diff --git a/V1-models/ConvModules.py b/V1-models/ConvModules.py new file mode 100644 index 0000000..55ac0e9 --- /dev/null +++ b/V1-models/ConvModules.py @@ -0,0 +1,384 @@ +import torch +from torch import Tensor +import torch.nn as nn +from torch.nn.parameter import Parameter, UninitializedParameter +from torch.nn.common_types import _size_2_t +from typing import Optional, List, Tuple, Union +import time +import copy + + +def _contract(tensor, matrix, axis): + """tensor is (..., D, ...), matrix is (P, D), returns (..., P, ...).""" + t = torch.moveaxis(tensor, source=axis, destination=-1) # (..., D) + r = t @ matrix.T # (..., P) + return torch.moveaxis(r, source=-1, destination=axis) # (..., P, ...) + +class FactConv2dPostExp(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Conv2d + super().__init__( + in_channels, out_channels, kernel_size, stride, padding, dilation, + groups, bias, padding_mode, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups) + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1]) + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), + **factory_kwargs) + self.tri1_vec = Parameter(tri1_vec) + + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + self.tri2_vec = Parameter(tri2_vec) + + + def forward(self, input: Tensor) -> Tensor: + U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // self.groups) + U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1]) + U = torch.kron(U1, U2) + U = self._exp_diag(U) + + matrix_shape = (self.out_channels, self.in_features) + composite_weight = torch.reshape( + torch.reshape(self.weight, matrix_shape) @ U, + self.weight.shape + ) + + return self._conv_forward(input, composite_weight, self.bias) + + def _tri_vec_to_mat(self, vec, n): + U = torch.zeros((n, n), **self.factory_kwargs) + U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + return U + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat + +class FactConv2dPreExp(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Conv2d + super().__init__( + in_channels, out_channels, kernel_size, stride, padding, dilation, + groups, bias, padding_mode, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups, + **factory_kwargs) + self.scat_idx1=triu1[0]*self.in_channels//self.groups + triu1[1] + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1], + **factory_kwargs) + + self.scat_idx2=triu2[0]*self.kernel_size[0]*self.kernel_size[1] + triu2[1] + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), + **factory_kwargs) + + self.tri1_vec = Parameter(tri1_vec) + + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + self.tri2_vec = Parameter(tri2_vec) + + def construct_Us(self): + self.tri1_vec = Parameter(self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1)) + self.tri2_vec = Parameter(self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2)) + + + def forward(self, input: Tensor) -> Tensor: + U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups, self.scat_idx1) + U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2 + ) + #.reshape([self.kernel_size[0], self.kernel_size[1], + # self.kernel_size[0] , self.kernel_size[1]]) + # flatten over filter dims and contract + composite_weight = _contract(self.weight, U1.T, 1) + composite_weight = _contract( + torch.flatten(composite_weight, -2, -1), U2.T, -1 + ).reshape(self.weight.shape) + # composite_weight = torch.einsum("ijkl, jm -> imkl", self.weight + return self._conv_forward(input, composite_weight, self.bias) + +# def forward(self, input: Tensor) -> Tensor: +# #U1 = self.tri1_vec +# #U2 = self.tri2_vec +# U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // +# self.groups,self.scat_idx1) +# # print(self.in_channels//self.groups) +# U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], +# self.scat_idx2) +# # +# U = torch.kron(U1, U2) +# #s1 = time.time() +# #U = torch.kron(U1, U2) +# #torch.cuda.synchronize() +# #print("torch.kron",time.time()-s1) +# #U = self._kron(U1, U2) +# #s1 = time.time() +# #U = self._kron(U1, U2) +# #torch.cuda.synchronize() +# #print("self.kron", time.time()-s1) + +# matrix_shape = (self.out_channels, self.in_features) +# composite_weight = torch.reshape( +# torch.reshape(self.weight, matrix_shape) @ U, +# self.weight.shape +# ) +# output = self._conv_forward(input, composite_weight, self.bias) +# return output + + + + def _kron(self, a, b): + a_shape = a.shape + b_shape = b.shape + c_shape = (a.shape[0]*b.shape[0], a.shape[1]*b.shape[1]) + + a = a.reshape(-1, 1) + b = b.reshape(1, -1) + + product = a@b + product = product.reshape(a_shape[0], a_shape[1], b.shape[0], b.shape[1]) + product = product.permute(0, 2, 1, 3) + product = product.reshape(c_shape[0], c_shape[1]) + return product + + + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n* n), + **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) + #U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + U = torch.diagonal_scatter(U,U.diagonal().exp_()) + #self._exp_diag(U) + return U + + #def _tri_vec_to_mat(self, vec, n): + # U = torch.zeros((n, n), **self.factory_kwargs) + # U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + # U = self._exp_diag(U) + # return U + + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat + +# +# def forward(self, input: Tensor) -> Tensor: +# s1 = time.time() +# U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // +# self.groups,self.scat_idx1) +# print(time.time()-s1) +# print(self.in_channels//self.groups) +# U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], +# self.scat_idx2) +# U = torch.kron(U1, U2) +# matrix_shape = (self.out_channels, self.in_features) +# composite_weight = torch.reshape( +# torch.reshape(self.weight, matrix_shape) @ U, +# self.weight.shape +# ) +# output = self._conv_forward(input, composite_weight, self.bias) +# return output +# +# def _tri_vec_to_mat(self, vec, n, scat_idx): +# U = torch.zeros((n* n), +# **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) +# #U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec +# U = torch.diagonal_scatter(U,U.diagonal().exp_()) +# #self._exp_diag(U) +# return U +# +# +class FactConv2dK(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + k: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Conv2d + super().__init__( + in_channels, out_channels, kernel_size, stride, padding, dilation, + groups, bias, padding_mode, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + self.k = k + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups, + **factory_kwargs) + self.scat_idx1=triu1[0]*self.in_channels//self.groups + triu1[1] + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1], + **factory_kwargs) + + self.scat_idx2=triu2[0]*self.kernel_size[0]*self.kernel_size[1] + triu2[1] + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), **factory_kwargs) + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + + self.tri1_vecs\ + = nn.ParameterList([nn.Parameter(copy.deepcopy(tri1_vec)) for i in + range(self.k)]) + self.tri2_vecs\ + = nn.ParameterList([nn.Parameter(copy.deepcopy(tri2_vec)) for i in + range(self.k)]) + + for param in self.tri1_vecs: + nn.init.trunc_normal_(param, std=0.02) + for param in self.tri2_vecs: + nn.init.trunc_normal_(param, std=0.02) + + + def construct_Us(self): + self.tri1_vec = Parameter(self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1)) + self.tri2_vec = Parameter(self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2)) + + + def forward(self, input: Tensor) -> Tensor: + krons = [] + comp_weights = [] + for i in range(self.k): + U1 = self._tri_vec_to_mat(self.tri1_vecs[i], self.in_channels // + self.groups,self.scat_idx1) + U2 = self._tri_vec_to_mat(self.tri2_vecs[i], self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2) + U = torch.kron(U1, U2) + krons.append(U) + + matrix_shape = (self.out_channels, self.in_features) + comp_weight = torch.reshape( + torch.reshape(self.weight, matrix_shape) @ U, + self.weight.shape) + comp_weights.append(comp_weight) + + arr = torch.stack(krons, dim=0) + U = torch.mean(arr, dim=0) + arr2 = torch.stack(comp_weights, dim=0) + composite_weight = torch.mean(arr2, dim=0) + + # matrix_shape = (self.out_channels, self.in_features) + # composite_weight = torch.reshape( + # torch.reshape(self.weight, matrix_shape) @ U, + # self.weight.shape + # ) + + output = self._conv_forward(input, composite_weight, self.bias) + return output + + def _kron(self, a, b): + a_shape = a.shape + b_shape = b.shape + c_shape = (a.shape[0]*b.shape[0], a.shape[1]*b.shape[1]) + + a = a.reshape(-1, 1) + b = b.reshape(1, -1) + + product = a@b + product = product.reshape(a_shape[0], a_shape[1], b.shape[0], b.shape[1]) + product = product.permute(0, 2, 1, 3) + product = product.reshape(c_shape[0], c_shape[1]) + return product + + + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n* n), + **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) + #U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + U = torch.diagonal_scatter(U,U.diagonal().exp_()) + #self._exp_diag(U) + return U + + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat diff --git a/V1-models/Grad_V1_CIFAR10.py b/V1-models/Grad_V1_CIFAR10.py new file mode 100644 index 0000000..b703cf5 --- /dev/null +++ b/V1-models/Grad_V1_CIFAR10.py @@ -0,0 +1,167 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import torch.nn.functional as F +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import PostExp_Vivian, PreExp_Vivian +import numpy as np +from numpy.random import RandomState +import random +from hooks import forwards_hook, backwards_hook +import torch.nn as nn + + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/VIV_CIFAR10_testing/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--hidden_dim', type=int, default=100, + help='number of hidden dimensions in model') + parser.add_argument('--num_epoch', type=int, default=1, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='BN_V1_V1_Linear', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + parser.add_argument('--seed', type=int, default=0, help='seed') + args = parser.parse_args() + print("freeze_spatial:", args.freeze_spatial, "freeze_channel:", + args.freeze_channel,"exponential location:", args.net) + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + + if args.net == "post": + model = PostExp_Vivian(args.hidden_dim, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp_Vivian(args.hidden_dim, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + + for name, module in model.named_modules(): + if isinstance(module, nn.Conv2d): + ## simple module + module.register_forward_hook(forwards_hook("{}".format(name))) + if module.tri1_vec.requires_grad: + module.tri1_vec.register_hook(backwards_hook("{} Tri1_vec Grad".format(name))) + if module.tri2_vec.requires_grad: + module.tri2_vec.register_hook(backwards_hook("{} Tri2_vec Grad".format(name))) + + + set_seeds(args.seed) + print(model) + print("Num params total: ", sum(p.numel() for p in model.parameters())) + print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) + print() + + print("freeze_spatial:", args.freeze_spatial, "freeze_channel:", + args.freeze_channel,"exponential location:", args.net) + # DataLoaders + if use_cuda: + num_workers = 4 + pin_memory = True + else: + num_workers = 0 + pin_memory = False + + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + cifar_data = datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=True, + transform=transforms.Compose([ + transforms.RandomHorizontalFlip(), + transforms.RandomCrop(32, 4), + transforms.ToTensor(), + normalize, + ]), download=False) + prng = RandomState(args.seed) + random_permute = prng.permutation(np.arange(0, 5000))[0:100] + indx = np.concatenate([np.where(np.array(cifar_data.targets) == classe)[0][random_permute] for classe in range(0, 10)]) + + cifar_data.data, cifar_data.targets = cifar_data.data[indx], list(np.array(cifar_data.targets)[indx]) + train_loader = torch.utils.data.DataLoader(cifar_data, + batch_size=512, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) + + test_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=False, + transform=transforms.Compose([ + transforms.ToTensor(), + normalize, + ])), + batch_size=128, shuffle=False, num_workers=num_workers, pin_memory=pin_memory) + + + test_loss = [] + test_accuracy = [] + + for epoch in range(0, args.num_epoch): + if epoch % 20 == 0: + optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=0.9, weight_decay=0.0005, nesterov=True) + args.lr *= 0.2 + model.train() + for batch_idx, (data, target) in enumerate(train_loader): + print("iteration {}".format(batch_idx)) + data, target = data.to(device), target.to(device) + optimizer.zero_grad() + output = model(data) + loss = F.cross_entropy(output, target) + loss.backward() + optimizer.step() + print() + + + + end = datetime.now() + print("Trial {} time (HH:MM:SS): {}".format(args.trial, end-start)) + print("Hidden dim: {}\t Learning rate: {}".format(args.hidden_dim, initial_lr)) + print() diff --git a/V1-models/LC_models.py b/V1-models/LC_models.py index a4b8e84..2912286 100644 --- a/V1-models/LC_models.py +++ b/V1-models/LC_models.py @@ -2,6 +2,7 @@ import torch import torch.nn.functional as F import LearnableCov +from resnet import ResNet18, ResNet18_Class100 class V1_MNIST(nn.Module): @@ -50,6 +51,66 @@ def forward(self, x): #[128, 1, 28, 28] beta = self.clf(concat) return beta +class Resnet_V1_CIFAR10(nn.Module): + def __init__(self, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, seed=None): + super().__init__() + self.resnet = ResNet18() + + def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = LearnableCov.FactConv2d(in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=module.bias) + setattr(model, n, new_module) + + replace_layers(self.resnet) + + firstConv = True + for c, m in enumerate(self.resnet.modules()): + if isinstance(m, LearnableCov.FactConv2d): + scale = 1/(m.in_channels*m.kernel_size[0]*m.kernel_size[1]) + center = (int(m.kernel_size[0]/2), int(m.kernel_size[1]/2)) + + if spatial_init == 'V1': + LearnableCov.V1_init(m, size, spatial_freq, center, scale, bias, seed) + if firstConv: + print("V1 spatial init") + else: + if firstConv: + print("Default spatial init") + + if freeze_spatial == True: + m.tri2_vec.requires_grad=False + if firstConv: + print("Freeze spatial vec") + else: + m.tri2_vec.requires_grad=True + if firstConv: + print("Learnable spatial vec") + + if freeze_channel == True: + m.tri1_vec.requires_grad=False + if firstConv: + print("Freeze channel vec") + else: + m.tri1_vec.requires_grad=True + if firstConv: + print("Learnable channel vec") + firstConv = False + + + def forward(self, x): + return self.resnet(x) + + class V1_CIFAR10(nn.Module): def __init__(self, hidden_dim, size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init, seed=None): @@ -151,7 +212,8 @@ def forward(self, x): return self.clf(h) class V1_CIFAR100(nn.Module): - def __init__(self, hidden_dim, size, spatial_freq, scale, bias, seed=None): + def __init__(self, hidden_dim, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, seed=None): super(V1_CIFAR100, self).__init__() self.lc_layer = \ LearnableCov.FactConv2d(in_channels=3, out_channels=hidden_dim, @@ -176,12 +238,26 @@ def __init__(self, hidden_dim, size, spatial_freq, scale, bias, seed=None): center = (3., 3.,) #center = None - LearnableCov.V1_init(self.lc_layer, size, spatial_freq, center, scale1, bias, seed) - self.lc_layer.tri2_vec.requires_grad=False - - LearnableCov.V1_init(self.lc_layer2, size, spatial_freq, center, scale1, bias, seed) - self.lc_layer2.tri2_vec.requires_grad=False + if spatial_init == 'V1': + LearnableCov.V1_init(self.lc_layer, size, spatial_freq, center, scale1, bias, seed) + LearnableCov.V1_init(self.lc_layer2, size, spatial_freq, center, scale2, bias, seed) + print("V1 spatial init") + else: + print("Default spatial init") + if freeze_spatial == True: + self.lc_layer.tri2_vec.requires_grad=False + self.lc_layer2.tri2_vec.requires_grad=False + print("Freeze spatial vec") + else: + print("Learnable spatial vec") + + if freeze_channel == True: + self.lc_layer.tri1_vec.requires_grad=False + self.lc_layer2.tri1_vec.requires_grad=False + print("Freeze channel vec") + else: + print("Learnable channel vec") def forward(self, x): # methods @@ -198,6 +274,65 @@ def forward(self, x): return self.clf(h) +class Resnet_V1_CIFAR100(nn.Module): + def __init__(self, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, seed=None): + super().__init__() + self.resnet = ResNet18_Class100() + + def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = LearnableCov.FactConv2d(in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=module.bias) + setattr(model, n, new_module) + + replace_layers(self.resnet) + + firstConv = True + for c, m in enumerate(self.resnet.modules()): + if isinstance(m, LearnableCov.FactConv2d): + scale = 1/(m.in_channels*m.kernel_size[0]*m.kernel_size[1]) + center = (int(m.kernel_size[0]/2), int(m.kernel_size[1]/2)) + + if spatial_init == 'V1': + LearnableCov.V1_init(m, size, spatial_freq, center, scale, bias, seed) + if firstConv: + print("V1 spatial init") + else: + if firstConv: + print("Default spatial init") + + if freeze_spatial == True: + m.tri2_vec.requires_grad=False + if firstConv: + print("Freeze spatial vec") + else: + m.tri2_vec.requires_grad=True + if firstConv: + print("Learnable spatial vec") + + if freeze_channel == True: + m.tri1_vec.requires_grad=False + if firstConv: + print("Freeze channel vec") + else: + m.tri1_vec.requires_grad=True + if firstConv: + print("Learnable channel vec") + firstConv = False + + def forward(self, x): + return self.resnet(x) + + class SimpleLearnableNetwork(nn.Module): def __init__(self, hidden_dim, size, spatial_freq, scale, bias, seed=None): super(SimpleLearnableNetwork, self).__init__() diff --git a/V1-models/LearnableCov.py b/V1-models/LearnableCov.py index dc1fd07..f912b86 100644 --- a/V1-models/LearnableCov.py +++ b/V1-models/LearnableCov.py @@ -105,6 +105,13 @@ def forward(self, input: Tensor) -> Tensor: return self._conv_forward(input, composite_weight, self.bias) + +def rms(x): + x = x**2 + x = torch.mean(x) + return torch.sqrt(x) + + class FactConv2d(nn.Conv2d): def __init__( self, @@ -136,32 +143,47 @@ def __init__( self.in_features = self.in_channels // self.groups * \ self.kernel_size[0] * self.kernel_size[1] - triu1_len = torch.triu_indices(self.in_channels // self.groups, - self.in_channels // self.groups).shape[1] - triu2_len = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], - self.kernel_size[0] * self.kernel_size[1]).shape[1] - self.tri1_vec = Parameter(torch.zeros((triu1_len,), **factory_kwargs)) - self.tri2_vec = Parameter(torch.zeros((triu2_len,), **factory_kwargs)) + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups) + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1]) + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), + **factory_kwargs) + self.tri1_vec = Parameter(tri1_vec) + + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + self.tri2_vec = Parameter(tri2_vec) def forward(self, input: Tensor) -> Tensor: U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // self.groups) U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1]) - U = torch.kron(U1, U2) - U = self._exp_diag(U) + # U = torch.kron(U1, U2) + + composite_weight = _contract(self.weight, U1.T, 1) + # flatten over filter dims and contract + composite_weight = _contract(torch.flatten(self.weight, -2, -1), U2.T, -1) - matrix_shape = (self.out_channels, self.in_features) - composite_weight = torch.reshape( - torch.reshape(self.weight, matrix_shape) @ U, - self.weight.shape - ) + # matrix_shape = (self.out_channels, self.in_features) + # composite_weight = torch.reshape( + # torch.reshape(self.weight, matrix_shape) @ U, + # self.weight.shape + # ) return self._conv_forward(input, composite_weight, self.bias) + def _contract(tensor, matrix, axis): + """tensor is (..., D, ...), matrix is (P, D), returns (..., P, ...).""" + t = torch.moveaxis(tensor, source=axis, destination=-1) # (..., D) + r = t @ matrix.T # (..., P) + return torch.moveaxis(r, source=-1, destination=axis) # (..., P, ...) + def _tri_vec_to_mat(self, vec, n): U = torch.zeros((n, n), **self.factory_kwargs) U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec - # TODO(kamdh): experiment with this placement versus after kron - # U = self._exp_diag(U) + U = self._exp_diag(U) return U def _exp_diag(self, mat): @@ -170,6 +192,7 @@ def _exp_diag(self, mat): mat[range(n), range(n)] = exp_diag return mat + def V1_init(layer, size, spatial_freq, center, scale=1., bias=False, seed=None, device=torch.device('cuda' if torch.cuda.is_available() else 'cpu')): ''' diff --git a/V1-models/Print_Resnet_Models.py b/V1-models/Print_Resnet_Models.py new file mode 100644 index 0000000..704c1da --- /dev/null +++ b/V1-models/Print_Resnet_Models.py @@ -0,0 +1,85 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import Replacenet_V1_CIFAR10, Factnet_V1_CIFAR10 +import numpy as np +import random + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--num_epoch', type=int, default=10, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='Resnet_V1', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='fact', choices=['fact', 'replace'], + help="which network to use for this test") + parser.add_argument('--seed', type=int, default=0, help='seed') + args = parser.parse_args() + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + print("Printing Resnet model structure with defined FactConv2d:") + print(Factnet_V1_CIFAR10(args.s, args.f, args.scale, args.bias, + args.freeze_spatial, args.freeze_channel, + args.spatial_init).to(device)) + print("Printing Resnet model structure with replaced-by FactConv2d:") + print(Replacenet_V1_CIFAR10(args.s, args.f, args.scale, args.bias, + args.freeze_spatial, args.freeze_channel, + args.spatial_init).to(device)) + + diff --git a/V1-models/Record_Grad_Resnet_V1_CIFAR10.py b/V1-models/Record_Grad_Resnet_V1_CIFAR10.py new file mode 100644 index 0000000..c5c519d --- /dev/null +++ b/V1-models/Record_Grad_Resnet_V1_CIFAR10.py @@ -0,0 +1,166 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import PostExp, PreExp +import numpy as np +import random +from hooks import wandb_forwards_hook, wandb_backwards_hook +import torch.nn as nn +import torch.nn.functional as F +import wandb + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_Grad/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--num_epoch', type=int, default=90, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='Resnet_V1', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + parser.add_argument('--seed', type=int, default=0, help='seed') + + args = parser.parse_args() + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + + if args.net == "post": + model = PostExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + + store_rms = {} + for name, module in model.named_modules(): + if isinstance(module, nn.Conv2d): + ## simple module + module.register_forward_hook(wandb_forwards_hook("{}".format(name), store_rms)) + if module.tri1_vec.requires_grad: + module.tri1_vec.register_hook(wandb_backwards_hook("{} Tri1_vec Grad".format(name), store_rms)) + if module.tri2_vec.requires_grad: + module.tri2_vec.register_hook(wandb_backwards_hook("{} Tri2_vec Grad".format(name), store_rms)) + + set_seeds(args.seed) + print(model) + print("Num params total: ", sum(p.numel() for p in model.parameters())) + print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) + + # DataLoaders + if use_cuda: + num_workers = 4 + pin_memory = True + else: + num_workers = 0 + pin_memory = False + + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + train_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=True, + transform=transforms.Compose([ + transforms.RandomHorizontalFlip(), + transforms.RandomCrop(32, 4), + transforms.ToTensor(), + normalize, + ]), download=False), + batch_size=512, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) + + test_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=False, + transform=transforms.Compose([ + transforms.ToTensor(), + normalize, + ])), + batch_size=128, shuffle=False, num_workers=num_workers, pin_memory=pin_memory) + + + test_loss = [] + test_accuracy = [] + wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" + os.makedirs(wandb_dir, exist_ok=True) + os.chdir(wandb_dir) + run_name = "PostExp" if args.net == "post" else "PreExp" + + run = wandb.init(project="random_project", config=args, + group="RMS_LSLC_Grad_Comparison", name=run_name, dir=wandb_dir) + + for epoch in range(0, args.num_epoch): + if epoch % 20 == 0: + optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=0.9, weight_decay=0.0005, nesterov=True) + args.lr *= 0.2 + model.train() + for batch_idx, (data, target) in enumerate(train_loader): + data, target = data.to(device), target.to(device) + optimizer.zero_grad() + output = model(data) + loss = F.cross_entropy(output, target) + loss.backward() + optimizer.step() + run.log(store_rms) + + loss, accuracy = V1_models.test(model, device, test_loader, epoch+1) + test_loss.append(loss) + test_accuracy.append(accuracy) + save_model(args, model, test_loss, test_accuracy) + + end = datetime.now() + print("Trial {} time (HH:MM:SS): {}".format(args.trial, end-start)) + print("Learning rate: {}".format(initial_lr)) + run.finish() + save_model(args, model, test_loss, test_accuracy) + diff --git a/V1-models/Record_U_Resnet_V1_CIFAR10.py b/V1-models/Record_U_Resnet_V1_CIFAR10.py new file mode 100644 index 0000000..f3f1e4b --- /dev/null +++ b/V1-models/Record_U_Resnet_V1_CIFAR10.py @@ -0,0 +1,117 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import PostExp, PreExp +import numpy as np +import random +from hooks import wandb_forwards_hook, wandb_backwards_hook +import torch.nn as nn +import torch.nn.functional as F +import wandb +import matplotlib.pyplot as plt + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--num_epoch', type=int, default=90, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='Resnet_V1', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + parser.add_argument('--seed', type=int, default=0, help='seed') + + args = parser.parse_args() + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + + if args.net == "post": + model = PostExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + +def _tri_vec_to_mat(module, vec, n): + U = torch.zeros((n, n), **module.factory_kwargs) + U[torch.triu_indices(n, n, **module.factory_kwargs).tolist()] = vec + return U + +def visualize_covariance(module, name): + U1 = _tri_vec_to_mat(module, module.tri1_vec, module.in_channels // module.groups) + U2 = _tri_vec_to_mat(module, module.tri2_vec, module.kernel_size[0] * module.kernel_size[1]) + + U2_cov = U2.T @ U2 + U2_eigenvalues, U2_eigenvectors = torch.linalg.eig(U2_cov) + + U2_eigenvalues = U2_eigenvalues.cpu().numpy() + U2_eigenvectors = U2_eigenvectors.cpu().numpy() + U2_cov = U2_cov.cpu().numpy() + + plt.semilogy(np.flip(np.sort(U2_eigenvalues))) + plt.savefig('{}_U2_eigenvalues.png'.format(name)) + + U2_cov *= U2_cov.shape[0] / np.trace(U2_cov) + plt.matshow(U2_cov, aspect='auto') + plt.savefig('{}_U2_covariance.png'.format(name)) + + indices = np.argsort(U2_eigenvalues) + sorted_U2_eigenvalues = [U2_eigenvalues[i] for i in indices] + sorted_U2_eigenvalues = np.flip(sorted_U2_eigenvalues) + sorted_U2_eigenvectors = [U2_eigenvectors[i] for i in indices] + + fig, ax = plt.subplots(nrows=1, ncols=9) + for idx, col in enumerate(ax): + col.axis('off') + col.matshow(np.real(sorted_U2_eigenvectors[8-idx].reshape((3,3)))) + col.set_title(str(np.real(sorted_U2_eigenvalues[idx])), fontsize=7) + plt.savefig('{}_sorted_U2_eigenvectors.png'.format(name)) + +model_src = "../saved-models/muawi_models/postexp.pt" +model.load_state_dict(torch.load(model_src)) + +module_list = [] +for name, module in model.named_modules(): + if isinstance(module, nn.Conv2d): + module_list.append(module) + +module1 = module_list[-1] +print(module1) + +visualize_covariance(module1, "last_module_pretrain") diff --git a/V1-models/Recording_Functions.py b/V1-models/Recording_Functions.py new file mode 100644 index 0000000..9b42bdd --- /dev/null +++ b/V1-models/Recording_Functions.py @@ -0,0 +1,222 @@ +import torch +import argparse +import os +from LC_models import V1_CIFAR10, V1_CIFAR100 +from test_models_safety import PostExp, PreExp +import numpy as np +import random +import torch.nn as nn +import torch.nn.functional as F +import matplotlib.pyplot as plt +from distutils.util import strtobool + +def tri_vec_to_mat(module, vec, n): + U = torch.zeros((n, n), **module.factory_kwargs) + U[torch.triu_indices(n, n, **module.factory_kwargs).tolist()] = vec + U = exp_diag(module, U) + return U + +def exp_diag(module, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat + +def construct_spatial_cov(module): + U2 = tri_vec_to_mat(module, module.tri2_vec, module.kernel_size[0] * module.kernel_size[1]) + U2 = exp_diag(module, U2) + cov = U2.T @ U2 + if cov.requires_grad: + cov = cov.cpu().detach().numpy() + else: + cov = cov.cpu().numpy() + return cov + +def construct_channel_cov(module): + U1 = tri_vec_to_mat(module, module.tri1_vec, module.in_channels // + module.groups) + U1 = exp_diag(module, U1) + cov = U1.T @ U1 + if cov.requires_grad: + cov = cov.cpu().detach().numpy() + else: + cov = cov.cpu().numpy() + return cov + +def get_eigens(cov): + eigenvalues, eigenvectors = np.linalg.eigh(cov) + return eigenvalues, eigenvectors + +def plot_eigenvalues(spatial_eigenvalues, channel_eigenvalues, name): + fig, ax = plt.subplots(2, figsize=(12,8)) + ax[0].semilogy(np.flip(np.sort(spatial_eigenvalues))) + ax[0].set_xlabel('Eigenvalues') + ax[0].set_ylabel('Variance') + ax[0].set_title("Spatial Eigenvalues") + + ax[1].semilogy(np.flip(np.sort(channel_eigenvalues))) + ax[1].set_xlabel('Eigenvalues') + ax[1].set_ylabel('Variance') + ax[1].set_title("Channel Eigenvalues") + plt.suptitle('Eigenvalues') + fig.subplots_adjust(hspace=0.4) + plt.savefig('{}_eigenvalues.png'.format(name)) + + +def plot_covariance(spatial_cov, channel_cov, name): + figure, ax = plt.subplots(2, figsize=(8,8)) + spatial_cov *= spatial_cov.shape[0] / np.trace(spatial_cov) + fig = ax[0].imshow(spatial_cov) + plt.colorbar(fig) + ax[0].set_title("Spatial Covariance") + + channel_cov *= channel_cov.shape[0] / np.trace(channel_cov) + fig = ax[1].imshow(channel_cov) + plt.colorbar(fig) + figure.subplots_adjust(hspace=0.4) + ax[1].set_title("Channel Covariance") + plt.savefig('{}_covariances.png'.format(name)) + + +def plot_eigenvectors(eigenvalues, eigenvectors, name): + eigenvalues = np.flip(eigenvalues) + # calling np.flip() on sorted eigenvectors affects the matshow images + # so instead we reverse the order in which they are plotted + n_vectors = len(eigenvalues) + reshape_dim = int(np.sqrt(n_vectors)) + fig, ax = plt.subplots(nrows=reshape_dim, ncols=reshape_dim, figsize=(12,8), layout='constrained') + idx=0 + for row in ax: + for col in row: + col.axis('off') + col.imshow(eigenvectors[:, -idx-1].reshape(reshape_dim, + reshape_dim)) + col.set_title(str(eigenvalues[idx]), fontsize=7) + idx += 1 + fig.suptitle("Spatial Eigenvectors") + #fig.subplots_adjust(wspace=0.1, hspace=0.5, top=0.88) + plt.savefig('{}_spatial_eigenvectors.png'.format(name)) + +def get_modules(model): + modules = [] + for name, module in model.named_modules(): + if isinstance(module, nn.Conv2d): + modules.append(module) + return modules + +def plot_bins(model, module_num, filename): + n_bins = 50 + fig, ax = plt.subplots(2, figsize=(6,8)) + modules = get_modules(model) + module = modules[module_num] + tri1vec = module.tri1_vec + tri2vec = module.tri2_vec + ax[0].hist(tri1vec.cpu().detach().numpy(), bins=n_bins) + ax[0].set_title("Tri1 Hist") + ax[1].hist(tri2vec.cpu().detach().numpy(), bins=n_bins) + ax[1].set_title("Tri2 Hist") + fig.subplots_adjust(hspace=0.4) + plt.suptitle(filename) + plt.savefig("{}_histograms.png".format(filename)) + +def plot_tri(model, module_num, filename): + fig, ax = plt.subplots(2, figsize=(6,8)) + modules = get_modules(model) + module = modules[module_num] + tri1vec = module.tri1_vec + tri2vec = module.tri2_vec + n = module.in_channels // module.groups + m = module.kernel_size[0] * module.kernel_size[1] + U1 = tri_vec_to_mat(module, tri1vec, n) + + U2 = tri_vec_to_mat(module, tri2vec, m) + plot1 = ax[0].matshow(U1.cpu().detach().numpy()) + fig.colorbar(plot1) + ax[0].set_title("Tri1 Matrix") + plot2 = ax[1].matshow(U2.cpu().detach().numpy()) + fig.colorbar(plot2) + ax[1].set_title("Tri2 Matrix") + plt.suptitle(filename) + fig.subplots_adjust(hspace=0.4) + plt.savefig("{}_matrices.png".format(filename)) + +def plot_all(model, module_num, filename): + modules = get_modules(model) + + # get the module we are analyzing + module = modules[module_num] + + spatial_cov = construct_spatial_cov(module) + channel_cov = construct_channel_cov(module) + + spatial_evals, spatial_evecs = get_eigens(spatial_cov) + channel_evals, channel_evecs = get_eigens(channel_cov) + + plot_eigenvalues(spatial_evals, channel_evals, filename) + plot_covariance(spatial_cov, channel_cov, filename) + plot_eigenvectors(spatial_evals, spatial_evecs, filename) +# + plot_bins(model, module_num, filename) + plot_tri(model, module_num, filename) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--model', type=str, default='CIFAR10', + choices=['CIFAR10', 'CIFAR100', 'post', 'pre']) + parser.add_argument('--seed', type=int, default=0, help='seed') + parser.add_argument('--model_name', type=str, default="", + help="name of saved model to load") + parser.add_argument('--filename', type=str, default="ModelImgs", + help="filenames for saved image dir") + parser.add_argument('--layer_num', type=int, default=0, + help="which layer num to analyze") + + args = parser.parse_args() + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + if args.model == "post": + model = PostExp(args.s, args.f, args.scale, args.bias, + args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + print("Post Exp Resnet") + elif args.model == "pre": + model = PreExp(args.s, args.f, args.scale, args.bias, + args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + print("Pre Exp model") + print("Pre Exp Resnet") + elif args.model == "CIFAR10": + model = V1_CIFAR10(100, args.s, args.f, args.scale, args.bias, + args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + print("CIFAR10 Model") + elif args.model == "CIFAR100": + model = V1_CIFAR100(100, args.s, args.f, args.scale, args.bias, + args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + print("CIFAR100 Model") + + src_dir = "../saved-models/muawi_models/" + args.model_name + model_init = torch.load(src_dir) + print("Model Loaded: ", src_dir) + #postexp_LSLC = torch.load("../saved-models/muawi_models/postexp_LSLC.pt") + #preexp_LSLC = torch.load("../saved-models/muawi_models/preexp_LSLC.pt") + + image_src = os.path.join("saved-images/", args.filename) + os.makedirs(image_src, exist_ok=True) + os.chdir(image_src) + + model.load_state_dict(model_init) + plot_all(model, args.layer_num, args.filename) diff --git a/V1-models/Resnet_V1_CIFAR10.py b/V1-models/Resnet_V1_CIFAR10.py new file mode 100644 index 0000000..bf55c66 --- /dev/null +++ b/V1-models/Resnet_V1_CIFAR10.py @@ -0,0 +1,137 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import PostExp, PreExp +import numpy as np +import random + + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--num_epoch', type=int, default=90, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='Resnet_V1', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + parser.add_argument('--seed', type=int, default=0, help='seed') + + args = parser.parse_args() + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + + if args.net == "post": + model = PostExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + + set_seeds(args.seed) + print(model) + print("Num params total: ", sum(p.numel() for p in model.parameters())) + print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) + + # DataLoaders + if use_cuda: + num_workers = 4 + pin_memory = True + else: + num_workers = 0 + pin_memory = False + + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + train_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=True, + transform=transforms.Compose([ + transforms.RandomHorizontalFlip(), + transforms.RandomCrop(32, 4), + transforms.ToTensor(), + normalize, + ]), download=False), + batch_size=512, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) + + test_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=False, + transform=transforms.Compose([ + transforms.ToTensor(), + normalize, + ])), + batch_size=128, shuffle=False, num_workers=num_workers, pin_memory=pin_memory) + + + test_loss = [] + test_accuracy = [] + + for epoch in range(0, args.num_epoch): + if epoch % 20 == 0: + optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=0.9, weight_decay=0.0005, nesterov=True) + args.lr *= 0.2 + + V1_models.train(model, device, train_loader, optimizer, epoch+1) + loss, accuracy = V1_models.test(model, device, test_loader, epoch+1) + test_loss.append(loss) + test_accuracy.append(accuracy) + + end = datetime.now() + print("Trial {} time (HH:MM:SS): {}".format(args.trial, end-start)) + print("Learning rate: {}".format(initial_lr)) + + save_model(args, model, test_loss, test_accuracy) + diff --git a/V1-models/Resnet_V1_CIFAR100.py b/V1-models/Resnet_V1_CIFAR100.py new file mode 100644 index 0000000..5ba0d62 --- /dev/null +++ b/V1-models/Resnet_V1_CIFAR100.py @@ -0,0 +1,138 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import PostExp_Class100, PreExp_Class100 +import numpy as np +import random + + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR100/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser(description='CIFAR scattering + hybrid examples') + parser.add_argument('--num_epoch', type=int, default=90, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='BN_V1_V1_Linear', help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + parser.add_argument('--seed', type=int, default=0, help='seed') + + args = parser.parse_args() + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + + if args.net == "post": + model = PostExp_Class100(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp_Class100(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + + set_seeds(args.seed) + print(model) + print("Num params total: ", sum(p.numel() for p in model.parameters())) + print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) + + # DataLoaders + if use_cuda: + num_workers = 4 + pin_memory = True + else: + num_workers = 0 + pin_memory = False + + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + train_loader = torch.utils.data.DataLoader( + datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=True, transform=transforms.Compose([ + transforms.RandomHorizontalFlip(), + transforms.RandomCrop(32, 4), + transforms.ToTensor(), + normalize, + ]), download=True), + batch_size=512, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) + + test_loader = torch.utils.data.DataLoader( + datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=False, transform=transforms.Compose([ + transforms.ToTensor(), + normalize, + ])), + batch_size=128, shuffle=False, num_workers=num_workers, pin_memory=pin_memory) + + + test_loss = [] + test_accuracy = [] + + for epoch in range(0, args.num_epoch): + if epoch%20==0: + optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=0.9,weight_decay=0.0005, nesterov=True) + args.lr*=0.2 + + V1_models.train(model, device, train_loader, optimizer, epoch+1) + loss, accuracy = V1_models.test(model, device, test_loader, epoch+1) + test_loss.append(loss) + test_accuracy.append(accuracy) + + end = datetime.now() + print("Trial {} time (HH:MM:SS): {}".format(args.trial, end-start)) + print("Learning rate: {}".format(initial_lr)) + + save_model(args, model, test_loss, test_accuracy) + diff --git a/V1-models/Resnet_V1_CIFAR10_Small_Sample.py b/V1-models/Resnet_V1_CIFAR10_Small_Sample.py new file mode 100644 index 0000000..4a33804 --- /dev/null +++ b/V1-models/Resnet_V1_CIFAR10_Small_Sample.py @@ -0,0 +1,157 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +from numpy.random import RandomState +import numpy as np +import V1_models +import LC_models +from test_models_safety import PostExp, PreExp +import numpy as np +import random + + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_50_Samples/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='CIFAR scattering + hybrid examples') + parser.add_argument('--num_samples', type=int, default=50, + help='samples per class') + parser.add_argument('--learning_schedule_multi', type=int, default=10, + help='samples per class') + parser.add_argument('--seed', type=int, default=0, + help='seed for dataset subselection') + parser.add_argument('--num_epoch', type=int, default=90, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='BN_V1_V1_Linear', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, + help="which device to use (0 or 1)") + + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + #parser.add_argument('--seed', type=int, default=0, help='seed') + + args = parser.parse_args() + initial_lr = args.lr + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + + set_seeds(args.seed) + + if args.net == "post": + model = PostExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + + set_seeds(args.seed) + print(model) + print("Num params total: ", sum(p.numel() for p in model.parameters())) + print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) + # DataLoaders + if use_cuda: + num_workers = 4 + pin_memory = True + else: + num_workers = 0 + pin_memory = False + + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + + #####cifar data + cifar_data = datasets.CIFAR10( + root=scattering_datasets.get_dataset_dir('CIFAR'), + train=True, transform=transforms.Compose([ + transforms.RandomHorizontalFlip(), + transforms.RandomCrop(32, 4), + transforms.ToTensor(), + normalize, + ]), download=True) + # Extract a subset of X samples per class + prng = RandomState(args.seed) + random_permute = prng.permutation(np.arange(0, 5000))[0:args.num_samples] + indx = np.concatenate([np.where(np.array(cifar_data.targets) == classe)[0][random_permute] for classe in range(0, 10)]) + + cifar_data.data, cifar_data.targets = cifar_data.data[indx], list(np.array(cifar_data.targets)[indx]) + train_loader = torch.utils.data.DataLoader(cifar_data, + batch_size=32, shuffle=True, num_workers=num_workers, + pin_memory=pin_memory) + + test_loader = torch.utils.data.DataLoader( + datasets.CIFAR10( + root=scattering_datasets.get_dataset_dir('CIFAR'), + train=False, transform=transforms.Compose([ + transforms.ToTensor(), + normalize, + ])), + batch_size=128, shuffle=False, num_workers=num_workers, pin_memory=pin_memory) + + test_loss = [] + test_accuracy = [] + + # Optimizer + for epoch in range(0, 90): + if epoch%20==0: + optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=0.9,weight_decay=0.0005, nesterov=True) + args.lr*=0.2 + + V1_models.train(model, device, train_loader, optimizer, epoch+1) + loss, accuracy = V1_models.test(model, device, test_loader, epoch+1) + test_loss.append(loss) + test_accuracy.append(accuracy) + + end = datetime.now() + print("Trial {} time (HH:MM:SS): {}".format(args.trial, end-start)) + print("Learning rate: {}".format(initial_lr)) + + save_model(args, model, test_loss, test_accuracy) + diff --git a/V1-models/Test_Resnet_V1_CIFAR10.py b/V1-models/Test_Resnet_V1_CIFAR10.py new file mode 100644 index 0000000..9f0fa0b --- /dev/null +++ b/V1-models/Test_Resnet_V1_CIFAR10.py @@ -0,0 +1,135 @@ +#Model w/ weights initialized according to V1 receptive fields + +import torch +import torch.optim +from torchvision import datasets, transforms +import kymatio.datasets as scattering_datasets +from datetime import datetime +import os +from distutils.util import strtobool +import argparse +import V1_models +import LC_models +from test_models_safety import Replacenet_V1_CIFAR10, Factnet_V1_CIFAR10 +import numpy as np +import random + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + + +def save_model(args, model, loss, accuracy): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(args.trial) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--num_epoch', type=int, default=10, help='number of epochs') + parser.add_argument('--lr', type=float, default=0.01, help='learning rate') + parser.add_argument('--s', type=int, default=2, help='V1 size') + parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') + parser.add_argument('--scale', type=int, default=1, help='V1 scale') + parser.add_argument('--name', type=str, default='Resnet_V1', + help='filename for saved model') + parser.add_argument('--trial', type=int, default=1, help='trial number') + parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='fact', choices=['fact', 'replace'], + help="which network to use for this test") + parser.add_argument('--seed', type=int, default=0, help='seed') + args = parser.parse_args() + initial_lr = args.lr + + use_cuda = torch.cuda.is_available() + device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") + + start = datetime.now() + set_seeds(args.seed) + model = Factnet_V1_CIFAR10(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + if args.net == "replace": + sd = model.state_dict() + model = Replacenet_V1_CIFAR10(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + model.load_state_dict(sd, strict=True) + + set_seeds(args.seed) + print(model) + print("Num params total: ", sum(p.numel() for p in model.parameters())) + print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) + + # DataLoaders + if use_cuda: + num_workers = 4 + pin_memory = True + else: + num_workers = 0 + pin_memory = False + + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + train_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=True, + transform=transforms.Compose([ + transforms.RandomHorizontalFlip(), + transforms.RandomCrop(32, 4), + transforms.ToTensor(), + normalize, + ]), download=False), + batch_size=512, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) + + test_loader = torch.utils.data.DataLoader( + datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=False, + transform=transforms.Compose([ + transforms.ToTensor(), + normalize, + ])), + batch_size=128, shuffle=False, num_workers=num_workers, pin_memory=pin_memory) + + + test_loss = [] + test_accuracy = [] + + for epoch in range(0, args.num_epoch): + if epoch % 5 == 0: + optimizer = torch.optim.SGD(model.parameters(), lr=args.lr, momentum=0.9, weight_decay=0.0005, nesterov=True) + args.lr *= 0.2 + + V1_models.train(model, device, train_loader, optimizer, epoch+1) + loss, accuracy = V1_models.test(model, device, test_loader, epoch+1) + test_loss.append(loss) + test_accuracy.append(accuracy) + + end = datetime.now() + print("Trial {} time (HH:MM:SS): {}".format(args.trial, end-start)) + print("Learning rate: {}".format(initial_lr)) + + save_model(args, model, test_loss, test_accuracy) + diff --git a/V1-models/V1_CIFAR10.py b/V1-models/V1_CIFAR10.py index e8ea5b5..9421269 100644 --- a/V1-models/V1_CIFAR10.py +++ b/V1-models/V1_CIFAR10.py @@ -10,25 +10,34 @@ import argparse import V1_models import LC_models +from test_models_safety import PostExp_Vivian, PreExp_Vivian +import numpy as np +import random + + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) def save_model(args, model, loss, accuracy): - src = "/research/harris/vivian/v1-models/saved-models/CIFAR10/" + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/VIV_CIFAR10_testing/" model_dir = src + args.name - if not os.path.exists(model_dir): - os.makedirs(model_dir) + os.makedirs(model_dir, exist_ok=True) os.chdir(model_dir) #saves loss & accuracy in the trial directory -- all trials trial_dir = model_dir + "/trial_" + str(args.trial) - if not os.path.exists(trial_dir): - os.makedirs(trial_dir) + os.makedirs(trial_dir, exist_ok=True) os.chdir(trial_dir) - torch.save(loss, "loss.pt") - torch.save(accuracy, "accuracy.pt") - torch.save(model.state_dict(), "model.pt") - torch.save(args, "args.pt") + torch.save(loss, trial_dir+"/loss.pt") + torch.save(accuracy, trial_dir+ "/accuracy.pt") + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") if __name__ == '__main__': @@ -55,6 +64,10 @@ def save_model(args, model, loss, accuracy): help="freeze channels for LearnableCov models") parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--net', type=str, default='post', choices=['post', + 'pre'], + help="which convmodule to use") + parser.add_argument('--seed', type=int, default=0, help='seed') args = parser.parse_args() initial_lr = args.lr @@ -62,8 +75,15 @@ def save_model(args, model, loss, accuracy): device = torch.device("cuda:" + str(args.device) if use_cuda else "cpu") start = datetime.now() - - model = LC_models.V1_CIFAR10(args.hidden_dim, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + set_seeds(args.seed) + + if args.net == "post": + model = PostExp_Vivian(args.hidden_dim, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + elif args.net == "pre": + model = PreExp_Vivian(args.hidden_dim, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + + set_seeds(args.seed) + print(model) print("Num params total: ", sum(p.numel() for p in model.parameters())) print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) diff --git a/V1-models/V1_CIFAR100.py b/V1-models/V1_CIFAR100.py index 093b196..838f3dd 100644 --- a/V1-models/V1_CIFAR100.py +++ b/V1-models/V1_CIFAR100.py @@ -43,6 +43,15 @@ def save_model(args, model, loss, accuracy): parser.add_argument('--trial', type=int, default=1, help='trial number') parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), default=False, help='bias=True or False') parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") args = parser.parse_args() initial_lr = args.lr @@ -51,7 +60,9 @@ def save_model(args, model, loss, accuracy): start = datetime.now() - model = LC_models.V1_CIFAR100(args.hidden_dim, args.s, args.f, args.scale, args.bias).to(device) + model = LC_models.V1_CIFAR100(args.hidden_dim, args.s, args.f, args.scale, + args.bias, args.freeze_spatial, args.freeze_channel, + args.spatial_init).to(device) print("Num params: ", sum(p.numel() for p in model.parameters())) print("Num params grad: ", sum(p.numel() for p in model.parameters() if p.requires_grad)) @@ -67,16 +78,20 @@ def save_model(args, model, loss, accuracy): std=[0.229, 0.224, 0.225]) train_loader = torch.utils.data.DataLoader( - datasets.CIFAR100(root=scattering_datasets.get_dataset_dir('CIFAR100'), train=True, transform=transforms.Compose([ + datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=True, transform=transforms.Compose([ transforms.RandomHorizontalFlip(), transforms.RandomCrop(32, 4), transforms.ToTensor(), normalize, ]), download=True), - batch_size=128, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) + batch_size=512, shuffle=True, num_workers=num_workers, pin_memory=pin_memory) test_loader = torch.utils.data.DataLoader( - datasets.CIFAR100(root=scattering_datasets.get_dataset_dir('CIFAR100'), train=False, transform=transforms.Compose([ + datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=False, transform=transforms.Compose([ transforms.ToTensor(), normalize, ])), diff --git a/V1-models/V1_CIFAR10_Small_Sample.py b/V1-models/V1_CIFAR10_Small_Sample.py index 1e0cdb2..f7cbc73 100644 --- a/V1-models/V1_CIFAR10_Small_Sample.py +++ b/V1-models/V1_CIFAR10_Small_Sample.py @@ -54,6 +54,15 @@ def save_model(args, model, loss, accuracy): default=False, help='bias=True or False') parser.add_argument('--device', type=int, default=0, help="which device to use (0 or 1)") + + parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") args = parser.parse_args() initial_lr = args.lr @@ -63,7 +72,8 @@ def save_model(args, model, loss, accuracy): start = datetime.now() #model = V1_models.Learned_Rand_Scat_CIFAR10(args.hidden_dim, args.s, args.f, args.scale, args.bias).to(device) #model = V1_models.BN_V1_V1_LinearLayer_CIFAR10(args.hidden_dim, args.s, args.f, args.scale, args.bias).to(device) - model = LC_models.V1_CIFAR10(args.hidden_dim, args.s, args.f, args.scale, args.bias).to(device) + model = LC_models.V1_CIFAR10(args.hidden_dim, args.s, args.f, args.scale, + args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) # DataLoaders if use_cuda: @@ -78,7 +88,9 @@ def save_model(args, model, loss, accuracy): #####cifar data - cifar_data = datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=True, transform=transforms.Compose([ + cifar_data = datasets.CIFAR10( + root=scattering_datasets.get_dataset_dir('CIFAR'), + train=True, transform=transforms.Compose([ transforms.RandomHorizontalFlip(), transforms.RandomCrop(32, 4), transforms.ToTensor(), @@ -95,7 +107,9 @@ def save_model(args, model, loss, accuracy): pin_memory=pin_memory) test_loader = torch.utils.data.DataLoader( - datasets.CIFAR10(root=scattering_datasets.get_dataset_dir('CIFAR'), train=False, transform=transforms.Compose([ + datasets.CIFAR10( + root=scattering_datasets.get_dataset_dir('CIFAR'), + train=False, transform=transforms.Compose([ transforms.ToTensor(), normalize, ])), diff --git a/V1-models/affine_study.py b/V1-models/affine_study.py new file mode 100644 index 0000000..28d4ed2 --- /dev/null +++ b/V1-models/affine_study.py @@ -0,0 +1,446 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + src=\ + "/home/mila/v/vivian.white/scratch/v1-models/saved-models/affine_{}".format(args.affine) + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') +parser.add_argument("--affine", type=int, default=1, choices=[1, 2, 3, 4], + help='which affine study to use') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + + +def replace_layers_affine_no_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compount module, go inside it + replace_layers_affine_no_weight(module) + else: + if isinstance(module, nn.BatchNorm2d): + for name, param in module.named_parameters(): + if "weight" in name: + param.requires_grad = False + else: + param.requires_grad = True + +def replace_layers_affine_no_bias(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compount module, go inside it + replace_layers_affine_no_bias(module) + else: + if isinstance(module, nn.BatchNorm2d): + for name, param in module.named_parameters(): + if "bias" in name: + param.requires_grad = False + else: + param.requires_grad = True + + +def replace_layers_agnostic_no_affines(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic_no_affines(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + #new_module = nn.BatchNorm2d(prev_out_ch) + new_module = nn.BatchNorm2d( + num_features=prev_out_ch, + eps=module.eps, momentum=module.momentum, + affine=False, + track_running_stats=module.track_running_stats) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) + +conv_net = ResNet18() +if args.affine == 1: + # RUN RESNET WITH AFFINES + # add width (affines) + replace_layers_agnostic(conv_net, args.width_scale) + conv_net = conv_net.to(device) + fact_net = copy.deepcopy(conv_net) + # add fact layers + replace_layers_keep_weight(fact_net) + run_name = "Width-Scaled Resnet Affine" +elif args.affine == 2: + # RUN RESNET WITH NO AFFINES + # add width (no affines) + replace_layers_agnostic_no_affines(conv_net, args.width_scale) + conv_net = conv_net.to(device) + fact_net = copy.deepcopy(conv_net) + # add fact layers + replace_layers_keep_weight(fact_net) + run_name = "Width-Scaled Resnet No Affine" +elif args.affine == 3: + # RUN RESNET WITH AFFINE NO BIAS + # add width (affines) + replace_layers_agnostic(conv_net, args.width_scale) + # remove bias + replace_layers_affine_no_bias(conv_net) + conv_net = conv_net.to(device) + fact_net = copy.deepcopy(conv_net) + # add fact layers + replace_layers_keep_weight(fact_net) + # safety check for no bias + replace_layers_affine_no_bias(fact_net) + run_name = "Width-Scaled Resnet Affine No Bias" +elif args.affine == 4: + # RUN RESNET WITH AFFINE NO WEIGHT + # add width (affines) + replace_layers_agnostic(conv_net, args.width_scale) + # remove weights + replace_layers_affine_no_weight(conv_net) + conv_net = conv_net.to(device) + fact_net = copy.deepcopy(conv_net) + # add fact layers + replace_layers_keep_weight(fact_net) + # safety check for no weights + replace_layers_affine_no_weight(conv_net) + run_name = "Width-Scaled Resnet Affine No Weight" + +fact_net = fact_net.to(device) + +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_resnet_affine_study", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/V1-models/conv_diff_inits.py b/V1-models/conv_diff_inits.py new file mode 100644 index 0000000..7ae5a21 --- /dev/null +++ b/V1-models/conv_diff_inits.py @@ -0,0 +1,376 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv1, conv2): + src="/home/mila/v/vivian.white/scratch/v1-models/saved-models/twins/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv1.state_dict(), trial_dir+ "/conv1.pt") + torch.save(conv2.state_dict(), trial_dir+ "/conv2.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp +from torchvision.models.resnet import resnet18 + + +def simclr_replace_layers(model): + for n, module in model.named_children(): + if n == 'conv1': + new_module = nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, + bias=False) + setattr(model, n, new_module) + print("Replaced first conv") + if isinstance(module, nn.MaxPool2d): + new_module = nn.Identity() + setattr(model, n, new_module) + print("REplaced maxpool") + + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + # net = ResNet18() + conv_net = resnet18() + #simclr_replace_layers(conv_net) + replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Width-Scaled Torchvision Resnet" + +conv1 = resnet18().to(device) +#fact1 = copy.deepcopy(conv1) +#replace_layers_keep_weight(fact1) +#fact1 = fact1.to(device) + +set_seeds(9) +conv2 = resnet18().to(device) +#fact2 = copy.deepcopy(conv2) +#replace_layers_keep_weight(fact2) +#fact2 = fact2.to(device) +run_name = "Different Init Convs" +print("Built models") +old_name = args.name +args.name += "_init" +save_model(args, conv1, conv2) +args.name = old_name + + +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_twins", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv1_optimizer = optim.SGD(conv1.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv2_optimizer = optim.SGD(conv2.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv1_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv1_optimizer, T_max=200) +conv2_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv2_optimizer, T_max=200) + +keys = ['conv1_acc_train', 'conv2_acc_train', 'conv1_acc_test', 'conv2_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv1.train() + conv2.train() + + conv1_train_loss = 0 + conv1_correct = 0 + conv2_train_loss = 0 + conv2_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv1_optimizer.zero_grad() + conv2_optimizer.zero_grad() + + conv1_outputs = conv1(inputs) + conv1_loss = criterion(conv1_outputs, targets) + + conv2_outputs = conv2(inputs) + conv2_loss = criterion(conv2_outputs, targets) + + conv1_loss.backward() + conv1_optimizer.step() + + conv2_loss.backward() + conv2_optimizer.step() + + conv1_train_loss += conv1_loss.item() + _, conv1_predicted = conv1_outputs.max(1) + total += targets.size(0) + conv1_correct += conv1_predicted.eq(targets).sum().item() + + conv2_train_loss += conv2_loss.item() + _, conv2_predicted = conv2_outputs.max(1) + conv2_correct += conv2_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv1 Loss: %.3f | Conv1 Acc: %.3f%% (%d/%d) | Conv2 Loss:%.3f | Conv2 Acc: %.3f%% (%d/%d)' + % (conv1_train_loss/(batch_idx+1), + 100.*conv1_correct/total, conv1_correct, total, + conv2_train_loss/(batch_idx+1), + 100.*conv2_correct/total, conv2_correct, total)) + logger['conv1_acc_train'] = 100*conv1_correct/total + logger['conv2_acc_train'] = 100*conv2_correct/total + +def test(epoch): + global best_acc + conv1.eval() + conv1_test_loss = 0 + conv1_correct = 0 + total = 0 + + conv2.eval() + conv2_test_loss = 0 + conv2_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv1_outputs = conv1(inputs) + conv1_loss = criterion(conv1_outputs, targets) + + conv2_outputs = conv2(inputs) + conv2_loss = criterion(conv2_outputs, targets) + + conv1_test_loss += conv1_loss.item() + _, conv1_predicted = conv1_outputs.max(1) + total += targets.size(0) + conv1_correct += conv1_predicted.eq(targets).sum().item() + + conv2_test_loss += conv2_loss.item() + _, conv2_predicted = conv2_outputs.max(1) + conv2_correct += conv2_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv1 Loss: %.3f | Conv1 Acc: %.3f%% (%d/%d) | Conv2 Loss: %.3f | Conv2 Acc: %.3f%% (%d/%d)' + % (conv1_test_loss/(batch_idx+1), + 100.*conv1_correct/total, conv1_correct, total, + conv2_test_loss/(batch_idx+1), + 100.*conv2_correct/total, conv2_correct, total)) + + logger['conv1_acc_test'] = 100*conv1_correct/total + logger['conv2_acc_test'] = 100*conv2_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv1_scheduler.step() + conv2_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv1, conv2) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv1, conv2) diff --git a/V1-models/conv_inits.py b/V1-models/conv_inits.py new file mode 100644 index 0000000..c5cae62 --- /dev/null +++ b/V1-models/conv_inits.py @@ -0,0 +1,359 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv1_model, conv2_model): + src= "/home/mila/v/vivian.white/scratch/v1-models/saved-models/conv_twins/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv1_model.state_dict(), trial_dir+ "/conv1_model.pt") + torch.save(conv2_model.state_dict(), trial_dir+ "/conv2_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + conv_net = ResNet18() + # change scale of conv model + replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Width-Scaled Resnet" + +#conv_net = conv_net.to(device) +#fact_net = copy.deepcopy(conv_net) +#replace_layers_keep_weight(fact_net) +#fact_net = fact_net.to(device) +set_seeds(0) +conv1 = ResNet18().to(device) + +set_seeds(9) +conv2 = ResNet18().to(device) + +run_name = "Diff Init Convs" +old_name = args.name +args.name += "_init" +save_model(args, conv1, conv2) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_correct_twins", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv1_optimizer = optim.SGD(conv1.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv2_optimizer = optim.SGD(conv2.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv1_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv1_optimizer, T_max=200) +conv2_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv2_optimizer, T_max=200) + +keys = ['conv1_acc_train', 'conv2_acc_train', 'conv1_acc_test', 'conv2_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv1.train() + conv2.train() + + conv1_train_loss = 0 + conv1_correct = 0 + conv2_train_loss = 0 + conv2_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv1_optimizer.zero_grad() + conv2_optimizer.zero_grad() + + conv1_outputs = conv1(inputs) + conv1_loss = criterion(conv1_outputs, targets) + + conv2_outputs = conv2(inputs) + conv2_loss = criterion(conv2_outputs, targets) + + conv1_loss.backward() + conv1_optimizer.step() + + conv2_loss.backward() + conv2_optimizer.step() + + conv1_train_loss += conv1_loss.item() + _, conv1_predicted = conv1_outputs.max(1) + total += targets.size(0) + conv1_correct += conv1_predicted.eq(targets).sum().item() + + conv2_train_loss += conv2_loss.item() + _, conv2_predicted = conv2_outputs.max(1) + conv2_correct += conv2_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'conv1 Loss: %.3f | conv1 Acc: %.3f%% (%d/%d) | conv2 Loss: %.3f | conv2 Acc: %.3f%% (%d/%d)' + % (conv1_train_loss/(batch_idx+1), + 100.*conv1_correct/total, conv1_correct, total, + conv2_train_loss/(batch_idx+1), + 100.*conv2_correct/total, conv2_correct, total)) + logger['conv1_acc_train'] = 100*conv1_correct/total + logger['conv2_acc_train'] = 100*conv2_correct/total + +def test(epoch): + global best_acc + conv1.eval() + conv1_test_loss = 0 + conv1_correct = 0 + total = 0 + + conv2.eval() + conv2_test_loss = 0 + conv2_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv1_outputs = conv1(inputs) + conv1_loss = criterion(conv1_outputs, targets) + + conv2_outputs = conv2(inputs) + conv2_loss = criterion(conv2_outputs, targets) + + conv1_test_loss += conv1_loss.item() + _, conv1_predicted = conv1_outputs.max(1) + total += targets.size(0) + conv1_correct += conv1_predicted.eq(targets).sum().item() + + conv2_test_loss += conv2_loss.item() + _, conv2_predicted = conv2_outputs.max(1) + conv2_correct += conv2_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'conv1 Loss: %.3f | conv1 Acc: %.3f%% (%d/%d) | conv2 Loss: %.3f | conv2 Acc: %.3f%% (%d/%d)' + % (conv1_test_loss/(batch_idx+1), + 100.*conv1_correct/total, conv1_correct, total, + conv2_test_loss/(batch_idx+1), + 100.*conv2_correct/total, conv2_correct, total)) + + logger['conv1_acc_test'] = 100*conv1_correct/total + logger['conv2_acc_test'] = 100*conv2_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv1_scheduler.step() + conv2_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv1, conv2) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv1, conv2) diff --git a/V1-models/debugging_co.py b/V1-models/debugging_co.py new file mode 100644 index 0000000..e190ec6 --- /dev/null +++ b/V1-models/debugging_co.py @@ -0,0 +1,880 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity +import torchvision +import torchvision.transforms as transforms +import time +import os +import argparse +import copy + +from pytorch_cifar_utils import progress_bar, set_seeds +from test_models_safety import PostExp, PreExp +import wandb +from distutils.util import strtobool +from resnet import ResNet18 +from vgg import VGG +import numpy as np +import gc +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True +torch.backends.cuda.preferred_linalg_library('magma') + +def save_model(args, model): + #assert False + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/covar_new_testing_rainbow_models/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + + torch.save(model.state_dict(), model_dir+ "/model.pt") + torch.save(args, model_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--epochs', default=10, type=int, help='number of epochs') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--affine', type=lambda x: bool(strtobool(x)), + default=True, help='Batch Norm affine True or False') +parser.add_argument('--fact', type=lambda x: bool(strtobool(x)), + default=True, help='FactNet True or False') +parser.add_argument('--width', default=0.125, type=float, help='width') +parser.add_argument('--sampling', type=str, default='random', + choices=['rainbow', 'random'], help="which sampling to use") +args = parser.parse_args() +if args.width == 1.0: + args.width = 1 +if args.width == 2.0: + args.width = 2 +if args.width == 4.0: + args.width = 4 +if args.width == 8.0: + args.width = 8 + + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train)#transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4, drop_last=True) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +from ConvModules import FactConv2dPreExp + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) + +def replace_affines(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_affines(module) + if isinstance(module, nn.BatchNorm2d): + ## simple module + new_module = nn.BatchNorm2d( + num_features=module.num_features, + eps=module.eps, momentum=module.momentum, + affine=False, + track_running_stats=module.track_running_stats) + setattr(model, n, new_module) +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + +def replace_layers_fact(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_fact(module) + if isinstance(module, FactConv2dPreExp): + ## simple module + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + #new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + U1 = module._tri_vec_to_mat(module.tri1_vec, module.in_channels // + module.groups,module.scat_idx1) + U2 = module._tri_vec_to_mat(module.tri2_vec, module.kernel_size[0] * module.kernel_size[1], + module.scat_idx2) + U = torch.kron(U1, U2) + matrix_shape = (module.out_channels, module.in_features) + composite_weight = torch.reshape( + torch.reshape(module.weight, matrix_shape) @ U, + module.weight.shape + ) + #output = self._conv_forward(input, composite_weight, self.bias) + new_sd['weight'] = composite_weight + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +def return_hook(): + def hook(mod, inputs): + shape = inputs[0].shape + inputs_permute = inputs[0].permute(1,0,2,3).reshape(inputs[0].shape[1], -1) + reshape = (mod.input_align@inputs_permute).reshape(shape[1], + shape[0], shape[2], + shape[3]).permute(1, 0, 2, 3) + return reshape + return hook + + + +net=ResNet18() +net.to(device) +replace_layers_agnostic(net, args.width) +if args.fact: + replace_layers(net) +if not args.affine: + replace_affines(net) + +if args.fact and args.affine: + if args.width == 8: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/width_8/8scale_final/fact_model.pt") + else: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/{}scale_final/fact_model.pt".format(args.width)) +elif not args.fact and args.affine: + if args.width == 8: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/width_8/8scale_final/conv_model.pt") + else: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/{}scale_final/conv_model.pt".format(args.width)) +elif args.fact and not args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_2/{}scale_final/fact_model.pt".format(args.width)) +elif not args.fact and not args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_2/{}scale_final/conv_model.pt".format(args.width)) +net.load_state_dict(sd) +net.to(device) +net_new = copy.deepcopy(net) +net_new.to(device) +print(net_new) +replace_layers_fact(net) +net.to(device) + +net.train() +net_new.train() + +def calc_svd(A, name=''): + gc.collect() + torch.cuda.empty_cache() + #print("svd") + u, s, vh = torch.linalg.svd( + A, full_matrices=False, + # driver="gesvd" + ) # (C_in_reference, R), (R,), (R, C_in_generated) + #print("Condition Number {}:".format(name), s[0]/s[-1]) + alignment = u @ vh # (C_in_reference, C_in_generated) + del u + del s + del vh + return alignment + +def calc_svd_eigh(A, name=''): + gc.collect() + torch.cuda.empty_cache() + # print("eigh") + A_T_A = A.T@A + V_val, Vn = torch.linalg.eigh(A_T_A) + del A_T_A + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = A @ Vn.T @ Sn_inv + alignment = Un @ Vn + #print("Condition Number {}:".format(name), Sn[0]/Sn[-1]) + del V_val + del Vn + del Sn + del Sn_inv + del Un + #alignment = Un @ Vn # (C_in_reference, C_in_generated) + return alignment + + +@torch.no_grad() +def recurse_layers(model, new_model): + for (n1, m1), (n2, m2) in zip(model.named_children(), new_model.named_children()): + if len(list(m1.children())) > 0: + recurse_layers(m1, m2) + if isinstance(m1, nn.Conv2d):# and m1.in_channels == 4096: + print("conv") + if isinstance(m2, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=m2.in_channels, + out_channels=m2.out_channels, + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + bias=True if m2.bias is not None else False) + else: + new_module = nn.Conv2d( + in_channels=int(m2.in_channels), + out_channels=int(m2.out_channels), + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + groups = m2.groups, + bias=True if m2.bias is not None else False).to(device) + + #new_module = weight_Alignment(m1, m2, new_module) + + old_sd = m1.state_dict() + new_sd = new_module.state_dict() + current_sd = m2.state_dict() + og_copy = new_sd['weight'] + + if m1.bias is not None: + new_sd['bias'] = old_sd['bias'] + if "tri1_vec" in current_sd.keys(): + new_sd['tri1_vec']=current_sd['tri1_vec'] + new_sd['tri2_vec']=current_sd['tri2_vec'] + copy_weight = current_sd['weight'] + copy_weight_gen = og_copy + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight) + alignment = calc_svd_eigh(weight_cov, name="Weight") + new_weight= og_copy + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(old_sd['weight'].shape) + new_module.register_buffer("weight_align", alignment) + new_sd['weight_align'] = alignment + new_sd['weight'] = new_weight + # + ##this is the spot where + ## we can do weight alignment + ## for fact net, this means aligning with the random noise + ## for conv net, this could mean aligning with a. W OR b. U + ## we can do colored-covariance specification + ## for fact net, this means just using it's R matrix + ## for conv net, this could mean doing nothing (if aligning with W), or use S and V if we did b. + + ##multiply = weight_cov.T@weight_cov + + #gc.collect() + #torch.cuda.empty_cache() + #u, s, vh = torch.linalg.svd( + # weight_cov, full_matrices=False, + # # driver="gesvd" + #) # (C_in_reference, R), (R,), (R, C_in_generated) + #alignment = u @ vh # (C_in_reference, C_in_generated) + + #s = time.time() + #V_val, Vn = torch.linalg.eigh(multiply) + #del multiply + #print(time.time()-s) + #V_val = V_val.flip(0) + #Vn = Vn.fliplr().T + #Sn = (1e-6 + V_val.abs()).sqrt() + #Sn_inv = (1/Sn).diag() + #Un = weight_cov @ Vn.T @ Sn_inv + #s = time.time() + #alignment = Un @ Vn + #print(torch.norm(Un), torch.norm(Vn)) + + #del weight_cov + #del s + #del vh + #del u + #del Sn_inv + #del Un + + #del V_val + #del Vn + #del Un + #del Sn_inv + #gc.collect() + #torch.cuda.empty_cache() + if m1.in_channels != 3:# and False: + activation = [] + other_activation = [] + + def define_hook(m): + def store_hook(mod, inputs, outputs): + #inputs[0] = b x c x w x h + #def + # retry with their code exactly. + # # remove weight alignment + #inputs[0].permute(0,2,3,1).reshape(-1, inputs[0].shape[1])) + x = inputs[0] + x = x.permute(0, 2, 3, 1) + x = x.reshape((-1, x.shape[-1])) + activation.append(x) + raise Exception("Done") + return store_hook + + print(m1) + print(m2) + + hook_handle_1 = m1.register_forward_hook(define_hook(m1)) + hook_handle_2 = m2.register_forward_hook(define_hook(m2)) + + covar = None + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + + + total+= inputs.shape[0] + if covar is None: + covar = activation[-2].T @ activation[-1] + assert (covar.isfinite().all()) + else: + covar += activation[-2].T @ activation[-1] + assert (covar.isfinite().all()) + activation = [] + other_activation = [] + covar /= total + hook_handle_1.remove() + hook_handle_2.remove() + print("done with covariance_calc") + #print("logdet") + #print(torch.logdet(covar)) + #print(torch.logdet(covar)) + #print("logdet covariacne") + #print(torch.logdet(covar@covar.T)) + #print(torch.logdet(covar.T@covar)) + + #print("cond num") + #cond = torch.linalg.svdvals(covar)#, driver="gesvda") + ##U,S,V = torch.linalg.svd(A, full_matrices=False) + #b = cond[0]/cond[-1] + #print(b) + + #u, s, v = torch.linalg.svd(covar, full_matrices=False,) + #driver="gesvd") + #b = s[0]/s[-1] + #print(b) + #b = s[-1]/s[0] + #print(b) + #align = u @ v + align = calc_svd(covar, name="Cross-Covariance") + new_module.register_buffer("input_align", align) + new_sd['input_align'] = align + hook_handle_pre_forward = new_module.register_forward_pre_hook(return_hook()) + #del u + #del s + #del v + del covar + del activation + del other_activation + new_module.load_state_dict(new_sd) + #if isinstance(new_module, FactConv2dPreExp): + # ## simple module + # print("TESTING FACT REPLACEMENT") + # fact_module = nn.Conv2d( + # in_channels=new_module.in_channels, + # out_channels=new_module.out_channels, + # kernel_size=new_module.kernel_size, + # stride=new_module.stride, padding=new_module.padding, + # bias=True if new_module.bias is not None else False) + # old_sd = new_module.state_dict() + # new_sd = fact_module.state_dict() + # if new_module.bias is not None: + # new_sd['bias'] = old_sd['bias'] + # U1 = new_module._tri_vec_to_mat(new_module.tri1_vec, new_module.in_channels // + # new_module.groups, new_module.scat_idx1) + # U2 = new_module._tri_vec_to_mat(new_module.tri2_vec, + # new_module.kernel_size[0] * new_module.kernel_size[1], + # new_module.scat_idx2) + # U = torch.kron(U1, U2) + # matrix_shape = (new_module.out_channels, new_module.in_features) + # composite_weight = torch.reshape( + # torch.reshape(new_module.weight, matrix_shape) @ U, + # new_module.weight.shape + # ) + # new_sd['weight'] = composite_weight + # if 'weight_align' in old_sd.keys(): + # new_sd['weight_align'] = old_sd['weight_align'] + # shape = fact_module.in_channels*fact_module.kernel_size[0]*fact_module.kernel_size[1] + # fact_module.register_buffer("weight_align",torch.zeros((shape, shape))) + # if 'input_align' in old_sd.keys(): + # new_sd['input_align'] = old_sd['input_align'] + # out_shape = fact_module.in_channels + # fact_module.register_buffer("input_align",torch.zeros((out_shape, out_shape))) + # if new_module.in_channels != 3: + # hook_handle_pre_forward.remove() + # hook_handle_pre_forward = fact_module.register_forward_pre_hook(return_hook()) + # fact_module.load_state_dict(new_sd) + # fact_module.to(device) + # new_module = fact_module + # print("FACT REPLACEMENT:", new_module) + # del U1 + # del U2 + # del U + + setattr(new_model, n1, new_module) + + if isinstance(m1, nn.Linear):# and False: + print("linear") + new_module = nn.Linear(m1.in_features, m1.out_features, bias=True + if m1.bias is not None else False).to(device) + old_sd = m1.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if m1.bias is not None: + new_sd['bias'] = old_sd['bias'] + activation = [] + other_activation = [] + + hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + activation.append(inputs[0])) + + hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + other_activation.append(inputs[0])) + covar = None + total = 0 + print("starting covariance_calc") + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + total+= inputs.shape[0] + if covar is None: + covar = activation[0].T @ other_activation[0] + else: + covar += activation[0].T @ other_activation[0] + activation = [] + other_activation = [] + covar /= total + #print("done with covariance_calc") + #print("logdet") + #print(torch.logdet(covar)) + #print(torch.logdet(covar)) + #print("logdet covariacne") + #print(torch.logdet(covar@covar.T)) + #print(torch.logdet(covar.T@covar)) + + #print("cond num") + #cond = torch.linalg.svdvals(covar)#, driver="gesvda") + ##U,S,V = torch.linalg.svd(A, full_matrices=False) + #b = cond[0]/cond[-1] + #print(b) + + hook_handle_1.remove() + hook_handle_2.remove() + #u, s, v = torch.linalg.svd(covar, full_matrices=False)#, driver="gesvd") + #b = s[0]/s[-1] + #print(b) + #b = s[-1]/s[0] + #print(b) + + #align = u @ v + align = calc_svd_eigh(covar, name="Cross-Covariance") + new_weight = new_sd['weight'] + new_weight = torch.moveaxis(new_weight, source=1, + destination=-1) + new_weight = new_weight@align + new_sd['weight'] = torch.moveaxis(new_weight, source=-1, + destination=1) + new_module.load_state_dict(new_sd) + setattr(new_model, n1, new_module) + if isinstance(m1,nn.BatchNorm2d): + print("BatchieNormie") + m1.train() + m2.train() + m1.reset_running_stats() + m2.reset_running_stats() + handel_1 = m1.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + handel_2 = m2.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + m1.to(device) + m2.to(device) + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + handel_1.remove() + handel_2.remove() + m1.eval() + m2.eval() + +def weight_Alignment(m1, m2, new_module): + # reference model state dict + print("we go here") + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + #this is the spot where + # we can do weight alignment + # for fact net, this means aligning with the random noise + # for conv net, this could mean aligning with a. W OR b. U + # we can do colored-covariance specification + # for fact net, this means just using it's R matrix + # for conv net, this could mean doing nothing (if aligning with W), or use S and V if we did b. + # in this function, we just align with W and don't specify the mulit-color covariance + + # IF FACT: we align the generated factnet with the reference fact net's noise + # IF CONV: we align the generated convnet with the reference conv net's weight matrix + reference_weight = ref_sd['weight'] + generated_weight = new_gaussian + + #reshape to outdim x indim*spatial + reference_weight = reference_weight.reshape(reference_weight.shape[0], -1) + generated_weight = generated_weight.reshape(generated_weight.shape[0], -1) + #compute transpose, giving indim*spatial x outdim + #generated_weight = generated_weight.T + + #compute weight cross-covariance indim*spatial x indim*spatial + #TODO REFACTOR TO HAVE REF FIRST. OUTDIM x OUTDIM + weight_cov = (generated_weight.T@reference_weight) + #weight_cov = (reference_weight@generated_weight.T) + alignment = calc_svd_eigh(weight_cov, name="Weight alignment") + + # outdim x indim x spatial + final_gen_weight = new_gaussian + # outdim x indim*spatial + final_gen_weight = final_gen_weight.reshape(final_gen_weight.shape[0], -1) + # outdim x indim*spatial + final_gen_weight = final_gen_weight@alignment + #final_gen_weight = alignment@final_gen_weight + # outdim x indim x spatial + loading_sd['weight'] = final_gen_weight.reshape(ref_sd['weight'].shape) + loading_sd['weight_align'] = alignment + new_module.register_buffer("weight_align", alignment) + new_module.load_state_dict(loading_sd) + return new_module + + + + +@torch.no_grad() +def rainbow_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + rainbow_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + if isinstance(module, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + else: + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print("old sd:",torch.norm(old_sd['weight'])) + print("new sd:",torch.norm(new_sd['weight'])) + #new_sd['weight'] *= torch.norm(old_sd['weight'])/torch.norm(new_sd['weight']) + print("new sd:",torch.norm(new_sd['weight'])) + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + copy_weight = old_sd['weight'] + copy_weight_gen = new_sd['weight'] + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight)##.T + u, s, vh = torch.linalg.svd( + weight_cov, full_matrices=False + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + new_weight= new_sd['weight'] #generated_model[j].weight + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(module.weight.shape) + # Set the new weights in the generated model. + # NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + # As such, if evaluated as is, its accuracy would be that of a random guess. + new_sd['weight'] = new_weight + #new_sd['weight'] *= torch.norm(old_sd['weight'])/torch.norm(new_sd['weight']) + new_module.load_state_dict(new_sd) + print("new sd:", torch.norm(new_sd['weight'])) + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + setattr(model, n, new_module) + +@torch.no_grad() +def random_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + random_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + if isinstance(module, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + else: + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +def turn_off_grads(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + turn_off_grads(module) + else: + if isinstance(module, nn.Linear) and module.out_features == 10: + grad=True + else: + grad=False + for param in module.parameters(): + param.requires_grad = grad + +set_seeds(1) +#net=VGG("VGG11", args.bn_on) +criterion = nn.CrossEntropyLoss() +def train(epoch, net): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +def test(epoch, net): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + + # Save checkpoint. + acc = 100.*correct/total + print("accuracy:", acc) + return acc, test_loss + #run.log({"accuracy":acc}) + +print("testing Res{}Net18 with width of {}".format("Fact" if args.fact else "Conv", args.width)) +pretrained_acc, og_loss = test(0, net) + +set_seeds(1) +s=time.time() +if args.sampling == "rainbow": + rainbow_sampling(net_new) + net_new.train() + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net_new(inputs) +else: + net_new.train() + recurse_layers(net, net_new) + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net_new(inputs) + +run_name= "{}_Res{}Net18_Width_{}_{}_affine".format(args.sampling.capitalize(), "Fact" + if args.fact else "Conv", str(args.width), "No" if not args.affine else + "Yes") + + +print("TOTAL TIME:", time.time()-s) +turn_off_grads(net_new) +## +## +## +# +optimizer = optim.SGD(filter(lambda param: param.requires_grad, net_new.parameters()), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +#print("testing rainbow sampling") +print("testing {} sampling at width {}".format(args.sampling, args.width)) +net_new.eval() + +run_name= "correctly_saved_network_{}_Res{}Net18_Width_{}_{}_affine".format(args.sampling.capitalize(), "Fact" + if args.fact else "Conv", str(args.width), "No" if not args.affine else + "Yes") + +args.name = run_name +print(net_new) +sampled_acc, sampled_loss = test(0, net_new) +#assert False +#print("training rainbow sampling classifier head for 10 epochs") +save_model(args, net_new) +accs = [] +test_losses= [] +print("training classifier head of {} sampled model for {} epochs".format(args.sampling, args.epochs)) +for i in range(0, args.epochs): + net_new.train() + train(i, net_new) + net_new.eval() + acc, loss_test =test(i, net_new) + test_losses.append(loss_test) + accs.append(acc) +logger ={"pretrained_acc": pretrained_acc, "sampled_acc": sampled_acc, + "first_epoch_acc":accs[0], "third_epoch_acc": accs[2], + "tenth_epoch_acc":accs[args.epochs-1], 'width':args.width, + "og_loss":og_loss, "sampled_loss":sampled_loss, + "first_epoch_loss":test_losses[0], "third_epoch_loss": test_losses[2], + "tenth_epoch_loss":test_losses[args.epochs-1], 'width':args.width} + + +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run = wandb.init(project="random_project", config=args, + group="recomputing_conv_rainbow_sampling", name=run_name, dir=wandb_dir) +run.log(logger) + + +args.name += "_trained_classifier_head" +save_model(args, net_new) +#wandb.watch(net, log='all', log_freq=1) diff --git a/V1-models/fact_diff_inits.py b/V1-models/fact_diff_inits.py new file mode 100644 index 0000000..f803b73 --- /dev/null +++ b/V1-models/fact_diff_inits.py @@ -0,0 +1,375 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, fact1, fact2): + src="/home/mila/v/vivian.white/scratch/v1-models/saved-models/twins/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(fact1.state_dict(), trial_dir+ "/fact1.pt") + torch.save(fact2.state_dict(), trial_dir+ "/fact2.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp +from torchvision.models.resnet import resnet18 + + +def simclr_replace_layers(model): + for n, module in model.named_children(): + if n == 'conv1': + new_module = nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, + bias=False) + setattr(model, n, new_module) + print("Replaced first conv") + if isinstance(module, nn.MaxPool2d): + new_module = nn.Identity() + setattr(model, n, new_module) + print("REplaced maxpool") + + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + # net = ResNet18() + conv_net = resnet18() + #simclr_replace_layers(conv_net) + replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Width-Scaled Torchvision Resnet" + +conv1 = resnet18().to(device) +fact1 = copy.deepcopy(conv1) +replace_layers_keep_weight(fact1) +fact1 = fact1.to(device) + +set_seeds(9) +conv2 = resnet18().to(device) +fact2 = copy.deepcopy(conv2) +replace_layers_keep_weight(fact2) +fact2 = fact2.to(device) +run_name = "Different Init Facts" +print("Built models") +old_name = args.name +args.name += "_init" +save_model(args, fact1, fact2) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_twins", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +fact1_optimizer = optim.SGD(fact1.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact2_optimizer = optim.SGD(fact2.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact1_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact1_optimizer, T_max=200) +fact2_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact2_optimizer, T_max=200) + +keys = ['fact1_acc_train', 'fact2_acc_train', 'fact1_acc_test', 'fact2_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + fact1.train() + fact2.train() + + fact1_train_loss = 0 + fact1_correct = 0 + fact2_train_loss = 0 + fact2_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + fact1_optimizer.zero_grad() + fact2_optimizer.zero_grad() + + fact1_outputs = fact1(inputs) + fact1_loss = criterion(fact1_outputs, targets) + + fact2_outputs = fact2(inputs) + fact2_loss = criterion(fact2_outputs, targets) + + fact1_loss.backward() + fact1_optimizer.step() + + fact2_loss.backward() + fact2_optimizer.step() + + fact1_train_loss += fact1_loss.item() + _, fact1_predicted = fact1_outputs.max(1) + total += targets.size(0) + fact1_correct += fact1_predicted.eq(targets).sum().item() + + fact2_train_loss += fact2_loss.item() + _, fact2_predicted = fact2_outputs.max(1) + fact2_correct += fact2_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Fact1 Loss: %.3f | Fact1 Acc: %.3f%% (%d/%d) | Fact2 Loss: %.3f | Fact2 Acc: %.3f%% (%d/%d)' + % (fact1_train_loss/(batch_idx+1), + 100.*fact1_correct/total, fact1_correct, total, + fact2_train_loss/(batch_idx+1), + 100.*fact2_correct/total, fact2_correct, total)) + logger['fact1_acc_train'] = 100*fact1_correct/total + logger['fact2_acc_train'] = 100*fact2_correct/total + +def test(epoch): + global best_acc + fact1.eval() + fact1_test_loss = 0 + fact1_correct = 0 + total = 0 + + fact2.eval() + fact2_test_loss = 0 + fact2_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + fact1_outputs = fact1(inputs) + fact1_loss = criterion(fact1_outputs, targets) + + fact2_outputs = fact2(inputs) + fact2_loss = criterion(fact2_outputs, targets) + + fact1_test_loss += fact1_loss.item() + _, fact1_predicted = fact1_outputs.max(1) + total += targets.size(0) + fact1_correct += fact1_predicted.eq(targets).sum().item() + + fact2_test_loss += fact2_loss.item() + _, fact2_predicted = fact2_outputs.max(1) + fact2_correct += fact2_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Fact1 Loss: %.3f | Fact1 Acc: %.3f%% (%d/%d) | Fact2 Loss: %.3f | Fact2 Acc: %.3f%% (%d/%d)' + % (fact1_test_loss/(batch_idx+1), + 100.*fact1_correct/total, fact1_correct, total, + fact2_test_loss/(batch_idx+1), + 100.*fact2_correct/total, fact2_correct, total)) + + logger['fact1_acc_test'] = 100*fact1_correct/total + logger['fact2_acc_test'] = 100*fact2_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + fact1_scheduler.step() + fact2_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, fact1, fact2) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, fact1, fact2) diff --git a/V1-models/fact_inits.py b/V1-models/fact_inits.py new file mode 100644 index 0000000..741e495 --- /dev/null +++ b/V1-models/fact_inits.py @@ -0,0 +1,366 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, fact1_model, fact2_model): + src= "/home/mila/v/vivian.white/scratch/v1-models/saved-models/correct_twins/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(fact1_model.state_dict(), trial_dir+ "/fact1_model.pt") + torch.save(fact2_model.state_dict(), trial_dir+ "/fact2_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + conv_net = ResNet18() + # change scale of conv model + replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Width-Scaled Resnet" + +#conv_net = conv_net.to(device) +#fact_net = copy.deepcopy(conv_net) +#replace_layers_keep_weight(fact_net) +#fact_net = fact_net.to(device) +set_seeds(0) +conv1 = ResNet18().to(device) +fact1 = copy.deepcopy(conv1) +replace_layers_keep_weight(fact1) +fact1 = fact1.to(device) + +set_seeds(9) +conv2 = ResNet18().to(device) +fact2 = copy.deepcopy(conv2) +replace_layers_keep_weight(fact2) +fact2 = fact2.to(device) + + +run_name = "Diff Init Facts" +old_name = args.name +args.name += "_init" +save_model(args, fact1, fact2) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_correct_twins", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +fact1_optimizer = optim.SGD(fact1.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact2_optimizer = optim.SGD(fact2.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact1_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact1_optimizer, T_max=200) +fact2_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact2_optimizer, T_max=200) + +keys = ['fact1_acc_train', 'fact2_acc_train', 'fact1_acc_test', 'fact2_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + fact1.train() + fact2.train() + + fact1_train_loss = 0 + fact1_correct = 0 + fact2_train_loss = 0 + fact2_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + fact1_optimizer.zero_grad() + fact2_optimizer.zero_grad() + + fact1_outputs = fact1(inputs) + fact1_loss = criterion(fact1_outputs, targets) + + fact2_outputs = fact2(inputs) + fact2_loss = criterion(fact2_outputs, targets) + + fact1_loss.backward() + fact1_optimizer.step() + + fact2_loss.backward() + fact2_optimizer.step() + + fact1_train_loss += fact1_loss.item() + _, fact1_predicted = fact1_outputs.max(1) + total += targets.size(0) + fact1_correct += fact1_predicted.eq(targets).sum().item() + + fact2_train_loss += fact2_loss.item() + _, fact2_predicted = fact2_outputs.max(1) + fact2_correct += fact2_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Fact1 Loss: %.3f | Fact1 Acc: %.3f%% (%d/%d) | Fact2 Loss: %.3f | Fact2 Acc: %.3f%% (%d/%d)' + % (fact1_train_loss/(batch_idx+1), + 100.*fact1_correct/total, fact1_correct, total, + fact2_train_loss/(batch_idx+1), + 100.*fact2_correct/total, fact2_correct, total)) + logger['fact1_acc_train'] = 100*fact1_correct/total + logger['fact2_acc_train'] = 100*fact2_correct/total + +def test(epoch): + global best_acc + fact1.eval() + fact1_test_loss = 0 + fact1_correct = 0 + total = 0 + + fact2.eval() + fact2_test_loss = 0 + fact2_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + fact1_outputs = fact1(inputs) + fact1_loss = criterion(fact1_outputs, targets) + + fact2_outputs = fact2(inputs) + fact2_loss = criterion(fact2_outputs, targets) + + fact1_test_loss += fact1_loss.item() + _, fact1_predicted = fact1_outputs.max(1) + total += targets.size(0) + fact1_correct += fact1_predicted.eq(targets).sum().item() + + fact2_test_loss += fact2_loss.item() + _, fact2_predicted = fact2_outputs.max(1) + fact2_correct += fact2_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Fact1 Loss: %.3f | Fact1 Acc: %.3f%% (%d/%d) | Fact2 Loss: %.3f | Fact2 Acc: %.3f%% (%d/%d)' + % (fact1_test_loss/(batch_idx+1), + 100.*fact1_correct/total, fact1_correct, total, + fact2_test_loss/(batch_idx+1), + 100.*fact2_correct/total, fact2_correct, total)) + + logger['fact1_acc_test'] = 100*fact1_correct/total + logger['fact2_acc_test'] = 100*fact2_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + fact1_scheduler.step() + fact2_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, fact1, fact2) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, fact1, fact2) diff --git a/V1-models/factnet.out b/V1-models/factnet.out new file mode 100644 index 0000000..50a1827 --- /dev/null +++ b/V1-models/factnet.out @@ -0,0 +1,97 @@ +V1 spatial init +Freeze spatial vec +Learnable channel vec +Factnet_V1_CIFAR10( + (resnet): FactNet( + (conv1): FactConv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Num params total: 627728 +Num params grad: 626960 +Test Epoch: 1 Avg Loss: 1.4494 Accuracy: 47.58% +Test Epoch: 2 Avg Loss: 1.2237 Accuracy: 55.47% +Test Epoch: 3 Avg Loss: 1.1759 Accuracy: 58.80% +Test Epoch: 4 Avg Loss: 0.9738 Accuracy: 65.62% +Test Epoch: 5 Avg Loss: 1.0050 Accuracy: 64.43% +Test Epoch: 6 Avg Loss: 0.8150 Accuracy: 71.03% +Test Epoch: 7 Avg Loss: 0.7967 Accuracy: 71.97% +Test Epoch: 8 Avg Loss: 0.7832 Accuracy: 72.62% +Test Epoch: 9 Avg Loss: 0.7498 Accuracy: 73.41% +Test Epoch: 10 Avg Loss: 0.7354 Accuracy: 74.07% +Trial 1 time (HH:MM:SS): 0:09:34.800791 +Learning rate: 0.01 diff --git a/V1-models/factnet.py b/V1-models/factnet.py new file mode 100644 index 0000000..52485d3 --- /dev/null +++ b/V1-models/factnet.py @@ -0,0 +1,137 @@ +'''ResNet in PyTorch. + +For Pre-activation ResNet, see 'preact_resnet.py'. + +Reference: +[1] Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun + Deep Residual Learning for Image Recognition. arXiv:1512.03385 +''' +import torch +import torch.nn as nn +import torch.nn.functional as F + +import LearnableCov + + +class BasicBlock(nn.Module): + expansion = 1 + + def __init__(self, in_planes, planes, stride=1): + super(BasicBlock, self).__init__() + self.conv1 = LearnableCov.FactConv2d( + in_planes, planes, kernel_size=3, stride=stride, padding=1, bias=False) + self.bn1 = nn.BatchNorm2d(planes) + self.conv2 = LearnableCov.FactConv2d(planes, planes, kernel_size=3, + stride=1, padding=1, bias=False) + self.bn2 = nn.BatchNorm2d(planes) + + self.shortcut = nn.Sequential() + if stride != 1 or in_planes != self.expansion*planes: + self.shortcut = nn.Sequential( + LearnableCov.FactConv2d(in_planes, self.expansion*planes, + kernel_size=1, stride=stride, bias=False), + nn.BatchNorm2d(self.expansion*planes) + ) + + def forward(self, x): + out = F.relu(self.bn1(self.conv1(x))) + out = self.bn2(self.conv2(out)) + out += self.shortcut(x) + out = F.relu(out) + return out + + +class Bottleneck(nn.Module): + expansion = 4 + + def __init__(self, in_planes, planes, stride=1): + super(Bottleneck, self).__init__() + self.conv1 = LearnableCov.FactConv2d(in_planes, planes, kernel_size=1, bias=False) + self.bn1 = nn.BatchNorm2d(planes) + self.conv2 = LearnableCov.FactConv2d(planes, planes, kernel_size=3, + stride=stride, padding=1, bias=False) + self.bn2 = nn.BatchNorm2d(planes) + self.conv3 = LearnableCov.FactConv2d(planes, self.expansion * + planes, kernel_size=1, bias=False) + self.bn3 = nn.BatchNorm2d(self.expansion*planes) + + self.shortcut = nn.Sequential() + if stride != 1 or in_planes != self.expansion*planes: + self.shortcut = nn.Sequential( + LearnableCov.FactConv2d(in_planes, self.expansion*planes, + kernel_size=1, stride=stride, bias=False), + nn.BatchNorm2d(self.expansion*planes) + ) + + def forward(self, x): + out = F.relu(self.bn1(self.conv1(x))) + out = F.relu(self.bn2(self.conv2(out))) + out = self.bn3(self.conv3(out)) + out += self.shortcut(x) + out = F.relu(out) + return out + + +class FactNet(nn.Module): + def __init__(self, block, num_blocks, num_classes=10): + super(FactNet, self).__init__() + self.in_planes = 64 + + self.conv1 = LearnableCov.FactConv2d(3, 64, kernel_size=3, + stride=1, padding=1, bias=False) + self.bn1 = nn.BatchNorm2d(64) + self.layer1 = self._make_layer(block, 64, num_blocks[0], stride=1) + self.layer2 = self._make_layer(block, 128, num_blocks[1], stride=2) + self.layer3 = self._make_layer(block, 256, num_blocks[2], stride=2) + self.layer4 = self._make_layer(block, 512, num_blocks[3], stride=2) + self.linear = nn.Linear(512*block.expansion, num_classes) + + def _make_layer(self, block, planes, num_blocks, stride): + strides = [stride] + [1]*(num_blocks-1) + layers = [] + for stride in strides: + layers.append(block(self.in_planes, planes, stride)) + self.in_planes = planes * block.expansion + return nn.Sequential(*layers) + + def forward(self, x): + out = F.relu(self.bn1(self.conv1(x))) + out = self.layer1(out) + out = self.layer2(out) + out = self.layer3(out) + out = self.layer4(out) + out = F.avg_pool2d(out, 4) + out = out.view(out.size(0), -1) + out = self.linear(out) + return out + + +def FactNet18(): + return FactNet(BasicBlock, [2, 2, 2, 2]) + + +def FactNet18_Class100(): + return FactNet(BasicBlock, [2, 2, 2, 2], 100) + + +def FactNet34(): + return FactNet(BasicBlock, [3, 4, 6, 3]) + + +def FactNet50(): + return FactNet(Bottleneck, [3, 4, 6, 3]) + + +def FactNet101(): + return FactNet(Bottleneck, [3, 4, 23, 3]) + + +def FactNet152(): + return FactNet(Bottleneck, [3, 8, 36, 3]) + + +def test(): + net = FactNet18().cuda() + y = net(torch.randn(1, 3, 32, 32).cuda()) + print(y.size()) + diff --git a/V1-models/frob_norm.py b/V1-models/frob_norm.py new file mode 100644 index 0000000..cbe42bb --- /dev/null +++ b/V1-models/frob_norm.py @@ -0,0 +1,325 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp +import copy + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--net', type=str, default='pretrained_fact', choices=['pretrained_fact', 'aca_no_wa_fact', 'aca_wa_input_fact', 'wa_input_fact'], help="which convmodule to use") +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +from ConvModules import FactConv2dPreExp +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def return_hook(): + def hook(mod, inputs): + shape = inputs[0].shape + inputs_permute = inputs[0].permute(1,0,2,3).reshape(inputs[0].shape[1], -1) + reshape = (mod.input_align@inputs_permute).reshape(shape[1], + shape[0], shape[2], + shape[3]).permute(1, 0, 2, 3) + return reshape + return hook + #hook_handle_pre_forward = new_module.register_forward_pre_hook(return_hook()) + +def add_align(model, weight_align=True, input_align=True): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + add_align(module, weight_align, input_align) + if isinstance(module, nn.Conv2d): + #print(module) + shape = module.in_channels*module.kernel_size[0]*module.kernel_size[1] + out_shape = module.in_channels + if weight_align: + module.register_buffer("weight_align",torch.zeros((shape, shape))) + if out_shape != 3 and input_align: + module.register_buffer("input_align",torch.zeros((out_shape, out_shape))) + #old_sd = module.state_dict() + #old_sd['weight_align']=None + #old_sd['input_align']=None + #module.load_state_dict(old_sd, False) + #setattr(model, n, module) + #old_sd = module.state_dict() + + +def add_hook(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + add_hook(module) + if isinstance(module, nn.Conv2d) and module.in_channels != 3: + hook_handle_pre_forward = module.register_forward_pre_hook(return_hook()) +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + +def replace_layers_fact(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_fact(module) + if isinstance(module, FactConv2dPreExp): + ## simple module + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + #new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + U1 = module._tri_vec_to_mat(module.tri1_vec, module.in_channels // + module.groups,module.scat_idx1) + U2 = module._tri_vec_to_mat(module.tri2_vec, module.kernel_size[0] * module.kernel_size[1], + module.scat_idx2) + U = torch.kron(U1, U2) + matrix_shape = (module.out_channels, module.in_features) + composite_weight = torch.reshape( + torch.reshape(module.weight, matrix_shape) @ U, + module.weight.shape + ) + if "input_align" in old_sd.keys(): + new_weight = torch.moveaxis(composite_weight, source=1, + destination=-1) + new_weight = new_weight@old_sd['input_align'] + composite_weight = torch.moveaxis(new_weight, source=-1, + destination=1) + + new_sd['weight'] = composite_weight + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + + + +def test(net, epoch=0): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Acc: %.3f%% (%d/%d)' + % (100.*correct/total, correct, total)) + + +set_seeds(0) +print("Loading FactNet") +fact_net = ResNet18() +replace_layers(fact_net) +sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/1scale_final/fact_model.pt") +fact_net.load_state_dict(sd) +fact_net.to(device) +test(fact_net) + +replace_layers_fact(fact_net) +fact_net.to(device) +test(fact_net) + + +print("Loading ACAFacttNet") +aca_net = ResNet18() +replace_layers(aca_net) +add_align(aca_net, False) +sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/final_refactor_covar_new_testing_rainbow_models/final_Ours_ResFactNet18_Width_1_Yes_affine_ACA_On_WA_Off_InputWA_False/model.pt") +aca_net.load_state_dict(sd) +add_hook(aca_net) +aca_net.to(device) +test(aca_net) + +replace_layers_fact(aca_net) +aca_net.to(device) +test(aca_net) + + + +print("Loading ACAIWAFacttNet") +aca_iwa_net = ResNet18() +replace_layers(aca_iwa_net) +add_align(aca_iwa_net, True) +sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/final_refactor_covar_new_testing_rainbow_models/final_Ours_ResFactNet18_Width_1_Yes_affine_ACA_On_WA_On_InputWA_True/model.pt") +aca_iwa_net.load_state_dict(sd) +add_hook(aca_iwa_net) +aca_iwa_net.to(device) +test(aca_iwa_net) + +replace_layers_fact(aca_iwa_net) +aca_iwa_net.to(device) +test(aca_iwa_net) + + +print("Loading IWAFacttNet") +iwa_net = ResNet18() +replace_layers(iwa_net) +add_align(iwa_net, True, False) +sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/final_refactor_covar_new_testing_rainbow_models/final_Ours_ResFactNet18_Width_1_Yes_affine_ACA_Off_WA_On_InputWA_True/model.pt") +iwa_net.load_state_dict(sd) +iwa_net.to(device) +test(iwa_net) + +replace_layers_fact(iwa_net) +iwa_net.to(device) +test(iwa_net) + + +set_seeds(0) +set_seeds(0) + +def frob_norm(ref_weight, gen_weight): + top = torch.pow(torch.linalg.norm(ref_weight-gen_weight),2).item() + bottom = torch.pow(torch.linalg.norm(ref_weight), 2).item() + return top/bottom + +layer_results = [] +@torch.no_grad() +def get_norm(model, new_model, name=""): + for (n1, m1), (n2, m2) in zip(model.named_children(), new_model.named_children()): + if len(list(m1.children())) > 0: + get_norm(m1, m2, name) + if isinstance(m1, nn.Conv2d): + ref_weight = m1.weight + gen_weight = m2.weight + result = frob_norm(ref_weight, gen_weight) + layer_results.append(result) + + if isinstance(m1, nn.Linear): + ref_weight = m1.weight + gen_weight = m2.weight + result = frob_norm(ref_weight, gen_weight) + layer_results.append(result) + +get_norm(fact_net, fact_net, name="fact vs fact") +fact_vs_fact = copy.deepcopy(layer_results) +layer_results = [] +print() +get_norm(fact_net, aca_iwa_net, name="fact vs ACA + IWA") +fact_vs_aca_iwa = copy.deepcopy(layer_results) +layer_results = [] +print() +get_norm(fact_net, aca_net, name="fact vs ACA") +fact_vs_aca = copy.deepcopy(layer_results) +layer_results = [] +print() +get_norm(fact_net, iwa_net, name="fact vs IWA") +fact_vs_iwa = copy.deepcopy(layer_results) +layer_results = [] +print() + +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run_name = args.net + +run = wandb.init(project="random_project", config=args, + #group="pytorch_cifar_better_tracked_og", name=run_name, dir=wandb_dir) + group="Fact_Frob_Norm", name=run_name, dir=wandb_dir) +logger = {} +for i in range(0, len(fact_vs_fact)): + logger["fact_vs_fact_layer_{}".format(i)] = fact_vs_fact[i], + logger["fact_vs_aca_layer_{}".format(i)] = fact_vs_aca[i] + logger["fact_vs_iwa_layer_{}".format(i)] = fact_vs_iwa[i] + logger["fact_vs_aca_iwa_layer_{}".format(i)] = fact_vs_aca_iwa[i] +run.log(logger) diff --git a/V1-models/hooks.py b/V1-models/hooks.py new file mode 100644 index 0000000..7a93504 --- /dev/null +++ b/V1-models/hooks.py @@ -0,0 +1,40 @@ +import torch +import torch.nn as nn + +def rms(x): + x = x**2 + x = torch.mean(x) + return torch.sqrt(x).detach() + + +def forwards_hook(name): + def full_forwards_hook(module, x, output): + torch.set_printoptions(sci_mode=True, precision=10) + print(name, "Tri1_vec RMS:", rms(module.tri1_vec)) + print(name, "Tri2_vec RMS:", rms(module.tri2_vec)) + return full_forwards_hook + +def backwards_hook(name): + def full_backwards_hook(grad): + torch.set_printoptions(sci_mode=True, precision=10) + print(name, "RMS:", rms(grad)) + return full_backwards_hook + + +def wandb_forwards_hook(name, store): + def full_forwards_hook(module, x, output): + torch.set_printoptions(sci_mode=True, precision=10) + key1 = name + " Tri1_vec_RMS" + store[key1] = rms(module.tri1_vec)#.item() + key2 = name + " Tri2_vec_RMS" + store[key2] = rms(module.tri2_vec)#.item() + return full_forwards_hook + +def wandb_backwards_hook(name, store): + def full_backwards_hook(grad): + torch.set_printoptions(sci_mode=True, precision=10) + key = name + " RMS" + store[key] = rms(grad)#.item() + return full_backwards_hook + + diff --git a/V1-models/imagenet/ConvModules.py b/V1-models/imagenet/ConvModules.py new file mode 100644 index 0000000..2fa7aad --- /dev/null +++ b/V1-models/imagenet/ConvModules.py @@ -0,0 +1,462 @@ +import torch +from torch import Tensor +import torch.nn as nn +from torch.nn.parameter import Parameter, UninitializedParameter +from torch.nn.common_types import _size_2_t +from typing import Optional, List, Tuple, Union +import time +import copy + +class FactConv2dPostExp(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Conv2d + super().__init__( + in_channels, out_channels, kernel_size, stride, padding, dilation, + groups, bias, padding_mode, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups) + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1]) + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), + **factory_kwargs) + self.tri1_vec = Parameter(tri1_vec) + + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + self.tri2_vec = Parameter(tri2_vec) + + + def forward(self, input: Tensor) -> Tensor: + U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // self.groups) + U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1]) + U = torch.kron(U1, U2) + U = self._exp_diag(U) + + matrix_shape = (self.out_channels, self.in_features) + composite_weight = torch.reshape( + torch.reshape(self.weight, matrix_shape) @ U, + self.weight.shape + ) + + return self._conv_forward(input, composite_weight, self.bias) + + def _tri_vec_to_mat(self, vec, n): + U = torch.zeros((n, n), **self.factory_kwargs) + U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + return U + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat +class FactConv2dPreExp(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device = None, + dtype = None + ) -> None: + # init as Conv2d + super().__init__(in_channels, out_channels, kernel_size, stride, padding, + dilation, groups, bias, padding_mode, device, dtype) + + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight = self.weight.clone() + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", weight) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups, + device=weight.device) + #self.scat_idx1 = triu1[0]*self.in_channels//self.groups + triu1[1] + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1], + device=weight.device) + + #self.scat_idx2 = triu2[0]*self.kernel_size[0]*self.kernel_size[1] + triu2[1] + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + + tri1_vec = torch.zeros((triu1_len,), device=weight.device, dtype=weight.dtype) + self.tri1_vec = Parameter(tri1_vec) + + tri2_vec = torch.zeros((triu2_len,), device=weight.device, dtype=weight.dtype) + self.tri2_vec = Parameter(tri2_vec) + + + self.register_buffer("scat_idx1", triu1[0]*self.in_channels//self.groups + triu1[1], persistent=False) + self.register_buffer("scat_idx2", triu2[0]*self.kernel_size[0]*self.kernel_size[1] + triu2[1], persistent=False) + + def construct_Us(self): + self.tri1_vec = Parameter(self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1)) + self.tri2_vec = Parameter(self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2)) + + + def forward(self, input: Tensor) -> Tensor: + U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1) +# print(self.in_channels//self.groups) + U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2) +# + U = torch.kron(U1, U2) + #s1 = time.time() + #U = torch.kron(U1, U2) + #torch.cuda.synchronize() + #print("torch.kron",time.time()-s1) + #U = self._kron(U1, U2) + #s1 = time.time() + #U = self._kron(U1, U2) + #torch.cuda.synchronize() + #print("self.kron", time.time()-s1) + + matrix_shape = (self.out_channels, self.in_features) + composite_weight = torch.reshape( + torch.reshape(self.weight, matrix_shape) @ U, + self.weight.shape + ) + output = self._conv_forward(input, composite_weight, self.bias) + return output + + def _kron(self, a, b): + a_shape = a.shape + b_shape = b.shape + c_shape = (a.shape[0]*b.shape[0], a.shape[1]*b.shape[1]) + + a = a.reshape(-1, 1) + b = b.reshape(1, -1) + + product = a@b + product = product.reshape(a_shape[0], a_shape[1], b.shape[0], b.shape[1]) + product = product.permute(0, 2, 1, 3) + product = product.reshape(c_shape[0], c_shape[1]) + return product + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n*n), device=vec.device, dtype=vec.dtype).scatter_(0,scat_idx,vec).view(n,n) + U = torch.diagonal_scatter(U, U.diagonal().exp_()) + return U + +class FactConv2dPreExpOld(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device=None, + dtype=None + ) -> None: + # init as Conv2d + super().__init__( + in_channels, out_channels, kernel_size, stride, padding, dilation, + groups, bias, padding_mode, device, dtype) + + #device = self.weight.device + print("Device: ", device) + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups, + **factory_kwargs) + self.scat_idx1=triu1[0]*self.in_channels//self.groups + triu1[1] + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1], + **factory_kwargs) + + self.scat_idx2=triu2[0]*self.kernel_size[0]*self.kernel_size[1] + triu2[1] + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), + **factory_kwargs) + + self.tri1_vec = Parameter(tri1_vec) + + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + self.tri2_vec = Parameter(tri2_vec) + + def construct_Us(self): + self.tri1_vec = Parameter(self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1)) + self.tri2_vec = Parameter(self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2)) + + + def forward(self, input: Tensor) -> Tensor: + #U1 = self.tri1_vec + #U2 = self.tri2_vec + U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1) +# print(self.in_channels//self.groups) + U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2) +# + U = torch.kron(U1, U2) + #s1 = time.time() + #U = torch.kron(U1, U2) + #torch.cuda.synchronize() + #print("torch.kron",time.time()-s1) + #U = self._kron(U1, U2) + #s1 = time.time() + #U = self._kron(U1, U2) + #torch.cuda.synchronize() + #print("self.kron", time.time()-s1) + + matrix_shape = (self.out_channels, self.in_features) + composite_weight = torch.reshape( + torch.reshape(self.weight, matrix_shape) @ U, + self.weight.shape + ) + output = self._conv_forward(input, composite_weight, self.bias) + return output + + def _kron(self, a, b): + a_shape = a.shape + b_shape = b.shape + c_shape = (a.shape[0]*b.shape[0], a.shape[1]*b.shape[1]) + + a = a.reshape(-1, 1) + b = b.reshape(1, -1) + + product = a@b + product = product.reshape(a_shape[0], a_shape[1], b.shape[0], b.shape[1]) + product = product.permute(0, 2, 1, 3) + product = product.reshape(c_shape[0], c_shape[1]) + return product + + + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n* n), + **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) + #U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + U = torch.diagonal_scatter(U,U.diagonal().exp_()) + #self._exp_diag(U) + return U + + #def _tri_vec_to_mat(self, vec, n): + # U = torch.zeros((n, n), **self.factory_kwargs) + # U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + # U = self._exp_diag(U) + # return U + + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat + +# +# def forward(self, input: Tensor) -> Tensor: +# s1 = time.time() +# U1 = self._tri_vec_to_mat(self.tri1_vec, self.in_channels // +# self.groups,self.scat_idx1) +# print(time.time()-s1) +# print(self.in_channels//self.groups) +# U2 = self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], +# self.scat_idx2) +# U = torch.kron(U1, U2) +# matrix_shape = (self.out_channels, self.in_features) +# composite_weight = torch.reshape( +# torch.reshape(self.weight, matrix_shape) @ U, +# self.weight.shape +# ) +# output = self._conv_forward(input, composite_weight, self.bias) +# return output +# +# def _tri_vec_to_mat(self, vec, n, scat_idx): +# U = torch.zeros((n* n), +# **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) +# #U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec +# U = torch.diagonal_scatter(U,U.diagonal().exp_()) +# #self._exp_diag(U) +# return U +# +# +class FactConv2dK(nn.Conv2d): + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: _size_2_t, + stride: _size_2_t = 1, + padding: Union[str, _size_2_t] = 0, + dilation: _size_2_t = 1, + groups: int = 1, + k: int = 1, + bias: bool = True, + padding_mode: str = 'zeros', # TODO: refine this type + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Conv2d + super().__init__( + in_channels, out_channels, kernel_size, stride, padding, dilation, + groups, bias, padding_mode, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + self.k = k + # weight shape: (out_channels, in_channels // groups, *kernel_size) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = self.in_channels // self.groups * \ + self.kernel_size[0] * self.kernel_size[1] + + triu1 = torch.triu_indices(self.in_channels // self.groups, + self.in_channels // self.groups, + **factory_kwargs) + self.scat_idx1=triu1[0]*self.in_channels//self.groups + triu1[1] + triu2 = torch.triu_indices(self.kernel_size[0] * self.kernel_size[1], + self.kernel_size[0] + * self.kernel_size[1], + **factory_kwargs) + + self.scat_idx2=triu2[0]*self.kernel_size[0]*self.kernel_size[1] + triu2[1] + triu1_len = triu1.shape[1] + triu2_len = triu2.shape[1] + tri1_vec = torch.zeros((triu1_len,), **factory_kwargs) + tri2_vec = torch.zeros((triu2_len,), **factory_kwargs) + + self.tri1_vecs\ + = nn.ParameterList([nn.Parameter(copy.deepcopy(tri1_vec)) for i in + range(self.k)]) + self.tri2_vecs\ + = nn.ParameterList([nn.Parameter(copy.deepcopy(tri2_vec)) for i in + range(self.k)]) + + for param in self.tri1_vecs: + nn.init.trunc_normal_(param, std=0.02) + for param in self.tri2_vecs: + nn.init.trunc_normal_(param, std=0.02) + + + def construct_Us(self): + self.tri1_vec = Parameter(self._tri_vec_to_mat(self.tri1_vec, self.in_channels // + self.groups,self.scat_idx1)) + self.tri2_vec = Parameter(self._tri_vec_to_mat(self.tri2_vec, self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2)) + + + def forward(self, input: Tensor) -> Tensor: + krons = [] + comp_weights = [] + for i in range(self.k): + U1 = self._tri_vec_to_mat(self.tri1_vecs[i], self.in_channels // + self.groups,self.scat_idx1) + U2 = self._tri_vec_to_mat(self.tri2_vecs[i], self.kernel_size[0] * self.kernel_size[1], + self.scat_idx2) + U = torch.kron(U1, U2) + krons.append(U) + + matrix_shape = (self.out_channels, self.in_features) + comp_weight = torch.reshape( + torch.reshape(self.weight, matrix_shape) @ U, + self.weight.shape) + comp_weights.append(comp_weight) + + arr = torch.stack(krons, dim=0) + U = torch.mean(arr, dim=0) + arr2 = torch.stack(comp_weights, dim=0) + composite_weight = torch.mean(arr2, dim=0) + + # matrix_shape = (self.out_channels, self.in_features) + # composite_weight = torch.reshape( + # torch.reshape(self.weight, matrix_shape) @ U, + # self.weight.shape + # ) + + output = self._conv_forward(input, composite_weight, self.bias) + return output + + def _kron(self, a, b): + a_shape = a.shape + b_shape = b.shape + c_shape = (a.shape[0]*b.shape[0], a.shape[1]*b.shape[1]) + + a = a.reshape(-1, 1) + b = b.reshape(1, -1) + + product = a@b + product = product.reshape(a_shape[0], a_shape[1], b.shape[0], b.shape[1]) + product = product.permute(0, 2, 1, 3) + product = product.reshape(c_shape[0], c_shape[1]) + return product + + + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n* n), + **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) + #U[torch.triu_indices(n, n, **self.factory_kwargs).tolist()] = vec + U = torch.diagonal_scatter(U,U.diagonal().exp_()) + #self._exp_diag(U) + return U + + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat diff --git a/V1-models/imagenet/LinearModules.py b/V1-models/imagenet/LinearModules.py new file mode 100644 index 0000000..3ab933e --- /dev/null +++ b/V1-models/imagenet/LinearModules.py @@ -0,0 +1,73 @@ +import torch +import torch.nn.functional as F +from torch import Tensor +import torch.nn as nn +from torch.nn.parameter import Parameter, UninitializedParameter +from torch.nn.common_types import _size_2_t +from typing import Optional, List, Tuple, Union +import time +import copy + +class FactLinear(nn.Linear): + def __init__( + self, + in_features: int, + out_features: int, + bias: bool = True, + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Linear + super().__init__( + in_features, out_features, bias, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + + # weight shape: (out_features, in_features) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = in_features + self.out_features = out_features + + triu1 = torch.triu_indices(self.in_features, self.in_features, + **factory_kwargs) + triu_len = triu1.shape[1] + tri_vec = torch.zeros((triu_len,), **factory_kwargs) + self.tri_vec = Parameter(tri_vec) + + self.scat_idx = triu1[0] * self.in_features + triu1[1] + + if bias: + self.bias = Parameter(torch.empty(out_features, **factory_kwargs)) + else: + self.register_parameter('bias', None) + +# self.reset_parameters() + +# def reset_parameters(self) -> None: +# nn.init.constant_(self.tri_vec, 0.) +# # Setting a=sqrt(5) in kaiming_uniform is the same as initializing with +# # uniform(-1/sqrt(in_features), 1/sqrt(in_features)). For details, see +# # https://github.com/pytorch/pytorch/issues/57109 +# nn.init.kaiming_normal_(self.weight, a=math.sqrt(5)) +# if self.bias is not None: +# fan_in, _ = nn.init._calculate_fan_in_and_fan_out(self.weight) +# bound = 1 / math.sqrt(fan_in) if fan_in > 0 else 0 +# nn.init.uniform_(self.bias, -bound, bound) +# + def forward(self, input: Tensor) -> Tensor: + U = self._tri_vec_to_mat(self.tri_vec, self.in_features, self.scat_idx) + + composite_weight = self.weight @ U + + return F.linear(input, composite_weight, self.bias) + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n* n), + **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) + U = torch.diagonal_scatter(U,U.diagonal().exp_()) + return U diff --git a/V1-models/imagenet/cluster_launch.sh b/V1-models/imagenet/cluster_launch.sh new file mode 100755 index 0000000..aca2aef --- /dev/null +++ b/V1-models/imagenet/cluster_launch.sh @@ -0,0 +1,11 @@ +#!/bin/bash + +sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact True --name fact_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact False --name conv_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 + +sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch alexnet --fact True --name fact_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 +sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch alexnet --fact False --name conv_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 + +sbatch --ntasks-per-node 2 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact True --name fact_resnet_width_2 --lr 0.1 --width_scale 2 -b 512 + +sbatch --ntasks-per-node 4 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact True --name fact_resnet_width_4 --lr 0.1 --width_scale 4 -b 256 diff --git a/V1-models/imagenet/final_launch.sh b/V1-models/imagenet/final_launch.sh new file mode 100755 index 0000000..e60e959 --- /dev/null +++ b/V1-models/imagenet/final_launch.sh @@ -0,0 +1,12 @@ +#!/bin/bash + +#sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact True --name fact_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +#sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact False --name conv_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +# +#sbatch --ntasks-per-node 1 setoff_final.sh --arch alexnet --fact True --name fact_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 +#sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch alexnet --fact False --name conv_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 +#sbatch --ntasks-per-node 2 setoff_final.sh --arch resnet18 --fact True --name fact_resnet_width_2 --lr 0.1 --width_scale 2 -b 512 +# +#sbatch --ntasks-per-node 4 setoff_final.sh --arch resnet18 --fact True --name fact_resnet_width_4 --lr 0.1 --width_scale 4 -b 256 + +sbatch --ntasks-per-node 4 setoff_mila.sh --arch resnet18 --fact False --name conv_resnet_width_4 --lr 0.1 --width_scale 4 -b 512 diff --git a/V1-models/imagenet/imagenet.py b/V1-models/imagenet/imagenet.py new file mode 100644 index 0000000..b6a8ac1 --- /dev/null +++ b/V1-models/imagenet/imagenet.py @@ -0,0 +1,589 @@ +import argparse +import os +import random +import shutil +import time +import warnings +import re +from enum import Enum +if 'SLURM_NPROCS' in os.environ: + os.environ['WORLD_SIZE'] = os.environ['SLURM_NPROCS'] +if 'SLURM_PROCID' in os.environ: + os.environ['RANK'] = os.environ['SLURM_PROCID'] +if 'SLURM_LOCALID' in os.environ: + os.environ['LOCAL_RANK'] = os.environ['SLURM_LOCALID'] +import time +import torch +import torch.backends.cudnn as cudnn +import torch.distributed as dist +import torch.multiprocessing as mp +import torch.nn as nn +import torch.nn.parallel +import torch.optim +import torch.utils.data +import torch.utils.data.distributed +import torchvision.datasets as datasets +import torchvision.models as models +import torchvision.transforms as transforms +from torch.optim.lr_scheduler import StepLR +from torch.utils.data import Subset + +torch.set_num_threads(1) + +torch.backends.cuda.matmul.allow_tf32 = True +torch.backends.cudnn.allow_tf32 = True + +from distutils.util import strtobool + +from imagenet_setup import replace_layers, replace_layers_agnostic + +model_names = sorted(name for name in models.__dict__ + if name.islower() and not name.startswith("__") + and callable(models.__dict__[name])) + + +parser = argparse.ArgumentParser(description='PyTorch ImageNet Training') +parser.add_argument('data', metavar='DIR', nargs='?', default='imagenet', + help='path to dataset (default: imagenet)') +parser.add_argument('-a', '--arch', metavar='ARCH', default='resnet18', + choices=model_names, + help='model architecture: ' + + ' | '.join(model_names) + + ' (default: resnet18)') +parser.add_argument('-j', '--workers', default=8, type=int, metavar='N', + help='number of data loading workers (default: 4)') +parser.add_argument('--epochs', default=90, type=int, metavar='N', + help='number of total epochs to run') +parser.add_argument('--start-epoch', default=0, type=int, metavar='N', + help='manual epoch number (useful on restarts)') +parser.add_argument('-b', '--batch-size', default=512, type=int, + metavar='N', + help='mini-batch size (default: 256), this is the total ' + 'batch size of all GPUs on the current node when ' + 'using Data Parallel or Distributed Data Parallel') +parser.add_argument('--lr', '--learning-rate', default=0.1, type=float, + metavar='LR', help='initial learning rate', dest='lr') +parser.add_argument('--momentum', default=0.9, type=float, metavar='M', + help='momentum') +parser.add_argument('--wd', '--weight-decay', default=1e-4, type=float, + metavar='W', help='weight decay (default: 1e-4)', + dest='weight_decay') +parser.add_argument('-p', '--print-freq', default=10, type=int, + metavar='N', help='print frequency (default: 10)') +parser.add_argument('--resume', default='', type=str, metavar='PATH', + help='path to latest checkpoint (default: none)') +parser.add_argument('-e', '--evaluate', dest='evaluate', action='store_true', + help='evaluate model on validation set') +parser.add_argument('--pretrained', dest='pretrained', action='store_true', + help='use pre-trained model') +parser.add_argument('--world-size', default=-1, type=int, + help='number of nodes for distributed training') +parser.add_argument('--rank', default=-1, type=int, + help='node rank for distributed training') +parser.add_argument('--dist-url', default='tcp://224.66.41.62:23456', type=str, + help='url used to set up distributed training') +parser.add_argument('--dist-backend', default='nccl', type=str, + help='distributed backend') +parser.add_argument('--seed', default=None, type=int, + help='seed for initializing training. ') +parser.add_argument('--gpu', default=None, type=int, + help='GPU id to use.') +parser.add_argument('--multiprocessing-distributed', action='store_true', + help='Use multi-processing distributed training to launch ' + 'N processes per node, which has N GPUs. This is the ' + 'fastest way to use PyTorch for either single node or ' + 'multi node data parallel training') +parser.add_argument('--dummy', action='store_true', help="use fake data to benchmark") +parser.add_argument('--fact', dest='fact', + type=lambda x: bool(strtobool(x)), default=True, + help="run factored covaraince model (true or false)") +parser.add_argument('--name', default='testing', type=str, + help='folder name for saved stuff') +parser.add_argument('--width_scale', default=1, type=float, + help='width scale factor') + +best_acc1 = 0 + +#directory to load intiial models from +load_dir = "/network/scratch/v/vivian.white/v1-models/saved-models/imagenet" +def main(): + args = parser.parse_args() + + if args.seed is not None: + random.seed(args.seed) + torch.manual_seed(args.seed) + cudnn.deterministic = True + cudnn.benchmark = False + warnings.warn('You have chosen to seed training. ' + 'This will turn on the CUDNN deterministic setting, ' + 'which can slow down your training considerably! ' + 'You may see unexpected behavior when restarting ' + 'from checkpoints.') + + if args.gpu is not None: + warnings.warn('You have chosen a specific GPU. This will completely ' + 'disable data parallelism.') + + if args.dist_url == "env://" and args.world_size == -1: + args.world_size = int(os.environ["WORLD_SIZE"]) + + args.distributed = args.world_size > 1 or args.multiprocessing_distributed + + if torch.cuda.is_available(): + ngpus_per_node = torch.cuda.device_count() + else: + ngpus_per_node = 1 + print("Ngpus per node: ", ngpus_per_node) + if args.multiprocessing_distributed: + # Since we have ngpus_per_node processes per node, the total world_size + # needs to be adjusted accordingly + args.world_size = ngpus_per_node * args.world_size + # Use torch.multiprocessing.spawn to launch distributed processes: the + # main_worker process function + mp.spawn(main_worker, nprocs=ngpus_per_node, args=(ngpus_per_node, args)) + else: + # Simply call main_worker function + main_worker(args.gpu, ngpus_per_node, args) + + +def main_worker(gpu, ngpus_per_node, args): + global best_acc1 + args.gpu = gpu + + if args.gpu is not None: + print("Use GPU: {} for training".format(args.gpu)) + + if args.distributed: + if args.dist_url == "env://" and args.rank == -1: + args.rank = int(os.environ["RANK"]) + if args.multiprocessing_distributed: + # For multiprocessing distributed training, rank needs to be the + # global rank among all the processes + args.rank = args.rank * ngpus_per_node + gpu + print("Rank: ", args.rank) + print("GPU: ", gpu) + dist.init_process_group(backend=args.dist_backend, init_method=args.dist_url, + world_size=args.world_size, rank=args.rank) + print("Init process group") + # create model + if args.pretrained: + print("=> using pre-trained model '{}'".format(args.arch)) + model = models.__dict__[args.arch](pretrained=True) + else: + print("=> creating model '{}'".format(args.arch)) + model = models.__dict__[args.arch]() + + if args.arch == "resnet18": + print(load_dir) + print("{}/conv_resnet_width_{}_init.pt".format(load_dir,int(args.width_scale))) + initial\ + = torch.load("{}/conv_resnet_width_{}_init.pt".format(load_dir, + int(args.width_scale))) + + replace_layers_agnostic(model, args.width_scale) + + model.load_state_dict(initial) + print("loaded resnet at width {}".format(args.width_scale)) + print("loaded resnet at width {}".format(args.width_scale)) + + elif args.arch == "alexnet": + initial = torch.load("{}/conv_alexnet_init.pt".format(load_dir)) + # load presaved init + model.load_state_dict(initial) + print("loaded alexnet") + + if args.fact: + print("Making fact") + replace_layers(model) + print("Built Fact Model") + + if not torch.cuda.is_available() and not torch.backends.mps.is_available(): + print('using CPU, this will be slow') + elif args.distributed: + # For multiprocessing distributed, DistributedDataParallel constructor + # should always set the single device scope, otherwise, + # DistributedDataParallel will use all available devices. + if torch.cuda.is_available(): + if args.gpu is not None: + torch.cuda.set_device(args.gpu) + model.cuda(args.gpu) + # When using a single GPU per process and per + # DistributedDataParallel, we need to divide the batch size + # ourselves based on the total number of GPUs of the current node. + args.batch_size = int(args.batch_size / ngpus_per_node) + args.workers = int((args.workers + ngpus_per_node - 1) / ngpus_per_node) + model = torch.nn.parallel.DistributedDataParallel(model, device_ids=[args.gpu]) + else: + model.cuda() + # DistributedDataParallel will divide and allocate batch_size to all + # available GPUs if device_ids are not set + model = torch.nn.parallel.DistributedDataParallel(model) + elif args.gpu is not None and torch.cuda.is_available(): + torch.cuda.set_device(args.gpu) + model = model.cuda(args.gpu) + elif torch.backends.mps.is_available(): + device = torch.device("mps") + model = model.to(device) + else: + # DataParallel will divide and allocate batch_size to all available GPUs + if args.arch.startswith('alexnet') or args.arch.startswith('vgg'): + model.features = torch.nn.DataParallel(model.features) + model.cuda() + else: + model = torch.nn.DataParallel(model).cuda() + + if torch.cuda.is_available(): + if args.gpu: + device = torch.device('cuda:{}'.format(args.gpu)) + else: + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + # define loss function (criterion), optimizer, and learning rate scheduler + criterion = nn.CrossEntropyLoss().to(device) + + optimizer = torch.optim.SGD(model.parameters(), args.lr, + momentum=args.momentum, + weight_decay=args.weight_decay) + + """Sets the learning rate to the initial LR decayed by 10 every 30 epochs""" + scheduler = StepLR(optimizer, step_size=30, gamma=0.1) + + # optionally resume from a checkpoint + if True: + path = os.path.join("/network/scratch/v/vivian.white/v1-models/saved-models/imagenet/mila_fact_resnet_width_{}/latest.pth.tar".format(int(args.width_scale))) + print(path) + if os.path.isfile(path): + print("=> loading checkpoint '{}'".format(path)) + rl = os.readlink(path) + if args.gpu is None: + checkpoint = torch.load(path) + elif torch.cuda.is_available(): + # Map model to be loaded to specified single gpu. + loc = 'cuda:{}'.format(args.gpu) + checkpoint = torch.load(path, map_location=loc) + args.start_epoch = checkpoint['epoch'] + best_acc1 = checkpoint['best_acc1'] + if args.gpu is not None: + # best_acc1 may be from a checkpoint from a different GPU + best_acc1 = best_acc1.to(args.gpu) + model.load_state_dict(checkpoint['state_dict']) + optimizer.load_state_dict(checkpoint['optimizer']) + scheduler.load_state_dict(checkpoint['scheduler']) + print("=> loaded checkpoint '{}' (epoch {})" + .format(path, checkpoint['epoch'])) + else: + print("=> no checkpoint found at '{}'".format(args.resume)) + + + # Data loading code + if args.dummy: + print("=> Dummy data is used!") + train_dataset = datasets.FakeData(1281167, (3, 224, 224), 1000, transforms.ToTensor()) + val_dataset = datasets.FakeData(50000, (3, 224, 224), 1000, transforms.ToTensor()) + else: + traindir = os.path.join(args.data, 'train') + valdir = os.path.join(args.data, 'val') + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + train_dataset = datasets.ImageFolder( + traindir, + transforms.Compose([ + transforms.RandomResizedCrop(224), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + normalize, + ])) + + val_dataset = datasets.ImageFolder( + valdir, + transforms.Compose([ + transforms.Resize(256), + transforms.CenterCrop(224), + transforms.ToTensor(), + normalize, + ])) + + if args.distributed: + train_sampler = torch.utils.data.distributed.DistributedSampler(train_dataset) + val_sampler = torch.utils.data.distributed.DistributedSampler(val_dataset, shuffle=False, drop_last=True) + else: + train_sampler = None + val_sampler = None + + train_loader = torch.utils.data.DataLoader( + train_dataset, batch_size=args.batch_size, shuffle=(train_sampler is None), + num_workers=args.workers, pin_memory=True, sampler=train_sampler) + + val_loader = torch.utils.data.DataLoader( + val_dataset, batch_size=args.batch_size, shuffle=False, + num_workers=args.workers, pin_memory=True, sampler=val_sampler) + + if args.evaluate: + validate(val_loader, model, criterion, args) + return + + for epoch in range(args.start_epoch, args.epochs): + if args.distributed: + train_sampler.set_epoch(epoch) + s = time.time() + # train for one epoch + train(train_loader, model, criterion, optimizer, epoch, device, args) + print("One epoch: ", time.time()-s) + # evaluate on validation set + acc1 = validate(val_loader, model, criterion, args) + + scheduler.step() + + # remember best acc@1 and save checkpoint + is_best = acc1 > best_acc1 + best_acc1 = max(acc1, best_acc1) + + #if not args.multiprocessing_distributed or (args.multiprocessing_distributed + # and args.rank == 0): + if not args.distributed or torch.distributed.get_rank() == 0: + save_checkpoint({ + 'epoch': epoch + 1, + 'arch': args.arch, + 'state_dict': model.state_dict(), + 'best_acc1': best_acc1, + 'optimizer' : optimizer.state_dict(), + 'scheduler' : scheduler.state_dict() + }, epoch, args) + + + +def train(train_loader, model, criterion, optimizer, epoch, device, args): + batch_time = AverageMeter('Time', ':6.3f') + data_time = AverageMeter('Data', ':6.3f') + losses = AverageMeter('Loss', ':.4e') + top1 = AverageMeter('Acc@1', ':6.2f') + top5 = AverageMeter('Acc@5', ':6.2f') + progress = ProgressMeter( + len(train_loader), + [batch_time, data_time, losses, top1, top5], + prefix="Epoch: [{}]".format(epoch)) + + # switch to train mode + model.train() + + end = time.time() + for i, (images, target) in enumerate(train_loader): + # measure data loading time + data_time.update(time.time() - end) + + # move data to the same device as model + images = images.to(device, non_blocking=True) + target = target.to(device, non_blocking=True) + torch.cuda.empty_cache() + + # compute output + output = model(images) + loss = criterion(output, target) + + # measure accuracy and record loss + acc1, acc5 = accuracy(output, target, topk=(1, 5)) + losses.update(loss.item(), images.size(0)) + top1.update(acc1[0], images.size(0)) + top5.update(acc5[0], images.size(0)) + + # compute gradient and do SGD step + optimizer.zero_grad() + loss.backward() + optimizer.step() + + # measure elapsed time + batch_time.update(time.time() - end) + end = time.time() + + if i % args.print_freq == 0: + if not args.distributed or torch.distributed.get_rank() == 0: + progress.display(i + 1) + + + +def validate(val_loader, model, criterion, args): + + def run_validate(loader, base_progress=0): + with torch.no_grad(): + end = time.time() + for i, (images, target) in enumerate(loader): + i = base_progress + i + if args.gpu is not None and torch.cuda.is_available(): + images = images.cuda(args.gpu, non_blocking=True) + if torch.backends.mps.is_available(): + images = images.cuda(args.gpu, non_blocking=True) + images = images.to('mps') + target = target.to('mps') + if torch.cuda.is_available(): + target = target.cuda(args.gpu, non_blocking=True) + images = images.cuda(args.gpu, non_blocking=True) + + # compute output + output = model(images) + loss = criterion(output, target) + + # measure accuracy and record loss + acc1, acc5 = accuracy(output, target, topk=(1, 5)) + losses.update(loss.item(), images.size(0)) + top1.update(acc1[0], images.size(0)) + top5.update(acc5[0], images.size(0)) + + # measure elapsed time + batch_time.update(time.time() - end) + end = time.time() + + if i % args.print_freq == 0: + if not args.distributed or torch.distributed.get_rank() == 0: + progress.display(i + 1) + + batch_time = AverageMeter('Time', ':6.3f', Summary.NONE) + losses = AverageMeter('Loss', ':.4e', Summary.NONE) + top1 = AverageMeter('Acc@1', ':6.2f', Summary.AVERAGE) + top5 = AverageMeter('Acc@5', ':6.2f', Summary.AVERAGE) + progress = ProgressMeter( + len(val_loader) + (args.distributed and (len(val_loader.sampler) * args.world_size < len(val_loader.dataset))), + [batch_time, losses, top1, top5], + prefix='Test: ') + + # switch to evaluate mode + model.eval() + + run_validate(val_loader) + if args.distributed: + top1.all_reduce() + top5.all_reduce() + + if args.distributed and (len(val_loader.sampler) * args.world_size < len(val_loader.dataset)): + aux_val_dataset = Subset(val_loader.dataset, + range(len(val_loader.sampler) * args.world_size, len(val_loader.dataset))) + aux_val_loader = torch.utils.data.DataLoader( + aux_val_dataset, batch_size=args.batch_size, shuffle=False, + num_workers=args.workers, pin_memory=True) + run_validate(aux_val_loader, len(val_loader)) + + if not args.distributed or torch.distributed.get_rank() == 0: + progress.display_summary() + + return top1.avg + + +def save_checkpoint(state, epoch, args): + save_dir\ + = '/network/scratch/v/vivian.white/v1-models/saved-models/imagenet/mila_{}'.format(args.name) + os.makedirs(save_dir, exist_ok=True) + + filename = '{}/checkpoint_{}.pth.tar'.format(save_dir, epoch) + torch.save(state, filename) + + path = os.path.join("/network/scratch/v/vivian.white/v1-models/saved-models/imagenet/mila_fact_resnet_width_{}/latest.pth.tar".format(int(args.width_scale))) + print(path) + if os.path.lexists(path+".tmp"): + os.unlink(path+".tmp") + os.symlink(filename, path+".tmp") + os.rename(path+".tmp", path) + + # if is_best: + # shutil.copyfile(filename, 'model_best.pth.tar') + +class Summary(Enum): + NONE = 0 + AVERAGE = 1 + SUM = 2 + COUNT = 3 + +class AverageMeter(object): + """Computes and stores the average and current value""" + def __init__(self, name, fmt=':f', summary_type=Summary.AVERAGE): + self.name = name + self.fmt = fmt + self.summary_type = summary_type + self.reset() + + def reset(self): + self.val = 0 + self.avg = 0 + self.sum = 0 + self.count = 0 + + def update(self, val, n=1): + self.val = val + self.sum += val * n + self.count += n + self.avg = self.sum / self.count + + def all_reduce(self): + if torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + total = torch.tensor([self.sum, self.count], dtype=torch.float32, device=device) + dist.all_reduce(total, dist.ReduceOp.SUM, async_op=False) + self.sum, self.count = total.tolist() + self.avg = self.sum / self.count + + def __str__(self): + fmtstr = '{name} {val' + self.fmt + '} ({avg' + self.fmt + '})' + return fmtstr.format(**self.__dict__) + + def summary(self): + fmtstr = '' + if self.summary_type is Summary.NONE: + fmtstr = '' + elif self.summary_type is Summary.AVERAGE: + fmtstr = '{name} {avg:.3f}' + elif self.summary_type is Summary.SUM: + fmtstr = '{name} {sum:.3f}' + elif self.summary_type is Summary.COUNT: + fmtstr = '{name} {count:.3f}' + else: + raise ValueError('invalid summary type %r' % self.summary_type) + + return fmtstr.format(**self.__dict__) + + +class ProgressMeter(object): + def __init__(self, num_batches, meters, prefix=""): + self.batch_fmtstr = self._get_batch_fmtstr(num_batches) + self.meters = meters + self.prefix = prefix + + def display(self, batch): + entries = [self.prefix + self.batch_fmtstr.format(batch)] + entries += [str(meter) for meter in self.meters] + print('\t'.join(entries)) + + def display_summary(self): + entries = [" *"] + entries += [meter.summary() for meter in self.meters] + print(' '.join(entries)) + + def _get_batch_fmtstr(self, num_batches): + num_digits = len(str(num_batches // 1)) + fmt = '{:' + str(num_digits) + 'd}' + return '[' + fmt + '/' + fmt.format(num_batches) + ']' + +def accuracy(output, target, topk=(1,)): + """Computes the accuracy over the k top predictions for the specified values of k""" + with torch.no_grad(): + maxk = max(topk) + batch_size = target.size(0) + + _, pred = output.topk(maxk, 1, True, True) + pred = pred.t() + correct = pred.eq(target.view(1, -1).expand_as(pred)) + + res = [] + for k in topk: + correct_k = correct[:k].reshape(-1).float().sum(0, keepdim=True) + res.append(correct_k.mul_(100.0 / batch_size)) + return res + + +if __name__ == '__main__': + main() diff --git a/V1-models/imagenet/imagenet_setup.py b/V1-models/imagenet/imagenet_setup.py new file mode 100644 index 0000000..ef0aa98 --- /dev/null +++ b/V1-models/imagenet/imagenet_setup.py @@ -0,0 +1,134 @@ +import torch +import os +import copy +import torch.nn as nn +import torch.nn.functional as F +from torchvision.models import alexnet, convnext_tiny +from torchvision.models.resnet import resnet18 +from ConvModules import FactConv2dPreExp +from LinearModules import FactLinear + +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + # replace conv2d layers with factconvs + if isinstance(module, nn.Conv2d): + print("Next device: ", next(module.parameters()).device) + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups=module.groups, dilation=module.dilation, + padding_mode=module.padding_mode, + #device=module.device, + device=module.weight.device, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + if module.out_features == 1000: + print("Classifier head") + else: + new_module = FactLinear( + in_features=module.in_features, + out_features=module.out_features, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(module.in_features*scale), module.out_features) + setattr(model, n, new_module) +#device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') +#save_dir = "/home/whitev4/scratch/saved-models/imagenet/" +#save_dir = "/home/mila/v/vivian.white/scratch/v1-models/saved-models/imagenet/" +#os.makedirs(save_dir, exist_ok=True) +#test = torch.randn(10, 3, 224, 224).to(device) + +#conv_model = alexnet() +#conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_alexnet_init.pt'.format(save_dir)) +#fact_model = copy.deepcopy(conv_model) +#fact_model.to(device) +#replace_layers(fact_model) +#fact_model(test) + +#conv_model = convnext_tiny() +#conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_convnext_tiny_init.pt'.format(save_dir)) +#fact_model = copy.deepcopy(conv_model) +#fact_model.to(device) +#replace_layers(fact_model) +#fact_model(test) + +#conv_model = resnet18() +#replace_layers_agnostic(conv_model, scale=1) +#conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_resnet_width_1_init.pt'.format(save_dir)) +#fact_model = copy.deepcopy(conv_model) +#fact_model.to(device) +#replace_layers(fact_model) +#fact_model(test) + + +#conv_model = resnet18() +#replace_layers_agnostic(conv_model, scale=2) +#conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_resnet_width_2_init.pt'.format(save_dir)) +#fact_model = copy.deepcopy(conv_model) +#fact_model.to(device) +#replace_layers(fact_model) +#fact_model(test) + +#conv_model = resnet18() +#replace_layers_agnostic(conv_model, scale=4) +#conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_resnet_width_4_init.pt'.format(save_dir)) +#fact_model = copy.deepcopy(conv_model) +#fact_model.to(device) +#replace_layers(fact_model) +#fact_model(test) +#conv_model = resnet18() +#replace_layers_agnostic(conv_model, scale=8) +#conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_resnet_width_8_init.pt'.format(save_dir)) +# diff --git a/V1-models/imagenet/imagenet_vivian.py b/V1-models/imagenet/imagenet_vivian.py new file mode 100644 index 0000000..e485126 --- /dev/null +++ b/V1-models/imagenet/imagenet_vivian.py @@ -0,0 +1,589 @@ +import argparse +import os +import random +import shutil +import time +import warnings +import re +from enum import Enum +if 'SLURM_NPROCS' in os.environ: + os.environ['WORLD_SIZE'] = os.environ['SLURM_NPROCS'] +if 'SLURM_PROCID' in os.environ: + os.environ['RANK'] = os.environ['SLURM_PROCID'] +if 'SLURM_LOCALID' in os.environ: + os.environ['LOCAL_RANK'] = os.environ['SLURM_LOCALID'] +import time +import torch +import torch.backends.cudnn as cudnn +import torch.distributed as dist +import torch.multiprocessing as mp +import torch.nn as nn +import torch.nn.parallel +import torch.optim +import torch.utils.data +import torch.utils.data.distributed +import torchvision.datasets as datasets +import torchvision.models as models +import torchvision.transforms as transforms +from torch.optim.lr_scheduler import StepLR +from torch.utils.data import Subset + +torch.set_num_threads(1) + +torch.backends.cuda.matmul.allow_tf32 = True +torch.backends.cudnn.allow_tf32 = True + +from distutils.util import strtobool + +from imagenet_setup import replace_layers, replace_layers_agnostic + +model_names = sorted(name for name in models.__dict__ + if name.islower() and not name.startswith("__") + and callable(models.__dict__[name])) + + +parser = argparse.ArgumentParser(description='PyTorch ImageNet Training') +parser.add_argument('data', metavar='DIR', nargs='?', default='imagenet', + help='path to dataset (default: imagenet)') +parser.add_argument('-a', '--arch', metavar='ARCH', default='resnet18', + choices=model_names, + help='model architecture: ' + + ' | '.join(model_names) + + ' (default: resnet18)') +parser.add_argument('-j', '--workers', default=8, type=int, metavar='N', + help='number of data loading workers (default: 4)') +parser.add_argument('--epochs', default=90, type=int, metavar='N', + help='number of total epochs to run') +parser.add_argument('--start-epoch', default=0, type=int, metavar='N', + help='manual epoch number (useful on restarts)') +parser.add_argument('-b', '--batch-size', default=512, type=int, + metavar='N', + help='mini-batch size (default: 256), this is the total ' + 'batch size of all GPUs on the current node when ' + 'using Data Parallel or Distributed Data Parallel') +parser.add_argument('--lr', '--learning-rate', default=0.1, type=float, + metavar='LR', help='initial learning rate', dest='lr') +parser.add_argument('--momentum', default=0.9, type=float, metavar='M', + help='momentum') +parser.add_argument('--wd', '--weight-decay', default=1e-4, type=float, + metavar='W', help='weight decay (default: 1e-4)', + dest='weight_decay') +parser.add_argument('-p', '--print-freq', default=10, type=int, + metavar='N', help='print frequency (default: 10)') +parser.add_argument('--resume', default='', type=str, metavar='PATH', + help='path to latest checkpoint (default: none)') +parser.add_argument('-e', '--evaluate', dest='evaluate', action='store_true', + help='evaluate model on validation set') +parser.add_argument('--pretrained', dest='pretrained', action='store_true', + help='use pre-trained model') +parser.add_argument('--world-size', default=-1, type=int, + help='number of nodes for distributed training') +parser.add_argument('--rank', default=-1, type=int, + help='node rank for distributed training') +parser.add_argument('--dist-url', default='tcp://224.66.41.62:23456', type=str, + help='url used to set up distributed training') +parser.add_argument('--dist-backend', default='nccl', type=str, + help='distributed backend') +parser.add_argument('--seed', default=None, type=int, + help='seed for initializing training. ') +parser.add_argument('--gpu', default=None, type=int, + help='GPU id to use.') +parser.add_argument('--multiprocessing-distributed', action='store_true', + help='Use multi-processing distributed training to launch ' + 'N processes per node, which has N GPUs. This is the ' + 'fastest way to use PyTorch for either single node or ' + 'multi node data parallel training') +parser.add_argument('--dummy', action='store_true', help="use fake data to benchmark") +parser.add_argument('--fact', dest='fact', + type=lambda x: bool(strtobool(x)), default=False, + help="run factored covaraince model (true or false)") +parser.add_argument('--name', default='testing', type=str, + help='folder name for saved stuff') +parser.add_argument('--width_scale', default=1, type=float, + help='width scale factor') + +best_acc1 = 0 + +#directory to load intiial models from +load_dir = "/network/scratch/v/vivian.white/v1-models/saved-models/imagenet" +def main(): + args = parser.parse_args() + + if args.seed is not None: + random.seed(args.seed) + torch.manual_seed(args.seed) + cudnn.deterministic = True + cudnn.benchmark = False + warnings.warn('You have chosen to seed training. ' + 'This will turn on the CUDNN deterministic setting, ' + 'which can slow down your training considerably! ' + 'You may see unexpected behavior when restarting ' + 'from checkpoints.') + + if args.gpu is not None: + warnings.warn('You have chosen a specific GPU. This will completely ' + 'disable data parallelism.') + + if args.dist_url == "env://" and args.world_size == -1: + args.world_size = int(os.environ["WORLD_SIZE"]) + + args.distributed = args.world_size > 1 or args.multiprocessing_distributed + + if torch.cuda.is_available(): + ngpus_per_node = torch.cuda.device_count() + else: + ngpus_per_node = 1 + print("Ngpus per node: ", ngpus_per_node) + if args.multiprocessing_distributed: + # Since we have ngpus_per_node processes per node, the total world_size + # needs to be adjusted accordingly + args.world_size = ngpus_per_node * args.world_size + # Use torch.multiprocessing.spawn to launch distributed processes: the + # main_worker process function + mp.spawn(main_worker, nprocs=ngpus_per_node, args=(ngpus_per_node, args)) + else: + # Simply call main_worker function + main_worker(args.gpu, ngpus_per_node, args) + + +def main_worker(gpu, ngpus_per_node, args): + global best_acc1 + args.gpu = gpu + + if args.gpu is not None: + print("Use GPU: {} for training".format(args.gpu)) + + if args.distributed: + if args.dist_url == "env://" and args.rank == -1: + args.rank = int(os.environ["RANK"]) + if args.multiprocessing_distributed: + # For multiprocessing distributed training, rank needs to be the + # global rank among all the processes + args.rank = args.rank * ngpus_per_node + gpu + print("Rank: ", args.rank) + print("GPU: ", gpu) + dist.init_process_group(backend=args.dist_backend, init_method=args.dist_url, + world_size=args.world_size, rank=args.rank) + print("Init process group") + # create model + if args.pretrained: + print("=> using pre-trained model '{}'".format(args.arch)) + model = models.__dict__[args.arch](pretrained=True) + else: + print("=> creating model '{}'".format(args.arch)) + model = models.__dict__[args.arch]() + + if args.arch == "resnet18": + print(load_dir) + print("{}/conv_resnet_width_{}_init.pt".format(load_dir,int(args.width_scale))) + initial\ + = torch.load("{}/conv_resnet_width_{}_init.pt".format(load_dir, + int(args.width_scale))) + + replace_layers_agnostic(model, args.width_scale) + + model.load_state_dict(initial) + print("loaded resnet at width {}".format(args.width_scale)) + print("loaded resnet at width {}".format(args.width_scale)) + + elif args.arch == "alexnet": + initial = torch.load("{}/conv_alexnet_init.pt".format(load_dir)) + # load presaved init + model.load_state_dict(initial) + print("loaded alexnet") + + if args.fact: + print("Making fact") + replace_layers(model) + print("Built Fact Model") + + if not torch.cuda.is_available() and not torch.backends.mps.is_available(): + print('using CPU, this will be slow') + elif args.distributed: + # For multiprocessing distributed, DistributedDataParallel constructor + # should always set the single device scope, otherwise, + # DistributedDataParallel will use all available devices. + if torch.cuda.is_available(): + if args.gpu is not None: + torch.cuda.set_device(args.gpu) + model.cuda(args.gpu) + # When using a single GPU per process and per + # DistributedDataParallel, we need to divide the batch size + # ourselves based on the total number of GPUs of the current node. + args.batch_size = int(args.batch_size / ngpus_per_node) + args.workers = int((args.workers + ngpus_per_node - 1) / ngpus_per_node) + model = torch.nn.parallel.DistributedDataParallel(model, device_ids=[args.gpu]) + else: + model.cuda() + # DistributedDataParallel will divide and allocate batch_size to all + # available GPUs if device_ids are not set + model = torch.nn.parallel.DistributedDataParallel(model) + elif args.gpu is not None and torch.cuda.is_available(): + torch.cuda.set_device(args.gpu) + model = model.cuda(args.gpu) + elif torch.backends.mps.is_available(): + device = torch.device("mps") + model = model.to(device) + else: + # DataParallel will divide and allocate batch_size to all available GPUs + if args.arch.startswith('alexnet') or args.arch.startswith('vgg'): + model.features = torch.nn.DataParallel(model.features) + model.cuda() + else: + model = torch.nn.DataParallel(model).cuda() + + if torch.cuda.is_available(): + if args.gpu: + device = torch.device('cuda:{}'.format(args.gpu)) + else: + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + # define loss function (criterion), optimizer, and learning rate scheduler + criterion = nn.CrossEntropyLoss().to(device) + + optimizer = torch.optim.SGD(model.parameters(), args.lr, + momentum=args.momentum, + weight_decay=args.weight_decay) + + """Sets the learning rate to the initial LR decayed by 10 every 30 epochs""" + scheduler = StepLR(optimizer, step_size=30, gamma=0.1) + + # optionally resume from a checkpoint + if True: + path = os.path.join("/network/scratch/v/vivian.white/v1-models/saved-models/imagenet/mila_retry_fact_resnet_width_{}/latest.pth.tar".format(int(args.width_scale))) + print(path) + if os.path.isfile(path): + print("=> loading checkpoint '{}'".format(path)) + rl = os.readlink(path) + if args.gpu is None: + checkpoint = torch.load(path) + elif torch.cuda.is_available(): + # Map model to be loaded to specified single gpu. + loc = 'cuda:{}'.format(args.gpu) + checkpoint = torch.load(path, map_location=loc) + args.start_epoch = checkpoint['epoch'] + best_acc1 = checkpoint['best_acc1'] + if args.gpu is not None: + # best_acc1 may be from a checkpoint from a different GPU + best_acc1 = best_acc1.to(args.gpu) + model.load_state_dict(checkpoint['state_dict']) + optimizer.load_state_dict(checkpoint['optimizer']) + scheduler.load_state_dict(checkpoint['scheduler']) + print("=> loaded checkpoint '{}' (epoch {})" + .format(path, checkpoint['epoch'])) + else: + print("=> no checkpoint found at '{}'".format(args.resume)) + + + # Data loading code + if args.dummy: + print("=> Dummy data is used!") + train_dataset = datasets.FakeData(1281167, (3, 224, 224), 1000, transforms.ToTensor()) + val_dataset = datasets.FakeData(50000, (3, 224, 224), 1000, transforms.ToTensor()) + else: + traindir = os.path.join(args.data, 'train') + valdir = os.path.join(args.data, 'val') + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) + + train_dataset = datasets.ImageFolder( + traindir, + transforms.Compose([ + transforms.RandomResizedCrop(224), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + normalize, + ])) + + val_dataset = datasets.ImageFolder( + valdir, + transforms.Compose([ + transforms.Resize(256), + transforms.CenterCrop(224), + transforms.ToTensor(), + normalize, + ])) + + if args.distributed: + train_sampler = torch.utils.data.distributed.DistributedSampler(train_dataset) + val_sampler = torch.utils.data.distributed.DistributedSampler(val_dataset, shuffle=False, drop_last=True) + else: + train_sampler = None + val_sampler = None + + train_loader = torch.utils.data.DataLoader( + train_dataset, batch_size=args.batch_size, shuffle=(train_sampler is None), + num_workers=args.workers, pin_memory=True, sampler=train_sampler) + + val_loader = torch.utils.data.DataLoader( + val_dataset, batch_size=args.batch_size, shuffle=False, + num_workers=args.workers, pin_memory=True, sampler=val_sampler) + + if args.evaluate: + validate(val_loader, model, criterion, args) + return + + for epoch in range(args.start_epoch, args.epochs): + if args.distributed: + train_sampler.set_epoch(epoch) + s = time.time() + # train for one epoch + train(train_loader, model, criterion, optimizer, epoch, device, args) + print("One epoch: ", time.time()-s) + # evaluate on validation set + acc1 = validate(val_loader, model, criterion, args) + + scheduler.step() + + # remember best acc@1 and save checkpoint + is_best = acc1 > best_acc1 + best_acc1 = max(acc1, best_acc1) + + #if not args.multiprocessing_distributed or (args.multiprocessing_distributed + # and args.rank == 0): + if not args.distributed or torch.distributed.get_rank() == 0: + save_checkpoint({ + 'epoch': epoch + 1, + 'arch': args.arch, + 'state_dict': model.state_dict(), + 'best_acc1': best_acc1, + 'optimizer' : optimizer.state_dict(), + 'scheduler' : scheduler.state_dict() + }, epoch, args) + + + +def train(train_loader, model, criterion, optimizer, epoch, device, args): + batch_time = AverageMeter('Time', ':6.3f') + data_time = AverageMeter('Data', ':6.3f') + losses = AverageMeter('Loss', ':.4e') + top1 = AverageMeter('Acc@1', ':6.2f') + top5 = AverageMeter('Acc@5', ':6.2f') + progress = ProgressMeter( + len(train_loader), + [batch_time, data_time, losses, top1, top5], + prefix="Epoch: [{}]".format(epoch)) + + # switch to train mode + model.train() + + end = time.time() + for i, (images, target) in enumerate(train_loader): + # measure data loading time + data_time.update(time.time() - end) + + # move data to the same device as model + images = images.to(device, non_blocking=True) + target = target.to(device, non_blocking=True) + torch.cuda.empty_cache() + + # compute output + output = model(images) + loss = criterion(output, target) + + # measure accuracy and record loss + acc1, acc5 = accuracy(output, target, topk=(1, 5)) + losses.update(loss.item(), images.size(0)) + top1.update(acc1[0], images.size(0)) + top5.update(acc5[0], images.size(0)) + + # compute gradient and do SGD step + optimizer.zero_grad() + loss.backward() + optimizer.step() + + # measure elapsed time + batch_time.update(time.time() - end) + end = time.time() + + if i % args.print_freq == 0: + if not args.distributed or torch.distributed.get_rank() == 0: + progress.display(i + 1) + + + +def validate(val_loader, model, criterion, args): + + def run_validate(loader, base_progress=0): + with torch.no_grad(): + end = time.time() + for i, (images, target) in enumerate(loader): + i = base_progress + i + if args.gpu is not None and torch.cuda.is_available(): + images = images.cuda(args.gpu, non_blocking=True) + if torch.backends.mps.is_available(): + images = images.cuda(args.gpu, non_blocking=True) + images = images.to('mps') + target = target.to('mps') + if torch.cuda.is_available(): + target = target.cuda(args.gpu, non_blocking=True) + images = images.cuda(args.gpu, non_blocking=True) + + # compute output + output = model(images) + loss = criterion(output, target) + + # measure accuracy and record loss + acc1, acc5 = accuracy(output, target, topk=(1, 5)) + losses.update(loss.item(), images.size(0)) + top1.update(acc1[0], images.size(0)) + top5.update(acc5[0], images.size(0)) + + # measure elapsed time + batch_time.update(time.time() - end) + end = time.time() + + if i % args.print_freq == 0: + if not args.distributed or torch.distributed.get_rank() == 0: + progress.display(i + 1) + + batch_time = AverageMeter('Time', ':6.3f', Summary.NONE) + losses = AverageMeter('Loss', ':.4e', Summary.NONE) + top1 = AverageMeter('Acc@1', ':6.2f', Summary.AVERAGE) + top5 = AverageMeter('Acc@5', ':6.2f', Summary.AVERAGE) + progress = ProgressMeter( + len(val_loader) + (args.distributed and (len(val_loader.sampler) * args.world_size < len(val_loader.dataset))), + [batch_time, losses, top1, top5], + prefix='Test: ') + + # switch to evaluate mode + model.eval() + + run_validate(val_loader) + if args.distributed: + top1.all_reduce() + top5.all_reduce() + + if args.distributed and (len(val_loader.sampler) * args.world_size < len(val_loader.dataset)): + aux_val_dataset = Subset(val_loader.dataset, + range(len(val_loader.sampler) * args.world_size, len(val_loader.dataset))) + aux_val_loader = torch.utils.data.DataLoader( + aux_val_dataset, batch_size=args.batch_size, shuffle=False, + num_workers=args.workers, pin_memory=True) + run_validate(aux_val_loader, len(val_loader)) + + if not args.distributed or torch.distributed.get_rank() == 0: + progress.display_summary() + + return top1.avg + + +def save_checkpoint(state, epoch, args): + save_dir\ + = '/network/scratch/v/vivian.white/v1-models/saved-models/imagenet/mila_{}'.format(args.name) + os.makedirs(save_dir, exist_ok=True) + + filename = '{}/checkpoint_{}.pth.tar'.format(save_dir, epoch) + torch.save(state, filename) + + path=os.path.join("/network/scratch/v/vivian.white/v1-models/saved-models/imagenet/mila_retry_fact_resnet_width_{}/latest.pth.tar".format(int(args.width_scale))) + print(path) + if os.path.lexists(path+".tmp"): + os.unlink(path+".tmp") + os.symlink(filename, path+".tmp") + os.rename(path+".tmp", path) + + # if is_best: + # shutil.copyfile(filename, 'model_best.pth.tar') + +class Summary(Enum): + NONE = 0 + AVERAGE = 1 + SUM = 2 + COUNT = 3 + +class AverageMeter(object): + """Computes and stores the average and current value""" + def __init__(self, name, fmt=':f', summary_type=Summary.AVERAGE): + self.name = name + self.fmt = fmt + self.summary_type = summary_type + self.reset() + + def reset(self): + self.val = 0 + self.avg = 0 + self.sum = 0 + self.count = 0 + + def update(self, val, n=1): + self.val = val + self.sum += val * n + self.count += n + self.avg = self.sum / self.count + + def all_reduce(self): + if torch.cuda.is_available(): + device = torch.device("cuda") + elif torch.backends.mps.is_available(): + device = torch.device("mps") + else: + device = torch.device("cpu") + total = torch.tensor([self.sum, self.count], dtype=torch.float32, device=device) + dist.all_reduce(total, dist.ReduceOp.SUM, async_op=False) + self.sum, self.count = total.tolist() + self.avg = self.sum / self.count + + def __str__(self): + fmtstr = '{name} {val' + self.fmt + '} ({avg' + self.fmt + '})' + return fmtstr.format(**self.__dict__) + + def summary(self): + fmtstr = '' + if self.summary_type is Summary.NONE: + fmtstr = '' + elif self.summary_type is Summary.AVERAGE: + fmtstr = '{name} {avg:.3f}' + elif self.summary_type is Summary.SUM: + fmtstr = '{name} {sum:.3f}' + elif self.summary_type is Summary.COUNT: + fmtstr = '{name} {count:.3f}' + else: + raise ValueError('invalid summary type %r' % self.summary_type) + + return fmtstr.format(**self.__dict__) + + +class ProgressMeter(object): + def __init__(self, num_batches, meters, prefix=""): + self.batch_fmtstr = self._get_batch_fmtstr(num_batches) + self.meters = meters + self.prefix = prefix + + def display(self, batch): + entries = [self.prefix + self.batch_fmtstr.format(batch)] + entries += [str(meter) for meter in self.meters] + print('\t'.join(entries)) + + def display_summary(self): + entries = [" *"] + entries += [meter.summary() for meter in self.meters] + print(' '.join(entries)) + + def _get_batch_fmtstr(self, num_batches): + num_digits = len(str(num_batches // 1)) + fmt = '{:' + str(num_digits) + 'd}' + return '[' + fmt + '/' + fmt.format(num_batches) + ']' + +def accuracy(output, target, topk=(1,)): + """Computes the accuracy over the k top predictions for the specified values of k""" + with torch.no_grad(): + maxk = max(topk) + batch_size = target.size(0) + + _, pred = output.topk(maxk, 1, True, True) + pred = pred.t() + correct = pred.eq(target.view(1, -1).expand_as(pred)) + + res = [] + for k in topk: + correct_k = correct[:k].reshape(-1).float().sum(0, keepdim=True) + res.append(correct_k.mul_(100.0 / batch_size)) + return res + + +if __name__ == '__main__': + main() diff --git a/V1-models/imagenet/launch.sh b/V1-models/imagenet/launch.sh new file mode 100755 index 0000000..51fe080 --- /dev/null +++ b/V1-models/imagenet/launch.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +sbatch setoff.sh resnet18 True fact_resnet_width_1 0.1 1 1024 +sbatch setoff.sh resnet18 False conv_resnet_width_1 0.1 1 1024 +sbatch setoff.sh alexnet True fact_alexnet_width_1 0.01 1 1024 +sbatch setoff.sh alexnet False conv_alexnet_width_1 0.01 1 1024 + +sbatch setoff_width2.sh resnet18 True fact_resnet_width_2 0.1 2 512 +sbatch setoff_width4.sh resnet18 True fact_resnet_width_4 0.1 4 256 diff --git a/V1-models/imagenet/new_launch.sh b/V1-models/imagenet/new_launch.sh new file mode 100644 index 0000000..e5a9dd8 --- /dev/null +++ b/V1-models/imagenet/new_launch.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +sbatch --ntasks-per-node=1 new_setoff.sh --arch resnet18 --fact True --name fact_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +sbatch --ntasks-per-node=1 new_setoff.sh --arch resnet18 --fact False --name conv_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +sbatch --ntasks-per-node=1 new_setoff.sh --arch alexnet --fact True --name fact_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 +sbatch --ntasks-per-node=1 new_setoff.sh --arch alexnet --fact False --name conv_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 + +sbatch --ntasks-per-node=2 new_setoff_width2.sh --arch resnet18 --fact True --name fact_resnet_width_2 --lr 0.1 --width_scale 2 -b 512 +sbatch --ntasks-per-node=4 new_setoff_width4.sh --arch resnet18 --fact True --name fact_resnet_width_4 --lr 0.1 --width_scale 4 -b 256 diff --git a/V1-models/imagenet/new_setoff.sh b/V1-models/imagenet/new_setoff.sh new file mode 100644 index 0000000..255f378 --- /dev/null +++ b/V1-models/imagenet/new_setoff.sh @@ -0,0 +1,24 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +exec python -m torch.distributed.run \ + --rdzv-backend=c10d \ + --rdzv-endpoint=localhost:0 \ + --nnodes=$SLURM_NNODES \ + --nproc-per-node=$SLURM_NTASKS_PER_NODE \ + imagenet.py --multiprocessing-distributed \ + --dist-url env:// \ + --workers $SLURM_CPUS_PER_TASK \ + --width_scale $SLURM_NTASKS_PER_NODE \ + "$SLURM_TMPDIR/imagenet" "$@" diff --git a/V1-models/imagenet/new_setoff_width2.sh b/V1-models/imagenet/new_setoff_width2.sh new file mode 100644 index 0000000..bef7801 --- /dev/null +++ b/V1-models/imagenet/new_setoff_width2.sh @@ -0,0 +1,24 @@ +#1/bin/bash +#SBATCH --ntasks-per-node=2 +#SBATCH --gpus-per-task=v100l:2 +#SBATCH --cpus-per-task=16 +#SBATCH --mem-per-gpu=92G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +exec python -m torch.distributed.run \ + --rdzv-backend=c10d \ + --rdzv-endpoint=localhost:0 \ + --nnodes=$SLURM_NNODES \ + --nproc-per-node=$SLURM_NTASKS_PER_NODE \ + imagenet.py --multiprocessing-distributed \ + --dist-url env:// \ + --workers $SLURM_CPUS_PER_TASK \ + --width_scale $SLURM_NTASKS_PER_NODE \ + "$SLURM_TMPDIR/imagenet" "$@" diff --git a/V1-models/imagenet/new_setoff_width4.sh b/V1-models/imagenet/new_setoff_width4.sh new file mode 100644 index 0000000..1fbc4e6 --- /dev/null +++ b/V1-models/imagenet/new_setoff_width4.sh @@ -0,0 +1,24 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=4 +#SBATCH --gpus-per-task=v100l:4 +#SBATCH --cpus-per-task=32 +#SBATCH --mem-per-gpu=184G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +exec python -m torch.distributed.run \ + --rdzv-backend=c10d \ + --rdzv-endpoint=localhost:0 \ + --nnodes=$SLURM_NNODES \ + --nproc-per-node=$SLURM_NTASKS_PER_NODE \ + imagenet.py --multiprocessing-distributed \ + --dist-url env:// \ + --workers $SLURM_CPUS_PER_TASK \ + --width_scale $SLURM_NTASKS_PER_NODE \ + "$SLURM_TMPDIR/imagenet" "$@" diff --git a/V1-models/imagenet/old_setoff.sh b/V1-models/imagenet/old_setoff.sh new file mode 100644 index 0000000..a982292 --- /dev/null +++ b/V1-models/imagenet/old_setoff.sh @@ -0,0 +1,14 @@ +#!/bin/bash +#SBATCH --gres=gpu:v100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem=46G +#SBATCH --time 72:00:00 +#SBATCH --output slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +python imagenet.py --arch $1 --fact $2 --name $3 --lr $4 --width_scale $5 --batch_size $6 $SLURM_TMPDIR/imagenet/ diff --git a/V1-models/imagenet/setoff.sh b/V1-models/imagenet/setoff.sh new file mode 100755 index 0000000..3550724 --- /dev/null +++ b/V1-models/imagenet/setoff.sh @@ -0,0 +1,24 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +exec python -m torch.distributed.run \ + --rdzv_backend=c10d \ + --rdzv_endpoint=localhost:0 \ + --nnodes=$SLURM_NNODES \ + --nproc_per_node=$SLURM_NTASKS_PER_NODE \ + imagenet.py --multiprocessing-distributed \ + --dist-url env:// \ + --workers $SLURM_CPUS_PER_TASK \ + --width_scale $SLURM_NTASKS_PER_NODE \ + "$SLURM_TMPDIR/imagenet" "$@" diff --git a/V1-models/imagenet/setoff_beluga.sh b/V1-models/imagenet/setoff_beluga.sh new file mode 100755 index 0000000..2f62b41 --- /dev/null +++ b/V1-models/imagenet/setoff_beluga.sh @@ -0,0 +1,9 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100:1 +#SBATCH --cpus-per-task=10 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad +exec setoff.sh "$@" diff --git a/V1-models/imagenet/setoff_cedar.sh b/V1-models/imagenet/setoff_cedar.sh new file mode 100755 index 0000000..4205219 --- /dev/null +++ b/V1-models/imagenet/setoff_cedar.sh @@ -0,0 +1,10 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --nodes=1 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad +exec ./setoff.sh "$@" diff --git a/V1-models/imagenet/setoff_final.sh b/V1-models/imagenet/setoff_final.sh new file mode 100755 index 0000000..cbb0d7c --- /dev/null +++ b/V1-models/imagenet/setoff_final.sh @@ -0,0 +1,19 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100:1 +#SBATCH --cpus-per-task=12 +#SBATCH --mem-per-gpu=124G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.ou +#SBATCH --nodes=1 +#SBATCH --account=rrg-bengioy-ad +module load python/3.8 +source env_imagenet/bin/activate +srun --job-name="Dataset_Staging" --nodes=$SLURM_NNODES --ntasks=$SLURM_NNODES --ntasks-per-node=1 bash unpack_imagenet.sh + +export MASTER_ADDR=$(hostname -i "$SLURMD_NODENAME") +export MASTER_PORT=$(python -c 'import socket; s=socket.socket(); s.bind(("", 0)); print(s.getsockname()[1]); s.close()') +export PYTHONUNBUFFERED=1 +export NCCL_DEBUG=TRACE + +exec srun --gpus-per-task 1 --job-name="Main_Run" python imagenet.py --dist-url env:// --workers $SLURM_CPUS_PER_TASK --width_scale $SLURM_NTASKS_PER_NODE "$SLURM_TMPDIR/imagenet" "$@" diff --git a/V1-models/imagenet/setoff_mila.sh b/V1-models/imagenet/setoff_mila.sh new file mode 100755 index 0000000..cf6ccd1 --- /dev/null +++ b/V1-models/imagenet/setoff_mila.sh @@ -0,0 +1,20 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100l:1 +#SBATCH --cpus-per-task=4 +#SBATCH --mem-per-gpu=24G +#SBATCH --output=slurm/%j.out +#SBATCH --nodes=1 +#SBATCH --constraint="ampere" +#SBATCH --partition=main + +module load python/3.8 +source env_imagenet/bin/activate +#srun --job-name="Dataset_Staging" --nodes=$SLURM_NNODES --ntasks=$SLURM_NNODES --ntasks-per-node=1 bash unpack_imagenet.sh + +export MASTER_ADDR=127.0.0.1 +export MASTER_PORT=$(python -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') +export PYTHONUNBUFFERED=1 +export NCCL_DEBUG=TRACE +#--width_scale $SLURM_NTASKS_PER_NODE +exec srun --gpus-per-task 1 --job-name="Main_Run" python imagenet.py --dist-url env:// --workers $SLURM_CPUS_PER_TASK "/network/datasets/imagenet.var/imagenet_torchvision/" "$@" diff --git a/V1-models/imagenet/setoff_mila_vivian.sh b/V1-models/imagenet/setoff_mila_vivian.sh new file mode 100755 index 0000000..688ded7 --- /dev/null +++ b/V1-models/imagenet/setoff_mila_vivian.sh @@ -0,0 +1,20 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=32G +#SBATCH --output=slurm/%j.out +#SBATCH --nodes=1 +#SBATCH --C=dgx +#SBATCH --partition=long + +module load python/3.8 +source env_imagenet/bin/activate +#srun --job-name="Dataset_Staging" --nodes=$SLURM_NNODES --ntasks=$SLURM_NNODES --ntasks-per-node=1 bash unpack_imagenet.sh + +export MASTER_ADDR=127.0.0.1 +export MASTER_PORT=$(python -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') +export PYTHONUNBUFFERED=1 +export NCCL_DEBUG=TRACE +#--width_scale $SLURM_NTASKS_PER_NODE +exec srun --gpus-per-task 1 --job-name="Main_Run" python imagenet_vivian.py --dist-url env:// --workers $SLURM_CPUS_PER_TASK "/network/datasets/imagenet.var/imagenet_torchvision/" "$@" diff --git a/V1-models/imagenet/setoff_narval.sh b/V1-models/imagenet/setoff_narval.sh new file mode 100755 index 0000000..13e726f --- /dev/null +++ b/V1-models/imagenet/setoff_narval.sh @@ -0,0 +1,10 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100:1 +#SBATCH --cpus-per-task=12 +#SBATCH --mem-per-gpu=124G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --nodes=1 +#SBATCH --account=rrg-bengioy-ad +exec setoff.sh "$@" diff --git a/V1-models/imagenet/setoff_width2.sh b/V1-models/imagenet/setoff_width2.sh new file mode 100644 index 0000000..c7a921f --- /dev/null +++ b/V1-models/imagenet/setoff_width2.sh @@ -0,0 +1,17 @@ +#!/bin/bash +#SBATCH --gres=gpu:v100l:2 +#SBATCH -c 16 +#SBATCH --ntasks-per-node=2 +#SBATCH --mem=92G +#SBATCH --time 72:00:00 +#SBATCH --output slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +python -m torch.distributed.run --rdzv_backend=c10d --rdzv_endpoint=localhost:56515 --nnodes=1 --nproc_per_node 2 imagenet.py --multiprocessing-distributed --dist-url env:// --workers 8 --arch $1 --fact $2 --name $3 --width_scale $5 -b $6 $SLURM_TMPDIR/imagenet/ + +#python imagenet.py --arch $1 --fact $2 --name $3 --lr $4 --width_scale $5 --batch_size $6 diff --git a/V1-models/imagenet/setoff_width4.sh b/V1-models/imagenet/setoff_width4.sh new file mode 100644 index 0000000..3cad9fb --- /dev/null +++ b/V1-models/imagenet/setoff_width4.sh @@ -0,0 +1,17 @@ +#!/bin/bash +#SBATCH --gres=gpu:v100l:4 +#SBATCH -c 32 +#SBATCH --mem=184G +#SBATCH --ntasks-per-node=4 +#SBATCH --time 72:00:00 +#SBATCH --output slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +python -m torch.distributed.run --rdzv_backend=c10d --rdzv_endpoint=localhost:56555 --nnodes=1 --nproc_per_node 4 imagenet.py --multiprocessing-distributed --dist-url env:// --workers 8 --arch $1 --fact $2 --name $3 --width_scale $5 -b $6 $SLURM_TMPDIR/imagenet/ + +#python imagenet.py --arch $1 --fact $2 --name $3 --lr $4 --width_scale $5 --batch_size $6 diff --git a/V1-models/imagenet/unpack_imagenet.sh b/V1-models/imagenet/unpack_imagenet.sh new file mode 100755 index 0000000..dad3768 --- /dev/null +++ b/V1-models/imagenet/unpack_imagenet.sh @@ -0,0 +1,10 @@ +#!/bin/bash +mkdir -p $SLURM_TMPDIR/imagenet/train +cd $SLURM_TMPDIR/imagenet/train +tar -xf /home/whitev4/scratch/imagenet/ILSVRC2012_img_train.tar --to-command='mkdir ${TAR_REALNAME%.tar}; tar -xC ${TAR_REALNAME%.tar}' + +mkdir -p $SLURM_TMPDIR/imagenet/val +cd $SLURM_TMPDIR/imagenet/val +tar -xf /home/whitev4/scratch/imagenet/ILSVRC2012_img_val.tar +cp /home/whitev4/v1-models/V1-models/imagenet/valprep.sh $SLURM_TMPDIR/imagenet/val/valprep.sh +./valprep.sh diff --git a/V1-models/imagenet/valprep.sh b/V1-models/imagenet/valprep.sh new file mode 100755 index 0000000..ab18760 --- /dev/null +++ b/V1-models/imagenet/valprep.sh @@ -0,0 +1,51001 @@ +#!/bin/bash +mkdir -p n01440764 +mkdir -p n01443537 +mkdir -p n01484850 +mkdir -p n01491361 +mkdir -p n01494475 +mkdir -p n01496331 +mkdir -p n01498041 +mkdir -p n01514668 +mkdir -p n01514859 +mkdir -p n01518878 +mkdir -p n01530575 +mkdir -p n01531178 +mkdir -p n01532829 +mkdir -p n01534433 +mkdir -p n01537544 +mkdir -p n01558993 +mkdir -p n01560419 +mkdir -p n01580077 +mkdir -p n01582220 +mkdir -p n01592084 +mkdir -p n01601694 +mkdir -p n01608432 +mkdir -p n01614925 +mkdir -p n01616318 +mkdir -p n01622779 +mkdir -p n01629819 +mkdir -p n01630670 +mkdir -p n01631663 +mkdir -p n01632458 +mkdir -p n01632777 +mkdir -p n01641577 +mkdir -p n01644373 +mkdir -p n01644900 +mkdir -p n01664065 +mkdir -p 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ILSVRC2012_val_00020401.JPEG n01742172/ +mv ILSVRC2012_val_00020402.JPEG n04409515/ +mv ILSVRC2012_val_00020403.JPEG n02089973/ +mv ILSVRC2012_val_00020404.JPEG n02422699/ +mv ILSVRC2012_val_00020405.JPEG n03763968/ +mv ILSVRC2012_val_00020406.JPEG n02492660/ +mv ILSVRC2012_val_00020407.JPEG n02910353/ +mv ILSVRC2012_val_00020408.JPEG n03743016/ +mv ILSVRC2012_val_00020409.JPEG n03196217/ +mv ILSVRC2012_val_00020410.JPEG n02840245/ +mv ILSVRC2012_val_00020411.JPEG n03804744/ +mv ILSVRC2012_val_00020412.JPEG n04532106/ +mv ILSVRC2012_val_00020413.JPEG n03773504/ +mv ILSVRC2012_val_00020414.JPEG n02100236/ +mv ILSVRC2012_val_00020415.JPEG n02325366/ +mv ILSVRC2012_val_00020416.JPEG n07753275/ +mv ILSVRC2012_val_00020417.JPEG n03483316/ +mv ILSVRC2012_val_00020418.JPEG n01494475/ +mv ILSVRC2012_val_00020419.JPEG n04344873/ +mv ILSVRC2012_val_00020420.JPEG n04259630/ +mv ILSVRC2012_val_00020421.JPEG n03627232/ +mv ILSVRC2012_val_00020422.JPEG n02280649/ +mv ILSVRC2012_val_00020423.JPEG 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ILSVRC2012_val_00020446.JPEG n03216828/ +mv ILSVRC2012_val_00020447.JPEG n03485794/ +mv ILSVRC2012_val_00020448.JPEG n03761084/ +mv ILSVRC2012_val_00020449.JPEG n02500267/ +mv ILSVRC2012_val_00020450.JPEG n04435653/ +mv ILSVRC2012_val_00020451.JPEG n01514668/ +mv ILSVRC2012_val_00020452.JPEG n10565667/ +mv ILSVRC2012_val_00020453.JPEG n01675722/ +mv ILSVRC2012_val_00020454.JPEG n02233338/ +mv ILSVRC2012_val_00020455.JPEG n02497673/ +mv ILSVRC2012_val_00020456.JPEG n01784675/ +mv ILSVRC2012_val_00020457.JPEG n03761084/ +mv ILSVRC2012_val_00020458.JPEG n02279972/ +mv ILSVRC2012_val_00020459.JPEG n03721384/ +mv ILSVRC2012_val_00020460.JPEG n02088238/ +mv ILSVRC2012_val_00020461.JPEG n03017168/ +mv ILSVRC2012_val_00020462.JPEG n01770081/ +mv ILSVRC2012_val_00020463.JPEG n03347037/ +mv ILSVRC2012_val_00020464.JPEG n02231487/ +mv ILSVRC2012_val_00020465.JPEG n12768682/ +mv ILSVRC2012_val_00020466.JPEG n03877472/ +mv ILSVRC2012_val_00020467.JPEG n02730930/ +mv ILSVRC2012_val_00020468.JPEG 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ILSVRC2012_val_00020491.JPEG n04133789/ +mv ILSVRC2012_val_00020492.JPEG n02640242/ +mv ILSVRC2012_val_00020493.JPEG n02817516/ +mv ILSVRC2012_val_00020494.JPEG n01740131/ +mv ILSVRC2012_val_00020495.JPEG n01532829/ +mv ILSVRC2012_val_00020496.JPEG n04548362/ +mv ILSVRC2012_val_00020497.JPEG n04509417/ +mv ILSVRC2012_val_00020498.JPEG n02364673/ +mv ILSVRC2012_val_00020499.JPEG n02415577/ +mv ILSVRC2012_val_00020500.JPEG n04204347/ +mv ILSVRC2012_val_00020501.JPEG n12267677/ +mv ILSVRC2012_val_00020502.JPEG n03445777/ +mv ILSVRC2012_val_00020503.JPEG n07584110/ +mv ILSVRC2012_val_00020504.JPEG n03544143/ +mv ILSVRC2012_val_00020505.JPEG n03764736/ +mv ILSVRC2012_val_00020506.JPEG n07892512/ +mv ILSVRC2012_val_00020507.JPEG n01770393/ +mv ILSVRC2012_val_00020508.JPEG n01688243/ +mv ILSVRC2012_val_00020509.JPEG n04033995/ +mv ILSVRC2012_val_00020510.JPEG n04590129/ +mv ILSVRC2012_val_00020511.JPEG n01978287/ +mv ILSVRC2012_val_00020512.JPEG n02113712/ +mv ILSVRC2012_val_00020513.JPEG n02093428/ +mv ILSVRC2012_val_00020514.JPEG n01819313/ +mv ILSVRC2012_val_00020515.JPEG n02437312/ +mv ILSVRC2012_val_00020516.JPEG n03706229/ +mv ILSVRC2012_val_00020517.JPEG n03535780/ +mv ILSVRC2012_val_00020518.JPEG n02112137/ +mv ILSVRC2012_val_00020519.JPEG n04266014/ +mv ILSVRC2012_val_00020520.JPEG n02137549/ +mv ILSVRC2012_val_00020521.JPEG n03630383/ +mv ILSVRC2012_val_00020522.JPEG n03089624/ +mv ILSVRC2012_val_00020523.JPEG n04208210/ +mv ILSVRC2012_val_00020524.JPEG n03100240/ +mv ILSVRC2012_val_00020525.JPEG n02480495/ +mv ILSVRC2012_val_00020526.JPEG n02860847/ +mv ILSVRC2012_val_00020527.JPEG n03062245/ +mv ILSVRC2012_val_00020528.JPEG n04409515/ +mv ILSVRC2012_val_00020529.JPEG n04404412/ +mv ILSVRC2012_val_00020530.JPEG n02687172/ +mv ILSVRC2012_val_00020531.JPEG n04065272/ +mv ILSVRC2012_val_00020532.JPEG n03770439/ +mv ILSVRC2012_val_00020533.JPEG n04049303/ +mv ILSVRC2012_val_00020534.JPEG n03249569/ +mv ILSVRC2012_val_00020535.JPEG n02088238/ +mv ILSVRC2012_val_00020536.JPEG n01978287/ +mv ILSVRC2012_val_00020537.JPEG n04532106/ +mv ILSVRC2012_val_00020538.JPEG n01687978/ +mv ILSVRC2012_val_00020539.JPEG n01751748/ +mv ILSVRC2012_val_00020540.JPEG n02981792/ +mv ILSVRC2012_val_00020541.JPEG n03792972/ +mv ILSVRC2012_val_00020542.JPEG n04326547/ +mv ILSVRC2012_val_00020543.JPEG n01728920/ +mv ILSVRC2012_val_00020544.JPEG n04612504/ +mv ILSVRC2012_val_00020545.JPEG n07714990/ +mv ILSVRC2012_val_00020546.JPEG n03764736/ +mv ILSVRC2012_val_00020547.JPEG n07717410/ +mv ILSVRC2012_val_00020548.JPEG n04141327/ +mv ILSVRC2012_val_00020549.JPEG n03032252/ +mv ILSVRC2012_val_00020550.JPEG n02107574/ +mv ILSVRC2012_val_00020551.JPEG n02226429/ +mv ILSVRC2012_val_00020552.JPEG n01820546/ +mv ILSVRC2012_val_00020553.JPEG n02088364/ +mv ILSVRC2012_val_00020554.JPEG n03961711/ +mv ILSVRC2012_val_00020555.JPEG n07753113/ +mv ILSVRC2012_val_00020556.JPEG n02094114/ +mv ILSVRC2012_val_00020557.JPEG n03733805/ +mv ILSVRC2012_val_00020558.JPEG 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ILSVRC2012_val_00024001.JPEG n07892512/ +mv ILSVRC2012_val_00024002.JPEG n03970156/ +mv ILSVRC2012_val_00024003.JPEG n03958227/ +mv ILSVRC2012_val_00024004.JPEG n04532670/ +mv ILSVRC2012_val_00024005.JPEG n03743016/ +mv ILSVRC2012_val_00024006.JPEG n04479046/ +mv ILSVRC2012_val_00024007.JPEG n02011460/ +mv ILSVRC2012_val_00024008.JPEG n02391049/ +mv ILSVRC2012_val_00024009.JPEG n03877845/ +mv ILSVRC2012_val_00024010.JPEG n01981276/ +mv ILSVRC2012_val_00024011.JPEG n02488291/ +mv ILSVRC2012_val_00024012.JPEG n01592084/ +mv ILSVRC2012_val_00024013.JPEG n03544143/ +mv ILSVRC2012_val_00024014.JPEG n02168699/ +mv ILSVRC2012_val_00024015.JPEG n01494475/ +mv ILSVRC2012_val_00024016.JPEG n03887697/ +mv ILSVRC2012_val_00024017.JPEG n03249569/ +mv ILSVRC2012_val_00024018.JPEG n03777754/ +mv ILSVRC2012_val_00024019.JPEG n02100236/ +mv ILSVRC2012_val_00024020.JPEG n02017213/ +mv ILSVRC2012_val_00024021.JPEG n02999410/ +mv ILSVRC2012_val_00024022.JPEG n03590841/ +mv ILSVRC2012_val_00024023.JPEG 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ILSVRC2012_val_00024046.JPEG n02088466/ +mv ILSVRC2012_val_00024047.JPEG n02793495/ +mv ILSVRC2012_val_00024048.JPEG n04136333/ +mv ILSVRC2012_val_00024049.JPEG n03476684/ +mv ILSVRC2012_val_00024050.JPEG n02129604/ +mv ILSVRC2012_val_00024051.JPEG n02112137/ +mv ILSVRC2012_val_00024052.JPEG n01622779/ +mv ILSVRC2012_val_00024053.JPEG n02087046/ +mv ILSVRC2012_val_00024054.JPEG n02114548/ +mv ILSVRC2012_val_00024055.JPEG n07875152/ +mv ILSVRC2012_val_00024056.JPEG n01773549/ +mv ILSVRC2012_val_00024057.JPEG n03721384/ +mv ILSVRC2012_val_00024058.JPEG n01843065/ +mv ILSVRC2012_val_00024059.JPEG n01601694/ +mv ILSVRC2012_val_00024060.JPEG n04254680/ +mv ILSVRC2012_val_00024061.JPEG n07860988/ +mv ILSVRC2012_val_00024062.JPEG n04523525/ +mv ILSVRC2012_val_00024063.JPEG n01843383/ +mv ILSVRC2012_val_00024064.JPEG n03314780/ +mv ILSVRC2012_val_00024065.JPEG n04069434/ +mv ILSVRC2012_val_00024066.JPEG n02791270/ +mv ILSVRC2012_val_00024067.JPEG n04125021/ +mv ILSVRC2012_val_00024068.JPEG 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ILSVRC2012_val_00024091.JPEG n04296562/ +mv ILSVRC2012_val_00024092.JPEG n01739381/ +mv ILSVRC2012_val_00024093.JPEG n02033041/ +mv ILSVRC2012_val_00024094.JPEG n04346328/ +mv ILSVRC2012_val_00024095.JPEG n01695060/ +mv ILSVRC2012_val_00024096.JPEG n03733281/ +mv ILSVRC2012_val_00024097.JPEG n04265275/ +mv ILSVRC2012_val_00024098.JPEG n01796340/ +mv ILSVRC2012_val_00024099.JPEG n07880968/ +mv ILSVRC2012_val_00024100.JPEG n02894605/ +mv ILSVRC2012_val_00024101.JPEG n04465501/ +mv ILSVRC2012_val_00024102.JPEG n01644900/ +mv ILSVRC2012_val_00024103.JPEG n03100240/ +mv ILSVRC2012_val_00024104.JPEG n03447721/ +mv ILSVRC2012_val_00024105.JPEG n03792782/ +mv ILSVRC2012_val_00024106.JPEG n01828970/ +mv ILSVRC2012_val_00024107.JPEG n02486261/ +mv ILSVRC2012_val_00024108.JPEG n02690373/ +mv ILSVRC2012_val_00024109.JPEG n01774750/ +mv ILSVRC2012_val_00024110.JPEG n09229709/ +mv ILSVRC2012_val_00024111.JPEG n03045698/ +mv ILSVRC2012_val_00024112.JPEG n03874293/ +mv ILSVRC2012_val_00024113.JPEG 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ILSVRC2012_val_00024136.JPEG n02489166/ +mv ILSVRC2012_val_00024137.JPEG n02727426/ +mv ILSVRC2012_val_00024138.JPEG n04592741/ +mv ILSVRC2012_val_00024139.JPEG n02841315/ +mv ILSVRC2012_val_00024140.JPEG n02490219/ +mv ILSVRC2012_val_00024141.JPEG n04273569/ +mv ILSVRC2012_val_00024142.JPEG n04228054/ +mv ILSVRC2012_val_00024143.JPEG n03991062/ +mv ILSVRC2012_val_00024144.JPEG n02093647/ +mv ILSVRC2012_val_00024145.JPEG n02113023/ +mv ILSVRC2012_val_00024146.JPEG n01698640/ +mv ILSVRC2012_val_00024147.JPEG n04591713/ +mv ILSVRC2012_val_00024148.JPEG n02111277/ +mv ILSVRC2012_val_00024149.JPEG n04596742/ +mv ILSVRC2012_val_00024150.JPEG n02110627/ +mv ILSVRC2012_val_00024151.JPEG n03720891/ +mv ILSVRC2012_val_00024152.JPEG n04251144/ +mv ILSVRC2012_val_00024153.JPEG n03179701/ +mv ILSVRC2012_val_00024154.JPEG n02091244/ +mv ILSVRC2012_val_00024155.JPEG n07745940/ +mv ILSVRC2012_val_00024156.JPEG n03000247/ +mv ILSVRC2012_val_00024157.JPEG n04243546/ +mv ILSVRC2012_val_00024158.JPEG n07697313/ +mv ILSVRC2012_val_00024159.JPEG n03127925/ +mv ILSVRC2012_val_00024160.JPEG n01985128/ +mv ILSVRC2012_val_00024161.JPEG n03942813/ +mv ILSVRC2012_val_00024162.JPEG n02013706/ +mv ILSVRC2012_val_00024163.JPEG n02483708/ +mv ILSVRC2012_val_00024164.JPEG n01632458/ +mv ILSVRC2012_val_00024165.JPEG n02279972/ +mv ILSVRC2012_val_00024166.JPEG n02009912/ +mv ILSVRC2012_val_00024167.JPEG n02256656/ +mv ILSVRC2012_val_00024168.JPEG n01768244/ +mv ILSVRC2012_val_00024169.JPEG n02091635/ +mv ILSVRC2012_val_00024170.JPEG n03770679/ +mv ILSVRC2012_val_00024171.JPEG n12144580/ +mv ILSVRC2012_val_00024172.JPEG n01806567/ +mv ILSVRC2012_val_00024173.JPEG n04536866/ +mv ILSVRC2012_val_00024174.JPEG n03991062/ +mv ILSVRC2012_val_00024175.JPEG n02391049/ +mv ILSVRC2012_val_00024176.JPEG n02326432/ +mv ILSVRC2012_val_00024177.JPEG n04443257/ +mv ILSVRC2012_val_00024178.JPEG n02097047/ +mv ILSVRC2012_val_00024179.JPEG n02101006/ +mv ILSVRC2012_val_00024180.JPEG n02051845/ +mv ILSVRC2012_val_00024181.JPEG n03933933/ +mv ILSVRC2012_val_00024182.JPEG n03595614/ +mv ILSVRC2012_val_00024183.JPEG n07695742/ +mv ILSVRC2012_val_00024184.JPEG n07579787/ +mv ILSVRC2012_val_00024185.JPEG n02120079/ +mv ILSVRC2012_val_00024186.JPEG n02110627/ +mv ILSVRC2012_val_00024187.JPEG n02095314/ +mv ILSVRC2012_val_00024188.JPEG n03201208/ +mv ILSVRC2012_val_00024189.JPEG n03803284/ +mv ILSVRC2012_val_00024190.JPEG n02444819/ +mv ILSVRC2012_val_00024191.JPEG n03899768/ +mv ILSVRC2012_val_00024192.JPEG n02233338/ +mv ILSVRC2012_val_00024193.JPEG n02747177/ +mv ILSVRC2012_val_00024194.JPEG n03483316/ +mv ILSVRC2012_val_00024195.JPEG n04136333/ +mv ILSVRC2012_val_00024196.JPEG n03220513/ +mv ILSVRC2012_val_00024197.JPEG n03623198/ +mv ILSVRC2012_val_00024198.JPEG n03134739/ +mv ILSVRC2012_val_00024199.JPEG n03630383/ +mv ILSVRC2012_val_00024200.JPEG n02808440/ +mv ILSVRC2012_val_00024201.JPEG n03769881/ +mv ILSVRC2012_val_00024202.JPEG n02799071/ +mv ILSVRC2012_val_00024203.JPEG n04019541/ +mv ILSVRC2012_val_00024204.JPEG n01498041/ +mv ILSVRC2012_val_00024205.JPEG n04428191/ +mv ILSVRC2012_val_00024206.JPEG n02094433/ +mv ILSVRC2012_val_00024207.JPEG n03450230/ +mv ILSVRC2012_val_00024208.JPEG n02092002/ +mv ILSVRC2012_val_00024209.JPEG n03929660/ +mv ILSVRC2012_val_00024210.JPEG n03000134/ +mv ILSVRC2012_val_00024211.JPEG n01914609/ +mv ILSVRC2012_val_00024212.JPEG n03721384/ +mv ILSVRC2012_val_00024213.JPEG n04389033/ +mv ILSVRC2012_val_00024214.JPEG n02128385/ +mv ILSVRC2012_val_00024215.JPEG n03000247/ +mv ILSVRC2012_val_00024216.JPEG n02091244/ +mv ILSVRC2012_val_00024217.JPEG n02108000/ +mv ILSVRC2012_val_00024218.JPEG n02110063/ +mv ILSVRC2012_val_00024219.JPEG n02128385/ +mv ILSVRC2012_val_00024220.JPEG n02641379/ +mv ILSVRC2012_val_00024221.JPEG n01664065/ +mv ILSVRC2012_val_00024222.JPEG n02109525/ +mv ILSVRC2012_val_00024223.JPEG n07802026/ +mv ILSVRC2012_val_00024224.JPEG n07714571/ +mv ILSVRC2012_val_00024225.JPEG n03691459/ +mv ILSVRC2012_val_00024226.JPEG n02109961/ +mv ILSVRC2012_val_00024227.JPEG n01688243/ +mv ILSVRC2012_val_00024228.JPEG n04515003/ +mv ILSVRC2012_val_00024229.JPEG n04252225/ +mv ILSVRC2012_val_00024230.JPEG n02877765/ +mv ILSVRC2012_val_00024231.JPEG n03476991/ +mv ILSVRC2012_val_00024232.JPEG n07717410/ +mv ILSVRC2012_val_00024233.JPEG n04389033/ +mv ILSVRC2012_val_00024234.JPEG n02129165/ +mv ILSVRC2012_val_00024235.JPEG n01440764/ +mv ILSVRC2012_val_00024236.JPEG n12985857/ +mv ILSVRC2012_val_00024237.JPEG n04371430/ +mv ILSVRC2012_val_00024238.JPEG n03447721/ +mv ILSVRC2012_val_00024239.JPEG n02441942/ +mv ILSVRC2012_val_00024240.JPEG n02110958/ +mv ILSVRC2012_val_00024241.JPEG n02094433/ +mv ILSVRC2012_val_00024242.JPEG n04146614/ +mv ILSVRC2012_val_00024243.JPEG n03857828/ +mv ILSVRC2012_val_00024244.JPEG n03788195/ +mv ILSVRC2012_val_00024245.JPEG n03804744/ +mv ILSVRC2012_val_00024246.JPEG n02102040/ +mv ILSVRC2012_val_00024247.JPEG n02317335/ +mv ILSVRC2012_val_00024248.JPEG n09246464/ +mv ILSVRC2012_val_00024249.JPEG n02110958/ +mv ILSVRC2012_val_00024250.JPEG n02256656/ +mv ILSVRC2012_val_00024251.JPEG n03781244/ +mv ILSVRC2012_val_00024252.JPEG n01689811/ +mv ILSVRC2012_val_00024253.JPEG n02487347/ +mv ILSVRC2012_val_00024254.JPEG n02092002/ +mv ILSVRC2012_val_00024255.JPEG n03733805/ +mv ILSVRC2012_val_00024256.JPEG n01531178/ +mv ILSVRC2012_val_00024257.JPEG n02454379/ +mv ILSVRC2012_val_00024258.JPEG n02088238/ +mv ILSVRC2012_val_00024259.JPEG n01729322/ +mv ILSVRC2012_val_00024260.JPEG n01945685/ +mv ILSVRC2012_val_00024261.JPEG n01774384/ +mv ILSVRC2012_val_00024262.JPEG n01632458/ +mv ILSVRC2012_val_00024263.JPEG n03776460/ +mv ILSVRC2012_val_00024264.JPEG n01877812/ +mv ILSVRC2012_val_00024265.JPEG n07615774/ +mv ILSVRC2012_val_00024266.JPEG n02423022/ +mv ILSVRC2012_val_00024267.JPEG n03384352/ +mv ILSVRC2012_val_00024268.JPEG n01518878/ +mv ILSVRC2012_val_00024269.JPEG n03000684/ +mv ILSVRC2012_val_00024270.JPEG n02018207/ +mv ILSVRC2012_val_00024271.JPEG n03876231/ +mv ILSVRC2012_val_00024272.JPEG n02113799/ +mv ILSVRC2012_val_00024273.JPEG n01855032/ +mv ILSVRC2012_val_00024274.JPEG n02910353/ +mv ILSVRC2012_val_00024275.JPEG n02109047/ +mv ILSVRC2012_val_00024276.JPEG n03967562/ +mv ILSVRC2012_val_00024277.JPEG n02112018/ +mv ILSVRC2012_val_00024278.JPEG n02708093/ +mv ILSVRC2012_val_00024279.JPEG n02417914/ +mv ILSVRC2012_val_00024280.JPEG n13040303/ +mv ILSVRC2012_val_00024281.JPEG n04005630/ +mv ILSVRC2012_val_00024282.JPEG n02794156/ +mv ILSVRC2012_val_00024283.JPEG n01689811/ +mv ILSVRC2012_val_00024284.JPEG n02113186/ +mv ILSVRC2012_val_00024285.JPEG n03476991/ +mv ILSVRC2012_val_00024286.JPEG n03773504/ +mv ILSVRC2012_val_00024287.JPEG n03868863/ +mv ILSVRC2012_val_00024288.JPEG n03788365/ +mv ILSVRC2012_val_00024289.JPEG n02133161/ +mv ILSVRC2012_val_00024290.JPEG n02708093/ +mv ILSVRC2012_val_00024291.JPEG n07718747/ +mv ILSVRC2012_val_00024292.JPEG n02106030/ +mv ILSVRC2012_val_00024293.JPEG n03916031/ +mv ILSVRC2012_val_00024294.JPEG n02493793/ +mv ILSVRC2012_val_00024295.JPEG n02277742/ +mv ILSVRC2012_val_00024296.JPEG n02701002/ +mv ILSVRC2012_val_00024297.JPEG n04238763/ +mv ILSVRC2012_val_00024298.JPEG n07742313/ +mv ILSVRC2012_val_00024299.JPEG n01755581/ +mv ILSVRC2012_val_00024300.JPEG n02321529/ +mv ILSVRC2012_val_00024301.JPEG n01728572/ +mv ILSVRC2012_val_00024302.JPEG n12057211/ +mv ILSVRC2012_val_00024303.JPEG n03016953/ +mv ILSVRC2012_val_00024304.JPEG n04009552/ +mv ILSVRC2012_val_00024305.JPEG n02107312/ +mv ILSVRC2012_val_00024306.JPEG n04486054/ +mv ILSVRC2012_val_00024307.JPEG n03837869/ +mv ILSVRC2012_val_00024308.JPEG n04127249/ +mv ILSVRC2012_val_00024309.JPEG n03837869/ +mv ILSVRC2012_val_00024310.JPEG n03895866/ +mv ILSVRC2012_val_00024311.JPEG n03032252/ +mv ILSVRC2012_val_00024312.JPEG n04380533/ +mv ILSVRC2012_val_00024313.JPEG n02777292/ +mv ILSVRC2012_val_00024314.JPEG n01729322/ +mv ILSVRC2012_val_00024315.JPEG n02607072/ +mv ILSVRC2012_val_00024316.JPEG n03792972/ +mv ILSVRC2012_val_00024317.JPEG n03930630/ +mv ILSVRC2012_val_00024318.JPEG n02814533/ +mv ILSVRC2012_val_00024319.JPEG n04005630/ +mv ILSVRC2012_val_00024320.JPEG n04099969/ +mv ILSVRC2012_val_00024321.JPEG n02110806/ +mv ILSVRC2012_val_00024322.JPEG n03594734/ +mv ILSVRC2012_val_00024323.JPEG n03697007/ +mv ILSVRC2012_val_00024324.JPEG n02071294/ +mv ILSVRC2012_val_00024325.JPEG n02346627/ +mv ILSVRC2012_val_00024326.JPEG n02096294/ +mv ILSVRC2012_val_00024327.JPEG n01440764/ +mv ILSVRC2012_val_00024328.JPEG n12267677/ +mv ILSVRC2012_val_00024329.JPEG n02097658/ +mv ILSVRC2012_val_00024330.JPEG n02111889/ +mv ILSVRC2012_val_00024331.JPEG n03825788/ +mv ILSVRC2012_val_00024332.JPEG n04153751/ +mv ILSVRC2012_val_00024333.JPEG n04259630/ +mv ILSVRC2012_val_00024334.JPEG n04254680/ +mv ILSVRC2012_val_00024335.JPEG n02092002/ +mv ILSVRC2012_val_00024336.JPEG n01833805/ +mv ILSVRC2012_val_00024337.JPEG n04200800/ +mv ILSVRC2012_val_00024338.JPEG 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ILSVRC2012_val_00024541.JPEG n01748264/ +mv ILSVRC2012_val_00024542.JPEG n02093428/ +mv ILSVRC2012_val_00024543.JPEG n03841143/ +mv ILSVRC2012_val_00024544.JPEG n03710193/ +mv ILSVRC2012_val_00024545.JPEG n01675722/ +mv ILSVRC2012_val_00024546.JPEG n02395406/ +mv ILSVRC2012_val_00024547.JPEG n03250847/ +mv ILSVRC2012_val_00024548.JPEG n02397096/ +mv ILSVRC2012_val_00024549.JPEG n12267677/ +mv ILSVRC2012_val_00024550.JPEG n03770679/ +mv ILSVRC2012_val_00024551.JPEG n02007558/ +mv ILSVRC2012_val_00024552.JPEG n03642806/ +mv ILSVRC2012_val_00024553.JPEG n07871810/ +mv ILSVRC2012_val_00024554.JPEG n03742115/ +mv ILSVRC2012_val_00024555.JPEG n02190166/ +mv ILSVRC2012_val_00024556.JPEG n07716358/ +mv ILSVRC2012_val_00024557.JPEG n01978455/ +mv ILSVRC2012_val_00024558.JPEG n02169497/ +mv ILSVRC2012_val_00024559.JPEG n04204347/ +mv ILSVRC2012_val_00024560.JPEG n03417042/ +mv ILSVRC2012_val_00024561.JPEG n02793495/ +mv ILSVRC2012_val_00024562.JPEG n03530642/ +mv ILSVRC2012_val_00024563.JPEG 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ILSVRC2012_val_00024946.JPEG n01688243/ +mv ILSVRC2012_val_00024947.JPEG n04074963/ +mv ILSVRC2012_val_00024948.JPEG n02701002/ +mv ILSVRC2012_val_00024949.JPEG n03535780/ +mv ILSVRC2012_val_00024950.JPEG n02090379/ +mv ILSVRC2012_val_00024951.JPEG n02111889/ +mv ILSVRC2012_val_00024952.JPEG n06874185/ +mv ILSVRC2012_val_00024953.JPEG n07693725/ +mv ILSVRC2012_val_00024954.JPEG n07802026/ +mv ILSVRC2012_val_00024955.JPEG n07754684/ +mv ILSVRC2012_val_00024956.JPEG n01774384/ +mv ILSVRC2012_val_00024957.JPEG n01514668/ +mv ILSVRC2012_val_00024958.JPEG n02028035/ +mv ILSVRC2012_val_00024959.JPEG n04423845/ +mv ILSVRC2012_val_00024960.JPEG n02096051/ +mv ILSVRC2012_val_00024961.JPEG n02115641/ +mv ILSVRC2012_val_00024962.JPEG n01774384/ +mv ILSVRC2012_val_00024963.JPEG n02894605/ +mv ILSVRC2012_val_00024964.JPEG n03026506/ +mv ILSVRC2012_val_00024965.JPEG n02666196/ +mv ILSVRC2012_val_00024966.JPEG n03690938/ +mv ILSVRC2012_val_00024967.JPEG n02112706/ +mv ILSVRC2012_val_00024968.JPEG n03787032/ +mv ILSVRC2012_val_00024969.JPEG n01748264/ +mv ILSVRC2012_val_00024970.JPEG n03733131/ +mv ILSVRC2012_val_00024971.JPEG n03920288/ +mv ILSVRC2012_val_00024972.JPEG n04141076/ +mv ILSVRC2012_val_00024973.JPEG n02101006/ +mv ILSVRC2012_val_00024974.JPEG n03944341/ +mv ILSVRC2012_val_00024975.JPEG n12267677/ +mv ILSVRC2012_val_00024976.JPEG n03782006/ +mv ILSVRC2012_val_00024977.JPEG n03924679/ +mv ILSVRC2012_val_00024978.JPEG n02437616/ +mv ILSVRC2012_val_00024979.JPEG n02992529/ +mv ILSVRC2012_val_00024980.JPEG n02871525/ +mv ILSVRC2012_val_00024981.JPEG n02104029/ +mv ILSVRC2012_val_00024982.JPEG n03376595/ +mv ILSVRC2012_val_00024983.JPEG n04243546/ +mv ILSVRC2012_val_00024984.JPEG n03854065/ +mv ILSVRC2012_val_00024985.JPEG n03983396/ +mv ILSVRC2012_val_00024986.JPEG n02104029/ +mv ILSVRC2012_val_00024987.JPEG n01883070/ +mv ILSVRC2012_val_00024988.JPEG n07716906/ +mv ILSVRC2012_val_00024989.JPEG n02092002/ +mv ILSVRC2012_val_00024990.JPEG n02114855/ +mv ILSVRC2012_val_00024991.JPEG n03255030/ +mv ILSVRC2012_val_00024992.JPEG n01873310/ +mv ILSVRC2012_val_00024993.JPEG n01704323/ +mv ILSVRC2012_val_00024994.JPEG n04192698/ +mv ILSVRC2012_val_00024995.JPEG n03485407/ +mv ILSVRC2012_val_00024996.JPEG n02916936/ +mv ILSVRC2012_val_00024997.JPEG n07590611/ +mv ILSVRC2012_val_00024998.JPEG n02869837/ +mv ILSVRC2012_val_00024999.JPEG n03527444/ +mv ILSVRC2012_val_00025000.JPEG n03595614/ +mv ILSVRC2012_val_00025001.JPEG n02105412/ +mv ILSVRC2012_val_00025002.JPEG n09835506/ +mv ILSVRC2012_val_00025003.JPEG n04033901/ +mv ILSVRC2012_val_00025004.JPEG n04285008/ +mv ILSVRC2012_val_00025005.JPEG n02326432/ +mv ILSVRC2012_val_00025006.JPEG n02104029/ +mv ILSVRC2012_val_00025007.JPEG n07716906/ +mv ILSVRC2012_val_00025008.JPEG n07760859/ +mv ILSVRC2012_val_00025009.JPEG n03832673/ +mv ILSVRC2012_val_00025010.JPEG n03492542/ +mv ILSVRC2012_val_00025011.JPEG n02408429/ +mv ILSVRC2012_val_00025012.JPEG n03781244/ +mv ILSVRC2012_val_00025013.JPEG 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ILSVRC2012_val_00025036.JPEG n04606251/ +mv ILSVRC2012_val_00025037.JPEG n01537544/ +mv ILSVRC2012_val_00025038.JPEG n02808440/ +mv ILSVRC2012_val_00025039.JPEG n03825788/ +mv ILSVRC2012_val_00025040.JPEG n01773157/ +mv ILSVRC2012_val_00025041.JPEG n04507155/ +mv ILSVRC2012_val_00025042.JPEG n04141076/ +mv ILSVRC2012_val_00025043.JPEG n02504013/ +mv ILSVRC2012_val_00025044.JPEG n04562935/ +mv ILSVRC2012_val_00025045.JPEG n07590611/ +mv ILSVRC2012_val_00025046.JPEG n04357314/ +mv ILSVRC2012_val_00025047.JPEG n01608432/ +mv ILSVRC2012_val_00025048.JPEG n02097658/ +mv ILSVRC2012_val_00025049.JPEG n03950228/ +mv ILSVRC2012_val_00025050.JPEG n02814860/ +mv ILSVRC2012_val_00025051.JPEG n01498041/ +mv ILSVRC2012_val_00025052.JPEG n04553703/ +mv ILSVRC2012_val_00025053.JPEG n12768682/ +mv ILSVRC2012_val_00025054.JPEG n03032252/ +mv ILSVRC2012_val_00025055.JPEG n02097474/ +mv ILSVRC2012_val_00025056.JPEG n01955084/ +mv ILSVRC2012_val_00025057.JPEG n07695742/ +mv ILSVRC2012_val_00025058.JPEG 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ILSVRC2012_val_00025081.JPEG n04409515/ +mv ILSVRC2012_val_00025082.JPEG n02102480/ +mv ILSVRC2012_val_00025083.JPEG n02843684/ +mv ILSVRC2012_val_00025084.JPEG n04040759/ +mv ILSVRC2012_val_00025085.JPEG n02086646/ +mv ILSVRC2012_val_00025086.JPEG n02948072/ +mv ILSVRC2012_val_00025087.JPEG n07836838/ +mv ILSVRC2012_val_00025088.JPEG n03476684/ +mv ILSVRC2012_val_00025089.JPEG n02236044/ +mv ILSVRC2012_val_00025090.JPEG n04296562/ +mv ILSVRC2012_val_00025091.JPEG n02017213/ +mv ILSVRC2012_val_00025092.JPEG n04612504/ +mv ILSVRC2012_val_00025093.JPEG n02769748/ +mv ILSVRC2012_val_00025094.JPEG n07717410/ +mv ILSVRC2012_val_00025095.JPEG n07717410/ +mv ILSVRC2012_val_00025096.JPEG n01751748/ +mv ILSVRC2012_val_00025097.JPEG n03773504/ +mv ILSVRC2012_val_00025098.JPEG n02085782/ +mv ILSVRC2012_val_00025099.JPEG n04562935/ +mv ILSVRC2012_val_00025100.JPEG n04239074/ +mv ILSVRC2012_val_00025101.JPEG n07760859/ +mv ILSVRC2012_val_00025102.JPEG n07768694/ +mv ILSVRC2012_val_00025103.JPEG 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ILSVRC2012_val_00025126.JPEG n02006656/ +mv ILSVRC2012_val_00025127.JPEG n03595614/ +mv ILSVRC2012_val_00025128.JPEG n02917067/ +mv ILSVRC2012_val_00025129.JPEG n01440764/ +mv ILSVRC2012_val_00025130.JPEG n01855032/ +mv ILSVRC2012_val_00025131.JPEG n03930630/ +mv ILSVRC2012_val_00025132.JPEG n02105505/ +mv ILSVRC2012_val_00025133.JPEG n01491361/ +mv ILSVRC2012_val_00025134.JPEG n03345487/ +mv ILSVRC2012_val_00025135.JPEG n04372370/ +mv ILSVRC2012_val_00025136.JPEG n03187595/ +mv ILSVRC2012_val_00025137.JPEG n01491361/ +mv ILSVRC2012_val_00025138.JPEG n04264628/ +mv ILSVRC2012_val_00025139.JPEG n04557648/ +mv ILSVRC2012_val_00025140.JPEG n02119022/ +mv ILSVRC2012_val_00025141.JPEG n02607072/ +mv ILSVRC2012_val_00025142.JPEG n02396427/ +mv ILSVRC2012_val_00025143.JPEG n07615774/ +mv ILSVRC2012_val_00025144.JPEG n04553703/ +mv ILSVRC2012_val_00025145.JPEG n07718472/ +mv ILSVRC2012_val_00025146.JPEG n03530642/ +mv ILSVRC2012_val_00025147.JPEG n02100583/ +mv ILSVRC2012_val_00025148.JPEG n04557648/ +mv ILSVRC2012_val_00025149.JPEG n03485407/ +mv ILSVRC2012_val_00025150.JPEG n07745940/ +mv ILSVRC2012_val_00025151.JPEG n01531178/ +mv ILSVRC2012_val_00025152.JPEG n03954731/ +mv ILSVRC2012_val_00025153.JPEG n04465501/ +mv ILSVRC2012_val_00025154.JPEG n12768682/ +mv ILSVRC2012_val_00025155.JPEG n04486054/ +mv ILSVRC2012_val_00025156.JPEG n03595614/ +mv ILSVRC2012_val_00025157.JPEG n04548362/ +mv ILSVRC2012_val_00025158.JPEG n07753113/ +mv ILSVRC2012_val_00025159.JPEG n02701002/ +mv ILSVRC2012_val_00025160.JPEG n04525038/ +mv ILSVRC2012_val_00025161.JPEG n02317335/ +mv ILSVRC2012_val_00025162.JPEG n02443484/ +mv ILSVRC2012_val_00025163.JPEG n02939185/ +mv ILSVRC2012_val_00025164.JPEG n03314780/ +mv ILSVRC2012_val_00025165.JPEG n02089078/ +mv ILSVRC2012_val_00025166.JPEG n02859443/ +mv ILSVRC2012_val_00025167.JPEG n02091467/ +mv ILSVRC2012_val_00025168.JPEG n02124075/ +mv ILSVRC2012_val_00025169.JPEG n03690938/ +mv ILSVRC2012_val_00025170.JPEG n02091831/ +mv ILSVRC2012_val_00025171.JPEG n02454379/ +mv ILSVRC2012_val_00025172.JPEG n04065272/ +mv ILSVRC2012_val_00025173.JPEG n03196217/ +mv ILSVRC2012_val_00025174.JPEG n02655020/ +mv ILSVRC2012_val_00025175.JPEG n04487394/ +mv ILSVRC2012_val_00025176.JPEG n04286575/ +mv ILSVRC2012_val_00025177.JPEG n03125729/ +mv ILSVRC2012_val_00025178.JPEG n03854065/ +mv ILSVRC2012_val_00025179.JPEG n03670208/ +mv ILSVRC2012_val_00025180.JPEG n02108422/ +mv ILSVRC2012_val_00025181.JPEG n02102480/ +mv ILSVRC2012_val_00025182.JPEG n02988304/ +mv ILSVRC2012_val_00025183.JPEG n02009229/ +mv ILSVRC2012_val_00025184.JPEG n02099267/ +mv ILSVRC2012_val_00025185.JPEG n02097209/ +mv ILSVRC2012_val_00025186.JPEG n02948072/ +mv ILSVRC2012_val_00025187.JPEG n02110806/ +mv ILSVRC2012_val_00025188.JPEG n02177972/ +mv ILSVRC2012_val_00025189.JPEG n03494278/ +mv ILSVRC2012_val_00025190.JPEG n01737021/ +mv ILSVRC2012_val_00025191.JPEG n13133613/ +mv ILSVRC2012_val_00025192.JPEG n04447861/ +mv ILSVRC2012_val_00025193.JPEG 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ILSVRC2012_val_00025216.JPEG n02999410/ +mv ILSVRC2012_val_00025217.JPEG n07760859/ +mv ILSVRC2012_val_00025218.JPEG n02165456/ +mv ILSVRC2012_val_00025219.JPEG n02111129/ +mv ILSVRC2012_val_00025220.JPEG n03220513/ +mv ILSVRC2012_val_00025221.JPEG n02437616/ +mv ILSVRC2012_val_00025222.JPEG n04465501/ +mv ILSVRC2012_val_00025223.JPEG n03272010/ +mv ILSVRC2012_val_00025224.JPEG n02167151/ +mv ILSVRC2012_val_00025225.JPEG n02174001/ +mv ILSVRC2012_val_00025226.JPEG n02607072/ +mv ILSVRC2012_val_00025227.JPEG n04254120/ +mv ILSVRC2012_val_00025228.JPEG n07584110/ +mv ILSVRC2012_val_00025229.JPEG n03388549/ +mv ILSVRC2012_val_00025230.JPEG n03063599/ +mv ILSVRC2012_val_00025231.JPEG n02795169/ +mv ILSVRC2012_val_00025232.JPEG n02727426/ +mv ILSVRC2012_val_00025233.JPEG n02799071/ +mv ILSVRC2012_val_00025234.JPEG n10565667/ +mv ILSVRC2012_val_00025235.JPEG n02454379/ +mv ILSVRC2012_val_00025236.JPEG n07717410/ +mv ILSVRC2012_val_00025237.JPEG n02504013/ +mv ILSVRC2012_val_00025238.JPEG n04266014/ +mv ILSVRC2012_val_00025239.JPEG n04493381/ +mv ILSVRC2012_val_00025240.JPEG n03832673/ +mv ILSVRC2012_val_00025241.JPEG n02033041/ +mv ILSVRC2012_val_00025242.JPEG n02447366/ +mv ILSVRC2012_val_00025243.JPEG n03314780/ +mv ILSVRC2012_val_00025244.JPEG n02930766/ +mv ILSVRC2012_val_00025245.JPEG n02110806/ +mv ILSVRC2012_val_00025246.JPEG n04033901/ +mv ILSVRC2012_val_00025247.JPEG n02870880/ +mv ILSVRC2012_val_00025248.JPEG n01872401/ +mv ILSVRC2012_val_00025249.JPEG n03063689/ +mv ILSVRC2012_val_00025250.JPEG n03814906/ +mv ILSVRC2012_val_00025251.JPEG n01798484/ +mv ILSVRC2012_val_00025252.JPEG n02219486/ +mv ILSVRC2012_val_00025253.JPEG n02111129/ +mv ILSVRC2012_val_00025254.JPEG n03124170/ +mv ILSVRC2012_val_00025255.JPEG n03443371/ +mv ILSVRC2012_val_00025256.JPEG n01855672/ +mv ILSVRC2012_val_00025257.JPEG n03089624/ +mv ILSVRC2012_val_00025258.JPEG n04239074/ +mv ILSVRC2012_val_00025259.JPEG n03814906/ +mv ILSVRC2012_val_00025260.JPEG n04285008/ +mv ILSVRC2012_val_00025261.JPEG n02097474/ +mv ILSVRC2012_val_00025262.JPEG n01819313/ +mv ILSVRC2012_val_00025263.JPEG n02364673/ +mv ILSVRC2012_val_00025264.JPEG n03773504/ +mv ILSVRC2012_val_00025265.JPEG n04310018/ +mv ILSVRC2012_val_00025266.JPEG n04398044/ +mv ILSVRC2012_val_00025267.JPEG n13054560/ +mv ILSVRC2012_val_00025268.JPEG n01665541/ +mv ILSVRC2012_val_00025269.JPEG n02025239/ +mv ILSVRC2012_val_00025270.JPEG n03976657/ +mv ILSVRC2012_val_00025271.JPEG n04553703/ +mv ILSVRC2012_val_00025272.JPEG n07715103/ +mv ILSVRC2012_val_00025273.JPEG n02018795/ +mv ILSVRC2012_val_00025274.JPEG n03794056/ +mv ILSVRC2012_val_00025275.JPEG n03595614/ +mv ILSVRC2012_val_00025276.JPEG n03026506/ +mv ILSVRC2012_val_00025277.JPEG n02128925/ +mv ILSVRC2012_val_00025278.JPEG n03717622/ +mv ILSVRC2012_val_00025279.JPEG n03041632/ +mv ILSVRC2012_val_00025280.JPEG n04417672/ +mv ILSVRC2012_val_00025281.JPEG n07753275/ +mv ILSVRC2012_val_00025282.JPEG n07718747/ +mv ILSVRC2012_val_00025283.JPEG n01728920/ +mv ILSVRC2012_val_00025284.JPEG n03447447/ +mv ILSVRC2012_val_00025285.JPEG n02114548/ +mv ILSVRC2012_val_00025286.JPEG n02769748/ +mv ILSVRC2012_val_00025287.JPEG n01784675/ +mv ILSVRC2012_val_00025288.JPEG n02100877/ +mv ILSVRC2012_val_00025289.JPEG n02097658/ +mv ILSVRC2012_val_00025290.JPEG n04523525/ +mv ILSVRC2012_val_00025291.JPEG n02002556/ +mv ILSVRC2012_val_00025292.JPEG n03404251/ +mv ILSVRC2012_val_00025293.JPEG n03786901/ +mv ILSVRC2012_val_00025294.JPEG n04162706/ +mv ILSVRC2012_val_00025295.JPEG n02776631/ +mv ILSVRC2012_val_00025296.JPEG n13133613/ +mv ILSVRC2012_val_00025297.JPEG n04254777/ +mv ILSVRC2012_val_00025298.JPEG n04355338/ +mv ILSVRC2012_val_00025299.JPEG n02104029/ +mv ILSVRC2012_val_00025300.JPEG n04201297/ +mv ILSVRC2012_val_00025301.JPEG n03775071/ +mv ILSVRC2012_val_00025302.JPEG n02093754/ +mv ILSVRC2012_val_00025303.JPEG n03992509/ +mv ILSVRC2012_val_00025304.JPEG n03134739/ +mv ILSVRC2012_val_00025305.JPEG n12057211/ +mv ILSVRC2012_val_00025306.JPEG n04116512/ +mv ILSVRC2012_val_00025307.JPEG n02281787/ +mv ILSVRC2012_val_00025308.JPEG n07920052/ +mv ILSVRC2012_val_00025309.JPEG n02105641/ +mv ILSVRC2012_val_00025310.JPEG n01943899/ +mv ILSVRC2012_val_00025311.JPEG n03841143/ +mv ILSVRC2012_val_00025312.JPEG n02487347/ +mv ILSVRC2012_val_00025313.JPEG n04486054/ +mv ILSVRC2012_val_00025314.JPEG n02281787/ +mv ILSVRC2012_val_00025315.JPEG n02342885/ +mv ILSVRC2012_val_00025316.JPEG n03775546/ +mv ILSVRC2012_val_00025317.JPEG n02011460/ +mv ILSVRC2012_val_00025318.JPEG n02089078/ +mv ILSVRC2012_val_00025319.JPEG n03776460/ +mv ILSVRC2012_val_00025320.JPEG n04423845/ +mv ILSVRC2012_val_00025321.JPEG n02865351/ +mv ILSVRC2012_val_00025322.JPEG n03089624/ +mv ILSVRC2012_val_00025323.JPEG n04371774/ +mv ILSVRC2012_val_00025324.JPEG n01514859/ +mv ILSVRC2012_val_00025325.JPEG n01734418/ +mv ILSVRC2012_val_00025326.JPEG n02328150/ +mv ILSVRC2012_val_00025327.JPEG n09468604/ +mv ILSVRC2012_val_00025328.JPEG n03063689/ +mv ILSVRC2012_val_00025329.JPEG n02951585/ +mv ILSVRC2012_val_00025330.JPEG n02095314/ +mv ILSVRC2012_val_00025331.JPEG n03792972/ +mv ILSVRC2012_val_00025332.JPEG n03776460/ +mv ILSVRC2012_val_00025333.JPEG n02346627/ +mv ILSVRC2012_val_00025334.JPEG n02894605/ +mv ILSVRC2012_val_00025335.JPEG n01775062/ +mv ILSVRC2012_val_00025336.JPEG n02130308/ +mv ILSVRC2012_val_00025337.JPEG n04192698/ +mv ILSVRC2012_val_00025338.JPEG n13044778/ +mv ILSVRC2012_val_00025339.JPEG n01751748/ +mv ILSVRC2012_val_00025340.JPEG n07697537/ +mv ILSVRC2012_val_00025341.JPEG n03868242/ +mv ILSVRC2012_val_00025342.JPEG n04525038/ +mv ILSVRC2012_val_00025343.JPEG n02259212/ +mv ILSVRC2012_val_00025344.JPEG n02391049/ +mv ILSVRC2012_val_00025345.JPEG n04399382/ +mv ILSVRC2012_val_00025346.JPEG n02667093/ +mv ILSVRC2012_val_00025347.JPEG n01530575/ +mv ILSVRC2012_val_00025348.JPEG n01632777/ +mv ILSVRC2012_val_00025349.JPEG n03259280/ +mv ILSVRC2012_val_00025350.JPEG n02840245/ +mv ILSVRC2012_val_00025351.JPEG n04019541/ +mv ILSVRC2012_val_00025352.JPEG n02422699/ +mv ILSVRC2012_val_00025353.JPEG n02113712/ +mv ILSVRC2012_val_00025354.JPEG n03930630/ +mv ILSVRC2012_val_00025355.JPEG n02643566/ +mv ILSVRC2012_val_00025356.JPEG n02231487/ +mv ILSVRC2012_val_00025357.JPEG n04487394/ +mv ILSVRC2012_val_00025358.JPEG n03937543/ +mv ILSVRC2012_val_00025359.JPEG n03355925/ +mv ILSVRC2012_val_00025360.JPEG n01828970/ +mv ILSVRC2012_val_00025361.JPEG n01580077/ +mv ILSVRC2012_val_00025362.JPEG n07932039/ +mv ILSVRC2012_val_00025363.JPEG n02877765/ +mv ILSVRC2012_val_00025364.JPEG n02167151/ +mv ILSVRC2012_val_00025365.JPEG n03476991/ +mv ILSVRC2012_val_00025366.JPEG n02825657/ +mv ILSVRC2012_val_00025367.JPEG n01751748/ +mv ILSVRC2012_val_00025368.JPEG n03207941/ +mv ILSVRC2012_val_00025369.JPEG n03840681/ +mv ILSVRC2012_val_00025370.JPEG n09288635/ +mv ILSVRC2012_val_00025371.JPEG n01843383/ +mv ILSVRC2012_val_00025372.JPEG n04536866/ +mv ILSVRC2012_val_00025373.JPEG 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ILSVRC2012_val_00025396.JPEG n02123159/ +mv ILSVRC2012_val_00025397.JPEG n03729826/ +mv ILSVRC2012_val_00025398.JPEG n03125729/ +mv ILSVRC2012_val_00025399.JPEG n04179913/ +mv ILSVRC2012_val_00025400.JPEG n02097474/ +mv ILSVRC2012_val_00025401.JPEG n03297495/ +mv ILSVRC2012_val_00025402.JPEG n03042490/ +mv ILSVRC2012_val_00025403.JPEG n04252225/ +mv ILSVRC2012_val_00025404.JPEG n03141823/ +mv ILSVRC2012_val_00025405.JPEG n09193705/ +mv ILSVRC2012_val_00025406.JPEG n04149813/ +mv ILSVRC2012_val_00025407.JPEG n02655020/ +mv ILSVRC2012_val_00025408.JPEG n03788365/ +mv ILSVRC2012_val_00025409.JPEG n03085013/ +mv ILSVRC2012_val_00025410.JPEG n02037110/ +mv ILSVRC2012_val_00025411.JPEG n01944390/ +mv ILSVRC2012_val_00025412.JPEG n02120505/ +mv ILSVRC2012_val_00025413.JPEG n04536866/ +mv ILSVRC2012_val_00025414.JPEG n07695742/ +mv ILSVRC2012_val_00025415.JPEG n02951358/ +mv ILSVRC2012_val_00025416.JPEG n03417042/ +mv ILSVRC2012_val_00025417.JPEG n03733131/ +mv ILSVRC2012_val_00025418.JPEG 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ILSVRC2012_val_00025441.JPEG n01665541/ +mv ILSVRC2012_val_00025442.JPEG n02102040/ +mv ILSVRC2012_val_00025443.JPEG n02701002/ +mv ILSVRC2012_val_00025444.JPEG n04131690/ +mv ILSVRC2012_val_00025445.JPEG n04347754/ +mv ILSVRC2012_val_00025446.JPEG n13040303/ +mv ILSVRC2012_val_00025447.JPEG n01775062/ +mv ILSVRC2012_val_00025448.JPEG n02114712/ +mv ILSVRC2012_val_00025449.JPEG n01833805/ +mv ILSVRC2012_val_00025450.JPEG n03759954/ +mv ILSVRC2012_val_00025451.JPEG n02860847/ +mv ILSVRC2012_val_00025452.JPEG n04330267/ +mv ILSVRC2012_val_00025453.JPEG n02859443/ +mv ILSVRC2012_val_00025454.JPEG n02138441/ +mv ILSVRC2012_val_00025455.JPEG n01774384/ +mv ILSVRC2012_val_00025456.JPEG n07717556/ +mv ILSVRC2012_val_00025457.JPEG n04311004/ +mv ILSVRC2012_val_00025458.JPEG n03908714/ +mv ILSVRC2012_val_00025459.JPEG n02361337/ +mv ILSVRC2012_val_00025460.JPEG n04065272/ +mv ILSVRC2012_val_00025461.JPEG n04146614/ +mv ILSVRC2012_val_00025462.JPEG n04179913/ +mv ILSVRC2012_val_00025463.JPEG 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ILSVRC2012_val_00025486.JPEG n02879718/ +mv ILSVRC2012_val_00025487.JPEG n03032252/ +mv ILSVRC2012_val_00025488.JPEG n01530575/ +mv ILSVRC2012_val_00025489.JPEG n03291819/ +mv ILSVRC2012_val_00025490.JPEG n04131690/ +mv ILSVRC2012_val_00025491.JPEG n02037110/ +mv ILSVRC2012_val_00025492.JPEG n01632458/ +mv ILSVRC2012_val_00025493.JPEG n02102177/ +mv ILSVRC2012_val_00025494.JPEG n04367480/ +mv ILSVRC2012_val_00025495.JPEG n01807496/ +mv ILSVRC2012_val_00025496.JPEG n02107908/ +mv ILSVRC2012_val_00025497.JPEG n01740131/ +mv ILSVRC2012_val_00025498.JPEG n02096585/ +mv ILSVRC2012_val_00025499.JPEG n04235860/ +mv ILSVRC2012_val_00025500.JPEG n02363005/ +mv ILSVRC2012_val_00025501.JPEG n02110958/ +mv ILSVRC2012_val_00025502.JPEG n07711569/ +mv ILSVRC2012_val_00025503.JPEG n03384352/ +mv ILSVRC2012_val_00025504.JPEG n03530642/ +mv ILSVRC2012_val_00025505.JPEG n03761084/ +mv ILSVRC2012_val_00025506.JPEG n03602883/ +mv ILSVRC2012_val_00025507.JPEG n01531178/ +mv ILSVRC2012_val_00025508.JPEG n01774384/ +mv ILSVRC2012_val_00025509.JPEG n04456115/ +mv ILSVRC2012_val_00025510.JPEG n01985128/ +mv ILSVRC2012_val_00025511.JPEG n01694178/ +mv ILSVRC2012_val_00025512.JPEG n03065424/ +mv ILSVRC2012_val_00025513.JPEG n04589890/ +mv ILSVRC2012_val_00025514.JPEG n04049303/ +mv ILSVRC2012_val_00025515.JPEG n07248320/ +mv ILSVRC2012_val_00025516.JPEG n06874185/ +mv ILSVRC2012_val_00025517.JPEG n04604644/ +mv ILSVRC2012_val_00025518.JPEG n01775062/ +mv ILSVRC2012_val_00025519.JPEG n02123597/ +mv ILSVRC2012_val_00025520.JPEG n02095570/ +mv ILSVRC2012_val_00025521.JPEG n01985128/ +mv ILSVRC2012_val_00025522.JPEG n02115913/ +mv ILSVRC2012_val_00025523.JPEG n01622779/ +mv ILSVRC2012_val_00025524.JPEG n01601694/ +mv ILSVRC2012_val_00025525.JPEG n04589890/ +mv ILSVRC2012_val_00025526.JPEG n01560419/ +mv ILSVRC2012_val_00025527.JPEG n01440764/ +mv ILSVRC2012_val_00025528.JPEG n02051845/ +mv ILSVRC2012_val_00025529.JPEG n03218198/ +mv ILSVRC2012_val_00025530.JPEG n03047690/ +mv ILSVRC2012_val_00025531.JPEG n03854065/ +mv ILSVRC2012_val_00025532.JPEG n02442845/ +mv ILSVRC2012_val_00025533.JPEG n02361337/ +mv ILSVRC2012_val_00025534.JPEG n02835271/ +mv ILSVRC2012_val_00025535.JPEG n01531178/ +mv ILSVRC2012_val_00025536.JPEG n02108422/ +mv ILSVRC2012_val_00025537.JPEG n02115913/ +mv ILSVRC2012_val_00025538.JPEG n03141823/ +mv ILSVRC2012_val_00025539.JPEG n02088238/ +mv ILSVRC2012_val_00025540.JPEG n03690938/ +mv ILSVRC2012_val_00025541.JPEG n03207941/ +mv ILSVRC2012_val_00025542.JPEG n02510455/ +mv ILSVRC2012_val_00025543.JPEG n01806143/ +mv ILSVRC2012_val_00025544.JPEG n01740131/ +mv ILSVRC2012_val_00025545.JPEG n03854065/ +mv ILSVRC2012_val_00025546.JPEG n02488291/ +mv ILSVRC2012_val_00025547.JPEG n04428191/ +mv ILSVRC2012_val_00025548.JPEG n03063599/ +mv ILSVRC2012_val_00025549.JPEG n02101556/ +mv ILSVRC2012_val_00025550.JPEG n02087046/ +mv ILSVRC2012_val_00025551.JPEG n02101556/ +mv ILSVRC2012_val_00025552.JPEG n03792972/ +mv ILSVRC2012_val_00025553.JPEG n04296562/ +mv ILSVRC2012_val_00025554.JPEG n02101006/ +mv ILSVRC2012_val_00025555.JPEG n02776631/ +mv ILSVRC2012_val_00025556.JPEG n01773797/ +mv ILSVRC2012_val_00025557.JPEG n03709823/ +mv ILSVRC2012_val_00025558.JPEG n04458633/ +mv ILSVRC2012_val_00025559.JPEG n02281406/ +mv ILSVRC2012_val_00025560.JPEG n03691459/ +mv ILSVRC2012_val_00025561.JPEG n03692522/ +mv ILSVRC2012_val_00025562.JPEG n02089867/ +mv ILSVRC2012_val_00025563.JPEG n03868863/ +mv ILSVRC2012_val_00025564.JPEG n02012849/ +mv ILSVRC2012_val_00025565.JPEG n03763968/ +mv ILSVRC2012_val_00025566.JPEG n01944390/ +mv ILSVRC2012_val_00025567.JPEG n01667114/ +mv ILSVRC2012_val_00025568.JPEG n03950228/ +mv ILSVRC2012_val_00025569.JPEG n02128385/ +mv ILSVRC2012_val_00025570.JPEG n02319095/ +mv ILSVRC2012_val_00025571.JPEG n04553703/ +mv ILSVRC2012_val_00025572.JPEG n03452741/ +mv ILSVRC2012_val_00025573.JPEG n03345487/ +mv ILSVRC2012_val_00025574.JPEG n02672831/ +mv ILSVRC2012_val_00025575.JPEG n03935335/ +mv ILSVRC2012_val_00025576.JPEG n02104365/ +mv ILSVRC2012_val_00025577.JPEG n01592084/ +mv ILSVRC2012_val_00025578.JPEG n04149813/ +mv ILSVRC2012_val_00025579.JPEG n03594734/ +mv ILSVRC2012_val_00025580.JPEG n02233338/ +mv ILSVRC2012_val_00025581.JPEG n01688243/ +mv ILSVRC2012_val_00025582.JPEG n07718472/ +mv ILSVRC2012_val_00025583.JPEG n03394916/ +mv ILSVRC2012_val_00025584.JPEG n13040303/ +mv ILSVRC2012_val_00025585.JPEG n01986214/ +mv ILSVRC2012_val_00025586.JPEG n02510455/ +mv ILSVRC2012_val_00025587.JPEG n04285008/ +mv ILSVRC2012_val_00025588.JPEG n03956157/ +mv ILSVRC2012_val_00025589.JPEG n02264363/ +mv ILSVRC2012_val_00025590.JPEG n03127747/ +mv ILSVRC2012_val_00025591.JPEG n03445777/ +mv ILSVRC2012_val_00025592.JPEG n04467665/ +mv ILSVRC2012_val_00025593.JPEG n03240683/ +mv ILSVRC2012_val_00025594.JPEG n03065424/ +mv ILSVRC2012_val_00025595.JPEG n04517823/ +mv ILSVRC2012_val_00025596.JPEG n02165105/ +mv ILSVRC2012_val_00025597.JPEG n03602883/ +mv ILSVRC2012_val_00025598.JPEG n01753488/ +mv ILSVRC2012_val_00025599.JPEG n04399382/ +mv ILSVRC2012_val_00025600.JPEG n09256479/ +mv ILSVRC2012_val_00025601.JPEG n02086910/ +mv ILSVRC2012_val_00025602.JPEG n03956157/ +mv ILSVRC2012_val_00025603.JPEG n03485794/ +mv ILSVRC2012_val_00025604.JPEG n02484975/ +mv ILSVRC2012_val_00025605.JPEG n02666196/ +mv ILSVRC2012_val_00025606.JPEG n02097209/ +mv ILSVRC2012_val_00025607.JPEG n03535780/ +mv ILSVRC2012_val_00025608.JPEG n02112018/ +mv ILSVRC2012_val_00025609.JPEG n03109150/ +mv ILSVRC2012_val_00025610.JPEG n04590129/ +mv ILSVRC2012_val_00025611.JPEG n01667778/ +mv ILSVRC2012_val_00025612.JPEG n02787622/ +mv ILSVRC2012_val_00025613.JPEG n02088364/ +mv ILSVRC2012_val_00025614.JPEG n03388549/ +mv ILSVRC2012_val_00025615.JPEG n02494079/ +mv ILSVRC2012_val_00025616.JPEG n01843065/ +mv ILSVRC2012_val_00025617.JPEG n02108551/ +mv ILSVRC2012_val_00025618.JPEG n03929855/ +mv ILSVRC2012_val_00025619.JPEG n03498962/ +mv ILSVRC2012_val_00025620.JPEG n02109525/ +mv ILSVRC2012_val_00025621.JPEG n04328186/ +mv ILSVRC2012_val_00025622.JPEG n09256479/ +mv ILSVRC2012_val_00025623.JPEG n04540053/ +mv ILSVRC2012_val_00025624.JPEG n03459775/ +mv ILSVRC2012_val_00025625.JPEG n03982430/ +mv ILSVRC2012_val_00025626.JPEG n02444819/ +mv ILSVRC2012_val_00025627.JPEG n01494475/ +mv ILSVRC2012_val_00025628.JPEG n02086079/ +mv ILSVRC2012_val_00025629.JPEG n02125311/ +mv ILSVRC2012_val_00025630.JPEG n03529860/ +mv ILSVRC2012_val_00025631.JPEG n01843383/ +mv ILSVRC2012_val_00025632.JPEG n03992509/ +mv ILSVRC2012_val_00025633.JPEG n01641577/ +mv ILSVRC2012_val_00025634.JPEG n04099969/ +mv ILSVRC2012_val_00025635.JPEG n04254777/ +mv ILSVRC2012_val_00025636.JPEG n01608432/ +mv ILSVRC2012_val_00025637.JPEG n02346627/ +mv ILSVRC2012_val_00025638.JPEG n02397096/ +mv ILSVRC2012_val_00025639.JPEG n02676566/ +mv ILSVRC2012_val_00025640.JPEG n01491361/ +mv ILSVRC2012_val_00025641.JPEG n02074367/ +mv ILSVRC2012_val_00025642.JPEG n04252225/ +mv ILSVRC2012_val_00025643.JPEG n04485082/ +mv ILSVRC2012_val_00025644.JPEG n02092002/ +mv ILSVRC2012_val_00025645.JPEG n02098286/ +mv ILSVRC2012_val_00025646.JPEG n02727426/ +mv ILSVRC2012_val_00025647.JPEG n03100240/ +mv ILSVRC2012_val_00025648.JPEG n13054560/ +mv ILSVRC2012_val_00025649.JPEG n02097298/ +mv ILSVRC2012_val_00025650.JPEG n02123045/ +mv ILSVRC2012_val_00025651.JPEG n02002724/ +mv ILSVRC2012_val_00025652.JPEG n02109047/ +mv ILSVRC2012_val_00025653.JPEG n03131574/ +mv ILSVRC2012_val_00025654.JPEG n02692877/ +mv ILSVRC2012_val_00025655.JPEG n02088632/ +mv ILSVRC2012_val_00025656.JPEG n04465501/ +mv ILSVRC2012_val_00025657.JPEG n02930766/ +mv ILSVRC2012_val_00025658.JPEG n01843065/ +mv ILSVRC2012_val_00025659.JPEG n03697007/ +mv ILSVRC2012_val_00025660.JPEG n02102973/ +mv ILSVRC2012_val_00025661.JPEG n04147183/ +mv ILSVRC2012_val_00025662.JPEG n02117135/ +mv ILSVRC2012_val_00025663.JPEG n07754684/ +mv ILSVRC2012_val_00025664.JPEG n02787622/ +mv ILSVRC2012_val_00025665.JPEG n02114548/ +mv ILSVRC2012_val_00025666.JPEG n04515003/ +mv ILSVRC2012_val_00025667.JPEG n01855672/ +mv ILSVRC2012_val_00025668.JPEG n01682714/ +mv ILSVRC2012_val_00025669.JPEG n02110063/ +mv ILSVRC2012_val_00025670.JPEG n04127249/ +mv ILSVRC2012_val_00025671.JPEG n03127925/ +mv ILSVRC2012_val_00025672.JPEG n04429376/ +mv ILSVRC2012_val_00025673.JPEG n03710193/ +mv ILSVRC2012_val_00025674.JPEG n03796401/ +mv ILSVRC2012_val_00025675.JPEG n02786058/ +mv ILSVRC2012_val_00025676.JPEG n02794156/ +mv ILSVRC2012_val_00025677.JPEG n02112018/ +mv ILSVRC2012_val_00025678.JPEG n02423022/ +mv ILSVRC2012_val_00025679.JPEG n02094114/ +mv ILSVRC2012_val_00025680.JPEG n02092339/ +mv ILSVRC2012_val_00025681.JPEG n03344393/ +mv ILSVRC2012_val_00025682.JPEG n03888605/ +mv ILSVRC2012_val_00025683.JPEG n02437312/ +mv ILSVRC2012_val_00025684.JPEG n02107574/ +mv ILSVRC2012_val_00025685.JPEG n03710637/ +mv ILSVRC2012_val_00025686.JPEG n01491361/ +mv ILSVRC2012_val_00025687.JPEG n04074963/ +mv ILSVRC2012_val_00025688.JPEG 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ILSVRC2012_val_00025891.JPEG n02066245/ +mv ILSVRC2012_val_00025892.JPEG n02859443/ +mv ILSVRC2012_val_00025893.JPEG n03063599/ +mv ILSVRC2012_val_00025894.JPEG n07753113/ +mv ILSVRC2012_val_00025895.JPEG n02999410/ +mv ILSVRC2012_val_00025896.JPEG n03777568/ +mv ILSVRC2012_val_00025897.JPEG n02108089/ +mv ILSVRC2012_val_00025898.JPEG n01872401/ +mv ILSVRC2012_val_00025899.JPEG n02025239/ +mv ILSVRC2012_val_00025900.JPEG n01484850/ +mv ILSVRC2012_val_00025901.JPEG n03899768/ +mv ILSVRC2012_val_00025902.JPEG n04162706/ +mv ILSVRC2012_val_00025903.JPEG n02110341/ +mv ILSVRC2012_val_00025904.JPEG n02091467/ +mv ILSVRC2012_val_00025905.JPEG n04417672/ +mv ILSVRC2012_val_00025906.JPEG n03000134/ +mv ILSVRC2012_val_00025907.JPEG n04356056/ +mv ILSVRC2012_val_00025908.JPEG n04417672/ +mv ILSVRC2012_val_00025909.JPEG n01689811/ +mv ILSVRC2012_val_00025910.JPEG n02412080/ +mv ILSVRC2012_val_00025911.JPEG n02086646/ +mv ILSVRC2012_val_00025912.JPEG n02096294/ +mv ILSVRC2012_val_00025913.JPEG 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ILSVRC2012_val_00025936.JPEG n09472597/ +mv ILSVRC2012_val_00025937.JPEG n01843065/ +mv ILSVRC2012_val_00025938.JPEG n01749939/ +mv ILSVRC2012_val_00025939.JPEG n03717622/ +mv ILSVRC2012_val_00025940.JPEG n03982430/ +mv ILSVRC2012_val_00025941.JPEG n02504458/ +mv ILSVRC2012_val_00025942.JPEG n02127052/ +mv ILSVRC2012_val_00025943.JPEG n03127747/ +mv ILSVRC2012_val_00025944.JPEG n04026417/ +mv ILSVRC2012_val_00025945.JPEG n03866082/ +mv ILSVRC2012_val_00025946.JPEG n01872401/ +mv ILSVRC2012_val_00025947.JPEG n02094258/ +mv ILSVRC2012_val_00025948.JPEG n03291819/ +mv ILSVRC2012_val_00025949.JPEG n02110627/ +mv ILSVRC2012_val_00025950.JPEG n03982430/ +mv ILSVRC2012_val_00025951.JPEG n02093256/ +mv ILSVRC2012_val_00025952.JPEG n02277742/ +mv ILSVRC2012_val_00025953.JPEG n02965783/ +mv ILSVRC2012_val_00025954.JPEG n04428191/ +mv ILSVRC2012_val_00025955.JPEG n01740131/ +mv ILSVRC2012_val_00025956.JPEG n02795169/ +mv ILSVRC2012_val_00025957.JPEG n02119789/ +mv ILSVRC2012_val_00025958.JPEG n03535780/ +mv ILSVRC2012_val_00025959.JPEG n03461385/ +mv ILSVRC2012_val_00025960.JPEG n01980166/ +mv ILSVRC2012_val_00025961.JPEG n02486410/ +mv ILSVRC2012_val_00025962.JPEG n03720891/ +mv ILSVRC2012_val_00025963.JPEG n04597913/ +mv ILSVRC2012_val_00025964.JPEG n03666591/ +mv ILSVRC2012_val_00025965.JPEG n02843684/ +mv ILSVRC2012_val_00025966.JPEG n04252225/ +mv ILSVRC2012_val_00025967.JPEG n10565667/ +mv ILSVRC2012_val_00025968.JPEG n02268443/ +mv ILSVRC2012_val_00025969.JPEG n01491361/ +mv ILSVRC2012_val_00025970.JPEG n02098105/ +mv ILSVRC2012_val_00025971.JPEG n03775071/ +mv ILSVRC2012_val_00025972.JPEG n03187595/ +mv ILSVRC2012_val_00025973.JPEG n07760859/ +mv ILSVRC2012_val_00025974.JPEG n02259212/ +mv ILSVRC2012_val_00025975.JPEG n03042490/ +mv ILSVRC2012_val_00025976.JPEG n03942813/ +mv ILSVRC2012_val_00025977.JPEG n04069434/ +mv ILSVRC2012_val_00025978.JPEG n04120489/ +mv ILSVRC2012_val_00025979.JPEG n01820546/ +mv ILSVRC2012_val_00025980.JPEG n04548280/ +mv 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ILSVRC2012_val_00026296.JPEG n01692333/ +mv ILSVRC2012_val_00026297.JPEG n01882714/ +mv ILSVRC2012_val_00026298.JPEG n03196217/ +mv ILSVRC2012_val_00026299.JPEG n02422699/ +mv ILSVRC2012_val_00026300.JPEG n04041544/ +mv ILSVRC2012_val_00026301.JPEG n03796401/ +mv ILSVRC2012_val_00026302.JPEG n02028035/ +mv ILSVRC2012_val_00026303.JPEG n02966193/ +mv ILSVRC2012_val_00026304.JPEG n04235860/ +mv ILSVRC2012_val_00026305.JPEG n03642806/ +mv ILSVRC2012_val_00026306.JPEG n03838899/ +mv ILSVRC2012_val_00026307.JPEG n02510455/ +mv ILSVRC2012_val_00026308.JPEG n01930112/ +mv ILSVRC2012_val_00026309.JPEG n03781244/ +mv ILSVRC2012_val_00026310.JPEG n02091032/ +mv ILSVRC2012_val_00026311.JPEG n02025239/ +mv ILSVRC2012_val_00026312.JPEG n03196217/ +mv ILSVRC2012_val_00026313.JPEG n02094114/ +mv ILSVRC2012_val_00026314.JPEG n01978455/ +mv ILSVRC2012_val_00026315.JPEG n04254120/ +mv ILSVRC2012_val_00026316.JPEG n13040303/ +mv ILSVRC2012_val_00026317.JPEG n03459775/ +mv ILSVRC2012_val_00026318.JPEG 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ILSVRC2012_val_00027016.JPEG n02443484/ +mv ILSVRC2012_val_00027017.JPEG n02098286/ +mv ILSVRC2012_val_00027018.JPEG n02788148/ +mv ILSVRC2012_val_00027019.JPEG n04392985/ +mv ILSVRC2012_val_00027020.JPEG n12768682/ +mv ILSVRC2012_val_00027021.JPEG n03843555/ +mv ILSVRC2012_val_00027022.JPEG n02894605/ +mv ILSVRC2012_val_00027023.JPEG n04372370/ +mv ILSVRC2012_val_00027024.JPEG n02077923/ +mv ILSVRC2012_val_00027025.JPEG n02111889/ +mv ILSVRC2012_val_00027026.JPEG n01770393/ +mv ILSVRC2012_val_00027027.JPEG n02840245/ +mv ILSVRC2012_val_00027028.JPEG n01631663/ +mv ILSVRC2012_val_00027029.JPEG n02786058/ +mv ILSVRC2012_val_00027030.JPEG n04462240/ +mv ILSVRC2012_val_00027031.JPEG n02264363/ +mv ILSVRC2012_val_00027032.JPEG n03942813/ +mv ILSVRC2012_val_00027033.JPEG n02457408/ +mv ILSVRC2012_val_00027034.JPEG n03476991/ +mv ILSVRC2012_val_00027035.JPEG n02107312/ +mv ILSVRC2012_val_00027036.JPEG n02917067/ +mv ILSVRC2012_val_00027037.JPEG n04612504/ +mv ILSVRC2012_val_00027038.JPEG 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ILSVRC2012_val_00027241.JPEG n02093647/ +mv ILSVRC2012_val_00027242.JPEG n02510455/ +mv ILSVRC2012_val_00027243.JPEG n04074963/ +mv ILSVRC2012_val_00027244.JPEG n03089624/ +mv ILSVRC2012_val_00027245.JPEG n02095314/ +mv ILSVRC2012_val_00027246.JPEG n03218198/ +mv ILSVRC2012_val_00027247.JPEG n02817516/ +mv ILSVRC2012_val_00027248.JPEG n01943899/ +mv ILSVRC2012_val_00027249.JPEG n03854065/ +mv ILSVRC2012_val_00027250.JPEG n03891251/ +mv ILSVRC2012_val_00027251.JPEG n04423845/ +mv ILSVRC2012_val_00027252.JPEG n04131690/ +mv ILSVRC2012_val_00027253.JPEG n04442312/ +mv ILSVRC2012_val_00027254.JPEG n01537544/ +mv ILSVRC2012_val_00027255.JPEG n03325584/ +mv ILSVRC2012_val_00027256.JPEG n02095889/ +mv ILSVRC2012_val_00027257.JPEG n03291819/ +mv ILSVRC2012_val_00027258.JPEG n03042490/ +mv ILSVRC2012_val_00027259.JPEG n02504013/ +mv ILSVRC2012_val_00027260.JPEG n03146219/ +mv ILSVRC2012_val_00027261.JPEG n04252077/ +mv ILSVRC2012_val_00027262.JPEG n02328150/ +mv ILSVRC2012_val_00027263.JPEG 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ILSVRC2012_val_00027286.JPEG n03902125/ +mv ILSVRC2012_val_00027287.JPEG n02837789/ +mv ILSVRC2012_val_00027288.JPEG n04311004/ +mv ILSVRC2012_val_00027289.JPEG n04228054/ +mv ILSVRC2012_val_00027290.JPEG n02087394/ +mv ILSVRC2012_val_00027291.JPEG n04147183/ +mv ILSVRC2012_val_00027292.JPEG n02133161/ +mv ILSVRC2012_val_00027293.JPEG n03100240/ +mv ILSVRC2012_val_00027294.JPEG n04204238/ +mv ILSVRC2012_val_00027295.JPEG n02445715/ +mv ILSVRC2012_val_00027296.JPEG n03481172/ +mv ILSVRC2012_val_00027297.JPEG n04487394/ +mv ILSVRC2012_val_00027298.JPEG n03796401/ +mv ILSVRC2012_val_00027299.JPEG n02978881/ +mv ILSVRC2012_val_00027300.JPEG n01877812/ +mv ILSVRC2012_val_00027301.JPEG n01496331/ +mv ILSVRC2012_val_00027302.JPEG n07717410/ +mv ILSVRC2012_val_00027303.JPEG n02871525/ +mv ILSVRC2012_val_00027304.JPEG n02442845/ +mv ILSVRC2012_val_00027305.JPEG n02112706/ +mv ILSVRC2012_val_00027306.JPEG n02879718/ +mv ILSVRC2012_val_00027307.JPEG n03085013/ +mv ILSVRC2012_val_00027308.JPEG n02799071/ +mv ILSVRC2012_val_00027309.JPEG n03902125/ +mv ILSVRC2012_val_00027310.JPEG n02965783/ +mv ILSVRC2012_val_00027311.JPEG n02281406/ +mv ILSVRC2012_val_00027312.JPEG n04404412/ +mv ILSVRC2012_val_00027313.JPEG n02123159/ +mv ILSVRC2012_val_00027314.JPEG n02747177/ +mv ILSVRC2012_val_00027315.JPEG n04548280/ +mv ILSVRC2012_val_00027316.JPEG n04591713/ +mv ILSVRC2012_val_00027317.JPEG n04044716/ +mv ILSVRC2012_val_00027318.JPEG n03742115/ +mv ILSVRC2012_val_00027319.JPEG n02992211/ +mv ILSVRC2012_val_00027320.JPEG n07717410/ +mv ILSVRC2012_val_00027321.JPEG n10148035/ +mv ILSVRC2012_val_00027322.JPEG n02099429/ +mv ILSVRC2012_val_00027323.JPEG n02486261/ +mv ILSVRC2012_val_00027324.JPEG n04447861/ +mv ILSVRC2012_val_00027325.JPEG n03843555/ +mv ILSVRC2012_val_00027326.JPEG n04263257/ +mv ILSVRC2012_val_00027327.JPEG n04330267/ +mv ILSVRC2012_val_00027328.JPEG n02787622/ +mv ILSVRC2012_val_00027329.JPEG n02823750/ +mv ILSVRC2012_val_00027330.JPEG n01740131/ +mv 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n02276258/ +mv ILSVRC2012_val_00027354.JPEG n04554684/ +mv ILSVRC2012_val_00027355.JPEG n02009229/ +mv ILSVRC2012_val_00027356.JPEG n07248320/ +mv ILSVRC2012_val_00027357.JPEG n01924916/ +mv ILSVRC2012_val_00027358.JPEG n03376595/ +mv ILSVRC2012_val_00027359.JPEG n03983396/ +mv ILSVRC2012_val_00027360.JPEG n02112018/ +mv ILSVRC2012_val_00027361.JPEG n01770393/ +mv ILSVRC2012_val_00027362.JPEG n02403003/ +mv ILSVRC2012_val_00027363.JPEG n02051845/ +mv ILSVRC2012_val_00027364.JPEG n02870880/ +mv ILSVRC2012_val_00027365.JPEG n02484975/ +mv ILSVRC2012_val_00027366.JPEG n02113799/ +mv ILSVRC2012_val_00027367.JPEG n03717622/ +mv ILSVRC2012_val_00027368.JPEG n07930864/ +mv ILSVRC2012_val_00027369.JPEG n07717410/ +mv ILSVRC2012_val_00027370.JPEG n02730930/ +mv ILSVRC2012_val_00027371.JPEG n03874599/ +mv ILSVRC2012_val_00027372.JPEG n02105162/ +mv ILSVRC2012_val_00027373.JPEG n02099712/ +mv ILSVRC2012_val_00027374.JPEG n01530575/ +mv ILSVRC2012_val_00027375.JPEG n03891332/ +mv 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ILSVRC2012_val_00028186.JPEG n02776631/ +mv ILSVRC2012_val_00028187.JPEG n02025239/ +mv ILSVRC2012_val_00028188.JPEG n04065272/ +mv ILSVRC2012_val_00028189.JPEG n02033041/ +mv ILSVRC2012_val_00028190.JPEG n03417042/ +mv ILSVRC2012_val_00028191.JPEG n09332890/ +mv ILSVRC2012_val_00028192.JPEG n02097658/ +mv ILSVRC2012_val_00028193.JPEG n04552348/ +mv ILSVRC2012_val_00028194.JPEG n03447447/ +mv ILSVRC2012_val_00028195.JPEG n03781244/ +mv ILSVRC2012_val_00028196.JPEG n03000684/ +mv ILSVRC2012_val_00028197.JPEG n01749939/ +mv ILSVRC2012_val_00028198.JPEG n01677366/ +mv ILSVRC2012_val_00028199.JPEG n02094114/ +mv ILSVRC2012_val_00028200.JPEG n04465501/ +mv ILSVRC2012_val_00028201.JPEG n04372370/ +mv ILSVRC2012_val_00028202.JPEG n02281787/ +mv ILSVRC2012_val_00028203.JPEG n03196217/ +mv ILSVRC2012_val_00028204.JPEG n02277742/ +mv ILSVRC2012_val_00028205.JPEG n02701002/ +mv ILSVRC2012_val_00028206.JPEG n03290653/ +mv ILSVRC2012_val_00028207.JPEG n03452741/ +mv ILSVRC2012_val_00028208.JPEG 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ILSVRC2012_val_00028231.JPEG n02490219/ +mv ILSVRC2012_val_00028232.JPEG n03710637/ +mv ILSVRC2012_val_00028233.JPEG n03673027/ +mv ILSVRC2012_val_00028234.JPEG n04552348/ +mv ILSVRC2012_val_00028235.JPEG n02094114/ +mv ILSVRC2012_val_00028236.JPEG n03967562/ +mv ILSVRC2012_val_00028237.JPEG n03776460/ +mv ILSVRC2012_val_00028238.JPEG n02447366/ +mv ILSVRC2012_val_00028239.JPEG n03733805/ +mv ILSVRC2012_val_00028240.JPEG n03127925/ +mv ILSVRC2012_val_00028241.JPEG n02279972/ +mv ILSVRC2012_val_00028242.JPEG n09428293/ +mv ILSVRC2012_val_00028243.JPEG n03089624/ +mv ILSVRC2012_val_00028244.JPEG n03938244/ +mv ILSVRC2012_val_00028245.JPEG n04041544/ +mv ILSVRC2012_val_00028246.JPEG n02113712/ +mv ILSVRC2012_val_00028247.JPEG n03594734/ +mv ILSVRC2012_val_00028248.JPEG n02206856/ +mv ILSVRC2012_val_00028249.JPEG n03485794/ +mv ILSVRC2012_val_00028250.JPEG n02256656/ +mv ILSVRC2012_val_00028251.JPEG n02981792/ +mv ILSVRC2012_val_00028252.JPEG n03347037/ +mv ILSVRC2012_val_00028253.JPEG 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ILSVRC2012_val_00028276.JPEG n02120505/ +mv ILSVRC2012_val_00028277.JPEG n03532672/ +mv ILSVRC2012_val_00028278.JPEG n03062245/ +mv ILSVRC2012_val_00028279.JPEG n03089624/ +mv ILSVRC2012_val_00028280.JPEG n03710193/ +mv ILSVRC2012_val_00028281.JPEG n03792972/ +mv ILSVRC2012_val_00028282.JPEG n02085936/ +mv ILSVRC2012_val_00028283.JPEG n01924916/ +mv ILSVRC2012_val_00028284.JPEG n01692333/ +mv ILSVRC2012_val_00028285.JPEG n04428191/ +mv ILSVRC2012_val_00028286.JPEG n13044778/ +mv ILSVRC2012_val_00028287.JPEG n06359193/ +mv ILSVRC2012_val_00028288.JPEG n07693725/ +mv ILSVRC2012_val_00028289.JPEG n02916936/ +mv ILSVRC2012_val_00028290.JPEG n02488702/ +mv ILSVRC2012_val_00028291.JPEG n02489166/ +mv ILSVRC2012_val_00028292.JPEG n02102318/ +mv ILSVRC2012_val_00028293.JPEG n03980874/ +mv ILSVRC2012_val_00028294.JPEG n04265275/ +mv ILSVRC2012_val_00028295.JPEG n04429376/ +mv ILSVRC2012_val_00028296.JPEG n02480855/ +mv ILSVRC2012_val_00028297.JPEG n07873807/ +mv ILSVRC2012_val_00028298.JPEG n03478589/ +mv ILSVRC2012_val_00028299.JPEG n02071294/ +mv ILSVRC2012_val_00028300.JPEG n02097298/ +mv ILSVRC2012_val_00028301.JPEG n01734418/ +mv ILSVRC2012_val_00028302.JPEG n02123159/ +mv ILSVRC2012_val_00028303.JPEG n02951585/ +mv ILSVRC2012_val_00028304.JPEG n07714990/ +mv ILSVRC2012_val_00028305.JPEG n02859443/ +mv ILSVRC2012_val_00028306.JPEG n04447861/ +mv ILSVRC2012_val_00028307.JPEG n02096585/ +mv ILSVRC2012_val_00028308.JPEG n03902125/ +mv ILSVRC2012_val_00028309.JPEG n04525038/ +mv ILSVRC2012_val_00028310.JPEG n03028079/ +mv ILSVRC2012_val_00028311.JPEG n03866082/ +mv ILSVRC2012_val_00028312.JPEG n03891332/ +mv ILSVRC2012_val_00028313.JPEG n03220513/ +mv ILSVRC2012_val_00028314.JPEG n03207743/ +mv ILSVRC2012_val_00028315.JPEG n04589890/ +mv ILSVRC2012_val_00028316.JPEG n03871628/ +mv ILSVRC2012_val_00028317.JPEG n01774750/ +mv ILSVRC2012_val_00028318.JPEG n02125311/ +mv ILSVRC2012_val_00028319.JPEG n02747177/ +mv ILSVRC2012_val_00028320.JPEG n04153751/ +mv ILSVRC2012_val_00028321.JPEG n02101556/ +mv ILSVRC2012_val_00028322.JPEG n02095570/ +mv ILSVRC2012_val_00028323.JPEG n01629819/ +mv ILSVRC2012_val_00028324.JPEG n03042490/ +mv ILSVRC2012_val_00028325.JPEG n01872401/ +mv ILSVRC2012_val_00028326.JPEG n04311004/ +mv ILSVRC2012_val_00028327.JPEG n04228054/ +mv ILSVRC2012_val_00028328.JPEG n03983396/ +mv ILSVRC2012_val_00028329.JPEG n04456115/ +mv ILSVRC2012_val_00028330.JPEG n04070727/ +mv ILSVRC2012_val_00028331.JPEG n02490219/ +mv ILSVRC2012_val_00028332.JPEG n02093256/ +mv ILSVRC2012_val_00028333.JPEG n03710193/ +mv ILSVRC2012_val_00028334.JPEG n03742115/ +mv ILSVRC2012_val_00028335.JPEG n03841143/ +mv ILSVRC2012_val_00028336.JPEG n04285008/ +mv ILSVRC2012_val_00028337.JPEG n02074367/ +mv ILSVRC2012_val_00028338.JPEG n02526121/ +mv ILSVRC2012_val_00028339.JPEG n02116738/ +mv ILSVRC2012_val_00028340.JPEG n03666591/ +mv ILSVRC2012_val_00028341.JPEG n02363005/ +mv ILSVRC2012_val_00028342.JPEG n02910353/ +mv ILSVRC2012_val_00028343.JPEG n02219486/ +mv ILSVRC2012_val_00028344.JPEG n03063599/ +mv ILSVRC2012_val_00028345.JPEG n01955084/ +mv ILSVRC2012_val_00028346.JPEG n02104029/ +mv ILSVRC2012_val_00028347.JPEG n02114855/ +mv ILSVRC2012_val_00028348.JPEG n04023962/ +mv ILSVRC2012_val_00028349.JPEG n04376876/ +mv ILSVRC2012_val_00028350.JPEG n04275548/ +mv ILSVRC2012_val_00028351.JPEG n01682714/ +mv ILSVRC2012_val_00028352.JPEG n01641577/ +mv ILSVRC2012_val_00028353.JPEG n02676566/ +mv ILSVRC2012_val_00028354.JPEG n07892512/ +mv ILSVRC2012_val_00028355.JPEG n01775062/ +mv ILSVRC2012_val_00028356.JPEG n03457902/ +mv ILSVRC2012_val_00028357.JPEG n04486054/ +mv ILSVRC2012_val_00028358.JPEG n03457902/ +mv ILSVRC2012_val_00028359.JPEG n02843684/ +mv ILSVRC2012_val_00028360.JPEG n07768694/ +mv ILSVRC2012_val_00028361.JPEG n04026417/ +mv ILSVRC2012_val_00028362.JPEG n03355925/ +mv ILSVRC2012_val_00028363.JPEG n02025239/ +mv ILSVRC2012_val_00028364.JPEG n03781244/ +mv ILSVRC2012_val_00028365.JPEG n03947888/ +mv ILSVRC2012_val_00028366.JPEG n02280649/ +mv ILSVRC2012_val_00028367.JPEG n03450230/ +mv ILSVRC2012_val_00028368.JPEG n02098286/ +mv ILSVRC2012_val_00028369.JPEG n03776460/ +mv ILSVRC2012_val_00028370.JPEG n03594945/ +mv ILSVRC2012_val_00028371.JPEG n07734744/ +mv ILSVRC2012_val_00028372.JPEG n02276258/ +mv ILSVRC2012_val_00028373.JPEG n07720875/ +mv ILSVRC2012_val_00028374.JPEG n02988304/ +mv ILSVRC2012_val_00028375.JPEG n03595614/ +mv ILSVRC2012_val_00028376.JPEG n02951358/ +mv ILSVRC2012_val_00028377.JPEG n03764736/ +mv ILSVRC2012_val_00028378.JPEG n02939185/ +mv ILSVRC2012_val_00028379.JPEG n02091134/ +mv ILSVRC2012_val_00028380.JPEG n01978287/ +mv ILSVRC2012_val_00028381.JPEG n02268443/ +mv ILSVRC2012_val_00028382.JPEG n03127747/ +mv ILSVRC2012_val_00028383.JPEG n03814639/ +mv ILSVRC2012_val_00028384.JPEG n03874293/ +mv ILSVRC2012_val_00028385.JPEG n04081281/ +mv ILSVRC2012_val_00028386.JPEG n07768694/ +mv ILSVRC2012_val_00028387.JPEG n07715103/ +mv ILSVRC2012_val_00028388.JPEG n02790996/ +mv ILSVRC2012_val_00028389.JPEG n03160309/ +mv ILSVRC2012_val_00028390.JPEG n04525038/ +mv ILSVRC2012_val_00028391.JPEG n02013706/ +mv ILSVRC2012_val_00028392.JPEG n04540053/ +mv ILSVRC2012_val_00028393.JPEG n02105056/ +mv ILSVRC2012_val_00028394.JPEG n07715103/ +mv ILSVRC2012_val_00028395.JPEG n01860187/ +mv ILSVRC2012_val_00028396.JPEG n07920052/ +mv ILSVRC2012_val_00028397.JPEG n01687978/ +mv ILSVRC2012_val_00028398.JPEG n07590611/ +mv ILSVRC2012_val_00028399.JPEG n03394916/ +mv ILSVRC2012_val_00028400.JPEG n03947888/ +mv ILSVRC2012_val_00028401.JPEG n01945685/ +mv ILSVRC2012_val_00028402.JPEG n02110063/ +mv ILSVRC2012_val_00028403.JPEG n04074963/ +mv ILSVRC2012_val_00028404.JPEG n04606251/ +mv ILSVRC2012_val_00028405.JPEG n03594945/ +mv ILSVRC2012_val_00028406.JPEG n04254120/ +mv ILSVRC2012_val_00028407.JPEG n03187595/ +mv ILSVRC2012_val_00028408.JPEG n02110958/ +mv ILSVRC2012_val_00028409.JPEG n02977058/ +mv ILSVRC2012_val_00028410.JPEG n07930864/ +mv ILSVRC2012_val_00028411.JPEG n02099601/ +mv ILSVRC2012_val_00028412.JPEG n03590841/ +mv ILSVRC2012_val_00028413.JPEG n02441942/ +mv ILSVRC2012_val_00028414.JPEG n01806567/ +mv ILSVRC2012_val_00028415.JPEG n02643566/ +mv ILSVRC2012_val_00028416.JPEG n03874293/ +mv ILSVRC2012_val_00028417.JPEG n03255030/ +mv ILSVRC2012_val_00028418.JPEG n04487394/ +mv ILSVRC2012_val_00028419.JPEG n07760859/ +mv ILSVRC2012_val_00028420.JPEG n02112137/ +mv ILSVRC2012_val_00028421.JPEG n04486054/ +mv ILSVRC2012_val_00028422.JPEG n01496331/ +mv ILSVRC2012_val_00028423.JPEG n03337140/ +mv ILSVRC2012_val_00028424.JPEG n01882714/ +mv ILSVRC2012_val_00028425.JPEG n02113978/ +mv ILSVRC2012_val_00028426.JPEG n07615774/ +mv ILSVRC2012_val_00028427.JPEG n02168699/ +mv ILSVRC2012_val_00028428.JPEG n04465501/ +mv ILSVRC2012_val_00028429.JPEG n02086910/ +mv ILSVRC2012_val_00028430.JPEG n04136333/ +mv ILSVRC2012_val_00028431.JPEG n04254120/ +mv ILSVRC2012_val_00028432.JPEG n03530642/ +mv ILSVRC2012_val_00028433.JPEG n03187595/ +mv ILSVRC2012_val_00028434.JPEG n01770393/ +mv ILSVRC2012_val_00028435.JPEG n02422106/ +mv ILSVRC2012_val_00028436.JPEG n03709823/ +mv ILSVRC2012_val_00028437.JPEG n02910353/ +mv ILSVRC2012_val_00028438.JPEG n01855672/ +mv ILSVRC2012_val_00028439.JPEG n02361337/ +mv ILSVRC2012_val_00028440.JPEG n01580077/ +mv ILSVRC2012_val_00028441.JPEG n01694178/ +mv ILSVRC2012_val_00028442.JPEG n04120489/ +mv ILSVRC2012_val_00028443.JPEG n04517823/ +mv ILSVRC2012_val_00028444.JPEG n03775546/ +mv ILSVRC2012_val_00028445.JPEG n01773157/ +mv ILSVRC2012_val_00028446.JPEG n03775546/ +mv ILSVRC2012_val_00028447.JPEG n03777568/ +mv ILSVRC2012_val_00028448.JPEG n04355933/ +mv ILSVRC2012_val_00028449.JPEG n01784675/ +mv ILSVRC2012_val_00028450.JPEG n01498041/ +mv ILSVRC2012_val_00028451.JPEG n02422699/ +mv ILSVRC2012_val_00028452.JPEG n04447861/ +mv ILSVRC2012_val_00028453.JPEG n02177972/ +mv ILSVRC2012_val_00028454.JPEG n02319095/ +mv ILSVRC2012_val_00028455.JPEG n03935335/ +mv ILSVRC2012_val_00028456.JPEG n03980874/ +mv ILSVRC2012_val_00028457.JPEG n03976657/ +mv ILSVRC2012_val_00028458.JPEG n02442845/ +mv ILSVRC2012_val_00028459.JPEG n02085782/ +mv ILSVRC2012_val_00028460.JPEG n03976467/ +mv ILSVRC2012_val_00028461.JPEG n07583066/ +mv ILSVRC2012_val_00028462.JPEG n04461696/ +mv ILSVRC2012_val_00028463.JPEG n04467665/ +mv ILSVRC2012_val_00028464.JPEG n02105641/ +mv ILSVRC2012_val_00028465.JPEG n04501370/ +mv ILSVRC2012_val_00028466.JPEG n03777754/ +mv ILSVRC2012_val_00028467.JPEG n04065272/ +mv ILSVRC2012_val_00028468.JPEG n03447721/ +mv ILSVRC2012_val_00028469.JPEG n02206856/ +mv ILSVRC2012_val_00028470.JPEG n03459775/ +mv ILSVRC2012_val_00028471.JPEG n03947888/ +mv ILSVRC2012_val_00028472.JPEG n04111531/ +mv ILSVRC2012_val_00028473.JPEG n02807133/ +mv ILSVRC2012_val_00028474.JPEG n03481172/ +mv ILSVRC2012_val_00028475.JPEG n01983481/ +mv ILSVRC2012_val_00028476.JPEG n03733131/ +mv ILSVRC2012_val_00028477.JPEG n02105641/ +mv ILSVRC2012_val_00028478.JPEG n03841143/ +mv ILSVRC2012_val_00028479.JPEG n03976467/ +mv ILSVRC2012_val_00028480.JPEG n02391049/ +mv ILSVRC2012_val_00028481.JPEG n03196217/ +mv ILSVRC2012_val_00028482.JPEG n02422699/ +mv ILSVRC2012_val_00028483.JPEG n04462240/ +mv ILSVRC2012_val_00028484.JPEG n04328186/ +mv ILSVRC2012_val_00028485.JPEG n04310018/ +mv ILSVRC2012_val_00028486.JPEG n04417672/ +mv ILSVRC2012_val_00028487.JPEG n03018349/ +mv ILSVRC2012_val_00028488.JPEG n02965783/ +mv ILSVRC2012_val_00028489.JPEG n01629819/ +mv ILSVRC2012_val_00028490.JPEG n03207941/ +mv ILSVRC2012_val_00028491.JPEG n04311174/ +mv ILSVRC2012_val_00028492.JPEG n02226429/ +mv ILSVRC2012_val_00028493.JPEG n02363005/ +mv ILSVRC2012_val_00028494.JPEG n03041632/ +mv ILSVRC2012_val_00028495.JPEG n04033901/ +mv ILSVRC2012_val_00028496.JPEG n02410509/ +mv ILSVRC2012_val_00028497.JPEG n02112137/ +mv ILSVRC2012_val_00028498.JPEG n02747177/ +mv ILSVRC2012_val_00028499.JPEG n02825657/ +mv ILSVRC2012_val_00028500.JPEG n02097298/ +mv ILSVRC2012_val_00028501.JPEG n02992529/ +mv ILSVRC2012_val_00028502.JPEG n03032252/ +mv ILSVRC2012_val_00028503.JPEG n01734418/ +mv ILSVRC2012_val_00028504.JPEG n04090263/ +mv ILSVRC2012_val_00028505.JPEG n04201297/ +mv ILSVRC2012_val_00028506.JPEG n02094258/ +mv ILSVRC2012_val_00028507.JPEG n04111531/ +mv ILSVRC2012_val_00028508.JPEG n04265275/ +mv ILSVRC2012_val_00028509.JPEG n04065272/ +mv ILSVRC2012_val_00028510.JPEG n02676566/ +mv ILSVRC2012_val_00028511.JPEG n03388043/ +mv ILSVRC2012_val_00028512.JPEG n07930864/ +mv ILSVRC2012_val_00028513.JPEG n02423022/ +mv ILSVRC2012_val_00028514.JPEG n02108551/ +mv ILSVRC2012_val_00028515.JPEG n03424325/ +mv ILSVRC2012_val_00028516.JPEG n02815834/ +mv ILSVRC2012_val_00028517.JPEG n04228054/ +mv ILSVRC2012_val_00028518.JPEG n02097209/ +mv ILSVRC2012_val_00028519.JPEG n02137549/ +mv ILSVRC2012_val_00028520.JPEG n03314780/ +mv ILSVRC2012_val_00028521.JPEG n01608432/ +mv ILSVRC2012_val_00028522.JPEG n01820546/ +mv ILSVRC2012_val_00028523.JPEG n02109961/ +mv ILSVRC2012_val_00028524.JPEG n01580077/ +mv ILSVRC2012_val_00028525.JPEG n07579787/ +mv ILSVRC2012_val_00028526.JPEG n03788365/ +mv ILSVRC2012_val_00028527.JPEG n02749479/ +mv ILSVRC2012_val_00028528.JPEG n03930313/ +mv ILSVRC2012_val_00028529.JPEG n01806567/ +mv ILSVRC2012_val_00028530.JPEG n02927161/ +mv ILSVRC2012_val_00028531.JPEG n04447861/ +mv ILSVRC2012_val_00028532.JPEG n04548362/ +mv ILSVRC2012_val_00028533.JPEG n02259212/ +mv ILSVRC2012_val_00028534.JPEG n04252225/ +mv ILSVRC2012_val_00028535.JPEG n02105162/ +mv ILSVRC2012_val_00028536.JPEG n03345487/ +mv ILSVRC2012_val_00028537.JPEG n02727426/ +mv ILSVRC2012_val_00028538.JPEG n07584110/ +mv ILSVRC2012_val_00028539.JPEG n04005630/ +mv ILSVRC2012_val_00028540.JPEG n02096294/ +mv ILSVRC2012_val_00028541.JPEG n04273569/ +mv ILSVRC2012_val_00028542.JPEG n02422106/ +mv ILSVRC2012_val_00028543.JPEG n03534580/ +mv ILSVRC2012_val_00028544.JPEG n09288635/ +mv ILSVRC2012_val_00028545.JPEG n01795545/ +mv ILSVRC2012_val_00028546.JPEG n02397096/ +mv ILSVRC2012_val_00028547.JPEG n02730930/ +mv ILSVRC2012_val_00028548.JPEG n01806143/ +mv ILSVRC2012_val_00028549.JPEG n03661043/ +mv ILSVRC2012_val_00028550.JPEG n02807133/ +mv ILSVRC2012_val_00028551.JPEG n02277742/ +mv ILSVRC2012_val_00028552.JPEG n07613480/ +mv ILSVRC2012_val_00028553.JPEG n03297495/ +mv ILSVRC2012_val_00028554.JPEG n03761084/ +mv ILSVRC2012_val_00028555.JPEG n03109150/ +mv ILSVRC2012_val_00028556.JPEG n07716906/ +mv ILSVRC2012_val_00028557.JPEG n12267677/ +mv ILSVRC2012_val_00028558.JPEG n04204238/ +mv ILSVRC2012_val_00028559.JPEG n04204347/ +mv ILSVRC2012_val_00028560.JPEG n04596742/ +mv ILSVRC2012_val_00028561.JPEG n03710637/ +mv ILSVRC2012_val_00028562.JPEG n02481823/ +mv ILSVRC2012_val_00028563.JPEG n02669723/ +mv ILSVRC2012_val_00028564.JPEG n01491361/ +mv ILSVRC2012_val_00028565.JPEG n01629819/ +mv ILSVRC2012_val_00028566.JPEG n03982430/ +mv ILSVRC2012_val_00028567.JPEG n02869837/ +mv ILSVRC2012_val_00028568.JPEG n01843065/ +mv ILSVRC2012_val_00028569.JPEG n04311174/ +mv ILSVRC2012_val_00028570.JPEG n01820546/ +mv ILSVRC2012_val_00028571.JPEG n01677366/ +mv ILSVRC2012_val_00028572.JPEG n02108089/ +mv ILSVRC2012_val_00028573.JPEG n01807496/ +mv ILSVRC2012_val_00028574.JPEG n03710721/ +mv ILSVRC2012_val_00028575.JPEG n03063599/ +mv ILSVRC2012_val_00028576.JPEG n03498962/ +mv ILSVRC2012_val_00028577.JPEG n01729322/ +mv ILSVRC2012_val_00028578.JPEG n02769748/ +mv ILSVRC2012_val_00028579.JPEG n02268853/ +mv ILSVRC2012_val_00028580.JPEG n04081281/ +mv ILSVRC2012_val_00028581.JPEG n03983396/ +mv ILSVRC2012_val_00028582.JPEG n06359193/ +mv ILSVRC2012_val_00028583.JPEG n02127052/ +mv ILSVRC2012_val_00028584.JPEG n02107142/ +mv ILSVRC2012_val_00028585.JPEG n02488702/ +mv ILSVRC2012_val_00028586.JPEG n02006656/ +mv ILSVRC2012_val_00028587.JPEG n07831146/ +mv ILSVRC2012_val_00028588.JPEG n02676566/ +mv ILSVRC2012_val_00028589.JPEG n04277352/ +mv ILSVRC2012_val_00028590.JPEG n03527444/ +mv ILSVRC2012_val_00028591.JPEG n03372029/ +mv ILSVRC2012_val_00028592.JPEG n03314780/ +mv ILSVRC2012_val_00028593.JPEG n02114712/ +mv ILSVRC2012_val_00028594.JPEG n01978287/ +mv ILSVRC2012_val_00028595.JPEG n03337140/ +mv ILSVRC2012_val_00028596.JPEG n03538406/ +mv ILSVRC2012_val_00028597.JPEG n02917067/ +mv ILSVRC2012_val_00028598.JPEG n01756291/ +mv ILSVRC2012_val_00028599.JPEG n01667778/ +mv ILSVRC2012_val_00028600.JPEG n01795545/ +mv ILSVRC2012_val_00028601.JPEG n01631663/ +mv ILSVRC2012_val_00028602.JPEG n02088364/ +mv ILSVRC2012_val_00028603.JPEG n02808304/ +mv ILSVRC2012_val_00028604.JPEG n01797886/ +mv ILSVRC2012_val_00028605.JPEG n02104029/ +mv ILSVRC2012_val_00028606.JPEG n03201208/ +mv ILSVRC2012_val_00028607.JPEG n01558993/ +mv ILSVRC2012_val_00028608.JPEG n03967562/ +mv ILSVRC2012_val_00028609.JPEG n04428191/ +mv ILSVRC2012_val_00028610.JPEG n02494079/ +mv ILSVRC2012_val_00028611.JPEG n04162706/ +mv ILSVRC2012_val_00028612.JPEG n04515003/ +mv ILSVRC2012_val_00028613.JPEG n04040759/ +mv ILSVRC2012_val_00028614.JPEG n01774750/ +mv ILSVRC2012_val_00028615.JPEG n01943899/ +mv ILSVRC2012_val_00028616.JPEG n02098413/ +mv ILSVRC2012_val_00028617.JPEG n02099601/ +mv ILSVRC2012_val_00028618.JPEG n04270147/ +mv ILSVRC2012_val_00028619.JPEG n02417914/ +mv ILSVRC2012_val_00028620.JPEG n03065424/ +mv ILSVRC2012_val_00028621.JPEG n07734744/ +mv ILSVRC2012_val_00028622.JPEG n02007558/ +mv ILSVRC2012_val_00028623.JPEG n02119789/ +mv ILSVRC2012_val_00028624.JPEG n07695742/ +mv ILSVRC2012_val_00028625.JPEG n02364673/ +mv ILSVRC2012_val_00028626.JPEG n01689811/ +mv ILSVRC2012_val_00028627.JPEG n02672831/ +mv ILSVRC2012_val_00028628.JPEG n02124075/ +mv ILSVRC2012_val_00028629.JPEG n01644900/ +mv ILSVRC2012_val_00028630.JPEG n04335435/ +mv ILSVRC2012_val_00028631.JPEG n02086646/ +mv ILSVRC2012_val_00028632.JPEG n02095889/ +mv ILSVRC2012_val_00028633.JPEG n02105251/ +mv ILSVRC2012_val_00028634.JPEG n02391049/ +mv ILSVRC2012_val_00028635.JPEG n01955084/ +mv ILSVRC2012_val_00028636.JPEG n02480495/ +mv ILSVRC2012_val_00028637.JPEG n03032252/ +mv ILSVRC2012_val_00028638.JPEG n02808440/ +mv ILSVRC2012_val_00028639.JPEG n03637318/ +mv ILSVRC2012_val_00028640.JPEG n02877765/ +mv ILSVRC2012_val_00028641.JPEG n04597913/ +mv ILSVRC2012_val_00028642.JPEG n02112706/ +mv ILSVRC2012_val_00028643.JPEG n04590129/ +mv ILSVRC2012_val_00028644.JPEG n01910747/ +mv ILSVRC2012_val_00028645.JPEG n02895154/ +mv ILSVRC2012_val_00028646.JPEG n03062245/ +mv ILSVRC2012_val_00028647.JPEG n03775546/ +mv ILSVRC2012_val_00028648.JPEG n03372029/ +mv ILSVRC2012_val_00028649.JPEG n04228054/ +mv ILSVRC2012_val_00028650.JPEG n04258138/ +mv ILSVRC2012_val_00028651.JPEG n04074963/ +mv ILSVRC2012_val_00028652.JPEG n11879895/ +mv ILSVRC2012_val_00028653.JPEG n01986214/ +mv ILSVRC2012_val_00028654.JPEG n01943899/ +mv ILSVRC2012_val_00028655.JPEG n02138441/ +mv ILSVRC2012_val_00028656.JPEG n01806143/ +mv ILSVRC2012_val_00028657.JPEG n01983481/ +mv ILSVRC2012_val_00028658.JPEG n03478589/ +mv ILSVRC2012_val_00028659.JPEG n04389033/ +mv ILSVRC2012_val_00028660.JPEG n02951358/ +mv ILSVRC2012_val_00028661.JPEG n02102318/ +mv ILSVRC2012_val_00028662.JPEG n03763968/ +mv ILSVRC2012_val_00028663.JPEG n03594734/ +mv ILSVRC2012_val_00028664.JPEG n01689811/ +mv ILSVRC2012_val_00028665.JPEG n07753113/ +mv ILSVRC2012_val_00028666.JPEG n02074367/ +mv ILSVRC2012_val_00028667.JPEG n01819313/ +mv ILSVRC2012_val_00028668.JPEG n03467068/ +mv ILSVRC2012_val_00028669.JPEG n03393912/ +mv ILSVRC2012_val_00028670.JPEG n02056570/ +mv ILSVRC2012_val_00028671.JPEG n04008634/ +mv ILSVRC2012_val_00028672.JPEG n04254777/ +mv ILSVRC2012_val_00028673.JPEG n01644900/ +mv ILSVRC2012_val_00028674.JPEG n02106166/ +mv ILSVRC2012_val_00028675.JPEG n03891251/ +mv ILSVRC2012_val_00028676.JPEG n04435653/ +mv ILSVRC2012_val_00028677.JPEG n01773549/ +mv ILSVRC2012_val_00028678.JPEG n03729826/ +mv ILSVRC2012_val_00028679.JPEG n01770081/ +mv ILSVRC2012_val_00028680.JPEG n03529860/ +mv ILSVRC2012_val_00028681.JPEG n03110669/ +mv ILSVRC2012_val_00028682.JPEG n03841143/ +mv ILSVRC2012_val_00028683.JPEG n02091244/ +mv ILSVRC2012_val_00028684.JPEG n04067472/ +mv ILSVRC2012_val_00028685.JPEG n04371430/ +mv ILSVRC2012_val_00028686.JPEG n03796401/ +mv ILSVRC2012_val_00028687.JPEG n03782006/ +mv ILSVRC2012_val_00028688.JPEG n04238763/ +mv ILSVRC2012_val_00028689.JPEG n01784675/ +mv ILSVRC2012_val_00028690.JPEG n04019541/ +mv ILSVRC2012_val_00028691.JPEG n02097209/ +mv ILSVRC2012_val_00028692.JPEG n02259212/ +mv ILSVRC2012_val_00028693.JPEG n03956157/ +mv ILSVRC2012_val_00028694.JPEG n02112706/ +mv ILSVRC2012_val_00028695.JPEG n02111889/ +mv ILSVRC2012_val_00028696.JPEG n03527444/ +mv ILSVRC2012_val_00028697.JPEG n02167151/ +mv ILSVRC2012_val_00028698.JPEG n04442312/ +mv ILSVRC2012_val_00028699.JPEG n07695742/ +mv ILSVRC2012_val_00028700.JPEG n03710193/ +mv ILSVRC2012_val_00028701.JPEG n04074963/ +mv ILSVRC2012_val_00028702.JPEG n02099849/ +mv ILSVRC2012_val_00028703.JPEG n02134418/ +mv ILSVRC2012_val_00028704.JPEG n02825657/ +mv ILSVRC2012_val_00028705.JPEG n13037406/ +mv ILSVRC2012_val_00028706.JPEG n02085782/ +mv ILSVRC2012_val_00028707.JPEG n02417914/ +mv ILSVRC2012_val_00028708.JPEG n12620546/ +mv ILSVRC2012_val_00028709.JPEG n04275548/ +mv ILSVRC2012_val_00028710.JPEG n02804610/ +mv ILSVRC2012_val_00028711.JPEG n04146614/ +mv ILSVRC2012_val_00028712.JPEG n01514668/ +mv ILSVRC2012_val_00028713.JPEG n01443537/ +mv ILSVRC2012_val_00028714.JPEG n04509417/ +mv ILSVRC2012_val_00028715.JPEG n02892201/ +mv ILSVRC2012_val_00028716.JPEG n02088466/ +mv ILSVRC2012_val_00028717.JPEG n03065424/ +mv ILSVRC2012_val_00028718.JPEG n04254120/ +mv ILSVRC2012_val_00028719.JPEG n03792972/ +mv ILSVRC2012_val_00028720.JPEG n01924916/ +mv ILSVRC2012_val_00028721.JPEG n02037110/ +mv ILSVRC2012_val_00028722.JPEG n07697537/ +mv ILSVRC2012_val_00028723.JPEG n03394916/ +mv ILSVRC2012_val_00028724.JPEG n02101006/ +mv ILSVRC2012_val_00028725.JPEG n02110806/ +mv ILSVRC2012_val_00028726.JPEG n03146219/ +mv ILSVRC2012_val_00028727.JPEG n02814860/ +mv ILSVRC2012_val_00028728.JPEG n03649909/ +mv ILSVRC2012_val_00028729.JPEG n03127747/ +mv ILSVRC2012_val_00028730.JPEG n01980166/ +mv ILSVRC2012_val_00028731.JPEG n02092002/ +mv ILSVRC2012_val_00028732.JPEG n03787032/ +mv ILSVRC2012_val_00028733.JPEG n02133161/ +mv ILSVRC2012_val_00028734.JPEG n03874599/ +mv ILSVRC2012_val_00028735.JPEG n04201297/ +mv ILSVRC2012_val_00028736.JPEG n02106550/ +mv ILSVRC2012_val_00028737.JPEG n07615774/ +mv ILSVRC2012_val_00028738.JPEG n03710637/ +mv ILSVRC2012_val_00028739.JPEG n03527444/ +mv ILSVRC2012_val_00028740.JPEG n07714990/ +mv ILSVRC2012_val_00028741.JPEG n03017168/ +mv ILSVRC2012_val_00028742.JPEG n02111500/ +mv ILSVRC2012_val_00028743.JPEG n01744401/ +mv ILSVRC2012_val_00028744.JPEG n03950228/ +mv ILSVRC2012_val_00028745.JPEG n02410509/ +mv ILSVRC2012_val_00028746.JPEG n02483708/ +mv ILSVRC2012_val_00028747.JPEG n07583066/ +mv ILSVRC2012_val_00028748.JPEG n04589890/ +mv ILSVRC2012_val_00028749.JPEG n02655020/ +mv ILSVRC2012_val_00028750.JPEG n02259212/ +mv ILSVRC2012_val_00028751.JPEG n01990800/ +mv ILSVRC2012_val_00028752.JPEG n03457902/ +mv ILSVRC2012_val_00028753.JPEG n07920052/ +mv ILSVRC2012_val_00028754.JPEG n04505470/ +mv ILSVRC2012_val_00028755.JPEG n02111129/ +mv ILSVRC2012_val_00028756.JPEG n03216828/ +mv ILSVRC2012_val_00028757.JPEG n02892767/ +mv ILSVRC2012_val_00028758.JPEG n02095314/ +mv ILSVRC2012_val_00028759.JPEG n02092002/ +mv ILSVRC2012_val_00028760.JPEG n01664065/ +mv ILSVRC2012_val_00028761.JPEG n03944341/ +mv ILSVRC2012_val_00028762.JPEG n03495258/ +mv ILSVRC2012_val_00028763.JPEG n01737021/ +mv ILSVRC2012_val_00028764.JPEG n01677366/ +mv ILSVRC2012_val_00028765.JPEG n01806567/ +mv ILSVRC2012_val_00028766.JPEG n02097298/ +mv ILSVRC2012_val_00028767.JPEG n04532670/ +mv ILSVRC2012_val_00028768.JPEG n04522168/ +mv ILSVRC2012_val_00028769.JPEG n02708093/ +mv ILSVRC2012_val_00028770.JPEG n02066245/ +mv ILSVRC2012_val_00028771.JPEG n02971356/ +mv ILSVRC2012_val_00028772.JPEG n02906734/ +mv ILSVRC2012_val_00028773.JPEG n03492542/ +mv ILSVRC2012_val_00028774.JPEG n03930313/ +mv ILSVRC2012_val_00028775.JPEG n02396427/ +mv ILSVRC2012_val_00028776.JPEG n02037110/ +mv ILSVRC2012_val_00028777.JPEG n03297495/ +mv ILSVRC2012_val_00028778.JPEG n03017168/ +mv ILSVRC2012_val_00028779.JPEG n01773797/ +mv ILSVRC2012_val_00028780.JPEG n03786901/ +mv ILSVRC2012_val_00028781.JPEG n02910353/ +mv ILSVRC2012_val_00028782.JPEG n02102177/ +mv ILSVRC2012_val_00028783.JPEG n02730930/ +mv ILSVRC2012_val_00028784.JPEG n02480495/ +mv ILSVRC2012_val_00028785.JPEG n04562935/ +mv ILSVRC2012_val_00028786.JPEG n02109525/ +mv ILSVRC2012_val_00028787.JPEG n02988304/ +mv ILSVRC2012_val_00028788.JPEG n02091467/ +mv ILSVRC2012_val_00028789.JPEG n04204238/ +mv ILSVRC2012_val_00028790.JPEG n04476259/ +mv ILSVRC2012_val_00028791.JPEG n01532829/ +mv ILSVRC2012_val_00028792.JPEG n03208938/ +mv ILSVRC2012_val_00028793.JPEG n04532106/ +mv ILSVRC2012_val_00028794.JPEG n02165105/ +mv ILSVRC2012_val_00028795.JPEG n01677366/ +mv ILSVRC2012_val_00028796.JPEG n07715103/ +mv ILSVRC2012_val_00028797.JPEG n02795169/ +mv ILSVRC2012_val_00028798.JPEG n02127052/ +mv ILSVRC2012_val_00028799.JPEG n02098286/ +mv ILSVRC2012_val_00028800.JPEG n01728572/ +mv ILSVRC2012_val_00028801.JPEG n01833805/ +mv ILSVRC2012_val_00028802.JPEG n02445715/ +mv ILSVRC2012_val_00028803.JPEG n02259212/ +mv ILSVRC2012_val_00028804.JPEG n04209133/ +mv ILSVRC2012_val_00028805.JPEG n07711569/ +mv ILSVRC2012_val_00028806.JPEG n07860988/ +mv ILSVRC2012_val_00028807.JPEG n09421951/ +mv ILSVRC2012_val_00028808.JPEG n03125729/ +mv ILSVRC2012_val_00028809.JPEG n04141076/ +mv ILSVRC2012_val_00028810.JPEG n01742172/ +mv ILSVRC2012_val_00028811.JPEG n03063689/ +mv ILSVRC2012_val_00028812.JPEG n01704323/ +mv ILSVRC2012_val_00028813.JPEG n01748264/ +mv ILSVRC2012_val_00028814.JPEG n01770393/ +mv ILSVRC2012_val_00028815.JPEG n01955084/ +mv ILSVRC2012_val_00028816.JPEG n02894605/ +mv ILSVRC2012_val_00028817.JPEG n03792972/ +mv ILSVRC2012_val_00028818.JPEG n04141975/ +mv ILSVRC2012_val_00028819.JPEG n02672831/ +mv ILSVRC2012_val_00028820.JPEG n03018349/ +mv ILSVRC2012_val_00028821.JPEG n02971356/ +mv ILSVRC2012_val_00028822.JPEG n02859443/ +mv ILSVRC2012_val_00028823.JPEG n07749582/ +mv ILSVRC2012_val_00028824.JPEG n03792782/ +mv ILSVRC2012_val_00028825.JPEG n02398521/ +mv ILSVRC2012_val_00028826.JPEG n04254777/ +mv ILSVRC2012_val_00028827.JPEG n02326432/ +mv ILSVRC2012_val_00028828.JPEG n03877472/ +mv ILSVRC2012_val_00028829.JPEG n02123045/ +mv ILSVRC2012_val_00028830.JPEG n03623198/ +mv ILSVRC2012_val_00028831.JPEG n02342885/ +mv ILSVRC2012_val_00028832.JPEG n03187595/ +mv ILSVRC2012_val_00028833.JPEG n03884397/ +mv ILSVRC2012_val_00028834.JPEG n04330267/ +mv ILSVRC2012_val_00028835.JPEG n04266014/ +mv ILSVRC2012_val_00028836.JPEG n02138441/ +mv ILSVRC2012_val_00028837.JPEG n03538406/ +mv ILSVRC2012_val_00028838.JPEG n03000247/ +mv ILSVRC2012_val_00028839.JPEG n02363005/ +mv ILSVRC2012_val_00028840.JPEG n02883205/ +mv ILSVRC2012_val_00028841.JPEG n07753592/ +mv ILSVRC2012_val_00028842.JPEG n04371430/ +mv ILSVRC2012_val_00028843.JPEG n03871628/ +mv ILSVRC2012_val_00028844.JPEG n03633091/ +mv ILSVRC2012_val_00028845.JPEG n04023962/ +mv ILSVRC2012_val_00028846.JPEG n01740131/ +mv ILSVRC2012_val_00028847.JPEG n04251144/ +mv ILSVRC2012_val_00028848.JPEG n02870880/ +mv ILSVRC2012_val_00028849.JPEG n02009912/ +mv ILSVRC2012_val_00028850.JPEG n03461385/ +mv ILSVRC2012_val_00028851.JPEG n02328150/ +mv ILSVRC2012_val_00028852.JPEG n01945685/ +mv ILSVRC2012_val_00028853.JPEG n02280649/ +mv ILSVRC2012_val_00028854.JPEG n02012849/ +mv ILSVRC2012_val_00028855.JPEG n02112137/ +mv ILSVRC2012_val_00028856.JPEG n04326547/ +mv ILSVRC2012_val_00028857.JPEG n02117135/ +mv ILSVRC2012_val_00028858.JPEG n07930864/ +mv ILSVRC2012_val_00028859.JPEG n04136333/ +mv ILSVRC2012_val_00028860.JPEG n04370456/ +mv ILSVRC2012_val_00028861.JPEG n01737021/ +mv ILSVRC2012_val_00028862.JPEG n01817953/ +mv ILSVRC2012_val_00028863.JPEG n03888605/ +mv ILSVRC2012_val_00028864.JPEG n03452741/ +mv ILSVRC2012_val_00028865.JPEG n04330267/ +mv ILSVRC2012_val_00028866.JPEG n07932039/ +mv ILSVRC2012_val_00028867.JPEG n02398521/ +mv ILSVRC2012_val_00028868.JPEG n07930864/ +mv ILSVRC2012_val_00028869.JPEG n03787032/ +mv ILSVRC2012_val_00028870.JPEG n02112350/ +mv ILSVRC2012_val_00028871.JPEG n12267677/ +mv ILSVRC2012_val_00028872.JPEG n03494278/ +mv ILSVRC2012_val_00028873.JPEG n07693725/ +mv ILSVRC2012_val_00028874.JPEG n03857828/ +mv ILSVRC2012_val_00028875.JPEG n02815834/ +mv ILSVRC2012_val_00028876.JPEG n04376876/ +mv ILSVRC2012_val_00028877.JPEG n03874293/ +mv ILSVRC2012_val_00028878.JPEG n04371774/ +mv ILSVRC2012_val_00028879.JPEG n03929855/ +mv ILSVRC2012_val_00028880.JPEG n02841315/ +mv ILSVRC2012_val_00028881.JPEG n02090721/ +mv ILSVRC2012_val_00028882.JPEG n09468604/ +mv ILSVRC2012_val_00028883.JPEG n02488291/ +mv ILSVRC2012_val_00028884.JPEG n02106662/ +mv ILSVRC2012_val_00028885.JPEG n03461385/ +mv ILSVRC2012_val_00028886.JPEG n04485082/ +mv ILSVRC2012_val_00028887.JPEG n03995372/ +mv ILSVRC2012_val_00028888.JPEG n02493793/ +mv ILSVRC2012_val_00028889.JPEG n01914609/ +mv ILSVRC2012_val_00028890.JPEG n02002556/ +mv ILSVRC2012_val_00028891.JPEG n07711569/ +mv ILSVRC2012_val_00028892.JPEG n02098286/ +mv ILSVRC2012_val_00028893.JPEG n07693725/ +mv ILSVRC2012_val_00028894.JPEG n02422106/ +mv ILSVRC2012_val_00028895.JPEG n02110958/ +mv ILSVRC2012_val_00028896.JPEG n04613696/ +mv ILSVRC2012_val_00028897.JPEG n03692522/ +mv ILSVRC2012_val_00028898.JPEG n07920052/ +mv ILSVRC2012_val_00028899.JPEG n02799071/ +mv ILSVRC2012_val_00028900.JPEG n04037443/ +mv ILSVRC2012_val_00028901.JPEG n02113978/ +mv ILSVRC2012_val_00028902.JPEG n01530575/ +mv ILSVRC2012_val_00028903.JPEG n10565667/ +mv ILSVRC2012_val_00028904.JPEG n10148035/ +mv ILSVRC2012_val_00028905.JPEG n03773504/ +mv ILSVRC2012_val_00028906.JPEG n03347037/ +mv ILSVRC2012_val_00028907.JPEG n09193705/ +mv ILSVRC2012_val_00028908.JPEG n02113978/ +mv ILSVRC2012_val_00028909.JPEG n01882714/ +mv ILSVRC2012_val_00028910.JPEG n03527444/ +mv ILSVRC2012_val_00028911.JPEG n02979186/ +mv ILSVRC2012_val_00028912.JPEG n01877812/ +mv ILSVRC2012_val_00028913.JPEG n02111129/ +mv ILSVRC2012_val_00028914.JPEG n03417042/ +mv ILSVRC2012_val_00028915.JPEG n03461385/ +mv ILSVRC2012_val_00028916.JPEG n02114855/ +mv ILSVRC2012_val_00028917.JPEG n12768682/ +mv ILSVRC2012_val_00028918.JPEG n01950731/ +mv ILSVRC2012_val_00028919.JPEG n02667093/ +mv ILSVRC2012_val_00028920.JPEG n02011460/ +mv ILSVRC2012_val_00028921.JPEG n03290653/ +mv ILSVRC2012_val_00028922.JPEG n02108000/ +mv ILSVRC2012_val_00028923.JPEG n04229816/ +mv ILSVRC2012_val_00028924.JPEG n01930112/ +mv ILSVRC2012_val_00028925.JPEG n02486261/ +mv ILSVRC2012_val_00028926.JPEG n04542943/ +mv ILSVRC2012_val_00028927.JPEG n04235860/ +mv ILSVRC2012_val_00028928.JPEG n07768694/ +mv ILSVRC2012_val_00028929.JPEG n02403003/ +mv ILSVRC2012_val_00028930.JPEG n03786901/ +mv ILSVRC2012_val_00028931.JPEG n02396427/ +mv ILSVRC2012_val_00028932.JPEG n02109047/ +mv ILSVRC2012_val_00028933.JPEG n01968897/ +mv ILSVRC2012_val_00028934.JPEG n03388043/ +mv ILSVRC2012_val_00028935.JPEG n04258138/ +mv ILSVRC2012_val_00028936.JPEG n02112137/ +mv ILSVRC2012_val_00028937.JPEG n02607072/ +mv ILSVRC2012_val_00028938.JPEG n02134084/ +mv ILSVRC2012_val_00028939.JPEG n03837869/ +mv ILSVRC2012_val_00028940.JPEG n04200800/ +mv ILSVRC2012_val_00028941.JPEG n02071294/ +mv ILSVRC2012_val_00028942.JPEG n04141076/ +mv ILSVRC2012_val_00028943.JPEG n02085620/ +mv ILSVRC2012_val_00028944.JPEG n03218198/ +mv ILSVRC2012_val_00028945.JPEG n02098286/ +mv ILSVRC2012_val_00028946.JPEG n02099601/ +mv ILSVRC2012_val_00028947.JPEG n04099969/ +mv ILSVRC2012_val_00028948.JPEG n03216828/ +mv ILSVRC2012_val_00028949.JPEG n02892767/ +mv ILSVRC2012_val_00028950.JPEG n03482405/ +mv ILSVRC2012_val_00028951.JPEG n03838899/ +mv ILSVRC2012_val_00028952.JPEG n03018349/ +mv ILSVRC2012_val_00028953.JPEG n04487394/ +mv ILSVRC2012_val_00028954.JPEG n04141076/ +mv ILSVRC2012_val_00028955.JPEG n02106382/ +mv ILSVRC2012_val_00028956.JPEG n11939491/ +mv ILSVRC2012_val_00028957.JPEG n03100240/ +mv ILSVRC2012_val_00028958.JPEG n03908714/ +mv ILSVRC2012_val_00028959.JPEG n07831146/ +mv ILSVRC2012_val_00028960.JPEG n09256479/ +mv ILSVRC2012_val_00028961.JPEG n12267677/ +mv ILSVRC2012_val_00028962.JPEG n04152593/ +mv ILSVRC2012_val_00028963.JPEG n02093428/ +mv ILSVRC2012_val_00028964.JPEG n02791270/ +mv ILSVRC2012_val_00028965.JPEG n02099429/ +mv ILSVRC2012_val_00028966.JPEG n02105056/ +mv ILSVRC2012_val_00028967.JPEG n03223299/ +mv ILSVRC2012_val_00028968.JPEG n02643566/ +mv ILSVRC2012_val_00028969.JPEG n07720875/ +mv ILSVRC2012_val_00028970.JPEG n02124075/ +mv ILSVRC2012_val_00028971.JPEG n02699494/ +mv ILSVRC2012_val_00028972.JPEG n03888605/ +mv ILSVRC2012_val_00028973.JPEG n03249569/ +mv ILSVRC2012_val_00028974.JPEG n03584254/ +mv ILSVRC2012_val_00028975.JPEG n02981792/ +mv ILSVRC2012_val_00028976.JPEG n04133789/ +mv ILSVRC2012_val_00028977.JPEG n03534580/ +mv ILSVRC2012_val_00028978.JPEG n01518878/ +mv ILSVRC2012_val_00028979.JPEG n02704792/ +mv ILSVRC2012_val_00028980.JPEG n07747607/ +mv ILSVRC2012_val_00028981.JPEG n13037406/ +mv ILSVRC2012_val_00028982.JPEG n02488291/ +mv ILSVRC2012_val_00028983.JPEG n03538406/ +mv ILSVRC2012_val_00028984.JPEG n03627232/ +mv ILSVRC2012_val_00028985.JPEG n02099429/ +mv ILSVRC2012_val_00028986.JPEG n02704792/ +mv ILSVRC2012_val_00028987.JPEG n07684084/ +mv ILSVRC2012_val_00028988.JPEG n03733805/ +mv ILSVRC2012_val_00028989.JPEG n02397096/ +mv ILSVRC2012_val_00028990.JPEG n02114367/ +mv ILSVRC2012_val_00028991.JPEG n02319095/ +mv ILSVRC2012_val_00028992.JPEG n02086646/ +mv ILSVRC2012_val_00028993.JPEG n02094433/ +mv ILSVRC2012_val_00028994.JPEG n04133789/ +mv ILSVRC2012_val_00028995.JPEG n04483307/ +mv ILSVRC2012_val_00028996.JPEG n02504013/ +mv ILSVRC2012_val_00028997.JPEG n04525038/ +mv ILSVRC2012_val_00028998.JPEG n04265275/ +mv ILSVRC2012_val_00028999.JPEG n04209239/ +mv ILSVRC2012_val_00029000.JPEG n03967562/ +mv ILSVRC2012_val_00029001.JPEG n02129165/ +mv ILSVRC2012_val_00029002.JPEG n03777754/ +mv ILSVRC2012_val_00029003.JPEG n09835506/ +mv ILSVRC2012_val_00029004.JPEG n02727426/ +mv ILSVRC2012_val_00029005.JPEG n01693334/ +mv ILSVRC2012_val_00029006.JPEG n02457408/ +mv ILSVRC2012_val_00029007.JPEG n02128925/ +mv ILSVRC2012_val_00029008.JPEG n03903868/ +mv ILSVRC2012_val_00029009.JPEG n04409515/ +mv ILSVRC2012_val_00029010.JPEG n01950731/ +mv ILSVRC2012_val_00029011.JPEG n06359193/ +mv ILSVRC2012_val_00029012.JPEG n03187595/ +mv ILSVRC2012_val_00029013.JPEG n01950731/ +mv ILSVRC2012_val_00029014.JPEG n04041544/ +mv ILSVRC2012_val_00029015.JPEG n02892767/ +mv ILSVRC2012_val_00029016.JPEG n02363005/ +mv ILSVRC2012_val_00029017.JPEG n04355338/ +mv ILSVRC2012_val_00029018.JPEG n02277742/ +mv ILSVRC2012_val_00029019.JPEG n04090263/ +mv ILSVRC2012_val_00029020.JPEG n03314780/ +mv ILSVRC2012_val_00029021.JPEG n04285008/ +mv ILSVRC2012_val_00029022.JPEG n01847000/ +mv ILSVRC2012_val_00029023.JPEG n02094433/ +mv ILSVRC2012_val_00029024.JPEG n02098105/ +mv ILSVRC2012_val_00029025.JPEG n07892512/ +mv ILSVRC2012_val_00029026.JPEG n09229709/ +mv ILSVRC2012_val_00029027.JPEG n03527444/ +mv ILSVRC2012_val_00029028.JPEG n03530642/ +mv ILSVRC2012_val_00029029.JPEG n01774384/ +mv ILSVRC2012_val_00029030.JPEG n01773157/ +mv ILSVRC2012_val_00029031.JPEG n04366367/ +mv ILSVRC2012_val_00029032.JPEG n03676483/ +mv ILSVRC2012_val_00029033.JPEG n01930112/ +mv ILSVRC2012_val_00029034.JPEG n03933933/ +mv ILSVRC2012_val_00029035.JPEG n03877845/ +mv ILSVRC2012_val_00029036.JPEG n02104365/ +mv ILSVRC2012_val_00029037.JPEG n07697537/ +mv ILSVRC2012_val_00029038.JPEG n02444819/ +mv ILSVRC2012_val_00029039.JPEG n13037406/ +mv ILSVRC2012_val_00029040.JPEG n04296562/ +mv ILSVRC2012_val_00029041.JPEG n02457408/ +mv ILSVRC2012_val_00029042.JPEG n11879895/ +mv ILSVRC2012_val_00029043.JPEG n04120489/ +mv ILSVRC2012_val_00029044.JPEG n03958227/ +mv ILSVRC2012_val_00029045.JPEG n03187595/ +mv ILSVRC2012_val_00029046.JPEG n03930630/ +mv ILSVRC2012_val_00029047.JPEG n02277742/ +mv ILSVRC2012_val_00029048.JPEG n01774750/ +mv ILSVRC2012_val_00029049.JPEG n04550184/ +mv ILSVRC2012_val_00029050.JPEG n02837789/ +mv ILSVRC2012_val_00029051.JPEG n04479046/ +mv ILSVRC2012_val_00029052.JPEG n02500267/ +mv ILSVRC2012_val_00029053.JPEG n04317175/ +mv ILSVRC2012_val_00029054.JPEG n07875152/ +mv ILSVRC2012_val_00029055.JPEG n01687978/ +mv ILSVRC2012_val_00029056.JPEG n02088094/ +mv ILSVRC2012_val_00029057.JPEG n02814533/ +mv ILSVRC2012_val_00029058.JPEG n02109961/ +mv ILSVRC2012_val_00029059.JPEG n02117135/ +mv ILSVRC2012_val_00029060.JPEG n04579145/ +mv ILSVRC2012_val_00029061.JPEG n07880968/ +mv ILSVRC2012_val_00029062.JPEG n02190166/ +mv ILSVRC2012_val_00029063.JPEG n02396427/ +mv ILSVRC2012_val_00029064.JPEG n04542943/ +mv ILSVRC2012_val_00029065.JPEG n04357314/ +mv ILSVRC2012_val_00029066.JPEG n02114855/ +mv ILSVRC2012_val_00029067.JPEG n03920288/ +mv ILSVRC2012_val_00029068.JPEG n02120079/ +mv ILSVRC2012_val_00029069.JPEG n01776313/ +mv ILSVRC2012_val_00029070.JPEG n01847000/ +mv ILSVRC2012_val_00029071.JPEG n04447861/ +mv ILSVRC2012_val_00029072.JPEG n04019541/ +mv ILSVRC2012_val_00029073.JPEG n03201208/ +mv ILSVRC2012_val_00029074.JPEG n03857828/ +mv ILSVRC2012_val_00029075.JPEG n03404251/ +mv ILSVRC2012_val_00029076.JPEG n07754684/ +mv ILSVRC2012_val_00029077.JPEG n09256479/ +mv ILSVRC2012_val_00029078.JPEG n02442845/ +mv ILSVRC2012_val_00029079.JPEG n06794110/ +mv ILSVRC2012_val_00029080.JPEG n02917067/ +mv ILSVRC2012_val_00029081.JPEG n04592741/ +mv ILSVRC2012_val_00029082.JPEG n02389026/ +mv ILSVRC2012_val_00029083.JPEG n03444034/ +mv ILSVRC2012_val_00029084.JPEG n03724870/ +mv ILSVRC2012_val_00029085.JPEG n02895154/ +mv ILSVRC2012_val_00029086.JPEG n02165456/ +mv ILSVRC2012_val_00029087.JPEG n03804744/ +mv ILSVRC2012_val_00029088.JPEG n01742172/ +mv ILSVRC2012_val_00029089.JPEG n02037110/ +mv ILSVRC2012_val_00029090.JPEG n02087046/ +mv ILSVRC2012_val_00029091.JPEG n02865351/ +mv ILSVRC2012_val_00029092.JPEG n02025239/ +mv ILSVRC2012_val_00029093.JPEG n03887697/ +mv ILSVRC2012_val_00029094.JPEG n02814533/ +mv ILSVRC2012_val_00029095.JPEG n04133789/ +mv ILSVRC2012_val_00029096.JPEG n03891332/ +mv ILSVRC2012_val_00029097.JPEG n02483708/ +mv ILSVRC2012_val_00029098.JPEG n07714571/ +mv ILSVRC2012_val_00029099.JPEG n03982430/ +mv ILSVRC2012_val_00029100.JPEG n04579145/ +mv ILSVRC2012_val_00029101.JPEG n02127052/ +mv ILSVRC2012_val_00029102.JPEG n07932039/ +mv ILSVRC2012_val_00029103.JPEG n04238763/ +mv ILSVRC2012_val_00029104.JPEG n03710637/ +mv ILSVRC2012_val_00029105.JPEG n02825657/ +mv ILSVRC2012_val_00029106.JPEG n03977966/ +mv ILSVRC2012_val_00029107.JPEG n02321529/ +mv ILSVRC2012_val_00029108.JPEG n02493509/ +mv ILSVRC2012_val_00029109.JPEG n02219486/ +mv ILSVRC2012_val_00029110.JPEG n09193705/ +mv ILSVRC2012_val_00029111.JPEG n01950731/ +mv ILSVRC2012_val_00029112.JPEG n03457902/ +mv ILSVRC2012_val_00029113.JPEG n03908714/ +mv ILSVRC2012_val_00029114.JPEG n03980874/ +mv ILSVRC2012_val_00029115.JPEG n02113624/ +mv ILSVRC2012_val_00029116.JPEG n03393912/ +mv ILSVRC2012_val_00029117.JPEG n03379051/ +mv ILSVRC2012_val_00029118.JPEG n01688243/ +mv ILSVRC2012_val_00029119.JPEG n02971356/ +mv ILSVRC2012_val_00029120.JPEG n04243546/ +mv ILSVRC2012_val_00029121.JPEG n02510455/ +mv ILSVRC2012_val_00029122.JPEG n02092002/ +mv ILSVRC2012_val_00029123.JPEG n02116738/ +mv ILSVRC2012_val_00029124.JPEG n02391049/ +mv ILSVRC2012_val_00029125.JPEG n04111531/ +mv ILSVRC2012_val_00029126.JPEG n02128925/ +mv ILSVRC2012_val_00029127.JPEG n02097047/ +mv ILSVRC2012_val_00029128.JPEG n02071294/ +mv ILSVRC2012_val_00029129.JPEG n04462240/ +mv ILSVRC2012_val_00029130.JPEG n01748264/ +mv ILSVRC2012_val_00029131.JPEG n02086910/ +mv ILSVRC2012_val_00029132.JPEG n04326547/ +mv ILSVRC2012_val_00029133.JPEG n02107908/ +mv ILSVRC2012_val_00029134.JPEG n06874185/ +mv ILSVRC2012_val_00029135.JPEG n03773504/ +mv ILSVRC2012_val_00029136.JPEG n04039381/ +mv ILSVRC2012_val_00029137.JPEG n03874293/ +mv ILSVRC2012_val_00029138.JPEG n04482393/ +mv ILSVRC2012_val_00029139.JPEG n04371774/ +mv ILSVRC2012_val_00029140.JPEG n02088094/ +mv ILSVRC2012_val_00029141.JPEG n03887697/ +mv ILSVRC2012_val_00029142.JPEG n03452741/ +mv ILSVRC2012_val_00029143.JPEG n07802026/ +mv ILSVRC2012_val_00029144.JPEG n02509815/ +mv ILSVRC2012_val_00029145.JPEG n03347037/ +mv ILSVRC2012_val_00029146.JPEG n03983396/ +mv ILSVRC2012_val_00029147.JPEG n01774750/ +mv ILSVRC2012_val_00029148.JPEG n02879718/ +mv ILSVRC2012_val_00029149.JPEG n03888257/ +mv ILSVRC2012_val_00029150.JPEG n01796340/ +mv ILSVRC2012_val_00029151.JPEG n07717556/ +mv ILSVRC2012_val_00029152.JPEG n02112706/ +mv ILSVRC2012_val_00029153.JPEG n01742172/ +mv ILSVRC2012_val_00029154.JPEG n12998815/ +mv ILSVRC2012_val_00029155.JPEG n03271574/ +mv ILSVRC2012_val_00029156.JPEG n01775062/ +mv ILSVRC2012_val_00029157.JPEG n02112706/ +mv ILSVRC2012_val_00029158.JPEG n04153751/ +mv ILSVRC2012_val_00029159.JPEG n04350905/ +mv ILSVRC2012_val_00029160.JPEG n02481823/ +mv ILSVRC2012_val_00029161.JPEG n02487347/ +mv ILSVRC2012_val_00029162.JPEG n01950731/ +mv ILSVRC2012_val_00029163.JPEG n02667093/ +mv ILSVRC2012_val_00029164.JPEG n02089973/ +mv ILSVRC2012_val_00029165.JPEG n04592741/ +mv ILSVRC2012_val_00029166.JPEG n03393912/ +mv ILSVRC2012_val_00029167.JPEG n02840245/ +mv ILSVRC2012_val_00029168.JPEG n02006656/ +mv ILSVRC2012_val_00029169.JPEG n01498041/ +mv ILSVRC2012_val_00029170.JPEG n04548362/ +mv ILSVRC2012_val_00029171.JPEG n02782093/ +mv ILSVRC2012_val_00029172.JPEG n09193705/ +mv ILSVRC2012_val_00029173.JPEG n02443114/ +mv ILSVRC2012_val_00029174.JPEG n01773549/ +mv ILSVRC2012_val_00029175.JPEG n02093428/ +mv ILSVRC2012_val_00029176.JPEG n04116512/ +mv ILSVRC2012_val_00029177.JPEG n01770393/ +mv ILSVRC2012_val_00029178.JPEG n02128925/ +mv ILSVRC2012_val_00029179.JPEG n02939185/ +mv ILSVRC2012_val_00029180.JPEG n04133789/ +mv ILSVRC2012_val_00029181.JPEG n02777292/ +mv ILSVRC2012_val_00029182.JPEG n03976657/ +mv ILSVRC2012_val_00029183.JPEG n03876231/ +mv ILSVRC2012_val_00029184.JPEG n02443114/ +mv ILSVRC2012_val_00029185.JPEG n04590129/ +mv ILSVRC2012_val_00029186.JPEG n02114855/ +mv ILSVRC2012_val_00029187.JPEG n04335435/ +mv ILSVRC2012_val_00029188.JPEG n03372029/ +mv ILSVRC2012_val_00029189.JPEG n04418357/ +mv ILSVRC2012_val_00029190.JPEG n02109961/ +mv ILSVRC2012_val_00029191.JPEG n02088094/ +mv ILSVRC2012_val_00029192.JPEG n02279972/ +mv ILSVRC2012_val_00029193.JPEG n03657121/ +mv ILSVRC2012_val_00029194.JPEG n04482393/ +mv ILSVRC2012_val_00029195.JPEG n04229816/ +mv ILSVRC2012_val_00029196.JPEG n02264363/ +mv ILSVRC2012_val_00029197.JPEG n04136333/ +mv ILSVRC2012_val_00029198.JPEG n02027492/ +mv ILSVRC2012_val_00029199.JPEG n03617480/ +mv ILSVRC2012_val_00029200.JPEG n07753592/ +mv ILSVRC2012_val_00029201.JPEG n03459775/ +mv ILSVRC2012_val_00029202.JPEG n04154565/ +mv ILSVRC2012_val_00029203.JPEG n03425413/ +mv ILSVRC2012_val_00029204.JPEG n01955084/ +mv ILSVRC2012_val_00029205.JPEG n03127925/ +mv ILSVRC2012_val_00029206.JPEG n02017213/ +mv ILSVRC2012_val_00029207.JPEG n02437616/ +mv ILSVRC2012_val_00029208.JPEG n01774384/ +mv ILSVRC2012_val_00029209.JPEG n07760859/ +mv ILSVRC2012_val_00029210.JPEG n01818515/ +mv ILSVRC2012_val_00029211.JPEG n03000684/ +mv ILSVRC2012_val_00029212.JPEG n02128385/ +mv ILSVRC2012_val_00029213.JPEG n04487081/ +mv ILSVRC2012_val_00029214.JPEG n02105505/ +mv ILSVRC2012_val_00029215.JPEG n03376595/ +mv ILSVRC2012_val_00029216.JPEG n02130308/ +mv ILSVRC2012_val_00029217.JPEG n02108000/ +mv ILSVRC2012_val_00029218.JPEG n03042490/ +mv ILSVRC2012_val_00029219.JPEG n02992211/ +mv ILSVRC2012_val_00029220.JPEG n07718472/ +mv ILSVRC2012_val_00029221.JPEG n02417914/ +mv ILSVRC2012_val_00029222.JPEG n02701002/ +mv ILSVRC2012_val_00029223.JPEG n02058221/ +mv ILSVRC2012_val_00029224.JPEG n03888605/ +mv ILSVRC2012_val_00029225.JPEG n01694178/ +mv ILSVRC2012_val_00029226.JPEG n01855672/ +mv ILSVRC2012_val_00029227.JPEG n02168699/ +mv ILSVRC2012_val_00029228.JPEG n02676566/ +mv ILSVRC2012_val_00029229.JPEG n04507155/ +mv ILSVRC2012_val_00029230.JPEG n03777754/ +mv ILSVRC2012_val_00029231.JPEG n01704323/ +mv ILSVRC2012_val_00029232.JPEG n02088094/ +mv ILSVRC2012_val_00029233.JPEG n03444034/ +mv ILSVRC2012_val_00029234.JPEG n02883205/ +mv ILSVRC2012_val_00029235.JPEG n02909870/ +mv ILSVRC2012_val_00029236.JPEG n02787622/ +mv ILSVRC2012_val_00029237.JPEG n02102973/ +mv ILSVRC2012_val_00029238.JPEG n02514041/ +mv ILSVRC2012_val_00029239.JPEG n03085013/ +mv ILSVRC2012_val_00029240.JPEG n04328186/ +mv ILSVRC2012_val_00029241.JPEG n02494079/ +mv ILSVRC2012_val_00029242.JPEG n02093428/ +mv ILSVRC2012_val_00029243.JPEG n01986214/ +mv ILSVRC2012_val_00029244.JPEG n03594945/ +mv ILSVRC2012_val_00029245.JPEG n01847000/ +mv ILSVRC2012_val_00029246.JPEG n02110958/ +mv ILSVRC2012_val_00029247.JPEG n04252077/ +mv ILSVRC2012_val_00029248.JPEG n03041632/ +mv ILSVRC2012_val_00029249.JPEG n09421951/ +mv ILSVRC2012_val_00029250.JPEG n03776460/ +mv ILSVRC2012_val_00029251.JPEG n03676483/ +mv ILSVRC2012_val_00029252.JPEG n02804610/ +mv ILSVRC2012_val_00029253.JPEG n02112350/ +mv ILSVRC2012_val_00029254.JPEG n02096294/ +mv ILSVRC2012_val_00029255.JPEG n02108089/ +mv ILSVRC2012_val_00029256.JPEG n03690938/ +mv ILSVRC2012_val_00029257.JPEG n04372370/ +mv ILSVRC2012_val_00029258.JPEG n03877845/ +mv ILSVRC2012_val_00029259.JPEG n02111500/ +mv ILSVRC2012_val_00029260.JPEG n04476259/ +mv ILSVRC2012_val_00029261.JPEG n02104029/ +mv ILSVRC2012_val_00029262.JPEG n02085782/ +mv ILSVRC2012_val_00029263.JPEG n03424325/ +mv ILSVRC2012_val_00029264.JPEG n01943899/ +mv ILSVRC2012_val_00029265.JPEG n02443114/ +mv ILSVRC2012_val_00029266.JPEG n02865351/ +mv ILSVRC2012_val_00029267.JPEG n02129604/ +mv ILSVRC2012_val_00029268.JPEG n04487394/ +mv ILSVRC2012_val_00029269.JPEG n02493509/ +mv ILSVRC2012_val_00029270.JPEG n03026506/ +mv ILSVRC2012_val_00029271.JPEG n04136333/ +mv ILSVRC2012_val_00029272.JPEG n04507155/ +mv ILSVRC2012_val_00029273.JPEG n04356056/ +mv ILSVRC2012_val_00029274.JPEG n04039381/ +mv ILSVRC2012_val_00029275.JPEG n03944341/ +mv ILSVRC2012_val_00029276.JPEG n03947888/ +mv ILSVRC2012_val_00029277.JPEG n02098105/ +mv ILSVRC2012_val_00029278.JPEG n02133161/ +mv ILSVRC2012_val_00029279.JPEG n02841315/ +mv ILSVRC2012_val_00029280.JPEG n04251144/ +mv ILSVRC2012_val_00029281.JPEG n02094114/ +mv ILSVRC2012_val_00029282.JPEG n04505470/ +mv ILSVRC2012_val_00029283.JPEG n01829413/ +mv ILSVRC2012_val_00029284.JPEG n02493509/ +mv ILSVRC2012_val_00029285.JPEG n11879895/ +mv ILSVRC2012_val_00029286.JPEG n07875152/ +mv ILSVRC2012_val_00029287.JPEG n01983481/ +mv ILSVRC2012_val_00029288.JPEG n02500267/ +mv ILSVRC2012_val_00029289.JPEG n02085620/ +mv ILSVRC2012_val_00029290.JPEG n13040303/ +mv ILSVRC2012_val_00029291.JPEG n03902125/ +mv ILSVRC2012_val_00029292.JPEG n12620546/ +mv ILSVRC2012_val_00029293.JPEG n03599486/ +mv ILSVRC2012_val_00029294.JPEG n03891332/ +mv ILSVRC2012_val_00029295.JPEG n02102480/ +mv ILSVRC2012_val_00029296.JPEG n04118538/ +mv ILSVRC2012_val_00029297.JPEG n01807496/ +mv ILSVRC2012_val_00029298.JPEG n01860187/ +mv ILSVRC2012_val_00029299.JPEG n03444034/ +mv ILSVRC2012_val_00029300.JPEG n01491361/ +mv ILSVRC2012_val_00029301.JPEG n07831146/ +mv ILSVRC2012_val_00029302.JPEG n02666196/ +mv ILSVRC2012_val_00029303.JPEG n02892767/ +mv ILSVRC2012_val_00029304.JPEG n13040303/ +mv ILSVRC2012_val_00029305.JPEG n03032252/ +mv ILSVRC2012_val_00029306.JPEG n02125311/ +mv ILSVRC2012_val_00029307.JPEG n02168699/ +mv ILSVRC2012_val_00029308.JPEG n02117135/ +mv ILSVRC2012_val_00029309.JPEG n02395406/ +mv ILSVRC2012_val_00029310.JPEG n01537544/ +mv ILSVRC2012_val_00029311.JPEG n07753275/ +mv ILSVRC2012_val_00029312.JPEG n04428191/ +mv ILSVRC2012_val_00029313.JPEG n02109961/ +mv ILSVRC2012_val_00029314.JPEG n04235860/ +mv ILSVRC2012_val_00029315.JPEG n02417914/ +mv ILSVRC2012_val_00029316.JPEG n04584207/ +mv ILSVRC2012_val_00029317.JPEG n04070727/ +mv ILSVRC2012_val_00029318.JPEG n01873310/ +mv ILSVRC2012_val_00029319.JPEG n02749479/ +mv ILSVRC2012_val_00029320.JPEG n02769748/ +mv ILSVRC2012_val_00029321.JPEG n07714571/ +mv ILSVRC2012_val_00029322.JPEG n04367480/ +mv ILSVRC2012_val_00029323.JPEG n02012849/ +mv ILSVRC2012_val_00029324.JPEG n01665541/ +mv ILSVRC2012_val_00029325.JPEG n02167151/ +mv ILSVRC2012_val_00029326.JPEG n02088466/ +mv ILSVRC2012_val_00029327.JPEG n03527444/ +mv ILSVRC2012_val_00029328.JPEG n04409515/ +mv ILSVRC2012_val_00029329.JPEG n02013706/ +mv ILSVRC2012_val_00029330.JPEG n03325584/ +mv ILSVRC2012_val_00029331.JPEG n02441942/ +mv ILSVRC2012_val_00029332.JPEG n07613480/ +mv ILSVRC2012_val_00029333.JPEG n02101006/ +mv ILSVRC2012_val_00029334.JPEG n02088632/ +mv ILSVRC2012_val_00029335.JPEG n02129604/ +mv ILSVRC2012_val_00029336.JPEG n01685808/ +mv ILSVRC2012_val_00029337.JPEG n02966687/ +mv ILSVRC2012_val_00029338.JPEG n04367480/ +mv ILSVRC2012_val_00029339.JPEG n03908618/ +mv ILSVRC2012_val_00029340.JPEG n02977058/ +mv ILSVRC2012_val_00029341.JPEG n04111531/ +mv ILSVRC2012_val_00029342.JPEG n03042490/ +mv ILSVRC2012_val_00029343.JPEG n03717622/ +mv ILSVRC2012_val_00029344.JPEG n06785654/ +mv ILSVRC2012_val_00029345.JPEG n02980441/ +mv ILSVRC2012_val_00029346.JPEG n01968897/ +mv ILSVRC2012_val_00029347.JPEG n01843065/ +mv ILSVRC2012_val_00029348.JPEG n04554684/ +mv ILSVRC2012_val_00029349.JPEG n04523525/ +mv ILSVRC2012_val_00029350.JPEG n04417672/ +mv ILSVRC2012_val_00029351.JPEG n01855672/ +mv ILSVRC2012_val_00029352.JPEG n03873416/ +mv ILSVRC2012_val_00029353.JPEG n02100877/ +mv ILSVRC2012_val_00029354.JPEG n02105505/ +mv ILSVRC2012_val_00029355.JPEG n03492542/ +mv ILSVRC2012_val_00029356.JPEG n01833805/ +mv ILSVRC2012_val_00029357.JPEG n04116512/ +mv ILSVRC2012_val_00029358.JPEG n04487394/ +mv ILSVRC2012_val_00029359.JPEG n02105505/ +mv ILSVRC2012_val_00029360.JPEG n03297495/ +mv ILSVRC2012_val_00029361.JPEG n02119022/ +mv ILSVRC2012_val_00029362.JPEG n04392985/ +mv ILSVRC2012_val_00029363.JPEG n02108422/ +mv ILSVRC2012_val_00029364.JPEG n02098413/ +mv ILSVRC2012_val_00029365.JPEG n02012849/ +mv ILSVRC2012_val_00029366.JPEG n04487394/ +mv ILSVRC2012_val_00029367.JPEG n01990800/ +mv ILSVRC2012_val_00029368.JPEG n02817516/ +mv ILSVRC2012_val_00029369.JPEG n03216828/ +mv ILSVRC2012_val_00029370.JPEG n03187595/ +mv ILSVRC2012_val_00029371.JPEG n07871810/ +mv ILSVRC2012_val_00029372.JPEG n02669723/ +mv ILSVRC2012_val_00029373.JPEG n02229544/ +mv ILSVRC2012_val_00029374.JPEG n02966687/ +mv ILSVRC2012_val_00029375.JPEG n02113712/ +mv ILSVRC2012_val_00029376.JPEG n03930313/ +mv ILSVRC2012_val_00029377.JPEG n03417042/ +mv ILSVRC2012_val_00029378.JPEG n02389026/ +mv ILSVRC2012_val_00029379.JPEG n03249569/ +mv ILSVRC2012_val_00029380.JPEG n03633091/ +mv ILSVRC2012_val_00029381.JPEG n02096294/ +mv ILSVRC2012_val_00029382.JPEG n02110627/ +mv ILSVRC2012_val_00029383.JPEG n03916031/ +mv ILSVRC2012_val_00029384.JPEG n07920052/ +mv ILSVRC2012_val_00029385.JPEG n04146614/ +mv ILSVRC2012_val_00029386.JPEG n03207743/ +mv ILSVRC2012_val_00029387.JPEG n02325366/ +mv ILSVRC2012_val_00029388.JPEG n03954731/ +mv ILSVRC2012_val_00029389.JPEG n04133789/ +mv ILSVRC2012_val_00029390.JPEG n03788195/ +mv ILSVRC2012_val_00029391.JPEG n03982430/ +mv ILSVRC2012_val_00029392.JPEG n02112706/ +mv ILSVRC2012_val_00029393.JPEG n02017213/ +mv ILSVRC2012_val_00029394.JPEG n02492660/ +mv ILSVRC2012_val_00029395.JPEG n03976467/ +mv ILSVRC2012_val_00029396.JPEG n03792782/ +mv ILSVRC2012_val_00029397.JPEG n02123159/ +mv ILSVRC2012_val_00029398.JPEG n07754684/ +mv ILSVRC2012_val_00029399.JPEG n03444034/ +mv ILSVRC2012_val_00029400.JPEG n03063599/ +mv ILSVRC2012_val_00029401.JPEG n02326432/ +mv ILSVRC2012_val_00029402.JPEG n02009912/ +mv ILSVRC2012_val_00029403.JPEG n04154565/ +mv ILSVRC2012_val_00029404.JPEG n03492542/ +mv ILSVRC2012_val_00029405.JPEG n03649909/ +mv ILSVRC2012_val_00029406.JPEG n02101388/ +mv ILSVRC2012_val_00029407.JPEG n02091134/ +mv ILSVRC2012_val_00029408.JPEG n02892201/ +mv ILSVRC2012_val_00029409.JPEG n02077923/ +mv ILSVRC2012_val_00029410.JPEG n02168699/ +mv ILSVRC2012_val_00029411.JPEG n04239074/ +mv ILSVRC2012_val_00029412.JPEG n03899768/ +mv ILSVRC2012_val_00029413.JPEG n04461696/ +mv ILSVRC2012_val_00029414.JPEG n03124170/ +mv ILSVRC2012_val_00029415.JPEG n09428293/ +mv ILSVRC2012_val_00029416.JPEG n03000247/ +mv ILSVRC2012_val_00029417.JPEG n01558993/ +mv ILSVRC2012_val_00029418.JPEG n02104365/ +mv ILSVRC2012_val_00029419.JPEG n02093991/ +mv ILSVRC2012_val_00029420.JPEG n03837869/ +mv ILSVRC2012_val_00029421.JPEG n02169497/ +mv ILSVRC2012_val_00029422.JPEG n03492542/ +mv ILSVRC2012_val_00029423.JPEG n03706229/ +mv ILSVRC2012_val_00029424.JPEG n02129165/ +mv ILSVRC2012_val_00029425.JPEG n03216828/ +mv ILSVRC2012_val_00029426.JPEG n03662601/ +mv ILSVRC2012_val_00029427.JPEG n02444819/ +mv ILSVRC2012_val_00029428.JPEG n03930313/ +mv ILSVRC2012_val_00029429.JPEG n04039381/ +mv ILSVRC2012_val_00029430.JPEG n01601694/ +mv ILSVRC2012_val_00029431.JPEG n04228054/ +mv ILSVRC2012_val_00029432.JPEG n02788148/ +mv ILSVRC2012_val_00029433.JPEG n03133878/ +mv ILSVRC2012_val_00029434.JPEG n01983481/ +mv ILSVRC2012_val_00029435.JPEG n02093859/ +mv ILSVRC2012_val_00029436.JPEG n02106166/ +mv ILSVRC2012_val_00029437.JPEG n02102973/ +mv ILSVRC2012_val_00029438.JPEG n03982430/ +mv ILSVRC2012_val_00029439.JPEG n02667093/ +mv ILSVRC2012_val_00029440.JPEG n03891332/ +mv ILSVRC2012_val_00029441.JPEG n01592084/ +mv ILSVRC2012_val_00029442.JPEG n02172182/ +mv ILSVRC2012_val_00029443.JPEG n03404251/ +mv ILSVRC2012_val_00029444.JPEG n02259212/ +mv ILSVRC2012_val_00029445.JPEG n03250847/ +mv ILSVRC2012_val_00029446.JPEG n02817516/ +mv ILSVRC2012_val_00029447.JPEG n07747607/ +mv ILSVRC2012_val_00029448.JPEG n03063599/ +mv ILSVRC2012_val_00029449.JPEG n03935335/ +mv ILSVRC2012_val_00029450.JPEG n02085620/ +mv ILSVRC2012_val_00029451.JPEG n02092002/ +mv ILSVRC2012_val_00029452.JPEG n02999410/ +mv ILSVRC2012_val_00029453.JPEG n02504458/ +mv ILSVRC2012_val_00029454.JPEG n03100240/ +mv ILSVRC2012_val_00029455.JPEG n04392985/ +mv ILSVRC2012_val_00029456.JPEG n02105855/ +mv ILSVRC2012_val_00029457.JPEG n07718747/ +mv ILSVRC2012_val_00029458.JPEG n03721384/ +mv ILSVRC2012_val_00029459.JPEG n02483362/ +mv ILSVRC2012_val_00029460.JPEG n01629819/ +mv ILSVRC2012_val_00029461.JPEG n02107683/ +mv ILSVRC2012_val_00029462.JPEG n02951358/ +mv ILSVRC2012_val_00029463.JPEG n07920052/ +mv ILSVRC2012_val_00029464.JPEG n03733805/ +mv ILSVRC2012_val_00029465.JPEG n02483362/ +mv ILSVRC2012_val_00029466.JPEG n01798484/ +mv ILSVRC2012_val_00029467.JPEG n04418357/ +mv ILSVRC2012_val_00029468.JPEG n04251144/ +mv ILSVRC2012_val_00029469.JPEG n03197337/ +mv ILSVRC2012_val_00029470.JPEG n03908618/ +mv ILSVRC2012_val_00029471.JPEG n01978287/ +mv ILSVRC2012_val_00029472.JPEG n01817953/ +mv ILSVRC2012_val_00029473.JPEG n04486054/ +mv ILSVRC2012_val_00029474.JPEG n04127249/ +mv ILSVRC2012_val_00029475.JPEG n01945685/ +mv ILSVRC2012_val_00029476.JPEG n07711569/ +mv ILSVRC2012_val_00029477.JPEG n02088238/ +mv ILSVRC2012_val_00029478.JPEG n02105641/ +mv ILSVRC2012_val_00029479.JPEG n02910353/ +mv ILSVRC2012_val_00029480.JPEG n07892512/ +mv ILSVRC2012_val_00029481.JPEG n01484850/ +mv ILSVRC2012_val_00029482.JPEG n03657121/ +mv ILSVRC2012_val_00029483.JPEG n02859443/ +mv ILSVRC2012_val_00029484.JPEG n07860988/ +mv ILSVRC2012_val_00029485.JPEG n04141327/ +mv ILSVRC2012_val_00029486.JPEG n03868863/ +mv ILSVRC2012_val_00029487.JPEG n01768244/ +mv ILSVRC2012_val_00029488.JPEG n03657121/ +mv ILSVRC2012_val_00029489.JPEG n02102973/ +mv ILSVRC2012_val_00029490.JPEG n02111500/ +mv ILSVRC2012_val_00029491.JPEG n01632458/ +mv ILSVRC2012_val_00029492.JPEG n02319095/ +mv ILSVRC2012_val_00029493.JPEG n04328186/ +mv ILSVRC2012_val_00029494.JPEG n04311004/ +mv ILSVRC2012_val_00029495.JPEG n01558993/ +mv ILSVRC2012_val_00029496.JPEG n01773549/ +mv ILSVRC2012_val_00029497.JPEG n01622779/ +mv ILSVRC2012_val_00029498.JPEG n02442845/ +mv ILSVRC2012_val_00029499.JPEG n07768694/ +mv ILSVRC2012_val_00029500.JPEG n01632777/ +mv ILSVRC2012_val_00029501.JPEG n03733805/ +mv ILSVRC2012_val_00029502.JPEG n03133878/ +mv ILSVRC2012_val_00029503.JPEG n02012849/ +mv ILSVRC2012_val_00029504.JPEG n03496892/ +mv ILSVRC2012_val_00029505.JPEG n02066245/ +mv ILSVRC2012_val_00029506.JPEG n02094433/ +mv ILSVRC2012_val_00029507.JPEG n03271574/ +mv ILSVRC2012_val_00029508.JPEG n02128757/ +mv ILSVRC2012_val_00029509.JPEG n03792782/ +mv ILSVRC2012_val_00029510.JPEG n02018795/ +mv ILSVRC2012_val_00029511.JPEG n01630670/ +mv ILSVRC2012_val_00029512.JPEG n02101006/ +mv ILSVRC2012_val_00029513.JPEG n04067472/ +mv ILSVRC2012_val_00029514.JPEG n02100583/ +mv ILSVRC2012_val_00029515.JPEG n04317175/ +mv ILSVRC2012_val_00029516.JPEG n03602883/ +mv ILSVRC2012_val_00029517.JPEG n04141327/ +mv ILSVRC2012_val_00029518.JPEG n02102040/ +mv ILSVRC2012_val_00029519.JPEG n07875152/ +mv ILSVRC2012_val_00029520.JPEG n02892201/ +mv ILSVRC2012_val_00029521.JPEG n04127249/ +mv ILSVRC2012_val_00029522.JPEG n07753275/ +mv ILSVRC2012_val_00029523.JPEG n04355338/ +mv ILSVRC2012_val_00029524.JPEG n02236044/ +mv ILSVRC2012_val_00029525.JPEG n01749939/ +mv ILSVRC2012_val_00029526.JPEG n07717556/ +mv ILSVRC2012_val_00029527.JPEG n02317335/ +mv ILSVRC2012_val_00029528.JPEG n02606052/ +mv ILSVRC2012_val_00029529.JPEG n04483307/ +mv ILSVRC2012_val_00029530.JPEG n04435653/ +mv ILSVRC2012_val_00029531.JPEG n04264628/ +mv ILSVRC2012_val_00029532.JPEG n04347754/ +mv ILSVRC2012_val_00029533.JPEG n04179913/ +mv ILSVRC2012_val_00029534.JPEG n07583066/ +mv ILSVRC2012_val_00029535.JPEG n04146614/ +mv ILSVRC2012_val_00029536.JPEG n03478589/ +mv ILSVRC2012_val_00029537.JPEG n03599486/ +mv ILSVRC2012_val_00029538.JPEG n02676566/ +mv ILSVRC2012_val_00029539.JPEG n02264363/ +mv ILSVRC2012_val_00029540.JPEG n04371430/ +mv ILSVRC2012_val_00029541.JPEG n03782006/ +mv ILSVRC2012_val_00029542.JPEG n04604644/ +mv ILSVRC2012_val_00029543.JPEG n03180011/ +mv ILSVRC2012_val_00029544.JPEG n03045698/ +mv ILSVRC2012_val_00029545.JPEG n03887697/ +mv ILSVRC2012_val_00029546.JPEG n02085936/ +mv ILSVRC2012_val_00029547.JPEG n07614500/ +mv ILSVRC2012_val_00029548.JPEG n04296562/ +mv ILSVRC2012_val_00029549.JPEG n02074367/ +mv ILSVRC2012_val_00029550.JPEG n01729977/ +mv ILSVRC2012_val_00029551.JPEG n02018795/ +mv ILSVRC2012_val_00029552.JPEG n01735189/ +mv ILSVRC2012_val_00029553.JPEG n03777568/ +mv ILSVRC2012_val_00029554.JPEG n03775546/ +mv ILSVRC2012_val_00029555.JPEG n02091244/ +mv ILSVRC2012_val_00029556.JPEG n03838899/ +mv ILSVRC2012_val_00029557.JPEG n04357314/ +mv ILSVRC2012_val_00029558.JPEG n01945685/ +mv ILSVRC2012_val_00029559.JPEG n03788365/ +mv ILSVRC2012_val_00029560.JPEG n02441942/ +mv ILSVRC2012_val_00029561.JPEG n04429376/ +mv ILSVRC2012_val_00029562.JPEG n02119022/ +mv ILSVRC2012_val_00029563.JPEG n01945685/ +mv ILSVRC2012_val_00029564.JPEG n03627232/ +mv ILSVRC2012_val_00029565.JPEG n02056570/ +mv ILSVRC2012_val_00029566.JPEG n02437616/ +mv ILSVRC2012_val_00029567.JPEG n03590841/ +mv ILSVRC2012_val_00029568.JPEG n01491361/ +mv ILSVRC2012_val_00029569.JPEG n01871265/ +mv ILSVRC2012_val_00029570.JPEG n04442312/ +mv ILSVRC2012_val_00029571.JPEG n01833805/ +mv ILSVRC2012_val_00029572.JPEG n04596742/ +mv ILSVRC2012_val_00029573.JPEG n04553703/ +mv ILSVRC2012_val_00029574.JPEG n04487394/ +mv ILSVRC2012_val_00029575.JPEG n03763968/ +mv ILSVRC2012_val_00029576.JPEG n02514041/ +mv ILSVRC2012_val_00029577.JPEG n11879895/ +mv ILSVRC2012_val_00029578.JPEG n04525038/ +mv ILSVRC2012_val_00029579.JPEG n02510455/ +mv ILSVRC2012_val_00029580.JPEG n04275548/ +mv ILSVRC2012_val_00029581.JPEG n01531178/ +mv ILSVRC2012_val_00029582.JPEG n04162706/ +mv ILSVRC2012_val_00029583.JPEG n03240683/ +mv ILSVRC2012_val_00029584.JPEG n04589890/ +mv ILSVRC2012_val_00029585.JPEG n03871628/ +mv ILSVRC2012_val_00029586.JPEG n04443257/ +mv ILSVRC2012_val_00029587.JPEG n02655020/ +mv ILSVRC2012_val_00029588.JPEG n04264628/ +mv ILSVRC2012_val_00029589.JPEG n01843383/ +mv ILSVRC2012_val_00029590.JPEG n02138441/ +mv ILSVRC2012_val_00029591.JPEG n02091032/ +mv ILSVRC2012_val_00029592.JPEG n02281406/ +mv ILSVRC2012_val_00029593.JPEG n03272010/ +mv ILSVRC2012_val_00029594.JPEG n03775546/ +mv ILSVRC2012_val_00029595.JPEG n03345487/ +mv ILSVRC2012_val_00029596.JPEG n03532672/ +mv ILSVRC2012_val_00029597.JPEG n02814860/ +mv ILSVRC2012_val_00029598.JPEG n07714571/ +mv ILSVRC2012_val_00029599.JPEG n02423022/ +mv ILSVRC2012_val_00029600.JPEG n03187595/ +mv ILSVRC2012_val_00029601.JPEG n03992509/ +mv ILSVRC2012_val_00029602.JPEG n03933933/ +mv ILSVRC2012_val_00029603.JPEG n03956157/ +mv ILSVRC2012_val_00029604.JPEG n07920052/ +mv ILSVRC2012_val_00029605.JPEG n01981276/ +mv ILSVRC2012_val_00029606.JPEG n03710721/ +mv ILSVRC2012_val_00029607.JPEG n04201297/ +mv ILSVRC2012_val_00029608.JPEG n09472597/ +mv ILSVRC2012_val_00029609.JPEG n02097130/ +mv ILSVRC2012_val_00029610.JPEG n02111889/ +mv ILSVRC2012_val_00029611.JPEG n03929660/ +mv ILSVRC2012_val_00029612.JPEG n02804610/ +mv ILSVRC2012_val_00029613.JPEG n03961711/ +mv ILSVRC2012_val_00029614.JPEG n07613480/ +mv ILSVRC2012_val_00029615.JPEG n01755581/ +mv ILSVRC2012_val_00029616.JPEG n02277742/ +mv ILSVRC2012_val_00029617.JPEG n03452741/ +mv ILSVRC2012_val_00029618.JPEG n02396427/ +mv ILSVRC2012_val_00029619.JPEG n01514859/ +mv ILSVRC2012_val_00029620.JPEG n04590129/ +mv ILSVRC2012_val_00029621.JPEG n04116512/ +mv ILSVRC2012_val_00029622.JPEG n01631663/ +mv ILSVRC2012_val_00029623.JPEG n07711569/ +mv ILSVRC2012_val_00029624.JPEG n02134084/ +mv ILSVRC2012_val_00029625.JPEG n04332243/ +mv ILSVRC2012_val_00029626.JPEG n04517823/ +mv ILSVRC2012_val_00029627.JPEG n01558993/ +mv ILSVRC2012_val_00029628.JPEG n02817516/ +mv ILSVRC2012_val_00029629.JPEG n02088632/ +mv ILSVRC2012_val_00029630.JPEG n03457902/ +mv ILSVRC2012_val_00029631.JPEG n01775062/ +mv ILSVRC2012_val_00029632.JPEG n02328150/ +mv ILSVRC2012_val_00029633.JPEG n02804610/ +mv ILSVRC2012_val_00029634.JPEG n02077923/ +mv ILSVRC2012_val_00029635.JPEG n02129604/ +mv ILSVRC2012_val_00029636.JPEG n02095314/ +mv ILSVRC2012_val_00029637.JPEG n03388183/ +mv ILSVRC2012_val_00029638.JPEG n02536864/ +mv ILSVRC2012_val_00029639.JPEG n03134739/ +mv ILSVRC2012_val_00029640.JPEG n03014705/ +mv ILSVRC2012_val_00029641.JPEG n02423022/ +mv ILSVRC2012_val_00029642.JPEG n04254120/ +mv ILSVRC2012_val_00029643.JPEG n03776460/ +mv ILSVRC2012_val_00029644.JPEG n03788195/ +mv ILSVRC2012_val_00029645.JPEG n03637318/ +mv ILSVRC2012_val_00029646.JPEG n02112706/ +mv ILSVRC2012_val_00029647.JPEG n03777568/ +mv ILSVRC2012_val_00029648.JPEG n02089078/ +mv ILSVRC2012_val_00029649.JPEG n03838899/ +mv ILSVRC2012_val_00029650.JPEG n03661043/ +mv ILSVRC2012_val_00029651.JPEG n02687172/ +mv ILSVRC2012_val_00029652.JPEG n02097658/ +mv ILSVRC2012_val_00029653.JPEG n02395406/ +mv ILSVRC2012_val_00029654.JPEG n01820546/ +mv ILSVRC2012_val_00029655.JPEG n03788365/ +mv ILSVRC2012_val_00029656.JPEG n02963159/ +mv ILSVRC2012_val_00029657.JPEG n02097298/ +mv ILSVRC2012_val_00029658.JPEG n07717556/ +mv ILSVRC2012_val_00029659.JPEG n02114367/ +mv ILSVRC2012_val_00029660.JPEG n02219486/ +mv ILSVRC2012_val_00029661.JPEG n04442312/ +mv ILSVRC2012_val_00029662.JPEG n04536866/ +mv ILSVRC2012_val_00029663.JPEG n02979186/ +mv ILSVRC2012_val_00029664.JPEG n04458633/ +mv ILSVRC2012_val_00029665.JPEG n07584110/ +mv ILSVRC2012_val_00029666.JPEG n03633091/ +mv ILSVRC2012_val_00029667.JPEG n04501370/ +mv ILSVRC2012_val_00029668.JPEG n03000684/ +mv ILSVRC2012_val_00029669.JPEG n02417914/ +mv ILSVRC2012_val_00029670.JPEG n02093859/ +mv ILSVRC2012_val_00029671.JPEG n04228054/ +mv ILSVRC2012_val_00029672.JPEG n03478589/ +mv ILSVRC2012_val_00029673.JPEG n02112137/ +mv ILSVRC2012_val_00029674.JPEG n03642806/ +mv ILSVRC2012_val_00029675.JPEG n02113712/ +mv ILSVRC2012_val_00029676.JPEG n02817516/ +mv ILSVRC2012_val_00029677.JPEG n03980874/ +mv ILSVRC2012_val_00029678.JPEG n01644900/ +mv ILSVRC2012_val_00029679.JPEG n11879895/ +mv ILSVRC2012_val_00029680.JPEG n04347754/ +mv ILSVRC2012_val_00029681.JPEG n03788195/ +mv ILSVRC2012_val_00029682.JPEG n02825657/ +mv ILSVRC2012_val_00029683.JPEG n02119789/ +mv ILSVRC2012_val_00029684.JPEG n02128925/ +mv ILSVRC2012_val_00029685.JPEG n02129604/ +mv ILSVRC2012_val_00029686.JPEG n04523525/ +mv ILSVRC2012_val_00029687.JPEG n04162706/ +mv ILSVRC2012_val_00029688.JPEG n03000247/ +mv ILSVRC2012_val_00029689.JPEG n04347754/ +mv ILSVRC2012_val_00029690.JPEG n02447366/ +mv ILSVRC2012_val_00029691.JPEG n02096294/ +mv ILSVRC2012_val_00029692.JPEG n02002724/ +mv ILSVRC2012_val_00029693.JPEG n02098413/ +mv ILSVRC2012_val_00029694.JPEG n03467068/ +mv ILSVRC2012_val_00029695.JPEG n01582220/ +mv ILSVRC2012_val_00029696.JPEG n02002556/ +mv ILSVRC2012_val_00029697.JPEG n03063689/ +mv ILSVRC2012_val_00029698.JPEG n01855672/ +mv ILSVRC2012_val_00029699.JPEG n02971356/ +mv ILSVRC2012_val_00029700.JPEG n02086240/ +mv ILSVRC2012_val_00029701.JPEG n02817516/ +mv ILSVRC2012_val_00029702.JPEG n01930112/ +mv ILSVRC2012_val_00029703.JPEG n02490219/ +mv ILSVRC2012_val_00029704.JPEG n09428293/ +mv ILSVRC2012_val_00029705.JPEG n02091467/ +mv ILSVRC2012_val_00029706.JPEG n03710637/ +mv ILSVRC2012_val_00029707.JPEG n02917067/ +mv ILSVRC2012_val_00029708.JPEG n06596364/ +mv ILSVRC2012_val_00029709.JPEG n01532829/ +mv ILSVRC2012_val_00029710.JPEG n02056570/ +mv ILSVRC2012_val_00029711.JPEG n04560804/ +mv ILSVRC2012_val_00029712.JPEG n01735189/ +mv ILSVRC2012_val_00029713.JPEG n04557648/ +mv ILSVRC2012_val_00029714.JPEG n07711569/ +mv ILSVRC2012_val_00029715.JPEG n06785654/ +mv ILSVRC2012_val_00029716.JPEG n04118776/ +mv ILSVRC2012_val_00029717.JPEG n02860847/ +mv ILSVRC2012_val_00029718.JPEG n02007558/ +mv ILSVRC2012_val_00029719.JPEG n02356798/ +mv ILSVRC2012_val_00029720.JPEG n04070727/ +mv ILSVRC2012_val_00029721.JPEG n02489166/ +mv ILSVRC2012_val_00029722.JPEG n07714990/ +mv ILSVRC2012_val_00029723.JPEG n02104365/ +mv ILSVRC2012_val_00029724.JPEG n02007558/ +mv ILSVRC2012_val_00029725.JPEG n03649909/ +mv ILSVRC2012_val_00029726.JPEG n01667114/ +mv ILSVRC2012_val_00029727.JPEG n01641577/ +mv ILSVRC2012_val_00029728.JPEG n03028079/ +mv ILSVRC2012_val_00029729.JPEG n03494278/ +mv ILSVRC2012_val_00029730.JPEG n07880968/ +mv ILSVRC2012_val_00029731.JPEG n03775071/ +mv ILSVRC2012_val_00029732.JPEG n01632458/ +mv ILSVRC2012_val_00029733.JPEG n01990800/ +mv ILSVRC2012_val_00029734.JPEG n02442845/ +mv ILSVRC2012_val_00029735.JPEG n02119022/ +mv ILSVRC2012_val_00029736.JPEG n02006656/ +mv ILSVRC2012_val_00029737.JPEG n02701002/ +mv ILSVRC2012_val_00029738.JPEG 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ILSVRC2012_val_00030211.JPEG n02012849/ +mv ILSVRC2012_val_00030212.JPEG n01704323/ +mv ILSVRC2012_val_00030213.JPEG n02097209/ +mv ILSVRC2012_val_00030214.JPEG n03908714/ +mv ILSVRC2012_val_00030215.JPEG n04589890/ +mv ILSVRC2012_val_00030216.JPEG n04372370/ +mv ILSVRC2012_val_00030217.JPEG n01443537/ +mv ILSVRC2012_val_00030218.JPEG n03457902/ +mv ILSVRC2012_val_00030219.JPEG n04238763/ +mv ILSVRC2012_val_00030220.JPEG n09246464/ +mv ILSVRC2012_val_00030221.JPEG n01739381/ +mv ILSVRC2012_val_00030222.JPEG n02488702/ +mv ILSVRC2012_val_00030223.JPEG n04026417/ +mv ILSVRC2012_val_00030224.JPEG n01530575/ +mv ILSVRC2012_val_00030225.JPEG n07749582/ +mv ILSVRC2012_val_00030226.JPEG n02102480/ +mv ILSVRC2012_val_00030227.JPEG n04557648/ +mv ILSVRC2012_val_00030228.JPEG n02096585/ +mv ILSVRC2012_val_00030229.JPEG n01740131/ +mv ILSVRC2012_val_00030230.JPEG n04389033/ +mv ILSVRC2012_val_00030231.JPEG n03314780/ +mv ILSVRC2012_val_00030232.JPEG n07875152/ +mv ILSVRC2012_val_00030233.JPEG 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ILSVRC2012_val_00030256.JPEG n09288635/ +mv ILSVRC2012_val_00030257.JPEG n02444819/ +mv ILSVRC2012_val_00030258.JPEG n01945685/ +mv ILSVRC2012_val_00030259.JPEG n03980874/ +mv ILSVRC2012_val_00030260.JPEG n02526121/ +mv ILSVRC2012_val_00030261.JPEG n02101556/ +mv ILSVRC2012_val_00030262.JPEG n04040759/ +mv ILSVRC2012_val_00030263.JPEG n02009229/ +mv ILSVRC2012_val_00030264.JPEG n03837869/ +mv ILSVRC2012_val_00030265.JPEG n04311174/ +mv ILSVRC2012_val_00030266.JPEG n07583066/ +mv ILSVRC2012_val_00030267.JPEG n02777292/ +mv ILSVRC2012_val_00030268.JPEG n03950228/ +mv ILSVRC2012_val_00030269.JPEG n02129165/ +mv ILSVRC2012_val_00030270.JPEG n02114548/ +mv ILSVRC2012_val_00030271.JPEG n02100735/ +mv ILSVRC2012_val_00030272.JPEG n04590129/ +mv ILSVRC2012_val_00030273.JPEG n03400231/ +mv ILSVRC2012_val_00030274.JPEG n03868242/ +mv ILSVRC2012_val_00030275.JPEG n02074367/ +mv ILSVRC2012_val_00030276.JPEG n06874185/ +mv ILSVRC2012_val_00030277.JPEG n04141327/ +mv ILSVRC2012_val_00030278.JPEG 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ILSVRC2012_val_00030301.JPEG n03982430/ +mv ILSVRC2012_val_00030302.JPEG n03188531/ +mv ILSVRC2012_val_00030303.JPEG n01748264/ +mv ILSVRC2012_val_00030304.JPEG n03877472/ +mv ILSVRC2012_val_00030305.JPEG n02115913/ +mv ILSVRC2012_val_00030306.JPEG n01748264/ +mv ILSVRC2012_val_00030307.JPEG n04350905/ +mv ILSVRC2012_val_00030308.JPEG n04070727/ +mv ILSVRC2012_val_00030309.JPEG n02643566/ +mv ILSVRC2012_val_00030310.JPEG n02966193/ +mv ILSVRC2012_val_00030311.JPEG n01770393/ +mv ILSVRC2012_val_00030312.JPEG n02672831/ +mv ILSVRC2012_val_00030313.JPEG n02494079/ +mv ILSVRC2012_val_00030314.JPEG n02930766/ +mv ILSVRC2012_val_00030315.JPEG n03259280/ +mv ILSVRC2012_val_00030316.JPEG n02442845/ +mv ILSVRC2012_val_00030317.JPEG n03903868/ +mv ILSVRC2012_val_00030318.JPEG n03710721/ +mv ILSVRC2012_val_00030319.JPEG n02690373/ +mv ILSVRC2012_val_00030320.JPEG n01531178/ +mv ILSVRC2012_val_00030321.JPEG n01496331/ +mv ILSVRC2012_val_00030322.JPEG n03710721/ +mv ILSVRC2012_val_00030323.JPEG n02088094/ +mv ILSVRC2012_val_00030324.JPEG n07717556/ +mv ILSVRC2012_val_00030325.JPEG n03920288/ +mv ILSVRC2012_val_00030326.JPEG n02089078/ +mv ILSVRC2012_val_00030327.JPEG n02109525/ +mv ILSVRC2012_val_00030328.JPEG n02808304/ +mv ILSVRC2012_val_00030329.JPEG n03447447/ +mv ILSVRC2012_val_00030330.JPEG n04548280/ +mv ILSVRC2012_val_00030331.JPEG n02906734/ +mv ILSVRC2012_val_00030332.JPEG n07716358/ +mv ILSVRC2012_val_00030333.JPEG n01774384/ +mv ILSVRC2012_val_00030334.JPEG n03637318/ +mv ILSVRC2012_val_00030335.JPEG n02909870/ +mv ILSVRC2012_val_00030336.JPEG n03788195/ +mv ILSVRC2012_val_00030337.JPEG n02699494/ +mv ILSVRC2012_val_00030338.JPEG n04355338/ +mv ILSVRC2012_val_00030339.JPEG n02095889/ +mv ILSVRC2012_val_00030340.JPEG n02606052/ +mv ILSVRC2012_val_00030341.JPEG n03623198/ +mv ILSVRC2012_val_00030342.JPEG n01641577/ +mv ILSVRC2012_val_00030343.JPEG n01669191/ +mv ILSVRC2012_val_00030344.JPEG n02457408/ +mv ILSVRC2012_val_00030345.JPEG n03627232/ +mv ILSVRC2012_val_00030346.JPEG n02769748/ +mv ILSVRC2012_val_00030347.JPEG n04311004/ +mv ILSVRC2012_val_00030348.JPEG n03584254/ +mv ILSVRC2012_val_00030349.JPEG n03220513/ +mv ILSVRC2012_val_00030350.JPEG n03530642/ +mv ILSVRC2012_val_00030351.JPEG n04285008/ +mv ILSVRC2012_val_00030352.JPEG n01644373/ +mv ILSVRC2012_val_00030353.JPEG n09421951/ +mv ILSVRC2012_val_00030354.JPEG n03733281/ +mv ILSVRC2012_val_00030355.JPEG n03047690/ +mv ILSVRC2012_val_00030356.JPEG n02808304/ +mv ILSVRC2012_val_00030357.JPEG n03720891/ +mv ILSVRC2012_val_00030358.JPEG n02437616/ +mv ILSVRC2012_val_00030359.JPEG n07684084/ +mv ILSVRC2012_val_00030360.JPEG n01749939/ +mv ILSVRC2012_val_00030361.JPEG n04409515/ +mv ILSVRC2012_val_00030362.JPEG n02494079/ +mv ILSVRC2012_val_00030363.JPEG n02948072/ +mv ILSVRC2012_val_00030364.JPEG n02110806/ +mv ILSVRC2012_val_00030365.JPEG n02077923/ +mv ILSVRC2012_val_00030366.JPEG n01924916/ +mv ILSVRC2012_val_00030367.JPEG n01496331/ +mv ILSVRC2012_val_00030368.JPEG 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ILSVRC2012_val_00030751.JPEG n04252077/ +mv ILSVRC2012_val_00030752.JPEG n03476684/ +mv ILSVRC2012_val_00030753.JPEG n02777292/ +mv ILSVRC2012_val_00030754.JPEG n03617480/ +mv ILSVRC2012_val_00030755.JPEG n04004767/ +mv ILSVRC2012_val_00030756.JPEG n02102177/ +mv ILSVRC2012_val_00030757.JPEG n02088632/ +mv ILSVRC2012_val_00030758.JPEG n07749582/ +mv ILSVRC2012_val_00030759.JPEG n04264628/ +mv ILSVRC2012_val_00030760.JPEG n04487081/ +mv ILSVRC2012_val_00030761.JPEG n02808440/ +mv ILSVRC2012_val_00030762.JPEG n04399382/ +mv ILSVRC2012_val_00030763.JPEG n03961711/ +mv ILSVRC2012_val_00030764.JPEG n04229816/ +mv ILSVRC2012_val_00030765.JPEG n03977966/ +mv ILSVRC2012_val_00030766.JPEG n03133878/ +mv ILSVRC2012_val_00030767.JPEG n03877845/ +mv ILSVRC2012_val_00030768.JPEG n03995372/ +mv ILSVRC2012_val_00030769.JPEG n04131690/ +mv ILSVRC2012_val_00030770.JPEG n02093754/ +mv ILSVRC2012_val_00030771.JPEG n02110806/ +mv ILSVRC2012_val_00030772.JPEG n01872401/ +mv ILSVRC2012_val_00030773.JPEG 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ILSVRC2012_val_00030886.JPEG n03970156/ +mv ILSVRC2012_val_00030887.JPEG n01860187/ +mv ILSVRC2012_val_00030888.JPEG n02102973/ +mv ILSVRC2012_val_00030889.JPEG n03220513/ +mv ILSVRC2012_val_00030890.JPEG n03032252/ +mv ILSVRC2012_val_00030891.JPEG n01797886/ +mv ILSVRC2012_val_00030892.JPEG n03792782/ +mv ILSVRC2012_val_00030893.JPEG n02085936/ +mv ILSVRC2012_val_00030894.JPEG n04487394/ +mv ILSVRC2012_val_00030895.JPEG n02790996/ +mv ILSVRC2012_val_00030896.JPEG n01773157/ +mv ILSVRC2012_val_00030897.JPEG n04367480/ +mv ILSVRC2012_val_00030898.JPEG n03290653/ +mv ILSVRC2012_val_00030899.JPEG n03478589/ +mv ILSVRC2012_val_00030900.JPEG n04542943/ +mv ILSVRC2012_val_00030901.JPEG n07579787/ +mv ILSVRC2012_val_00030902.JPEG n02190166/ +mv ILSVRC2012_val_00030903.JPEG n06785654/ +mv ILSVRC2012_val_00030904.JPEG n02002724/ +mv ILSVRC2012_val_00030905.JPEG n01740131/ +mv ILSVRC2012_val_00030906.JPEG n04033995/ +mv ILSVRC2012_val_00030907.JPEG n01978287/ +mv ILSVRC2012_val_00030908.JPEG 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ILSVRC2012_val_00030931.JPEG n03110669/ +mv ILSVRC2012_val_00030932.JPEG n03868242/ +mv ILSVRC2012_val_00030933.JPEG n03874599/ +mv ILSVRC2012_val_00030934.JPEG n02120505/ +mv ILSVRC2012_val_00030935.JPEG n03930313/ +mv ILSVRC2012_val_00030936.JPEG n02165105/ +mv ILSVRC2012_val_00030937.JPEG n04604644/ +mv ILSVRC2012_val_00030938.JPEG n03445777/ +mv ILSVRC2012_val_00030939.JPEG n02099712/ +mv ILSVRC2012_val_00030940.JPEG n02009229/ +mv ILSVRC2012_val_00030941.JPEG n04389033/ +mv ILSVRC2012_val_00030942.JPEG n04371774/ +mv ILSVRC2012_val_00030943.JPEG n02437616/ +mv ILSVRC2012_val_00030944.JPEG n04243546/ +mv ILSVRC2012_val_00030945.JPEG n03794056/ +mv ILSVRC2012_val_00030946.JPEG n03775071/ +mv ILSVRC2012_val_00030947.JPEG n04479046/ +mv ILSVRC2012_val_00030948.JPEG n03796401/ +mv ILSVRC2012_val_00030949.JPEG n02892767/ +mv ILSVRC2012_val_00030950.JPEG n03929660/ +mv ILSVRC2012_val_00030951.JPEG n02133161/ +mv ILSVRC2012_val_00030952.JPEG n03944341/ +mv ILSVRC2012_val_00030953.JPEG 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ILSVRC2012_val_00030976.JPEG n02988304/ +mv ILSVRC2012_val_00030977.JPEG n03126707/ +mv ILSVRC2012_val_00030978.JPEG n02727426/ +mv ILSVRC2012_val_00030979.JPEG n04127249/ +mv ILSVRC2012_val_00030980.JPEG n02843684/ +mv ILSVRC2012_val_00030981.JPEG n03179701/ +mv ILSVRC2012_val_00030982.JPEG n02443484/ +mv ILSVRC2012_val_00030983.JPEG n04344873/ +mv ILSVRC2012_val_00030984.JPEG n02280649/ +mv ILSVRC2012_val_00030985.JPEG n03216828/ +mv ILSVRC2012_val_00030986.JPEG n12985857/ +mv ILSVRC2012_val_00030987.JPEG n04548280/ +mv ILSVRC2012_val_00030988.JPEG n03602883/ +mv ILSVRC2012_val_00030989.JPEG n03447721/ +mv ILSVRC2012_val_00030990.JPEG n01694178/ +mv ILSVRC2012_val_00030991.JPEG n02415577/ +mv ILSVRC2012_val_00030992.JPEG n02699494/ +mv ILSVRC2012_val_00030993.JPEG n03085013/ +mv ILSVRC2012_val_00030994.JPEG n02895154/ +mv ILSVRC2012_val_00030995.JPEG n04371774/ +mv ILSVRC2012_val_00030996.JPEG n03495258/ +mv ILSVRC2012_val_00030997.JPEG n03791053/ +mv ILSVRC2012_val_00030998.JPEG n02641379/ +mv ILSVRC2012_val_00030999.JPEG n02980441/ +mv ILSVRC2012_val_00031000.JPEG n02950826/ +mv ILSVRC2012_val_00031001.JPEG n02110063/ +mv ILSVRC2012_val_00031002.JPEG n03788195/ +mv ILSVRC2012_val_00031003.JPEG n01693334/ +mv ILSVRC2012_val_00031004.JPEG n02606052/ +mv ILSVRC2012_val_00031005.JPEG n07742313/ +mv ILSVRC2012_val_00031006.JPEG n02113624/ +mv ILSVRC2012_val_00031007.JPEG n03874293/ +mv ILSVRC2012_val_00031008.JPEG n04209239/ +mv ILSVRC2012_val_00031009.JPEG n03388043/ +mv ILSVRC2012_val_00031010.JPEG n02927161/ +mv ILSVRC2012_val_00031011.JPEG n03944341/ +mv ILSVRC2012_val_00031012.JPEG n04579432/ +mv ILSVRC2012_val_00031013.JPEG n03759954/ +mv ILSVRC2012_val_00031014.JPEG n02101388/ +mv ILSVRC2012_val_00031015.JPEG n01978287/ +mv ILSVRC2012_val_00031016.JPEG n03443371/ +mv ILSVRC2012_val_00031017.JPEG n02129604/ +mv ILSVRC2012_val_00031018.JPEG n01693334/ +mv ILSVRC2012_val_00031019.JPEG n07742313/ +mv ILSVRC2012_val_00031020.JPEG n01770393/ +mv ILSVRC2012_val_00031021.JPEG n06785654/ +mv ILSVRC2012_val_00031022.JPEG n03126707/ +mv ILSVRC2012_val_00031023.JPEG n02058221/ +mv ILSVRC2012_val_00031024.JPEG n03721384/ +mv ILSVRC2012_val_00031025.JPEG n02093647/ +mv ILSVRC2012_val_00031026.JPEG n07684084/ +mv ILSVRC2012_val_00031027.JPEG n03775546/ +mv ILSVRC2012_val_00031028.JPEG n03494278/ +mv ILSVRC2012_val_00031029.JPEG n03131574/ +mv ILSVRC2012_val_00031030.JPEG n02823428/ +mv ILSVRC2012_val_00031031.JPEG n02111889/ +mv ILSVRC2012_val_00031032.JPEG n04208210/ +mv ILSVRC2012_val_00031033.JPEG n02190166/ +mv ILSVRC2012_val_00031034.JPEG n04228054/ +mv ILSVRC2012_val_00031035.JPEG n03888257/ +mv ILSVRC2012_val_00031036.JPEG n02169497/ +mv ILSVRC2012_val_00031037.JPEG n01770081/ +mv ILSVRC2012_val_00031038.JPEG n02974003/ +mv ILSVRC2012_val_00031039.JPEG n03637318/ +mv ILSVRC2012_val_00031040.JPEG n02089078/ +mv ILSVRC2012_val_00031041.JPEG n02117135/ +mv ILSVRC2012_val_00031042.JPEG n02457408/ +mv ILSVRC2012_val_00031043.JPEG 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ILSVRC2012_val_00034666.JPEG n01694178/ +mv ILSVRC2012_val_00034667.JPEG n02112018/ +mv ILSVRC2012_val_00034668.JPEG n01739381/ +mv ILSVRC2012_val_00034669.JPEG n01695060/ +mv ILSVRC2012_val_00034670.JPEG n01980166/ +mv ILSVRC2012_val_00034671.JPEG n03788365/ +mv ILSVRC2012_val_00034672.JPEG n03187595/ +mv ILSVRC2012_val_00034673.JPEG n02277742/ +mv ILSVRC2012_val_00034674.JPEG n01669191/ +mv ILSVRC2012_val_00034675.JPEG n02892201/ +mv ILSVRC2012_val_00034676.JPEG n02123045/ +mv ILSVRC2012_val_00034677.JPEG n07747607/ +mv ILSVRC2012_val_00034678.JPEG n04604644/ +mv ILSVRC2012_val_00034679.JPEG n04149813/ +mv ILSVRC2012_val_00034680.JPEG n04074963/ +mv ILSVRC2012_val_00034681.JPEG n02111277/ +mv ILSVRC2012_val_00034682.JPEG n02101006/ +mv ILSVRC2012_val_00034683.JPEG n03961711/ +mv ILSVRC2012_val_00034684.JPEG n01978287/ +mv ILSVRC2012_val_00034685.JPEG n03127747/ +mv ILSVRC2012_val_00034686.JPEG n02129604/ +mv ILSVRC2012_val_00034687.JPEG n07717410/ +mv ILSVRC2012_val_00034688.JPEG 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ILSVRC2012_val_00034711.JPEG n04372370/ +mv ILSVRC2012_val_00034712.JPEG n04041544/ +mv ILSVRC2012_val_00034713.JPEG n04552348/ +mv ILSVRC2012_val_00034714.JPEG n04264628/ +mv ILSVRC2012_val_00034715.JPEG n04041544/ +mv ILSVRC2012_val_00034716.JPEG n01910747/ +mv ILSVRC2012_val_00034717.JPEG n03950228/ +mv ILSVRC2012_val_00034718.JPEG n02666196/ +mv ILSVRC2012_val_00034719.JPEG n04204347/ +mv ILSVRC2012_val_00034720.JPEG n01560419/ +mv ILSVRC2012_val_00034721.JPEG n04204238/ +mv ILSVRC2012_val_00034722.JPEG n02236044/ +mv ILSVRC2012_val_00034723.JPEG n03131574/ +mv ILSVRC2012_val_00034724.JPEG n04487081/ +mv ILSVRC2012_val_00034725.JPEG n02018795/ +mv ILSVRC2012_val_00034726.JPEG n02843684/ +mv ILSVRC2012_val_00034727.JPEG n03000684/ +mv ILSVRC2012_val_00034728.JPEG n01667778/ +mv ILSVRC2012_val_00034729.JPEG n02115641/ +mv ILSVRC2012_val_00034730.JPEG n04548362/ +mv ILSVRC2012_val_00034731.JPEG n01943899/ +mv ILSVRC2012_val_00034732.JPEG n02100877/ +mv ILSVRC2012_val_00034733.JPEG 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ILSVRC2012_val_00034756.JPEG n01734418/ +mv ILSVRC2012_val_00034757.JPEG n02321529/ +mv ILSVRC2012_val_00034758.JPEG n03047690/ +mv ILSVRC2012_val_00034759.JPEG n02879718/ +mv ILSVRC2012_val_00034760.JPEG n02025239/ +mv ILSVRC2012_val_00034761.JPEG n03131574/ +mv ILSVRC2012_val_00034762.JPEG n04347754/ +mv ILSVRC2012_val_00034763.JPEG n03216828/ +mv ILSVRC2012_val_00034764.JPEG n02264363/ +mv ILSVRC2012_val_00034765.JPEG n03041632/ +mv ILSVRC2012_val_00034766.JPEG n02071294/ +mv ILSVRC2012_val_00034767.JPEG n01914609/ +mv ILSVRC2012_val_00034768.JPEG n02497673/ +mv ILSVRC2012_val_00034769.JPEG n02172182/ +mv ILSVRC2012_val_00034770.JPEG n01667778/ +mv ILSVRC2012_val_00034771.JPEG n02106550/ +mv ILSVRC2012_val_00034772.JPEG n02814860/ +mv ILSVRC2012_val_00034773.JPEG n01773549/ +mv ILSVRC2012_val_00034774.JPEG n01986214/ +mv ILSVRC2012_val_00034775.JPEG n02236044/ +mv ILSVRC2012_val_00034776.JPEG n02009912/ +mv ILSVRC2012_val_00034777.JPEG n02487347/ +mv ILSVRC2012_val_00034778.JPEG 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ILSVRC2012_val_00035161.JPEG n02113023/ +mv ILSVRC2012_val_00035162.JPEG n03594945/ +mv ILSVRC2012_val_00035163.JPEG n02123045/ +mv ILSVRC2012_val_00035164.JPEG n02120505/ +mv ILSVRC2012_val_00035165.JPEG n02119022/ +mv ILSVRC2012_val_00035166.JPEG n02493793/ +mv ILSVRC2012_val_00035167.JPEG n01728572/ +mv ILSVRC2012_val_00035168.JPEG n03482405/ +mv ILSVRC2012_val_00035169.JPEG n01980166/ +mv ILSVRC2012_val_00035170.JPEG n07745940/ +mv ILSVRC2012_val_00035171.JPEG n01773549/ +mv ILSVRC2012_val_00035172.JPEG n02123394/ +mv ILSVRC2012_val_00035173.JPEG n02093754/ +mv ILSVRC2012_val_00035174.JPEG n03534580/ +mv ILSVRC2012_val_00035175.JPEG n02174001/ +mv ILSVRC2012_val_00035176.JPEG n02641379/ +mv ILSVRC2012_val_00035177.JPEG n01693334/ +mv ILSVRC2012_val_00035178.JPEG n01983481/ +mv ILSVRC2012_val_00035179.JPEG n02793495/ +mv ILSVRC2012_val_00035180.JPEG n04456115/ +mv ILSVRC2012_val_00035181.JPEG n04141327/ +mv ILSVRC2012_val_00035182.JPEG n02096585/ +mv ILSVRC2012_val_00035183.JPEG n01855672/ +mv ILSVRC2012_val_00035184.JPEG n03223299/ +mv ILSVRC2012_val_00035185.JPEG n03544143/ +mv ILSVRC2012_val_00035186.JPEG n02321529/ +mv ILSVRC2012_val_00035187.JPEG n09193705/ +mv ILSVRC2012_val_00035188.JPEG n04409515/ +mv ILSVRC2012_val_00035189.JPEG n02105162/ +mv ILSVRC2012_val_00035190.JPEG n03775546/ +mv ILSVRC2012_val_00035191.JPEG n01990800/ +mv ILSVRC2012_val_00035192.JPEG n02128757/ +mv ILSVRC2012_val_00035193.JPEG n03769881/ +mv ILSVRC2012_val_00035194.JPEG n03314780/ +mv ILSVRC2012_val_00035195.JPEG n03598930/ +mv ILSVRC2012_val_00035196.JPEG n03452741/ +mv ILSVRC2012_val_00035197.JPEG n03388183/ +mv ILSVRC2012_val_00035198.JPEG n03958227/ +mv ILSVRC2012_val_00035199.JPEG n02236044/ +mv ILSVRC2012_val_00035200.JPEG n04208210/ +mv ILSVRC2012_val_00035201.JPEG n07693725/ +mv ILSVRC2012_val_00035202.JPEG n01945685/ +mv ILSVRC2012_val_00035203.JPEG n04579432/ +mv ILSVRC2012_val_00035204.JPEG n02486410/ +mv ILSVRC2012_val_00035205.JPEG n02791270/ +mv ILSVRC2012_val_00035206.JPEG n02099429/ +mv ILSVRC2012_val_00035207.JPEG n02074367/ +mv ILSVRC2012_val_00035208.JPEG n04208210/ +mv ILSVRC2012_val_00035209.JPEG n01981276/ +mv ILSVRC2012_val_00035210.JPEG n03240683/ +mv ILSVRC2012_val_00035211.JPEG n03425413/ +mv ILSVRC2012_val_00035212.JPEG n02115913/ +mv ILSVRC2012_val_00035213.JPEG n03124043/ +mv ILSVRC2012_val_00035214.JPEG n02002724/ +mv ILSVRC2012_val_00035215.JPEG n02667093/ +mv ILSVRC2012_val_00035216.JPEG n03724870/ +mv ILSVRC2012_val_00035217.JPEG n07730033/ +mv ILSVRC2012_val_00035218.JPEG n03733281/ +mv ILSVRC2012_val_00035219.JPEG n04522168/ +mv ILSVRC2012_val_00035220.JPEG n07717556/ +mv ILSVRC2012_val_00035221.JPEG n03977966/ +mv ILSVRC2012_val_00035222.JPEG n03788365/ +mv ILSVRC2012_val_00035223.JPEG n01484850/ +mv ILSVRC2012_val_00035224.JPEG n03482405/ +mv ILSVRC2012_val_00035225.JPEG n03623198/ +mv ILSVRC2012_val_00035226.JPEG n07892512/ +mv ILSVRC2012_val_00035227.JPEG n07711569/ +mv ILSVRC2012_val_00035228.JPEG 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ILSVRC2012_val_00035251.JPEG n03527444/ +mv ILSVRC2012_val_00035252.JPEG n02099601/ +mv ILSVRC2012_val_00035253.JPEG n07715103/ +mv ILSVRC2012_val_00035254.JPEG n01531178/ +mv ILSVRC2012_val_00035255.JPEG n04599235/ +mv ILSVRC2012_val_00035256.JPEG n07697313/ +mv ILSVRC2012_val_00035257.JPEG n02091244/ +mv ILSVRC2012_val_00035258.JPEG n04317175/ +mv ILSVRC2012_val_00035259.JPEG n02823428/ +mv ILSVRC2012_val_00035260.JPEG n02096437/ +mv ILSVRC2012_val_00035261.JPEG n02236044/ +mv ILSVRC2012_val_00035262.JPEG n02190166/ +mv ILSVRC2012_val_00035263.JPEG n02948072/ +mv ILSVRC2012_val_00035264.JPEG n01728920/ +mv ILSVRC2012_val_00035265.JPEG n01728572/ +mv ILSVRC2012_val_00035266.JPEG n03000684/ +mv ILSVRC2012_val_00035267.JPEG n03133878/ +mv ILSVRC2012_val_00035268.JPEG n02017213/ +mv ILSVRC2012_val_00035269.JPEG n01978287/ +mv ILSVRC2012_val_00035270.JPEG n03775071/ +mv ILSVRC2012_val_00035271.JPEG n04479046/ +mv ILSVRC2012_val_00035272.JPEG n07720875/ +mv ILSVRC2012_val_00035273.JPEG 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ILSVRC2012_val_00035296.JPEG n02110806/ +mv ILSVRC2012_val_00035297.JPEG n03733131/ +mv ILSVRC2012_val_00035298.JPEG n02096294/ +mv ILSVRC2012_val_00035299.JPEG n04229816/ +mv ILSVRC2012_val_00035300.JPEG n06794110/ +mv ILSVRC2012_val_00035301.JPEG n02699494/ +mv ILSVRC2012_val_00035302.JPEG n03761084/ +mv ILSVRC2012_val_00035303.JPEG n01592084/ +mv ILSVRC2012_val_00035304.JPEG n07695742/ +mv ILSVRC2012_val_00035305.JPEG n01631663/ +mv ILSVRC2012_val_00035306.JPEG n03017168/ +mv ILSVRC2012_val_00035307.JPEG n04350905/ +mv ILSVRC2012_val_00035308.JPEG n02256656/ +mv ILSVRC2012_val_00035309.JPEG n04285008/ +mv ILSVRC2012_val_00035310.JPEG n01984695/ +mv ILSVRC2012_val_00035311.JPEG n04275548/ +mv ILSVRC2012_val_00035312.JPEG n01883070/ +mv ILSVRC2012_val_00035313.JPEG n03047690/ +mv ILSVRC2012_val_00035314.JPEG n02445715/ +mv ILSVRC2012_val_00035315.JPEG n02088094/ +mv ILSVRC2012_val_00035316.JPEG n03223299/ +mv ILSVRC2012_val_00035317.JPEG n01729322/ +mv ILSVRC2012_val_00035318.JPEG n03837869/ +mv ILSVRC2012_val_00035319.JPEG n02102480/ +mv ILSVRC2012_val_00035320.JPEG n02088364/ +mv ILSVRC2012_val_00035321.JPEG n02102177/ +mv ILSVRC2012_val_00035322.JPEG n04265275/ +mv ILSVRC2012_val_00035323.JPEG n02319095/ +mv ILSVRC2012_val_00035324.JPEG n02229544/ +mv ILSVRC2012_val_00035325.JPEG n03759954/ +mv ILSVRC2012_val_00035326.JPEG n02869837/ +mv ILSVRC2012_val_00035327.JPEG n04209133/ +mv ILSVRC2012_val_00035328.JPEG n03291819/ +mv ILSVRC2012_val_00035329.JPEG n04371774/ +mv ILSVRC2012_val_00035330.JPEG n02138441/ +mv ILSVRC2012_val_00035331.JPEG n02417914/ +mv ILSVRC2012_val_00035332.JPEG n02128757/ +mv ILSVRC2012_val_00035333.JPEG n02098286/ +mv ILSVRC2012_val_00035334.JPEG n04591157/ +mv ILSVRC2012_val_00035335.JPEG n03443371/ +mv ILSVRC2012_val_00035336.JPEG n03902125/ +mv ILSVRC2012_val_00035337.JPEG n02422106/ +mv ILSVRC2012_val_00035338.JPEG n04423845/ +mv ILSVRC2012_val_00035339.JPEG n04465501/ +mv ILSVRC2012_val_00035340.JPEG n13052670/ +mv ILSVRC2012_val_00035341.JPEG n02087394/ +mv ILSVRC2012_val_00035342.JPEG n04367480/ +mv ILSVRC2012_val_00035343.JPEG n07742313/ +mv ILSVRC2012_val_00035344.JPEG n03538406/ +mv ILSVRC2012_val_00035345.JPEG n03492542/ +mv ILSVRC2012_val_00035346.JPEG n03868863/ +mv ILSVRC2012_val_00035347.JPEG n02088632/ +mv ILSVRC2012_val_00035348.JPEG n01582220/ +mv ILSVRC2012_val_00035349.JPEG n03876231/ +mv ILSVRC2012_val_00035350.JPEG n03770439/ +mv ILSVRC2012_val_00035351.JPEG n02977058/ +mv ILSVRC2012_val_00035352.JPEG n03457902/ +mv ILSVRC2012_val_00035353.JPEG n03874293/ +mv ILSVRC2012_val_00035354.JPEG n03902125/ +mv ILSVRC2012_val_00035355.JPEG n03929855/ +mv ILSVRC2012_val_00035356.JPEG n02391049/ +mv ILSVRC2012_val_00035357.JPEG n03180011/ +mv ILSVRC2012_val_00035358.JPEG n03956157/ +mv ILSVRC2012_val_00035359.JPEG n02790996/ +mv ILSVRC2012_val_00035360.JPEG n02099712/ +mv ILSVRC2012_val_00035361.JPEG n01980166/ +mv ILSVRC2012_val_00035362.JPEG n04041544/ +mv ILSVRC2012_val_00035363.JPEG n02033041/ +mv ILSVRC2012_val_00035364.JPEG n03976657/ +mv ILSVRC2012_val_00035365.JPEG n01751748/ +mv ILSVRC2012_val_00035366.JPEG n02127052/ +mv ILSVRC2012_val_00035367.JPEG n01494475/ +mv ILSVRC2012_val_00035368.JPEG n02128385/ +mv ILSVRC2012_val_00035369.JPEG n04204347/ +mv ILSVRC2012_val_00035370.JPEG n03690938/ +mv ILSVRC2012_val_00035371.JPEG n03759954/ +mv ILSVRC2012_val_00035372.JPEG n02412080/ +mv ILSVRC2012_val_00035373.JPEG n04204238/ +mv ILSVRC2012_val_00035374.JPEG n03662601/ +mv ILSVRC2012_val_00035375.JPEG n02114855/ +mv ILSVRC2012_val_00035376.JPEG n03788365/ +mv ILSVRC2012_val_00035377.JPEG n02104029/ +mv ILSVRC2012_val_00035378.JPEG n02101556/ +mv ILSVRC2012_val_00035379.JPEG n01737021/ +mv ILSVRC2012_val_00035380.JPEG n09288635/ +mv ILSVRC2012_val_00035381.JPEG n02096177/ +mv ILSVRC2012_val_00035382.JPEG n02492035/ +mv ILSVRC2012_val_00035383.JPEG n04238763/ +mv ILSVRC2012_val_00035384.JPEG n03393912/ +mv ILSVRC2012_val_00035385.JPEG n04149813/ +mv ILSVRC2012_val_00035386.JPEG n02398521/ +mv ILSVRC2012_val_00035387.JPEG n01742172/ +mv ILSVRC2012_val_00035388.JPEG n02130308/ +mv ILSVRC2012_val_00035389.JPEG n01534433/ +mv ILSVRC2012_val_00035390.JPEG n04404412/ +mv ILSVRC2012_val_00035391.JPEG n02107683/ +mv ILSVRC2012_val_00035392.JPEG n02708093/ +mv ILSVRC2012_val_00035393.JPEG n04209239/ +mv ILSVRC2012_val_00035394.JPEG n07715103/ +mv ILSVRC2012_val_00035395.JPEG n07718747/ +mv ILSVRC2012_val_00035396.JPEG n04462240/ +mv ILSVRC2012_val_00035397.JPEG n02510455/ +mv ILSVRC2012_val_00035398.JPEG n02098105/ +mv ILSVRC2012_val_00035399.JPEG n02277742/ +mv ILSVRC2012_val_00035400.JPEG n02096437/ +mv ILSVRC2012_val_00035401.JPEG n02802426/ +mv ILSVRC2012_val_00035402.JPEG n02486261/ +mv ILSVRC2012_val_00035403.JPEG n02091134/ +mv ILSVRC2012_val_00035404.JPEG n03272010/ +mv ILSVRC2012_val_00035405.JPEG n01491361/ +mv ILSVRC2012_val_00035406.JPEG n04604644/ +mv ILSVRC2012_val_00035407.JPEG n02640242/ +mv ILSVRC2012_val_00035408.JPEG n03692522/ +mv ILSVRC2012_val_00035409.JPEG n02229544/ +mv ILSVRC2012_val_00035410.JPEG n07720875/ +mv ILSVRC2012_val_00035411.JPEG n04606251/ +mv ILSVRC2012_val_00035412.JPEG n04201297/ +mv ILSVRC2012_val_00035413.JPEG n11939491/ +mv ILSVRC2012_val_00035414.JPEG n02088364/ +mv ILSVRC2012_val_00035415.JPEG n02655020/ +mv ILSVRC2012_val_00035416.JPEG n03657121/ +mv ILSVRC2012_val_00035417.JPEG n02112350/ +mv ILSVRC2012_val_00035418.JPEG n02326432/ +mv ILSVRC2012_val_00035419.JPEG n03445777/ +mv ILSVRC2012_val_00035420.JPEG n02028035/ +mv ILSVRC2012_val_00035421.JPEG n04326547/ +mv ILSVRC2012_val_00035422.JPEG n03400231/ +mv ILSVRC2012_val_00035423.JPEG n02091032/ +mv ILSVRC2012_val_00035424.JPEG n03710193/ +mv ILSVRC2012_val_00035425.JPEG n01742172/ +mv ILSVRC2012_val_00035426.JPEG n01806567/ +mv ILSVRC2012_val_00035427.JPEG n03485407/ +mv ILSVRC2012_val_00035428.JPEG n03450230/ +mv ILSVRC2012_val_00035429.JPEG n01735189/ +mv ILSVRC2012_val_00035430.JPEG n02319095/ +mv ILSVRC2012_val_00035431.JPEG n03467068/ +mv ILSVRC2012_val_00035432.JPEG n04458633/ +mv ILSVRC2012_val_00035433.JPEG n03394916/ +mv ILSVRC2012_val_00035434.JPEG n02500267/ +mv ILSVRC2012_val_00035435.JPEG n04525038/ +mv ILSVRC2012_val_00035436.JPEG n02112137/ +mv ILSVRC2012_val_00035437.JPEG n02107908/ +mv ILSVRC2012_val_00035438.JPEG n12768682/ +mv ILSVRC2012_val_00035439.JPEG n02119789/ +mv ILSVRC2012_val_00035440.JPEG n03662601/ +mv ILSVRC2012_val_00035441.JPEG n07860988/ +mv ILSVRC2012_val_00035442.JPEG n04584207/ +mv ILSVRC2012_val_00035443.JPEG n07932039/ +mv ILSVRC2012_val_00035444.JPEG n03062245/ +mv ILSVRC2012_val_00035445.JPEG n07745940/ +mv ILSVRC2012_val_00035446.JPEG n03085013/ +mv ILSVRC2012_val_00035447.JPEG n04465501/ +mv ILSVRC2012_val_00035448.JPEG n02483708/ +mv ILSVRC2012_val_00035449.JPEG n03379051/ +mv ILSVRC2012_val_00035450.JPEG n01631663/ +mv ILSVRC2012_val_00035451.JPEG n01773157/ +mv ILSVRC2012_val_00035452.JPEG n02364673/ +mv ILSVRC2012_val_00035453.JPEG n02917067/ +mv ILSVRC2012_val_00035454.JPEG n02488702/ +mv ILSVRC2012_val_00035455.JPEG n02105412/ +mv ILSVRC2012_val_00035456.JPEG n02423022/ +mv ILSVRC2012_val_00035457.JPEG n03868242/ +mv ILSVRC2012_val_00035458.JPEG n02018207/ +mv ILSVRC2012_val_00035459.JPEG n02113624/ +mv ILSVRC2012_val_00035460.JPEG n04041544/ +mv ILSVRC2012_val_00035461.JPEG n04548280/ +mv ILSVRC2012_val_00035462.JPEG n03483316/ +mv ILSVRC2012_val_00035463.JPEG n03444034/ +mv ILSVRC2012_val_00035464.JPEG n02125311/ +mv ILSVRC2012_val_00035465.JPEG n02281406/ +mv ILSVRC2012_val_00035466.JPEG n04041544/ +mv ILSVRC2012_val_00035467.JPEG n03223299/ +mv ILSVRC2012_val_00035468.JPEG n03602883/ +mv ILSVRC2012_val_00035469.JPEG n12144580/ +mv ILSVRC2012_val_00035470.JPEG n04192698/ +mv ILSVRC2012_val_00035471.JPEG n07831146/ +mv ILSVRC2012_val_00035472.JPEG n01748264/ +mv ILSVRC2012_val_00035473.JPEG n02096177/ +mv ILSVRC2012_val_00035474.JPEG n01798484/ +mv ILSVRC2012_val_00035475.JPEG n03075370/ +mv ILSVRC2012_val_00035476.JPEG n01807496/ +mv ILSVRC2012_val_00035477.JPEG n04479046/ +mv ILSVRC2012_val_00035478.JPEG n03457902/ +mv ILSVRC2012_val_00035479.JPEG n02504013/ +mv ILSVRC2012_val_00035480.JPEG n02097047/ +mv ILSVRC2012_val_00035481.JPEG n07583066/ +mv ILSVRC2012_val_00035482.JPEG n02979186/ +mv ILSVRC2012_val_00035483.JPEG n03595614/ +mv ILSVRC2012_val_00035484.JPEG n04286575/ +mv ILSVRC2012_val_00035485.JPEG n09246464/ +mv ILSVRC2012_val_00035486.JPEG n02981792/ +mv ILSVRC2012_val_00035487.JPEG n03220513/ +mv ILSVRC2012_val_00035488.JPEG n02090379/ +mv ILSVRC2012_val_00035489.JPEG n02037110/ +mv ILSVRC2012_val_00035490.JPEG n02009912/ +mv ILSVRC2012_val_00035491.JPEG n07860988/ +mv ILSVRC2012_val_00035492.JPEG n04435653/ +mv ILSVRC2012_val_00035493.JPEG n02486261/ +mv ILSVRC2012_val_00035494.JPEG n02129604/ +mv ILSVRC2012_val_00035495.JPEG n01491361/ +mv ILSVRC2012_val_00035496.JPEG n04579432/ +mv ILSVRC2012_val_00035497.JPEG n02165456/ +mv ILSVRC2012_val_00035498.JPEG 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ILSVRC2012_val_00035611.JPEG n03929660/ +mv ILSVRC2012_val_00035612.JPEG n02493793/ +mv ILSVRC2012_val_00035613.JPEG n03447447/ +mv ILSVRC2012_val_00035614.JPEG n02013706/ +mv ILSVRC2012_val_00035615.JPEG n03478589/ +mv ILSVRC2012_val_00035616.JPEG n07615774/ +mv ILSVRC2012_val_00035617.JPEG n03530642/ +mv ILSVRC2012_val_00035618.JPEG n02410509/ +mv ILSVRC2012_val_00035619.JPEG n01968897/ +mv ILSVRC2012_val_00035620.JPEG n04252077/ +mv ILSVRC2012_val_00035621.JPEG n03976467/ +mv ILSVRC2012_val_00035622.JPEG n07871810/ +mv ILSVRC2012_val_00035623.JPEG n01697457/ +mv ILSVRC2012_val_00035624.JPEG n04200800/ +mv ILSVRC2012_val_00035625.JPEG n01806567/ +mv ILSVRC2012_val_00035626.JPEG n03998194/ +mv ILSVRC2012_val_00035627.JPEG n03721384/ +mv ILSVRC2012_val_00035628.JPEG n02107683/ +mv ILSVRC2012_val_00035629.JPEG n02950826/ +mv ILSVRC2012_val_00035630.JPEG n02834397/ +mv ILSVRC2012_val_00035631.JPEG n02978881/ +mv ILSVRC2012_val_00035632.JPEG n02106166/ +mv ILSVRC2012_val_00035633.JPEG 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ILSVRC2012_val_00035656.JPEG n02106550/ +mv ILSVRC2012_val_00035657.JPEG n03476684/ +mv ILSVRC2012_val_00035658.JPEG n01644900/ +mv ILSVRC2012_val_00035659.JPEG n03729826/ +mv ILSVRC2012_val_00035660.JPEG n03047690/ +mv ILSVRC2012_val_00035661.JPEG n04179913/ +mv ILSVRC2012_val_00035662.JPEG n02437312/ +mv ILSVRC2012_val_00035663.JPEG n03769881/ +mv ILSVRC2012_val_00035664.JPEG n01664065/ +mv ILSVRC2012_val_00035665.JPEG n02107683/ +mv ILSVRC2012_val_00035666.JPEG n09835506/ +mv ILSVRC2012_val_00035667.JPEG n01784675/ +mv ILSVRC2012_val_00035668.JPEG n02483362/ +mv ILSVRC2012_val_00035669.JPEG n02089867/ +mv ILSVRC2012_val_00035670.JPEG n04356056/ +mv ILSVRC2012_val_00035671.JPEG n03666591/ +mv ILSVRC2012_val_00035672.JPEG n06359193/ +mv ILSVRC2012_val_00035673.JPEG n02277742/ +mv ILSVRC2012_val_00035674.JPEG n04456115/ +mv ILSVRC2012_val_00035675.JPEG n02099267/ +mv ILSVRC2012_val_00035676.JPEG n03657121/ +mv ILSVRC2012_val_00035677.JPEG n04149813/ +mv ILSVRC2012_val_00035678.JPEG 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ILSVRC2012_val_00035701.JPEG n04428191/ +mv ILSVRC2012_val_00035702.JPEG n03527444/ +mv ILSVRC2012_val_00035703.JPEG n03085013/ +mv ILSVRC2012_val_00035704.JPEG n02112350/ +mv ILSVRC2012_val_00035705.JPEG n02094433/ +mv ILSVRC2012_val_00035706.JPEG n03942813/ +mv ILSVRC2012_val_00035707.JPEG n02398521/ +mv ILSVRC2012_val_00035708.JPEG n02865351/ +mv ILSVRC2012_val_00035709.JPEG n03908618/ +mv ILSVRC2012_val_00035710.JPEG n02229544/ +mv ILSVRC2012_val_00035711.JPEG n01981276/ +mv ILSVRC2012_val_00035712.JPEG n03208938/ +mv ILSVRC2012_val_00035713.JPEG n02236044/ +mv ILSVRC2012_val_00035714.JPEG n04542943/ +mv ILSVRC2012_val_00035715.JPEG n02804610/ +mv ILSVRC2012_val_00035716.JPEG n02843684/ +mv ILSVRC2012_val_00035717.JPEG n01687978/ +mv ILSVRC2012_val_00035718.JPEG n02447366/ +mv ILSVRC2012_val_00035719.JPEG n02099849/ +mv ILSVRC2012_val_00035720.JPEG n03017168/ +mv ILSVRC2012_val_00035721.JPEG n02999410/ +mv ILSVRC2012_val_00035722.JPEG n02013706/ +mv ILSVRC2012_val_00035723.JPEG n02102040/ +mv ILSVRC2012_val_00035724.JPEG n02825657/ +mv ILSVRC2012_val_00035725.JPEG n02091831/ +mv ILSVRC2012_val_00035726.JPEG n01833805/ +mv ILSVRC2012_val_00035727.JPEG n02117135/ +mv ILSVRC2012_val_00035728.JPEG n01910747/ +mv ILSVRC2012_val_00035729.JPEG n03724870/ +mv ILSVRC2012_val_00035730.JPEG n04209133/ +mv ILSVRC2012_val_00035731.JPEG n04328186/ +mv ILSVRC2012_val_00035732.JPEG n03761084/ +mv ILSVRC2012_val_00035733.JPEG n04509417/ +mv ILSVRC2012_val_00035734.JPEG n04612504/ +mv ILSVRC2012_val_00035735.JPEG n01537544/ +mv ILSVRC2012_val_00035736.JPEG n01748264/ +mv ILSVRC2012_val_00035737.JPEG n04542943/ +mv ILSVRC2012_val_00035738.JPEG n02892767/ +mv ILSVRC2012_val_00035739.JPEG n04332243/ +mv ILSVRC2012_val_00035740.JPEG n04591713/ +mv ILSVRC2012_val_00035741.JPEG n02116738/ +mv ILSVRC2012_val_00035742.JPEG n07714990/ +mv ILSVRC2012_val_00035743.JPEG n03782006/ +mv ILSVRC2012_val_00035744.JPEG n07697313/ +mv ILSVRC2012_val_00035745.JPEG n03692522/ +mv ILSVRC2012_val_00035746.JPEG n02776631/ +mv ILSVRC2012_val_00035747.JPEG n03197337/ +mv ILSVRC2012_val_00035748.JPEG n06874185/ +mv ILSVRC2012_val_00035749.JPEG n02089867/ +mv ILSVRC2012_val_00035750.JPEG n02790996/ +mv ILSVRC2012_val_00035751.JPEG n02979186/ +mv ILSVRC2012_val_00035752.JPEG n03938244/ +mv ILSVRC2012_val_00035753.JPEG n03028079/ +mv ILSVRC2012_val_00035754.JPEG n02823428/ +mv ILSVRC2012_val_00035755.JPEG n04133789/ +mv ILSVRC2012_val_00035756.JPEG n02794156/ +mv ILSVRC2012_val_00035757.JPEG n02815834/ +mv ILSVRC2012_val_00035758.JPEG n03063599/ +mv ILSVRC2012_val_00035759.JPEG n10148035/ +mv ILSVRC2012_val_00035760.JPEG n02486261/ +mv ILSVRC2012_val_00035761.JPEG n04435653/ +mv ILSVRC2012_val_00035762.JPEG n01943899/ +mv ILSVRC2012_val_00035763.JPEG n02391049/ +mv ILSVRC2012_val_00035764.JPEG n02090622/ +mv ILSVRC2012_val_00035765.JPEG n04542943/ +mv ILSVRC2012_val_00035766.JPEG n02058221/ +mv ILSVRC2012_val_00035767.JPEG n02089867/ +mv ILSVRC2012_val_00035768.JPEG n02115641/ +mv ILSVRC2012_val_00035769.JPEG n03930313/ +mv ILSVRC2012_val_00035770.JPEG n02105412/ +mv ILSVRC2012_val_00035771.JPEG n03691459/ +mv ILSVRC2012_val_00035772.JPEG n03781244/ +mv ILSVRC2012_val_00035773.JPEG n03721384/ +mv ILSVRC2012_val_00035774.JPEG n01484850/ +mv ILSVRC2012_val_00035775.JPEG n03201208/ +mv ILSVRC2012_val_00035776.JPEG n03710721/ +mv ILSVRC2012_val_00035777.JPEG n03384352/ +mv ILSVRC2012_val_00035778.JPEG n02410509/ +mv ILSVRC2012_val_00035779.JPEG n03787032/ +mv ILSVRC2012_val_00035780.JPEG n03970156/ +mv ILSVRC2012_val_00035781.JPEG n02105251/ +mv ILSVRC2012_val_00035782.JPEG n03958227/ +mv ILSVRC2012_val_00035783.JPEG n02690373/ +mv ILSVRC2012_val_00035784.JPEG n01729322/ +mv ILSVRC2012_val_00035785.JPEG n01518878/ +mv ILSVRC2012_val_00035786.JPEG n04254680/ +mv ILSVRC2012_val_00035787.JPEG n02988304/ +mv ILSVRC2012_val_00035788.JPEG n03670208/ +mv ILSVRC2012_val_00035789.JPEG n04033901/ +mv ILSVRC2012_val_00035790.JPEG n02018795/ +mv 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ILSVRC2012_val_00038761.JPEG n02088632/ +mv ILSVRC2012_val_00038762.JPEG n02115641/ +mv ILSVRC2012_val_00038763.JPEG n03761084/ +mv ILSVRC2012_val_00038764.JPEG n02606052/ +mv ILSVRC2012_val_00038765.JPEG n02264363/ +mv ILSVRC2012_val_00038766.JPEG n01843065/ +mv ILSVRC2012_val_00038767.JPEG n03623198/ +mv ILSVRC2012_val_00038768.JPEG n03445777/ +mv ILSVRC2012_val_00038769.JPEG n02481823/ +mv ILSVRC2012_val_00038770.JPEG n01773157/ +mv ILSVRC2012_val_00038771.JPEG n03109150/ +mv ILSVRC2012_val_00038772.JPEG n04458633/ +mv ILSVRC2012_val_00038773.JPEG n02165456/ +mv ILSVRC2012_val_00038774.JPEG n02190166/ +mv ILSVRC2012_val_00038775.JPEG n04111531/ +mv ILSVRC2012_val_00038776.JPEG n03197337/ +mv ILSVRC2012_val_00038777.JPEG n04542943/ +mv ILSVRC2012_val_00038778.JPEG n04507155/ +mv ILSVRC2012_val_00038779.JPEG n02089867/ +mv ILSVRC2012_val_00038780.JPEG n02342885/ +mv ILSVRC2012_val_00038781.JPEG n02099601/ +mv ILSVRC2012_val_00038782.JPEG n03787032/ +mv ILSVRC2012_val_00038783.JPEG 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ILSVRC2012_val_00038806.JPEG n04270147/ +mv ILSVRC2012_val_00038807.JPEG n03291819/ +mv ILSVRC2012_val_00038808.JPEG n03837869/ +mv ILSVRC2012_val_00038809.JPEG n04192698/ +mv ILSVRC2012_val_00038810.JPEG n04120489/ +mv ILSVRC2012_val_00038811.JPEG n02930766/ +mv ILSVRC2012_val_00038812.JPEG n02128385/ +mv ILSVRC2012_val_00038813.JPEG n02837789/ +mv ILSVRC2012_val_00038814.JPEG n02105505/ +mv ILSVRC2012_val_00038815.JPEG n01704323/ +mv ILSVRC2012_val_00038816.JPEG n02481823/ +mv ILSVRC2012_val_00038817.JPEG n03384352/ +mv ILSVRC2012_val_00038818.JPEG n02167151/ +mv ILSVRC2012_val_00038819.JPEG n07753592/ +mv ILSVRC2012_val_00038820.JPEG n07614500/ +mv ILSVRC2012_val_00038821.JPEG n02134084/ +mv ILSVRC2012_val_00038822.JPEG n04515003/ +mv ILSVRC2012_val_00038823.JPEG n01729322/ +mv ILSVRC2012_val_00038824.JPEG n04033901/ +mv ILSVRC2012_val_00038825.JPEG n02134418/ +mv ILSVRC2012_val_00038826.JPEG n01514668/ +mv ILSVRC2012_val_00038827.JPEG n03942813/ +mv ILSVRC2012_val_00038828.JPEG 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ILSVRC2012_val_00044296.JPEG n02219486/ +mv ILSVRC2012_val_00044297.JPEG n03983396/ +mv ILSVRC2012_val_00044298.JPEG n04591157/ +mv ILSVRC2012_val_00044299.JPEG n07693725/ +mv ILSVRC2012_val_00044300.JPEG n02281787/ +mv ILSVRC2012_val_00044301.JPEG n01829413/ +mv ILSVRC2012_val_00044302.JPEG n04606251/ +mv ILSVRC2012_val_00044303.JPEG n02795169/ +mv ILSVRC2012_val_00044304.JPEG n03467068/ +mv ILSVRC2012_val_00044305.JPEG n02486410/ +mv ILSVRC2012_val_00044306.JPEG n04505470/ +mv ILSVRC2012_val_00044307.JPEG n02488702/ +mv ILSVRC2012_val_00044308.JPEG n02108089/ +mv ILSVRC2012_val_00044309.JPEG n02783161/ +mv ILSVRC2012_val_00044310.JPEG n06596364/ +mv ILSVRC2012_val_00044311.JPEG n01558993/ +mv ILSVRC2012_val_00044312.JPEG n07871810/ +mv ILSVRC2012_val_00044313.JPEG n02655020/ +mv ILSVRC2012_val_00044314.JPEG n02256656/ +mv ILSVRC2012_val_00044315.JPEG n03290653/ +mv ILSVRC2012_val_00044316.JPEG n03131574/ +mv ILSVRC2012_val_00044317.JPEG n01829413/ +mv ILSVRC2012_val_00044318.JPEG 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ILSVRC2012_val_00044341.JPEG n01667114/ +mv ILSVRC2012_val_00044342.JPEG n07749582/ +mv ILSVRC2012_val_00044343.JPEG n02128385/ +mv ILSVRC2012_val_00044344.JPEG n02093754/ +mv ILSVRC2012_val_00044345.JPEG n02092002/ +mv ILSVRC2012_val_00044346.JPEG n02782093/ +mv ILSVRC2012_val_00044347.JPEG n04310018/ +mv ILSVRC2012_val_00044348.JPEG n02104365/ +mv ILSVRC2012_val_00044349.JPEG n02134418/ +mv ILSVRC2012_val_00044350.JPEG n03769881/ +mv ILSVRC2012_val_00044351.JPEG n02776631/ +mv ILSVRC2012_val_00044352.JPEG n01984695/ +mv ILSVRC2012_val_00044353.JPEG n02097658/ +mv ILSVRC2012_val_00044354.JPEG n02095570/ +mv ILSVRC2012_val_00044355.JPEG n02321529/ +mv ILSVRC2012_val_00044356.JPEG n02108000/ +mv ILSVRC2012_val_00044357.JPEG n02098413/ +mv ILSVRC2012_val_00044358.JPEG n03623198/ +mv ILSVRC2012_val_00044359.JPEG n03100240/ +mv ILSVRC2012_val_00044360.JPEG n03109150/ +mv ILSVRC2012_val_00044361.JPEG n02168699/ +mv ILSVRC2012_val_00044362.JPEG n03017168/ +mv ILSVRC2012_val_00044363.JPEG 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ILSVRC2012_val_00044386.JPEG n04040759/ +mv ILSVRC2012_val_00044387.JPEG n02102973/ +mv ILSVRC2012_val_00044388.JPEG n03930630/ +mv ILSVRC2012_val_00044389.JPEG n09246464/ +mv ILSVRC2012_val_00044390.JPEG n02174001/ +mv ILSVRC2012_val_00044391.JPEG n02389026/ +mv ILSVRC2012_val_00044392.JPEG n03764736/ +mv ILSVRC2012_val_00044393.JPEG n01795545/ +mv ILSVRC2012_val_00044394.JPEG n02790996/ +mv ILSVRC2012_val_00044395.JPEG n02526121/ +mv ILSVRC2012_val_00044396.JPEG n03133878/ +mv ILSVRC2012_val_00044397.JPEG n03124043/ +mv ILSVRC2012_val_00044398.JPEG n02979186/ +mv ILSVRC2012_val_00044399.JPEG n02093754/ +mv ILSVRC2012_val_00044400.JPEG n03598930/ +mv ILSVRC2012_val_00044401.JPEG n03250847/ +mv ILSVRC2012_val_00044402.JPEG n02134084/ +mv ILSVRC2012_val_00044403.JPEG n03733281/ +mv ILSVRC2012_val_00044404.JPEG n02226429/ +mv ILSVRC2012_val_00044405.JPEG n04019541/ +mv ILSVRC2012_val_00044406.JPEG n02105855/ +mv ILSVRC2012_val_00044407.JPEG n02256656/ +mv ILSVRC2012_val_00044408.JPEG 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ILSVRC2012_val_00044431.JPEG n04540053/ +mv ILSVRC2012_val_00044432.JPEG n03141823/ +mv ILSVRC2012_val_00044433.JPEG n03201208/ +mv ILSVRC2012_val_00044434.JPEG n03476991/ +mv ILSVRC2012_val_00044435.JPEG n02113023/ +mv ILSVRC2012_val_00044436.JPEG n03777754/ +mv ILSVRC2012_val_00044437.JPEG n03854065/ +mv ILSVRC2012_val_00044438.JPEG n02415577/ +mv ILSVRC2012_val_00044439.JPEG n02974003/ +mv ILSVRC2012_val_00044440.JPEG n01820546/ +mv ILSVRC2012_val_00044441.JPEG n02087046/ +mv ILSVRC2012_val_00044442.JPEG n04149813/ +mv ILSVRC2012_val_00044443.JPEG n04332243/ +mv ILSVRC2012_val_00044444.JPEG n02090379/ +mv ILSVRC2012_val_00044445.JPEG n04509417/ +mv ILSVRC2012_val_00044446.JPEG n07760859/ +mv ILSVRC2012_val_00044447.JPEG n03637318/ +mv ILSVRC2012_val_00044448.JPEG n02672831/ +mv ILSVRC2012_val_00044449.JPEG n03141823/ +mv ILSVRC2012_val_00044450.JPEG n03538406/ +mv ILSVRC2012_val_00044451.JPEG n03201208/ +mv ILSVRC2012_val_00044452.JPEG n04286575/ +mv ILSVRC2012_val_00044453.JPEG 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ILSVRC2012_val_00044476.JPEG n02168699/ +mv ILSVRC2012_val_00044477.JPEG n04192698/ +mv ILSVRC2012_val_00044478.JPEG n04209133/ +mv ILSVRC2012_val_00044479.JPEG n07590611/ +mv ILSVRC2012_val_00044480.JPEG n01729322/ +mv ILSVRC2012_val_00044481.JPEG n02028035/ +mv ILSVRC2012_val_00044482.JPEG n04579432/ +mv ILSVRC2012_val_00044483.JPEG n01518878/ +mv ILSVRC2012_val_00044484.JPEG n02443484/ +mv ILSVRC2012_val_00044485.JPEG n07742313/ +mv ILSVRC2012_val_00044486.JPEG n04376876/ +mv ILSVRC2012_val_00044487.JPEG n04019541/ +mv ILSVRC2012_val_00044488.JPEG n02791270/ +mv ILSVRC2012_val_00044489.JPEG n02906734/ +mv ILSVRC2012_val_00044490.JPEG n02264363/ +mv ILSVRC2012_val_00044491.JPEG n02233338/ +mv ILSVRC2012_val_00044492.JPEG n06874185/ +mv ILSVRC2012_val_00044493.JPEG n04069434/ +mv ILSVRC2012_val_00044494.JPEG n13044778/ +mv ILSVRC2012_val_00044495.JPEG n02981792/ +mv ILSVRC2012_val_00044496.JPEG n02117135/ +mv ILSVRC2012_val_00044497.JPEG n03775071/ +mv ILSVRC2012_val_00044498.JPEG 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ILSVRC2012_val_00044521.JPEG n03255030/ +mv ILSVRC2012_val_00044522.JPEG n02006656/ +mv ILSVRC2012_val_00044523.JPEG n03187595/ +mv ILSVRC2012_val_00044524.JPEG n04152593/ +mv ILSVRC2012_val_00044525.JPEG n03467068/ +mv ILSVRC2012_val_00044526.JPEG n03942813/ +mv ILSVRC2012_val_00044527.JPEG n03947888/ +mv ILSVRC2012_val_00044528.JPEG n07831146/ +mv ILSVRC2012_val_00044529.JPEG n02090721/ +mv ILSVRC2012_val_00044530.JPEG n04532670/ +mv ILSVRC2012_val_00044531.JPEG n03018349/ +mv ILSVRC2012_val_00044532.JPEG n02093991/ +mv ILSVRC2012_val_00044533.JPEG n01917289/ +mv ILSVRC2012_val_00044534.JPEG n01729322/ +mv ILSVRC2012_val_00044535.JPEG n02108422/ +mv ILSVRC2012_val_00044536.JPEG n03197337/ +mv ILSVRC2012_val_00044537.JPEG n02951585/ +mv ILSVRC2012_val_00044538.JPEG n04263257/ +mv ILSVRC2012_val_00044539.JPEG n07932039/ +mv ILSVRC2012_val_00044540.JPEG n01537544/ +mv ILSVRC2012_val_00044541.JPEG n03495258/ +mv ILSVRC2012_val_00044542.JPEG n01755581/ +mv ILSVRC2012_val_00044543.JPEG n02096051/ +mv ILSVRC2012_val_00044544.JPEG n01737021/ +mv ILSVRC2012_val_00044545.JPEG n04120489/ +mv ILSVRC2012_val_00044546.JPEG n02111500/ +mv ILSVRC2012_val_00044547.JPEG n03895866/ +mv ILSVRC2012_val_00044548.JPEG n02106166/ +mv ILSVRC2012_val_00044549.JPEG n04350905/ +mv ILSVRC2012_val_00044550.JPEG n04081281/ +mv ILSVRC2012_val_00044551.JPEG n02791124/ +mv ILSVRC2012_val_00044552.JPEG n04501370/ +mv ILSVRC2012_val_00044553.JPEG n02115913/ +mv ILSVRC2012_val_00044554.JPEG n02088466/ +mv ILSVRC2012_val_00044555.JPEG n07614500/ +mv ILSVRC2012_val_00044556.JPEG n02410509/ +mv ILSVRC2012_val_00044557.JPEG n01740131/ +mv ILSVRC2012_val_00044558.JPEG n03483316/ +mv ILSVRC2012_val_00044559.JPEG n02701002/ +mv ILSVRC2012_val_00044560.JPEG n03792782/ +mv ILSVRC2012_val_00044561.JPEG n03995372/ +mv ILSVRC2012_val_00044562.JPEG n03016953/ +mv ILSVRC2012_val_00044563.JPEG n02536864/ +mv ILSVRC2012_val_00044564.JPEG n12144580/ +mv ILSVRC2012_val_00044565.JPEG n02011460/ +mv ILSVRC2012_val_00044566.JPEG n04355933/ +mv ILSVRC2012_val_00044567.JPEG n02423022/ +mv ILSVRC2012_val_00044568.JPEG n03658185/ +mv ILSVRC2012_val_00044569.JPEG n03344393/ +mv ILSVRC2012_val_00044570.JPEG n02096177/ +mv ILSVRC2012_val_00044571.JPEG n03692522/ +mv ILSVRC2012_val_00044572.JPEG n04423845/ +mv ILSVRC2012_val_00044573.JPEG n02110185/ +mv ILSVRC2012_val_00044574.JPEG n02177972/ +mv ILSVRC2012_val_00044575.JPEG n03197337/ +mv ILSVRC2012_val_00044576.JPEG n03924679/ +mv ILSVRC2012_val_00044577.JPEG n01749939/ +mv ILSVRC2012_val_00044578.JPEG n02229544/ +mv ILSVRC2012_val_00044579.JPEG n03000247/ +mv ILSVRC2012_val_00044580.JPEG n01744401/ +mv ILSVRC2012_val_00044581.JPEG n02321529/ +mv ILSVRC2012_val_00044582.JPEG n03874293/ +mv ILSVRC2012_val_00044583.JPEG n03481172/ +mv ILSVRC2012_val_00044584.JPEG n01872401/ +mv ILSVRC2012_val_00044585.JPEG n02112018/ +mv ILSVRC2012_val_00044586.JPEG n02492035/ +mv ILSVRC2012_val_00044587.JPEG n03670208/ +mv ILSVRC2012_val_00044588.JPEG n04372370/ +mv ILSVRC2012_val_00044589.JPEG n01697457/ +mv ILSVRC2012_val_00044590.JPEG n02788148/ +mv ILSVRC2012_val_00044591.JPEG n01796340/ +mv ILSVRC2012_val_00044592.JPEG n03272562/ +mv ILSVRC2012_val_00044593.JPEG n02098286/ +mv ILSVRC2012_val_00044594.JPEG n03781244/ +mv ILSVRC2012_val_00044595.JPEG n03666591/ +mv ILSVRC2012_val_00044596.JPEG n13037406/ +mv ILSVRC2012_val_00044597.JPEG n04532670/ +mv ILSVRC2012_val_00044598.JPEG n03394916/ +mv ILSVRC2012_val_00044599.JPEG n01744401/ +mv ILSVRC2012_val_00044600.JPEG n02114855/ +mv ILSVRC2012_val_00044601.JPEG n04542943/ +mv ILSVRC2012_val_00044602.JPEG n02860847/ +mv ILSVRC2012_val_00044603.JPEG n02268443/ +mv ILSVRC2012_val_00044604.JPEG n04254120/ +mv ILSVRC2012_val_00044605.JPEG n02088466/ +mv ILSVRC2012_val_00044606.JPEG n11939491/ +mv ILSVRC2012_val_00044607.JPEG n03788195/ +mv ILSVRC2012_val_00044608.JPEG n07860988/ +mv ILSVRC2012_val_00044609.JPEG n03832673/ +mv ILSVRC2012_val_00044610.JPEG n02134084/ +mv ILSVRC2012_val_00044611.JPEG n02092339/ +mv ILSVRC2012_val_00044612.JPEG n02797295/ +mv ILSVRC2012_val_00044613.JPEG n04252077/ +mv ILSVRC2012_val_00044614.JPEG n04591713/ +mv ILSVRC2012_val_00044615.JPEG n02096177/ +mv ILSVRC2012_val_00044616.JPEG n03134739/ +mv ILSVRC2012_val_00044617.JPEG n03982430/ +mv ILSVRC2012_val_00044618.JPEG n02107574/ +mv ILSVRC2012_val_00044619.JPEG n02233338/ +mv ILSVRC2012_val_00044620.JPEG n07697313/ +mv ILSVRC2012_val_00044621.JPEG n03891332/ +mv ILSVRC2012_val_00044622.JPEG n03325584/ +mv ILSVRC2012_val_00044623.JPEG n03208938/ +mv ILSVRC2012_val_00044624.JPEG n01518878/ +mv ILSVRC2012_val_00044625.JPEG n02509815/ +mv ILSVRC2012_val_00044626.JPEG n03710721/ +mv ILSVRC2012_val_00044627.JPEG n04487394/ +mv ILSVRC2012_val_00044628.JPEG n03014705/ +mv ILSVRC2012_val_00044629.JPEG n02099429/ +mv ILSVRC2012_val_00044630.JPEG n02834397/ +mv ILSVRC2012_val_00044631.JPEG n04141975/ +mv ILSVRC2012_val_00044632.JPEG n01978455/ +mv ILSVRC2012_val_00044633.JPEG 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ILSVRC2012_val_00045511.JPEG n03388183/ +mv ILSVRC2012_val_00045512.JPEG n01968897/ +mv ILSVRC2012_val_00045513.JPEG n02172182/ +mv ILSVRC2012_val_00045514.JPEG n02112018/ +mv ILSVRC2012_val_00045515.JPEG n02883205/ +mv ILSVRC2012_val_00045516.JPEG n03854065/ +mv ILSVRC2012_val_00045517.JPEG n12267677/ +mv ILSVRC2012_val_00045518.JPEG n02094258/ +mv ILSVRC2012_val_00045519.JPEG n04254120/ +mv ILSVRC2012_val_00045520.JPEG n01855672/ +mv ILSVRC2012_val_00045521.JPEG n02100877/ +mv ILSVRC2012_val_00045522.JPEG n03344393/ +mv ILSVRC2012_val_00045523.JPEG n07693725/ +mv ILSVRC2012_val_00045524.JPEG n02669723/ +mv ILSVRC2012_val_00045525.JPEG n02264363/ +mv ILSVRC2012_val_00045526.JPEG n03763968/ +mv ILSVRC2012_val_00045527.JPEG n03637318/ +mv ILSVRC2012_val_00045528.JPEG n04447861/ +mv ILSVRC2012_val_00045529.JPEG n01984695/ +mv ILSVRC2012_val_00045530.JPEG n12267677/ +mv ILSVRC2012_val_00045531.JPEG n04335435/ +mv ILSVRC2012_val_00045532.JPEG n02120505/ +mv ILSVRC2012_val_00045533.JPEG 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n01796340/ +mv ILSVRC2012_val_00049989.JPEG n02667093/ +mv ILSVRC2012_val_00049990.JPEG n01622779/ +mv ILSVRC2012_val_00049991.JPEG n01980166/ +mv ILSVRC2012_val_00049992.JPEG n02442845/ +mv ILSVRC2012_val_00049993.JPEG n04328186/ +mv ILSVRC2012_val_00049994.JPEG n01871265/ +mv ILSVRC2012_val_00049995.JPEG n03729826/ +mv ILSVRC2012_val_00049996.JPEG n02123394/ +mv ILSVRC2012_val_00049997.JPEG n01630670/ +mv ILSVRC2012_val_00049998.JPEG n02106166/ +mv ILSVRC2012_val_00049999.JPEG n10148035/ +mv ILSVRC2012_val_00050000.JPEG n02437616/ diff --git a/V1-models/imagenet/viv_final.sh b/V1-models/imagenet/viv_final.sh new file mode 100755 index 0000000..3625285 --- /dev/null +++ b/V1-models/imagenet/viv_final.sh @@ -0,0 +1,12 @@ +#!/bin/bash + +#sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact True --name fact_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +#sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch resnet18 --fact False --name conv_resnet_width_1 --lr 0.1 --width_scale 1 -b 1024 +# +#sbatch --ntasks-per-node 1 setoff_final.sh --arch alexnet --fact True --name fact_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 +#sbatch --ntasks-per-node 1 setoff_${CC_CLUSTER}.sh --arch alexnet --fact False --name conv_alexnet_width_1 --lr 0.01 --width_scale 1 -b 1024 +#sbatch --ntasks-per-node 2 setoff_final.sh --arch resnet18 --fact True --name fact_resnet_width_2 --lr 0.1 --width_scale 2 -b 512 +# +#sbatch --ntasks-per-node 4 setoff_final.sh --arch resnet18 --fact True --name fact_resnet_width_4 --lr 0.1 --width_scale 4 -b 256 + +sbatch --ntasks-per-node 4 setoff_mila_vivian.sh --arch resnet18 --fact False --name retry_fact_resnet_width_4 --lr 0.1 --width_scale 4 -b 512 diff --git a/V1-models/imagenet_rainbow.py b/V1-models/imagenet_rainbow.py new file mode 100644 index 0000000..612fb3c --- /dev/null +++ b/V1-models/imagenet_rainbow.py @@ -0,0 +1,409 @@ +import torch +import torch.nn as nn +import torchvision +from torchvision.models import resnet18, resnet50, convnext_base,\ +convnext_base, convnext_tiny, alexnet, mobilenet_v3_small +from ConvModules import FactConv2dPreExp + +import torchvision.transforms as transforms +import torchvision.datasets as datasets +from imagenet_utils import validate, train +import os +import copy + +torch.backends.cuda.matmul.allow_tf32 = True +torch.backends.cudnn.allow_tf32 = True +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +#net = #convnext_tiny(weights="IMAGENET1K_V1").cuda() +net = resnet18(weights="IMAGENET1K_V1").cuda() +net_new = copy.deepcopy(net) +net_new.to(device) +criterion = nn.CrossEntropyLoss().to(device) +traindir = os.path.join("/network/datasets/imagenet.var/imagenet_torchvision/", 'train') +valdir = os.path.join("/network/datasets/imagenet.var/imagenet_torchvision/", 'val') +normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225]) +print(net) + +train_dataset = datasets.ImageFolder( + traindir, + transforms.Compose([ + transforms.RandomResizedCrop(224), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + normalize, + ])) + +val_dataset = datasets.ImageFolder( + valdir, + transforms.Compose([ + transforms.Resize(256), + transforms.CenterCrop(224), + transforms.ToTensor(), + normalize, + ])) +scale = 2 +train_loader = torch.utils.data.DataLoader( + train_dataset, batch_size=1024*scale, shuffle=True, + num_workers=4, pin_memory=False) + +val_loader = torch.utils.data.DataLoader( + val_dataset, batch_size=1024*scale, shuffle=False, + num_workers=4, pin_memory=False) +print("validating") +#validate(val_loader, net, criterion) + + +@torch.no_grad() +def recurse_layers(model, new_model): + for (n1, m1), (n2, m2) in zip(model.named_children(), new_model.named_children()): + if len(list(m1.children())) > 0: + recurse_layers(m1, m2) + if isinstance(m1, nn.Conv2d): + print("conv") + if isinstance(m2, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=m2.in_channels, + out_channels=m2.out_channels, + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + bias=True if m2.bias is not None else False) + else: + new_module = nn.Conv2d( + in_channels=int(m2.in_channels), + out_channels=int(m2.out_channels), + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + groups = m2.groups, + bias=True if m2.bias is not None else False).to(device) + + + old_sd = m1.state_dict() + new_sd = new_module.state_dict() + og_copy = new_sd['weight'] + + if m1.bias is not None: + new_sd['bias'] = old_sd['bias'] + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + + + #old_weight = old_sd['weight'] + #u, s, v = torch.linalg.svd(old_weight.reshape(old_weight.shape[0], -1), full_matrices=False) + #white_gaussian = torch.randn_like(u) + #colored_gaussian = white_gaussian @ (s[..., None] * v) + #new_sd['weight'] = colored_gaussian.reshape(old_weight.shape) + + copy_weight = old_sd['weight'] + copy_weight_gen = og_copy #new_sd['weight'] + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight)##.T + u, s, vh = torch.linalg.svd( + weight_cov, full_matrices=False + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + new_weight= og_copy#new_sd['weight'] #generated_model[j].weight + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(old_sd['weight'].shape) + new_module.register_buffer("weight_align", alignment) + new_sd['weight_align'] = alignment + # Set the new weights in the generated model. + # NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + # As such, if evaluated as is, its accuracy would be that of a random guess. + new_sd['weight'] = new_weight + + if m1.in_channels != 3: + activation = [] + #other_activation = [] + + def define_hook(): + def store_hook(mod, inputs, outputs): + activation.append(inputs[0].permute(0,2,3,1).reshape(-1, + inputs[0].shape[1])) + #act.append(inputs[0].permute(0,2,3,1).reshape(-1, + # inputs[0].shape[1])) + raise Exception("Done") + return store_hook + + #hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + # activation.append(inputs[0].permute(0,2,3,1).reshape(-1, + # inputs[0].shape[1]))) + #hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + # other_activation.append(inputs[0].permute(0,2,3,1).reshape(-1, + # inputs[0].shape[1]))) + + #hook_handle_1 = m1.register_forward_hook(define_hook(activation)) + #hook_handle_2 = m2.register_forward_hook(define_hook(other_activation)) + hook_handle_1 = m1.register_forward_hook(define_hook()) + hook_handle_2 = m2.register_forward_hook(define_hook()) + + covar = None + total = 0 + for batch_idx, (inputs, targets) in enumerate(train_loader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + total+= inputs.shape[0] + if covar is None: + covar = activation[-2].T @ activation[-1] + #covar = activation[0].T @ other_activation[0] + else: + covar = activation[-2].T @ activation[-1] + #covar += activation[0].T @ other_activation[0] + activation = [] + covar /= total + print("done with covariance_calc") + hook_handle_1.remove() + hook_handle_2.remove() + u, s, v = torch.linalg.svd(covar, full_matrices=False) + align = u @ v + new_module.register_buffer("input_align", align) + new_sd['input_align'] = align + def return_hook(): + def hook(mod, inputs): + shape = inputs[0].shape + inputs_permute = inputs[0].permute(1,0,2,3).reshape(inputs[0].shape[1], -1) + reshape = (mod.input_align@inputs_permute).reshape(shape[1], + shape[0], shape[2], + shape[3]).permute(1, 0, 2, 3) + return reshape + return hook + hook_handle_pre_forward = new_module.register_forward_pre_hook(return_hook()) + + #else: + # new_weight = new_sd['weight'] + # new_weight = torch.moveaxis(new_weight, source=1, + # destination=-1) + # print(align.shape) + # print(new_weight.shape) + # new_weight = new_weight@align + # new_sd['weight'] = torch.moveaxis(new_weight, source=-1, + # destination=1) + #Set the new weights in the generated model. + #NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + #As such, if evaluated as is, its accuracy would be that of a random guess. + new_module.load_state_dict(new_sd) + setattr(new_model, n1, new_module) + if isinstance(m1, nn.Linear): + print("linear") + new_module = nn.Linear(m1.in_features, m1.out_features, bias=True + if m1.bias is not None else False).to(device) + old_sd = m1.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if m1.bias is not None: + new_sd['bias'] = old_sd['bias'] + activation = [] + other_activation = [] + + hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + activation.append(inputs[0])) + + hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + other_activation.append(inputs[0])) + covar = None + total = 0 + print("starting covariance_calc") + for batch_idx, (inputs, targets) in enumerate(train_loader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + total+= inputs.shape[0] + if covar is None: + covar = activation[0].T @ other_activation[0] + else: + covar += activation[0].T @ other_activation[0] + activation = [] + other_activation = [] + covar /= total + hook_handle_1.remove() + hook_handle_2.remove() + u, s, v = torch.linalg.svd(covar, full_matrices=False) + align = u @ v + new_weight = new_sd['weight'] + new_weight = torch.moveaxis(new_weight, source=1, + destination=-1) + new_weight = new_weight@align + new_sd['weight'] = torch.moveaxis(new_weight, source=-1, + destination=1) + new_module.load_state_dict(new_sd) + setattr(new_model, n1, new_module) + + + #print("linear") + if isinstance(m1,nn.BatchNorm2d): + print("BatchieNormie") + m1.train() + m2.train() + m1.reset_running_stats() + m2.reset_running_stats() + #bn_hook = + handel_1 = m1.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + handel_2 = m2.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + m1.to(device) + m2.to(device) + for batch_idx, (inputs, targets) in enumerate(train_loader): + inputs, targets = inputs.to(device), targets.to(device) + #outputs1 = net(inputs) + #outputs2 = net_new(inputs) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + handel_1.remove() + handel_2.remove() + m1.eval() + m2.eval() + + + + +@torch.no_grad() +def rainbow_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + rainbow_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d) or (isinstance(module, nn.Linear) and module.out_features != 1000): + ## simple module + if isinstance(module, nn.Conv2d): + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + nn.init.trunc_normal_(new_module.weight, std=0.02) + elif isinstance(module, nn.Linear): + new_module = nn.Linear(module.in_features, module.out_features, + bias=True if module.bias is not None else False).to(device) + nn.init.trunc_normal_(new_module.weight, std=0.02) + + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + #new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + copy_weight = old_sd['weight'] + copy_weight_gen = new_sd['weight'] + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight)##.T + u, s, vh = torch.linalg.svd( + weight_cov, full_matrices=False + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + new_weight= new_sd['weight'] #generated_model[j].weight + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(module.weight.shape) + # Set the new weights in the generated model. + # NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + # As such, if evaluated as is, its accuracy would be that of a random guess. + new_sd['weight'] = new_weight + new_module.load_state_dict(new_sd) + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + setattr(model, n, new_module) + + +def reset_bn(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + reset_bn(module) + else: + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + module.train() + +def turn_off_grads(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + turn_off_grads(module) + else: + if isinstance(module, nn.Linear) and module.out_features == 1000: + grad=True + else: + grad=False + for param in module.parameters(): + param.requires_grad = grad + + +@torch.no_grad() +def random_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + random_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) +import time +print("sampling") +s = time.time() +#recurse_layersrainbow_sampling(net) +recurse_layers(net, net_new) +#reset_bn(net) +net.train() +turn_off_grads(net) +#with torch.no_grad(): +# for i, (images, target) in enumerate(train_loader): +# images = images.cuda(non_blocking=True) +# output = net(images) + +print(time.time() - s) +print('validating') +validate(val_loader, net, criterion) +s = time.time() +print("training") +optimizer = torch.optim.SGD(filter(lambda param:param.requires_grad, + net.parameters()), 0.0001, + momentum=.9, + weight_decay=1e-4) + +train(train_loader, net, criterion, optimizer, 0, device) + +print("validating") +validate(val_loader, net, criterion) diff --git a/V1-models/imagenet_setup.py b/V1-models/imagenet_setup.py new file mode 100644 index 0000000..9594d05 --- /dev/null +++ b/V1-models/imagenet_setup.py @@ -0,0 +1,78 @@ +import torch +import os +import copy +import torch.nn as nn +import torch.nn.functional as F +from torchvision.models import alexnet, convnext_tiny +from torchvision.models.resnet import resnet18 +from ConvModules import FactConv2dPreExp +from linear_modules import FactLinear + +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + # replace conv2d layers with factconvs + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups=module.groups, dilation=module.dilation, + padding_mode=module.padding_mode, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + if module.out_features == 1000: + print("Classifier head") + else: + new_module = FactLinear( + in_features=module.in_features, + out_features=module.out_features, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') +#save_dir = "/home/mila/v/vivian.white/scratch/v1-models/saved-models/imagenet/" +os.makedirs(save_dir, exist_ok=True) +test = torch.randn(10, 3, 224, 224).to(device) + +conv_model = alexnet() +conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_alexnet_init.pt'.format(save_dir)) +fact_model = copy.deepcopy(conv_model) +fact_model.to(device) +replace_layers(fact_model) +fact_model(test) + +conv_model = convnext_tiny() +conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_convnext_tiny_init.pt'.format(save_dir)) +fact_model = copy.deepcopy(conv_model) +fact_model.to(device) +replace_layers(fact_model) +fact_model(test) + +conv_model = resnet18() +conv_model = conv_model.to(device) +#torch.save(conv_model.state_dict(), '{}/conv_resnet_init.pt'.format(save_dir)) +fact_model = copy.deepcopy(conv_model) +fact_model.to(device) +replace_layers(fact_model) +fact_model(test) + diff --git a/V1-models/kam_debug_rainbow_network.py b/V1-models/kam_debug_rainbow_network.py new file mode 100644 index 0000000..0370b6e --- /dev/null +++ b/V1-models/kam_debug_rainbow_network.py @@ -0,0 +1,827 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity +import torchvision +import torchvision.transforms as transforms + +import copy +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds +from test_models_safety import PostExp, PreExp +import wandb +from distutils.util import strtobool +from resnet import ResNet18 +from layers_model import Sequential_ThreeLayer_CIFAR10 +from vgg import VGG +from test_models_safety import PostExp, PreExp +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +import pdb + + +def save_model(args, model): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_rainbow_models/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--epochs', default=10, type=int, help='number of epochs') +parser.add_argument('--net', type=str, + default='RSN', choices=['RSN', 'ResNet'], help="architecture") + #default='vgg', choices=['vgg', 'vggbn', 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--affine', type=lambda x: bool(strtobool(x)), + default=True, help='Batch Norm affine True or False') +parser.add_argument('--fact', type=lambda x: bool(strtobool(x)), + default=True, help='FactNet True or False') +parser.add_argument('--width', default=1, type=float, help='width') +parser.add_argument('--sampling', type=str, default='ours', + choices=['ours', 'theirs'], help="which sampling to use") +parser.add_argument('--aca', type=lambda x: bool(strtobool(x)), + default=True, help='activation alignment True/False') +parser.add_argument('--wa', type=lambda x: bool(strtobool(x)), + default=True, help='weight alignment True/False') +parser.add_argument('--wa_dim', type=str, default="input", choices=['input', 'output'], + help='weight alignment dimension, "input" or "output"') +args = parser.parse_args() +if args.width == 1.0: + args.width = 1 +if args.width == 2.0: + args.width = 2 + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train)#transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +from ConvModules import FactConv2dPreExp + +def replace_layers_agnostic(model, scale=1): + ''' + Replaces layers with themselves (?!) + ''' + # TODO: explain what is going on here + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) + +def replace_affines(model): + ''' + Set BatchNorm2d layers to have 'affine=False' + ''' + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_affines(module) + if isinstance(module, nn.BatchNorm2d): + ## simple module + new_module = nn.BatchNorm2d( + num_features=module.num_features, + eps=module.eps, momentum=module.momentum, + affine=False, + track_running_stats=module.track_running_stats) + setattr(model, n, new_module) + +def replace_layers_conv(model): + ''' + Replace Conv2d layers with FactConv2dPreExp + ''' + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_conv(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + +def replace_layers_fact(model): + ''' + Replace FactConv2dPreExp layers with Conv2d + Computes the weight matrix corresponding to using weights from Fact model + ''' + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_fact(module) + if isinstance(module, FactConv2dPreExp): + ## simple module + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + #new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + U1 = module._tri_vec_to_mat(module.tri1_vec, module.in_channels // + module.groups,module.scat_idx1) + U2 = module._tri_vec_to_mat(module.tri2_vec, module.kernel_size[0] * module.kernel_size[1], + module.scat_idx2) + U = torch.kron(U1, U2) + matrix_shape = (module.out_channels, module.in_features) + composite_weight = torch.reshape( + torch.reshape(module.weight, matrix_shape) @ U, + module.weight.shape + ) + #output = self._conv_forward(input, composite_weight, self.bias) + new_sd['weight'] = composite_weight + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +#traditional way of calculating svd. can be a bit unstable sometimes tho +def calc_alignment(cross_cov, name=''): + u, s, vh = torch.linalg.svd( + cross_cov, full_matrices=False, + # driver="gesvd" + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + return alignment + +#i've been finding this way of calculating svd to be more stable. +def calc_alignment_eigh(cross_cov, name=''): + A_T_A = cross_cov.T @ cross_cov + V_val, Vn = torch.linalg.eigh(A_T_A) + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = cross_cov @ Vn.T @ Sn_inv + alignment = Un @ Vn + return alignment + +#used in activation cross-covariance calculation +#input align pre_hook +def alignment_hook(): + def hook(mod, inputs): + x = inputs[0] # b x c x w x h + A = mod.input_align # c x c + x = torch.moveaxis(x, source=1, destination=-1) + x = x @ A.T + return torch.moveaxis(x, source=-1, destination=1) + # # b x c x w x h + # shape = inputs[0].shape + # # -> c x b x w x h + # x = inputs[0].permute(1,0,2,3) + # # -> c x (b * w * h) + # x = x.reshape(inputs[0].shape[1], -1) + # # align using stored matrix + # x = mod.input_align @ x + # # -> c x b x w x h -> b x c x w x h + # x = x.reshape(shape[1], shape[0], shape[2], shape[3]).permute(1, 0, 2, 3) + # return x + return hook + + +#settings +# our, wa true, aca true (fact, conv) +# our wa false, aca true (fact, conv) +# our wa false aca false (fact, conv) [Just Random] +# our was true aca false (fact, conv) +# +# theirs wa true, aca true (conv) +# theirs wa false, aca true (conv) +# theirs wa false aca false (conv) [Just Random] +# theirs was true aca false (conv) +# +# this function does not do an explicit specification of the colored covariance +@torch.no_grad() +def our_rainbow_sampling(model, new_model): + for (n1, m1), (n2, m2) in zip(model.named_children(), new_model.named_children()): + if len(list(m1.children())) > 0: + # recurse if not a base module + our_rainbow_sampling(m1, m2) + + if isinstance(m1, nn.Conv2d): + if isinstance(m2, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=m2.in_channels, + out_channels=m2.out_channels, + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + bias=True if m2.bias is not None else False) + else: + new_module = nn.Conv2d( + in_channels=int(m2.in_channels), + out_channels=int(m2.out_channels), + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + groups = m2.groups, + bias=True if m2.bias is not None else False).to(device) + print(type(m2)) + print(f"weight: {new_module.weight.shape}") + # if args.sampling == 'ours' and args.wa: + # # right now this function does not do an explicit specification of the colored covariance + # #print("HI") + if args.wa: + new_module = weight_alignment(m1, m2, new_module, dim=args.wa_dim) + # if args.sampling == 'theirs': + # # for conv only + # if args.wa: + # new_module = weight_alignment_With_CC(m1, m2, new_module) + # else: + # new_module = colored_Covariance_Specification(m1, m2, new_module) + # this step calculates the activation cross-covariance alignment (ACA) + if m1.in_channels != 3 and args.aca: + new_module = conv_activation_alignment(m1, m2, new_module) + # converts fact conv to conv. this is for sake of speed. + #if isinstance(new_module, FactConv2dPreExp): + # new_module = fact_2_conv(new_module) + #changes the network module + setattr(new_model, n2, new_module) + if isinstance(m1, nn.Linear) and args.aca: + # only input activation alignment + new_module = linear_activation_alignment(m1, m2, new_model) + setattr(new_model, n2, new_module) + if isinstance(m1, nn.BatchNorm2d): + #just run stats through + batchNorm_stats_recalc(m1, m2) + +def weight_alignment(m1, m2, new_module, dim='input'): + ''' + Align weights either by input (default) or output dim + ''' + # reference model state dict + print(f"weight alignment, {dim} dimension") + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + #this is the spot where + # we can do weight alignment + # for fact net, this means aligning with the random noise + # for conv net, this could mean aligning with a. W OR b. U + # we can do colored-covariance specification + # for fact net, this means just using it's R matrix + # for conv net, this could mean doing nothing (if aligning with W), or use S and V if we did b. + # in this function, we just align with W and don't specify the mulit-color covariance + + # IF FACT: we align the generated factnet with the reference fact net's noise + # IF CONV: we align the generated convnet with the reference conv net's weight matrix + reference_weight = gen_sd['weight'] + generated_weight = new_gaussian + + #reshape to outdim x indim*spatial + reference_weight = reference_weight.reshape(reference_weight.shape[0], -1) + generated_weight = generated_weight.reshape(generated_weight.shape[0], -1) + #compute transpose, giving indim*spatial x outdim + #generated_weight = generated_weight.T + + if dim == 'input': + #compute new-old cross-covariance (indim*spatial x indim*spatial) + weight_cov = generated_weight.T @ reference_weight + alignment = calc_alignment(weight_cov, name="Weight alignment") + # outdim x indim x spatial + final_gen_weight = new_gaussian + # outdim x indim*spatial + final_gen_weight = final_gen_weight.reshape(final_gen_weight.shape[0], -1) + # (outdim x indim*spatial) @ (indim*spatial) + final_gen_weight = final_gen_weight @ alignment + elif dim == 'output': + #compute old-new cross-covariance (outdim x outdim) + weight_cov = reference_weight @ generated_weight.T + alignment = calc_alignment(weight_cov, name="Weight alignment") + # outdim x indim x spatial + final_gen_weight = new_gaussian + # outdim x indim*spatial + final_gen_weight = final_gen_weight.reshape(final_gen_weight.shape[0], -1) + # (outdim x outdim) @ (outdim x indim*spatial) + final_gen_weight = alignment @ final_gen_weight + + # Reshape to orig dimensions + # outdim x indim x spatial + loading_sd['weight'] = final_gen_weight.reshape(ref_sd['weight'].shape) + + # Commenting out this augmentation to state_dict + # loading_sd['weight_align'] = alignment + # new_module.register_buffer("weight_align", alignment) + new_module.load_state_dict(loading_sd) + return new_module + + + +def conv_activation_alignment(m1, m2, new_module): + activation = [] + other_activation = [] + print("feature alignment: conv") + + # this hook grabs the activations of the conv layer + # rearanges the vector so that the width by height dim is + # additional samples to the covariance + # (b * w * h) x c + def preactivation_hook(m): + def store_hook(mod, inputs, outputs): + # (from bonner lab tutorial) + # b x c x w x h + x = inputs[0] + # put out channels to last + x = x.permute(0, 2, 3, 1) + # (b * w * h) x c + x = x.reshape((-1, x.shape[-1])) + activation.append(x) + # keeps things from passing through later layers + raise Exception("Done") + return store_hook + + hook_handle_1 = m1.register_forward_hook(preactivation_hook(m1)) + hook_handle_2 = m2.register_forward_hook(preactivation_hook(m2)) + + covar = None + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + total+= inputs.shape[0] + if covar is None: + #activation is bwh x c + # old x new + covar = activation[0].T @ activation[1] + assert (covar.isfinite().all()) + else: + #activation is bwh x c + covar += activation[0].T @ activation[1] + assert (covar.isfinite().all()) + activation = [] + other_activation = [] + covar /= total + hook_handle_1.remove() + hook_handle_2.remove() + + # align: old <- new + align = calc_alignment(covar, name="Cross-Covariance") + new_module.register_buffer("input_align", align) + # this hook takes the input to the conv, aligns, then returns + # to the conv the aligned inputs + hook_handle_pre_forward = new_module.register_forward_pre_hook(alignment_hook()) + return new_module + +def linear_activation_alignment(m1, m2, new_model): + print("feature alignment: linear") + new_module = nn.Linear(m1.in_features, m1.out_features, bias=True + if m1.bias is not None else False).to(device) + ref_sd = m1.state_dict() + loading_sd = new_module.state_dict() + loading_sd['weight'] = ref_sd['weight'] + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + activation = [] + new_activation = [] + + # These hooks store the pre-activations + hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + activation.append(inputs[0])) + hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + new_activation.append(inputs[0])) + covar = None + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + total+= inputs.shape[0] + if covar is None: + covar = activation[0].T @ new_activation[0] + else: + covar += activation[0].T @ new_activation[0] + activation = [] + new_activation = [] + covar /= total + + hook_handle_1.remove() + hook_handle_2.remove() + + # align: old <- new + align = calc_alignment(covar, name="Cross-Covariance") + # copy old weights + new_weight = loading_sd['weight'] + # move channel to last axis + new_weight = torch.moveaxis(new_weight, source=1, + destination=-1) + # align acts on pre-activations, absorb into readout + new_weight = new_weight @ align + loading_sd['weight'] = torch.moveaxis(new_weight, source=-1, + destination=1) + new_module.load_state_dict(loading_sd) + return new_module + +def batchNorm_stats_recalc(m1, m2): + """ + Pass one epoch through to allow the batchnorm to readjust + """ + print("BatchieNormie") + #m1.train() + #m2.train() + m1.reset_running_stats() + m2.reset_running_stats() + handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + #handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: pass) + #handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: pass) + m1.to(device) + m2.to(device) + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + handle_1.remove() + handle_2.remove() + #m1.eval() + #m2.eval() + +def weight_alignment_With_CC(m1, m2, new_module, Un=None, Sn=None, Vn=None): + print("NOT SUPPOSED TO BE HERE") + # reference model state dict + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + old_weight = ref_sd['weight'] + A = old_weight.reshape(old_weight.shape[0], -1) + A_T_A = A.T@A + V_val, Vn = torch.linalg.eigh(A_T_A) + del A_T_A + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = A @ Vn.T @ Sn_inv + white_gaussian = torch.randn_like(Un) + copy_weight = Un + copy_weight_gen = white_gaussian + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight) + alignment = calc_alignment(weight_cov, name="Weight") + new_weight = white_gaussian + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + + new_module.register_buffer("weight_align", alignment) + loading_sd['weight_align'] = alignment + colored_gaussian = white_gaussian @ (Sn[:,None]* Vn)#(Sn[:,None]* Vn) + loading_sd['weight'] = colored_gaussian.reshape(old_weight.shape) + new_module.load_state_dict(loading_sd) + return new_module + +# this function does not do an explicit specification of the colored covariance +@torch.no_grad() +def colored_Covariance_Specification(m1, m2, new_module, Un=None, Sn=None, Vn=None): + print("NOT HERE") + # reference model state dict + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + old_weight = ref_sd['weight'] + A = old_weight.reshape(old_weight.shape[0], -1) + A_T_A = A.T@A + V_val, Vn = torch.linalg.eigh(A_T_A) + del A_T_A + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = A @ Vn.T @ Sn_inv + white_gaussian = torch.randn_like(Un) + colored_gaussian = white_gaussian @ (Sn[:,None]* Vn)#(Sn[:,None]* Vn) + loading_sd['weight'] = colored_gaussian.reshape(old_weight.shape) + new_module.load_state_dict(loading_sd) + return new_module + +def fact_2_conv(new_module): + ## simple module + print("TESTING FACT REPLACEMENT") + fact_module = nn.Conv2d( + in_channels=new_module.in_channels, + out_channels=new_module.out_channels, + kernel_size=new_module.kernel_size, + stride=new_module.stride, padding=new_module.padding, + bias=True if new_module.bias is not None else False) + + old_sd = new_module.state_dict() + new_sd = fact_module.state_dict() + if new_module.bias is not None: + new_sd['bias'] = old_sd['bias'] + U1 = new_module._tri_vec_to_mat(new_module.tri1_vec, new_module.in_channels // + new_module.groups, new_module.scat_idx1) + U2 = new_module._tri_vec_to_mat(new_module.tri2_vec, + new_module.kernel_size[0] * new_module.kernel_size[1], + new_module.scat_idx2) + U = torch.kron(U1, U2) + matrix_shape = (new_module.out_channels, new_module.in_features) + composite_weight = torch.reshape( + torch.reshape(new_module.weight, matrix_shape) @ U, + new_module.weight.shape + ) + new_sd['weight'] = composite_weight + if 'weight_align' in old_sd.keys(): + new_sd['weight_align'] = old_sd['weight_align'] + shape = fact_module.in_channels*fact_module.kernel_size[0]*fact_module.kernel_size[1] + fact_module.register_buffer("weight_align",torch.zeros((shape, shape))) + if 'input_align' in old_sd.keys(): + new_sd['input_align'] = old_sd['input_align'] + out_shape = fact_module.in_channels + fact_module.register_buffer("input_align",torch.zeros((out_shape, out_shape))) + if new_module.in_channels != 3: + #fact check this + for key in list(new_module._forward_pre_hooks.keys()): + del new_module._forward_pre_hooks[key] + hook_handle_pre_forward = fact_module.register_forward_pre_hook(alignment_hook()) + fact_module.load_state_dict(new_sd) + fact_module.to(device) + new_module = fact_module + print("FACT REPLACEMENT:", new_module) + return new_module + + +def turn_off_grads(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + turn_off_grads(module) + else: + if isinstance(module, nn.Linear) and module.out_features == 10: + # Readout layer + for param in module.parameters(): + param.requires_grad = True + elif isinstance(module, nn.BatchNorm2d): + # Don't mess with BatchNorm params + pass + else: + for param in module.parameters(): + param.requires_grad = False + + +# Initialize model +set_seeds(0) + +print(f"Running {args.net}") +if args.net == 'ResNet': + # ResNet setup: + net=ResNet18() + # Load in FactConv2d layers + replace_layers_agnostic(net, args.width) + + if args.fact: + replace_layers_conv(net) + if not args.affine: + replace_affines(net) + + # Now load in the saved model params + if args.fact and args.affine: + sd=torch.load("./models/for_kam/fact_model.pt") + elif not args.fact and args.affine: + sd=torch.load("./models/for_kam/conv_model.pt") + elif args.fact and not args.affine: + sd=torch.load("./models/for_kam/fact_model_no_affines.pt") + elif not args.fact and not args.affine: + sd=torch.load("./models/for_kam/conv_model_no_affines.pt") + + # #if args.fact and args.affine: + # # sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_scale/{}scale_final/fact_model.pt".format(args.width)) + # #elif not args.fact and args.affine: + # # sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_scale/{}scale_final/conv_model.pt".format(args.width)) + # #elif args.fact and not args.affine: + # # sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/no_affines/{}scale_final/fact_model.pt".format(args.width)) + # #elif not args.fact and not args.affine: + # # sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/no_affines/{}scale_final/conv_model.pt".format(args.width)) + + # Put those params into the network + net.load_state_dict(sd) + net.to(device) +elif args.net == 'RSN': + net=Sequential_ThreeLayer_CIFAR10(100,False) + if args.fact: + replace_layers_conv(net) + sd = torch.load('models/RSN/fact_model.pt') + net.load_state_dict(sd) + net.to(device) + +# Setup train/test functions +criterion = nn.CrossEntropyLoss() +def train(net): + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + +def test(net): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + # Save checkpoint. + acc = 100.*correct/total + print("accuracy:", acc) + return acc + #run.log({"accuracy":acc}) + +# Now actually do something with the network +# First evaluate test accuracy of saved params +print(f"testing {args.net}, Fact-{args.fact} with width of {args.width}") +pretrained_acc = test(net) + +net_new = copy.deepcopy(net) +net_new.to(device) + +# Now resample the weight params +set_seeds(0) +#if args.sampling == "rainbow": +net_new.train() +our_rainbow_sampling(net, net_new) +#else: +# random_sampling(net) + +# Disable gradients of all but Linear layers +turn_off_grads(net_new) +# net_new.train() # just sets the mode +# # Feed batches through network to fix batchnorms +# for i in range(2): +# print(f'batchnorm adaptation pass {i}') +# for batch_idx, (inputs, targets) in enumerate(trainloader): +# inputs, targets = inputs.to(device), targets.to(device) +# outputs = net_new(inputs) + + +#print("testing rainbow sampling") +print("testing {} sampling at width {}".format(args.sampling, args.width)) +net_new.eval() +sampled_acc = test(net_new) +print(f'accuracy after sampling {sampled_acc}') +optimizer = optim.SGD(filter(lambda param: param.requires_grad, net_new.parameters()), lr=args.lr, + momentum=0.9, weight_decay=5e-4) + +accs = [] +print("training classifier head of {} sampled model for {} epochs".format(args.sampling, args.epochs)) +for i in range(0, args.epochs): + print('\nEpoch: %d' % i) + net_new.train() + train(net_new) + accs.append(test(net_new)) +#logger ={"pretrained_acc": pretrained_acc, "sampled_acc": sampled_acc, +# "first_epoch_acc":accs[0], "third_epoch_acc": accs[2], +# "tenth_epoch_acc":accs[args.epochs-1], 'width':args.width} +# +#wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +#os.makedirs(wandb_dir, exist_ok=True) +#os.chdir(wandb_dir) +#run_name = "{}_Res{}Net18_Width_{}".format(args.sampling.capitalize(), "Fact" if args.fact else "Conv", str(args.width)) +# +#run = wandb.init(project="random_project", config=args, +# group="rainbow_sampling", name=run_name, dir=wandb_dir) +#run.log(logger) +#wandb.watch(net, log='all', log_freq=1) + + diff --git a/V1-models/launch.sh b/V1-models/launch.sh new file mode 100644 index 0000000..75c3d80 --- /dev/null +++ b/V1-models/launch.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +sbatch setoff.sh True True V1 post Resnet_V1_frozen_spatial_and_channel_post +sbatch setoff.sh True False V1 post Resnet_V1_frozen_spatial_post +sbatch setoff.sh False True V1 post Resnet_V1_frozen_channel_post +sbatch setoff.sh False False V1 post Resnet_V1_post +sbatch setoff.sh True True V1 pre Resnet_V1_frozen_spatial_and_channel_pre +sbatch setoff.sh True False V1 pre Resnet_V1_frozen_spatial_pre +sbatch setoff.sh False True V1 pre Resnet_V1_frozen_channel_pre +sbatch setoff.sh False False V1 pre Resnet_V1_pre + +sbatch setoff.sh True True default post Resnet_default_frozen_spatial_and_channel_post +sbatch setoff.sh True False default post Resnet_default_frozen_spatial_post +sbatch setoff.sh False True default post Resnet_default_frozen_channel_post +sbatch setoff.sh False False default post Resnet_default_post +sbatch setoff.sh True True default pre Resnet_default_frozen_spatial_and_channel_pre +sbatch setoff.sh True False default pre Resnet_default_frozen_spatial_pre +sbatch setoff.sh False True default pre Resnet_default_frozen_channel_pre +sbatch setoff.sh False False default pre Resnet_default_pre diff --git a/V1-models/launch_CIFAR100.sh b/V1-models/launch_CIFAR100.sh new file mode 100644 index 0000000..0f7a07f --- /dev/null +++ b/V1-models/launch_CIFAR100.sh @@ -0,0 +1,18 @@ +#!/bin/bash +sbatch setoff_CIFAR100.sh True True V1 post Resnet_V1_frozen_spatial_and_channel_post +sbatch setoff_CIFAR100.sh True False V1 post Resnet_V1_frozen_spatial_post +sbatch setoff_CIFAR100.sh False True V1 post Resnet_V1_frozen_channel_post +sbatch setoff_CIFAR100.sh False False V1 post Resnet_V1_post +sbatch setoff_CIFAR100.sh True True V1 pre Resnet_V1_frozen_spatial_and_channel_pre +sbatch setoff_CIFAR100.sh True False V1 pre Resnet_V1_frozen_spatial_pre +sbatch setoff_CIFAR100.sh False True V1 pre Resnet_V1_frozen_channel_pre +sbatch setoff_CIFAR100.sh False False V1 pre Resnet_V1_pre + +sbatch setoff_CIFAR100.sh True True default post Resnet_default_frozen_spatial_and_channel_post +sbatch setoff_CIFAR100.sh True False default post Resnet_default_frozen_spatial_post +sbatch setoff_CIFAR100.sh False True default post Resnet_default_frozen_channel_post +sbatch setoff_CIFAR100.sh False False default post Resnet_default_post +sbatch setoff_CIFAR100.sh True True default pre Resnet_default_frozen_spatial_and_channel_pre +sbatch setoff_CIFAR100.sh True False default pre Resnet_default_frozen_spatial_pre +sbatch setoff_CIFAR100.sh False True default pre Resnet_default_frozen_channel_pre +sbatch setoff_CIFAR100.sh False False default pre Resnet_default_pre diff --git a/V1-models/launch_all.sh b/V1-models/launch_all.sh new file mode 100644 index 0000000..82bf027 --- /dev/null +++ b/V1-models/launch_all.sh @@ -0,0 +1,6 @@ +#!/bin/bash + +bash launch.sh +bash launch_small_sample.sh +bash launch_CIFAR100.sh +bash launch_viv.sh diff --git a/V1-models/launch_og_cifar.sh b/V1-models/launch_og_cifar.sh new file mode 100644 index 0000000..709fa55 --- /dev/null +++ b/V1-models/launch_og_cifar.sh @@ -0,0 +1,39 @@ +#!/bin/bash +module load python/3.8 +module load cuda/11.8 +source newenv/bin/activate +#python og_pytorch_cifar.py --net vgg --name vgg | tee results_rn_vgg.out +#python og_pytorch_cifar.py --net vggbn --name vggbn | tee results_rn_vggbn.out +#python og_pytorch_cifar.py --net resnet --name resnet | tee results_rn_resnet.out +#python og_pytorch_cifar.py --net factnetv1 --name factnetv1 | tee results_rn_factnetv1.out +#python og_pytorch_cifar.py --net factnetdefault --name factnetdefault | tee results_rn_factnetdefault.out + +#python og_pytorch_cifar.py --net vggfact --name vggfact | tee results_rn_vggfact.out +python og_pytorch_cifar.py --net vggbnfact --name vggbnfact | tee results_rn_vggbnfact.out +python og_pytorch_cifar.py --net vgg --name vgg_redo | tee results_rn_vgg_redo.out +python og_pytorch_cifar.py --net vggbn --name vggbn_redo | tee results_rn_vggbn_redo.out + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC + + +#sbatch setoff_pytorch_cifar.sh False False default Pytorch_Cifar_Resnet_default_LSLC +#sbatch setoff_pytorch_cifar.sh True False default Pytorch_Cifar_Resnet_default_USLC +#sbatch setoff_pytorch_cifar.sh False True default Pytorch_Cifar_Resnet_default_LSUC +#sbatch setoff_pytorch_cifar.sh True True default Pytorch_Cifar_Resnet_default_USUC + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC_freeze_test +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC_freeze_test +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC_freeze_test +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC_freeze_test +#sbatch setoff_pytorch_cifar.sh False False V1 post New_Pytorch_Cifar_Resnet_V1_post_slurm +#sbatch setoff_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet_V1_pre_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 post New_Pytorch_Cifar_Resnet_V1_USLC_post_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 pre New_Pytorch_Cifar_Resnet_V1_USLC_pre_slurm +#sbatch setoff_og_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet +#bash setoff_pytorch_cifar.sh False False V1 post Pytorch_Cifar_Resnet_V1_post | tee post_LCLS_cifar.out +#bash setoff_pytorch_cifar.sh False False V1 pre Pytorch_Cifar_Resnet_V1_pre | tee pre_LCLS_cifar.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/launch_pytorch_cifar.sh b/V1-models/launch_pytorch_cifar.sh new file mode 100644 index 0000000..dc8d50f --- /dev/null +++ b/V1-models/launch_pytorch_cifar.sh @@ -0,0 +1,57 @@ +#!/bin/bash + +for i in {0..9} +do + sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC $i + sbatch setoff_pytorch_cifar.sh False False default Pytorch_Cifar_Resnet_default_LSLC $i + + sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC $i + sbatch setoff_pytorch_cifar.sh True True default Pytorch_Cifar_Resnet_default_USUC $i + + sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC $i + sbatch setoff_pytorch_cifar.sh True False default Pytorch_Cifar_Resnet_default_USLC $i + + sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC $i + sbatch setoff_pytorch_cifar.sh False True default Pytorch_Cifar_Resnet_default_LSUC $i +done + +for i in {0..9} +do + sbatch setoff_pytorch_cifar100.sh False False V1 Pytorch_Cifar100_Resnet_V1_LSLC $i + sbatch setoff_pytorch_cifar100.sh False False default Pytorch_Cifar100_Resnet_default_LSLC $i + + sbatch setoff_pytorch_cifar100.sh True True V1 Pytorch_Cifar100_Resnet_V1_USUC $i + sbatch setoff_pytorch_cifar100.sh True True default Pytorch_Cifar100_Resnet_default_USUC $i + + sbatch setoff_pytorch_cifar100.sh True False V1 Pytorch_Cifar100_Resnet_V1_USLC $i + sbatch setoff_pytorch_cifar100.sh True False default Pytorch_Cifar100_Resnet_default_USLC $i + + sbatch setoff_pytorch_cifar100.sh False True V1 Pytorch_Cifar100_Resnet_V1_LSUC $i + sbatch setoff_pytorch_cifar100.sh False True default Pytorch_Cifar100_Resnet_default_LSUC $i +done + + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC + + +#sbatch setoff_pytorch_cifar.sh False False default Pytorch_Cifar_Resnet_default_LSLC +#sbatch setoff_pytorch_cifar.sh True False default Pytorch_Cifar_Resnet_default_USLC +#sbatch setoff_pytorch_cifar.sh False True default Pytorch_Cifar_Resnet_default_LSUC +#sbatch setoff_pytorch_cifar.sh True True default Pytorch_Cifar_Resnet_default_USUC + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC_freeze_test +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC_freeze_test +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC_freeze_test +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC_freeze_test +#sbatch setoff_pytorch_cifar.sh False False V1 post New_Pytorch_Cifar_Resnet_V1_post_slurm +#sbatch setoff_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet_V1_pre_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 post New_Pytorch_Cifar_Resnet_V1_USLC_post_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 pre New_Pytorch_Cifar_Resnet_V1_USLC_pre_slurm +#sbatch setoff_og_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet +#bash setoff_pytorch_cifar.sh False False V1 post Pytorch_Cifar_Resnet_V1_post | tee post_LCLS_cifar.out +#bash setoff_pytorch_cifar.sh False False V1 pre Pytorch_Cifar_Resnet_V1_pre | tee pre_LCLS_cifar.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/launch_pytorch_cifar100.sh b/V1-models/launch_pytorch_cifar100.sh new file mode 100644 index 0000000..36cb1c3 --- /dev/null +++ b/V1-models/launch_pytorch_cifar100.sh @@ -0,0 +1,24 @@ +#!/bin/bash + +sbatch setoff_pytorch_cifar100.sh False False V1 Pytorch_Cifar100_Resnet_V1_LSLC +sbatch setoff_pytorch_cifar100.sh True False V1 Pytorch_Cifar100_Resnet_V1_USLC +sbatch setoff_pytorch_cifar100.sh False True V1 Pytorch_Cifar100_Resnet_V1_LSUC +sbatch setoff_pytorch_cifar100.sh True True V1 Pytorch_Cifar100_Resnet_V1_USUC + +sbatch setoff_pytorch_cifar100.sh False False default Pytorch_Cifar100_Resnet_default_LSLC +sbatch setoff_pytorch_cifar100.sh True False default Pytorch_Cifar100_Resnet_default_USLC +sbatch setoff_pytorch_cifar100.sh False True default Pytorch_Cifar100_Resnet_default_LSUC +sbatch setoff_pytorch_cifar100.sh True True default Pytorch_Cifar100_Resnet_default_USUC +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC_freeze_test +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC_freeze_test +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC_freeze_test +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC_freeze_test +#sbatch setoff_pytorch_cifar.sh False False V1 post New_Pytorch_Cifar_Resnet_V1_post_slurm +#sbatch setoff_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet_V1_pre_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 post New_Pytorch_Cifar_Resnet_V1_USLC_post_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 pre New_Pytorch_Cifar_Resnet_V1_USLC_pre_slurm +#sbatch setoff_og_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet +#bash setoff_pytorch_cifar.sh False False V1 post Pytorch_Cifar_Resnet_V1_post | tee post_LCLS_cifar.out +#bash setoff_pytorch_cifar.sh False False V1 pre Pytorch_Cifar_Resnet_V1_pre | tee pre_LCLS_cifar.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/launch_rainbow_sampling.sh b/V1-models/launch_rainbow_sampling.sh new file mode 100644 index 0000000..6f9e6d6 --- /dev/null +++ b/V1-models/launch_rainbow_sampling.sh @@ -0,0 +1,53 @@ +#!/bin/bash +module load python/3.8 +source newenv/bin/activate + +a=(True False) +b=(True False) +c=(rainbow random) +for i in ${a[@]} +do + for j in ${b[@]} + do + for k in ${c[@]} + do + python rainbow_network.py --bn_on $i --fact $j --sampling $k + done + done +done + +#python og_pytorch_cifar.py --net vgg --name vgg | tee results_rn_vgg.out +#python og_pytorch_cifar.py --net vggbn --name vggbn | tee results_rn_vggbn.out +#python og_pytorch_cifar.py --net resnet --name resnet | tee results_rn_resnet.out +#python og_pytorch_cifar.py --net factnetv1 --name factnetv1 | tee results_rn_factnetv1.out +#python og_pytorch_cifar.py --net factnetdefault --name factnetdefault | tee results_rn_factnetdefault.out + +#python og_pytorch_cifar.py --net vggfact --name vggfact | tee results_rn_vggfact.out +#python og_pytorch_cifar.py --net vggbnfact --name vggbnfact | tee results_rn_vggbnfact.out +#python og_pytorch_cifar.py --net vgg --name vgg_redo | tee results_rn_vgg_redo.out +#python og_pytorch_cifar.py --net vggbn --name vggbn_redo | tee results_rn_vggbn_redo.out + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC + + +#sbatch setoff_pytorch_cifar.sh False False default Pytorch_Cifar_Resnet_default_LSLC +#sbatch setoff_pytorch_cifar.sh True False default Pytorch_Cifar_Resnet_default_USLC +#sbatch setoff_pytorch_cifar.sh False True default Pytorch_Cifar_Resnet_default_LSUC +#sbatch setoff_pytorch_cifar.sh True True default Pytorch_Cifar_Resnet_default_USUC + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC_freeze_test +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC_freeze_test +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC_freeze_test +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC_freeze_test +#sbatch setoff_pytorch_cifar.sh False False V1 post New_Pytorch_Cifar_Resnet_V1_post_slurm +#sbatch setoff_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet_V1_pre_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 post New_Pytorch_Cifar_Resnet_V1_USLC_post_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 pre New_Pytorch_Cifar_Resnet_V1_USLC_pre_slurm +#sbatch setoff_og_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet +#bash setoff_pytorch_cifar.sh False False V1 post Pytorch_Cifar_Resnet_V1_post | tee post_LCLS_cifar.out +#bash setoff_pytorch_cifar.sh False False V1 pre Pytorch_Cifar_Resnet_V1_pre | tee pre_LCLS_cifar.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/launch_scale_pytorch_cifar.sh b/V1-models/launch_scale_pytorch_cifar.sh new file mode 100644 index 0000000..a46fe39 --- /dev/null +++ b/V1-models/launch_scale_pytorch_cifar.sh @@ -0,0 +1,57 @@ +#!/bin/bash +for i in 1 2 4 8 16 +do + sbatch setoff_pytorch_cifar_viv.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC $i + sbatch setoff_pytorch_cifar_viv.sh False False default Pytorch_Cifar_Resnet_default_LSLC $i + + sbatch setoff_pytorch_cifar_viv.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC $i + sbatch setoff_pytorch_cifar_viv.sh True True default Pytorch_Cifar_Resnet_default_USUC $i + + sbatch setoff_pytorch_cifar_viv.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC $i + sbatch setoff_pytorch_cifar_viv.sh True False default Pytorch_Cifar_Resnet_default_USLC $i + + sbatch setoff_pytorch_cifar_viv.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC $i + sbatch setoff_pytorch_cifar_viv.sh False True default Pytorch_Cifar_Resnet_default_LSUC $i +done + + +#for i in {0..9} +#do +# sbatch setoff_pytorch_cifar100.sh False False V1 Pytorch_Cifar100_Resnet_V1_LSLC $i +# sbatch setoff_pytorch_cifar100.sh False False default Pytorch_Cifar100_Resnet_default_LSLC $i +# +# sbatch setoff_pytorch_cifar100.sh True True V1 Pytorch_Cifar100_Resnet_V1_USUC $i +# sbatch setoff_pytorch_cifar100.sh True True default Pytorch_Cifar100_Resnet_default_USUC $i +# +# sbatch setoff_pytorch_cifar100.sh True False V1 Pytorch_Cifar100_Resnet_V1_USLC $i +# sbatch setoff_pytorch_cifar100.sh True False default Pytorch_Cifar100_Resnet_default_USLC $i +# +# sbatch setoff_pytorch_cifar100.sh False True V1 Pytorch_Cifar100_Resnet_V1_LSUC $i +# sbatch setoff_pytorch_cifar100.sh False True default Pytorch_Cifar100_Resnet_default_LSUC $i +#done +# + +#sbatch setoff_pytorch_cifar_viv.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC +#sbatch setoff_pytorch_cifar_viv.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC +#sbatch setoff_pytorch_cifar_viv.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC +#sbatch setoff_pytorch_cifar_viv.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC + + +#sbatch setoff_pytorch_cifar_viv.sh False False default Pytorch_Cifar_Resnet_default_LSLC +#sbatch setoff_pytorch_cifar_viv.sh True False default Pytorch_Cifar_Resnet_default_USLC +#sbatch setoff_pytorch_cifar_viv.sh False True default Pytorch_Cifar_Resnet_default_LSUC +#sbatch setoff_pytorch_cifar_viv.sh True True default Pytorch_Cifar_Resnet_default_USUC + +#sbatch setoff_pytorch_cifar_viv.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC_freeze_test +#sbatch setoff_pytorch_cifar_viv.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC_freeze_test +#sbatch setoff_pytorch_cifar_viv.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC_freeze_test +#sbatch setoff_pytorch_cifar_viv.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC_freeze_test +#sbatch setoff_pytorch_cifar_viv.sh False False V1 post New_Pytorch_Cifar_Resnet_V1_post_slurm +#sbatch setoff_pytorch_cifar_viv.sh False False V1 pre New_Pytorch_Cifar_Resnet_V1_pre_slurm +#sbatch setoff_pytorch_cifar_viv.sh True False V1 post New_Pytorch_Cifar_Resnet_V1_USLC_post_slurm +#sbatch setoff_pytorch_cifar_viv.sh True False V1 pre New_Pytorch_Cifar_Resnet_V1_USLC_pre_slurm +#sbatch setoff_og_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet +#bash setoff_pytorch_cifar_viv.sh False False V1 post Pytorch_Cifar_Resnet_V1_post | tee post_LCLS_cifar.out +#bash setoff_pytorch_cifar_viv.sh False False V1 pre Pytorch_Cifar_Resnet_V1_pre | tee pre_LCLS_cifar.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/launch_small_sample.sh b/V1-models/launch_small_sample.sh new file mode 100644 index 0000000..70bed87 --- /dev/null +++ b/V1-models/launch_small_sample.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +sbatch setoff_small_sample.sh True True V1 post Resnet_V1_frozen_spatial_and_channel_post +sbatch setoff_small_sample.sh True False V1 post Resnet_V1_frozen_spatial_post +sbatch setoff_small_sample.sh False True V1 post Resnet_V1_frozen_channel_post +sbatch setoff_small_sample.sh False False V1 post Resnet_V1_post +sbatch setoff_small_sample.sh True True V1 pre Resnet_V1_frozen_spatial_and_channel_pre +sbatch setoff_small_sample.sh True False V1 pre Resnet_V1_frozen_spatial_pre +sbatch setoff_small_sample.sh False True V1 pre Resnet_V1_frozen_channel_pre +sbatch setoff_small_sample.sh False False V1 pre Resnet_V1_pre + +sbatch setoff_small_sample.sh True True default post Resnet_default_frozen_spatial_and_channel_post +sbatch setoff_small_sample.sh True False default post Resnet_default_frozen_spatial_post +sbatch setoff_small_sample.sh False True default post Resnet_default_frozen_channel_post +sbatch setoff_small_sample.sh False False default post Resnet_default_post +sbatch setoff_small_sample.sh True True default pre Resnet_default_frozen_spatial_and_channel_pre +sbatch setoff_small_sample.sh True False default pre Resnet_default_frozen_spatial_pre +sbatch setoff_small_sample.sh False True default pre Resnet_default_frozen_channel_pre +sbatch setoff_small_sample.sh False False default pre Resnet_default_pre diff --git a/V1-models/launch_small_sample_pytorch_cifar.sh b/V1-models/launch_small_sample_pytorch_cifar.sh new file mode 100644 index 0000000..ad3c167 --- /dev/null +++ b/V1-models/launch_small_sample_pytorch_cifar.sh @@ -0,0 +1,25 @@ +#!/bin/bash + +sbatch setoff_small_sample_pytorch_cifar.sh False False V1 Pytorch_small_sample_Cifar_Resnet_V1_LSLC +sbatch setoff_small_sample_pytorch_cifar.sh True False V1 Pytorch_small_sample_Cifar_Resnet_V1_USLC +sbatch setoff_small_sample_pytorch_cifar.sh False True V1 Pytorch_small_sample_Cifar_Resnet_V1_LSUC +sbatch setoff_small_sample_pytorch_cifar.sh True True V1 Pytorch_small_sample_Cifar_Resnet_V1_USUC + +sbatch setoff_small_sample_pytorch_cifar.sh False False default Pytorch_small_sample_Cifar_Resnet_default_LSLC +sbatch setoff_small_sample_pytorch_cifar.sh True False default Pytorch_small_sample_Cifar_Resnet_default_USLC +sbatch setoff_small_sample_pytorch_cifar.sh False True default Pytorch_small_sample_Cifar_Resnet_default_LSUC +sbatch setoff_small_sample_pytorch_cifar.sh True True default Pytorch_small_sample_Cifar_Resnet_default_USUC + +#sbatch setoff_pytorch_cifar.sh False False V1 Pytorch_Cifar_Resnet_V1_LSLC_freeze_test +#sbatch setoff_pytorch_cifar.sh True False V1 Pytorch_Cifar_Resnet_V1_USLC_freeze_test +#sbatch setoff_pytorch_cifar.sh False True V1 Pytorch_Cifar_Resnet_V1_LSUC_freeze_test +#sbatch setoff_pytorch_cifar.sh True True V1 Pytorch_Cifar_Resnet_V1_USUC_freeze_test +#sbatch setoff_pytorch_cifar.sh False False V1 post New_Pytorch_Cifar_Resnet_V1_post_slurm +#sbatch setoff_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet_V1_pre_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 post New_Pytorch_Cifar_Resnet_V1_USLC_post_slurm +#sbatch setoff_pytorch_cifar.sh True False V1 pre New_Pytorch_Cifar_Resnet_V1_USLC_pre_slurm +#sbatch setoff_og_pytorch_cifar.sh False False V1 pre New_Pytorch_Cifar_Resnet +#bash setoff_pytorch_cifar.sh False False V1 post Pytorch_Cifar_Resnet_V1_post | tee post_LCLS_cifar.out +#bash setoff_pytorch_cifar.sh False False V1 pre Pytorch_Cifar_Resnet_V1_pre | tee pre_LCLS_cifar.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/launch_viv.sh b/V1-models/launch_viv.sh new file mode 100644 index 0000000..e0701f9 --- /dev/null +++ b/V1-models/launch_viv.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +sbatch setoff_viv.sh True True V1 post V1_frozen_spatial_and_channel_post +sbatch setoff_viv.sh True False V1 post V1_frozen_spatial_post +sbatch setoff_viv.sh False True V1 post V1_frozen_channel_post +sbatch setoff_viv.sh False False V1 post V1_post +sbatch setoff_viv.sh True True V1 pre V1_frozen_spatial_and_channel_pre +sbatch setoff_viv.sh True False V1 pre V1_frozen_spatial_pre +sbatch setoff_viv.sh False True V1 pre V1_frozen_channel_pre +sbatch setoff_viv.sh False False V1 pre V1_pre + +sbatch setoff_viv.sh True True default post default_frozen_spatial_and_channel_post +sbatch setoff_viv.sh True False default post default_frozen_spatial_post +sbatch setoff_viv.sh False True default post default_frozen_channel_post +sbatch setoff_viv.sh False False default post default_post +sbatch setoff_viv.sh True True default pre default_frozen_spatial_and_channel_pre +sbatch setoff_viv.sh True False default pre default_frozen_spatial_pre +sbatch setoff_viv.sh False True default pre default_frozen_channel_pre +sbatch setoff_viv.sh False False default pre default_pre diff --git a/V1-models/layers_model.py b/V1-models/layers_model.py new file mode 100644 index 0000000..ba45a7c --- /dev/null +++ b/V1-models/layers_model.py @@ -0,0 +1,95 @@ +import torch.nn as nn +import torch +import torch.nn.functional as F +import sys +#sys.path.insert(0, '/home/mila/v/vivian.white/structured-random-features/') +sys.path.insert(0, '/home/harri267/work/structured-random-features/') +from src.models.init_weights import V1_init + + +class Sequential_ThreeLayer_CIFAR10(nn.Module): + def __init__(self, hidden_dim=100, bias=False): + super().__init__() + + self.pool = nn.AvgPool2d(kernel_size=4, stride=4, padding=1) + self.flatten = nn.Flatten() + + self.layers = nn.Sequential( + Fact_Concat(in_channels=3, + hidden_dim=hidden_dim, + bn_dim=hidden_dim+3, + bias=bias), + Fact_Concat(in_channels=hidden_dim + 3, + hidden_dim=hidden_dim, + bn_dim=hidden_dim * 2 + 3, + bias=bias), + ) + self.clf = nn.Linear((8 ** 2) * (hidden_dim * 2 + 3), 10) + + def forward(self, x): + h = self.flatten(self.pool(self.layers(x))) + h = self.clf(h) + return h + +class Fact_Concat(nn.Module): + def __init__(self, in_channels, hidden_dim, bn_dim, bias, seed=None): + super().__init__() + + self.v1_layer = nn.Conv2d(in_channels=in_channels, out_channels=hidden_dim, + kernel_size=7, stride=1, padding=3, bias=bias) + self.b1 = nn.BatchNorm2d(bn_dim) + self.smooth = nn.AvgPool2d(kernel_size=3, stride=1, padding=1) + self.relu = nn.ReLU() + + def forward(self, x): + h = torch.cat((self.relu(self.v1_layer(x)), self.smooth(x)), 1) + h = self.b1(h) + return h + +class ThreeLayer_CIFAR10(nn.Module): + def __init__(self, hidden_dim, size, spatial_freq, scale, bias, seed=None): + super().__init__() + + # fixed feature layers + self.v1_layer = nn.Conv2d(in_channels=3, out_channels=hidden_dim, + kernel_size=7, stride=1, padding=3, bias=bias) + self.v1_layer2 = nn.Conv2d(in_channels=hidden_dim + 3, out_channels=hidden_dim, + kernel_size=7, stride=1, padding=3, bias=bias) + self.relu = nn.ReLU() + + # unsupervised layers + self.bn_x = nn.BatchNorm2d(3) + self.bn_h1 = nn.BatchNorm2d(hidden_dim + 3) + self.bn_h2 = nn.BatchNorm2d(hidden_dim * 2 + 3) + + # supervised layers + self.clf = nn.Linear((8 ** 2) * (hidden_dim * 2 + 3), 10) + + scale1 = 1 / (3 * 7 * 7) + scale2 = 1 / (hidden_dim * 7 * 7) + center = (3., 3.) + +# V1_init(self.v1_layer, size, spatial_freq, center, scale1, bias, seed) +# self.v1_layer.weight.requires_grad = False + +# V1_init(self.v1_layer2, size, spatial_freq, center, scale2, bias, seed) +# self.v1_layer2.weight.requires_grad = False + + if bias: + self.v1_layer.bias.requires_grad = False + self.v1_layer2.bias.requires_grad = False + + def forward(self, x): + # methods + # smooth = nn.AvgPool2d(kernel_size=5, stride=1, padding=2) + smooth = nn.AvgPool2d(kernel_size=3, stride=1, padding=1) + pool = nn.AvgPool2d(kernel_size=4, stride=4, padding=1) + flatten = nn.Flatten() + + #x = self.bn_x(x) + h = torch.cat((self.relu(self.v1_layer(x)), smooth(x)), 1) + h = self.bn_h1(h) + h = torch.cat((self.relu(self.v1_layer2(h)), smooth(h)), 1) + h = self.bn_h2(h) + h = flatten(pool(h)) + return self.clf(h) diff --git a/V1-models/linear_modules.py b/V1-models/linear_modules.py new file mode 100644 index 0000000..e9d489f --- /dev/null +++ b/V1-models/linear_modules.py @@ -0,0 +1,80 @@ +import torch +import torch.nn.functional as F +from torch import Tensor +import torch.nn as nn +from torch.nn.parameter import Parameter, UninitializedParameter +from torch.nn.common_types import _size_2_t +from typing import Optional, List, Tuple, Union +import time +import copy + +class FactLinear(nn.Linear): + def __init__( + self, + in_features: int, + out_features: int, + bias: bool = True, + device=torch.device('cuda' if torch.cuda.is_available() else 'cpu'), + dtype=None + ) -> None: + # init as Linear + super().__init__( + in_features, out_features, bias, device, dtype) + + factory_kwargs = {'device': device, 'dtype': dtype} + self.factory_kwargs = factory_kwargs + + # weight shape: (out_features, in_features) + weight_shape = self.weight.shape + del self.weight # remove Parameter, create buffer + self.register_buffer("weight", torch.empty(weight_shape, **factory_kwargs)) + nn.init.kaiming_normal_(self.weight) + + self.in_features = in_features + self.out_features = out_features + + triu1 = torch.triu_indices(self.in_features, self.in_features, + **factory_kwargs) + triu_len = triu1.shape[1] + tri_vec = torch.zeros((triu_len,), **factory_kwargs) + self.tri_vec = Parameter(tri_vec) + + self.scat_idx = triu1[0] * self.in_features + triu1[1] + + if bias: + self.bias = Parameter(torch.empty(out_features, **factory_kwargs)) + else: + self.register_parameter('bias', None) + +# self.reset_parameters() + +# def reset_parameters(self) -> None: +# nn.init.constant_(self.tri_vec, 0.) +# # Setting a=sqrt(5) in kaiming_uniform is the same as initializing with +# # uniform(-1/sqrt(in_features), 1/sqrt(in_features)). For details, see +# # https://github.com/pytorch/pytorch/issues/57109 +# nn.init.kaiming_normal_(self.weight, a=math.sqrt(5)) +# if self.bias is not None: +# fan_in, _ = nn.init._calculate_fan_in_and_fan_out(self.weight) +# bound = 1 / math.sqrt(fan_in) if fan_in > 0 else 0 +# nn.init.uniform_(self.bias, -bound, bound) +# + def forward(self, input: Tensor) -> Tensor: + U = self._tri_vec_to_mat(self.tri_vec, self.in_features, self.scat_idx) + U = self._exp_diag(U) + + composite_weight = self.weight @ U + + return F.linear(input, composite_weight, self.bias) + + def _tri_vec_to_mat(self, vec, n, scat_idx): + U = torch.zeros((n* n), + **self.factory_kwargs).scatter_(0,scat_idx,vec).view(n,n) + U = torch.diagonal_scatter(U,U.diagonal().exp_()) + return U + + def _exp_diag(self, mat): + exp_diag = torch.exp(torch.diagonal(mat)) + n = mat.shape[0] + mat[range(n), range(n)] = exp_diag + return mat diff --git a/V1-models/model_printout.out b/V1-models/model_printout.out new file mode 100644 index 0000000..c9a0cb0 --- /dev/null +++ b/V1-models/model_printout.out @@ -0,0 +1,168 @@ +Printing Resnet model structure with defined FactConv2d: +V1 spatial init +Freeze spatial vec +Learnable channel vec +Factnet_V1_CIFAR10( + (resnet): FactNet( + (conv1): FactConv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Printing Resnet model structure with replaced-by FactConv2d: +V1 spatial init +Freeze spatial vec +Learnable channel vec +Replacenet_V1_CIFAR10( + (resnet): ResNet( + (conv1): FactConv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) diff --git a/V1-models/no_affines_pytorch_cifar.py b/V1-models/no_affines_pytorch_cifar.py new file mode 100644 index 0000000..5e3d42d --- /dev/null +++ b/V1-models/no_affines_pytorch_cifar.py @@ -0,0 +1,420 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + src=\ + "/home/mila/v/vivian.white/scratch/v1-models/saved-models/affine-no-bias/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + + +def replace_layers_affine_no_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compount module, go inside it + replace_layers_affine_no_weight(module) + else: + if isinstance(module, nn.BatchNorm2d): + for name, param in module.named_parameters(): + if "weight" in name: + param.requires_grad = False + else: + param.requires_grad = True + +def replace_layers_affine_no_bias(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compount module, go inside it + replace_layers_affine_no_bias(module) + else: + if isinstance(module, nn.BatchNorm2d): + for name, param in module.named_parameters(): + if "bias" in name: + param.requires_grad = False + else: + param.requires_grad = True + + +def replace_layers_agnostic_no_affines(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic_no_affines(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + #new_module = nn.BatchNorm2d(prev_out_ch) + new_module = nn.BatchNorm2d( + num_features=prev_out_ch, + eps=module.eps, momentum=module.momentum, + affine=False, + track_running_stats=module.track_running_stats) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + run_name = "Resnet" + + +conv_net = ResNet18() +replace_layers_agnostic(conv_net, args.width_scale) +replace_layers_affine_no_bias(conv_net) +print("Affine No Bias") +conv_net = conv_net.to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight(fact_net) +replace_layers_affine_no_bias(fact_net) +fact_net = fact_net.to(device) + +run_name = "Width-Scaled Resnet Affine No-Bias" + +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_rainbow_comparisons_affines_nobias", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/V1-models/og_pytorch_cifar.py b/V1-models/og_pytorch_cifar.py new file mode 100644 index 0000000..bf311cc --- /dev/null +++ b/V1-models/og_pytorch_cifar.py @@ -0,0 +1,263 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +def save_model(args, model): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_pytorch_tta/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + run_name = "Resnet" +elif args.net == "factnetv1": + net = PreExp(1, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, "V1").to(device) + run_name ="FactnetV1" +elif args.net == "factnetdefault": + net = PreExp(1, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, "default").to(device) + run_name ="Factnetdefault" +elif args.net == "vggfact": + net=VGG("VGG11", False) + replace_layers_keep_weight(net) + run_name ="vggfactdefault" +elif args.net == "vggbnfact": + net=VGG("VGG11", True) + replace_layers_keep_weight(net) + run_name ="vggbnnfactdefault" + + +set_seeds(0) +set_seeds(0) + +net = net.to(device) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_better_tracked_og", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(net.parameters(), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) + + +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + # Save checkpoint. + acc = 100.*correct/total + run.log({"accuracy":acc}) + if acc > best_acc: + print('Saving..') + state = { + 'net': net.state_dict(), + 'acc': acc, + 'epoch': epoch, + } + #if not os.path.isdir('checkpoint'): + # os.mkdir('checkpoint') + #torch.save(state, './checkpoint/ckpt.pth') + save_model(args, net) + best_acc = acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() +args.name += "final" +save_model(args, net) diff --git a/V1-models/parametric.py b/V1-models/parametric.py new file mode 100644 index 0000000..e6dd8b5 --- /dev/null +++ b/V1-models/parametric.py @@ -0,0 +1,408 @@ +""" +Parametric Scattering in Kymatio +======================================= +Here we demonstrate how to develop a novel scattering utilizing the Kymatio +code base. We then train a linear classifier and visualize the filters. +""" + +############################################################################### +# Preliminaries +# ------------- +# Kymatio can be used to develop novel scattering algorithms. We'll use class +# inheritance to massively reduce the amount of code we have to write. +# Furthermore, we'll use Torch as we want differentiability and optimizability. +from kymatio.torch import Scattering2D +import torch + +############################################################################### +# We'll also import various libraries needed for implementation + +import types + +import numpy as np +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +import torchvision +from torchvision import datasets, transforms + + +############################################################################### +# Implementation of parametric scattering - wavelet generation +# ----------------------------------------------------------------------------- +# We wish to develop a version of the scattering transform where the wavelet +# parameters can be optimized. Currently, in Kymatio, the filter generation +# is defined using Numpy. Numpy does not give us differentiablity, so we +# reimplement the morlet generation utilizing Torch. + +def morlets(grid_or_shape, theta, xis, sigmas, slants, morlet=True, ifftshift=True, fft=True, return_gabors=False): + """Creates morlet wavelet filters from inputs + + Parameters: + grid_or_shape -- a grid of the size of the filter or a tuple that indicates its shape + theta -- global orientations of the wavelets + xis -- frequency scales of the wavelets + sigmas -- gaussian window scales of the wavelets + slants -- slants of the wavelets + morlet -- boolean for morlet or gabor wavelet + ifftshift -- boolean for the ifftshift (inverse fast fourier transform shift) + fft -- boolean for the fft (fast fourier transform) + Returns: + wavelets -- the wavelet filters + + """ + orientations = torch.cat((torch.cos(theta).unsqueeze(1),torch.sin(theta).unsqueeze(1)), dim =1) + n_filters, ndim = orientations.shape + wave_vectors = orientations * xis[:, np.newaxis] + _, _, gauss_directions = torch.linalg.svd(orientations[:, np.newaxis]) + gauss_directions = gauss_directions / sigmas[:, np.newaxis, np.newaxis] + indicator = torch.arange(ndim, device=slants.device) < 1 + slant_modifications = (1.0 * indicator + slants[:, np.newaxis] * ~indicator) + gauss_directions = gauss_directions * slant_modifications[:, :, np.newaxis] + if return_gabors: + wavelets, gabors = raw_morlets(grid_or_shape, wave_vectors, gauss_directions, morlet=morlet, + ifftshift=ifftshift, fft=fft, return_gabors=True) + else: + wavelets = raw_morlets(grid_or_shape, wave_vectors, gauss_directions, morlet=morlet, + ifftshift=ifftshift, fft=fft) + + norm_factors = (2 * 3.1415 * sigmas * sigmas / slants).unsqueeze(1) + + if type(grid_or_shape) == tuple: + norm_factors = norm_factors.expand([n_filters,grid_or_shape[0]]).unsqueeze(2).repeat(1,1,grid_or_shape[1]) + else: + norm_factors = norm_factors.expand([n_filters,grid_or_shape.shape[1]]).unsqueeze(2).repeat(1,1,grid_or_shape.shape[2]) + + wavelets = wavelets / norm_factors + if return_gabors: + return gabors/norm_factors + + return wavelets + + +def raw_morlets(grid_or_shape, wave_vectors, gaussian_bases, morlet=True, ifftshift=True, fft=True, return_gabors=False): + """ Helper function for creating morlet filters + + Parameters: + grid_or_shape -- a grid of the size of the filter or a tuple that indicates its shape + wave_vectors -- directions of the wave part of the morlet wavelet + gaussian_bases -- bases of the gaussian part of the morlet wavelet + morlet -- boolean for morlet or gabor wavelet + ifftshift -- boolean for the ifftshift (inverse fast fourier transform shift) + fft -- boolean for the fft (fast fourier transform) + Returns: + filters -- the wavelet filters before normalization + + """ + n_filters, n_dim = wave_vectors.shape + assert gaussian_bases.shape == (n_filters, n_dim, n_dim) + + if isinstance(grid_or_shape, tuple): + shape = grid_or_shape + ranges = [torch.arange(-(s // 2), -(s // 2) + s, dtype=torch.float) for s in shape] + grid = torch.stack(torch.meshgrid(*ranges), 0) + else: + shape = grid_or_shape.shape[1:] + grid = grid_or_shape + + waves = torch.exp(1.0j * torch.matmul(grid.T, wave_vectors.T).T) + gaussian_directions = torch.matmul(grid.T, gaussian_bases.T.reshape(n_dim, n_dim * n_filters)).T + gaussian_directions = gaussian_directions.reshape((n_dim, n_filters) + shape) + radii = torch.norm(gaussian_directions, dim=0) + gaussians = torch.exp(-0.5 * radii ** 2) + signal_dims = list(range(1, n_dim + 1)) + gabors = gaussians * waves + + if morlet: + gaussian_sums = gaussians.sum(dim=signal_dims, keepdim=True) + gabor_sums = gabors.sum(dim=signal_dims, keepdim=True).real + morlets = gabors - gabor_sums / gaussian_sums * gaussians + filters = morlets + else: + filters = gabors + if ifftshift: + filters = torch.fft.ifftshift(filters, dim=signal_dims) + gabors = torch.fft.ifftshift(gabors, dim=signal_dims) + if fft: + filters = torch.fft.fftn(filters, dim=signal_dims) + gabors = torch.fft.fftn(gabors, dim=signal_dims) + if return_gabors: + return filters, gabors + else: + return filters + + +############################################################################### +# Implementation of parametric scattering - Updating dictionaires +# ----------------------------------------------------------------------------- +# Kymatio utilizes dictionaries to store wavelets. These dictionaries are fed into +# the core scattering algorithm, where the wavelets and meta information are used +# to compute scattering coefficents. +# +# We will need to update the dictionaries prior +# to the start of training so that gradients can flow from wavelets to wavelet +# parameters, as currently the wavelets that live in the dictionaries are numpy +# arrays. Note also that every iteration of training we will update these +# dictionaries. +# +# We define a series of helper functions for this purpose. + + +def create_filters_params(J, L): + """ Create reusable tight frame initialized filter parameters: orientations, xis, sigmas, sigmas + + Parameters: + J -- scale of the scattering + L -- number of orientation for the scattering + Returns: + params -- list that contains the parameters of the filters + + """ + orientations = [] + xis = [] + sigmas = [] + slants = [] + + for j in range(J): + for theta in range(L): + sigmas.append(0.8 * 2**j) + t = ((int(L-L/2-1)-theta) * np.pi / L) + xis.append(3.0 / 4.0 * np.pi /2**j) + slant = 4.0/L + slants.append(slant) + orientations.append(t) + + xis = torch.tensor(xis, requires_grad=True, dtype=torch.float32) + sigmas = torch.tensor(sigmas, requires_grad=True, dtype=torch.float32) + slants = torch.tensor(slants, requires_grad=True, dtype=torch.float32) + orientations = torch.tensor(orientations, requires_grad=True, dtype=torch.float32) + params = [orientations, xis, sigmas, slants] + + return params + + +def update_psi(J, psi, wavelets): + """ Update the psi dictionnary with the new wavelets + + Parameters: + J -- scale for the scattering + psi -- dictionnary of filters + wavelets -- wavelet filters + + Returns: + psi -- dictionnary of filters + """ + wavelets = wavelets.real.contiguous().unsqueeze(3) + for i, d in enumerate(psi): + for c in range(len(d['levels'])): + d['levels'][c] = periodize_filter_fft(wavelets[i].squeeze(2), c).unsqueeze(2) + return psi + + + + +def update_wavelets_phi(J, L, phi, shape, params_filters, equivariant=False): + """ Create wavelets and update the psi dictionnary with the new wavelets + + Parameters: + J -- scale for the scattering + psi -- dictionnary of filters + shape -- shape of the scattering (scattering.M_padded, scattering.N_padded,) + params_filters -- the parameters used to create wavelets + + Returns: + psi -- dictionnary of filters + wavelets -- wavelets filters + """ + wavelets = morlets(shape, params_filters[0], params_filters[1], + params_filters[2], params_filters[3], return_gabors=True) + phi = update_phi(J, phi, wavelets) + return phi, wavelets + + +def update_phi(J, phi, wavelets): + """ Update the psi dictionnary with the new wavelets + + Parameters: + J -- scale for the scattering + psi -- dictionnary of filters + wavelets -- wavelet filters + + Returns: + psi -- dictionnary of filters + """ + wavelets = wavelets.real.contiguous().unsqueeze(3) + for i in range(len(phi['levels'])): + phi['levels'][i] = periodize_filter_fft(wavelets[0].squeeze(2), i).unsqueeze(2) + return phi + + + +def periodize_filter_fft(x, res): + """ Periodize the filter in fourier space + + Parameters: + x -- signal to periodize in Fourier + res -- resolution to which the signal is cropped + + + Returns: + periodized -- It returns a crop version of the filter, assuming that the convolutions + will be done via compactly supported signals. + """ + s1, s2 = x.shape[0], x.shape[1] + periodized = x.reshape(2**res, s1// 2**res, 2**res, s2//2**res).mean(dim=(0,2)) + return periodized + + +def update_wavelets_psi(J, L, psi, shape, params_filters): + """ Create wavelets and update the psi dictionnary with the new wavelets + + Parameters: + J -- scale for the scattering + psi -- dictionnary of filters + shape -- shape of the scattering (scattering.M_padded, scattering.N_padded,) + params_filters -- the parameters used to create wavelets + + Returns: + psi -- dictionnary of filters + wavelets -- wavelets filters + """ + wavelets = morlets(shape, params_filters[0], params_filters[1], + params_filters[2], params_filters[3]) + psi = update_psi(J, psi, wavelets) + return psi, wavelets + + +############################################################################### +# Implementation of parametric scattering - Parametric scattering module +# ----------------------------------------------------------------------------- +# We have four considerations to take into account +# +# 1. We already have code that we can re-use; i.e. the core scattering algorithm, +# inheritance of nn.Module. Thus we inherit from Scattering2DTorch. +# +# 2. With a parametric scattering, we want to optimize our wavelet parameters, +# so we want gradients to flow from wavelets, but we dont want to optimize +# our wavelets. To solve this, we register the wavelet parameters as a nn.Parameter +# wrapped together in a nn.ParameterList, and register the wavelets as module buffers. +# +# 3. At the end of every training iteration, the wavelets in our dictionaries will +# be stale. We want to use our updated wavelet params to regenerate the wavelets +# every training iteration. We utilize a forward_hook piror to every forward pass. +# +# 4. We want to reshape our representation to be fed into a 2D Batchnorm. +# For convinence, we hook at the end of each forward pass to reshape the output. + +def _register_single_filter(self, v, n): + self.register_buffer('tensor' + str(n), v) + +class ParametricScattering2D(Scattering2D): + """ + A learnable scattering nn.module + """ + + def __init__(self, J, N, M, L=8, parametric=True): + """Constructor for the leanable scattering nn.Module + + Creates scattering filters and adds them to the nn.parameters + + parameters: + J -- scale of scattering (always 2 for now) + N -- height of the input image + M -- width of the input image + """ + super(ParametricScattering2D, self).__init__(J=J, shape=(M, N), L=L) + + self.M_coefficient = self.shape[0]/(2**self.J) + self.N_coefficient = self.shape[1]/(2**self.J) + self.scatteringTrain = True + + self.n_coefficients = L*L*J*(J-1)//2 + 1 + L*J + + self.params_filters = create_filters_params(J, L) #kymatio init + + shape = (self._M_padded, self._N_padded,) + ranges = [torch.arange(-(s // 2), -(s // 2) + s, dtype=torch.float) for s in shape] + grid = torch.stack(torch.meshgrid(*ranges), 0) + + self.psi, _ = update_wavelets_psi(J, L, self.psi, shape, self.params_filters) + self.params_filters_phi = [torch.tensor([0], requires_grad=True, dtype=torch.float32), torch.tensor([0], requires_grad=True, dtype=torch.float32), + torch.tensor([0.8 * 2**(J-1)], requires_grad=True, + dtype=torch.float32), torch.tensor([1.0], + requires_grad=True, dtype=torch.float32)] + + self.phi, _ = update_wavelets_phi(J, L, self.phi, shape, self.params_filters_phi) + + #for c,phi in enumerate(self.phi['levels']): + # self.phi['levels'][c] = torch.from_numpy(phi).unsqueeze(-1).cuda() + + + self.register_single_filter = types.MethodType(_register_single_filter, self) + self.register_filters() + + for i in range(0, len(self.params_filters)): + self.params_filters[i] = nn.Parameter(self.params_filters[i]) + self.register_parameter(name='scattering_params_'+str(i), param=self.params_filters[i]) + self.params_filters = nn.ParameterList(self.params_filters) + + for i in range(0, len(self.params_filters_phi)): + self.params_filters_phi[i] = nn.Parameter(self.params_filters_phi[i]) + self.register_parameter(name='scattering_params_phi_'+str(i), param=self.params_filters_phi[i]) + self.params_filters_phi = nn.ParameterList(self.params_filters_phi) + + self.register_buffer(name='grid', tensor=grid) + + def updateFilters_hook(self, ip): + """Update the filters to reflect + the new parameter values obtained from gradient descent""" + if (self.training or self.scatteringTrain): + phi, psi = self.load_filters() + wavelets = morlets(self.grid, + self.scattering_params_0, + self.scattering_params_1, + self.scattering_params_2, + self.scattering_params_3) + wavelets_phi = morlets(self.grid, + self.scattering_params_phi_0, + self.scattering_params_phi_1, + self.scattering_params_phi_2, + self.scattering_params_phi_3, return_gabors=True) + self.psi = update_psi(self.J, psi, wavelets) + self.phi = update_phi(self.J, phi, wavelets_phi) + self.register_filters() + self.scatteringTrain = self.training + if parametric: + self.pre_hook = self.register_forward_pre_hook(updateFilters_hook) + + def reshape_hook(self, x, S): + S = S[:,:, -self.n_coefficients:,:,:] + S = S.reshape(S.size(0), -1, S.size(3), S.size(4)) + return S + #self.register_forward_hook(reshape_hook) + + +############################################################################### +# We visualize our wavelets prior to training and after. We look at +# the Littlewood Paley diagram. Dekha means "Look! See!" in Punjabi. + +def littlewood_paley_dekha(S, display=True): + """Plots each wavelet in Fourier space, creating a + comprehensive view of the scattering filterbank.""" + wavelets = morlets(S.grid, S.params_filters[0], + S.params_filters[1], S.params_filters[2], + S.params_filters[3]).detach().numpy() + gabors = morlets(S.grid, S.params_filters[0], + S.params_filters[1], S.params_filters[2], + S.params_filters[3], return_gabors=True).cpu().detach().numpy() + grid = S.grid + lp = (np.abs(wavelets) ** 2).sum(0) + fig, ax = plt.subplots() + + plt.imshow(np.fft.fftshift(lp)) + if display: + grid = grid + 18 + for i in np.abs(gabors) ** 2: + wave = np.fft.fftshift(i) + ax.contour(grid[1], grid[0], wave, 1, colors='white') + plt.show() diff --git a/V1-models/post_LCLS_cifar.out b/V1-models/post_LCLS_cifar.out new file mode 100644 index 0000000..f0400f4 --- /dev/null +++ b/V1-models/post_LCLS_cifar.out @@ -0,0 +1,858 @@ +==> Preparing data.. +Files already downloaded and verified +Files already downloaded and verified +==> Building model.. +V1 spatial init +Learnable spatial vec +Learnable channel vec + +Epoch: 0 + [>................................................................] Step: 7s776ms | Tot: 2ms | Loss: 2.412 | Acc: 6.250% (8/128) 1/391 [>................................................................] Step: 456ms | Tot: 458ms | Loss: 2.712 | Acc: 10.547% (27/256) 2/391 [>................................................................] Step: 422ms | Tot: 881ms | Loss: 3.100 | Acc: 11.719% (45/384) 3/391 [>................................................................] Step: 423ms | Tot: 1s305ms | Loss: 3.599 | Acc: 12.109% (62/512) 4/391 [>................................................................] Step: 411ms | Tot: 1s717ms | Loss: 4.061 | Acc: 11.562% (74/640) 5/391 [>................................................................] Step: 417ms | Tot: 2s134ms | Loss: 4.564 | Acc: 11.198% (86/768) 6/391 [>................................................................] Step: 415ms | Tot: 2s549ms | Loss: 5.237 | Acc: 11.049% (99/896) 7/391 [=>...............................................................] Step: 403ms | Tot: 2s952ms | Loss: 5.638 | Acc: 10.645% (109/1024) 8/391 [=>...............................................................] Step: 403ms | Tot: 3s356ms | Loss: 5.635 | Acc: 11.111% (128/1152) 9/391 [=>...............................................................] Step: 420ms | Tot: 3s777ms | Loss: 5.509 | Acc: 11.016% (141/1280) 10/391 [=>...............................................................] Step: 412ms | Tot: 4s189ms | Loss: 5.557 | Acc: 10.511% (148/1408) 11/391 [=>...............................................................] Step: 415ms | Tot: 4s605ms | Loss: 5.468 | Acc: 10.482% (161/1536) 12/391 [=>...............................................................] Step: 416ms | Tot: 5s21ms | Loss: 5.380 | Acc: 10.457% (174/1664) 13/391 [==>..............................................................] Step: 415ms | Tot: 5s436ms | Loss: 5.295 | Acc: 10.882% (195/1792) 14/391 [==>..............................................................] Step: 414ms | Tot: 5s851ms | Loss: 5.184 | Acc: 10.729% (206/1920) 15/391 [==>..............................................................] Step: 413ms | Tot: 6s264ms | Loss: 5.017 | Acc: 10.791% (221/2048) 16/391 [==>..............................................................] Step: 411ms | Tot: 6s675ms | Loss: 4.982 | Acc: 10.800% (235/2176) 17/391 [==>..............................................................] Step: 418ms | Tot: 7s94ms | Loss: 4.911 | Acc: 10.677% (246/2304) 18/391 [==>..............................................................] Step: 423ms | Tot: 7s517ms | Loss: 4.846 | Acc: 10.609% (258/2432) 19/391 [===>.............................................................] Step: 415ms | Tot: 7s933ms | Loss: 4.776 | Acc: 10.547% (270/2560) 20/391 [===>.............................................................] Step: 412ms | Tot: 8s345ms | Loss: 4.684 | Acc: 10.491% (282/2688) 21/391 [===>.............................................................] Step: 413ms | Tot: 8s758ms | Loss: 4.608 | Acc: 10.440% (294/2816) 22/391 [===>.............................................................] Step: 408ms | Tot: 9s166ms | Loss: 4.525 | Acc: 10.530% (310/2944) 23/391 [===>.............................................................] Step: 413ms | Tot: 9s580ms | Loss: 4.441 | Acc: 10.547% (324/3072) 24/391 [===>.............................................................] Step: 410ms | Tot: 9s990ms | Loss: 4.372 | Acc: 10.312% (330/3200) 25/391 [====>............................................................] Step: 407ms | Tot: 10s398ms | Loss: 4.311 | Acc: 10.306% (343/3328) 26/391 [====>............................................................] Step: 416ms | Tot: 10s814ms | Loss: 4.248 | Acc: 10.185% (352/3456) 27/391 [====>............................................................] Step: 420ms | Tot: 11s234ms | Loss: 4.180 | Acc: 10.128% (363/3584) 28/391 [====>............................................................] Step: 418ms | Tot: 11s652ms | Loss: 4.126 | Acc: 10.210% (379/3712) 29/391 [====>............................................................] Step: 408ms | Tot: 12s61ms | Loss: 4.072 | Acc: 10.234% (393/3840) 30/391 [====>............................................................] Step: 416ms | Tot: 12s477ms | Loss: 4.025 | Acc: 10.307% (409/3968) 31/391 [=====>...........................................................] Step: 413ms | Tot: 12s890ms | Loss: 3.981 | Acc: 10.327% (423/4096) 32/391 [=====>...........................................................] Step: 410ms | Tot: 13s301ms | Loss: 3.936 | Acc: 10.393% (439/4224) 33/391 [=====>...........................................................] Step: 416ms | Tot: 13s717ms | Loss: 3.892 | Acc: 10.363% (451/4352) 34/391 [=====>...........................................................] Step: 421ms | Tot: 14s139ms | Loss: 3.855 | Acc: 10.424% (467/4480) 35/391 [=====>...........................................................] Step: 424ms | Tot: 14s563ms | Loss: 3.812 | Acc: 10.373% (478/4608) 36/391 [=====>...........................................................] Step: 421ms | Tot: 14s985ms | Loss: 3.780 | Acc: 10.410% (493/4736) 37/391 [======>..........................................................] Step: 414ms | Tot: 15s400ms | Loss: 3.747 | Acc: 10.362% (504/4864) 38/391 [======>..........................................................] Step: 420ms | Tot: 15s821ms | Loss: 3.715 | Acc: 10.397% (519/4992) 39/391 [======>..........................................................] Step: 415ms | Tot: 16s236ms | Loss: 3.686 | Acc: 10.508% (538/5120) 40/391 [======>..........................................................] Step: 418ms | Tot: 16s655ms | Loss: 3.655 | Acc: 10.614% (557/5248) 41/391 [======>..........................................................] Step: 420ms | Tot: 17s75ms | Loss: 3.624 | Acc: 10.584% (569/5376) 42/391 [======>..........................................................] Step: 415ms | Tot: 17s490ms | Loss: 3.593 | Acc: 10.756% (592/5504) 43/391 [=======>.........................................................] Step: 419ms | Tot: 17s910ms | Loss: 3.567 | Acc: 10.938% (616/5632) 44/391 [=======>.........................................................] Step: 422ms | Tot: 18s333ms | Loss: 3.547 | Acc: 11.007% (634/5760) 45/391 [=======>.........................................................] Step: 421ms | Tot: 18s754ms | Loss: 3.522 | Acc: 11.039% (650/5888) 46/391 [=======>.........................................................] Step: 427ms | Tot: 19s182ms | Loss: 3.501 | Acc: 11.021% (663/6016) 47/391 [=======>.........................................................] Step: 419ms | Tot: 19s601ms | Loss: 3.478 | Acc: 11.100% (682/6144) 48/391 [=======>.........................................................] Step: 422ms | Tot: 20s23ms | Loss: 3.456 | Acc: 11.193% (702/6272) 49/391 [========>........................................................] Step: 419ms | Tot: 20s443ms | Loss: 3.435 | Acc: 11.438% (732/6400) 50/391 [========>........................................................] Step: 424ms | Tot: 20s867ms | Loss: 3.416 | Acc: 11.535% (753/6528) 51/391 [========>........................................................] Step: 417ms | Tot: 21s285ms | Loss: 3.396 | Acc: 11.463% (763/6656) 52/391 [========>........................................................] Step: 420ms | Tot: 21s705ms | Loss: 3.379 | Acc: 11.439% (776/6784) 53/391 [========>........................................................] Step: 417ms | Tot: 22s123ms | Loss: 3.359 | Acc: 11.444% (791/6912) 54/391 [========>........................................................] Step: 422ms | Tot: 22s545ms | Loss: 3.339 | Acc: 11.562% (814/7040) 55/391 [=========>.......................................................] Step: 424ms | Tot: 22s969ms | Loss: 3.330 | Acc: 11.579% (830/7168) 56/391 [=========>.......................................................] Step: 415ms | Tot: 23s385ms | Loss: 3.314 | Acc: 11.691% (853/7296) 57/391 [=========>.......................................................] Step: 417ms | Tot: 23s803ms | Loss: 3.300 | Acc: 11.719% (870/7424) 58/391 [=========>.......................................................] Step: 419ms | Tot: 24s222ms | Loss: 3.285 | Acc: 11.745% (887/7552) 59/391 [=========>.......................................................] Step: 418ms | Tot: 24s641ms | Loss: 3.268 | Acc: 11.849% (910/7680) 60/391 [=========>.......................................................] Step: 416ms | Tot: 25s57ms | Loss: 3.256 | Acc: 11.834% (924/7808) 61/391 [==========>......................................................] Step: 418ms | Tot: 25s475ms | Loss: 3.240 | Acc: 11.832% (939/7936) 62/391 [==========>......................................................] Step: 420ms | Tot: 25s896ms | Loss: 3.230 | Acc: 11.781% (950/8064) 63/391 [==========>......................................................] Step: 420ms | Tot: 26s316ms | Loss: 3.219 | Acc: 11.829% (969/8192) 64/391 [==========>......................................................] Step: 408ms | Tot: 26s725ms | Loss: 3.204 | Acc: 11.959% (995/8320) 65/391 [==========>......................................................] Step: 415ms | Tot: 27s140ms | Loss: 3.192 | Acc: 11.991% (1013/8448) 66/391 [==========>......................................................] Step: 415ms | Tot: 27s556ms | Loss: 3.179 | Acc: 12.010% (1030/8576) 67/391 [===========>.....................................................] Step: 414ms | Tot: 27s970ms | Loss: 3.166 | Acc: 12.006% (1045/8704) 68/391 [===========>.....................................................] Step: 421ms | Tot: 28s392ms | Loss: 3.155 | Acc: 12.092% (1068/8832) 69/391 [===========>.....................................................] Step: 417ms | Tot: 28s809ms | Loss: 3.143 | Acc: 12.143% (1088/8960) 70/391 [===========>.....................................................] Step: 415ms | Tot: 29s225ms | Loss: 3.130 | Acc: 12.148% (1104/9088) 71/391 [===========>.....................................................] Step: 421ms | Tot: 29s647ms | Loss: 3.118 | Acc: 12.229% (1127/9216) 72/391 [===========>.....................................................] Step: 426ms | Tot: 30s74ms | Loss: 3.108 | Acc: 12.307% (1150/9344) 73/391 [============>....................................................] Step: 415ms | Tot: 30s489ms | Loss: 3.097 | Acc: 12.352% (1170/9472) 74/391 [============>....................................................] Step: 428ms | Tot: 30s918ms | Loss: 3.086 | Acc: 12.344% (1185/9600) 75/391 [============>....................................................] Step: 416ms | Tot: 31s334ms | Loss: 3.075 | Acc: 12.346% (1201/9728) 76/391 [============>....................................................] Step: 430ms | Tot: 31s765ms | Loss: 3.065 | Acc: 12.419% (1224/9856) 77/391 [============>....................................................] Step: 425ms | Tot: 32s190ms | Loss: 3.056 | Acc: 12.520% (1250/9984) 78/391 [============>....................................................] Step: 420ms | Tot: 32s611ms | Loss: 3.046 | Acc: 12.609% (1275/10112) 79/391 [=============>...................................................] Step: 412ms | Tot: 33s23ms | Loss: 3.037 | Acc: 12.646% (1295/10240) 80/391 [=============>...................................................] Step: 420ms | Tot: 33s444ms | Loss: 3.027 | Acc: 12.683% (1315/10368) 81/391 [=============>...................................................] Step: 420ms | Tot: 33s864ms | Loss: 3.018 | Acc: 12.671% (1330/10496) 82/391 [=============>...................................................] Step: 422ms | Tot: 34s286ms | Loss: 3.008 | Acc: 12.726% (1352/10624) 83/391 [=============>...................................................] Step: 421ms | Tot: 34s707ms | Loss: 2.999 | Acc: 12.770% (1373/10752) 84/391 [=============>...................................................] Step: 419ms | Tot: 35s127ms | Loss: 2.991 | Acc: 12.739% (1386/10880) 85/391 [==============>..................................................] Step: 420ms | Tot: 35s548ms | Loss: 2.981 | Acc: 12.754% (1404/11008) 86/391 [==============>..................................................] Step: 421ms | Tot: 35s969ms | Loss: 2.974 | Acc: 12.769% (1422/11136) 87/391 [==============>..................................................] Step: 421ms | Tot: 36s390ms | Loss: 2.967 | Acc: 12.864% (1449/11264) 88/391 [==============>..................................................] Step: 419ms | Tot: 36s810ms | Loss: 2.959 | Acc: 12.895% (1469/11392) 89/391 [==============>..................................................] Step: 418ms | Tot: 37s229ms | Loss: 2.951 | Acc: 12.917% (1488/11520) 90/391 [==============>..................................................] Step: 427ms | Tot: 37s656ms | Loss: 2.944 | Acc: 12.938% (1507/11648) 91/391 [===============>.................................................] Step: 421ms | Tot: 38s78ms | Loss: 2.936 | Acc: 12.950% (1525/11776) 92/391 [===============>.................................................] Step: 425ms | Tot: 38s504ms | Loss: 2.930 | Acc: 12.945% (1541/11904) 93/391 [===============>.................................................] Step: 418ms | Tot: 38s922ms | Loss: 2.922 | Acc: 12.949% (1558/12032) 94/391 [===============>.................................................] Step: 418ms | Tot: 39s341ms | Loss: 2.915 | Acc: 12.977% (1578/12160) 95/391 [===============>.................................................] Step: 415ms | Tot: 39s756ms | Loss: 2.908 | Acc: 13.053% (1604/12288) 96/391 [===============>.................................................] Step: 418ms | Tot: 40s175ms | Loss: 2.900 | Acc: 13.104% (1627/12416) 97/391 [================>................................................] Step: 426ms | Tot: 40s602ms | Loss: 2.893 | Acc: 13.178% (1653/12544) 98/391 [================>................................................] Step: 419ms | Tot: 41s21ms | Loss: 2.886 | Acc: 13.273% (1682/12672) 99/391 [================>................................................] Step: 428ms | Tot: 41s450ms | Loss: 2.880 | Acc: 13.320% (1705/12800) 100/391 [================>................................................] Step: 419ms | Tot: 41s869ms | Loss: 2.874 | Acc: 13.374% (1729/12928) 101/391 [================>................................................] Step: 415ms | Tot: 42s285ms | Loss: 2.867 | Acc: 13.396% (1749/13056) 102/391 [================>................................................] Step: 421ms | Tot: 42s706ms | Loss: 2.861 | Acc: 13.441% (1772/13184) 103/391 [=================>...............................................] Step: 421ms | Tot: 43s128ms | Loss: 2.855 | Acc: 13.552% (1804/13312) 104/391 [=================>...............................................] Step: 418ms | Tot: 43s547ms | Loss: 2.849 | Acc: 13.631% (1832/13440) 105/391 [=================>...............................................] Step: 422ms | Tot: 43s970ms | Loss: 2.842 | Acc: 13.657% (1853/13568) 106/391 [=================>...............................................] Step: 411ms | Tot: 44s381ms | Loss: 2.836 | Acc: 13.727% (1880/13696) 107/391 [=================>...............................................] Step: 421ms | Tot: 44s803ms | Loss: 2.830 | Acc: 13.809% (1909/13824) 108/391 [=================>...............................................] Step: 420ms | Tot: 45s223ms | Loss: 2.823 | Acc: 13.862% (1934/13952) 109/391 [==================>..............................................] Step: 411ms | Tot: 45s635ms | Loss: 2.818 | Acc: 13.920% (1960/14080) 110/391 [==================>..............................................] Step: 419ms | Tot: 46s55ms | Loss: 2.813 | Acc: 13.908% (1976/14208) 111/391 [==================>..............................................] Step: 405ms | Tot: 46s460ms | Loss: 2.807 | Acc: 13.902% (1993/14336) 112/391 [==================>..............................................] Step: 404ms | Tot: 46s865ms | Loss: 2.801 | Acc: 13.931% (2015/14464) 113/391 [==================>..............................................] Step: 416ms | Tot: 47s281ms | Loss: 2.795 | Acc: 13.953% (2036/14592) 114/391 [==================>..............................................] Step: 412ms | Tot: 47s693ms | Loss: 2.789 | Acc: 14.049% (2068/14720) 115/391 [===================>.............................................] Step: 414ms | Tot: 48s108ms | Loss: 2.783 | Acc: 14.110% (2095/14848) 116/391 [===================>.............................................] Step: 415ms | Tot: 48s524ms | Loss: 2.777 | Acc: 14.176% (2123/14976) 117/391 [===================>.............................................] Step: 413ms | Tot: 48s938ms | Loss: 2.770 | Acc: 14.241% (2151/15104) 118/391 [===================>.............................................] Step: 418ms | Tot: 49s357ms | Loss: 2.764 | Acc: 14.319% (2181/15232) 119/391 [===================>.............................................] Step: 414ms | Tot: 49s771ms | Loss: 2.758 | Acc: 14.368% (2207/15360) 120/391 [===================>.............................................] Step: 416ms | Tot: 50s188ms | Loss: 2.754 | Acc: 14.379% (2227/15488) 121/391 [====================>............................................] Step: 416ms | Tot: 50s604ms | Loss: 2.748 | Acc: 14.460% (2258/15616) 122/391 [====================>............................................] Step: 407ms | Tot: 51s12ms | Loss: 2.742 | Acc: 14.545% (2290/15744) 123/391 [====================>............................................] Step: 414ms | 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[=====================>...........................................] Step: 420ms | Tot: 54s336ms | Loss: 2.708 | Acc: 14.885% (2496/16768) 131/391 [=====================>...........................................] Step: 413ms | Tot: 54s749ms | Loss: 2.703 | Acc: 14.897% (2517/16896) 132/391 [=====================>...........................................] Step: 407ms | Tot: 55s157ms | Loss: 2.698 | Acc: 14.944% (2544/17024) 133/391 [======================>..........................................] Step: 418ms | Tot: 55s575ms | Loss: 2.693 | Acc: 14.960% (2566/17152) 134/391 [======================>..........................................] Step: 413ms | Tot: 55s988ms | Loss: 2.689 | Acc: 14.959% (2585/17280) 135/391 [======================>..........................................] Step: 425ms | Tot: 56s414ms | Loss: 2.685 | Acc: 15.010% (2613/17408) 136/391 [======================>..........................................] Step: 412ms | Tot: 56s827ms | Loss: 2.680 | Acc: 15.089% (2646/17536) 137/391 [======================>..........................................] Step: 412ms | Tot: 57s239ms | Loss: 2.675 | Acc: 15.144% (2675/17664) 138/391 [======================>..........................................] Step: 419ms | Tot: 57s658ms | Loss: 2.670 | Acc: 15.192% (2703/17792) 139/391 [=======================>.........................................] Step: 410ms | Tot: 58s69ms | Loss: 2.666 | Acc: 15.251% (2733/17920) 140/391 [=======================>.........................................] Step: 415ms | Tot: 58s484ms | Loss: 2.662 | Acc: 15.293% (2760/18048) 141/391 [=======================>.........................................] Step: 413ms | Tot: 58s898ms | Loss: 2.657 | Acc: 15.350% (2790/18176) 142/391 [=======================>.........................................] Step: 419ms | Tot: 59s317ms | Loss: 2.652 | Acc: 15.417% (2822/18304) 143/391 [=======================>.........................................] Step: 418ms | Tot: 59s736ms | Loss: 2.648 | Acc: 15.457% (2849/18432) 144/391 [=======================>.........................................] Step: 426ms | Tot: 1m162ms | Loss: 2.644 | Acc: 15.528% (2882/18560) 145/391 [========================>........................................] Step: 430ms | Tot: 1m593ms | Loss: 2.639 | Acc: 15.588% (2913/18688) 146/391 [========================>........................................] Step: 422ms | Tot: 1m1s | Loss: 2.636 | Acc: 15.646% (2944/18816) 147/391 [========================>........................................] Step: 419ms | Tot: 1m1s | Loss: 2.631 | Acc: 15.731% (2980/18944) 148/391 [========================>........................................] Step: 418ms | Tot: 1m1s | Loss: 2.627 | Acc: 15.767% (3007/19072) 149/391 [========================>........................................] Step: 421ms | Tot: 1m2s | Loss: 2.623 | Acc: 15.797% (3033/19200) 150/391 [========================>........................................] Step: 423ms | Tot: 1m2s | Loss: 2.619 | Acc: 15.863% (3066/19328) 151/391 [=========================>.......................................] Step: 423ms | Tot: 1m3s | Loss: 2.614 | Acc: 15.928% (3099/19456) 152/391 [=========================>.......................................] Step: 421ms | Tot: 1m3s | Loss: 2.610 | Acc: 15.982% (3130/19584) 153/391 [=========================>.......................................] Step: 423ms | Tot: 1m3s | Loss: 2.606 | Acc: 16.000% (3154/19712) 154/391 [=========================>.......................................] Step: 424ms | Tot: 1m4s | Loss: 2.603 | Acc: 16.013% (3177/19840) 155/391 [=========================>.......................................] Step: 426ms | Tot: 1m4s | Loss: 2.599 | Acc: 16.086% (3212/19968) 156/391 [=========================>.......................................] Step: 419ms | Tot: 1m5s | Loss: 2.596 | Acc: 16.118% (3239/20096) 157/391 [==========================>......................................] Step: 420ms | Tot: 1m5s | Loss: 2.592 | Acc: 16.159% (3268/20224) 158/391 [==========================>......................................] Step: 418ms | Tot: 1m6s | Loss: 2.588 | Acc: 16.259% (3309/20352) 159/391 [==========================>......................................] Step: 417ms | Tot: 1m6s | Loss: 2.584 | Acc: 16.333% (3345/20480) 160/391 [==========================>......................................] Step: 422ms | Tot: 1m6s | Loss: 2.580 | Acc: 16.372% (3374/20608) 161/391 [==========================>......................................] Step: 420ms | Tot: 1m7s | Loss: 2.577 | Acc: 16.426% (3406/20736) 162/391 [==========================>......................................] Step: 421ms | Tot: 1m7s | Loss: 2.574 | Acc: 16.507% (3444/20864) 163/391 [===========================>.....................................] Step: 418ms | Tot: 1m8s | Loss: 2.570 | Acc: 16.540% (3472/20992) 164/391 [===========================>.....................................] Step: 423ms | Tot: 1m8s | Loss: 2.567 | Acc: 16.534% (3492/21120) 165/391 [===========================>.....................................] Step: 421ms | Tot: 1m9s | Loss: 2.564 | Acc: 16.547% (3516/21248) 166/391 [===========================>.....................................] Step: 424ms | Tot: 1m9s | Loss: 2.560 | Acc: 16.579% (3544/21376) 167/391 [===========================>.....................................] Step: 424ms | Tot: 1m9s | Loss: 2.557 | Acc: 16.620% (3574/21504) 168/391 [===========================>.....................................] Step: 419ms | Tot: 1m10s | Loss: 2.553 | Acc: 16.651% (3602/21632) 169/391 [============================>....................................] Step: 417ms | Tot: 1m10s | Loss: 2.549 | Acc: 16.687% (3631/21760) 170/391 [============================>....................................] Step: 429ms | Tot: 1m11s | Loss: 2.546 | Acc: 16.708% (3657/21888) 171/391 [============================>....................................] Step: 425ms | Tot: 1m11s | Loss: 2.543 | Acc: 16.738% (3685/22016) 172/391 [============================>....................................] Step: 422ms | Tot: 1m11s | Loss: 2.540 | Acc: 16.826% (3726/22144) 173/391 [============================>....................................] Step: 425ms | Tot: 1m12s | Loss: 2.536 | Acc: 16.873% (3758/22272) 174/391 [============================>....................................] Step: 421ms | Tot: 1m12s | Loss: 2.532 | Acc: 16.951% (3797/22400) 175/391 [=============================>...................................] Step: 427ms | Tot: 1m13s | Loss: 2.529 | Acc: 17.010% (3832/22528) 176/391 [=============================>...................................] Step: 420ms | Tot: 1m13s | Loss: 2.526 | Acc: 17.077% (3869/22656) 177/391 [=============================>...................................] Step: 431ms | Tot: 1m14s | Loss: 2.523 | Acc: 17.148% (3907/22784) 178/391 [=============================>...................................] Step: 421ms | Tot: 1m14s | Loss: 2.520 | Acc: 17.174% (3935/22912) 179/391 [=============================>...................................] Step: 429ms | Tot: 1m14s | Loss: 2.518 | Acc: 17.214% (3966/23040) 180/391 [=============================>...................................] Step: 426ms | Tot: 1m15s | Loss: 2.515 | Acc: 17.252% (3997/23168) 181/391 [==============================>..................................] Step: 424ms | Tot: 1m15s | Loss: 2.512 | Acc: 17.286% (4027/23296) 182/391 [==============================>..................................] Step: 417ms | Tot: 1m16s | Loss: 2.509 | Acc: 17.354% (4065/23424) 183/391 [==============================>..................................] Step: 422ms | Tot: 1m16s | Loss: 2.505 | Acc: 17.417% (4102/23552) 184/391 [==============================>..................................] Step: 428ms | Tot: 1m17s | Loss: 2.502 | Acc: 17.492% (4142/23680) 185/391 [==============================>..................................] Step: 420ms | Tot: 1m17s | Loss: 2.498 | Acc: 17.570% (4183/23808) 186/391 [==============================>..................................] Step: 425ms | Tot: 1m17s | Loss: 2.495 | Acc: 17.639% (4222/23936) 187/391 [===============================>.................................] Step: 420ms | Tot: 1m18s | Loss: 2.492 | Acc: 17.690% (4257/24064) 188/391 [===============================>.................................] Step: 416ms | Tot: 1m18s | Loss: 2.489 | Acc: 17.750% (4294/24192) 189/391 [===============================>.................................] Step: 424ms | Tot: 1m19s | Loss: 2.485 | Acc: 17.808% (4331/24320) 190/391 [===============================>.................................] Step: 422ms | Tot: 1m19s | Loss: 2.482 | Acc: 17.858% (4366/24448) 191/391 [===============================>.................................] Step: 426ms | Tot: 1m20s | Loss: 2.478 | Acc: 17.883% (4395/24576) 192/391 [===============================>.................................] Step: 422ms | Tot: 1m20s | Loss: 2.476 | Acc: 17.920% (4427/24704) 193/391 [================================>................................] Step: 418ms | Tot: 1m20s | Loss: 2.472 | Acc: 18.001% (4470/24832) 194/391 [================================>................................] Step: 422ms | Tot: 1m21s | Loss: 2.469 | Acc: 18.077% (4512/24960) 195/391 [================================>................................] Step: 420ms | Tot: 1m21s | Loss: 2.466 | Acc: 18.148% (4553/25088) 196/391 [================================>................................] Step: 426ms | Tot: 1m22s | Loss: 2.464 | Acc: 18.179% (4584/25216) 197/391 [================================>................................] Step: 419ms | Tot: 1m22s | Loss: 2.460 | Acc: 18.273% (4631/25344) 198/391 [================================>................................] Step: 426ms | Tot: 1m22s | Loss: 2.457 | Acc: 18.346% (4673/25472) 199/391 [=================================>...............................] Step: 421ms | Tot: 1m23s | Loss: 2.454 | Acc: 18.387% (4707/25600) 200/391 [=================================>...............................] Step: 420ms | Tot: 1m23s | Loss: 2.451 | Acc: 18.447% (4746/25728) 201/391 [=================================>...............................] Step: 423ms | Tot: 1m24s | Loss: 2.449 | Acc: 18.483% (4779/25856) 202/391 [=================================>...............................] Step: 420ms | Tot: 1m24s | Loss: 2.446 | Acc: 18.546% (4819/25984) 203/391 [=================================>...............................] Step: 416ms | Tot: 1m25s | Loss: 2.444 | Acc: 18.581% (4852/26112) 204/391 [=================================>...............................] Step: 426ms | Tot: 1m25s | Loss: 2.441 | Acc: 18.632% (4889/26240) 205/391 [==================================>..............................] Step: 418ms | Tot: 1m25s | Loss: 2.438 | Acc: 18.701% (4931/26368) 206/391 [==================================>..............................] Step: 424ms | Tot: 1m26s | Loss: 2.435 | Acc: 18.784% (4977/26496) 207/391 [==================================>..............................] Step: 423ms | Tot: 1m26s | Loss: 2.432 | Acc: 18.829% (5013/26624) 208/391 [==================================>..............................] Step: 423ms | Tot: 1m27s | Loss: 2.430 | Acc: 18.866% (5047/26752) 209/391 [==================================>..............................] Step: 425ms | Tot: 1m27s | Loss: 2.427 | Acc: 18.895% (5079/26880) 210/391 [==================================>..............................] Step: 416ms | Tot: 1m28s | Loss: 2.424 | Acc: 18.950% (5118/27008) 211/391 [===================================>.............................] Step: 420ms | Tot: 1m28s | Loss: 2.421 | Acc: 19.037% (5166/27136) 212/391 [===================================>.............................] Step: 417ms | Tot: 1m28s | Loss: 2.418 | Acc: 19.058% (5196/27264) 213/391 [===================================>.............................] Step: 420ms | Tot: 1m29s | Loss: 2.414 | Acc: 19.108% (5234/27392) 214/391 [===================================>.............................] Step: 421ms | Tot: 1m29s | Loss: 2.411 | Acc: 19.157% (5272/27520) 215/391 [===================================>.............................] Step: 426ms | Tot: 1m30s | Loss: 2.409 | Acc: 19.224% (5315/27648) 216/391 [===================================>.............................] Step: 426ms | Tot: 1m30s | Loss: 2.406 | Acc: 19.276% (5354/27776) 217/391 [====================================>............................] Step: 421ms | Tot: 1m31s | Loss: 2.403 | Acc: 19.316% (5390/27904) 218/391 [====================================>............................] Step: 420ms | Tot: 1m31s | Loss: 2.400 | Acc: 19.417% (5443/28032) 219/391 [====================================>............................] Step: 422ms | Tot: 1m31s | Loss: 2.397 | Acc: 19.503% (5492/28160) 220/391 [====================================>............................] Step: 419ms | Tot: 1m32s | Loss: 2.394 | Acc: 19.567% (5535/28288) 221/391 [====================================>............................] Step: 421ms | Tot: 1m32s | Loss: 2.392 | Acc: 19.619% (5575/28416) 222/391 [====================================>............................] Step: 414ms | Tot: 1m33s | Loss: 2.389 | Acc: 19.710% (5626/28544) 223/391 [=====================================>...........................] Step: 413ms | Tot: 1m33s | Loss: 2.386 | Acc: 19.789% (5674/28672) 224/391 [=====================================>...........................] Step: 422ms | Tot: 1m33s | Loss: 2.383 | Acc: 19.851% (5717/28800) 225/391 [=====================================>...........................] Step: 426ms | Tot: 1m34s | Loss: 2.380 | Acc: 19.901% (5757/28928) 226/391 [=====================================>...........................] Step: 424ms | Tot: 1m34s | Loss: 2.377 | Acc: 19.948% (5796/29056) 227/391 [=====================================>...........................] Step: 415ms | Tot: 1m35s | Loss: 2.375 | Acc: 20.008% (5839/29184) 228/391 [=====================================>...........................] Step: 420ms | Tot: 1m35s | Loss: 2.373 | Acc: 20.067% (5882/29312) 229/391 [======================================>..........................] Step: 422ms | Tot: 1m36s | Loss: 2.370 | Acc: 20.112% (5921/29440) 230/391 [======================================>..........................] Step: 428ms | Tot: 1m36s | Loss: 2.367 | Acc: 20.191% (5970/29568) 231/391 [======================================>..........................] Step: 425ms | Tot: 1m36s | Loss: 2.365 | Acc: 20.211% (6002/29696) 232/391 [======================================>..........................] Step: 417ms | Tot: 1m37s | Loss: 2.363 | Acc: 20.222% (6031/29824) 233/391 [======================================>..........................] Step: 420ms | Tot: 1m37s | Loss: 2.361 | Acc: 20.256% (6067/29952) 234/391 [======================================>..........................] Step: 421ms | Tot: 1m38s | Loss: 2.359 | Acc: 20.296% (6105/30080) 235/391 [=======================================>.........................] Step: 421ms | Tot: 1m38s | Loss: 2.356 | Acc: 20.329% (6141/30208) 236/391 [=======================================>.........................] Step: 426ms | Tot: 1m39s | Loss: 2.354 | Acc: 20.385% (6184/30336) 237/391 [=======================================>.........................] Step: 410ms | Tot: 1m39s | Loss: 2.351 | Acc: 20.418% (6220/30464) 238/391 [=======================================>.........................] Step: 414ms | Tot: 1m39s | Loss: 2.348 | Acc: 20.482% (6266/30592) 239/391 [=======================================>.........................] Step: 426ms | Tot: 1m40s | Loss: 2.345 | Acc: 20.550% (6313/30720) 240/391 [=======================================>.........................] Step: 424ms | Tot: 1m40s | Loss: 2.343 | Acc: 20.585% (6350/30848) 241/391 [========================================>........................] Step: 422ms | Tot: 1m41s | Loss: 2.341 | Acc: 20.655% (6398/30976) 242/391 [========================================>........................] Step: 417ms | Tot: 1m41s | Loss: 2.339 | Acc: 20.702% (6439/31104) 243/391 [========================================>........................] Step: 426ms | Tot: 1m41s | Loss: 2.337 | Acc: 20.738% (6477/31232) 244/391 [========================================>........................] Step: 428ms | Tot: 1m42s | Loss: 2.335 | Acc: 20.768% (6513/31360) 245/391 [========================================>........................] Step: 425ms | Tot: 1m42s | Loss: 2.332 | Acc: 20.837% (6561/31488) 246/391 [========================================>........................] Step: 423ms | Tot: 1m43s | Loss: 2.330 | Acc: 20.888% (6604/31616) 247/391 [=========================================>.......................] Step: 417ms | Tot: 1m43s | Loss: 2.328 | Acc: 20.930% (6644/31744) 248/391 [=========================================>.......................] Step: 423ms | Tot: 1m44s | Loss: 2.326 | Acc: 20.962% (6681/31872) 249/391 [=========================================>.......................] Step: 422ms | Tot: 1m44s | Loss: 2.324 | Acc: 21.022% (6727/32000) 250/391 [=========================================>.......................] Step: 425ms | Tot: 1m44s | Loss: 2.321 | Acc: 21.047% (6762/32128) 251/391 [=========================================>.......................] Step: 424ms | Tot: 1m45s | Loss: 2.320 | Acc: 21.094% (6804/32256) 252/391 [=========================================>.......................] Step: 425ms | Tot: 1m45s | Loss: 2.318 | Acc: 21.137% (6845/32384) 253/391 [==========================================>......................] Step: 416ms | Tot: 1m46s | Loss: 2.315 | Acc: 21.177% (6885/32512) 254/391 [==========================================>......................] Step: 422ms | Tot: 1m46s | Loss: 2.312 | Acc: 21.256% (6938/32640) 255/391 [==========================================>......................] Step: 420ms | Tot: 1m47s | Loss: 2.310 | Acc: 21.295% (6978/32768) 256/391 [==========================================>......................] Step: 423ms | Tot: 1m47s | Loss: 2.307 | Acc: 21.358% (7026/32896) 257/391 [==========================================>......................] Step: 422ms | Tot: 1m47s | Loss: 2.305 | Acc: 21.403% (7068/33024) 258/391 [==========================================>......................] Step: 418ms | Tot: 1m48s | Loss: 2.303 | Acc: 21.477% (7120/33152) 259/391 [===========================================>.....................] Step: 422ms | Tot: 1m48s | Loss: 2.300 | Acc: 21.535% (7167/33280) 260/391 [===========================================>.....................] Step: 424ms | Tot: 1m49s | Loss: 2.298 | Acc: 21.615% (7221/33408) 261/391 [===========================================>.....................] Step: 428ms | Tot: 1m49s | Loss: 2.296 | Acc: 21.666% (7266/33536) 262/391 [===========================================>.....................] Step: 418ms | Tot: 1m49s | Loss: 2.294 | Acc: 21.712% (7309/33664) 263/391 [===========================================>.....................] Step: 419ms | Tot: 1m50s | Loss: 2.293 | Acc: 21.745% (7348/33792) 264/391 [===========================================>.....................] Step: 425ms | Tot: 1m50s | Loss: 2.290 | Acc: 21.813% (7399/33920) 265/391 [============================================>....................] Step: 424ms | Tot: 1m51s | Loss: 2.288 | Acc: 21.857% (7442/34048) 266/391 [============================================>....................] Step: 424ms | Tot: 1m51s | Loss: 2.286 | Acc: 21.913% (7489/34176) 267/391 [============================================>....................] Step: 422ms | Tot: 1m52s | Loss: 2.284 | Acc: 21.974% (7538/34304) 268/391 [============================================>....................] Step: 414ms | Tot: 1m52s | Loss: 2.282 | Acc: 22.038% (7588/34432) 269/391 [============================================>....................] Step: 418ms | Tot: 1m52s | Loss: 2.279 | Acc: 22.115% (7643/34560) 270/391 [============================================>....................] Step: 430ms | Tot: 1m53s | Loss: 2.277 | Acc: 22.166% (7689/34688) 271/391 [=============================================>...................] Step: 420ms | Tot: 1m53s | Loss: 2.275 | Acc: 22.211% (7733/34816) 272/391 [=============================================>...................] Step: 423ms | Tot: 1m54s | Loss: 2.273 | Acc: 22.273% (7783/34944) 273/391 [=============================================>...................] Step: 415ms | Tot: 1m54s | Loss: 2.271 | Acc: 22.306% (7823/35072) 274/391 [=============================================>...................] Step: 424ms | Tot: 1m55s | Loss: 2.269 | Acc: 22.349% (7867/35200) 275/391 [=============================================>...................] Step: 424ms | Tot: 1m55s | Loss: 2.266 | Acc: 22.418% (7920/35328) 276/391 [=============================================>...................] Step: 421ms | Tot: 1m55s | Loss: 2.264 | Acc: 22.481% (7971/35456) 277/391 [==============================================>..................] Step: 417ms | Tot: 1m56s | Loss: 2.263 | Acc: 22.519% (8013/35584) 278/391 [==============================================>..................] Step: 394ms | Tot: 1m56s | Loss: 2.260 | Acc: 22.564% (8058/35712) 279/391 [==============================================>..................] Step: 385ms | Tot: 1m57s | Loss: 2.258 | Acc: 22.603% (8101/35840) 280/391 [==============================================>..................] Step: 379ms | Tot: 1m57s | Loss: 2.257 | Acc: 22.662% (8151/35968) 281/391 [==============================================>..................] Step: 412ms | Tot: 1m57s | Loss: 2.255 | Acc: 22.706% (8196/36096) 282/391 [==============================================>..................] Step: 405ms | Tot: 1m58s | Loss: 2.253 | Acc: 22.758% (8244/36224) 283/391 [===============================================>.................] Step: 407ms | Tot: 1m58s | Loss: 2.251 | Acc: 22.810% (8292/36352) 284/391 [===============================================>.................] Step: 420ms | Tot: 1m59s | Loss: 2.249 | Acc: 22.843% (8333/36480) 285/391 [===============================================>.................] Step: 392ms | Tot: 1m59s | Loss: 2.247 | Acc: 22.902% (8384/36608) 286/391 [===============================================>.................] Step: 396ms | Tot: 1m59s | Loss: 2.246 | Acc: 22.945% (8429/36736) 287/391 [===============================================>.................] Step: 386ms | Tot: 2m298ms | Loss: 2.243 | Acc: 22.987% (8474/36864) 288/391 [===============================================>.................] Step: 386ms | Tot: 2m684ms | Loss: 2.242 | Acc: 23.016% (8514/36992) 289/391 [================================================>................] Step: 410ms | Tot: 2m1s | Loss: 2.240 | Acc: 23.071% (8564/37120) 290/391 [================================================>................] Step: 408ms | Tot: 2m1s | Loss: 2.238 | Acc: 23.097% (8603/37248) 291/391 [================================================>................] Step: 396ms | Tot: 2m1s | Loss: 2.237 | Acc: 23.146% (8651/37376) 292/391 [================================================>................] Step: 412ms | Tot: 2m2s | Loss: 2.234 | Acc: 23.232% (8713/37504) 293/391 [================================================>................] Step: 406ms | Tot: 2m2s | Loss: 2.233 | Acc: 23.275% (8759/37632) 294/391 [================================================>................] Step: 416ms | Tot: 2m3s | Loss: 2.232 | Acc: 23.297% (8797/37760) 295/391 [=================================================>...............] Step: 406ms | Tot: 2m3s | Loss: 2.230 | Acc: 23.327% (8838/37888) 296/391 [=================================================>...............] Step: 408ms | Tot: 2m3s | Loss: 2.228 | Acc: 23.395% (8894/38016) 297/391 [=================================================>...............] Step: 411ms | Tot: 2m4s | Loss: 2.227 | Acc: 23.417% (8932/38144) 298/391 [=================================================>...............] Step: 390ms | Tot: 2m4s | Loss: 2.225 | Acc: 23.427% (8966/38272) 299/391 [=================================================>...............] Step: 392ms | Tot: 2m5s | Loss: 2.223 | Acc: 23.466% (9011/38400) 300/391 [=================================================>...............] Step: 408ms | Tot: 2m5s | Loss: 2.222 | Acc: 23.515% (9060/38528) 301/391 [==================================================>..............] Step: 402ms | Tot: 2m5s | Loss: 2.221 | Acc: 23.544% (9101/38656) 302/391 [==================================================>..............] Step: 390ms | Tot: 2m6s | Loss: 2.219 | Acc: 23.579% (9145/38784) 303/391 [==================================================>..............] Step: 387ms | Tot: 2m6s | Loss: 2.217 | Acc: 23.615% (9189/38912) 304/391 [==================================================>..............] Step: 411ms | Tot: 2m7s | Loss: 2.215 | Acc: 23.645% (9231/39040) 305/391 [==================================================>..............] Step: 405ms | Tot: 2m7s | Loss: 2.214 | Acc: 23.695% (9281/39168) 306/391 [==================================================>..............] Step: 415ms | Tot: 2m7s | Loss: 2.212 | Acc: 23.715% (9319/39296) 307/391 [===================================================>.............] Step: 393ms | Tot: 2m8s | Loss: 2.210 | Acc: 23.767% (9370/39424) 308/391 [===================================================>.............] Step: 401ms | Tot: 2m8s | Loss: 2.208 | Acc: 23.829% (9425/39552) 309/391 [===================================================>.............] Step: 400ms | Tot: 2m9s | Loss: 2.207 | Acc: 23.853% (9465/39680) 310/391 [===================================================>.............] Step: 403ms | Tot: 2m9s | Loss: 2.206 | Acc: 23.895% (9512/39808) 311/391 [===================================================>.............] Step: 413ms | Tot: 2m9s | Loss: 2.204 | Acc: 23.921% (9553/39936) 312/391 [===================================================>.............] Step: 408ms | Tot: 2m10s | Loss: 2.202 | Acc: 23.964% (9601/40064) 313/391 [====================================================>............] Step: 401ms | Tot: 2m10s | Loss: 2.201 | Acc: 24.012% (9651/40192) 314/391 [====================================================>............] Step: 405ms | Tot: 2m11s | Loss: 2.199 | Acc: 24.077% (9708/40320) 315/391 [====================================================>............] Step: 412ms | Tot: 2m11s | Loss: 2.197 | Acc: 24.130% (9760/40448) 316/391 [====================================================>............] Step: 405ms | Tot: 2m12s | Loss: 2.195 | Acc: 24.189% (9815/40576) 317/391 [====================================================>............] Step: 401ms | Tot: 2m12s | Loss: 2.193 | Acc: 24.236% (9865/40704) 318/391 [====================================================>............] Step: 407ms | Tot: 2m12s | Loss: 2.191 | Acc: 24.290% (9918/40832) 319/391 [=====================================================>...........] Step: 410ms | Tot: 2m13s | Loss: 2.189 | Acc: 24.338% (9969/40960) 320/391 [=====================================================>...........] Step: 411ms | Tot: 2m13s | Loss: 2.188 | Acc: 24.372% (10014/41088) 321/391 [=====================================================>...........] Step: 409ms | Tot: 2m14s | Loss: 2.186 | Acc: 24.415% (10063/41216) 322/391 [=====================================================>...........] Step: 402ms | Tot: 2m14s | Loss: 2.184 | Acc: 24.451% (10109/41344) 323/391 [=====================================================>...........] Step: 406ms | Tot: 2m14s | Loss: 2.183 | Acc: 24.515% (10167/41472) 324/391 [=====================================================>...........] Step: 396ms | Tot: 2m15s | Loss: 2.181 | Acc: 24.550% (10213/41600) 325/391 [======================================================>..........] Step: 401ms | Tot: 2m15s | Loss: 2.180 | Acc: 24.602% (10266/41728) 326/391 [======================================================>..........] Step: 406ms | Tot: 2m16s | Loss: 2.178 | Acc: 24.644% (10315/41856) 327/391 [======================================================>..........] Step: 405ms | Tot: 2m16s | Loss: 2.177 | Acc: 24.690% (10366/41984) 328/391 [======================================================>..........] Step: 410ms | Tot: 2m16s | Loss: 2.175 | Acc: 24.765% (10429/42112) 329/391 [======================================================>..........] Step: 398ms | Tot: 2m17s | Loss: 2.173 | Acc: 24.768% (10462/42240) 330/391 [======================================================>..........] Step: 402ms | Tot: 2m17s | Loss: 2.172 | Acc: 24.780% (10499/42368) 331/391 [=======================================================>.........] Step: 405ms | Tot: 2m18s | Loss: 2.171 | Acc: 24.816% (10546/42496) 332/391 [=======================================================>.........] Step: 403ms | Tot: 2m18s | Loss: 2.170 | Acc: 24.840% (10588/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m18s | Loss: 2.168 | Acc: 24.904% (10647/42752) 334/391 [=======================================================>.........] Step: 395ms | Tot: 2m19s | Loss: 2.166 | Acc: 24.944% (10696/42880) 335/391 [=======================================================>.........] Step: 397ms | Tot: 2m19s | Loss: 2.165 | Acc: 24.963% (10736/43008) 336/391 [=======================================================>.........] Step: 408ms | Tot: 2m20s | Loss: 2.163 | Acc: 25.019% (10792/43136) 337/391 [========================================================>........] Step: 407ms | Tot: 2m20s | Loss: 2.162 | Acc: 25.060% (10842/43264) 338/391 [========================================================>........] Step: 387ms | Tot: 2m20s | Loss: 2.160 | Acc: 25.097% (10890/43392) 339/391 [========================================================>........] Step: 368ms | Tot: 2m21s | Loss: 2.158 | Acc: 25.133% (10938/43520) 340/391 [========================================================>........] Step: 403ms | Tot: 2m21s | Loss: 2.156 | Acc: 25.183% (10992/43648) 341/391 [========================================================>........] Step: 405ms | Tot: 2m22s | Loss: 2.155 | Acc: 25.240% (11049/43776) 342/391 [========================================================>........] Step: 406ms | Tot: 2m22s | Loss: 2.153 | Acc: 25.271% (11095/43904) 343/391 [=========================================================>.......] Step: 406ms | Tot: 2m22s | Loss: 2.152 | Acc: 25.334% (11155/44032) 344/391 [=========================================================>.......] Step: 400ms | Tot: 2m23s | Loss: 2.149 | Acc: 25.401% (11217/44160) 345/391 [=========================================================>.......] Step: 398ms | Tot: 2m23s | Loss: 2.148 | Acc: 25.436% (11265/44288) 346/391 [=========================================================>.......] Step: 400ms | Tot: 2m24s | Loss: 2.146 | Acc: 25.484% (11319/44416) 347/391 [=========================================================>.......] Step: 399ms | Tot: 2m24s | Loss: 2.144 | Acc: 25.534% (11374/44544) 348/391 [=========================================================>.......] Step: 403ms | Tot: 2m24s | Loss: 2.143 | Acc: 25.573% (11424/44672) 349/391 [==========================================================>......] Step: 395ms | Tot: 2m25s | Loss: 2.142 | Acc: 25.629% (11482/44800) 350/391 [==========================================================>......] Step: 408ms | Tot: 2m25s | Loss: 2.139 | Acc: 25.703% (11548/44928) 351/391 [==========================================================>......] Step: 407ms | Tot: 2m26s | Loss: 2.138 | Acc: 25.755% (11604/45056) 352/391 [==========================================================>......] Step: 401ms | Tot: 2m26s | Loss: 2.136 | Acc: 25.786% (11651/45184) 353/391 [==========================================================>......] Step: 403ms | Tot: 2m26s | Loss: 2.135 | Acc: 25.821% (11700/45312) 354/391 [==========================================================>......] Step: 400ms | Tot: 2m27s | Loss: 2.134 | Acc: 25.849% (11746/45440) 355/391 [===========================================================>.....] Step: 400ms | Tot: 2m27s | Loss: 2.132 | Acc: 25.889% (11797/45568) 356/391 [===========================================================>.....] Step: 403ms | Tot: 2m28s | Loss: 2.131 | Acc: 25.948% (11857/45696) 357/391 [===========================================================>.....] Step: 395ms | Tot: 2m28s | Loss: 2.129 | Acc: 25.982% (11906/45824) 358/391 [===========================================================>.....] Step: 420ms | Tot: 2m28s | Loss: 2.128 | Acc: 26.021% (11957/45952) 359/391 [===========================================================>.....] Step: 409ms | Tot: 2m29s | Loss: 2.126 | Acc: 26.063% (12010/46080) 360/391 [===========================================================>.....] Step: 421ms | Tot: 2m29s | Loss: 2.125 | Acc: 26.108% (12064/46208) 361/391 [============================================================>....] Step: 411ms | Tot: 2m30s | Loss: 2.123 | Acc: 26.146% (12115/46336) 362/391 [============================================================>....] Step: 414ms | Tot: 2m30s | Loss: 2.122 | Acc: 26.186% (12167/46464) 363/391 [============================================================>....] Step: 417ms | Tot: 2m31s | Loss: 2.121 | Acc: 26.221% (12217/46592) 364/391 [============================================================>....] Step: 411ms | Tot: 2m31s | Loss: 2.119 | Acc: 26.263% (12270/46720) 365/391 [============================================================>....] Step: 414ms | Tot: 2m31s | Loss: 2.117 | Acc: 26.315% (12328/46848) 366/391 [============================================================>....] Step: 411ms | Tot: 2m32s | Loss: 2.116 | Acc: 26.358% (12382/46976) 367/391 [=============================================================>...] Step: 417ms | Tot: 2m32s | Loss: 2.115 | Acc: 26.393% (12432/47104) 368/391 [=============================================================>...] Step: 413ms | Tot: 2m33s | Loss: 2.113 | Acc: 26.444% (12490/47232) 369/391 [=============================================================>...] Step: 409ms | Tot: 2m33s | Loss: 2.112 | Acc: 26.505% (12553/47360) 370/391 [=============================================================>...] Step: 418ms | Tot: 2m33s | Loss: 2.110 | Acc: 26.556% (12611/47488) 371/391 [=============================================================>...] Step: 405ms | Tot: 2m34s | Loss: 2.108 | Acc: 26.628% (12679/47616) 372/391 [=============================================================>...] Step: 409ms | Tot: 2m34s | Loss: 2.107 | Acc: 26.671% (12734/47744) 373/391 [==============================================================>..] Step: 409ms | Tot: 2m35s | Loss: 2.105 | Acc: 26.721% (12792/47872) 374/391 [==============================================================>..] Step: 404ms | Tot: 2m35s | Loss: 2.104 | Acc: 26.771% (12850/48000) 375/391 [==============================================================>..] Step: 408ms | Tot: 2m35s | Loss: 2.102 | Acc: 26.806% (12901/48128) 376/391 [==============================================================>..] Step: 412ms | Tot: 2m36s | Loss: 2.100 | Acc: 26.867% (12965/48256) 377/391 [==============================================================>..] Step: 425ms | Tot: 2m36s | Loss: 2.099 | Acc: 26.910% (13020/48384) 378/391 [==============================================================>..] Step: 414ms | Tot: 2m37s | Loss: 2.098 | Acc: 26.929% (13064/48512) 379/391 [===============================================================>.] Step: 414ms | Tot: 2m37s | Loss: 2.097 | Acc: 26.972% (13119/48640) 380/391 [===============================================================>.] Step: 417ms | Tot: 2m38s | Loss: 2.096 | Acc: 26.993% (13164/48768) 381/391 [===============================================================>.] Step: 413ms | Tot: 2m38s | Loss: 2.095 | Acc: 27.008% (13206/48896) 382/391 [===============================================================>.] Step: 415ms | Tot: 2m38s | Loss: 2.093 | Acc: 27.044% (13258/49024) 383/391 [===============================================================>.] Step: 415ms | Tot: 2m39s | Loss: 2.092 | Acc: 27.081% (13311/49152) 384/391 [===============================================================>.] Step: 405ms | Tot: 2m39s | Loss: 2.091 | Acc: 27.114% (13362/49280) 385/391 [================================================================>] Step: 412ms | Tot: 2m40s | Loss: 2.089 | Acc: 27.180% (13429/49408) 386/391 [================================================================>] Step: 417ms | Tot: 2m40s | Loss: 2.087 | Acc: 27.213% (13480/49536) 387/391 [================================================================>] Step: 411ms | Tot: 2m40s | Loss: 2.086 | Acc: 27.255% (13536/49664) 388/391 [================================================================>] Step: 416ms | Tot: 2m41s | Loss: 2.085 | Acc: 27.286% (13586/49792) 389/391 [================================================================>] Step: 411ms | Tot: 2m41s | Loss: 2.083 | Acc: 27.330% (13643/49920) 390/391 [================================================================>] Step: 480ms | Tot: 2m42s | Loss: 2.082 | Acc: 27.362% (13681/50000) 391/391 + [>................................................................] Step: 591ms | Tot: 2ms | Loss: 1.480 | Acc: 48.000% (48/100) 1/100 [>................................................................] Step: 366ms | Tot: 369ms | Loss: 1.509 | Acc: 43.000% (86/200) 2/100 [=>...............................................................] Step: 357ms | Tot: 726ms | Loss: 1.460 | Acc: 44.667% (134/300) 3/100 [=>...............................................................] Step: 362ms | Tot: 1s89ms | Loss: 1.495 | Acc: 42.500% (170/400) 4/100 [==>..............................................................] Step: 360ms | Tot: 1s449ms | Loss: 1.503 | Acc: 41.600% (208/500) 5/100 [===>.............................................................] Step: 364ms | Tot: 1s814ms | Loss: 1.501 | Acc: 41.500% (249/600) 6/100 [===>.............................................................] Step: 365ms | Tot: 2s179ms | Loss: 1.511 | Acc: 41.714% (292/700) 7/100 [====>............................................................] Step: 369ms | Tot: 2s548ms | Loss: 1.516 | Acc: 41.750% (334/800) 8/100 [=====>...........................................................] Step: 375ms | Tot: 2s923ms | Loss: 1.520 | Acc: 42.222% (380/900) 9/100 [=====>...........................................................] Step: 372ms | Tot: 3s296ms | Loss: 1.508 | Acc: 43.100% (431/1000) 10/100 [======>..........................................................] Step: 360ms | Tot: 3s657ms | Loss: 1.507 | Acc: 43.455% (478/1100) 11/100 [=======>.........................................................] Step: 359ms | Tot: 4s16ms | Loss: 1.508 | Acc: 43.583% (523/1200) 12/100 [=======>.........................................................] Step: 367ms | Tot: 4s384ms | Loss: 1.524 | Acc: 42.692% (555/1300) 13/100 [========>........................................................] Step: 370ms | Tot: 4s755ms | Loss: 1.532 | Acc: 42.643% (597/1400) 14/100 [=========>.......................................................] Step: 374ms | Tot: 5s129ms | Loss: 1.514 | Acc: 43.467% (652/1500) 15/100 [=========>.......................................................] Step: 367ms | Tot: 5s497ms | Loss: 1.515 | Acc: 43.688% (699/1600) 16/100 [==========>......................................................] Step: 366ms | Tot: 5s863ms | Loss: 1.508 | Acc: 43.941% (747/1700) 17/100 [===========>.....................................................] Step: 368ms | Tot: 6s232ms | Loss: 1.508 | Acc: 43.833% (789/1800) 18/100 [===========>.....................................................] Step: 375ms | Tot: 6s607ms | Loss: 1.504 | Acc: 44.158% (839/1900) 19/100 [============>....................................................] Step: 361ms | Tot: 6s969ms | Loss: 1.507 | Acc: 44.000% (880/2000) 20/100 [=============>...................................................] Step: 367ms | Tot: 7s337ms | Loss: 1.511 | Acc: 43.714% (918/2100) 21/100 [=============>...................................................] Step: 363ms | Tot: 7s700ms | Loss: 1.512 | Acc: 43.909% (966/2200) 22/100 [==============>..................................................] Step: 371ms | Tot: 8s71ms | Loss: 1.512 | Acc: 43.870% (1009/2300) 23/100 [==============>..................................................] Step: 374ms | Tot: 8s446ms | Loss: 1.514 | Acc: 43.708% (1049/2400) 24/100 [===============>.................................................] Step: 367ms | Tot: 8s813ms | Loss: 1.509 | Acc: 43.920% (1098/2500) 25/100 [================>................................................] Step: 367ms | Tot: 9s181ms | Loss: 1.520 | Acc: 43.615% (1134/2600) 26/100 [================>................................................] Step: 371ms | Tot: 9s552ms | Loss: 1.517 | Acc: 43.704% (1180/2700) 27/100 [=================>...............................................] Step: 370ms | Tot: 9s923ms | Loss: 1.519 | Acc: 43.500% (1218/2800) 28/100 [==================>..............................................] Step: 374ms | Tot: 10s297ms | Loss: 1.526 | Acc: 43.276% (1255/2900) 29/100 [==================>..............................................] Step: 372ms | Tot: 10s669ms | Loss: 1.522 | Acc: 43.367% (1301/3000) 30/100 [===================>.............................................] Step: 374ms | Tot: 11s44ms | Loss: 1.516 | Acc: 43.677% (1354/3100) 31/100 [====================>............................................] Step: 373ms | Tot: 11s417ms | Loss: 1.514 | Acc: 43.781% (1401/3200) 32/100 [====================>............................................] Step: 372ms | Tot: 11s790ms | Loss: 1.513 | Acc: 43.970% (1451/3300) 33/100 [=====================>...........................................] Step: 365ms | Tot: 12s156ms | Loss: 1.514 | Acc: 43.853% (1491/3400) 34/100 [======================>..........................................] Step: 374ms | Tot: 12s531ms | Loss: 1.516 | Acc: 43.743% (1531/3500) 35/100 [======================>..........................................] Step: 367ms | Tot: 12s898ms | Loss: 1.511 | Acc: 43.778% (1576/3600) 36/100 [=======================>.........................................] Step: 373ms | Tot: 13s272ms | Loss: 1.513 | Acc: 43.649% (1615/3700) 37/100 [========================>........................................] Step: 370ms | Tot: 13s642ms | Loss: 1.513 | Acc: 43.605% (1657/3800) 38/100 [========================>........................................] Step: 366ms | Tot: 14s9ms | Loss: 1.512 | Acc: 43.821% (1709/3900) 39/100 [=========================>.......................................] Step: 368ms | Tot: 14s377ms | Loss: 1.512 | Acc: 43.925% (1757/4000) 40/100 [==========================>......................................] Step: 369ms | Tot: 14s747ms | Loss: 1.513 | Acc: 44.000% (1804/4100) 41/100 [==========================>......................................] Step: 370ms | Tot: 15s117ms | Loss: 1.515 | Acc: 43.810% (1840/4200) 42/100 [===========================>.....................................] Step: 378ms | Tot: 15s496ms | Loss: 1.512 | Acc: 43.814% (1884/4300) 43/100 [===========================>.....................................] Step: 366ms | Tot: 15s862ms | Loss: 1.510 | Acc: 44.023% (1937/4400) 44/100 [============================>....................................] Step: 372ms | Tot: 16s235ms | Loss: 1.508 | Acc: 44.111% (1985/4500) 45/100 [=============================>...................................] Step: 359ms | Tot: 16s595ms | Loss: 1.507 | Acc: 44.174% (2032/4600) 46/100 [=============================>...................................] Step: 366ms | Tot: 16s962ms | Loss: 1.504 | Acc: 44.319% (2083/4700) 47/100 [==============================>..................................] Step: 359ms | Tot: 17s321ms | Loss: 1.504 | Acc: 44.458% (2134/4800) 48/100 [===============================>.................................] Step: 368ms | Tot: 17s690ms | Loss: 1.502 | Acc: 44.469% (2179/4900) 49/100 [===============================>.................................] Step: 369ms | Tot: 18s59ms | Loss: 1.502 | Acc: 44.520% (2226/5000) 50/100 [================================>................................] Step: 366ms | Tot: 18s425ms | Loss: 1.502 | Acc: 44.451% (2267/5100) 51/100 [=================================>...............................] Step: 363ms | Tot: 18s789ms | Loss: 1.503 | Acc: 44.308% (2304/5200) 52/100 [=================================>...............................] Step: 367ms | Tot: 19s157ms | Loss: 1.501 | Acc: 44.208% (2343/5300) 53/100 [==================================>..............................] Step: 360ms | Tot: 19s518ms | Loss: 1.503 | Acc: 44.167% (2385/5400) 54/100 [===================================>.............................] Step: 363ms | Tot: 19s881ms | Loss: 1.506 | Acc: 44.018% (2421/5500) 55/100 [===================================>.............................] Step: 357ms | Tot: 20s239ms | Loss: 1.509 | Acc: 43.786% (2452/5600) 56/100 [====================================>............................] Step: 363ms | Tot: 20s602ms | Loss: 1.509 | Acc: 43.912% (2503/5700) 57/100 [=====================================>...........................] Step: 364ms | Tot: 20s967ms | Loss: 1.506 | Acc: 43.931% (2548/5800) 58/100 [=====================================>...........................] Step: 360ms | Tot: 21s328ms | Loss: 1.508 | Acc: 43.729% (2580/5900) 59/100 [======================================>..........................] Step: 362ms | Tot: 21s690ms | Loss: 1.508 | Acc: 43.783% (2627/6000) 60/100 [=======================================>.........................] Step: 370ms | Tot: 22s61ms | Loss: 1.511 | Acc: 43.656% (2663/6100) 61/100 [=======================================>.........................] Step: 361ms | Tot: 22s422ms | Loss: 1.511 | Acc: 43.677% (2708/6200) 62/100 [========================================>........................] Step: 364ms | Tot: 22s786ms | Loss: 1.512 | Acc: 43.667% (2751/6300) 63/100 [========================================>........................] Step: 366ms | Tot: 23s153ms | Loss: 1.513 | Acc: 43.625% (2792/6400) 64/100 [=========================================>.......................] Step: 371ms | Tot: 23s524ms | Loss: 1.512 | Acc: 43.785% (2846/6500) 65/100 [==========================================>......................] Step: 361ms | Tot: 23s886ms | Loss: 1.513 | Acc: 43.621% (2879/6600) 66/100 [==========================================>......................] Step: 364ms | Tot: 24s251ms | Loss: 1.513 | Acc: 43.507% (2915/6700) 67/100 [===========================================>.....................] Step: 370ms | Tot: 24s621ms | Loss: 1.516 | Acc: 43.397% (2951/6800) 68/100 [============================================>....................] Step: 363ms | Tot: 24s985ms | Loss: 1.515 | Acc: 43.348% (2991/6900) 69/100 [============================================>....................] Step: 364ms | Tot: 25s349ms | Loss: 1.519 | Acc: 43.286% (3030/7000) 70/100 [=============================================>...................] Step: 364ms | Tot: 25s714ms | Loss: 1.519 | Acc: 43.268% (3072/7100) 71/100 [==============================================>..................] Step: 364ms | Tot: 26s78ms | Loss: 1.518 | Acc: 43.292% (3117/7200) 72/100 [==============================================>..................] Step: 362ms | Tot: 26s441ms | Loss: 1.516 | Acc: 43.356% (3165/7300) 73/100 [===============================================>.................] Step: 366ms | Tot: 26s807ms | Loss: 1.514 | Acc: 43.419% (3213/7400) 74/100 [================================================>................] Step: 364ms | Tot: 27s172ms | Loss: 1.515 | Acc: 43.440% (3258/7500) 75/100 [================================================>................] Step: 361ms | Tot: 27s533ms | Loss: 1.514 | Acc: 43.513% (3307/7600) 76/100 [=================================================>...............] Step: 364ms | Tot: 27s898ms | Loss: 1.514 | Acc: 43.468% (3347/7700) 77/100 [==================================================>..............] Step: 359ms | Tot: 28s257ms | Loss: 1.514 | Acc: 43.500% (3393/7800) 78/100 [==================================================>..............] Step: 372ms | Tot: 28s630ms | Loss: 1.515 | Acc: 43.532% (3439/7900) 79/100 [===================================================>.............] Step: 357ms | Tot: 28s987ms | Loss: 1.516 | Acc: 43.487% (3479/8000) 80/100 [====================================================>............] Step: 365ms | Tot: 29s353ms | Loss: 1.513 | Acc: 43.580% (3530/8100) 81/100 [====================================================>............] Step: 361ms | Tot: 29s715ms | Loss: 1.514 | Acc: 43.549% (3571/8200) 82/100 [=====================================================>...........] Step: 367ms | Tot: 30s82ms | Loss: 1.515 | Acc: 43.518% (3612/8300) 83/100 [=====================================================>...........] Step: 369ms | Tot: 30s452ms | Loss: 1.516 | Acc: 43.429% (3648/8400) 84/100 [======================================================>..........] Step: 358ms | Tot: 30s810ms | Loss: 1.518 | Acc: 43.400% (3689/8500) 85/100 [=======================================================>.........] Step: 363ms | Tot: 31s173ms | Loss: 1.517 | Acc: 43.500% (3741/8600) 86/100 [=======================================================>.........] Step: 372ms | Tot: 31s546ms | Loss: 1.519 | Acc: 43.414% (3777/8700) 87/100 [========================================================>........] Step: 367ms | Tot: 31s913ms | Loss: 1.520 | Acc: 43.398% (3819/8800) 88/100 [=========================================================>.......] Step: 372ms | Tot: 32s285ms | Loss: 1.521 | Acc: 43.416% (3864/8900) 89/100 [=========================================================>.......] Step: 370ms | Tot: 32s655ms | Loss: 1.520 | Acc: 43.411% (3907/9000) 90/100 [==========================================================>......] Step: 370ms | Tot: 33s25ms | Loss: 1.520 | Acc: 43.418% (3951/9100) 91/100 [===========================================================>.....] Step: 372ms | Tot: 33s398ms | Loss: 1.519 | Acc: 43.424% (3995/9200) 92/100 [===========================================================>.....] Step: 370ms | Tot: 33s769ms | Loss: 1.517 | Acc: 43.548% (4050/9300) 93/100 [============================================================>....] Step: 366ms | Tot: 34s135ms | Loss: 1.518 | Acc: 43.532% (4092/9400) 94/100 [=============================================================>...] Step: 373ms | Tot: 34s509ms | Loss: 1.517 | Acc: 43.579% (4140/9500) 95/100 [=============================================================>...] Step: 371ms | Tot: 34s881ms | Loss: 1.515 | Acc: 43.688% (4194/9600) 96/100 [==============================================================>..] Step: 374ms | Tot: 35s256ms | Loss: 1.514 | Acc: 43.670% (4236/9700) 97/100 [===============================================================>.] Step: 377ms | Tot: 35s633ms | Loss: 1.515 | Acc: 43.673% (4280/9800) 98/100 [===============================================================>.] Step: 371ms | Tot: 36s5ms | Loss: 1.515 | Acc: 43.657% (4322/9900) 99/100 [================================================================>] Step: 365ms | Tot: 36s370ms | Loss: 1.516 | Acc: 43.590% (4359/10000) 100/100 +Saving.. + +Epoch: 1 + [>................................................................] Step: 818ms | Tot: 2ms | Loss: 1.508 | Acc: 42.969% (55/128) 1/391 [>................................................................] Step: 438ms | Tot: 440ms | Loss: 1.458 | Acc: 44.922% (115/256) 2/391 [>................................................................] Step: 428ms | Tot: 868ms | Loss: 1.528 | Acc: 44.271% (170/384) 3/391 [>................................................................] Step: 428ms | Tot: 1s297ms | Loss: 1.546 | Acc: 43.359% (222/512) 4/391 [>................................................................] Step: 423ms | Tot: 1s720ms | Loss: 1.488 | Acc: 45.469% (291/640) 5/391 [>................................................................] Step: 424ms | Tot: 2s144ms | Loss: 1.481 | Acc: 45.703% (351/768) 6/391 [>................................................................] Step: 425ms | Tot: 2s570ms | Loss: 1.514 | Acc: 44.196% (396/896) 7/391 [=>...............................................................] Step: 426ms | Tot: 2s997ms | Loss: 1.517 | Acc: 43.652% (447/1024) 8/391 [=>...............................................................] Step: 426ms | Tot: 3s423ms | Loss: 1.514 | Acc: 43.924% (506/1152) 9/391 [=>...............................................................] Step: 422ms | Tot: 3s846ms | Loss: 1.515 | Acc: 44.062% (564/1280) 10/391 [=>...............................................................] Step: 413ms | Tot: 4s259ms | Loss: 1.518 | Acc: 43.892% (618/1408) 11/391 [=>...............................................................] Step: 413ms | Tot: 4s673ms | Loss: 1.521 | Acc: 43.750% (672/1536) 12/391 [=>...............................................................] Step: 421ms | Tot: 5s94ms | Loss: 1.509 | Acc: 44.471% (740/1664) 13/391 [==>..............................................................] Step: 426ms | Tot: 5s520ms | Loss: 1.521 | Acc: 43.862% (786/1792) 14/391 [==>..............................................................] Step: 423ms | Tot: 5s944ms | Loss: 1.521 | Acc: 43.542% (836/1920) 15/391 [==>..............................................................] Step: 422ms | Tot: 6s366ms | Loss: 1.529 | Acc: 43.018% (881/2048) 16/391 [==>..............................................................] Step: 416ms | Tot: 6s783ms | Loss: 1.521 | Acc: 43.244% (941/2176) 17/391 [==>..............................................................] Step: 410ms | Tot: 7s193ms | Loss: 1.525 | Acc: 43.056% (992/2304) 18/391 [==>..............................................................] Step: 426ms | Tot: 7s620ms | Loss: 1.533 | Acc: 42.722% (1039/2432) 19/391 [===>.............................................................] Step: 429ms | Tot: 8s49ms | Loss: 1.538 | Acc: 42.773% (1095/2560) 20/391 [===>.............................................................] Step: 424ms | Tot: 8s473ms | Loss: 1.544 | Acc: 42.336% (1138/2688) 21/391 [===>.............................................................] Step: 421ms | Tot: 8s895ms | Loss: 1.545 | Acc: 42.223% (1189/2816) 22/391 [===>.............................................................] Step: 422ms | Tot: 9s317ms | Loss: 1.543 | Acc: 42.323% (1246/2944) 23/391 [===>.............................................................] Step: 419ms | Tot: 9s736ms | Loss: 1.545 | Acc: 42.318% (1300/3072) 24/391 [===>.............................................................] Step: 432ms | Tot: 10s168ms | Loss: 1.542 | Acc: 42.594% (1363/3200) 25/391 [====>............................................................] Step: 419ms | Tot: 10s587ms | Loss: 1.540 | Acc: 42.518% (1415/3328) 26/391 [====>............................................................] Step: 421ms | Tot: 11s8ms | Loss: 1.538 | Acc: 42.593% (1472/3456) 27/391 [====>............................................................] Step: 423ms | Tot: 11s432ms | Loss: 1.534 | Acc: 42.662% (1529/3584) 28/391 [====>............................................................] Step: 421ms | Tot: 11s854ms | Loss: 1.540 | Acc: 42.672% (1584/3712) 29/391 [====>............................................................] Step: 427ms | Tot: 12s281ms | Loss: 1.538 | Acc: 42.656% (1638/3840) 30/391 [====>............................................................] Step: 418ms | Tot: 12s700ms | Loss: 1.538 | Acc: 42.540% (1688/3968) 31/391 [=====>...........................................................] Step: 417ms | Tot: 13s117ms | Loss: 1.532 | Acc: 42.773% (1752/4096) 32/391 [=====>...........................................................] Step: 423ms | Tot: 13s540ms | Loss: 1.530 | Acc: 42.898% (1812/4224) 33/391 [=====>...........................................................] Step: 431ms | Tot: 13s971ms | Loss: 1.530 | Acc: 42.900% (1867/4352) 34/391 [=====>...........................................................] Step: 426ms | Tot: 14s398ms | Loss: 1.525 | Acc: 43.125% (1932/4480) 35/391 [=====>...........................................................] Step: 417ms | Tot: 14s816ms | Loss: 1.528 | Acc: 43.142% (1988/4608) 36/391 [=====>...........................................................] Step: 422ms | Tot: 15s238ms | Loss: 1.525 | Acc: 43.307% (2051/4736) 37/391 [======>..........................................................] Step: 420ms | Tot: 15s658ms | Loss: 1.525 | Acc: 43.174% (2100/4864) 38/391 [======>..........................................................] Step: 417ms | Tot: 16s76ms | Loss: 1.521 | Acc: 43.269% (2160/4992) 39/391 [======>..........................................................] Step: 417ms | Tot: 16s493ms | Loss: 1.521 | Acc: 43.164% (2210/5120) 40/391 [======>..........................................................] Step: 422ms | Tot: 16s916ms | Loss: 1.523 | Acc: 43.045% (2259/5248) 41/391 [======>..........................................................] Step: 427ms | Tot: 17s344ms | Loss: 1.521 | Acc: 42.932% (2308/5376) 42/391 [======>..........................................................] Step: 428ms | Tot: 17s773ms | Loss: 1.519 | Acc: 43.060% (2370/5504) 43/391 [=======>.........................................................] Step: 415ms | Tot: 18s189ms | Loss: 1.518 | Acc: 43.146% (2430/5632) 44/391 [=======>.........................................................] Step: 423ms | Tot: 18s612ms | Loss: 1.517 | Acc: 43.108% (2483/5760) 45/391 [=======>.........................................................] Step: 421ms | Tot: 19s33ms | Loss: 1.519 | Acc: 43.190% (2543/5888) 46/391 [=======>.........................................................] Step: 422ms | Tot: 19s455ms | Loss: 1.519 | Acc: 43.152% (2596/6016) 47/391 [=======>.........................................................] Step: 419ms | Tot: 19s875ms | Loss: 1.519 | Acc: 43.164% (2652/6144) 48/391 [=======>.........................................................] Step: 425ms | Tot: 20s301ms | Loss: 1.517 | Acc: 43.272% (2714/6272) 49/391 [========>........................................................] Step: 427ms | Tot: 20s728ms | Loss: 1.516 | Acc: 43.422% (2779/6400) 50/391 [========>........................................................] Step: 421ms | Tot: 21s149ms | Loss: 1.513 | Acc: 43.459% (2837/6528) 51/391 [========>........................................................] Step: 428ms | Tot: 21s578ms | Loss: 1.512 | Acc: 43.510% (2896/6656) 52/391 [========>........................................................] Step: 423ms | Tot: 22s2ms | Loss: 1.515 | Acc: 43.440% (2947/6784) 53/391 [========>........................................................] Step: 419ms | Tot: 22s421ms | Loss: 1.514 | Acc: 43.519% (3008/6912) 54/391 [========>........................................................] Step: 422ms | Tot: 22s844ms | Loss: 1.511 | Acc: 43.565% (3067/7040) 55/391 [=========>.......................................................] Step: 420ms | Tot: 23s264ms | Loss: 1.510 | Acc: 43.555% (3122/7168) 56/391 [=========>.......................................................] Step: 420ms | Tot: 23s684ms | Loss: 1.510 | Acc: 43.613% (3182/7296) 57/391 [=========>.......................................................] Step: 423ms | Tot: 24s108ms | Loss: 1.507 | Acc: 43.656% (3241/7424) 58/391 [=========>.......................................................] Step: 419ms | Tot: 24s527ms | Loss: 1.506 | Acc: 43.644% (3296/7552) 59/391 [=========>.......................................................] Step: 416ms | Tot: 24s944ms | Loss: 1.511 | Acc: 43.633% (3351/7680) 60/391 [=========>.......................................................] Step: 428ms | Tot: 25s372ms | Loss: 1.510 | Acc: 43.750% (3416/7808) 61/391 [==========>......................................................] Step: 422ms | Tot: 25s795ms | Loss: 1.510 | Acc: 43.750% (3472/7936) 62/391 [==========>......................................................] Step: 414ms | Tot: 26s209ms | Loss: 1.509 | Acc: 43.762% (3529/8064) 63/391 [==========>......................................................] Step: 419ms | Tot: 26s628ms | Loss: 1.509 | Acc: 43.811% (3589/8192) 64/391 [==========>......................................................] Step: 418ms | Tot: 27s46ms | Loss: 1.508 | Acc: 43.846% (3648/8320) 65/391 [==========>......................................................] Step: 427ms | Tot: 27s474ms | Loss: 1.510 | Acc: 43.774% (3698/8448) 66/391 [==========>......................................................] Step: 421ms | Tot: 27s895ms | Loss: 1.508 | Acc: 43.808% (3757/8576) 67/391 [===========>.....................................................] Step: 421ms | Tot: 28s317ms | Loss: 1.509 | Acc: 43.830% (3815/8704) 68/391 [===========>.....................................................] Step: 420ms | Tot: 28s738ms | Loss: 1.508 | Acc: 43.841% (3872/8832) 69/391 [===========>.....................................................] Step: 427ms | Tot: 29s166ms | Loss: 1.510 | Acc: 43.739% (3919/8960) 70/391 [===========>.....................................................] Step: 425ms | Tot: 29s591ms | Loss: 1.509 | Acc: 43.794% (3980/9088) 71/391 [===========>.....................................................] Step: 419ms | Tot: 30s11ms | Loss: 1.511 | Acc: 43.750% (4032/9216) 72/391 [===========>.....................................................] Step: 419ms | Tot: 30s431ms | Loss: 1.510 | Acc: 43.750% (4088/9344) 73/391 [============>....................................................] Step: 422ms | Tot: 30s853ms | Loss: 1.508 | Acc: 43.845% (4153/9472) 74/391 [============>....................................................] Step: 422ms | Tot: 31s275ms | Loss: 1.507 | Acc: 43.885% (4213/9600) 75/391 [============>....................................................] Step: 421ms | Tot: 31s697ms | Loss: 1.506 | Acc: 43.904% (4271/9728) 76/391 [============>....................................................] Step: 423ms | Tot: 32s121ms | Loss: 1.507 | Acc: 43.922% (4329/9856) 77/391 [============>....................................................] Step: 421ms | Tot: 32s542ms | Loss: 1.507 | Acc: 43.890% (4382/9984) 78/391 [============>....................................................] Step: 431ms | Tot: 32s974ms | Loss: 1.504 | Acc: 44.027% (4452/10112) 79/391 [=============>...................................................] Step: 421ms | Tot: 33s395ms | Loss: 1.504 | Acc: 43.994% (4505/10240) 80/391 [=============>...................................................] Step: 423ms | Tot: 33s818ms | Loss: 1.505 | Acc: 44.010% (4563/10368) 81/391 [=============>...................................................] Step: 426ms | Tot: 34s245ms | Loss: 1.503 | Acc: 44.064% (4625/10496) 82/391 [=============>...................................................] Step: 423ms | Tot: 34s669ms | Loss: 1.500 | Acc: 44.136% (4689/10624) 83/391 [=============>...................................................] Step: 417ms | Tot: 35s86ms | Loss: 1.498 | Acc: 44.187% (4751/10752) 84/391 [=============>...................................................] Step: 418ms | Tot: 35s505ms | Loss: 1.496 | Acc: 44.283% (4818/10880) 85/391 [==============>..................................................] Step: 419ms | Tot: 35s925ms | Loss: 1.496 | Acc: 44.286% (4875/11008) 86/391 [==============>..................................................] Step: 423ms | Tot: 36s348ms | Loss: 1.498 | Acc: 44.280% (4931/11136) 87/391 [==============>..................................................] Step: 418ms | Tot: 36s767ms | Loss: 1.498 | Acc: 44.371% (4998/11264) 88/391 [==============>..................................................] Step: 423ms | Tot: 37s191ms | Loss: 1.498 | Acc: 44.382% (5056/11392) 89/391 [==============>..................................................] Step: 415ms | Tot: 37s606ms | Loss: 1.499 | Acc: 44.349% (5109/11520) 90/391 [==============>..................................................] Step: 422ms | Tot: 38s29ms | Loss: 1.498 | Acc: 44.299% (5160/11648) 91/391 [===============>.................................................] Step: 420ms | Tot: 38s449ms | Loss: 1.496 | Acc: 44.327% (5220/11776) 92/391 [===============>.................................................] Step: 419ms | Tot: 38s869ms | Loss: 1.495 | Acc: 44.380% (5283/11904) 93/391 [===============>.................................................] Step: 424ms | Tot: 39s293ms | Loss: 1.495 | Acc: 44.390% (5341/12032) 94/391 [===============>.................................................] Step: 420ms | Tot: 39s714ms | Loss: 1.496 | Acc: 44.424% (5402/12160) 95/391 [===============>.................................................] Step: 423ms | Tot: 40s138ms | Loss: 1.495 | Acc: 44.434% (5460/12288) 96/391 [===============>.................................................] Step: 423ms | Tot: 40s561ms | Loss: 1.494 | Acc: 44.467% (5521/12416) 97/391 [================>................................................] Step: 423ms | Tot: 40s984ms | Loss: 1.492 | Acc: 44.539% (5587/12544) 98/391 [================>................................................] Step: 424ms | Tot: 41s409ms | Loss: 1.490 | Acc: 44.665% (5660/12672) 99/391 [================>................................................] Step: 422ms | Tot: 41s831ms | Loss: 1.489 | Acc: 44.695% (5721/12800) 100/391 [================>................................................] Step: 426ms | Tot: 42s257ms | Loss: 1.486 | Acc: 44.771% (5788/12928) 101/391 [================>................................................] Step: 424ms | Tot: 42s682ms | Loss: 1.484 | Acc: 44.868% (5858/13056) 102/391 [================>................................................] Step: 427ms | Tot: 43s109ms | Loss: 1.482 | Acc: 44.918% (5922/13184) 103/391 [=================>...............................................] Step: 419ms | Tot: 43s529ms | Loss: 1.480 | Acc: 45.020% (5993/13312) 104/391 [=================>...............................................] Step: 422ms | Tot: 43s951ms | Loss: 1.478 | Acc: 45.082% (6059/13440) 105/391 [=================>...............................................] Step: 436ms | Tot: 44s388ms | Loss: 1.476 | Acc: 45.150% (6126/13568) 106/391 [=================>...............................................] Step: 422ms | Tot: 44s811ms | Loss: 1.476 | Acc: 45.145% (6183/13696) 107/391 [=================>...............................................] Step: 418ms | Tot: 45s230ms | Loss: 1.476 | Acc: 45.182% (6246/13824) 108/391 [=================>...............................................] Step: 415ms | Tot: 45s645ms | Loss: 1.476 | Acc: 45.191% (6305/13952) 109/391 [==================>..............................................] Step: 419ms | Tot: 46s65ms | Loss: 1.478 | Acc: 45.121% (6353/14080) 110/391 [==================>..............................................] Step: 427ms | Tot: 46s493ms | Loss: 1.477 | Acc: 45.186% (6420/14208) 111/391 [==================>..............................................] Step: 422ms | Tot: 46s916ms | Loss: 1.477 | Acc: 45.194% (6479/14336) 112/391 [==================>..............................................] Step: 419ms | Tot: 47s335ms | Loss: 1.477 | Acc: 45.209% (6539/14464) 113/391 [==================>..............................................] Step: 425ms | Tot: 47s761ms | Loss: 1.476 | Acc: 45.217% (6598/14592) 114/391 [==================>..............................................] Step: 429ms | Tot: 48s190ms | Loss: 1.476 | Acc: 45.251% (6661/14720) 115/391 [===================>.............................................] Step: 425ms | Tot: 48s616ms | Loss: 1.475 | Acc: 45.279% (6723/14848) 116/391 [===================>.............................................] Step: 423ms | Tot: 49s39ms | Loss: 1.474 | Acc: 45.346% (6791/14976) 117/391 [===================>.............................................] Step: 432ms | Tot: 49s471ms | Loss: 1.475 | Acc: 45.312% (6844/15104) 118/391 [===================>.............................................] Step: 423ms | Tot: 49s895ms | Loss: 1.474 | Acc: 45.352% (6908/15232) 119/391 [===================>.............................................] Step: 415ms | Tot: 50s311ms | Loss: 1.472 | Acc: 45.410% (6975/15360) 120/391 [===================>.............................................] Step: 425ms | Tot: 50s737ms | Loss: 1.471 | Acc: 45.455% (7040/15488) 121/391 [====================>............................................] Step: 420ms | Tot: 51s157ms | Loss: 1.471 | Acc: 45.498% (7105/15616) 122/391 [====================>............................................] Step: 421ms | Tot: 51s579ms | Loss: 1.471 | Acc: 45.509% (7165/15744) 123/391 [====================>............................................] Step: 424ms | Tot: 52s4ms | Loss: 1.471 | Acc: 45.539% (7228/15872) 124/391 [====================>............................................] Step: 421ms | Tot: 52s426ms | Loss: 1.472 | Acc: 45.500% (7280/16000) 125/391 [====================>............................................] Step: 424ms | Tot: 52s850ms | Loss: 1.470 | Acc: 45.585% (7352/16128) 126/391 [====================>............................................] Step: 420ms | Tot: 53s270ms | Loss: 1.470 | Acc: 45.639% (7419/16256) 127/391 [=====================>...........................................] Step: 418ms | Tot: 53s689ms | Loss: 1.467 | Acc: 45.770% (7499/16384) 128/391 [=====================>...........................................] Step: 421ms | Tot: 54s110ms | Loss: 1.466 | Acc: 45.797% (7562/16512) 129/391 [=====================>...........................................] Step: 426ms | Tot: 54s536ms | Loss: 1.466 | Acc: 45.829% (7626/16640) 130/391 [=====================>...........................................] Step: 415ms | Tot: 54s952ms | Loss: 1.466 | Acc: 45.855% (7689/16768) 131/391 [=====================>...........................................] Step: 427ms | Tot: 55s380ms | Loss: 1.464 | Acc: 45.940% (7762/16896) 132/391 [=====================>...........................................] Step: 434ms | Tot: 55s814ms | Loss: 1.462 | Acc: 46.000% (7831/17024) 133/391 [======================>..........................................] Step: 427ms | Tot: 56s241ms | Loss: 1.463 | Acc: 46.012% (7892/17152) 134/391 [======================>..........................................] Step: 422ms | Tot: 56s664ms | Loss: 1.463 | Acc: 46.036% (7955/17280) 135/391 [======================>..........................................] Step: 422ms | Tot: 57s86ms | Loss: 1.463 | Acc: 46.036% (8014/17408) 136/391 [======================>..........................................] Step: 418ms | Tot: 57s505ms | Loss: 1.462 | Acc: 46.060% (8077/17536) 137/391 [======================>..........................................] Step: 418ms | Tot: 57s924ms | Loss: 1.460 | Acc: 46.122% (8147/17664) 138/391 [======================>..........................................] Step: 425ms | Tot: 58s350ms | Loss: 1.459 | Acc: 46.161% (8213/17792) 139/391 [=======================>.........................................] Step: 424ms | Tot: 58s774ms | Loss: 1.459 | Acc: 46.172% (8274/17920) 140/391 [=======================>.........................................] Step: 422ms | Tot: 59s197ms | Loss: 1.458 | Acc: 46.171% (8333/18048) 141/391 [=======================>.........................................] Step: 438ms | Tot: 59s635ms | Loss: 1.457 | Acc: 46.187% (8395/18176) 142/391 [=======================>.........................................] Step: 424ms | Tot: 1m59ms | Loss: 1.458 | Acc: 46.170% (8451/18304) 143/391 [=======================>.........................................] Step: 426ms | Tot: 1m486ms | Loss: 1.458 | Acc: 46.181% (8512/18432) 144/391 [=======================>.........................................] Step: 421ms | Tot: 1m908ms | Loss: 1.457 | Acc: 46.239% (8582/18560) 145/391 [========================>........................................] Step: 417ms | Tot: 1m1s | Loss: 1.456 | Acc: 46.281% (8649/18688) 146/391 [========================>........................................] Step: 424ms | Tot: 1m1s | Loss: 1.455 | Acc: 46.280% (8708/18816) 147/391 [========================>........................................] Step: 417ms | Tot: 1m2s | Loss: 1.455 | Acc: 46.310% (8773/18944) 148/391 [========================>........................................] Step: 417ms | Tot: 1m2s | Loss: 1.455 | Acc: 46.267% (8824/19072) 149/391 [========================>........................................] Step: 424ms | Tot: 1m3s | Loss: 1.455 | Acc: 46.214% (8873/19200) 150/391 [========================>........................................] Step: 424ms | Tot: 1m3s | Loss: 1.454 | Acc: 46.213% (8932/19328) 151/391 [=========================>.......................................] Step: 427ms | Tot: 1m3s | Loss: 1.454 | Acc: 46.233% (8995/19456) 152/391 [=========================>.......................................] Step: 430ms | Tot: 1m4s | Loss: 1.453 | Acc: 46.267% (9061/19584) 153/391 [=========================>.......................................] Step: 426ms | Tot: 1m4s | Loss: 1.453 | Acc: 46.271% (9121/19712) 154/391 [=========================>.......................................] Step: 416ms | Tot: 1m5s | Loss: 1.453 | Acc: 46.300% (9186/19840) 155/391 [=========================>.......................................] Step: 420ms | Tot: 1m5s | Loss: 1.452 | Acc: 46.319% (9249/19968) 156/391 [=========================>.......................................] Step: 423ms | Tot: 1m5s | Loss: 1.452 | Acc: 46.308% (9306/20096) 157/391 [==========================>......................................] Step: 422ms | Tot: 1m6s | Loss: 1.452 | Acc: 46.371% (9378/20224) 158/391 [==========================>......................................] Step: 428ms | Tot: 1m6s | Loss: 1.451 | Acc: 46.384% (9440/20352) 159/391 [==========================>......................................] Step: 419ms | Tot: 1m7s | Loss: 1.450 | Acc: 46.426% (9508/20480) 160/391 [==========================>......................................] Step: 411ms | Tot: 1m7s | Loss: 1.449 | Acc: 46.414% (9565/20608) 161/391 [==========================>......................................] Step: 419ms | Tot: 1m8s | Loss: 1.449 | Acc: 46.398% (9621/20736) 162/391 [==========================>......................................] Step: 418ms | Tot: 1m8s | Loss: 1.448 | Acc: 46.463% (9694/20864) 163/391 [===========================>.....................................] Step: 420ms | Tot: 1m8s | Loss: 1.447 | Acc: 46.480% (9757/20992) 164/391 [===========================>.....................................] Step: 413ms | Tot: 1m9s | Loss: 1.446 | Acc: 46.534% (9828/21120) 165/391 [===========================>.....................................] Step: 411ms | Tot: 1m9s | Loss: 1.445 | Acc: 46.550% (9891/21248) 166/391 [===========================>.....................................] Step: 415ms | Tot: 1m10s | Loss: 1.445 | Acc: 46.505% (9941/21376) 167/391 [===========================>.....................................] Step: 425ms | Tot: 1m10s | Loss: 1.443 | Acc: 46.549% (10010/21504) 168/391 [===========================>.....................................] Step: 431ms | Tot: 1m11s | Loss: 1.442 | Acc: 46.593% (10079/21632) 169/391 [============================>....................................] Step: 422ms | Tot: 1m11s | Loss: 1.441 | Acc: 46.618% (10144/21760) 170/391 [============================>....................................] Step: 423ms | Tot: 1m11s | Loss: 1.441 | Acc: 46.573% (10194/21888) 171/391 [============================>....................................] Step: 418ms | Tot: 1m12s | Loss: 1.441 | Acc: 46.589% (10257/22016) 172/391 [============================>....................................] Step: 424ms | Tot: 1m12s | Loss: 1.441 | Acc: 46.595% (10318/22144) 173/391 [============================>....................................] Step: 422ms | Tot: 1m13s | Loss: 1.440 | Acc: 46.610% (10381/22272) 174/391 [============================>....................................] Step: 420ms | Tot: 1m13s | Loss: 1.440 | Acc: 46.634% (10446/22400) 175/391 [=============================>...................................] Step: 414ms | Tot: 1m13s | Loss: 1.440 | Acc: 46.635% (10506/22528) 176/391 [=============================>...................................] Step: 416ms | Tot: 1m14s | Loss: 1.439 | Acc: 46.668% (10573/22656) 177/391 [=============================>...................................] Step: 433ms | Tot: 1m14s | Loss: 1.438 | Acc: 46.708% (10642/22784) 178/391 [=============================>...................................] Step: 433ms | Tot: 1m15s | Loss: 1.437 | Acc: 46.740% (10709/22912) 179/391 [=============================>...................................] Step: 417ms | Tot: 1m15s | Loss: 1.436 | Acc: 46.771% (10776/23040) 180/391 [=============================>...................................] Step: 420ms | Tot: 1m16s | Loss: 1.436 | Acc: 46.754% (10832/23168) 181/391 [==============================>..................................] Step: 418ms | Tot: 1m16s | Loss: 1.436 | Acc: 46.763% (10894/23296) 182/391 [==============================>..................................] Step: 424ms | Tot: 1m16s | Loss: 1.434 | Acc: 46.790% (10960/23424) 183/391 [==============================>..................................] Step: 426ms | Tot: 1m17s | Loss: 1.434 | Acc: 46.786% (11019/23552) 184/391 [==============================>..................................] Step: 413ms | Tot: 1m17s | Loss: 1.433 | Acc: 46.833% (11090/23680) 185/391 [==============================>..................................] Step: 422ms | Tot: 1m18s | Loss: 1.432 | Acc: 46.841% (11152/23808) 186/391 [==============================>..................................] Step: 417ms | Tot: 1m18s | Loss: 1.432 | Acc: 46.846% (11213/23936) 187/391 [===============================>.................................] Step: 421ms | Tot: 1m19s | Loss: 1.431 | Acc: 46.883% (11282/24064) 188/391 [===============================>.................................] Step: 417ms | Tot: 1m19s | Loss: 1.431 | Acc: 46.892% (11344/24192) 189/391 [===============================>.................................] Step: 418ms | Tot: 1m19s | Loss: 1.430 | Acc: 46.928% (11413/24320) 190/391 [===============================>.................................] Step: 419ms | Tot: 1m20s | Loss: 1.429 | Acc: 46.969% (11483/24448) 191/391 [===============================>.................................] Step: 418ms | Tot: 1m20s | Loss: 1.428 | Acc: 46.993% (11549/24576) 192/391 [===============================>.................................] Step: 423ms | Tot: 1m21s | Loss: 1.427 | Acc: 47.021% (11616/24704) 193/391 [================================>................................] Step: 429ms | Tot: 1m21s | Loss: 1.426 | Acc: 47.076% (11690/24832) 194/391 [================================>................................] Step: 418ms | Tot: 1m21s | Loss: 1.426 | Acc: 47.055% (11745/24960) 195/391 [================================>................................] Step: 430ms | Tot: 1m22s | Loss: 1.426 | Acc: 47.062% (11807/25088) 196/391 [================================>................................] Step: 418ms | Tot: 1m22s | Loss: 1.425 | Acc: 47.065% (11868/25216) 197/391 [================================>................................] Step: 423ms | Tot: 1m23s | Loss: 1.424 | Acc: 47.096% (11936/25344) 198/391 [================================>................................] Step: 427ms | Tot: 1m23s | Loss: 1.424 | Acc: 47.087% (11994/25472) 199/391 [=================================>...............................] Step: 420ms | Tot: 1m24s | Loss: 1.424 | Acc: 47.059% (12047/25600) 200/391 [=================================>...............................] Step: 414ms | Tot: 1m24s | Loss: 1.424 | Acc: 47.085% (12114/25728) 201/391 [=================================>...............................] Step: 413ms | Tot: 1m24s | Loss: 1.422 | Acc: 47.126% (12185/25856) 202/391 [=================================>...............................] Step: 421ms | Tot: 1m25s | Loss: 1.422 | Acc: 47.156% (12253/25984) 203/391 [=================================>...............................] Step: 426ms | Tot: 1m25s | Loss: 1.421 | Acc: 47.181% (12320/26112) 204/391 [=================================>...............................] Step: 422ms | Tot: 1m26s | Loss: 1.420 | Acc: 47.195% (12384/26240) 205/391 [==================================>..............................] Step: 416ms | Tot: 1m26s | Loss: 1.419 | Acc: 47.228% (12453/26368) 206/391 [==================================>..............................] Step: 420ms | Tot: 1m27s | Loss: 1.418 | Acc: 47.290% (12530/26496) 207/391 [==================================>..............................] Step: 422ms | Tot: 1m27s | Loss: 1.417 | Acc: 47.322% (12599/26624) 208/391 [==================================>..............................] Step: 417ms | Tot: 1m27s | Loss: 1.416 | Acc: 47.346% (12666/26752) 209/391 [==================================>..............................] Step: 409ms | Tot: 1m28s | Loss: 1.416 | Acc: 47.374% (12734/26880) 210/391 [==================================>..............................] Step: 414ms | Tot: 1m28s | Loss: 1.415 | Acc: 47.393% (12800/27008) 211/391 [===================================>.............................] Step: 421ms | Tot: 1m29s | Loss: 1.414 | Acc: 47.420% (12868/27136) 212/391 [===================================>.............................] Step: 420ms | Tot: 1m29s | Loss: 1.413 | Acc: 47.444% (12935/27264) 213/391 [===================================>.............................] Step: 428ms | Tot: 1m29s | Loss: 1.413 | Acc: 47.492% (13009/27392) 214/391 [===================================>.............................] Step: 418ms | Tot: 1m30s | Loss: 1.413 | Acc: 47.511% (13075/27520) 215/391 [===================================>.............................] Step: 412ms | Tot: 1m30s | Loss: 1.412 | Acc: 47.537% (13143/27648) 216/391 [===================================>.............................] Step: 417ms | Tot: 1m31s | Loss: 1.412 | Acc: 47.584% (13217/27776) 217/391 [====================================>............................] Step: 420ms | Tot: 1m31s | Loss: 1.412 | Acc: 47.588% (13279/27904) 218/391 [====================================>............................] Step: 417ms | Tot: 1m32s | Loss: 1.412 | Acc: 47.603% (13344/28032) 219/391 [====================================>............................] Step: 405ms | Tot: 1m32s | Loss: 1.411 | Acc: 47.621% (13410/28160) 220/391 [====================================>............................] Step: 408ms | Tot: 1m32s | Loss: 1.411 | Acc: 47.646% (13478/28288) 221/391 [====================================>............................] Step: 427ms | Tot: 1m33s | Loss: 1.410 | Acc: 47.681% (13549/28416) 222/391 [====================================>............................] Step: 425ms | Tot: 1m33s | Loss: 1.409 | Acc: 47.705% (13617/28544) 223/391 [=====================================>...........................] Step: 422ms | Tot: 1m34s | Loss: 1.409 | Acc: 47.723% (13683/28672) 224/391 [=====================================>...........................] Step: 412ms | Tot: 1m34s | Loss: 1.409 | Acc: 47.719% (13743/28800) 225/391 [=====================================>...........................] Step: 404ms | Tot: 1m34s | Loss: 1.408 | Acc: 47.770% (13819/28928) 226/391 [=====================================>...........................] Step: 418ms | Tot: 1m35s | Loss: 1.407 | Acc: 47.801% (13889/29056) 227/391 [=====================================>...........................] Step: 421ms | Tot: 1m35s | Loss: 1.408 | Acc: 47.807% (13952/29184) 228/391 [=====================================>...........................] Step: 419ms | Tot: 1m36s | Loss: 1.407 | Acc: 47.840% (14023/29312) 229/391 [======================================>..........................] Step: 407ms | Tot: 1m36s | Loss: 1.407 | Acc: 47.840% (14084/29440) 230/391 [======================================>..........................] Step: 413ms | Tot: 1m37s | Loss: 1.408 | Acc: 47.829% (14142/29568) 231/391 [======================================>..........................] Step: 426ms | Tot: 1m37s | Loss: 1.407 | Acc: 47.868% (14215/29696) 232/391 [======================================>..........................] Step: 428ms | Tot: 1m37s | Loss: 1.408 | Acc: 47.854% (14272/29824) 233/391 [======================================>..........................] Step: 425ms | Tot: 1m38s | Loss: 1.407 | Acc: 47.893% (14345/29952) 234/391 [======================================>..........................] Step: 412ms | Tot: 1m38s | Loss: 1.406 | Acc: 47.889% (14405/30080) 235/391 [=======================================>.........................] Step: 411ms | Tot: 1m39s | Loss: 1.405 | Acc: 47.941% (14482/30208) 236/391 [=======================================>.........................] Step: 420ms | Tot: 1m39s | Loss: 1.405 | Acc: 47.966% (14551/30336) 237/391 [=======================================>.........................] Step: 411ms | Tot: 1m39s | Loss: 1.404 | Acc: 47.978% (14616/30464) 238/391 [=======================================>.........................] Step: 418ms | Tot: 1m40s | Loss: 1.404 | Acc: 47.990% (14681/30592) 239/391 [=======================================>.........................] Step: 409ms | Tot: 1m40s | Loss: 1.404 | Acc: 48.005% (14747/30720) 240/391 [=======================================>.........................] Step: 426ms | Tot: 1m41s | Loss: 1.404 | Acc: 48.016% (14812/30848) 241/391 [========================================>........................] Step: 421ms | Tot: 1m41s | Loss: 1.403 | Acc: 48.037% (14880/30976) 242/391 [========================================>........................] Step: 411ms | Tot: 1m42s | Loss: 1.403 | Acc: 48.055% (14947/31104) 243/391 [========================================>........................] Step: 420ms | Tot: 1m42s | Loss: 1.402 | Acc: 48.076% (15015/31232) 244/391 [========================================>........................] Step: 412ms | Tot: 1m42s | Loss: 1.402 | Acc: 48.068% (15074/31360) 245/391 [========================================>........................] Step: 412ms | Tot: 1m43s | Loss: 1.402 | Acc: 48.063% (15134/31488) 246/391 [========================================>........................] Step: 416ms | Tot: 1m43s | Loss: 1.401 | Acc: 48.086% (15203/31616) 247/391 [=========================================>.......................] Step: 410ms | Tot: 1m44s | Loss: 1.401 | Acc: 48.126% (15277/31744) 248/391 [=========================================>.......................] Step: 419ms | Tot: 1m44s | Loss: 1.400 | Acc: 48.177% (15355/31872) 249/391 [=========================================>.......................] Step: 419ms | Tot: 1m44s | Loss: 1.399 | Acc: 48.175% (15416/32000) 250/391 [=========================================>.......................] Step: 416ms | Tot: 1m45s | Loss: 1.400 | Acc: 48.195% (15484/32128) 251/391 [=========================================>.......................] Step: 416ms | Tot: 1m45s | Loss: 1.399 | Acc: 48.214% (15552/32256) 252/391 [=========================================>.......................] Step: 411ms | Tot: 1m46s | Loss: 1.398 | Acc: 48.246% (15624/32384) 253/391 [==========================================>......................] Step: 418ms | Tot: 1m46s | Loss: 1.397 | Acc: 48.268% (15693/32512) 254/391 [==========================================>......................] Step: 414ms | Tot: 1m47s | Loss: 1.397 | Acc: 48.281% (15759/32640) 255/391 [==========================================>......................] Step: 415ms | Tot: 1m47s | Loss: 1.397 | Acc: 48.291% (15824/32768) 256/391 [==========================================>......................] Step: 411ms | Tot: 1m47s | Loss: 1.396 | Acc: 48.307% (15891/32896) 257/391 [==========================================>......................] Step: 411ms | Tot: 1m48s | Loss: 1.396 | Acc: 48.307% (15953/33024) 258/391 [==========================================>......................] Step: 426ms | Tot: 1m48s | Loss: 1.395 | Acc: 48.320% (16019/33152) 259/391 [===========================================>.....................] Step: 412ms | Tot: 1m49s | Loss: 1.395 | Acc: 48.341% (16088/33280) 260/391 [===========================================>.....................] Step: 412ms | Tot: 1m49s | Loss: 1.395 | Acc: 48.348% (16152/33408) 261/391 [===========================================>.....................] Step: 407ms | Tot: 1m49s | Loss: 1.394 | Acc: 48.369% (16221/33536) 262/391 [===========================================>.....................] Step: 411ms | Tot: 1m50s | Loss: 1.394 | Acc: 48.390% (16290/33664) 263/391 [===========================================>.....................] Step: 425ms | Tot: 1m50s | Loss: 1.393 | Acc: 48.414% (16360/33792) 264/391 [===========================================>.....................] Step: 414ms | Tot: 1m51s | Loss: 1.393 | Acc: 48.443% (16432/33920) 265/391 [============================================>....................] Step: 411ms | Tot: 1m51s | Loss: 1.392 | Acc: 48.470% (16503/34048) 266/391 [============================================>....................] Step: 414ms | Tot: 1m52s | Loss: 1.392 | Acc: 48.484% (16570/34176) 267/391 [============================================>....................] Step: 418ms | Tot: 1m52s | Loss: 1.392 | Acc: 48.493% (16635/34304) 268/391 [============================================>....................] Step: 416ms | Tot: 1m52s | Loss: 1.392 | Acc: 48.516% (16705/34432) 269/391 [============================================>....................] Step: 409ms | Tot: 1m53s | Loss: 1.391 | Acc: 48.547% (16778/34560) 270/391 [============================================>....................] Step: 410ms | Tot: 1m53s | Loss: 1.391 | Acc: 48.593% (16856/34688) 271/391 [=============================================>...................] Step: 421ms | Tot: 1m54s | Loss: 1.390 | Acc: 48.610% (16924/34816) 272/391 [=============================================>...................] Step: 413ms | Tot: 1m54s | Loss: 1.390 | Acc: 48.629% (16993/34944) 273/391 [=============================================>...................] Step: 418ms | Tot: 1m54s | Loss: 1.390 | Acc: 48.629% (17055/35072) 274/391 [=============================================>...................] Step: 413ms | Tot: 1m55s | Loss: 1.389 | Acc: 48.662% (17129/35200) 275/391 [=============================================>...................] Step: 415ms | Tot: 1m55s | Loss: 1.389 | Acc: 48.692% (17202/35328) 276/391 [=============================================>...................] Step: 413ms | Tot: 1m56s | Loss: 1.388 | Acc: 48.705% (17269/35456) 277/391 [==============================================>..................] Step: 409ms | Tot: 1m56s | Loss: 1.387 | Acc: 48.733% (17341/35584) 278/391 [==============================================>..................] Step: 414ms | Tot: 1m57s | Loss: 1.387 | Acc: 48.751% (17410/35712) 279/391 [==============================================>..................] Step: 400ms | Tot: 1m57s | Loss: 1.386 | Acc: 48.775% (17481/35840) 280/391 [==============================================>..................] Step: 410ms | Tot: 1m57s | Loss: 1.385 | Acc: 48.827% (17562/35968) 281/391 [==============================================>..................] Step: 413ms | Tot: 1m58s | Loss: 1.385 | Acc: 48.870% (17640/36096) 282/391 [==============================================>..................] Step: 404ms | Tot: 1m58s | Loss: 1.384 | Acc: 48.874% (17704/36224) 283/391 [===============================================>.................] Step: 404ms | Tot: 1m59s | Loss: 1.383 | Acc: 48.897% (17775/36352) 284/391 [===============================================>.................] Step: 421ms | Tot: 1m59s | Loss: 1.382 | Acc: 48.945% (17855/36480) 285/391 [===============================================>.................] Step: 413ms | Tot: 1m59s | Loss: 1.382 | Acc: 48.957% (17922/36608) 286/391 [===============================================>.................] Step: 420ms | Tot: 2m292ms | Loss: 1.382 | Acc: 48.971% (17990/36736) 287/391 [===============================================>.................] Step: 415ms | Tot: 2m708ms | Loss: 1.381 | Acc: 48.991% (18060/36864) 288/391 [===============================================>.................] Step: 419ms | Tot: 2m1s | Loss: 1.380 | Acc: 49.002% (18127/36992) 289/391 [================================================>................] Step: 413ms | Tot: 2m1s | Loss: 1.379 | Acc: 49.033% (18201/37120) 290/391 [================================================>................] Step: 412ms | Tot: 2m1s | Loss: 1.378 | Acc: 49.071% (18278/37248) 291/391 [================================================>................] Step: 411ms | Tot: 2m2s | Loss: 1.378 | Acc: 49.088% (18347/37376) 292/391 [================================================>................] Step: 415ms | Tot: 2m2s | Loss: 1.378 | Acc: 49.109% (18418/37504) 293/391 [================================================>................] Step: 425ms | Tot: 2m3s | Loss: 1.377 | Acc: 49.134% (18490/37632) 294/391 [================================================>................] Step: 414ms | Tot: 2m3s | Loss: 1.376 | Acc: 49.158% (18562/37760) 295/391 [=================================================>...............] Step: 414ms | Tot: 2m4s | Loss: 1.376 | Acc: 49.153% (18623/37888) 296/391 [=================================================>...............] Step: 413ms | Tot: 2m4s | Loss: 1.376 | Acc: 49.161% (18689/38016) 297/391 [=================================================>...............] Step: 414ms | Tot: 2m4s | Loss: 1.376 | Acc: 49.174% (18757/38144) 298/391 [=================================================>...............] Step: 418ms | Tot: 2m5s | Loss: 1.375 | Acc: 49.193% (18827/38272) 299/391 [=================================================>...............] Step: 415ms | Tot: 2m5s | Loss: 1.375 | Acc: 49.214% (18898/38400) 300/391 [=================================================>...............] Step: 410ms | Tot: 2m6s | Loss: 1.374 | Acc: 49.247% (18974/38528) 301/391 [==================================================>..............] Step: 419ms | Tot: 2m6s | Loss: 1.374 | Acc: 49.260% (19042/38656) 302/391 [==================================================>..............] Step: 428ms | Tot: 2m6s | Loss: 1.374 | Acc: 49.247% (19100/38784) 303/391 [==================================================>..............] Step: 421ms | Tot: 2m7s | Loss: 1.374 | Acc: 49.252% (19165/38912) 304/391 [==================================================>..............] Step: 417ms | Tot: 2m7s | Loss: 1.374 | Acc: 49.260% (19231/39040) 305/391 [==================================================>..............] Step: 411ms | Tot: 2m8s | Loss: 1.374 | Acc: 49.272% (19299/39168) 306/391 [==================================================>..............] Step: 419ms | Tot: 2m8s | Loss: 1.374 | Acc: 49.285% (19367/39296) 307/391 [===================================================>.............] Step: 412ms | Tot: 2m9s | Loss: 1.373 | Acc: 49.328% (19447/39424) 308/391 [===================================================>.............] Step: 416ms | Tot: 2m9s | Loss: 1.372 | Acc: 49.373% (19528/39552) 309/391 [===================================================>.............] Step: 412ms | Tot: 2m9s | Loss: 1.372 | Acc: 49.393% (19599/39680) 310/391 [===================================================>.............] Step: 417ms | Tot: 2m10s | Loss: 1.371 | Acc: 49.437% (19680/39808) 311/391 [===================================================>.............] Step: 420ms | Tot: 2m10s | Loss: 1.370 | Acc: 49.479% (19760/39936) 312/391 [===================================================>.............] Step: 418ms | Tot: 2m11s | Loss: 1.369 | Acc: 49.486% (19826/40064) 313/391 [====================================================>............] Step: 418ms | Tot: 2m11s | Loss: 1.369 | Acc: 49.500% (19895/40192) 314/391 [====================================================>............] Step: 409ms | Tot: 2m11s | Loss: 1.368 | Acc: 49.549% (19978/40320) 315/391 [====================================================>............] Step: 421ms | Tot: 2m12s | Loss: 1.368 | Acc: 49.565% (20048/40448) 316/391 [====================================================>............] Step: 413ms | Tot: 2m12s | Loss: 1.367 | Acc: 49.579% (20117/40576) 317/391 [====================================================>............] Step: 409ms | Tot: 2m13s | Loss: 1.367 | Acc: 49.597% (20188/40704) 318/391 [====================================================>............] Step: 412ms | Tot: 2m13s | Loss: 1.366 | Acc: 49.633% (20266/40832) 319/391 [=====================================================>...........] Step: 410ms | Tot: 2m14s | Loss: 1.365 | Acc: 49.661% (20341/40960) 320/391 [=====================================================>...........] Step: 433ms | Tot: 2m14s | Loss: 1.365 | Acc: 49.681% (20413/41088) 321/391 [=====================================================>...........] Step: 412ms | Tot: 2m14s | Loss: 1.365 | Acc: 49.704% (20486/41216) 322/391 [=====================================================>...........] Step: 406ms | Tot: 2m15s | Loss: 1.364 | Acc: 49.739% (20564/41344) 323/391 [=====================================================>...........] Step: 414ms | Tot: 2m15s | Loss: 1.363 | Acc: 49.754% (20634/41472) 324/391 [=====================================================>...........] Step: 412ms | Tot: 2m16s | Loss: 1.363 | Acc: 49.779% (20708/41600) 325/391 [======================================================>..........] Step: 420ms | Tot: 2m16s | Loss: 1.363 | Acc: 49.777% (20771/41728) 326/391 [======================================================>..........] Step: 417ms | Tot: 2m16s | Loss: 1.362 | Acc: 49.780% (20836/41856) 327/391 [======================================================>..........] Step: 409ms | Tot: 2m17s | Loss: 1.362 | Acc: 49.795% (20906/41984) 328/391 [======================================================>..........] Step: 416ms | Tot: 2m17s | Loss: 1.362 | Acc: 49.786% (20966/42112) 329/391 [======================================================>..........] Step: 425ms | Tot: 2m18s | Loss: 1.362 | Acc: 49.787% (21030/42240) 330/391 [======================================================>..........] Step: 424ms | Tot: 2m18s | Loss: 1.361 | Acc: 49.797% (21098/42368) 331/391 [=======================================================>.........] Step: 414ms | Tot: 2m19s | Loss: 1.361 | Acc: 49.809% (21167/42496) 332/391 [=======================================================>.........] Step: 411ms | Tot: 2m19s | Loss: 1.360 | Acc: 49.831% (21240/42624) 333/391 [=======================================================>.........] Step: 415ms | Tot: 2m19s | Loss: 1.360 | Acc: 49.855% (21314/42752) 334/391 [=======================================================>.........] Step: 416ms | Tot: 2m20s | Loss: 1.359 | Acc: 49.869% (21384/42880) 335/391 [=======================================================>.........] Step: 419ms | Tot: 2m20s | Loss: 1.359 | Acc: 49.870% (21448/43008) 336/391 [=======================================================>.........] Step: 415ms | Tot: 2m21s | Loss: 1.358 | Acc: 49.900% (21525/43136) 337/391 [========================================================>........] Step: 413ms | Tot: 2m21s | Loss: 1.358 | Acc: 49.924% (21599/43264) 338/391 [========================================================>........] Step: 430ms | Tot: 2m21s | Loss: 1.357 | Acc: 49.952% (21675/43392) 339/391 [========================================================>........] Step: 418ms | Tot: 2m22s | Loss: 1.357 | Acc: 49.966% (21745/43520) 340/391 [========================================================>........] Step: 422ms | Tot: 2m22s | Loss: 1.356 | Acc: 49.968% (21810/43648) 341/391 [========================================================>........] Step: 415ms | Tot: 2m23s | Loss: 1.355 | Acc: 49.979% (21879/43776) 342/391 [========================================================>........] Step: 413ms | Tot: 2m23s | Loss: 1.355 | Acc: 50.016% (21959/43904) 343/391 [=========================================================>.......] Step: 419ms | Tot: 2m24s | Loss: 1.354 | Acc: 50.027% (22028/44032) 344/391 [=========================================================>.......] Step: 414ms | Tot: 2m24s | Loss: 1.354 | Acc: 50.048% (22101/44160) 345/391 [=========================================================>.......] Step: 420ms | Tot: 2m24s | Loss: 1.353 | Acc: 50.075% (22177/44288) 346/391 [=========================================================>.......] Step: 412ms | Tot: 2m25s | Loss: 1.353 | Acc: 50.077% (22242/44416) 347/391 [=========================================================>.......] Step: 421ms | Tot: 2m25s | Loss: 1.353 | Acc: 50.092% (22313/44544) 348/391 [=========================================================>.......] Step: 415ms | Tot: 2m26s | Loss: 1.352 | Acc: 50.114% (22387/44672) 349/391 [==========================================================>......] Step: 414ms | Tot: 2m26s | Loss: 1.352 | Acc: 50.145% (22465/44800) 350/391 [==========================================================>......] Step: 414ms | Tot: 2m26s | Loss: 1.351 | Acc: 50.169% (22540/44928) 351/391 [==========================================================>......] Step: 413ms | Tot: 2m27s | Loss: 1.351 | Acc: 50.178% (22608/45056) 352/391 [==========================================================>......] Step: 416ms | Tot: 2m27s | Loss: 1.351 | Acc: 50.190% (22678/45184) 353/391 [==========================================================>......] Step: 409ms | Tot: 2m28s | Loss: 1.350 | Acc: 50.192% (22743/45312) 354/391 [==========================================================>......] Step: 411ms | Tot: 2m28s | Loss: 1.350 | Acc: 50.211% (22816/45440) 355/391 [===========================================================>.....] Step: 428ms | Tot: 2m29s | Loss: 1.349 | Acc: 50.237% (22892/45568) 356/391 [===========================================================>.....] Step: 427ms | Tot: 2m29s | Loss: 1.349 | Acc: 50.247% (22961/45696) 357/391 [===========================================================>.....] Step: 418ms | Tot: 2m29s | Loss: 1.348 | Acc: 50.279% (23040/45824) 358/391 [===========================================================>.....] Step: 414ms | Tot: 2m30s | Loss: 1.347 | Acc: 50.307% (23117/45952) 359/391 [===========================================================>.....] Step: 415ms | Tot: 2m30s | Loss: 1.347 | Acc: 50.317% (23186/46080) 360/391 [===========================================================>.....] Step: 422ms | Tot: 2m31s | Loss: 1.347 | Acc: 50.329% (23256/46208) 361/391 [============================================================>....] Step: 410ms | Tot: 2m31s | Loss: 1.346 | Acc: 50.380% (23344/46336) 362/391 [============================================================>....] Step: 410ms | Tot: 2m31s | Loss: 1.345 | Acc: 50.405% (23420/46464) 363/391 [============================================================>....] Step: 411ms | Tot: 2m32s | Loss: 1.346 | Acc: 50.382% (23474/46592) 364/391 [============================================================>....] Step: 415ms | Tot: 2m32s | Loss: 1.345 | Acc: 50.394% (23544/46720) 365/391 [============================================================>....] Step: 438ms | Tot: 2m33s | Loss: 1.345 | Acc: 50.401% (23612/46848) 366/391 [============================================================>....] Step: 418ms | Tot: 2m33s | Loss: 1.344 | Acc: 50.426% (23688/46976) 367/391 [=============================================================>...] Step: 417ms | Tot: 2m34s | Loss: 1.343 | Acc: 50.459% (23768/47104) 368/391 [=============================================================>...] Step: 414ms | Tot: 2m34s | Loss: 1.343 | Acc: 50.474% (23840/47232) 369/391 [=============================================================>...] Step: 416ms | Tot: 2m34s | Loss: 1.343 | Acc: 50.505% (23919/47360) 370/391 [=============================================================>...] Step: 414ms | Tot: 2m35s | Loss: 1.341 | Acc: 50.550% (24005/47488) 371/391 [=============================================================>...] Step: 410ms | Tot: 2m35s | Loss: 1.341 | Acc: 50.582% (24085/47616) 372/391 [=============================================================>...] Step: 413ms | Tot: 2m36s | Loss: 1.340 | Acc: 50.616% (24166/47744) 373/391 [==============================================================>..] Step: 415ms | Tot: 2m36s | Loss: 1.340 | Acc: 50.629% (24237/47872) 374/391 [==============================================================>..] Step: 426ms | Tot: 2m36s | Loss: 1.339 | Acc: 50.648% (24311/48000) 375/391 [==============================================================>..] Step: 416ms | Tot: 2m37s | Loss: 1.338 | Acc: 50.686% (24394/48128) 376/391 [==============================================================>..] Step: 413ms | Tot: 2m37s | Loss: 1.338 | Acc: 50.671% (24452/48256) 377/391 [==============================================================>..] Step: 415ms | Tot: 2m38s | Loss: 1.338 | Acc: 50.690% (24526/48384) 378/391 [==============================================================>..] Step: 410ms | Tot: 2m38s | Loss: 1.338 | Acc: 50.707% (24599/48512) 379/391 [===============================================================>.] Step: 411ms | Tot: 2m39s | Loss: 1.337 | Acc: 50.748% (24684/48640) 380/391 [===============================================================>.] Step: 415ms | Tot: 2m39s | Loss: 1.336 | Acc: 50.757% (24753/48768) 381/391 [===============================================================>.] Step: 412ms | Tot: 2m39s | Loss: 1.336 | Acc: 50.759% (24819/48896) 382/391 [===============================================================>.] Step: 410ms | Tot: 2m40s | Loss: 1.336 | Acc: 50.759% (24884/49024) 383/391 [===============================================================>.] Step: 417ms | Tot: 2m40s | Loss: 1.336 | Acc: 50.779% (24959/49152) 384/391 [===============================================================>.] Step: 419ms | Tot: 2m41s | Loss: 1.336 | Acc: 50.791% (25030/49280) 385/391 [================================================================>] Step: 418ms | Tot: 2m41s | Loss: 1.335 | Acc: 50.812% (25105/49408) 386/391 [================================================================>] Step: 419ms | Tot: 2m41s | Loss: 1.335 | Acc: 50.824% (25176/49536) 387/391 [================================================================>] Step: 409ms | Tot: 2m42s | Loss: 1.334 | Acc: 50.840% (25249/49664) 388/391 [================================================================>] Step: 414ms | Tot: 2m42s | Loss: 1.333 | Acc: 50.880% (25334/49792) 389/391 [================================================================>] Step: 413ms | Tot: 2m43s | Loss: 1.332 | Acc: 50.911% (25415/49920) 390/391 [================================================================>] Step: 400ms | Tot: 2m43s | Loss: 1.332 | Acc: 50.922% (25461/50000) 391/391 + [>................................................................] Step: 519ms | Tot: 2ms | Loss: 1.292 | Acc: 56.000% (56/100) 1/100 [>................................................................] Step: 356ms | Tot: 359ms | Loss: 1.338 | Acc: 53.000% (106/200) 2/100 [=>...............................................................] Step: 344ms | Tot: 703ms | Loss: 1.352 | Acc: 50.667% (152/300) 3/100 [=>...............................................................] Step: 344ms | Tot: 1s48ms | Loss: 1.333 | Acc: 50.500% (202/400) 4/100 [==>..............................................................] Step: 357ms | Tot: 1s405ms | Loss: 1.354 | Acc: 49.800% (249/500) 5/100 [===>.............................................................] Step: 344ms | Tot: 1s749ms | Loss: 1.333 | Acc: 50.500% (303/600) 6/100 [===>.............................................................] Step: 357ms | Tot: 2s107ms | Loss: 1.351 | Acc: 49.571% (347/700) 7/100 [====>............................................................] Step: 359ms | Tot: 2s466ms | Loss: 1.354 | Acc: 48.625% (389/800) 8/100 [=====>...........................................................] Step: 356ms | Tot: 2s822ms | Loss: 1.371 | Acc: 48.667% (438/900) 9/100 [=====>...........................................................] Step: 348ms | Tot: 3s171ms | Loss: 1.361 | Acc: 49.200% (492/1000) 10/100 [======>..........................................................] Step: 350ms | Tot: 3s521ms | Loss: 1.345 | Acc: 49.727% (547/1100) 11/100 [=======>.........................................................] Step: 357ms | Tot: 3s879ms | Loss: 1.329 | Acc: 50.250% (603/1200) 12/100 [=======>.........................................................] Step: 352ms | Tot: 4s231ms | Loss: 1.332 | Acc: 50.385% (655/1300) 13/100 [========>........................................................] Step: 356ms | Tot: 4s588ms | Loss: 1.335 | Acc: 50.286% (704/1400) 14/100 [=========>.......................................................] Step: 359ms | Tot: 4s947ms | Loss: 1.339 | Acc: 50.267% (754/1500) 15/100 [=========>.......................................................] Step: 357ms | Tot: 5s305ms | Loss: 1.349 | Acc: 49.625% (794/1600) 16/100 [==========>......................................................] Step: 359ms | Tot: 5s664ms | Loss: 1.341 | Acc: 50.294% (855/1700) 17/100 [===========>.....................................................] Step: 354ms | Tot: 6s19ms | Loss: 1.340 | Acc: 50.278% (905/1800) 18/100 [===========>.....................................................] Step: 357ms | Tot: 6s376ms | Loss: 1.336 | Acc: 50.263% (955/1900) 19/100 [============>....................................................] Step: 355ms | Tot: 6s731ms | Loss: 1.335 | Acc: 50.300% (1006/2000) 20/100 [=============>...................................................] Step: 360ms | Tot: 7s92ms | Loss: 1.340 | Acc: 49.762% (1045/2100) 21/100 [=============>...................................................] Step: 356ms | Tot: 7s448ms | Loss: 1.341 | Acc: 49.773% (1095/2200) 22/100 [==============>..................................................] Step: 363ms | Tot: 7s812ms | Loss: 1.345 | Acc: 49.783% (1145/2300) 23/100 [==============>..................................................] Step: 356ms | Tot: 8s168ms | Loss: 1.346 | Acc: 49.792% (1195/2400) 24/100 [===============>.................................................] Step: 358ms | Tot: 8s527ms | Loss: 1.346 | Acc: 49.920% (1248/2500) 25/100 [================>................................................] Step: 354ms | Tot: 8s881ms | Loss: 1.355 | Acc: 49.731% (1293/2600) 26/100 [================>................................................] Step: 361ms | Tot: 9s242ms | Loss: 1.354 | Acc: 49.704% (1342/2700) 27/100 [=================>...............................................] Step: 359ms | Tot: 9s602ms | Loss: 1.359 | Acc: 49.607% (1389/2800) 28/100 [==================>..............................................] Step: 369ms | Tot: 9s971ms | Loss: 1.363 | Acc: 49.724% (1442/2900) 29/100 [==================>..............................................] Step: 363ms | Tot: 10s335ms | Loss: 1.364 | Acc: 49.667% (1490/3000) 30/100 [===================>.............................................] Step: 357ms | Tot: 10s693ms | Loss: 1.363 | Acc: 49.742% (1542/3100) 31/100 [====================>............................................] Step: 357ms | Tot: 11s50ms | Loss: 1.363 | Acc: 49.812% (1594/3200) 32/100 [====================>............................................] Step: 359ms | Tot: 11s409ms | Loss: 1.362 | Acc: 50.000% (1650/3300) 33/100 [=====================>...........................................] Step: 362ms | Tot: 11s772ms | Loss: 1.362 | Acc: 49.971% (1699/3400) 34/100 [======================>..........................................] Step: 354ms | Tot: 12s127ms | Loss: 1.363 | Acc: 49.743% (1741/3500) 35/100 [======================>..........................................] Step: 355ms | Tot: 12s482ms | Loss: 1.366 | Acc: 49.667% (1788/3600) 36/100 [=======================>.........................................] Step: 358ms | Tot: 12s840ms | Loss: 1.367 | Acc: 49.649% (1837/3700) 37/100 [========================>........................................] Step: 361ms | Tot: 13s202ms | Loss: 1.372 | Acc: 49.526% (1882/3800) 38/100 [========================>........................................] Step: 360ms | Tot: 13s563ms | Loss: 1.367 | Acc: 49.641% (1936/3900) 39/100 [=========================>.......................................] Step: 352ms | Tot: 13s916ms | Loss: 1.368 | Acc: 49.750% (1990/4000) 40/100 [==========================>......................................] Step: 357ms | Tot: 14s273ms | Loss: 1.368 | Acc: 49.732% (2039/4100) 41/100 [==========================>......................................] Step: 362ms | Tot: 14s635ms | Loss: 1.369 | Acc: 49.762% (2090/4200) 42/100 [===========================>.....................................] Step: 360ms | Tot: 14s996ms | Loss: 1.366 | Acc: 49.884% (2145/4300) 43/100 [===========================>.....................................] Step: 355ms | Tot: 15s351ms | Loss: 1.365 | Acc: 50.000% (2200/4400) 44/100 [============================>....................................] Step: 355ms | Tot: 15s706ms | Loss: 1.366 | Acc: 49.911% (2246/4500) 45/100 [=============================>...................................] Step: 350ms | Tot: 16s56ms | Loss: 1.367 | Acc: 49.848% (2293/4600) 46/100 [=============================>...................................] Step: 350ms | Tot: 16s407ms | Loss: 1.363 | Acc: 49.957% (2348/4700) 47/100 [==============================>..................................] Step: 355ms | Tot: 16s762ms | Loss: 1.359 | Acc: 50.062% (2403/4800) 48/100 [===============================>.................................] Step: 354ms | Tot: 17s117ms | Loss: 1.357 | Acc: 50.163% (2458/4900) 49/100 [===============================>.................................] Step: 354ms | Tot: 17s471ms | Loss: 1.359 | Acc: 50.020% (2501/5000) 50/100 [================================>................................] Step: 361ms | Tot: 17s832ms | Loss: 1.361 | Acc: 49.941% (2547/5100) 51/100 [=================================>...............................] Step: 358ms | Tot: 18s191ms | Loss: 1.361 | Acc: 50.019% (2601/5200) 52/100 [=================================>...............................] Step: 354ms | Tot: 18s545ms | Loss: 1.359 | Acc: 49.981% (2649/5300) 53/100 [==================================>..............................] Step: 361ms | Tot: 18s906ms | Loss: 1.364 | Acc: 49.889% (2694/5400) 54/100 [===================================>.............................] Step: 356ms | Tot: 19s262ms | Loss: 1.363 | Acc: 49.836% (2741/5500) 55/100 [===================================>.............................] Step: 357ms | Tot: 19s620ms | Loss: 1.366 | Acc: 49.732% (2785/5600) 56/100 [====================================>............................] Step: 352ms | Tot: 19s972ms | Loss: 1.364 | Acc: 49.754% (2836/5700) 57/100 [=====================================>...........................] Step: 364ms | Tot: 20s336ms | Loss: 1.359 | Acc: 49.897% (2894/5800) 58/100 [=====================================>...........................] Step: 360ms | Tot: 20s697ms | Loss: 1.362 | Acc: 49.712% (2933/5900) 59/100 [======================================>..........................] Step: 358ms | Tot: 21s55ms | Loss: 1.363 | Acc: 49.683% (2981/6000) 60/100 [=======================================>.........................] Step: 358ms | Tot: 21s414ms | Loss: 1.365 | Acc: 49.574% (3024/6100) 61/100 [=======================================>.........................] Step: 361ms | Tot: 21s775ms | Loss: 1.367 | Acc: 49.500% (3069/6200) 62/100 [========================================>........................] Step: 355ms | Tot: 22s131ms | Loss: 1.365 | Acc: 49.635% (3127/6300) 63/100 [========================================>........................] Step: 353ms | Tot: 22s485ms | Loss: 1.365 | Acc: 49.531% (3170/6400) 64/100 [=========================================>.......................] Step: 357ms | Tot: 22s842ms | Loss: 1.369 | Acc: 49.492% (3217/6500) 65/100 [==========================================>......................] Step: 355ms | Tot: 23s198ms | Loss: 1.366 | Acc: 49.515% (3268/6600) 66/100 [==========================================>......................] Step: 360ms | Tot: 23s558ms | Loss: 1.368 | Acc: 49.433% (3312/6700) 67/100 [===========================================>.....................] Step: 360ms | Tot: 23s919ms | Loss: 1.368 | Acc: 49.500% (3366/6800) 68/100 [============================================>....................] Step: 352ms | Tot: 24s271ms | Loss: 1.371 | Acc: 49.420% (3410/6900) 69/100 [============================================>....................] Step: 359ms | Tot: 24s630ms | Loss: 1.373 | Acc: 49.286% (3450/7000) 70/100 [=============================================>...................] Step: 357ms | Tot: 24s987ms | Loss: 1.373 | Acc: 49.324% (3502/7100) 71/100 [==============================================>..................] Step: 363ms | Tot: 25s351ms | Loss: 1.373 | Acc: 49.208% (3543/7200) 72/100 [==============================================>..................] Step: 370ms | Tot: 25s722ms | Loss: 1.373 | Acc: 49.205% (3592/7300) 73/100 [===============================================>.................] Step: 358ms | Tot: 26s80ms | Loss: 1.370 | Acc: 49.284% (3647/7400) 74/100 [================================================>................] Step: 360ms | Tot: 26s441ms | Loss: 1.372 | Acc: 49.280% (3696/7500) 75/100 [================================================>................] Step: 365ms | Tot: 26s806ms | Loss: 1.368 | Acc: 49.382% (3753/7600) 76/100 [=================================================>...............] Step: 364ms | Tot: 27s170ms | Loss: 1.369 | Acc: 49.390% (3803/7700) 77/100 [==================================================>..............] Step: 361ms | Tot: 27s531ms | Loss: 1.368 | Acc: 49.487% (3860/7800) 78/100 [==================================================>..............] Step: 363ms | Tot: 27s894ms | Loss: 1.370 | Acc: 49.456% (3907/7900) 79/100 [===================================================>.............] Step: 359ms | Tot: 28s254ms | Loss: 1.372 | Acc: 49.425% (3954/8000) 80/100 [====================================================>............] Step: 356ms | Tot: 28s611ms | Loss: 1.373 | Acc: 49.395% (4001/8100) 81/100 [====================================================>............] Step: 373ms | Tot: 28s984ms | Loss: 1.372 | Acc: 49.463% (4056/8200) 82/100 [=====================================================>...........] Step: 359ms | Tot: 29s344ms | Loss: 1.372 | Acc: 49.566% (4114/8300) 83/100 [=====================================================>...........] Step: 362ms | Tot: 29s706ms | Loss: 1.374 | Acc: 49.512% (4159/8400) 84/100 [======================================================>..........] Step: 364ms | Tot: 30s70ms | Loss: 1.375 | Acc: 49.482% (4206/8500) 85/100 [=======================================================>.........] Step: 360ms | Tot: 30s430ms | Loss: 1.375 | Acc: 49.535% (4260/8600) 86/100 [=======================================================>.........] Step: 359ms | Tot: 30s789ms | Loss: 1.377 | Acc: 49.506% (4307/8700) 87/100 [========================================================>........] Step: 361ms | Tot: 31s151ms | Loss: 1.379 | Acc: 49.455% (4352/8800) 88/100 [=========================================================>.......] Step: 364ms | Tot: 31s516ms | Loss: 1.379 | Acc: 49.506% (4406/8900) 89/100 [=========================================================>.......] Step: 364ms | Tot: 31s880ms | Loss: 1.379 | Acc: 49.544% (4459/9000) 90/100 [==========================================================>......] Step: 366ms | Tot: 32s246ms | Loss: 1.377 | Acc: 49.582% (4512/9100) 91/100 [===========================================================>.....] Step: 360ms | Tot: 32s607ms | Loss: 1.377 | Acc: 49.565% (4560/9200) 92/100 [===========================================================>.....] Step: 363ms | Tot: 32s970ms | Loss: 1.376 | Acc: 49.667% (4619/9300) 93/100 [============================================================>....] Step: 368ms | Tot: 33s338ms | Loss: 1.377 | Acc: 49.606% (4663/9400) 94/100 [=============================================================>...] Step: 373ms | Tot: 33s712ms | Loss: 1.376 | Acc: 49.705% (4722/9500) 95/100 [=============================================================>...] Step: 359ms | Tot: 34s72ms | Loss: 1.375 | Acc: 49.719% (4773/9600) 96/100 [==============================================================>..] Step: 358ms | Tot: 34s430ms | Loss: 1.375 | Acc: 49.732% (4824/9700) 97/100 [===============================================================>.] Step: 365ms | Tot: 34s796ms | Loss: 1.375 | Acc: 49.714% (4872/9800) 98/100 [===============================================================>.] Step: 363ms | Tot: 35s160ms | Loss: 1.376 | Acc: 49.646% (4915/9900) 99/100 [================================================================>] Step: 366ms | Tot: 35s526ms | Loss: 1.376 | Acc: 49.590% (4959/10000) 100/100 +Saving.. + +Epoch: 2 + [>................................................................] Step: 804ms | Tot: 2ms | Loss: 1.355 | Acc: 51.562% (66/128) 1/391 [>................................................................] Step: 436ms | Tot: 438ms | Loss: 1.269 | Acc: 53.125% (136/256) 2/391 [>................................................................] Step: 432ms | Tot: 871ms | Loss: 1.320 | Acc: 50.260% (193/384) 3/391 [>................................................................] Step: 414ms | Tot: 1s285ms | Loss: 1.282 | Acc: 52.148% (267/512) 4/391 [>................................................................] Step: 414ms | Tot: 1s700ms | Loss: 1.264 | Acc: 51.719% (331/640) 5/391 [>................................................................] Step: 404ms | Tot: 2s105ms | Loss: 1.225 | Acc: 52.734% (405/768) 6/391 [>................................................................] Step: 413ms | Tot: 2s518ms | Loss: 1.207 | Acc: 53.237% (477/896) 7/391 [=>...............................................................] Step: 410ms | Tot: 2s929ms | Loss: 1.199 | Acc: 53.516% (548/1024) 8/391 [=>...............................................................] Step: 414ms | Tot: 3s343ms | Loss: 1.193 | Acc: 54.340% (626/1152) 9/391 [=>...............................................................] Step: 419ms | Tot: 3s762ms | Loss: 1.200 | Acc: 53.984% (691/1280) 10/391 [=>...............................................................] Step: 425ms | Tot: 4s188ms | Loss: 1.177 | Acc: 55.540% (782/1408) 11/391 [=>...............................................................] Step: 419ms | Tot: 4s608ms | Loss: 1.166 | Acc: 56.380% (866/1536) 12/391 [=>...............................................................] Step: 428ms | Tot: 5s36ms | Loss: 1.155 | Acc: 57.091% (950/1664) 13/391 [==>..............................................................] Step: 422ms | Tot: 5s459ms | Loss: 1.151 | Acc: 57.478% (1030/1792) 14/391 [==>..............................................................] Step: 417ms | Tot: 5s876ms | Loss: 1.147 | Acc: 57.604% (1106/1920) 15/391 [==>..............................................................] Step: 420ms | Tot: 6s297ms | Loss: 1.138 | Acc: 57.764% (1183/2048) 16/391 [==>..............................................................] Step: 418ms | Tot: 6s715ms | Loss: 1.141 | Acc: 57.767% (1257/2176) 17/391 [==>..............................................................] Step: 414ms | Tot: 7s130ms | Loss: 1.137 | Acc: 57.899% (1334/2304) 18/391 [==>..............................................................] Step: 415ms | Tot: 7s545ms | Loss: 1.144 | Acc: 57.484% (1398/2432) 19/391 [===>.............................................................] Step: 417ms | Tot: 7s962ms | Loss: 1.137 | Acc: 57.852% (1481/2560) 20/391 [===>.............................................................] Step: 422ms | Tot: 8s385ms | Loss: 1.135 | Acc: 58.110% (1562/2688) 21/391 [===>.............................................................] Step: 431ms | Tot: 8s816ms | Loss: 1.143 | Acc: 57.919% (1631/2816) 22/391 [===>.............................................................] Step: 424ms | Tot: 9s241ms | Loss: 1.137 | Acc: 57.982% (1707/2944) 23/391 [===>.............................................................] Step: 414ms | Tot: 9s656ms | Loss: 1.145 | Acc: 57.780% (1775/3072) 24/391 [===>.............................................................] Step: 421ms | Tot: 10s77ms | Loss: 1.142 | Acc: 58.000% (1856/3200) 25/391 [====>............................................................] Step: 421ms | Tot: 10s498ms | Loss: 1.137 | Acc: 58.233% (1938/3328) 26/391 [====>............................................................] Step: 417ms | Tot: 10s916ms | Loss: 1.138 | Acc: 58.218% (2012/3456) 27/391 [====>............................................................] Step: 416ms | Tot: 11s332ms | Loss: 1.133 | Acc: 58.454% (2095/3584) 28/391 [====>............................................................] Step: 419ms | Tot: 11s752ms | Loss: 1.129 | Acc: 58.621% (2176/3712) 29/391 [====>............................................................] Step: 416ms | Tot: 12s169ms | Loss: 1.130 | Acc: 58.411% (2243/3840) 30/391 [====>............................................................] Step: 421ms | Tot: 12s590ms | Loss: 1.129 | Acc: 58.342% (2315/3968) 31/391 [=====>...........................................................] Step: 420ms | Tot: 13s11ms | Loss: 1.130 | Acc: 58.301% (2388/4096) 32/391 [=====>...........................................................] Step: 420ms | Tot: 13s432ms | Loss: 1.130 | Acc: 58.215% (2459/4224) 33/391 [=====>...........................................................] Step: 420ms | Tot: 13s852ms | Loss: 1.130 | Acc: 58.341% (2539/4352) 34/391 [=====>...........................................................] Step: 420ms | Tot: 14s272ms | Loss: 1.131 | Acc: 58.348% (2614/4480) 35/391 [=====>...........................................................] Step: 423ms | Tot: 14s696ms | Loss: 1.126 | Acc: 58.529% (2697/4608) 36/391 [=====>...........................................................] Step: 414ms | Tot: 15s111ms | Loss: 1.125 | Acc: 58.615% (2776/4736) 37/391 [======>..........................................................] Step: 418ms | Tot: 15s529ms | Loss: 1.123 | Acc: 58.676% (2854/4864) 38/391 [======>..........................................................] Step: 422ms | Tot: 15s952ms | Loss: 1.120 | Acc: 58.674% (2929/4992) 39/391 [======>..........................................................] Step: 429ms | Tot: 16s381ms | Loss: 1.119 | Acc: 58.652% (3003/5120) 40/391 [======>..........................................................] Step: 425ms | Tot: 16s807ms | Loss: 1.124 | Acc: 58.537% (3072/5248) 41/391 [======>..........................................................] Step: 421ms | Tot: 17s229ms | Loss: 1.123 | Acc: 58.650% (3153/5376) 42/391 [======>..........................................................] Step: 418ms | Tot: 17s647ms | Loss: 1.122 | Acc: 58.703% (3231/5504) 43/391 [=======>.........................................................] Step: 421ms | Tot: 18s68ms | Loss: 1.118 | Acc: 58.807% (3312/5632) 44/391 [=======>.........................................................] Step: 420ms | Tot: 18s488ms | Loss: 1.115 | Acc: 59.062% (3402/5760) 45/391 [=======>.........................................................] Step: 427ms | Tot: 18s916ms | Loss: 1.119 | Acc: 59.018% (3475/5888) 46/391 [=======>.........................................................] Step: 416ms | Tot: 19s333ms | Loss: 1.120 | Acc: 58.993% (3549/6016) 47/391 [=======>.........................................................] Step: 416ms | Tot: 19s750ms | Loss: 1.118 | Acc: 59.066% (3629/6144) 48/391 [=======>.........................................................] Step: 414ms | Tot: 20s164ms | Loss: 1.117 | Acc: 59.088% (3706/6272) 49/391 [========>........................................................] Step: 423ms | Tot: 20s588ms | Loss: 1.119 | Acc: 59.109% (3783/6400) 50/391 [========>........................................................] Step: 415ms | Tot: 21s4ms | Loss: 1.120 | Acc: 59.115% (3859/6528) 51/391 [========>........................................................] Step: 410ms | Tot: 21s414ms | Loss: 1.118 | Acc: 59.225% (3942/6656) 52/391 [========>........................................................] Step: 408ms | Tot: 21s823ms | Loss: 1.117 | Acc: 59.242% (4019/6784) 53/391 [========>........................................................] Step: 413ms | Tot: 22s236ms | Loss: 1.117 | Acc: 59.259% (4096/6912) 54/391 [========>........................................................] Step: 414ms | Tot: 22s651ms | Loss: 1.114 | Acc: 59.318% (4176/7040) 55/391 [=========>.......................................................] Step: 415ms | Tot: 23s67ms | Loss: 1.112 | Acc: 59.473% (4263/7168) 56/391 [=========>.......................................................] Step: 415ms | Tot: 23s482ms | Loss: 1.110 | Acc: 59.471% (4339/7296) 57/391 [=========>.......................................................] Step: 424ms | Tot: 23s907ms | Loss: 1.105 | Acc: 59.725% (4434/7424) 58/391 [=========>.......................................................] Step: 407ms | Tot: 24s315ms | Loss: 1.106 | Acc: 59.719% (4510/7552) 59/391 [=========>.......................................................] Step: 417ms | Tot: 24s733ms | Loss: 1.106 | Acc: 59.766% (4590/7680) 60/391 [=========>.......................................................] Step: 423ms | Tot: 25s156ms | Loss: 1.104 | Acc: 59.836% (4672/7808) 61/391 [==========>......................................................] Step: 417ms | Tot: 25s573ms | Loss: 1.107 | Acc: 59.703% (4738/7936) 62/391 [==========>......................................................] Step: 418ms | Tot: 25s992ms | Loss: 1.106 | Acc: 59.759% (4819/8064) 63/391 [==========>......................................................] Step: 420ms | Tot: 26s412ms | Loss: 1.106 | Acc: 59.814% (4900/8192) 64/391 [==========>......................................................] Step: 416ms | Tot: 26s829ms | Loss: 1.106 | Acc: 59.772% (4973/8320) 65/391 [==========>......................................................] Step: 420ms | Tot: 27s249ms | Loss: 1.108 | Acc: 59.766% (5049/8448) 66/391 [==========>......................................................] Step: 423ms | Tot: 27s673ms | Loss: 1.111 | Acc: 59.725% (5122/8576) 67/391 [===========>.....................................................] Step: 420ms | Tot: 28s93ms | Loss: 1.115 | Acc: 59.559% (5184/8704) 68/391 [===========>.....................................................] Step: 420ms | Tot: 28s514ms | Loss: 1.116 | Acc: 59.511% (5256/8832) 69/391 [===========>.....................................................] Step: 417ms | Tot: 28s932ms | Loss: 1.118 | Acc: 59.475% (5329/8960) 70/391 [===========>.....................................................] Step: 421ms | Tot: 29s353ms | Loss: 1.115 | Acc: 59.617% (5418/9088) 71/391 [===========>.....................................................] Step: 419ms | Tot: 29s772ms | Loss: 1.115 | Acc: 59.679% (5500/9216) 72/391 [===========>.....................................................] Step: 415ms | Tot: 30s188ms | Loss: 1.114 | Acc: 59.739% (5582/9344) 73/391 [============>....................................................] Step: 431ms | Tot: 30s619ms | Loss: 1.116 | Acc: 59.692% (5654/9472) 74/391 [============>....................................................] Step: 422ms | Tot: 31s42ms | Loss: 1.114 | Acc: 59.740% (5735/9600) 75/391 [============>....................................................] Step: 427ms | Tot: 31s469ms | Loss: 1.113 | Acc: 59.807% (5818/9728) 76/391 [============>....................................................] Step: 421ms | Tot: 31s891ms | Loss: 1.113 | Acc: 59.882% (5902/9856) 77/391 [============>....................................................] Step: 423ms | Tot: 32s314ms | Loss: 1.113 | Acc: 59.806% (5971/9984) 78/391 [============>....................................................] Step: 423ms | Tot: 32s737ms | Loss: 1.113 | Acc: 59.840% (6051/10112) 79/391 [=============>...................................................] Step: 417ms | Tot: 33s154ms | Loss: 1.112 | Acc: 59.844% (6128/10240) 80/391 [=============>...................................................] Step: 425ms | Tot: 33s580ms | Loss: 1.113 | Acc: 59.809% (6201/10368) 81/391 [=============>...................................................] Step: 419ms | Tot: 33s999ms | Loss: 1.110 | Acc: 59.870% (6284/10496) 82/391 [=============>...................................................] Step: 408ms | Tot: 34s408ms | Loss: 1.110 | Acc: 59.855% (6359/10624) 83/391 [=============>...................................................] Step: 412ms | Tot: 34s820ms | Loss: 1.110 | Acc: 59.924% (6443/10752) 84/391 [=============>...................................................] Step: 415ms | Tot: 35s236ms | Loss: 1.109 | Acc: 59.972% (6525/10880) 85/391 [==============>..................................................] Step: 419ms | Tot: 35s655ms | Loss: 1.108 | Acc: 60.020% (6607/11008) 86/391 [==============>..................................................] Step: 413ms | Tot: 36s69ms | Loss: 1.109 | Acc: 59.995% (6681/11136) 87/391 [==============>..................................................] Step: 416ms | Tot: 36s485ms | Loss: 1.111 | Acc: 59.872% (6744/11264) 88/391 [==============>..................................................] Step: 407ms | Tot: 36s893ms | Loss: 1.110 | Acc: 59.963% (6831/11392) 89/391 [==============>..................................................] Step: 409ms | Tot: 37s302ms | Loss: 1.109 | Acc: 60.000% (6912/11520) 90/391 [==============>..................................................] Step: 417ms | Tot: 37s719ms | Loss: 1.110 | Acc: 60.019% (6991/11648) 91/391 [===============>.................................................] Step: 414ms | Tot: 38s134ms | Loss: 1.110 | Acc: 60.037% (7070/11776) 92/391 [===============>.................................................] Step: 413ms | Tot: 38s548ms | Loss: 1.110 | Acc: 60.022% (7145/11904) 93/391 [===============>.................................................] Step: 423ms | Tot: 38s971ms | Loss: 1.111 | Acc: 60.032% (7223/12032) 94/391 [===============>.................................................] Step: 414ms | Tot: 39s385ms | Loss: 1.112 | Acc: 59.992% (7295/12160) 95/391 [===============>.................................................] Step: 419ms | Tot: 39s804ms | Loss: 1.111 | Acc: 60.018% (7375/12288) 96/391 [===============>.................................................] Step: 411ms | Tot: 40s216ms | Loss: 1.111 | Acc: 60.043% (7455/12416) 97/391 [================>................................................] Step: 407ms | Tot: 40s623ms | Loss: 1.109 | Acc: 60.124% (7542/12544) 98/391 [================>................................................] Step: 411ms | Tot: 41s35ms | Loss: 1.108 | Acc: 60.140% (7621/12672) 99/391 [================>................................................] Step: 413ms | Tot: 41s449ms | Loss: 1.108 | Acc: 60.117% (7695/12800) 100/391 [================>................................................] Step: 418ms | Tot: 41s867ms | Loss: 1.110 | Acc: 60.056% (7764/12928) 101/391 [================>................................................] Step: 420ms | Tot: 42s288ms | Loss: 1.109 | Acc: 60.080% (7844/13056) 102/391 [================>................................................] Step: 408ms | Tot: 42s697ms | Loss: 1.108 | Acc: 60.156% (7931/13184) 103/391 [=================>...............................................] Step: 415ms | Tot: 43s112ms | Loss: 1.108 | Acc: 60.156% (8008/13312) 104/391 [=================>...............................................] Step: 413ms | Tot: 43s525ms | Loss: 1.107 | Acc: 60.223% (8094/13440) 105/391 [=================>...............................................] Step: 417ms | Tot: 43s942ms | Loss: 1.107 | Acc: 60.230% (8172/13568) 106/391 [=================>...............................................] Step: 420ms | Tot: 44s362ms | Loss: 1.106 | Acc: 60.251% (8252/13696) 107/391 [=================>...............................................] Step: 418ms | Tot: 44s780ms | Loss: 1.107 | Acc: 60.258% (8330/13824) 108/391 [=================>...............................................] Step: 412ms | Tot: 45s193ms | Loss: 1.106 | Acc: 60.271% (8409/13952) 109/391 [==================>..............................................] Step: 414ms | Tot: 45s607ms | Loss: 1.104 | Acc: 60.327% (8494/14080) 110/391 [==================>..............................................] Step: 416ms | Tot: 46s24ms | Loss: 1.104 | Acc: 60.339% (8573/14208) 111/391 [==================>..............................................] Step: 421ms | Tot: 46s445ms | Loss: 1.102 | Acc: 60.428% (8663/14336) 112/391 [==================>..............................................] Step: 410ms | Tot: 46s856ms | Loss: 1.102 | Acc: 60.377% (8733/14464) 113/391 [==================>..............................................] Step: 412ms | Tot: 47s268ms | Loss: 1.101 | Acc: 60.410% (8815/14592) 114/391 [==================>..............................................] Step: 414ms | Tot: 47s683ms | Loss: 1.101 | Acc: 60.374% (8887/14720) 115/391 [===================>.............................................] Step: 416ms | Tot: 48s99ms | Loss: 1.100 | Acc: 60.432% (8973/14848) 116/391 [===================>.............................................] Step: 411ms | Tot: 48s511ms | Loss: 1.099 | Acc: 60.483% (9058/14976) 117/391 [===================>.............................................] Step: 409ms | Tot: 48s920ms | Loss: 1.098 | Acc: 60.514% (9140/15104) 118/391 [===================>.............................................] Step: 405ms | Tot: 49s325ms | Loss: 1.098 | Acc: 60.504% (9216/15232) 119/391 [===================>.............................................] Step: 417ms | Tot: 49s743ms | Loss: 1.097 | Acc: 60.547% (9300/15360) 120/391 [===================>.............................................] Step: 422ms | Tot: 50s165ms | Loss: 1.096 | Acc: 60.621% (9389/15488) 121/391 [====================>............................................] Step: 416ms | Tot: 50s582ms | Loss: 1.097 | Acc: 60.579% (9460/15616) 122/391 [====================>............................................] Step: 411ms | Tot: 50s993ms | Loss: 1.098 | Acc: 60.550% (9533/15744) 123/391 [====================>............................................] Step: 409ms | Tot: 51s402ms | Loss: 1.098 | Acc: 60.547% (9610/15872) 124/391 [====================>............................................] Step: 413ms | Tot: 51s816ms | Loss: 1.098 | Acc: 60.531% (9685/16000) 125/391 [====================>............................................] Step: 410ms | Tot: 52s227ms | Loss: 1.097 | Acc: 60.553% (9766/16128) 126/391 [====================>............................................] Step: 404ms | Tot: 52s631ms | Loss: 1.096 | Acc: 60.544% (9842/16256) 127/391 [=====================>...........................................] Step: 409ms | Tot: 53s40ms | Loss: 1.095 | Acc: 60.645% (9936/16384) 128/391 [=====================>...........................................] Step: 405ms | Tot: 53s446ms | Loss: 1.095 | Acc: 60.659% (10016/16512) 129/391 [=====================>...........................................] Step: 419ms | Tot: 53s866ms | Loss: 1.095 | Acc: 60.631% (10089/16640) 130/391 [=====================>...........................................] Step: 419ms | Tot: 54s285ms | Loss: 1.095 | Acc: 60.657% (10171/16768) 131/391 [=====================>...........................................] Step: 407ms | Tot: 54s692ms | Loss: 1.096 | Acc: 60.653% (10248/16896) 132/391 [=====================>...........................................] Step: 409ms | Tot: 55s102ms | Loss: 1.095 | Acc: 60.661% (10327/17024) 133/391 [======================>..........................................] Step: 412ms | Tot: 55s515ms | Loss: 1.094 | Acc: 60.675% (10407/17152) 134/391 [======================>..........................................] Step: 418ms | Tot: 55s933ms | Loss: 1.094 | Acc: 60.700% (10489/17280) 135/391 [======================>..........................................] Step: 417ms | Tot: 56s351ms | Loss: 1.094 | Acc: 60.685% (10564/17408) 136/391 [======================>..........................................] Step: 406ms | Tot: 56s757ms | Loss: 1.094 | Acc: 60.681% (10641/17536) 137/391 [======================>..........................................] Step: 409ms | Tot: 57s167ms | Loss: 1.094 | Acc: 60.671% (10717/17664) 138/391 [======================>..........................................] Step: 418ms | Tot: 57s585ms | Loss: 1.093 | Acc: 60.690% (10798/17792) 139/391 [=======================>.........................................] Step: 423ms | Tot: 58s9ms | Loss: 1.094 | Acc: 60.692% (10876/17920) 140/391 [=======================>.........................................] Step: 423ms | Tot: 58s432ms | Loss: 1.093 | Acc: 60.721% (10959/18048) 141/391 [=======================>.........................................] Step: 418ms | Tot: 58s851ms | Loss: 1.093 | Acc: 60.717% (11036/18176) 142/391 [=======================>.........................................] Step: 417ms | Tot: 59s268ms | Loss: 1.093 | Acc: 60.735% (11117/18304) 143/391 [=======================>.........................................] Step: 415ms | Tot: 59s684ms | Loss: 1.092 | Acc: 60.769% (11201/18432) 144/391 [=======================>.........................................] Step: 421ms | Tot: 1m105ms | Loss: 1.093 | Acc: 60.754% (11276/18560) 145/391 [========================>........................................] Step: 421ms | Tot: 1m526ms | Loss: 1.093 | Acc: 60.756% (11354/18688) 146/391 [========================>........................................] Step: 413ms | Tot: 1m939ms | Loss: 1.093 | Acc: 60.751% (11431/18816) 147/391 [========================>........................................] Step: 424ms | Tot: 1m1s | Loss: 1.091 | Acc: 60.800% (11518/18944) 148/391 [========================>........................................] Step: 412ms | Tot: 1m1s | Loss: 1.092 | Acc: 60.796% (11595/19072) 149/391 [========================>........................................] Step: 423ms | Tot: 1m2s | Loss: 1.092 | Acc: 60.771% (11668/19200) 150/391 [========================>........................................] Step: 417ms | Tot: 1m2s | Loss: 1.092 | Acc: 60.798% (11751/19328) 151/391 [=========================>.......................................] Step: 414ms | Tot: 1m3s | Loss: 1.092 | Acc: 60.783% (11826/19456) 152/391 [=========================>.......................................] Step: 411ms | Tot: 1m3s | Loss: 1.093 | Acc: 60.743% (11896/19584) 153/391 [=========================>.......................................] Step: 412ms | Tot: 1m3s | Loss: 1.093 | Acc: 60.730% (11971/19712) 154/391 [=========================>.......................................] Step: 416ms | Tot: 1m4s | Loss: 1.091 | Acc: 60.811% (12065/19840) 155/391 [=========================>.......................................] Step: 417ms | Tot: 1m4s | Loss: 1.090 | Acc: 60.852% (12151/19968) 156/391 [=========================>.......................................] Step: 416ms | Tot: 1m5s | Loss: 1.090 | Acc: 60.868% (12232/20096) 157/391 [==========================>......................................] Step: 412ms | Tot: 1m5s | Loss: 1.089 | Acc: 60.918% (12320/20224) 158/391 [==========================>......................................] Step: 410ms | Tot: 1m5s | Loss: 1.088 | Acc: 60.972% (12409/20352) 159/391 [==========================>......................................] Step: 417ms | Tot: 1m6s | Loss: 1.088 | Acc: 61.021% (12497/20480) 160/391 [==========================>......................................] Step: 412ms | Tot: 1m6s | Loss: 1.086 | Acc: 61.059% (12583/20608) 161/391 [==========================>......................................] Step: 412ms | Tot: 1m7s | Loss: 1.086 | Acc: 61.068% (12663/20736) 162/391 [==========================>......................................] Step: 407ms | Tot: 1m7s | Loss: 1.084 | Acc: 61.124% (12753/20864) 163/391 [===========================>.....................................] Step: 406ms | Tot: 1m7s | Loss: 1.085 | Acc: 61.119% (12830/20992) 164/391 [===========================>.....................................] Step: 413ms | Tot: 1m8s | Loss: 1.083 | Acc: 61.184% (12922/21120) 165/391 [===========================>.....................................] Step: 413ms | Tot: 1m8s | Loss: 1.084 | Acc: 61.140% (12991/21248) 166/391 [===========================>.....................................] Step: 407ms | Tot: 1m9s | Loss: 1.084 | Acc: 61.190% (13080/21376) 167/391 [===========================>.....................................] Step: 408ms | Tot: 1m9s | Loss: 1.084 | Acc: 61.179% (13156/21504) 168/391 [===========================>.....................................] Step: 410ms | Tot: 1m10s | Loss: 1.084 | Acc: 61.192% (13237/21632) 169/391 [============================>....................................] Step: 416ms | Tot: 1m10s | Loss: 1.084 | Acc: 61.218% (13321/21760) 170/391 [============================>....................................] Step: 409ms | Tot: 1m10s | Loss: 1.083 | Acc: 61.234% (13403/21888) 171/391 [============================>....................................] Step: 408ms | Tot: 1m11s | Loss: 1.083 | Acc: 61.251% (13485/22016) 172/391 [============================>....................................] Step: 412ms | Tot: 1m11s | Loss: 1.082 | Acc: 61.294% (13573/22144) 173/391 [============================>....................................] Step: 414ms | Tot: 1m12s | Loss: 1.083 | Acc: 61.292% (13651/22272) 174/391 [============================>....................................] Step: 422ms | Tot: 1m12s | Loss: 1.083 | Acc: 61.304% (13732/22400) 175/391 [=============================>...................................] Step: 416ms | Tot: 1m12s | Loss: 1.082 | Acc: 61.333% (13817/22528) 176/391 [=============================>...................................] Step: 413ms | Tot: 1m13s | Loss: 1.082 | Acc: 61.339% (13897/22656) 177/391 [=============================>...................................] Step: 411ms | Tot: 1m13s | Loss: 1.082 | Acc: 61.337% (13975/22784) 178/391 [=============================>...................................] Step: 409ms | Tot: 1m14s | Loss: 1.082 | Acc: 61.370% (14061/22912) 179/391 [=============================>...................................] Step: 410ms | Tot: 1m14s | Loss: 1.082 | Acc: 61.359% (14137/23040) 180/391 [=============================>...................................] Step: 411ms | Tot: 1m14s | Loss: 1.081 | Acc: 61.391% (14223/23168) 181/391 [==============================>..................................] Step: 411ms | Tot: 1m15s | Loss: 1.081 | Acc: 61.418% (14308/23296) 182/391 [==============================>..................................] Step: 413ms | Tot: 1m15s | Loss: 1.080 | Acc: 61.450% (14394/23424) 183/391 [==============================>..................................] Step: 413ms | Tot: 1m16s | Loss: 1.079 | Acc: 61.481% (14480/23552) 184/391 [==============================>..................................] Step: 415ms | Tot: 1m16s | Loss: 1.079 | Acc: 61.491% (14561/23680) 185/391 [==============================>..................................] Step: 406ms | Tot: 1m17s | Loss: 1.079 | Acc: 61.505% (14643/23808) 186/391 [==============================>..................................] Step: 416ms | Tot: 1m17s | Loss: 1.079 | Acc: 61.489% (14718/23936) 187/391 [===============================>.................................] Step: 406ms | Tot: 1m17s | Loss: 1.080 | Acc: 61.453% (14788/24064) 188/391 [===============================>.................................] Step: 404ms | Tot: 1m18s | Loss: 1.080 | Acc: 61.405% (14855/24192) 189/391 [===============================>.................................] Step: 414ms | Tot: 1m18s | Loss: 1.080 | Acc: 61.427% (14939/24320) 190/391 [===============================>.................................] Step: 411ms | Tot: 1m19s | Loss: 1.080 | Acc: 61.416% (15015/24448) 191/391 [===============================>.................................] Step: 409ms | Tot: 1m19s | Loss: 1.080 | Acc: 61.430% (15097/24576) 192/391 [===============================>.................................] Step: 409ms | Tot: 1m19s | Loss: 1.080 | Acc: 61.415% (15172/24704) 193/391 [================================>................................] Step: 411ms | Tot: 1m20s | Loss: 1.080 | Acc: 61.401% (15247/24832) 194/391 [================================>................................] Step: 416ms | Tot: 1m20s | Loss: 1.080 | Acc: 61.390% (15323/24960) 195/391 [================================>................................] Step: 406ms | Tot: 1m21s | Loss: 1.080 | Acc: 61.396% (15403/25088) 196/391 [================================>................................] Step: 421ms | Tot: 1m21s | Loss: 1.081 | Acc: 61.370% (15475/25216) 197/391 [================================>................................] Step: 411ms | Tot: 1m21s | Loss: 1.081 | Acc: 61.320% (15541/25344) 198/391 [================================>................................] Step: 411ms | Tot: 1m22s | Loss: 1.081 | Acc: 61.291% (15612/25472) 199/391 [=================================>...............................] Step: 420ms | Tot: 1m22s | Loss: 1.081 | Acc: 61.281% (15688/25600) 200/391 [=================================>...............................] Step: 417ms | Tot: 1m23s | Loss: 1.081 | Acc: 61.291% (15769/25728) 201/391 [=================================>...............................] Step: 410ms | Tot: 1m23s | Loss: 1.080 | Acc: 61.328% (15857/25856) 202/391 [=================================>...............................] Step: 408ms | Tot: 1m24s | Loss: 1.081 | Acc: 61.280% (15923/25984) 203/391 [=================================>...............................] Step: 413ms | Tot: 1m24s | Loss: 1.080 | Acc: 61.290% (16004/26112) 204/391 [=================================>...............................] Step: 415ms | Tot: 1m24s | Loss: 1.080 | Acc: 61.315% (16089/26240) 205/391 [==================================>..............................] Step: 408ms | Tot: 1m25s | Loss: 1.079 | Acc: 61.347% (16176/26368) 206/391 [==================================>..............................] Step: 412ms | Tot: 1m25s | Loss: 1.079 | Acc: 61.345% (16254/26496) 207/391 [==================================>..............................] Step: 413ms | Tot: 1m26s | Loss: 1.078 | Acc: 61.354% (16335/26624) 208/391 [==================================>..............................] Step: 412ms | Tot: 1m26s | Loss: 1.078 | Acc: 61.349% (16412/26752) 209/391 [==================================>..............................] Step: 420ms | Tot: 1m26s | Loss: 1.079 | Acc: 61.343% (16489/26880) 210/391 [==================================>..............................] Step: 416ms | Tot: 1m27s | Loss: 1.078 | Acc: 61.337% (16566/27008) 211/391 [===================================>.............................] Step: 411ms | Tot: 1m27s | Loss: 1.079 | Acc: 61.313% (16638/27136) 212/391 [===================================>.............................] Step: 406ms | Tot: 1m28s | Loss: 1.078 | Acc: 61.337% (16723/27264) 213/391 [===================================>.............................] Step: 412ms | Tot: 1m28s | Loss: 1.077 | Acc: 61.394% (16817/27392) 214/391 [===================================>.............................] Step: 416ms | Tot: 1m29s | Loss: 1.076 | Acc: 61.439% (16908/27520) 215/391 [===================================>.............................] Step: 417ms | Tot: 1m29s | Loss: 1.076 | Acc: 61.429% (16984/27648) 216/391 [===================================>.............................] Step: 412ms | Tot: 1m29s | Loss: 1.075 | Acc: 61.478% (17076/27776) 217/391 [====================================>............................] Step: 410ms | Tot: 1m30s | Loss: 1.075 | Acc: 61.464% (17151/27904) 218/391 [====================================>............................] Step: 420ms | Tot: 1m30s | Loss: 1.074 | Acc: 61.490% (17237/28032) 219/391 [====================================>............................] Step: 421ms | Tot: 1m31s | Loss: 1.074 | Acc: 61.516% (17323/28160) 220/391 [====================================>............................] Step: 420ms | Tot: 1m31s | Loss: 1.074 | Acc: 61.538% (17408/28288) 221/391 [====================================>............................] Step: 409ms | Tot: 1m31s | Loss: 1.074 | Acc: 61.529% (17484/28416) 222/391 [====================================>............................] Step: 410ms | Tot: 1m32s | Loss: 1.073 | Acc: 61.558% (17571/28544) 223/391 [=====================================>...........................] Step: 418ms | Tot: 1m32s | Loss: 1.073 | Acc: 61.565% (17652/28672) 224/391 [=====================================>...........................] Step: 417ms | Tot: 1m33s | Loss: 1.072 | Acc: 61.604% (17742/28800) 225/391 [=====================================>...........................] Step: 411ms | Tot: 1m33s | Loss: 1.071 | Acc: 61.601% (17820/28928) 226/391 [=====================================>...........................] Step: 413ms | Tot: 1m34s | Loss: 1.071 | Acc: 61.602% (17899/29056) 227/391 [=====================================>...........................] Step: 430ms | Tot: 1m34s | Loss: 1.070 | Acc: 61.660% (17995/29184) 228/391 [=====================================>...........................] Step: 409ms | Tot: 1m34s | Loss: 1.070 | Acc: 61.681% (18080/29312) 229/391 [======================================>..........................] Step: 421ms | Tot: 1m35s | Loss: 1.070 | Acc: 61.685% (18160/29440) 230/391 [======================================>..........................] Step: 417ms | Tot: 1m35s | Loss: 1.069 | Acc: 61.698% (18243/29568) 231/391 [======================================>..........................] Step: 409ms | Tot: 1m36s | Loss: 1.070 | Acc: 61.678% (18316/29696) 232/391 [======================================>..........................] Step: 414ms | Tot: 1m36s | Loss: 1.070 | Acc: 61.679% (18395/29824) 233/391 [======================================>..........................] Step: 413ms | Tot: 1m36s | Loss: 1.070 | Acc: 61.679% (18474/29952) 234/391 [======================================>..........................] Step: 415ms | Tot: 1m37s | Loss: 1.070 | Acc: 61.686% (18555/30080) 235/391 [=======================================>.........................] Step: 414ms | Tot: 1m37s | Loss: 1.069 | Acc: 61.692% (18636/30208) 236/391 [=======================================>.........................] Step: 417ms | Tot: 1m38s | Loss: 1.069 | Acc: 61.699% (18717/30336) 237/391 [=======================================>.........................] Step: 415ms | Tot: 1m38s | Loss: 1.069 | Acc: 61.696% (18795/30464) 238/391 [=======================================>.........................] Step: 420ms | Tot: 1m39s | Loss: 1.069 | Acc: 61.686% (18871/30592) 239/391 [=======================================>.........................] Step: 417ms | Tot: 1m39s | Loss: 1.068 | Acc: 61.699% (18954/30720) 240/391 [=======================================>.........................] Step: 415ms | Tot: 1m39s | Loss: 1.067 | Acc: 61.716% (19038/30848) 241/391 [========================================>........................] Step: 410ms | Tot: 1m40s | Loss: 1.067 | Acc: 61.735% (19123/30976) 242/391 [========================================>........................] Step: 412ms | Tot: 1m40s | Loss: 1.066 | Acc: 61.748% (19206/31104) 243/391 [========================================>........................] Step: 412ms | Tot: 1m41s | Loss: 1.067 | Acc: 61.741% (19283/31232) 244/391 [========================================>........................] Step: 416ms | Tot: 1m41s | Loss: 1.066 | Acc: 61.757% (19367/31360) 245/391 [========================================>........................] Step: 418ms | Tot: 1m41s | Loss: 1.066 | Acc: 61.766% (19449/31488) 246/391 [========================================>........................] Step: 413ms | Tot: 1m42s | Loss: 1.066 | Acc: 61.795% (19537/31616) 247/391 [=========================================>.......................] Step: 413ms | Tot: 1m42s | Loss: 1.066 | Acc: 61.782% (19612/31744) 248/391 [=========================================>.......................] Step: 410ms | Tot: 1m43s | Loss: 1.067 | Acc: 61.744% (19679/31872) 249/391 [=========================================>.......................] Step: 415ms | Tot: 1m43s | Loss: 1.067 | Acc: 61.750% (19760/32000) 250/391 [=========================================>.......................] Step: 414ms | Tot: 1m43s | Loss: 1.066 | Acc: 61.787% (19851/32128) 251/391 [=========================================>.......................] Step: 408ms | Tot: 1m44s | Loss: 1.066 | Acc: 61.799% (19934/32256) 252/391 [=========================================>.......................] Step: 413ms | Tot: 1m44s | Loss: 1.066 | Acc: 61.805% (20015/32384) 253/391 [==========================================>......................] Step: 409ms | Tot: 1m45s | Loss: 1.066 | Acc: 61.811% (20096/32512) 254/391 [==========================================>......................] Step: 418ms | Tot: 1m45s | Loss: 1.065 | Acc: 61.841% (20185/32640) 255/391 [==========================================>......................] Step: 411ms | Tot: 1m46s | Loss: 1.064 | Acc: 61.874% (20275/32768) 256/391 [==========================================>......................] Step: 412ms | Tot: 1m46s | Loss: 1.064 | Acc: 61.877% (20355/32896) 257/391 [==========================================>......................] Step: 411ms | Tot: 1m46s | Loss: 1.065 | Acc: 61.858% (20428/33024) 258/391 [==========================================>......................] Step: 408ms | Tot: 1m47s | Loss: 1.064 | Acc: 61.882% (20515/33152) 259/391 [===========================================>.....................] Step: 414ms | Tot: 1m47s | Loss: 1.064 | Acc: 61.893% (20598/33280) 260/391 [===========================================>.....................] Step: 412ms | Tot: 1m48s | Loss: 1.065 | Acc: 61.868% (20669/33408) 261/391 [===========================================>.....................] Step: 412ms | Tot: 1m48s | Loss: 1.064 | Acc: 61.880% (20752/33536) 262/391 [===========================================>.....................] Step: 415ms | Tot: 1m48s | Loss: 1.064 | Acc: 61.879% (20831/33664) 263/391 [===========================================>.....................] Step: 425ms | Tot: 1m49s | Loss: 1.064 | Acc: 61.902% (20918/33792) 264/391 [===========================================>.....................] Step: 424ms | Tot: 1m49s | Loss: 1.064 | Acc: 61.904% (20998/33920) 265/391 [============================================>....................] Step: 417ms | Tot: 1m50s | Loss: 1.064 | Acc: 61.921% (21083/34048) 266/391 [============================================>....................] Step: 415ms | Tot: 1m50s | Loss: 1.063 | Acc: 61.935% (21167/34176) 267/391 [============================================>....................] Step: 408ms | Tot: 1m51s | Loss: 1.063 | Acc: 61.946% (21250/34304) 268/391 [============================================>....................] Step: 413ms | Tot: 1m51s | Loss: 1.062 | Acc: 61.960% (21334/34432) 269/391 [============================================>....................] Step: 413ms | Tot: 1m51s | Loss: 1.062 | Acc: 61.988% (21423/34560) 270/391 [============================================>....................] Step: 407ms | Tot: 1m52s | Loss: 1.061 | Acc: 62.001% (21507/34688) 271/391 [=============================================>...................] Step: 413ms | Tot: 1m52s | Loss: 1.061 | Acc: 62.006% (21588/34816) 272/391 [=============================================>...................] Step: 420ms | Tot: 1m53s | Loss: 1.061 | Acc: 62.016% (21671/34944) 273/391 [=============================================>...................] Step: 421ms | Tot: 1m53s | Loss: 1.060 | Acc: 62.030% (21755/35072) 274/391 [=============================================>...................] Step: 422ms | Tot: 1m53s | Loss: 1.061 | Acc: 62.028% (21834/35200) 275/391 [=============================================>...................] Step: 411ms | Tot: 1m54s | Loss: 1.061 | Acc: 62.016% (21909/35328) 276/391 [=============================================>...................] Step: 405ms | Tot: 1m54s | Loss: 1.060 | Acc: 62.026% (21992/35456) 277/391 [==============================================>..................] Step: 407ms | Tot: 1m55s | Loss: 1.060 | Acc: 62.036% (22075/35584) 278/391 [==============================================>..................] Step: 414ms | Tot: 1m55s | Loss: 1.061 | Acc: 62.024% (22150/35712) 279/391 [==============================================>..................] Step: 410ms | Tot: 1m55s | Loss: 1.061 | Acc: 62.034% (22233/35840) 280/391 [==============================================>..................] Step: 416ms | Tot: 1m56s | Loss: 1.060 | Acc: 62.066% (22324/35968) 281/391 [==============================================>..................] Step: 417ms | Tot: 1m56s | Loss: 1.060 | Acc: 62.037% (22393/36096) 282/391 [==============================================>..................] Step: 412ms | Tot: 1m57s | Loss: 1.060 | Acc: 62.042% (22474/36224) 283/391 [===============================================>.................] Step: 407ms | Tot: 1m57s | Loss: 1.060 | Acc: 62.068% (22563/36352) 284/391 [===============================================>.................] Step: 411ms | Tot: 1m58s | Loss: 1.060 | Acc: 62.081% (22647/36480) 285/391 [===============================================>.................] Step: 409ms | Tot: 1m58s | Loss: 1.059 | Acc: 62.120% (22741/36608) 286/391 [===============================================>.................] Step: 414ms | Tot: 1m58s | Loss: 1.058 | Acc: 62.124% (22822/36736) 287/391 [===============================================>.................] Step: 407ms | Tot: 1m59s | Loss: 1.058 | Acc: 62.128% (22903/36864) 288/391 [===============================================>.................] Step: 408ms | Tot: 1m59s | Loss: 1.058 | Acc: 62.113% (22977/36992) 289/391 [================================================>................] Step: 413ms | Tot: 2m105ms | Loss: 1.058 | Acc: 62.139% (23066/37120) 290/391 [================================================>................] Step: 418ms | Tot: 2m523ms | Loss: 1.058 | Acc: 62.156% (23152/37248) 291/391 [================================================>................] Step: 416ms | Tot: 2m940ms | Loss: 1.057 | Acc: 62.163% (23234/37376) 292/391 [================================================>................] Step: 412ms | Tot: 2m1s | Loss: 1.057 | Acc: 62.177% (23319/37504) 293/391 [================================================>................] Step: 407ms | Tot: 2m1s | Loss: 1.056 | Acc: 62.194% (23405/37632) 294/391 [================================================>................] Step: 417ms | Tot: 2m2s | Loss: 1.056 | Acc: 62.193% (23484/37760) 295/391 [=================================================>...............] Step: 414ms | Tot: 2m2s | Loss: 1.056 | Acc: 62.207% (23569/37888) 296/391 [=================================================>...............] Step: 416ms | Tot: 2m3s | Loss: 1.055 | Acc: 62.229% (23657/38016) 297/391 [=================================================>...............] Step: 408ms | Tot: 2m3s | Loss: 1.056 | Acc: 62.222% (23734/38144) 298/391 [=================================================>...............] Step: 413ms | Tot: 2m3s | Loss: 1.055 | Acc: 62.228% (23816/38272) 299/391 [=================================================>...............] Step: 415ms | Tot: 2m4s | Loss: 1.055 | Acc: 62.219% (23892/38400) 300/391 [=================================================>...............] Step: 409ms | Tot: 2m4s | Loss: 1.055 | Acc: 62.246% (23982/38528) 301/391 [==================================================>..............] Step: 410ms | Tot: 2m5s | Loss: 1.054 | Acc: 62.257% (24066/38656) 302/391 [==================================================>..............] Step: 412ms | Tot: 2m5s | Loss: 1.054 | Acc: 62.281% (24155/38784) 303/391 [==================================================>..............] Step: 407ms | Tot: 2m5s | Loss: 1.054 | Acc: 62.300% (24242/38912) 304/391 [==================================================>..............] Step: 411ms | Tot: 2m6s | Loss: 1.054 | Acc: 62.305% (24324/39040) 305/391 [==================================================>..............] Step: 409ms | Tot: 2m6s | Loss: 1.053 | Acc: 62.334% (24415/39168) 306/391 [==================================================>..............] Step: 403ms | Tot: 2m7s | Loss: 1.052 | Acc: 62.380% (24513/39296) 307/391 [===================================================>.............] Step: 404ms | Tot: 2m7s | Loss: 1.052 | Acc: 62.404% (24602/39424) 308/391 [===================================================>.............] Step: 406ms | Tot: 2m7s | Loss: 1.051 | Acc: 62.424% (24690/39552) 309/391 [===================================================>.............] Step: 401ms | Tot: 2m8s | Loss: 1.051 | Acc: 62.437% (24775/39680) 310/391 [===================================================>.............] Step: 408ms | Tot: 2m8s | Loss: 1.051 | Acc: 62.415% (24846/39808) 311/391 [===================================================>.............] Step: 416ms | Tot: 2m9s | Loss: 1.052 | Acc: 62.417% (24927/39936) 312/391 [===================================================>.............] Step: 407ms | Tot: 2m9s | Loss: 1.051 | Acc: 62.428% (25011/40064) 313/391 [====================================================>............] Step: 407ms | Tot: 2m9s | Loss: 1.051 | Acc: 62.455% (25102/40192) 314/391 [====================================================>............] Step: 409ms | Tot: 2m10s | Loss: 1.051 | Acc: 62.463% (25185/40320) 315/391 [====================================================>............] Step: 406ms | Tot: 2m10s | Loss: 1.051 | Acc: 62.465% (25266/40448) 316/391 [====================================================>............] Step: 415ms | Tot: 2m11s | Loss: 1.050 | Acc: 62.475% (25350/40576) 317/391 [====================================================>............] Step: 418ms | Tot: 2m11s | Loss: 1.051 | Acc: 62.475% (25430/40704) 318/391 [====================================================>............] Step: 409ms | Tot: 2m12s | Loss: 1.051 | Acc: 62.463% (25505/40832) 319/391 [=====================================================>...........] Step: 410ms | Tot: 2m12s | Loss: 1.050 | Acc: 62.478% (25591/40960) 320/391 [=====================================================>...........] Step: 405ms | Tot: 2m12s | Loss: 1.050 | Acc: 62.498% (25679/41088) 321/391 [=====================================================>...........] Step: 405ms | Tot: 2m13s | Loss: 1.050 | Acc: 62.510% (25764/41216) 322/391 [=====================================================>...........] Step: 407ms | Tot: 2m13s | Loss: 1.049 | Acc: 62.502% (25841/41344) 323/391 [=====================================================>...........] Step: 405ms | Tot: 2m14s | Loss: 1.049 | Acc: 62.512% (25925/41472) 324/391 [=====================================================>...........] Step: 410ms | Tot: 2m14s | Loss: 1.049 | Acc: 62.512% (26005/41600) 325/391 [======================================================>..........] Step: 411ms | Tot: 2m14s | Loss: 1.049 | Acc: 62.507% (26083/41728) 326/391 [======================================================>..........] Step: 418ms | Tot: 2m15s | Loss: 1.049 | Acc: 62.507% (26163/41856) 327/391 [======================================================>..........] Step: 412ms | Tot: 2m15s | Loss: 1.049 | Acc: 62.495% (26238/41984) 328/391 [======================================================>..........] Step: 410ms | Tot: 2m16s | Loss: 1.049 | Acc: 62.512% (26325/42112) 329/391 [======================================================>..........] Step: 405ms | Tot: 2m16s | Loss: 1.049 | Acc: 62.502% (26401/42240) 330/391 [======================================================>..........] Step: 411ms | Tot: 2m16s | Loss: 1.048 | Acc: 62.526% (26491/42368) 331/391 [=======================================================>.........] Step: 409ms | Tot: 2m17s | Loss: 1.048 | Acc: 62.526% (26571/42496) 332/391 [=======================================================>.........] Step: 410ms | Tot: 2m17s | Loss: 1.048 | Acc: 62.512% (26645/42624) 333/391 [=======================================================>.........] Step: 409ms | Tot: 2m18s | Loss: 1.048 | Acc: 62.519% (26728/42752) 334/391 [=======================================================>.........] Step: 411ms | Tot: 2m18s | Loss: 1.048 | Acc: 62.516% (26807/42880) 335/391 [=======================================================>.........] Step: 422ms | Tot: 2m19s | Loss: 1.048 | Acc: 62.530% (26893/43008) 336/391 [=======================================================>.........] Step: 412ms | Tot: 2m19s | Loss: 1.048 | Acc: 62.542% (26978/43136) 337/391 [========================================================>........] Step: 409ms | Tot: 2m19s | Loss: 1.048 | Acc: 62.546% (27060/43264) 338/391 [========================================================>........] Step: 412ms | Tot: 2m20s | Loss: 1.047 | Acc: 62.555% (27144/43392) 339/391 [========================================================>........] Step: 410ms | Tot: 2m20s | Loss: 1.047 | Acc: 62.587% (27238/43520) 340/391 [========================================================>........] Step: 411ms | Tot: 2m21s | Loss: 1.046 | Acc: 62.610% (27328/43648) 341/391 [========================================================>........] Step: 411ms | Tot: 2m21s | Loss: 1.046 | Acc: 62.621% (27413/43776) 342/391 [========================================================>........] Step: 411ms | Tot: 2m21s | Loss: 1.046 | Acc: 62.616% (27491/43904) 343/391 [=========================================================>.......] Step: 408ms | Tot: 2m22s | Loss: 1.046 | Acc: 62.600% (27564/44032) 344/391 [=========================================================>.......] Step: 415ms | Tot: 2m22s | Loss: 1.046 | Acc: 62.625% (27655/44160) 345/391 [=========================================================>.......] Step: 412ms | Tot: 2m23s | Loss: 1.045 | Acc: 62.669% (27755/44288) 346/391 [=========================================================>.......] Step: 411ms | Tot: 2m23s | Loss: 1.044 | Acc: 62.698% (27848/44416) 347/391 [=========================================================>.......] Step: 417ms | Tot: 2m23s | Loss: 1.044 | Acc: 62.713% (27935/44544) 348/391 [=========================================================>.......] Step: 408ms | Tot: 2m24s | Loss: 1.044 | Acc: 62.710% (28014/44672) 349/391 [==========================================================>......] Step: 409ms | Tot: 2m24s | Loss: 1.044 | Acc: 62.717% (28097/44800) 350/391 [==========================================================>......] Step: 411ms | Tot: 2m25s | Loss: 1.043 | Acc: 62.725% (28181/44928) 351/391 [==========================================================>......] Step: 410ms | Tot: 2m25s | Loss: 1.043 | Acc: 62.740% (28268/45056) 352/391 [==========================================================>......] Step: 419ms | Tot: 2m26s | Loss: 1.042 | Acc: 62.766% (28360/45184) 353/391 [==========================================================>......] Step: 419ms | Tot: 2m26s | Loss: 1.042 | Acc: 62.774% (28444/45312) 354/391 [==========================================================>......] Step: 408ms | Tot: 2m26s | Loss: 1.041 | Acc: 62.797% (28535/45440) 355/391 [===========================================================>.....] Step: 409ms | Tot: 2m27s | Loss: 1.041 | Acc: 62.816% (28624/45568) 356/391 [===========================================================>.....] Step: 410ms | Tot: 2m27s | Loss: 1.041 | Acc: 62.828% (28710/45696) 357/391 [===========================================================>.....] Step: 411ms | Tot: 2m28s | Loss: 1.040 | Acc: 62.843% (28797/45824) 358/391 [===========================================================>.....] Step: 410ms | Tot: 2m28s | Loss: 1.040 | Acc: 62.853% (28882/45952) 359/391 [===========================================================>.....] Step: 411ms | Tot: 2m28s | Loss: 1.040 | Acc: 62.836% (28955/46080) 360/391 [===========================================================>.....] Step: 411ms | Tot: 2m29s | Loss: 1.040 | Acc: 62.846% (29040/46208) 361/391 [============================================================>....] Step: 417ms | Tot: 2m29s | Loss: 1.040 | Acc: 62.852% (29123/46336) 362/391 [============================================================>....] Step: 421ms | Tot: 2m30s | Loss: 1.040 | Acc: 62.855% (29205/46464) 363/391 [============================================================>....] Step: 412ms | Tot: 2m30s | Loss: 1.040 | Acc: 62.863% (29289/46592) 364/391 [============================================================>....] Step: 415ms | Tot: 2m30s | Loss: 1.040 | Acc: 62.849% (29363/46720) 365/391 [============================================================>....] Step: 406ms | Tot: 2m31s | Loss: 1.040 | Acc: 62.884% (29460/46848) 366/391 [============================================================>....] Step: 411ms | Tot: 2m31s | Loss: 1.040 | Acc: 62.879% (29538/46976) 367/391 [=============================================================>...] Step: 413ms | Tot: 2m32s | Loss: 1.039 | Acc: 62.895% (29626/47104) 368/391 [=============================================================>...] Step: 398ms | Tot: 2m32s | Loss: 1.039 | Acc: 62.898% (29708/47232) 369/391 [=============================================================>...] Step: 410ms | Tot: 2m33s | Loss: 1.039 | Acc: 62.916% (29797/47360) 370/391 [=============================================================>...] Step: 405ms | Tot: 2m33s | Loss: 1.039 | Acc: 62.917% (29878/47488) 371/391 [=============================================================>...] Step: 413ms | Tot: 2m33s | Loss: 1.038 | Acc: 62.928% (29964/47616) 372/391 [=============================================================>...] Step: 404ms | Tot: 2m34s | Loss: 1.037 | Acc: 62.955% (30057/47744) 373/391 [==============================================================>..] Step: 409ms | Tot: 2m34s | Loss: 1.037 | Acc: 62.972% (30146/47872) 374/391 [==============================================================>..] Step: 409ms | Tot: 2m35s | Loss: 1.037 | Acc: 63.000% (30240/48000) 375/391 [==============================================================>..] Step: 413ms | Tot: 2m35s | Loss: 1.036 | Acc: 63.003% (30322/48128) 376/391 [==============================================================>..] Step: 412ms | Tot: 2m35s | Loss: 1.036 | Acc: 63.028% (30415/48256) 377/391 [==============================================================>..] Step: 410ms | Tot: 2m36s | Loss: 1.036 | Acc: 63.046% (30504/48384) 378/391 [==============================================================>..] Step: 414ms | Tot: 2m36s | Loss: 1.036 | Acc: 63.052% (30588/48512) 379/391 [===============================================================>.] Step: 408ms | Tot: 2m37s | Loss: 1.035 | Acc: 63.063% (30674/48640) 380/391 [===============================================================>.] Step: 421ms | Tot: 2m37s | Loss: 1.034 | Acc: 63.095% (30770/48768) 381/391 [===============================================================>.] Step: 407ms | Tot: 2m37s | Loss: 1.034 | Acc: 63.114% (30860/48896) 382/391 [===============================================================>.] Step: 410ms | Tot: 2m38s | Loss: 1.033 | Acc: 63.134% (30951/49024) 383/391 [===============================================================>.] Step: 408ms | Tot: 2m38s | Loss: 1.033 | Acc: 63.129% (31029/49152) 384/391 [===============================================================>.] Step: 405ms | Tot: 2m39s | Loss: 1.033 | Acc: 63.137% (31114/49280) 385/391 [================================================================>] Step: 405ms | Tot: 2m39s | Loss: 1.032 | Acc: 63.144% (31198/49408) 386/391 [================================================================>] Step: 409ms | Tot: 2m39s | Loss: 1.032 | Acc: 63.142% (31278/49536) 387/391 [================================================================>] Step: 413ms | Tot: 2m40s | Loss: 1.032 | Acc: 63.152% (31364/49664) 388/391 [================================================================>] Step: 407ms | Tot: 2m40s | Loss: 1.031 | Acc: 63.171% (31454/49792) 389/391 [================================================================>] Step: 417ms | Tot: 2m41s | Loss: 1.032 | Acc: 63.159% (31529/49920) 390/391 [================================================================>] Step: 394ms | Tot: 2m41s | Loss: 1.032 | Acc: 63.152% (31576/50000) 391/391 + [>................................................................] Step: 545ms | Tot: 2ms | Loss: 0.998 | Acc: 63.000% (63/100) 1/100 [>................................................................] Step: 348ms | Tot: 351ms | Loss: 0.954 | Acc: 65.000% (130/200) 2/100 [=>...............................................................] Step: 345ms | Tot: 696ms | Loss: 0.929 | Acc: 65.333% (196/300) 3/100 [=>...............................................................] Step: 348ms | Tot: 1s45ms | Loss: 0.932 | Acc: 66.250% (265/400) 4/100 [==>..............................................................] Step: 349ms | Tot: 1s395ms | Loss: 0.960 | Acc: 65.800% (329/500) 5/100 [===>.............................................................] Step: 348ms | Tot: 1s743ms | Loss: 0.929 | Acc: 67.167% (403/600) 6/100 [===>.............................................................] Step: 351ms | Tot: 2s95ms | Loss: 0.940 | Acc: 66.571% (466/700) 7/100 [====>............................................................] Step: 364ms | Tot: 2s460ms | Loss: 0.967 | Acc: 65.875% (527/800) 8/100 [=====>...........................................................] Step: 358ms | Tot: 2s819ms | Loss: 0.995 | Acc: 65.222% (587/900) 9/100 [=====>...........................................................] Step: 355ms | Tot: 3s174ms | Loss: 0.997 | Acc: 65.900% (659/1000) 10/100 [======>..........................................................] Step: 351ms | Tot: 3s525ms | Loss: 0.990 | Acc: 66.091% (727/1100) 11/100 [=======>.........................................................] Step: 352ms | Tot: 3s878ms | Loss: 0.998 | Acc: 66.417% (797/1200) 12/100 [=======>.........................................................] Step: 356ms | Tot: 4s234ms | Loss: 0.992 | Acc: 66.538% (865/1300) 13/100 [========>........................................................] Step: 349ms | Tot: 4s584ms | Loss: 0.994 | Acc: 66.143% (926/1400) 14/100 [=========>.......................................................] Step: 360ms | Tot: 4s944ms | Loss: 0.981 | Acc: 66.267% (994/1500) 15/100 [=========>.......................................................] Step: 353ms | Tot: 5s298ms | Loss: 0.994 | Acc: 65.812% (1053/1600) 16/100 [==========>......................................................] Step: 362ms | Tot: 5s660ms | Loss: 0.985 | Acc: 66.353% (1128/1700) 17/100 [===========>.....................................................] Step: 359ms | Tot: 6s20ms | Loss: 0.993 | Acc: 66.000% (1188/1800) 18/100 [===========>.....................................................] Step: 360ms | Tot: 6s381ms | Loss: 0.988 | Acc: 66.368% (1261/1900) 19/100 [============>....................................................] Step: 361ms | Tot: 6s742ms | Loss: 1.000 | Acc: 66.200% (1324/2000) 20/100 [=============>...................................................] Step: 356ms | Tot: 7s98ms | Loss: 0.994 | Acc: 66.190% (1390/2100) 21/100 [=============>...................................................] Step: 355ms | Tot: 7s453ms | Loss: 1.002 | Acc: 65.909% (1450/2200) 22/100 [==============>..................................................] Step: 352ms | Tot: 7s806ms | Loss: 1.007 | Acc: 65.826% (1514/2300) 23/100 [==============>..................................................] Step: 351ms | Tot: 8s157ms | Loss: 1.010 | Acc: 65.875% (1581/2400) 24/100 [===============>.................................................] Step: 354ms | Tot: 8s511ms | Loss: 1.008 | Acc: 65.600% (1640/2500) 25/100 [================>................................................] Step: 354ms | Tot: 8s866ms | Loss: 1.027 | Acc: 65.308% (1698/2600) 26/100 [================>................................................] Step: 363ms | Tot: 9s230ms | Loss: 1.023 | Acc: 65.481% (1768/2700) 27/100 [=================>...............................................] Step: 356ms | Tot: 9s586ms | Loss: 1.021 | Acc: 65.429% (1832/2800) 28/100 [==================>..............................................] Step: 358ms | Tot: 9s944ms | Loss: 1.020 | Acc: 65.448% (1898/2900) 29/100 [==================>..............................................] Step: 354ms | Tot: 10s299ms | Loss: 1.019 | Acc: 65.433% (1963/3000) 30/100 [===================>.............................................] Step: 353ms | Tot: 10s652ms | Loss: 1.016 | Acc: 65.613% (2034/3100) 31/100 [====================>............................................] Step: 349ms | Tot: 11s2ms | Loss: 1.013 | Acc: 65.625% (2100/3200) 32/100 [====================>............................................] Step: 352ms | Tot: 11s354ms | Loss: 1.011 | Acc: 65.545% (2163/3300) 33/100 [=====================>...........................................] Step: 351ms | Tot: 11s705ms | Loss: 1.012 | Acc: 65.500% (2227/3400) 34/100 [======================>..........................................] Step: 355ms | Tot: 12s61ms | Loss: 1.019 | Acc: 65.371% (2288/3500) 35/100 [======================>..........................................] Step: 358ms | Tot: 12s419ms | Loss: 1.014 | Acc: 65.583% (2361/3600) 36/100 [=======================>.........................................] Step: 359ms | Tot: 12s778ms | Loss: 1.015 | Acc: 65.541% (2425/3700) 37/100 [========================>........................................] Step: 351ms | Tot: 13s130ms | Loss: 1.016 | Acc: 65.500% (2489/3800) 38/100 [========================>........................................] Step: 357ms | Tot: 13s487ms | Loss: 1.012 | Acc: 65.615% (2559/3900) 39/100 [=========================>.......................................] Step: 357ms | Tot: 13s844ms | Loss: 1.014 | Acc: 65.525% (2621/4000) 40/100 [==========================>......................................] Step: 354ms | Tot: 14s199ms | Loss: 1.013 | Acc: 65.561% (2688/4100) 41/100 [==========================>......................................] Step: 355ms | Tot: 14s554ms | Loss: 1.012 | Acc: 65.595% (2755/4200) 42/100 [===========================>.....................................] Step: 352ms | Tot: 14s907ms | Loss: 1.012 | Acc: 65.744% (2827/4300) 43/100 [===========================>.....................................] Step: 353ms | Tot: 15s260ms | Loss: 1.011 | Acc: 65.886% (2899/4400) 44/100 [============================>....................................] Step: 357ms | Tot: 15s618ms | Loss: 1.013 | Acc: 65.778% (2960/4500) 45/100 [=============================>...................................] Step: 356ms | Tot: 15s975ms | Loss: 1.012 | Acc: 65.783% (3026/4600) 46/100 [=============================>...................................] Step: 353ms | Tot: 16s329ms | Loss: 1.010 | Acc: 65.872% (3096/4700) 47/100 [==============================>..................................] Step: 349ms | Tot: 16s678ms | Loss: 1.009 | Acc: 66.021% (3169/4800) 48/100 [===============================>.................................] Step: 354ms | Tot: 17s33ms | Loss: 1.007 | Acc: 66.163% (3242/4900) 49/100 [===============================>.................................] Step: 357ms | Tot: 17s391ms | Loss: 1.009 | Acc: 66.160% (3308/5000) 50/100 [================================>................................] Step: 354ms | Tot: 17s745ms | Loss: 1.007 | Acc: 66.235% (3378/5100) 51/100 [=================================>...............................] Step: 348ms | Tot: 18s93ms | Loss: 1.007 | Acc: 66.154% (3440/5200) 52/100 [=================================>...............................] Step: 350ms | Tot: 18s444ms | Loss: 1.007 | Acc: 66.075% (3502/5300) 53/100 [==================================>..............................] Step: 354ms | Tot: 18s799ms | Loss: 1.008 | Acc: 65.981% (3563/5400) 54/100 [===================================>.............................] Step: 349ms | Tot: 19s148ms | Loss: 1.011 | Acc: 65.873% (3623/5500) 55/100 [===================================>.............................] Step: 353ms | Tot: 19s501ms | Loss: 1.013 | Acc: 65.786% (3684/5600) 56/100 [====================================>............................] Step: 349ms | Tot: 19s851ms | Loss: 1.016 | Acc: 65.807% (3751/5700) 57/100 [=====================================>...........................] Step: 352ms | Tot: 20s203ms | Loss: 1.014 | Acc: 65.862% (3820/5800) 58/100 [=====================================>...........................] Step: 354ms | Tot: 20s557ms | Loss: 1.016 | Acc: 65.797% (3882/5900) 59/100 [======================================>..........................] Step: 353ms | Tot: 20s910ms | Loss: 1.015 | Acc: 65.867% (3952/6000) 60/100 [=======================================>.........................] Step: 351ms | Tot: 21s262ms | Loss: 1.018 | Acc: 65.672% (4006/6100) 61/100 [=======================================>.........................] Step: 360ms | Tot: 21s622ms | Loss: 1.019 | Acc: 65.613% (4068/6200) 62/100 [========================================>........................] Step: 355ms | Tot: 21s978ms | Loss: 1.017 | Acc: 65.667% (4137/6300) 63/100 [========================================>........................] Step: 360ms | Tot: 22s338ms | Loss: 1.016 | Acc: 65.641% (4201/6400) 64/100 [=========================================>.......................] Step: 357ms | Tot: 22s695ms | Loss: 1.016 | Acc: 65.569% (4262/6500) 65/100 [==========================================>......................] Step: 352ms | Tot: 23s48ms | Loss: 1.015 | Acc: 65.621% (4331/6600) 66/100 [==========================================>......................] Step: 352ms | Tot: 23s401ms | Loss: 1.015 | Acc: 65.627% (4397/6700) 67/100 [===========================================>.....................] Step: 357ms | Tot: 23s758ms | Loss: 1.015 | Acc: 65.632% (4463/6800) 68/100 [============================================>....................] Step: 353ms | Tot: 24s112ms | Loss: 1.016 | Acc: 65.493% (4519/6900) 69/100 [============================================>....................] Step: 357ms | Tot: 24s469ms | Loss: 1.018 | Acc: 65.443% (4581/7000) 70/100 [=============================================>...................] Step: 354ms | Tot: 24s824ms | Loss: 1.017 | Acc: 65.521% (4652/7100) 71/100 [==============================================>..................] Step: 357ms | Tot: 25s181ms | Loss: 1.014 | Acc: 65.611% (4724/7200) 72/100 [==============================================>..................] Step: 358ms | Tot: 25s540ms | Loss: 1.012 | Acc: 65.726% (4798/7300) 73/100 [===============================================>.................] Step: 353ms | Tot: 25s893ms | Loss: 1.008 | Acc: 65.851% (4873/7400) 74/100 [================================================>................] Step: 354ms | Tot: 26s247ms | Loss: 1.010 | Acc: 65.800% (4935/7500) 75/100 [================================================>................] Step: 346ms | Tot: 26s594ms | Loss: 1.010 | Acc: 65.882% (5007/7600) 76/100 [=================================================>...............] Step: 355ms | Tot: 26s949ms | Loss: 1.010 | Acc: 65.896% (5074/7700) 77/100 [==================================================>..............] Step: 356ms | Tot: 27s306ms | Loss: 1.010 | Acc: 65.872% (5138/7800) 78/100 [==================================================>..............] Step: 359ms | Tot: 27s665ms | Loss: 1.013 | Acc: 65.873% (5204/7900) 79/100 [===================================================>.............] Step: 355ms | Tot: 28s21ms | Loss: 1.015 | Acc: 65.800% (5264/8000) 80/100 [====================================================>............] Step: 355ms | Tot: 28s376ms | Loss: 1.012 | Acc: 65.815% (5331/8100) 81/100 [====================================================>............] Step: 365ms | Tot: 28s742ms | Loss: 1.012 | Acc: 65.890% (5403/8200) 82/100 [=====================================================>...........] Step: 354ms | Tot: 29s97ms | Loss: 1.011 | Acc: 65.904% (5470/8300) 83/100 [=====================================================>...........] Step: 361ms | Tot: 29s458ms | Loss: 1.015 | Acc: 65.762% (5524/8400) 84/100 [======================================================>..........] Step: 355ms | Tot: 29s813ms | Loss: 1.015 | Acc: 65.753% (5589/8500) 85/100 [=======================================================>.........] Step: 357ms | Tot: 30s171ms | Loss: 1.014 | Acc: 65.802% (5659/8600) 86/100 [=======================================================>.........] Step: 355ms | Tot: 30s526ms | Loss: 1.014 | Acc: 65.701% (5716/8700) 87/100 [========================================================>........] Step: 356ms | Tot: 30s883ms | Loss: 1.015 | Acc: 65.705% (5782/8800) 88/100 [=========================================================>.......] Step: 355ms | Tot: 31s238ms | Loss: 1.016 | Acc: 65.685% (5846/8900) 89/100 [=========================================================>.......] Step: 355ms | Tot: 31s594ms | Loss: 1.016 | Acc: 65.744% (5917/9000) 90/100 [==========================================================>......] Step: 361ms | Tot: 31s955ms | Loss: 1.016 | Acc: 65.703% (5979/9100) 91/100 [===========================================================>.....] Step: 355ms | Tot: 32s311ms | Loss: 1.015 | Acc: 65.826% (6056/9200) 92/100 [===========================================================>.....] Step: 353ms | Tot: 32s665ms | Loss: 1.015 | Acc: 65.806% (6120/9300) 93/100 [============================================================>....] Step: 346ms | Tot: 33s11ms | Loss: 1.015 | Acc: 65.787% (6184/9400) 94/100 [=============================================================>...] Step: 354ms | Tot: 33s365ms | Loss: 1.015 | Acc: 65.758% (6247/9500) 95/100 [=============================================================>...] Step: 347ms | Tot: 33s712ms | Loss: 1.013 | Acc: 65.833% (6320/9600) 96/100 [==============================================================>..] Step: 346ms | Tot: 34s59ms | Loss: 1.013 | Acc: 65.845% (6387/9700) 97/100 [===============================================================>.] Step: 349ms | Tot: 34s409ms | Loss: 1.016 | Acc: 65.714% (6440/9800) 98/100 [===============================================================>.] Step: 353ms | Tot: 34s763ms | Loss: 1.017 | Acc: 65.667% (6501/9900) 99/100 [================================================================>] Step: 354ms | Tot: 35s117ms | Loss: 1.017 | Acc: 65.670% (6567/10000) 100/100 +Saving.. + +Epoch: 3 + [>................................................................] Step: 780ms | Tot: 2ms | Loss: 1.142 | Acc: 57.031% (73/128) 1/391 [>................................................................] Step: 435ms | Tot: 438ms | Loss: 1.016 | Acc: 62.891% (161/256) 2/391 [>................................................................] Step: 433ms | Tot: 871ms | Loss: 0.980 | Acc: 65.365% (251/384) 3/391 [>................................................................] Step: 421ms | Tot: 1s293ms | Loss: 1.018 | Acc: 64.453% (330/512) 4/391 [>................................................................] Step: 415ms | Tot: 1s708ms | Loss: 1.002 | Acc: 64.375% (412/640) 5/391 [>................................................................] Step: 420ms | Tot: 2s128ms | Loss: 0.985 | Acc: 64.714% (497/768) 6/391 [>................................................................] Step: 411ms | Tot: 2s540ms | Loss: 0.966 | Acc: 65.513% (587/896) 7/391 [=>...............................................................] Step: 415ms | Tot: 2s956ms | Loss: 0.957 | Acc: 65.527% (671/1024) 8/391 [=>...............................................................] Step: 412ms | Tot: 3s369ms | Loss: 0.972 | Acc: 65.104% (750/1152) 9/391 [=>...............................................................] Step: 421ms | Tot: 3s791ms | Loss: 0.974 | Acc: 64.922% (831/1280) 10/391 [=>...............................................................] Step: 418ms | Tot: 4s209ms | Loss: 0.986 | Acc: 64.631% (910/1408) 11/391 [=>...............................................................] Step: 414ms | Tot: 4s624ms | Loss: 0.978 | Acc: 65.104% (1000/1536) 12/391 [=>...............................................................] Step: 407ms | Tot: 5s32ms | Loss: 0.986 | Acc: 65.204% (1085/1664) 13/391 [==>..............................................................] Step: 412ms | Tot: 5s444ms | Loss: 0.982 | Acc: 65.402% (1172/1792) 14/391 [==>..............................................................] Step: 409ms | Tot: 5s853ms | Loss: 0.968 | Acc: 65.833% (1264/1920) 15/391 [==>..............................................................] Step: 418ms | Tot: 6s271ms | Loss: 0.961 | Acc: 65.918% (1350/2048) 16/391 [==>..............................................................] Step: 409ms | Tot: 6s681ms | Loss: 0.970 | Acc: 65.763% (1431/2176) 17/391 [==>..............................................................] Step: 413ms | Tot: 7s94ms | Loss: 0.972 | Acc: 65.755% (1515/2304) 18/391 [==>..............................................................] Step: 427ms | Tot: 7s522ms | Loss: 0.974 | Acc: 65.666% (1597/2432) 19/391 [===>.............................................................] Step: 409ms | Tot: 7s931ms | Loss: 0.971 | Acc: 65.703% (1682/2560) 20/391 [===>.............................................................] Step: 423ms | Tot: 8s355ms | Loss: 0.969 | Acc: 65.699% (1766/2688) 21/391 [===>.............................................................] Step: 413ms | Tot: 8s768ms | Loss: 0.963 | Acc: 66.016% (1859/2816) 22/391 [===>.............................................................] Step: 409ms | Tot: 9s177ms | Loss: 0.966 | Acc: 66.033% (1944/2944) 23/391 [===>.............................................................] Step: 411ms | Tot: 9s589ms | Loss: 0.966 | Acc: 66.016% (2028/3072) 24/391 [===>.............................................................] Step: 418ms | Tot: 10s8ms | Loss: 0.961 | Acc: 66.062% (2114/3200) 25/391 [====>............................................................] Step: 419ms | Tot: 10s428ms | Loss: 0.966 | Acc: 65.655% (2185/3328) 26/391 [====>............................................................] Step: 416ms | Tot: 10s844ms | Loss: 0.961 | Acc: 65.799% (2274/3456) 27/391 [====>............................................................] Step: 423ms | Tot: 11s268ms | Loss: 0.961 | Acc: 65.932% (2363/3584) 28/391 [====>............................................................] Step: 413ms | Tot: 11s682ms | Loss: 0.955 | Acc: 66.298% (2461/3712) 29/391 [====>............................................................] Step: 412ms | Tot: 12s95ms | Loss: 0.951 | Acc: 66.406% (2550/3840) 30/391 [====>............................................................] Step: 415ms | Tot: 12s510ms | Loss: 0.950 | Acc: 66.431% (2636/3968) 31/391 [=====>...........................................................] Step: 420ms | Tot: 12s931ms | Loss: 0.951 | Acc: 66.479% (2723/4096) 32/391 [=====>...........................................................] Step: 411ms | Tot: 13s342ms | Loss: 0.949 | Acc: 66.619% (2814/4224) 33/391 [=====>...........................................................] Step: 417ms | Tot: 13s760ms | Loss: 0.950 | Acc: 66.751% (2905/4352) 34/391 [=====>...........................................................] Step: 414ms | Tot: 14s174ms | Loss: 0.949 | Acc: 66.719% (2989/4480) 35/391 [=====>...........................................................] Step: 422ms | Tot: 14s596ms | Loss: 0.952 | Acc: 66.667% (3072/4608) 36/391 [=====>...........................................................] Step: 422ms | Tot: 15s18ms | Loss: 0.948 | Acc: 66.829% (3165/4736) 37/391 [======>..........................................................] Step: 414ms | Tot: 15s433ms | Loss: 0.944 | Acc: 66.900% (3254/4864) 38/391 [======>..........................................................] Step: 411ms | Tot: 15s844ms | Loss: 0.941 | Acc: 67.027% (3346/4992) 39/391 [======>..........................................................] Step: 414ms | Tot: 16s259ms | Loss: 0.937 | Acc: 67.168% (3439/5120) 40/391 [======>..........................................................] Step: 412ms | Tot: 16s671ms | Loss: 0.932 | Acc: 67.378% (3536/5248) 41/391 [======>..........................................................] Step: 412ms | Tot: 17s84ms | Loss: 0.929 | Acc: 67.504% (3629/5376) 42/391 [======>..........................................................] Step: 415ms | Tot: 17s500ms | Loss: 0.923 | Acc: 67.696% (3726/5504) 43/391 [=======>.........................................................] Step: 410ms | Tot: 17s910ms | Loss: 0.925 | Acc: 67.702% (3813/5632) 44/391 [=======>.........................................................] Step: 421ms | Tot: 18s332ms | Loss: 0.929 | Acc: 67.587% (3893/5760) 45/391 [=======>.........................................................] Step: 421ms | Tot: 18s754ms | Loss: 0.932 | Acc: 67.442% (3971/5888) 46/391 [=======>.........................................................] Step: 414ms | Tot: 19s168ms | Loss: 0.935 | Acc: 67.221% (4044/6016) 47/391 [=======>.........................................................] Step: 413ms | Tot: 19s582ms | Loss: 0.935 | Acc: 67.236% (4131/6144) 48/391 [=======>.........................................................] Step: 408ms | Tot: 19s990ms | Loss: 0.935 | Acc: 67.172% (4213/6272) 49/391 [========>........................................................] Step: 410ms | Tot: 20s401ms | Loss: 0.935 | Acc: 67.219% (4302/6400) 50/391 [========>........................................................] Step: 412ms | Tot: 20s813ms | Loss: 0.938 | Acc: 67.111% (4381/6528) 51/391 [========>........................................................] Step: 417ms | Tot: 21s230ms | Loss: 0.936 | Acc: 67.188% (4472/6656) 52/391 [========>........................................................] Step: 419ms | Tot: 21s649ms | Loss: 0.933 | Acc: 67.188% (4558/6784) 53/391 [========>........................................................] Step: 421ms | Tot: 22s71ms | Loss: 0.933 | Acc: 67.303% (4652/6912) 54/391 [========>........................................................] Step: 410ms | Tot: 22s481ms | Loss: 0.932 | Acc: 67.330% (4740/7040) 55/391 [=========>.......................................................] Step: 423ms | Tot: 22s904ms | Loss: 0.932 | Acc: 67.313% (4825/7168) 56/391 [=========>.......................................................] Step: 418ms | Tot: 23s323ms | Loss: 0.933 | Acc: 67.242% (4906/7296) 57/391 [=========>.......................................................] Step: 414ms | Tot: 23s737ms | Loss: 0.930 | Acc: 67.363% (5001/7424) 58/391 [=========>.......................................................] Step: 410ms | Tot: 24s148ms | Loss: 0.929 | Acc: 67.320% (5084/7552) 59/391 [=========>.......................................................] Step: 415ms | Tot: 24s563ms | Loss: 0.929 | Acc: 67.266% (5166/7680) 60/391 [=========>.......................................................] Step: 412ms | Tot: 24s976ms | Loss: 0.930 | Acc: 67.303% (5255/7808) 61/391 [==========>......................................................] Step: 416ms | Tot: 25s392ms | Loss: 0.931 | Acc: 67.301% (5341/7936) 62/391 [==========>......................................................] Step: 427ms | Tot: 25s819ms | Loss: 0.930 | Acc: 67.336% (5430/8064) 63/391 [==========>......................................................] Step: 421ms | Tot: 26s241ms | Loss: 0.929 | Acc: 67.322% (5515/8192) 64/391 [==========>......................................................] Step: 414ms | Tot: 26s656ms | Loss: 0.927 | Acc: 67.500% (5616/8320) 65/391 [==========>......................................................] Step: 425ms | Tot: 27s81ms | Loss: 0.927 | Acc: 67.460% (5699/8448) 66/391 [==========>......................................................] Step: 410ms | Tot: 27s491ms | Loss: 0.927 | Acc: 67.502% (5789/8576) 67/391 [===========>.....................................................] Step: 419ms | Tot: 27s911ms | Loss: 0.926 | Acc: 67.567% (5881/8704) 68/391 [===========>.....................................................] Step: 413ms | Tot: 28s324ms | Loss: 0.928 | Acc: 67.493% (5961/8832) 69/391 [===========>.....................................................] Step: 410ms | Tot: 28s735ms | Loss: 0.927 | Acc: 67.511% (6049/8960) 70/391 [===========>.....................................................] Step: 417ms | Tot: 29s153ms | Loss: 0.929 | Acc: 67.452% (6130/9088) 71/391 [===========>.....................................................] Step: 424ms | Tot: 29s577ms | Loss: 0.928 | Acc: 67.524% (6223/9216) 72/391 [===========>.....................................................] Step: 416ms | Tot: 29s993ms | Loss: 0.928 | Acc: 67.530% (6310/9344) 73/391 [============>....................................................] Step: 411ms | Tot: 30s405ms | Loss: 0.927 | Acc: 67.546% (6398/9472) 74/391 [============>....................................................] Step: 417ms | Tot: 30s822ms | Loss: 0.926 | Acc: 67.594% (6489/9600) 75/391 [============>....................................................] Step: 421ms | Tot: 31s243ms | Loss: 0.923 | Acc: 67.743% (6590/9728) 76/391 [============>....................................................] Step: 411ms | Tot: 31s655ms | Loss: 0.924 | Acc: 67.715% (6674/9856) 77/391 [============>....................................................] Step: 412ms | Tot: 32s68ms | Loss: 0.923 | Acc: 67.718% (6761/9984) 78/391 [============>....................................................] Step: 414ms | Tot: 32s483ms | Loss: 0.924 | Acc: 67.613% (6837/10112) 79/391 [=============>...................................................] Step: 405ms | Tot: 32s889ms | Loss: 0.924 | Acc: 67.588% (6921/10240) 80/391 [=============>...................................................] Step: 428ms | Tot: 33s317ms | Loss: 0.923 | Acc: 67.602% (7009/10368) 81/391 [=============>...................................................] Step: 411ms | Tot: 33s728ms | Loss: 0.923 | Acc: 67.569% (7092/10496) 82/391 [=============>...................................................] Step: 420ms | Tot: 34s148ms | Loss: 0.922 | Acc: 67.639% (7186/10624) 83/391 [=============>...................................................] Step: 406ms | Tot: 34s555ms | Loss: 0.920 | Acc: 67.699% (7279/10752) 84/391 [=============>...................................................] Step: 417ms | Tot: 34s972ms | Loss: 0.920 | Acc: 67.675% (7363/10880) 85/391 [==============>..................................................] Step: 415ms | Tot: 35s388ms | Loss: 0.920 | Acc: 67.687% (7451/11008) 86/391 [==============>..................................................] Step: 411ms | Tot: 35s800ms | Loss: 0.918 | Acc: 67.762% (7546/11136) 87/391 [==============>..................................................] Step: 407ms | Tot: 36s207ms | Loss: 0.918 | Acc: 67.756% (7632/11264) 88/391 [==============>..................................................] Step: 409ms | Tot: 36s617ms | Loss: 0.919 | Acc: 67.688% (7711/11392) 89/391 [==============>..................................................] Step: 416ms | Tot: 37s34ms | Loss: 0.918 | Acc: 67.726% (7802/11520) 90/391 [==============>..................................................] Step: 418ms | Tot: 37s452ms | Loss: 0.917 | Acc: 67.711% (7887/11648) 91/391 [===============>.................................................] Step: 402ms | Tot: 37s855ms | Loss: 0.917 | Acc: 67.655% (7967/11776) 92/391 [===============>.................................................] Step: 416ms | Tot: 38s272ms | Loss: 0.917 | Acc: 67.675% (8056/11904) 93/391 [===============>.................................................] Step: 412ms | Tot: 38s684ms | Loss: 0.916 | Acc: 67.686% (8144/12032) 94/391 [===============>.................................................] Step: 413ms | Tot: 39s98ms | Loss: 0.917 | Acc: 67.648% (8226/12160) 95/391 [===============>.................................................] Step: 421ms | Tot: 39s519ms | Loss: 0.917 | Acc: 67.627% (8310/12288) 96/391 [===============>.................................................] Step: 413ms | Tot: 39s933ms | Loss: 0.918 | Acc: 67.574% (8390/12416) 97/391 [================>................................................] Step: 419ms | Tot: 40s352ms | Loss: 0.917 | Acc: 67.618% (8482/12544) 98/391 [================>................................................] Step: 421ms | Tot: 40s773ms | Loss: 0.916 | Acc: 67.653% (8573/12672) 99/391 [================>................................................] Step: 410ms | Tot: 41s184ms | Loss: 0.915 | Acc: 67.727% (8669/12800) 100/391 [================>................................................] Step: 424ms | Tot: 41s609ms | Loss: 0.915 | Acc: 67.698% (8752/12928) 101/391 [================>................................................] Step: 411ms | Tot: 42s20ms | Loss: 0.914 | Acc: 67.685% (8837/13056) 102/391 [================>................................................] Step: 413ms | Tot: 42s434ms | Loss: 0.914 | Acc: 67.749% (8932/13184) 103/391 [=================>...............................................] Step: 409ms | Tot: 42s844ms | Loss: 0.913 | Acc: 67.796% (9025/13312) 104/391 [=================>...............................................] Step: 412ms | Tot: 43s257ms | Loss: 0.913 | Acc: 67.783% (9110/13440) 105/391 [=================>...............................................] Step: 424ms | Tot: 43s681ms | Loss: 0.913 | Acc: 67.792% (9198/13568) 106/391 [=================>...............................................] Step: 411ms | Tot: 44s92ms | Loss: 0.914 | Acc: 67.750% (9279/13696) 107/391 [=================>...............................................] Step: 423ms | Tot: 44s516ms | Loss: 0.914 | Acc: 67.737% (9364/13824) 108/391 [=================>...............................................] Step: 412ms | Tot: 44s928ms | Loss: 0.914 | Acc: 67.768% (9455/13952) 109/391 [==================>..............................................] Step: 411ms | Tot: 45s339ms | Loss: 0.913 | Acc: 67.784% (9544/14080) 110/391 [==================>..............................................] Step: 418ms | Tot: 45s757ms | Loss: 0.913 | Acc: 67.751% (9626/14208) 111/391 [==================>..............................................] Step: 408ms | Tot: 46s166ms | Loss: 0.913 | Acc: 67.746% (9712/14336) 112/391 [==================>..............................................] Step: 411ms | Tot: 46s578ms | Loss: 0.913 | Acc: 67.713% (9794/14464) 113/391 [==================>..............................................] Step: 410ms | Tot: 46s988ms | Loss: 0.914 | Acc: 67.681% (9876/14592) 114/391 [==================>..............................................] Step: 416ms | Tot: 47s404ms | Loss: 0.914 | Acc: 67.711% (9967/14720) 115/391 [===================>.............................................] Step: 409ms | Tot: 47s813ms | Loss: 0.915 | Acc: 67.645% (10044/14848) 116/391 [===================>.............................................] Step: 421ms | Tot: 48s235ms | Loss: 0.914 | Acc: 67.635% (10129/14976) 117/391 [===================>.............................................] Step: 410ms | Tot: 48s646ms | Loss: 0.915 | Acc: 67.658% (10219/15104) 118/391 [===================>.............................................] Step: 412ms | Tot: 49s58ms | Loss: 0.914 | Acc: 67.667% (10307/15232) 119/391 [===================>.............................................] Step: 416ms | Tot: 49s475ms | Loss: 0.915 | Acc: 67.663% (10393/15360) 120/391 [===================>.............................................] Step: 415ms | Tot: 49s890ms | Loss: 0.913 | Acc: 67.749% (10493/15488) 121/391 [====================>............................................] Step: 412ms | Tot: 50s302ms | Loss: 0.912 | Acc: 67.770% (10583/15616) 122/391 [====================>............................................] Step: 415ms | Tot: 50s718ms | Loss: 0.913 | Acc: 67.702% (10659/15744) 123/391 [====================>............................................] Step: 414ms | Tot: 51s132ms | Loss: 0.913 | Acc: 67.736% (10751/15872) 124/391 [====================>............................................] Step: 408ms | Tot: 51s541ms | Loss: 0.911 | Acc: 67.806% (10849/16000) 125/391 [====================>............................................] Step: 428ms | Tot: 51s969ms | Loss: 0.912 | Acc: 67.814% (10937/16128) 126/391 [====================>............................................] Step: 415ms | Tot: 52s384ms | Loss: 0.914 | Acc: 67.772% (11017/16256) 127/391 [=====================>...........................................] Step: 412ms | Tot: 52s797ms | Loss: 0.912 | Acc: 67.810% (11110/16384) 128/391 [=====================>...........................................] Step: 419ms | Tot: 53s216ms | Loss: 0.910 | Acc: 67.860% (11205/16512) 129/391 [=====================>...........................................] Step: 413ms | Tot: 53s630ms | Loss: 0.909 | Acc: 67.915% (11301/16640) 130/391 [=====================>...........................................] Step: 416ms | Tot: 54s46ms | Loss: 0.910 | Acc: 67.909% (11387/16768) 131/391 [=====================>...........................................] Step: 411ms | Tot: 54s458ms | Loss: 0.909 | Acc: 67.904% (11473/16896) 132/391 [=====================>...........................................] Step: 409ms | Tot: 54s867ms | Loss: 0.909 | Acc: 67.922% (11563/17024) 133/391 [======================>..........................................] Step: 414ms | Tot: 55s281ms | Loss: 0.909 | Acc: 67.916% (11649/17152) 134/391 [======================>..........................................] Step: 423ms | Tot: 55s704ms | Loss: 0.908 | Acc: 67.940% (11740/17280) 135/391 [======================>..........................................] Step: 417ms | Tot: 56s122ms | Loss: 0.907 | Acc: 67.980% (11834/17408) 136/391 [======================>..........................................] Step: 414ms | Tot: 56s537ms | Loss: 0.906 | Acc: 68.031% (11930/17536) 137/391 [======================>..........................................] Step: 415ms | Tot: 56s952ms | Loss: 0.907 | Acc: 68.014% (12014/17664) 138/391 [======================>..........................................] Step: 409ms | Tot: 57s362ms | Loss: 0.907 | Acc: 68.019% (12102/17792) 139/391 [=======================>.........................................] Step: 418ms | Tot: 57s780ms | Loss: 0.907 | Acc: 67.997% (12185/17920) 140/391 [=======================>.........................................] Step: 417ms | Tot: 58s198ms | Loss: 0.907 | Acc: 67.985% (12270/18048) 141/391 [=======================>.........................................] Step: 414ms | Tot: 58s612ms | Loss: 0.906 | Acc: 68.035% (12366/18176) 142/391 [=======================>.........................................] Step: 414ms | Tot: 59s26ms | Loss: 0.904 | Acc: 68.067% (12459/18304) 143/391 [=======================>.........................................] Step: 426ms | Tot: 59s453ms | Loss: 0.904 | Acc: 68.115% (12555/18432) 144/391 [=======================>.........................................] Step: 414ms | Tot: 59s867ms | Loss: 0.903 | Acc: 68.087% (12637/18560) 145/391 [========================>........................................] Step: 422ms | Tot: 1m290ms | Loss: 0.903 | Acc: 68.124% (12731/18688) 146/391 [========================>........................................] Step: 413ms | Tot: 1m703ms | Loss: 0.902 | Acc: 68.149% (12823/18816) 147/391 [========================>........................................] Step: 411ms | Tot: 1m1s | Loss: 0.903 | Acc: 68.127% (12906/18944) 148/391 [========================>........................................] Step: 413ms | Tot: 1m1s | Loss: 0.902 | Acc: 68.163% (13000/19072) 149/391 [========================>........................................] Step: 415ms | Tot: 1m1s | Loss: 0.901 | Acc: 68.214% (13097/19200) 150/391 [========================>........................................] Step: 414ms | Tot: 1m2s | Loss: 0.901 | Acc: 68.196% (13181/19328) 151/391 [=========================>.......................................] Step: 413ms | Tot: 1m2s | Loss: 0.901 | Acc: 68.221% (13273/19456) 152/391 [=========================>.......................................] Step: 421ms | Tot: 1m3s | Loss: 0.900 | Acc: 68.280% (13372/19584) 153/391 [=========================>.......................................] Step: 416ms | Tot: 1m3s | Loss: 0.898 | Acc: 68.349% (13473/19712) 154/391 [=========================>.......................................] Step: 407ms | Tot: 1m4s | Loss: 0.897 | Acc: 68.352% (13561/19840) 155/391 [=========================>.......................................] Step: 417ms | Tot: 1m4s | Loss: 0.897 | Acc: 68.364% (13651/19968) 156/391 [=========================>.......................................] Step: 412ms | Tot: 1m4s | Loss: 0.897 | Acc: 68.352% (13736/20096) 157/391 [==========================>......................................] Step: 415ms | Tot: 1m5s | Loss: 0.897 | Acc: 68.369% (13827/20224) 158/391 [==========================>......................................] Step: 412ms | Tot: 1m5s | Loss: 0.896 | Acc: 68.372% (13915/20352) 159/391 [==========================>......................................] Step: 413ms | Tot: 1m6s | Loss: 0.896 | Acc: 68.394% (14007/20480) 160/391 [==========================>......................................] Step: 416ms | Tot: 1m6s | Loss: 0.895 | Acc: 68.425% (14101/20608) 161/391 [==========================>......................................] Step: 426ms | Tot: 1m6s | Loss: 0.895 | Acc: 68.412% (14186/20736) 162/391 [==========================>......................................] Step: 413ms | Tot: 1m7s | Loss: 0.894 | Acc: 68.458% (14283/20864) 163/391 [===========================>.....................................] Step: 412ms | Tot: 1m7s | Loss: 0.893 | Acc: 68.478% (14375/20992) 164/391 [===========================>.....................................] Step: 412ms | Tot: 1m8s | Loss: 0.892 | Acc: 68.494% (14466/21120) 165/391 [===========================>.....................................] Step: 415ms | Tot: 1m8s | Loss: 0.892 | Acc: 68.472% (14549/21248) 166/391 [===========================>.....................................] Step: 420ms | Tot: 1m9s | Loss: 0.892 | Acc: 68.488% (14640/21376) 167/391 [===========================>.....................................] Step: 412ms | Tot: 1m9s | Loss: 0.891 | Acc: 68.508% (14732/21504) 168/391 [===========================>.....................................] Step: 415ms | Tot: 1m9s | Loss: 0.891 | Acc: 68.519% (14822/21632) 169/391 [============================>....................................] Step: 415ms | Tot: 1m10s | Loss: 0.891 | Acc: 68.516% (14909/21760) 170/391 [============================>....................................] Step: 423ms | Tot: 1m10s | Loss: 0.891 | Acc: 68.540% (15002/21888) 171/391 [============================>....................................] Step: 414ms | Tot: 1m11s | Loss: 0.891 | Acc: 68.550% (15092/22016) 172/391 [============================>....................................] Step: 411ms | Tot: 1m11s | Loss: 0.891 | Acc: 68.547% (15179/22144) 173/391 [============================>....................................] Step: 412ms | Tot: 1m11s | Loss: 0.891 | Acc: 68.566% (15271/22272) 174/391 [============================>....................................] Step: 416ms | Tot: 1m12s | Loss: 0.891 | Acc: 68.554% (15356/22400) 175/391 [=============================>...................................] Step: 406ms | Tot: 1m12s | Loss: 0.891 | Acc: 68.555% (15444/22528) 176/391 [=============================>...................................] Step: 411ms | Tot: 1m13s | Loss: 0.891 | Acc: 68.565% (15534/22656) 177/391 [=============================>...................................] Step: 414ms | Tot: 1m13s | Loss: 0.891 | Acc: 68.539% (15616/22784) 178/391 [=============================>...................................] Step: 412ms | Tot: 1m13s | Loss: 0.891 | Acc: 68.562% (15709/22912) 179/391 [=============================>...................................] Step: 429ms | Tot: 1m14s | Loss: 0.890 | Acc: 68.581% (15801/23040) 180/391 [=============================>...................................] Step: 413ms | Tot: 1m14s | Loss: 0.890 | Acc: 68.582% (15889/23168) 181/391 [==============================>..................................] Step: 409ms | Tot: 1m15s | Loss: 0.891 | Acc: 68.540% (15967/23296) 182/391 [==============================>..................................] Step: 404ms | Tot: 1m15s | Loss: 0.892 | Acc: 68.549% (16057/23424) 183/391 [==============================>..................................] Step: 413ms | Tot: 1m16s | Loss: 0.891 | Acc: 68.567% (16149/23552) 184/391 [==============================>..................................] Step: 417ms | Tot: 1m16s | Loss: 0.891 | Acc: 68.577% (16239/23680) 185/391 [==============================>..................................] Step: 417ms | Tot: 1m16s | Loss: 0.890 | Acc: 68.620% (16337/23808) 186/391 [==============================>..................................] Step: 422ms | Tot: 1m17s | Loss: 0.890 | Acc: 68.629% (16427/23936) 187/391 [===============================>.................................] Step: 413ms | Tot: 1m17s | Loss: 0.889 | Acc: 68.663% (16523/24064) 188/391 [===============================>.................................] Step: 426ms | Tot: 1m18s | Loss: 0.889 | Acc: 68.667% (16612/24192) 189/391 [===============================>.................................] Step: 412ms | Tot: 1m18s | Loss: 0.889 | Acc: 68.668% (16700/24320) 190/391 [===============================>.................................] Step: 407ms | Tot: 1m18s | Loss: 0.889 | Acc: 68.676% (16790/24448) 191/391 [===============================>.................................] Step: 417ms | Tot: 1m19s | Loss: 0.889 | Acc: 68.652% (16872/24576) 192/391 [===============================>.................................] Step: 412ms | Tot: 1m19s | Loss: 0.888 | Acc: 68.685% (16968/24704) 193/391 [================================>................................] Step: 412ms | Tot: 1m20s | Loss: 0.887 | Acc: 68.742% (17070/24832) 194/391 [================================>................................] Step: 415ms | Tot: 1m20s | Loss: 0.887 | Acc: 68.734% (17156/24960) 195/391 [================================>................................] Step: 415ms | Tot: 1m21s | Loss: 0.887 | Acc: 68.746% (17247/25088) 196/391 [================================>................................] Step: 413ms | Tot: 1m21s | Loss: 0.887 | Acc: 68.742% (17334/25216) 197/391 [================================>................................] Step: 420ms | Tot: 1m21s | Loss: 0.886 | Acc: 68.746% (17423/25344) 198/391 [================================>................................] Step: 411ms | Tot: 1m22s | Loss: 0.886 | Acc: 68.750% (17512/25472) 199/391 [=================================>...............................] Step: 406ms | Tot: 1m22s | Loss: 0.885 | Acc: 68.785% (17609/25600) 200/391 [=================================>...............................] Step: 401ms | Tot: 1m23s | Loss: 0.885 | Acc: 68.804% (17702/25728) 201/391 [=================================>...............................] Step: 410ms | Tot: 1m23s | Loss: 0.886 | Acc: 68.773% (17782/25856) 202/391 [=================================>...............................] Step: 408ms | Tot: 1m23s | Loss: 0.885 | Acc: 68.777% (17871/25984) 203/391 [=================================>...............................] Step: 413ms | Tot: 1m24s | Loss: 0.885 | Acc: 68.761% (17955/26112) 204/391 [=================================>...............................] Step: 407ms | Tot: 1m24s | Loss: 0.884 | Acc: 68.788% (18050/26240) 205/391 [==================================>..............................] Step: 408ms | Tot: 1m25s | Loss: 0.884 | Acc: 68.818% (18146/26368) 206/391 [==================================>..............................] Step: 429ms | Tot: 1m25s | Loss: 0.884 | Acc: 68.837% (18239/26496) 207/391 [==================================>..............................] Step: 410ms | Tot: 1m25s | Loss: 0.883 | Acc: 68.855% (18332/26624) 208/391 [==================================>..............................] Step: 415ms | Tot: 1m26s | Loss: 0.883 | Acc: 68.858% (18421/26752) 209/391 [==================================>..............................] Step: 412ms | Tot: 1m26s | Loss: 0.883 | Acc: 68.854% (18508/26880) 210/391 [==================================>..............................] Step: 414ms | Tot: 1m27s | Loss: 0.883 | Acc: 68.872% (18601/27008) 211/391 [===================================>.............................] Step: 417ms | Tot: 1m27s | Loss: 0.883 | Acc: 68.875% (18690/27136) 212/391 [===================================>.............................] Step: 415ms | Tot: 1m28s | Loss: 0.883 | Acc: 68.871% (18777/27264) 213/391 [===================================>.............................] Step: 412ms | Tot: 1m28s | Loss: 0.883 | Acc: 68.874% (18866/27392) 214/391 [===================================>.............................] Step: 413ms | Tot: 1m28s | Loss: 0.883 | Acc: 68.884% (18957/27520) 215/391 [===================================>.............................] Step: 417ms | Tot: 1m29s | Loss: 0.882 | Acc: 68.902% (19050/27648) 216/391 [===================================>.............................] Step: 422ms | Tot: 1m29s | Loss: 0.883 | Acc: 68.876% (19131/27776) 217/391 [====================================>............................] Step: 411ms | Tot: 1m30s | Loss: 0.882 | Acc: 68.904% (19227/27904) 218/391 [====================================>............................] Step: 417ms | Tot: 1m30s | Loss: 0.882 | Acc: 68.896% (19313/28032) 219/391 [====================================>............................] Step: 413ms | Tot: 1m30s | Loss: 0.881 | Acc: 68.892% (19400/28160) 220/391 [====================================>............................] Step: 412ms | Tot: 1m31s | Loss: 0.881 | Acc: 68.891% (19488/28288) 221/391 [====================================>............................] Step: 407ms | Tot: 1m31s | Loss: 0.881 | Acc: 68.894% (19577/28416) 222/391 [====================================>............................] Step: 414ms | Tot: 1m32s | Loss: 0.882 | Acc: 68.873% (19659/28544) 223/391 [=====================================>...........................] Step: 413ms | Tot: 1m32s | Loss: 0.881 | Acc: 68.886% (19751/28672) 224/391 [=====================================>...........................] Step: 429ms | Tot: 1m33s | Loss: 0.881 | Acc: 68.896% (19842/28800) 225/391 [=====================================>...........................] Step: 414ms | Tot: 1m33s | Loss: 0.881 | Acc: 68.874% (19924/28928) 226/391 [=====================================>...........................] Step: 408ms | Tot: 1m33s | Loss: 0.881 | Acc: 68.898% (20019/29056) 227/391 [=====================================>...........................] Step: 418ms | Tot: 1m34s | Loss: 0.880 | Acc: 68.914% (20112/29184) 228/391 [=====================================>...........................] Step: 415ms | Tot: 1m34s | Loss: 0.880 | Acc: 68.931% (20205/29312) 229/391 [======================================>..........................] Step: 412ms | Tot: 1m35s | Loss: 0.880 | Acc: 68.930% (20293/29440) 230/391 [======================================>..........................] Step: 413ms | Tot: 1m35s | Loss: 0.879 | Acc: 68.943% (20385/29568) 231/391 [======================================>..........................] Step: 407ms | Tot: 1m35s | Loss: 0.879 | Acc: 68.962% (20479/29696) 232/391 [======================================>..........................] Step: 417ms | Tot: 1m36s | Loss: 0.879 | Acc: 68.965% (20568/29824) 233/391 [======================================>..........................] Step: 419ms | Tot: 1m36s | Loss: 0.879 | Acc: 68.940% (20649/29952) 234/391 [======================================>..........................] Step: 416ms | Tot: 1m37s | Loss: 0.878 | Acc: 68.959% (20743/30080) 235/391 [=======================================>.........................] Step: 413ms | Tot: 1m37s | Loss: 0.878 | Acc: 68.985% (20839/30208) 236/391 [=======================================>.........................] Step: 410ms | Tot: 1m38s | Loss: 0.878 | Acc: 68.977% (20925/30336) 237/391 [=======================================>.........................] Step: 408ms | Tot: 1m38s | Loss: 0.878 | Acc: 68.993% (21018/30464) 238/391 [=======================================>.........................] Step: 411ms | Tot: 1m38s | Loss: 0.878 | Acc: 68.979% (21102/30592) 239/391 [=======================================>.........................] Step: 419ms | Tot: 1m39s | Loss: 0.878 | Acc: 68.981% (21191/30720) 240/391 [=======================================>.........................] Step: 407ms | Tot: 1m39s | Loss: 0.878 | Acc: 68.967% (21275/30848) 241/391 [========================================>........................] Step: 416ms | Tot: 1m40s | Loss: 0.877 | Acc: 68.976% (21366/30976) 242/391 [========================================>........................] Step: 429ms | Tot: 1m40s | Loss: 0.878 | Acc: 68.962% (21450/31104) 243/391 [========================================>........................] Step: 406ms | Tot: 1m40s | Loss: 0.877 | Acc: 68.971% (21541/31232) 244/391 [========================================>........................] Step: 413ms | Tot: 1m41s | Loss: 0.877 | Acc: 69.015% (21643/31360) 245/391 [========================================>........................] Step: 416ms | Tot: 1m41s | Loss: 0.876 | Acc: 69.020% (21733/31488) 246/391 [========================================>........................] Step: 414ms | Tot: 1m42s | Loss: 0.876 | Acc: 69.041% (21828/31616) 247/391 [=========================================>.......................] Step: 421ms | Tot: 1m42s | Loss: 0.875 | Acc: 69.049% (21919/31744) 248/391 [=========================================>.......................] Step: 412ms | Tot: 1m42s | Loss: 0.875 | Acc: 69.076% (22016/31872) 249/391 [=========================================>.......................] Step: 415ms | Tot: 1m43s | Loss: 0.876 | Acc: 69.047% (22095/32000) 250/391 [=========================================>.......................] Step: 414ms | Tot: 1m43s | Loss: 0.876 | Acc: 69.033% (22179/32128) 251/391 [=========================================>.......................] Step: 425ms | Tot: 1m44s | Loss: 0.876 | Acc: 69.057% (22275/32256) 252/391 [=========================================>.......................] Step: 416ms | Tot: 1m44s | Loss: 0.876 | Acc: 69.037% (22357/32384) 253/391 [==========================================>......................] Step: 415ms | Tot: 1m45s | Loss: 0.876 | Acc: 69.027% (22442/32512) 254/391 [==========================================>......................] Step: 414ms | Tot: 1m45s | Loss: 0.875 | Acc: 69.044% (22536/32640) 255/391 [==========================================>......................] Step: 413ms | Tot: 1m45s | Loss: 0.875 | Acc: 69.040% (22623/32768) 256/391 [==========================================>......................] Step: 417ms | Tot: 1m46s | Loss: 0.875 | Acc: 69.075% (22723/32896) 257/391 [==========================================>......................] Step: 416ms | Tot: 1m46s | Loss: 0.874 | Acc: 69.092% (22817/33024) 258/391 [==========================================>......................] Step: 416ms | Tot: 1m47s | Loss: 0.874 | Acc: 69.067% (22897/33152) 259/391 [===========================================>.....................] Step: 410ms | Tot: 1m47s | Loss: 0.874 | Acc: 69.078% (22989/33280) 260/391 [===========================================>.....................] Step: 428ms | Tot: 1m47s | Loss: 0.874 | Acc: 69.079% (23078/33408) 261/391 [===========================================>.....................] Step: 411ms | Tot: 1m48s | Loss: 0.873 | Acc: 69.099% (23173/33536) 262/391 [===========================================>.....................] Step: 414ms | Tot: 1m48s | Loss: 0.873 | Acc: 69.101% (23262/33664) 263/391 [===========================================>.....................] Step: 408ms | Tot: 1m49s | Loss: 0.873 | Acc: 69.111% (23354/33792) 264/391 [===========================================>.....................] Step: 408ms | Tot: 1m49s | Loss: 0.873 | Acc: 69.121% (23446/33920) 265/391 [============================================>....................] Step: 404ms | Tot: 1m50s | Loss: 0.873 | Acc: 69.120% (23534/34048) 266/391 [============================================>....................] Step: 416ms | Tot: 1m50s | Loss: 0.873 | Acc: 69.122% (23623/34176) 267/391 [============================================>....................] Step: 415ms | Tot: 1m50s | Loss: 0.873 | Acc: 69.129% (23714/34304) 268/391 [============================================>....................] Step: 413ms | Tot: 1m51s | Loss: 0.872 | Acc: 69.136% (23805/34432) 269/391 [============================================>....................] Step: 424ms | Tot: 1m51s | Loss: 0.873 | Acc: 69.138% (23894/34560) 270/391 [============================================>....................] Step: 410ms | Tot: 1m52s | Loss: 0.872 | Acc: 69.162% (23991/34688) 271/391 [=============================================>...................] Step: 411ms | Tot: 1m52s | Loss: 0.872 | Acc: 69.155% (24077/34816) 272/391 [=============================================>...................] Step: 419ms | Tot: 1m52s | Loss: 0.872 | Acc: 69.174% (24172/34944) 273/391 [=============================================>...................] Step: 417ms | Tot: 1m53s | Loss: 0.872 | Acc: 69.163% (24257/35072) 274/391 [=============================================>...................] Step: 417ms | Tot: 1m53s | Loss: 0.872 | Acc: 69.179% (24351/35200) 275/391 [=============================================>...................] Step: 407ms | Tot: 1m54s | Loss: 0.872 | Acc: 69.169% (24436/35328) 276/391 [=============================================>...................] Step: 409ms | Tot: 1m54s | Loss: 0.872 | Acc: 69.167% (24524/35456) 277/391 [==============================================>..................] Step: 416ms | Tot: 1m55s | Loss: 0.872 | Acc: 69.155% (24608/35584) 278/391 [==============================================>..................] Step: 423ms | Tot: 1m55s | Loss: 0.871 | Acc: 69.167% (24701/35712) 279/391 [==============================================>..................] Step: 418ms | Tot: 1m55s | Loss: 0.872 | Acc: 69.160% (24787/35840) 280/391 [==============================================>..................] Step: 410ms | Tot: 1m56s | Loss: 0.872 | Acc: 69.159% (24875/35968) 281/391 [==============================================>..................] Step: 409ms | Tot: 1m56s | Loss: 0.872 | Acc: 69.146% (24959/36096) 282/391 [==============================================>..................] Step: 412ms | Tot: 1m57s | Loss: 0.872 | Acc: 69.150% (25049/36224) 283/391 [===============================================>.................] Step: 414ms | Tot: 1m57s | Loss: 0.872 | Acc: 69.154% (25139/36352) 284/391 [===============================================>.................] Step: 415ms | Tot: 1m57s | Loss: 0.872 | Acc: 69.137% (25221/36480) 285/391 [===============================================>.................] Step: 417ms | Tot: 1m58s | Loss: 0.872 | Acc: 69.127% (25306/36608) 286/391 [===============================================>.................] Step: 413ms | Tot: 1m58s | Loss: 0.872 | Acc: 69.126% (25394/36736) 287/391 [===============================================>.................] Step: 424ms | Tot: 1m59s | Loss: 0.872 | Acc: 69.130% (25484/36864) 288/391 [===============================================>.................] Step: 412ms | Tot: 1m59s | Loss: 0.871 | Acc: 69.134% (25574/36992) 289/391 [================================================>................] Step: 407ms | Tot: 1m59s | Loss: 0.871 | Acc: 69.151% (25669/37120) 290/391 [================================================>................] Step: 407ms | Tot: 2m400ms | Loss: 0.871 | Acc: 69.150% (25757/37248) 291/391 [================================================>................] Step: 415ms | Tot: 2m815ms | Loss: 0.871 | Acc: 69.151% (25846/37376) 292/391 [================================================>................] Step: 411ms | Tot: 2m1s | Loss: 0.871 | Acc: 69.163% (25939/37504) 293/391 [================================================>................] Step: 407ms | Tot: 2m1s | Loss: 0.871 | Acc: 69.154% (26024/37632) 294/391 [================================================>................] Step: 409ms | Tot: 2m2s | Loss: 0.871 | Acc: 69.145% (26109/37760) 295/391 [=================================================>...............] Step: 410ms | Tot: 2m2s | Loss: 0.871 | Acc: 69.141% (26196/37888) 296/391 [=================================================>...............] Step: 413ms | Tot: 2m2s | Loss: 0.871 | Acc: 69.118% (26276/38016) 297/391 [=================================================>...............] Step: 413ms | Tot: 2m3s | Loss: 0.871 | Acc: 69.141% (26373/38144) 298/391 [=================================================>...............] Step: 401ms | Tot: 2m3s | Loss: 0.871 | Acc: 69.147% (26464/38272) 299/391 [=================================================>...............] Step: 407ms | Tot: 2m4s | Loss: 0.870 | Acc: 69.143% (26551/38400) 300/391 [=================================================>...............] Step: 415ms | Tot: 2m4s | Loss: 0.871 | Acc: 69.121% (26631/38528) 301/391 [==================================================>..............] Step: 409ms | Tot: 2m4s | Loss: 0.871 | Acc: 69.143% (26728/38656) 302/391 [==================================================>..............] Step: 413ms | Tot: 2m5s | Loss: 0.871 | Acc: 69.137% (26814/38784) 303/391 [==================================================>..............] Step: 405ms | Tot: 2m5s | Loss: 0.870 | Acc: 69.164% (26913/38912) 304/391 [==================================================>..............] Step: 412ms | Tot: 2m6s | Loss: 0.870 | Acc: 69.180% (27008/39040) 305/391 [==================================================>..............] Step: 419ms | Tot: 2m6s | Loss: 0.870 | Acc: 69.184% (27098/39168) 306/391 [==================================================>..............] Step: 415ms | Tot: 2m6s | Loss: 0.870 | Acc: 69.183% (27186/39296) 307/391 [===================================================>.............] Step: 425ms | Tot: 2m7s | Loss: 0.870 | Acc: 69.186% (27276/39424) 308/391 [===================================================>.............] Step: 406ms | Tot: 2m7s | Loss: 0.870 | Acc: 69.215% (27376/39552) 309/391 [===================================================>.............] Step: 403ms | Tot: 2m8s | Loss: 0.869 | Acc: 69.221% (27467/39680) 310/391 [===================================================>.............] Step: 407ms | Tot: 2m8s | Loss: 0.869 | Acc: 69.252% (27568/39808) 311/391 [===================================================>.............] Step: 407ms | Tot: 2m9s | Loss: 0.869 | Acc: 69.261% (27660/39936) 312/391 [===================================================>.............] Step: 423ms | Tot: 2m9s | Loss: 0.868 | Acc: 69.267% (27751/40064) 313/391 [====================================================>............] Step: 405ms | Tot: 2m9s | Loss: 0.868 | Acc: 69.282% (27846/40192) 314/391 [====================================================>............] Step: 414ms | Tot: 2m10s | Loss: 0.868 | Acc: 69.286% (27936/40320) 315/391 [====================================================>............] Step: 413ms | Tot: 2m10s | Loss: 0.868 | Acc: 69.286% (28025/40448) 316/391 [====================================================>............] Step: 413ms | Tot: 2m11s | Loss: 0.868 | Acc: 69.277% (28110/40576) 317/391 [====================================================>............] Step: 416ms | Tot: 2m11s | Loss: 0.867 | Acc: 69.295% (28206/40704) 318/391 [====================================================>............] Step: 423ms | Tot: 2m11s | Loss: 0.868 | Acc: 69.299% (28296/40832) 319/391 [=====================================================>...........] Step: 418ms | Tot: 2m12s | Loss: 0.867 | Acc: 69.316% (28392/40960) 320/391 [=====================================================>...........] Step: 417ms | Tot: 2m12s | Loss: 0.867 | Acc: 69.324% (28484/41088) 321/391 [=====================================================>...........] Step: 404ms | Tot: 2m13s | Loss: 0.867 | Acc: 69.303% (28564/41216) 322/391 [=====================================================>...........] Step: 422ms | Tot: 2m13s | Loss: 0.867 | Acc: 69.306% (28654/41344) 323/391 [=====================================================>...........] Step: 421ms | Tot: 2m14s | Loss: 0.867 | Acc: 69.285% (28734/41472) 324/391 [=====================================================>...........] Step: 417ms | Tot: 2m14s | Loss: 0.867 | Acc: 69.300% (28829/41600) 325/391 [======================================================>..........] Step: 413ms | Tot: 2m14s | Loss: 0.867 | Acc: 69.320% (28926/41728) 326/391 [======================================================>..........] Step: 411ms | Tot: 2m15s | Loss: 0.867 | Acc: 69.316% (29013/41856) 327/391 [======================================================>..........] Step: 419ms | Tot: 2m15s | Loss: 0.866 | Acc: 69.307% (29098/41984) 328/391 [======================================================>..........] Step: 412ms | Tot: 2m16s | Loss: 0.866 | Acc: 69.325% (29194/42112) 329/391 [======================================================>..........] Step: 414ms | Tot: 2m16s | Loss: 0.866 | Acc: 69.342% (29290/42240) 330/391 [======================================================>..........] Step: 412ms | Tot: 2m16s | Loss: 0.865 | Acc: 69.354% (29384/42368) 331/391 [=======================================================>.........] Step: 408ms | Tot: 2m17s | Loss: 0.865 | Acc: 69.352% (29472/42496) 332/391 [=======================================================>.........] Step: 423ms | Tot: 2m17s | Loss: 0.865 | Acc: 69.362% (29565/42624) 333/391 [=======================================================>.........] Step: 416ms | Tot: 2m18s | Loss: 0.865 | Acc: 69.363% (29654/42752) 334/391 [=======================================================>.........] Step: 410ms | Tot: 2m18s | Loss: 0.864 | Acc: 69.375% (29748/42880) 335/391 [=======================================================>.........] Step: 409ms | Tot: 2m18s | Loss: 0.864 | Acc: 69.396% (29846/43008) 336/391 [=======================================================>.........] Step: 410ms | Tot: 2m19s | Loss: 0.864 | Acc: 69.418% (29944/43136) 337/391 [========================================================>........] Step: 413ms | Tot: 2m19s | Loss: 0.864 | Acc: 69.409% (30029/43264) 338/391 [========================================================>........] Step: 410ms | Tot: 2m20s | Loss: 0.864 | Acc: 69.418% (30122/43392) 339/391 [========================================================>........] Step: 420ms | Tot: 2m20s | Loss: 0.864 | Acc: 69.423% (30213/43520) 340/391 [========================================================>........] Step: 408ms | Tot: 2m21s | Loss: 0.863 | Acc: 69.421% (30301/43648) 341/391 [========================================================>........] Step: 417ms | Tot: 2m21s | Loss: 0.863 | Acc: 69.424% (30391/43776) 342/391 [========================================================>........] Step: 417ms | Tot: 2m21s | Loss: 0.863 | Acc: 69.422% (30479/43904) 343/391 [=========================================================>.......] Step: 417ms | Tot: 2m22s | Loss: 0.863 | Acc: 69.440% (30576/44032) 344/391 [=========================================================>.......] Step: 409ms | Tot: 2m22s | Loss: 0.863 | Acc: 69.436% (30663/44160) 345/391 [=========================================================>.......] Step: 414ms | Tot: 2m23s | Loss: 0.863 | Acc: 69.445% (30756/44288) 346/391 [=========================================================>.......] Step: 416ms | Tot: 2m23s | Loss: 0.863 | Acc: 69.437% (30841/44416) 347/391 [=========================================================>.......] Step: 414ms | Tot: 2m23s | Loss: 0.863 | Acc: 69.437% (30930/44544) 348/391 [=========================================================>.......] Step: 411ms | Tot: 2m24s | Loss: 0.863 | Acc: 69.453% (31026/44672) 349/391 [==========================================================>......] Step: 412ms | Tot: 2m24s | Loss: 0.863 | Acc: 69.440% (31109/44800) 350/391 [==========================================================>......] Step: 421ms | Tot: 2m25s | Loss: 0.863 | Acc: 69.427% (31192/44928) 351/391 [==========================================================>......] Step: 416ms | Tot: 2m25s | Loss: 0.863 | Acc: 69.445% (31289/45056) 352/391 [==========================================================>......] Step: 417ms | Tot: 2m26s | Loss: 0.863 | Acc: 69.427% (31370/45184) 353/391 [==========================================================>......] Step: 408ms | Tot: 2m26s | Loss: 0.862 | Acc: 69.454% (31471/45312) 354/391 [==========================================================>......] Step: 407ms | Tot: 2m26s | Loss: 0.862 | Acc: 69.452% (31559/45440) 355/391 [===========================================================>.....] Step: 418ms | Tot: 2m27s | Loss: 0.862 | Acc: 69.459% (31651/45568) 356/391 [===========================================================>.....] Step: 412ms | Tot: 2m27s | Loss: 0.862 | Acc: 69.468% (31744/45696) 357/391 [===========================================================>.....] Step: 414ms | Tot: 2m28s | Loss: 0.862 | Acc: 69.492% (31844/45824) 358/391 [===========================================================>.....] Step: 419ms | Tot: 2m28s | Loss: 0.861 | Acc: 69.507% (31940/45952) 359/391 [===========================================================>.....] Step: 422ms | Tot: 2m28s | Loss: 0.861 | Acc: 69.518% (32034/46080) 360/391 [===========================================================>.....] Step: 415ms | Tot: 2m29s | Loss: 0.861 | Acc: 69.546% (32136/46208) 361/391 [============================================================>....] Step: 410ms | Tot: 2m29s | Loss: 0.861 | Acc: 69.549% (32226/46336) 362/391 [============================================================>....] Step: 423ms | Tot: 2m30s | Loss: 0.860 | Acc: 69.559% (32320/46464) 363/391 [============================================================>....] Step: 411ms | Tot: 2m30s | Loss: 0.860 | Acc: 69.574% (32416/46592) 364/391 [============================================================>....] Step: 409ms | Tot: 2m31s | Loss: 0.860 | Acc: 69.580% (32508/46720) 365/391 [============================================================>....] Step: 409ms | Tot: 2m31s | Loss: 0.860 | Acc: 69.602% (32607/46848) 366/391 [============================================================>....] Step: 411ms | Tot: 2m31s | Loss: 0.860 | Acc: 69.604% (32697/46976) 367/391 [=============================================================>...] Step: 411ms | Tot: 2m32s | Loss: 0.860 | Acc: 69.599% (32784/47104) 368/391 [=============================================================>...] Step: 422ms | Tot: 2m32s | Loss: 0.860 | Acc: 69.597% (32872/47232) 369/391 [=============================================================>...] Step: 409ms | Tot: 2m33s | Loss: 0.860 | Acc: 69.576% (32951/47360) 370/391 [=============================================================>...] Step: 416ms | Tot: 2m33s | Loss: 0.860 | Acc: 69.594% (33049/47488) 371/391 [=============================================================>...] Step: 409ms | Tot: 2m33s | Loss: 0.860 | Acc: 69.590% (33136/47616) 372/391 [=============================================================>...] Step: 412ms | Tot: 2m34s | Loss: 0.860 | Acc: 69.582% (33221/47744) 373/391 [==============================================================>..] Step: 412ms | Tot: 2m34s | Loss: 0.860 | Acc: 69.586% (33312/47872) 374/391 [==============================================================>..] Step: 413ms | Tot: 2m35s | Loss: 0.860 | Acc: 69.598% (33407/48000) 375/391 [==============================================================>..] Step: 410ms | Tot: 2m35s | Loss: 0.860 | Acc: 69.602% (33498/48128) 376/391 [==============================================================>..] Step: 416ms | Tot: 2m35s | Loss: 0.860 | Acc: 69.595% (33584/48256) 377/391 [==============================================================>..] Step: 423ms | Tot: 2m36s | Loss: 0.859 | Acc: 69.612% (33681/48384) 378/391 [==============================================================>..] Step: 414ms | Tot: 2m36s | Loss: 0.859 | Acc: 69.622% (33775/48512) 379/391 [===============================================================>.] Step: 418ms | Tot: 2m37s | Loss: 0.859 | Acc: 69.636% (33871/48640) 380/391 [===============================================================>.] Step: 410ms | Tot: 2m37s | Loss: 0.858 | Acc: 69.654% (33969/48768) 381/391 [===============================================================>.] Step: 415ms | Tot: 2m38s | Loss: 0.858 | Acc: 69.676% (34069/48896) 382/391 [===============================================================>.] Step: 416ms | Tot: 2m38s | Loss: 0.858 | Acc: 69.672% (34156/49024) 383/391 [===============================================================>.] Step: 420ms | Tot: 2m38s | Loss: 0.858 | Acc: 69.680% (34249/49152) 384/391 [===============================================================>.] Step: 417ms | Tot: 2m39s | Loss: 0.858 | Acc: 69.696% (34346/49280) 385/391 [================================================================>] Step: 411ms | Tot: 2m39s | Loss: 0.857 | Acc: 69.705% (34440/49408) 386/391 [================================================================>] Step: 424ms | Tot: 2m40s | Loss: 0.857 | Acc: 69.715% (34534/49536) 387/391 [================================================================>] Step: 405ms | Tot: 2m40s | Loss: 0.857 | Acc: 69.725% (34628/49664) 388/391 [================================================================>] Step: 415ms | Tot: 2m40s | Loss: 0.857 | Acc: 69.734% (34722/49792) 389/391 [================================================================>] Step: 411ms | Tot: 2m41s | Loss: 0.857 | Acc: 69.734% (34811/49920) 390/391 [================================================================>] Step: 390ms | Tot: 2m41s | Loss: 0.857 | Acc: 69.718% (34859/50000) 391/391 + [>................................................................] Step: 530ms | Tot: 2ms | Loss: 0.951 | Acc: 69.000% (69/100) 1/100 [>................................................................] Step: 340ms | Tot: 342ms | Loss: 0.931 | Acc: 69.000% (138/200) 2/100 [=>...............................................................] Step: 336ms | Tot: 679ms | Loss: 0.859 | Acc: 70.333% (211/300) 3/100 [=>...............................................................] Step: 342ms | Tot: 1s21ms | Loss: 0.889 | Acc: 69.000% (276/400) 4/100 [==>..............................................................] Step: 351ms | Tot: 1s373ms | Loss: 0.888 | Acc: 69.200% (346/500) 5/100 [===>.............................................................] Step: 342ms | Tot: 1s716ms | Loss: 0.847 | Acc: 70.333% (422/600) 6/100 [===>.............................................................] Step: 352ms | Tot: 2s68ms | Loss: 0.849 | Acc: 70.143% (491/700) 7/100 [====>............................................................] Step: 347ms | Tot: 2s415ms | Loss: 0.874 | Acc: 69.500% (556/800) 8/100 [=====>...........................................................] Step: 354ms | Tot: 2s770ms | Loss: 0.883 | Acc: 69.556% (626/900) 9/100 [=====>...........................................................] Step: 352ms | Tot: 3s122ms | Loss: 0.875 | Acc: 69.900% (699/1000) 10/100 [======>..........................................................] Step: 350ms | Tot: 3s473ms | Loss: 0.862 | Acc: 70.455% (775/1100) 11/100 [=======>.........................................................] Step: 354ms | Tot: 3s827ms | Loss: 0.872 | Acc: 70.083% (841/1200) 12/100 [=======>.........................................................] Step: 358ms | Tot: 4s185ms | Loss: 0.878 | Acc: 69.538% (904/1300) 13/100 [========>........................................................] Step: 364ms | Tot: 4s550ms | Loss: 0.876 | Acc: 69.571% (974/1400) 14/100 [=========>.......................................................] Step: 358ms | Tot: 4s908ms | Loss: 0.873 | Acc: 69.600% (1044/1500) 15/100 [=========>.......................................................] Step: 356ms | Tot: 5s265ms | Loss: 0.868 | Acc: 69.625% (1114/1600) 16/100 [==========>......................................................] Step: 352ms | Tot: 5s617ms | Loss: 0.863 | Acc: 70.000% (1190/1700) 17/100 [===========>.....................................................] Step: 358ms | Tot: 5s975ms | Loss: 0.870 | Acc: 69.833% (1257/1800) 18/100 [===========>.....................................................] Step: 358ms | Tot: 6s334ms | Loss: 0.874 | Acc: 69.684% (1324/1900) 19/100 [============>....................................................] Step: 358ms | Tot: 6s693ms | Loss: 0.882 | Acc: 69.600% (1392/2000) 20/100 [=============>...................................................] Step: 358ms | Tot: 7s51ms | Loss: 0.883 | Acc: 69.571% (1461/2100) 21/100 [=============>...................................................] Step: 355ms | Tot: 7s407ms | Loss: 0.890 | Acc: 69.273% (1524/2200) 22/100 [==============>..................................................] Step: 366ms | Tot: 7s773ms | Loss: 0.897 | Acc: 69.130% (1590/2300) 23/100 [==============>..................................................] Step: 353ms | Tot: 8s126ms | Loss: 0.896 | Acc: 69.083% (1658/2400) 24/100 [===============>.................................................] Step: 357ms | Tot: 8s483ms | Loss: 0.896 | Acc: 69.040% (1726/2500) 25/100 [================>................................................] Step: 357ms | Tot: 8s841ms | Loss: 0.914 | Acc: 68.462% (1780/2600) 26/100 [================>................................................] Step: 358ms | Tot: 9s199ms | Loss: 0.905 | Acc: 68.667% (1854/2700) 27/100 [=================>...............................................] Step: 358ms | Tot: 9s557ms | Loss: 0.912 | Acc: 68.357% (1914/2800) 28/100 [==================>..............................................] Step: 357ms | Tot: 9s915ms | Loss: 0.910 | Acc: 68.586% (1989/2900) 29/100 [==================>..............................................] Step: 351ms | Tot: 10s267ms | Loss: 0.906 | Acc: 68.767% (2063/3000) 30/100 [===================>.............................................] Step: 354ms | Tot: 10s622ms | Loss: 0.910 | Acc: 68.645% (2128/3100) 31/100 [====================>............................................] Step: 357ms | Tot: 10s979ms | Loss: 0.908 | Acc: 68.656% (2197/3200) 32/100 [====================>............................................] Step: 353ms | Tot: 11s332ms | Loss: 0.903 | Acc: 68.727% (2268/3300) 33/100 [=====================>...........................................] Step: 353ms | Tot: 11s686ms | Loss: 0.906 | Acc: 68.706% (2336/3400) 34/100 [======================>..........................................] Step: 347ms | Tot: 12s33ms | Loss: 0.913 | Acc: 68.457% (2396/3500) 35/100 [======================>..........................................] Step: 358ms | Tot: 12s392ms | Loss: 0.914 | Acc: 68.500% (2466/3600) 36/100 [=======================>.........................................] Step: 357ms | Tot: 12s749ms | Loss: 0.916 | Acc: 68.486% (2534/3700) 37/100 [========================>........................................] Step: 352ms | Tot: 13s102ms | Loss: 0.915 | Acc: 68.500% (2603/3800) 38/100 [========================>........................................] Step: 351ms | Tot: 13s454ms | Loss: 0.913 | Acc: 68.487% (2671/3900) 39/100 [=========================>.......................................] Step: 354ms | Tot: 13s809ms | Loss: 0.909 | Acc: 68.550% (2742/4000) 40/100 [==========================>......................................] Step: 360ms | Tot: 14s169ms | Loss: 0.909 | Acc: 68.561% (2811/4100) 41/100 [==========================>......................................] Step: 364ms | Tot: 14s533ms | Loss: 0.907 | Acc: 68.548% (2879/4200) 42/100 [===========================>.....................................] Step: 363ms | Tot: 14s897ms | Loss: 0.906 | Acc: 68.581% (2949/4300) 43/100 [===========================>.....................................] Step: 365ms | Tot: 15s262ms | Loss: 0.906 | Acc: 68.614% (3019/4400) 44/100 [============================>....................................] Step: 358ms | Tot: 15s620ms | Loss: 0.908 | Acc: 68.467% (3081/4500) 45/100 [=============================>...................................] Step: 354ms | Tot: 15s975ms | Loss: 0.912 | Acc: 68.435% (3148/4600) 46/100 [=============================>...................................] Step: 356ms | Tot: 16s331ms | Loss: 0.912 | Acc: 68.489% (3219/4700) 47/100 [==============================>..................................] Step: 360ms | Tot: 16s692ms | Loss: 0.913 | Acc: 68.479% (3287/4800) 48/100 [===============================>.................................] Step: 355ms | Tot: 17s47ms | Loss: 0.911 | Acc: 68.531% (3358/4900) 49/100 [===============================>.................................] Step: 358ms | Tot: 17s405ms | Loss: 0.913 | Acc: 68.480% (3424/5000) 50/100 [================================>................................] Step: 367ms | Tot: 17s772ms | Loss: 0.910 | Acc: 68.510% (3494/5100) 51/100 [=================================>...............................] Step: 370ms | Tot: 18s143ms | Loss: 0.909 | Acc: 68.519% (3563/5200) 52/100 [=================================>...............................] Step: 361ms | Tot: 18s504ms | Loss: 0.906 | Acc: 68.642% (3638/5300) 53/100 [==================================>..............................] Step: 354ms | Tot: 18s859ms | Loss: 0.905 | Acc: 68.815% (3716/5400) 54/100 [===================================>.............................] Step: 353ms | Tot: 19s212ms | Loss: 0.906 | Acc: 68.782% (3783/5500) 55/100 [===================================>.............................] Step: 354ms | Tot: 19s567ms | Loss: 0.906 | Acc: 68.839% (3855/5600) 56/100 [====================================>............................] Step: 352ms | Tot: 19s919ms | Loss: 0.907 | Acc: 68.877% (3926/5700) 57/100 [=====================================>...........................] Step: 353ms | Tot: 20s272ms | Loss: 0.904 | Acc: 68.914% (3997/5800) 58/100 [=====================================>...........................] Step: 351ms | Tot: 20s624ms | Loss: 0.907 | Acc: 68.814% (4060/5900) 59/100 [======================================>..........................] Step: 358ms | Tot: 20s982ms | Loss: 0.909 | Acc: 68.733% (4124/6000) 60/100 [=======================================>.........................] Step: 349ms | Tot: 21s331ms | Loss: 0.910 | Acc: 68.639% (4187/6100) 61/100 [=======================================>.........................] Step: 354ms | Tot: 21s686ms | Loss: 0.910 | Acc: 68.597% (4253/6200) 62/100 [========================================>........................] Step: 353ms | Tot: 22s40ms | Loss: 0.909 | Acc: 68.556% (4319/6300) 63/100 [========================================>........................] Step: 350ms | Tot: 22s390ms | Loss: 0.906 | Acc: 68.594% (4390/6400) 64/100 [=========================================>.......................] Step: 350ms | Tot: 22s741ms | Loss: 0.909 | Acc: 68.462% (4450/6500) 65/100 [==========================================>......................] Step: 351ms | Tot: 23s93ms | Loss: 0.908 | Acc: 68.515% (4522/6600) 66/100 [==========================================>......................] Step: 355ms | Tot: 23s448ms | Loss: 0.905 | Acc: 68.522% (4591/6700) 67/100 [===========================================>.....................] Step: 353ms | Tot: 23s802ms | Loss: 0.903 | Acc: 68.603% (4665/6800) 68/100 [============================================>....................] Step: 353ms | Tot: 24s156ms | Loss: 0.903 | Acc: 68.594% (4733/6900) 69/100 [============================================>....................] Step: 358ms | Tot: 24s514ms | Loss: 0.905 | Acc: 68.529% (4797/7000) 70/100 [=============================================>...................] Step: 360ms | Tot: 24s874ms | Loss: 0.904 | Acc: 68.606% (4871/7100) 71/100 [==============================================>..................] Step: 353ms | Tot: 25s228ms | Loss: 0.899 | Acc: 68.778% (4952/7200) 72/100 [==============================================>..................] Step: 355ms | Tot: 25s583ms | Loss: 0.897 | Acc: 68.863% (5027/7300) 73/100 [===============================================>.................] Step: 354ms | Tot: 25s938ms | Loss: 0.896 | Acc: 68.865% (5096/7400) 74/100 [================================================>................] Step: 351ms | Tot: 26s289ms | Loss: 0.898 | Acc: 68.800% (5160/7500) 75/100 [================================================>................] Step: 350ms | Tot: 26s640ms | Loss: 0.898 | Acc: 68.803% (5229/7600) 76/100 [=================================================>...............] Step: 357ms | Tot: 26s997ms | Loss: 0.899 | Acc: 68.831% (5300/7700) 77/100 [==================================================>..............] Step: 352ms | Tot: 27s349ms | Loss: 0.899 | Acc: 68.833% (5369/7800) 78/100 [==================================================>..............] Step: 358ms | Tot: 27s708ms | Loss: 0.900 | Acc: 68.823% (5437/7900) 79/100 [===================================================>.............] Step: 349ms | Tot: 28s57ms | Loss: 0.901 | Acc: 68.750% (5500/8000) 80/100 [====================================================>............] Step: 346ms | Tot: 28s403ms | Loss: 0.901 | Acc: 68.778% (5571/8100) 81/100 [====================================================>............] Step: 346ms | Tot: 28s750ms | Loss: 0.902 | Acc: 68.780% (5640/8200) 82/100 [=====================================================>...........] Step: 354ms | Tot: 29s105ms | Loss: 0.903 | Acc: 68.699% (5702/8300) 83/100 [=====================================================>...........] Step: 346ms | Tot: 29s451ms | Loss: 0.906 | Acc: 68.571% (5760/8400) 84/100 [======================================================>..........] Step: 360ms | Tot: 29s812ms | Loss: 0.907 | Acc: 68.529% (5825/8500) 85/100 [=======================================================>.........] Step: 351ms | Tot: 30s163ms | Loss: 0.906 | Acc: 68.558% (5896/8600) 86/100 [=======================================================>.........] Step: 353ms | Tot: 30s517ms | Loss: 0.908 | Acc: 68.506% (5960/8700) 87/100 [========================================================>........] Step: 354ms | Tot: 30s872ms | Loss: 0.910 | Acc: 68.500% (6028/8800) 88/100 [=========================================================>.......] Step: 351ms | Tot: 31s223ms | Loss: 0.911 | Acc: 68.472% (6094/8900) 89/100 [=========================================================>.......] Step: 350ms | Tot: 31s573ms | Loss: 0.911 | Acc: 68.511% (6166/9000) 90/100 [==========================================================>......] Step: 350ms | Tot: 31s924ms | Loss: 0.911 | Acc: 68.440% (6228/9100) 91/100 [===========================================================>.....] Step: 351ms | Tot: 32s276ms | Loss: 0.909 | Acc: 68.511% (6303/9200) 92/100 [===========================================================>.....] Step: 354ms | Tot: 32s630ms | Loss: 0.909 | Acc: 68.484% (6369/9300) 93/100 [============================================================>....] Step: 352ms | Tot: 32s983ms | Loss: 0.908 | Acc: 68.543% (6443/9400) 94/100 [=============================================================>...] Step: 353ms | Tot: 33s337ms | Loss: 0.908 | Acc: 68.537% (6511/9500) 95/100 [=============================================================>...] Step: 356ms | Tot: 33s693ms | Loss: 0.906 | Acc: 68.594% (6585/9600) 96/100 [==============================================================>..] Step: 360ms | Tot: 34s54ms | Loss: 0.903 | Acc: 68.649% (6659/9700) 97/100 [===============================================================>.] Step: 349ms | Tot: 34s403ms | Loss: 0.907 | Acc: 68.500% (6713/9800) 98/100 [===============================================================>.] Step: 353ms | Tot: 34s757ms | Loss: 0.907 | Acc: 68.495% (6781/9900) 99/100 [================================================================>] Step: 354ms | Tot: 35s112ms | Loss: 0.906 | Acc: 68.520% (6852/10000) 100/100 +Saving.. + +Epoch: 4 + [>................................................................] Step: 796ms | Tot: 2ms | Loss: 0.774 | Acc: 71.875% (92/128) 1/391 [>................................................................] Step: 432ms | Tot: 434ms | Loss: 0.725 | Acc: 75.000% (192/256) 2/391 [>................................................................] Step: 420ms | Tot: 855ms | Loss: 0.764 | Acc: 73.958% (284/384) 3/391 [>................................................................] Step: 418ms | Tot: 1s273ms | Loss: 0.776 | Acc: 73.633% (377/512) 4/391 [>................................................................] Step: 414ms | Tot: 1s687ms | Loss: 0.784 | Acc: 73.125% (468/640) 5/391 [>................................................................] Step: 425ms | Tot: 2s113ms | Loss: 0.766 | Acc: 73.828% (567/768) 6/391 [>................................................................] Step: 411ms | Tot: 2s524ms | Loss: 0.770 | Acc: 73.326% (657/896) 7/391 [=>...............................................................] Step: 410ms | Tot: 2s934ms | Loss: 0.776 | Acc: 73.340% (751/1024) 8/391 [=>...............................................................] Step: 419ms | Tot: 3s354ms | Loss: 0.782 | Acc: 73.264% (844/1152) 9/391 [=>...............................................................] Step: 407ms | Tot: 3s761ms | Loss: 0.770 | Acc: 73.594% (942/1280) 10/391 [=>...............................................................] Step: 413ms | Tot: 4s174ms | Loss: 0.782 | Acc: 72.798% (1025/1408) 11/391 [=>...............................................................] Step: 413ms | Tot: 4s588ms | Loss: 0.780 | Acc: 73.047% (1122/1536) 12/391 [=>...............................................................] Step: 415ms | Tot: 5s3ms | Loss: 0.770 | Acc: 73.738% (1227/1664) 13/391 [==>..............................................................] Step: 410ms | Tot: 5s414ms | Loss: 0.768 | Acc: 73.605% (1319/1792) 14/391 [==>..............................................................] Step: 417ms | Tot: 5s832ms | Loss: 0.779 | Acc: 73.229% (1406/1920) 15/391 [==>..............................................................] Step: 417ms | Tot: 6s249ms | Loss: 0.771 | Acc: 73.389% (1503/2048) 16/391 [==>..............................................................] Step: 411ms | Tot: 6s661ms | Loss: 0.761 | Acc: 73.805% (1606/2176) 17/391 [==>..............................................................] Step: 413ms | Tot: 7s75ms | Loss: 0.759 | Acc: 73.958% (1704/2304) 18/391 [==>..............................................................] Step: 415ms | Tot: 7s490ms | Loss: 0.764 | Acc: 73.684% (1792/2432) 19/391 [===>.............................................................] Step: 410ms | Tot: 7s900ms | Loss: 0.768 | Acc: 73.633% (1885/2560) 20/391 [===>.............................................................] Step: 412ms | Tot: 8s313ms | Loss: 0.771 | Acc: 73.363% (1972/2688) 21/391 [===>.............................................................] Step: 412ms | Tot: 8s725ms | Loss: 0.775 | Acc: 73.260% (2063/2816) 22/391 [===>.............................................................] Step: 420ms | Tot: 9s146ms | Loss: 0.775 | Acc: 73.098% (2152/2944) 23/391 [===>.............................................................] Step: 415ms | Tot: 9s562ms | Loss: 0.775 | Acc: 73.047% (2244/3072) 24/391 [===>.............................................................] Step: 409ms | Tot: 9s971ms | Loss: 0.771 | Acc: 73.062% (2338/3200) 25/391 [====>............................................................] Step: 414ms | Tot: 10s386ms | Loss: 0.763 | Acc: 73.347% (2441/3328) 26/391 [====>............................................................] Step: 417ms | Tot: 10s804ms | Loss: 0.761 | Acc: 73.264% (2532/3456) 27/391 [====>............................................................] Step: 412ms | Tot: 11s216ms | Loss: 0.765 | Acc: 73.186% (2623/3584) 28/391 [====>............................................................] Step: 414ms | Tot: 11s631ms | Loss: 0.770 | Acc: 73.114% (2714/3712) 29/391 [====>............................................................] Step: 409ms | Tot: 12s40ms | Loss: 0.770 | Acc: 73.125% (2808/3840) 30/391 [====>............................................................] Step: 406ms | Tot: 12s447ms | Loss: 0.776 | Acc: 73.034% (2898/3968) 31/391 [=====>...........................................................] Step: 420ms | Tot: 12s867ms | Loss: 0.770 | Acc: 73.291% (3002/4096) 32/391 [=====>...........................................................] Step: 423ms | Tot: 13s291ms | Loss: 0.769 | Acc: 73.343% (3098/4224) 33/391 [=====>...........................................................] Step: 420ms | Tot: 13s712ms | Loss: 0.771 | Acc: 73.254% (3188/4352) 34/391 [=====>...........................................................] Step: 413ms | Tot: 14s125ms | Loss: 0.771 | Acc: 73.304% (3284/4480) 35/391 [=====>...........................................................] Step: 414ms | Tot: 14s540ms | Loss: 0.775 | Acc: 73.220% (3374/4608) 36/391 [=====>...........................................................] Step: 418ms | Tot: 14s958ms | Loss: 0.774 | Acc: 73.269% (3470/4736) 37/391 [======>..........................................................] Step: 419ms | Tot: 15s377ms | Loss: 0.775 | Acc: 73.232% (3562/4864) 38/391 [======>..........................................................] Step: 421ms | Tot: 15s799ms | Loss: 0.779 | Acc: 72.897% (3639/4992) 39/391 [======>..........................................................] Step: 417ms | Tot: 16s217ms | Loss: 0.782 | Acc: 72.734% (3724/5120) 40/391 [======>..........................................................] Step: 414ms | Tot: 16s632ms | Loss: 0.782 | Acc: 72.752% (3818/5248) 41/391 [======>..........................................................] Step: 424ms | Tot: 17s56ms | Loss: 0.784 | Acc: 72.731% (3910/5376) 42/391 [======>..........................................................] Step: 419ms | Tot: 17s475ms | Loss: 0.784 | Acc: 72.747% (4004/5504) 43/391 [=======>.........................................................] Step: 415ms | Tot: 17s890ms | Loss: 0.785 | Acc: 72.656% (4092/5632) 44/391 [=======>.........................................................] Step: 416ms | Tot: 18s307ms | Loss: 0.785 | Acc: 72.830% (4195/5760) 45/391 [=======>.........................................................] Step: 416ms | Tot: 18s724ms | Loss: 0.785 | Acc: 72.809% (4287/5888) 46/391 [=======>.........................................................] Step: 412ms | Tot: 19s136ms | Loss: 0.786 | Acc: 72.789% (4379/6016) 47/391 [=======>.........................................................] Step: 418ms | Tot: 19s554ms | Loss: 0.788 | Acc: 72.721% (4468/6144) 48/391 [=======>.........................................................] Step: 421ms | Tot: 19s976ms | Loss: 0.786 | Acc: 72.848% (4569/6272) 49/391 [========>........................................................] Step: 419ms | Tot: 20s395ms | Loss: 0.784 | Acc: 72.953% (4669/6400) 50/391 [========>........................................................] Step: 427ms | Tot: 20s822ms | Loss: 0.783 | Acc: 72.978% (4764/6528) 51/391 [========>........................................................] Step: 421ms | Tot: 21s244ms | Loss: 0.782 | Acc: 73.017% (4860/6656) 52/391 [========>........................................................] Step: 416ms | Tot: 21s660ms | Loss: 0.782 | Acc: 73.010% (4953/6784) 53/391 [========>........................................................] Step: 416ms | Tot: 22s77ms | Loss: 0.781 | Acc: 73.047% (5049/6912) 54/391 [========>........................................................] Step: 418ms | Tot: 22s495ms | Loss: 0.781 | Acc: 73.111% (5147/7040) 55/391 [=========>.......................................................] Step: 412ms | Tot: 22s907ms | Loss: 0.778 | Acc: 73.145% (5243/7168) 56/391 [=========>.......................................................] Step: 420ms | Tot: 23s327ms | Loss: 0.778 | Acc: 73.109% (5334/7296) 57/391 [=========>.......................................................] Step: 415ms | Tot: 23s742ms | Loss: 0.778 | Acc: 73.020% (5421/7424) 58/391 [=========>.......................................................] Step: 417ms | Tot: 24s160ms | Loss: 0.777 | Acc: 73.067% (5518/7552) 59/391 [=========>.......................................................] Step: 422ms | Tot: 24s582ms | Loss: 0.778 | Acc: 73.060% (5611/7680) 60/391 [=========>.......................................................] Step: 419ms | Tot: 25s2ms | Loss: 0.779 | Acc: 72.989% (5699/7808) 61/391 [==========>......................................................] Step: 422ms | Tot: 25s424ms | Loss: 0.780 | Acc: 72.959% (5790/7936) 62/391 [==========>......................................................] Step: 416ms | Tot: 25s841ms | Loss: 0.779 | Acc: 72.991% (5886/8064) 63/391 [==========>......................................................] Step: 415ms | Tot: 26s256ms | Loss: 0.779 | Acc: 72.986% (5979/8192) 64/391 [==========>......................................................] Step: 423ms | Tot: 26s680ms | Loss: 0.777 | Acc: 73.053% (6078/8320) 65/391 [==========>......................................................] Step: 416ms | Tot: 27s96ms | Loss: 0.778 | Acc: 73.071% (6173/8448) 66/391 [==========>......................................................] Step: 420ms | Tot: 27s517ms | Loss: 0.780 | Acc: 73.018% (6262/8576) 67/391 [===========>.....................................................] Step: 415ms | Tot: 27s932ms | Loss: 0.781 | Acc: 73.001% (6354/8704) 68/391 [===========>.....................................................] Step: 416ms | Tot: 28s349ms | Loss: 0.780 | Acc: 73.064% (6453/8832) 69/391 [===========>.....................................................] Step: 411ms | Tot: 28s760ms | Loss: 0.780 | Acc: 73.047% (6545/8960) 70/391 [===========>.....................................................] Step: 418ms | Tot: 29s179ms | Loss: 0.780 | Acc: 73.063% (6640/9088) 71/391 [===========>.....................................................] Step: 414ms | Tot: 29s593ms | Loss: 0.781 | Acc: 72.971% (6725/9216) 72/391 [===========>.....................................................] Step: 412ms | Tot: 30s5ms | Loss: 0.782 | Acc: 72.924% (6814/9344) 73/391 [============>....................................................] Step: 414ms | Tot: 30s420ms | Loss: 0.783 | Acc: 72.962% (6911/9472) 74/391 [============>....................................................] Step: 412ms | Tot: 30s833ms | Loss: 0.782 | Acc: 73.010% (7009/9600) 75/391 [============>....................................................] Step: 426ms | Tot: 31s260ms | Loss: 0.783 | Acc: 72.954% (7097/9728) 76/391 [============>....................................................] Step: 414ms | Tot: 31s674ms | Loss: 0.781 | Acc: 72.971% (7192/9856) 77/391 [============>....................................................] Step: 425ms | Tot: 32s99ms | Loss: 0.781 | Acc: 73.017% (7290/9984) 78/391 [============>....................................................] Step: 418ms | Tot: 32s517ms | Loss: 0.780 | Acc: 73.052% (7387/10112) 79/391 [=============>...................................................] Step: 422ms | Tot: 32s940ms | Loss: 0.779 | Acc: 73.115% (7487/10240) 80/391 [=============>...................................................] Step: 418ms | Tot: 33s358ms | Loss: 0.778 | Acc: 73.177% (7587/10368) 81/391 [=============>...................................................] Step: 413ms | Tot: 33s771ms | Loss: 0.777 | Acc: 73.199% (7683/10496) 82/391 [=============>...................................................] Step: 411ms | Tot: 34s183ms | Loss: 0.778 | Acc: 73.174% (7774/10624) 83/391 [=============>...................................................] Step: 412ms | Tot: 34s595ms | Loss: 0.780 | Acc: 73.065% (7856/10752) 84/391 [=============>...................................................] Step: 411ms | Tot: 35s7ms | Loss: 0.779 | Acc: 73.107% (7954/10880) 85/391 [==============>..................................................] Step: 414ms | Tot: 35s422ms | Loss: 0.780 | Acc: 73.147% (8052/11008) 86/391 [==============>..................................................] Step: 425ms | Tot: 35s847ms | Loss: 0.781 | Acc: 73.150% (8146/11136) 87/391 [==============>..................................................] Step: 410ms | Tot: 36s257ms | Loss: 0.781 | Acc: 73.153% (8240/11264) 88/391 [==============>..................................................] Step: 411ms | Tot: 36s669ms | Loss: 0.783 | Acc: 73.078% (8325/11392) 89/391 [==============>..................................................] Step: 412ms | Tot: 37s81ms | Loss: 0.783 | Acc: 73.030% (8413/11520) 90/391 [==============>..................................................] Step: 416ms | Tot: 37s497ms | Loss: 0.782 | Acc: 73.060% (8510/11648) 91/391 [===============>.................................................] Step: 408ms | Tot: 37s905ms | Loss: 0.784 | Acc: 73.013% (8598/11776) 92/391 [===============>.................................................] Step: 409ms | Tot: 38s314ms | Loss: 0.783 | Acc: 73.034% (8694/11904) 93/391 [===============>.................................................] Step: 411ms | Tot: 38s726ms | Loss: 0.783 | Acc: 73.030% (8787/12032) 94/391 [===============>.................................................] Step: 408ms | Tot: 39s135ms | Loss: 0.782 | Acc: 73.026% (8880/12160) 95/391 [===============>.................................................] Step: 422ms | Tot: 39s557ms | Loss: 0.783 | Acc: 72.982% (8968/12288) 96/391 [===============>.................................................] Step: 412ms | Tot: 39s970ms | Loss: 0.785 | Acc: 72.914% (9053/12416) 97/391 [================>................................................] Step: 416ms | Tot: 40s386ms | Loss: 0.784 | Acc: 72.959% (9152/12544) 98/391 [================>................................................] Step: 418ms | Tot: 40s804ms | Loss: 0.782 | Acc: 73.011% (9252/12672) 99/391 [================>................................................] Step: 404ms | Tot: 41s209ms | Loss: 0.783 | Acc: 72.969% (9340/12800) 100/391 [================>................................................] Step: 420ms | Tot: 41s630ms | Loss: 0.782 | Acc: 73.012% (9439/12928) 101/391 [================>................................................] Step: 410ms | Tot: 42s41ms | Loss: 0.781 | Acc: 73.039% (9536/13056) 102/391 [================>................................................] Step: 410ms | Tot: 42s451ms | Loss: 0.782 | Acc: 73.043% (9630/13184) 103/391 [=================>...............................................] Step: 415ms | Tot: 42s866ms | Loss: 0.783 | Acc: 72.972% (9714/13312) 104/391 [=================>...............................................] Step: 418ms | Tot: 43s285ms | Loss: 0.781 | Acc: 73.006% (9812/13440) 105/391 [=================>...............................................] Step: 413ms | Tot: 43s699ms | Loss: 0.781 | Acc: 72.988% (9903/13568) 106/391 [=================>...............................................] Step: 416ms | Tot: 44s115ms | Loss: 0.781 | Acc: 73.021% (10001/13696) 107/391 [=================>...............................................] Step: 423ms | Tot: 44s538ms | Loss: 0.781 | Acc: 72.967% (10087/13824) 108/391 [=================>...............................................] Step: 418ms | Tot: 44s957ms | Loss: 0.782 | Acc: 72.907% (10172/13952) 109/391 [==================>..............................................] Step: 412ms | Tot: 45s369ms | Loss: 0.782 | Acc: 72.905% (10265/14080) 110/391 [==================>..............................................] Step: 412ms | Tot: 45s781ms | Loss: 0.781 | Acc: 72.931% (10362/14208) 111/391 [==================>..............................................] Step: 416ms | Tot: 46s198ms | Loss: 0.781 | Acc: 72.928% (10455/14336) 112/391 [==================>..............................................] Step: 416ms | Tot: 46s614ms | Loss: 0.779 | Acc: 72.960% (10553/14464) 113/391 [==================>..............................................] Step: 416ms | Tot: 47s30ms | Loss: 0.780 | Acc: 72.924% (10641/14592) 114/391 [==================>..............................................] Step: 407ms | Tot: 47s437ms | Loss: 0.780 | Acc: 72.914% (10733/14720) 115/391 [===================>.............................................] Step: 404ms | Tot: 47s841ms | Loss: 0.779 | Acc: 72.939% (10830/14848) 116/391 [===================>.............................................] Step: 402ms | Tot: 48s244ms | Loss: 0.779 | Acc: 72.937% (10923/14976) 117/391 [===================>.............................................] Step: 417ms | Tot: 48s661ms | Loss: 0.778 | Acc: 72.981% (11023/15104) 118/391 [===================>.............................................] Step: 411ms | Tot: 49s72ms | Loss: 0.778 | Acc: 72.991% (11118/15232) 119/391 [===================>.............................................] Step: 413ms | Tot: 49s486ms | Loss: 0.777 | Acc: 72.982% (11210/15360) 120/391 [===================>.............................................] Step: 407ms | Tot: 49s893ms | Loss: 0.776 | Acc: 73.057% (11315/15488) 121/391 [====================>............................................] Step: 416ms | Tot: 50s310ms | Loss: 0.774 | Acc: 73.117% (11418/15616) 122/391 [====================>............................................] Step: 423ms | Tot: 50s733ms | Loss: 0.774 | Acc: 73.152% (11517/15744) 123/391 [====================>............................................] Step: 418ms | Tot: 51s152ms | Loss: 0.775 | Acc: 73.154% (11611/15872) 124/391 [====================>............................................] Step: 415ms | Tot: 51s567ms | Loss: 0.776 | Acc: 73.119% (11699/16000) 125/391 [====================>............................................] Step: 411ms | Tot: 51s979ms | Loss: 0.774 | Acc: 73.165% (11800/16128) 126/391 [====================>............................................] Step: 414ms | Tot: 52s394ms | Loss: 0.775 | Acc: 73.136% (11889/16256) 127/391 [=====================>...........................................] Step: 412ms | Tot: 52s806ms | Loss: 0.774 | Acc: 73.169% (11988/16384) 128/391 [=====================>...........................................] Step: 414ms | Tot: 53s220ms | Loss: 0.774 | Acc: 73.147% (12078/16512) 129/391 [=====================>...........................................] Step: 412ms | Tot: 53s633ms | Loss: 0.774 | Acc: 73.179% (12177/16640) 130/391 [=====================>...........................................] Step: 415ms | Tot: 54s49ms | Loss: 0.773 | Acc: 73.169% (12269/16768) 131/391 [=====================>...........................................] Step: 416ms | Tot: 54s465ms | Loss: 0.774 | Acc: 73.100% (12351/16896) 132/391 [=====================>...........................................] Step: 426ms | Tot: 54s892ms | Loss: 0.775 | Acc: 73.097% (12444/17024) 133/391 [======================>..........................................] Step: 415ms | Tot: 55s307ms | Loss: 0.775 | Acc: 73.117% (12541/17152) 134/391 [======================>..........................................] Step: 415ms | Tot: 55s723ms | Loss: 0.774 | Acc: 73.154% (12641/17280) 135/391 [======================>..........................................] Step: 414ms | Tot: 56s137ms | Loss: 0.773 | Acc: 73.173% (12738/17408) 136/391 [======================>..........................................] Step: 410ms | Tot: 56s548ms | Loss: 0.774 | Acc: 73.152% (12828/17536) 137/391 [======================>..........................................] Step: 414ms | Tot: 56s962ms | Loss: 0.774 | Acc: 73.143% (12920/17664) 138/391 [======================>..........................................] Step: 412ms | Tot: 57s374ms | Loss: 0.774 | Acc: 73.156% (13016/17792) 139/391 [=======================>.........................................] Step: 408ms | Tot: 57s782ms | Loss: 0.774 | Acc: 73.153% (13109/17920) 140/391 [=======================>.........................................] Step: 414ms | Tot: 58s197ms | Loss: 0.775 | Acc: 73.122% (13197/18048) 141/391 [=======================>.........................................] Step: 406ms | Tot: 58s604ms | Loss: 0.775 | Acc: 73.135% (13293/18176) 142/391 [=======================>.........................................] Step: 407ms | Tot: 59s11ms | Loss: 0.775 | Acc: 73.110% (13382/18304) 143/391 [=======================>.........................................] Step: 407ms | Tot: 59s419ms | Loss: 0.774 | Acc: 73.107% (13475/18432) 144/391 [=======================>.........................................] Step: 413ms | Tot: 59s832ms | Loss: 0.774 | Acc: 73.125% (13572/18560) 145/391 [========================>........................................] Step: 418ms | Tot: 1m250ms | Loss: 0.775 | Acc: 73.127% (13666/18688) 146/391 [========================>........................................] Step: 413ms | Tot: 1m664ms | Loss: 0.775 | Acc: 73.135% (13761/18816) 147/391 [========================>........................................] Step: 408ms | Tot: 1m1s | Loss: 0.775 | Acc: 73.131% (13854/18944) 148/391 [========================>........................................] Step: 412ms | Tot: 1m1s | Loss: 0.774 | Acc: 73.154% (13952/19072) 149/391 [========================>........................................] Step: 423ms | Tot: 1m1s | Loss: 0.775 | Acc: 73.125% (14040/19200) 150/391 [========================>........................................] Step: 411ms | Tot: 1m2s | Loss: 0.774 | Acc: 73.153% (14139/19328) 151/391 [=========================>.......................................] Step: 416ms | Tot: 1m2s | Loss: 0.774 | Acc: 73.145% (14231/19456) 152/391 [=========================>.......................................] Step: 413ms | Tot: 1m3s | Loss: 0.774 | Acc: 73.152% (14326/19584) 153/391 [=========================>.......................................] Step: 409ms | Tot: 1m3s | Loss: 0.774 | Acc: 73.148% (14419/19712) 154/391 [=========================>.......................................] Step: 405ms | Tot: 1m3s | Loss: 0.773 | Acc: 73.155% (14514/19840) 155/391 [=========================>.......................................] Step: 403ms | Tot: 1m4s | Loss: 0.772 | Acc: 73.147% (14606/19968) 156/391 [=========================>.......................................] Step: 410ms | Tot: 1m4s | Loss: 0.772 | Acc: 73.114% (14693/20096) 157/391 [==========================>......................................] Step: 406ms | Tot: 1m5s | Loss: 0.773 | Acc: 73.106% (14785/20224) 158/391 [==========================>......................................] Step: 416ms | Tot: 1m5s | Loss: 0.774 | Acc: 73.094% (14876/20352) 159/391 [==========================>......................................] Step: 402ms | Tot: 1m6s | Loss: 0.773 | Acc: 73.125% (14976/20480) 160/391 [==========================>......................................] Step: 404ms | Tot: 1m6s | Loss: 0.773 | Acc: 73.141% (15073/20608) 161/391 [==========================>......................................] Step: 409ms | Tot: 1m6s | Loss: 0.772 | Acc: 73.163% (15171/20736) 162/391 [==========================>......................................] Step: 412ms | Tot: 1m7s | Loss: 0.772 | Acc: 73.140% (15260/20864) 163/391 [===========================>.....................................] Step: 410ms | Tot: 1m7s | Loss: 0.772 | Acc: 73.142% (15354/20992) 164/391 [===========================>.....................................] Step: 416ms | Tot: 1m8s | Loss: 0.774 | Acc: 73.087% (15436/21120) 165/391 [===========================>.....................................] Step: 412ms | Tot: 1m8s | Loss: 0.774 | Acc: 73.099% (15532/21248) 166/391 [===========================>.....................................] Step: 410ms | Tot: 1m8s | Loss: 0.774 | Acc: 73.119% (15630/21376) 167/391 [===========================>.....................................] Step: 416ms | Tot: 1m9s | Loss: 0.774 | Acc: 73.117% (15723/21504) 168/391 [===========================>.....................................] Step: 407ms | Tot: 1m9s | Loss: 0.774 | Acc: 73.119% (15817/21632) 169/391 [============================>....................................] Step: 409ms | Tot: 1m10s | Loss: 0.775 | Acc: 73.116% (15910/21760) 170/391 [============================>....................................] Step: 406ms | Tot: 1m10s | Loss: 0.774 | Acc: 73.127% (16006/21888) 171/391 [============================>....................................] Step: 417ms | Tot: 1m10s | Loss: 0.775 | Acc: 73.097% (16093/22016) 172/391 [============================>....................................] Step: 410ms | Tot: 1m11s | Loss: 0.775 | Acc: 73.081% (16183/22144) 173/391 [============================>....................................] Step: 412ms | Tot: 1m11s | Loss: 0.775 | Acc: 73.096% (16280/22272) 174/391 [============================>....................................] Step: 409ms | Tot: 1m12s | Loss: 0.774 | Acc: 73.116% (16378/22400) 175/391 [=============================>...................................] Step: 406ms | Tot: 1m12s | Loss: 0.774 | Acc: 73.105% (16469/22528) 176/391 [=============================>...................................] Step: 415ms | Tot: 1m12s | Loss: 0.776 | Acc: 73.076% (16556/22656) 177/391 [=============================>...................................] Step: 412ms | Tot: 1m13s | Loss: 0.776 | Acc: 73.064% (16647/22784) 178/391 [=============================>...................................] Step: 411ms | Tot: 1m13s | Loss: 0.776 | Acc: 73.058% (16739/22912) 179/391 [=============================>...................................] Step: 413ms | Tot: 1m14s | Loss: 0.777 | Acc: 73.043% (16829/23040) 180/391 [=============================>...................................] Step: 415ms | Tot: 1m14s | Loss: 0.776 | Acc: 73.032% (16920/23168) 181/391 [==============================>..................................] Step: 417ms | Tot: 1m15s | Loss: 0.776 | Acc: 73.034% (17014/23296) 182/391 [==============================>..................................] Step: 410ms | Tot: 1m15s | Loss: 0.776 | Acc: 73.019% (17104/23424) 183/391 [==============================>..................................] Step: 409ms | Tot: 1m15s | Loss: 0.776 | Acc: 72.996% (17192/23552) 184/391 [==============================>..................................] Step: 414ms | Tot: 1m16s | Loss: 0.777 | Acc: 72.981% (17282/23680) 185/391 [==============================>..................................] Step: 420ms | Tot: 1m16s | Loss: 0.777 | Acc: 72.996% (17379/23808) 186/391 [==============================>..................................] Step: 414ms | Tot: 1m17s | Loss: 0.777 | Acc: 72.986% (17470/23936) 187/391 [===============================>.................................] Step: 410ms | Tot: 1m17s | Loss: 0.776 | Acc: 73.018% (17571/24064) 188/391 [===============================>.................................] Step: 410ms | Tot: 1m17s | Loss: 0.776 | Acc: 73.024% (17666/24192) 189/391 [===============================>.................................] Step: 411ms | Tot: 1m18s | Loss: 0.776 | Acc: 73.018% (17758/24320) 190/391 [===============================>.................................] Step: 406ms | Tot: 1m18s | Loss: 0.775 | Acc: 73.037% (17856/24448) 191/391 [===============================>.................................] Step: 409ms | Tot: 1m19s | Loss: 0.775 | Acc: 73.031% (17948/24576) 192/391 [===============================>.................................] Step: 410ms | Tot: 1m19s | Loss: 0.775 | Acc: 73.017% (18038/24704) 193/391 [================================>................................] Step: 414ms | Tot: 1m20s | Loss: 0.774 | Acc: 73.079% (18147/24832) 194/391 [================================>................................] Step: 414ms | Tot: 1m20s | Loss: 0.775 | Acc: 73.041% (18231/24960) 195/391 [================================>................................] Step: 412ms | Tot: 1m20s | Loss: 0.774 | Acc: 73.067% (18331/25088) 196/391 [================================>................................] Step: 410ms | Tot: 1m21s | Loss: 0.774 | Acc: 73.057% (18422/25216) 197/391 [================================>................................] Step: 408ms | Tot: 1m21s | Loss: 0.775 | Acc: 73.039% (18511/25344) 198/391 [================================>................................] Step: 412ms | Tot: 1m22s | Loss: 0.774 | Acc: 73.068% (18612/25472) 199/391 [=================================>...............................] Step: 405ms | Tot: 1m22s | Loss: 0.774 | Acc: 73.090% (18711/25600) 200/391 [=================================>...............................] Step: 415ms | Tot: 1m22s | Loss: 0.773 | Acc: 73.119% (18812/25728) 201/391 [=================================>...............................] Step: 414ms | Tot: 1m23s | Loss: 0.773 | Acc: 73.128% (18908/25856) 202/391 [=================================>...............................] Step: 414ms | Tot: 1m23s | Loss: 0.773 | Acc: 73.126% (19001/25984) 203/391 [=================================>...............................] Step: 418ms | Tot: 1m24s | Loss: 0.773 | Acc: 73.127% (19095/26112) 204/391 [=================================>...............................] Step: 415ms | Tot: 1m24s | Loss: 0.773 | Acc: 73.114% (19185/26240) 205/391 [==================================>..............................] Step: 418ms | Tot: 1m24s | Loss: 0.773 | Acc: 73.127% (19282/26368) 206/391 [==================================>..............................] Step: 409ms | Tot: 1m25s | Loss: 0.773 | Acc: 73.132% (19377/26496) 207/391 [==================================>..............................] Step: 410ms | Tot: 1m25s | Loss: 0.773 | Acc: 73.122% (19468/26624) 208/391 [==================================>..............................] Step: 410ms | Tot: 1m26s | Loss: 0.773 | Acc: 73.127% (19563/26752) 209/391 [==================================>..............................] Step: 410ms | Tot: 1m26s | Loss: 0.773 | Acc: 73.140% (19660/26880) 210/391 [==================================>..............................] Step: 408ms | Tot: 1m27s | Loss: 0.772 | Acc: 73.164% (19760/27008) 211/391 [===================================>.............................] Step: 411ms | Tot: 1m27s | Loss: 0.772 | Acc: 73.150% (19850/27136) 212/391 [===================================>.............................] Step: 416ms | Tot: 1m27s | Loss: 0.772 | Acc: 73.159% (19946/27264) 213/391 [===================================>.............................] Step: 415ms | Tot: 1m28s | Loss: 0.771 | Acc: 73.164% (20041/27392) 214/391 [===================================>.............................] Step: 415ms | Tot: 1m28s | Loss: 0.771 | Acc: 73.180% (20139/27520) 215/391 [===================================>.............................] Step: 412ms | Tot: 1m29s | Loss: 0.771 | Acc: 73.173% (20231/27648) 216/391 [===================================>.............................] Step: 414ms | Tot: 1m29s | Loss: 0.771 | Acc: 73.153% (20319/27776) 217/391 [====================================>............................] Step: 412ms | Tot: 1m29s | Loss: 0.772 | Acc: 73.129% (20406/27904) 218/391 [====================================>............................] Step: 414ms | Tot: 1m30s | Loss: 0.771 | Acc: 73.138% (20502/28032) 219/391 [====================================>............................] Step: 413ms | Tot: 1m30s | Loss: 0.771 | Acc: 73.146% (20598/28160) 220/391 [====================================>............................] Step: 414ms | Tot: 1m31s | Loss: 0.771 | Acc: 73.144% (20691/28288) 221/391 [====================================>............................] Step: 418ms | Tot: 1m31s | Loss: 0.772 | Acc: 73.110% (20775/28416) 222/391 [====================================>............................] Step: 417ms | Tot: 1m31s | Loss: 0.772 | Acc: 73.105% (20867/28544) 223/391 [=====================================>...........................] Step: 412ms | Tot: 1m32s | Loss: 0.772 | Acc: 73.092% (20957/28672) 224/391 [=====================================>...........................] Step: 411ms | Tot: 1m32s | Loss: 0.772 | Acc: 73.094% (21051/28800) 225/391 [=====================================>...........................] Step: 411ms | Tot: 1m33s | Loss: 0.772 | Acc: 73.081% (21141/28928) 226/391 [=====================================>...........................] Step: 411ms | Tot: 1m33s | Loss: 0.773 | Acc: 73.069% (21231/29056) 227/391 [=====================================>...........................] Step: 417ms | Tot: 1m34s | Loss: 0.772 | Acc: 73.074% (21326/29184) 228/391 [=====================================>...........................] Step: 420ms | Tot: 1m34s | Loss: 0.773 | Acc: 73.032% (21407/29312) 229/391 [======================================>..........................] Step: 417ms | Tot: 1m34s | Loss: 0.774 | Acc: 73.013% (21495/29440) 230/391 [======================================>..........................] Step: 415ms | Tot: 1m35s | Loss: 0.775 | Acc: 72.978% (21578/29568) 231/391 [======================================>..........................] Step: 416ms | Tot: 1m35s | Loss: 0.774 | Acc: 72.986% (21674/29696) 232/391 [======================================>..........................] Step: 411ms | Tot: 1m36s | Loss: 0.774 | Acc: 73.028% (21780/29824) 233/391 [======================================>..........................] Step: 421ms | Tot: 1m36s | Loss: 0.773 | Acc: 73.030% (21874/29952) 234/391 [======================================>..........................] Step: 415ms | Tot: 1m36s | Loss: 0.773 | Acc: 73.029% (21967/30080) 235/391 [=======================================>.........................] Step: 418ms | Tot: 1m37s | Loss: 0.773 | Acc: 73.017% (22057/30208) 236/391 [=======================================>.........................] Step: 413ms | Tot: 1m37s | Loss: 0.773 | Acc: 73.012% (22149/30336) 237/391 [=======================================>.........................] Step: 416ms | Tot: 1m38s | Loss: 0.772 | Acc: 73.047% (22253/30464) 238/391 [=======================================>.........................] Step: 413ms | Tot: 1m38s | Loss: 0.772 | Acc: 73.062% (22351/30592) 239/391 [=======================================>.........................] Step: 418ms | Tot: 1m39s | Loss: 0.772 | Acc: 73.060% (22444/30720) 240/391 [=======================================>.........................] Step: 413ms | Tot: 1m39s | Loss: 0.773 | Acc: 73.048% (22534/30848) 241/391 [========================================>........................] Step: 413ms | Tot: 1m39s | Loss: 0.773 | Acc: 73.040% (22625/30976) 242/391 [========================================>........................] Step: 415ms | Tot: 1m40s | Loss: 0.773 | Acc: 73.032% (22716/31104) 243/391 [========================================>........................] Step: 407ms | Tot: 1m40s | Loss: 0.773 | Acc: 73.050% (22815/31232) 244/391 [========================================>........................] Step: 412ms | Tot: 1m41s | Loss: 0.773 | Acc: 73.048% (22908/31360) 245/391 [========================================>........................] Step: 410ms | Tot: 1m41s | Loss: 0.773 | Acc: 73.050% (23002/31488) 246/391 [========================================>........................] Step: 415ms | Tot: 1m41s | Loss: 0.772 | Acc: 73.055% (23097/31616) 247/391 [=========================================>.......................] Step: 411ms | Tot: 1m42s | Loss: 0.772 | Acc: 73.053% (23190/31744) 248/391 [=========================================>.......................] Step: 415ms | Tot: 1m42s | Loss: 0.772 | Acc: 73.055% (23284/31872) 249/391 [=========================================>.......................] Step: 413ms | Tot: 1m43s | Loss: 0.772 | Acc: 73.044% (23374/32000) 250/391 [=========================================>.......................] Step: 409ms | Tot: 1m43s | Loss: 0.772 | Acc: 73.052% (23470/32128) 251/391 [=========================================>.......................] Step: 413ms | Tot: 1m44s | Loss: 0.771 | Acc: 73.062% (23567/32256) 252/391 [=========================================>.......................] Step: 409ms | Tot: 1m44s | Loss: 0.771 | Acc: 73.064% (23661/32384) 253/391 [==========================================>......................] Step: 410ms | Tot: 1m44s | Loss: 0.771 | Acc: 73.038% (23746/32512) 254/391 [==========================================>......................] Step: 410ms | Tot: 1m45s | Loss: 0.771 | Acc: 73.073% (23851/32640) 255/391 [==========================================>......................] Step: 415ms | Tot: 1m45s | Loss: 0.771 | Acc: 73.065% (23942/32768) 256/391 [==========================================>......................] Step: 409ms | Tot: 1m46s | Loss: 0.771 | Acc: 73.061% (24034/32896) 257/391 [==========================================>......................] Step: 415ms | Tot: 1m46s | Loss: 0.771 | Acc: 73.068% (24130/33024) 258/391 [==========================================>......................] Step: 417ms | Tot: 1m46s | Loss: 0.771 | Acc: 73.069% (24224/33152) 259/391 [===========================================>.....................] Step: 409ms | Tot: 1m47s | Loss: 0.770 | Acc: 73.095% (24326/33280) 260/391 [===========================================>.....................] Step: 415ms | Tot: 1m47s | Loss: 0.770 | Acc: 73.099% (24421/33408) 261/391 [===========================================>.....................] Step: 415ms | Tot: 1m48s | Loss: 0.770 | Acc: 73.104% (24516/33536) 262/391 [===========================================>.....................] Step: 416ms | Tot: 1m48s | Loss: 0.769 | Acc: 73.117% (24614/33664) 263/391 [===========================================>.....................] Step: 416ms | Tot: 1m48s | Loss: 0.770 | Acc: 73.103% (24703/33792) 264/391 [===========================================>.....................] Step: 413ms | Tot: 1m49s | Loss: 0.769 | Acc: 73.131% (24806/33920) 265/391 [============================================>....................] Step: 409ms | Tot: 1m49s | Loss: 0.768 | Acc: 73.147% (24905/34048) 266/391 [============================================>....................] Step: 426ms | Tot: 1m50s | Loss: 0.769 | Acc: 73.136% (24995/34176) 267/391 [============================================>....................] Step: 414ms | Tot: 1m50s | Loss: 0.768 | Acc: 73.143% (25091/34304) 268/391 [============================================>....................] Step: 412ms | Tot: 1m51s | Loss: 0.768 | Acc: 73.138% (25183/34432) 269/391 [============================================>....................] Step: 413ms | Tot: 1m51s | Loss: 0.768 | Acc: 73.142% (25278/34560) 270/391 [============================================>....................] Step: 411ms | Tot: 1m51s | Loss: 0.768 | Acc: 73.143% (25372/34688) 271/391 [=============================================>...................] Step: 412ms | Tot: 1m52s | Loss: 0.768 | Acc: 73.156% (25470/34816) 272/391 [=============================================>...................] Step: 410ms | Tot: 1m52s | Loss: 0.768 | Acc: 73.143% (25559/34944) 273/391 [=============================================>...................] Step: 417ms | Tot: 1m53s | Loss: 0.768 | Acc: 73.141% (25652/35072) 274/391 [=============================================>...................] Step: 417ms | Tot: 1m53s | Loss: 0.767 | Acc: 73.156% (25751/35200) 275/391 [=============================================>...................] Step: 420ms | Tot: 1m53s | Loss: 0.767 | Acc: 73.183% (25854/35328) 276/391 [=============================================>...................] Step: 413ms | Tot: 1m54s | Loss: 0.767 | Acc: 73.175% (25945/35456) 277/391 [==============================================>..................] Step: 419ms | Tot: 1m54s | Loss: 0.767 | Acc: 73.171% (26037/35584) 278/391 [==============================================>..................] Step: 416ms | Tot: 1m55s | Loss: 0.767 | Acc: 73.157% (26126/35712) 279/391 [==============================================>..................] Step: 415ms | Tot: 1m55s | Loss: 0.767 | Acc: 73.153% (26218/35840) 280/391 [==============================================>..................] Step: 410ms | Tot: 1m56s | Loss: 0.767 | Acc: 73.165% (26316/35968) 281/391 [==============================================>..................] Step: 407ms | Tot: 1m56s | Loss: 0.767 | Acc: 73.169% (26411/36096) 282/391 [==============================================>..................] Step: 414ms | Tot: 1m56s | Loss: 0.767 | Acc: 73.175% (26507/36224) 283/391 [===============================================>.................] Step: 416ms | Tot: 1m57s | Loss: 0.767 | Acc: 73.179% (26602/36352) 284/391 [===============================================>.................] Step: 421ms | Tot: 1m57s | Loss: 0.767 | Acc: 73.166% (26691/36480) 285/391 [===============================================>.................] Step: 417ms | Tot: 1m58s | Loss: 0.767 | Acc: 73.178% (26789/36608) 286/391 [===============================================>.................] Step: 415ms | Tot: 1m58s | Loss: 0.767 | Acc: 73.171% (26880/36736) 287/391 [===============================================>.................] Step: 411ms | Tot: 1m58s | Loss: 0.767 | Acc: 73.166% (26972/36864) 288/391 [===============================================>.................] Step: 414ms | Tot: 1m59s | Loss: 0.767 | Acc: 73.173% (27068/36992) 289/391 [================================================>................] Step: 411ms | Tot: 1m59s | Loss: 0.766 | Acc: 73.173% (27162/37120) 290/391 [================================================>................] Step: 415ms | Tot: 2m174ms | Loss: 0.766 | Acc: 73.156% (27249/37248) 291/391 [================================================>................] Step: 418ms | Tot: 2m593ms | Loss: 0.766 | Acc: 73.175% (27350/37376) 292/391 [================================================>................] Step: 416ms | Tot: 2m1s | Loss: 0.766 | Acc: 73.182% (27446/37504) 293/391 [================================================>................] Step: 424ms | Tot: 2m1s | Loss: 0.765 | Acc: 73.206% (27549/37632) 294/391 [================================================>................] Step: 417ms | Tot: 2m1s | Loss: 0.765 | Acc: 73.210% (27644/37760) 295/391 [=================================================>...............] Step: 418ms | Tot: 2m2s | Loss: 0.765 | Acc: 73.216% (27740/37888) 296/391 [=================================================>...............] Step: 415ms | Tot: 2m2s | Loss: 0.765 | Acc: 73.214% (27833/38016) 297/391 [=================================================>...............] Step: 414ms | Tot: 2m3s | Loss: 0.765 | Acc: 73.228% (27932/38144) 298/391 [=================================================>...............] Step: 407ms | Tot: 2m3s | Loss: 0.765 | Acc: 73.221% (28023/38272) 299/391 [=================================================>...............] Step: 406ms | Tot: 2m3s | Loss: 0.765 | Acc: 73.229% (28120/38400) 300/391 [=================================================>...............] Step: 408ms | Tot: 2m4s | Loss: 0.765 | Acc: 73.245% (28220/38528) 301/391 [==================================================>..............] Step: 410ms | Tot: 2m4s | Loss: 0.764 | Acc: 73.262% (28320/38656) 302/391 [==================================================>..............] Step: 415ms | Tot: 2m5s | Loss: 0.764 | Acc: 73.257% (28412/38784) 303/391 [==================================================>..............] Step: 409ms | Tot: 2m5s | Loss: 0.763 | Acc: 73.276% (28513/38912) 304/391 [==================================================>..............] Step: 409ms | Tot: 2m5s | Loss: 0.763 | Acc: 73.302% (28617/39040) 305/391 [==================================================>..............] Step: 402ms | Tot: 2m6s | Loss: 0.763 | Acc: 73.277% (28701/39168) 306/391 [==================================================>..............] Step: 413ms | Tot: 2m6s | Loss: 0.762 | Acc: 73.287% (28799/39296) 307/391 [===================================================>.............] Step: 414ms | Tot: 2m7s | Loss: 0.762 | Acc: 73.285% (28892/39424) 308/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.762 | Acc: 73.309% (28995/39552) 309/391 [===================================================>.............] Step: 408ms | Tot: 2m8s | Loss: 0.761 | Acc: 73.322% (29094/39680) 310/391 [===================================================>.............] Step: 416ms | Tot: 2m8s | Loss: 0.761 | Acc: 73.309% (29183/39808) 311/391 [===================================================>.............] Step: 416ms | Tot: 2m8s | Loss: 0.761 | Acc: 73.300% (29273/39936) 312/391 [===================================================>.............] Step: 420ms | Tot: 2m9s | Loss: 0.761 | Acc: 73.318% (29374/40064) 313/391 [====================================================>............] Step: 414ms | Tot: 2m9s | Loss: 0.761 | Acc: 73.326% (29471/40192) 314/391 [====================================================>............] Step: 416ms | Tot: 2m10s | Loss: 0.761 | Acc: 73.323% (29564/40320) 315/391 [====================================================>............] Step: 412ms | Tot: 2m10s | Loss: 0.761 | Acc: 73.316% (29655/40448) 316/391 [====================================================>............] Step: 411ms | Tot: 2m10s | Loss: 0.760 | Acc: 73.329% (29754/40576) 317/391 [====================================================>............] Step: 407ms | Tot: 2m11s | Loss: 0.760 | Acc: 73.342% (29853/40704) 318/391 [====================================================>............] Step: 414ms | Tot: 2m11s | Loss: 0.760 | Acc: 73.357% (29953/40832) 319/391 [=====================================================>...........] Step: 413ms | Tot: 2m12s | Loss: 0.760 | Acc: 73.350% (30044/40960) 320/391 [=====================================================>...........] Step: 420ms | Tot: 2m12s | Loss: 0.761 | Acc: 73.343% (30135/41088) 321/391 [=====================================================>...........] Step: 415ms | Tot: 2m12s | Loss: 0.760 | Acc: 73.348% (30231/41216) 322/391 [=====================================================>...........] Step: 411ms | Tot: 2m13s | Loss: 0.760 | Acc: 73.350% (30326/41344) 323/391 [=====================================================>...........] Step: 414ms | Tot: 2m13s | Loss: 0.760 | Acc: 73.389% (30436/41472) 324/391 [=====================================================>...........] Step: 411ms | Tot: 2m14s | Loss: 0.759 | Acc: 73.387% (30529/41600) 325/391 [======================================================>..........] Step: 411ms | Tot: 2m14s | Loss: 0.759 | Acc: 73.394% (30626/41728) 326/391 [======================================================>..........] Step: 411ms | Tot: 2m15s | Loss: 0.760 | Acc: 73.368% (30709/41856) 327/391 [======================================================>..........] Step: 411ms | Tot: 2m15s | Loss: 0.760 | Acc: 73.385% (30810/41984) 328/391 [======================================================>..........] Step: 410ms | Tot: 2m15s | Loss: 0.760 | Acc: 73.402% (30911/42112) 329/391 [======================================================>..........] Step: 428ms | Tot: 2m16s | Loss: 0.759 | Acc: 73.416% (31011/42240) 330/391 [======================================================>..........] Step: 412ms | Tot: 2m16s | Loss: 0.759 | Acc: 73.426% (31109/42368) 331/391 [=======================================================>.........] Step: 415ms | Tot: 2m17s | Loss: 0.759 | Acc: 73.426% (31203/42496) 332/391 [=======================================================>.........] Step: 409ms | Tot: 2m17s | Loss: 0.759 | Acc: 73.426% (31297/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m17s | Loss: 0.759 | Acc: 73.421% (31389/42752) 334/391 [=======================================================>.........] Step: 409ms | Tot: 2m18s | Loss: 0.760 | Acc: 73.407% (31477/42880) 335/391 [=======================================================>.........] Step: 409ms | Tot: 2m18s | Loss: 0.760 | Acc: 73.403% (31569/43008) 336/391 [=======================================================>.........] Step: 404ms | Tot: 2m19s | Loss: 0.760 | Acc: 73.396% (31660/43136) 337/391 [========================================================>........] Step: 420ms | Tot: 2m19s | Loss: 0.759 | Acc: 73.407% (31759/43264) 338/391 [========================================================>........] Step: 416ms | Tot: 2m20s | Loss: 0.759 | Acc: 73.408% (31853/43392) 339/391 [========================================================>........] Step: 417ms | Tot: 2m20s | Loss: 0.759 | Acc: 73.410% (31948/43520) 340/391 [========================================================>........] Step: 411ms | Tot: 2m20s | Loss: 0.760 | Acc: 73.396% (32036/43648) 341/391 [========================================================>........] Step: 413ms | Tot: 2m21s | Loss: 0.759 | Acc: 73.406% (32134/43776) 342/391 [========================================================>........] Step: 410ms | Tot: 2m21s | Loss: 0.759 | Acc: 73.408% (32229/43904) 343/391 [=========================================================>.......] Step: 413ms | Tot: 2m22s | Loss: 0.759 | Acc: 73.415% (32326/44032) 344/391 [=========================================================>.......] Step: 406ms | Tot: 2m22s | Loss: 0.759 | Acc: 73.417% (32421/44160) 345/391 [=========================================================>.......] Step: 413ms | Tot: 2m22s | Loss: 0.759 | Acc: 73.410% (32512/44288) 346/391 [=========================================================>.......] Step: 412ms | Tot: 2m23s | Loss: 0.759 | Acc: 73.406% (32604/44416) 347/391 [=========================================================>.......] Step: 426ms | Tot: 2m23s | Loss: 0.759 | Acc: 73.393% (32692/44544) 348/391 [=========================================================>.......] Step: 409ms | Tot: 2m24s | Loss: 0.759 | Acc: 73.386% (32783/44672) 349/391 [==========================================================>......] Step: 412ms | Tot: 2m24s | Loss: 0.759 | Acc: 73.395% (32881/44800) 350/391 [==========================================================>......] Step: 417ms | Tot: 2m24s | Loss: 0.759 | Acc: 73.402% (32978/44928) 351/391 [==========================================================>......] Step: 412ms | Tot: 2m25s | Loss: 0.759 | Acc: 73.395% (33069/45056) 352/391 [==========================================================>......] Step: 413ms | Tot: 2m25s | Loss: 0.759 | Acc: 73.378% (33155/45184) 353/391 [==========================================================>......] Step: 409ms | Tot: 2m26s | Loss: 0.759 | Acc: 73.387% (33253/45312) 354/391 [==========================================================>......] Step: 415ms | Tot: 2m26s | Loss: 0.758 | Acc: 73.393% (33350/45440) 355/391 [===========================================================>.....] Step: 417ms | Tot: 2m27s | Loss: 0.758 | Acc: 73.418% (33455/45568) 356/391 [===========================================================>.....] Step: 423ms | Tot: 2m27s | Loss: 0.758 | Acc: 73.418% (33549/45696) 357/391 [===========================================================>.....] Step: 414ms | Tot: 2m27s | Loss: 0.758 | Acc: 73.400% (33635/45824) 358/391 [===========================================================>.....] Step: 412ms | Tot: 2m28s | Loss: 0.758 | Acc: 73.394% (33726/45952) 359/391 [===========================================================>.....] Step: 408ms | Tot: 2m28s | Loss: 0.758 | Acc: 73.398% (33822/46080) 360/391 [===========================================================>.....] Step: 417ms | Tot: 2m29s | Loss: 0.757 | Acc: 73.422% (33927/46208) 361/391 [============================================================>....] Step: 407ms | Tot: 2m29s | Loss: 0.757 | Acc: 73.414% (34017/46336) 362/391 [============================================================>....] Step: 427ms | Tot: 2m29s | Loss: 0.757 | Acc: 73.438% (34122/46464) 363/391 [============================================================>....] Step: 411ms | Tot: 2m30s | Loss: 0.757 | Acc: 73.431% (34213/46592) 364/391 [============================================================>....] Step: 421ms | Tot: 2m30s | Loss: 0.757 | Acc: 73.429% (34306/46720) 365/391 [============================================================>....] Step: 415ms | Tot: 2m31s | Loss: 0.757 | Acc: 73.416% (34394/46848) 366/391 [============================================================>....] Step: 412ms | Tot: 2m31s | Loss: 0.758 | Acc: 73.412% (34486/46976) 367/391 [=============================================================>...] Step: 415ms | Tot: 2m32s | Loss: 0.758 | Acc: 73.412% (34580/47104) 368/391 [=============================================================>...] Step: 411ms | Tot: 2m32s | Loss: 0.757 | Acc: 73.427% (34681/47232) 369/391 [=============================================================>...] Step: 410ms | Tot: 2m32s | Loss: 0.757 | Acc: 73.431% (34777/47360) 370/391 [=============================================================>...] Step: 413ms | Tot: 2m33s | Loss: 0.757 | Acc: 73.421% (34866/47488) 371/391 [=============================================================>...] Step: 415ms | Tot: 2m33s | Loss: 0.757 | Acc: 73.423% (34961/47616) 372/391 [=============================================================>...] Step: 417ms | Tot: 2m34s | Loss: 0.757 | Acc: 73.421% (35054/47744) 373/391 [==============================================================>..] Step: 416ms | Tot: 2m34s | Loss: 0.757 | Acc: 73.435% (35155/47872) 374/391 [==============================================================>..] Step: 418ms | Tot: 2m34s | Loss: 0.756 | Acc: 73.435% (35249/48000) 375/391 [==============================================================>..] Step: 419ms | Tot: 2m35s | Loss: 0.756 | Acc: 73.444% (35347/48128) 376/391 [==============================================================>..] Step: 413ms | Tot: 2m35s | Loss: 0.756 | Acc: 73.444% (35441/48256) 377/391 [==============================================================>..] Step: 417ms | Tot: 2m36s | Loss: 0.756 | Acc: 73.452% (35539/48384) 378/391 [==============================================================>..] Step: 402ms | Tot: 2m36s | Loss: 0.756 | Acc: 73.454% (35634/48512) 379/391 [===============================================================>.] Step: 409ms | Tot: 2m37s | Loss: 0.755 | Acc: 73.468% (35735/48640) 380/391 [===============================================================>.] Step: 413ms | Tot: 2m37s | Loss: 0.755 | Acc: 73.476% (35833/48768) 381/391 [===============================================================>.] Step: 412ms | Tot: 2m37s | Loss: 0.755 | Acc: 73.485% (35931/48896) 382/391 [===============================================================>.] Step: 405ms | Tot: 2m38s | Loss: 0.755 | Acc: 73.507% (36036/49024) 383/391 [===============================================================>.] Step: 422ms | Tot: 2m38s | Loss: 0.755 | Acc: 73.503% (36128/49152) 384/391 [===============================================================>.] Step: 414ms | Tot: 2m39s | Loss: 0.755 | Acc: 73.480% (36211/49280) 385/391 [================================================================>] Step: 412ms | Tot: 2m39s | Loss: 0.755 | Acc: 73.474% (36302/49408) 386/391 [================================================================>] Step: 414ms | Tot: 2m39s | Loss: 0.755 | Acc: 73.474% (36396/49536) 387/391 [================================================================>] Step: 411ms | Tot: 2m40s | Loss: 0.755 | Acc: 73.464% (36485/49664) 388/391 [================================================================>] Step: 408ms | Tot: 2m40s | Loss: 0.755 | Acc: 73.466% (36580/49792) 389/391 [================================================================>] Step: 410ms | Tot: 2m41s | Loss: 0.755 | Acc: 73.484% (36683/49920) 390/391 [================================================================>] Step: 398ms | Tot: 2m41s | Loss: 0.754 | Acc: 73.486% (36743/50000) 391/391 + [>................................................................] Step: 557ms | Tot: 3ms | Loss: 1.175 | Acc: 63.000% (63/100) 1/100 [>................................................................] Step: 349ms | Tot: 353ms | Loss: 1.271 | Acc: 64.000% (128/200) 2/100 [=>...............................................................] Step: 345ms | Tot: 698ms | Loss: 1.183 | Acc: 65.000% (195/300) 3/100 [=>...............................................................] Step: 356ms | Tot: 1s55ms | Loss: 1.151 | Acc: 64.750% (259/400) 4/100 [==>..............................................................] Step: 344ms | Tot: 1s399ms | Loss: 1.231 | Acc: 62.800% (314/500) 5/100 [===>.............................................................] Step: 353ms | Tot: 1s752ms | Loss: 1.178 | Acc: 63.500% (381/600) 6/100 [===>.............................................................] Step: 342ms | Tot: 2s95ms | Loss: 1.163 | Acc: 63.571% (445/700) 7/100 [====>............................................................] Step: 341ms | Tot: 2s437ms | Loss: 1.163 | Acc: 63.750% (510/800) 8/100 [=====>...........................................................] Step: 347ms | Tot: 2s784ms | Loss: 1.177 | Acc: 63.111% (568/900) 9/100 [=====>...........................................................] Step: 349ms | Tot: 3s134ms | Loss: 1.178 | Acc: 62.900% (629/1000) 10/100 [======>..........................................................] Step: 359ms | Tot: 3s493ms | Loss: 1.159 | Acc: 63.455% (698/1100) 11/100 [=======>.........................................................] Step: 344ms | Tot: 3s838ms | Loss: 1.154 | Acc: 63.583% (763/1200) 12/100 [=======>.........................................................] Step: 354ms | Tot: 4s192ms | Loss: 1.146 | Acc: 63.846% (830/1300) 13/100 [========>........................................................] Step: 350ms | Tot: 4s542ms | Loss: 1.146 | Acc: 63.857% (894/1400) 14/100 [=========>.......................................................] Step: 347ms | Tot: 4s890ms | Loss: 1.146 | Acc: 64.000% (960/1500) 15/100 [=========>.......................................................] Step: 342ms | Tot: 5s232ms | Loss: 1.156 | Acc: 63.938% (1023/1600) 16/100 [==========>......................................................] Step: 347ms | Tot: 5s580ms | Loss: 1.153 | Acc: 63.941% (1087/1700) 17/100 [===========>.....................................................] Step: 350ms | Tot: 5s930ms | Loss: 1.161 | Acc: 63.667% (1146/1800) 18/100 [===========>.....................................................] Step: 349ms | Tot: 6s280ms | Loss: 1.156 | Acc: 63.842% (1213/1900) 19/100 [============>....................................................] Step: 352ms | Tot: 6s633ms | Loss: 1.151 | Acc: 63.750% (1275/2000) 20/100 [=============>...................................................] Step: 345ms | Tot: 6s978ms | Loss: 1.170 | Acc: 63.238% (1328/2100) 21/100 [=============>...................................................] Step: 344ms | Tot: 7s322ms | Loss: 1.175 | Acc: 63.227% (1391/2200) 22/100 [==============>..................................................] Step: 345ms | Tot: 7s667ms | Loss: 1.189 | Acc: 62.913% (1447/2300) 23/100 [==============>..................................................] Step: 347ms | Tot: 8s15ms | Loss: 1.191 | Acc: 62.875% (1509/2400) 24/100 [===============>.................................................] Step: 349ms | Tot: 8s365ms | Loss: 1.198 | Acc: 62.880% (1572/2500) 25/100 [================>................................................] Step: 347ms | Tot: 8s712ms | Loss: 1.205 | Acc: 62.615% (1628/2600) 26/100 [================>................................................] Step: 350ms | Tot: 9s62ms | Loss: 1.201 | Acc: 62.593% (1690/2700) 27/100 [=================>...............................................] Step: 353ms | Tot: 9s415ms | Loss: 1.204 | Acc: 62.500% (1750/2800) 28/100 [==================>..............................................] Step: 357ms | Tot: 9s773ms | Loss: 1.211 | Acc: 62.379% (1809/2900) 29/100 [==================>..............................................] Step: 353ms | Tot: 10s126ms | Loss: 1.209 | Acc: 62.567% (1877/3000) 30/100 [===================>.............................................] Step: 346ms | Tot: 10s473ms | Loss: 1.206 | Acc: 62.613% (1941/3100) 31/100 [====================>............................................] Step: 348ms | Tot: 10s821ms | Loss: 1.205 | Acc: 62.562% (2002/3200) 32/100 [====================>............................................] Step: 346ms | Tot: 11s167ms | Loss: 1.209 | Acc: 62.485% (2062/3300) 33/100 [=====================>...........................................] Step: 346ms | Tot: 11s514ms | Loss: 1.212 | Acc: 62.441% (2123/3400) 34/100 [======================>..........................................] Step: 344ms | Tot: 11s859ms | Loss: 1.213 | Acc: 62.429% (2185/3500) 35/100 [======================>..........................................] Step: 344ms | Tot: 12s203ms | Loss: 1.215 | Acc: 62.556% (2252/3600) 36/100 [=======================>.........................................] Step: 345ms | Tot: 12s549ms | Loss: 1.215 | Acc: 62.595% (2316/3700) 37/100 [========================>........................................] Step: 349ms | Tot: 12s899ms | Loss: 1.218 | Acc: 62.579% (2378/3800) 38/100 [========================>........................................] Step: 363ms | Tot: 13s262ms | Loss: 1.217 | Acc: 62.667% (2444/3900) 39/100 [=========================>.......................................] Step: 352ms | Tot: 13s614ms | Loss: 1.213 | Acc: 62.650% (2506/4000) 40/100 [==========================>......................................] Step: 350ms | Tot: 13s964ms | Loss: 1.213 | Acc: 62.659% (2569/4100) 41/100 [==========================>......................................] Step: 353ms | Tot: 14s318ms | Loss: 1.213 | Acc: 62.786% (2637/4200) 42/100 [===========================>.....................................] Step: 348ms | Tot: 14s666ms | Loss: 1.210 | Acc: 62.791% (2700/4300) 43/100 [===========================>.....................................] Step: 363ms | Tot: 15s30ms | Loss: 1.207 | Acc: 62.864% (2766/4400) 44/100 [============================>....................................] Step: 353ms | Tot: 15s383ms | Loss: 1.207 | Acc: 62.844% (2828/4500) 45/100 [=============================>...................................] Step: 350ms | Tot: 15s733ms | Loss: 1.208 | Acc: 62.913% (2894/4600) 46/100 [=============================>...................................] Step: 352ms | Tot: 16s86ms | Loss: 1.207 | Acc: 62.979% (2960/4700) 47/100 [==============================>..................................] Step: 357ms | Tot: 16s443ms | Loss: 1.204 | Acc: 63.062% (3027/4800) 48/100 [===============================>.................................] Step: 351ms | Tot: 16s794ms | Loss: 1.202 | Acc: 63.102% (3092/4900) 49/100 [===============================>.................................] Step: 353ms | Tot: 17s148ms | Loss: 1.209 | Acc: 62.920% (3146/5000) 50/100 [================================>................................] Step: 355ms | Tot: 17s504ms | Loss: 1.208 | Acc: 62.941% (3210/5100) 51/100 [=================================>...............................] Step: 349ms | Tot: 17s853ms | Loss: 1.213 | Acc: 62.904% (3271/5200) 52/100 [=================================>...............................] Step: 350ms | Tot: 18s204ms | Loss: 1.211 | Acc: 62.906% (3334/5300) 53/100 [==================================>..............................] Step: 353ms | Tot: 18s558ms | Loss: 1.209 | Acc: 62.907% (3397/5400) 54/100 [===================================>.............................] Step: 348ms | Tot: 18s906ms | Loss: 1.209 | Acc: 62.873% (3458/5500) 55/100 [===================================>.............................] Step: 349ms | Tot: 19s256ms | Loss: 1.213 | Acc: 62.857% (3520/5600) 56/100 [====================================>............................] Step: 357ms | Tot: 19s614ms | Loss: 1.215 | Acc: 62.719% (3575/5700) 57/100 [=====================================>...........................] Step: 352ms | Tot: 19s966ms | Loss: 1.212 | Acc: 62.776% (3641/5800) 58/100 [=====================================>...........................] Step: 356ms | Tot: 20s323ms | Loss: 1.212 | Acc: 62.610% (3694/5900) 59/100 [======================================>..........................] Step: 350ms | Tot: 20s674ms | Loss: 1.216 | Acc: 62.517% (3751/6000) 60/100 [=======================================>.........................] Step: 347ms | Tot: 21s21ms | Loss: 1.219 | Acc: 62.475% (3811/6100) 61/100 [=======================================>.........................] Step: 353ms | Tot: 21s375ms | Loss: 1.218 | Acc: 62.468% (3873/6200) 62/100 [========================================>........................] Step: 351ms | Tot: 21s727ms | Loss: 1.219 | Acc: 62.444% (3934/6300) 63/100 [========================================>........................] Step: 352ms | Tot: 22s80ms | Loss: 1.216 | Acc: 62.547% (4003/6400) 64/100 [=========================================>.......................] Step: 344ms | Tot: 22s424ms | Loss: 1.217 | Acc: 62.585% (4068/6500) 65/100 [==========================================>......................] Step: 351ms | Tot: 22s775ms | Loss: 1.218 | Acc: 62.545% (4128/6600) 66/100 [==========================================>......................] Step: 346ms | Tot: 23s121ms | Loss: 1.216 | Acc: 62.642% (4197/6700) 67/100 [===========================================>.....................] Step: 347ms | Tot: 23s469ms | Loss: 1.215 | Acc: 62.632% (4259/6800) 68/100 [============================================>....................] Step: 345ms | Tot: 23s814ms | Loss: 1.215 | Acc: 62.667% (4324/6900) 69/100 [============================================>....................] Step: 348ms | Tot: 24s162ms | Loss: 1.220 | Acc: 62.571% (4380/7000) 70/100 [=============================================>...................] Step: 347ms | Tot: 24s510ms | Loss: 1.218 | Acc: 62.648% (4448/7100) 71/100 [==============================================>..................] Step: 350ms | Tot: 24s860ms | Loss: 1.216 | Acc: 62.722% (4516/7200) 72/100 [==============================================>..................] Step: 350ms | Tot: 25s210ms | Loss: 1.218 | Acc: 62.616% (4571/7300) 73/100 [===============================================>.................] Step: 346ms | Tot: 25s557ms | Loss: 1.219 | Acc: 62.622% (4634/7400) 74/100 [================================================>................] Step: 351ms | Tot: 25s908ms | Loss: 1.222 | Acc: 62.547% (4691/7500) 75/100 [================================================>................] Step: 354ms | Tot: 26s263ms | Loss: 1.216 | Acc: 62.684% (4764/7600) 76/100 [=================================================>...............] Step: 352ms | Tot: 26s615ms | Loss: 1.217 | Acc: 62.701% (4828/7700) 77/100 [==================================================>..............] Step: 355ms | Tot: 26s970ms | Loss: 1.219 | Acc: 62.692% (4890/7800) 78/100 [==================================================>..............] Step: 349ms | Tot: 27s320ms | Loss: 1.222 | Acc: 62.633% (4948/7900) 79/100 [===================================================>.............] Step: 347ms | Tot: 27s668ms | Loss: 1.224 | Acc: 62.550% (5004/8000) 80/100 [====================================================>............] Step: 349ms | Tot: 28s18ms | Loss: 1.220 | Acc: 62.667% (5076/8100) 81/100 [====================================================>............] Step: 356ms | Tot: 28s375ms | Loss: 1.221 | Acc: 62.622% (5135/8200) 82/100 [=====================================================>...........] Step: 351ms | Tot: 28s726ms | Loss: 1.222 | Acc: 62.651% (5200/8300) 83/100 [=====================================================>...........] Step: 355ms | Tot: 29s81ms | Loss: 1.226 | Acc: 62.607% (5259/8400) 84/100 [======================================================>..........] Step: 358ms | Tot: 29s439ms | Loss: 1.228 | Acc: 62.588% (5320/8500) 85/100 [=======================================================>.........] Step: 356ms | Tot: 29s796ms | Loss: 1.227 | Acc: 62.628% (5386/8600) 86/100 [=======================================================>.........] Step: 351ms | Tot: 30s147ms | Loss: 1.228 | Acc: 62.552% (5442/8700) 87/100 [========================================================>........] Step: 353ms | Tot: 30s500ms | Loss: 1.228 | Acc: 62.568% (5506/8800) 88/100 [=========================================================>.......] Step: 357ms | Tot: 30s858ms | Loss: 1.229 | Acc: 62.551% (5567/8900) 89/100 [=========================================================>.......] Step: 348ms | Tot: 31s207ms | Loss: 1.227 | Acc: 62.711% (5644/9000) 90/100 [==========================================================>......] Step: 356ms | Tot: 31s563ms | Loss: 1.227 | Acc: 62.670% (5703/9100) 91/100 [===========================================================>.....] Step: 350ms | Tot: 31s913ms | Loss: 1.224 | Acc: 62.728% (5771/9200) 92/100 [===========================================================>.....] Step: 353ms | Tot: 32s267ms | Loss: 1.223 | Acc: 62.699% (5831/9300) 93/100 [============================================================>....] Step: 358ms | Tot: 32s626ms | Loss: 1.224 | Acc: 62.702% (5894/9400) 94/100 [=============================================================>...] Step: 359ms | Tot: 32s986ms | Loss: 1.222 | Acc: 62.747% (5961/9500) 95/100 [=============================================================>...] Step: 355ms | Tot: 33s341ms | Loss: 1.222 | Acc: 62.750% (6024/9600) 96/100 [==============================================================>..] Step: 349ms | Tot: 33s690ms | Loss: 1.218 | Acc: 62.814% (6093/9700) 97/100 [===============================================================>.] Step: 356ms | Tot: 34s47ms | Loss: 1.223 | Acc: 62.735% (6148/9800) 98/100 [===============================================================>.] Step: 349ms | Tot: 34s397ms | Loss: 1.225 | Acc: 62.636% (6201/9900) 99/100 [================================================================>] Step: 355ms | Tot: 34s752ms | Loss: 1.224 | Acc: 62.650% (6265/10000) 100/100 + +Epoch: 5 + [>................................................................] Step: 681ms | Tot: 2ms | Loss: 0.775 | Acc: 68.750% (88/128) 1/391 [>................................................................] Step: 438ms | Tot: 441ms | Loss: 0.720 | Acc: 73.438% (188/256) 2/391 [>................................................................] Step: 432ms | Tot: 874ms | Loss: 0.718 | Acc: 74.219% (285/384) 3/391 [>................................................................] Step: 417ms | Tot: 1s291ms | Loss: 0.704 | Acc: 74.805% (383/512) 4/391 [>................................................................] Step: 407ms | Tot: 1s699ms | Loss: 0.695 | Acc: 75.000% (480/640) 5/391 [>................................................................] Step: 410ms | Tot: 2s110ms | Loss: 0.672 | Acc: 76.172% (585/768) 6/391 [>................................................................] Step: 411ms | Tot: 2s521ms | Loss: 0.680 | Acc: 76.228% (683/896) 7/391 [=>...............................................................] Step: 414ms | Tot: 2s935ms | Loss: 0.670 | Acc: 76.660% (785/1024) 8/391 [=>...............................................................] Step: 409ms | Tot: 3s345ms | Loss: 0.677 | Acc: 76.042% (876/1152) 9/391 [=>...............................................................] Step: 415ms | Tot: 3s760ms | Loss: 0.680 | Acc: 76.094% (974/1280) 10/391 [=>...............................................................] Step: 409ms | Tot: 4s170ms | Loss: 0.676 | Acc: 76.207% (1073/1408) 11/391 [=>...............................................................] Step: 425ms | Tot: 4s595ms | Loss: 0.678 | Acc: 76.107% (1169/1536) 12/391 [=>...............................................................] Step: 419ms | Tot: 5s14ms | Loss: 0.683 | Acc: 76.502% (1273/1664) 13/391 [==>..............................................................] Step: 412ms | Tot: 5s427ms | Loss: 0.680 | Acc: 76.674% (1374/1792) 14/391 [==>..............................................................] Step: 413ms | Tot: 5s840ms | Loss: 0.671 | Acc: 77.083% (1480/1920) 15/391 [==>..............................................................] Step: 412ms | Tot: 6s253ms | Loss: 0.672 | Acc: 77.051% (1578/2048) 16/391 [==>..............................................................] Step: 409ms | Tot: 6s662ms | Loss: 0.673 | Acc: 76.930% (1674/2176) 17/391 [==>..............................................................] Step: 414ms | Tot: 7s77ms | Loss: 0.670 | Acc: 76.953% (1773/2304) 18/391 [==>..............................................................] Step: 408ms | Tot: 7s485ms | Loss: 0.667 | Acc: 77.138% (1876/2432) 19/391 [===>.............................................................] Step: 412ms | Tot: 7s898ms | Loss: 0.673 | Acc: 76.797% (1966/2560) 20/391 [===>.............................................................] Step: 423ms | Tot: 8s321ms | Loss: 0.681 | Acc: 76.376% (2053/2688) 21/391 [===>.............................................................] Step: 413ms | Tot: 8s735ms | Loss: 0.677 | Acc: 76.527% (2155/2816) 22/391 [===>.............................................................] Step: 408ms | Tot: 9s143ms | Loss: 0.677 | Acc: 76.562% (2254/2944) 23/391 [===>.............................................................] Step: 415ms | Tot: 9s559ms | Loss: 0.678 | Acc: 76.530% (2351/3072) 24/391 [===>.............................................................] Step: 413ms | Tot: 9s972ms | Loss: 0.678 | Acc: 76.406% (2445/3200) 25/391 [====>............................................................] Step: 417ms | Tot: 10s389ms | Loss: 0.680 | Acc: 76.262% (2538/3328) 26/391 [====>............................................................] Step: 411ms | Tot: 10s801ms | Loss: 0.682 | Acc: 76.244% (2635/3456) 27/391 [====>............................................................] Step: 412ms | Tot: 11s213ms | Loss: 0.685 | Acc: 76.172% (2730/3584) 28/391 [====>............................................................] Step: 412ms | Tot: 11s626ms | Loss: 0.683 | Acc: 76.212% (2829/3712) 29/391 [====>............................................................] Step: 421ms | Tot: 12s47ms | Loss: 0.685 | Acc: 76.172% (2925/3840) 30/391 [====>............................................................] Step: 410ms | Tot: 12s458ms | Loss: 0.683 | Acc: 76.260% (3026/3968) 31/391 [=====>...........................................................] Step: 407ms | Tot: 12s866ms | Loss: 0.681 | Acc: 76.392% (3129/4096) 32/391 [=====>...........................................................] Step: 414ms | Tot: 13s281ms | Loss: 0.685 | Acc: 76.326% (3224/4224) 33/391 [=====>...........................................................] Step: 413ms | Tot: 13s694ms | Loss: 0.689 | Acc: 76.218% (3317/4352) 34/391 [=====>...........................................................] Step: 410ms | Tot: 14s105ms | Loss: 0.690 | Acc: 76.250% (3416/4480) 35/391 [=====>...........................................................] Step: 407ms | Tot: 14s512ms | Loss: 0.689 | Acc: 76.259% (3514/4608) 36/391 [=====>...........................................................] Step: 417ms | Tot: 14s930ms | Loss: 0.691 | Acc: 76.246% (3611/4736) 37/391 [======>..........................................................] Step: 407ms | Tot: 15s337ms | Loss: 0.689 | Acc: 76.316% (3712/4864) 38/391 [======>..........................................................] Step: 424ms | Tot: 15s761ms | Loss: 0.688 | Acc: 76.322% (3810/4992) 39/391 [======>..........................................................] Step: 407ms | Tot: 16s169ms | Loss: 0.693 | Acc: 76.270% (3905/5120) 40/391 [======>..........................................................] Step: 413ms | Tot: 16s582ms | Loss: 0.690 | Acc: 76.277% (4003/5248) 41/391 [======>..........................................................] Step: 412ms | Tot: 16s995ms | Loss: 0.689 | Acc: 76.302% (4102/5376) 42/391 [======>..........................................................] Step: 414ms | Tot: 17s409ms | Loss: 0.688 | Acc: 76.272% (4198/5504) 43/391 [=======>.........................................................] Step: 413ms | Tot: 17s823ms | Loss: 0.686 | Acc: 76.385% (4302/5632) 44/391 [=======>.........................................................] Step: 411ms | Tot: 18s234ms | Loss: 0.686 | Acc: 76.441% (4403/5760) 45/391 [=======>.........................................................] Step: 410ms | Tot: 18s644ms | Loss: 0.685 | Acc: 76.495% (4504/5888) 46/391 [=======>.........................................................] Step: 406ms | Tot: 19s50ms | Loss: 0.682 | Acc: 76.596% (4608/6016) 47/391 [=======>.........................................................] Step: 416ms | Tot: 19s466ms | Loss: 0.684 | Acc: 76.579% (4705/6144) 48/391 [=======>.........................................................] Step: 408ms | Tot: 19s875ms | Loss: 0.685 | Acc: 76.467% (4796/6272) 49/391 [========>........................................................] Step: 401ms | Tot: 20s276ms | Loss: 0.687 | Acc: 76.281% (4882/6400) 50/391 [========>........................................................] Step: 412ms | Tot: 20s689ms | Loss: 0.686 | Acc: 76.287% (4980/6528) 51/391 [========>........................................................] Step: 407ms | Tot: 21s96ms | Loss: 0.685 | Acc: 76.352% (5082/6656) 52/391 [========>........................................................] Step: 409ms | Tot: 21s506ms | Loss: 0.688 | Acc: 76.209% (5170/6784) 53/391 [========>........................................................] Step: 411ms | Tot: 21s917ms | Loss: 0.688 | Acc: 76.273% (5272/6912) 54/391 [========>........................................................] Step: 417ms | Tot: 22s334ms | Loss: 0.687 | Acc: 76.321% (5373/7040) 55/391 [=========>.......................................................] Step: 411ms | Tot: 22s746ms | Loss: 0.686 | Acc: 76.381% (5475/7168) 56/391 [=========>.......................................................] Step: 426ms | Tot: 23s172ms | Loss: 0.688 | Acc: 76.302% (5567/7296) 57/391 [=========>.......................................................] Step: 409ms | Tot: 23s582ms | Loss: 0.687 | Acc: 76.320% (5666/7424) 58/391 [=========>.......................................................] Step: 413ms | Tot: 23s996ms | Loss: 0.686 | Acc: 76.324% (5764/7552) 59/391 [=========>.......................................................] Step: 409ms | Tot: 24s406ms | Loss: 0.686 | Acc: 76.341% (5863/7680) 60/391 [=========>.......................................................] Step: 411ms | Tot: 24s818ms | Loss: 0.688 | Acc: 76.230% (5952/7808) 61/391 [==========>......................................................] Step: 411ms | Tot: 25s229ms | Loss: 0.687 | Acc: 76.285% (6054/7936) 62/391 [==========>......................................................] Step: 409ms | Tot: 25s638ms | Loss: 0.689 | Acc: 76.215% (6146/8064) 63/391 [==========>......................................................] Step: 410ms | Tot: 26s48ms | Loss: 0.687 | Acc: 76.270% (6248/8192) 64/391 [==========>......................................................] Step: 414ms | Tot: 26s462ms | Loss: 0.688 | Acc: 76.226% (6342/8320) 65/391 [==========>......................................................] Step: 423ms | Tot: 26s886ms | Loss: 0.687 | Acc: 76.219% (6439/8448) 66/391 [==========>......................................................] Step: 411ms | Tot: 27s297ms | Loss: 0.687 | Acc: 76.189% (6534/8576) 67/391 [===========>.....................................................] Step: 413ms | Tot: 27s711ms | Loss: 0.686 | Acc: 76.218% (6634/8704) 68/391 [===========>.....................................................] Step: 408ms | Tot: 28s120ms | Loss: 0.686 | Acc: 76.268% (6736/8832) 69/391 [===========>.....................................................] Step: 415ms | Tot: 28s535ms | Loss: 0.688 | Acc: 76.261% (6833/8960) 70/391 [===========>.....................................................] Step: 417ms | Tot: 28s953ms | Loss: 0.688 | Acc: 76.210% (6926/9088) 71/391 [===========>.....................................................] Step: 415ms | Tot: 29s368ms | Loss: 0.690 | Acc: 76.128% (7016/9216) 72/391 [===========>.....................................................] Step: 411ms | Tot: 29s780ms | Loss: 0.691 | Acc: 76.070% (7108/9344) 73/391 [============>....................................................] Step: 413ms | Tot: 30s193ms | Loss: 0.691 | Acc: 76.045% (7203/9472) 74/391 [============>....................................................] Step: 422ms | Tot: 30s616ms | Loss: 0.690 | Acc: 76.083% (7304/9600) 75/391 [============>....................................................] Step: 413ms | Tot: 31s30ms | Loss: 0.690 | Acc: 76.079% (7401/9728) 76/391 [============>....................................................] Step: 416ms | Tot: 31s447ms | Loss: 0.690 | Acc: 76.075% (7498/9856) 77/391 [============>....................................................] Step: 413ms | Tot: 31s860ms | Loss: 0.691 | Acc: 76.012% (7589/9984) 78/391 [============>....................................................] Step: 411ms | Tot: 32s272ms | Loss: 0.689 | Acc: 76.098% (7695/10112) 79/391 [=============>...................................................] Step: 411ms | Tot: 32s683ms | Loss: 0.690 | Acc: 76.064% (7789/10240) 80/391 [=============>...................................................] Step: 412ms | Tot: 33s96ms | Loss: 0.692 | Acc: 75.965% (7876/10368) 81/391 [=============>...................................................] Step: 408ms | Tot: 33s504ms | Loss: 0.691 | Acc: 75.943% (7971/10496) 82/391 [=============>...................................................] Step: 409ms | Tot: 33s913ms | Loss: 0.690 | Acc: 75.951% (8069/10624) 83/391 [=============>...................................................] Step: 423ms | Tot: 34s337ms | Loss: 0.689 | Acc: 75.967% (8168/10752) 84/391 [=============>...................................................] Step: 412ms | Tot: 34s749ms | Loss: 0.689 | Acc: 75.965% (8265/10880) 85/391 [==============>..................................................] Step: 408ms | Tot: 35s157ms | Loss: 0.688 | Acc: 75.972% (8363/11008) 86/391 [==============>..................................................] Step: 415ms | Tot: 35s573ms | Loss: 0.688 | Acc: 75.979% (8461/11136) 87/391 [==============>..................................................] Step: 406ms | Tot: 35s979ms | Loss: 0.689 | Acc: 75.985% (8559/11264) 88/391 [==============>..................................................] Step: 413ms | Tot: 36s392ms | Loss: 0.688 | Acc: 76.001% (8658/11392) 89/391 [==============>..................................................] Step: 409ms | Tot: 36s802ms | Loss: 0.689 | Acc: 75.946% (8749/11520) 90/391 [==============>..................................................] Step: 412ms | Tot: 37s215ms | Loss: 0.690 | Acc: 75.936% (8845/11648) 91/391 [===============>.................................................] Step: 411ms | Tot: 37s626ms | Loss: 0.689 | Acc: 76.002% (8950/11776) 92/391 [===============>.................................................] Step: 425ms | Tot: 38s52ms | Loss: 0.687 | Acc: 76.075% (9056/11904) 93/391 [===============>.................................................] Step: 410ms | Tot: 38s462ms | Loss: 0.688 | Acc: 76.080% (9154/12032) 94/391 [===============>.................................................] Step: 412ms | Tot: 38s874ms | Loss: 0.689 | Acc: 76.061% (9249/12160) 95/391 [===============>.................................................] Step: 410ms | Tot: 39s285ms | Loss: 0.689 | Acc: 76.042% (9344/12288) 96/391 [===============>.................................................] Step: 417ms | Tot: 39s703ms | Loss: 0.689 | Acc: 75.999% (9436/12416) 97/391 [================>................................................] Step: 407ms | Tot: 40s110ms | Loss: 0.689 | Acc: 76.004% (9534/12544) 98/391 [================>................................................] Step: 415ms | Tot: 40s526ms | Loss: 0.690 | Acc: 75.986% (9629/12672) 99/391 [================>................................................] Step: 412ms | Tot: 40s938ms | Loss: 0.689 | Acc: 76.008% (9729/12800) 100/391 [================>................................................] Step: 408ms | Tot: 41s347ms | Loss: 0.688 | Acc: 76.075% (9835/12928) 101/391 [================>................................................] Step: 414ms | Tot: 41s761ms | Loss: 0.688 | Acc: 76.072% (9932/13056) 102/391 [================>................................................] Step: 414ms | Tot: 42s176ms | Loss: 0.688 | Acc: 76.062% (10028/13184) 103/391 [=================>...............................................] Step: 404ms | Tot: 42s580ms | Loss: 0.688 | Acc: 76.044% (10123/13312) 104/391 [=================>...............................................] Step: 414ms | Tot: 42s994ms | Loss: 0.689 | Acc: 76.019% (10217/13440) 105/391 [=================>...............................................] Step: 406ms | Tot: 43s401ms | Loss: 0.689 | Acc: 76.032% (10316/13568) 106/391 [=================>...............................................] Step: 412ms | Tot: 43s813ms | Loss: 0.688 | Acc: 76.037% (10414/13696) 107/391 [=================>...............................................] Step: 415ms | Tot: 44s229ms | Loss: 0.687 | Acc: 76.078% (10517/13824) 108/391 [=================>...............................................] Step: 410ms | Tot: 44s639ms | Loss: 0.688 | Acc: 76.082% (10615/13952) 109/391 [==================>..............................................] Step: 407ms | Tot: 45s46ms | Loss: 0.687 | Acc: 76.136% (10720/14080) 110/391 [==================>..............................................] Step: 421ms | Tot: 45s467ms | Loss: 0.687 | Acc: 76.133% (10817/14208) 111/391 [==================>..............................................] Step: 414ms | Tot: 45s882ms | Loss: 0.688 | Acc: 76.095% (10909/14336) 112/391 [==================>..............................................] Step: 415ms | Tot: 46s298ms | Loss: 0.686 | Acc: 76.168% (11017/14464) 113/391 [==================>..............................................] Step: 405ms | Tot: 46s703ms | Loss: 0.686 | Acc: 76.186% (11117/14592) 114/391 [==================>..............................................] Step: 410ms | Tot: 47s113ms | Loss: 0.686 | Acc: 76.155% (11210/14720) 115/391 [===================>.............................................] Step: 405ms | Tot: 47s519ms | Loss: 0.686 | Acc: 76.179% (11311/14848) 116/391 [===================>.............................................] Step: 412ms | Tot: 47s931ms | Loss: 0.688 | Acc: 76.128% (11401/14976) 117/391 [===================>.............................................] Step: 410ms | Tot: 48s342ms | Loss: 0.687 | Acc: 76.159% (11503/15104) 118/391 [===================>.............................................] Step: 407ms | Tot: 48s750ms | Loss: 0.688 | Acc: 76.136% (11597/15232) 119/391 [===================>.............................................] Step: 422ms | Tot: 49s172ms | Loss: 0.688 | Acc: 76.120% (11692/15360) 120/391 [===================>.............................................] Step: 414ms | Tot: 49s586ms | Loss: 0.689 | Acc: 76.078% (11783/15488) 121/391 [====================>............................................] Step: 406ms | Tot: 49s993ms | Loss: 0.690 | Acc: 76.076% (11880/15616) 122/391 [====================>............................................] Step: 405ms | Tot: 50s398ms | Loss: 0.689 | Acc: 76.112% (11983/15744) 123/391 [====================>............................................] Step: 412ms | Tot: 50s811ms | Loss: 0.690 | Acc: 76.058% (12072/15872) 124/391 [====================>............................................] Step: 410ms | Tot: 51s221ms | Loss: 0.691 | Acc: 76.013% (12162/16000) 125/391 [====================>............................................] Step: 410ms | Tot: 51s631ms | Loss: 0.690 | Acc: 76.035% (12263/16128) 126/391 [====================>............................................] Step: 413ms | Tot: 52s45ms | Loss: 0.690 | Acc: 76.064% (12365/16256) 127/391 [=====================>...........................................] Step: 409ms | Tot: 52s454ms | Loss: 0.691 | Acc: 76.025% (12456/16384) 128/391 [=====================>...........................................] Step: 420ms | Tot: 52s875ms | Loss: 0.690 | Acc: 76.017% (12552/16512) 129/391 [=====================>...........................................] Step: 416ms | Tot: 53s292ms | Loss: 0.691 | Acc: 75.980% (12643/16640) 130/391 [=====================>...........................................] Step: 410ms | Tot: 53s702ms | Loss: 0.692 | Acc: 75.978% (12740/16768) 131/391 [=====================>...........................................] Step: 411ms | Tot: 54s114ms | Loss: 0.692 | Acc: 75.959% (12834/16896) 132/391 [=====================>...........................................] Step: 408ms | Tot: 54s522ms | Loss: 0.693 | Acc: 75.899% (12921/17024) 133/391 [======================>..........................................] Step: 414ms | Tot: 54s937ms | Loss: 0.692 | Acc: 75.921% (13022/17152) 134/391 [======================>..........................................] Step: 398ms | Tot: 55s336ms | Loss: 0.693 | Acc: 75.856% (13108/17280) 135/391 [======================>..........................................] Step: 407ms | Tot: 55s743ms | Loss: 0.693 | Acc: 75.902% (13213/17408) 136/391 [======================>..........................................] Step: 412ms | Tot: 56s156ms | Loss: 0.693 | Acc: 75.878% (13306/17536) 137/391 [======================>..........................................] Step: 420ms | Tot: 56s576ms | Loss: 0.693 | Acc: 75.894% (13406/17664) 138/391 [======================>..........................................] Step: 416ms | Tot: 56s993ms | Loss: 0.693 | Acc: 75.866% (13498/17792) 139/391 [=======================>.........................................] Step: 406ms | Tot: 57s399ms | Loss: 0.693 | Acc: 75.848% (13592/17920) 140/391 [=======================>.........................................] Step: 408ms | Tot: 57s807ms | Loss: 0.694 | Acc: 75.842% (13688/18048) 141/391 [=======================>.........................................] Step: 411ms | Tot: 58s218ms | Loss: 0.694 | Acc: 75.847% (13786/18176) 142/391 [=======================>.........................................] Step: 403ms | Tot: 58s622ms | Loss: 0.693 | Acc: 75.852% (13884/18304) 143/391 [=======================>.........................................] Step: 404ms | Tot: 59s26ms | Loss: 0.692 | Acc: 75.873% (13985/18432) 144/391 [=======================>.........................................] Step: 412ms | Tot: 59s439ms | Loss: 0.691 | Acc: 75.911% (14089/18560) 145/391 [========================>........................................] Step: 413ms | Tot: 59s852ms | Loss: 0.691 | Acc: 75.915% (14187/18688) 146/391 [========================>........................................] Step: 421ms | Tot: 1m274ms | Loss: 0.691 | Acc: 75.909% (14283/18816) 147/391 [========================>........................................] Step: 418ms | Tot: 1m692ms | Loss: 0.691 | Acc: 75.918% (14382/18944) 148/391 [========================>........................................] Step: 407ms | Tot: 1m1s | Loss: 0.691 | Acc: 75.902% (14476/19072) 149/391 [========================>........................................] Step: 414ms | Tot: 1m1s | Loss: 0.691 | Acc: 75.901% (14573/19200) 150/391 [========================>........................................] Step: 404ms | Tot: 1m1s | Loss: 0.692 | Acc: 75.874% (14665/19328) 151/391 [=========================>.......................................] Step: 410ms | Tot: 1m2s | Loss: 0.692 | Acc: 75.863% (14760/19456) 152/391 [=========================>.......................................] Step: 416ms | Tot: 1m2s | Loss: 0.693 | Acc: 75.817% (14848/19584) 153/391 [=========================>.......................................] Step: 407ms | Tot: 1m3s | Loss: 0.694 | Acc: 75.756% (14933/19712) 154/391 [=========================>.......................................] Step: 409ms | Tot: 1m3s | Loss: 0.693 | Acc: 75.801% (15039/19840) 155/391 [=========================>.......................................] Step: 420ms | Tot: 1m3s | Loss: 0.692 | Acc: 75.791% (15134/19968) 156/391 [=========================>.......................................] Step: 410ms | Tot: 1m4s | Loss: 0.693 | Acc: 75.771% (15227/20096) 157/391 [==========================>......................................] Step: 411ms | Tot: 1m4s | Loss: 0.692 | Acc: 75.806% (15331/20224) 158/391 [==========================>......................................] Step: 402ms | Tot: 1m5s | Loss: 0.692 | Acc: 75.806% (15428/20352) 159/391 [==========================>......................................] Step: 411ms | Tot: 1m5s | Loss: 0.693 | Acc: 75.776% (15519/20480) 160/391 [==========================>......................................] Step: 409ms | Tot: 1m6s | Loss: 0.693 | Acc: 75.776% (15616/20608) 161/391 [==========================>......................................] Step: 411ms | Tot: 1m6s | Loss: 0.693 | Acc: 75.796% (15717/20736) 162/391 [==========================>......................................] Step: 415ms | Tot: 1m6s | Loss: 0.693 | Acc: 75.796% (15814/20864) 163/391 [===========================>.....................................] Step: 410ms | Tot: 1m7s | Loss: 0.692 | Acc: 75.838% (15920/20992) 164/391 [===========================>.....................................] Step: 420ms | Tot: 1m7s | Loss: 0.692 | Acc: 75.848% (16019/21120) 165/391 [===========================>.....................................] Step: 404ms | Tot: 1m8s | Loss: 0.692 | Acc: 75.838% (16114/21248) 166/391 [===========================>.....................................] Step: 412ms | Tot: 1m8s | Loss: 0.692 | Acc: 75.833% (16210/21376) 167/391 [===========================>.....................................] Step: 413ms | Tot: 1m8s | Loss: 0.692 | Acc: 75.832% (16307/21504) 168/391 [===========================>.....................................] Step: 412ms | Tot: 1m9s | Loss: 0.692 | Acc: 75.827% (16403/21632) 169/391 [============================>....................................] Step: 411ms | Tot: 1m9s | Loss: 0.692 | Acc: 75.850% (16505/21760) 170/391 [============================>....................................] Step: 404ms | Tot: 1m10s | Loss: 0.691 | Acc: 75.868% (16606/21888) 171/391 [============================>....................................] Step: 410ms | Tot: 1m10s | Loss: 0.691 | Acc: 75.877% (16705/22016) 172/391 [============================>....................................] Step: 407ms | Tot: 1m10s | Loss: 0.691 | Acc: 75.876% (16802/22144) 173/391 [============================>....................................] Step: 412ms | Tot: 1m11s | Loss: 0.691 | Acc: 75.867% (16897/22272) 174/391 [============================>....................................] Step: 413ms | Tot: 1m11s | Loss: 0.691 | Acc: 75.862% (16993/22400) 175/391 [=============================>...................................] Step: 407ms | Tot: 1m12s | Loss: 0.691 | Acc: 75.866% (17091/22528) 176/391 [=============================>...................................] Step: 408ms | Tot: 1m12s | Loss: 0.691 | Acc: 75.856% (17186/22656) 177/391 [=============================>...................................] Step: 407ms | Tot: 1m13s | Loss: 0.691 | Acc: 75.873% (17287/22784) 178/391 [=============================>...................................] Step: 408ms | Tot: 1m13s | Loss: 0.691 | Acc: 75.860% (17381/22912) 179/391 [=============================>...................................] Step: 406ms | Tot: 1m13s | Loss: 0.690 | Acc: 75.894% (17486/23040) 180/391 [=============================>...................................] Step: 411ms | Tot: 1m14s | Loss: 0.689 | Acc: 75.924% (17590/23168) 181/391 [==============================>..................................] Step: 412ms | Tot: 1m14s | Loss: 0.689 | Acc: 75.962% (17696/23296) 182/391 [==============================>..................................] Step: 417ms | Tot: 1m15s | Loss: 0.688 | Acc: 75.986% (17799/23424) 183/391 [==============================>..................................] Step: 405ms | Tot: 1m15s | Loss: 0.689 | Acc: 75.951% (17888/23552) 184/391 [==============================>..................................] Step: 411ms | Tot: 1m15s | Loss: 0.689 | Acc: 75.942% (17983/23680) 185/391 [==============================>..................................] Step: 410ms | Tot: 1m16s | Loss: 0.690 | Acc: 75.916% (18074/23808) 186/391 [==============================>..................................] Step: 409ms | Tot: 1m16s | Loss: 0.690 | Acc: 75.894% (18166/23936) 187/391 [===============================>.................................] Step: 408ms | Tot: 1m17s | Loss: 0.690 | Acc: 75.898% (18264/24064) 188/391 [===============================>.................................] Step: 413ms | Tot: 1m17s | Loss: 0.690 | Acc: 75.926% (18368/24192) 189/391 [===============================>.................................] Step: 410ms | Tot: 1m17s | Loss: 0.689 | Acc: 75.938% (18468/24320) 190/391 [===============================>.................................] Step: 414ms | Tot: 1m18s | Loss: 0.688 | Acc: 75.945% (18567/24448) 191/391 [===============================>.................................] Step: 417ms | Tot: 1m18s | Loss: 0.689 | Acc: 75.891% (18651/24576) 192/391 [===============================>.................................] Step: 413ms | Tot: 1m19s | Loss: 0.689 | Acc: 75.919% (18755/24704) 193/391 [================================>................................] Step: 410ms | Tot: 1m19s | Loss: 0.690 | Acc: 75.886% (18844/24832) 194/391 [================================>................................] Step: 410ms | Tot: 1m20s | Loss: 0.691 | Acc: 75.861% (18935/24960) 195/391 [================================>................................] Step: 411ms | Tot: 1m20s | Loss: 0.690 | Acc: 75.897% (19041/25088) 196/391 [================================>................................] Step: 405ms | Tot: 1m20s | Loss: 0.691 | Acc: 75.900% (19139/25216) 197/391 [================================>................................] Step: 403ms | Tot: 1m21s | Loss: 0.690 | Acc: 75.904% (19237/25344) 198/391 [================================>................................] Step: 405ms | Tot: 1m21s | Loss: 0.690 | Acc: 75.915% (19337/25472) 199/391 [=================================>...............................] Step: 408ms | Tot: 1m22s | Loss: 0.691 | Acc: 75.879% (19425/25600) 200/391 [=================================>...............................] Step: 414ms | Tot: 1m22s | Loss: 0.692 | Acc: 75.847% (19514/25728) 201/391 [=================================>...............................] Step: 412ms | Tot: 1m22s | Loss: 0.691 | Acc: 75.866% (19616/25856) 202/391 [=================================>...............................] Step: 410ms | Tot: 1m23s | Loss: 0.690 | Acc: 75.893% (19720/25984) 203/391 [=================================>...............................] Step: 414ms | Tot: 1m23s | Loss: 0.690 | Acc: 75.938% (19829/26112) 204/391 [=================================>...............................] Step: 411ms | Tot: 1m24s | Loss: 0.690 | Acc: 75.922% (19922/26240) 205/391 [==================================>..............................] Step: 406ms | Tot: 1m24s | Loss: 0.690 | Acc: 75.933% (20022/26368) 206/391 [==================================>..............................] Step: 410ms | Tot: 1m24s | Loss: 0.690 | Acc: 75.921% (20116/26496) 207/391 [==================================>..............................] Step: 410ms | Tot: 1m25s | Loss: 0.690 | Acc: 75.928% (20215/26624) 208/391 [==================================>..............................] Step: 423ms | Tot: 1m25s | Loss: 0.691 | Acc: 75.912% (20308/26752) 209/391 [==================================>..............................] Step: 416ms | Tot: 1m26s | Loss: 0.690 | Acc: 75.952% (20416/26880) 210/391 [==================================>..............................] Step: 408ms | Tot: 1m26s | Loss: 0.690 | Acc: 75.944% (20511/27008) 211/391 [===================================>.............................] Step: 408ms | Tot: 1m26s | Loss: 0.690 | Acc: 75.954% (20611/27136) 212/391 [===================================>.............................] Step: 406ms | Tot: 1m27s | Loss: 0.690 | Acc: 75.946% (20706/27264) 213/391 [===================================>.............................] Step: 414ms | Tot: 1m27s | Loss: 0.690 | Acc: 75.935% (20800/27392) 214/391 [===================================>.............................] Step: 403ms | Tot: 1m28s | Loss: 0.691 | Acc: 75.916% (20892/27520) 215/391 [===================================>.............................] Step: 406ms | Tot: 1m28s | Loss: 0.691 | Acc: 75.897% (20984/27648) 216/391 [===================================>.............................] Step: 403ms | Tot: 1m29s | Loss: 0.690 | Acc: 75.922% (21088/27776) 217/391 [====================================>............................] Step: 406ms | Tot: 1m29s | Loss: 0.690 | Acc: 75.907% (21181/27904) 218/391 [====================================>............................] Step: 414ms | Tot: 1m29s | Loss: 0.689 | Acc: 75.924% (21283/28032) 219/391 [====================================>............................] Step: 412ms | Tot: 1m30s | Loss: 0.689 | Acc: 75.916% (21378/28160) 220/391 [====================================>............................] Step: 410ms | Tot: 1m30s | Loss: 0.689 | Acc: 75.940% (21482/28288) 221/391 [====================================>............................] Step: 412ms | Tot: 1m31s | Loss: 0.690 | Acc: 75.929% (21576/28416) 222/391 [====================================>............................] Step: 406ms | Tot: 1m31s | Loss: 0.689 | Acc: 75.946% (21678/28544) 223/391 [=====================================>...........................] Step: 412ms | Tot: 1m31s | Loss: 0.690 | Acc: 75.952% (21777/28672) 224/391 [=====================================>...........................] Step: 410ms | Tot: 1m32s | Loss: 0.689 | Acc: 75.962% (21877/28800) 225/391 [=====================================>...........................] Step: 414ms | Tot: 1m32s | Loss: 0.689 | Acc: 75.940% (21968/28928) 226/391 [=====================================>...........................] Step: 415ms | Tot: 1m33s | Loss: 0.689 | Acc: 75.922% (22060/29056) 227/391 [=====================================>...........................] Step: 420ms | Tot: 1m33s | Loss: 0.689 | Acc: 75.925% (22158/29184) 228/391 [=====================================>...........................] Step: 413ms | Tot: 1m33s | Loss: 0.690 | Acc: 75.901% (22248/29312) 229/391 [======================================>..........................] Step: 411ms | Tot: 1m34s | Loss: 0.690 | Acc: 75.876% (22338/29440) 230/391 [======================================>..........................] Step: 410ms | Tot: 1m34s | Loss: 0.690 | Acc: 75.900% (22442/29568) 231/391 [======================================>..........................] Step: 411ms | Tot: 1m35s | Loss: 0.690 | Acc: 75.899% (22539/29696) 232/391 [======================================>..........................] Step: 411ms | Tot: 1m35s | Loss: 0.689 | Acc: 75.905% (22638/29824) 233/391 [======================================>..........................] Step: 406ms | Tot: 1m36s | Loss: 0.690 | Acc: 75.895% (22732/29952) 234/391 [======================================>..........................] Step: 410ms | Tot: 1m36s | Loss: 0.690 | Acc: 75.881% (22825/30080) 235/391 [=======================================>.........................] Step: 408ms | Tot: 1m36s | Loss: 0.690 | Acc: 75.904% (22929/30208) 236/391 [=======================================>.........................] Step: 415ms | Tot: 1m37s | Loss: 0.690 | Acc: 75.883% (23020/30336) 237/391 [=======================================>.........................] Step: 408ms | Tot: 1m37s | Loss: 0.689 | Acc: 75.890% (23119/30464) 238/391 [=======================================>.........................] Step: 415ms | Tot: 1m38s | Loss: 0.689 | Acc: 75.886% (23215/30592) 239/391 [=======================================>.........................] Step: 416ms | Tot: 1m38s | Loss: 0.689 | Acc: 75.898% (23316/30720) 240/391 [=======================================>.........................] Step: 410ms | Tot: 1m38s | Loss: 0.689 | Acc: 75.904% (23415/30848) 241/391 [========================================>........................] Step: 413ms | Tot: 1m39s | Loss: 0.689 | Acc: 75.907% (23513/30976) 242/391 [========================================>........................] Step: 413ms | Tot: 1m39s | Loss: 0.689 | Acc: 75.913% (23612/31104) 243/391 [========================================>........................] Step: 413ms | Tot: 1m40s | Loss: 0.689 | Acc: 75.916% (23710/31232) 244/391 [========================================>........................] Step: 415ms | Tot: 1m40s | Loss: 0.690 | Acc: 75.896% (23801/31360) 245/391 [========================================>........................] Step: 415ms | Tot: 1m40s | Loss: 0.691 | Acc: 75.870% (23890/31488) 246/391 [========================================>........................] Step: 416ms | Tot: 1m41s | Loss: 0.691 | Acc: 75.873% (23988/31616) 247/391 [=========================================>.......................] Step: 412ms | Tot: 1m41s | Loss: 0.691 | Acc: 75.860% (24081/31744) 248/391 [=========================================>.......................] Step: 410ms | Tot: 1m42s | Loss: 0.691 | Acc: 75.857% (24177/31872) 249/391 [=========================================>.......................] Step: 409ms | Tot: 1m42s | Loss: 0.690 | Acc: 75.869% (24278/32000) 250/391 [=========================================>.......................] Step: 407ms | Tot: 1m43s | Loss: 0.690 | Acc: 75.859% (24372/32128) 251/391 [=========================================>.......................] Step: 406ms | Tot: 1m43s | Loss: 0.691 | Acc: 75.853% (24467/32256) 252/391 [=========================================>.......................] Step: 411ms | Tot: 1m43s | Loss: 0.691 | Acc: 75.865% (24568/32384) 253/391 [==========================================>......................] Step: 411ms | Tot: 1m44s | Loss: 0.691 | Acc: 75.864% (24665/32512) 254/391 [==========================================>......................] Step: 417ms | Tot: 1m44s | Loss: 0.690 | Acc: 75.870% (24764/32640) 255/391 [==========================================>......................] Step: 413ms | Tot: 1m45s | Loss: 0.691 | Acc: 75.839% (24851/32768) 256/391 [==========================================>......................] Step: 408ms | Tot: 1m45s | Loss: 0.691 | Acc: 75.857% (24954/32896) 257/391 [==========================================>......................] Step: 408ms | Tot: 1m45s | Loss: 0.690 | Acc: 75.875% (25057/33024) 258/391 [==========================================>......................] Step: 408ms | Tot: 1m46s | Loss: 0.690 | Acc: 75.899% (25162/33152) 259/391 [===========================================>.....................] Step: 412ms | Tot: 1m46s | Loss: 0.690 | Acc: 75.919% (25266/33280) 260/391 [===========================================>.....................] Step: 410ms | Tot: 1m47s | Loss: 0.689 | Acc: 75.934% (25368/33408) 261/391 [===========================================>.....................] Step: 409ms | Tot: 1m47s | Loss: 0.690 | Acc: 75.918% (25460/33536) 262/391 [===========================================>.....................] Step: 416ms | Tot: 1m47s | Loss: 0.690 | Acc: 75.906% (25553/33664) 263/391 [===========================================>.....................] Step: 417ms | Tot: 1m48s | Loss: 0.690 | Acc: 75.920% (25655/33792) 264/391 [===========================================>.....................] Step: 411ms | Tot: 1m48s | Loss: 0.690 | Acc: 75.908% (25748/33920) 265/391 [============================================>....................] Step: 408ms | Tot: 1m49s | Loss: 0.690 | Acc: 75.913% (25847/34048) 266/391 [============================================>....................] Step: 410ms | Tot: 1m49s | Loss: 0.689 | Acc: 75.910% (25943/34176) 267/391 [============================================>....................] Step: 408ms | Tot: 1m50s | Loss: 0.689 | Acc: 75.912% (26041/34304) 268/391 [============================================>....................] Step: 408ms | Tot: 1m50s | Loss: 0.690 | Acc: 75.900% (26134/34432) 269/391 [============================================>....................] Step: 410ms | Tot: 1m50s | Loss: 0.690 | Acc: 75.894% (26229/34560) 270/391 [============================================>....................] Step: 407ms | Tot: 1m51s | Loss: 0.691 | Acc: 75.879% (26321/34688) 271/391 [=============================================>...................] Step: 409ms | Tot: 1m51s | Loss: 0.691 | Acc: 75.859% (26411/34816) 272/391 [=============================================>...................] Step: 420ms | Tot: 1m52s | Loss: 0.691 | Acc: 75.864% (26510/34944) 273/391 [=============================================>...................] Step: 413ms | Tot: 1m52s | Loss: 0.690 | Acc: 75.895% (26618/35072) 274/391 [=============================================>...................] Step: 413ms | Tot: 1m52s | Loss: 0.691 | Acc: 75.881% (26710/35200) 275/391 [=============================================>...................] Step: 416ms | Tot: 1m53s | Loss: 0.691 | Acc: 75.849% (26796/35328) 276/391 [=============================================>...................] Step: 414ms | Tot: 1m53s | Loss: 0.691 | Acc: 75.857% (26896/35456) 277/391 [==============================================>..................] Step: 412ms | Tot: 1m54s | Loss: 0.692 | Acc: 75.840% (26987/35584) 278/391 [==============================================>..................] Step: 416ms | Tot: 1m54s | Loss: 0.692 | Acc: 75.857% (27090/35712) 279/391 [==============================================>..................] Step: 415ms | Tot: 1m54s | Loss: 0.692 | Acc: 75.857% (27187/35840) 280/391 [==============================================>..................] Step: 411ms | Tot: 1m55s | Loss: 0.692 | Acc: 75.856% (27284/35968) 281/391 [==============================================>..................] Step: 417ms | Tot: 1m55s | Loss: 0.692 | Acc: 75.842% (27376/36096) 282/391 [==============================================>..................] Step: 416ms | Tot: 1m56s | Loss: 0.691 | Acc: 75.848% (27475/36224) 283/391 [===============================================>.................] Step: 411ms | Tot: 1m56s | Loss: 0.691 | Acc: 75.842% (27570/36352) 284/391 [===============================================>.................] Step: 424ms | Tot: 1m57s | Loss: 0.691 | Acc: 75.844% (27668/36480) 285/391 [===============================================>.................] Step: 408ms | Tot: 1m57s | Loss: 0.692 | Acc: 75.830% (27760/36608) 286/391 [===============================================>.................] Step: 412ms | Tot: 1m57s | Loss: 0.692 | Acc: 75.825% (27855/36736) 287/391 [===============================================>.................] Step: 412ms | Tot: 1m58s | Loss: 0.692 | Acc: 75.819% (27950/36864) 288/391 [===============================================>.................] Step: 409ms | Tot: 1m58s | Loss: 0.692 | Acc: 75.819% (28047/36992) 289/391 [================================================>................] Step: 411ms | Tot: 1m59s | Loss: 0.692 | Acc: 75.792% (28134/37120) 290/391 [================================================>................] Step: 419ms | Tot: 1m59s | Loss: 0.692 | Acc: 75.805% (28236/37248) 291/391 [================================================>................] Step: 412ms | Tot: 1m59s | Loss: 0.692 | Acc: 75.824% (28340/37376) 292/391 [================================================>................] Step: 410ms | Tot: 2m365ms | Loss: 0.691 | Acc: 75.835% (28441/37504) 293/391 [================================================>................] Step: 410ms | Tot: 2m776ms | Loss: 0.691 | Acc: 75.842% (28541/37632) 294/391 [================================================>................] Step: 415ms | Tot: 2m1s | Loss: 0.692 | Acc: 75.829% (28633/37760) 295/391 [=================================================>...............] Step: 408ms | Tot: 2m1s | Loss: 0.692 | Acc: 75.834% (28732/37888) 296/391 [=================================================>...............] Step: 412ms | Tot: 2m2s | Loss: 0.692 | Acc: 75.818% (28823/38016) 297/391 [=================================================>...............] Step: 410ms | Tot: 2m2s | Loss: 0.692 | Acc: 75.826% (28923/38144) 298/391 [=================================================>...............] Step: 412ms | Tot: 2m2s | Loss: 0.692 | Acc: 75.836% (29024/38272) 299/391 [=================================================>...............] Step: 413ms | Tot: 2m3s | Loss: 0.692 | Acc: 75.841% (29123/38400) 300/391 [=================================================>...............] Step: 411ms | Tot: 2m3s | Loss: 0.692 | Acc: 75.862% (29228/38528) 301/391 [==================================================>..............] Step: 410ms | Tot: 2m4s | Loss: 0.692 | Acc: 75.861% (29325/38656) 302/391 [==================================================>..............] Step: 411ms | Tot: 2m4s | Loss: 0.692 | Acc: 75.846% (29416/38784) 303/391 [==================================================>..............] Step: 409ms | Tot: 2m4s | Loss: 0.692 | Acc: 75.840% (29511/38912) 304/391 [==================================================>..............] Step: 411ms | Tot: 2m5s | Loss: 0.691 | Acc: 75.873% (29621/39040) 305/391 [==================================================>..............] Step: 408ms | Tot: 2m5s | Loss: 0.692 | Acc: 75.860% (29713/39168) 306/391 [==================================================>..............] Step: 412ms | Tot: 2m6s | Loss: 0.692 | Acc: 75.865% (29812/39296) 307/391 [===================================================>.............] Step: 414ms | Tot: 2m6s | Loss: 0.692 | Acc: 75.875% (29913/39424) 308/391 [===================================================>.............] Step: 423ms | Tot: 2m6s | Loss: 0.691 | Acc: 75.885% (30014/39552) 309/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.691 | Acc: 75.915% (30123/39680) 310/391 [===================================================>.............] Step: 406ms | Tot: 2m7s | Loss: 0.690 | Acc: 75.922% (30223/39808) 311/391 [===================================================>.............] Step: 405ms | Tot: 2m8s | Loss: 0.690 | Acc: 75.939% (30327/39936) 312/391 [===================================================>.............] Step: 412ms | Tot: 2m8s | Loss: 0.690 | Acc: 75.946% (30427/40064) 313/391 [====================================================>............] Step: 413ms | Tot: 2m9s | Loss: 0.689 | Acc: 75.948% (30525/40192) 314/391 [====================================================>............] Step: 413ms | Tot: 2m9s | Loss: 0.689 | Acc: 75.950% (30623/40320) 315/391 [====================================================>............] Step: 407ms | Tot: 2m9s | Loss: 0.689 | Acc: 75.959% (30724/40448) 316/391 [====================================================>............] Step: 411ms | Tot: 2m10s | Loss: 0.689 | Acc: 75.969% (30825/40576) 317/391 [====================================================>............] Step: 415ms | Tot: 2m10s | Loss: 0.689 | Acc: 75.973% (30924/40704) 318/391 [====================================================>............] Step: 412ms | Tot: 2m11s | Loss: 0.689 | Acc: 75.962% (31017/40832) 319/391 [=====================================================>...........] Step: 412ms | Tot: 2m11s | Loss: 0.689 | Acc: 75.967% (31116/40960) 320/391 [=====================================================>...........] Step: 413ms | Tot: 2m11s | Loss: 0.690 | Acc: 75.944% (31204/41088) 321/391 [=====================================================>...........] Step: 406ms | Tot: 2m12s | Loss: 0.689 | Acc: 75.951% (31304/41216) 322/391 [=====================================================>...........] Step: 409ms | Tot: 2m12s | Loss: 0.689 | Acc: 75.946% (31399/41344) 323/391 [=====================================================>...........] Step: 408ms | Tot: 2m13s | Loss: 0.689 | Acc: 75.955% (31500/41472) 324/391 [=====================================================>...........] Step: 400ms | Tot: 2m13s | Loss: 0.689 | Acc: 75.957% (31598/41600) 325/391 [======================================================>..........] Step: 400ms | Tot: 2m13s | Loss: 0.689 | Acc: 75.980% (31705/41728) 326/391 [======================================================>..........] Step: 419ms | Tot: 2m14s | Loss: 0.688 | Acc: 76.003% (31812/41856) 327/391 [======================================================>..........] Step: 414ms | Tot: 2m14s | Loss: 0.688 | Acc: 76.005% (31910/41984) 328/391 [======================================================>..........] Step: 412ms | Tot: 2m15s | Loss: 0.688 | Acc: 76.002% (32006/42112) 329/391 [======================================================>..........] Step: 409ms | Tot: 2m15s | Loss: 0.689 | Acc: 75.978% (32093/42240) 330/391 [======================================================>..........] Step: 410ms | Tot: 2m15s | Loss: 0.689 | Acc: 75.977% (32190/42368) 331/391 [=======================================================>.........] Step: 407ms | Tot: 2m16s | Loss: 0.689 | Acc: 75.974% (32286/42496) 332/391 [=======================================================>.........] Step: 409ms | Tot: 2m16s | Loss: 0.689 | Acc: 75.962% (32378/42624) 333/391 [=======================================================>.........] Step: 403ms | Tot: 2m17s | Loss: 0.689 | Acc: 75.971% (32479/42752) 334/391 [=======================================================>.........] Step: 411ms | Tot: 2m17s | Loss: 0.689 | Acc: 75.986% (32583/42880) 335/391 [=======================================================>.........] Step: 420ms | Tot: 2m18s | Loss: 0.689 | Acc: 75.997% (32685/43008) 336/391 [=======================================================>.........] Step: 413ms | Tot: 2m18s | Loss: 0.689 | Acc: 75.999% (32783/43136) 337/391 [========================================================>........] Step: 411ms | Tot: 2m18s | Loss: 0.689 | Acc: 76.010% (32885/43264) 338/391 [========================================================>........] Step: 411ms | Tot: 2m19s | Loss: 0.689 | Acc: 76.016% (32985/43392) 339/391 [========================================================>........] Step: 419ms | Tot: 2m19s | Loss: 0.689 | Acc: 76.016% (33082/43520) 340/391 [========================================================>........] Step: 416ms | Tot: 2m20s | Loss: 0.689 | Acc: 76.015% (33179/43648) 341/391 [========================================================>........] Step: 408ms | Tot: 2m20s | Loss: 0.689 | Acc: 76.012% (33275/43776) 342/391 [========================================================>........] Step: 419ms | Tot: 2m20s | Loss: 0.689 | Acc: 76.014% (33373/43904) 343/391 [=========================================================>.......] Step: 410ms | Tot: 2m21s | Loss: 0.688 | Acc: 76.029% (33477/44032) 344/391 [=========================================================>.......] Step: 420ms | Tot: 2m21s | Loss: 0.688 | Acc: 76.021% (33571/44160) 345/391 [=========================================================>.......] Step: 408ms | Tot: 2m22s | Loss: 0.689 | Acc: 76.023% (33669/44288) 346/391 [=========================================================>.......] Step: 402ms | Tot: 2m22s | Loss: 0.688 | Acc: 76.033% (33771/44416) 347/391 [=========================================================>.......] Step: 404ms | Tot: 2m22s | Loss: 0.688 | Acc: 76.033% (33868/44544) 348/391 [=========================================================>.......] Step: 407ms | Tot: 2m23s | Loss: 0.688 | Acc: 76.032% (33965/44672) 349/391 [==========================================================>......] Step: 402ms | Tot: 2m23s | Loss: 0.688 | Acc: 76.036% (34064/44800) 350/391 [==========================================================>......] Step: 409ms | Tot: 2m24s | Loss: 0.687 | Acc: 76.053% (34169/44928) 351/391 [==========================================================>......] Step: 397ms | Tot: 2m24s | Loss: 0.688 | Acc: 76.030% (34256/45056) 352/391 [==========================================================>......] Step: 408ms | Tot: 2m25s | Loss: 0.688 | Acc: 76.040% (34358/45184) 353/391 [==========================================================>......] Step: 416ms | Tot: 2m25s | Loss: 0.687 | Acc: 76.050% (34460/45312) 354/391 [==========================================================>......] Step: 407ms | Tot: 2m25s | Loss: 0.687 | Acc: 76.074% (34568/45440) 355/391 [===========================================================>.....] Step: 406ms | Tot: 2m26s | Loss: 0.687 | Acc: 76.078% (34667/45568) 356/391 [===========================================================>.....] Step: 406ms | Tot: 2m26s | Loss: 0.687 | Acc: 76.085% (34768/45696) 357/391 [===========================================================>.....] Step: 403ms | Tot: 2m27s | Loss: 0.687 | Acc: 76.078% (34862/45824) 358/391 [===========================================================>.....] Step: 409ms | Tot: 2m27s | Loss: 0.687 | Acc: 76.077% (34959/45952) 359/391 [===========================================================>.....] Step: 407ms | Tot: 2m27s | Loss: 0.687 | Acc: 76.087% (35061/46080) 360/391 [===========================================================>.....] Step: 408ms | Tot: 2m28s | Loss: 0.687 | Acc: 76.073% (35152/46208) 361/391 [============================================================>....] Step: 412ms | Tot: 2m28s | Loss: 0.687 | Acc: 76.079% (35252/46336) 362/391 [============================================================>....] Step: 417ms | Tot: 2m29s | Loss: 0.687 | Acc: 76.078% (35349/46464) 363/391 [============================================================>....] Step: 409ms | Tot: 2m29s | Loss: 0.686 | Acc: 76.099% (35456/46592) 364/391 [============================================================>....] Step: 411ms | Tot: 2m29s | Loss: 0.686 | Acc: 76.094% (35551/46720) 365/391 [============================================================>....] Step: 409ms | Tot: 2m30s | Loss: 0.686 | Acc: 76.099% (35651/46848) 366/391 [============================================================>....] Step: 412ms | Tot: 2m30s | Loss: 0.686 | Acc: 76.107% (35752/46976) 367/391 [=============================================================>...] Step: 406ms | Tot: 2m31s | Loss: 0.686 | Acc: 76.115% (35853/47104) 368/391 [=============================================================>...] Step: 406ms | Tot: 2m31s | Loss: 0.686 | Acc: 76.122% (35954/47232) 369/391 [=============================================================>...] Step: 408ms | Tot: 2m31s | Loss: 0.686 | Acc: 76.113% (36047/47360) 370/391 [=============================================================>...] Step: 408ms | Tot: 2m32s | Loss: 0.686 | Acc: 76.116% (36146/47488) 371/391 [=============================================================>...] Step: 421ms | Tot: 2m32s | Loss: 0.686 | Acc: 76.124% (36247/47616) 372/391 [=============================================================>...] Step: 409ms | Tot: 2m33s | Loss: 0.686 | Acc: 76.135% (36350/47744) 373/391 [==============================================================>..] Step: 409ms | Tot: 2m33s | Loss: 0.686 | Acc: 76.134% (36447/47872) 374/391 [==============================================================>..] Step: 402ms | Tot: 2m34s | Loss: 0.686 | Acc: 76.140% (36547/48000) 375/391 [==============================================================>..] Step: 409ms | Tot: 2m34s | Loss: 0.686 | Acc: 76.145% (36647/48128) 376/391 [==============================================================>..] Step: 409ms | Tot: 2m34s | Loss: 0.686 | Acc: 76.129% (36737/48256) 377/391 [==============================================================>..] Step: 413ms | Tot: 2m35s | Loss: 0.687 | Acc: 76.108% (36824/48384) 378/391 [==============================================================>..] Step: 415ms | Tot: 2m35s | Loss: 0.687 | Acc: 76.103% (36919/48512) 379/391 [===============================================================>.] Step: 418ms | Tot: 2m36s | Loss: 0.686 | Acc: 76.104% (37017/48640) 380/391 [===============================================================>.] Step: 418ms | Tot: 2m36s | Loss: 0.686 | Acc: 76.109% (37117/48768) 381/391 [===============================================================>.] Step: 409ms | Tot: 2m36s | Loss: 0.686 | Acc: 76.104% (37212/48896) 382/391 [===============================================================>.] Step: 407ms | Tot: 2m37s | Loss: 0.687 | Acc: 76.093% (37304/49024) 383/391 [===============================================================>.] Step: 413ms | Tot: 2m37s | Loss: 0.687 | Acc: 76.103% (37406/49152) 384/391 [===============================================================>.] Step: 403ms | Tot: 2m38s | Loss: 0.686 | Acc: 76.108% (37506/49280) 385/391 [================================================================>] Step: 406ms | Tot: 2m38s | Loss: 0.687 | Acc: 76.101% (37600/49408) 386/391 [================================================================>] Step: 410ms | Tot: 2m38s | Loss: 0.687 | Acc: 76.070% (37682/49536) 387/391 [================================================================>] Step: 408ms | Tot: 2m39s | Loss: 0.688 | Acc: 76.065% (37777/49664) 388/391 [================================================================>] Step: 406ms | Tot: 2m39s | Loss: 0.687 | Acc: 76.072% (37878/49792) 389/391 [================================================================>] Step: 413ms | Tot: 2m40s | Loss: 0.688 | Acc: 76.066% (37972/49920) 390/391 [================================================================>] Step: 390ms | Tot: 2m40s | Loss: 0.688 | Acc: 76.058% (38029/50000) 391/391 + [>................................................................] Step: 549ms | Tot: 2ms | Loss: 0.700 | Acc: 76.000% (76/100) 1/100 [>................................................................] Step: 342ms | Tot: 345ms | Loss: 0.733 | Acc: 76.500% (153/200) 2/100 [=>...............................................................] Step: 341ms | Tot: 686ms | Loss: 0.752 | Acc: 75.667% (227/300) 3/100 [=>...............................................................] Step: 343ms | Tot: 1s30ms | Loss: 0.730 | Acc: 77.000% (308/400) 4/100 [==>..............................................................] Step: 344ms | Tot: 1s375ms | Loss: 0.751 | Acc: 76.200% (381/500) 5/100 [===>.............................................................] Step: 353ms | Tot: 1s728ms | Loss: 0.730 | Acc: 76.500% (459/600) 6/100 [===>.............................................................] Step: 350ms | Tot: 2s79ms | Loss: 0.729 | Acc: 76.143% (533/700) 7/100 [====>............................................................] Step: 355ms | Tot: 2s434ms | Loss: 0.737 | Acc: 75.625% (605/800) 8/100 [=====>...........................................................] Step: 353ms | Tot: 2s788ms | Loss: 0.754 | Acc: 74.556% (671/900) 9/100 [=====>...........................................................] Step: 351ms | Tot: 3s139ms | Loss: 0.765 | Acc: 74.200% (742/1000) 10/100 [======>..........................................................] Step: 347ms | Tot: 3s486ms | Loss: 0.758 | Acc: 74.636% (821/1100) 11/100 [=======>.........................................................] Step: 353ms | Tot: 3s839ms | Loss: 0.751 | Acc: 74.583% (895/1200) 12/100 [=======>.........................................................] Step: 345ms | Tot: 4s185ms | Loss: 0.756 | Acc: 74.615% (970/1300) 13/100 [========>........................................................] Step: 353ms | Tot: 4s538ms | Loss: 0.757 | Acc: 74.143% (1038/1400) 14/100 [=========>.......................................................] Step: 352ms | Tot: 4s891ms | Loss: 0.753 | Acc: 74.267% (1114/1500) 15/100 [=========>.......................................................] Step: 354ms | Tot: 5s245ms | Loss: 0.755 | Acc: 74.438% (1191/1600) 16/100 [==========>......................................................] Step: 357ms | Tot: 5s602ms | Loss: 0.753 | Acc: 74.706% (1270/1700) 17/100 [===========>.....................................................] Step: 352ms | Tot: 5s954ms | Loss: 0.761 | Acc: 74.333% (1338/1800) 18/100 [===========>.....................................................] Step: 349ms | Tot: 6s303ms | Loss: 0.767 | Acc: 74.158% (1409/1900) 19/100 [============>....................................................] Step: 354ms | Tot: 6s658ms | Loss: 0.768 | Acc: 74.150% (1483/2000) 20/100 [=============>...................................................] Step: 349ms | Tot: 7s7ms | Loss: 0.767 | Acc: 74.095% (1556/2100) 21/100 [=============>...................................................] Step: 351ms | Tot: 7s359ms | Loss: 0.777 | Acc: 73.773% (1623/2200) 22/100 [==============>..................................................] Step: 351ms | Tot: 7s710ms | Loss: 0.779 | Acc: 73.696% (1695/2300) 23/100 [==============>..................................................] Step: 352ms | Tot: 8s63ms | Loss: 0.780 | Acc: 73.542% (1765/2400) 24/100 [===============>.................................................] Step: 353ms | Tot: 8s416ms | Loss: 0.786 | Acc: 73.320% (1833/2500) 25/100 [================>................................................] Step: 356ms | Tot: 8s773ms | Loss: 0.787 | Acc: 73.462% (1910/2600) 26/100 [================>................................................] Step: 351ms | Tot: 9s124ms | Loss: 0.782 | Acc: 73.630% (1988/2700) 27/100 [=================>...............................................] Step: 355ms | Tot: 9s479ms | Loss: 0.781 | Acc: 73.786% (2066/2800) 28/100 [==================>..............................................] Step: 351ms | Tot: 9s830ms | Loss: 0.787 | Acc: 73.724% (2138/2900) 29/100 [==================>..............................................] Step: 352ms | Tot: 10s183ms | Loss: 0.788 | Acc: 73.667% (2210/3000) 30/100 [===================>.............................................] Step: 349ms | Tot: 10s532ms | Loss: 0.784 | Acc: 73.935% (2292/3100) 31/100 [====================>............................................] Step: 355ms | Tot: 10s887ms | Loss: 0.784 | Acc: 73.969% (2367/3200) 32/100 [====================>............................................] Step: 349ms | Tot: 11s237ms | Loss: 0.783 | Acc: 74.061% (2444/3300) 33/100 [=====================>...........................................] Step: 350ms | Tot: 11s587ms | Loss: 0.787 | Acc: 73.912% (2513/3400) 34/100 [======================>..........................................] Step: 355ms | Tot: 11s943ms | Loss: 0.788 | Acc: 73.743% (2581/3500) 35/100 [======================>..........................................] Step: 356ms | Tot: 12s300ms | Loss: 0.789 | Acc: 73.722% (2654/3600) 36/100 [=======================>.........................................] Step: 349ms | Tot: 12s650ms | Loss: 0.790 | Acc: 73.649% (2725/3700) 37/100 [========================>........................................] Step: 353ms | Tot: 13s3ms | Loss: 0.793 | Acc: 73.500% (2793/3800) 38/100 [========================>........................................] Step: 353ms | Tot: 13s356ms | Loss: 0.790 | Acc: 73.462% (2865/3900) 39/100 [=========================>.......................................] Step: 354ms | Tot: 13s710ms | Loss: 0.789 | Acc: 73.475% (2939/4000) 40/100 [==========================>......................................] Step: 351ms | Tot: 14s62ms | Loss: 0.788 | Acc: 73.610% (3018/4100) 41/100 [==========================>......................................] Step: 351ms | Tot: 14s414ms | Loss: 0.786 | Acc: 73.714% (3096/4200) 42/100 [===========================>.....................................] Step: 359ms | Tot: 14s774ms | Loss: 0.784 | Acc: 73.744% (3171/4300) 43/100 [===========================>.....................................] Step: 353ms | Tot: 15s128ms | Loss: 0.784 | Acc: 73.841% (3249/4400) 44/100 [============================>....................................] Step: 354ms | Tot: 15s482ms | Loss: 0.782 | Acc: 73.822% (3322/4500) 45/100 [=============================>...................................] Step: 346ms | Tot: 15s829ms | Loss: 0.781 | Acc: 73.891% (3399/4600) 46/100 [=============================>...................................] Step: 349ms | Tot: 16s178ms | Loss: 0.780 | Acc: 73.915% (3474/4700) 47/100 [==============================>..................................] Step: 358ms | Tot: 16s536ms | Loss: 0.781 | Acc: 74.000% (3552/4800) 48/100 [===============================>.................................] Step: 350ms | Tot: 16s887ms | Loss: 0.779 | Acc: 74.000% (3626/4900) 49/100 [===============================>.................................] Step: 354ms | Tot: 17s242ms | Loss: 0.781 | Acc: 73.980% (3699/5000) 50/100 [================================>................................] Step: 350ms | Tot: 17s592ms | Loss: 0.779 | Acc: 74.020% (3775/5100) 51/100 [=================================>...............................] Step: 350ms | Tot: 17s943ms | Loss: 0.784 | Acc: 73.846% (3840/5200) 52/100 [=================================>...............................] Step: 355ms | Tot: 18s299ms | Loss: 0.782 | Acc: 73.849% (3914/5300) 53/100 [==================================>..............................] Step: 357ms | Tot: 18s656ms | Loss: 0.782 | Acc: 73.796% (3985/5400) 54/100 [===================================>.............................] Step: 359ms | Tot: 19s15ms | Loss: 0.783 | Acc: 73.727% (4055/5500) 55/100 [===================================>.............................] Step: 347ms | Tot: 19s363ms | Loss: 0.784 | Acc: 73.696% (4127/5600) 56/100 [====================================>............................] Step: 359ms | Tot: 19s723ms | Loss: 0.787 | Acc: 73.667% (4199/5700) 57/100 [=====================================>...........................] Step: 354ms | Tot: 20s78ms | Loss: 0.784 | Acc: 73.776% (4279/5800) 58/100 [=====================================>...........................] Step: 350ms | Tot: 20s429ms | Loss: 0.787 | Acc: 73.593% (4342/5900) 59/100 [======================================>..........................] Step: 351ms | Tot: 20s781ms | Loss: 0.788 | Acc: 73.550% (4413/6000) 60/100 [=======================================>.........................] Step: 346ms | Tot: 21s127ms | Loss: 0.788 | Acc: 73.492% (4483/6100) 61/100 [=======================================>.........................] Step: 354ms | Tot: 21s482ms | Loss: 0.787 | Acc: 73.452% (4554/6200) 62/100 [========================================>........................] Step: 358ms | Tot: 21s840ms | Loss: 0.786 | Acc: 73.444% (4627/6300) 63/100 [========================================>........................] Step: 353ms | Tot: 22s194ms | Loss: 0.782 | Acc: 73.578% (4709/6400) 64/100 [=========================================>.......................] Step: 354ms | Tot: 22s548ms | Loss: 0.782 | Acc: 73.723% (4792/6500) 65/100 [==========================================>......................] Step: 352ms | Tot: 22s901ms | Loss: 0.783 | Acc: 73.636% (4860/6600) 66/100 [==========================================>......................] Step: 357ms | Tot: 23s258ms | Loss: 0.781 | Acc: 73.687% (4937/6700) 67/100 [===========================================>.....................] Step: 352ms | Tot: 23s611ms | Loss: 0.780 | Acc: 73.721% (5013/6800) 68/100 [============================================>....................] Step: 352ms | Tot: 23s963ms | Loss: 0.780 | Acc: 73.725% (5087/6900) 69/100 [============================================>....................] Step: 354ms | Tot: 24s318ms | Loss: 0.780 | Acc: 73.843% (5169/7000) 70/100 [=============================================>...................] Step: 355ms | Tot: 24s673ms | Loss: 0.780 | Acc: 73.803% (5240/7100) 71/100 [==============================================>..................] Step: 350ms | Tot: 25s24ms | Loss: 0.780 | Acc: 73.764% (5311/7200) 72/100 [==============================================>..................] Step: 359ms | Tot: 25s383ms | Loss: 0.777 | Acc: 73.726% (5382/7300) 73/100 [===============================================>.................] Step: 354ms | Tot: 25s737ms | Loss: 0.776 | Acc: 73.784% (5460/7400) 74/100 [================================================>................] Step: 348ms | Tot: 26s85ms | Loss: 0.776 | Acc: 73.733% (5530/7500) 75/100 [================================================>................] Step: 346ms | Tot: 26s432ms | Loss: 0.774 | Acc: 73.829% (5611/7600) 76/100 [=================================================>...............] Step: 347ms | Tot: 26s779ms | Loss: 0.776 | Acc: 73.805% (5683/7700) 77/100 [==================================================>..............] Step: 348ms | Tot: 27s127ms | Loss: 0.777 | Acc: 73.769% (5754/7800) 78/100 [==================================================>..............] Step: 353ms | Tot: 27s481ms | Loss: 0.778 | Acc: 73.734% (5825/7900) 79/100 [===================================================>.............] Step: 353ms | Tot: 27s834ms | Loss: 0.780 | Acc: 73.725% (5898/8000) 80/100 [====================================================>............] Step: 358ms | Tot: 28s193ms | Loss: 0.781 | Acc: 73.679% (5968/8100) 81/100 [====================================================>............] Step: 357ms | Tot: 28s550ms | Loss: 0.780 | Acc: 73.707% (6044/8200) 82/100 [=====================================================>...........] Step: 353ms | Tot: 28s903ms | Loss: 0.779 | Acc: 73.795% (6125/8300) 83/100 [=====================================================>...........] Step: 349ms | Tot: 29s253ms | Loss: 0.780 | Acc: 73.750% (6195/8400) 84/100 [======================================================>..........] Step: 353ms | Tot: 29s606ms | Loss: 0.780 | Acc: 73.694% (6264/8500) 85/100 [=======================================================>.........] Step: 352ms | Tot: 29s959ms | Loss: 0.780 | Acc: 73.698% (6338/8600) 86/100 [=======================================================>.........] Step: 354ms | Tot: 30s314ms | Loss: 0.780 | Acc: 73.690% (6411/8700) 87/100 [========================================================>........] Step: 349ms | Tot: 30s663ms | Loss: 0.781 | Acc: 73.705% (6486/8800) 88/100 [=========================================================>.......] Step: 350ms | Tot: 31s13ms | Loss: 0.780 | Acc: 73.663% (6556/8900) 89/100 [=========================================================>.......] Step: 350ms | Tot: 31s364ms | Loss: 0.780 | Acc: 73.667% (6630/9000) 90/100 [==========================================================>......] Step: 357ms | Tot: 31s721ms | Loss: 0.780 | Acc: 73.615% (6699/9100) 91/100 [===========================================================>.....] Step: 353ms | Tot: 32s74ms | Loss: 0.777 | Acc: 73.707% (6781/9200) 92/100 [===========================================================>.....] Step: 354ms | Tot: 32s428ms | Loss: 0.780 | Acc: 73.645% (6849/9300) 93/100 [============================================================>....] Step: 351ms | Tot: 32s780ms | Loss: 0.781 | Acc: 73.649% (6923/9400) 94/100 [=============================================================>...] Step: 358ms | Tot: 33s138ms | Loss: 0.780 | Acc: 73.705% (7002/9500) 95/100 [=============================================================>...] Step: 352ms | Tot: 33s491ms | Loss: 0.779 | Acc: 73.698% (7075/9600) 96/100 [==============================================================>..] Step: 351ms | Tot: 33s842ms | Loss: 0.778 | Acc: 73.742% (7153/9700) 97/100 [===============================================================>.] Step: 351ms | Tot: 34s193ms | Loss: 0.781 | Acc: 73.633% (7216/9800) 98/100 [===============================================================>.] Step: 356ms | Tot: 34s550ms | Loss: 0.782 | Acc: 73.545% (7281/9900) 99/100 [================================================================>] Step: 353ms | Tot: 34s903ms | Loss: 0.782 | Acc: 73.540% (7354/10000) 100/100 +Saving.. + +Epoch: 6 + [>................................................................] Step: 801ms | Tot: 2ms | Loss: 0.605 | Acc: 78.906% (101/128) 1/391 [>................................................................] Step: 434ms | Tot: 436ms | Loss: 0.636 | Acc: 79.297% (203/256) 2/391 [>................................................................] Step: 423ms | Tot: 860ms | Loss: 0.656 | Acc: 78.646% (302/384) 3/391 [>................................................................] Step: 417ms | Tot: 1s277ms | Loss: 0.684 | Acc: 77.148% (395/512) 4/391 [>................................................................] Step: 417ms | Tot: 1s694ms | Loss: 0.676 | Acc: 76.875% (492/640) 5/391 [>................................................................] Step: 410ms | Tot: 2s105ms | Loss: 0.654 | Acc: 77.214% (593/768) 6/391 [>................................................................] Step: 409ms | Tot: 2s515ms | Loss: 0.646 | Acc: 77.344% (693/896) 7/391 [=>...............................................................] Step: 409ms | Tot: 2s924ms | Loss: 0.648 | Acc: 77.832% (797/1024) 8/391 [=>...............................................................] Step: 426ms | Tot: 3s351ms | Loss: 0.646 | Acc: 77.604% (894/1152) 9/391 [=>...............................................................] Step: 414ms | Tot: 3s765ms | Loss: 0.635 | Acc: 77.891% (997/1280) 10/391 [=>...............................................................] Step: 413ms | Tot: 4s179ms | Loss: 0.631 | Acc: 77.912% (1097/1408) 11/391 [=>...............................................................] Step: 411ms | Tot: 4s591ms | Loss: 0.634 | Acc: 78.125% (1200/1536) 12/391 [=>...............................................................] Step: 410ms | Tot: 5s1ms | Loss: 0.639 | Acc: 77.764% (1294/1664) 13/391 [==>..............................................................] Step: 413ms | Tot: 5s415ms | Loss: 0.640 | Acc: 77.734% (1393/1792) 14/391 [==>..............................................................] Step: 408ms | Tot: 5s823ms | Loss: 0.652 | Acc: 77.240% (1483/1920) 15/391 [==>..............................................................] Step: 415ms | Tot: 6s238ms | Loss: 0.661 | Acc: 76.953% (1576/2048) 16/391 [==>..............................................................] Step: 408ms | Tot: 6s646ms | Loss: 0.656 | Acc: 77.206% (1680/2176) 17/391 [==>..............................................................] Step: 429ms | Tot: 7s75ms | Loss: 0.650 | Acc: 77.561% (1787/2304) 18/391 [==>..............................................................] Step: 412ms | Tot: 7s488ms | Loss: 0.645 | Acc: 77.673% (1889/2432) 19/391 [===>.............................................................] Step: 414ms | Tot: 7s903ms | Loss: 0.643 | Acc: 77.891% (1994/2560) 20/391 [===>.............................................................] Step: 418ms | Tot: 8s321ms | Loss: 0.645 | Acc: 77.902% (2094/2688) 21/391 [===>.............................................................] Step: 412ms | Tot: 8s734ms | Loss: 0.647 | Acc: 77.876% (2193/2816) 22/391 [===>.............................................................] Step: 409ms | Tot: 9s144ms | Loss: 0.649 | Acc: 77.819% (2291/2944) 23/391 [===>.............................................................] Step: 408ms | Tot: 9s552ms | Loss: 0.655 | Acc: 77.572% (2383/3072) 24/391 [===>.............................................................] Step: 410ms | Tot: 9s963ms | Loss: 0.645 | Acc: 77.781% (2489/3200) 25/391 [====>............................................................] Step: 411ms | Tot: 10s374ms | Loss: 0.642 | Acc: 77.915% (2593/3328) 26/391 [====>............................................................] Step: 412ms | Tot: 10s787ms | Loss: 0.638 | Acc: 78.125% (2700/3456) 27/391 [====>............................................................] Step: 409ms | Tot: 11s196ms | Loss: 0.633 | Acc: 78.265% (2805/3584) 28/391 [====>............................................................] Step: 403ms | Tot: 11s600ms | Loss: 0.635 | Acc: 78.179% (2902/3712) 29/391 [====>............................................................] Step: 408ms | Tot: 12s9ms | Loss: 0.632 | Acc: 78.151% (3001/3840) 30/391 [====>............................................................] Step: 413ms | Tot: 12s423ms | Loss: 0.633 | Acc: 78.100% (3099/3968) 31/391 [=====>...........................................................] Step: 412ms | Tot: 12s835ms | Loss: 0.645 | Acc: 77.808% (3187/4096) 32/391 [=====>...........................................................] Step: 414ms | Tot: 13s250ms | Loss: 0.647 | Acc: 77.723% (3283/4224) 33/391 [=====>...........................................................] Step: 406ms | Tot: 13s657ms | Loss: 0.647 | Acc: 77.619% (3378/4352) 34/391 [=====>...........................................................] Step: 411ms | Tot: 14s69ms | Loss: 0.644 | Acc: 77.679% (3480/4480) 35/391 [=====>...........................................................] Step: 420ms | Tot: 14s489ms | Loss: 0.643 | Acc: 77.691% (3580/4608) 36/391 [=====>...........................................................] Step: 411ms | Tot: 14s900ms | Loss: 0.644 | Acc: 77.576% (3674/4736) 37/391 [======>..........................................................] Step: 412ms | Tot: 15s313ms | Loss: 0.649 | Acc: 77.488% (3769/4864) 38/391 [======>..........................................................] Step: 413ms | Tot: 15s726ms | Loss: 0.650 | Acc: 77.504% (3869/4992) 39/391 [======>..........................................................] Step: 414ms | Tot: 16s141ms | Loss: 0.646 | Acc: 77.539% (3970/5120) 40/391 [======>..........................................................] Step: 410ms | Tot: 16s551ms | Loss: 0.647 | Acc: 77.496% (4067/5248) 41/391 [======>..........................................................] Step: 410ms | Tot: 16s962ms | Loss: 0.643 | Acc: 77.567% (4170/5376) 42/391 [======>..........................................................] Step: 412ms | Tot: 17s374ms | Loss: 0.641 | Acc: 77.544% (4268/5504) 43/391 [=======>.........................................................] Step: 411ms | Tot: 17s786ms | Loss: 0.641 | Acc: 77.486% (4364/5632) 44/391 [=======>.........................................................] Step: 424ms | Tot: 18s210ms | Loss: 0.641 | Acc: 77.535% (4466/5760) 45/391 [=======>.........................................................] Step: 411ms | Tot: 18s622ms | Loss: 0.640 | Acc: 77.497% (4563/5888) 46/391 [=======>.........................................................] Step: 411ms | Tot: 19s33ms | Loss: 0.644 | Acc: 77.360% (4654/6016) 47/391 [=======>.........................................................] Step: 416ms | Tot: 19s450ms | Loss: 0.645 | Acc: 77.279% (4748/6144) 48/391 [=======>.........................................................] Step: 415ms | Tot: 19s865ms | Loss: 0.644 | Acc: 77.200% (4842/6272) 49/391 [========>........................................................] Step: 411ms | Tot: 20s276ms | Loss: 0.642 | Acc: 77.266% (4945/6400) 50/391 [========>........................................................] Step: 407ms | Tot: 20s683ms | Loss: 0.642 | Acc: 77.282% (5045/6528) 51/391 [========>........................................................] Step: 401ms | Tot: 21s85ms | Loss: 0.641 | Acc: 77.284% (5144/6656) 52/391 [========>........................................................] Step: 410ms | Tot: 21s495ms | Loss: 0.640 | Acc: 77.358% (5248/6784) 53/391 [========>........................................................] Step: 421ms | Tot: 21s916ms | Loss: 0.642 | Acc: 77.300% (5343/6912) 54/391 [========>........................................................] Step: 420ms | Tot: 22s337ms | Loss: 0.641 | Acc: 77.315% (5443/7040) 55/391 [=========>.......................................................] Step: 413ms | Tot: 22s750ms | Loss: 0.645 | Acc: 77.162% (5531/7168) 56/391 [=========>.......................................................] Step: 412ms | Tot: 23s163ms | Loss: 0.642 | Acc: 77.316% (5641/7296) 57/391 [=========>.......................................................] Step: 409ms | Tot: 23s572ms | Loss: 0.643 | Acc: 77.317% (5740/7424) 58/391 [=========>.......................................................] Step: 414ms | Tot: 23s987ms | Loss: 0.645 | Acc: 77.211% (5831/7552) 59/391 [=========>.......................................................] Step: 408ms | Tot: 24s395ms | Loss: 0.647 | Acc: 77.240% (5932/7680) 60/391 [=========>.......................................................] Step: 410ms | Tot: 24s806ms | Loss: 0.647 | Acc: 77.190% (6027/7808) 61/391 [==========>......................................................] Step: 417ms | Tot: 25s224ms | Loss: 0.650 | Acc: 77.016% (6112/7936) 62/391 [==========>......................................................] Step: 417ms | Tot: 25s641ms | Loss: 0.651 | Acc: 77.096% (6217/8064) 63/391 [==========>......................................................] Step: 412ms | Tot: 26s53ms | Loss: 0.650 | Acc: 77.112% (6317/8192) 64/391 [==========>......................................................] Step: 410ms | Tot: 26s463ms | Loss: 0.649 | Acc: 77.151% (6419/8320) 65/391 [==========>......................................................] Step: 409ms | Tot: 26s872ms | Loss: 0.649 | Acc: 77.178% (6520/8448) 66/391 [==========>......................................................] Step: 406ms | Tot: 27s279ms | Loss: 0.650 | Acc: 77.157% (6617/8576) 67/391 [===========>.....................................................] Step: 409ms | Tot: 27s688ms | Loss: 0.649 | Acc: 77.137% (6714/8704) 68/391 [===========>.....................................................] Step: 409ms | Tot: 28s98ms | Loss: 0.648 | Acc: 77.185% (6817/8832) 69/391 [===========>.....................................................] Step: 409ms | Tot: 28s507ms | Loss: 0.648 | Acc: 77.165% (6914/8960) 70/391 [===========>.....................................................] Step: 408ms | Tot: 28s916ms | Loss: 0.649 | Acc: 77.124% (7009/9088) 71/391 [===========>.....................................................] Step: 422ms | Tot: 29s338ms | Loss: 0.649 | Acc: 77.170% (7112/9216) 72/391 [===========>.....................................................] Step: 409ms | Tot: 29s748ms | Loss: 0.650 | Acc: 77.151% (7209/9344) 73/391 [============>....................................................] Step: 411ms | Tot: 30s160ms | Loss: 0.650 | Acc: 77.111% (7304/9472) 74/391 [============>....................................................] Step: 407ms | Tot: 30s567ms | Loss: 0.650 | Acc: 77.125% (7404/9600) 75/391 [============>....................................................] Step: 415ms | Tot: 30s982ms | Loss: 0.651 | Acc: 77.138% (7504/9728) 76/391 [============>....................................................] Step: 410ms | Tot: 31s393ms | Loss: 0.649 | Acc: 77.222% (7611/9856) 77/391 [============>....................................................] Step: 413ms | Tot: 31s807ms | Loss: 0.649 | Acc: 77.254% (7713/9984) 78/391 [============>....................................................] Step: 405ms | Tot: 32s212ms | Loss: 0.648 | Acc: 77.284% (7815/10112) 79/391 [=============>...................................................] Step: 409ms | Tot: 32s622ms | Loss: 0.648 | Acc: 77.256% (7911/10240) 80/391 [=============>...................................................] Step: 417ms | Tot: 33s40ms | Loss: 0.648 | Acc: 77.276% (8012/10368) 81/391 [=============>...................................................] Step: 414ms | Tot: 33s454ms | Loss: 0.646 | Acc: 77.315% (8115/10496) 82/391 [=============>...................................................] Step: 409ms | Tot: 33s863ms | Loss: 0.646 | Acc: 77.325% (8215/10624) 83/391 [=============>...................................................] Step: 405ms | Tot: 34s269ms | Loss: 0.646 | Acc: 77.353% (8317/10752) 84/391 [=============>...................................................] Step: 407ms | Tot: 34s676ms | Loss: 0.648 | Acc: 77.307% (8411/10880) 85/391 [==============>..................................................] Step: 412ms | Tot: 35s88ms | Loss: 0.647 | Acc: 77.298% (8509/11008) 86/391 [==============>..................................................] Step: 401ms | Tot: 35s490ms | Loss: 0.648 | Acc: 77.209% (8598/11136) 87/391 [==============>..................................................] Step: 404ms | Tot: 35s894ms | Loss: 0.649 | Acc: 77.184% (8694/11264) 88/391 [==============>..................................................] Step: 408ms | Tot: 36s302ms | Loss: 0.651 | Acc: 77.089% (8782/11392) 89/391 [==============>..................................................] Step: 416ms | Tot: 36s719ms | Loss: 0.651 | Acc: 77.040% (8875/11520) 90/391 [==============>..................................................] Step: 407ms | Tot: 37s127ms | Loss: 0.650 | Acc: 77.069% (8977/11648) 91/391 [===============>.................................................] Step: 399ms | Tot: 37s526ms | Loss: 0.650 | Acc: 77.030% (9071/11776) 92/391 [===============>.................................................] Step: 411ms | Tot: 37s937ms | Loss: 0.650 | Acc: 77.050% (9172/11904) 93/391 [===============>.................................................] Step: 410ms | Tot: 38s348ms | Loss: 0.651 | Acc: 77.003% (9265/12032) 94/391 [===============>.................................................] Step: 417ms | Tot: 38s765ms | Loss: 0.652 | Acc: 76.974% (9360/12160) 95/391 [===============>.................................................] Step: 414ms | Tot: 39s180ms | Loss: 0.651 | Acc: 77.043% (9467/12288) 96/391 [===============>.................................................] Step: 407ms | Tot: 39s587ms | Loss: 0.650 | Acc: 77.046% (9566/12416) 97/391 [================>................................................] Step: 407ms | Tot: 39s994ms | Loss: 0.651 | Acc: 77.065% (9667/12544) 98/391 [================>................................................] Step: 424ms | Tot: 40s419ms | Loss: 0.649 | Acc: 77.107% (9771/12672) 99/391 [================>................................................] Step: 414ms | Tot: 40s834ms | Loss: 0.650 | Acc: 77.078% (9866/12800) 100/391 [================>................................................] Step: 415ms | Tot: 41s249ms | Loss: 0.649 | Acc: 77.065% (9963/12928) 101/391 [================>................................................] Step: 410ms | Tot: 41s660ms | Loss: 0.652 | Acc: 77.014% (10055/13056) 102/391 [================>................................................] Step: 414ms | Tot: 42s74ms | Loss: 0.651 | Acc: 77.086% (10163/13184) 103/391 [=================>...............................................] Step: 415ms | Tot: 42s490ms | Loss: 0.652 | Acc: 77.036% (10255/13312) 104/391 [=================>...............................................] Step: 411ms | Tot: 42s902ms | Loss: 0.652 | Acc: 77.076% (10359/13440) 105/391 [=================>...............................................] Step: 409ms | Tot: 43s311ms | Loss: 0.652 | Acc: 77.064% (10456/13568) 106/391 [=================>...............................................] Step: 408ms | Tot: 43s720ms | Loss: 0.652 | Acc: 77.037% (10551/13696) 107/391 [=================>...............................................] Step: 416ms | Tot: 44s136ms | Loss: 0.652 | Acc: 77.054% (10652/13824) 108/391 [=================>...............................................] Step: 415ms | Tot: 44s552ms | Loss: 0.653 | Acc: 77.043% (10749/13952) 109/391 [==================>..............................................] Step: 413ms | Tot: 44s965ms | Loss: 0.653 | Acc: 77.045% (10848/14080) 110/391 [==================>..............................................] Step: 407ms | Tot: 45s373ms | Loss: 0.655 | Acc: 76.992% (10939/14208) 111/391 [==================>..............................................] Step: 415ms | Tot: 45s788ms | Loss: 0.655 | Acc: 76.967% (11034/14336) 112/391 [==================>..............................................] Step: 411ms | Tot: 46s200ms | Loss: 0.656 | Acc: 76.950% (11130/14464) 113/391 [==================>..............................................] Step: 411ms | Tot: 46s612ms | Loss: 0.656 | Acc: 76.953% (11229/14592) 114/391 [==================>..............................................] Step: 409ms | Tot: 47s21ms | Loss: 0.656 | Acc: 76.950% (11327/14720) 115/391 [===================>.............................................] Step: 412ms | Tot: 47s434ms | Loss: 0.657 | Acc: 76.899% (11418/14848) 116/391 [===================>.............................................] Step: 426ms | Tot: 47s860ms | Loss: 0.656 | Acc: 76.930% (11521/14976) 117/391 [===================>.............................................] Step: 415ms | Tot: 48s275ms | Loss: 0.655 | Acc: 76.960% (11624/15104) 118/391 [===================>.............................................] Step: 409ms | Tot: 48s685ms | Loss: 0.655 | Acc: 76.963% (11723/15232) 119/391 [===================>.............................................] Step: 410ms | Tot: 49s95ms | Loss: 0.656 | Acc: 76.953% (11820/15360) 120/391 [===================>.............................................] Step: 415ms | Tot: 49s510ms | Loss: 0.656 | Acc: 76.950% (11918/15488) 121/391 [====================>............................................] Step: 415ms | Tot: 49s926ms | Loss: 0.656 | Acc: 76.985% (12022/15616) 122/391 [====================>............................................] Step: 407ms | Tot: 50s333ms | Loss: 0.656 | Acc: 76.963% (12117/15744) 123/391 [====================>............................................] Step: 410ms | Tot: 50s743ms | Loss: 0.656 | Acc: 76.991% (12220/15872) 124/391 [====================>............................................] Step: 410ms | Tot: 51s153ms | Loss: 0.656 | Acc: 77.025% (12324/16000) 125/391 [====================>............................................] Step: 422ms | Tot: 51s575ms | Loss: 0.656 | Acc: 77.028% (12423/16128) 126/391 [====================>............................................] Step: 412ms | Tot: 51s988ms | Loss: 0.655 | Acc: 77.092% (12532/16256) 127/391 [=====================>...........................................] Step: 409ms | Tot: 52s397ms | Loss: 0.654 | Acc: 77.081% (12629/16384) 128/391 [=====================>...........................................] Step: 409ms | Tot: 52s807ms | Loss: 0.654 | Acc: 77.095% (12730/16512) 129/391 [=====================>...........................................] Step: 414ms | Tot: 53s222ms | Loss: 0.653 | Acc: 77.103% (12830/16640) 130/391 [=====================>...........................................] Step: 406ms | Tot: 53s628ms | Loss: 0.653 | Acc: 77.141% (12935/16768) 131/391 [=====================>...........................................] Step: 410ms | Tot: 54s38ms | Loss: 0.653 | Acc: 77.148% (13035/16896) 132/391 [=====================>...........................................] Step: 399ms | Tot: 54s437ms | Loss: 0.653 | Acc: 77.156% (13135/17024) 133/391 [======================>..........................................] Step: 409ms | Tot: 54s847ms | Loss: 0.653 | Acc: 77.163% (13235/17152) 134/391 [======================>..........................................] Step: 417ms | Tot: 55s264ms | Loss: 0.652 | Acc: 77.176% (13336/17280) 135/391 [======================>..........................................] Step: 407ms | Tot: 55s671ms | Loss: 0.653 | Acc: 77.143% (13429/17408) 136/391 [======================>..........................................] Step: 405ms | Tot: 56s77ms | Loss: 0.653 | Acc: 77.138% (13527/17536) 137/391 [======================>..........................................] Step: 409ms | Tot: 56s486ms | Loss: 0.653 | Acc: 77.129% (13624/17664) 138/391 [======================>..........................................] Step: 411ms | Tot: 56s898ms | Loss: 0.653 | Acc: 77.141% (13725/17792) 139/391 [=======================>.........................................] Step: 409ms | Tot: 57s307ms | Loss: 0.654 | Acc: 77.132% (13822/17920) 140/391 [=======================>.........................................] Step: 410ms | Tot: 57s718ms | Loss: 0.655 | Acc: 77.100% (13915/18048) 141/391 [=======================>.........................................] Step: 412ms | Tot: 58s130ms | Loss: 0.655 | Acc: 77.074% (14009/18176) 142/391 [=======================>.........................................] Step: 410ms | Tot: 58s541ms | Loss: 0.655 | Acc: 77.098% (14112/18304) 143/391 [=======================>.........................................] Step: 421ms | Tot: 58s962ms | Loss: 0.655 | Acc: 77.110% (14213/18432) 144/391 [=======================>.........................................] Step: 418ms | Tot: 59s381ms | Loss: 0.655 | Acc: 77.139% (14317/18560) 145/391 [========================>........................................] Step: 409ms | Tot: 59s790ms | Loss: 0.654 | Acc: 77.156% (14419/18688) 146/391 [========================>........................................] Step: 413ms | Tot: 1m204ms | Loss: 0.654 | Acc: 77.147% (14516/18816) 147/391 [========================>........................................] Step: 414ms | Tot: 1m619ms | Loss: 0.655 | Acc: 77.117% (14609/18944) 148/391 [========================>........................................] Step: 411ms | Tot: 1m1s | Loss: 0.655 | Acc: 77.108% (14706/19072) 149/391 [========================>........................................] Step: 410ms | Tot: 1m1s | Loss: 0.654 | Acc: 77.130% (14809/19200) 150/391 [========================>........................................] Step: 409ms | Tot: 1m1s | Loss: 0.654 | Acc: 77.132% (14908/19328) 151/391 [=========================>.......................................] Step: 414ms | Tot: 1m2s | Loss: 0.656 | Acc: 77.092% (14999/19456) 152/391 [=========================>.......................................] Step: 419ms | Tot: 1m2s | Loss: 0.655 | Acc: 77.094% (15098/19584) 153/391 [=========================>.......................................] Step: 414ms | Tot: 1m3s | Loss: 0.656 | Acc: 77.075% (15193/19712) 154/391 [=========================>.......................................] Step: 411ms | Tot: 1m3s | Loss: 0.655 | Acc: 77.112% (15299/19840) 155/391 [=========================>.......................................] Step: 410ms | Tot: 1m3s | Loss: 0.655 | Acc: 77.093% (15394/19968) 156/391 [=========================>.......................................] Step: 402ms | Tot: 1m4s | Loss: 0.654 | Acc: 77.130% (15500/20096) 157/391 [==========================>......................................] Step: 413ms | Tot: 1m4s | Loss: 0.654 | Acc: 77.141% (15601/20224) 158/391 [==========================>......................................] Step: 403ms | Tot: 1m5s | Loss: 0.654 | Acc: 77.147% (15701/20352) 159/391 [==========================>......................................] Step: 406ms | Tot: 1m5s | Loss: 0.654 | Acc: 77.168% (15804/20480) 160/391 [==========================>......................................] Step: 404ms | Tot: 1m5s | Loss: 0.654 | Acc: 77.164% (15902/20608) 161/391 [==========================>......................................] Step: 416ms | Tot: 1m6s | Loss: 0.654 | Acc: 77.165% (16001/20736) 162/391 [==========================>......................................] Step: 407ms | Tot: 1m6s | Loss: 0.654 | Acc: 77.186% (16104/20864) 163/391 [===========================>.....................................] Step: 416ms | Tot: 1m7s | Loss: 0.653 | Acc: 77.210% (16208/20992) 164/391 [===========================>.....................................] Step: 407ms | Tot: 1m7s | Loss: 0.653 | Acc: 77.221% (16309/21120) 165/391 [===========================>.....................................] Step: 412ms | Tot: 1m8s | Loss: 0.654 | Acc: 77.203% (16404/21248) 166/391 [===========================>.....................................] Step: 413ms | Tot: 1m8s | Loss: 0.654 | Acc: 77.208% (16504/21376) 167/391 [===========================>.....................................] Step: 413ms | Tot: 1m8s | Loss: 0.654 | Acc: 77.172% (16595/21504) 168/391 [===========================>.....................................] Step: 406ms | Tot: 1m9s | Loss: 0.654 | Acc: 77.196% (16699/21632) 169/391 [============================>....................................] Step: 409ms | Tot: 1m9s | Loss: 0.654 | Acc: 77.192% (16797/21760) 170/391 [============================>....................................] Step: 420ms | Tot: 1m10s | Loss: 0.653 | Acc: 77.234% (16905/21888) 171/391 [============================>....................................] Step: 413ms | Tot: 1m10s | Loss: 0.653 | Acc: 77.248% (17007/22016) 172/391 [============================>....................................] Step: 412ms | Tot: 1m10s | Loss: 0.652 | Acc: 77.253% (17107/22144) 173/391 [============================>....................................] Step: 408ms | Tot: 1m11s | Loss: 0.652 | Acc: 77.290% (17214/22272) 174/391 [============================>....................................] Step: 403ms | Tot: 1m11s | Loss: 0.652 | Acc: 77.277% (17310/22400) 175/391 [=============================>...................................] Step: 404ms | Tot: 1m12s | Loss: 0.653 | Acc: 77.255% (17404/22528) 176/391 [=============================>...................................] Step: 405ms | Tot: 1m12s | Loss: 0.652 | Acc: 77.282% (17509/22656) 177/391 [=============================>...................................] Step: 412ms | Tot: 1m12s | Loss: 0.653 | Acc: 77.243% (17599/22784) 178/391 [=============================>...................................] Step: 413ms | Tot: 1m13s | Loss: 0.652 | Acc: 77.270% (17704/22912) 179/391 [=============================>...................................] Step: 422ms | Tot: 1m13s | Loss: 0.653 | Acc: 77.274% (17804/23040) 180/391 [=============================>...................................] Step: 412ms | Tot: 1m14s | Loss: 0.652 | Acc: 77.275% (17903/23168) 181/391 [==============================>..................................] Step: 411ms | Tot: 1m14s | Loss: 0.653 | Acc: 77.236% (17993/23296) 182/391 [==============================>..................................] Step: 411ms | Tot: 1m15s | Loss: 0.653 | Acc: 77.241% (18093/23424) 183/391 [==============================>..................................] Step: 409ms | Tot: 1m15s | Loss: 0.654 | Acc: 77.212% (18185/23552) 184/391 [==============================>..................................] Step: 414ms | Tot: 1m15s | Loss: 0.654 | Acc: 77.204% (18282/23680) 185/391 [==============================>..................................] Step: 411ms | Tot: 1m16s | Loss: 0.654 | Acc: 77.209% (18382/23808) 186/391 [==============================>..................................] Step: 409ms | Tot: 1m16s | Loss: 0.654 | Acc: 77.239% (18488/23936) 187/391 [===============================>.................................] Step: 415ms | Tot: 1m17s | Loss: 0.655 | Acc: 77.211% (18580/24064) 188/391 [===============================>.................................] Step: 427ms | Tot: 1m17s | Loss: 0.655 | Acc: 77.216% (18680/24192) 189/391 [===============================>.................................] Step: 415ms | Tot: 1m17s | Loss: 0.655 | Acc: 77.208% (18777/24320) 190/391 [===============================>.................................] Step: 415ms | Tot: 1m18s | Loss: 0.654 | Acc: 77.233% (18882/24448) 191/391 [===============================>.................................] Step: 412ms | Tot: 1m18s | Loss: 0.654 | Acc: 77.238% (18982/24576) 192/391 [===============================>.................................] Step: 408ms | Tot: 1m19s | Loss: 0.654 | Acc: 77.230% (19079/24704) 193/391 [================================>................................] Step: 405ms | Tot: 1m19s | Loss: 0.654 | Acc: 77.231% (19178/24832) 194/391 [================================>................................] Step: 415ms | Tot: 1m19s | Loss: 0.655 | Acc: 77.212% (19272/24960) 195/391 [================================>................................] Step: 413ms | Tot: 1m20s | Loss: 0.655 | Acc: 77.212% (19371/25088) 196/391 [================================>................................] Step: 411ms | Tot: 1m20s | Loss: 0.656 | Acc: 77.205% (19468/25216) 197/391 [================================>................................] Step: 418ms | Tot: 1m21s | Loss: 0.656 | Acc: 77.182% (19561/25344) 198/391 [================================>................................] Step: 415ms | Tot: 1m21s | Loss: 0.657 | Acc: 77.144% (19650/25472) 199/391 [=================================>...............................] Step: 410ms | Tot: 1m22s | Loss: 0.658 | Acc: 77.129% (19745/25600) 200/391 [=================================>...............................] Step: 410ms | Tot: 1m22s | Loss: 0.657 | Acc: 77.138% (19846/25728) 201/391 [=================================>...............................] Step: 409ms | Tot: 1m22s | Loss: 0.658 | Acc: 77.108% (19937/25856) 202/391 [=================================>...............................] Step: 411ms | Tot: 1m23s | Loss: 0.658 | Acc: 77.117% (20038/25984) 203/391 [=================================>...............................] Step: 412ms | Tot: 1m23s | Loss: 0.659 | Acc: 77.129% (20140/26112) 204/391 [=================================>...............................] Step: 415ms | Tot: 1m24s | Loss: 0.658 | Acc: 77.130% (20239/26240) 205/391 [==================================>..............................] Step: 409ms | Tot: 1m24s | Loss: 0.658 | Acc: 77.139% (20340/26368) 206/391 [==================================>..............................] Step: 416ms | Tot: 1m24s | Loss: 0.658 | Acc: 77.144% (20440/26496) 207/391 [==================================>..............................] Step: 408ms | Tot: 1m25s | Loss: 0.658 | Acc: 77.111% (20530/26624) 208/391 [==================================>..............................] Step: 404ms | Tot: 1m25s | Loss: 0.657 | Acc: 77.131% (20634/26752) 209/391 [==================================>..............................] Step: 406ms | Tot: 1m26s | Loss: 0.657 | Acc: 77.169% (20743/26880) 210/391 [==================================>..............................] Step: 402ms | Tot: 1m26s | Loss: 0.657 | Acc: 77.177% (20844/27008) 211/391 [===================================>.............................] Step: 407ms | Tot: 1m26s | Loss: 0.656 | Acc: 77.215% (20953/27136) 212/391 [===================================>.............................] Step: 410ms | Tot: 1m27s | Loss: 0.656 | Acc: 77.212% (21051/27264) 213/391 [===================================>.............................] Step: 411ms | Tot: 1m27s | Loss: 0.657 | Acc: 77.212% (21150/27392) 214/391 [===================================>.............................] Step: 412ms | Tot: 1m28s | Loss: 0.657 | Acc: 77.206% (21247/27520) 215/391 [===================================>.............................] Step: 412ms | Tot: 1m28s | Loss: 0.657 | Acc: 77.206% (21346/27648) 216/391 [===================================>.............................] Step: 407ms | Tot: 1m29s | Loss: 0.657 | Acc: 77.221% (21449/27776) 217/391 [====================================>............................] Step: 407ms | Tot: 1m29s | Loss: 0.657 | Acc: 77.215% (21546/27904) 218/391 [====================================>............................] Step: 412ms | Tot: 1m29s | Loss: 0.657 | Acc: 77.222% (21647/28032) 219/391 [====================================>............................] Step: 409ms | Tot: 1m30s | Loss: 0.658 | Acc: 77.195% (21738/28160) 220/391 [====================================>............................] Step: 416ms | Tot: 1m30s | Loss: 0.658 | Acc: 77.188% (21835/28288) 221/391 [====================================>............................] Step: 411ms | Tot: 1m31s | Loss: 0.657 | Acc: 77.199% (21937/28416) 222/391 [====================================>............................] Step: 411ms | Tot: 1m31s | Loss: 0.657 | Acc: 77.193% (22034/28544) 223/391 [=====================================>...........................] Step: 406ms | Tot: 1m31s | Loss: 0.657 | Acc: 77.201% (22135/28672) 224/391 [=====================================>...........................] Step: 419ms | Tot: 1m32s | Loss: 0.658 | Acc: 77.163% (22223/28800) 225/391 [=====================================>...........................] Step: 414ms | Tot: 1m32s | Loss: 0.657 | Acc: 77.181% (22327/28928) 226/391 [=====================================>...........................] Step: 415ms | Tot: 1m33s | Loss: 0.657 | Acc: 77.168% (22422/29056) 227/391 [=====================================>...........................] Step: 408ms | Tot: 1m33s | Loss: 0.657 | Acc: 77.200% (22530/29184) 228/391 [=====================================>...........................] Step: 410ms | Tot: 1m33s | Loss: 0.657 | Acc: 77.218% (22634/29312) 229/391 [======================================>..........................] Step: 413ms | Tot: 1m34s | Loss: 0.657 | Acc: 77.208% (22730/29440) 230/391 [======================================>..........................] Step: 402ms | Tot: 1m34s | Loss: 0.657 | Acc: 77.205% (22828/29568) 231/391 [======================================>..........................] Step: 404ms | Tot: 1m35s | Loss: 0.658 | Acc: 77.199% (22925/29696) 232/391 [======================================>..........................] Step: 403ms | Tot: 1m35s | Loss: 0.658 | Acc: 77.203% (23025/29824) 233/391 [======================================>..........................] Step: 410ms | Tot: 1m35s | Loss: 0.658 | Acc: 77.200% (23123/29952) 234/391 [======================================>..........................] Step: 402ms | Tot: 1m36s | Loss: 0.658 | Acc: 77.197% (23221/30080) 235/391 [=======================================>.........................] Step: 414ms | Tot: 1m36s | Loss: 0.657 | Acc: 77.201% (23321/30208) 236/391 [=======================================>.........................] Step: 405ms | Tot: 1m37s | Loss: 0.657 | Acc: 77.212% (23423/30336) 237/391 [=======================================>.........................] Step: 402ms | Tot: 1m37s | Loss: 0.658 | Acc: 77.219% (23524/30464) 238/391 [=======================================>.........................] Step: 402ms | Tot: 1m38s | Loss: 0.658 | Acc: 77.229% (23626/30592) 239/391 [=======================================>.........................] Step: 404ms | Tot: 1m38s | Loss: 0.657 | Acc: 77.233% (23726/30720) 240/391 [=======================================>.........................] Step: 407ms | Tot: 1m38s | Loss: 0.657 | Acc: 77.230% (23824/30848) 241/391 [========================================>........................] Step: 407ms | Tot: 1m39s | Loss: 0.657 | Acc: 77.250% (23929/30976) 242/391 [========================================>........................] Step: 408ms | Tot: 1m39s | Loss: 0.656 | Acc: 77.283% (24038/31104) 243/391 [========================================>........................] Step: 407ms | Tot: 1m40s | Loss: 0.656 | Acc: 77.289% (24139/31232) 244/391 [========================================>........................] Step: 410ms | Tot: 1m40s | Loss: 0.656 | Acc: 77.299% (24241/31360) 245/391 [========================================>........................] Step: 405ms | Tot: 1m40s | Loss: 0.656 | Acc: 77.302% (24341/31488) 246/391 [========================================>........................] Step: 407ms | Tot: 1m41s | Loss: 0.656 | Acc: 77.312% (24443/31616) 247/391 [=========================================>.......................] Step: 410ms | Tot: 1m41s | Loss: 0.656 | Acc: 77.312% (24542/31744) 248/391 [=========================================>.......................] Step: 408ms | Tot: 1m42s | Loss: 0.656 | Acc: 77.300% (24637/31872) 249/391 [=========================================>.......................] Step: 406ms | Tot: 1m42s | Loss: 0.656 | Acc: 77.312% (24740/32000) 250/391 [=========================================>.......................] Step: 407ms | Tot: 1m42s | Loss: 0.656 | Acc: 77.303% (24836/32128) 251/391 [=========================================>.......................] Step: 412ms | Tot: 1m43s | Loss: 0.655 | Acc: 77.313% (24938/32256) 252/391 [=========================================>.......................] Step: 409ms | Tot: 1m43s | Loss: 0.656 | Acc: 77.279% (25026/32384) 253/391 [==========================================>......................] Step: 408ms | Tot: 1m44s | Loss: 0.656 | Acc: 77.288% (25128/32512) 254/391 [==========================================>......................] Step: 403ms | Tot: 1m44s | Loss: 0.656 | Acc: 77.289% (25227/32640) 255/391 [==========================================>......................] Step: 407ms | Tot: 1m44s | Loss: 0.656 | Acc: 77.298% (25329/32768) 256/391 [==========================================>......................] Step: 418ms | Tot: 1m45s | Loss: 0.655 | Acc: 77.319% (25435/32896) 257/391 [==========================================>......................] Step: 408ms | Tot: 1m45s | Loss: 0.656 | Acc: 77.329% (25537/33024) 258/391 [==========================================>......................] Step: 413ms | Tot: 1m46s | Loss: 0.656 | Acc: 77.335% (25638/33152) 259/391 [===========================================>.....................] Step: 409ms | Tot: 1m46s | Loss: 0.656 | Acc: 77.338% (25738/33280) 260/391 [===========================================>.....................] Step: 416ms | Tot: 1m47s | Loss: 0.656 | Acc: 77.347% (25840/33408) 261/391 [===========================================>.....................] Step: 417ms | Tot: 1m47s | Loss: 0.655 | Acc: 77.365% (25945/33536) 262/391 [===========================================>.....................] Step: 410ms | Tot: 1m47s | Loss: 0.655 | Acc: 77.370% (26046/33664) 263/391 [===========================================>.....................] Step: 406ms | Tot: 1m48s | Loss: 0.656 | Acc: 77.362% (26142/33792) 264/391 [===========================================>.....................] Step: 405ms | Tot: 1m48s | Loss: 0.656 | Acc: 77.335% (26232/33920) 265/391 [============================================>....................] Step: 412ms | Tot: 1m49s | Loss: 0.656 | Acc: 77.332% (26330/34048) 266/391 [============================================>....................] Step: 413ms | Tot: 1m49s | Loss: 0.656 | Acc: 77.329% (26428/34176) 267/391 [============================================>....................] Step: 411ms | Tot: 1m49s | Loss: 0.656 | Acc: 77.347% (26533/34304) 268/391 [============================================>....................] Step: 417ms | Tot: 1m50s | Loss: 0.656 | Acc: 77.335% (26628/34432) 269/391 [============================================>....................] Step: 419ms | Tot: 1m50s | Loss: 0.656 | Acc: 77.332% (26726/34560) 270/391 [============================================>....................] Step: 410ms | Tot: 1m51s | Loss: 0.656 | Acc: 77.315% (26819/34688) 271/391 [=============================================>...................] Step: 416ms | Tot: 1m51s | Loss: 0.656 | Acc: 77.309% (26916/34816) 272/391 [=============================================>...................] Step: 410ms | Tot: 1m51s | Loss: 0.656 | Acc: 77.327% (27021/34944) 273/391 [=============================================>...................] Step: 409ms | Tot: 1m52s | Loss: 0.656 | Acc: 77.321% (27118/35072) 274/391 [=============================================>...................] Step: 406ms | Tot: 1m52s | Loss: 0.657 | Acc: 77.287% (27205/35200) 275/391 [=============================================>...................] Step: 405ms | Tot: 1m53s | Loss: 0.657 | Acc: 77.270% (27298/35328) 276/391 [=============================================>...................] Step: 413ms | Tot: 1m53s | Loss: 0.657 | Acc: 77.285% (27402/35456) 277/391 [==============================================>..................] Step: 413ms | Tot: 1m54s | Loss: 0.657 | Acc: 77.302% (27507/35584) 278/391 [==============================================>..................] Step: 417ms | Tot: 1m54s | Loss: 0.656 | Acc: 77.319% (27612/35712) 279/391 [==============================================>..................] Step: 415ms | Tot: 1m54s | Loss: 0.656 | Acc: 77.330% (27715/35840) 280/391 [==============================================>..................] Step: 408ms | Tot: 1m55s | Loss: 0.656 | Acc: 77.319% (27810/35968) 281/391 [==============================================>..................] Step: 410ms | Tot: 1m55s | Loss: 0.656 | Acc: 77.338% (27916/36096) 282/391 [==============================================>..................] Step: 415ms | Tot: 1m56s | Loss: 0.656 | Acc: 77.333% (28013/36224) 283/391 [===============================================>.................] Step: 410ms | Tot: 1m56s | Loss: 0.656 | Acc: 77.349% (28118/36352) 284/391 [===============================================>.................] Step: 409ms | Tot: 1m56s | Loss: 0.656 | Acc: 77.336% (28212/36480) 285/391 [===============================================>.................] Step: 407ms | Tot: 1m57s | Loss: 0.656 | Acc: 77.338% (28312/36608) 286/391 [===============================================>.................] Step: 414ms | Tot: 1m57s | Loss: 0.656 | Acc: 77.352% (28416/36736) 287/391 [===============================================>.................] Step: 418ms | Tot: 1m58s | Loss: 0.656 | Acc: 77.357% (28517/36864) 288/391 [===============================================>.................] Step: 409ms | Tot: 1m58s | Loss: 0.656 | Acc: 77.363% (28618/36992) 289/391 [================================================>................] Step: 408ms | Tot: 1m58s | Loss: 0.655 | Acc: 77.376% (28722/37120) 290/391 [================================================>................] Step: 414ms | Tot: 1m59s | Loss: 0.656 | Acc: 77.357% (28814/37248) 291/391 [================================================>................] Step: 409ms | Tot: 1m59s | Loss: 0.655 | Acc: 77.371% (28918/37376) 292/391 [================================================>................] Step: 409ms | Tot: 2m194ms | Loss: 0.655 | Acc: 77.386% (29023/37504) 293/391 [================================================>................] Step: 409ms | Tot: 2m603ms | Loss: 0.655 | Acc: 77.373% (29117/37632) 294/391 [================================================>................] Step: 414ms | Tot: 2m1s | Loss: 0.655 | Acc: 77.383% (29220/37760) 295/391 [=================================================>...............] Step: 411ms | Tot: 2m1s | Loss: 0.655 | Acc: 77.386% (29320/37888) 296/391 [=================================================>...............] Step: 420ms | Tot: 2m1s | Loss: 0.655 | Acc: 77.396% (29423/38016) 297/391 [=================================================>...............] Step: 410ms | Tot: 2m2s | Loss: 0.655 | Acc: 77.412% (29528/38144) 298/391 [=================================================>...............] Step: 402ms | Tot: 2m2s | Loss: 0.654 | Acc: 77.417% (29629/38272) 299/391 [=================================================>...............] Step: 403ms | Tot: 2m3s | Loss: 0.654 | Acc: 77.427% (29732/38400) 300/391 [=================================================>...............] Step: 410ms | Tot: 2m3s | Loss: 0.655 | Acc: 77.416% (29827/38528) 301/391 [==================================================>..............] Step: 408ms | Tot: 2m3s | Loss: 0.655 | Acc: 77.388% (29915/38656) 302/391 [==================================================>..............] Step: 412ms | Tot: 2m4s | Loss: 0.655 | Acc: 77.390% (30015/38784) 303/391 [==================================================>..............] Step: 412ms | Tot: 2m4s | Loss: 0.655 | Acc: 77.387% (30113/38912) 304/391 [==================================================>..............] Step: 416ms | Tot: 2m5s | Loss: 0.654 | Acc: 77.405% (30219/39040) 305/391 [==================================================>..............] Step: 419ms | Tot: 2m5s | Loss: 0.654 | Acc: 77.392% (30313/39168) 306/391 [==================================================>..............] Step: 412ms | Tot: 2m5s | Loss: 0.654 | Acc: 77.395% (30413/39296) 307/391 [===================================================>.............] Step: 408ms | Tot: 2m6s | Loss: 0.654 | Acc: 77.400% (30514/39424) 308/391 [===================================================>.............] Step: 414ms | Tot: 2m6s | Loss: 0.654 | Acc: 77.389% (30609/39552) 309/391 [===================================================>.............] Step: 413ms | Tot: 2m7s | Loss: 0.655 | Acc: 77.379% (30704/39680) 310/391 [===================================================>.............] Step: 416ms | Tot: 2m7s | Loss: 0.654 | Acc: 77.374% (30801/39808) 311/391 [===================================================>.............] Step: 411ms | Tot: 2m8s | Loss: 0.654 | Acc: 77.394% (30908/39936) 312/391 [===================================================>.............] Step: 404ms | Tot: 2m8s | Loss: 0.654 | Acc: 77.384% (31003/40064) 313/391 [====================================================>............] Step: 409ms | Tot: 2m8s | Loss: 0.654 | Acc: 77.401% (31109/40192) 314/391 [====================================================>............] Step: 413ms | Tot: 2m9s | Loss: 0.654 | Acc: 77.383% (31201/40320) 315/391 [====================================================>............] Step: 410ms | Tot: 2m9s | Loss: 0.654 | Acc: 77.376% (31297/40448) 316/391 [====================================================>............] Step: 408ms | Tot: 2m10s | Loss: 0.654 | Acc: 77.393% (31403/40576) 317/391 [====================================================>............] Step: 404ms | Tot: 2m10s | Loss: 0.654 | Acc: 77.400% (31505/40704) 318/391 [====================================================>............] Step: 403ms | Tot: 2m10s | Loss: 0.654 | Acc: 77.405% (31606/40832) 319/391 [=====================================================>...........] Step: 403ms | Tot: 2m11s | Loss: 0.654 | Acc: 77.395% (31701/40960) 320/391 [=====================================================>...........] Step: 410ms | Tot: 2m11s | Loss: 0.654 | Acc: 77.407% (31805/41088) 321/391 [=====================================================>...........] Step: 412ms | Tot: 2m12s | Loss: 0.654 | Acc: 77.390% (31897/41216) 322/391 [=====================================================>...........] Step: 409ms | Tot: 2m12s | Loss: 0.654 | Acc: 77.397% (31999/41344) 323/391 [=====================================================>...........] Step: 421ms | Tot: 2m12s | Loss: 0.654 | Acc: 77.392% (32096/41472) 324/391 [=====================================================>...........] Step: 414ms | Tot: 2m13s | Loss: 0.654 | Acc: 77.387% (32193/41600) 325/391 [======================================================>..........] Step: 408ms | Tot: 2m13s | Loss: 0.654 | Acc: 77.389% (32293/41728) 326/391 [======================================================>..........] Step: 406ms | Tot: 2m14s | Loss: 0.654 | Acc: 77.380% (32388/41856) 327/391 [======================================================>..........] Step: 415ms | Tot: 2m14s | Loss: 0.654 | Acc: 77.377% (32486/41984) 328/391 [======================================================>..........] Step: 413ms | Tot: 2m14s | Loss: 0.655 | Acc: 77.367% (32581/42112) 329/391 [======================================================>..........] Step: 407ms | Tot: 2m15s | Loss: 0.654 | Acc: 77.396% (32692/42240) 330/391 [======================================================>..........] Step: 407ms | Tot: 2m15s | Loss: 0.654 | Acc: 77.403% (32794/42368) 331/391 [=======================================================>.........] Step: 412ms | Tot: 2m16s | Loss: 0.654 | Acc: 77.400% (32892/42496) 332/391 [=======================================================>.........] Step: 418ms | Tot: 2m16s | Loss: 0.654 | Acc: 77.395% (32989/42624) 333/391 [=======================================================>.........] Step: 415ms | Tot: 2m17s | Loss: 0.655 | Acc: 77.384% (33083/42752) 334/391 [=======================================================>.........] Step: 412ms | Tot: 2m17s | Loss: 0.655 | Acc: 77.376% (33179/42880) 335/391 [=======================================================>.........] Step: 414ms | Tot: 2m17s | Loss: 0.655 | Acc: 77.397% (33287/43008) 336/391 [=======================================================>.........] Step: 411ms | Tot: 2m18s | Loss: 0.654 | Acc: 77.409% (33391/43136) 337/391 [========================================================>........] Step: 414ms | Tot: 2m18s | Loss: 0.654 | Acc: 77.411% (33491/43264) 338/391 [========================================================>........] Step: 414ms | Tot: 2m19s | Loss: 0.654 | Acc: 77.417% (33593/43392) 339/391 [========================================================>........] Step: 410ms | Tot: 2m19s | Loss: 0.654 | Acc: 77.413% (33690/43520) 340/391 [========================================================>........] Step: 409ms | Tot: 2m19s | Loss: 0.654 | Acc: 77.396% (33782/43648) 341/391 [========================================================>........] Step: 422ms | Tot: 2m20s | Loss: 0.654 | Acc: 77.412% (33888/43776) 342/391 [========================================================>........] Step: 408ms | Tot: 2m20s | Loss: 0.655 | Acc: 77.398% (33981/43904) 343/391 [=========================================================>.......] Step: 403ms | Tot: 2m21s | Loss: 0.655 | Acc: 77.391% (34077/44032) 344/391 [=========================================================>.......] Step: 410ms | Tot: 2m21s | Loss: 0.655 | Acc: 77.391% (34176/44160) 345/391 [=========================================================>.......] Step: 412ms | Tot: 2m22s | Loss: 0.655 | Acc: 77.382% (34271/44288) 346/391 [=========================================================>.......] Step: 413ms | Tot: 2m22s | Loss: 0.655 | Acc: 77.387% (34372/44416) 347/391 [=========================================================>.......] Step: 411ms | Tot: 2m22s | Loss: 0.654 | Acc: 77.411% (34482/44544) 348/391 [=========================================================>.......] Step: 413ms | Tot: 2m23s | Loss: 0.655 | Acc: 77.409% (34580/44672) 349/391 [==========================================================>......] Step: 414ms | Tot: 2m23s | Loss: 0.654 | Acc: 77.411% (34680/44800) 350/391 [==========================================================>......] Step: 425ms | Tot: 2m24s | Loss: 0.654 | Acc: 77.411% (34779/44928) 351/391 [==========================================================>......] Step: 411ms | Tot: 2m24s | Loss: 0.654 | Acc: 77.406% (34876/45056) 352/391 [==========================================================>......] Step: 410ms | Tot: 2m24s | Loss: 0.654 | Acc: 77.412% (34978/45184) 353/391 [==========================================================>......] Step: 411ms | Tot: 2m25s | Loss: 0.654 | Acc: 77.430% (35085/45312) 354/391 [==========================================================>......] Step: 406ms | Tot: 2m25s | Loss: 0.654 | Acc: 77.416% (35178/45440) 355/391 [===========================================================>.....] Step: 409ms | Tot: 2m26s | Loss: 0.654 | Acc: 77.416% (35277/45568) 356/391 [===========================================================>.....] Step: 412ms | Tot: 2m26s | Loss: 0.654 | Acc: 77.416% (35376/45696) 357/391 [===========================================================>.....] Step: 412ms | Tot: 2m26s | Loss: 0.654 | Acc: 77.407% (35471/45824) 358/391 [===========================================================>.....] Step: 408ms | Tot: 2m27s | Loss: 0.654 | Acc: 77.418% (35575/45952) 359/391 [===========================================================>.....] Step: 413ms | Tot: 2m27s | Loss: 0.654 | Acc: 77.428% (35679/46080) 360/391 [===========================================================>.....] Step: 408ms | Tot: 2m28s | Loss: 0.653 | Acc: 77.439% (35783/46208) 361/391 [============================================================>....] Step: 403ms | Tot: 2m28s | Loss: 0.654 | Acc: 77.445% (35885/46336) 362/391 [============================================================>....] Step: 405ms | Tot: 2m28s | Loss: 0.654 | Acc: 77.443% (35983/46464) 363/391 [============================================================>....] Step: 408ms | Tot: 2m29s | Loss: 0.654 | Acc: 77.436% (36079/46592) 364/391 [============================================================>....] Step: 412ms | Tot: 2m29s | Loss: 0.654 | Acc: 77.434% (36177/46720) 365/391 [============================================================>....] Step: 412ms | Tot: 2m30s | Loss: 0.654 | Acc: 77.438% (36278/46848) 366/391 [============================================================>....] Step: 408ms | Tot: 2m30s | Loss: 0.654 | Acc: 77.427% (36372/46976) 367/391 [=============================================================>...] Step: 409ms | Tot: 2m31s | Loss: 0.654 | Acc: 77.429% (36472/47104) 368/391 [=============================================================>...] Step: 420ms | Tot: 2m31s | Loss: 0.654 | Acc: 77.426% (36570/47232) 369/391 [=============================================================>...] Step: 410ms | Tot: 2m31s | Loss: 0.654 | Acc: 77.426% (36669/47360) 370/391 [=============================================================>...] Step: 413ms | Tot: 2m32s | Loss: 0.654 | Acc: 77.415% (36763/47488) 371/391 [=============================================================>...] Step: 414ms | Tot: 2m32s | Loss: 0.654 | Acc: 77.390% (36850/47616) 372/391 [=============================================================>...] Step: 409ms | Tot: 2m33s | Loss: 0.654 | Acc: 77.377% (36943/47744) 373/391 [==============================================================>..] Step: 406ms | Tot: 2m33s | Loss: 0.654 | Acc: 77.383% (37045/47872) 374/391 [==============================================================>..] Step: 412ms | Tot: 2m33s | Loss: 0.654 | Acc: 77.394% (37149/48000) 375/391 [==============================================================>..] Step: 413ms | Tot: 2m34s | Loss: 0.654 | Acc: 77.394% (37248/48128) 376/391 [==============================================================>..] Step: 414ms | Tot: 2m34s | Loss: 0.654 | Acc: 77.393% (37347/48256) 377/391 [==============================================================>..] Step: 424ms | Tot: 2m35s | Loss: 0.654 | Acc: 77.389% (37444/48384) 378/391 [==============================================================>..] Step: 411ms | Tot: 2m35s | Loss: 0.654 | Acc: 77.395% (37546/48512) 379/391 [===============================================================>.] Step: 412ms | Tot: 2m36s | Loss: 0.654 | Acc: 77.387% (37641/48640) 380/391 [===============================================================>.] Step: 406ms | Tot: 2m36s | Loss: 0.654 | Acc: 77.375% (37734/48768) 381/391 [===============================================================>.] Step: 412ms | Tot: 2m36s | Loss: 0.654 | Acc: 77.387% (37839/48896) 382/391 [===============================================================>.] Step: 408ms | Tot: 2m37s | Loss: 0.654 | Acc: 77.397% (37943/49024) 383/391 [===============================================================>.] Step: 411ms | Tot: 2m37s | Loss: 0.654 | Acc: 77.393% (38040/49152) 384/391 [===============================================================>.] Step: 408ms | Tot: 2m38s | Loss: 0.654 | Acc: 77.378% (38132/49280) 385/391 [================================================================>] Step: 412ms | Tot: 2m38s | Loss: 0.654 | Acc: 77.370% (38227/49408) 386/391 [================================================================>] Step: 422ms | Tot: 2m38s | Loss: 0.654 | Acc: 77.366% (38324/49536) 387/391 [================================================================>] Step: 408ms | Tot: 2m39s | Loss: 0.654 | Acc: 77.390% (38435/49664) 388/391 [================================================================>] Step: 405ms | Tot: 2m39s | Loss: 0.654 | Acc: 77.376% (38527/49792) 389/391 [================================================================>] Step: 403ms | Tot: 2m40s | Loss: 0.654 | Acc: 77.382% (38629/49920) 390/391 [================================================================>] Step: 391ms | Tot: 2m40s | Loss: 0.654 | Acc: 77.398% (38699/50000) 391/391 + [>................................................................] Step: 513ms | Tot: 2ms | Loss: 0.863 | Acc: 74.000% (74/100) 1/100 [>................................................................] Step: 341ms | Tot: 343ms | Loss: 0.823 | Acc: 76.000% (152/200) 2/100 [=>...............................................................] Step: 343ms | Tot: 687ms | Loss: 0.801 | Acc: 75.333% (226/300) 3/100 [=>...............................................................] Step: 349ms | Tot: 1s36ms | Loss: 0.798 | Acc: 75.750% (303/400) 4/100 [==>..............................................................] Step: 345ms | Tot: 1s382ms | Loss: 0.830 | Acc: 74.000% (370/500) 5/100 [===>.............................................................] Step: 338ms | Tot: 1s720ms | Loss: 0.782 | Acc: 75.000% (450/600) 6/100 [===>.............................................................] Step: 351ms | Tot: 2s71ms | Loss: 0.789 | Acc: 75.000% (525/700) 7/100 [====>............................................................] Step: 347ms | Tot: 2s419ms | Loss: 0.789 | Acc: 74.750% (598/800) 8/100 [=====>...........................................................] Step: 353ms | Tot: 2s772ms | Loss: 0.809 | Acc: 73.778% (664/900) 9/100 [=====>...........................................................] Step: 350ms | Tot: 3s123ms | Loss: 0.798 | Acc: 74.300% (743/1000) 10/100 [======>..........................................................] Step: 351ms | Tot: 3s474ms | Loss: 0.783 | Acc: 74.818% (823/1100) 11/100 [=======>.........................................................] Step: 350ms | Tot: 3s825ms | Loss: 0.777 | Acc: 74.833% (898/1200) 12/100 [=======>.........................................................] Step: 344ms | Tot: 4s169ms | Loss: 0.776 | Acc: 75.000% (975/1300) 13/100 [========>........................................................] Step: 355ms | Tot: 4s525ms | Loss: 0.770 | Acc: 75.214% (1053/1400) 14/100 [=========>.......................................................] Step: 346ms | Tot: 4s872ms | Loss: 0.761 | Acc: 75.200% (1128/1500) 15/100 [=========>.......................................................] Step: 351ms | Tot: 5s223ms | Loss: 0.756 | Acc: 75.438% (1207/1600) 16/100 [==========>......................................................] Step: 350ms | Tot: 5s574ms | Loss: 0.754 | Acc: 75.412% (1282/1700) 17/100 [===========>.....................................................] Step: 348ms | Tot: 5s922ms | Loss: 0.765 | Acc: 75.278% (1355/1800) 18/100 [===========>.....................................................] Step: 353ms | Tot: 6s276ms | Loss: 0.766 | Acc: 75.263% (1430/1900) 19/100 [============>....................................................] Step: 353ms | Tot: 6s629ms | Loss: 0.774 | Acc: 74.800% (1496/2000) 20/100 [=============>...................................................] Step: 356ms | Tot: 6s986ms | Loss: 0.778 | Acc: 74.524% (1565/2100) 21/100 [=============>...................................................] Step: 353ms | Tot: 7s339ms | Loss: 0.779 | Acc: 74.409% (1637/2200) 22/100 [==============>..................................................] Step: 354ms | Tot: 7s694ms | Loss: 0.779 | Acc: 74.304% (1709/2300) 23/100 [==============>..................................................] Step: 356ms | Tot: 8s50ms | Loss: 0.775 | Acc: 74.667% (1792/2400) 24/100 [===============>.................................................] Step: 349ms | Tot: 8s400ms | Loss: 0.778 | Acc: 74.400% (1860/2500) 25/100 [================>................................................] Step: 351ms | Tot: 8s751ms | Loss: 0.782 | Acc: 74.231% (1930/2600) 26/100 [================>................................................] Step: 351ms | Tot: 9s102ms | Loss: 0.775 | Acc: 74.333% (2007/2700) 27/100 [=================>...............................................] Step: 354ms | Tot: 9s457ms | Loss: 0.774 | Acc: 74.357% (2082/2800) 28/100 [==================>..............................................] Step: 353ms | Tot: 9s811ms | Loss: 0.782 | Acc: 74.207% (2152/2900) 29/100 [==================>..............................................] Step: 352ms | Tot: 10s163ms | Loss: 0.781 | Acc: 74.233% (2227/3000) 30/100 [===================>.............................................] Step: 353ms | Tot: 10s517ms | Loss: 0.781 | Acc: 74.226% (2301/3100) 31/100 [====================>............................................] Step: 354ms | Tot: 10s872ms | Loss: 0.777 | Acc: 74.312% (2378/3200) 32/100 [====================>............................................] Step: 354ms | Tot: 11s227ms | Loss: 0.777 | Acc: 74.394% (2455/3300) 33/100 [=====================>...........................................] Step: 358ms | Tot: 11s585ms | Loss: 0.777 | Acc: 74.176% (2522/3400) 34/100 [======================>..........................................] Step: 352ms | Tot: 11s938ms | Loss: 0.779 | Acc: 74.143% (2595/3500) 35/100 [======================>..........................................] Step: 352ms | Tot: 12s290ms | Loss: 0.781 | Acc: 74.167% (2670/3600) 36/100 [=======================>.........................................] Step: 354ms | Tot: 12s644ms | Loss: 0.784 | Acc: 73.973% (2737/3700) 37/100 [========================>........................................] Step: 348ms | Tot: 12s993ms | Loss: 0.785 | Acc: 73.921% (2809/3800) 38/100 [========================>........................................] Step: 351ms | Tot: 13s345ms | Loss: 0.782 | Acc: 73.897% (2882/3900) 39/100 [=========================>.......................................] Step: 350ms | Tot: 13s695ms | Loss: 0.781 | Acc: 73.850% (2954/4000) 40/100 [==========================>......................................] Step: 351ms | Tot: 14s47ms | Loss: 0.777 | Acc: 73.902% (3030/4100) 41/100 [==========================>......................................] Step: 355ms | Tot: 14s403ms | Loss: 0.778 | Acc: 73.857% (3102/4200) 42/100 [===========================>.....................................] Step: 352ms | Tot: 14s755ms | Loss: 0.775 | Acc: 73.907% (3178/4300) 43/100 [===========================>.....................................] Step: 352ms | Tot: 15s107ms | Loss: 0.773 | Acc: 74.045% (3258/4400) 44/100 [============================>....................................] Step: 354ms | Tot: 15s462ms | Loss: 0.771 | Acc: 74.111% (3335/4500) 45/100 [=============================>...................................] Step: 355ms | Tot: 15s817ms | Loss: 0.772 | Acc: 74.130% (3410/4600) 46/100 [=============================>...................................] Step: 353ms | Tot: 16s171ms | Loss: 0.771 | Acc: 74.170% (3486/4700) 47/100 [==============================>..................................] Step: 346ms | Tot: 16s517ms | Loss: 0.770 | Acc: 74.208% (3562/4800) 48/100 [===============================>.................................] Step: 352ms | Tot: 16s870ms | Loss: 0.767 | Acc: 74.245% (3638/4900) 49/100 [===============================>.................................] Step: 353ms | Tot: 17s223ms | Loss: 0.772 | Acc: 74.100% (3705/5000) 50/100 [================================>................................] Step: 357ms | Tot: 17s581ms | Loss: 0.771 | Acc: 74.137% (3781/5100) 51/100 [=================================>...............................] Step: 350ms | Tot: 17s932ms | Loss: 0.773 | Acc: 74.096% (3853/5200) 52/100 [=================================>...............................] Step: 349ms | Tot: 18s281ms | Loss: 0.771 | Acc: 74.113% (3928/5300) 53/100 [==================================>..............................] Step: 357ms | Tot: 18s639ms | Loss: 0.771 | Acc: 74.185% (4006/5400) 54/100 [===================================>.............................] Step: 355ms | Tot: 18s994ms | Loss: 0.770 | Acc: 74.164% (4079/5500) 55/100 [===================================>.............................] Step: 352ms | Tot: 19s347ms | Loss: 0.775 | Acc: 74.071% (4148/5600) 56/100 [====================================>............................] Step: 349ms | Tot: 19s696ms | Loss: 0.773 | Acc: 74.105% (4224/5700) 57/100 [=====================================>...........................] Step: 346ms | Tot: 20s43ms | Loss: 0.771 | Acc: 74.086% (4297/5800) 58/100 [=====================================>...........................] Step: 356ms | Tot: 20s400ms | Loss: 0.773 | Acc: 74.034% (4368/5900) 59/100 [======================================>..........................] Step: 355ms | Tot: 20s756ms | Loss: 0.774 | Acc: 73.967% (4438/6000) 60/100 [=======================================>.........................] Step: 349ms | Tot: 21s106ms | Loss: 0.775 | Acc: 73.885% (4507/6100) 61/100 [=======================================>.........................] Step: 348ms | Tot: 21s454ms | Loss: 0.773 | Acc: 73.903% (4582/6200) 62/100 [========================================>........................] Step: 352ms | Tot: 21s807ms | Loss: 0.772 | Acc: 73.889% (4655/6300) 63/100 [========================================>........................] Step: 354ms | Tot: 22s162ms | Loss: 0.771 | Acc: 73.906% (4730/6400) 64/100 [=========================================>.......................] Step: 355ms | Tot: 22s518ms | Loss: 0.774 | Acc: 73.831% (4799/6500) 65/100 [==========================================>......................] Step: 351ms | Tot: 22s869ms | Loss: 0.774 | Acc: 73.818% (4872/6600) 66/100 [==========================================>......................] Step: 354ms | Tot: 23s224ms | Loss: 0.772 | Acc: 73.866% (4949/6700) 67/100 [===========================================>.....................] Step: 350ms | Tot: 23s574ms | Loss: 0.774 | Acc: 73.882% (5024/6800) 68/100 [============================================>....................] Step: 357ms | Tot: 23s932ms | Loss: 0.776 | Acc: 73.841% (5095/6900) 69/100 [============================================>....................] Step: 355ms | Tot: 24s288ms | Loss: 0.776 | Acc: 73.814% (5167/7000) 70/100 [=============================================>...................] Step: 351ms | Tot: 24s639ms | Loss: 0.775 | Acc: 73.915% (5248/7100) 71/100 [==============================================>..................] Step: 349ms | Tot: 24s989ms | Loss: 0.772 | Acc: 73.972% (5326/7200) 72/100 [==============================================>..................] Step: 353ms | Tot: 25s343ms | Loss: 0.772 | Acc: 74.000% (5402/7300) 73/100 [===============================================>.................] Step: 348ms | Tot: 25s691ms | Loss: 0.770 | Acc: 74.081% (5482/7400) 74/100 [================================================>................] Step: 347ms | Tot: 26s39ms | Loss: 0.772 | Acc: 74.013% (5551/7500) 75/100 [================================================>................] Step: 346ms | Tot: 26s386ms | Loss: 0.770 | Acc: 74.079% (5630/7600) 76/100 [=================================================>...............] Step: 354ms | Tot: 26s740ms | Loss: 0.771 | Acc: 74.078% (5704/7700) 77/100 [==================================================>..............] Step: 350ms | Tot: 27s91ms | Loss: 0.771 | Acc: 74.103% (5780/7800) 78/100 [==================================================>..............] Step: 356ms | Tot: 27s447ms | Loss: 0.773 | Acc: 74.000% (5846/7900) 79/100 [===================================================>.............] Step: 351ms | Tot: 27s799ms | Loss: 0.773 | Acc: 73.987% (5919/8000) 80/100 [====================================================>............] Step: 348ms | Tot: 28s148ms | Loss: 0.772 | Acc: 73.938% (5989/8100) 81/100 [====================================================>............] Step: 354ms | Tot: 28s502ms | Loss: 0.771 | Acc: 73.927% (6062/8200) 82/100 [=====================================================>...........] Step: 354ms | Tot: 28s856ms | Loss: 0.772 | Acc: 73.928% (6136/8300) 83/100 [=====================================================>...........] Step: 351ms | Tot: 29s208ms | Loss: 0.773 | Acc: 73.917% (6209/8400) 84/100 [======================================================>..........] Step: 356ms | Tot: 29s564ms | Loss: 0.774 | Acc: 73.824% (6275/8500) 85/100 [=======================================================>.........] Step: 345ms | Tot: 29s909ms | Loss: 0.773 | Acc: 73.872% (6353/8600) 86/100 [=======================================================>.........] Step: 352ms | Tot: 30s262ms | Loss: 0.773 | Acc: 73.885% (6428/8700) 87/100 [========================================================>........] Step: 360ms | Tot: 30s622ms | Loss: 0.773 | Acc: 73.886% (6502/8800) 88/100 [=========================================================>.......] Step: 352ms | Tot: 30s974ms | Loss: 0.772 | Acc: 73.888% (6576/8900) 89/100 [=========================================================>.......] Step: 355ms | Tot: 31s330ms | Loss: 0.773 | Acc: 73.911% (6652/9000) 90/100 [==========================================================>......] Step: 350ms | Tot: 31s681ms | Loss: 0.772 | Acc: 73.912% (6726/9100) 91/100 [===========================================================>.....] Step: 352ms | Tot: 32s34ms | Loss: 0.769 | Acc: 74.043% (6812/9200) 92/100 [===========================================================>.....] Step: 346ms | Tot: 32s380ms | Loss: 0.770 | Acc: 74.011% (6883/9300) 93/100 [============================================================>....] Step: 353ms | Tot: 32s733ms | Loss: 0.771 | Acc: 73.979% (6954/9400) 94/100 [=============================================================>...] Step: 353ms | Tot: 33s87ms | Loss: 0.772 | Acc: 73.989% (7029/9500) 95/100 [=============================================================>...] Step: 352ms | Tot: 33s440ms | Loss: 0.771 | Acc: 74.021% (7106/9600) 96/100 [==============================================================>..] Step: 359ms | Tot: 33s799ms | Loss: 0.768 | Acc: 74.134% (7191/9700) 97/100 [===============================================================>.] Step: 351ms | Tot: 34s150ms | Loss: 0.769 | Acc: 74.112% (7263/9800) 98/100 [===============================================================>.] Step: 350ms | Tot: 34s501ms | Loss: 0.769 | Acc: 74.111% (7337/9900) 99/100 [================================================================>] Step: 353ms | Tot: 34s854ms | Loss: 0.769 | Acc: 74.140% (7414/10000) 100/100 +Saving.. + +Epoch: 7 + [>................................................................] Step: 804ms | Tot: 2ms | Loss: 0.714 | Acc: 73.438% (94/128) 1/391 [>................................................................] Step: 434ms | Tot: 437ms | Loss: 0.713 | Acc: 74.219% (190/256) 2/391 [>................................................................] Step: 421ms | Tot: 859ms | Loss: 0.679 | Acc: 77.865% (299/384) 3/391 [>................................................................] Step: 419ms | Tot: 1s278ms | Loss: 0.711 | Acc: 76.367% (391/512) 4/391 [>................................................................] Step: 414ms | Tot: 1s693ms | Loss: 0.691 | Acc: 76.719% (491/640) 5/391 [>................................................................] Step: 422ms | Tot: 2s116ms | Loss: 0.673 | Acc: 77.214% (593/768) 6/391 [>................................................................] Step: 411ms | Tot: 2s527ms | Loss: 0.663 | Acc: 77.121% (691/896) 7/391 [=>...............................................................] Step: 413ms | Tot: 2s941ms | Loss: 0.662 | Acc: 76.855% (787/1024) 8/391 [=>...............................................................] Step: 411ms | Tot: 3s353ms | Loss: 0.655 | Acc: 77.344% (891/1152) 9/391 [=>...............................................................] Step: 410ms | Tot: 3s763ms | Loss: 0.657 | Acc: 77.188% (988/1280) 10/391 [=>...............................................................] Step: 412ms | Tot: 4s176ms | Loss: 0.648 | Acc: 77.415% (1090/1408) 11/391 [=>...............................................................] Step: 414ms | Tot: 4s590ms | Loss: 0.648 | Acc: 77.409% (1189/1536) 12/391 [=>...............................................................] Step: 407ms | Tot: 4s998ms | Loss: 0.652 | Acc: 77.163% (1284/1664) 13/391 [==>..............................................................] Step: 411ms | Tot: 5s410ms | Loss: 0.650 | Acc: 77.232% (1384/1792) 14/391 [==>..............................................................] Step: 421ms | Tot: 5s832ms | Loss: 0.652 | Acc: 77.396% (1486/1920) 15/391 [==>..............................................................] Step: 412ms | Tot: 6s244ms | Loss: 0.646 | Acc: 77.637% (1590/2048) 16/391 [==>..............................................................] Step: 414ms | Tot: 6s659ms | Loss: 0.649 | Acc: 77.528% (1687/2176) 17/391 [==>..............................................................] Step: 414ms | Tot: 7s73ms | Loss: 0.651 | Acc: 77.344% (1782/2304) 18/391 [==>..............................................................] Step: 415ms | Tot: 7s488ms | Loss: 0.655 | Acc: 77.179% (1877/2432) 19/391 [===>.............................................................] Step: 413ms | Tot: 7s902ms | Loss: 0.649 | Acc: 77.383% (1981/2560) 20/391 [===>.............................................................] Step: 418ms | Tot: 8s320ms | Loss: 0.646 | Acc: 77.567% (2085/2688) 21/391 [===>.............................................................] Step: 409ms | Tot: 8s730ms | Loss: 0.639 | Acc: 77.876% (2193/2816) 22/391 [===>.............................................................] Step: 408ms | Tot: 9s139ms | Loss: 0.635 | Acc: 77.989% (2296/2944) 23/391 [===>.............................................................] Step: 418ms | Tot: 9s558ms | Loss: 0.635 | Acc: 77.995% (2396/3072) 24/391 [===>.............................................................] Step: 407ms | Tot: 9s965ms | Loss: 0.634 | Acc: 78.062% (2498/3200) 25/391 [====>............................................................] Step: 406ms | Tot: 10s371ms | Loss: 0.629 | Acc: 78.335% (2607/3328) 26/391 [====>............................................................] Step: 410ms | Tot: 10s782ms | Loss: 0.629 | Acc: 78.356% (2708/3456) 27/391 [====>............................................................] Step: 412ms | Tot: 11s194ms | Loss: 0.627 | Acc: 78.404% (2810/3584) 28/391 [====>............................................................] Step: 408ms | Tot: 11s602ms | Loss: 0.624 | Acc: 78.475% (2913/3712) 29/391 [====>............................................................] Step: 413ms | Tot: 12s15ms | Loss: 0.626 | Acc: 78.385% (3010/3840) 30/391 [====>............................................................] Step: 414ms | Tot: 12s430ms | Loss: 0.634 | Acc: 78.100% (3099/3968) 31/391 [=====>...........................................................] Step: 410ms | Tot: 12s840ms | Loss: 0.630 | Acc: 78.223% (3204/4096) 32/391 [=====>...........................................................] Step: 424ms | Tot: 13s265ms | Loss: 0.625 | Acc: 78.385% (3311/4224) 33/391 [=====>...........................................................] Step: 416ms | Tot: 13s681ms | Loss: 0.623 | Acc: 78.378% (3411/4352) 34/391 [=====>...........................................................] Step: 409ms | Tot: 14s91ms | Loss: 0.622 | Acc: 78.393% (3512/4480) 35/391 [=====>...........................................................] Step: 419ms | Tot: 14s511ms | Loss: 0.625 | Acc: 78.299% (3608/4608) 36/391 [=====>...........................................................] Step: 410ms | Tot: 14s921ms | Loss: 0.627 | Acc: 78.231% (3705/4736) 37/391 [======>..........................................................] Step: 409ms | Tot: 15s331ms | Loss: 0.628 | Acc: 78.104% (3799/4864) 38/391 [======>..........................................................] Step: 406ms | Tot: 15s738ms | Loss: 0.628 | Acc: 78.125% (3900/4992) 39/391 [======>..........................................................] Step: 414ms | Tot: 16s153ms | Loss: 0.629 | Acc: 78.203% (4004/5120) 40/391 [======>..........................................................] Step: 405ms | Tot: 16s559ms | Loss: 0.629 | Acc: 78.277% (4108/5248) 41/391 [======>..........................................................] Step: 417ms | Tot: 16s976ms | Loss: 0.629 | Acc: 78.385% (4214/5376) 42/391 [======>..........................................................] Step: 416ms | Tot: 17s392ms | Loss: 0.630 | Acc: 78.307% (4310/5504) 43/391 [=======>.........................................................] Step: 409ms | Tot: 17s802ms | Loss: 0.631 | Acc: 78.285% (4409/5632) 44/391 [=======>.........................................................] Step: 410ms | Tot: 18s212ms | Loss: 0.630 | Acc: 78.316% (4511/5760) 45/391 [=======>.........................................................] Step: 412ms | Tot: 18s625ms | Loss: 0.633 | Acc: 78.159% (4602/5888) 46/391 [=======>.........................................................] Step: 412ms | Tot: 19s37ms | Loss: 0.633 | Acc: 78.225% (4706/6016) 47/391 [=======>.........................................................] Step: 407ms | Tot: 19s444ms | Loss: 0.635 | Acc: 78.206% (4805/6144) 48/391 [=======>.........................................................] Step: 410ms | Tot: 19s854ms | Loss: 0.632 | Acc: 78.332% (4913/6272) 49/391 [========>........................................................] Step: 409ms | Tot: 20s264ms | Loss: 0.633 | Acc: 78.375% (5016/6400) 50/391 [========>........................................................] Step: 421ms | Tot: 20s686ms | Loss: 0.632 | Acc: 78.385% (5117/6528) 51/391 [========>........................................................] Step: 407ms | Tot: 21s93ms | Loss: 0.628 | Acc: 78.531% (5227/6656) 52/391 [========>........................................................] Step: 409ms | Tot: 21s503ms | Loss: 0.626 | Acc: 78.611% (5333/6784) 53/391 [========>........................................................] Step: 410ms | Tot: 21s913ms | Loss: 0.626 | Acc: 78.646% (5436/6912) 54/391 [========>........................................................] Step: 411ms | Tot: 22s325ms | Loss: 0.625 | Acc: 78.608% (5534/7040) 55/391 [=========>.......................................................] Step: 411ms | Tot: 22s737ms | Loss: 0.624 | Acc: 78.641% (5637/7168) 56/391 [=========>.......................................................] Step: 407ms | Tot: 23s144ms | Loss: 0.625 | Acc: 78.605% (5735/7296) 57/391 [=========>.......................................................] Step: 405ms | Tot: 23s550ms | Loss: 0.624 | Acc: 78.570% (5833/7424) 58/391 [=========>.......................................................] Step: 409ms | Tot: 23s960ms | Loss: 0.627 | Acc: 78.496% (5928/7552) 59/391 [=========>.......................................................] Step: 418ms | Tot: 24s378ms | Loss: 0.626 | Acc: 78.516% (6030/7680) 60/391 [=========>.......................................................] Step: 412ms | Tot: 24s790ms | Loss: 0.626 | Acc: 78.522% (6131/7808) 61/391 [==========>......................................................] Step: 406ms | Tot: 25s197ms | Loss: 0.625 | Acc: 78.579% (6236/7936) 62/391 [==========>......................................................] Step: 405ms | Tot: 25s603ms | Loss: 0.625 | Acc: 78.571% (6336/8064) 63/391 [==========>......................................................] Step: 409ms | Tot: 26s12ms | Loss: 0.625 | Acc: 78.613% (6440/8192) 64/391 [==========>......................................................] Step: 409ms | Tot: 26s422ms | Loss: 0.624 | Acc: 78.690% (6547/8320) 65/391 [==========>......................................................] Step: 408ms | Tot: 26s830ms | Loss: 0.623 | Acc: 78.670% (6646/8448) 66/391 [==========>......................................................] Step: 414ms | Tot: 27s244ms | Loss: 0.623 | Acc: 78.661% (6746/8576) 67/391 [===========>.....................................................] Step: 412ms | Tot: 27s657ms | Loss: 0.623 | Acc: 78.665% (6847/8704) 68/391 [===========>.....................................................] Step: 421ms | Tot: 28s78ms | Loss: 0.622 | Acc: 78.668% (6948/8832) 69/391 [===========>.....................................................] Step: 405ms | Tot: 28s484ms | Loss: 0.621 | Acc: 78.739% (7055/8960) 70/391 [===========>.....................................................] Step: 410ms | Tot: 28s894ms | Loss: 0.619 | Acc: 78.763% (7158/9088) 71/391 [===========>.....................................................] Step: 405ms | Tot: 29s300ms | Loss: 0.618 | Acc: 78.885% (7270/9216) 72/391 [===========>.....................................................] Step: 417ms | Tot: 29s718ms | Loss: 0.620 | Acc: 78.831% (7366/9344) 73/391 [============>....................................................] Step: 404ms | Tot: 30s122ms | Loss: 0.618 | Acc: 78.927% (7476/9472) 74/391 [============>....................................................] Step: 409ms | Tot: 30s531ms | Loss: 0.620 | Acc: 78.875% (7572/9600) 75/391 [============>....................................................] Step: 414ms | Tot: 30s946ms | Loss: 0.620 | Acc: 78.845% (7670/9728) 76/391 [============>....................................................] Step: 410ms | Tot: 31s357ms | Loss: 0.619 | Acc: 78.835% (7770/9856) 77/391 [============>....................................................] Step: 418ms | Tot: 31s776ms | Loss: 0.621 | Acc: 78.776% (7865/9984) 78/391 [============>....................................................] Step: 414ms | Tot: 32s190ms | Loss: 0.621 | Acc: 78.768% (7965/10112) 79/391 [=============>...................................................] Step: 416ms | Tot: 32s607ms | Loss: 0.621 | Acc: 78.750% (8064/10240) 80/391 [=============>...................................................] Step: 399ms | Tot: 33s6ms | Loss: 0.620 | Acc: 78.752% (8165/10368) 81/391 [=============>...................................................] Step: 408ms | Tot: 33s414ms | Loss: 0.619 | Acc: 78.773% (8268/10496) 82/391 [=============>...................................................] Step: 408ms | Tot: 33s822ms | Loss: 0.617 | Acc: 78.831% (8375/10624) 83/391 [=============>...................................................] Step: 410ms | Tot: 34s232ms | Loss: 0.616 | Acc: 78.860% (8479/10752) 84/391 [=============>...................................................] Step: 398ms | Tot: 34s631ms | Loss: 0.618 | Acc: 78.768% (8570/10880) 85/391 [==============>..................................................] Step: 404ms | Tot: 35s35ms | Loss: 0.618 | Acc: 78.752% (8669/11008) 86/391 [==============>..................................................] Step: 417ms | Tot: 35s452ms | Loss: 0.617 | Acc: 78.781% (8773/11136) 87/391 [==============>..................................................] Step: 410ms | Tot: 35s863ms | Loss: 0.618 | Acc: 78.791% (8875/11264) 88/391 [==============>..................................................] Step: 410ms | Tot: 36s273ms | Loss: 0.618 | Acc: 78.792% (8976/11392) 89/391 [==============>..................................................] Step: 412ms | Tot: 36s686ms | Loss: 0.618 | Acc: 78.819% (9080/11520) 90/391 [==============>..................................................] Step: 411ms | Tot: 37s97ms | Loss: 0.617 | Acc: 78.820% (9181/11648) 91/391 [===============>.................................................] Step: 410ms | Tot: 37s508ms | Loss: 0.615 | Acc: 78.838% (9284/11776) 92/391 [===============>.................................................] Step: 408ms | Tot: 37s917ms | Loss: 0.617 | Acc: 78.763% (9376/11904) 93/391 [===============>.................................................] Step: 412ms | Tot: 38s330ms | Loss: 0.617 | Acc: 78.765% (9477/12032) 94/391 [===============>.................................................] Step: 408ms | Tot: 38s738ms | Loss: 0.616 | Acc: 78.766% (9578/12160) 95/391 [===============>.................................................] Step: 423ms | Tot: 39s161ms | Loss: 0.616 | Acc: 78.760% (9678/12288) 96/391 [===============>.................................................] Step: 412ms | Tot: 39s573ms | Loss: 0.617 | Acc: 78.753% (9778/12416) 97/391 [================>................................................] Step: 418ms | Tot: 39s992ms | Loss: 0.617 | Acc: 78.771% (9881/12544) 98/391 [================>................................................] Step: 408ms | Tot: 40s401ms | Loss: 0.617 | Acc: 78.733% (9977/12672) 99/391 [================>................................................] Step: 405ms | Tot: 40s806ms | Loss: 0.619 | Acc: 78.688% (10072/12800) 100/391 [================>................................................] Step: 415ms | Tot: 41s221ms | Loss: 0.619 | Acc: 78.659% (10169/12928) 101/391 [================>................................................] Step: 405ms | Tot: 41s627ms | Loss: 0.619 | Acc: 78.638% (10267/13056) 102/391 [================>................................................] Step: 414ms | Tot: 42s41ms | Loss: 0.618 | Acc: 78.671% (10372/13184) 103/391 [=================>...............................................] Step: 416ms | Tot: 42s458ms | Loss: 0.617 | Acc: 78.696% (10476/13312) 104/391 [=================>...............................................] Step: 419ms | Tot: 42s878ms | Loss: 0.618 | Acc: 78.683% (10575/13440) 105/391 [=================>...............................................] Step: 412ms | Tot: 43s290ms | Loss: 0.618 | Acc: 78.634% (10669/13568) 106/391 [=================>...............................................] Step: 408ms | Tot: 43s699ms | Loss: 0.617 | Acc: 78.695% (10778/13696) 107/391 [=================>...............................................] Step: 412ms | Tot: 44s112ms | Loss: 0.617 | Acc: 78.733% (10884/13824) 108/391 [=================>...............................................] Step: 413ms | Tot: 44s525ms | Loss: 0.617 | Acc: 78.720% (10983/13952) 109/391 [==================>..............................................] Step: 405ms | Tot: 44s930ms | Loss: 0.618 | Acc: 78.643% (11073/14080) 110/391 [==================>..............................................] Step: 404ms | Tot: 45s335ms | Loss: 0.618 | Acc: 78.688% (11180/14208) 111/391 [==================>..............................................] Step: 399ms | Tot: 45s735ms | Loss: 0.619 | Acc: 78.669% (11278/14336) 112/391 [==================>..............................................] Step: 410ms | Tot: 46s145ms | Loss: 0.620 | Acc: 78.644% (11375/14464) 113/391 [==================>..............................................] Step: 419ms | Tot: 46s565ms | Loss: 0.618 | Acc: 78.694% (11483/14592) 114/391 [==================>..............................................] Step: 414ms | Tot: 46s979ms | Loss: 0.618 | Acc: 78.736% (11590/14720) 115/391 [===================>.............................................] Step: 414ms | Tot: 47s393ms | Loss: 0.620 | Acc: 78.650% (11678/14848) 116/391 [===================>.............................................] Step: 413ms | Tot: 47s807ms | Loss: 0.620 | Acc: 78.639% (11777/14976) 117/391 [===================>.............................................] Step: 409ms | Tot: 48s216ms | Loss: 0.621 | Acc: 78.602% (11872/15104) 118/391 [===================>.............................................] Step: 411ms | Tot: 48s628ms | Loss: 0.620 | Acc: 78.631% (11977/15232) 119/391 [===================>.............................................] Step: 412ms | Tot: 49s40ms | Loss: 0.620 | Acc: 78.626% (12077/15360) 120/391 [===================>.............................................] Step: 410ms | Tot: 49s450ms | Loss: 0.620 | Acc: 78.622% (12177/15488) 121/391 [====================>............................................] Step: 408ms | Tot: 49s859ms | Loss: 0.620 | Acc: 78.644% (12281/15616) 122/391 [====================>............................................] Step: 425ms | Tot: 50s285ms | Loss: 0.622 | Acc: 78.576% (12371/15744) 123/391 [====================>............................................] Step: 415ms | Tot: 50s701ms | Loss: 0.621 | Acc: 78.566% (12470/15872) 124/391 [====================>............................................] Step: 413ms | Tot: 51s114ms | Loss: 0.620 | Acc: 78.562% (12570/16000) 125/391 [====================>............................................] Step: 412ms | Tot: 51s526ms | Loss: 0.621 | Acc: 78.540% (12667/16128) 126/391 [====================>............................................] Step: 406ms | Tot: 51s933ms | Loss: 0.620 | Acc: 78.568% (12772/16256) 127/391 [=====================>...........................................] Step: 407ms | Tot: 52s340ms | Loss: 0.621 | Acc: 78.516% (12864/16384) 128/391 [=====================>...........................................] Step: 408ms | Tot: 52s749ms | Loss: 0.622 | Acc: 78.470% (12957/16512) 129/391 [=====================>...........................................] Step: 412ms | Tot: 53s162ms | Loss: 0.621 | Acc: 78.486% (13060/16640) 130/391 [=====================>...........................................] Step: 409ms | Tot: 53s571ms | Loss: 0.621 | Acc: 78.495% (13162/16768) 131/391 [=====================>...........................................] Step: 414ms | Tot: 53s986ms | Loss: 0.622 | Acc: 78.451% (13255/16896) 132/391 [=====================>...........................................] Step: 405ms | Tot: 54s392ms | Loss: 0.622 | Acc: 78.436% (13353/17024) 133/391 [======================>..........................................] Step: 407ms | Tot: 54s799ms | Loss: 0.623 | Acc: 78.405% (13448/17152) 134/391 [======================>..........................................] Step: 406ms | Tot: 55s206ms | Loss: 0.623 | Acc: 78.420% (13551/17280) 135/391 [======================>..........................................] Step: 412ms | Tot: 55s618ms | Loss: 0.624 | Acc: 78.361% (13641/17408) 136/391 [======================>..........................................] Step: 411ms | Tot: 56s30ms | Loss: 0.624 | Acc: 78.359% (13741/17536) 137/391 [======================>..........................................] Step: 411ms | Tot: 56s442ms | Loss: 0.625 | Acc: 78.351% (13840/17664) 138/391 [======================>..........................................] Step: 406ms | Tot: 56s848ms | Loss: 0.624 | Acc: 78.350% (13940/17792) 139/391 [=======================>.........................................] Step: 412ms | Tot: 57s261ms | Loss: 0.624 | Acc: 78.387% (14047/17920) 140/391 [=======================>.........................................] Step: 421ms | Tot: 57s682ms | Loss: 0.624 | Acc: 78.396% (14149/18048) 141/391 [=======================>.........................................] Step: 417ms | Tot: 58s100ms | Loss: 0.623 | Acc: 78.439% (14257/18176) 142/391 [=======================>.........................................] Step: 410ms | Tot: 58s510ms | Loss: 0.623 | Acc: 78.447% (14359/18304) 143/391 [=======================>.........................................] Step: 413ms | Tot: 58s923ms | Loss: 0.623 | Acc: 78.402% (14451/18432) 144/391 [=======================>.........................................] Step: 408ms | Tot: 59s332ms | Loss: 0.623 | Acc: 78.400% (14551/18560) 145/391 [========================>........................................] Step: 409ms | Tot: 59s741ms | Loss: 0.623 | Acc: 78.371% (14646/18688) 146/391 [========================>........................................] Step: 411ms | Tot: 1m153ms | Loss: 0.624 | Acc: 78.338% (14740/18816) 147/391 [========================>........................................] Step: 409ms | Tot: 1m562ms | Loss: 0.625 | Acc: 78.347% (14842/18944) 148/391 [========================>........................................] Step: 417ms | Tot: 1m980ms | Loss: 0.624 | Acc: 78.387% (14950/19072) 149/391 [========================>........................................] Step: 416ms | Tot: 1m1s | Loss: 0.624 | Acc: 78.375% (15048/19200) 150/391 [========================>........................................] Step: 416ms | Tot: 1m1s | Loss: 0.625 | Acc: 78.342% (15142/19328) 151/391 [=========================>.......................................] Step: 413ms | Tot: 1m2s | Loss: 0.625 | Acc: 78.356% (15245/19456) 152/391 [=========================>.......................................] Step: 413ms | Tot: 1m2s | Loss: 0.626 | Acc: 78.314% (15337/19584) 153/391 [=========================>.......................................] Step: 409ms | Tot: 1m3s | Loss: 0.626 | Acc: 78.348% (15444/19712) 154/391 [=========================>.......................................] Step: 408ms | Tot: 1m3s | Loss: 0.626 | Acc: 78.362% (15547/19840) 155/391 [=========================>.......................................] Step: 408ms | Tot: 1m3s | Loss: 0.625 | Acc: 78.370% (15649/19968) 156/391 [=========================>.......................................] Step: 406ms | Tot: 1m4s | Loss: 0.625 | Acc: 78.369% (15749/20096) 157/391 [==========================>......................................] Step: 414ms | Tot: 1m4s | Loss: 0.626 | Acc: 78.328% (15841/20224) 158/391 [==========================>......................................] Step: 417ms | Tot: 1m5s | Loss: 0.626 | Acc: 78.326% (15941/20352) 159/391 [==========================>......................................] Step: 419ms | Tot: 1m5s | Loss: 0.627 | Acc: 78.291% (16034/20480) 160/391 [==========================>......................................] Step: 413ms | Tot: 1m5s | Loss: 0.627 | Acc: 78.275% (16131/20608) 161/391 [==========================>......................................] Step: 413ms | Tot: 1m6s | Loss: 0.627 | Acc: 78.270% (16230/20736) 162/391 [==========================>......................................] Step: 408ms | Tot: 1m6s | Loss: 0.627 | Acc: 78.283% (16333/20864) 163/391 [===========================>.....................................] Step: 415ms | Tot: 1m7s | Loss: 0.627 | Acc: 78.292% (16435/20992) 164/391 [===========================>.....................................] Step: 409ms | Tot: 1m7s | Loss: 0.628 | Acc: 78.258% (16528/21120) 165/391 [===========================>.....................................] Step: 414ms | Tot: 1m7s | Loss: 0.628 | Acc: 78.247% (16626/21248) 166/391 [===========================>.....................................] Step: 419ms | Tot: 1m8s | Loss: 0.628 | Acc: 78.242% (16725/21376) 167/391 [===========================>.....................................] Step: 418ms | Tot: 1m8s | Loss: 0.628 | Acc: 78.260% (16829/21504) 168/391 [===========================>.....................................] Step: 417ms | Tot: 1m9s | Loss: 0.628 | Acc: 78.250% (16927/21632) 169/391 [============================>....................................] Step: 411ms | Tot: 1m9s | Loss: 0.628 | Acc: 78.272% (17032/21760) 170/391 [============================>....................................] Step: 406ms | Tot: 1m10s | Loss: 0.628 | Acc: 78.262% (17130/21888) 171/391 [============================>....................................] Step: 407ms | Tot: 1m10s | Loss: 0.627 | Acc: 78.298% (17238/22016) 172/391 [============================>....................................] Step: 406ms | Tot: 1m10s | Loss: 0.628 | Acc: 78.270% (17332/22144) 173/391 [============================>....................................] Step: 412ms | Tot: 1m11s | Loss: 0.628 | Acc: 78.278% (17434/22272) 174/391 [============================>....................................] Step: 406ms | Tot: 1m11s | Loss: 0.627 | Acc: 78.304% (17540/22400) 175/391 [=============================>...................................] Step: 413ms | Tot: 1m12s | Loss: 0.627 | Acc: 78.311% (17642/22528) 176/391 [=============================>...................................] Step: 415ms | Tot: 1m12s | Loss: 0.627 | Acc: 78.324% (17745/22656) 177/391 [=============================>...................................] Step: 414ms | Tot: 1m12s | Loss: 0.628 | Acc: 78.305% (17841/22784) 178/391 [=============================>...................................] Step: 410ms | Tot: 1m13s | Loss: 0.628 | Acc: 78.282% (17936/22912) 179/391 [=============================>...................................] Step: 411ms | Tot: 1m13s | Loss: 0.629 | Acc: 78.303% (18041/23040) 180/391 [=============================>...................................] Step: 414ms | Tot: 1m14s | Loss: 0.629 | Acc: 78.289% (18138/23168) 181/391 [==============================>..................................] Step: 408ms | Tot: 1m14s | Loss: 0.628 | Acc: 78.288% (18238/23296) 182/391 [==============================>..................................] Step: 411ms | Tot: 1m15s | Loss: 0.628 | Acc: 78.300% (18341/23424) 183/391 [==============================>..................................] Step: 411ms | Tot: 1m15s | Loss: 0.628 | Acc: 78.316% (18445/23552) 184/391 [==============================>..................................] Step: 408ms | Tot: 1m15s | Loss: 0.629 | Acc: 78.294% (18540/23680) 185/391 [==============================>..................................] Step: 421ms | Tot: 1m16s | Loss: 0.629 | Acc: 78.297% (18641/23808) 186/391 [==============================>..................................] Step: 406ms | Tot: 1m16s | Loss: 0.629 | Acc: 78.292% (18740/23936) 187/391 [===============================>.................................] Step: 409ms | Tot: 1m17s | Loss: 0.629 | Acc: 78.291% (18840/24064) 188/391 [===============================>.................................] Step: 409ms | Tot: 1m17s | Loss: 0.629 | Acc: 78.294% (18941/24192) 189/391 [===============================>.................................] Step: 409ms | Tot: 1m17s | Loss: 0.630 | Acc: 78.269% (19035/24320) 190/391 [===============================>.................................] Step: 411ms | Tot: 1m18s | Loss: 0.630 | Acc: 78.276% (19137/24448) 191/391 [===============================>.................................] Step: 409ms | Tot: 1m18s | Loss: 0.630 | Acc: 78.271% (19236/24576) 192/391 [===============================>.................................] Step: 408ms | Tot: 1m19s | Loss: 0.629 | Acc: 78.271% (19336/24704) 193/391 [================================>................................] Step: 410ms | Tot: 1m19s | Loss: 0.630 | Acc: 78.234% (19427/24832) 194/391 [================================>................................] Step: 414ms | Tot: 1m19s | Loss: 0.630 | Acc: 78.237% (19528/24960) 195/391 [================================>................................] Step: 417ms | Tot: 1m20s | Loss: 0.631 | Acc: 78.209% (19621/25088) 196/391 [================================>................................] Step: 412ms | Tot: 1m20s | Loss: 0.631 | Acc: 78.208% (19721/25216) 197/391 [================================>................................] Step: 414ms | Tot: 1m21s | Loss: 0.631 | Acc: 78.224% (19825/25344) 198/391 [================================>................................] Step: 409ms | Tot: 1m21s | Loss: 0.630 | Acc: 78.243% (19930/25472) 199/391 [=================================>...............................] Step: 407ms | Tot: 1m21s | Loss: 0.630 | Acc: 78.246% (20031/25600) 200/391 [=================================>...............................] Step: 410ms | Tot: 1m22s | Loss: 0.630 | Acc: 78.245% (20131/25728) 201/391 [=================================>...............................] Step: 407ms | Tot: 1m22s | Loss: 0.631 | Acc: 78.241% (20230/25856) 202/391 [=================================>...............................] Step: 409ms | Tot: 1m23s | Loss: 0.631 | Acc: 78.206% (20321/25984) 203/391 [=================================>...............................] Step: 425ms | Tot: 1m23s | Loss: 0.632 | Acc: 78.175% (20413/26112) 204/391 [=================================>...............................] Step: 405ms | Tot: 1m24s | Loss: 0.631 | Acc: 78.197% (20519/26240) 205/391 [==================================>..............................] Step: 411ms | Tot: 1m24s | Loss: 0.632 | Acc: 78.171% (20612/26368) 206/391 [==================================>..............................] Step: 410ms | Tot: 1m24s | Loss: 0.632 | Acc: 78.148% (20706/26496) 207/391 [==================================>..............................] Step: 405ms | Tot: 1m25s | Loss: 0.632 | Acc: 78.170% (20812/26624) 208/391 [==================================>..............................] Step: 407ms | Tot: 1m25s | Loss: 0.632 | Acc: 78.189% (20917/26752) 209/391 [==================================>..............................] Step: 408ms | Tot: 1m26s | Loss: 0.632 | Acc: 78.181% (21015/26880) 210/391 [==================================>..............................] Step: 414ms | Tot: 1m26s | Loss: 0.633 | Acc: 78.155% (21108/27008) 211/391 [===================================>.............................] Step: 414ms | Tot: 1m26s | Loss: 0.633 | Acc: 78.140% (21204/27136) 212/391 [===================================>.............................] Step: 414ms | Tot: 1m27s | Loss: 0.633 | Acc: 78.136% (21303/27264) 213/391 [===================================>.............................] Step: 417ms | Tot: 1m27s | Loss: 0.632 | Acc: 78.165% (21411/27392) 214/391 [===================================>.............................] Step: 405ms | Tot: 1m28s | Loss: 0.632 | Acc: 78.176% (21514/27520) 215/391 [===================================>.............................] Step: 413ms | Tot: 1m28s | Loss: 0.631 | Acc: 78.197% (21620/27648) 216/391 [===================================>.............................] Step: 411ms | Tot: 1m28s | Loss: 0.631 | Acc: 78.193% (21719/27776) 217/391 [====================================>............................] Step: 405ms | Tot: 1m29s | Loss: 0.631 | Acc: 78.218% (21826/27904) 218/391 [====================================>............................] Step: 407ms | Tot: 1m29s | Loss: 0.631 | Acc: 78.232% (21930/28032) 219/391 [====================================>............................] Step: 413ms | Tot: 1m30s | Loss: 0.630 | Acc: 78.246% (22034/28160) 220/391 [====================================>............................] Step: 416ms | Tot: 1m30s | Loss: 0.630 | Acc: 78.252% (22136/28288) 221/391 [====================================>............................] Step: 418ms | Tot: 1m31s | Loss: 0.631 | Acc: 78.227% (22229/28416) 222/391 [====================================>............................] Step: 420ms | Tot: 1m31s | Loss: 0.630 | Acc: 78.248% (22335/28544) 223/391 [=====================================>...........................] Step: 408ms | Tot: 1m31s | Loss: 0.631 | Acc: 78.230% (22430/28672) 224/391 [=====================================>...........................] Step: 410ms | Tot: 1m32s | Loss: 0.631 | Acc: 78.236% (22532/28800) 225/391 [=====================================>...........................] Step: 404ms | Tot: 1m32s | Loss: 0.630 | Acc: 78.256% (22638/28928) 226/391 [=====================================>...........................] Step: 407ms | Tot: 1m33s | Loss: 0.630 | Acc: 78.263% (22740/29056) 227/391 [=====================================>...........................] Step: 409ms | Tot: 1m33s | Loss: 0.630 | Acc: 78.269% (22842/29184) 228/391 [=====================================>...........................] Step: 410ms | Tot: 1m33s | Loss: 0.630 | Acc: 78.272% (22943/29312) 229/391 [======================================>..........................] Step: 412ms | Tot: 1m34s | Loss: 0.630 | Acc: 78.278% (23045/29440) 230/391 [======================================>..........................] Step: 419ms | Tot: 1m34s | Loss: 0.630 | Acc: 78.270% (23143/29568) 231/391 [======================================>..........................] Step: 409ms | Tot: 1m35s | Loss: 0.631 | Acc: 78.256% (23239/29696) 232/391 [======================================>..........................] Step: 410ms | Tot: 1m35s | Loss: 0.631 | Acc: 78.249% (23337/29824) 233/391 [======================================>..........................] Step: 413ms | Tot: 1m35s | Loss: 0.631 | Acc: 78.242% (23435/29952) 234/391 [======================================>..........................] Step: 407ms | Tot: 1m36s | Loss: 0.630 | Acc: 78.261% (23541/30080) 235/391 [=======================================>.........................] Step: 409ms | Tot: 1m36s | Loss: 0.630 | Acc: 78.264% (23642/30208) 236/391 [=======================================>.........................] Step: 413ms | Tot: 1m37s | Loss: 0.629 | Acc: 78.280% (23747/30336) 237/391 [=======================================>.........................] Step: 412ms | Tot: 1m37s | Loss: 0.630 | Acc: 78.273% (23845/30464) 238/391 [=======================================>.........................] Step: 411ms | Tot: 1m38s | Loss: 0.630 | Acc: 78.256% (23940/30592) 239/391 [=======================================>.........................] Step: 420ms | Tot: 1m38s | Loss: 0.629 | Acc: 78.258% (24041/30720) 240/391 [=======================================>.........................] Step: 413ms | Tot: 1m38s | Loss: 0.630 | Acc: 78.251% (24139/30848) 241/391 [========================================>........................] Step: 407ms | Tot: 1m39s | Loss: 0.629 | Acc: 78.267% (24244/30976) 242/391 [========================================>........................] Step: 409ms | Tot: 1m39s | Loss: 0.629 | Acc: 78.289% (24351/31104) 243/391 [========================================>........................] Step: 413ms | Tot: 1m40s | Loss: 0.629 | Acc: 78.275% (24447/31232) 244/391 [========================================>........................] Step: 409ms | Tot: 1m40s | Loss: 0.629 | Acc: 78.256% (24541/31360) 245/391 [========================================>........................] Step: 410ms | Tot: 1m40s | Loss: 0.628 | Acc: 78.284% (24650/31488) 246/391 [========================================>........................] Step: 409ms | Tot: 1m41s | Loss: 0.628 | Acc: 78.308% (24758/31616) 247/391 [=========================================>.......................] Step: 408ms | Tot: 1m41s | Loss: 0.628 | Acc: 78.289% (24852/31744) 248/391 [=========================================>.......................] Step: 417ms | Tot: 1m42s | Loss: 0.629 | Acc: 78.276% (24948/31872) 249/391 [=========================================>.......................] Step: 413ms | Tot: 1m42s | Loss: 0.629 | Acc: 78.263% (25044/32000) 250/391 [=========================================>.......................] Step: 408ms | Tot: 1m42s | Loss: 0.628 | Acc: 78.287% (25152/32128) 251/391 [=========================================>.......................] Step: 417ms | Tot: 1m43s | Loss: 0.627 | Acc: 78.308% (25259/32256) 252/391 [=========================================>.......................] Step: 408ms | Tot: 1m43s | Loss: 0.627 | Acc: 78.298% (25356/32384) 253/391 [==========================================>......................] Step: 411ms | Tot: 1m44s | Loss: 0.628 | Acc: 78.291% (25454/32512) 254/391 [==========================================>......................] Step: 402ms | Tot: 1m44s | Loss: 0.628 | Acc: 78.287% (25553/32640) 255/391 [==========================================>......................] Step: 408ms | Tot: 1m45s | Loss: 0.628 | Acc: 78.296% (25656/32768) 256/391 [==========================================>......................] Step: 402ms | Tot: 1m45s | Loss: 0.629 | Acc: 78.265% (25746/32896) 257/391 [==========================================>......................] Step: 416ms | Tot: 1m45s | Loss: 0.628 | Acc: 78.295% (25856/33024) 258/391 [==========================================>......................] Step: 407ms | Tot: 1m46s | Loss: 0.627 | Acc: 78.309% (25961/33152) 259/391 [===========================================>.....................] Step: 408ms | Tot: 1m46s | Loss: 0.629 | Acc: 78.272% (26049/33280) 260/391 [===========================================>.....................] Step: 411ms | Tot: 1m47s | Loss: 0.628 | Acc: 78.278% (26151/33408) 261/391 [===========================================>.....................] Step: 407ms | Tot: 1m47s | Loss: 0.629 | Acc: 78.253% (26243/33536) 262/391 [===========================================>.....................] Step: 408ms | Tot: 1m47s | Loss: 0.629 | Acc: 78.276% (26351/33664) 263/391 [===========================================>.....................] Step: 408ms | Tot: 1m48s | Loss: 0.629 | Acc: 78.264% (26447/33792) 264/391 [===========================================>.....................] Step: 407ms | Tot: 1m48s | Loss: 0.629 | Acc: 78.284% (26554/33920) 265/391 [============================================>....................] Step: 410ms | Tot: 1m49s | Loss: 0.629 | Acc: 78.287% (26655/34048) 266/391 [============================================>....................] Step: 415ms | Tot: 1m49s | Loss: 0.628 | Acc: 78.303% (26761/34176) 267/391 [============================================>....................] Step: 414ms | Tot: 1m49s | Loss: 0.628 | Acc: 78.309% (26863/34304) 268/391 [============================================>....................] Step: 407ms | Tot: 1m50s | Loss: 0.628 | Acc: 78.314% (26965/34432) 269/391 [============================================>....................] Step: 408ms | Tot: 1m50s | Loss: 0.628 | Acc: 78.330% (27071/34560) 270/391 [============================================>....................] Step: 412ms | Tot: 1m51s | Loss: 0.628 | Acc: 78.304% (27162/34688) 271/391 [=============================================>...................] Step: 415ms | Tot: 1m51s | Loss: 0.628 | Acc: 78.300% (27261/34816) 272/391 [=============================================>...................] Step: 407ms | Tot: 1m52s | Loss: 0.628 | Acc: 78.328% (27371/34944) 273/391 [=============================================>...................] Step: 411ms | Tot: 1m52s | Loss: 0.627 | Acc: 78.336% (27474/35072) 274/391 [=============================================>...................] Step: 415ms | Tot: 1m52s | Loss: 0.628 | Acc: 78.327% (27571/35200) 275/391 [=============================================>...................] Step: 418ms | Tot: 1m53s | Loss: 0.628 | Acc: 78.340% (27676/35328) 276/391 [=============================================>...................] Step: 415ms | Tot: 1m53s | Loss: 0.628 | Acc: 78.331% (27773/35456) 277/391 [==============================================>..................] Step: 410ms | Tot: 1m54s | Loss: 0.627 | Acc: 78.341% (27877/35584) 278/391 [==============================================>..................] Step: 416ms | Tot: 1m54s | Loss: 0.627 | Acc: 78.341% (27977/35712) 279/391 [==============================================>..................] Step: 410ms | Tot: 1m54s | Loss: 0.627 | Acc: 78.343% (28078/35840) 280/391 [==============================================>..................] Step: 409ms | Tot: 1m55s | Loss: 0.627 | Acc: 78.353% (28182/35968) 281/391 [==============================================>..................] Step: 402ms | Tot: 1m55s | Loss: 0.627 | Acc: 78.360% (28285/36096) 282/391 [==============================================>..................] Step: 410ms | Tot: 1m56s | Loss: 0.627 | Acc: 78.368% (28388/36224) 283/391 [===============================================>.................] Step: 406ms | Tot: 1m56s | Loss: 0.627 | Acc: 78.384% (28494/36352) 284/391 [===============================================>.................] Step: 416ms | Tot: 1m56s | Loss: 0.627 | Acc: 78.380% (28593/36480) 285/391 [===============================================>.................] Step: 407ms | Tot: 1m57s | Loss: 0.627 | Acc: 78.371% (28690/36608) 286/391 [===============================================>.................] Step: 407ms | Tot: 1m57s | Loss: 0.626 | Acc: 78.384% (28795/36736) 287/391 [===============================================>.................] Step: 400ms | Tot: 1m58s | Loss: 0.626 | Acc: 78.394% (28899/36864) 288/391 [===============================================>.................] Step: 402ms | Tot: 1m58s | Loss: 0.626 | Acc: 78.401% (29002/36992) 289/391 [================================================>................] Step: 411ms | Tot: 1m58s | Loss: 0.626 | Acc: 78.405% (29104/37120) 290/391 [================================================>................] Step: 408ms | Tot: 1m59s | Loss: 0.626 | Acc: 78.388% (29198/37248) 291/391 [================================================>................] Step: 409ms | Tot: 1m59s | Loss: 0.626 | Acc: 78.398% (29302/37376) 292/391 [================================================>................] Step: 411ms | Tot: 2m210ms | Loss: 0.626 | Acc: 78.397% (29402/37504) 293/391 [================================================>................] Step: 420ms | Tot: 2m630ms | Loss: 0.626 | Acc: 78.401% (29504/37632) 294/391 [================================================>................] Step: 415ms | Tot: 2m1s | Loss: 0.626 | Acc: 78.411% (29608/37760) 295/391 [=================================================>...............] Step: 407ms | Tot: 2m1s | Loss: 0.625 | Acc: 78.418% (29711/37888) 296/391 [=================================================>...............] Step: 405ms | Tot: 2m1s | Loss: 0.625 | Acc: 78.412% (29809/38016) 297/391 [=================================================>...............] Step: 414ms | Tot: 2m2s | Loss: 0.625 | Acc: 78.424% (29914/38144) 298/391 [=================================================>...............] Step: 408ms | Tot: 2m2s | Loss: 0.625 | Acc: 78.425% (30015/38272) 299/391 [=================================================>...............] Step: 415ms | Tot: 2m3s | Loss: 0.625 | Acc: 78.438% (30120/38400) 300/391 [=================================================>...............] Step: 411ms | Tot: 2m3s | Loss: 0.625 | Acc: 78.442% (30222/38528) 301/391 [==================================================>..............] Step: 416ms | Tot: 2m3s | Loss: 0.625 | Acc: 78.438% (30321/38656) 302/391 [==================================================>..............] Step: 422ms | Tot: 2m4s | Loss: 0.624 | Acc: 78.452% (30427/38784) 303/391 [==================================================>..............] Step: 415ms | Tot: 2m4s | Loss: 0.624 | Acc: 78.457% (30529/38912) 304/391 [==================================================>..............] Step: 417ms | Tot: 2m5s | Loss: 0.624 | Acc: 78.468% (30634/39040) 305/391 [==================================================>..............] Step: 410ms | Tot: 2m5s | Loss: 0.624 | Acc: 78.470% (30735/39168) 306/391 [==================================================>..............] Step: 411ms | Tot: 2m6s | Loss: 0.623 | Acc: 78.491% (30844/39296) 307/391 [===================================================>.............] Step: 413ms | Tot: 2m6s | Loss: 0.624 | Acc: 78.470% (30936/39424) 308/391 [===================================================>.............] Step: 411ms | Tot: 2m6s | Loss: 0.624 | Acc: 78.471% (31037/39552) 309/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.624 | Acc: 78.470% (31137/39680) 310/391 [===================================================>.............] Step: 413ms | Tot: 2m7s | Loss: 0.624 | Acc: 78.469% (31237/39808) 311/391 [===================================================>.............] Step: 418ms | Tot: 2m8s | Loss: 0.624 | Acc: 78.478% (31341/39936) 312/391 [===================================================>.............] Step: 412ms | Tot: 2m8s | Loss: 0.623 | Acc: 78.487% (31445/40064) 313/391 [====================================================>............] Step: 414ms | Tot: 2m8s | Loss: 0.624 | Acc: 78.483% (31544/40192) 314/391 [====================================================>............] Step: 414ms | Tot: 2m9s | Loss: 0.624 | Acc: 78.460% (31635/40320) 315/391 [====================================================>............] Step: 405ms | Tot: 2m9s | Loss: 0.624 | Acc: 78.486% (31746/40448) 316/391 [====================================================>............] Step: 404ms | Tot: 2m10s | Loss: 0.624 | Acc: 78.470% (31840/40576) 317/391 [====================================================>............] Step: 402ms | Tot: 2m10s | Loss: 0.624 | Acc: 78.464% (31938/40704) 318/391 [====================================================>............] Step: 405ms | Tot: 2m10s | Loss: 0.624 | Acc: 78.461% (32037/40832) 319/391 [=====================================================>...........] Step: 402ms | Tot: 2m11s | Loss: 0.625 | Acc: 78.435% (32127/40960) 320/391 [=====================================================>...........] Step: 416ms | Tot: 2m11s | Loss: 0.625 | Acc: 78.439% (32229/41088) 321/391 [=====================================================>...........] Step: 411ms | Tot: 2m12s | Loss: 0.625 | Acc: 78.421% (32322/41216) 322/391 [=====================================================>...........] Step: 411ms | Tot: 2m12s | Loss: 0.625 | Acc: 78.418% (32421/41344) 323/391 [=====================================================>...........] Step: 403ms | Tot: 2m12s | Loss: 0.625 | Acc: 78.429% (32526/41472) 324/391 [=====================================================>...........] Step: 410ms | Tot: 2m13s | Loss: 0.625 | Acc: 78.435% (32629/41600) 325/391 [======================================================>..........] Step: 409ms | Tot: 2m13s | Loss: 0.625 | Acc: 78.415% (32721/41728) 326/391 [======================================================>..........] Step: 411ms | Tot: 2m14s | Loss: 0.625 | Acc: 78.400% (32815/41856) 327/391 [======================================================>..........] Step: 408ms | Tot: 2m14s | Loss: 0.625 | Acc: 78.404% (32917/41984) 328/391 [======================================================>..........] Step: 410ms | Tot: 2m15s | Loss: 0.625 | Acc: 78.412% (33021/42112) 329/391 [======================================================>..........] Step: 414ms | Tot: 2m15s | Loss: 0.625 | Acc: 78.426% (33127/42240) 330/391 [======================================================>..........] Step: 409ms | Tot: 2m15s | Loss: 0.625 | Acc: 78.429% (33229/42368) 331/391 [=======================================================>.........] Step: 408ms | Tot: 2m16s | Loss: 0.625 | Acc: 78.431% (33330/42496) 332/391 [=======================================================>.........] Step: 405ms | Tot: 2m16s | Loss: 0.625 | Acc: 78.423% (33427/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m17s | Loss: 0.625 | Acc: 78.417% (33525/42752) 334/391 [=======================================================>.........] Step: 407ms | Tot: 2m17s | Loss: 0.626 | Acc: 78.410% (33622/42880) 335/391 [=======================================================>.........] Step: 409ms | Tot: 2m17s | Loss: 0.626 | Acc: 78.418% (33726/43008) 336/391 [=======================================================>.........] Step: 403ms | Tot: 2m18s | Loss: 0.626 | Acc: 78.408% (33822/43136) 337/391 [========================================================>........] Step: 404ms | Tot: 2m18s | Loss: 0.626 | Acc: 78.419% (33927/43264) 338/391 [========================================================>........] Step: 417ms | Tot: 2m19s | Loss: 0.625 | Acc: 78.429% (34032/43392) 339/391 [========================================================>........] Step: 400ms | Tot: 2m19s | Loss: 0.625 | Acc: 78.419% (34128/43520) 340/391 [========================================================>........] Step: 410ms | Tot: 2m19s | Loss: 0.626 | Acc: 78.414% (34226/43648) 341/391 [========================================================>........] Step: 396ms | Tot: 2m20s | Loss: 0.626 | Acc: 78.415% (34327/43776) 342/391 [========================================================>........] Step: 417ms | Tot: 2m20s | Loss: 0.625 | Acc: 78.417% (34428/43904) 343/391 [=========================================================>.......] Step: 410ms | Tot: 2m21s | Loss: 0.625 | Acc: 78.420% (34530/44032) 344/391 [=========================================================>.......] Step: 410ms | Tot: 2m21s | Loss: 0.626 | Acc: 78.415% (34628/44160) 345/391 [=========================================================>.......] Step: 407ms | Tot: 2m21s | Loss: 0.626 | Acc: 78.405% (34724/44288) 346/391 [=========================================================>.......] Step: 411ms | Tot: 2m22s | Loss: 0.626 | Acc: 78.411% (34827/44416) 347/391 [=========================================================>.......] Step: 417ms | Tot: 2m22s | Loss: 0.625 | Acc: 78.412% (34928/44544) 348/391 [=========================================================>.......] Step: 409ms | Tot: 2m23s | Loss: 0.625 | Acc: 78.434% (35038/44672) 349/391 [==========================================================>......] Step: 412ms | Tot: 2m23s | Loss: 0.625 | Acc: 78.422% (35133/44800) 350/391 [==========================================================>......] Step: 408ms | Tot: 2m24s | Loss: 0.626 | Acc: 78.417% (35231/44928) 351/391 [==========================================================>......] Step: 410ms | Tot: 2m24s | Loss: 0.626 | Acc: 78.407% (35327/45056) 352/391 [==========================================================>......] Step: 409ms | Tot: 2m24s | Loss: 0.626 | Acc: 78.399% (35424/45184) 353/391 [==========================================================>......] Step: 411ms | Tot: 2m25s | Loss: 0.625 | Acc: 78.414% (35531/45312) 354/391 [==========================================================>......] Step: 407ms | Tot: 2m25s | Loss: 0.625 | Acc: 78.396% (35623/45440) 355/391 [===========================================================>.....] Step: 413ms | Tot: 2m26s | Loss: 0.625 | Acc: 78.402% (35726/45568) 356/391 [===========================================================>.....] Step: 414ms | Tot: 2m26s | Loss: 0.626 | Acc: 78.392% (35822/45696) 357/391 [===========================================================>.....] Step: 410ms | Tot: 2m26s | Loss: 0.626 | Acc: 78.391% (35922/45824) 358/391 [===========================================================>.....] Step: 410ms | Tot: 2m27s | Loss: 0.626 | Acc: 78.386% (36020/45952) 359/391 [===========================================================>.....] Step: 409ms | Tot: 2m27s | Loss: 0.626 | Acc: 78.377% (36116/46080) 360/391 [===========================================================>.....] Step: 409ms | Tot: 2m28s | Loss: 0.626 | Acc: 78.383% (36219/46208) 361/391 [============================================================>....] Step: 405ms | Tot: 2m28s | Loss: 0.626 | Acc: 78.399% (36327/46336) 362/391 [============================================================>....] Step: 412ms | Tot: 2m28s | Loss: 0.626 | Acc: 78.405% (36430/46464) 363/391 [============================================================>....] Step: 408ms | Tot: 2m29s | Loss: 0.626 | Acc: 78.402% (36529/46592) 364/391 [============================================================>....] Step: 415ms | Tot: 2m29s | Loss: 0.626 | Acc: 78.401% (36629/46720) 365/391 [============================================================>....] Step: 427ms | Tot: 2m30s | Loss: 0.626 | Acc: 78.409% (36733/46848) 366/391 [============================================================>....] Step: 409ms | Tot: 2m30s | Loss: 0.626 | Acc: 78.410% (36834/46976) 367/391 [=============================================================>...] Step: 417ms | Tot: 2m31s | Loss: 0.626 | Acc: 78.403% (36931/47104) 368/391 [=============================================================>...] Step: 412ms | Tot: 2m31s | Loss: 0.626 | Acc: 78.419% (37039/47232) 369/391 [=============================================================>...] Step: 409ms | Tot: 2m31s | Loss: 0.626 | Acc: 78.431% (37145/47360) 370/391 [=============================================================>...] Step: 412ms | Tot: 2m32s | Loss: 0.626 | Acc: 78.420% (37240/47488) 371/391 [=============================================================>...] Step: 418ms | Tot: 2m32s | Loss: 0.626 | Acc: 78.432% (37346/47616) 372/391 [=============================================================>...] Step: 406ms | Tot: 2m33s | Loss: 0.626 | Acc: 78.427% (37444/47744) 373/391 [==============================================================>..] Step: 414ms | Tot: 2m33s | Loss: 0.626 | Acc: 78.428% (37545/47872) 374/391 [==============================================================>..] Step: 415ms | Tot: 2m33s | Loss: 0.626 | Acc: 78.419% (37641/48000) 375/391 [==============================================================>..] Step: 407ms | Tot: 2m34s | Loss: 0.626 | Acc: 78.420% (37742/48128) 376/391 [==============================================================>..] Step: 411ms | Tot: 2m34s | Loss: 0.626 | Acc: 78.436% (37850/48256) 377/391 [==============================================================>..] Step: 411ms | Tot: 2m35s | Loss: 0.626 | Acc: 78.437% (37951/48384) 378/391 [==============================================================>..] Step: 404ms | Tot: 2m35s | Loss: 0.626 | Acc: 78.434% (38050/48512) 379/391 [===============================================================>.] Step: 405ms | Tot: 2m35s | Loss: 0.626 | Acc: 78.425% (38146/48640) 380/391 [===============================================================>.] Step: 408ms | Tot: 2m36s | Loss: 0.626 | Acc: 78.437% (38252/48768) 381/391 [===============================================================>.] Step: 407ms | Tot: 2m36s | Loss: 0.626 | Acc: 78.448% (38358/48896) 382/391 [===============================================================>.] Step: 408ms | Tot: 2m37s | Loss: 0.626 | Acc: 78.447% (38458/49024) 383/391 [===============================================================>.] Step: 419ms | Tot: 2m37s | Loss: 0.626 | Acc: 78.446% (38558/49152) 384/391 [===============================================================>.] Step: 410ms | Tot: 2m38s | Loss: 0.626 | Acc: 78.423% (38647/49280) 385/391 [================================================================>] Step: 408ms | Tot: 2m38s | Loss: 0.626 | Acc: 78.425% (38748/49408) 386/391 [================================================================>] Step: 416ms | Tot: 2m38s | Loss: 0.626 | Acc: 78.426% (38849/49536) 387/391 [================================================================>] Step: 406ms | Tot: 2m39s | Loss: 0.626 | Acc: 78.421% (38947/49664) 388/391 [================================================================>] Step: 409ms | Tot: 2m39s | Loss: 0.626 | Acc: 78.428% (39051/49792) 389/391 [================================================================>] Step: 406ms | Tot: 2m40s | Loss: 0.626 | Acc: 78.435% (39155/49920) 390/391 [================================================================>] Step: 390ms | Tot: 2m40s | Loss: 0.626 | Acc: 78.436% (39218/50000) 391/391 + [>................................................................] Step: 530ms | Tot: 3ms | Loss: 0.758 | Acc: 72.000% (72/100) 1/100 [>................................................................] Step: 351ms | Tot: 355ms | Loss: 0.712 | Acc: 74.000% (148/200) 2/100 [=>...............................................................] Step: 339ms | Tot: 694ms | Loss: 0.693 | Acc: 75.333% (226/300) 3/100 [=>...............................................................] Step: 349ms | Tot: 1s43ms | Loss: 0.686 | Acc: 75.250% (301/400) 4/100 [==>..............................................................] Step: 340ms | Tot: 1s384ms | Loss: 0.699 | Acc: 75.000% (375/500) 5/100 [===>.............................................................] Step: 349ms | Tot: 1s734ms | Loss: 0.650 | Acc: 77.667% (466/600) 6/100 [===>.............................................................] Step: 341ms | Tot: 2s75ms | Loss: 0.677 | Acc: 76.143% (533/700) 7/100 [====>............................................................] Step: 348ms | Tot: 2s423ms | Loss: 0.716 | Acc: 75.000% (600/800) 8/100 [=====>...........................................................] Step: 351ms | Tot: 2s775ms | Loss: 0.756 | Acc: 74.778% (673/900) 9/100 [=====>...........................................................] Step: 345ms | Tot: 3s120ms | Loss: 0.744 | Acc: 74.900% (749/1000) 10/100 [======>..........................................................] Step: 349ms | Tot: 3s470ms | Loss: 0.742 | Acc: 75.000% (825/1100) 11/100 [=======>.........................................................] Step: 348ms | Tot: 3s818ms | Loss: 0.753 | Acc: 74.833% (898/1200) 12/100 [=======>.........................................................] Step: 346ms | Tot: 4s165ms | Loss: 0.744 | Acc: 74.923% (974/1300) 13/100 [========>........................................................] Step: 352ms | Tot: 4s517ms | Loss: 0.743 | Acc: 74.857% (1048/1400) 14/100 [=========>.......................................................] Step: 358ms | Tot: 4s875ms | Loss: 0.741 | Acc: 74.800% (1122/1500) 15/100 [=========>.......................................................] Step: 351ms | Tot: 5s226ms | Loss: 0.746 | Acc: 74.688% (1195/1600) 16/100 [==========>......................................................] Step: 349ms | Tot: 5s576ms | Loss: 0.748 | Acc: 74.706% (1270/1700) 17/100 [===========>.....................................................] Step: 354ms | Tot: 5s930ms | Loss: 0.756 | Acc: 74.278% (1337/1800) 18/100 [===========>.....................................................] Step: 351ms | Tot: 6s281ms | Loss: 0.759 | Acc: 74.368% (1413/1900) 19/100 [============>....................................................] Step: 356ms | Tot: 6s638ms | Loss: 0.779 | Acc: 73.950% (1479/2000) 20/100 [=============>...................................................] Step: 354ms | Tot: 6s993ms | Loss: 0.775 | Acc: 73.857% (1551/2100) 21/100 [=============>...................................................] Step: 349ms | Tot: 7s342ms | Loss: 0.775 | Acc: 73.636% (1620/2200) 22/100 [==============>..................................................] Step: 350ms | Tot: 7s693ms | Loss: 0.779 | Acc: 73.609% (1693/2300) 23/100 [==============>..................................................] Step: 349ms | Tot: 8s43ms | Loss: 0.775 | Acc: 73.792% (1771/2400) 24/100 [===============>.................................................] Step: 359ms | Tot: 8s402ms | Loss: 0.771 | Acc: 73.760% (1844/2500) 25/100 [================>................................................] Step: 353ms | Tot: 8s755ms | Loss: 0.781 | Acc: 73.385% (1908/2600) 26/100 [================>................................................] Step: 351ms | Tot: 9s107ms | Loss: 0.772 | Acc: 73.593% (1987/2700) 27/100 [=================>...............................................] Step: 352ms | Tot: 9s460ms | Loss: 0.772 | Acc: 73.500% (2058/2800) 28/100 [==================>..............................................] Step: 361ms | Tot: 9s821ms | Loss: 0.772 | Acc: 73.621% (2135/2900) 29/100 [==================>..............................................] Step: 353ms | Tot: 10s175ms | Loss: 0.773 | Acc: 73.700% (2211/3000) 30/100 [===================>.............................................] Step: 354ms | Tot: 10s529ms | Loss: 0.773 | Acc: 73.710% (2285/3100) 31/100 [====================>............................................] Step: 355ms | Tot: 10s885ms | Loss: 0.769 | Acc: 73.906% (2365/3200) 32/100 [====================>............................................] Step: 351ms | Tot: 11s236ms | Loss: 0.771 | Acc: 73.879% (2438/3300) 33/100 [=====================>...........................................] Step: 357ms | Tot: 11s594ms | Loss: 0.766 | Acc: 73.882% (2512/3400) 34/100 [======================>..........................................] Step: 353ms | Tot: 11s948ms | Loss: 0.768 | Acc: 73.829% (2584/3500) 35/100 [======================>..........................................] Step: 356ms | Tot: 12s304ms | Loss: 0.769 | Acc: 73.889% (2660/3600) 36/100 [=======================>.........................................] Step: 354ms | Tot: 12s659ms | Loss: 0.772 | Acc: 73.784% (2730/3700) 37/100 [========================>........................................] Step: 353ms | Tot: 13s12ms | Loss: 0.770 | Acc: 73.684% (2800/3800) 38/100 [========================>........................................] Step: 356ms | Tot: 13s368ms | Loss: 0.766 | Acc: 73.821% (2879/3900) 39/100 [=========================>.......................................] Step: 352ms | Tot: 13s721ms | Loss: 0.764 | Acc: 73.950% (2958/4000) 40/100 [==========================>......................................] Step: 353ms | Tot: 14s75ms | Loss: 0.764 | Acc: 73.976% (3033/4100) 41/100 [==========================>......................................] Step: 348ms | Tot: 14s423ms | Loss: 0.764 | Acc: 74.024% (3109/4200) 42/100 [===========================>.....................................] Step: 350ms | Tot: 14s774ms | Loss: 0.760 | Acc: 74.140% (3188/4300) 43/100 [===========================>.....................................] Step: 354ms | Tot: 15s128ms | Loss: 0.760 | Acc: 74.205% (3265/4400) 44/100 [============================>....................................] Step: 354ms | Tot: 15s482ms | Loss: 0.759 | Acc: 74.244% (3341/4500) 45/100 [=============================>...................................] Step: 348ms | Tot: 15s830ms | Loss: 0.759 | Acc: 74.239% (3415/4600) 46/100 [=============================>...................................] Step: 351ms | Tot: 16s182ms | Loss: 0.760 | Acc: 74.191% (3487/4700) 47/100 [==============================>..................................] Step: 363ms | Tot: 16s545ms | Loss: 0.763 | Acc: 74.167% (3560/4800) 48/100 [===============================>.................................] Step: 356ms | Tot: 16s902ms | Loss: 0.759 | Acc: 74.224% (3637/4900) 49/100 [===============================>.................................] Step: 350ms | Tot: 17s252ms | Loss: 0.765 | Acc: 74.060% (3703/5000) 50/100 [================================>................................] Step: 354ms | Tot: 17s606ms | Loss: 0.763 | Acc: 74.176% (3783/5100) 51/100 [=================================>...............................] Step: 358ms | Tot: 17s965ms | Loss: 0.764 | Acc: 74.058% (3851/5200) 52/100 [=================================>...............................] Step: 353ms | Tot: 18s318ms | Loss: 0.764 | Acc: 74.057% (3925/5300) 53/100 [==================================>..............................] Step: 351ms | Tot: 18s670ms | Loss: 0.763 | Acc: 74.167% (4005/5400) 54/100 [===================================>.............................] Step: 353ms | Tot: 19s23ms | Loss: 0.762 | Acc: 74.145% (4078/5500) 55/100 [===================================>.............................] Step: 352ms | Tot: 19s375ms | Loss: 0.764 | Acc: 74.089% (4149/5600) 56/100 [====================================>............................] Step: 352ms | Tot: 19s728ms | Loss: 0.767 | Acc: 74.000% (4218/5700) 57/100 [=====================================>...........................] Step: 357ms | Tot: 20s85ms | Loss: 0.765 | Acc: 74.086% (4297/5800) 58/100 [=====================================>...........................] Step: 350ms | Tot: 20s436ms | Loss: 0.766 | Acc: 73.966% (4364/5900) 59/100 [======================================>..........................] Step: 353ms | Tot: 20s789ms | Loss: 0.772 | Acc: 73.867% (4432/6000) 60/100 [=======================================>.........................] Step: 356ms | Tot: 21s145ms | Loss: 0.773 | Acc: 73.852% (4505/6100) 61/100 [=======================================>.........................] Step: 347ms | Tot: 21s493ms | Loss: 0.771 | Acc: 73.887% (4581/6200) 62/100 [========================================>........................] Step: 353ms | Tot: 21s847ms | Loss: 0.771 | Acc: 73.905% (4656/6300) 63/100 [========================================>........................] Step: 351ms | Tot: 22s198ms | Loss: 0.768 | Acc: 74.016% (4737/6400) 64/100 [=========================================>.......................] Step: 352ms | Tot: 22s550ms | Loss: 0.768 | Acc: 74.031% (4812/6500) 65/100 [==========================================>......................] Step: 362ms | Tot: 22s912ms | Loss: 0.770 | Acc: 73.909% (4878/6600) 66/100 [==========================================>......................] Step: 355ms | Tot: 23s268ms | Loss: 0.769 | Acc: 73.910% (4952/6700) 67/100 [===========================================>.....................] Step: 355ms | Tot: 23s623ms | Loss: 0.769 | Acc: 73.882% (5024/6800) 68/100 [============================================>....................] Step: 352ms | Tot: 23s976ms | Loss: 0.768 | Acc: 73.928% (5101/6900) 69/100 [============================================>....................] Step: 354ms | Tot: 24s330ms | Loss: 0.769 | Acc: 73.800% (5166/7000) 70/100 [=============================================>...................] Step: 347ms | Tot: 24s678ms | Loss: 0.769 | Acc: 73.859% (5244/7100) 71/100 [==============================================>..................] Step: 353ms | Tot: 25s31ms | Loss: 0.769 | Acc: 73.903% (5321/7200) 72/100 [==============================================>..................] Step: 351ms | Tot: 25s383ms | Loss: 0.770 | Acc: 73.877% (5393/7300) 73/100 [===============================================>.................] Step: 354ms | Tot: 25s737ms | Loss: 0.769 | Acc: 73.919% (5470/7400) 74/100 [================================================>................] Step: 353ms | Tot: 26s91ms | Loss: 0.770 | Acc: 73.893% (5542/7500) 75/100 [================================================>................] Step: 359ms | Tot: 26s450ms | Loss: 0.769 | Acc: 73.895% (5616/7600) 76/100 [=================================================>...............] Step: 356ms | Tot: 26s807ms | Loss: 0.769 | Acc: 73.935% (5693/7700) 77/100 [==================================================>..............] Step: 354ms | Tot: 27s162ms | Loss: 0.771 | Acc: 73.872% (5762/7800) 78/100 [==================================================>..............] Step: 345ms | Tot: 27s507ms | Loss: 0.772 | Acc: 73.861% (5835/7900) 79/100 [===================================================>.............] Step: 350ms | Tot: 27s857ms | Loss: 0.772 | Acc: 73.862% (5909/8000) 80/100 [====================================================>............] Step: 349ms | Tot: 28s207ms | Loss: 0.770 | Acc: 73.901% (5986/8100) 81/100 [====================================================>............] Step: 354ms | Tot: 28s561ms | Loss: 0.770 | Acc: 73.878% (6058/8200) 82/100 [=====================================================>...........] Step: 353ms | Tot: 28s914ms | Loss: 0.772 | Acc: 73.855% (6130/8300) 83/100 [=====================================================>...........] Step: 352ms | Tot: 29s266ms | Loss: 0.773 | Acc: 73.833% (6202/8400) 84/100 [======================================================>..........] Step: 356ms | Tot: 29s623ms | Loss: 0.774 | Acc: 73.788% (6272/8500) 85/100 [=======================================================>.........] Step: 355ms | Tot: 29s978ms | Loss: 0.774 | Acc: 73.779% (6345/8600) 86/100 [=======================================================>.........] Step: 354ms | Tot: 30s333ms | Loss: 0.774 | Acc: 73.724% (6414/8700) 87/100 [========================================================>........] Step: 356ms | Tot: 30s689ms | Loss: 0.774 | Acc: 73.727% (6488/8800) 88/100 [=========================================================>.......] Step: 351ms | Tot: 31s41ms | Loss: 0.775 | Acc: 73.742% (6563/8900) 89/100 [=========================================================>.......] Step: 352ms | Tot: 31s393ms | Loss: 0.775 | Acc: 73.733% (6636/9000) 90/100 [==========================================================>......] Step: 351ms | Tot: 31s745ms | Loss: 0.775 | Acc: 73.714% (6708/9100) 91/100 [===========================================================>.....] Step: 355ms | Tot: 32s101ms | Loss: 0.772 | Acc: 73.804% (6790/9200) 92/100 [===========================================================>.....] Step: 357ms | Tot: 32s458ms | Loss: 0.772 | Acc: 73.839% (6867/9300) 93/100 [============================================================>....] Step: 356ms | Tot: 32s815ms | Loss: 0.772 | Acc: 73.798% (6937/9400) 94/100 [=============================================================>...] Step: 352ms | Tot: 33s167ms | Loss: 0.773 | Acc: 73.768% (7008/9500) 95/100 [=============================================================>...] Step: 359ms | Tot: 33s527ms | Loss: 0.771 | Acc: 73.792% (7084/9600) 96/100 [==============================================================>..] Step: 347ms | Tot: 33s875ms | Loss: 0.769 | Acc: 73.876% (7166/9700) 97/100 [===============================================================>.] Step: 351ms | Tot: 34s226ms | Loss: 0.770 | Acc: 73.898% (7242/9800) 98/100 [===============================================================>.] Step: 347ms | Tot: 34s574ms | Loss: 0.771 | Acc: 73.909% (7317/9900) 99/100 [================================================================>] Step: 347ms | Tot: 34s922ms | Loss: 0.771 | Acc: 73.820% (7382/10000) 100/100 + +Epoch: 8 + [>................................................................] Step: 675ms | Tot: 2ms | Loss: 0.547 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 438ms | Tot: 440ms | Loss: 0.610 | Acc: 78.516% (201/256) 2/391 [>................................................................] Step: 441ms | Tot: 882ms | Loss: 0.603 | Acc: 78.125% (300/384) 3/391 [>................................................................] Step: 425ms | Tot: 1s307ms | Loss: 0.596 | Acc: 79.297% (406/512) 4/391 [>................................................................] Step: 420ms | Tot: 1s728ms | Loss: 0.598 | Acc: 79.688% (510/640) 5/391 [>................................................................] Step: 414ms | Tot: 2s143ms | Loss: 0.587 | Acc: 80.339% (617/768) 6/391 [>................................................................] Step: 416ms | Tot: 2s559ms | Loss: 0.595 | Acc: 79.799% (715/896) 7/391 [=>...............................................................] Step: 410ms | Tot: 2s969ms | Loss: 0.601 | Acc: 79.395% (813/1024) 8/391 [=>...............................................................] Step: 410ms | Tot: 3s380ms | Loss: 0.602 | Acc: 79.340% (914/1152) 9/391 [=>...............................................................] Step: 412ms | Tot: 3s792ms | Loss: 0.604 | Acc: 78.906% (1010/1280) 10/391 [=>...............................................................] Step: 409ms | Tot: 4s202ms | Loss: 0.608 | Acc: 78.693% (1108/1408) 11/391 [=>...............................................................] Step: 423ms | Tot: 4s625ms | Loss: 0.599 | Acc: 78.971% (1213/1536) 12/391 [=>...............................................................] Step: 412ms | Tot: 5s38ms | Loss: 0.598 | Acc: 79.026% (1315/1664) 13/391 [==>..............................................................] Step: 414ms | Tot: 5s452ms | Loss: 0.594 | Acc: 79.185% (1419/1792) 14/391 [==>..............................................................] Step: 407ms | Tot: 5s859ms | Loss: 0.595 | Acc: 79.271% (1522/1920) 15/391 [==>..............................................................] Step: 406ms | Tot: 6s266ms | Loss: 0.598 | Acc: 79.053% (1619/2048) 16/391 [==>..............................................................] Step: 408ms | Tot: 6s675ms | Loss: 0.594 | Acc: 79.458% (1729/2176) 17/391 [==>..............................................................] Step: 412ms | Tot: 7s88ms | Loss: 0.593 | Acc: 79.427% (1830/2304) 18/391 [==>..............................................................] Step: 414ms | Tot: 7s502ms | Loss: 0.594 | Acc: 79.400% (1931/2432) 19/391 [===>.............................................................] Step: 411ms | Tot: 7s914ms | Loss: 0.588 | Acc: 79.609% (2038/2560) 20/391 [===>.............................................................] Step: 415ms | Tot: 8s330ms | Loss: 0.587 | Acc: 79.688% (2142/2688) 21/391 [===>.............................................................] Step: 412ms | Tot: 8s743ms | Loss: 0.595 | Acc: 79.439% (2237/2816) 22/391 [===>.............................................................] Step: 410ms | Tot: 9s153ms | Loss: 0.594 | Acc: 79.586% (2343/2944) 23/391 [===>.............................................................] Step: 410ms | Tot: 9s563ms | Loss: 0.596 | Acc: 79.557% (2444/3072) 24/391 [===>.............................................................] Step: 415ms | Tot: 9s978ms | Loss: 0.593 | Acc: 79.656% (2549/3200) 25/391 [====>............................................................] Step: 410ms | Tot: 10s389ms | Loss: 0.597 | Acc: 79.447% (2644/3328) 26/391 [====>............................................................] Step: 408ms | Tot: 10s798ms | Loss: 0.591 | Acc: 79.659% (2753/3456) 27/391 [====>............................................................] Step: 410ms | Tot: 11s209ms | Loss: 0.593 | Acc: 79.632% (2854/3584) 28/391 [====>............................................................] Step: 404ms | Tot: 11s613ms | Loss: 0.595 | Acc: 79.526% (2952/3712) 29/391 [====>............................................................] Step: 416ms | Tot: 12s29ms | Loss: 0.594 | Acc: 79.531% (3054/3840) 30/391 [====>............................................................] Step: 411ms | Tot: 12s441ms | Loss: 0.591 | Acc: 79.612% (3159/3968) 31/391 [=====>...........................................................] Step: 408ms | Tot: 12s849ms | Loss: 0.596 | Acc: 79.419% (3253/4096) 32/391 [=====>...........................................................] Step: 410ms | Tot: 13s260ms | Loss: 0.596 | Acc: 79.309% (3350/4224) 33/391 [=====>...........................................................] Step: 404ms | Tot: 13s665ms | Loss: 0.597 | Acc: 79.205% (3447/4352) 34/391 [=====>...........................................................] Step: 414ms | Tot: 14s79ms | Loss: 0.599 | Acc: 79.174% (3547/4480) 35/391 [=====>...........................................................] Step: 407ms | Tot: 14s487ms | Loss: 0.598 | Acc: 79.275% (3653/4608) 36/391 [=====>...........................................................] Step: 405ms | Tot: 14s892ms | Loss: 0.593 | Acc: 79.497% (3765/4736) 37/391 [======>..........................................................] Step: 413ms | Tot: 15s306ms | Loss: 0.592 | Acc: 79.585% (3871/4864) 38/391 [======>..........................................................] Step: 420ms | Tot: 15s726ms | Loss: 0.591 | Acc: 79.547% (3971/4992) 39/391 [======>..........................................................] Step: 410ms | Tot: 16s137ms | Loss: 0.591 | Acc: 79.434% (4067/5120) 40/391 [======>..........................................................] Step: 411ms | Tot: 16s548ms | Loss: 0.592 | Acc: 79.497% (4172/5248) 41/391 [======>..........................................................] Step: 410ms | Tot: 16s958ms | Loss: 0.593 | Acc: 79.408% (4269/5376) 42/391 [======>..........................................................] Step: 405ms | Tot: 17s364ms | Loss: 0.594 | Acc: 79.397% (4370/5504) 43/391 [=======>.........................................................] Step: 411ms | Tot: 17s775ms | Loss: 0.595 | Acc: 79.457% (4475/5632) 44/391 [=======>.........................................................] Step: 406ms | Tot: 18s182ms | Loss: 0.596 | Acc: 79.427% (4575/5760) 45/391 [=======>.........................................................] Step: 411ms | Tot: 18s593ms | Loss: 0.593 | Acc: 79.535% (4683/5888) 46/391 [=======>.........................................................] Step: 407ms | Tot: 19s1ms | Loss: 0.592 | Acc: 79.555% (4786/6016) 47/391 [=======>.........................................................] Step: 420ms | Tot: 19s421ms | Loss: 0.591 | Acc: 79.541% (4887/6144) 48/391 [=======>.........................................................] Step: 416ms | Tot: 19s838ms | Loss: 0.590 | Acc: 79.544% (4989/6272) 49/391 [========>........................................................] Step: 413ms | Tot: 20s252ms | Loss: 0.588 | Acc: 79.578% (5093/6400) 50/391 [========>........................................................] Step: 409ms | Tot: 20s661ms | Loss: 0.587 | Acc: 79.626% (5198/6528) 51/391 [========>........................................................] Step: 414ms | Tot: 21s75ms | Loss: 0.586 | Acc: 79.688% (5304/6656) 52/391 [========>........................................................] Step: 410ms | Tot: 21s486ms | Loss: 0.587 | Acc: 79.702% (5407/6784) 53/391 [========>........................................................] Step: 404ms | Tot: 21s890ms | Loss: 0.587 | Acc: 79.673% (5507/6912) 54/391 [========>........................................................] Step: 411ms | Tot: 22s302ms | Loss: 0.587 | Acc: 79.631% (5606/7040) 55/391 [=========>.......................................................] Step: 408ms | Tot: 22s710ms | Loss: 0.589 | Acc: 79.520% (5700/7168) 56/391 [=========>.......................................................] Step: 415ms | Tot: 23s126ms | Loss: 0.588 | Acc: 79.550% (5804/7296) 57/391 [=========>.......................................................] Step: 414ms | Tot: 23s540ms | Loss: 0.586 | Acc: 79.620% (5911/7424) 58/391 [=========>.......................................................] Step: 409ms | Tot: 23s950ms | Loss: 0.587 | Acc: 79.595% (6011/7552) 59/391 [=========>.......................................................] Step: 418ms | Tot: 24s368ms | Loss: 0.586 | Acc: 79.661% (6118/7680) 60/391 [=========>.......................................................] Step: 410ms | Tot: 24s779ms | Loss: 0.584 | Acc: 79.764% (6228/7808) 61/391 [==========>......................................................] Step: 411ms | Tot: 25s191ms | Loss: 0.584 | Acc: 79.776% (6331/7936) 62/391 [==========>......................................................] Step: 421ms | Tot: 25s612ms | Loss: 0.583 | Acc: 79.774% (6433/8064) 63/391 [==========>......................................................] Step: 419ms | Tot: 26s32ms | Loss: 0.584 | Acc: 79.773% (6535/8192) 64/391 [==========>......................................................] Step: 416ms | Tot: 26s448ms | Loss: 0.585 | Acc: 79.712% (6632/8320) 65/391 [==========>......................................................] Step: 428ms | Tot: 26s877ms | Loss: 0.586 | Acc: 79.664% (6730/8448) 66/391 [==========>......................................................] Step: 413ms | Tot: 27s291ms | Loss: 0.588 | Acc: 79.618% (6828/8576) 67/391 [===========>.....................................................] Step: 415ms | Tot: 27s706ms | Loss: 0.590 | Acc: 79.515% (6921/8704) 68/391 [===========>.....................................................] Step: 411ms | Tot: 28s118ms | Loss: 0.591 | Acc: 79.506% (7022/8832) 69/391 [===========>.....................................................] Step: 412ms | Tot: 28s531ms | Loss: 0.590 | Acc: 79.487% (7122/8960) 70/391 [===========>.....................................................] Step: 412ms | Tot: 28s944ms | Loss: 0.590 | Acc: 79.555% (7230/9088) 71/391 [===========>.....................................................] Step: 407ms | Tot: 29s351ms | Loss: 0.591 | Acc: 79.492% (7326/9216) 72/391 [===========>.....................................................] Step: 413ms | Tot: 29s764ms | Loss: 0.592 | Acc: 79.484% (7427/9344) 73/391 [============>....................................................] Step: 409ms | Tot: 30s174ms | Loss: 0.593 | Acc: 79.466% (7527/9472) 74/391 [============>....................................................] Step: 419ms | Tot: 30s593ms | Loss: 0.596 | Acc: 79.354% (7618/9600) 75/391 [============>....................................................] Step: 413ms | Tot: 31s7ms | Loss: 0.596 | Acc: 79.359% (7720/9728) 76/391 [============>....................................................] Step: 410ms | Tot: 31s417ms | Loss: 0.596 | Acc: 79.332% (7819/9856) 77/391 [============>....................................................] Step: 412ms | Tot: 31s829ms | Loss: 0.597 | Acc: 79.317% (7919/9984) 78/391 [============>....................................................] Step: 409ms | Tot: 32s239ms | Loss: 0.597 | Acc: 79.292% (8018/10112) 79/391 [=============>...................................................] Step: 411ms | Tot: 32s651ms | Loss: 0.597 | Acc: 79.268% (8117/10240) 80/391 [=============>...................................................] Step: 406ms | Tot: 33s57ms | Loss: 0.598 | Acc: 79.263% (8218/10368) 81/391 [=============>...................................................] Step: 415ms | Tot: 33s473ms | Loss: 0.599 | Acc: 79.240% (8317/10496) 82/391 [=============>...................................................] Step: 407ms | Tot: 33s881ms | Loss: 0.600 | Acc: 79.255% (8420/10624) 83/391 [=============>...................................................] Step: 426ms | Tot: 34s307ms | Loss: 0.600 | Acc: 79.213% (8517/10752) 84/391 [=============>...................................................] Step: 412ms | Tot: 34s720ms | Loss: 0.598 | Acc: 79.265% (8624/10880) 85/391 [==============>..................................................] Step: 413ms | Tot: 35s133ms | Loss: 0.598 | Acc: 79.306% (8730/11008) 86/391 [==============>..................................................] Step: 412ms | Tot: 35s545ms | Loss: 0.598 | Acc: 79.319% (8833/11136) 87/391 [==============>..................................................] Step: 407ms | Tot: 35s953ms | Loss: 0.598 | Acc: 79.341% (8937/11264) 88/391 [==============>..................................................] Step: 411ms | Tot: 36s364ms | Loss: 0.599 | Acc: 79.310% (9035/11392) 89/391 [==============>..................................................] Step: 410ms | Tot: 36s774ms | Loss: 0.600 | Acc: 79.262% (9131/11520) 90/391 [==============>..................................................] Step: 402ms | Tot: 37s177ms | Loss: 0.599 | Acc: 79.258% (9232/11648) 91/391 [===============>.................................................] Step: 403ms | Tot: 37s581ms | Loss: 0.599 | Acc: 79.246% (9332/11776) 92/391 [===============>.................................................] Step: 417ms | Tot: 37s999ms | Loss: 0.598 | Acc: 79.234% (9432/11904) 93/391 [===============>.................................................] Step: 411ms | Tot: 38s410ms | Loss: 0.600 | Acc: 79.181% (9527/12032) 94/391 [===============>.................................................] Step: 411ms | Tot: 38s821ms | Loss: 0.600 | Acc: 79.161% (9626/12160) 95/391 [===============>.................................................] Step: 404ms | Tot: 39s226ms | Loss: 0.601 | Acc: 79.159% (9727/12288) 96/391 [===============>.................................................] Step: 409ms | Tot: 39s635ms | Loss: 0.601 | Acc: 79.188% (9832/12416) 97/391 [================>................................................] Step: 404ms | Tot: 40s40ms | Loss: 0.601 | Acc: 79.185% (9933/12544) 98/391 [================>................................................] Step: 398ms | Tot: 40s439ms | Loss: 0.601 | Acc: 79.182% (10034/12672) 99/391 [================>................................................] Step: 402ms | Tot: 40s841ms | Loss: 0.602 | Acc: 79.172% (10134/12800) 100/391 [================>................................................] Step: 403ms | Tot: 41s244ms | Loss: 0.601 | Acc: 79.192% (10238/12928) 101/391 [================>................................................] Step: 421ms | Tot: 41s666ms | Loss: 0.602 | Acc: 79.144% (10333/13056) 102/391 [================>................................................] Step: 409ms | Tot: 42s75ms | Loss: 0.602 | Acc: 79.119% (10431/13184) 103/391 [=================>...............................................] Step: 409ms | Tot: 42s484ms | Loss: 0.602 | Acc: 79.169% (10539/13312) 104/391 [=================>...............................................] Step: 402ms | Tot: 42s886ms | Loss: 0.602 | Acc: 79.174% (10641/13440) 105/391 [=================>...............................................] Step: 402ms | Tot: 43s289ms | Loss: 0.601 | Acc: 79.223% (10749/13568) 106/391 [=================>...............................................] Step: 408ms | Tot: 43s698ms | Loss: 0.601 | Acc: 79.220% (10850/13696) 107/391 [=================>...............................................] Step: 408ms | Tot: 44s106ms | Loss: 0.602 | Acc: 79.145% (10941/13824) 108/391 [=================>...............................................] Step: 404ms | Tot: 44s511ms | Loss: 0.603 | Acc: 79.114% (11038/13952) 109/391 [==================>..............................................] Step: 409ms | Tot: 44s920ms | Loss: 0.602 | Acc: 79.183% (11149/14080) 110/391 [==================>..............................................] Step: 415ms | Tot: 45s336ms | Loss: 0.602 | Acc: 79.181% (11250/14208) 111/391 [==================>..............................................] Step: 412ms | Tot: 45s748ms | Loss: 0.601 | Acc: 79.248% (11361/14336) 112/391 [==================>..............................................] Step: 407ms | Tot: 46s155ms | Loss: 0.600 | Acc: 79.273% (11466/14464) 113/391 [==================>..............................................] Step: 408ms | Tot: 46s563ms | Loss: 0.600 | Acc: 79.263% (11566/14592) 114/391 [==================>..............................................] Step: 406ms | Tot: 46s969ms | Loss: 0.602 | Acc: 79.219% (11661/14720) 115/391 [===================>.............................................] Step: 409ms | Tot: 47s379ms | Loss: 0.602 | Acc: 79.209% (11761/14848) 116/391 [===================>.............................................] Step: 407ms | Tot: 47s786ms | Loss: 0.602 | Acc: 79.207% (11862/14976) 117/391 [===================>.............................................] Step: 412ms | Tot: 48s198ms | Loss: 0.603 | Acc: 79.184% (11960/15104) 118/391 [===================>.............................................] Step: 412ms | Tot: 48s610ms | Loss: 0.604 | Acc: 79.143% (12055/15232) 119/391 [===================>.............................................] Step: 420ms | Tot: 49s31ms | Loss: 0.604 | Acc: 79.167% (12160/15360) 120/391 [===================>.............................................] Step: 412ms | Tot: 49s443ms | Loss: 0.604 | Acc: 79.145% (12258/15488) 121/391 [====================>............................................] Step: 412ms | Tot: 49s856ms | Loss: 0.604 | Acc: 79.111% (12354/15616) 122/391 [====================>............................................] Step: 407ms | Tot: 50s263ms | Loss: 0.604 | Acc: 79.129% (12458/15744) 123/391 [====================>............................................] Step: 407ms | Tot: 50s671ms | Loss: 0.604 | Acc: 79.114% (12557/15872) 124/391 [====================>............................................] Step: 412ms | Tot: 51s84ms | Loss: 0.604 | Acc: 79.106% (12657/16000) 125/391 [====================>............................................] Step: 409ms | Tot: 51s493ms | Loss: 0.604 | Acc: 79.074% (12753/16128) 126/391 [====================>............................................] Step: 406ms | Tot: 51s899ms | Loss: 0.604 | Acc: 79.072% (12854/16256) 127/391 [=====================>...........................................] Step: 409ms | Tot: 52s309ms | Loss: 0.604 | Acc: 79.095% (12959/16384) 128/391 [=====================>...........................................] Step: 422ms | Tot: 52s731ms | Loss: 0.604 | Acc: 79.082% (13058/16512) 129/391 [=====================>...........................................] Step: 411ms | Tot: 53s142ms | Loss: 0.603 | Acc: 79.105% (13163/16640) 130/391 [=====================>...........................................] Step: 411ms | Tot: 53s554ms | Loss: 0.603 | Acc: 79.079% (13260/16768) 131/391 [=====================>...........................................] Step: 413ms | Tot: 53s968ms | Loss: 0.602 | Acc: 79.137% (13371/16896) 132/391 [=====================>...........................................] Step: 409ms | Tot: 54s377ms | Loss: 0.602 | Acc: 79.153% (13475/17024) 133/391 [======================>..........................................] Step: 416ms | Tot: 54s794ms | Loss: 0.601 | Acc: 79.186% (13582/17152) 134/391 [======================>..........................................] Step: 408ms | Tot: 55s202ms | Loss: 0.602 | Acc: 79.144% (13676/17280) 135/391 [======================>..........................................] Step: 413ms | Tot: 55s616ms | Loss: 0.601 | Acc: 79.170% (13782/17408) 136/391 [======================>..........................................] Step: 407ms | Tot: 56s24ms | Loss: 0.602 | Acc: 79.157% (13881/17536) 137/391 [======================>..........................................] Step: 414ms | Tot: 56s438ms | Loss: 0.602 | Acc: 79.167% (13984/17664) 138/391 [======================>..........................................] Step: 407ms | Tot: 56s845ms | Loss: 0.602 | Acc: 79.165% (14085/17792) 139/391 [=======================>.........................................] Step: 409ms | Tot: 57s255ms | Loss: 0.602 | Acc: 79.152% (14184/17920) 140/391 [=======================>.........................................] Step: 413ms | Tot: 57s669ms | Loss: 0.602 | Acc: 79.145% (14284/18048) 141/391 [=======================>.........................................] Step: 407ms | Tot: 58s77ms | Loss: 0.602 | Acc: 79.148% (14386/18176) 142/391 [=======================>.........................................] Step: 414ms | Tot: 58s491ms | Loss: 0.602 | Acc: 79.136% (14485/18304) 143/391 [=======================>.........................................] Step: 407ms | Tot: 58s899ms | Loss: 0.604 | Acc: 79.102% (14580/18432) 144/391 [=======================>.........................................] Step: 412ms | Tot: 59s311ms | Loss: 0.605 | Acc: 79.046% (14671/18560) 145/391 [========================>........................................] Step: 409ms | Tot: 59s721ms | Loss: 0.606 | Acc: 79.019% (14767/18688) 146/391 [========================>........................................] Step: 420ms | Tot: 1m141ms | Loss: 0.605 | Acc: 79.039% (14872/18816) 147/391 [========================>........................................] Step: 409ms | Tot: 1m550ms | Loss: 0.606 | Acc: 79.017% (14969/18944) 148/391 [========================>........................................] Step: 410ms | Tot: 1m960ms | Loss: 0.607 | Acc: 78.974% (15062/19072) 149/391 [========================>........................................] Step: 411ms | Tot: 1m1s | Loss: 0.608 | Acc: 78.943% (15157/19200) 150/391 [========================>........................................] Step: 415ms | Tot: 1m1s | Loss: 0.608 | Acc: 78.911% (15252/19328) 151/391 [=========================>.......................................] Step: 409ms | Tot: 1m2s | Loss: 0.609 | Acc: 78.901% (15351/19456) 152/391 [=========================>.......................................] Step: 411ms | Tot: 1m2s | Loss: 0.609 | Acc: 78.916% (15455/19584) 153/391 [=========================>.......................................] Step: 406ms | Tot: 1m3s | Loss: 0.608 | Acc: 78.942% (15561/19712) 154/391 [=========================>.......................................] Step: 414ms | Tot: 1m3s | Loss: 0.608 | Acc: 78.921% (15658/19840) 155/391 [=========================>.......................................] Step: 413ms | Tot: 1m3s | Loss: 0.608 | Acc: 78.901% (15755/19968) 156/391 [=========================>.......................................] Step: 410ms | Tot: 1m4s | Loss: 0.609 | Acc: 78.886% (15853/20096) 157/391 [==========================>......................................] Step: 409ms | Tot: 1m4s | Loss: 0.609 | Acc: 78.916% (15960/20224) 158/391 [==========================>......................................] Step: 406ms | Tot: 1m5s | Loss: 0.608 | Acc: 78.955% (16069/20352) 159/391 [==========================>......................................] Step: 406ms | Tot: 1m5s | Loss: 0.608 | Acc: 78.945% (16168/20480) 160/391 [==========================>......................................] Step: 417ms | Tot: 1m5s | Loss: 0.609 | Acc: 78.916% (16263/20608) 161/391 [==========================>......................................] Step: 414ms | Tot: 1m6s | Loss: 0.609 | Acc: 78.940% (16369/20736) 162/391 [==========================>......................................] Step: 406ms | Tot: 1m6s | Loss: 0.609 | Acc: 78.921% (16466/20864) 163/391 [===========================>.....................................] Step: 414ms | Tot: 1m7s | Loss: 0.609 | Acc: 78.949% (16573/20992) 164/391 [===========================>.....................................] Step: 419ms | Tot: 1m7s | Loss: 0.609 | Acc: 78.930% (16670/21120) 165/391 [===========================>.....................................] Step: 417ms | Tot: 1m7s | Loss: 0.609 | Acc: 78.944% (16774/21248) 166/391 [===========================>.....................................] Step: 408ms | Tot: 1m8s | Loss: 0.610 | Acc: 78.911% (16868/21376) 167/391 [===========================>.....................................] Step: 411ms | Tot: 1m8s | Loss: 0.610 | Acc: 78.916% (16970/21504) 168/391 [===========================>.....................................] Step: 409ms | Tot: 1m9s | Loss: 0.610 | Acc: 78.925% (17073/21632) 169/391 [============================>....................................] Step: 405ms | Tot: 1m9s | Loss: 0.610 | Acc: 78.943% (17178/21760) 170/391 [============================>....................................] Step: 413ms | Tot: 1m10s | Loss: 0.610 | Acc: 78.934% (17277/21888) 171/391 [============================>....................................] Step: 413ms | Tot: 1m10s | Loss: 0.611 | Acc: 78.911% (17373/22016) 172/391 [============================>....................................] Step: 408ms | Tot: 1m10s | Loss: 0.611 | Acc: 78.906% (17473/22144) 173/391 [============================>....................................] Step: 420ms | Tot: 1m11s | Loss: 0.612 | Acc: 78.902% (17573/22272) 174/391 [============================>....................................] Step: 408ms | Tot: 1m11s | Loss: 0.612 | Acc: 78.888% (17671/22400) 175/391 [=============================>...................................] Step: 412ms | Tot: 1m12s | Loss: 0.612 | Acc: 78.853% (17764/22528) 176/391 [=============================>...................................] Step: 398ms | Tot: 1m12s | Loss: 0.611 | Acc: 78.862% (17867/22656) 177/391 [=============================>...................................] Step: 401ms | Tot: 1m12s | Loss: 0.612 | Acc: 78.849% (17965/22784) 178/391 [=============================>...................................] Step: 408ms | Tot: 1m13s | Loss: 0.612 | Acc: 78.802% (18055/22912) 179/391 [=============================>...................................] Step: 412ms | Tot: 1m13s | Loss: 0.612 | Acc: 78.802% (18156/23040) 180/391 [=============================>...................................] Step: 406ms | Tot: 1m14s | Loss: 0.612 | Acc: 78.803% (18257/23168) 181/391 [==============================>..................................] Step: 412ms | Tot: 1m14s | Loss: 0.613 | Acc: 78.790% (18355/23296) 182/391 [==============================>..................................] Step: 419ms | Tot: 1m14s | Loss: 0.613 | Acc: 78.800% (18458/23424) 183/391 [==============================>..................................] Step: 412ms | Tot: 1m15s | Loss: 0.614 | Acc: 78.753% (18548/23552) 184/391 [==============================>..................................] Step: 416ms | Tot: 1m15s | Loss: 0.613 | Acc: 78.780% (18655/23680) 185/391 [==============================>..................................] Step: 406ms | Tot: 1m16s | Loss: 0.613 | Acc: 78.780% (18756/23808) 186/391 [==============================>..................................] Step: 415ms | Tot: 1m16s | Loss: 0.613 | Acc: 78.789% (18859/23936) 187/391 [===============================>.................................] Step: 409ms | Tot: 1m16s | Loss: 0.613 | Acc: 78.782% (18958/24064) 188/391 [===============================>.................................] Step: 407ms | Tot: 1m17s | Loss: 0.612 | Acc: 78.791% (19061/24192) 189/391 [===============================>.................................] Step: 413ms | Tot: 1m17s | Loss: 0.612 | Acc: 78.808% (19166/24320) 190/391 [===============================>.................................] Step: 412ms | Tot: 1m18s | Loss: 0.611 | Acc: 78.829% (19272/24448) 191/391 [===============================>.................................] Step: 412ms | Tot: 1m18s | Loss: 0.611 | Acc: 78.841% (19376/24576) 192/391 [===============================>.................................] Step: 412ms | Tot: 1m19s | Loss: 0.611 | Acc: 78.858% (19481/24704) 193/391 [================================>................................] Step: 407ms | Tot: 1m19s | Loss: 0.611 | Acc: 78.870% (19585/24832) 194/391 [================================>................................] Step: 410ms | Tot: 1m19s | Loss: 0.610 | Acc: 78.870% (19686/24960) 195/391 [================================>................................] Step: 415ms | Tot: 1m20s | Loss: 0.610 | Acc: 78.874% (19788/25088) 196/391 [================================>................................] Step: 416ms | Tot: 1m20s | Loss: 0.610 | Acc: 78.878% (19890/25216) 197/391 [================================>................................] Step: 409ms | Tot: 1m21s | Loss: 0.610 | Acc: 78.875% (19990/25344) 198/391 [================================>................................] Step: 407ms | Tot: 1m21s | Loss: 0.611 | Acc: 78.851% (20085/25472) 199/391 [=================================>...............................] Step: 408ms | Tot: 1m21s | Loss: 0.610 | Acc: 78.852% (20186/25600) 200/391 [=================================>...............................] Step: 413ms | Tot: 1m22s | Loss: 0.610 | Acc: 78.848% (20286/25728) 201/391 [=================================>...............................] Step: 408ms | Tot: 1m22s | Loss: 0.610 | Acc: 78.852% (20388/25856) 202/391 [=================================>...............................] Step: 408ms | Tot: 1m23s | Loss: 0.609 | Acc: 78.868% (20493/25984) 203/391 [=================================>...............................] Step: 413ms | Tot: 1m23s | Loss: 0.610 | Acc: 78.845% (20588/26112) 204/391 [=================================>...............................] Step: 408ms | Tot: 1m23s | Loss: 0.610 | Acc: 78.830% (20685/26240) 205/391 [==================================>..............................] Step: 409ms | Tot: 1m24s | Loss: 0.610 | Acc: 78.849% (20791/26368) 206/391 [==================================>..............................] Step: 406ms | Tot: 1m24s | Loss: 0.610 | Acc: 78.835% (20888/26496) 207/391 [==================================>..............................] Step: 407ms | Tot: 1m25s | Loss: 0.610 | Acc: 78.850% (20993/26624) 208/391 [==================================>..............................] Step: 411ms | Tot: 1m25s | Loss: 0.610 | Acc: 78.861% (21097/26752) 209/391 [==================================>..............................] Step: 413ms | Tot: 1m26s | Loss: 0.610 | Acc: 78.854% (21196/26880) 210/391 [==================================>..............................] Step: 410ms | Tot: 1m26s | Loss: 0.610 | Acc: 78.840% (21293/27008) 211/391 [===================================>.............................] Step: 408ms | Tot: 1m26s | Loss: 0.610 | Acc: 78.873% (21403/27136) 212/391 [===================================>.............................] Step: 403ms | Tot: 1m27s | Loss: 0.610 | Acc: 78.866% (21502/27264) 213/391 [===================================>.............................] Step: 412ms | Tot: 1m27s | Loss: 0.610 | Acc: 78.873% (21605/27392) 214/391 [===================================>.............................] Step: 407ms | Tot: 1m28s | Loss: 0.611 | Acc: 78.852% (21700/27520) 215/391 [===================================>.............................] Step: 409ms | Tot: 1m28s | Loss: 0.611 | Acc: 78.848% (21800/27648) 216/391 [===================================>.............................] Step: 406ms | Tot: 1m28s | Loss: 0.611 | Acc: 78.867% (21906/27776) 217/391 [====================================>............................] Step: 415ms | Tot: 1m29s | Loss: 0.610 | Acc: 78.906% (22018/27904) 218/391 [====================================>............................] Step: 414ms | Tot: 1m29s | Loss: 0.611 | Acc: 78.860% (22106/28032) 219/391 [====================================>............................] Step: 407ms | Tot: 1m30s | Loss: 0.611 | Acc: 78.832% (22199/28160) 220/391 [====================================>............................] Step: 408ms | Tot: 1m30s | Loss: 0.612 | Acc: 78.800% (22291/28288) 221/391 [====================================>............................] Step: 406ms | Tot: 1m30s | Loss: 0.611 | Acc: 78.825% (22399/28416) 222/391 [====================================>............................] Step: 409ms | Tot: 1m31s | Loss: 0.612 | Acc: 78.808% (22495/28544) 223/391 [=====================================>...........................] Step: 406ms | Tot: 1m31s | Loss: 0.612 | Acc: 78.809% (22596/28672) 224/391 [=====================================>...........................] Step: 402ms | Tot: 1m32s | Loss: 0.611 | Acc: 78.823% (22701/28800) 225/391 [=====================================>...........................] Step: 409ms | Tot: 1m32s | Loss: 0.611 | Acc: 78.827% (22803/28928) 226/391 [=====================================>...........................] Step: 409ms | Tot: 1m32s | Loss: 0.611 | Acc: 78.862% (22914/29056) 227/391 [=====================================>...........................] Step: 421ms | Tot: 1m33s | Loss: 0.611 | Acc: 78.862% (23015/29184) 228/391 [=====================================>...........................] Step: 408ms | Tot: 1m33s | Loss: 0.610 | Acc: 78.865% (23117/29312) 229/391 [======================================>..........................] Step: 407ms | Tot: 1m34s | Loss: 0.610 | Acc: 78.889% (23225/29440) 230/391 [======================================>..........................] Step: 407ms | Tot: 1m34s | Loss: 0.610 | Acc: 78.879% (23323/29568) 231/391 [======================================>..........................] Step: 408ms | Tot: 1m35s | Loss: 0.610 | Acc: 78.873% (23422/29696) 232/391 [======================================>..........................] Step: 409ms | Tot: 1m35s | Loss: 0.609 | Acc: 78.900% (23531/29824) 233/391 [======================================>..........................] Step: 409ms | Tot: 1m35s | Loss: 0.609 | Acc: 78.893% (23630/29952) 234/391 [======================================>..........................] Step: 414ms | Tot: 1m36s | Loss: 0.609 | Acc: 78.903% (23734/30080) 235/391 [=======================================>.........................] Step: 407ms | Tot: 1m36s | Loss: 0.609 | Acc: 78.903% (23835/30208) 236/391 [=======================================>.........................] Step: 418ms | Tot: 1m37s | Loss: 0.609 | Acc: 78.886% (23931/30336) 237/391 [=======================================>.........................] Step: 417ms | Tot: 1m37s | Loss: 0.610 | Acc: 78.867% (24026/30464) 238/391 [=======================================>.........................] Step: 413ms | Tot: 1m37s | Loss: 0.610 | Acc: 78.867% (24127/30592) 239/391 [=======================================>.........................] Step: 410ms | Tot: 1m38s | Loss: 0.610 | Acc: 78.887% (24234/30720) 240/391 [=======================================>.........................] Step: 404ms | Tot: 1m38s | Loss: 0.609 | Acc: 78.913% (24343/30848) 241/391 [========================================>........................] Step: 412ms | Tot: 1m39s | Loss: 0.609 | Acc: 78.909% (24443/30976) 242/391 [========================================>........................] Step: 407ms | Tot: 1m39s | Loss: 0.609 | Acc: 78.913% (24545/31104) 243/391 [========================================>........................] Step: 412ms | Tot: 1m39s | Loss: 0.609 | Acc: 78.913% (24646/31232) 244/391 [========================================>........................] Step: 409ms | Tot: 1m40s | Loss: 0.609 | Acc: 78.893% (24741/31360) 245/391 [========================================>........................] Step: 417ms | Tot: 1m40s | Loss: 0.609 | Acc: 78.871% (24835/31488) 246/391 [========================================>........................] Step: 412ms | Tot: 1m41s | Loss: 0.609 | Acc: 78.871% (24936/31616) 247/391 [=========================================>.......................] Step: 409ms | Tot: 1m41s | Loss: 0.609 | Acc: 78.859% (25033/31744) 248/391 [=========================================>.......................] Step: 415ms | Tot: 1m42s | Loss: 0.609 | Acc: 78.869% (25137/31872) 249/391 [=========================================>.......................] Step: 412ms | Tot: 1m42s | Loss: 0.609 | Acc: 78.881% (25242/32000) 250/391 [=========================================>.......................] Step: 410ms | Tot: 1m42s | Loss: 0.609 | Acc: 78.897% (25348/32128) 251/391 [=========================================>.......................] Step: 413ms | Tot: 1m43s | Loss: 0.609 | Acc: 78.909% (25453/32256) 252/391 [=========================================>.......................] Step: 408ms | Tot: 1m43s | Loss: 0.609 | Acc: 78.894% (25549/32384) 253/391 [==========================================>......................] Step: 411ms | Tot: 1m44s | Loss: 0.609 | Acc: 78.906% (25654/32512) 254/391 [==========================================>......................] Step: 412ms | Tot: 1m44s | Loss: 0.609 | Acc: 78.909% (25756/32640) 255/391 [==========================================>......................] Step: 409ms | Tot: 1m44s | Loss: 0.609 | Acc: 78.922% (25861/32768) 256/391 [==========================================>......................] Step: 412ms | Tot: 1m45s | Loss: 0.609 | Acc: 78.931% (25965/32896) 257/391 [==========================================>......................] Step: 407ms | Tot: 1m45s | Loss: 0.609 | Acc: 78.915% (26061/33024) 258/391 [==========================================>......................] Step: 409ms | Tot: 1m46s | Loss: 0.609 | Acc: 78.897% (26156/33152) 259/391 [===========================================>.....................] Step: 408ms | Tot: 1m46s | Loss: 0.610 | Acc: 78.891% (26255/33280) 260/391 [===========================================>.....................] Step: 411ms | Tot: 1m46s | Loss: 0.610 | Acc: 78.885% (26354/33408) 261/391 [===========================================>.....................] Step: 412ms | Tot: 1m47s | Loss: 0.610 | Acc: 78.885% (26455/33536) 262/391 [===========================================>.....................] Step: 410ms | Tot: 1m47s | Loss: 0.610 | Acc: 78.877% (26553/33664) 263/391 [===========================================>.....................] Step: 419ms | Tot: 1m48s | Loss: 0.610 | Acc: 78.850% (26645/33792) 264/391 [===========================================>.....................] Step: 413ms | Tot: 1m48s | Loss: 0.610 | Acc: 78.853% (26747/33920) 265/391 [============================================>....................] Step: 406ms | Tot: 1m49s | Loss: 0.610 | Acc: 78.850% (26847/34048) 266/391 [============================================>....................] Step: 403ms | Tot: 1m49s | Loss: 0.610 | Acc: 78.854% (26949/34176) 267/391 [============================================>....................] Step: 409ms | Tot: 1m49s | Loss: 0.610 | Acc: 78.845% (27047/34304) 268/391 [============================================>....................] Step: 411ms | Tot: 1m50s | Loss: 0.610 | Acc: 78.863% (27154/34432) 269/391 [============================================>....................] Step: 410ms | Tot: 1m50s | Loss: 0.610 | Acc: 78.869% (27257/34560) 270/391 [============================================>....................] Step: 403ms | Tot: 1m51s | Loss: 0.610 | Acc: 78.880% (27362/34688) 271/391 [=============================================>...................] Step: 419ms | Tot: 1m51s | Loss: 0.609 | Acc: 78.880% (27463/34816) 272/391 [=============================================>...................] Step: 422ms | Tot: 1m51s | Loss: 0.609 | Acc: 78.898% (27570/34944) 273/391 [=============================================>...................] Step: 413ms | Tot: 1m52s | Loss: 0.609 | Acc: 78.886% (27667/35072) 274/391 [=============================================>...................] Step: 412ms | Tot: 1m52s | Loss: 0.610 | Acc: 78.881% (27766/35200) 275/391 [=============================================>...................] Step: 416ms | Tot: 1m53s | Loss: 0.610 | Acc: 78.881% (27867/35328) 276/391 [=============================================>...................] Step: 407ms | Tot: 1m53s | Loss: 0.610 | Acc: 78.861% (27961/35456) 277/391 [==============================================>..................] Step: 407ms | Tot: 1m53s | Loss: 0.610 | Acc: 78.856% (28060/35584) 278/391 [==============================================>..................] Step: 398ms | Tot: 1m54s | Loss: 0.610 | Acc: 78.853% (28160/35712) 279/391 [==============================================>..................] Step: 413ms | Tot: 1m54s | Loss: 0.610 | Acc: 78.873% (28268/35840) 280/391 [==============================================>..................] Step: 401ms | Tot: 1m55s | Loss: 0.610 | Acc: 78.867% (28367/35968) 281/391 [==============================================>..................] Step: 414ms | Tot: 1m55s | Loss: 0.610 | Acc: 78.859% (28465/36096) 282/391 [==============================================>..................] Step: 414ms | Tot: 1m56s | Loss: 0.611 | Acc: 78.862% (28567/36224) 283/391 [===============================================>.................] Step: 415ms | Tot: 1m56s | Loss: 0.611 | Acc: 78.851% (28664/36352) 284/391 [===============================================>.................] Step: 406ms | Tot: 1m56s | Loss: 0.611 | Acc: 78.840% (28761/36480) 285/391 [===============================================>.................] Step: 412ms | Tot: 1m57s | Loss: 0.612 | Acc: 78.822% (28855/36608) 286/391 [===============================================>.................] Step: 411ms | Tot: 1m57s | Loss: 0.611 | Acc: 78.841% (28963/36736) 287/391 [===============================================>.................] Step: 411ms | Tot: 1m58s | Loss: 0.611 | Acc: 78.841% (29064/36864) 288/391 [===============================================>.................] Step: 408ms | Tot: 1m58s | Loss: 0.611 | Acc: 78.858% (29171/36992) 289/391 [================================================>................] Step: 405ms | Tot: 1m58s | Loss: 0.611 | Acc: 78.871% (29277/37120) 290/391 [================================================>................] Step: 410ms | Tot: 1m59s | Loss: 0.611 | Acc: 78.879% (29381/37248) 291/391 [================================================>................] Step: 413ms | Tot: 1m59s | Loss: 0.611 | Acc: 78.888% (29485/37376) 292/391 [================================================>................] Step: 413ms | Tot: 2m111ms | Loss: 0.611 | Acc: 78.866% (29578/37504) 293/391 [================================================>................] Step: 409ms | Tot: 2m521ms | Loss: 0.611 | Acc: 78.869% (29680/37632) 294/391 [================================================>................] Step: 411ms | Tot: 2m933ms | Loss: 0.611 | Acc: 78.882% (29786/37760) 295/391 [=================================================>...............] Step: 408ms | Tot: 2m1s | Loss: 0.611 | Acc: 78.880% (29886/37888) 296/391 [=================================================>...............] Step: 410ms | Tot: 2m1s | Loss: 0.610 | Acc: 78.898% (29994/38016) 297/391 [=================================================>...............] Step: 409ms | Tot: 2m2s | Loss: 0.610 | Acc: 78.909% (30099/38144) 298/391 [=================================================>...............] Step: 409ms | Tot: 2m2s | Loss: 0.610 | Acc: 78.917% (30203/38272) 299/391 [=================================================>...............] Step: 415ms | Tot: 2m2s | Loss: 0.610 | Acc: 78.930% (30309/38400) 300/391 [=================================================>...............] Step: 410ms | Tot: 2m3s | Loss: 0.609 | Acc: 78.935% (30412/38528) 301/391 [==================================================>..............] Step: 406ms | Tot: 2m3s | Loss: 0.610 | Acc: 78.930% (30511/38656) 302/391 [==================================================>..............] Step: 410ms | Tot: 2m4s | Loss: 0.610 | Acc: 78.917% (30607/38784) 303/391 [==================================================>..............] Step: 405ms | Tot: 2m4s | Loss: 0.610 | Acc: 78.929% (30713/38912) 304/391 [==================================================>..............] Step: 409ms | Tot: 2m5s | Loss: 0.610 | Acc: 78.919% (30810/39040) 305/391 [==================================================>..............] Step: 408ms | Tot: 2m5s | Loss: 0.610 | Acc: 78.924% (30913/39168) 306/391 [==================================================>..............] Step: 413ms | Tot: 2m5s | Loss: 0.609 | Acc: 78.937% (31019/39296) 307/391 [===================================================>.............] Step: 409ms | Tot: 2m6s | Loss: 0.609 | Acc: 78.937% (31120/39424) 308/391 [===================================================>.............] Step: 421ms | Tot: 2m6s | Loss: 0.609 | Acc: 78.947% (31225/39552) 309/391 [===================================================>.............] Step: 412ms | Tot: 2m7s | Loss: 0.609 | Acc: 78.959% (31331/39680) 310/391 [===================================================>.............] Step: 412ms | Tot: 2m7s | Loss: 0.609 | Acc: 78.969% (31436/39808) 311/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.609 | Acc: 78.951% (31530/39936) 312/391 [===================================================>.............] Step: 404ms | Tot: 2m8s | Loss: 0.609 | Acc: 78.939% (31626/40064) 313/391 [====================================================>............] Step: 412ms | Tot: 2m8s | Loss: 0.609 | Acc: 78.944% (31729/40192) 314/391 [====================================================>............] Step: 410ms | Tot: 2m9s | Loss: 0.609 | Acc: 78.943% (31830/40320) 315/391 [====================================================>............] Step: 415ms | Tot: 2m9s | Loss: 0.609 | Acc: 78.948% (31933/40448) 316/391 [====================================================>............] Step: 405ms | Tot: 2m9s | Loss: 0.609 | Acc: 78.953% (32036/40576) 317/391 [====================================================>............] Step: 417ms | Tot: 2m10s | Loss: 0.608 | Acc: 78.970% (32144/40704) 318/391 [====================================================>............] Step: 414ms | Tot: 2m10s | Loss: 0.608 | Acc: 78.967% (32244/40832) 319/391 [=====================================================>...........] Step: 412ms | Tot: 2m11s | Loss: 0.608 | Acc: 78.960% (32342/40960) 320/391 [=====================================================>...........] Step: 411ms | Tot: 2m11s | Loss: 0.609 | Acc: 78.950% (32439/41088) 321/391 [=====================================================>...........] Step: 408ms | Tot: 2m12s | Loss: 0.609 | Acc: 78.955% (32542/41216) 322/391 [=====================================================>...........] Step: 408ms | Tot: 2m12s | Loss: 0.609 | Acc: 78.945% (32639/41344) 323/391 [=====================================================>...........] Step: 412ms | Tot: 2m12s | Loss: 0.609 | Acc: 78.962% (32747/41472) 324/391 [=====================================================>...........] Step: 408ms | Tot: 2m13s | Loss: 0.609 | Acc: 78.945% (32841/41600) 325/391 [======================================================>..........] Step: 414ms | Tot: 2m13s | Loss: 0.609 | Acc: 78.945% (32942/41728) 326/391 [======================================================>..........] Step: 417ms | Tot: 2m14s | Loss: 0.609 | Acc: 78.949% (33045/41856) 327/391 [======================================================>..........] Step: 416ms | Tot: 2m14s | Loss: 0.609 | Acc: 78.966% (33153/41984) 328/391 [======================================================>..........] Step: 405ms | Tot: 2m14s | Loss: 0.609 | Acc: 78.975% (33258/42112) 329/391 [======================================================>..........] Step: 409ms | Tot: 2m15s | Loss: 0.608 | Acc: 78.984% (33363/42240) 330/391 [======================================================>..........] Step: 411ms | Tot: 2m15s | Loss: 0.609 | Acc: 78.972% (33459/42368) 331/391 [=======================================================>.........] Step: 408ms | Tot: 2m16s | Loss: 0.609 | Acc: 78.970% (33559/42496) 332/391 [=======================================================>.........] Step: 404ms | Tot: 2m16s | Loss: 0.608 | Acc: 78.981% (33665/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m16s | Loss: 0.608 | Acc: 78.988% (33769/42752) 334/391 [=======================================================>.........] Step: 410ms | Tot: 2m17s | Loss: 0.608 | Acc: 78.990% (33871/42880) 335/391 [=======================================================>.........] Step: 417ms | Tot: 2m17s | Loss: 0.608 | Acc: 78.981% (33968/43008) 336/391 [=======================================================>.........] Step: 410ms | Tot: 2m18s | Loss: 0.608 | Acc: 78.976% (34067/43136) 337/391 [========================================================>........] Step: 406ms | Tot: 2m18s | Loss: 0.608 | Acc: 78.983% (34171/43264) 338/391 [========================================================>........] Step: 405ms | Tot: 2m19s | Loss: 0.609 | Acc: 78.948% (34257/43392) 339/391 [========================================================>........] Step: 407ms | Tot: 2m19s | Loss: 0.609 | Acc: 78.934% (34352/43520) 340/391 [========================================================>........] Step: 407ms | Tot: 2m19s | Loss: 0.610 | Acc: 78.913% (34444/43648) 341/391 [========================================================>........] Step: 405ms | Tot: 2m20s | Loss: 0.610 | Acc: 78.911% (34544/43776) 342/391 [========================================================>........] Step: 408ms | Tot: 2m20s | Loss: 0.610 | Acc: 78.909% (34644/43904) 343/391 [=========================================================>.......] Step: 408ms | Tot: 2m21s | Loss: 0.610 | Acc: 78.909% (34745/44032) 344/391 [=========================================================>.......] Step: 420ms | Tot: 2m21s | Loss: 0.610 | Acc: 78.918% (34850/44160) 345/391 [=========================================================>.......] Step: 414ms | Tot: 2m21s | Loss: 0.610 | Acc: 78.890% (34939/44288) 346/391 [=========================================================>.......] Step: 407ms | Tot: 2m22s | Loss: 0.610 | Acc: 78.893% (35041/44416) 347/391 [=========================================================>.......] Step: 414ms | Tot: 2m22s | Loss: 0.610 | Acc: 78.891% (35141/44544) 348/391 [=========================================================>.......] Step: 411ms | Tot: 2m23s | Loss: 0.610 | Acc: 78.875% (35235/44672) 349/391 [==========================================================>......] Step: 411ms | Tot: 2m23s | Loss: 0.610 | Acc: 78.886% (35341/44800) 350/391 [==========================================================>......] Step: 408ms | Tot: 2m23s | Loss: 0.610 | Acc: 78.895% (35446/44928) 351/391 [==========================================================>......] Step: 413ms | Tot: 2m24s | Loss: 0.610 | Acc: 78.900% (35549/45056) 352/391 [==========================================================>......] Step: 411ms | Tot: 2m24s | Loss: 0.610 | Acc: 78.893% (35647/45184) 353/391 [==========================================================>......] Step: 417ms | Tot: 2m25s | Loss: 0.610 | Acc: 78.869% (35737/45312) 354/391 [==========================================================>......] Step: 415ms | Tot: 2m25s | Loss: 0.611 | Acc: 78.867% (35837/45440) 355/391 [===========================================================>.....] Step: 411ms | Tot: 2m26s | Loss: 0.610 | Acc: 78.871% (35940/45568) 356/391 [===========================================================>.....] Step: 412ms | Tot: 2m26s | Loss: 0.611 | Acc: 78.858% (36035/45696) 357/391 [===========================================================>.....] Step: 410ms | Tot: 2m26s | Loss: 0.611 | Acc: 78.843% (36129/45824) 358/391 [===========================================================>.....] Step: 409ms | Tot: 2m27s | Loss: 0.611 | Acc: 78.854% (36235/45952) 359/391 [===========================================================>.....] Step: 404ms | Tot: 2m27s | Loss: 0.611 | Acc: 78.856% (36337/46080) 360/391 [===========================================================>.....] Step: 411ms | Tot: 2m28s | Loss: 0.611 | Acc: 78.831% (36426/46208) 361/391 [============================================================>....] Step: 408ms | Tot: 2m28s | Loss: 0.611 | Acc: 78.835% (36529/46336) 362/391 [============================================================>....] Step: 413ms | Tot: 2m28s | Loss: 0.611 | Acc: 78.835% (36630/46464) 363/391 [============================================================>....] Step: 413ms | Tot: 2m29s | Loss: 0.611 | Acc: 78.820% (36724/46592) 364/391 [============================================================>....] Step: 411ms | Tot: 2m29s | Loss: 0.611 | Acc: 78.808% (36819/46720) 365/391 [============================================================>....] Step: 408ms | Tot: 2m30s | Loss: 0.611 | Acc: 78.810% (36921/46848) 366/391 [============================================================>....] Step: 405ms | Tot: 2m30s | Loss: 0.612 | Acc: 78.798% (37016/46976) 367/391 [=============================================================>...] Step: 412ms | Tot: 2m30s | Loss: 0.611 | Acc: 78.813% (37124/47104) 368/391 [=============================================================>...] Step: 401ms | Tot: 2m31s | Loss: 0.611 | Acc: 78.813% (37225/47232) 369/391 [=============================================================>...] Step: 404ms | Tot: 2m31s | Loss: 0.611 | Acc: 78.809% (37324/47360) 370/391 [=============================================================>...] Step: 406ms | Tot: 2m32s | Loss: 0.612 | Acc: 78.799% (37420/47488) 371/391 [=============================================================>...] Step: 418ms | Tot: 2m32s | Loss: 0.611 | Acc: 78.801% (37522/47616) 372/391 [=============================================================>...] Step: 406ms | Tot: 2m32s | Loss: 0.612 | Acc: 78.797% (37621/47744) 373/391 [==============================================================>..] Step: 408ms | Tot: 2m33s | Loss: 0.611 | Acc: 78.812% (37729/47872) 374/391 [==============================================================>..] Step: 403ms | Tot: 2m33s | Loss: 0.611 | Acc: 78.817% (37832/48000) 375/391 [==============================================================>..] Step: 405ms | Tot: 2m34s | Loss: 0.611 | Acc: 78.823% (37936/48128) 376/391 [==============================================================>..] Step: 410ms | Tot: 2m34s | Loss: 0.611 | Acc: 78.823% (38037/48256) 377/391 [==============================================================>..] Step: 405ms | Tot: 2m34s | Loss: 0.611 | Acc: 78.830% (38141/48384) 378/391 [==============================================================>..] Step: 411ms | Tot: 2m35s | Loss: 0.611 | Acc: 78.828% (38241/48512) 379/391 [===============================================================>.] Step: 412ms | Tot: 2m35s | Loss: 0.611 | Acc: 78.822% (38339/48640) 380/391 [===============================================================>.] Step: 423ms | Tot: 2m36s | Loss: 0.610 | Acc: 78.834% (38446/48768) 381/391 [===============================================================>.] Step: 412ms | Tot: 2m36s | Loss: 0.610 | Acc: 78.841% (38550/48896) 382/391 [===============================================================>.] Step: 408ms | Tot: 2m37s | Loss: 0.610 | Acc: 78.841% (38651/49024) 383/391 [===============================================================>.] Step: 412ms | Tot: 2m37s | Loss: 0.610 | Acc: 78.833% (38748/49152) 384/391 [===============================================================>.] Step: 414ms | Tot: 2m37s | Loss: 0.610 | Acc: 78.839% (38852/49280) 385/391 [================================================================>] Step: 416ms | Tot: 2m38s | Loss: 0.610 | Acc: 78.856% (38961/49408) 386/391 [================================================================>] Step: 415ms | Tot: 2m38s | Loss: 0.610 | Acc: 78.844% (39056/49536) 387/391 [================================================================>] Step: 413ms | Tot: 2m39s | Loss: 0.611 | Acc: 78.840% (39155/49664) 388/391 [================================================================>] Step: 407ms | Tot: 2m39s | Loss: 0.611 | Acc: 78.836% (39254/49792) 389/391 [================================================================>] Step: 412ms | Tot: 2m39s | Loss: 0.611 | Acc: 78.838% (39356/49920) 390/391 [================================================================>] Step: 388ms | Tot: 2m40s | Loss: 0.611 | Acc: 78.840% (39420/50000) 391/391 + [>................................................................] Step: 549ms | Tot: 2ms | Loss: 0.674 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 339ms | Tot: 341ms | Loss: 0.688 | Acc: 76.500% (153/200) 2/100 [=>...............................................................] Step: 345ms | Tot: 687ms | Loss: 0.635 | Acc: 79.000% (237/300) 3/100 [=>...............................................................] Step: 344ms | Tot: 1s32ms | Loss: 0.606 | Acc: 79.500% (318/400) 4/100 [==>..............................................................] Step: 341ms | Tot: 1s373ms | Loss: 0.630 | Acc: 78.000% (390/500) 5/100 [===>.............................................................] Step: 343ms | Tot: 1s717ms | Loss: 0.604 | Acc: 78.833% (473/600) 6/100 [===>.............................................................] Step: 346ms | Tot: 2s63ms | Loss: 0.613 | Acc: 78.143% (547/700) 7/100 [====>............................................................] Step: 350ms | Tot: 2s414ms | Loss: 0.629 | Acc: 77.750% (622/800) 8/100 [=====>...........................................................] Step: 350ms | Tot: 2s764ms | Loss: 0.667 | Acc: 77.222% (695/900) 9/100 [=====>...........................................................] Step: 351ms | Tot: 3s116ms | Loss: 0.648 | Acc: 78.400% (784/1000) 10/100 [======>..........................................................] Step: 347ms | Tot: 3s463ms | Loss: 0.643 | Acc: 78.364% (862/1100) 11/100 [=======>.........................................................] Step: 345ms | Tot: 3s808ms | Loss: 0.643 | Acc: 78.667% (944/1200) 12/100 [=======>.........................................................] Step: 353ms | Tot: 4s161ms | Loss: 0.639 | Acc: 78.769% (1024/1300) 13/100 [========>........................................................] Step: 349ms | Tot: 4s511ms | Loss: 0.638 | Acc: 78.786% (1103/1400) 14/100 [=========>.......................................................] Step: 347ms | Tot: 4s859ms | Loss: 0.626 | Acc: 79.200% (1188/1500) 15/100 [=========>.......................................................] Step: 352ms | Tot: 5s211ms | Loss: 0.625 | Acc: 79.125% (1266/1600) 16/100 [==========>......................................................] Step: 352ms | Tot: 5s563ms | Loss: 0.628 | Acc: 79.176% (1346/1700) 17/100 [===========>.....................................................] Step: 352ms | Tot: 5s916ms | Loss: 0.632 | Acc: 78.667% (1416/1800) 18/100 [===========>.....................................................] Step: 352ms | Tot: 6s269ms | Loss: 0.636 | Acc: 78.632% (1494/1900) 19/100 [============>....................................................] Step: 350ms | Tot: 6s619ms | Loss: 0.644 | Acc: 78.300% (1566/2000) 20/100 [=============>...................................................] Step: 349ms | Tot: 6s969ms | Loss: 0.650 | Acc: 77.857% (1635/2100) 21/100 [=============>...................................................] Step: 350ms | Tot: 7s319ms | Loss: 0.651 | Acc: 77.818% (1712/2200) 22/100 [==============>..................................................] Step: 351ms | Tot: 7s671ms | Loss: 0.651 | Acc: 77.739% (1788/2300) 23/100 [==============>..................................................] Step: 348ms | Tot: 8s19ms | Loss: 0.650 | Acc: 77.917% (1870/2400) 24/100 [===============>.................................................] Step: 350ms | Tot: 8s369ms | Loss: 0.649 | Acc: 77.920% (1948/2500) 25/100 [================>................................................] Step: 358ms | Tot: 8s728ms | Loss: 0.660 | Acc: 77.654% (2019/2600) 26/100 [================>................................................] Step: 345ms | Tot: 9s73ms | Loss: 0.655 | Acc: 77.852% (2102/2700) 27/100 [=================>...............................................] Step: 353ms | Tot: 9s427ms | Loss: 0.654 | Acc: 77.893% (2181/2800) 28/100 [==================>..............................................] Step: 348ms | Tot: 9s775ms | Loss: 0.655 | Acc: 77.793% (2256/2900) 29/100 [==================>..............................................] Step: 364ms | Tot: 10s140ms | Loss: 0.653 | Acc: 77.967% (2339/3000) 30/100 [===================>.............................................] Step: 353ms | Tot: 10s493ms | Loss: 0.652 | Acc: 78.129% (2422/3100) 31/100 [====================>............................................] Step: 349ms | Tot: 10s843ms | Loss: 0.647 | Acc: 78.281% (2505/3200) 32/100 [====================>............................................] Step: 351ms | Tot: 11s195ms | Loss: 0.645 | Acc: 78.303% (2584/3300) 33/100 [=====================>...........................................] Step: 358ms | Tot: 11s553ms | Loss: 0.648 | Acc: 78.265% (2661/3400) 34/100 [======================>..........................................] Step: 350ms | Tot: 11s904ms | Loss: 0.649 | Acc: 78.286% (2740/3500) 35/100 [======================>..........................................] Step: 356ms | Tot: 12s261ms | Loss: 0.652 | Acc: 78.278% (2818/3600) 36/100 [=======================>.........................................] Step: 353ms | Tot: 12s614ms | Loss: 0.655 | Acc: 78.135% (2891/3700) 37/100 [========================>........................................] Step: 353ms | Tot: 12s968ms | Loss: 0.653 | Acc: 78.105% (2968/3800) 38/100 [========================>........................................] Step: 353ms | Tot: 13s322ms | Loss: 0.650 | Acc: 78.179% (3049/3900) 39/100 [=========================>.......................................] Step: 351ms | Tot: 13s673ms | Loss: 0.650 | Acc: 78.150% (3126/4000) 40/100 [==========================>......................................] Step: 355ms | Tot: 14s28ms | Loss: 0.649 | Acc: 78.195% (3206/4100) 41/100 [==========================>......................................] Step: 347ms | Tot: 14s376ms | Loss: 0.652 | Acc: 78.167% (3283/4200) 42/100 [===========================>.....................................] Step: 354ms | Tot: 14s730ms | Loss: 0.646 | Acc: 78.372% (3370/4300) 43/100 [===========================>.....................................] Step: 351ms | Tot: 15s81ms | Loss: 0.646 | Acc: 78.364% (3448/4400) 44/100 [============================>....................................] Step: 357ms | Tot: 15s439ms | Loss: 0.644 | Acc: 78.356% (3526/4500) 45/100 [=============================>...................................] Step: 351ms | Tot: 15s791ms | Loss: 0.646 | Acc: 78.304% (3602/4600) 46/100 [=============================>...................................] Step: 354ms | Tot: 16s146ms | Loss: 0.646 | Acc: 78.213% (3676/4700) 47/100 [==============================>..................................] Step: 360ms | Tot: 16s506ms | Loss: 0.647 | Acc: 78.208% (3754/4800) 48/100 [===============================>.................................] Step: 349ms | Tot: 16s856ms | Loss: 0.645 | Acc: 78.265% (3835/4900) 49/100 [===============================>.................................] Step: 356ms | Tot: 17s213ms | Loss: 0.650 | Acc: 78.160% (3908/5000) 50/100 [================================>................................] Step: 350ms | Tot: 17s563ms | Loss: 0.651 | Acc: 78.157% (3986/5100) 51/100 [=================================>...............................] Step: 350ms | Tot: 17s913ms | Loss: 0.653 | Acc: 78.096% (4061/5200) 52/100 [=================================>...............................] Step: 349ms | Tot: 18s263ms | Loss: 0.652 | Acc: 77.962% (4132/5300) 53/100 [==================================>..............................] Step: 349ms | Tot: 18s613ms | Loss: 0.653 | Acc: 77.889% (4206/5400) 54/100 [===================================>.............................] Step: 351ms | Tot: 18s964ms | Loss: 0.654 | Acc: 77.745% (4276/5500) 55/100 [===================================>.............................] Step: 356ms | Tot: 19s321ms | Loss: 0.657 | Acc: 77.750% (4354/5600) 56/100 [====================================>............................] Step: 354ms | Tot: 19s676ms | Loss: 0.659 | Acc: 77.667% (4427/5700) 57/100 [=====================================>...........................] Step: 354ms | Tot: 20s31ms | Loss: 0.656 | Acc: 77.759% (4510/5800) 58/100 [=====================================>...........................] Step: 352ms | Tot: 20s383ms | Loss: 0.658 | Acc: 77.610% (4579/5900) 59/100 [======================================>..........................] Step: 352ms | Tot: 20s736ms | Loss: 0.661 | Acc: 77.617% (4657/6000) 60/100 [=======================================>.........................] Step: 355ms | Tot: 21s92ms | Loss: 0.662 | Acc: 77.541% (4730/6100) 61/100 [=======================================>.........................] Step: 352ms | Tot: 21s444ms | Loss: 0.661 | Acc: 77.532% (4807/6200) 62/100 [========================================>........................] Step: 358ms | Tot: 21s803ms | Loss: 0.662 | Acc: 77.540% (4885/6300) 63/100 [========================================>........................] Step: 356ms | Tot: 22s159ms | Loss: 0.660 | Acc: 77.578% (4965/6400) 64/100 [=========================================>.......................] Step: 351ms | Tot: 22s511ms | Loss: 0.660 | Acc: 77.585% (5043/6500) 65/100 [==========================================>......................] Step: 352ms | Tot: 22s863ms | Loss: 0.661 | Acc: 77.470% (5113/6600) 66/100 [==========================================>......................] Step: 346ms | Tot: 23s209ms | Loss: 0.662 | Acc: 77.448% (5189/6700) 67/100 [===========================================>.....................] Step: 347ms | Tot: 23s557ms | Loss: 0.662 | Acc: 77.456% (5267/6800) 68/100 [============================================>....................] Step: 352ms | Tot: 23s909ms | Loss: 0.662 | Acc: 77.406% (5341/6900) 69/100 [============================================>....................] Step: 348ms | Tot: 24s258ms | Loss: 0.664 | Acc: 77.400% (5418/7000) 70/100 [=============================================>...................] Step: 352ms | Tot: 24s610ms | Loss: 0.664 | Acc: 77.423% (5497/7100) 71/100 [==============================================>..................] Step: 361ms | Tot: 24s971ms | Loss: 0.665 | Acc: 77.417% (5574/7200) 72/100 [==============================================>..................] Step: 357ms | Tot: 25s329ms | Loss: 0.665 | Acc: 77.438% (5653/7300) 73/100 [===============================================>.................] Step: 355ms | Tot: 25s684ms | Loss: 0.663 | Acc: 77.486% (5734/7400) 74/100 [================================================>................] Step: 353ms | Tot: 26s37ms | Loss: 0.663 | Acc: 77.453% (5809/7500) 75/100 [================================================>................] Step: 352ms | Tot: 26s390ms | Loss: 0.662 | Acc: 77.434% (5885/7600) 76/100 [=================================================>...............] Step: 350ms | Tot: 26s740ms | Loss: 0.663 | Acc: 77.442% (5963/7700) 77/100 [==================================================>..............] Step: 354ms | Tot: 27s94ms | Loss: 0.664 | Acc: 77.397% (6037/7800) 78/100 [==================================================>..............] Step: 354ms | Tot: 27s449ms | Loss: 0.664 | Acc: 77.405% (6115/7900) 79/100 [===================================================>.............] Step: 349ms | Tot: 27s799ms | Loss: 0.663 | Acc: 77.425% (6194/8000) 80/100 [====================================================>............] Step: 351ms | Tot: 28s150ms | Loss: 0.661 | Acc: 77.519% (6279/8100) 81/100 [====================================================>............] Step: 360ms | Tot: 28s510ms | Loss: 0.663 | Acc: 77.476% (6353/8200) 82/100 [=====================================================>...........] Step: 351ms | Tot: 28s862ms | Loss: 0.663 | Acc: 77.482% (6431/8300) 83/100 [=====================================================>...........] Step: 354ms | Tot: 29s216ms | Loss: 0.665 | Acc: 77.452% (6506/8400) 84/100 [======================================================>..........] Step: 353ms | Tot: 29s570ms | Loss: 0.666 | Acc: 77.424% (6581/8500) 85/100 [=======================================================>.........] Step: 350ms | Tot: 29s920ms | Loss: 0.666 | Acc: 77.453% (6661/8600) 86/100 [=======================================================>.........] Step: 352ms | Tot: 30s273ms | Loss: 0.666 | Acc: 77.471% (6740/8700) 87/100 [========================================================>........] Step: 351ms | Tot: 30s625ms | Loss: 0.666 | Acc: 77.455% (6816/8800) 88/100 [=========================================================>.......] Step: 354ms | Tot: 30s980ms | Loss: 0.667 | Acc: 77.404% (6889/8900) 89/100 [=========================================================>.......] Step: 351ms | Tot: 31s331ms | Loss: 0.668 | Acc: 77.378% (6964/9000) 90/100 [==========================================================>......] Step: 354ms | Tot: 31s685ms | Loss: 0.667 | Acc: 77.385% (7042/9100) 91/100 [===========================================================>.....] Step: 353ms | Tot: 32s38ms | Loss: 0.665 | Acc: 77.489% (7129/9200) 92/100 [===========================================================>.....] Step: 353ms | Tot: 32s392ms | Loss: 0.665 | Acc: 77.452% (7203/9300) 93/100 [============================================================>....] Step: 349ms | Tot: 32s741ms | Loss: 0.666 | Acc: 77.415% (7277/9400) 94/100 [=============================================================>...] Step: 357ms | Tot: 33s98ms | Loss: 0.665 | Acc: 77.421% (7355/9500) 95/100 [=============================================================>...] Step: 356ms | Tot: 33s455ms | Loss: 0.664 | Acc: 77.438% (7434/9600) 96/100 [==============================================================>..] Step: 345ms | Tot: 33s800ms | Loss: 0.662 | Acc: 77.495% (7517/9700) 97/100 [===============================================================>.] Step: 351ms | Tot: 34s152ms | Loss: 0.663 | Acc: 77.449% (7590/9800) 98/100 [===============================================================>.] Step: 346ms | Tot: 34s499ms | Loss: 0.663 | Acc: 77.434% (7666/9900) 99/100 [================================================================>] Step: 356ms | Tot: 34s856ms | Loss: 0.664 | Acc: 77.410% (7741/10000) 100/100 +Saving.. + +Epoch: 9 + [>................................................................] Step: 765ms | Tot: 2ms | Loss: 0.475 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 422ms | Tot: 425ms | Loss: 0.490 | Acc: 82.812% (212/256) 2/391 [>................................................................] Step: 417ms | Tot: 842ms | Loss: 0.519 | Acc: 82.031% (315/384) 3/391 [>................................................................] Step: 409ms | Tot: 1s251ms | Loss: 0.529 | Acc: 80.664% (413/512) 4/391 [>................................................................] Step: 409ms | Tot: 1s661ms | Loss: 0.547 | Acc: 80.312% (514/640) 5/391 [>................................................................] Step: 414ms | Tot: 2s75ms | Loss: 0.552 | Acc: 80.339% (617/768) 6/391 [>................................................................] Step: 408ms | Tot: 2s483ms | Loss: 0.560 | Acc: 80.134% (718/896) 7/391 [=>...............................................................] Step: 406ms | Tot: 2s889ms | Loss: 0.570 | Acc: 79.590% (815/1024) 8/391 [=>...............................................................] Step: 419ms | Tot: 3s309ms | Loss: 0.558 | Acc: 80.035% (922/1152) 9/391 [=>...............................................................] Step: 412ms | Tot: 3s722ms | Loss: 0.561 | Acc: 79.609% (1019/1280) 10/391 [=>...............................................................] Step: 408ms | Tot: 4s131ms | Loss: 0.574 | Acc: 79.616% (1121/1408) 11/391 [=>...............................................................] Step: 417ms | Tot: 4s548ms | Loss: 0.571 | Acc: 79.753% (1225/1536) 12/391 [=>...............................................................] Step: 408ms | Tot: 4s957ms | Loss: 0.571 | Acc: 79.387% (1321/1664) 13/391 [==>..............................................................] Step: 410ms | Tot: 5s367ms | Loss: 0.572 | Acc: 79.353% (1422/1792) 14/391 [==>..............................................................] Step: 408ms | Tot: 5s776ms | Loss: 0.571 | Acc: 79.427% (1525/1920) 15/391 [==>..............................................................] Step: 412ms | Tot: 6s188ms | Loss: 0.571 | Acc: 79.395% (1626/2048) 16/391 [==>..............................................................] Step: 406ms | Tot: 6s594ms | Loss: 0.567 | Acc: 79.596% (1732/2176) 17/391 [==>..............................................................] Step: 423ms | Tot: 7s18ms | Loss: 0.571 | Acc: 79.514% (1832/2304) 18/391 [==>..............................................................] Step: 413ms | Tot: 7s431ms | Loss: 0.570 | Acc: 79.852% (1942/2432) 19/391 [===>.............................................................] Step: 412ms | Tot: 7s844ms | Loss: 0.573 | Acc: 79.648% (2039/2560) 20/391 [===>.............................................................] Step: 407ms | Tot: 8s252ms | Loss: 0.572 | Acc: 79.539% (2138/2688) 21/391 [===>.............................................................] Step: 409ms | Tot: 8s662ms | Loss: 0.569 | Acc: 79.723% (2245/2816) 22/391 [===>.............................................................] Step: 406ms | Tot: 9s68ms | Loss: 0.569 | Acc: 79.518% (2341/2944) 23/391 [===>.............................................................] Step: 413ms | Tot: 9s482ms | Loss: 0.571 | Acc: 79.427% (2440/3072) 24/391 [===>.............................................................] Step: 408ms | Tot: 9s890ms | Loss: 0.577 | Acc: 79.406% (2541/3200) 25/391 [====>............................................................] Step: 403ms | Tot: 10s294ms | Loss: 0.574 | Acc: 79.507% (2646/3328) 26/391 [====>............................................................] Step: 419ms | Tot: 10s713ms | Loss: 0.573 | Acc: 79.601% (2751/3456) 27/391 [====>............................................................] Step: 407ms | Tot: 11s121ms | Loss: 0.573 | Acc: 79.715% (2857/3584) 28/391 [====>............................................................] Step: 405ms | Tot: 11s526ms | Loss: 0.581 | Acc: 79.445% (2949/3712) 29/391 [====>............................................................] Step: 409ms | Tot: 11s936ms | Loss: 0.581 | Acc: 79.401% (3049/3840) 30/391 [====>............................................................] Step: 403ms | Tot: 12s339ms | Loss: 0.578 | Acc: 79.511% (3155/3968) 31/391 [=====>...........................................................] Step: 411ms | Tot: 12s751ms | Loss: 0.578 | Acc: 79.419% (3253/4096) 32/391 [=====>...........................................................] Step: 407ms | Tot: 13s158ms | Loss: 0.572 | Acc: 79.593% (3362/4224) 33/391 [=====>...........................................................] Step: 407ms | Tot: 13s566ms | Loss: 0.573 | Acc: 79.596% (3464/4352) 34/391 [=====>...........................................................] Step: 409ms | Tot: 13s975ms | Loss: 0.574 | Acc: 79.576% (3565/4480) 35/391 [=====>...........................................................] Step: 419ms | Tot: 14s395ms | Loss: 0.572 | Acc: 79.688% (3672/4608) 36/391 [=====>...........................................................] Step: 411ms | Tot: 14s806ms | Loss: 0.573 | Acc: 79.688% (3774/4736) 37/391 [======>..........................................................] Step: 405ms | Tot: 15s212ms | Loss: 0.577 | Acc: 79.461% (3865/4864) 38/391 [======>..........................................................] Step: 408ms | Tot: 15s621ms | Loss: 0.580 | Acc: 79.227% (3955/4992) 39/391 [======>..........................................................] Step: 407ms | Tot: 16s29ms | Loss: 0.579 | Acc: 79.258% (4058/5120) 40/391 [======>..........................................................] Step: 411ms | Tot: 16s440ms | Loss: 0.584 | Acc: 79.040% (4148/5248) 41/391 [======>..........................................................] Step: 405ms | Tot: 16s845ms | Loss: 0.587 | Acc: 78.869% (4240/5376) 42/391 [======>..........................................................] Step: 407ms | Tot: 17s253ms | Loss: 0.588 | Acc: 78.852% (4340/5504) 43/391 [=======>.........................................................] Step: 403ms | Tot: 17s656ms | Loss: 0.591 | Acc: 78.782% (4437/5632) 44/391 [=======>.........................................................] Step: 419ms | Tot: 18s76ms | Loss: 0.590 | Acc: 78.819% (4540/5760) 45/391 [=======>.........................................................] Step: 411ms | Tot: 18s488ms | Loss: 0.588 | Acc: 78.855% (4643/5888) 46/391 [=======>.........................................................] Step: 412ms | Tot: 18s901ms | Loss: 0.589 | Acc: 78.757% (4738/6016) 47/391 [=======>.........................................................] Step: 414ms | Tot: 19s315ms | Loss: 0.589 | Acc: 78.727% (4837/6144) 48/391 [=======>.........................................................] Step: 410ms | Tot: 19s726ms | Loss: 0.590 | Acc: 78.779% (4941/6272) 49/391 [========>........................................................] Step: 410ms | Tot: 20s137ms | Loss: 0.589 | Acc: 78.766% (5041/6400) 50/391 [========>........................................................] Step: 409ms | Tot: 20s546ms | Loss: 0.589 | Acc: 78.784% (5143/6528) 51/391 [========>........................................................] Step: 404ms | Tot: 20s950ms | Loss: 0.592 | Acc: 78.666% (5236/6656) 52/391 [========>........................................................] Step: 410ms | Tot: 21s361ms | Loss: 0.596 | Acc: 78.523% (5327/6784) 53/391 [========>........................................................] Step: 420ms | Tot: 21s781ms | Loss: 0.595 | Acc: 78.501% (5426/6912) 54/391 [========>........................................................] Step: 410ms | Tot: 22s191ms | Loss: 0.597 | Acc: 78.409% (5520/7040) 55/391 [=========>.......................................................] Step: 408ms | Tot: 22s599ms | Loss: 0.599 | Acc: 78.334% (5615/7168) 56/391 [=========>.......................................................] Step: 415ms | Tot: 23s15ms | Loss: 0.599 | Acc: 78.372% (5718/7296) 57/391 [=========>.......................................................] Step: 409ms | Tot: 23s424ms | Loss: 0.598 | Acc: 78.354% (5817/7424) 58/391 [=========>.......................................................] Step: 411ms | Tot: 23s836ms | Loss: 0.601 | Acc: 78.297% (5913/7552) 59/391 [=========>.......................................................] Step: 403ms | Tot: 24s239ms | Loss: 0.602 | Acc: 78.229% (6008/7680) 60/391 [=========>.......................................................] Step: 410ms | Tot: 24s649ms | Loss: 0.603 | Acc: 78.176% (6104/7808) 61/391 [==========>......................................................] Step: 407ms | Tot: 25s56ms | Loss: 0.606 | Acc: 78.049% (6194/7936) 62/391 [==========>......................................................] Step: 424ms | Tot: 25s480ms | Loss: 0.607 | Acc: 78.063% (6295/8064) 63/391 [==========>......................................................] Step: 411ms | Tot: 25s892ms | Loss: 0.604 | Acc: 78.137% (6401/8192) 64/391 [==========>......................................................] Step: 412ms | Tot: 26s304ms | Loss: 0.603 | Acc: 78.161% (6503/8320) 65/391 [==========>......................................................] Step: 414ms | Tot: 26s719ms | Loss: 0.602 | Acc: 78.184% (6605/8448) 66/391 [==========>......................................................] Step: 415ms | Tot: 27s135ms | Loss: 0.602 | Acc: 78.207% (6707/8576) 67/391 [===========>.....................................................] Step: 409ms | Tot: 27s545ms | Loss: 0.604 | Acc: 78.159% (6803/8704) 68/391 [===========>.....................................................] Step: 407ms | Tot: 27s952ms | Loss: 0.603 | Acc: 78.170% (6904/8832) 69/391 [===========>.....................................................] Step: 407ms | Tot: 28s360ms | Loss: 0.602 | Acc: 78.203% (7007/8960) 70/391 [===========>.....................................................] Step: 408ms | Tot: 28s768ms | Loss: 0.602 | Acc: 78.169% (7104/9088) 71/391 [===========>.....................................................] Step: 420ms | Tot: 29s189ms | Loss: 0.603 | Acc: 78.179% (7205/9216) 72/391 [===========>.....................................................] Step: 413ms | Tot: 29s603ms | Loss: 0.602 | Acc: 78.232% (7310/9344) 73/391 [============>....................................................] Step: 410ms | Tot: 30s13ms | Loss: 0.601 | Acc: 78.294% (7416/9472) 74/391 [============>....................................................] Step: 407ms | Tot: 30s421ms | Loss: 0.600 | Acc: 78.333% (7520/9600) 75/391 [============>....................................................] Step: 421ms | Tot: 30s842ms | Loss: 0.599 | Acc: 78.382% (7625/9728) 76/391 [============>....................................................] Step: 409ms | Tot: 31s252ms | Loss: 0.598 | Acc: 78.480% (7735/9856) 77/391 [============>....................................................] Step: 412ms | Tot: 31s664ms | Loss: 0.595 | Acc: 78.586% (7846/9984) 78/391 [============>....................................................] Step: 416ms | Tot: 32s80ms | Loss: 0.593 | Acc: 78.669% (7955/10112) 79/391 [=============>...................................................] Step: 407ms | Tot: 32s488ms | Loss: 0.593 | Acc: 78.701% (8059/10240) 80/391 [=============>...................................................] Step: 418ms | Tot: 32s907ms | Loss: 0.592 | Acc: 78.752% (8165/10368) 81/391 [=============>...................................................] Step: 416ms | Tot: 33s323ms | Loss: 0.592 | Acc: 78.744% (8265/10496) 82/391 [=============>...................................................] Step: 413ms | Tot: 33s737ms | Loss: 0.592 | Acc: 78.746% (8366/10624) 83/391 [=============>...................................................] Step: 413ms | Tot: 34s150ms | Loss: 0.591 | Acc: 78.832% (8476/10752) 84/391 [=============>...................................................] Step: 406ms | Tot: 34s557ms | Loss: 0.591 | Acc: 78.842% (8578/10880) 85/391 [==============>..................................................] Step: 412ms | Tot: 34s969ms | Loss: 0.591 | Acc: 78.879% (8683/11008) 86/391 [==============>..................................................] Step: 407ms | Tot: 35s377ms | Loss: 0.590 | Acc: 78.915% (8788/11136) 87/391 [==============>..................................................] Step: 409ms | Tot: 35s786ms | Loss: 0.592 | Acc: 78.871% (8884/11264) 88/391 [==============>..................................................] Step: 412ms | Tot: 36s199ms | Loss: 0.591 | Acc: 78.915% (8990/11392) 89/391 [==============>..................................................] Step: 424ms | Tot: 36s624ms | Loss: 0.589 | Acc: 78.958% (9096/11520) 90/391 [==============>..................................................] Step: 410ms | Tot: 37s34ms | Loss: 0.590 | Acc: 78.992% (9201/11648) 91/391 [===============>.................................................] Step: 409ms | Tot: 37s443ms | Loss: 0.589 | Acc: 79.042% (9308/11776) 92/391 [===============>.................................................] Step: 413ms | Tot: 37s857ms | Loss: 0.589 | Acc: 79.074% (9413/11904) 93/391 [===============>.................................................] Step: 403ms | Tot: 38s260ms | Loss: 0.590 | Acc: 79.064% (9513/12032) 94/391 [===============>.................................................] Step: 405ms | Tot: 38s665ms | Loss: 0.589 | Acc: 79.104% (9619/12160) 95/391 [===============>.................................................] Step: 409ms | Tot: 39s74ms | Loss: 0.590 | Acc: 79.150% (9726/12288) 96/391 [===============>.................................................] Step: 403ms | Tot: 39s477ms | Loss: 0.590 | Acc: 79.132% (9825/12416) 97/391 [================>................................................] Step: 412ms | Tot: 39s890ms | Loss: 0.590 | Acc: 79.090% (9921/12544) 98/391 [================>................................................] Step: 422ms | Tot: 40s313ms | Loss: 0.591 | Acc: 79.033% (10015/12672) 99/391 [================>................................................] Step: 408ms | Tot: 40s721ms | Loss: 0.592 | Acc: 79.000% (10112/12800) 100/391 [================>................................................] Step: 411ms | Tot: 41s133ms | Loss: 0.590 | Acc: 79.076% (10223/12928) 101/391 [================>................................................] Step: 408ms | Tot: 41s541ms | Loss: 0.590 | Acc: 79.052% (10321/13056) 102/391 [================>................................................] Step: 410ms | Tot: 41s952ms | Loss: 0.591 | Acc: 79.050% (10422/13184) 103/391 [=================>...............................................] Step: 413ms | Tot: 42s366ms | Loss: 0.591 | Acc: 79.034% (10521/13312) 104/391 [=================>...............................................] Step: 400ms | Tot: 42s766ms | Loss: 0.591 | Acc: 79.062% (10626/13440) 105/391 [=================>...............................................] Step: 399ms | Tot: 43s165ms | Loss: 0.591 | Acc: 79.054% (10726/13568) 106/391 [=================>...............................................] Step: 410ms | Tot: 43s576ms | Loss: 0.590 | Acc: 79.052% (10827/13696) 107/391 [=================>...............................................] Step: 417ms | Tot: 43s994ms | Loss: 0.591 | Acc: 79.008% (10922/13824) 108/391 [=================>...............................................] Step: 414ms | Tot: 44s408ms | Loss: 0.590 | Acc: 79.042% (11028/13952) 109/391 [==================>..............................................] Step: 407ms | Tot: 44s816ms | Loss: 0.590 | Acc: 79.055% (11131/14080) 110/391 [==================>..............................................] Step: 409ms | Tot: 45s225ms | Loss: 0.590 | Acc: 79.061% (11233/14208) 111/391 [==================>..............................................] Step: 402ms | Tot: 45s627ms | Loss: 0.590 | Acc: 79.060% (11334/14336) 112/391 [==================>..............................................] Step: 409ms | Tot: 46s37ms | Loss: 0.590 | Acc: 79.079% (11438/14464) 113/391 [==================>..............................................] Step: 405ms | Tot: 46s442ms | Loss: 0.589 | Acc: 79.105% (11543/14592) 114/391 [==================>..............................................] Step: 408ms | Tot: 46s850ms | Loss: 0.591 | Acc: 79.056% (11637/14720) 115/391 [===================>.............................................] Step: 411ms | Tot: 47s261ms | Loss: 0.590 | Acc: 79.088% (11743/14848) 116/391 [===================>.............................................] Step: 420ms | Tot: 47s682ms | Loss: 0.588 | Acc: 79.153% (11854/14976) 117/391 [===================>.............................................] Step: 413ms | Tot: 48s96ms | Loss: 0.589 | Acc: 79.111% (11949/15104) 118/391 [===================>.............................................] Step: 409ms | Tot: 48s505ms | Loss: 0.590 | Acc: 79.070% (12044/15232) 119/391 [===================>.............................................] Step: 405ms | Tot: 48s911ms | Loss: 0.589 | Acc: 79.134% (12155/15360) 120/391 [===================>.............................................] Step: 404ms | Tot: 49s316ms | Loss: 0.588 | Acc: 79.152% (12259/15488) 121/391 [====================>............................................] Step: 405ms | Tot: 49s721ms | Loss: 0.587 | Acc: 79.188% (12366/15616) 122/391 [====================>............................................] Step: 408ms | Tot: 50s129ms | Loss: 0.586 | Acc: 79.243% (12476/15744) 123/391 [====================>............................................] Step: 408ms | Tot: 50s538ms | Loss: 0.585 | Acc: 79.284% (12584/15872) 124/391 [====================>............................................] Step: 406ms | Tot: 50s944ms | Loss: 0.585 | Acc: 79.312% (12690/16000) 125/391 [====================>............................................] Step: 413ms | Tot: 51s358ms | Loss: 0.585 | Acc: 79.315% (12792/16128) 126/391 [====================>............................................] Step: 404ms | Tot: 51s763ms | Loss: 0.584 | Acc: 79.343% (12898/16256) 127/391 [=====================>...........................................] Step: 414ms | Tot: 52s177ms | Loss: 0.583 | Acc: 79.358% (13002/16384) 128/391 [=====================>...........................................] Step: 410ms | Tot: 52s588ms | Loss: 0.585 | Acc: 79.324% (13098/16512) 129/391 [=====================>...........................................] Step: 407ms | Tot: 52s995ms | Loss: 0.585 | Acc: 79.321% (13199/16640) 130/391 [=====================>...........................................] Step: 406ms | Tot: 53s402ms | Loss: 0.584 | Acc: 79.324% (13301/16768) 131/391 [=====================>...........................................] Step: 404ms | Tot: 53s807ms | Loss: 0.584 | Acc: 79.350% (13407/16896) 132/391 [=====================>...........................................] Step: 412ms | Tot: 54s219ms | Loss: 0.584 | Acc: 79.329% (13505/17024) 133/391 [======================>..........................................] Step: 409ms | Tot: 54s629ms | Loss: 0.585 | Acc: 79.309% (13603/17152) 134/391 [======================>..........................................] Step: 419ms | Tot: 55s48ms | Loss: 0.585 | Acc: 79.323% (13707/17280) 135/391 [======================>..........................................] Step: 418ms | Tot: 55s466ms | Loss: 0.586 | Acc: 79.274% (13800/17408) 136/391 [======================>..........................................] Step: 408ms | Tot: 55s875ms | Loss: 0.586 | Acc: 79.266% (13900/17536) 137/391 [======================>..........................................] Step: 408ms | Tot: 56s283ms | Loss: 0.587 | Acc: 79.252% (13999/17664) 138/391 [======================>..........................................] Step: 411ms | Tot: 56s695ms | Loss: 0.586 | Acc: 79.283% (14106/17792) 139/391 [=======================>.........................................] Step: 406ms | Tot: 57s101ms | Loss: 0.586 | Acc: 79.297% (14210/17920) 140/391 [=======================>.........................................] Step: 409ms | Tot: 57s510ms | Loss: 0.587 | Acc: 79.305% (14313/18048) 141/391 [=======================>.........................................] Step: 411ms | Tot: 57s922ms | Loss: 0.587 | Acc: 79.302% (14414/18176) 142/391 [=======================>.........................................] Step: 413ms | Tot: 58s335ms | Loss: 0.587 | Acc: 79.300% (14515/18304) 143/391 [=======================>.........................................] Step: 420ms | Tot: 58s756ms | Loss: 0.588 | Acc: 79.291% (14615/18432) 144/391 [=======================>.........................................] Step: 414ms | Tot: 59s170ms | Loss: 0.587 | Acc: 79.310% (14720/18560) 145/391 [========================>........................................] Step: 405ms | Tot: 59s576ms | Loss: 0.587 | Acc: 79.308% (14821/18688) 146/391 [========================>........................................] Step: 406ms | Tot: 59s983ms | Loss: 0.588 | Acc: 79.294% (14920/18816) 147/391 [========================>........................................] Step: 410ms | Tot: 1m393ms | Loss: 0.588 | Acc: 79.281% (15019/18944) 148/391 [========================>........................................] Step: 404ms | Tot: 1m797ms | Loss: 0.589 | Acc: 79.258% (15116/19072) 149/391 [========================>........................................] Step: 408ms | Tot: 1m1s | Loss: 0.588 | Acc: 79.260% (15218/19200) 150/391 [========================>........................................] Step: 406ms | Tot: 1m1s | Loss: 0.588 | Acc: 79.248% (15317/19328) 151/391 [=========================>.......................................] Step: 408ms | Tot: 1m2s | Loss: 0.589 | Acc: 79.245% (15418/19456) 152/391 [=========================>.......................................] Step: 422ms | Tot: 1m2s | Loss: 0.588 | Acc: 79.259% (15522/19584) 153/391 [=========================>.......................................] Step: 406ms | Tot: 1m2s | Loss: 0.588 | Acc: 79.277% (15627/19712) 154/391 [=========================>.......................................] Step: 407ms | Tot: 1m3s | Loss: 0.589 | Acc: 79.284% (15730/19840) 155/391 [=========================>.......................................] Step: 408ms | Tot: 1m3s | Loss: 0.588 | Acc: 79.287% (15832/19968) 156/391 [=========================>.......................................] Step: 410ms | Tot: 1m4s | Loss: 0.588 | Acc: 79.309% (15938/20096) 157/391 [==========================>......................................] Step: 413ms | Tot: 1m4s | Loss: 0.588 | Acc: 79.307% (16039/20224) 158/391 [==========================>......................................] Step: 408ms | Tot: 1m4s | Loss: 0.588 | Acc: 79.319% (16143/20352) 159/391 [==========================>......................................] Step: 407ms | Tot: 1m5s | Loss: 0.588 | Acc: 79.341% (16249/20480) 160/391 [==========================>......................................] Step: 407ms | Tot: 1m5s | Loss: 0.588 | Acc: 79.343% (16351/20608) 161/391 [==========================>......................................] Step: 418ms | Tot: 1m6s | Loss: 0.587 | Acc: 79.389% (16462/20736) 162/391 [==========================>......................................] Step: 411ms | Tot: 1m6s | Loss: 0.588 | Acc: 79.362% (16558/20864) 163/391 [===========================>.....................................] Step: 408ms | Tot: 1m6s | Loss: 0.588 | Acc: 79.368% (16661/20992) 164/391 [===========================>.....................................] Step: 411ms | Tot: 1m7s | Loss: 0.587 | Acc: 79.375% (16764/21120) 165/391 [===========================>.....................................] Step: 411ms | Tot: 1m7s | Loss: 0.587 | Acc: 79.372% (16865/21248) 166/391 [===========================>.....................................] Step: 413ms | Tot: 1m8s | Loss: 0.588 | Acc: 79.327% (16957/21376) 167/391 [===========================>.....................................] Step: 406ms | Tot: 1m8s | Loss: 0.587 | Acc: 79.367% (17067/21504) 168/391 [===========================>.....................................] Step: 408ms | Tot: 1m9s | Loss: 0.587 | Acc: 79.373% (17170/21632) 169/391 [============================>....................................] Step: 409ms | Tot: 1m9s | Loss: 0.588 | Acc: 79.352% (17267/21760) 170/391 [============================>....................................] Step: 418ms | Tot: 1m9s | Loss: 0.588 | Acc: 79.340% (17366/21888) 171/391 [============================>....................................] Step: 413ms | Tot: 1m10s | Loss: 0.588 | Acc: 79.347% (17469/22016) 172/391 [============================>....................................] Step: 410ms | Tot: 1m10s | Loss: 0.588 | Acc: 79.349% (17571/22144) 173/391 [============================>....................................] Step: 414ms | Tot: 1m11s | Loss: 0.588 | Acc: 79.333% (17669/22272) 174/391 [============================>....................................] Step: 409ms | Tot: 1m11s | Loss: 0.588 | Acc: 79.366% (17778/22400) 175/391 [=============================>...................................] Step: 408ms | Tot: 1m11s | Loss: 0.588 | Acc: 79.372% (17881/22528) 176/391 [=============================>...................................] Step: 407ms | Tot: 1m12s | Loss: 0.587 | Acc: 79.401% (17989/22656) 177/391 [=============================>...................................] Step: 410ms | Tot: 1m12s | Loss: 0.587 | Acc: 79.420% (18095/22784) 178/391 [=============================>...................................] Step: 411ms | Tot: 1m13s | Loss: 0.587 | Acc: 79.421% (18197/22912) 179/391 [=============================>...................................] Step: 422ms | Tot: 1m13s | Loss: 0.587 | Acc: 79.453% (18306/23040) 180/391 [=============================>...................................] Step: 412ms | Tot: 1m13s | Loss: 0.588 | Acc: 79.416% (18399/23168) 181/391 [==============================>..................................] Step: 405ms | Tot: 1m14s | Loss: 0.588 | Acc: 79.413% (18500/23296) 182/391 [==============================>..................................] Step: 412ms | Tot: 1m14s | Loss: 0.588 | Acc: 79.410% (18601/23424) 183/391 [==============================>..................................] Step: 405ms | Tot: 1m15s | Loss: 0.589 | Acc: 79.390% (18698/23552) 184/391 [==============================>..................................] Step: 405ms | Tot: 1m15s | Loss: 0.589 | Acc: 79.388% (18799/23680) 185/391 [==============================>..................................] Step: 408ms | Tot: 1m15s | Loss: 0.589 | Acc: 79.381% (18899/23808) 186/391 [==============================>..................................] Step: 412ms | Tot: 1m16s | Loss: 0.589 | Acc: 79.387% (19002/23936) 187/391 [===============================>.................................] Step: 406ms | Tot: 1m16s | Loss: 0.589 | Acc: 79.372% (19100/24064) 188/391 [===============================>.................................] Step: 415ms | Tot: 1m17s | Loss: 0.590 | Acc: 79.365% (19200/24192) 189/391 [===============================>.................................] Step: 415ms | Tot: 1m17s | Loss: 0.590 | Acc: 79.371% (19303/24320) 190/391 [===============================>.................................] Step: 408ms | Tot: 1m18s | Loss: 0.590 | Acc: 79.377% (19406/24448) 191/391 [===============================>.................................] Step: 410ms | Tot: 1m18s | Loss: 0.591 | Acc: 79.374% (19507/24576) 192/391 [===============================>.................................] Step: 411ms | Tot: 1m18s | Loss: 0.590 | Acc: 79.368% (19607/24704) 193/391 [================================>................................] Step: 411ms | Tot: 1m19s | Loss: 0.590 | Acc: 79.373% (19710/24832) 194/391 [================================>................................] Step: 406ms | Tot: 1m19s | Loss: 0.590 | Acc: 79.347% (19805/24960) 195/391 [================================>................................] Step: 413ms | Tot: 1m20s | Loss: 0.591 | Acc: 79.349% (19907/25088) 196/391 [================================>................................] Step: 411ms | Tot: 1m20s | Loss: 0.591 | Acc: 79.354% (20010/25216) 197/391 [================================>................................] Step: 417ms | Tot: 1m20s | Loss: 0.590 | Acc: 79.364% (20114/25344) 198/391 [================================>................................] Step: 409ms | Tot: 1m21s | Loss: 0.590 | Acc: 79.381% (20220/25472) 199/391 [=================================>...............................] Step: 417ms | Tot: 1m21s | Loss: 0.590 | Acc: 79.379% (20321/25600) 200/391 [=================================>...............................] Step: 412ms | Tot: 1m22s | Loss: 0.590 | Acc: 79.357% (20417/25728) 201/391 [=================================>...............................] Step: 406ms | Tot: 1m22s | Loss: 0.590 | Acc: 79.343% (20515/25856) 202/391 [=================================>...............................] Step: 407ms | Tot: 1m22s | Loss: 0.591 | Acc: 79.353% (20619/25984) 203/391 [=================================>...............................] Step: 407ms | Tot: 1m23s | Loss: 0.591 | Acc: 79.343% (20718/26112) 204/391 [=================================>...............................] Step: 406ms | Tot: 1m23s | Loss: 0.591 | Acc: 79.360% (20824/26240) 205/391 [==================================>..............................] Step: 404ms | Tot: 1m24s | Loss: 0.591 | Acc: 79.358% (20925/26368) 206/391 [==================================>..............................] Step: 415ms | Tot: 1m24s | Loss: 0.591 | Acc: 79.359% (21027/26496) 207/391 [==================================>..............................] Step: 412ms | Tot: 1m25s | Loss: 0.590 | Acc: 79.391% (21137/26624) 208/391 [==================================>..............................] Step: 408ms | Tot: 1m25s | Loss: 0.590 | Acc: 79.392% (21239/26752) 209/391 [==================================>..............................] Step: 409ms | Tot: 1m25s | Loss: 0.590 | Acc: 79.390% (21340/26880) 210/391 [==================================>..............................] Step: 406ms | Tot: 1m26s | Loss: 0.589 | Acc: 79.414% (21448/27008) 211/391 [===================================>.............................] Step: 409ms | Tot: 1m26s | Loss: 0.590 | Acc: 79.396% (21545/27136) 212/391 [===================================>.............................] Step: 411ms | Tot: 1m27s | Loss: 0.590 | Acc: 79.398% (21647/27264) 213/391 [===================================>.............................] Step: 409ms | Tot: 1m27s | Loss: 0.590 | Acc: 79.381% (21744/27392) 214/391 [===================================>.............................] Step: 409ms | Tot: 1m27s | Loss: 0.591 | Acc: 79.382% (21846/27520) 215/391 [===================================>.............................] Step: 415ms | Tot: 1m28s | Loss: 0.591 | Acc: 79.369% (21944/27648) 216/391 [===================================>.............................] Step: 411ms | Tot: 1m28s | Loss: 0.591 | Acc: 79.367% (22045/27776) 217/391 [====================================>............................] Step: 404ms | Tot: 1m29s | Loss: 0.591 | Acc: 79.376% (22149/27904) 218/391 [====================================>............................] Step: 410ms | Tot: 1m29s | Loss: 0.592 | Acc: 79.370% (22249/28032) 219/391 [====================================>............................] Step: 409ms | Tot: 1m29s | Loss: 0.592 | Acc: 79.354% (22346/28160) 220/391 [====================================>............................] Step: 411ms | Tot: 1m30s | Loss: 0.592 | Acc: 79.355% (22448/28288) 221/391 [====================================>............................] Step: 406ms | Tot: 1m30s | Loss: 0.591 | Acc: 79.367% (22553/28416) 222/391 [====================================>............................] Step: 410ms | Tot: 1m31s | Loss: 0.591 | Acc: 79.379% (22658/28544) 223/391 [=====================================>...........................] Step: 409ms | Tot: 1m31s | Loss: 0.591 | Acc: 79.374% (22758/28672) 224/391 [=====================================>...........................] Step: 418ms | Tot: 1m32s | Loss: 0.590 | Acc: 79.385% (22863/28800) 225/391 [=====================================>...........................] Step: 411ms | Tot: 1m32s | Loss: 0.591 | Acc: 79.369% (22960/28928) 226/391 [=====================================>...........................] Step: 415ms | Tot: 1m32s | Loss: 0.591 | Acc: 79.354% (23057/29056) 227/391 [=====================================>...........................] Step: 405ms | Tot: 1m33s | Loss: 0.591 | Acc: 79.369% (23163/29184) 228/391 [=====================================>...........................] Step: 408ms | Tot: 1m33s | Loss: 0.590 | Acc: 79.374% (23266/29312) 229/391 [======================================>..........................] Step: 411ms | Tot: 1m34s | Loss: 0.590 | Acc: 79.392% (23373/29440) 230/391 [======================================>..........................] Step: 414ms | Tot: 1m34s | Loss: 0.590 | Acc: 79.390% (23474/29568) 231/391 [======================================>..........................] Step: 410ms | Tot: 1m34s | Loss: 0.590 | Acc: 79.401% (23579/29696) 232/391 [======================================>..........................] Step: 409ms | Tot: 1m35s | Loss: 0.591 | Acc: 79.372% (23672/29824) 233/391 [======================================>..........................] Step: 421ms | Tot: 1m35s | Loss: 0.590 | Acc: 79.387% (23778/29952) 234/391 [======================================>..........................] Step: 410ms | Tot: 1m36s | Loss: 0.590 | Acc: 79.392% (23881/30080) 235/391 [=======================================>.........................] Step: 406ms | Tot: 1m36s | Loss: 0.590 | Acc: 79.396% (23984/30208) 236/391 [=======================================>.........................] Step: 412ms | Tot: 1m36s | Loss: 0.590 | Acc: 79.401% (24087/30336) 237/391 [=======================================>.........................] Step: 410ms | Tot: 1m37s | Loss: 0.591 | Acc: 79.382% (24183/30464) 238/391 [=======================================>.........................] Step: 406ms | Tot: 1m37s | Loss: 0.591 | Acc: 79.364% (24279/30592) 239/391 [=======================================>.........................] Step: 405ms | Tot: 1m38s | Loss: 0.591 | Acc: 79.362% (24380/30720) 240/391 [=======================================>.........................] Step: 405ms | Tot: 1m38s | Loss: 0.590 | Acc: 79.370% (24484/30848) 241/391 [========================================>........................] Step: 409ms | Tot: 1m38s | Loss: 0.590 | Acc: 79.390% (24592/30976) 242/391 [========================================>........................] Step: 413ms | Tot: 1m39s | Loss: 0.590 | Acc: 79.376% (24689/31104) 243/391 [========================================>........................] Step: 412ms | Tot: 1m39s | Loss: 0.590 | Acc: 79.390% (24795/31232) 244/391 [========================================>........................] Step: 407ms | Tot: 1m40s | Loss: 0.590 | Acc: 79.394% (24898/31360) 245/391 [========================================>........................] Step: 406ms | Tot: 1m40s | Loss: 0.590 | Acc: 79.379% (24995/31488) 246/391 [========================================>........................] Step: 412ms | Tot: 1m41s | Loss: 0.590 | Acc: 79.368% (25093/31616) 247/391 [=========================================>.......................] Step: 406ms | Tot: 1m41s | Loss: 0.590 | Acc: 79.376% (25197/31744) 248/391 [=========================================>.......................] Step: 407ms | Tot: 1m41s | Loss: 0.590 | Acc: 79.371% (25297/31872) 249/391 [=========================================>.......................] Step: 400ms | Tot: 1m42s | Loss: 0.590 | Acc: 79.362% (25396/32000) 250/391 [=========================================>.......................] Step: 402ms | Tot: 1m42s | Loss: 0.591 | Acc: 79.336% (25489/32128) 251/391 [=========================================>.......................] Step: 420ms | Tot: 1m43s | Loss: 0.591 | Acc: 79.315% (25584/32256) 252/391 [=========================================>.......................] Step: 408ms | Tot: 1m43s | Loss: 0.591 | Acc: 79.305% (25682/32384) 253/391 [==========================================>......................] Step: 405ms | Tot: 1m43s | Loss: 0.592 | Acc: 79.300% (25782/32512) 254/391 [==========================================>......................] Step: 406ms | Tot: 1m44s | Loss: 0.592 | Acc: 79.286% (25879/32640) 255/391 [==========================================>......................] Step: 407ms | Tot: 1m44s | Loss: 0.592 | Acc: 79.297% (25984/32768) 256/391 [==========================================>......................] Step: 411ms | Tot: 1m45s | Loss: 0.593 | Acc: 79.298% (26086/32896) 257/391 [==========================================>......................] Step: 409ms | Tot: 1m45s | Loss: 0.593 | Acc: 79.297% (26187/33024) 258/391 [==========================================>......................] Step: 408ms | Tot: 1m45s | Loss: 0.593 | Acc: 79.310% (26293/33152) 259/391 [===========================================>.....................] Step: 413ms | Tot: 1m46s | Loss: 0.594 | Acc: 79.294% (26389/33280) 260/391 [===========================================>.....................] Step: 417ms | Tot: 1m46s | Loss: 0.594 | Acc: 79.277% (26485/33408) 261/391 [===========================================>.....................] Step: 416ms | Tot: 1m47s | Loss: 0.594 | Acc: 79.270% (26584/33536) 262/391 [===========================================>.....................] Step: 408ms | Tot: 1m47s | Loss: 0.594 | Acc: 79.281% (26689/33664) 263/391 [===========================================>.....................] Step: 414ms | Tot: 1m47s | Loss: 0.594 | Acc: 79.276% (26789/33792) 264/391 [===========================================>.....................] Step: 405ms | Tot: 1m48s | Loss: 0.594 | Acc: 79.284% (26893/33920) 265/391 [============================================>....................] Step: 404ms | Tot: 1m48s | Loss: 0.594 | Acc: 79.268% (26989/34048) 266/391 [============================================>....................] Step: 411ms | Tot: 1m49s | Loss: 0.594 | Acc: 79.281% (27095/34176) 267/391 [============================================>....................] Step: 411ms | Tot: 1m49s | Loss: 0.594 | Acc: 79.285% (27198/34304) 268/391 [============================================>....................] Step: 411ms | Tot: 1m50s | Loss: 0.594 | Acc: 79.293% (27302/34432) 269/391 [============================================>....................] Step: 420ms | Tot: 1m50s | Loss: 0.594 | Acc: 79.291% (27403/34560) 270/391 [============================================>....................] Step: 411ms | Tot: 1m50s | Loss: 0.594 | Acc: 79.287% (27503/34688) 271/391 [=============================================>...................] Step: 411ms | Tot: 1m51s | Loss: 0.595 | Acc: 79.271% (27599/34816) 272/391 [=============================================>...................] Step: 409ms | Tot: 1m51s | Loss: 0.594 | Acc: 79.275% (27702/34944) 273/391 [=============================================>...................] Step: 411ms | Tot: 1m52s | Loss: 0.595 | Acc: 79.251% (27795/35072) 274/391 [=============================================>...................] Step: 414ms | Tot: 1m52s | Loss: 0.595 | Acc: 79.241% (27893/35200) 275/391 [=============================================>...................] Step: 410ms | Tot: 1m52s | Loss: 0.595 | Acc: 79.237% (27993/35328) 276/391 [=============================================>...................] Step: 414ms | Tot: 1m53s | Loss: 0.595 | Acc: 79.225% (28090/35456) 277/391 [==============================================>..................] Step: 408ms | Tot: 1m53s | Loss: 0.596 | Acc: 79.232% (28194/35584) 278/391 [==============================================>..................] Step: 418ms | Tot: 1m54s | Loss: 0.596 | Acc: 79.239% (28298/35712) 279/391 [==============================================>..................] Step: 410ms | Tot: 1m54s | Loss: 0.595 | Acc: 79.241% (28400/35840) 280/391 [==============================================>..................] Step: 412ms | Tot: 1m54s | Loss: 0.596 | Acc: 79.198% (28486/35968) 281/391 [==============================================>..................] Step: 411ms | Tot: 1m55s | Loss: 0.596 | Acc: 79.208% (28591/36096) 282/391 [==============================================>..................] Step: 407ms | Tot: 1m55s | Loss: 0.596 | Acc: 79.207% (28692/36224) 283/391 [===============================================>.................] Step: 411ms | Tot: 1m56s | Loss: 0.596 | Acc: 79.195% (28789/36352) 284/391 [===============================================>.................] Step: 403ms | Tot: 1m56s | Loss: 0.596 | Acc: 79.183% (28886/36480) 285/391 [===============================================>.................] Step: 402ms | Tot: 1m57s | Loss: 0.596 | Acc: 79.185% (28988/36608) 286/391 [===============================================>.................] Step: 412ms | Tot: 1m57s | Loss: 0.596 | Acc: 79.173% (29085/36736) 287/391 [===============================================>.................] Step: 408ms | Tot: 1m57s | Loss: 0.596 | Acc: 79.172% (29186/36864) 288/391 [===============================================>.................] Step: 411ms | Tot: 1m58s | Loss: 0.596 | Acc: 79.177% (29289/36992) 289/391 [================================================>................] Step: 410ms | Tot: 1m58s | Loss: 0.596 | Acc: 79.178% (29391/37120) 290/391 [================================================>................] Step: 404ms | Tot: 1m59s | Loss: 0.596 | Acc: 79.180% (29493/37248) 291/391 [================================================>................] Step: 409ms | Tot: 1m59s | Loss: 0.596 | Acc: 79.195% (29600/37376) 292/391 [================================================>................] Step: 407ms | Tot: 1m59s | Loss: 0.596 | Acc: 79.202% (29704/37504) 293/391 [================================================>................] Step: 408ms | Tot: 2m304ms | Loss: 0.596 | Acc: 79.201% (29805/37632) 294/391 [================================================>................] Step: 409ms | Tot: 2m713ms | Loss: 0.596 | Acc: 79.216% (29912/37760) 295/391 [=================================================>...............] Step: 410ms | Tot: 2m1s | Loss: 0.596 | Acc: 79.204% (30009/37888) 296/391 [=================================================>...............] Step: 417ms | Tot: 2m1s | Loss: 0.596 | Acc: 79.225% (30118/38016) 297/391 [=================================================>...............] Step: 414ms | Tot: 2m1s | Loss: 0.596 | Acc: 79.210% (30214/38144) 298/391 [=================================================>...............] Step: 410ms | Tot: 2m2s | Loss: 0.596 | Acc: 79.228% (30322/38272) 299/391 [=================================================>...............] Step: 414ms | Tot: 2m2s | Loss: 0.596 | Acc: 79.221% (30421/38400) 300/391 [=================================================>...............] Step: 413ms | Tot: 2m3s | Loss: 0.596 | Acc: 79.223% (30523/38528) 301/391 [==================================================>..............] Step: 407ms | Tot: 2m3s | Loss: 0.596 | Acc: 79.212% (30620/38656) 302/391 [==================================================>..............] Step: 406ms | Tot: 2m4s | Loss: 0.596 | Acc: 79.203% (30718/38784) 303/391 [==================================================>..............] Step: 405ms | Tot: 2m4s | Loss: 0.596 | Acc: 79.215% (30824/38912) 304/391 [==================================================>..............] Step: 404ms | Tot: 2m4s | Loss: 0.596 | Acc: 79.221% (30928/39040) 305/391 [==================================================>..............] Step: 412ms | Tot: 2m5s | Loss: 0.596 | Acc: 79.220% (31029/39168) 306/391 [==================================================>..............] Step: 407ms | Tot: 2m5s | Loss: 0.596 | Acc: 79.214% (31128/39296) 307/391 [===================================================>.............] Step: 404ms | Tot: 2m6s | Loss: 0.596 | Acc: 79.213% (31229/39424) 308/391 [===================================================>.............] Step: 403ms | Tot: 2m6s | Loss: 0.596 | Acc: 79.220% (31333/39552) 309/391 [===================================================>.............] Step: 407ms | Tot: 2m6s | Loss: 0.596 | Acc: 79.236% (31441/39680) 310/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.596 | Acc: 79.225% (31538/39808) 311/391 [===================================================>.............] Step: 409ms | Tot: 2m7s | Loss: 0.597 | Acc: 79.192% (31626/39936) 312/391 [===================================================>.............] Step: 413ms | Tot: 2m8s | Loss: 0.597 | Acc: 79.198% (31730/40064) 313/391 [====================================================>............] Step: 413ms | Tot: 2m8s | Loss: 0.597 | Acc: 79.195% (31830/40192) 314/391 [====================================================>............] Step: 418ms | Tot: 2m8s | Loss: 0.597 | Acc: 79.201% (31934/40320) 315/391 [====================================================>............] Step: 415ms | Tot: 2m9s | Loss: 0.596 | Acc: 79.213% (32040/40448) 316/391 [====================================================>............] Step: 407ms | Tot: 2m9s | Loss: 0.596 | Acc: 79.222% (32145/40576) 317/391 [====================================================>............] Step: 407ms | Tot: 2m10s | Loss: 0.596 | Acc: 79.226% (32248/40704) 318/391 [====================================================>............] Step: 409ms | Tot: 2m10s | Loss: 0.596 | Acc: 79.227% (32350/40832) 319/391 [=====================================================>...........] Step: 417ms | Tot: 2m10s | Loss: 0.596 | Acc: 79.226% (32451/40960) 320/391 [=====================================================>...........] Step: 405ms | Tot: 2m11s | Loss: 0.596 | Acc: 79.220% (32550/41088) 321/391 [=====================================================>...........] Step: 410ms | Tot: 2m11s | Loss: 0.596 | Acc: 79.222% (32652/41216) 322/391 [=====================================================>...........] Step: 408ms | Tot: 2m12s | Loss: 0.596 | Acc: 79.223% (32754/41344) 323/391 [=====================================================>...........] Step: 416ms | Tot: 2m12s | Loss: 0.596 | Acc: 79.210% (32850/41472) 324/391 [=====================================================>...........] Step: 414ms | Tot: 2m13s | Loss: 0.596 | Acc: 79.207% (32950/41600) 325/391 [======================================================>..........] Step: 414ms | Tot: 2m13s | Loss: 0.596 | Acc: 79.230% (33061/41728) 326/391 [======================================================>..........] Step: 412ms | Tot: 2m13s | Loss: 0.595 | Acc: 79.250% (33171/41856) 327/391 [======================================================>..........] Step: 408ms | Tot: 2m14s | Loss: 0.595 | Acc: 79.273% (33282/41984) 328/391 [======================================================>..........] Step: 412ms | Tot: 2m14s | Loss: 0.594 | Acc: 79.274% (33384/42112) 329/391 [======================================================>..........] Step: 407ms | Tot: 2m15s | Loss: 0.594 | Acc: 79.264% (33481/42240) 330/391 [======================================================>..........] Step: 408ms | Tot: 2m15s | Loss: 0.595 | Acc: 79.251% (33577/42368) 331/391 [=======================================================>.........] Step: 404ms | Tot: 2m15s | Loss: 0.594 | Acc: 79.259% (33682/42496) 332/391 [=======================================================>.........] Step: 417ms | Tot: 2m16s | Loss: 0.594 | Acc: 79.265% (33786/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m16s | Loss: 0.594 | Acc: 79.262% (33886/42752) 334/391 [=======================================================>.........] Step: 413ms | Tot: 2m17s | Loss: 0.595 | Acc: 79.254% (33984/42880) 335/391 [=======================================================>.........] Step: 403ms | Tot: 2m17s | Loss: 0.595 | Acc: 79.246% (34082/43008) 336/391 [=======================================================>.........] Step: 402ms | Tot: 2m17s | Loss: 0.595 | Acc: 79.242% (34182/43136) 337/391 [========================================================>........] Step: 410ms | Tot: 2m18s | Loss: 0.594 | Acc: 79.255% (34289/43264) 338/391 [========================================================>........] Step: 410ms | Tot: 2m18s | Loss: 0.594 | Acc: 79.263% (34394/43392) 339/391 [========================================================>........] Step: 407ms | Tot: 2m19s | Loss: 0.594 | Acc: 79.269% (34498/43520) 340/391 [========================================================>........] Step: 411ms | Tot: 2m19s | Loss: 0.594 | Acc: 79.275% (34602/43648) 341/391 [========================================================>........] Step: 414ms | Tot: 2m20s | Loss: 0.594 | Acc: 79.263% (34698/43776) 342/391 [========================================================>........] Step: 412ms | Tot: 2m20s | Loss: 0.595 | Acc: 79.248% (34793/43904) 343/391 [=========================================================>.......] Step: 409ms | Tot: 2m20s | Loss: 0.594 | Acc: 79.251% (34896/44032) 344/391 [=========================================================>.......] Step: 408ms | Tot: 2m21s | Loss: 0.594 | Acc: 79.262% (35002/44160) 345/391 [=========================================================>.......] Step: 405ms | Tot: 2m21s | Loss: 0.594 | Acc: 79.265% (35105/44288) 346/391 [=========================================================>.......] Step: 410ms | Tot: 2m22s | Loss: 0.594 | Acc: 79.273% (35210/44416) 347/391 [=========================================================>.......] Step: 408ms | Tot: 2m22s | Loss: 0.595 | Acc: 79.268% (35309/44544) 348/391 [=========================================================>.......] Step: 407ms | Tot: 2m22s | Loss: 0.595 | Acc: 79.253% (35404/44672) 349/391 [==========================================================>......] Step: 408ms | Tot: 2m23s | Loss: 0.595 | Acc: 79.248% (35503/44800) 350/391 [==========================================================>......] Step: 417ms | Tot: 2m23s | Loss: 0.595 | Acc: 79.256% (35608/44928) 351/391 [==========================================================>......] Step: 407ms | Tot: 2m24s | Loss: 0.595 | Acc: 79.264% (35713/45056) 352/391 [==========================================================>......] Step: 410ms | Tot: 2m24s | Loss: 0.595 | Acc: 79.269% (35817/45184) 353/391 [==========================================================>......] Step: 406ms | Tot: 2m24s | Loss: 0.594 | Acc: 79.275% (35921/45312) 354/391 [==========================================================>......] Step: 413ms | Tot: 2m25s | Loss: 0.594 | Acc: 79.274% (36022/45440) 355/391 [===========================================================>.....] Step: 404ms | Tot: 2m25s | Loss: 0.594 | Acc: 79.273% (36123/45568) 356/391 [===========================================================>.....] Step: 405ms | Tot: 2m26s | Loss: 0.595 | Acc: 79.263% (36220/45696) 357/391 [===========================================================>.....] Step: 408ms | Tot: 2m26s | Loss: 0.595 | Acc: 79.245% (36313/45824) 358/391 [===========================================================>.....] Step: 413ms | Tot: 2m26s | Loss: 0.595 | Acc: 79.248% (36416/45952) 359/391 [===========================================================>.....] Step: 415ms | Tot: 2m27s | Loss: 0.595 | Acc: 79.240% (36514/46080) 360/391 [===========================================================>.....] Step: 410ms | Tot: 2m27s | Loss: 0.595 | Acc: 79.231% (36611/46208) 361/391 [============================================================>....] Step: 406ms | Tot: 2m28s | Loss: 0.595 | Acc: 79.215% (36705/46336) 362/391 [============================================================>....] Step: 410ms | Tot: 2m28s | Loss: 0.596 | Acc: 79.188% (36794/46464) 363/391 [============================================================>....] Step: 405ms | Tot: 2m29s | Loss: 0.596 | Acc: 79.183% (36893/46592) 364/391 [============================================================>....] Step: 410ms | Tot: 2m29s | Loss: 0.596 | Acc: 79.185% (36995/46720) 365/391 [============================================================>....] Step: 406ms | Tot: 2m29s | Loss: 0.596 | Acc: 79.167% (37088/46848) 366/391 [============================================================>....] Step: 406ms | Tot: 2m30s | Loss: 0.596 | Acc: 79.166% (37189/46976) 367/391 [=============================================================>...] Step: 412ms | Tot: 2m30s | Loss: 0.597 | Acc: 79.157% (37286/47104) 368/391 [=============================================================>...] Step: 424ms | Tot: 2m31s | Loss: 0.597 | Acc: 79.160% (37389/47232) 369/391 [=============================================================>...] Step: 412ms | Tot: 2m31s | Loss: 0.597 | Acc: 79.166% (37493/47360) 370/391 [=============================================================>...] Step: 402ms | Tot: 2m31s | Loss: 0.597 | Acc: 79.167% (37595/47488) 371/391 [=============================================================>...] Step: 402ms | Tot: 2m32s | Loss: 0.596 | Acc: 79.175% (37700/47616) 372/391 [=============================================================>...] Step: 404ms | Tot: 2m32s | Loss: 0.596 | Acc: 79.176% (37802/47744) 373/391 [==============================================================>..] Step: 410ms | Tot: 2m33s | Loss: 0.596 | Acc: 79.186% (37908/47872) 374/391 [==============================================================>..] Step: 408ms | Tot: 2m33s | Loss: 0.596 | Acc: 79.190% (38011/48000) 375/391 [==============================================================>..] Step: 401ms | Tot: 2m33s | Loss: 0.596 | Acc: 79.218% (38126/48128) 376/391 [==============================================================>..] Step: 411ms | Tot: 2m34s | Loss: 0.595 | Acc: 79.236% (38236/48256) 377/391 [==============================================================>..] Step: 416ms | Tot: 2m34s | Loss: 0.595 | Acc: 79.233% (38336/48384) 378/391 [==============================================================>..] Step: 409ms | Tot: 2m35s | Loss: 0.596 | Acc: 79.224% (38433/48512) 379/391 [===============================================================>.] Step: 411ms | Tot: 2m35s | Loss: 0.595 | Acc: 79.241% (38543/48640) 380/391 [===============================================================>.] Step: 412ms | Tot: 2m35s | Loss: 0.595 | Acc: 79.240% (38644/48768) 381/391 [===============================================================>.] Step: 407ms | Tot: 2m36s | Loss: 0.596 | Acc: 79.233% (38742/48896) 382/391 [===============================================================>.] Step: 408ms | Tot: 2m36s | Loss: 0.595 | Acc: 79.243% (38848/49024) 383/391 [===============================================================>.] Step: 411ms | Tot: 2m37s | Loss: 0.596 | Acc: 79.224% (38940/49152) 384/391 [===============================================================>.] Step: 408ms | Tot: 2m37s | Loss: 0.596 | Acc: 79.217% (39038/49280) 385/391 [================================================================>] Step: 411ms | Tot: 2m38s | Loss: 0.596 | Acc: 79.218% (39140/49408) 386/391 [================================================================>] Step: 424ms | Tot: 2m38s | Loss: 0.596 | Acc: 79.213% (39239/49536) 387/391 [================================================================>] Step: 411ms | Tot: 2m38s | Loss: 0.596 | Acc: 79.228% (39348/49664) 388/391 [================================================================>] Step: 405ms | Tot: 2m39s | Loss: 0.595 | Acc: 79.242% (39456/49792) 389/391 [================================================================>] Step: 402ms | Tot: 2m39s | Loss: 0.596 | Acc: 79.247% (39560/49920) 390/391 [================================================================>] Step: 392ms | Tot: 2m40s | Loss: 0.595 | Acc: 79.250% (39625/50000) 391/391 + [>................................................................] Step: 530ms | Tot: 2ms | Loss: 0.658 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 344ms | Tot: 346ms | Loss: 0.651 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 342ms | Tot: 689ms | Loss: 0.617 | Acc: 79.000% (237/300) 3/100 [=>...............................................................] Step: 342ms | Tot: 1s32ms | Loss: 0.621 | Acc: 78.250% (313/400) 4/100 [==>..............................................................] Step: 350ms | Tot: 1s382ms | Loss: 0.640 | Acc: 77.400% (387/500) 5/100 [===>.............................................................] Step: 346ms | Tot: 1s729ms | Loss: 0.597 | Acc: 78.500% (471/600) 6/100 [===>.............................................................] Step: 354ms | Tot: 2s83ms | Loss: 0.629 | Acc: 77.714% (544/700) 7/100 [====>............................................................] Step: 350ms | Tot: 2s434ms | Loss: 0.640 | Acc: 77.000% (616/800) 8/100 [=====>...........................................................] Step: 356ms | Tot: 2s790ms | Loss: 0.661 | Acc: 76.556% (689/900) 9/100 [=====>...........................................................] Step: 348ms | Tot: 3s138ms | Loss: 0.647 | Acc: 77.000% (770/1000) 10/100 [======>..........................................................] Step: 352ms | Tot: 3s491ms | Loss: 0.631 | Acc: 77.636% (854/1100) 11/100 [=======>.........................................................] Step: 354ms | Tot: 3s845ms | Loss: 0.632 | Acc: 77.500% (930/1200) 12/100 [=======>.........................................................] Step: 352ms | Tot: 4s197ms | Loss: 0.623 | Acc: 77.846% (1012/1300) 13/100 [========>........................................................] Step: 353ms | Tot: 4s551ms | Loss: 0.619 | Acc: 77.786% (1089/1400) 14/100 [=========>.......................................................] Step: 347ms | Tot: 4s899ms | Loss: 0.618 | Acc: 77.867% (1168/1500) 15/100 [=========>.......................................................] Step: 353ms | Tot: 5s252ms | Loss: 0.621 | Acc: 77.875% (1246/1600) 16/100 [==========>......................................................] Step: 354ms | Tot: 5s607ms | Loss: 0.619 | Acc: 77.882% (1324/1700) 17/100 [===========>.....................................................] Step: 359ms | Tot: 5s967ms | Loss: 0.623 | Acc: 77.722% (1399/1800) 18/100 [===========>.....................................................] Step: 349ms | Tot: 6s316ms | Loss: 0.620 | Acc: 78.053% (1483/1900) 19/100 [============>....................................................] Step: 355ms | Tot: 6s672ms | Loss: 0.630 | Acc: 77.700% (1554/2000) 20/100 [=============>...................................................] Step: 358ms | Tot: 7s30ms | Loss: 0.627 | Acc: 77.571% (1629/2100) 21/100 [=============>...................................................] Step: 349ms | Tot: 7s379ms | Loss: 0.627 | Acc: 77.545% (1706/2200) 22/100 [==============>..................................................] Step: 358ms | Tot: 7s737ms | Loss: 0.627 | Acc: 77.609% (1785/2300) 23/100 [==============>..................................................] Step: 356ms | Tot: 8s94ms | Loss: 0.625 | Acc: 77.750% (1866/2400) 24/100 [===============>.................................................] Step: 350ms | Tot: 8s444ms | Loss: 0.623 | Acc: 77.960% (1949/2500) 25/100 [================>................................................] Step: 360ms | Tot: 8s804ms | Loss: 0.633 | Acc: 77.769% (2022/2600) 26/100 [================>................................................] Step: 353ms | Tot: 9s158ms | Loss: 0.623 | Acc: 78.074% (2108/2700) 27/100 [=================>...............................................] Step: 351ms | Tot: 9s510ms | Loss: 0.622 | Acc: 78.214% (2190/2800) 28/100 [==================>..............................................] Step: 351ms | Tot: 9s861ms | Loss: 0.619 | Acc: 78.345% (2272/2900) 29/100 [==================>..............................................] Step: 358ms | Tot: 10s219ms | Loss: 0.617 | Acc: 78.400% (2352/3000) 30/100 [===================>.............................................] Step: 355ms | Tot: 10s575ms | Loss: 0.617 | Acc: 78.452% (2432/3100) 31/100 [====================>............................................] Step: 362ms | Tot: 10s938ms | Loss: 0.611 | Acc: 78.688% (2518/3200) 32/100 [====================>............................................] Step: 354ms | Tot: 11s293ms | Loss: 0.612 | Acc: 78.727% (2598/3300) 33/100 [=====================>...........................................] Step: 358ms | Tot: 11s651ms | Loss: 0.613 | Acc: 78.559% (2671/3400) 34/100 [======================>..........................................] Step: 356ms | Tot: 12s8ms | Loss: 0.614 | Acc: 78.457% (2746/3500) 35/100 [======================>..........................................] Step: 351ms | Tot: 12s359ms | Loss: 0.613 | Acc: 78.500% (2826/3600) 36/100 [=======================>.........................................] Step: 359ms | Tot: 12s719ms | Loss: 0.618 | Acc: 78.459% (2903/3700) 37/100 [========================>........................................] Step: 353ms | Tot: 13s72ms | Loss: 0.620 | Acc: 78.474% (2982/3800) 38/100 [========================>........................................] Step: 359ms | Tot: 13s432ms | Loss: 0.618 | Acc: 78.590% (3065/3900) 39/100 [=========================>.......................................] Step: 354ms | Tot: 13s786ms | Loss: 0.617 | Acc: 78.575% (3143/4000) 40/100 [==========================>......................................] Step: 354ms | Tot: 14s141ms | Loss: 0.617 | Acc: 78.488% (3218/4100) 41/100 [==========================>......................................] Step: 358ms | Tot: 14s499ms | Loss: 0.616 | Acc: 78.571% (3300/4200) 42/100 [===========================>.....................................] Step: 353ms | Tot: 14s853ms | Loss: 0.611 | Acc: 78.674% (3383/4300) 43/100 [===========================>.....................................] Step: 357ms | Tot: 15s210ms | Loss: 0.609 | Acc: 78.773% (3466/4400) 44/100 [============================>....................................] Step: 354ms | Tot: 15s565ms | Loss: 0.608 | Acc: 78.844% (3548/4500) 45/100 [=============================>...................................] Step: 356ms | Tot: 15s921ms | Loss: 0.608 | Acc: 78.891% (3629/4600) 46/100 [=============================>...................................] Step: 349ms | Tot: 16s271ms | Loss: 0.608 | Acc: 78.894% (3708/4700) 47/100 [==============================>..................................] Step: 358ms | Tot: 16s629ms | Loss: 0.610 | Acc: 78.833% (3784/4800) 48/100 [===============================>.................................] Step: 362ms | Tot: 16s992ms | Loss: 0.606 | Acc: 78.959% (3869/4900) 49/100 [===============================>.................................] Step: 354ms | Tot: 17s347ms | Loss: 0.609 | Acc: 78.940% (3947/5000) 50/100 [================================>................................] Step: 356ms | Tot: 17s704ms | Loss: 0.607 | Acc: 79.000% (4029/5100) 51/100 [=================================>...............................] Step: 350ms | Tot: 18s55ms | Loss: 0.606 | Acc: 78.962% (4106/5200) 52/100 [=================================>...............................] Step: 355ms | Tot: 18s410ms | Loss: 0.607 | Acc: 78.981% (4186/5300) 53/100 [==================================>..............................] Step: 352ms | Tot: 18s762ms | Loss: 0.607 | Acc: 78.981% (4265/5400) 54/100 [===================================>.............................] Step: 353ms | Tot: 19s115ms | Loss: 0.607 | Acc: 79.018% (4346/5500) 55/100 [===================================>.............................] Step: 352ms | Tot: 19s468ms | Loss: 0.608 | Acc: 79.054% (4427/5600) 56/100 [====================================>............................] Step: 353ms | Tot: 19s821ms | Loss: 0.611 | Acc: 78.912% (4498/5700) 57/100 [=====================================>...........................] Step: 355ms | Tot: 20s177ms | Loss: 0.608 | Acc: 78.931% (4578/5800) 58/100 [=====================================>...........................] Step: 358ms | Tot: 20s535ms | Loss: 0.611 | Acc: 78.814% (4650/5900) 59/100 [======================================>..........................] Step: 357ms | Tot: 20s893ms | Loss: 0.613 | Acc: 78.750% (4725/6000) 60/100 [=======================================>.........................] Step: 354ms | Tot: 21s247ms | Loss: 0.614 | Acc: 78.689% (4800/6100) 61/100 [=======================================>.........................] Step: 359ms | Tot: 21s607ms | Loss: 0.615 | Acc: 78.661% (4877/6200) 62/100 [========================================>........................] Step: 351ms | Tot: 21s958ms | Loss: 0.615 | Acc: 78.698% (4958/6300) 63/100 [========================================>........................] Step: 351ms | Tot: 22s309ms | Loss: 0.615 | Acc: 78.719% (5038/6400) 64/100 [=========================================>.......................] Step: 352ms | Tot: 22s661ms | Loss: 0.617 | Acc: 78.662% (5113/6500) 65/100 [==========================================>......................] Step: 356ms | Tot: 23s18ms | Loss: 0.618 | Acc: 78.576% (5186/6600) 66/100 [==========================================>......................] Step: 356ms | Tot: 23s375ms | Loss: 0.617 | Acc: 78.582% (5265/6700) 67/100 [===========================================>.....................] Step: 353ms | Tot: 23s728ms | Loss: 0.618 | Acc: 78.603% (5345/6800) 68/100 [============================================>....................] Step: 361ms | Tot: 24s89ms | Loss: 0.619 | Acc: 78.594% (5423/6900) 69/100 [============================================>....................] Step: 359ms | Tot: 24s448ms | Loss: 0.619 | Acc: 78.629% (5504/7000) 70/100 [=============================================>...................] Step: 355ms | Tot: 24s804ms | Loss: 0.619 | Acc: 78.648% (5584/7100) 71/100 [==============================================>..................] Step: 353ms | Tot: 25s158ms | Loss: 0.618 | Acc: 78.611% (5660/7200) 72/100 [==============================================>..................] Step: 354ms | Tot: 25s512ms | Loss: 0.617 | Acc: 78.658% (5742/7300) 73/100 [===============================================>.................] Step: 351ms | Tot: 25s864ms | Loss: 0.615 | Acc: 78.689% (5823/7400) 74/100 [================================================>................] Step: 344ms | Tot: 26s208ms | Loss: 0.616 | Acc: 78.613% (5896/7500) 75/100 [================================================>................] Step: 357ms | Tot: 26s566ms | Loss: 0.617 | Acc: 78.579% (5972/7600) 76/100 [=================================================>...............] Step: 355ms | Tot: 26s921ms | Loss: 0.618 | Acc: 78.571% (6050/7700) 77/100 [==================================================>..............] Step: 354ms | Tot: 27s276ms | Loss: 0.619 | Acc: 78.526% (6125/7800) 78/100 [==================================================>..............] Step: 367ms | Tot: 27s643ms | Loss: 0.618 | Acc: 78.570% (6207/7900) 79/100 [===================================================>.............] Step: 359ms | Tot: 28s3ms | Loss: 0.617 | Acc: 78.600% (6288/8000) 80/100 [====================================================>............] Step: 353ms | Tot: 28s356ms | Loss: 0.617 | Acc: 78.593% (6366/8100) 81/100 [====================================================>............] Step: 351ms | Tot: 28s708ms | Loss: 0.618 | Acc: 78.524% (6439/8200) 82/100 [=====================================================>...........] Step: 353ms | Tot: 29s61ms | Loss: 0.617 | Acc: 78.554% (6520/8300) 83/100 [=====================================================>...........] Step: 356ms | Tot: 29s418ms | Loss: 0.619 | Acc: 78.488% (6593/8400) 84/100 [======================================================>..........] Step: 359ms | Tot: 29s778ms | Loss: 0.620 | Acc: 78.388% (6663/8500) 85/100 [=======================================================>.........] Step: 354ms | Tot: 30s132ms | Loss: 0.621 | Acc: 78.430% (6745/8600) 86/100 [=======================================================>.........] Step: 353ms | Tot: 30s485ms | Loss: 0.622 | Acc: 78.356% (6817/8700) 87/100 [========================================================>........] Step: 358ms | Tot: 30s844ms | Loss: 0.623 | Acc: 78.398% (6899/8800) 88/100 [=========================================================>.......] Step: 350ms | Tot: 31s195ms | Loss: 0.623 | Acc: 78.404% (6978/8900) 89/100 [=========================================================>.......] Step: 352ms | Tot: 31s547ms | Loss: 0.625 | Acc: 78.367% (7053/9000) 90/100 [==========================================================>......] Step: 347ms | Tot: 31s895ms | Loss: 0.625 | Acc: 78.352% (7130/9100) 91/100 [===========================================================>.....] Step: 350ms | Tot: 32s245ms | Loss: 0.623 | Acc: 78.457% (7218/9200) 92/100 [===========================================================>.....] Step: 355ms | Tot: 32s600ms | Loss: 0.623 | Acc: 78.452% (7296/9300) 93/100 [============================================================>....] Step: 350ms | Tot: 32s951ms | Loss: 0.623 | Acc: 78.383% (7368/9400) 94/100 [=============================================================>...] Step: 354ms | Tot: 33s306ms | Loss: 0.623 | Acc: 78.421% (7450/9500) 95/100 [=============================================================>...] Step: 353ms | Tot: 33s659ms | Loss: 0.623 | Acc: 78.417% (7528/9600) 96/100 [==============================================================>..] Step: 363ms | Tot: 34s23ms | Loss: 0.622 | Acc: 78.485% (7613/9700) 97/100 [===============================================================>.] Step: 355ms | Tot: 34s378ms | Loss: 0.624 | Acc: 78.439% (7687/9800) 98/100 [===============================================================>.] Step: 355ms | Tot: 34s733ms | Loss: 0.624 | Acc: 78.424% (7764/9900) 99/100 [================================================================>] Step: 350ms | Tot: 35s84ms | Loss: 0.624 | Acc: 78.430% (7843/10000) 100/100 +Saving.. + +Epoch: 10 + [>................................................................] Step: 787ms | Tot: 2ms | Loss: 0.397 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 432ms | Tot: 434ms | Loss: 0.566 | Acc: 82.031% (210/256) 2/391 [>................................................................] Step: 429ms | Tot: 864ms | Loss: 0.550 | Acc: 82.292% (316/384) 3/391 [>................................................................] Step: 421ms | Tot: 1s285ms | Loss: 0.560 | Acc: 81.641% (418/512) 4/391 [>................................................................] Step: 422ms | Tot: 1s707ms | Loss: 0.580 | Acc: 80.469% (515/640) 5/391 [>................................................................] Step: 430ms | Tot: 2s138ms | Loss: 0.564 | Acc: 80.469% (618/768) 6/391 [>................................................................] Step: 412ms | Tot: 2s551ms | Loss: 0.569 | Acc: 80.469% (721/896) 7/391 [=>...............................................................] Step: 419ms | Tot: 2s970ms | Loss: 0.577 | Acc: 80.176% (821/1024) 8/391 [=>...............................................................] Step: 411ms | Tot: 3s382ms | Loss: 0.572 | Acc: 80.469% (927/1152) 9/391 [=>...............................................................] Step: 413ms | Tot: 3s795ms | Loss: 0.584 | Acc: 80.234% (1027/1280) 10/391 [=>...............................................................] Step: 413ms | Tot: 4s208ms | Loss: 0.587 | Acc: 80.043% (1127/1408) 11/391 [=>...............................................................] Step: 412ms | Tot: 4s621ms | Loss: 0.591 | Acc: 79.818% (1226/1536) 12/391 [=>...............................................................] Step: 416ms | Tot: 5s37ms | Loss: 0.588 | Acc: 80.108% (1333/1664) 13/391 [==>..............................................................] Step: 412ms | Tot: 5s450ms | Loss: 0.595 | Acc: 79.520% (1425/1792) 14/391 [==>..............................................................] Step: 419ms | Tot: 5s869ms | Loss: 0.591 | Acc: 79.688% (1530/1920) 15/391 [==>..............................................................] Step: 419ms | Tot: 6s289ms | Loss: 0.588 | Acc: 79.834% (1635/2048) 16/391 [==>..............................................................] Step: 414ms | Tot: 6s703ms | Loss: 0.590 | Acc: 79.688% (1734/2176) 17/391 [==>..............................................................] Step: 413ms | Tot: 7s117ms | Loss: 0.588 | Acc: 79.774% (1838/2304) 18/391 [==>..............................................................] Step: 411ms | Tot: 7s528ms | Loss: 0.586 | Acc: 79.852% (1942/2432) 19/391 [===>.............................................................] Step: 406ms | Tot: 7s934ms | Loss: 0.587 | Acc: 79.922% (2046/2560) 20/391 [===>.............................................................] Step: 411ms | Tot: 8s345ms | Loss: 0.580 | Acc: 80.022% (2151/2688) 21/391 [===>.............................................................] Step: 410ms | Tot: 8s756ms | Loss: 0.581 | Acc: 79.972% (2252/2816) 22/391 [===>.............................................................] Step: 414ms | Tot: 9s170ms | Loss: 0.583 | Acc: 79.789% (2349/2944) 23/391 [===>.............................................................] Step: 424ms | Tot: 9s594ms | Loss: 0.588 | Acc: 79.525% (2443/3072) 24/391 [===>.............................................................] Step: 415ms | Tot: 10s10ms | Loss: 0.586 | Acc: 79.656% (2549/3200) 25/391 [====>............................................................] Step: 409ms | Tot: 10s420ms | Loss: 0.591 | Acc: 79.477% (2645/3328) 26/391 [====>............................................................] Step: 415ms | Tot: 10s835ms | Loss: 0.591 | Acc: 79.485% (2747/3456) 27/391 [====>............................................................] Step: 415ms | Tot: 11s251ms | Loss: 0.585 | Acc: 79.632% (2854/3584) 28/391 [====>............................................................] Step: 421ms | Tot: 11s672ms | Loss: 0.582 | Acc: 79.634% (2956/3712) 29/391 [====>............................................................] Step: 408ms | Tot: 12s81ms | Loss: 0.584 | Acc: 79.505% (3053/3840) 30/391 [====>............................................................] Step: 410ms | Tot: 12s492ms | Loss: 0.583 | Acc: 79.561% (3157/3968) 31/391 [=====>...........................................................] Step: 419ms | Tot: 12s911ms | Loss: 0.579 | Acc: 79.663% (3263/4096) 32/391 [=====>...........................................................] Step: 416ms | Tot: 13s327ms | Loss: 0.576 | Acc: 79.688% (3366/4224) 33/391 [=====>...........................................................] Step: 418ms | Tot: 13s746ms | Loss: 0.580 | Acc: 79.596% (3464/4352) 34/391 [=====>...........................................................] Step: 414ms | Tot: 14s161ms | Loss: 0.579 | Acc: 79.710% (3571/4480) 35/391 [=====>...........................................................] Step: 411ms | Tot: 14s572ms | Loss: 0.577 | Acc: 79.774% (3676/4608) 36/391 [=====>...........................................................] Step: 413ms | Tot: 14s985ms | Loss: 0.574 | Acc: 79.920% (3785/4736) 37/391 [======>..........................................................] Step: 412ms | Tot: 15s398ms | Loss: 0.576 | Acc: 79.831% (3883/4864) 38/391 [======>..........................................................] Step: 410ms | Tot: 15s809ms | Loss: 0.577 | Acc: 79.868% (3987/4992) 39/391 [======>..........................................................] Step: 408ms | Tot: 16s217ms | Loss: 0.575 | Acc: 79.844% (4088/5120) 40/391 [======>..........................................................] Step: 409ms | Tot: 16s626ms | Loss: 0.572 | Acc: 79.935% (4195/5248) 41/391 [======>..........................................................] Step: 417ms | Tot: 17s44ms | Loss: 0.575 | Acc: 79.855% (4293/5376) 42/391 [======>..........................................................] Step: 403ms | Tot: 17s447ms | Loss: 0.579 | Acc: 79.688% (4386/5504) 43/391 [=======>.........................................................] Step: 408ms | Tot: 17s856ms | Loss: 0.580 | Acc: 79.634% (4485/5632) 44/391 [=======>.........................................................] Step: 408ms | Tot: 18s264ms | Loss: 0.581 | Acc: 79.618% (4586/5760) 45/391 [=======>.........................................................] Step: 407ms | Tot: 18s672ms | Loss: 0.580 | Acc: 79.620% (4688/5888) 46/391 [=======>.........................................................] Step: 408ms | Tot: 19s80ms | Loss: 0.583 | Acc: 79.621% (4790/6016) 47/391 [=======>.........................................................] Step: 405ms | Tot: 19s485ms | Loss: 0.582 | Acc: 79.606% (4891/6144) 48/391 [=======>.........................................................] Step: 406ms | Tot: 19s892ms | Loss: 0.584 | Acc: 79.528% (4988/6272) 49/391 [========>........................................................] Step: 409ms | Tot: 20s301ms | Loss: 0.585 | Acc: 79.531% (5090/6400) 50/391 [========>........................................................] Step: 422ms | Tot: 20s724ms | Loss: 0.585 | Acc: 79.534% (5192/6528) 51/391 [========>........................................................] Step: 421ms | Tot: 21s145ms | Loss: 0.583 | Acc: 79.522% (5293/6656) 52/391 [========>........................................................] Step: 417ms | Tot: 21s562ms | Loss: 0.583 | Acc: 79.584% (5399/6784) 53/391 [========>........................................................] Step: 416ms | Tot: 21s979ms | Loss: 0.583 | Acc: 79.572% (5500/6912) 54/391 [========>........................................................] Step: 418ms | Tot: 22s397ms | Loss: 0.583 | Acc: 79.631% (5606/7040) 55/391 [=========>.......................................................] Step: 411ms | Tot: 22s809ms | Loss: 0.581 | Acc: 79.757% (5717/7168) 56/391 [=========>.......................................................] Step: 412ms | Tot: 23s221ms | Loss: 0.578 | Acc: 79.879% (5828/7296) 57/391 [=========>.......................................................] Step: 416ms | Tot: 23s638ms | Loss: 0.577 | Acc: 79.970% (5937/7424) 58/391 [=========>.......................................................] Step: 409ms | Tot: 24s48ms | Loss: 0.576 | Acc: 80.032% (6044/7552) 59/391 [=========>.......................................................] Step: 426ms | Tot: 24s475ms | Loss: 0.575 | Acc: 79.974% (6142/7680) 60/391 [=========>.......................................................] Step: 412ms | Tot: 24s887ms | Loss: 0.576 | Acc: 79.931% (6241/7808) 61/391 [==========>......................................................] Step: 415ms | Tot: 25s302ms | Loss: 0.575 | Acc: 79.990% (6348/7936) 62/391 [==========>......................................................] Step: 413ms | Tot: 25s716ms | Loss: 0.578 | Acc: 79.861% (6440/8064) 63/391 [==========>......................................................] Step: 417ms | Tot: 26s134ms | Loss: 0.580 | Acc: 79.773% (6535/8192) 64/391 [==========>......................................................] Step: 410ms | Tot: 26s544ms | Loss: 0.580 | Acc: 79.772% (6637/8320) 65/391 [==========>......................................................] Step: 410ms | Tot: 26s954ms | Loss: 0.578 | Acc: 79.877% (6748/8448) 66/391 [==========>......................................................] Step: 409ms | Tot: 27s363ms | Loss: 0.577 | Acc: 79.932% (6855/8576) 67/391 [===========>.....................................................] Step: 410ms | Tot: 27s774ms | Loss: 0.576 | Acc: 79.975% (6961/8704) 68/391 [===========>.....................................................] Step: 427ms | Tot: 28s201ms | Loss: 0.575 | Acc: 80.027% (7068/8832) 69/391 [===========>.....................................................] Step: 409ms | Tot: 28s611ms | Loss: 0.577 | Acc: 79.944% (7163/8960) 70/391 [===========>.....................................................] Step: 409ms | Tot: 29s20ms | Loss: 0.578 | Acc: 79.886% (7260/9088) 71/391 [===========>.....................................................] Step: 420ms | Tot: 29s441ms | Loss: 0.576 | Acc: 79.991% (7372/9216) 72/391 [===========>.....................................................] Step: 413ms | Tot: 29s855ms | Loss: 0.576 | Acc: 80.019% (7477/9344) 73/391 [============>....................................................] Step: 413ms | Tot: 30s269ms | Loss: 0.576 | Acc: 80.046% (7582/9472) 74/391 [============>....................................................] Step: 418ms | Tot: 30s687ms | Loss: 0.574 | Acc: 80.115% (7691/9600) 75/391 [============>....................................................] Step: 410ms | Tot: 31s97ms | Loss: 0.574 | Acc: 80.160% (7798/9728) 76/391 [============>....................................................] Step: 413ms | Tot: 31s511ms | Loss: 0.575 | Acc: 80.144% (7899/9856) 77/391 [============>....................................................] Step: 422ms | Tot: 31s934ms | Loss: 0.576 | Acc: 80.108% (7998/9984) 78/391 [============>....................................................] Step: 412ms | Tot: 32s347ms | Loss: 0.575 | Acc: 80.133% (8103/10112) 79/391 [=============>...................................................] Step: 417ms | Tot: 32s764ms | Loss: 0.575 | Acc: 80.156% (8208/10240) 80/391 [=============>...................................................] Step: 410ms | Tot: 33s175ms | Loss: 0.575 | Acc: 80.131% (8308/10368) 81/391 [=============>...................................................] Step: 411ms | Tot: 33s586ms | Loss: 0.577 | Acc: 80.107% (8408/10496) 82/391 [=============>...................................................] Step: 417ms | Tot: 34s4ms | Loss: 0.577 | Acc: 80.092% (8509/10624) 83/391 [=============>...................................................] Step: 410ms | Tot: 34s414ms | Loss: 0.578 | Acc: 80.069% (8609/10752) 84/391 [=============>...................................................] Step: 413ms | Tot: 34s828ms | Loss: 0.579 | Acc: 80.074% (8712/10880) 85/391 [==============>..................................................] Step: 416ms | Tot: 35s245ms | Loss: 0.580 | Acc: 79.996% (8806/11008) 86/391 [==============>..................................................] Step: 425ms | Tot: 35s671ms | Loss: 0.580 | Acc: 79.984% (8907/11136) 87/391 [==============>..................................................] Step: 413ms | Tot: 36s84ms | Loss: 0.579 | Acc: 80.034% (9015/11264) 88/391 [==============>..................................................] Step: 412ms | Tot: 36s496ms | Loss: 0.578 | Acc: 80.047% (9119/11392) 89/391 [==============>..................................................] Step: 415ms | Tot: 36s912ms | Loss: 0.579 | Acc: 80.026% (9219/11520) 90/391 [==============>..................................................] Step: 411ms | Tot: 37s324ms | Loss: 0.579 | Acc: 80.057% (9325/11648) 91/391 [===============>.................................................] Step: 410ms | Tot: 37s735ms | Loss: 0.579 | Acc: 80.044% (9426/11776) 92/391 [===============>.................................................] Step: 407ms | Tot: 38s143ms | Loss: 0.579 | Acc: 80.066% (9531/11904) 93/391 [===============>.................................................] Step: 410ms | Tot: 38s553ms | Loss: 0.580 | Acc: 80.003% (9626/12032) 94/391 [===============>.................................................] Step: 407ms | Tot: 38s960ms | Loss: 0.579 | Acc: 80.041% (9733/12160) 95/391 [===============>.................................................] Step: 421ms | Tot: 39s382ms | Loss: 0.579 | Acc: 80.046% (9836/12288) 96/391 [===============>.................................................] Step: 414ms | Tot: 39s796ms | Loss: 0.578 | Acc: 80.082% (9943/12416) 97/391 [================>................................................] Step: 417ms | Tot: 40s213ms | Loss: 0.577 | Acc: 80.086% (10046/12544) 98/391 [================>................................................] Step: 417ms | Tot: 40s631ms | Loss: 0.578 | Acc: 80.058% (10145/12672) 99/391 [================>................................................] Step: 415ms | Tot: 41s47ms | Loss: 0.577 | Acc: 80.094% (10252/12800) 100/391 [================>................................................] Step: 411ms | Tot: 41s458ms | Loss: 0.577 | Acc: 80.082% (10353/12928) 101/391 [================>................................................] Step: 409ms | Tot: 41s868ms | Loss: 0.577 | Acc: 80.055% (10452/13056) 102/391 [================>................................................] Step: 413ms | Tot: 42s281ms | Loss: 0.576 | Acc: 80.082% (10558/13184) 103/391 [=================>...............................................] Step: 413ms | Tot: 42s695ms | Loss: 0.577 | Acc: 80.048% (10656/13312) 104/391 [=================>...............................................] Step: 427ms | Tot: 43s123ms | Loss: 0.577 | Acc: 80.037% (10757/13440) 105/391 [=================>...............................................] Step: 414ms | Tot: 43s538ms | Loss: 0.576 | Acc: 80.093% (10867/13568) 106/391 [=================>...............................................] Step: 414ms | Tot: 43s952ms | Loss: 0.577 | Acc: 80.082% (10968/13696) 107/391 [=================>...............................................] Step: 413ms | Tot: 44s366ms | Loss: 0.576 | Acc: 80.122% (11076/13824) 108/391 [=================>...............................................] Step: 409ms | Tot: 44s775ms | Loss: 0.575 | Acc: 80.118% (11178/13952) 109/391 [==================>..............................................] Step: 407ms | Tot: 45s183ms | Loss: 0.576 | Acc: 80.099% (11278/14080) 110/391 [==================>..............................................] Step: 411ms | Tot: 45s595ms | Loss: 0.575 | Acc: 80.096% (11380/14208) 111/391 [==================>..............................................] Step: 413ms | Tot: 46s8ms | Loss: 0.575 | Acc: 80.127% (11487/14336) 112/391 [==================>..............................................] Step: 419ms | Tot: 46s428ms | Loss: 0.575 | Acc: 80.109% (11587/14464) 113/391 [==================>..............................................] Step: 419ms | Tot: 46s847ms | Loss: 0.575 | Acc: 80.092% (11687/14592) 114/391 [==================>..............................................] Step: 412ms | Tot: 47s260ms | Loss: 0.574 | Acc: 80.122% (11794/14720) 115/391 [===================>.............................................] Step: 416ms | Tot: 47s676ms | Loss: 0.574 | Acc: 80.152% (11901/14848) 116/391 [===================>.............................................] Step: 416ms | Tot: 48s93ms | Loss: 0.576 | Acc: 80.088% (11994/14976) 117/391 [===================>.............................................] Step: 411ms | Tot: 48s504ms | Loss: 0.576 | Acc: 80.098% (12098/15104) 118/391 [===================>.............................................] Step: 408ms | Tot: 48s912ms | Loss: 0.575 | Acc: 80.160% (12210/15232) 119/391 [===================>.............................................] Step: 402ms | Tot: 49s315ms | Loss: 0.575 | Acc: 80.130% (12308/15360) 120/391 [===================>.............................................] Step: 404ms | Tot: 49s719ms | Loss: 0.576 | Acc: 80.114% (12408/15488) 121/391 [====================>............................................] Step: 408ms | Tot: 50s127ms | Loss: 0.575 | Acc: 80.136% (12514/15616) 122/391 [====================>............................................] Step: 418ms | Tot: 50s545ms | Loss: 0.576 | Acc: 80.107% (12612/15744) 123/391 [====================>............................................] Step: 417ms | Tot: 50s963ms | Loss: 0.577 | Acc: 80.084% (12711/15872) 124/391 [====================>............................................] Step: 408ms | Tot: 51s371ms | Loss: 0.576 | Acc: 80.069% (12811/16000) 125/391 [====================>............................................] Step: 409ms | Tot: 51s780ms | Loss: 0.575 | Acc: 80.078% (12915/16128) 126/391 [====================>............................................] Step: 414ms | Tot: 52s195ms | Loss: 0.575 | Acc: 80.063% (13015/16256) 127/391 [=====================>...........................................] Step: 410ms | Tot: 52s605ms | Loss: 0.574 | Acc: 80.115% (13126/16384) 128/391 [=====================>...........................................] Step: 419ms | Tot: 53s25ms | Loss: 0.574 | Acc: 80.124% (13230/16512) 129/391 [=====================>...........................................] Step: 413ms | Tot: 53s439ms | Loss: 0.573 | Acc: 80.174% (13341/16640) 130/391 [=====================>...........................................] Step: 415ms | Tot: 53s854ms | Loss: 0.572 | Acc: 80.212% (13450/16768) 131/391 [=====================>...........................................] Step: 418ms | Tot: 54s272ms | Loss: 0.573 | Acc: 80.191% (13549/16896) 132/391 [=====================>...........................................] Step: 413ms | Tot: 54s686ms | Loss: 0.572 | Acc: 80.204% (13654/17024) 133/391 [======================>..........................................] Step: 416ms | Tot: 55s103ms | Loss: 0.572 | Acc: 80.230% (13761/17152) 134/391 [======================>..........................................] Step: 410ms | Tot: 55s514ms | Loss: 0.574 | Acc: 80.156% (13851/17280) 135/391 [======================>..........................................] Step: 413ms | Tot: 55s928ms | Loss: 0.573 | Acc: 80.170% (13956/17408) 136/391 [======================>..........................................] Step: 412ms | Tot: 56s340ms | Loss: 0.573 | Acc: 80.172% (14059/17536) 137/391 [======================>..........................................] Step: 412ms | Tot: 56s753ms | Loss: 0.575 | Acc: 80.106% (14150/17664) 138/391 [======================>..........................................] Step: 409ms | Tot: 57s162ms | Loss: 0.576 | Acc: 80.103% (14252/17792) 139/391 [=======================>.........................................] Step: 408ms | Tot: 57s571ms | Loss: 0.576 | Acc: 80.112% (14356/17920) 140/391 [=======================>.........................................] Step: 421ms | Tot: 57s993ms | Loss: 0.576 | Acc: 80.103% (14457/18048) 141/391 [=======================>.........................................] Step: 415ms | Tot: 58s408ms | Loss: 0.576 | Acc: 80.078% (14555/18176) 142/391 [=======================>.........................................] Step: 409ms | Tot: 58s818ms | Loss: 0.576 | Acc: 80.114% (14664/18304) 143/391 [=======================>.........................................] Step: 407ms | Tot: 59s226ms | Loss: 0.575 | Acc: 80.127% (14769/18432) 144/391 [=======================>.........................................] Step: 415ms | Tot: 59s642ms | Loss: 0.576 | Acc: 80.113% (14869/18560) 145/391 [========================>........................................] Step: 415ms | Tot: 1m58ms | Loss: 0.576 | Acc: 80.126% (14974/18688) 146/391 [========================>........................................] Step: 413ms | Tot: 1m472ms | Loss: 0.576 | Acc: 80.097% (15071/18816) 147/391 [========================>........................................] Step: 409ms | Tot: 1m881ms | Loss: 0.576 | Acc: 80.120% (15178/18944) 148/391 [========================>........................................] Step: 410ms | Tot: 1m1s | Loss: 0.575 | Acc: 80.138% (15284/19072) 149/391 [========================>........................................] Step: 418ms | Tot: 1m1s | Loss: 0.576 | Acc: 80.130% (15385/19200) 150/391 [========================>........................................] Step: 412ms | Tot: 1m2s | Loss: 0.575 | Acc: 80.169% (15495/19328) 151/391 [=========================>.......................................] Step: 407ms | Tot: 1m2s | Loss: 0.575 | Acc: 80.160% (15596/19456) 152/391 [=========================>.......................................] Step: 417ms | Tot: 1m2s | Loss: 0.575 | Acc: 80.173% (15701/19584) 153/391 [=========================>.......................................] Step: 416ms | Tot: 1m3s | Loss: 0.575 | Acc: 80.149% (15799/19712) 154/391 [=========================>.......................................] Step: 412ms | Tot: 1m3s | Loss: 0.576 | Acc: 80.131% (15898/19840) 155/391 [=========================>.......................................] Step: 409ms | Tot: 1m4s | Loss: 0.576 | Acc: 80.113% (15997/19968) 156/391 [=========================>.......................................] Step: 409ms | Tot: 1m4s | Loss: 0.575 | Acc: 80.125% (16102/20096) 157/391 [==========================>......................................] Step: 404ms | Tot: 1m5s | Loss: 0.576 | Acc: 80.123% (16204/20224) 158/391 [==========================>......................................] Step: 419ms | Tot: 1m5s | Loss: 0.577 | Acc: 80.100% (16302/20352) 159/391 [==========================>......................................] Step: 415ms | Tot: 1m5s | Loss: 0.577 | Acc: 80.088% (16402/20480) 160/391 [==========================>......................................] Step: 414ms | Tot: 1m6s | Loss: 0.577 | Acc: 80.100% (16507/20608) 161/391 [==========================>......................................] Step: 408ms | Tot: 1m6s | Loss: 0.577 | Acc: 80.088% (16607/20736) 162/391 [==========================>......................................] Step: 414ms | Tot: 1m7s | Loss: 0.577 | Acc: 80.085% (16709/20864) 163/391 [===========================>.....................................] Step: 407ms | Tot: 1m7s | Loss: 0.578 | Acc: 80.073% (16809/20992) 164/391 [===========================>.....................................] Step: 417ms | Tot: 1m7s | Loss: 0.578 | Acc: 80.057% (16908/21120) 165/391 [===========================>.....................................] Step: 409ms | Tot: 1m8s | Loss: 0.578 | Acc: 80.055% (17010/21248) 166/391 [===========================>.....................................] Step: 408ms | Tot: 1m8s | Loss: 0.578 | Acc: 80.043% (17110/21376) 167/391 [===========================>.....................................] Step: 420ms | Tot: 1m9s | Loss: 0.579 | Acc: 80.046% (17213/21504) 168/391 [===========================>.....................................] Step: 414ms | Tot: 1m9s | Loss: 0.579 | Acc: 80.025% (17311/21632) 169/391 [============================>....................................] Step: 414ms | Tot: 1m9s | Loss: 0.579 | Acc: 80.018% (17412/21760) 170/391 [============================>....................................] Step: 410ms | Tot: 1m10s | Loss: 0.580 | Acc: 79.989% (17508/21888) 171/391 [============================>....................................] Step: 409ms | Tot: 1m10s | Loss: 0.579 | Acc: 79.978% (17608/22016) 172/391 [============================>....................................] Step: 409ms | Tot: 1m11s | Loss: 0.579 | Acc: 79.999% (17715/22144) 173/391 [============================>....................................] Step: 405ms | Tot: 1m11s | Loss: 0.579 | Acc: 79.997% (17817/22272) 174/391 [============================>....................................] Step: 411ms | Tot: 1m12s | Loss: 0.578 | Acc: 80.036% (17928/22400) 175/391 [=============================>...................................] Step: 417ms | Tot: 1m12s | Loss: 0.579 | Acc: 80.003% (18023/22528) 176/391 [=============================>...................................] Step: 424ms | Tot: 1m12s | Loss: 0.579 | Acc: 79.996% (18124/22656) 177/391 [=============================>...................................] Step: 414ms | Tot: 1m13s | Loss: 0.579 | Acc: 79.973% (18221/22784) 178/391 [=============================>...................................] Step: 408ms | Tot: 1m13s | Loss: 0.579 | Acc: 79.962% (18321/22912) 179/391 [=============================>...................................] Step: 422ms | Tot: 1m14s | Loss: 0.579 | Acc: 79.957% (18422/23040) 180/391 [=============================>...................................] Step: 406ms | Tot: 1m14s | Loss: 0.578 | Acc: 80.007% (18536/23168) 181/391 [==============================>..................................] Step: 411ms | Tot: 1m14s | Loss: 0.578 | Acc: 80.031% (18644/23296) 182/391 [==============================>..................................] Step: 408ms | Tot: 1m15s | Loss: 0.578 | Acc: 80.008% (18741/23424) 183/391 [==============================>..................................] Step: 410ms | Tot: 1m15s | Loss: 0.578 | Acc: 80.006% (18843/23552) 184/391 [==============================>..................................] Step: 410ms | Tot: 1m16s | Loss: 0.578 | Acc: 80.013% (18947/23680) 185/391 [==============================>..................................] Step: 423ms | Tot: 1m16s | Loss: 0.578 | Acc: 80.015% (19050/23808) 186/391 [==============================>..................................] Step: 412ms | Tot: 1m16s | Loss: 0.578 | Acc: 80.038% (19158/23936) 187/391 [===============================>.................................] Step: 414ms | Tot: 1m17s | Loss: 0.578 | Acc: 80.045% (19262/24064) 188/391 [===============================>.................................] Step: 421ms | Tot: 1m17s | Loss: 0.578 | Acc: 80.039% (19363/24192) 189/391 [===============================>.................................] Step: 414ms | Tot: 1m18s | Loss: 0.578 | Acc: 80.066% (19472/24320) 190/391 [===============================>.................................] Step: 408ms | Tot: 1m18s | Loss: 0.577 | Acc: 80.068% (19575/24448) 191/391 [===============================>.................................] Step: 415ms | Tot: 1m19s | Loss: 0.577 | Acc: 80.078% (19680/24576) 192/391 [===============================>.................................] Step: 410ms | Tot: 1m19s | Loss: 0.577 | Acc: 80.068% (19780/24704) 193/391 [================================>................................] Step: 411ms | Tot: 1m19s | Loss: 0.577 | Acc: 80.086% (19887/24832) 194/391 [================================>................................] Step: 418ms | Tot: 1m20s | Loss: 0.577 | Acc: 80.068% (19985/24960) 195/391 [================================>................................] Step: 417ms | Tot: 1m20s | Loss: 0.577 | Acc: 80.094% (20094/25088) 196/391 [================================>................................] Step: 411ms | Tot: 1m21s | Loss: 0.577 | Acc: 80.056% (20187/25216) 197/391 [================================>................................] Step: 410ms | Tot: 1m21s | Loss: 0.577 | Acc: 80.070% (20293/25344) 198/391 [================================>................................] Step: 407ms | Tot: 1m21s | Loss: 0.578 | Acc: 80.057% (20392/25472) 199/391 [=================================>...............................] Step: 409ms | Tot: 1m22s | Loss: 0.578 | Acc: 80.074% (20499/25600) 200/391 [=================================>...............................] Step: 412ms | Tot: 1m22s | Loss: 0.577 | Acc: 80.096% (20607/25728) 201/391 [=================================>...............................] Step: 406ms | Tot: 1m23s | Loss: 0.578 | Acc: 80.086% (20707/25856) 202/391 [=================================>...............................] Step: 412ms | Tot: 1m23s | Loss: 0.578 | Acc: 80.076% (20807/25984) 203/391 [=================================>...............................] Step: 418ms | Tot: 1m24s | Loss: 0.578 | Acc: 80.074% (20909/26112) 204/391 [=================================>...............................] Step: 412ms | Tot: 1m24s | Loss: 0.577 | Acc: 80.084% (21014/26240) 205/391 [==================================>..............................] Step: 414ms | Tot: 1m24s | Loss: 0.577 | Acc: 80.086% (21117/26368) 206/391 [==================================>..............................] Step: 414ms | Tot: 1m25s | Loss: 0.577 | Acc: 80.072% (21216/26496) 207/391 [==================================>..............................] Step: 417ms | Tot: 1m25s | Loss: 0.577 | Acc: 80.056% (21314/26624) 208/391 [==================================>..............................] Step: 416ms | Tot: 1m26s | Loss: 0.577 | Acc: 80.080% (21423/26752) 209/391 [==================================>..............................] Step: 408ms | Tot: 1m26s | Loss: 0.577 | Acc: 80.089% (21528/26880) 210/391 [==================================>..............................] Step: 406ms | Tot: 1m26s | Loss: 0.577 | Acc: 80.095% (21632/27008) 211/391 [===================================>.............................] Step: 405ms | Tot: 1m27s | Loss: 0.576 | Acc: 80.104% (21737/27136) 212/391 [===================================>.............................] Step: 427ms | Tot: 1m27s | Loss: 0.576 | Acc: 80.120% (21844/27264) 213/391 [===================================>.............................] Step: 421ms | Tot: 1m28s | Loss: 0.576 | Acc: 80.133% (21950/27392) 214/391 [===================================>.............................] Step: 400ms | Tot: 1m28s | Loss: 0.576 | Acc: 80.134% (22053/27520) 215/391 [===================================>.............................] Step: 408ms | Tot: 1m28s | Loss: 0.576 | Acc: 80.132% (22155/27648) 216/391 [===================================>.............................] Step: 408ms | Tot: 1m29s | Loss: 0.576 | Acc: 80.138% (22259/27776) 217/391 [====================================>............................] Step: 410ms | Tot: 1m29s | Loss: 0.575 | Acc: 80.161% (22368/27904) 218/391 [====================================>............................] Step: 413ms | Tot: 1m30s | Loss: 0.575 | Acc: 80.162% (22471/28032) 219/391 [====================================>............................] Step: 411ms | Tot: 1m30s | Loss: 0.576 | Acc: 80.153% (22571/28160) 220/391 [====================================>............................] Step: 413ms | Tot: 1m31s | Loss: 0.575 | Acc: 80.154% (22674/28288) 221/391 [====================================>............................] Step: 417ms | Tot: 1m31s | Loss: 0.576 | Acc: 80.134% (22771/28416) 222/391 [====================================>............................] Step: 410ms | Tot: 1m31s | Loss: 0.575 | Acc: 80.129% (22872/28544) 223/391 [=====================================>...........................] Step: 411ms | Tot: 1m32s | Loss: 0.575 | Acc: 80.134% (22976/28672) 224/391 [=====================================>...........................] Step: 412ms | Tot: 1m32s | Loss: 0.575 | Acc: 80.128% (23077/28800) 225/391 [=====================================>...........................] Step: 404ms | Tot: 1m33s | Loss: 0.575 | Acc: 80.161% (23189/28928) 226/391 [=====================================>...........................] Step: 403ms | Tot: 1m33s | Loss: 0.575 | Acc: 80.145% (23287/29056) 227/391 [=====================================>...........................] Step: 412ms | Tot: 1m33s | Loss: 0.575 | Acc: 80.140% (23388/29184) 228/391 [=====================================>...........................] Step: 403ms | Tot: 1m34s | Loss: 0.575 | Acc: 80.138% (23490/29312) 229/391 [======================================>..........................] Step: 410ms | Tot: 1m34s | Loss: 0.574 | Acc: 80.156% (23598/29440) 230/391 [======================================>..........................] Step: 418ms | Tot: 1m35s | Loss: 0.576 | Acc: 80.134% (23694/29568) 231/391 [======================================>..........................] Step: 417ms | Tot: 1m35s | Loss: 0.575 | Acc: 80.139% (23798/29696) 232/391 [======================================>..........................] Step: 410ms | Tot: 1m35s | Loss: 0.576 | Acc: 80.123% (23896/29824) 233/391 [======================================>..........................] Step: 410ms | Tot: 1m36s | Loss: 0.576 | Acc: 80.132% (24001/29952) 234/391 [======================================>..........................] Step: 410ms | Tot: 1m36s | Loss: 0.575 | Acc: 80.146% (24108/30080) 235/391 [=======================================>.........................] Step: 408ms | Tot: 1m37s | Loss: 0.575 | Acc: 80.138% (24208/30208) 236/391 [=======================================>.........................] Step: 413ms | Tot: 1m37s | Loss: 0.575 | Acc: 80.156% (24316/30336) 237/391 [=======================================>.........................] Step: 408ms | Tot: 1m38s | Loss: 0.576 | Acc: 80.131% (24411/30464) 238/391 [=======================================>.........................] Step: 414ms | Tot: 1m38s | Loss: 0.575 | Acc: 80.148% (24519/30592) 239/391 [=======================================>.........................] Step: 418ms | Tot: 1m38s | Loss: 0.575 | Acc: 80.150% (24622/30720) 240/391 [=======================================>.........................] Step: 404ms | Tot: 1m39s | Loss: 0.575 | Acc: 80.158% (24727/30848) 241/391 [========================================>........................] Step: 403ms | Tot: 1m39s | Loss: 0.576 | Acc: 80.149% (24827/30976) 242/391 [========================================>........................] Step: 402ms | Tot: 1m40s | Loss: 0.575 | Acc: 80.154% (24931/31104) 243/391 [========================================>........................] Step: 408ms | Tot: 1m40s | Loss: 0.575 | Acc: 80.181% (25042/31232) 244/391 [========================================>........................] Step: 408ms | Tot: 1m40s | Loss: 0.574 | Acc: 80.179% (25144/31360) 245/391 [========================================>........................] Step: 413ms | Tot: 1m41s | Loss: 0.575 | Acc: 80.161% (25241/31488) 246/391 [========================================>........................] Step: 418ms | Tot: 1m41s | Loss: 0.574 | Acc: 80.184% (25351/31616) 247/391 [=========================================>.......................] Step: 412ms | Tot: 1m42s | Loss: 0.574 | Acc: 80.195% (25457/31744) 248/391 [=========================================>.......................] Step: 415ms | Tot: 1m42s | Loss: 0.574 | Acc: 80.193% (25559/31872) 249/391 [=========================================>.......................] Step: 411ms | Tot: 1m42s | Loss: 0.574 | Acc: 80.178% (25657/32000) 250/391 [=========================================>.......................] Step: 407ms | Tot: 1m43s | Loss: 0.574 | Acc: 80.198% (25766/32128) 251/391 [=========================================>.......................] Step: 409ms | Tot: 1m43s | Loss: 0.574 | Acc: 80.187% (25865/32256) 252/391 [=========================================>.......................] Step: 407ms | Tot: 1m44s | Loss: 0.574 | Acc: 80.188% (25968/32384) 253/391 [==========================================>......................] Step: 411ms | Tot: 1m44s | Loss: 0.574 | Acc: 80.186% (26070/32512) 254/391 [==========================================>......................] Step: 410ms | Tot: 1m44s | Loss: 0.574 | Acc: 80.184% (26172/32640) 255/391 [==========================================>......................] Step: 416ms | Tot: 1m45s | Loss: 0.575 | Acc: 80.145% (26262/32768) 256/391 [==========================================>......................] Step: 415ms | Tot: 1m45s | Loss: 0.575 | Acc: 80.143% (26364/32896) 257/391 [==========================================>......................] Step: 418ms | Tot: 1m46s | Loss: 0.575 | Acc: 80.124% (26460/33024) 258/391 [==========================================>......................] Step: 406ms | Tot: 1m46s | Loss: 0.575 | Acc: 80.143% (26569/33152) 259/391 [===========================================>.....................] Step: 411ms | Tot: 1m47s | Loss: 0.575 | Acc: 80.135% (26669/33280) 260/391 [===========================================>.....................] Step: 403ms | Tot: 1m47s | Loss: 0.576 | Acc: 80.116% (26765/33408) 261/391 [===========================================>.....................] Step: 406ms | Tot: 1m47s | Loss: 0.575 | Acc: 80.129% (26872/33536) 262/391 [===========================================>.....................] Step: 407ms | Tot: 1m48s | Loss: 0.575 | Acc: 80.145% (26980/33664) 263/391 [===========================================>.....................] Step: 411ms | Tot: 1m48s | Loss: 0.575 | Acc: 80.149% (27084/33792) 264/391 [===========================================>.....................] Step: 407ms | Tot: 1m49s | Loss: 0.574 | Acc: 80.150% (27187/33920) 265/391 [============================================>....................] Step: 412ms | Tot: 1m49s | Loss: 0.574 | Acc: 80.152% (27290/34048) 266/391 [============================================>....................] Step: 415ms | Tot: 1m49s | Loss: 0.574 | Acc: 80.147% (27391/34176) 267/391 [============================================>....................] Step: 416ms | Tot: 1m50s | Loss: 0.574 | Acc: 80.136% (27490/34304) 268/391 [============================================>....................] Step: 408ms | Tot: 1m50s | Loss: 0.574 | Acc: 80.129% (27590/34432) 269/391 [============================================>....................] Step: 412ms | Tot: 1m51s | Loss: 0.574 | Acc: 80.139% (27696/34560) 270/391 [============================================>....................] Step: 409ms | Tot: 1m51s | Loss: 0.574 | Acc: 80.143% (27800/34688) 271/391 [=============================================>...................] Step: 413ms | Tot: 1m51s | Loss: 0.574 | Acc: 80.121% (27895/34816) 272/391 [=============================================>...................] Step: 411ms | Tot: 1m52s | Loss: 0.574 | Acc: 80.117% (27996/34944) 273/391 [=============================================>...................] Step: 411ms | Tot: 1m52s | Loss: 0.574 | Acc: 80.118% (28099/35072) 274/391 [=============================================>...................] Step: 405ms | Tot: 1m53s | Loss: 0.574 | Acc: 80.111% (28199/35200) 275/391 [=============================================>...................] Step: 414ms | Tot: 1m53s | Loss: 0.574 | Acc: 80.104% (28299/35328) 276/391 [=============================================>...................] Step: 405ms | Tot: 1m54s | Loss: 0.575 | Acc: 80.085% (28395/35456) 277/391 [==============================================>..................] Step: 407ms | Tot: 1m54s | Loss: 0.574 | Acc: 80.092% (28500/35584) 278/391 [==============================================>..................] Step: 404ms | Tot: 1m54s | Loss: 0.574 | Acc: 80.091% (28602/35712) 279/391 [==============================================>..................] Step: 407ms | Tot: 1m55s | Loss: 0.574 | Acc: 80.100% (28708/35840) 280/391 [==============================================>..................] Step: 405ms | Tot: 1m55s | Loss: 0.574 | Acc: 80.099% (28810/35968) 281/391 [==============================================>..................] Step: 411ms | Tot: 1m56s | Loss: 0.574 | Acc: 80.109% (28916/36096) 282/391 [==============================================>..................] Step: 407ms | Tot: 1m56s | Loss: 0.574 | Acc: 80.085% (29010/36224) 283/391 [===============================================>.................] Step: 414ms | Tot: 1m56s | Loss: 0.575 | Acc: 80.081% (29111/36352) 284/391 [===============================================>.................] Step: 420ms | Tot: 1m57s | Loss: 0.574 | Acc: 80.088% (29216/36480) 285/391 [===============================================>.................] Step: 411ms | Tot: 1m57s | Loss: 0.574 | Acc: 80.073% (29313/36608) 286/391 [===============================================>.................] Step: 407ms | Tot: 1m58s | Loss: 0.575 | Acc: 80.050% (29407/36736) 287/391 [===============================================>.................] Step: 415ms | Tot: 1m58s | Loss: 0.575 | Acc: 80.048% (29509/36864) 288/391 [===============================================>.................] Step: 411ms | Tot: 1m58s | Loss: 0.575 | Acc: 80.036% (29607/36992) 289/391 [================================================>................] Step: 410ms | Tot: 1m59s | Loss: 0.576 | Acc: 79.995% (29694/37120) 290/391 [================================================>................] Step: 413ms | Tot: 1m59s | Loss: 0.576 | Acc: 80.004% (29800/37248) 291/391 [================================================>................] Step: 413ms | Tot: 2m185ms | Loss: 0.576 | Acc: 80.011% (29905/37376) 292/391 [================================================>................] Step: 404ms | Tot: 2m590ms | Loss: 0.576 | Acc: 80.013% (30008/37504) 293/391 [================================================>................] Step: 422ms | Tot: 2m1s | Loss: 0.576 | Acc: 79.993% (30103/37632) 294/391 [================================================>................] Step: 410ms | Tot: 2m1s | Loss: 0.577 | Acc: 79.976% (30199/37760) 295/391 [=================================================>...............] Step: 409ms | Tot: 2m1s | Loss: 0.577 | Acc: 79.957% (30294/37888) 296/391 [=================================================>...............] Step: 409ms | Tot: 2m2s | Loss: 0.577 | Acc: 79.956% (30396/38016) 297/391 [=================================================>...............] Step: 408ms | Tot: 2m2s | Loss: 0.577 | Acc: 79.973% (30505/38144) 298/391 [=================================================>...............] Step: 412ms | Tot: 2m3s | Loss: 0.577 | Acc: 79.959% (30602/38272) 299/391 [=================================================>...............] Step: 408ms | Tot: 2m3s | Loss: 0.577 | Acc: 79.956% (30703/38400) 300/391 [=================================================>...............] Step: 406ms | Tot: 2m3s | Loss: 0.577 | Acc: 79.965% (30809/38528) 301/391 [==================================================>..............] Step: 410ms | Tot: 2m4s | Loss: 0.578 | Acc: 79.925% (30896/38656) 302/391 [==================================================>..............] Step: 416ms | Tot: 2m4s | Loss: 0.578 | Acc: 79.902% (30989/38784) 303/391 [==================================================>..............] Step: 412ms | Tot: 2m5s | Loss: 0.578 | Acc: 79.914% (31096/38912) 304/391 [==================================================>..............] Step: 409ms | Tot: 2m5s | Loss: 0.578 | Acc: 79.936% (31207/39040) 305/391 [==================================================>..............] Step: 407ms | Tot: 2m5s | Loss: 0.578 | Acc: 79.935% (31309/39168) 306/391 [==================================================>..............] Step: 409ms | Tot: 2m6s | Loss: 0.578 | Acc: 79.937% (31412/39296) 307/391 [===================================================>.............] Step: 406ms | Tot: 2m6s | Loss: 0.578 | Acc: 79.936% (31514/39424) 308/391 [===================================================>.............] Step: 412ms | Tot: 2m7s | Loss: 0.578 | Acc: 79.923% (31611/39552) 309/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.579 | Acc: 79.904% (31706/39680) 310/391 [===================================================>.............] Step: 414ms | Tot: 2m7s | Loss: 0.579 | Acc: 79.909% (31810/39808) 311/391 [===================================================>.............] Step: 421ms | Tot: 2m8s | Loss: 0.579 | Acc: 79.913% (31914/39936) 312/391 [===================================================>.............] Step: 409ms | Tot: 2m8s | Loss: 0.579 | Acc: 79.915% (32017/40064) 313/391 [====================================================>............] Step: 415ms | Tot: 2m9s | Loss: 0.579 | Acc: 79.904% (32115/40192) 314/391 [====================================================>............] Step: 402ms | Tot: 2m9s | Loss: 0.579 | Acc: 79.903% (32217/40320) 315/391 [====================================================>............] Step: 411ms | Tot: 2m10s | Loss: 0.579 | Acc: 79.908% (32321/40448) 316/391 [====================================================>............] Step: 414ms | Tot: 2m10s | Loss: 0.579 | Acc: 79.909% (32424/40576) 317/391 [====================================================>............] Step: 408ms | Tot: 2m10s | Loss: 0.580 | Acc: 79.884% (32516/40704) 318/391 [====================================================>............] Step: 407ms | Tot: 2m11s | Loss: 0.580 | Acc: 79.869% (32612/40832) 319/391 [=====================================================>...........] Step: 419ms | Tot: 2m11s | Loss: 0.580 | Acc: 79.856% (32709/40960) 320/391 [=====================================================>...........] Step: 416ms | Tot: 2m12s | Loss: 0.580 | Acc: 79.853% (32810/41088) 321/391 [=====================================================>...........] Step: 413ms | Tot: 2m12s | Loss: 0.581 | Acc: 79.850% (32911/41216) 322/391 [=====================================================>...........] Step: 404ms | Tot: 2m12s | Loss: 0.581 | Acc: 79.840% (33009/41344) 323/391 [=====================================================>...........] Step: 410ms | Tot: 2m13s | Loss: 0.581 | Acc: 79.842% (33112/41472) 324/391 [=====================================================>...........] Step: 414ms | Tot: 2m13s | Loss: 0.581 | Acc: 79.832% (33210/41600) 325/391 [======================================================>..........] Step: 405ms | Tot: 2m14s | Loss: 0.581 | Acc: 79.848% (33319/41728) 326/391 [======================================================>..........] Step: 412ms | Tot: 2m14s | Loss: 0.580 | Acc: 79.869% (33430/41856) 327/391 [======================================================>..........] Step: 414ms | Tot: 2m14s | Loss: 0.581 | Acc: 79.847% (33523/41984) 328/391 [======================================================>..........] Step: 404ms | Tot: 2m15s | Loss: 0.580 | Acc: 79.858% (33630/42112) 329/391 [======================================================>..........] Step: 418ms | Tot: 2m15s | Loss: 0.580 | Acc: 79.846% (33727/42240) 330/391 [======================================================>..........] Step: 409ms | Tot: 2m16s | Loss: 0.581 | Acc: 79.834% (33824/42368) 331/391 [=======================================================>.........] Step: 409ms | Tot: 2m16s | Loss: 0.581 | Acc: 79.831% (33925/42496) 332/391 [=======================================================>.........] Step: 408ms | Tot: 2m17s | Loss: 0.580 | Acc: 79.849% (34035/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m17s | Loss: 0.580 | Acc: 79.856% (34140/42752) 334/391 [=======================================================>.........] Step: 406ms | Tot: 2m17s | Loss: 0.581 | Acc: 79.839% (34235/42880) 335/391 [=======================================================>.........] Step: 411ms | Tot: 2m18s | Loss: 0.581 | Acc: 79.836% (34336/43008) 336/391 [=======================================================>.........] Step: 411ms | Tot: 2m18s | Loss: 0.581 | Acc: 79.838% (34439/43136) 337/391 [========================================================>........] Step: 414ms | Tot: 2m19s | Loss: 0.581 | Acc: 79.842% (34543/43264) 338/391 [========================================================>........] Step: 423ms | Tot: 2m19s | Loss: 0.581 | Acc: 79.849% (34648/43392) 339/391 [========================================================>........] Step: 411ms | Tot: 2m19s | Loss: 0.581 | Acc: 79.839% (34746/43520) 340/391 [========================================================>........] Step: 408ms | Tot: 2m20s | Loss: 0.581 | Acc: 79.852% (34854/43648) 341/391 [========================================================>........] Step: 410ms | Tot: 2m20s | Loss: 0.581 | Acc: 79.863% (34961/43776) 342/391 [========================================================>........] Step: 411ms | Tot: 2m21s | Loss: 0.581 | Acc: 79.849% (35057/43904) 343/391 [=========================================================>.......] Step: 412ms | Tot: 2m21s | Loss: 0.581 | Acc: 79.862% (35165/44032) 344/391 [=========================================================>.......] Step: 413ms | Tot: 2m21s | Loss: 0.581 | Acc: 79.862% (35267/44160) 345/391 [=========================================================>.......] Step: 403ms | Tot: 2m22s | Loss: 0.581 | Acc: 79.864% (35370/44288) 346/391 [=========================================================>.......] Step: 414ms | Tot: 2m22s | Loss: 0.581 | Acc: 79.861% (35471/44416) 347/391 [=========================================================>.......] Step: 419ms | Tot: 2m23s | Loss: 0.581 | Acc: 79.856% (35571/44544) 348/391 [=========================================================>.......] Step: 414ms | Tot: 2m23s | Loss: 0.581 | Acc: 79.862% (35676/44672) 349/391 [==========================================================>......] Step: 415ms | Tot: 2m24s | Loss: 0.581 | Acc: 79.879% (35786/44800) 350/391 [==========================================================>......] Step: 410ms | Tot: 2m24s | Loss: 0.580 | Acc: 79.899% (35897/44928) 351/391 [==========================================================>......] Step: 404ms | Tot: 2m24s | Loss: 0.580 | Acc: 79.907% (36003/45056) 352/391 [==========================================================>......] Step: 412ms | Tot: 2m25s | Loss: 0.580 | Acc: 79.907% (36105/45184) 353/391 [==========================================================>......] Step: 407ms | Tot: 2m25s | Loss: 0.580 | Acc: 79.893% (36201/45312) 354/391 [==========================================================>......] Step: 408ms | Tot: 2m26s | Loss: 0.580 | Acc: 79.886% (36300/45440) 355/391 [===========================================================>.....] Step: 412ms | Tot: 2m26s | Loss: 0.580 | Acc: 79.878% (36399/45568) 356/391 [===========================================================>.....] Step: 420ms | Tot: 2m26s | Loss: 0.580 | Acc: 79.884% (36504/45696) 357/391 [===========================================================>.....] Step: 412ms | Tot: 2m27s | Loss: 0.580 | Acc: 79.890% (36609/45824) 358/391 [===========================================================>.....] Step: 409ms | Tot: 2m27s | Loss: 0.580 | Acc: 79.899% (36715/45952) 359/391 [===========================================================>.....] Step: 400ms | Tot: 2m28s | Loss: 0.580 | Acc: 79.894% (36815/46080) 360/391 [===========================================================>.....] Step: 408ms | Tot: 2m28s | Loss: 0.580 | Acc: 79.887% (36914/46208) 361/391 [============================================================>....] Step: 404ms | Tot: 2m28s | Loss: 0.580 | Acc: 79.903% (37024/46336) 362/391 [============================================================>....] Step: 408ms | Tot: 2m29s | Loss: 0.580 | Acc: 79.901% (37125/46464) 363/391 [============================================================>....] Step: 407ms | Tot: 2m29s | Loss: 0.580 | Acc: 79.902% (37228/46592) 364/391 [============================================================>....] Step: 412ms | Tot: 2m30s | Loss: 0.580 | Acc: 79.893% (37326/46720) 365/391 [============================================================>....] Step: 414ms | Tot: 2m30s | Loss: 0.580 | Acc: 79.884% (37424/46848) 366/391 [============================================================>....] Step: 409ms | Tot: 2m31s | Loss: 0.580 | Acc: 79.888% (37528/46976) 367/391 [=============================================================>...] Step: 420ms | Tot: 2m31s | Loss: 0.580 | Acc: 79.904% (37638/47104) 368/391 [=============================================================>...] Step: 409ms | Tot: 2m31s | Loss: 0.580 | Acc: 79.884% (37731/47232) 369/391 [=============================================================>...] Step: 408ms | Tot: 2m32s | Loss: 0.580 | Acc: 79.886% (37834/47360) 370/391 [=============================================================>...] Step: 406ms | Tot: 2m32s | Loss: 0.580 | Acc: 79.881% (37934/47488) 371/391 [=============================================================>...] Step: 412ms | Tot: 2m33s | Loss: 0.580 | Acc: 79.883% (38037/47616) 372/391 [=============================================================>...] Step: 410ms | Tot: 2m33s | Loss: 0.580 | Acc: 79.891% (38143/47744) 373/391 [==============================================================>..] Step: 412ms | Tot: 2m33s | Loss: 0.580 | Acc: 79.880% (38240/47872) 374/391 [==============================================================>..] Step: 416ms | Tot: 2m34s | Loss: 0.580 | Acc: 79.881% (38343/48000) 375/391 [==============================================================>..] Step: 410ms | Tot: 2m34s | Loss: 0.581 | Acc: 79.866% (38438/48128) 376/391 [==============================================================>..] Step: 411ms | Tot: 2m35s | Loss: 0.580 | Acc: 79.872% (38543/48256) 377/391 [==============================================================>..] Step: 408ms | Tot: 2m35s | Loss: 0.580 | Acc: 79.876% (38647/48384) 378/391 [==============================================================>..] Step: 407ms | Tot: 2m35s | Loss: 0.580 | Acc: 79.863% (38743/48512) 379/391 [===============================================================>.] Step: 412ms | Tot: 2m36s | Loss: 0.580 | Acc: 79.866% (38847/48640) 380/391 [===============================================================>.] Step: 407ms | Tot: 2m36s | Loss: 0.580 | Acc: 79.866% (38949/48768) 381/391 [===============================================================>.] Step: 417ms | Tot: 2m37s | Loss: 0.580 | Acc: 79.870% (39053/48896) 382/391 [===============================================================>.] Step: 414ms | Tot: 2m37s | Loss: 0.580 | Acc: 79.857% (39149/49024) 383/391 [===============================================================>.] Step: 417ms | Tot: 2m38s | Loss: 0.580 | Acc: 79.869% (39257/49152) 384/391 [===============================================================>.] Step: 412ms | Tot: 2m38s | Loss: 0.580 | Acc: 79.860% (39355/49280) 385/391 [================================================================>] Step: 409ms | Tot: 2m38s | Loss: 0.580 | Acc: 79.851% (39453/49408) 386/391 [================================================================>] Step: 410ms | Tot: 2m39s | Loss: 0.580 | Acc: 79.855% (39557/49536) 387/391 [================================================================>] Step: 404ms | Tot: 2m39s | Loss: 0.580 | Acc: 79.873% (39668/49664) 388/391 [================================================================>] Step: 407ms | Tot: 2m40s | Loss: 0.579 | Acc: 79.884% (39776/49792) 389/391 [================================================================>] Step: 404ms | Tot: 2m40s | Loss: 0.580 | Acc: 79.878% (39875/49920) 390/391 [================================================================>] Step: 388ms | Tot: 2m40s | Loss: 0.579 | Acc: 79.868% (39934/50000) 391/391 + [>................................................................] Step: 531ms | Tot: 3ms | Loss: 1.002 | Acc: 67.000% (67/100) 1/100 [>................................................................] Step: 353ms | Tot: 357ms | Loss: 0.954 | Acc: 68.000% (136/200) 2/100 [=>...............................................................] Step: 343ms | Tot: 700ms | Loss: 0.952 | Acc: 66.667% (200/300) 3/100 [=>...............................................................] Step: 346ms | Tot: 1s47ms | Loss: 0.920 | Acc: 69.000% (276/400) 4/100 [==>..............................................................] Step: 347ms | Tot: 1s395ms | Loss: 0.924 | Acc: 69.600% (348/500) 5/100 [===>.............................................................] Step: 344ms | Tot: 1s739ms | Loss: 0.878 | Acc: 70.833% (425/600) 6/100 [===>.............................................................] Step: 352ms | Tot: 2s92ms | Loss: 0.871 | Acc: 71.000% (497/700) 7/100 [====>............................................................] Step: 345ms | Tot: 2s438ms | Loss: 0.902 | Acc: 70.125% (561/800) 8/100 [=====>...........................................................] Step: 349ms | Tot: 2s788ms | Loss: 0.933 | Acc: 70.222% (632/900) 9/100 [=====>...........................................................] Step: 352ms | Tot: 3s140ms | Loss: 0.911 | Acc: 70.700% (707/1000) 10/100 [======>..........................................................] Step: 350ms | Tot: 3s491ms | Loss: 0.893 | Acc: 71.364% (785/1100) 11/100 [=======>.........................................................] Step: 345ms | Tot: 3s836ms | Loss: 0.888 | Acc: 71.583% (859/1200) 12/100 [=======>.........................................................] Step: 349ms | Tot: 4s185ms | Loss: 0.886 | Acc: 71.846% (934/1300) 13/100 [========>........................................................] Step: 353ms | Tot: 4s539ms | Loss: 0.879 | Acc: 72.071% (1009/1400) 14/100 [=========>.......................................................] Step: 350ms | Tot: 4s889ms | Loss: 0.869 | Acc: 72.600% (1089/1500) 15/100 [=========>.......................................................] Step: 356ms | Tot: 5s245ms | Loss: 0.863 | Acc: 72.625% (1162/1600) 16/100 [==========>......................................................] Step: 350ms | Tot: 5s595ms | Loss: 0.861 | Acc: 72.941% (1240/1700) 17/100 [===========>.....................................................] Step: 352ms | Tot: 5s948ms | Loss: 0.865 | Acc: 72.944% (1313/1800) 18/100 [===========>.....................................................] Step: 353ms | Tot: 6s301ms | Loss: 0.863 | Acc: 72.947% (1386/1900) 19/100 [============>....................................................] Step: 360ms | Tot: 6s662ms | Loss: 0.864 | Acc: 72.800% (1456/2000) 20/100 [=============>...................................................] Step: 350ms | Tot: 7s12ms | Loss: 0.863 | Acc: 72.762% (1528/2100) 21/100 [=============>...................................................] Step: 348ms | Tot: 7s361ms | Loss: 0.866 | Acc: 72.682% (1599/2200) 22/100 [==============>..................................................] Step: 354ms | Tot: 7s716ms | Loss: 0.863 | Acc: 72.696% (1672/2300) 23/100 [==============>..................................................] Step: 350ms | Tot: 8s66ms | Loss: 0.861 | Acc: 72.792% (1747/2400) 24/100 [===============>.................................................] Step: 359ms | Tot: 8s426ms | Loss: 0.862 | Acc: 72.920% (1823/2500) 25/100 [================>................................................] Step: 353ms | Tot: 8s780ms | Loss: 0.879 | Acc: 72.692% (1890/2600) 26/100 [================>................................................] Step: 351ms | Tot: 9s131ms | Loss: 0.868 | Acc: 72.963% (1970/2700) 27/100 [=================>...............................................] Step: 357ms | Tot: 9s489ms | Loss: 0.872 | Acc: 73.000% (2044/2800) 28/100 [==================>..............................................] Step: 355ms | Tot: 9s844ms | Loss: 0.868 | Acc: 73.034% (2118/2900) 29/100 [==================>..............................................] Step: 356ms | Tot: 10s201ms | Loss: 0.866 | Acc: 73.200% (2196/3000) 30/100 [===================>.............................................] Step: 359ms | Tot: 10s560ms | Loss: 0.870 | Acc: 73.194% (2269/3100) 31/100 [====================>............................................] Step: 356ms | Tot: 10s916ms | Loss: 0.864 | Acc: 73.281% (2345/3200) 32/100 [====================>............................................] Step: 353ms | Tot: 11s270ms | Loss: 0.861 | Acc: 73.242% (2417/3300) 33/100 [=====================>...........................................] Step: 350ms | Tot: 11s620ms | Loss: 0.863 | Acc: 73.000% (2482/3400) 34/100 [======================>..........................................] Step: 351ms | Tot: 11s971ms | Loss: 0.868 | Acc: 72.914% (2552/3500) 35/100 [======================>..........................................] Step: 350ms | Tot: 12s322ms | Loss: 0.864 | Acc: 72.972% (2627/3600) 36/100 [=======================>.........................................] Step: 352ms | Tot: 12s675ms | Loss: 0.862 | Acc: 72.973% (2700/3700) 37/100 [========================>........................................] Step: 354ms | Tot: 13s29ms | Loss: 0.860 | Acc: 73.000% (2774/3800) 38/100 [========================>........................................] Step: 355ms | Tot: 13s385ms | Loss: 0.855 | Acc: 73.026% (2848/3900) 39/100 [=========================>.......................................] Step: 349ms | Tot: 13s735ms | Loss: 0.856 | Acc: 72.950% (2918/4000) 40/100 [==========================>......................................] Step: 350ms | Tot: 14s85ms | Loss: 0.859 | Acc: 72.951% (2991/4100) 41/100 [==========================>......................................] Step: 351ms | Tot: 14s437ms | Loss: 0.858 | Acc: 73.095% (3070/4200) 42/100 [===========================>.....................................] Step: 350ms | Tot: 14s787ms | Loss: 0.854 | Acc: 73.163% (3146/4300) 43/100 [===========================>.....................................] Step: 348ms | Tot: 15s135ms | Loss: 0.852 | Acc: 73.318% (3226/4400) 44/100 [============================>....................................] Step: 350ms | Tot: 15s486ms | Loss: 0.846 | Acc: 73.378% (3302/4500) 45/100 [=============================>...................................] Step: 355ms | Tot: 15s841ms | Loss: 0.844 | Acc: 73.348% (3374/4600) 46/100 [=============================>...................................] Step: 355ms | Tot: 16s197ms | Loss: 0.845 | Acc: 73.277% (3444/4700) 47/100 [==============================>..................................] Step: 358ms | Tot: 16s555ms | Loss: 0.846 | Acc: 73.271% (3517/4800) 48/100 [===============================>.................................] Step: 348ms | Tot: 16s904ms | Loss: 0.845 | Acc: 73.367% (3595/4900) 49/100 [===============================>.................................] Step: 348ms | Tot: 17s253ms | Loss: 0.849 | Acc: 73.300% (3665/5000) 50/100 [================================>................................] Step: 352ms | Tot: 17s605ms | Loss: 0.847 | Acc: 73.314% (3739/5100) 51/100 [=================================>...............................] Step: 348ms | Tot: 17s954ms | Loss: 0.847 | Acc: 73.365% (3815/5200) 52/100 [=================================>...............................] Step: 354ms | Tot: 18s308ms | Loss: 0.846 | Acc: 73.396% (3890/5300) 53/100 [==================================>..............................] Step: 353ms | Tot: 18s662ms | Loss: 0.847 | Acc: 73.352% (3961/5400) 54/100 [===================================>.............................] Step: 348ms | Tot: 19s11ms | Loss: 0.850 | Acc: 73.236% (4028/5500) 55/100 [===================================>.............................] Step: 351ms | Tot: 19s363ms | Loss: 0.848 | Acc: 73.286% (4104/5600) 56/100 [====================================>............................] Step: 362ms | Tot: 19s725ms | Loss: 0.848 | Acc: 73.281% (4177/5700) 57/100 [=====================================>...........................] Step: 351ms | Tot: 20s77ms | Loss: 0.845 | Acc: 73.328% (4253/5800) 58/100 [=====================================>...........................] Step: 355ms | Tot: 20s432ms | Loss: 0.847 | Acc: 73.237% (4321/5900) 59/100 [======================================>..........................] Step: 353ms | Tot: 20s786ms | Loss: 0.849 | Acc: 73.183% (4391/6000) 60/100 [=======================================>.........................] Step: 354ms | Tot: 21s141ms | Loss: 0.852 | Acc: 73.049% (4456/6100) 61/100 [=======================================>.........................] Step: 352ms | Tot: 21s493ms | Loss: 0.851 | Acc: 73.032% (4528/6200) 62/100 [========================================>........................] Step: 357ms | Tot: 21s851ms | Loss: 0.850 | Acc: 73.032% (4601/6300) 63/100 [========================================>........................] Step: 350ms | Tot: 22s201ms | Loss: 0.848 | Acc: 73.062% (4676/6400) 64/100 [=========================================>.......................] Step: 351ms | Tot: 22s553ms | Loss: 0.851 | Acc: 73.015% (4746/6500) 65/100 [==========================================>......................] Step: 358ms | Tot: 22s911ms | Loss: 0.852 | Acc: 72.939% (4814/6600) 66/100 [==========================================>......................] Step: 362ms | Tot: 23s274ms | Loss: 0.851 | Acc: 72.896% (4884/6700) 67/100 [===========================================>.....................] Step: 354ms | Tot: 23s628ms | Loss: 0.852 | Acc: 72.882% (4956/6800) 68/100 [============================================>....................] Step: 349ms | Tot: 23s977ms | Loss: 0.851 | Acc: 72.913% (5031/6900) 69/100 [============================================>....................] Step: 350ms | Tot: 24s328ms | Loss: 0.853 | Acc: 72.871% (5101/7000) 70/100 [=============================================>...................] Step: 349ms | Tot: 24s678ms | Loss: 0.854 | Acc: 72.859% (5173/7100) 71/100 [==============================================>..................] Step: 356ms | Tot: 25s34ms | Loss: 0.853 | Acc: 72.861% (5246/7200) 72/100 [==============================================>..................] Step: 351ms | Tot: 25s385ms | Loss: 0.851 | Acc: 72.863% (5319/7300) 73/100 [===============================================>.................] Step: 353ms | Tot: 25s738ms | Loss: 0.848 | Acc: 73.014% (5403/7400) 74/100 [================================================>................] Step: 353ms | Tot: 26s92ms | Loss: 0.850 | Acc: 72.987% (5474/7500) 75/100 [================================================>................] Step: 352ms | Tot: 26s445ms | Loss: 0.850 | Acc: 72.987% (5547/7600) 76/100 [=================================================>...............] Step: 351ms | Tot: 26s797ms | Loss: 0.852 | Acc: 72.935% (5616/7700) 77/100 [==================================================>..............] Step: 345ms | Tot: 27s143ms | Loss: 0.855 | Acc: 72.872% (5684/7800) 78/100 [==================================================>..............] Step: 356ms | Tot: 27s499ms | Loss: 0.856 | Acc: 72.785% (5750/7900) 79/100 [===================================================>.............] Step: 351ms | Tot: 27s851ms | Loss: 0.857 | Acc: 72.737% (5819/8000) 80/100 [====================================================>............] Step: 357ms | Tot: 28s209ms | Loss: 0.855 | Acc: 72.790% (5896/8100) 81/100 [====================================================>............] Step: 345ms | Tot: 28s554ms | Loss: 0.855 | Acc: 72.768% (5967/8200) 82/100 [=====================================================>...........] Step: 351ms | Tot: 28s906ms | Loss: 0.856 | Acc: 72.747% (6038/8300) 83/100 [=====================================================>...........] Step: 352ms | Tot: 29s258ms | Loss: 0.857 | Acc: 72.702% (6107/8400) 84/100 [======================================================>..........] Step: 355ms | Tot: 29s614ms | Loss: 0.858 | Acc: 72.671% (6177/8500) 85/100 [=======================================================>.........] Step: 350ms | Tot: 29s964ms | Loss: 0.858 | Acc: 72.686% (6251/8600) 86/100 [=======================================================>.........] Step: 354ms | Tot: 30s318ms | Loss: 0.860 | Acc: 72.655% (6321/8700) 87/100 [========================================================>........] Step: 353ms | Tot: 30s672ms | Loss: 0.857 | Acc: 72.739% (6401/8800) 88/100 [=========================================================>.......] Step: 355ms | Tot: 31s27ms | Loss: 0.857 | Acc: 72.775% (6477/8900) 89/100 [=========================================================>.......] Step: 353ms | Tot: 31s380ms | Loss: 0.857 | Acc: 72.800% (6552/9000) 90/100 [==========================================================>......] Step: 352ms | Tot: 31s733ms | Loss: 0.856 | Acc: 72.802% (6625/9100) 91/100 [===========================================================>.....] Step: 354ms | Tot: 32s87ms | Loss: 0.854 | Acc: 72.880% (6705/9200) 92/100 [===========================================================>.....] Step: 353ms | Tot: 32s440ms | Loss: 0.855 | Acc: 72.849% (6775/9300) 93/100 [============================================================>....] Step: 357ms | Tot: 32s798ms | Loss: 0.856 | Acc: 72.830% (6846/9400) 94/100 [=============================================================>...] Step: 349ms | Tot: 33s147ms | Loss: 0.856 | Acc: 72.853% (6921/9500) 95/100 [=============================================================>...] Step: 345ms | Tot: 33s493ms | Loss: 0.854 | Acc: 72.927% (7001/9600) 96/100 [==============================================================>..] Step: 346ms | Tot: 33s840ms | Loss: 0.850 | Acc: 73.072% (7088/9700) 97/100 [===============================================================>.] Step: 356ms | Tot: 34s196ms | Loss: 0.852 | Acc: 73.041% (7158/9800) 98/100 [===============================================================>.] Step: 350ms | Tot: 34s547ms | Loss: 0.852 | Acc: 73.030% (7230/9900) 99/100 [================================================================>] Step: 345ms | Tot: 34s892ms | Loss: 0.856 | Acc: 72.980% (7298/10000) 100/100 + +Epoch: 11 + [>................................................................] Step: 674ms | Tot: 2ms | Loss: 0.503 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 437ms | Tot: 440ms | Loss: 0.526 | Acc: 80.469% (206/256) 2/391 [>................................................................] Step: 431ms | Tot: 872ms | Loss: 0.565 | Acc: 78.906% (303/384) 3/391 [>................................................................] Step: 422ms | Tot: 1s294ms | Loss: 0.556 | Acc: 79.688% (408/512) 4/391 [>................................................................] Step: 415ms | Tot: 1s710ms | Loss: 0.565 | Acc: 79.375% (508/640) 5/391 [>................................................................] Step: 412ms | Tot: 2s122ms | Loss: 0.548 | Acc: 79.948% (614/768) 6/391 [>................................................................] Step: 413ms | Tot: 2s535ms | Loss: 0.554 | Acc: 79.576% (713/896) 7/391 [=>...............................................................] Step: 412ms | Tot: 2s948ms | Loss: 0.552 | Acc: 79.785% (817/1024) 8/391 [=>...............................................................] Step: 410ms | Tot: 3s359ms | Loss: 0.565 | Acc: 79.340% (914/1152) 9/391 [=>...............................................................] Step: 409ms | Tot: 3s768ms | Loss: 0.561 | Acc: 79.141% (1013/1280) 10/391 [=>...............................................................] Step: 407ms | Tot: 4s175ms | Loss: 0.563 | Acc: 78.977% (1112/1408) 11/391 [=>...............................................................] Step: 421ms | Tot: 4s597ms | Loss: 0.570 | Acc: 78.776% (1210/1536) 12/391 [=>...............................................................] Step: 409ms | Tot: 5s7ms | Loss: 0.571 | Acc: 78.846% (1312/1664) 13/391 [==>..............................................................] Step: 410ms | Tot: 5s418ms | Loss: 0.566 | Acc: 78.906% (1414/1792) 14/391 [==>..............................................................] Step: 406ms | Tot: 5s824ms | Loss: 0.569 | Acc: 78.750% (1512/1920) 15/391 [==>..............................................................] Step: 412ms | Tot: 6s237ms | Loss: 0.569 | Acc: 78.857% (1615/2048) 16/391 [==>..............................................................] Step: 407ms | Tot: 6s644ms | Loss: 0.570 | Acc: 78.722% (1713/2176) 17/391 [==>..............................................................] Step: 412ms | Tot: 7s57ms | Loss: 0.576 | Acc: 78.472% (1808/2304) 18/391 [==>..............................................................] Step: 410ms | Tot: 7s467ms | Loss: 0.583 | Acc: 78.413% (1907/2432) 19/391 [===>.............................................................] Step: 407ms | Tot: 7s875ms | Loss: 0.576 | Acc: 78.789% (2017/2560) 20/391 [===>.............................................................] Step: 424ms | Tot: 8s300ms | Loss: 0.572 | Acc: 79.055% (2125/2688) 21/391 [===>.............................................................] Step: 412ms | Tot: 8s712ms | Loss: 0.564 | Acc: 79.545% (2240/2816) 22/391 [===>.............................................................] Step: 409ms | Tot: 9s122ms | Loss: 0.565 | Acc: 79.552% (2342/2944) 23/391 [===>.............................................................] Step: 410ms | Tot: 9s532ms | Loss: 0.577 | Acc: 79.264% (2435/3072) 24/391 [===>.............................................................] Step: 409ms | Tot: 9s942ms | Loss: 0.574 | Acc: 79.250% (2536/3200) 25/391 [====>............................................................] Step: 414ms | Tot: 10s356ms | Loss: 0.574 | Acc: 79.237% (2637/3328) 26/391 [====>............................................................] Step: 409ms | Tot: 10s766ms | Loss: 0.573 | Acc: 79.311% (2741/3456) 27/391 [====>............................................................] Step: 412ms | Tot: 11s179ms | Loss: 0.568 | Acc: 79.520% (2850/3584) 28/391 [====>............................................................] Step: 413ms | Tot: 11s592ms | Loss: 0.561 | Acc: 79.903% (2966/3712) 29/391 [====>............................................................] Step: 411ms | Tot: 12s4ms | Loss: 0.561 | Acc: 79.948% (3070/3840) 30/391 [====>............................................................] Step: 408ms | Tot: 12s412ms | Loss: 0.561 | Acc: 79.990% (3174/3968) 31/391 [=====>...........................................................] Step: 411ms | Tot: 12s824ms | Loss: 0.557 | Acc: 80.151% (3283/4096) 32/391 [=====>...........................................................] Step: 410ms | Tot: 13s234ms | Loss: 0.556 | Acc: 80.185% (3387/4224) 33/391 [=====>...........................................................] Step: 406ms | Tot: 13s641ms | Loss: 0.560 | Acc: 80.216% (3491/4352) 34/391 [=====>...........................................................] Step: 408ms | Tot: 14s50ms | Loss: 0.558 | Acc: 80.290% (3597/4480) 35/391 [=====>...........................................................] Step: 408ms | Tot: 14s458ms | Loss: 0.555 | Acc: 80.382% (3704/4608) 36/391 [=====>...........................................................] Step: 414ms | Tot: 14s873ms | Loss: 0.559 | Acc: 80.194% (3798/4736) 37/391 [======>..........................................................] Step: 409ms | Tot: 15s282ms | Loss: 0.562 | Acc: 80.119% (3897/4864) 38/391 [======>..........................................................] Step: 420ms | Tot: 15s702ms | Loss: 0.564 | Acc: 80.048% (3996/4992) 39/391 [======>..........................................................] Step: 412ms | Tot: 16s115ms | Loss: 0.561 | Acc: 80.156% (4104/5120) 40/391 [======>..........................................................] Step: 408ms | Tot: 16s523ms | Loss: 0.560 | Acc: 80.202% (4209/5248) 41/391 [======>..........................................................] Step: 407ms | Tot: 16s931ms | Loss: 0.561 | Acc: 80.208% (4312/5376) 42/391 [======>..........................................................] Step: 401ms | Tot: 17s332ms | Loss: 0.558 | Acc: 80.360% (4423/5504) 43/391 [=======>.........................................................] Step: 406ms | Tot: 17s739ms | Loss: 0.557 | Acc: 80.380% (4527/5632) 44/391 [=======>.........................................................] Step: 405ms | Tot: 18s144ms | Loss: 0.558 | Acc: 80.347% (4628/5760) 45/391 [=======>.........................................................] Step: 407ms | Tot: 18s552ms | Loss: 0.560 | Acc: 80.350% (4731/5888) 46/391 [=======>.........................................................] Step: 417ms | Tot: 18s969ms | Loss: 0.559 | Acc: 80.402% (4837/6016) 47/391 [=======>.........................................................] Step: 421ms | Tot: 19s391ms | Loss: 0.557 | Acc: 80.420% (4941/6144) 48/391 [=======>.........................................................] Step: 408ms | Tot: 19s800ms | Loss: 0.560 | Acc: 80.341% (5039/6272) 49/391 [========>........................................................] Step: 408ms | Tot: 20s208ms | Loss: 0.560 | Acc: 80.375% (5144/6400) 50/391 [========>........................................................] Step: 412ms | Tot: 20s621ms | Loss: 0.559 | Acc: 80.438% (5251/6528) 51/391 [========>........................................................] Step: 411ms | Tot: 21s32ms | Loss: 0.560 | Acc: 80.349% (5348/6656) 52/391 [========>........................................................] Step: 411ms | Tot: 21s444ms | Loss: 0.558 | Acc: 80.366% (5452/6784) 53/391 [========>........................................................] Step: 409ms | Tot: 21s853ms | Loss: 0.558 | Acc: 80.396% (5557/6912) 54/391 [========>........................................................] Step: 413ms | Tot: 22s266ms | Loss: 0.559 | Acc: 80.327% (5655/7040) 55/391 [=========>.......................................................] Step: 406ms | Tot: 22s672ms | Loss: 0.559 | Acc: 80.357% (5760/7168) 56/391 [=========>.......................................................] Step: 421ms | Tot: 23s94ms | Loss: 0.559 | Acc: 80.387% (5865/7296) 57/391 [=========>.......................................................] Step: 408ms | Tot: 23s502ms | Loss: 0.559 | Acc: 80.415% (5970/7424) 58/391 [=========>.......................................................] Step: 417ms | Tot: 23s920ms | Loss: 0.560 | Acc: 80.389% (6071/7552) 59/391 [=========>.......................................................] Step: 414ms | Tot: 24s334ms | Loss: 0.558 | Acc: 80.417% (6176/7680) 60/391 [=========>.......................................................] Step: 415ms | Tot: 24s750ms | Loss: 0.558 | Acc: 80.405% (6278/7808) 61/391 [==========>......................................................] Step: 409ms | Tot: 25s159ms | Loss: 0.559 | Acc: 80.431% (6383/7936) 62/391 [==========>......................................................] Step: 414ms | Tot: 25s574ms | Loss: 0.560 | Acc: 80.444% (6487/8064) 63/391 [==========>......................................................] Step: 409ms | Tot: 25s983ms | Loss: 0.560 | Acc: 80.457% (6591/8192) 64/391 [==========>......................................................] Step: 410ms | Tot: 26s394ms | Loss: 0.560 | Acc: 80.445% (6693/8320) 65/391 [==========>......................................................] Step: 419ms | Tot: 26s814ms | Loss: 0.561 | Acc: 80.386% (6791/8448) 66/391 [==========>......................................................] Step: 407ms | Tot: 27s221ms | Loss: 0.560 | Acc: 80.410% (6896/8576) 67/391 [===========>.....................................................] Step: 407ms | Tot: 27s629ms | Loss: 0.559 | Acc: 80.469% (7004/8704) 68/391 [===========>.....................................................] Step: 410ms | Tot: 28s39ms | Loss: 0.558 | Acc: 80.514% (7111/8832) 69/391 [===========>.....................................................] Step: 404ms | Tot: 28s444ms | Loss: 0.557 | Acc: 80.502% (7213/8960) 70/391 [===========>.....................................................] Step: 408ms | Tot: 28s852ms | Loss: 0.559 | Acc: 80.502% (7316/9088) 71/391 [===========>.....................................................] Step: 404ms | Tot: 29s257ms | Loss: 0.557 | Acc: 80.512% (7420/9216) 72/391 [===========>.....................................................] Step: 407ms | Tot: 29s665ms | Loss: 0.558 | Acc: 80.458% (7518/9344) 73/391 [============>....................................................] Step: 405ms | Tot: 30s70ms | Loss: 0.559 | Acc: 80.458% (7621/9472) 74/391 [============>....................................................] Step: 416ms | Tot: 30s486ms | Loss: 0.560 | Acc: 80.385% (7717/9600) 75/391 [============>....................................................] Step: 405ms | Tot: 30s892ms | Loss: 0.560 | Acc: 80.335% (7815/9728) 76/391 [============>....................................................] Step: 404ms | Tot: 31s297ms | Loss: 0.558 | Acc: 80.428% (7927/9856) 77/391 [============>....................................................] Step: 410ms | Tot: 31s707ms | Loss: 0.559 | Acc: 80.359% (8023/9984) 78/391 [============>....................................................] Step: 409ms | Tot: 32s117ms | Loss: 0.558 | Acc: 80.390% (8129/10112) 79/391 [=============>...................................................] Step: 403ms | Tot: 32s520ms | Loss: 0.559 | Acc: 80.293% (8222/10240) 80/391 [=============>...................................................] Step: 405ms | Tot: 32s926ms | Loss: 0.561 | Acc: 80.208% (8316/10368) 81/391 [=============>...................................................] Step: 405ms | Tot: 33s332ms | Loss: 0.562 | Acc: 80.164% (8414/10496) 82/391 [=============>...................................................] Step: 409ms | Tot: 33s742ms | Loss: 0.560 | Acc: 80.262% (8527/10624) 83/391 [=============>...................................................] Step: 416ms | Tot: 34s158ms | Loss: 0.561 | Acc: 80.227% (8626/10752) 84/391 [=============>...................................................] Step: 403ms | Tot: 34s562ms | Loss: 0.562 | Acc: 80.248% (8731/10880) 85/391 [==============>..................................................] Step: 413ms | Tot: 34s975ms | Loss: 0.562 | Acc: 80.251% (8834/11008) 86/391 [==============>..................................................] Step: 405ms | Tot: 35s380ms | Loss: 0.561 | Acc: 80.280% (8940/11136) 87/391 [==============>..................................................] Step: 413ms | Tot: 35s794ms | Loss: 0.562 | Acc: 80.309% (9046/11264) 88/391 [==============>..................................................] Step: 402ms | Tot: 36s196ms | Loss: 0.562 | Acc: 80.293% (9147/11392) 89/391 [==============>..................................................] Step: 403ms | Tot: 36s599ms | Loss: 0.562 | Acc: 80.304% (9251/11520) 90/391 [==============>..................................................] Step: 400ms | Tot: 36s999ms | Loss: 0.563 | Acc: 80.254% (9348/11648) 91/391 [===============>.................................................] Step: 404ms | Tot: 37s404ms | Loss: 0.563 | Acc: 80.231% (9448/11776) 92/391 [===============>.................................................] Step: 415ms | Tot: 37s819ms | Loss: 0.563 | Acc: 80.217% (9549/11904) 93/391 [===============>.................................................] Step: 419ms | Tot: 38s239ms | Loss: 0.564 | Acc: 80.145% (9643/12032) 94/391 [===============>.................................................] Step: 407ms | Tot: 38s646ms | Loss: 0.563 | Acc: 80.140% (9745/12160) 95/391 [===============>.................................................] Step: 417ms | Tot: 39s63ms | Loss: 0.563 | Acc: 80.143% (9848/12288) 96/391 [===============>.................................................] Step: 406ms | Tot: 39s470ms | Loss: 0.564 | Acc: 80.114% (9947/12416) 97/391 [================>................................................] Step: 416ms | Tot: 39s886ms | Loss: 0.564 | Acc: 80.062% (10043/12544) 98/391 [================>................................................] Step: 410ms | Tot: 40s297ms | Loss: 0.564 | Acc: 80.090% (10149/12672) 99/391 [================>................................................] Step: 410ms | Tot: 40s707ms | Loss: 0.566 | Acc: 80.047% (10246/12800) 100/391 [================>................................................] Step: 404ms | Tot: 41s112ms | Loss: 0.566 | Acc: 80.067% (10351/12928) 101/391 [================>................................................] Step: 415ms | Tot: 41s528ms | Loss: 0.566 | Acc: 80.078% (10455/13056) 102/391 [================>................................................] Step: 406ms | Tot: 41s934ms | Loss: 0.565 | Acc: 80.105% (10561/13184) 103/391 [=================>...............................................] Step: 411ms | Tot: 42s346ms | Loss: 0.565 | Acc: 80.101% (10663/13312) 104/391 [=================>...............................................] Step: 404ms | Tot: 42s751ms | Loss: 0.565 | Acc: 80.112% (10767/13440) 105/391 [=================>...............................................] Step: 414ms | Tot: 43s165ms | Loss: 0.565 | Acc: 80.100% (10868/13568) 106/391 [=================>...............................................] Step: 404ms | Tot: 43s570ms | Loss: 0.565 | Acc: 80.096% (10970/13696) 107/391 [=================>...............................................] Step: 407ms | Tot: 43s977ms | Loss: 0.565 | Acc: 80.129% (11077/13824) 108/391 [=================>...............................................] Step: 406ms | Tot: 44s384ms | Loss: 0.566 | Acc: 80.082% (11173/13952) 109/391 [==================>..............................................] Step: 410ms | Tot: 44s794ms | Loss: 0.565 | Acc: 80.092% (11277/14080) 110/391 [==================>..............................................] Step: 416ms | Tot: 45s211ms | Loss: 0.565 | Acc: 80.096% (11380/14208) 111/391 [==================>..............................................] Step: 417ms | Tot: 45s628ms | Loss: 0.566 | Acc: 80.078% (11480/14336) 112/391 [==================>..............................................] Step: 410ms | Tot: 46s38ms | Loss: 0.565 | Acc: 80.095% (11585/14464) 113/391 [==================>..............................................] Step: 410ms | Tot: 46s449ms | Loss: 0.565 | Acc: 80.106% (11689/14592) 114/391 [==================>..............................................] Step: 413ms | Tot: 46s862ms | Loss: 0.565 | Acc: 80.109% (11792/14720) 115/391 [===================>.............................................] Step: 409ms | Tot: 47s271ms | Loss: 0.565 | Acc: 80.098% (11893/14848) 116/391 [===================>.............................................] Step: 408ms | Tot: 47s680ms | Loss: 0.564 | Acc: 80.108% (11997/14976) 117/391 [===================>.............................................] Step: 404ms | Tot: 48s84ms | Loss: 0.565 | Acc: 80.078% (12095/15104) 118/391 [===================>.............................................] Step: 408ms | Tot: 48s493ms | Loss: 0.565 | Acc: 80.049% (12193/15232) 119/391 [===================>.............................................] Step: 414ms | Tot: 48s908ms | Loss: 0.565 | Acc: 80.085% (12301/15360) 120/391 [===================>.............................................] Step: 409ms | Tot: 49s317ms | Loss: 0.564 | Acc: 80.114% (12408/15488) 121/391 [====================>............................................] Step: 411ms | Tot: 49s729ms | Loss: 0.566 | Acc: 80.046% (12500/15616) 122/391 [====================>............................................] Step: 414ms | Tot: 50s143ms | Loss: 0.566 | Acc: 80.043% (12602/15744) 123/391 [====================>............................................] Step: 407ms | Tot: 50s551ms | Loss: 0.566 | Acc: 80.053% (12706/15872) 124/391 [====================>............................................] Step: 413ms | Tot: 50s964ms | Loss: 0.565 | Acc: 80.106% (12817/16000) 125/391 [====================>............................................] Step: 405ms | Tot: 51s369ms | Loss: 0.565 | Acc: 80.109% (12920/16128) 126/391 [====================>............................................] Step: 409ms | Tot: 51s779ms | Loss: 0.566 | Acc: 80.130% (13026/16256) 127/391 [=====================>...........................................] Step: 405ms | Tot: 52s184ms | Loss: 0.566 | Acc: 80.096% (13123/16384) 128/391 [=====================>...........................................] Step: 412ms | Tot: 52s597ms | Loss: 0.566 | Acc: 80.105% (13227/16512) 129/391 [=====================>...........................................] Step: 410ms | Tot: 53s8ms | Loss: 0.565 | Acc: 80.138% (13335/16640) 130/391 [=====================>...........................................] Step: 408ms | Tot: 53s417ms | Loss: 0.565 | Acc: 80.141% (13438/16768) 131/391 [=====================>...........................................] Step: 410ms | Tot: 53s827ms | Loss: 0.565 | Acc: 80.143% (13541/16896) 132/391 [=====================>...........................................] Step: 413ms | Tot: 54s240ms | Loss: 0.566 | Acc: 80.128% (13641/17024) 133/391 [======================>..........................................] Step: 412ms | Tot: 54s653ms | Loss: 0.565 | Acc: 80.136% (13745/17152) 134/391 [======================>..........................................] Step: 411ms | Tot: 55s64ms | Loss: 0.567 | Acc: 80.110% (13843/17280) 135/391 [======================>..........................................] Step: 409ms | Tot: 55s474ms | Loss: 0.567 | Acc: 80.107% (13945/17408) 136/391 [======================>..........................................] Step: 411ms | Tot: 55s885ms | Loss: 0.567 | Acc: 80.121% (14050/17536) 137/391 [======================>..........................................] Step: 417ms | Tot: 56s303ms | Loss: 0.568 | Acc: 80.118% (14152/17664) 138/391 [======================>..........................................] Step: 415ms | Tot: 56s719ms | Loss: 0.568 | Acc: 80.115% (14254/17792) 139/391 [=======================>.........................................] Step: 415ms | Tot: 57s134ms | Loss: 0.567 | Acc: 80.145% (14362/17920) 140/391 [=======================>.........................................] Step: 412ms | Tot: 57s547ms | Loss: 0.566 | Acc: 80.158% (14467/18048) 141/391 [=======================>.........................................] Step: 409ms | Tot: 57s957ms | Loss: 0.566 | Acc: 80.194% (14576/18176) 142/391 [=======================>.........................................] Step: 410ms | Tot: 58s367ms | Loss: 0.566 | Acc: 80.179% (14676/18304) 143/391 [=======================>.........................................] Step: 413ms | Tot: 58s780ms | Loss: 0.566 | Acc: 80.170% (14777/18432) 144/391 [=======================>.........................................] Step: 410ms | Tot: 59s191ms | Loss: 0.566 | Acc: 80.151% (14876/18560) 145/391 [========================>........................................] Step: 411ms | Tot: 59s602ms | Loss: 0.566 | Acc: 80.132% (14975/18688) 146/391 [========================>........................................] Step: 415ms | Tot: 1m18ms | Loss: 0.565 | Acc: 80.182% (15087/18816) 147/391 [========================>........................................] Step: 413ms | Tot: 1m432ms | Loss: 0.566 | Acc: 80.152% (15184/18944) 148/391 [========================>........................................] Step: 415ms | Tot: 1m847ms | Loss: 0.565 | Acc: 80.154% (15287/19072) 149/391 [========================>........................................] Step: 408ms | Tot: 1m1s | Loss: 0.566 | Acc: 80.141% (15387/19200) 150/391 [========================>........................................] Step: 408ms | Tot: 1m1s | Loss: 0.565 | Acc: 80.169% (15495/19328) 151/391 [=========================>.......................................] Step: 408ms | Tot: 1m2s | Loss: 0.564 | Acc: 80.181% (15600/19456) 152/391 [=========================>.......................................] Step: 411ms | Tot: 1m2s | Loss: 0.565 | Acc: 80.183% (15703/19584) 153/391 [=========================>.......................................] Step: 412ms | Tot: 1m2s | Loss: 0.564 | Acc: 80.195% (15808/19712) 154/391 [=========================>.......................................] Step: 412ms | Tot: 1m3s | Loss: 0.564 | Acc: 80.207% (15913/19840) 155/391 [=========================>.......................................] Step: 425ms | Tot: 1m3s | Loss: 0.564 | Acc: 80.203% (16015/19968) 156/391 [=========================>.......................................] Step: 408ms | Tot: 1m4s | Loss: 0.564 | Acc: 80.240% (16125/20096) 157/391 [==========================>......................................] Step: 415ms | Tot: 1m4s | Loss: 0.565 | Acc: 80.207% (16221/20224) 158/391 [==========================>......................................] Step: 408ms | Tot: 1m4s | Loss: 0.564 | Acc: 80.257% (16334/20352) 159/391 [==========================>......................................] Step: 413ms | Tot: 1m5s | Loss: 0.564 | Acc: 80.229% (16431/20480) 160/391 [==========================>......................................] Step: 416ms | Tot: 1m5s | Loss: 0.565 | Acc: 80.221% (16532/20608) 161/391 [==========================>......................................] Step: 414ms | Tot: 1m6s | Loss: 0.566 | Acc: 80.194% (16629/20736) 162/391 [==========================>......................................] Step: 415ms | Tot: 1m6s | Loss: 0.566 | Acc: 80.200% (16733/20864) 163/391 [===========================>.....................................] Step: 406ms | Tot: 1m7s | Loss: 0.566 | Acc: 80.202% (16836/20992) 164/391 [===========================>.....................................] Step: 416ms | Tot: 1m7s | Loss: 0.565 | Acc: 80.204% (16939/21120) 165/391 [===========================>.....................................] Step: 409ms | Tot: 1m7s | Loss: 0.565 | Acc: 80.196% (17040/21248) 166/391 [===========================>.....................................] Step: 408ms | Tot: 1m8s | Loss: 0.565 | Acc: 80.197% (17143/21376) 167/391 [===========================>.....................................] Step: 409ms | Tot: 1m8s | Loss: 0.565 | Acc: 80.185% (17243/21504) 168/391 [===========================>.....................................] Step: 409ms | Tot: 1m9s | Loss: 0.566 | Acc: 80.173% (17343/21632) 169/391 [============================>....................................] Step: 408ms | Tot: 1m9s | Loss: 0.566 | Acc: 80.161% (17443/21760) 170/391 [============================>....................................] Step: 409ms | Tot: 1m9s | Loss: 0.566 | Acc: 80.167% (17547/21888) 171/391 [============================>....................................] Step: 409ms | Tot: 1m10s | Loss: 0.566 | Acc: 80.178% (17652/22016) 172/391 [============================>....................................] Step: 412ms | Tot: 1m10s | Loss: 0.565 | Acc: 80.202% (17760/22144) 173/391 [============================>....................................] Step: 412ms | Tot: 1m11s | Loss: 0.564 | Acc: 80.240% (17871/22272) 174/391 [============================>....................................] Step: 413ms | Tot: 1m11s | Loss: 0.564 | Acc: 80.268% (17980/22400) 175/391 [=============================>...................................] Step: 402ms | Tot: 1m11s | Loss: 0.564 | Acc: 80.282% (18086/22528) 176/391 [=============================>...................................] Step: 407ms | Tot: 1m12s | Loss: 0.563 | Acc: 80.314% (18196/22656) 177/391 [=============================>...................................] Step: 404ms | Tot: 1m12s | Loss: 0.563 | Acc: 80.306% (18297/22784) 178/391 [=============================>...................................] Step: 410ms | Tot: 1m13s | Loss: 0.563 | Acc: 80.312% (18401/22912) 179/391 [=============================>...................................] Step: 415ms | Tot: 1m13s | Loss: 0.564 | Acc: 80.291% (18499/23040) 180/391 [=============================>...................................] Step: 409ms | Tot: 1m14s | Loss: 0.563 | Acc: 80.283% (18600/23168) 181/391 [==============================>..................................] Step: 413ms | Tot: 1m14s | Loss: 0.563 | Acc: 80.306% (18708/23296) 182/391 [==============================>..................................] Step: 425ms | Tot: 1m14s | Loss: 0.563 | Acc: 80.311% (18812/23424) 183/391 [==============================>..................................] Step: 412ms | Tot: 1m15s | Loss: 0.563 | Acc: 80.299% (18912/23552) 184/391 [==============================>..................................] Step: 413ms | Tot: 1m15s | Loss: 0.563 | Acc: 80.262% (19006/23680) 185/391 [==============================>..................................] Step: 408ms | Tot: 1m16s | Loss: 0.563 | Acc: 80.255% (19107/23808) 186/391 [==============================>..................................] Step: 409ms | Tot: 1m16s | Loss: 0.563 | Acc: 80.268% (19213/23936) 187/391 [===============================>.................................] Step: 407ms | Tot: 1m16s | Loss: 0.563 | Acc: 80.265% (19315/24064) 188/391 [===============================>.................................] Step: 403ms | Tot: 1m17s | Loss: 0.563 | Acc: 80.241% (19412/24192) 189/391 [===============================>.................................] Step: 403ms | Tot: 1m17s | Loss: 0.563 | Acc: 80.247% (19516/24320) 190/391 [===============================>.................................] Step: 408ms | Tot: 1m18s | Loss: 0.563 | Acc: 80.244% (19618/24448) 191/391 [===============================>.................................] Step: 414ms | Tot: 1m18s | Loss: 0.562 | Acc: 80.257% (19724/24576) 192/391 [===============================>.................................] Step: 414ms | Tot: 1m18s | Loss: 0.562 | Acc: 80.262% (19828/24704) 193/391 [================================>................................] Step: 408ms | Tot: 1m19s | Loss: 0.562 | Acc: 80.259% (19930/24832) 194/391 [================================>................................] Step: 409ms | Tot: 1m19s | Loss: 0.563 | Acc: 80.208% (20020/24960) 195/391 [================================>................................] Step: 411ms | Tot: 1m20s | Loss: 0.563 | Acc: 80.238% (20130/25088) 196/391 [================================>................................] Step: 406ms | Tot: 1m20s | Loss: 0.563 | Acc: 80.231% (20231/25216) 197/391 [================================>................................] Step: 414ms | Tot: 1m20s | Loss: 0.563 | Acc: 80.228% (20333/25344) 198/391 [================================>................................] Step: 408ms | Tot: 1m21s | Loss: 0.563 | Acc: 80.198% (20428/25472) 199/391 [=================================>...............................] Step: 412ms | Tot: 1m21s | Loss: 0.564 | Acc: 80.168% (20523/25600) 200/391 [=================================>...............................] Step: 416ms | Tot: 1m22s | Loss: 0.565 | Acc: 80.154% (20622/25728) 201/391 [=================================>...............................] Step: 411ms | Tot: 1m22s | Loss: 0.565 | Acc: 80.163% (20727/25856) 202/391 [=================================>...............................] Step: 409ms | Tot: 1m23s | Loss: 0.565 | Acc: 80.145% (20825/25984) 203/391 [=================================>...............................] Step: 409ms | Tot: 1m23s | Loss: 0.565 | Acc: 80.124% (20922/26112) 204/391 [=================================>...............................] Step: 406ms | Tot: 1m23s | Loss: 0.565 | Acc: 80.133% (21027/26240) 205/391 [==================================>..............................] Step: 412ms | Tot: 1m24s | Loss: 0.566 | Acc: 80.108% (21123/26368) 206/391 [==================================>..............................] Step: 403ms | Tot: 1m24s | Loss: 0.565 | Acc: 80.122% (21229/26496) 207/391 [==================================>..............................] Step: 404ms | Tot: 1m25s | Loss: 0.564 | Acc: 80.153% (21340/26624) 208/391 [==================================>..............................] Step: 407ms | Tot: 1m25s | Loss: 0.564 | Acc: 80.151% (21442/26752) 209/391 [==================================>..............................] Step: 413ms | Tot: 1m25s | Loss: 0.565 | Acc: 80.112% (21534/26880) 210/391 [==================================>..............................] Step: 404ms | Tot: 1m26s | Loss: 0.565 | Acc: 80.087% (21630/27008) 211/391 [===================================>.............................] Step: 408ms | Tot: 1m26s | Loss: 0.566 | Acc: 80.067% (21727/27136) 212/391 [===================================>.............................] Step: 399ms | Tot: 1m27s | Loss: 0.566 | Acc: 80.058% (21827/27264) 213/391 [===================================>.............................] Step: 407ms | Tot: 1m27s | Loss: 0.566 | Acc: 80.060% (21930/27392) 214/391 [===================================>.............................] Step: 409ms | Tot: 1m27s | Loss: 0.567 | Acc: 80.036% (22026/27520) 215/391 [===================================>.............................] Step: 406ms | Tot: 1m28s | Loss: 0.567 | Acc: 80.049% (22132/27648) 216/391 [===================================>.............................] Step: 411ms | Tot: 1m28s | Loss: 0.567 | Acc: 80.055% (22236/27776) 217/391 [====================================>............................] Step: 410ms | Tot: 1m29s | Loss: 0.567 | Acc: 80.049% (22337/27904) 218/391 [====================================>............................] Step: 409ms | Tot: 1m29s | Loss: 0.567 | Acc: 80.048% (22439/28032) 219/391 [====================================>............................] Step: 414ms | Tot: 1m29s | Loss: 0.567 | Acc: 80.039% (22539/28160) 220/391 [====================================>............................] Step: 408ms | Tot: 1m30s | Loss: 0.568 | Acc: 80.013% (22634/28288) 221/391 [====================================>............................] Step: 414ms | Tot: 1m30s | Loss: 0.568 | Acc: 79.997% (22732/28416) 222/391 [====================================>............................] Step: 412ms | Tot: 1m31s | Loss: 0.568 | Acc: 80.003% (22836/28544) 223/391 [=====================================>...........................] Step: 407ms | Tot: 1m31s | Loss: 0.568 | Acc: 79.987% (22934/28672) 224/391 [=====================================>...........................] Step: 413ms | Tot: 1m32s | Loss: 0.569 | Acc: 79.938% (23022/28800) 225/391 [=====================================>...........................] Step: 411ms | Tot: 1m32s | Loss: 0.569 | Acc: 79.943% (23126/28928) 226/391 [=====================================>...........................] Step: 412ms | Tot: 1m32s | Loss: 0.568 | Acc: 79.963% (23234/29056) 227/391 [=====================================>...........................] Step: 423ms | Tot: 1m33s | Loss: 0.568 | Acc: 79.968% (23338/29184) 228/391 [=====================================>...........................] Step: 407ms | Tot: 1m33s | Loss: 0.568 | Acc: 79.974% (23442/29312) 229/391 [======================================>..........................] Step: 413ms | Tot: 1m34s | Loss: 0.569 | Acc: 79.976% (23545/29440) 230/391 [======================================>..........................] Step: 402ms | Tot: 1m34s | Loss: 0.568 | Acc: 80.002% (23655/29568) 231/391 [======================================>..........................] Step: 398ms | Tot: 1m34s | Loss: 0.568 | Acc: 80.001% (23757/29696) 232/391 [======================================>..........................] Step: 398ms | Tot: 1m35s | Loss: 0.568 | Acc: 80.006% (23861/29824) 233/391 [======================================>..........................] Step: 410ms | Tot: 1m35s | Loss: 0.568 | Acc: 80.028% (23970/29952) 234/391 [======================================>..........................] Step: 413ms | Tot: 1m36s | Loss: 0.568 | Acc: 80.017% (24069/30080) 235/391 [=======================================>.........................] Step: 414ms | Tot: 1m36s | Loss: 0.568 | Acc: 79.992% (24164/30208) 236/391 [=======================================>.........................] Step: 421ms | Tot: 1m36s | Loss: 0.568 | Acc: 79.997% (24268/30336) 237/391 [=======================================>.........................] Step: 408ms | Tot: 1m37s | Loss: 0.568 | Acc: 79.986% (24367/30464) 238/391 [=======================================>.........................] Step: 406ms | Tot: 1m37s | Loss: 0.568 | Acc: 79.992% (24471/30592) 239/391 [=======================================>.........................] Step: 407ms | Tot: 1m38s | Loss: 0.568 | Acc: 80.013% (24580/30720) 240/391 [=======================================>.........................] Step: 412ms | Tot: 1m38s | Loss: 0.567 | Acc: 80.047% (24693/30848) 241/391 [========================================>........................] Step: 412ms | Tot: 1m39s | Loss: 0.568 | Acc: 80.065% (24801/30976) 242/391 [========================================>........................] Step: 408ms | Tot: 1m39s | Loss: 0.567 | Acc: 80.067% (24904/31104) 243/391 [========================================>........................] Step: 416ms | Tot: 1m39s | Loss: 0.567 | Acc: 80.065% (25006/31232) 244/391 [========================================>........................] Step: 413ms | Tot: 1m40s | Loss: 0.567 | Acc: 80.038% (25100/31360) 245/391 [========================================>........................] Step: 419ms | Tot: 1m40s | Loss: 0.568 | Acc: 80.024% (25198/31488) 246/391 [========================================>........................] Step: 412ms | Tot: 1m41s | Loss: 0.569 | Acc: 79.988% (25289/31616) 247/391 [=========================================>.......................] Step: 409ms | Tot: 1m41s | Loss: 0.569 | Acc: 80.012% (25399/31744) 248/391 [=========================================>.......................] Step: 408ms | Tot: 1m41s | Loss: 0.569 | Acc: 80.004% (25499/31872) 249/391 [=========================================>.......................] Step: 408ms | Tot: 1m42s | Loss: 0.569 | Acc: 79.984% (25595/32000) 250/391 [=========================================>.......................] Step: 417ms | Tot: 1m42s | Loss: 0.569 | Acc: 80.002% (25703/32128) 251/391 [=========================================>.......................] Step: 406ms | Tot: 1m43s | Loss: 0.569 | Acc: 79.988% (25801/32256) 252/391 [=========================================>.......................] Step: 412ms | Tot: 1m43s | Loss: 0.569 | Acc: 80.006% (25909/32384) 253/391 [==========================================>......................] Step: 407ms | Tot: 1m43s | Loss: 0.569 | Acc: 79.995% (26008/32512) 254/391 [==========================================>......................] Step: 419ms | Tot: 1m44s | Loss: 0.569 | Acc: 79.994% (26110/32640) 255/391 [==========================================>......................] Step: 410ms | Tot: 1m44s | Loss: 0.569 | Acc: 79.987% (26210/32768) 256/391 [==========================================>......................] Step: 407ms | Tot: 1m45s | Loss: 0.569 | Acc: 79.982% (26311/32896) 257/391 [==========================================>......................] Step: 406ms | Tot: 1m45s | Loss: 0.570 | Acc: 79.978% (26412/33024) 258/391 [==========================================>......................] Step: 410ms | Tot: 1m46s | Loss: 0.570 | Acc: 79.977% (26514/33152) 259/391 [===========================================>.....................] Step: 407ms | Tot: 1m46s | Loss: 0.570 | Acc: 79.985% (26619/33280) 260/391 [===========================================>.....................] Step: 413ms | Tot: 1m46s | Loss: 0.569 | Acc: 79.999% (26726/33408) 261/391 [===========================================>.....................] Step: 407ms | Tot: 1m47s | Loss: 0.570 | Acc: 80.001% (26829/33536) 262/391 [===========================================>.....................] Step: 409ms | Tot: 1m47s | Loss: 0.570 | Acc: 79.985% (26926/33664) 263/391 [===========================================>.....................] Step: 415ms | Tot: 1m48s | Loss: 0.570 | Acc: 79.980% (27027/33792) 264/391 [===========================================>.....................] Step: 412ms | Tot: 1m48s | Loss: 0.570 | Acc: 79.985% (27131/33920) 265/391 [============================================>....................] Step: 412ms | Tot: 1m48s | Loss: 0.570 | Acc: 79.987% (27234/34048) 266/391 [============================================>....................] Step: 406ms | Tot: 1m49s | Loss: 0.569 | Acc: 80.004% (27342/34176) 267/391 [============================================>....................] Step: 408ms | Tot: 1m49s | Loss: 0.569 | Acc: 80.026% (27452/34304) 268/391 [============================================>....................] Step: 404ms | Tot: 1m50s | Loss: 0.569 | Acc: 80.027% (27555/34432) 269/391 [============================================>....................] Step: 412ms | Tot: 1m50s | Loss: 0.569 | Acc: 80.038% (27661/34560) 270/391 [============================================>....................] Step: 409ms | Tot: 1m50s | Loss: 0.569 | Acc: 80.048% (27767/34688) 271/391 [=============================================>...................] Step: 416ms | Tot: 1m51s | Loss: 0.569 | Acc: 80.038% (27866/34816) 272/391 [=============================================>...................] Step: 420ms | Tot: 1m51s | Loss: 0.569 | Acc: 80.051% (27973/34944) 273/391 [=============================================>...................] Step: 410ms | Tot: 1m52s | Loss: 0.569 | Acc: 80.058% (28078/35072) 274/391 [=============================================>...................] Step: 410ms | Tot: 1m52s | Loss: 0.569 | Acc: 80.071% (28185/35200) 275/391 [=============================================>...................] Step: 405ms | Tot: 1m52s | Loss: 0.569 | Acc: 80.081% (28291/35328) 276/391 [=============================================>...................] Step: 415ms | Tot: 1m53s | Loss: 0.569 | Acc: 80.060% (28386/35456) 277/391 [==============================================>..................] Step: 409ms | Tot: 1m53s | Loss: 0.570 | Acc: 80.044% (28483/35584) 278/391 [==============================================>..................] Step: 413ms | Tot: 1m54s | Loss: 0.570 | Acc: 80.052% (28588/35712) 279/391 [==============================================>..................] Step: 413ms | Tot: 1m54s | Loss: 0.570 | Acc: 80.047% (28689/35840) 280/391 [==============================================>..................] Step: 413ms | Tot: 1m55s | Loss: 0.570 | Acc: 80.060% (28796/35968) 281/391 [==============================================>..................] Step: 424ms | Tot: 1m55s | Loss: 0.569 | Acc: 80.073% (28903/36096) 282/391 [==============================================>..................] Step: 413ms | Tot: 1m55s | Loss: 0.569 | Acc: 80.066% (29003/36224) 283/391 [===============================================>.................] Step: 411ms | Tot: 1m56s | Loss: 0.570 | Acc: 80.067% (29106/36352) 284/391 [===============================================>.................] Step: 410ms | Tot: 1m56s | Loss: 0.569 | Acc: 80.079% (29213/36480) 285/391 [===============================================>.................] Step: 408ms | Tot: 1m57s | Loss: 0.569 | Acc: 80.078% (29315/36608) 286/391 [===============================================>.................] Step: 408ms | Tot: 1m57s | Loss: 0.569 | Acc: 80.090% (29422/36736) 287/391 [===============================================>.................] Step: 408ms | Tot: 1m57s | Loss: 0.569 | Acc: 80.084% (29522/36864) 288/391 [===============================================>.................] Step: 410ms | Tot: 1m58s | Loss: 0.569 | Acc: 80.088% (29626/36992) 289/391 [================================================>................] Step: 410ms | Tot: 1m58s | Loss: 0.569 | Acc: 80.092% (29730/37120) 290/391 [================================================>................] Step: 417ms | Tot: 1m59s | Loss: 0.568 | Acc: 80.101% (29836/37248) 291/391 [================================================>................] Step: 408ms | Tot: 1m59s | Loss: 0.569 | Acc: 80.105% (29940/37376) 292/391 [================================================>................] Step: 412ms | Tot: 2m8ms | Loss: 0.569 | Acc: 80.103% (30042/37504) 293/391 [================================================>................] Step: 411ms | Tot: 2m419ms | Loss: 0.569 | Acc: 80.102% (30144/37632) 294/391 [================================================>................] Step: 409ms | Tot: 2m829ms | Loss: 0.569 | Acc: 80.077% (30237/37760) 295/391 [=================================================>...............] Step: 419ms | Tot: 2m1s | Loss: 0.569 | Acc: 80.081% (30341/37888) 296/391 [=================================================>...............] Step: 414ms | Tot: 2m1s | Loss: 0.569 | Acc: 80.074% (30441/38016) 297/391 [=================================================>...............] Step: 409ms | Tot: 2m2s | Loss: 0.569 | Acc: 80.065% (30540/38144) 298/391 [=================================================>...............] Step: 413ms | Tot: 2m2s | Loss: 0.569 | Acc: 80.059% (30640/38272) 299/391 [=================================================>...............] Step: 415ms | Tot: 2m2s | Loss: 0.569 | Acc: 80.044% (30737/38400) 300/391 [=================================================>...............] Step: 417ms | Tot: 2m3s | Loss: 0.569 | Acc: 80.048% (30841/38528) 301/391 [==================================================>..............] Step: 410ms | Tot: 2m3s | Loss: 0.569 | Acc: 80.044% (30942/38656) 302/391 [==================================================>..............] Step: 407ms | Tot: 2m4s | Loss: 0.569 | Acc: 80.038% (31042/38784) 303/391 [==================================================>..............] Step: 407ms | Tot: 2m4s | Loss: 0.569 | Acc: 80.055% (31151/38912) 304/391 [==================================================>..............] Step: 412ms | Tot: 2m4s | Loss: 0.569 | Acc: 80.061% (31256/39040) 305/391 [==================================================>..............] Step: 407ms | Tot: 2m5s | Loss: 0.569 | Acc: 80.047% (31353/39168) 306/391 [==================================================>..............] Step: 410ms | Tot: 2m5s | Loss: 0.570 | Acc: 80.029% (31448/39296) 307/391 [===================================================>.............] Step: 417ms | Tot: 2m6s | Loss: 0.570 | Acc: 80.015% (31545/39424) 308/391 [===================================================>.............] Step: 414ms | Tot: 2m6s | Loss: 0.571 | Acc: 80.019% (31649/39552) 309/391 [===================================================>.............] Step: 412ms | Tot: 2m7s | Loss: 0.570 | Acc: 80.028% (31755/39680) 310/391 [===================================================>.............] Step: 409ms | Tot: 2m7s | Loss: 0.571 | Acc: 80.004% (31848/39808) 311/391 [===================================================>.............] Step: 411ms | Tot: 2m7s | Loss: 0.571 | Acc: 80.018% (31956/39936) 312/391 [===================================================>.............] Step: 412ms | Tot: 2m8s | Loss: 0.571 | Acc: 80.022% (32060/40064) 313/391 [====================================================>............] Step: 407ms | Tot: 2m8s | Loss: 0.571 | Acc: 80.031% (32166/40192) 314/391 [====================================================>............] Step: 411ms | Tot: 2m9s | Loss: 0.571 | Acc: 80.035% (32270/40320) 315/391 [====================================================>............] Step: 410ms | Tot: 2m9s | Loss: 0.570 | Acc: 80.048% (32378/40448) 316/391 [====================================================>............] Step: 407ms | Tot: 2m9s | Loss: 0.571 | Acc: 80.037% (32476/40576) 317/391 [====================================================>............] Step: 414ms | Tot: 2m10s | Loss: 0.571 | Acc: 80.046% (32582/40704) 318/391 [====================================================>............] Step: 413ms | Tot: 2m10s | Loss: 0.571 | Acc: 80.050% (32686/40832) 319/391 [=====================================================>...........] Step: 412ms | Tot: 2m11s | Loss: 0.570 | Acc: 80.059% (32792/40960) 320/391 [=====================================================>...........] Step: 414ms | Tot: 2m11s | Loss: 0.570 | Acc: 80.070% (32899/41088) 321/391 [=====================================================>...........] Step: 407ms | Tot: 2m11s | Loss: 0.570 | Acc: 80.071% (33002/41216) 322/391 [=====================================================>...........] Step: 414ms | Tot: 2m12s | Loss: 0.570 | Acc: 80.065% (33102/41344) 323/391 [=====================================================>...........] Step: 407ms | Tot: 2m12s | Loss: 0.570 | Acc: 80.066% (33205/41472) 324/391 [=====================================================>...........] Step: 408ms | Tot: 2m13s | Loss: 0.570 | Acc: 80.072% (33310/41600) 325/391 [======================================================>..........] Step: 411ms | Tot: 2m13s | Loss: 0.570 | Acc: 80.093% (33421/41728) 326/391 [======================================================>..........] Step: 418ms | Tot: 2m14s | Loss: 0.569 | Acc: 80.110% (33531/41856) 327/391 [======================================================>..........] Step: 412ms | Tot: 2m14s | Loss: 0.570 | Acc: 80.097% (33628/41984) 328/391 [======================================================>..........] Step: 414ms | Tot: 2m14s | Loss: 0.570 | Acc: 80.091% (33728/42112) 329/391 [======================================================>..........] Step: 410ms | Tot: 2m15s | Loss: 0.570 | Acc: 80.085% (33828/42240) 330/391 [======================================================>..........] Step: 408ms | Tot: 2m15s | Loss: 0.570 | Acc: 80.089% (33932/42368) 331/391 [=======================================================>.........] Step: 411ms | Tot: 2m16s | Loss: 0.569 | Acc: 80.106% (34042/42496) 332/391 [=======================================================>.........] Step: 410ms | Tot: 2m16s | Loss: 0.569 | Acc: 80.096% (34140/42624) 333/391 [=======================================================>.........] Step: 411ms | Tot: 2m16s | Loss: 0.569 | Acc: 80.102% (34245/42752) 334/391 [=======================================================>.........] Step: 416ms | Tot: 2m17s | Loss: 0.569 | Acc: 80.093% (34344/42880) 335/391 [=======================================================>.........] Step: 422ms | Tot: 2m17s | Loss: 0.569 | Acc: 80.087% (34444/43008) 336/391 [=======================================================>.........] Step: 408ms | Tot: 2m18s | Loss: 0.569 | Acc: 80.075% (34541/43136) 337/391 [========================================================>........] Step: 413ms | Tot: 2m18s | Loss: 0.570 | Acc: 80.060% (34637/43264) 338/391 [========================================================>........] Step: 414ms | Tot: 2m18s | Loss: 0.571 | Acc: 80.052% (34736/43392) 339/391 [========================================================>........] Step: 416ms | Tot: 2m19s | Loss: 0.570 | Acc: 80.069% (34846/43520) 340/391 [========================================================>........] Step: 406ms | Tot: 2m19s | Loss: 0.570 | Acc: 80.088% (34957/43648) 341/391 [========================================================>........] Step: 414ms | Tot: 2m20s | Loss: 0.570 | Acc: 80.090% (35060/43776) 342/391 [========================================================>........] Step: 409ms | Tot: 2m20s | Loss: 0.570 | Acc: 80.093% (35164/43904) 343/391 [=========================================================>.......] Step: 415ms | Tot: 2m21s | Loss: 0.570 | Acc: 80.110% (35274/44032) 344/391 [=========================================================>.......] Step: 417ms | Tot: 2m21s | Loss: 0.570 | Acc: 80.095% (35370/44160) 345/391 [=========================================================>.......] Step: 410ms | Tot: 2m21s | Loss: 0.570 | Acc: 80.094% (35472/44288) 346/391 [=========================================================>.......] Step: 410ms | Tot: 2m22s | Loss: 0.570 | Acc: 80.109% (35581/44416) 347/391 [=========================================================>.......] Step: 411ms | Tot: 2m22s | Loss: 0.570 | Acc: 80.119% (35688/44544) 348/391 [=========================================================>.......] Step: 411ms | Tot: 2m23s | Loss: 0.570 | Acc: 80.108% (35786/44672) 349/391 [==========================================================>......] Step: 412ms | Tot: 2m23s | Loss: 0.570 | Acc: 80.118% (35893/44800) 350/391 [==========================================================>......] Step: 404ms | Tot: 2m23s | Loss: 0.569 | Acc: 80.117% (35995/44928) 351/391 [==========================================================>......] Step: 409ms | Tot: 2m24s | Loss: 0.569 | Acc: 80.114% (36096/45056) 352/391 [==========================================================>......] Step: 412ms | Tot: 2m24s | Loss: 0.569 | Acc: 80.123% (36203/45184) 353/391 [==========================================================>......] Step: 418ms | Tot: 2m25s | Loss: 0.569 | Acc: 80.133% (36310/45312) 354/391 [==========================================================>......] Step: 415ms | Tot: 2m25s | Loss: 0.570 | Acc: 80.123% (36408/45440) 355/391 [===========================================================>.....] Step: 412ms | Tot: 2m25s | Loss: 0.569 | Acc: 80.140% (36518/45568) 356/391 [===========================================================>.....] Step: 406ms | Tot: 2m26s | Loss: 0.569 | Acc: 80.145% (36623/45696) 357/391 [===========================================================>.....] Step: 410ms | Tot: 2m26s | Loss: 0.570 | Acc: 80.137% (36722/45824) 358/391 [===========================================================>.....] Step: 412ms | Tot: 2m27s | Loss: 0.570 | Acc: 80.138% (36825/45952) 359/391 [===========================================================>.....] Step: 412ms | Tot: 2m27s | Loss: 0.570 | Acc: 80.141% (36929/46080) 360/391 [===========================================================>.....] Step: 405ms | Tot: 2m28s | Loss: 0.570 | Acc: 80.144% (37033/46208) 361/391 [============================================================>....] Step: 416ms | Tot: 2m28s | Loss: 0.570 | Acc: 80.136% (37132/46336) 362/391 [============================================================>....] Step: 420ms | Tot: 2m28s | Loss: 0.569 | Acc: 80.155% (37243/46464) 363/391 [============================================================>....] Step: 411ms | Tot: 2m29s | Loss: 0.570 | Acc: 80.145% (37341/46592) 364/391 [============================================================>....] Step: 411ms | Tot: 2m29s | Loss: 0.569 | Acc: 80.158% (37450/46720) 365/391 [============================================================>....] Step: 406ms | Tot: 2m30s | Loss: 0.569 | Acc: 80.153% (37550/46848) 366/391 [============================================================>....] Step: 415ms | Tot: 2m30s | Loss: 0.569 | Acc: 80.156% (37654/46976) 367/391 [=============================================================>...] Step: 413ms | Tot: 2m30s | Loss: 0.569 | Acc: 80.161% (37759/47104) 368/391 [=============================================================>...] Step: 410ms | Tot: 2m31s | Loss: 0.569 | Acc: 80.162% (37862/47232) 369/391 [=============================================================>...] Step: 413ms | Tot: 2m31s | Loss: 0.569 | Acc: 80.156% (37962/47360) 370/391 [=============================================================>...] Step: 410ms | Tot: 2m32s | Loss: 0.569 | Acc: 80.170% (38071/47488) 371/391 [=============================================================>...] Step: 413ms | Tot: 2m32s | Loss: 0.569 | Acc: 80.158% (38168/47616) 372/391 [=============================================================>...] Step: 411ms | Tot: 2m32s | Loss: 0.569 | Acc: 80.176% (38279/47744) 373/391 [==============================================================>..] Step: 405ms | Tot: 2m33s | Loss: 0.569 | Acc: 80.164% (38376/47872) 374/391 [==============================================================>..] Step: 407ms | Tot: 2m33s | Loss: 0.569 | Acc: 80.179% (38486/48000) 375/391 [==============================================================>..] Step: 411ms | Tot: 2m34s | Loss: 0.569 | Acc: 80.176% (38587/48128) 376/391 [==============================================================>..] Step: 409ms | Tot: 2m34s | Loss: 0.570 | Acc: 80.164% (38684/48256) 377/391 [==============================================================>..] Step: 407ms | Tot: 2m35s | Loss: 0.570 | Acc: 80.177% (38793/48384) 378/391 [==============================================================>..] Step: 408ms | Tot: 2m35s | Loss: 0.570 | Acc: 80.180% (38897/48512) 379/391 [===============================================================>.] Step: 414ms | Tot: 2m35s | Loss: 0.570 | Acc: 80.173% (38996/48640) 380/391 [===============================================================>.] Step: 417ms | Tot: 2m36s | Loss: 0.570 | Acc: 80.182% (39103/48768) 381/391 [===============================================================>.] Step: 417ms | Tot: 2m36s | Loss: 0.570 | Acc: 80.172% (39201/48896) 382/391 [===============================================================>.] Step: 406ms | Tot: 2m37s | Loss: 0.570 | Acc: 80.183% (39309/49024) 383/391 [===============================================================>.] Step: 409ms | Tot: 2m37s | Loss: 0.569 | Acc: 80.196% (39418/49152) 384/391 [===============================================================>.] Step: 407ms | Tot: 2m37s | Loss: 0.569 | Acc: 80.193% (39519/49280) 385/391 [================================================================>] Step: 409ms | Tot: 2m38s | Loss: 0.570 | Acc: 80.175% (39613/49408) 386/391 [================================================================>] Step: 413ms | Tot: 2m38s | Loss: 0.570 | Acc: 80.186% (39721/49536) 387/391 [================================================================>] Step: 410ms | Tot: 2m39s | Loss: 0.570 | Acc: 80.191% (39826/49664) 388/391 [================================================================>] Step: 408ms | Tot: 2m39s | Loss: 0.570 | Acc: 80.180% (39923/49792) 389/391 [================================================================>] Step: 413ms | Tot: 2m39s | Loss: 0.570 | Acc: 80.180% (40026/49920) 390/391 [================================================================>] Step: 393ms | Tot: 2m40s | Loss: 0.570 | Acc: 80.176% (40088/50000) 391/391 + [>................................................................] Step: 545ms | Tot: 2ms | Loss: 0.864 | Acc: 69.000% (69/100) 1/100 [>................................................................] Step: 345ms | Tot: 348ms | Loss: 0.760 | Acc: 75.000% (150/200) 2/100 [=>...............................................................] Step: 344ms | Tot: 693ms | Loss: 0.756 | Acc: 75.333% (226/300) 3/100 [=>...............................................................] Step: 343ms | Tot: 1s36ms | Loss: 0.728 | Acc: 77.000% (308/400) 4/100 [==>..............................................................] Step: 342ms | Tot: 1s378ms | Loss: 0.721 | Acc: 77.000% (385/500) 5/100 [===>.............................................................] Step: 350ms | Tot: 1s729ms | Loss: 0.672 | Acc: 78.500% (471/600) 6/100 [===>.............................................................] Step: 344ms | Tot: 2s74ms | Loss: 0.655 | Acc: 78.571% (550/700) 7/100 [====>............................................................] Step: 354ms | Tot: 2s428ms | Loss: 0.663 | Acc: 77.625% (621/800) 8/100 [=====>...........................................................] Step: 346ms | Tot: 2s775ms | Loss: 0.671 | Acc: 77.222% (695/900) 9/100 [=====>...........................................................] Step: 347ms | Tot: 3s123ms | Loss: 0.657 | Acc: 77.800% (778/1000) 10/100 [======>..........................................................] Step: 351ms | Tot: 3s474ms | Loss: 0.650 | Acc: 77.909% (857/1100) 11/100 [=======>.........................................................] Step: 343ms | Tot: 3s818ms | Loss: 0.650 | Acc: 77.750% (933/1200) 12/100 [=======>.........................................................] Step: 341ms | Tot: 4s159ms | Loss: 0.636 | Acc: 77.923% (1013/1300) 13/100 [========>........................................................] Step: 349ms | Tot: 4s508ms | Loss: 0.627 | Acc: 78.286% (1096/1400) 14/100 [=========>.......................................................] Step: 353ms | Tot: 4s862ms | Loss: 0.623 | Acc: 78.467% (1177/1500) 15/100 [=========>.......................................................] Step: 353ms | Tot: 5s216ms | Loss: 0.621 | Acc: 78.500% (1256/1600) 16/100 [==========>......................................................] Step: 355ms | Tot: 5s572ms | Loss: 0.615 | Acc: 78.706% (1338/1700) 17/100 [===========>.....................................................] Step: 350ms | Tot: 5s922ms | Loss: 0.622 | Acc: 78.556% (1414/1800) 18/100 [===========>.....................................................] Step: 351ms | Tot: 6s274ms | Loss: 0.629 | Acc: 78.368% (1489/1900) 19/100 [============>....................................................] Step: 350ms | Tot: 6s624ms | Loss: 0.644 | Acc: 78.050% (1561/2000) 20/100 [=============>...................................................] Step: 353ms | Tot: 6s978ms | Loss: 0.643 | Acc: 78.000% (1638/2100) 21/100 [=============>...................................................] Step: 347ms | Tot: 7s325ms | Loss: 0.647 | Acc: 77.864% (1713/2200) 22/100 [==============>..................................................] Step: 348ms | Tot: 7s674ms | Loss: 0.652 | Acc: 77.783% (1789/2300) 23/100 [==============>..................................................] Step: 345ms | Tot: 8s20ms | Loss: 0.655 | Acc: 77.708% (1865/2400) 24/100 [===============>.................................................] Step: 348ms | Tot: 8s369ms | Loss: 0.650 | Acc: 77.880% (1947/2500) 25/100 [================>................................................] Step: 349ms | Tot: 8s718ms | Loss: 0.666 | Acc: 77.423% (2013/2600) 26/100 [================>................................................] Step: 343ms | Tot: 9s61ms | Loss: 0.661 | Acc: 77.630% (2096/2700) 27/100 [=================>...............................................] Step: 351ms | Tot: 9s412ms | Loss: 0.663 | Acc: 77.536% (2171/2800) 28/100 [==================>..............................................] Step: 343ms | Tot: 9s755ms | Loss: 0.664 | Acc: 77.517% (2248/2900) 29/100 [==================>..............................................] Step: 346ms | Tot: 10s102ms | Loss: 0.660 | Acc: 77.567% (2327/3000) 30/100 [===================>.............................................] Step: 347ms | Tot: 10s449ms | Loss: 0.666 | Acc: 77.419% (2400/3100) 31/100 [====================>............................................] Step: 347ms | Tot: 10s796ms | Loss: 0.659 | Acc: 77.688% (2486/3200) 32/100 [====================>............................................] Step: 344ms | Tot: 11s140ms | Loss: 0.658 | Acc: 77.727% (2565/3300) 33/100 [=====================>...........................................] Step: 345ms | Tot: 11s485ms | Loss: 0.660 | Acc: 77.676% (2641/3400) 34/100 [======================>..........................................] Step: 353ms | Tot: 11s839ms | Loss: 0.665 | Acc: 77.514% (2713/3500) 35/100 [======================>..........................................] Step: 344ms | Tot: 12s183ms | Loss: 0.665 | Acc: 77.556% (2792/3600) 36/100 [=======================>.........................................] Step: 347ms | Tot: 12s531ms | Loss: 0.664 | Acc: 77.568% (2870/3700) 37/100 [========================>........................................] Step: 341ms | Tot: 12s873ms | Loss: 0.664 | Acc: 77.447% (2943/3800) 38/100 [========================>........................................] Step: 350ms | Tot: 13s223ms | Loss: 0.660 | Acc: 77.462% (3021/3900) 39/100 [=========================>.......................................] Step: 350ms | Tot: 13s574ms | Loss: 0.656 | Acc: 77.600% (3104/4000) 40/100 [==========================>......................................] Step: 344ms | Tot: 13s918ms | Loss: 0.656 | Acc: 77.610% (3182/4100) 41/100 [==========================>......................................] Step: 343ms | Tot: 14s262ms | Loss: 0.654 | Acc: 77.714% (3264/4200) 42/100 [===========================>.....................................] Step: 350ms | Tot: 14s612ms | Loss: 0.653 | Acc: 77.814% (3346/4300) 43/100 [===========================>.....................................] Step: 352ms | Tot: 14s965ms | Loss: 0.651 | Acc: 77.955% (3430/4400) 44/100 [============================>....................................] Step: 347ms | Tot: 15s313ms | Loss: 0.652 | Acc: 77.956% (3508/4500) 45/100 [=============================>...................................] Step: 354ms | Tot: 15s667ms | Loss: 0.653 | Acc: 77.957% (3586/4600) 46/100 [=============================>...................................] Step: 349ms | Tot: 16s17ms | Loss: 0.653 | Acc: 77.894% (3661/4700) 47/100 [==============================>..................................] Step: 349ms | Tot: 16s366ms | Loss: 0.654 | Acc: 77.917% (3740/4800) 48/100 [===============================>.................................] Step: 353ms | Tot: 16s720ms | Loss: 0.648 | Acc: 78.102% (3827/4900) 49/100 [===============================>.................................] Step: 351ms | Tot: 17s71ms | Loss: 0.650 | Acc: 78.060% (3903/5000) 50/100 [================================>................................] Step: 352ms | Tot: 17s424ms | Loss: 0.649 | Acc: 78.157% (3986/5100) 51/100 [=================================>...............................] Step: 349ms | Tot: 17s774ms | Loss: 0.649 | Acc: 78.115% (4062/5200) 52/100 [=================================>...............................] Step: 357ms | Tot: 18s132ms | Loss: 0.650 | Acc: 78.000% (4134/5300) 53/100 [==================================>..............................] Step: 355ms | Tot: 18s487ms | Loss: 0.650 | Acc: 77.944% (4209/5400) 54/100 [===================================>.............................] Step: 355ms | Tot: 18s842ms | Loss: 0.651 | Acc: 77.800% (4279/5500) 55/100 [===================================>.............................] Step: 352ms | Tot: 19s195ms | Loss: 0.650 | Acc: 77.839% (4359/5600) 56/100 [====================================>............................] Step: 348ms | Tot: 19s544ms | Loss: 0.652 | Acc: 77.895% (4440/5700) 57/100 [=====================================>...........................] Step: 349ms | Tot: 19s893ms | Loss: 0.650 | Acc: 77.948% (4521/5800) 58/100 [=====================================>...........................] Step: 358ms | Tot: 20s251ms | Loss: 0.653 | Acc: 77.864% (4594/5900) 59/100 [======================================>..........................] Step: 348ms | Tot: 20s600ms | Loss: 0.654 | Acc: 77.850% (4671/6000) 60/100 [=======================================>.........................] Step: 349ms | Tot: 20s949ms | Loss: 0.656 | Acc: 77.705% (4740/6100) 61/100 [=======================================>.........................] Step: 345ms | Tot: 21s294ms | Loss: 0.654 | Acc: 77.758% (4821/6200) 62/100 [========================================>........................] Step: 347ms | Tot: 21s642ms | Loss: 0.652 | Acc: 77.794% (4901/6300) 63/100 [========================================>........................] Step: 341ms | Tot: 21s984ms | Loss: 0.649 | Acc: 77.953% (4989/6400) 64/100 [=========================================>.......................] Step: 346ms | Tot: 22s330ms | Loss: 0.652 | Acc: 77.831% (5059/6500) 65/100 [==========================================>......................] Step: 347ms | Tot: 22s678ms | Loss: 0.652 | Acc: 77.773% (5133/6600) 66/100 [==========================================>......................] Step: 348ms | Tot: 23s26ms | Loss: 0.650 | Acc: 77.836% (5215/6700) 67/100 [===========================================>.....................] Step: 342ms | Tot: 23s369ms | Loss: 0.650 | Acc: 77.750% (5287/6800) 68/100 [============================================>....................] Step: 345ms | Tot: 23s714ms | Loss: 0.651 | Acc: 77.725% (5363/6900) 69/100 [============================================>....................] Step: 344ms | Tot: 24s58ms | Loss: 0.652 | Acc: 77.729% (5441/7000) 70/100 [=============================================>...................] Step: 342ms | Tot: 24s401ms | Loss: 0.654 | Acc: 77.704% (5517/7100) 71/100 [==============================================>..................] Step: 352ms | Tot: 24s754ms | Loss: 0.653 | Acc: 77.764% (5599/7200) 72/100 [==============================================>..................] Step: 351ms | Tot: 25s105ms | Loss: 0.651 | Acc: 77.836% (5682/7300) 73/100 [===============================================>.................] Step: 346ms | Tot: 25s452ms | Loss: 0.649 | Acc: 77.905% (5765/7400) 74/100 [================================================>................] Step: 348ms | Tot: 25s801ms | Loss: 0.650 | Acc: 77.853% (5839/7500) 75/100 [================================================>................] Step: 345ms | Tot: 26s146ms | Loss: 0.650 | Acc: 77.882% (5919/7600) 76/100 [=================================================>...............] Step: 340ms | Tot: 26s486ms | Loss: 0.652 | Acc: 77.792% (5990/7700) 77/100 [==================================================>..............] Step: 341ms | Tot: 26s827ms | Loss: 0.651 | Acc: 77.833% (6071/7800) 78/100 [==================================================>..............] Step: 350ms | Tot: 27s177ms | Loss: 0.653 | Acc: 77.810% (6147/7900) 79/100 [===================================================>.............] Step: 348ms | Tot: 27s525ms | Loss: 0.654 | Acc: 77.787% (6223/8000) 80/100 [====================================================>............] Step: 347ms | Tot: 27s872ms | Loss: 0.652 | Acc: 77.864% (6307/8100) 81/100 [====================================================>............] Step: 348ms | Tot: 28s221ms | Loss: 0.650 | Acc: 77.939% (6391/8200) 82/100 [=====================================================>...........] Step: 352ms | Tot: 28s574ms | Loss: 0.649 | Acc: 77.964% (6471/8300) 83/100 [=====================================================>...........] Step: 345ms | Tot: 28s919ms | Loss: 0.650 | Acc: 78.000% (6552/8400) 84/100 [======================================================>..........] Step: 348ms | Tot: 29s268ms | Loss: 0.652 | Acc: 77.929% (6624/8500) 85/100 [=======================================================>.........] Step: 351ms | Tot: 29s620ms | Loss: 0.652 | Acc: 77.965% (6705/8600) 86/100 [=======================================================>.........] Step: 352ms | Tot: 29s972ms | Loss: 0.653 | Acc: 77.943% (6781/8700) 87/100 [========================================================>........] Step: 344ms | Tot: 30s316ms | Loss: 0.655 | Acc: 77.898% (6855/8800) 88/100 [=========================================================>.......] Step: 350ms | Tot: 30s667ms | Loss: 0.655 | Acc: 77.865% (6930/8900) 89/100 [=========================================================>.......] Step: 351ms | Tot: 31s18ms | Loss: 0.655 | Acc: 77.933% (7014/9000) 90/100 [==========================================================>......] Step: 346ms | Tot: 31s365ms | Loss: 0.655 | Acc: 77.945% (7093/9100) 91/100 [===========================================================>.....] Step: 349ms | Tot: 31s715ms | Loss: 0.653 | Acc: 78.000% (7176/9200) 92/100 [===========================================================>.....] Step: 351ms | Tot: 32s66ms | Loss: 0.655 | Acc: 77.957% (7250/9300) 93/100 [============================================================>....] Step: 346ms | Tot: 32s413ms | Loss: 0.655 | Acc: 77.968% (7329/9400) 94/100 [=============================================================>...] Step: 345ms | Tot: 32s758ms | Loss: 0.655 | Acc: 78.000% (7410/9500) 95/100 [=============================================================>...] Step: 348ms | Tot: 33s107ms | Loss: 0.653 | Acc: 77.990% (7487/9600) 96/100 [==============================================================>..] Step: 342ms | Tot: 33s449ms | Loss: 0.652 | Acc: 78.021% (7568/9700) 97/100 [===============================================================>.] Step: 344ms | Tot: 33s794ms | Loss: 0.653 | Acc: 77.939% (7638/9800) 98/100 [===============================================================>.] Step: 348ms | Tot: 34s143ms | Loss: 0.653 | Acc: 77.939% (7716/9900) 99/100 [================================================================>] Step: 347ms | Tot: 34s491ms | Loss: 0.653 | Acc: 77.910% (7791/10000) 100/100 + +Epoch: 12 + [>................................................................] Step: 643ms | Tot: 2ms | Loss: 0.500 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 429ms | Tot: 431ms | Loss: 0.521 | Acc: 82.422% (211/256) 2/391 [>................................................................] Step: 416ms | Tot: 848ms | Loss: 0.561 | Acc: 81.510% (313/384) 3/391 [>................................................................] Step: 412ms | Tot: 1s260ms | Loss: 0.593 | Acc: 80.273% (411/512) 4/391 [>................................................................] Step: 410ms | Tot: 1s671ms | Loss: 0.584 | Acc: 80.469% (515/640) 5/391 [>................................................................] Step: 404ms | Tot: 2s76ms | Loss: 0.588 | Acc: 80.469% (618/768) 6/391 [>................................................................] Step: 405ms | Tot: 2s481ms | Loss: 0.588 | Acc: 80.022% (717/896) 7/391 [=>...............................................................] Step: 402ms | Tot: 2s883ms | Loss: 0.596 | Acc: 79.395% (813/1024) 8/391 [=>...............................................................] Step: 420ms | Tot: 3s304ms | Loss: 0.591 | Acc: 79.688% (918/1152) 9/391 [=>...............................................................] Step: 408ms | Tot: 3s712ms | Loss: 0.593 | Acc: 80.000% (1024/1280) 10/391 [=>...............................................................] Step: 406ms | Tot: 4s118ms | Loss: 0.584 | Acc: 80.327% (1131/1408) 11/391 [=>...............................................................] Step: 400ms | Tot: 4s519ms | Loss: 0.582 | Acc: 80.143% (1231/1536) 12/391 [=>...............................................................] Step: 407ms | Tot: 4s926ms | Loss: 0.582 | Acc: 79.988% (1331/1664) 13/391 [==>..............................................................] Step: 409ms | Tot: 5s335ms | Loss: 0.577 | Acc: 80.190% (1437/1792) 14/391 [==>..............................................................] Step: 406ms | Tot: 5s742ms | Loss: 0.586 | Acc: 79.896% (1534/1920) 15/391 [==>..............................................................] Step: 405ms | Tot: 6s147ms | Loss: 0.582 | Acc: 79.980% (1638/2048) 16/391 [==>..............................................................] Step: 404ms | Tot: 6s551ms | Loss: 0.580 | Acc: 79.963% (1740/2176) 17/391 [==>..............................................................] Step: 416ms | Tot: 6s968ms | Loss: 0.579 | Acc: 79.991% (1843/2304) 18/391 [==>..............................................................] Step: 406ms | Tot: 7s374ms | Loss: 0.575 | Acc: 80.263% (1952/2432) 19/391 [===>.............................................................] Step: 403ms | Tot: 7s778ms | Loss: 0.575 | Acc: 80.273% (2055/2560) 20/391 [===>.............................................................] Step: 405ms | Tot: 8s183ms | Loss: 0.568 | Acc: 80.506% (2164/2688) 21/391 [===>.............................................................] Step: 405ms | Tot: 8s588ms | Loss: 0.567 | Acc: 80.469% (2266/2816) 22/391 [===>.............................................................] Step: 402ms | Tot: 8s991ms | Loss: 0.568 | Acc: 80.469% (2369/2944) 23/391 [===>.............................................................] Step: 403ms | Tot: 9s394ms | Loss: 0.561 | Acc: 80.697% (2479/3072) 24/391 [===>.............................................................] Step: 405ms | Tot: 9s799ms | Loss: 0.561 | Acc: 80.688% (2582/3200) 25/391 [====>............................................................] Step: 409ms | Tot: 10s209ms | Loss: 0.561 | Acc: 80.679% (2685/3328) 26/391 [====>............................................................] Step: 411ms | Tot: 10s620ms | Loss: 0.559 | Acc: 80.729% (2790/3456) 27/391 [====>............................................................] Step: 404ms | Tot: 11s25ms | Loss: 0.558 | Acc: 80.804% (2896/3584) 28/391 [====>............................................................] Step: 404ms | Tot: 11s429ms | Loss: 0.559 | Acc: 80.657% (2994/3712) 29/391 [====>............................................................] Step: 407ms | Tot: 11s836ms | Loss: 0.559 | Acc: 80.625% (3096/3840) 30/391 [====>............................................................] Step: 406ms | Tot: 12s243ms | Loss: 0.554 | Acc: 80.872% (3209/3968) 31/391 [=====>...........................................................] Step: 409ms | Tot: 12s653ms | Loss: 0.553 | Acc: 80.933% (3315/4096) 32/391 [=====>...........................................................] Step: 400ms | Tot: 13s53ms | Loss: 0.552 | Acc: 81.037% (3423/4224) 33/391 [=====>...........................................................] Step: 405ms | Tot: 13s458ms | Loss: 0.550 | Acc: 81.066% (3528/4352) 34/391 [=====>...........................................................] Step: 402ms | Tot: 13s860ms | Loss: 0.544 | Acc: 81.205% (3638/4480) 35/391 [=====>...........................................................] Step: 414ms | Tot: 14s275ms | Loss: 0.543 | Acc: 81.293% (3746/4608) 36/391 [=====>...........................................................] Step: 408ms | Tot: 14s683ms | Loss: 0.541 | Acc: 81.356% (3853/4736) 37/391 [======>..........................................................] Step: 406ms | Tot: 15s89ms | Loss: 0.539 | Acc: 81.476% (3963/4864) 38/391 [======>..........................................................] Step: 405ms | Tot: 15s495ms | Loss: 0.535 | Acc: 81.571% (4072/4992) 39/391 [======>..........................................................] Step: 406ms | Tot: 15s901ms | Loss: 0.539 | Acc: 81.445% (4170/5120) 40/391 [======>..........................................................] Step: 407ms | Tot: 16s308ms | Loss: 0.542 | Acc: 81.345% (4269/5248) 41/391 [======>..........................................................] Step: 402ms | Tot: 16s711ms | Loss: 0.540 | Acc: 81.380% (4375/5376) 42/391 [======>..........................................................] Step: 400ms | Tot: 17s112ms | Loss: 0.536 | Acc: 81.504% (4486/5504) 43/391 [=======>.........................................................] Step: 400ms | Tot: 17s512ms | Loss: 0.538 | Acc: 81.410% (4585/5632) 44/391 [=======>.........................................................] Step: 414ms | Tot: 17s926ms | Loss: 0.538 | Acc: 81.458% (4692/5760) 45/391 [=======>.........................................................] Step: 404ms | Tot: 18s330ms | Loss: 0.538 | Acc: 81.454% (4796/5888) 46/391 [=======>.........................................................] Step: 404ms | Tot: 18s735ms | Loss: 0.534 | Acc: 81.616% (4910/6016) 47/391 [=======>.........................................................] Step: 402ms | Tot: 19s138ms | Loss: 0.536 | Acc: 81.527% (5009/6144) 48/391 [=======>.........................................................] Step: 405ms | Tot: 19s543ms | Loss: 0.534 | Acc: 81.553% (5115/6272) 49/391 [========>........................................................] Step: 406ms | Tot: 19s950ms | Loss: 0.534 | Acc: 81.594% (5222/6400) 50/391 [========>........................................................] Step: 401ms | Tot: 20s352ms | Loss: 0.535 | Acc: 81.526% (5322/6528) 51/391 [========>........................................................] Step: 402ms | Tot: 20s754ms | Loss: 0.535 | Acc: 81.520% (5426/6656) 52/391 [========>........................................................] Step: 400ms | Tot: 21s155ms | Loss: 0.537 | Acc: 81.412% (5523/6784) 53/391 [========>........................................................] Step: 409ms | Tot: 21s565ms | Loss: 0.537 | Acc: 81.453% (5630/6912) 54/391 [========>........................................................] Step: 405ms | Tot: 21s970ms | Loss: 0.537 | Acc: 81.477% (5736/7040) 55/391 [=========>.......................................................] Step: 405ms | Tot: 22s376ms | Loss: 0.537 | Acc: 81.501% (5842/7168) 56/391 [=========>.......................................................] Step: 405ms | Tot: 22s781ms | Loss: 0.537 | Acc: 81.497% (5946/7296) 57/391 [=========>.......................................................] Step: 398ms | Tot: 23s179ms | Loss: 0.539 | Acc: 81.439% (6046/7424) 58/391 [=========>.......................................................] Step: 400ms | Tot: 23s580ms | Loss: 0.542 | Acc: 81.369% (6145/7552) 59/391 [=========>.......................................................] Step: 402ms | Tot: 23s982ms | Loss: 0.541 | Acc: 81.406% (6252/7680) 60/391 [=========>.......................................................] Step: 408ms | Tot: 24s390ms | Loss: 0.540 | Acc: 81.416% (6357/7808) 61/391 [==========>......................................................] Step: 406ms | Tot: 24s797ms | Loss: 0.539 | Acc: 81.452% (6464/7936) 62/391 [==========>......................................................] Step: 410ms | Tot: 25s208ms | Loss: 0.540 | Acc: 81.436% (6567/8064) 63/391 [==========>......................................................] Step: 410ms | Tot: 25s619ms | Loss: 0.540 | Acc: 81.372% (6666/8192) 64/391 [==========>......................................................] Step: 404ms | Tot: 26s23ms | Loss: 0.540 | Acc: 81.358% (6769/8320) 65/391 [==========>......................................................] Step: 403ms | Tot: 26s427ms | Loss: 0.540 | Acc: 81.345% (6872/8448) 66/391 [==========>......................................................] Step: 410ms | Tot: 26s837ms | Loss: 0.542 | Acc: 81.332% (6975/8576) 67/391 [===========>.....................................................] Step: 406ms | Tot: 27s243ms | Loss: 0.544 | Acc: 81.227% (7070/8704) 68/391 [===========>.....................................................] Step: 400ms | Tot: 27s644ms | Loss: 0.543 | Acc: 81.159% (7168/8832) 69/391 [===========>.....................................................] Step: 401ms | Tot: 28s45ms | Loss: 0.541 | Acc: 81.239% (7279/8960) 70/391 [===========>.....................................................] Step: 410ms | Tot: 28s456ms | Loss: 0.542 | Acc: 81.228% (7382/9088) 71/391 [===========>.....................................................] Step: 412ms | Tot: 28s868ms | Loss: 0.543 | Acc: 81.120% (7476/9216) 72/391 [===========>.....................................................] Step: 402ms | Tot: 29s271ms | Loss: 0.545 | Acc: 81.047% (7573/9344) 73/391 [============>....................................................] Step: 404ms | Tot: 29s676ms | Loss: 0.546 | Acc: 81.007% (7673/9472) 74/391 [============>....................................................] Step: 406ms | Tot: 30s82ms | Loss: 0.547 | Acc: 80.948% (7771/9600) 75/391 [============>....................................................] Step: 404ms | Tot: 30s487ms | Loss: 0.545 | Acc: 80.983% (7878/9728) 76/391 [============>....................................................] Step: 406ms | Tot: 30s894ms | Loss: 0.549 | Acc: 80.875% (7971/9856) 77/391 [============>....................................................] Step: 407ms | Tot: 31s301ms | Loss: 0.549 | Acc: 80.839% (8071/9984) 78/391 [============>....................................................] Step: 406ms | Tot: 31s707ms | Loss: 0.551 | Acc: 80.854% (8176/10112) 79/391 [=============>...................................................] Step: 407ms | Tot: 32s115ms | Loss: 0.550 | Acc: 80.947% (8289/10240) 80/391 [=============>...................................................] Step: 410ms | Tot: 32s525ms | Loss: 0.550 | Acc: 80.951% (8393/10368) 81/391 [=============>...................................................] Step: 404ms | Tot: 32s930ms | Loss: 0.551 | Acc: 80.917% (8493/10496) 82/391 [=============>...................................................] Step: 403ms | Tot: 33s333ms | Loss: 0.551 | Acc: 80.958% (8601/10624) 83/391 [=============>...................................................] Step: 400ms | Tot: 33s734ms | Loss: 0.552 | Acc: 80.971% (8706/10752) 84/391 [=============>...................................................] Step: 401ms | Tot: 34s136ms | Loss: 0.552 | Acc: 80.928% (8805/10880) 85/391 [==============>..................................................] Step: 403ms | Tot: 34s539ms | Loss: 0.552 | Acc: 80.905% (8906/11008) 86/391 [==============>..................................................] Step: 405ms | Tot: 34s944ms | Loss: 0.552 | Acc: 80.855% (9004/11136) 87/391 [==============>..................................................] Step: 405ms | Tot: 35s350ms | Loss: 0.551 | Acc: 80.877% (9110/11264) 88/391 [==============>..................................................] Step: 403ms | Tot: 35s753ms | Loss: 0.553 | Acc: 80.811% (9206/11392) 89/391 [==============>..................................................] Step: 408ms | Tot: 36s162ms | Loss: 0.552 | Acc: 80.842% (9313/11520) 90/391 [==============>..................................................] Step: 404ms | Tot: 36s566ms | Loss: 0.551 | Acc: 80.881% (9421/11648) 91/391 [===============>.................................................] Step: 404ms | Tot: 36s971ms | Loss: 0.554 | Acc: 80.834% (9519/11776) 92/391 [===============>.................................................] Step: 407ms | Tot: 37s378ms | Loss: 0.554 | Acc: 80.838% (9623/11904) 93/391 [===============>.................................................] Step: 408ms | Tot: 37s787ms | Loss: 0.556 | Acc: 80.810% (9723/12032) 94/391 [===============>.................................................] Step: 408ms | Tot: 38s195ms | Loss: 0.555 | Acc: 80.831% (9829/12160) 95/391 [===============>.................................................] Step: 407ms | Tot: 38s602ms | Loss: 0.555 | Acc: 80.835% (9933/12288) 96/391 [===============>.................................................] Step: 402ms | Tot: 39s5ms | Loss: 0.556 | Acc: 80.815% (10034/12416) 97/391 [================>................................................] Step: 404ms | Tot: 39s409ms | Loss: 0.556 | Acc: 80.827% (10139/12544) 98/391 [================>................................................] Step: 415ms | Tot: 39s825ms | Loss: 0.556 | Acc: 80.800% (10239/12672) 99/391 [================>................................................] Step: 400ms | Tot: 40s226ms | Loss: 0.557 | Acc: 80.727% (10333/12800) 100/391 [================>................................................] Step: 403ms | Tot: 40s629ms | Loss: 0.557 | Acc: 80.716% (10435/12928) 101/391 [================>................................................] Step: 398ms | Tot: 41s28ms | Loss: 0.556 | Acc: 80.737% (10541/13056) 102/391 [================>................................................] Step: 408ms | Tot: 41s436ms | Loss: 0.557 | Acc: 80.696% (10639/13184) 103/391 [=================>...............................................] Step: 406ms | Tot: 41s843ms | Loss: 0.558 | Acc: 80.702% (10743/13312) 104/391 [=================>...............................................] Step: 403ms | Tot: 42s246ms | Loss: 0.557 | Acc: 80.737% (10851/13440) 105/391 [=================>...............................................] Step: 407ms | Tot: 42s653ms | Loss: 0.557 | Acc: 80.705% (10950/13568) 106/391 [=================>...............................................] Step: 408ms | Tot: 43s62ms | Loss: 0.557 | Acc: 80.680% (11050/13696) 107/391 [=================>...............................................] Step: 419ms | Tot: 43s482ms | Loss: 0.557 | Acc: 80.679% (11153/13824) 108/391 [=================>...............................................] Step: 404ms | Tot: 43s887ms | Loss: 0.557 | Acc: 80.669% (11255/13952) 109/391 [==================>..............................................] Step: 400ms | Tot: 44s287ms | Loss: 0.557 | Acc: 80.675% (11359/14080) 110/391 [==================>..............................................] Step: 403ms | Tot: 44s690ms | Loss: 0.556 | Acc: 80.708% (11467/14208) 111/391 [==================>..............................................] Step: 403ms | Tot: 45s94ms | Loss: 0.556 | Acc: 80.713% (11571/14336) 112/391 [==================>..............................................] Step: 402ms | Tot: 45s496ms | Loss: 0.557 | Acc: 80.669% (11668/14464) 113/391 [==================>..............................................] Step: 404ms | Tot: 45s900ms | Loss: 0.557 | Acc: 80.674% (11772/14592) 114/391 [==================>..............................................] Step: 410ms | Tot: 46s310ms | Loss: 0.556 | Acc: 80.693% (11878/14720) 115/391 [===================>.............................................] Step: 403ms | Tot: 46s714ms | Loss: 0.557 | Acc: 80.651% (11975/14848) 116/391 [===================>.............................................] Step: 415ms | Tot: 47s130ms | Loss: 0.557 | Acc: 80.662% (12080/14976) 117/391 [===================>.............................................] Step: 406ms | Tot: 47s536ms | Loss: 0.556 | Acc: 80.674% (12185/15104) 118/391 [===================>.............................................] Step: 411ms | Tot: 47s948ms | Loss: 0.556 | Acc: 80.666% (12287/15232) 119/391 [===================>.............................................] Step: 405ms | Tot: 48s354ms | Loss: 0.558 | Acc: 80.618% (12383/15360) 120/391 [===================>.............................................] Step: 404ms | Tot: 48s758ms | Loss: 0.559 | Acc: 80.604% (12484/15488) 121/391 [====================>............................................] Step: 405ms | Tot: 49s164ms | Loss: 0.558 | Acc: 80.603% (12587/15616) 122/391 [====================>............................................] Step: 402ms | Tot: 49s567ms | Loss: 0.559 | Acc: 80.608% (12691/15744) 123/391 [====================>............................................] Step: 404ms | Tot: 49s971ms | Loss: 0.558 | Acc: 80.614% (12795/15872) 124/391 [====================>............................................] Step: 406ms | Tot: 50s378ms | Loss: 0.559 | Acc: 80.612% (12898/16000) 125/391 [====================>............................................] Step: 412ms | Tot: 50s790ms | Loss: 0.559 | Acc: 80.624% (13003/16128) 126/391 [====================>............................................] Step: 405ms | Tot: 51s196ms | Loss: 0.558 | Acc: 80.653% (13111/16256) 127/391 [=====================>...........................................] Step: 408ms | Tot: 51s604ms | Loss: 0.559 | Acc: 80.615% (13208/16384) 128/391 [=====================>...........................................] Step: 410ms | Tot: 52s14ms | Loss: 0.559 | Acc: 80.632% (13314/16512) 129/391 [=====================>...........................................] Step: 402ms | Tot: 52s416ms | Loss: 0.561 | Acc: 80.565% (13406/16640) 130/391 [=====================>...........................................] Step: 405ms | Tot: 52s822ms | Loss: 0.560 | Acc: 80.594% (13514/16768) 131/391 [=====================>...........................................] Step: 401ms | Tot: 53s223ms | Loss: 0.560 | Acc: 80.605% (13619/16896) 132/391 [=====================>...........................................] Step: 409ms | Tot: 53s633ms | Loss: 0.560 | Acc: 80.616% (13724/17024) 133/391 [======================>..........................................] Step: 406ms | Tot: 54s40ms | Loss: 0.560 | Acc: 80.615% (13827/17152) 134/391 [======================>..........................................] Step: 413ms | Tot: 54s453ms | Loss: 0.561 | Acc: 80.602% (13928/17280) 135/391 [======================>..........................................] Step: 413ms | Tot: 54s867ms | Loss: 0.560 | Acc: 80.607% (14032/17408) 136/391 [======================>..........................................] Step: 408ms | Tot: 55s275ms | Loss: 0.561 | Acc: 80.577% (14130/17536) 137/391 [======================>..........................................] Step: 401ms | Tot: 55s677ms | Loss: 0.562 | Acc: 80.525% (14224/17664) 138/391 [======================>..........................................] Step: 407ms | Tot: 56s85ms | Loss: 0.562 | Acc: 80.531% (14328/17792) 139/391 [=======================>.........................................] Step: 399ms | Tot: 56s484ms | Loss: 0.562 | Acc: 80.525% (14430/17920) 140/391 [=======================>.........................................] Step: 408ms | Tot: 56s893ms | Loss: 0.562 | Acc: 80.519% (14532/18048) 141/391 [=======================>.........................................] Step: 403ms | Tot: 57s297ms | Loss: 0.563 | Acc: 80.502% (14632/18176) 142/391 [=======================>.........................................] Step: 411ms | Tot: 57s708ms | Loss: 0.563 | Acc: 80.474% (14730/18304) 143/391 [=======================>.........................................] Step: 412ms | Tot: 58s120ms | Loss: 0.563 | Acc: 80.458% (14830/18432) 144/391 [=======================>.........................................] Step: 409ms | Tot: 58s529ms | Loss: 0.563 | Acc: 80.480% (14937/18560) 145/391 [========================>........................................] Step: 407ms | Tot: 58s937ms | Loss: 0.564 | Acc: 80.437% (15032/18688) 146/391 [========================>........................................] Step: 402ms | Tot: 59s340ms | Loss: 0.564 | Acc: 80.432% (15134/18816) 147/391 [========================>........................................] Step: 408ms | Tot: 59s748ms | Loss: 0.563 | Acc: 80.453% (15241/18944) 148/391 [========================>........................................] Step: 407ms | Tot: 1m155ms | Loss: 0.562 | Acc: 80.474% (15348/19072) 149/391 [========================>........................................] Step: 404ms | Tot: 1m559ms | Loss: 0.562 | Acc: 80.469% (15450/19200) 150/391 [========================>........................................] Step: 405ms | Tot: 1m965ms | Loss: 0.562 | Acc: 80.479% (15555/19328) 151/391 [=========================>.......................................] Step: 409ms | Tot: 1m1s | Loss: 0.562 | Acc: 80.489% (15660/19456) 152/391 [=========================>.......................................] Step: 411ms | Tot: 1m1s | Loss: 0.561 | Acc: 80.515% (15768/19584) 153/391 [=========================>.......................................] Step: 403ms | Tot: 1m2s | Loss: 0.562 | Acc: 80.484% (15865/19712) 154/391 [=========================>.......................................] Step: 403ms | Tot: 1m2s | Loss: 0.562 | Acc: 80.469% (15965/19840) 155/391 [=========================>.......................................] Step: 403ms | Tot: 1m2s | Loss: 0.561 | Acc: 80.509% (16076/19968) 156/391 [=========================>.......................................] Step: 405ms | Tot: 1m3s | Loss: 0.560 | Acc: 80.563% (16190/20096) 157/391 [==========================>......................................] Step: 401ms | Tot: 1m3s | Loss: 0.560 | Acc: 80.573% (16295/20224) 158/391 [==========================>......................................] Step: 403ms | Tot: 1m4s | Loss: 0.560 | Acc: 80.528% (16389/20352) 159/391 [==========================>......................................] Step: 408ms | Tot: 1m4s | Loss: 0.560 | Acc: 80.532% (16493/20480) 160/391 [==========================>......................................] Step: 412ms | Tot: 1m5s | Loss: 0.562 | Acc: 80.483% (16586/20608) 161/391 [==========================>......................................] Step: 414ms | Tot: 1m5s | Loss: 0.561 | Acc: 80.503% (16693/20736) 162/391 [==========================>......................................] Step: 408ms | Tot: 1m5s | Loss: 0.563 | Acc: 80.440% (16783/20864) 163/391 [===========================>.....................................] Step: 404ms | Tot: 1m6s | Loss: 0.562 | Acc: 80.450% (16888/20992) 164/391 [===========================>.....................................] Step: 407ms | Tot: 1m6s | Loss: 0.562 | Acc: 80.455% (16992/21120) 165/391 [===========================>.....................................] Step: 404ms | Tot: 1m7s | Loss: 0.561 | Acc: 80.488% (17102/21248) 166/391 [===========================>.....................................] Step: 403ms | Tot: 1m7s | Loss: 0.561 | Acc: 80.497% (17207/21376) 167/391 [===========================>.....................................] Step: 401ms | Tot: 1m7s | Loss: 0.561 | Acc: 80.501% (17311/21504) 168/391 [===========================>.....................................] Step: 405ms | Tot: 1m8s | Loss: 0.560 | Acc: 80.529% (17420/21632) 169/391 [============================>....................................] Step: 408ms | Tot: 1m8s | Loss: 0.559 | Acc: 80.561% (17530/21760) 170/391 [============================>....................................] Step: 408ms | Tot: 1m9s | Loss: 0.559 | Acc: 80.551% (17631/21888) 171/391 [============================>....................................] Step: 408ms | Tot: 1m9s | Loss: 0.560 | Acc: 80.523% (17728/22016) 172/391 [============================>....................................] Step: 409ms | Tot: 1m9s | Loss: 0.561 | Acc: 80.478% (17821/22144) 173/391 [============================>....................................] Step: 408ms | Tot: 1m10s | Loss: 0.561 | Acc: 80.491% (17927/22272) 174/391 [============================>....................................] Step: 402ms | Tot: 1m10s | Loss: 0.562 | Acc: 80.469% (18025/22400) 175/391 [=============================>...................................] Step: 399ms | Tot: 1m11s | Loss: 0.562 | Acc: 80.455% (18125/22528) 176/391 [=============================>...................................] Step: 404ms | Tot: 1m11s | Loss: 0.561 | Acc: 80.486% (18235/22656) 177/391 [=============================>...................................] Step: 403ms | Tot: 1m11s | Loss: 0.560 | Acc: 80.473% (18335/22784) 178/391 [=============================>...................................] Step: 405ms | Tot: 1m12s | Loss: 0.562 | Acc: 80.464% (18436/22912) 179/391 [=============================>...................................] Step: 412ms | Tot: 1m12s | Loss: 0.562 | Acc: 80.451% (18536/23040) 180/391 [=============================>...................................] Step: 409ms | Tot: 1m13s | Loss: 0.562 | Acc: 80.456% (18640/23168) 181/391 [==============================>..................................] Step: 399ms | Tot: 1m13s | Loss: 0.562 | Acc: 80.439% (18739/23296) 182/391 [==============================>..................................] Step: 402ms | Tot: 1m13s | Loss: 0.562 | Acc: 80.435% (18841/23424) 183/391 [==============================>..................................] Step: 408ms | Tot: 1m14s | Loss: 0.562 | Acc: 80.443% (18946/23552) 184/391 [==============================>..................................] Step: 413ms | Tot: 1m14s | Loss: 0.561 | Acc: 80.473% (19056/23680) 185/391 [==============================>..................................] Step: 409ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.507% (19167/23808) 186/391 [==============================>..................................] Step: 400ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.502% (19269/23936) 187/391 [===============================>.................................] Step: 401ms | Tot: 1m15s | Loss: 0.561 | Acc: 80.485% (19368/24064) 188/391 [===============================>.................................] Step: 408ms | Tot: 1m16s | Loss: 0.561 | Acc: 80.489% (19472/24192) 189/391 [===============================>.................................] Step: 403ms | Tot: 1m16s | Loss: 0.561 | Acc: 80.493% (19576/24320) 190/391 [===============================>.................................] Step: 403ms | Tot: 1m17s | Loss: 0.562 | Acc: 80.481% (19676/24448) 191/391 [===============================>.................................] Step: 408ms | Tot: 1m17s | Loss: 0.561 | Acc: 80.497% (19783/24576) 192/391 [===============================>.................................] Step: 405ms | Tot: 1m18s | Loss: 0.562 | Acc: 80.473% (19880/24704) 193/391 [================================>................................] Step: 401ms | Tot: 1m18s | Loss: 0.562 | Acc: 80.501% (19990/24832) 194/391 [================================>................................] Step: 410ms | Tot: 1m18s | Loss: 0.561 | Acc: 80.509% (20095/24960) 195/391 [================================>................................] Step: 397ms | Tot: 1m19s | Loss: 0.561 | Acc: 80.513% (20199/25088) 196/391 [================================>................................] Step: 408ms | Tot: 1m19s | Loss: 0.561 | Acc: 80.500% (20299/25216) 197/391 [================================>................................] Step: 419ms | Tot: 1m20s | Loss: 0.562 | Acc: 80.520% (20407/25344) 198/391 [================================>................................] Step: 409ms | Tot: 1m20s | Loss: 0.562 | Acc: 80.512% (20508/25472) 199/391 [=================================>...............................] Step: 408ms | Tot: 1m20s | Loss: 0.561 | Acc: 80.539% (20618/25600) 200/391 [=================================>...............................] Step: 401ms | Tot: 1m21s | Loss: 0.562 | Acc: 80.512% (20714/25728) 201/391 [=================================>...............................] Step: 403ms | Tot: 1m21s | Loss: 0.561 | Acc: 80.527% (20821/25856) 202/391 [=================================>...............................] Step: 407ms | Tot: 1m22s | Loss: 0.561 | Acc: 80.534% (20926/25984) 203/391 [=================================>...............................] Step: 406ms | Tot: 1m22s | Loss: 0.561 | Acc: 80.534% (21029/26112) 204/391 [=================================>...............................] Step: 409ms | Tot: 1m22s | Loss: 0.561 | Acc: 80.541% (21134/26240) 205/391 [==================================>..............................] Step: 404ms | Tot: 1m23s | Loss: 0.561 | Acc: 80.556% (21241/26368) 206/391 [==================================>..............................] Step: 412ms | Tot: 1m23s | Loss: 0.562 | Acc: 80.544% (21341/26496) 207/391 [==================================>..............................] Step: 405ms | Tot: 1m24s | Loss: 0.561 | Acc: 80.555% (21447/26624) 208/391 [==================================>..............................] Step: 403ms | Tot: 1m24s | Loss: 0.561 | Acc: 80.566% (21553/26752) 209/391 [==================================>..............................] Step: 402ms | Tot: 1m24s | Loss: 0.560 | Acc: 80.580% (21660/26880) 210/391 [==================================>..............................] Step: 407ms | Tot: 1m25s | Loss: 0.560 | Acc: 80.565% (21759/27008) 211/391 [===================================>.............................] Step: 402ms | Tot: 1m25s | Loss: 0.560 | Acc: 80.565% (21862/27136) 212/391 [===================================>.............................] Step: 414ms | Tot: 1m26s | Loss: 0.560 | Acc: 80.579% (21969/27264) 213/391 [===================================>.............................] Step: 411ms | Tot: 1m26s | Loss: 0.560 | Acc: 80.586% (22074/27392) 214/391 [===================================>.............................] Step: 407ms | Tot: 1m26s | Loss: 0.560 | Acc: 80.589% (22178/27520) 215/391 [===================================>.............................] Step: 410ms | Tot: 1m27s | Loss: 0.559 | Acc: 80.606% (22286/27648) 216/391 [===================================>.............................] Step: 407ms | Tot: 1m27s | Loss: 0.559 | Acc: 80.631% (22396/27776) 217/391 [====================================>............................] Step: 404ms | Tot: 1m28s | Loss: 0.560 | Acc: 80.605% (22492/27904) 218/391 [====================================>............................] Step: 401ms | Tot: 1m28s | Loss: 0.559 | Acc: 80.622% (22600/28032) 219/391 [====================================>............................] Step: 401ms | Tot: 1m29s | Loss: 0.560 | Acc: 80.597% (22696/28160) 220/391 [====================================>............................] Step: 405ms | Tot: 1m29s | Loss: 0.559 | Acc: 80.631% (22809/28288) 221/391 [====================================>............................] Step: 404ms | Tot: 1m29s | Loss: 0.558 | Acc: 80.645% (22916/28416) 222/391 [====================================>............................] Step: 404ms | Tot: 1m30s | Loss: 0.559 | Acc: 80.626% (23014/28544) 223/391 [=====================================>...........................] Step: 409ms | Tot: 1m30s | Loss: 0.559 | Acc: 80.619% (23115/28672) 224/391 [=====================================>...........................] Step: 414ms | Tot: 1m31s | Loss: 0.559 | Acc: 80.608% (23215/28800) 225/391 [=====================================>...........................] Step: 410ms | Tot: 1m31s | Loss: 0.559 | Acc: 80.638% (23327/28928) 226/391 [=====================================>...........................] Step: 406ms | Tot: 1m31s | Loss: 0.559 | Acc: 80.631% (23428/29056) 227/391 [=====================================>...........................] Step: 405ms | Tot: 1m32s | Loss: 0.559 | Acc: 80.620% (23528/29184) 228/391 [=====================================>...........................] Step: 408ms | Tot: 1m32s | Loss: 0.558 | Acc: 80.626% (23633/29312) 229/391 [======================================>..........................] Step: 404ms | Tot: 1m33s | Loss: 0.559 | Acc: 80.625% (23736/29440) 230/391 [======================================>..........................] Step: 402ms | Tot: 1m33s | Loss: 0.559 | Acc: 80.604% (23833/29568) 231/391 [======================================>..........................] Step: 404ms | Tot: 1m33s | Loss: 0.559 | Acc: 80.637% (23946/29696) 232/391 [======================================>..........................] Step: 409ms | Tot: 1m34s | Loss: 0.559 | Acc: 80.630% (24047/29824) 233/391 [======================================>..........................] Step: 419ms | Tot: 1m34s | Loss: 0.559 | Acc: 80.649% (24156/29952) 234/391 [======================================>..........................] Step: 403ms | Tot: 1m35s | Loss: 0.559 | Acc: 80.648% (24259/30080) 235/391 [=======================================>.........................] Step: 404ms | Tot: 1m35s | Loss: 0.559 | Acc: 80.641% (24360/30208) 236/391 [=======================================>.........................] Step: 402ms | Tot: 1m35s | Loss: 0.560 | Acc: 80.630% (24460/30336) 237/391 [=======================================>.........................] Step: 400ms | Tot: 1m36s | Loss: 0.560 | Acc: 80.603% (24555/30464) 238/391 [=======================================>.........................] Step: 412ms | Tot: 1m36s | Loss: 0.560 | Acc: 80.619% (24663/30592) 239/391 [=======================================>.........................] Step: 407ms | Tot: 1m37s | Loss: 0.559 | Acc: 80.632% (24770/30720) 240/391 [=======================================>.........................] Step: 400ms | Tot: 1m37s | Loss: 0.559 | Acc: 80.634% (24874/30848) 241/391 [========================================>........................] Step: 404ms | Tot: 1m37s | Loss: 0.559 | Acc: 80.653% (24983/30976) 242/391 [========================================>........................] Step: 413ms | Tot: 1m38s | Loss: 0.559 | Acc: 80.658% (25088/31104) 243/391 [========================================>........................] Step: 402ms | Tot: 1m38s | Loss: 0.559 | Acc: 80.661% (25192/31232) 244/391 [========================================>........................] Step: 398ms | Tot: 1m39s | Loss: 0.559 | Acc: 80.666% (25297/31360) 245/391 [========================================>........................] Step: 404ms | Tot: 1m39s | Loss: 0.559 | Acc: 80.672% (25402/31488) 246/391 [========================================>........................] Step: 401ms | Tot: 1m39s | Loss: 0.559 | Acc: 80.681% (25508/31616) 247/391 [=========================================>.......................] Step: 404ms | Tot: 1m40s | Loss: 0.559 | Acc: 80.686% (25613/31744) 248/391 [=========================================>.......................] Step: 402ms | Tot: 1m40s | Loss: 0.559 | Acc: 80.663% (25709/31872) 249/391 [=========================================>.......................] Step: 408ms | Tot: 1m41s | Loss: 0.560 | Acc: 80.647% (25807/32000) 250/391 [=========================================>.......................] Step: 408ms | Tot: 1m41s | Loss: 0.559 | Acc: 80.656% (25913/32128) 251/391 [=========================================>.......................] Step: 410ms | Tot: 1m42s | Loss: 0.559 | Acc: 80.658% (26017/32256) 252/391 [=========================================>.......................] Step: 411ms | Tot: 1m42s | Loss: 0.559 | Acc: 80.654% (26119/32384) 253/391 [==========================================>......................] Step: 407ms | Tot: 1m42s | Loss: 0.559 | Acc: 80.650% (26221/32512) 254/391 [==========================================>......................] Step: 403ms | Tot: 1m43s | Loss: 0.559 | Acc: 80.650% (26324/32640) 255/391 [==========================================>......................] Step: 401ms | Tot: 1m43s | Loss: 0.558 | Acc: 80.664% (26432/32768) 256/391 [==========================================>......................] Step: 402ms | Tot: 1m44s | Loss: 0.558 | Acc: 80.675% (26539/32896) 257/391 [==========================================>......................] Step: 407ms | Tot: 1m44s | Loss: 0.557 | Acc: 80.684% (26645/33024) 258/391 [==========================================>......................] Step: 406ms | Tot: 1m44s | Loss: 0.558 | Acc: 80.659% (26740/33152) 259/391 [===========================================>.....................] Step: 403ms | Tot: 1m45s | Loss: 0.558 | Acc: 80.658% (26843/33280) 260/391 [===========================================>.....................] Step: 409ms | Tot: 1m45s | Loss: 0.558 | Acc: 80.645% (26942/33408) 261/391 [===========================================>.....................] Step: 406ms | Tot: 1m46s | Loss: 0.558 | Acc: 80.648% (27046/33536) 262/391 [===========================================>.....................] Step: 403ms | Tot: 1m46s | Loss: 0.558 | Acc: 80.662% (27154/33664) 263/391 [===========================================>.....................] Step: 407ms | Tot: 1m46s | Loss: 0.557 | Acc: 80.682% (27264/33792) 264/391 [===========================================>.....................] Step: 406ms | Tot: 1m47s | Loss: 0.557 | Acc: 80.672% (27364/33920) 265/391 [============================================>....................] Step: 401ms | Tot: 1m47s | Loss: 0.558 | Acc: 80.660% (27463/34048) 266/391 [============================================>....................] Step: 408ms | Tot: 1m48s | Loss: 0.557 | Acc: 80.685% (27575/34176) 267/391 [============================================>....................] Step: 405ms | Tot: 1m48s | Loss: 0.557 | Acc: 80.714% (27688/34304) 268/391 [============================================>....................] Step: 407ms | Tot: 1m48s | Loss: 0.557 | Acc: 80.704% (27788/34432) 269/391 [============================================>....................] Step: 412ms | Tot: 1m49s | Loss: 0.556 | Acc: 80.720% (27897/34560) 270/391 [============================================>....................] Step: 405ms | Tot: 1m49s | Loss: 0.557 | Acc: 80.720% (28000/34688) 271/391 [=============================================>...................] Step: 405ms | Tot: 1m50s | Loss: 0.557 | Acc: 80.719% (28103/34816) 272/391 [=============================================>...................] Step: 405ms | Tot: 1m50s | Loss: 0.556 | Acc: 80.721% (28207/34944) 273/391 [=============================================>...................] Step: 404ms | Tot: 1m50s | Loss: 0.556 | Acc: 80.731% (28314/35072) 274/391 [=============================================>...................] Step: 402ms | Tot: 1m51s | Loss: 0.556 | Acc: 80.736% (28419/35200) 275/391 [=============================================>...................] Step: 403ms | Tot: 1m51s | Loss: 0.556 | Acc: 80.757% (28530/35328) 276/391 [=============================================>...................] Step: 402ms | Tot: 1m52s | Loss: 0.556 | Acc: 80.756% (28633/35456) 277/391 [==============================================>..................] Step: 402ms | Tot: 1m52s | Loss: 0.556 | Acc: 80.750% (28734/35584) 278/391 [==============================================>..................] Step: 409ms | Tot: 1m52s | Loss: 0.556 | Acc: 80.752% (28838/35712) 279/391 [==============================================>..................] Step: 412ms | Tot: 1m53s | Loss: 0.556 | Acc: 80.753% (28942/35840) 280/391 [==============================================>..................] Step: 406ms | Tot: 1m53s | Loss: 0.556 | Acc: 80.738% (29040/35968) 281/391 [==============================================>..................] Step: 405ms | Tot: 1m54s | Loss: 0.556 | Acc: 80.735% (29142/36096) 282/391 [==============================================>..................] Step: 408ms | Tot: 1m54s | Loss: 0.556 | Acc: 80.723% (29241/36224) 283/391 [===============================================>.................] Step: 406ms | Tot: 1m55s | Loss: 0.556 | Acc: 80.730% (29347/36352) 284/391 [===============================================>.................] Step: 406ms | Tot: 1m55s | Loss: 0.556 | Acc: 80.718% (29446/36480) 285/391 [===============================================>.................] Step: 402ms | Tot: 1m55s | Loss: 0.556 | Acc: 80.726% (29552/36608) 286/391 [===============================================>.................] Step: 405ms | Tot: 1m56s | Loss: 0.557 | Acc: 80.716% (29652/36736) 287/391 [===============================================>.................] Step: 410ms | Tot: 1m56s | Loss: 0.557 | Acc: 80.691% (29746/36864) 288/391 [===============================================>.................] Step: 406ms | Tot: 1m57s | Loss: 0.557 | Acc: 80.707% (29855/36992) 289/391 [================================================>................] Step: 405ms | Tot: 1m57s | Loss: 0.557 | Acc: 80.690% (29952/37120) 290/391 [================================================>................] Step: 404ms | Tot: 1m57s | Loss: 0.556 | Acc: 80.708% (30062/37248) 291/391 [================================================>................] Step: 401ms | Tot: 1m58s | Loss: 0.557 | Acc: 80.691% (30159/37376) 292/391 [================================================>................] Step: 406ms | Tot: 1m58s | Loss: 0.557 | Acc: 80.687% (30261/37504) 293/391 [================================================>................] Step: 401ms | Tot: 1m59s | Loss: 0.557 | Acc: 80.692% (30366/37632) 294/391 [================================================>................] Step: 403ms | Tot: 1m59s | Loss: 0.557 | Acc: 80.675% (30463/37760) 295/391 [=================================================>...............] Step: 403ms | Tot: 1m59s | Loss: 0.558 | Acc: 80.654% (30558/37888) 296/391 [=================================================>...............] Step: 409ms | Tot: 2m272ms | Loss: 0.558 | Acc: 80.666% (30666/38016) 297/391 [=================================================>...............] Step: 408ms | Tot: 2m680ms | Loss: 0.558 | Acc: 80.655% (30765/38144) 298/391 [=================================================>...............] Step: 406ms | Tot: 2m1s | Loss: 0.558 | Acc: 80.675% (30876/38272) 299/391 [=================================================>...............] Step: 400ms | Tot: 2m1s | Loss: 0.558 | Acc: 80.672% (30978/38400) 300/391 [=================================================>...............] Step: 408ms | Tot: 2m1s | Loss: 0.558 | Acc: 80.663% (31078/38528) 301/391 [==================================================>..............] Step: 405ms | Tot: 2m2s | Loss: 0.558 | Acc: 80.668% (31183/38656) 302/391 [==================================================>..............] Step: 406ms | Tot: 2m2s | Loss: 0.558 | Acc: 80.670% (31287/38784) 303/391 [==================================================>..............] Step: 408ms | Tot: 2m3s | Loss: 0.558 | Acc: 80.659% (31386/38912) 304/391 [==================================================>..............] Step: 404ms | Tot: 2m3s | Loss: 0.558 | Acc: 80.671% (31494/39040) 305/391 [==================================================>..............] Step: 409ms | Tot: 2m3s | Loss: 0.558 | Acc: 80.686% (31603/39168) 306/391 [==================================================>..............] Step: 399ms | Tot: 2m4s | Loss: 0.558 | Acc: 80.662% (31697/39296) 307/391 [===================================================>.............] Step: 405ms | Tot: 2m4s | Loss: 0.559 | Acc: 80.662% (31800/39424) 308/391 [===================================================>.............] Step: 399ms | Tot: 2m5s | Loss: 0.559 | Acc: 80.631% (31891/39552) 309/391 [===================================================>.............] Step: 404ms | Tot: 2m5s | Loss: 0.560 | Acc: 80.633% (31995/39680) 310/391 [===================================================>.............] Step: 402ms | Tot: 2m5s | Loss: 0.560 | Acc: 80.624% (32095/39808) 311/391 [===================================================>.............] Step: 404ms | Tot: 2m6s | Loss: 0.560 | Acc: 80.634% (32202/39936) 312/391 [===================================================>.............] Step: 403ms | Tot: 2m6s | Loss: 0.560 | Acc: 80.636% (32306/40064) 313/391 [====================================================>............] Step: 406ms | Tot: 2m7s | Loss: 0.560 | Acc: 80.633% (32408/40192) 314/391 [====================================================>............] Step: 417ms | Tot: 2m7s | Loss: 0.560 | Acc: 80.625% (32508/40320) 315/391 [====================================================>............] Step: 411ms | Tot: 2m7s | Loss: 0.560 | Acc: 80.625% (32611/40448) 316/391 [====================================================>............] Step: 400ms | Tot: 2m8s | Loss: 0.560 | Acc: 80.629% (32716/40576) 317/391 [====================================================>............] Step: 406ms | Tot: 2m8s | Loss: 0.560 | Acc: 80.641% (32824/40704) 318/391 [====================================================>............] Step: 404ms | Tot: 2m9s | Loss: 0.560 | Acc: 80.628% (32922/40832) 319/391 [=====================================================>...........] Step: 404ms | Tot: 2m9s | Loss: 0.560 | Acc: 80.635% (33028/40960) 320/391 [=====================================================>...........] Step: 412ms | Tot: 2m10s | Loss: 0.560 | Acc: 80.634% (33131/41088) 321/391 [=====================================================>...........] Step: 398ms | Tot: 2m10s | Loss: 0.560 | Acc: 80.629% (33232/41216) 322/391 [=====================================================>...........] Step: 404ms | Tot: 2m10s | Loss: 0.560 | Acc: 80.636% (33338/41344) 323/391 [=====================================================>...........] Step: 413ms | Tot: 2m11s | Loss: 0.560 | Acc: 80.642% (33444/41472) 324/391 [=====================================================>...........] Step: 404ms | Tot: 2m11s | Loss: 0.560 | Acc: 80.615% (33536/41600) 325/391 [======================================================>..........] Step: 405ms | Tot: 2m12s | Loss: 0.560 | Acc: 80.627% (33644/41728) 326/391 [======================================================>..........] Step: 408ms | Tot: 2m12s | Loss: 0.560 | Acc: 80.619% (33744/41856) 327/391 [======================================================>..........] Step: 405ms | Tot: 2m12s | Loss: 0.560 | Acc: 80.624% (33849/41984) 328/391 [======================================================>..........] Step: 403ms | Tot: 2m13s | Loss: 0.560 | Acc: 80.616% (33949/42112) 329/391 [======================================================>..........] Step: 409ms | Tot: 2m13s | Loss: 0.560 | Acc: 80.630% (34058/42240) 330/391 [======================================================>..........] Step: 402ms | Tot: 2m14s | Loss: 0.560 | Acc: 80.625% (34159/42368) 331/391 [=======================================================>.........] Step: 399ms | Tot: 2m14s | Loss: 0.560 | Acc: 80.622% (34261/42496) 332/391 [=======================================================>.........] Step: 409ms | Tot: 2m14s | Loss: 0.560 | Acc: 80.631% (34368/42624) 333/391 [=======================================================>.........] Step: 406ms | Tot: 2m15s | Loss: 0.560 | Acc: 80.635% (34473/42752) 334/391 [=======================================================>.........] Step: 411ms | Tot: 2m15s | Loss: 0.559 | Acc: 80.644% (34580/42880) 335/391 [=======================================================>.........] Step: 405ms | Tot: 2m16s | Loss: 0.559 | Acc: 80.652% (34687/43008) 336/391 [=======================================================>.........] Step: 405ms | Tot: 2m16s | Loss: 0.559 | Acc: 80.645% (34787/43136) 337/391 [========================================================>........] Step: 409ms | Tot: 2m16s | Loss: 0.560 | Acc: 80.621% (34880/43264) 338/391 [========================================================>........] Step: 406ms | Tot: 2m17s | Loss: 0.559 | Acc: 80.639% (34991/43392) 339/391 [========================================================>........] Step: 408ms | Tot: 2m17s | Loss: 0.559 | Acc: 80.646% (35097/43520) 340/391 [========================================================>........] Step: 404ms | Tot: 2m18s | Loss: 0.559 | Acc: 80.645% (35200/43648) 341/391 [========================================================>........] Step: 414ms | Tot: 2m18s | Loss: 0.559 | Acc: 80.656% (35308/43776) 342/391 [========================================================>........] Step: 406ms | Tot: 2m18s | Loss: 0.559 | Acc: 80.640% (35404/43904) 343/391 [=========================================================>.......] Step: 405ms | Tot: 2m19s | Loss: 0.559 | Acc: 80.630% (35503/44032) 344/391 [=========================================================>.......] Step: 407ms | Tot: 2m19s | Loss: 0.559 | Acc: 80.636% (35609/44160) 345/391 [=========================================================>.......] Step: 400ms | Tot: 2m20s | Loss: 0.559 | Acc: 80.634% (35711/44288) 346/391 [=========================================================>.......] Step: 407ms | Tot: 2m20s | Loss: 0.559 | Acc: 80.633% (35814/44416) 347/391 [=========================================================>.......] Step: 400ms | Tot: 2m20s | Loss: 0.559 | Acc: 80.630% (35916/44544) 348/391 [=========================================================>.......] Step: 400ms | Tot: 2m21s | Loss: 0.559 | Acc: 80.632% (36020/44672) 349/391 [==========================================================>......] Step: 414ms | Tot: 2m21s | Loss: 0.559 | Acc: 80.641% (36127/44800) 350/391 [==========================================================>......] Step: 415ms | Tot: 2m22s | Loss: 0.559 | Acc: 80.651% (36235/44928) 351/391 [==========================================================>......] Step: 402ms | Tot: 2m22s | Loss: 0.559 | Acc: 80.653% (36339/45056) 352/391 [==========================================================>......] Step: 402ms | Tot: 2m23s | Loss: 0.559 | Acc: 80.655% (36443/45184) 353/391 [==========================================================>......] Step: 404ms | Tot: 2m23s | Loss: 0.559 | Acc: 80.648% (36543/45312) 354/391 [==========================================================>......] Step: 407ms | Tot: 2m23s | Loss: 0.559 | Acc: 80.640% (36643/45440) 355/391 [===========================================================>.....] Step: 412ms | Tot: 2m24s | Loss: 0.560 | Acc: 80.642% (36747/45568) 356/391 [===========================================================>.....] Step: 405ms | Tot: 2m24s | Loss: 0.559 | Acc: 80.650% (36854/45696) 357/391 [===========================================================>.....] Step: 409ms | Tot: 2m25s | Loss: 0.559 | Acc: 80.654% (36959/45824) 358/391 [===========================================================>.....] Step: 406ms | Tot: 2m25s | Loss: 0.559 | Acc: 80.671% (37070/45952) 359/391 [===========================================================>.....] Step: 417ms | Tot: 2m25s | Loss: 0.559 | Acc: 80.679% (37177/46080) 360/391 [===========================================================>.....] Step: 406ms | Tot: 2m26s | Loss: 0.559 | Acc: 80.679% (37280/46208) 361/391 [============================================================>....] Step: 410ms | Tot: 2m26s | Loss: 0.558 | Acc: 80.680% (37384/46336) 362/391 [============================================================>....] Step: 403ms | Tot: 2m27s | Loss: 0.558 | Acc: 80.680% (37487/46464) 363/391 [============================================================>....] Step: 406ms | Tot: 2m27s | Loss: 0.558 | Acc: 80.679% (37590/46592) 364/391 [============================================================>....] Step: 402ms | Tot: 2m27s | Loss: 0.559 | Acc: 80.672% (37690/46720) 365/391 [============================================================>....] Step: 403ms | Tot: 2m28s | Loss: 0.559 | Acc: 80.665% (37790/46848) 366/391 [============================================================>....] Step: 408ms | Tot: 2m28s | Loss: 0.559 | Acc: 80.667% (37894/46976) 367/391 [=============================================================>...] Step: 408ms | Tot: 2m29s | Loss: 0.559 | Acc: 80.658% (37993/47104) 368/391 [=============================================================>...] Step: 412ms | Tot: 2m29s | Loss: 0.559 | Acc: 80.668% (38101/47232) 369/391 [=============================================================>...] Step: 407ms | Tot: 2m29s | Loss: 0.559 | Acc: 80.669% (38205/47360) 370/391 [=============================================================>...] Step: 403ms | Tot: 2m30s | Loss: 0.559 | Acc: 80.671% (38309/47488) 371/391 [=============================================================>...] Step: 402ms | Tot: 2m30s | Loss: 0.559 | Acc: 80.677% (38415/47616) 372/391 [=============================================================>...] Step: 400ms | Tot: 2m31s | Loss: 0.558 | Acc: 80.682% (38521/47744) 373/391 [==============================================================>..] Step: 398ms | Tot: 2m31s | Loss: 0.559 | Acc: 80.680% (38623/47872) 374/391 [==============================================================>..] Step: 405ms | Tot: 2m31s | Loss: 0.558 | Acc: 80.696% (38734/48000) 375/391 [==============================================================>..] Step: 404ms | Tot: 2m32s | Loss: 0.558 | Acc: 80.687% (38833/48128) 376/391 [==============================================================>..] Step: 376ms | Tot: 2m32s | Loss: 0.559 | Acc: 80.674% (38930/48256) 377/391 [==============================================================>..] Step: 372ms | Tot: 2m33s | Loss: 0.559 | Acc: 80.657% (39025/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m33s | Loss: 0.559 | Acc: 80.642% (39121/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m33s | Loss: 0.560 | Acc: 80.633% (39220/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m34s | Loss: 0.560 | Acc: 80.629% (39321/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m34s | Loss: 0.560 | Acc: 80.643% (39431/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m34s | Loss: 0.560 | Acc: 80.638% (39532/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m35s | Loss: 0.560 | Acc: 80.619% (39626/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m35s | Loss: 0.561 | Acc: 80.619% (39729/49280) 385/391 [================================================================>] Step: 351ms | Tot: 2m35s | Loss: 0.561 | Acc: 80.616% (39831/49408) 386/391 [================================================================>] Step: 351ms | Tot: 2m36s | Loss: 0.561 | Acc: 80.602% (39927/49536) 387/391 [================================================================>] Step: 347ms | Tot: 2m36s | Loss: 0.561 | Acc: 80.602% (40030/49664) 388/391 [================================================================>] Step: 344ms | Tot: 2m37s | Loss: 0.561 | Acc: 80.605% (40135/49792) 389/391 [================================================================>] Step: 343ms | Tot: 2m37s | Loss: 0.560 | Acc: 80.615% (40243/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m37s | Loss: 0.560 | Acc: 80.626% (40313/50000) 391/391 + [>................................................................] Step: 482ms | Tot: 2ms | Loss: 0.710 | Acc: 73.000% (73/100) 1/100 [>................................................................] Step: 287ms | Tot: 289ms | Loss: 0.689 | Acc: 74.500% (149/200) 2/100 [=>...............................................................] Step: 285ms | Tot: 575ms | Loss: 0.669 | Acc: 75.000% (225/300) 3/100 [=>...............................................................] Step: 285ms | Tot: 860ms | Loss: 0.649 | Acc: 75.500% (302/400) 4/100 [==>..............................................................] Step: 284ms | Tot: 1s145ms | Loss: 0.651 | Acc: 75.800% (379/500) 5/100 [===>.............................................................] Step: 282ms | Tot: 1s427ms | Loss: 0.595 | Acc: 78.000% (468/600) 6/100 [===>.............................................................] Step: 285ms | Tot: 1s713ms | Loss: 0.580 | Acc: 78.571% (550/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s7ms | Loss: 0.604 | Acc: 77.750% (622/800) 8/100 [=====>...........................................................] Step: 325ms | Tot: 2s332ms | Loss: 0.621 | Acc: 78.111% (703/900) 9/100 [=====>...........................................................] Step: 324ms | Tot: 2s657ms | Loss: 0.613 | Acc: 78.500% (785/1000) 10/100 [======>..........................................................] Step: 314ms | Tot: 2s972ms | Loss: 0.611 | Acc: 78.727% (866/1100) 11/100 [=======>.........................................................] Step: 315ms | Tot: 3s287ms | Loss: 0.608 | Acc: 79.083% (949/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s597ms | Loss: 0.601 | Acc: 78.923% (1026/1300) 13/100 [========>........................................................] Step: 318ms | Tot: 3s915ms | Loss: 0.600 | Acc: 78.643% (1101/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s228ms | Loss: 0.589 | Acc: 79.200% (1188/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s531ms | Loss: 0.595 | Acc: 78.938% (1263/1600) 16/100 [==========>......................................................] Step: 299ms | Tot: 4s830ms | Loss: 0.592 | Acc: 79.118% (1345/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s138ms | Loss: 0.595 | Acc: 78.944% (1421/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s442ms | Loss: 0.595 | Acc: 79.053% (1502/1900) 19/100 [============>....................................................] Step: 316ms | Tot: 5s758ms | Loss: 0.602 | Acc: 79.100% (1582/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s63ms | Loss: 0.604 | Acc: 78.857% (1656/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s365ms | Loss: 0.605 | Acc: 78.864% (1735/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s682ms | Loss: 0.612 | Acc: 78.826% (1813/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s987ms | Loss: 0.615 | Acc: 78.833% (1892/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s291ms | Loss: 0.621 | Acc: 78.480% (1962/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s599ms | Loss: 0.627 | Acc: 78.577% (2043/2600) 26/100 [================>................................................] Step: 299ms | Tot: 7s898ms | Loss: 0.620 | Acc: 78.778% (2127/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s201ms | Loss: 0.624 | Acc: 78.714% (2204/2800) 28/100 [==================>..............................................] Step: 317ms | Tot: 8s519ms | Loss: 0.624 | Acc: 78.655% (2281/2900) 29/100 [==================>..............................................] Step: 299ms | Tot: 8s819ms | Loss: 0.624 | Acc: 78.700% (2361/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s130ms | Loss: 0.621 | Acc: 78.742% (2441/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s442ms | Loss: 0.615 | Acc: 79.000% (2528/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s745ms | Loss: 0.616 | Acc: 78.848% (2602/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s53ms | Loss: 0.615 | Acc: 78.794% (2679/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s368ms | Loss: 0.620 | Acc: 78.743% (2756/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s670ms | Loss: 0.618 | Acc: 78.889% (2840/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 10s975ms | Loss: 0.619 | Acc: 78.892% (2919/3700) 37/100 [========================>........................................] Step: 306ms | Tot: 11s282ms | Loss: 0.621 | Acc: 78.763% (2993/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s589ms | Loss: 0.619 | Acc: 78.692% (3069/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s898ms | Loss: 0.615 | Acc: 78.775% (3151/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s204ms | Loss: 0.617 | Acc: 78.829% (3232/4100) 41/100 [==========================>......................................] Step: 320ms | Tot: 12s525ms | Loss: 0.616 | Acc: 78.929% (3315/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s825ms | Loss: 0.615 | Acc: 78.953% (3395/4300) 43/100 [===========================>.....................................] Step: 297ms | Tot: 13s122ms | Loss: 0.616 | Acc: 78.932% (3473/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s436ms | Loss: 0.613 | Acc: 79.000% (3555/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s746ms | Loss: 0.613 | Acc: 79.065% (3637/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s46ms | Loss: 0.612 | Acc: 79.043% (3715/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s353ms | Loss: 0.617 | Acc: 79.042% (3794/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s657ms | Loss: 0.614 | Acc: 79.082% (3875/4900) 49/100 [===============================>.................................] Step: 300ms | Tot: 14s957ms | Loss: 0.616 | Acc: 79.020% (3951/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s265ms | Loss: 0.616 | Acc: 79.000% (4029/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s575ms | Loss: 0.619 | Acc: 78.885% (4102/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 15s885ms | Loss: 0.618 | Acc: 78.830% (4178/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s187ms | Loss: 0.616 | Acc: 78.870% (4259/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s497ms | Loss: 0.618 | Acc: 78.745% (4331/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s803ms | Loss: 0.621 | Acc: 78.661% (4405/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s106ms | Loss: 0.623 | Acc: 78.719% (4487/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s414ms | Loss: 0.620 | Acc: 78.862% (4574/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s717ms | Loss: 0.622 | Acc: 78.847% (4652/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 18s22ms | Loss: 0.625 | Acc: 78.783% (4727/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s330ms | Loss: 0.625 | Acc: 78.770% (4805/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s639ms | Loss: 0.625 | Acc: 78.758% (4883/6200) 62/100 [========================================>........................] Step: 305ms | Tot: 18s944ms | Loss: 0.626 | Acc: 78.683% (4957/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s250ms | Loss: 0.624 | Acc: 78.734% (5039/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s559ms | Loss: 0.626 | Acc: 78.677% (5114/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s868ms | Loss: 0.627 | Acc: 78.591% (5187/6600) 66/100 [==========================================>......................] Step: 299ms | Tot: 20s167ms | Loss: 0.624 | Acc: 78.627% (5268/6700) 67/100 [===========================================>.....................] Step: 314ms | Tot: 20s481ms | Loss: 0.625 | Acc: 78.618% (5346/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 20s795ms | Loss: 0.625 | Acc: 78.623% (5425/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 21s97ms | Loss: 0.627 | Acc: 78.514% (5496/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s400ms | Loss: 0.629 | Acc: 78.465% (5571/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s703ms | Loss: 0.629 | Acc: 78.486% (5651/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 22s10ms | Loss: 0.627 | Acc: 78.575% (5736/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s312ms | Loss: 0.625 | Acc: 78.662% (5821/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s620ms | Loss: 0.626 | Acc: 78.613% (5896/7500) 75/100 [================================================>................] Step: 302ms | Tot: 22s922ms | Loss: 0.626 | Acc: 78.671% (5979/7600) 76/100 [=================================================>...............] Step: 299ms | Tot: 23s222ms | Loss: 0.626 | Acc: 78.688% (6059/7700) 77/100 [==================================================>..............] Step: 313ms | Tot: 23s535ms | Loss: 0.627 | Acc: 78.603% (6131/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 23s845ms | Loss: 0.627 | Acc: 78.570% (6207/7900) 79/100 [===================================================>.............] Step: 298ms | Tot: 24s143ms | Loss: 0.627 | Acc: 78.575% (6286/8000) 80/100 [====================================================>............] Step: 321ms | Tot: 24s464ms | Loss: 0.626 | Acc: 78.593% (6366/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s770ms | Loss: 0.626 | Acc: 78.585% (6444/8200) 82/100 [=====================================================>...........] Step: 310ms | Tot: 25s80ms | Loss: 0.626 | Acc: 78.530% (6518/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s384ms | Loss: 0.626 | Acc: 78.536% (6597/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s694ms | Loss: 0.626 | Acc: 78.471% (6670/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 25s996ms | Loss: 0.626 | Acc: 78.512% (6752/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 26s297ms | Loss: 0.628 | Acc: 78.437% (6824/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s610ms | Loss: 0.627 | Acc: 78.443% (6903/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 26s921ms | Loss: 0.626 | Acc: 78.472% (6984/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s221ms | Loss: 0.627 | Acc: 78.444% (7060/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s535ms | Loss: 0.627 | Acc: 78.451% (7139/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 27s846ms | Loss: 0.624 | Acc: 78.533% (7225/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s148ms | Loss: 0.625 | Acc: 78.527% (7303/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s455ms | Loss: 0.625 | Acc: 78.511% (7380/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s764ms | Loss: 0.624 | Acc: 78.537% (7461/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s66ms | Loss: 0.623 | Acc: 78.542% (7540/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s373ms | Loss: 0.621 | Acc: 78.608% (7625/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s680ms | Loss: 0.622 | Acc: 78.551% (7698/9800) 98/100 [===============================================================>.] Step: 311ms | Tot: 29s992ms | Loss: 0.623 | Acc: 78.525% (7774/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s293ms | Loss: 0.623 | Acc: 78.540% (7854/10000) 100/100 +Saving.. + +Epoch: 13 + [>................................................................] Step: 709ms | Tot: 2ms | Loss: 0.482 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 379ms | Tot: 381ms | Loss: 0.468 | Acc: 81.250% (208/256) 2/391 [>................................................................] Step: 378ms | Tot: 759ms | Loss: 0.503 | Acc: 81.250% (312/384) 3/391 [>................................................................] Step: 364ms | Tot: 1s124ms | Loss: 0.530 | Acc: 80.664% (413/512) 4/391 [>................................................................] Step: 359ms | Tot: 1s484ms | Loss: 0.521 | Acc: 81.250% (520/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s861ms | Loss: 0.527 | Acc: 81.510% (626/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s224ms | Loss: 0.547 | Acc: 80.915% (725/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s593ms | Loss: 0.548 | Acc: 80.859% (828/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s960ms | Loss: 0.550 | Acc: 80.816% (931/1152) 9/391 [=>...............................................................] Step: 359ms | Tot: 3s320ms | Loss: 0.544 | Acc: 81.094% (1038/1280) 10/391 [=>...............................................................] Step: 369ms | Tot: 3s689ms | Loss: 0.545 | Acc: 81.108% (1142/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s60ms | Loss: 0.550 | Acc: 81.055% (1245/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s424ms | Loss: 0.549 | Acc: 81.130% (1350/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s780ms | Loss: 0.542 | Acc: 81.306% (1457/1792) 14/391 [==>..............................................................] Step: 397ms | Tot: 5s178ms | Loss: 0.546 | Acc: 81.094% (1557/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s545ms | Loss: 0.546 | Acc: 81.006% (1659/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s908ms | Loss: 0.545 | Acc: 81.020% (1763/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s274ms | Loss: 0.541 | Acc: 81.163% (1870/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s638ms | Loss: 0.542 | Acc: 81.086% (1972/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s2ms | Loss: 0.540 | Acc: 81.406% (2084/2560) 20/391 [===>.............................................................] Step: 364ms | Tot: 7s366ms | Loss: 0.543 | Acc: 81.324% (2186/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s723ms | Loss: 0.542 | Acc: 81.357% (2291/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s87ms | Loss: 0.540 | Acc: 81.386% (2396/2944) 23/391 [===>.............................................................] Step: 378ms | Tot: 8s465ms | Loss: 0.542 | Acc: 81.348% (2499/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s823ms | Loss: 0.538 | Acc: 81.469% (2607/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s187ms | Loss: 0.534 | Acc: 81.550% (2714/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s548ms | Loss: 0.534 | Acc: 81.539% (2818/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s909ms | Loss: 0.532 | Acc: 81.585% (2924/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s272ms | Loss: 0.532 | Acc: 81.627% (3030/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s631ms | Loss: 0.535 | Acc: 81.589% (3133/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 10s994ms | Loss: 0.536 | Acc: 81.578% (3237/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s355ms | Loss: 0.538 | Acc: 81.470% (3337/4096) 32/391 [=====>...........................................................] Step: 376ms | Tot: 11s732ms | Loss: 0.537 | Acc: 81.558% (3445/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 12s90ms | Loss: 0.538 | Acc: 81.457% (3545/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s456ms | Loss: 0.538 | Acc: 81.362% (3645/4480) 35/391 [=====>...........................................................] Step: 376ms | Tot: 12s832ms | Loss: 0.539 | Acc: 81.315% (3747/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s193ms | Loss: 0.538 | Acc: 81.334% (3852/4736) 37/391 [======>..........................................................] Step: 366ms | Tot: 13s559ms | Loss: 0.539 | Acc: 81.373% (3958/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s921ms | Loss: 0.535 | Acc: 81.450% (4066/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s286ms | Loss: 0.533 | Acc: 81.523% (4174/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s644ms | Loss: 0.534 | Acc: 81.441% (4274/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 15s20ms | Loss: 0.536 | Acc: 81.306% (4371/5376) 42/391 [======>..........................................................] Step: 372ms | Tot: 15s392ms | Loss: 0.538 | Acc: 81.359% (4478/5504) 43/391 [=======>.........................................................] Step: 363ms | Tot: 15s756ms | Loss: 0.539 | Acc: 81.303% (4579/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s119ms | Loss: 0.542 | Acc: 81.181% (4676/5760) 45/391 [=======>.........................................................] Step: 368ms | Tot: 16s488ms | Loss: 0.543 | Acc: 81.233% (4783/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s852ms | Loss: 0.541 | Acc: 81.283% (4890/6016) 47/391 [=======>.........................................................] Step: 354ms | Tot: 17s206ms | Loss: 0.544 | Acc: 81.201% (4989/6144) 48/391 [=======>.........................................................] Step: 376ms | Tot: 17s583ms | Loss: 0.543 | Acc: 81.154% (5090/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s944ms | Loss: 0.545 | Acc: 81.047% (5187/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s308ms | Loss: 0.545 | Acc: 81.066% (5292/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s672ms | Loss: 0.545 | Acc: 81.055% (5395/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s33ms | Loss: 0.547 | Acc: 80.970% (5493/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s397ms | Loss: 0.546 | Acc: 80.975% (5597/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s761ms | Loss: 0.544 | Acc: 81.023% (5704/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 20s120ms | Loss: 0.545 | Acc: 80.999% (5806/7168) 56/391 [=========>.......................................................] Step: 375ms | Tot: 20s495ms | Loss: 0.544 | Acc: 81.044% (5913/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s859ms | Loss: 0.543 | Acc: 81.102% (6021/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s216ms | Loss: 0.543 | Acc: 81.078% (6123/7552) 59/391 [=========>.......................................................] Step: 377ms | Tot: 21s593ms | Loss: 0.543 | Acc: 81.107% (6229/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s957ms | Loss: 0.542 | Acc: 81.135% (6335/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s321ms | Loss: 0.539 | Acc: 81.263% (6449/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s687ms | Loss: 0.538 | Acc: 81.262% (6553/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 23s51ms | Loss: 0.538 | Acc: 81.177% (6650/8192) 64/391 [==========>......................................................] Step: 376ms | Tot: 23s428ms | Loss: 0.540 | Acc: 81.118% (6749/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 23s803ms | Loss: 0.541 | Acc: 81.096% (6851/8448) 66/391 [==========>......................................................] Step: 372ms | Tot: 24s176ms | Loss: 0.540 | Acc: 81.098% (6955/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s545ms | Loss: 0.541 | Acc: 81.078% (7057/8704) 68/391 [===========>.....................................................] Step: 376ms | Tot: 24s922ms | Loss: 0.542 | Acc: 80.978% (7152/8832) 69/391 [===========>.....................................................] Step: 369ms | Tot: 25s292ms | Loss: 0.541 | Acc: 81.038% (7261/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s657ms | Loss: 0.541 | Acc: 81.019% (7363/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 26s21ms | Loss: 0.540 | Acc: 81.066% (7471/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s384ms | Loss: 0.541 | Acc: 81.079% (7576/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s745ms | Loss: 0.541 | Acc: 81.071% (7679/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s104ms | Loss: 0.542 | Acc: 81.031% (7779/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s462ms | Loss: 0.541 | Acc: 81.065% (7886/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s827ms | Loss: 0.543 | Acc: 81.006% (7984/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 28s189ms | Loss: 0.542 | Acc: 81.070% (8094/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s554ms | Loss: 0.544 | Acc: 81.072% (8198/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 28s921ms | Loss: 0.542 | Acc: 81.182% (8313/10240) 80/391 [=============>...................................................] Step: 358ms | Tot: 29s280ms | Loss: 0.543 | Acc: 81.154% (8414/10368) 81/391 [=============>...................................................] Step: 358ms | Tot: 29s639ms | Loss: 0.543 | Acc: 81.155% (8518/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s3ms | Loss: 0.542 | Acc: 81.194% (8626/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s366ms | Loss: 0.541 | Acc: 81.166% (8727/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s726ms | Loss: 0.541 | Acc: 81.167% (8831/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s90ms | Loss: 0.542 | Acc: 81.123% (8930/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s459ms | Loss: 0.543 | Acc: 81.115% (9033/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s816ms | Loss: 0.544 | Acc: 81.117% (9137/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s177ms | Loss: 0.544 | Acc: 81.136% (9243/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s540ms | Loss: 0.544 | Acc: 81.068% (9339/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s904ms | Loss: 0.546 | Acc: 81.035% (9439/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 33s272ms | Loss: 0.545 | Acc: 81.046% (9544/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s639ms | Loss: 0.545 | Acc: 81.048% (9648/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 34s4ms | Loss: 0.544 | Acc: 81.034% (9750/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s367ms | Loss: 0.545 | Acc: 81.020% (9852/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s733ms | Loss: 0.545 | Acc: 81.022% (9956/12288) 96/391 [===============>.................................................] Step: 373ms | Tot: 35s107ms | Loss: 0.546 | Acc: 80.976% (10054/12416) 97/391 [================>................................................] Step: 373ms | Tot: 35s480ms | Loss: 0.546 | Acc: 80.947% (10154/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s842ms | Loss: 0.545 | Acc: 80.950% (10258/12672) 99/391 [================>................................................] Step: 363ms | Tot: 36s206ms | Loss: 0.544 | Acc: 81.023% (10371/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s566ms | Loss: 0.545 | Acc: 80.987% (10470/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s930ms | Loss: 0.546 | Acc: 80.944% (10568/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s290ms | Loss: 0.546 | Acc: 80.939% (10671/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s651ms | Loss: 0.546 | Acc: 80.934% (10774/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 38s17ms | Loss: 0.547 | Acc: 80.915% (10875/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s377ms | Loss: 0.546 | Acc: 80.948% (10983/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s741ms | Loss: 0.546 | Acc: 80.943% (11086/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s103ms | Loss: 0.547 | Acc: 80.932% (11188/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 39s472ms | Loss: 0.547 | Acc: 80.906% (11288/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s833ms | Loss: 0.546 | Acc: 80.959% (11399/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 40s192ms | Loss: 0.546 | Acc: 80.968% (11504/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s556ms | Loss: 0.547 | Acc: 80.950% (11605/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s920ms | Loss: 0.546 | Acc: 80.967% (11711/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s290ms | Loss: 0.546 | Acc: 80.996% (11819/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s655ms | Loss: 0.547 | Acc: 80.971% (11919/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 42s19ms | Loss: 0.547 | Acc: 80.974% (12023/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s381ms | Loss: 0.547 | Acc: 80.929% (12120/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s739ms | Loss: 0.548 | Acc: 80.886% (12217/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 43s103ms | Loss: 0.548 | Acc: 80.902% (12323/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 43s475ms | Loss: 0.547 | Acc: 80.924% (12430/15360) 120/391 [===================>.............................................] Step: 355ms | Tot: 43s831ms | Loss: 0.547 | Acc: 80.934% (12535/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 44s185ms | Loss: 0.546 | Acc: 80.943% (12640/15616) 122/391 [====================>............................................] Step: 373ms | Tot: 44s558ms | Loss: 0.546 | Acc: 80.951% (12745/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s922ms | Loss: 0.545 | Acc: 81.004% (12857/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s284ms | Loss: 0.545 | Acc: 81.031% (12965/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s648ms | Loss: 0.544 | Acc: 81.052% (13072/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s15ms | Loss: 0.544 | Acc: 81.035% (13173/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s381ms | Loss: 0.545 | Acc: 81.000% (13271/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 46s743ms | Loss: 0.545 | Acc: 81.002% (13375/16512) 129/391 [=====================>...........................................] Step: 358ms | Tot: 47s102ms | Loss: 0.545 | Acc: 80.998% (13478/16640) 130/391 [=====================>...........................................] Step: 378ms | Tot: 47s480ms | Loss: 0.545 | Acc: 81.011% (13584/16768) 131/391 [=====================>...........................................] Step: 379ms | Tot: 47s860ms | Loss: 0.545 | Acc: 81.013% (13688/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s220ms | Loss: 0.545 | Acc: 80.992% (13788/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s584ms | Loss: 0.545 | Acc: 80.999% (13893/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s943ms | Loss: 0.545 | Acc: 81.019% (14000/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 49s304ms | Loss: 0.544 | Acc: 81.037% (14107/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s668ms | Loss: 0.545 | Acc: 80.988% (14202/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 50s30ms | Loss: 0.545 | Acc: 81.001% (14308/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s391ms | Loss: 0.544 | Acc: 81.014% (14414/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s755ms | Loss: 0.543 | Acc: 81.060% (14526/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 51s126ms | Loss: 0.543 | Acc: 81.078% (14633/18048) 141/391 [=======================>.........................................] Step: 373ms | Tot: 51s499ms | Loss: 0.543 | Acc: 81.079% (14737/18176) 142/391 [=======================>.........................................] Step: 377ms | Tot: 51s876ms | Loss: 0.543 | Acc: 81.081% (14841/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 52s240ms | Loss: 0.543 | Acc: 81.087% (14946/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s603ms | Loss: 0.542 | Acc: 81.121% (15056/18560) 145/391 [========================>........................................] Step: 370ms | Tot: 52s973ms | Loss: 0.542 | Acc: 81.116% (15159/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 53s333ms | Loss: 0.542 | Acc: 81.101% (15260/18816) 147/391 [========================>........................................] Step: 372ms | Tot: 53s705ms | Loss: 0.542 | Acc: 81.134% (15370/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 54s71ms | Loss: 0.542 | Acc: 81.124% (15472/19072) 149/391 [========================>........................................] Step: 374ms | Tot: 54s446ms | Loss: 0.542 | Acc: 81.135% (15578/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s814ms | Loss: 0.541 | Acc: 81.157% (15686/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s174ms | Loss: 0.540 | Acc: 81.178% (15794/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s536ms | Loss: 0.541 | Acc: 81.173% (15897/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 55s903ms | Loss: 0.540 | Acc: 81.199% (16006/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 56s269ms | Loss: 0.540 | Acc: 81.195% (16109/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s634ms | Loss: 0.541 | Acc: 81.175% (16209/19968) 156/391 [=========================>.......................................] Step: 368ms | Tot: 57s3ms | Loss: 0.541 | Acc: 81.175% (16313/20096) 157/391 [==========================>......................................] Step: 363ms | Tot: 57s366ms | Loss: 0.541 | Acc: 81.196% (16421/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 57s728ms | Loss: 0.540 | Acc: 81.191% (16524/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 58s95ms | Loss: 0.540 | Acc: 81.191% (16628/20480) 160/391 [==========================>......................................] Step: 372ms | Tot: 58s467ms | Loss: 0.540 | Acc: 81.192% (16732/20608) 161/391 [==========================>......................................] Step: 389ms | Tot: 58s857ms | Loss: 0.540 | Acc: 81.207% (16839/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s217ms | Loss: 0.540 | Acc: 81.197% (16941/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s582ms | Loss: 0.539 | Acc: 81.207% (17047/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 59s943ms | Loss: 0.540 | Acc: 81.203% (17150/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 1m314ms | Loss: 0.540 | Acc: 81.198% (17253/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m677ms | Loss: 0.539 | Acc: 81.231% (17364/21376) 167/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.540 | Acc: 81.203% (17462/21504) 168/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.541 | Acc: 81.167% (17558/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.541 | Acc: 81.167% (17662/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.541 | Acc: 81.177% (17768/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.540 | Acc: 81.186% (17874/22016) 172/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.541 | Acc: 81.169% (17974/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.542 | Acc: 81.120% (18067/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.541 | Acc: 81.138% (18175/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.542 | Acc: 81.126% (18276/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.542 | Acc: 81.131% (18381/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.542 | Acc: 81.131% (18485/22784) 178/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.542 | Acc: 81.132% (18589/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.543 | Acc: 81.085% (18682/23040) 180/391 [=============================>...................................] Step: 380ms | Tot: 1m5s | Loss: 0.542 | Acc: 81.125% (18795/23168) 181/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.542 | Acc: 81.130% (18900/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.542 | Acc: 81.101% (18997/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.543 | Acc: 81.084% (19097/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.543 | Acc: 81.068% (19197/23680) 185/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.542 | Acc: 81.086% (19305/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.543 | Acc: 81.079% (19407/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.543 | Acc: 81.088% (19513/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.543 | Acc: 81.093% (19618/24192) 189/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.544 | Acc: 81.077% (19718/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.544 | Acc: 81.050% (19815/24448) 191/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.544 | Acc: 81.071% (19924/24576) 192/391 [===============================>.................................] Step: 355ms | Tot: 1m10s | Loss: 0.544 | Acc: 81.076% (20029/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.543 | Acc: 81.093% (20137/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.543 | Acc: 81.090% (20240/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.543 | Acc: 81.095% (20345/25088) 196/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.544 | Acc: 81.036% (20434/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.544 | Acc: 81.029% (20536/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.545 | Acc: 80.975% (20626/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.545 | Acc: 81.004% (20737/25600) 200/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.546 | Acc: 80.978% (20834/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.545 | Acc: 80.991% (20941/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.545 | Acc: 80.996% (21046/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.545 | Acc: 80.990% (21148/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.545 | Acc: 80.998% (21254/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.545 | Acc: 81.000% (21358/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.545 | Acc: 81.020% (21467/26496) 207/391 [==================================>..............................] Step: 376ms | Tot: 1m15s | Loss: 0.545 | Acc: 81.055% (21580/26624) 208/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.545 | Acc: 81.059% (21685/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.544 | Acc: 81.053% (21787/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.544 | Acc: 81.076% (21897/27008) 211/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.544 | Acc: 81.088% (22004/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.544 | Acc: 81.085% (22107/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.545 | Acc: 81.046% (22200/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.545 | Acc: 81.065% (22309/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.545 | Acc: 81.091% (22420/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.545 | Acc: 81.095% (22525/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.545 | Acc: 81.092% (22628/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.545 | Acc: 81.111% (22737/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.545 | Acc: 81.133% (22847/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.545 | Acc: 81.112% (22945/28288) 221/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.546 | Acc: 81.106% (23047/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.545 | Acc: 81.131% (23158/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.545 | Acc: 81.124% (23260/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.545 | Acc: 81.146% (23370/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.545 | Acc: 81.122% (23467/28928) 226/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.545 | Acc: 81.123% (23571/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.545 | Acc: 81.147% (23682/29184) 228/391 [=====================================>...........................] Step: 376ms | Tot: 1m23s | Loss: 0.545 | Acc: 81.137% (23783/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.545 | Acc: 81.131% (23885/29440) 230/391 [======================================>..........................] Step: 371ms | Tot: 1m24s | Loss: 0.545 | Acc: 81.125% (23987/29568) 231/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.545 | Acc: 81.119% (24089/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.545 | Acc: 81.129% (24196/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.545 | Acc: 81.120% (24297/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.547 | Acc: 81.074% (24387/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.547 | Acc: 81.055% (24485/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.547 | Acc: 81.056% (24589/30336) 237/391 [=======================================>.........................] Step: 382ms | Tot: 1m26s | Loss: 0.547 | Acc: 81.053% (24692/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.547 | Acc: 81.051% (24795/30592) 239/391 [=======================================>.........................] Step: 383ms | Tot: 1m27s | Loss: 0.548 | Acc: 81.058% (24901/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.547 | Acc: 81.078% (25011/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.548 | Acc: 81.079% (25115/30976) 242/391 [========================================>........................] Step: 384ms | Tot: 1m28s | Loss: 0.548 | Acc: 81.064% (25214/31104) 243/391 [========================================>........................] Step: 401ms | Tot: 1m28s | Loss: 0.549 | Acc: 81.039% (25310/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.549 | Acc: 81.049% (25417/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.549 | Acc: 81.044% (25519/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.549 | Acc: 81.048% (25624/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.549 | Acc: 81.055% (25730/31744) 248/391 [=========================================>.......................] Step: 376ms | Tot: 1m30s | Loss: 0.549 | Acc: 81.062% (25836/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.548 | Acc: 81.075% (25944/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.549 | Acc: 81.051% (26040/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.549 | Acc: 81.052% (26144/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.549 | Acc: 81.021% (26238/32384) 253/391 [==========================================>......................] Step: 371ms | Tot: 1m32s | Loss: 0.549 | Acc: 81.013% (26339/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.549 | Acc: 81.008% (26441/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.550 | Acc: 80.991% (26539/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.549 | Acc: 81.007% (26648/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.549 | Acc: 81.014% (26754/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.549 | Acc: 81.018% (26859/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.548 | Acc: 81.025% (26965/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.549 | Acc: 81.005% (27062/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.550 | Acc: 80.982% (27158/33536) 262/391 [===========================================>.....................] Step: 379ms | Tot: 1m35s | Loss: 0.550 | Acc: 80.983% (27262/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.550 | Acc: 80.981% (27365/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.550 | Acc: 80.979% (27468/33920) 265/391 [============================================>....................] Step: 372ms | Tot: 1m36s | Loss: 0.550 | Acc: 80.953% (27563/34048) 266/391 [============================================>....................] Step: 373ms | Tot: 1m37s | Loss: 0.551 | Acc: 80.937% (27661/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.550 | Acc: 80.947% (27768/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.549 | Acc: 80.980% (27883/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.549 | Acc: 80.990% (27990/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m38s | Loss: 0.549 | Acc: 80.991% (28094/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.549 | Acc: 80.997% (28200/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.549 | Acc: 81.004% (28306/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.550 | Acc: 80.991% (28405/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.549 | Acc: 81.003% (28513/35200) 275/391 [=============================================>...................] Step: 373ms | Tot: 1m40s | Loss: 0.549 | Acc: 81.024% (28624/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.549 | Acc: 81.024% (28728/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.549 | Acc: 81.003% (28824/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.549 | Acc: 81.004% (28928/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.549 | Acc: 80.993% (29028/35840) 280/391 [==============================================>..................] Step: 380ms | Tot: 1m42s | Loss: 0.550 | Acc: 80.978% (29126/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.550 | Acc: 80.967% (29226/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.550 | Acc: 80.963% (29328/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.550 | Acc: 80.967% (29433/36352) 284/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.550 | Acc: 80.968% (29537/36480) 285/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.550 | Acc: 80.963% (29639/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.550 | Acc: 80.986% (29751/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.550 | Acc: 80.992% (29857/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m45s | Loss: 0.550 | Acc: 80.993% (29961/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.550 | Acc: 80.981% (30060/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.550 | Acc: 80.965% (30158/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.550 | Acc: 80.956% (30258/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.550 | Acc: 80.951% (30360/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.550 | Acc: 80.960% (30467/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m47s | Loss: 0.551 | Acc: 80.932% (30560/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.550 | Acc: 80.931% (30663/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.550 | Acc: 80.934% (30768/38016) 297/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.551 | Acc: 80.914% (30864/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.551 | Acc: 80.910% (30966/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.551 | Acc: 80.893% (31063/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.551 | Acc: 80.892% (31166/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.552 | Acc: 80.867% (31260/38656) 302/391 [==================================================>..............] Step: 374ms | Tot: 1m50s | Loss: 0.551 | Acc: 80.874% (31366/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.551 | Acc: 80.898% (31479/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.551 | Acc: 80.891% (31580/39040) 305/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.551 | Acc: 80.916% (31693/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.551 | Acc: 80.909% (31794/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.551 | Acc: 80.887% (31889/39424) 308/391 [===================================================>.............] Step: 378ms | Tot: 1m52s | Loss: 0.551 | Acc: 80.878% (31989/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.552 | Acc: 80.877% (32092/39680) 310/391 [===================================================>.............] Step: 375ms | Tot: 1m53s | Loss: 0.551 | Acc: 80.886% (32199/39808) 311/391 [===================================================>.............] Step: 387ms | Tot: 1m53s | Loss: 0.551 | Acc: 80.877% (32299/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.551 | Acc: 80.873% (32401/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.551 | Acc: 80.867% (32502/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.551 | Acc: 80.880% (32611/40320) 315/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.551 | Acc: 80.882% (32715/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.551 | Acc: 80.885% (32820/40576) 317/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.552 | Acc: 80.877% (32920/40704) 318/391 [====================================================>............] Step: 379ms | Tot: 1m56s | Loss: 0.552 | Acc: 80.870% (33021/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.552 | Acc: 80.857% (33119/40960) 320/391 [=====================================================>...........] Step: 372ms | Tot: 1m57s | Loss: 0.552 | Acc: 80.863% (33225/41088) 321/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.552 | Acc: 80.857% (33326/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.552 | Acc: 80.856% (33429/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.552 | Acc: 80.859% (33534/41472) 324/391 [=====================================================>...........] Step: 408ms | Tot: 1m58s | Loss: 0.552 | Acc: 80.853% (33635/41600) 325/391 [======================================================>..........] Step: 403ms | Tot: 1m59s | Loss: 0.552 | Acc: 80.855% (33739/41728) 326/391 [======================================================>..........] Step: 377ms | Tot: 1m59s | Loss: 0.553 | Acc: 80.832% (33833/41856) 327/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.552 | Acc: 80.836% (33938/41984) 328/391 [======================================================>..........] Step: 376ms | Tot: 2m232ms | Loss: 0.552 | Acc: 80.832% (34040/42112) 329/391 [======================================================>..........] Step: 377ms | Tot: 2m609ms | Loss: 0.552 | Acc: 80.840% (34147/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 2m967ms | Loss: 0.552 | Acc: 80.842% (34251/42368) 331/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.552 | Acc: 80.833% (34351/42496) 332/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.553 | Acc: 80.816% (34447/42624) 333/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.553 | Acc: 80.820% (34552/42752) 334/391 [=======================================================>.........] Step: 373ms | Tot: 2m2s | Loss: 0.553 | Acc: 80.809% (34651/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.553 | Acc: 80.820% (34759/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m3s | Loss: 0.553 | Acc: 80.814% (34860/43136) 337/391 [========================================================>........] Step: 378ms | Tot: 2m3s | Loss: 0.554 | Acc: 80.809% (34961/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.554 | Acc: 80.819% (35069/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.554 | Acc: 80.811% (35169/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.554 | Acc: 80.815% (35274/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.553 | Acc: 80.823% (35381/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m5s | Loss: 0.554 | Acc: 80.820% (35483/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m5s | Loss: 0.554 | Acc: 80.784% (35571/44032) 344/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.554 | Acc: 80.784% (35674/44160) 345/391 [=========================================================>.......] Step: 376ms | Tot: 2m6s | Loss: 0.554 | Acc: 80.783% (35777/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.554 | Acc: 80.791% (35884/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m7s | Loss: 0.555 | Acc: 80.779% (35982/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.554 | Acc: 80.787% (36089/44672) 349/391 [==========================================================>......] Step: 368ms | Tot: 2m7s | Loss: 0.555 | Acc: 80.783% (36191/44800) 350/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.555 | Acc: 80.769% (36288/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.555 | Acc: 80.753% (36384/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.555 | Acc: 80.750% (36486/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.555 | Acc: 80.745% (36587/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.556 | Acc: 80.742% (36689/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.556 | Acc: 80.736% (36790/45568) 356/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.556 | Acc: 80.738% (36894/45696) 357/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.556 | Acc: 80.744% (37000/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.556 | Acc: 80.732% (37098/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.556 | Acc: 80.725% (37198/46080) 360/391 [===========================================================>.....] Step: 372ms | Tot: 2m11s | Loss: 0.556 | Acc: 80.707% (37293/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.556 | Acc: 80.691% (37389/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.556 | Acc: 80.690% (37492/46464) 363/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.556 | Acc: 80.688% (37594/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.556 | Acc: 80.693% (37700/46720) 365/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.556 | Acc: 80.682% (37798/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m14s | Loss: 0.556 | Acc: 80.688% (37904/46976) 367/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.556 | Acc: 80.683% (38005/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.556 | Acc: 80.685% (38109/47232) 369/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.556 | Acc: 80.686% (38213/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.556 | Acc: 80.692% (38319/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m16s | Loss: 0.556 | Acc: 80.693% (38423/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.556 | Acc: 80.697% (38528/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.555 | Acc: 80.703% (38634/47872) 374/391 [==============================================================>..] Step: 373ms | Tot: 2m17s | Loss: 0.555 | Acc: 80.706% (38739/48000) 375/391 [==============================================================>..] Step: 377ms | Tot: 2m17s | Loss: 0.555 | Acc: 80.708% (38843/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.555 | Acc: 80.709% (38947/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m18s | Loss: 0.555 | Acc: 80.725% (39058/48384) 378/391 [==============================================================>..] Step: 368ms | Tot: 2m18s | Loss: 0.555 | Acc: 80.722% (39160/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.555 | Acc: 80.711% (39258/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.555 | Acc: 80.725% (39368/48768) 381/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.555 | Acc: 80.739% (39478/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.554 | Acc: 80.748% (39586/49024) 383/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.554 | Acc: 80.754% (39692/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.554 | Acc: 80.761% (39799/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.554 | Acc: 80.768% (39906/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.554 | Acc: 80.757% (40004/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.554 | Acc: 80.757% (40107/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.554 | Acc: 80.764% (40214/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m22s | Loss: 0.555 | Acc: 80.763% (40317/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m22s | Loss: 0.555 | Acc: 80.764% (40382/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 3ms | Loss: 0.789 | Acc: 72.000% (72/100) 1/100 [>................................................................] Step: 304ms | Tot: 308ms | Loss: 0.776 | Acc: 75.000% (150/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 603ms | Loss: 0.757 | Acc: 75.333% (226/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 904ms | Loss: 0.737 | Acc: 73.750% (295/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s196ms | Loss: 0.715 | Acc: 74.800% (374/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s498ms | Loss: 0.697 | Acc: 75.000% (450/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s792ms | Loss: 0.722 | Acc: 74.429% (521/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s94ms | Loss: 0.758 | Acc: 73.625% (589/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s406ms | Loss: 0.774 | Acc: 73.000% (657/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s709ms | Loss: 0.771 | Acc: 73.300% (733/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s18ms | Loss: 0.760 | Acc: 74.364% (818/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s320ms | Loss: 0.755 | Acc: 74.500% (894/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s620ms | Loss: 0.747 | Acc: 74.769% (972/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s928ms | Loss: 0.747 | Acc: 74.571% (1044/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s227ms | Loss: 0.738 | Acc: 74.800% (1122/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s533ms | Loss: 0.735 | Acc: 74.938% (1199/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s837ms | Loss: 0.732 | Acc: 75.000% (1275/1700) 17/100 [===========>.....................................................] Step: 340ms | Tot: 5s178ms | Loss: 0.734 | Acc: 74.889% (1348/1800) 18/100 [===========>.....................................................] Step: 348ms | Tot: 5s527ms | Loss: 0.742 | Acc: 74.737% (1420/1900) 19/100 [============>....................................................] Step: 319ms | Tot: 5s846ms | Loss: 0.754 | Acc: 74.700% (1494/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s155ms | Loss: 0.745 | Acc: 74.952% (1574/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s462ms | Loss: 0.749 | Acc: 74.818% (1646/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s774ms | Loss: 0.753 | Acc: 74.913% (1723/2300) 23/100 [==============>..................................................] Step: 314ms | Tot: 7s88ms | Loss: 0.754 | Acc: 75.042% (1801/2400) 24/100 [===============>.................................................] Step: 309ms | Tot: 7s398ms | Loss: 0.765 | Acc: 74.840% (1871/2500) 25/100 [================>................................................] Step: 317ms | Tot: 7s715ms | Loss: 0.770 | Acc: 74.731% (1943/2600) 26/100 [================>................................................] Step: 313ms | Tot: 8s29ms | Loss: 0.756 | Acc: 75.185% (2030/2700) 27/100 [=================>...............................................] Step: 320ms | Tot: 8s350ms | Loss: 0.756 | Acc: 75.250% (2107/2800) 28/100 [==================>..............................................] Step: 313ms | Tot: 8s663ms | Loss: 0.754 | Acc: 75.276% (2183/2900) 29/100 [==================>..............................................] Step: 314ms | Tot: 8s978ms | Loss: 0.754 | Acc: 75.433% (2263/3000) 30/100 [===================>.............................................] Step: 313ms | Tot: 9s291ms | Loss: 0.754 | Acc: 75.516% (2341/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s601ms | Loss: 0.751 | Acc: 75.625% (2420/3200) 32/100 [====================>............................................] Step: 314ms | Tot: 9s916ms | Loss: 0.750 | Acc: 75.667% (2497/3300) 33/100 [=====================>...........................................] Step: 319ms | Tot: 10s235ms | Loss: 0.750 | Acc: 75.618% (2571/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s541ms | Loss: 0.754 | Acc: 75.457% (2641/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s843ms | Loss: 0.750 | Acc: 75.611% (2722/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s152ms | Loss: 0.748 | Acc: 75.676% (2800/3700) 37/100 [========================>........................................] Step: 318ms | Tot: 11s471ms | Loss: 0.750 | Acc: 75.605% (2873/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s780ms | Loss: 0.748 | Acc: 75.590% (2948/3900) 39/100 [=========================>.......................................] Step: 318ms | Tot: 12s98ms | Loss: 0.748 | Acc: 75.600% (3024/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s403ms | Loss: 0.745 | Acc: 75.780% (3107/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s708ms | Loss: 0.745 | Acc: 75.833% (3185/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 13s17ms | Loss: 0.740 | Acc: 75.977% (3267/4300) 43/100 [===========================>.....................................] Step: 311ms | Tot: 13s329ms | Loss: 0.737 | Acc: 75.955% (3342/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s639ms | Loss: 0.731 | Acc: 76.156% (3427/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s951ms | Loss: 0.731 | Acc: 76.130% (3502/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 14s257ms | Loss: 0.729 | Acc: 76.128% (3578/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s566ms | Loss: 0.733 | Acc: 76.021% (3649/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s875ms | Loss: 0.728 | Acc: 76.122% (3730/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 15s178ms | Loss: 0.730 | Acc: 76.100% (3805/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s485ms | Loss: 0.731 | Acc: 76.039% (3878/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s793ms | Loss: 0.731 | Acc: 75.981% (3951/5200) 52/100 [=================================>...............................] Step: 312ms | Tot: 16s106ms | Loss: 0.730 | Acc: 76.038% (4030/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s417ms | Loss: 0.727 | Acc: 76.037% (4106/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s723ms | Loss: 0.731 | Acc: 75.927% (4176/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 17s32ms | Loss: 0.732 | Acc: 75.911% (4251/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s342ms | Loss: 0.733 | Acc: 75.877% (4325/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s651ms | Loss: 0.731 | Acc: 75.948% (4405/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s960ms | Loss: 0.734 | Acc: 75.780% (4471/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 18s260ms | Loss: 0.736 | Acc: 75.717% (4543/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s569ms | Loss: 0.734 | Acc: 75.770% (4622/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s877ms | Loss: 0.733 | Acc: 75.855% (4703/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 19s191ms | Loss: 0.731 | Acc: 75.825% (4777/6300) 63/100 [========================================>........................] Step: 312ms | Tot: 19s503ms | Loss: 0.729 | Acc: 75.859% (4855/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s812ms | Loss: 0.730 | Acc: 75.815% (4928/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 20s122ms | Loss: 0.731 | Acc: 75.818% (5004/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s425ms | Loss: 0.729 | Acc: 75.851% (5082/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s728ms | Loss: 0.727 | Acc: 75.897% (5161/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 21s39ms | Loss: 0.725 | Acc: 75.942% (5240/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s345ms | Loss: 0.725 | Acc: 75.900% (5313/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s653ms | Loss: 0.725 | Acc: 75.901% (5389/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s961ms | Loss: 0.725 | Acc: 75.875% (5463/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 22s268ms | Loss: 0.721 | Acc: 76.014% (5549/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s576ms | Loss: 0.720 | Acc: 76.041% (5627/7400) 74/100 [================================================>................] Step: 316ms | Tot: 22s892ms | Loss: 0.723 | Acc: 75.960% (5697/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s201ms | Loss: 0.723 | Acc: 75.895% (5768/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s508ms | Loss: 0.724 | Acc: 75.857% (5841/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s817ms | Loss: 0.726 | Acc: 75.821% (5914/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 24s127ms | Loss: 0.726 | Acc: 75.759% (5985/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s435ms | Loss: 0.727 | Acc: 75.713% (6057/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s741ms | Loss: 0.726 | Acc: 75.704% (6132/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 25s56ms | Loss: 0.726 | Acc: 75.683% (6206/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s364ms | Loss: 0.724 | Acc: 75.735% (6286/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s668ms | Loss: 0.725 | Acc: 75.619% (6352/8400) 84/100 [======================================================>..........] Step: 314ms | Tot: 25s983ms | Loss: 0.727 | Acc: 75.553% (6422/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s289ms | Loss: 0.727 | Acc: 75.523% (6495/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s595ms | Loss: 0.728 | Acc: 75.494% (6568/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 26s909ms | Loss: 0.731 | Acc: 75.432% (6638/8800) 88/100 [=========================================================>.......] Step: 314ms | Tot: 27s224ms | Loss: 0.730 | Acc: 75.506% (6720/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s536ms | Loss: 0.731 | Acc: 75.478% (6793/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s838ms | Loss: 0.730 | Acc: 75.484% (6869/9100) 91/100 [===========================================================>.....] Step: 316ms | Tot: 28s155ms | Loss: 0.726 | Acc: 75.609% (6956/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s465ms | Loss: 0.728 | Acc: 75.559% (7027/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s775ms | Loss: 0.729 | Acc: 75.521% (7099/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s84ms | Loss: 0.730 | Acc: 75.537% (7176/9500) 95/100 [=============================================================>...] Step: 314ms | Tot: 29s399ms | Loss: 0.729 | Acc: 75.552% (7253/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s702ms | Loss: 0.728 | Acc: 75.619% (7335/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 30s13ms | Loss: 0.729 | Acc: 75.520% (7401/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 30s321ms | Loss: 0.729 | Acc: 75.535% (7478/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s623ms | Loss: 0.728 | Acc: 75.540% (7554/10000) 100/100 + +Epoch: 14 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.487 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 399ms | Tot: 401ms | Loss: 0.510 | Acc: 82.812% (212/256) 2/391 [>................................................................] Step: 394ms | Tot: 795ms | Loss: 0.568 | Acc: 79.427% (305/384) 3/391 [>................................................................] Step: 393ms | Tot: 1s189ms | Loss: 0.567 | Acc: 80.078% (410/512) 4/391 [>................................................................] Step: 381ms | Tot: 1s570ms | Loss: 0.540 | Acc: 81.094% (519/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s945ms | Loss: 0.543 | Acc: 80.990% (622/768) 6/391 [>................................................................] Step: 372ms | Tot: 2s318ms | Loss: 0.537 | Acc: 81.027% (726/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s679ms | Loss: 0.530 | Acc: 81.152% (831/1024) 8/391 [=>...............................................................] Step: 364ms | Tot: 3s44ms | Loss: 0.551 | Acc: 80.816% (931/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s408ms | Loss: 0.551 | Acc: 80.859% (1035/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s775ms | Loss: 0.551 | Acc: 80.966% (1140/1408) 11/391 [=>...............................................................] Step: 404ms | Tot: 4s180ms | Loss: 0.547 | Acc: 81.185% (1247/1536) 12/391 [=>...............................................................] Step: 377ms | Tot: 4s557ms | Loss: 0.544 | Acc: 81.250% (1352/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s921ms | Loss: 0.543 | Acc: 81.417% (1459/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s282ms | Loss: 0.540 | Acc: 81.615% (1567/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s652ms | Loss: 0.537 | Acc: 81.836% (1676/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 6s20ms | Loss: 0.535 | Acc: 81.939% (1783/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s386ms | Loss: 0.539 | Acc: 81.597% (1880/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s754ms | Loss: 0.545 | Acc: 81.332% (1978/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 7s113ms | Loss: 0.540 | Acc: 81.445% (2085/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s482ms | Loss: 0.535 | Acc: 81.659% (2195/2688) 21/391 [===>.............................................................] Step: 371ms | Tot: 7s854ms | Loss: 0.529 | Acc: 81.818% (2304/2816) 22/391 [===>.............................................................] Step: 371ms | Tot: 8s225ms | Loss: 0.534 | Acc: 81.760% (2407/2944) 23/391 [===>.............................................................] Step: 374ms | Tot: 8s600ms | Loss: 0.536 | Acc: 81.510% (2504/3072) 24/391 [===>.............................................................] Step: 374ms | Tot: 8s974ms | Loss: 0.536 | Acc: 81.500% (2608/3200) 25/391 [====>............................................................] Step: 371ms | Tot: 9s345ms | Loss: 0.541 | Acc: 81.340% (2707/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s714ms | Loss: 0.542 | Acc: 81.395% (2813/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 10s86ms | Loss: 0.545 | Acc: 81.278% (2913/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s453ms | Loss: 0.545 | Acc: 81.385% (3021/3712) 29/391 [====>............................................................] Step: 376ms | Tot: 10s829ms | Loss: 0.548 | Acc: 81.380% (3125/3840) 30/391 [====>............................................................] Step: 371ms | Tot: 11s201ms | Loss: 0.552 | Acc: 81.250% (3224/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s561ms | Loss: 0.551 | Acc: 81.250% (3328/4096) 32/391 [=====>...........................................................] Step: 375ms | Tot: 11s937ms | Loss: 0.551 | Acc: 81.274% (3433/4224) 33/391 [=====>...........................................................] Step: 380ms | Tot: 12s318ms | Loss: 0.549 | Acc: 81.296% (3538/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s680ms | Loss: 0.549 | Acc: 81.384% (3646/4480) 35/391 [=====>...........................................................] Step: 370ms | Tot: 13s50ms | Loss: 0.551 | Acc: 81.207% (3742/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s411ms | Loss: 0.548 | Acc: 81.419% (3856/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s775ms | Loss: 0.546 | Acc: 81.517% (3965/4864) 38/391 [======>..........................................................] Step: 377ms | Tot: 14s153ms | Loss: 0.548 | Acc: 81.410% (4064/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s515ms | Loss: 0.549 | Acc: 81.387% (4167/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s878ms | Loss: 0.548 | Acc: 81.421% (4273/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 15s244ms | Loss: 0.547 | Acc: 81.399% (4376/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s606ms | Loss: 0.546 | Acc: 81.450% (4483/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s974ms | Loss: 0.545 | Acc: 81.463% (4588/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s343ms | Loss: 0.544 | Acc: 81.510% (4695/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s704ms | Loss: 0.540 | Acc: 81.658% (4808/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 17s68ms | Loss: 0.539 | Acc: 81.632% (4911/6016) 47/391 [=======>.........................................................] Step: 381ms | Tot: 17s449ms | Loss: 0.540 | Acc: 81.592% (5013/6144) 48/391 [=======>.........................................................] Step: 372ms | Tot: 17s822ms | Loss: 0.541 | Acc: 81.537% (5114/6272) 49/391 [========>........................................................] Step: 371ms | Tot: 18s194ms | Loss: 0.541 | Acc: 81.594% (5222/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s554ms | Loss: 0.542 | Acc: 81.526% (5322/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s918ms | Loss: 0.539 | Acc: 81.581% (5430/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s278ms | Loss: 0.540 | Acc: 81.530% (5531/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s640ms | Loss: 0.541 | Acc: 81.496% (5633/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 20s5ms | Loss: 0.539 | Acc: 81.506% (5738/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s367ms | Loss: 0.539 | Acc: 81.487% (5841/7168) 56/391 [=========>.......................................................] Step: 378ms | Tot: 20s746ms | Loss: 0.539 | Acc: 81.469% (5944/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 21s117ms | Loss: 0.540 | Acc: 81.466% (6048/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s480ms | Loss: 0.540 | Acc: 81.435% (6150/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s850ms | Loss: 0.540 | Acc: 81.471% (6257/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 22s211ms | Loss: 0.541 | Acc: 81.442% (6359/7808) 61/391 [==========>......................................................] Step: 356ms | Tot: 22s567ms | Loss: 0.542 | Acc: 81.376% (6458/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s933ms | Loss: 0.541 | Acc: 81.411% (6565/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s294ms | Loss: 0.538 | Acc: 81.506% (6677/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s650ms | Loss: 0.539 | Acc: 81.478% (6779/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 24s18ms | Loss: 0.538 | Acc: 81.522% (6887/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 24s388ms | Loss: 0.536 | Acc: 81.600% (6998/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s754ms | Loss: 0.538 | Acc: 81.491% (7093/8704) 68/391 [===========>.....................................................] Step: 356ms | Tot: 25s111ms | Loss: 0.538 | Acc: 81.499% (7198/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s469ms | Loss: 0.537 | Acc: 81.540% (7306/8960) 70/391 [===========>.....................................................] Step: 373ms | Tot: 25s843ms | Loss: 0.538 | Acc: 81.514% (7408/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 26s213ms | Loss: 0.536 | Acc: 81.619% (7522/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s579ms | Loss: 0.537 | Acc: 81.635% (7628/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s946ms | Loss: 0.538 | Acc: 81.630% (7732/9472) 74/391 [============>....................................................] Step: 370ms | Tot: 27s317ms | Loss: 0.538 | Acc: 81.625% (7836/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s676ms | Loss: 0.538 | Acc: 81.579% (7936/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 28s43ms | Loss: 0.538 | Acc: 81.605% (8043/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 28s405ms | Loss: 0.538 | Acc: 81.560% (8143/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s773ms | Loss: 0.538 | Acc: 81.586% (8250/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 29s141ms | Loss: 0.538 | Acc: 81.572% (8353/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s501ms | Loss: 0.538 | Acc: 81.588% (8459/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s864ms | Loss: 0.540 | Acc: 81.536% (8558/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 30s224ms | Loss: 0.540 | Acc: 81.523% (8661/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s590ms | Loss: 0.539 | Acc: 81.538% (8767/10752) 84/391 [=============>...................................................] Step: 372ms | Tot: 30s963ms | Loss: 0.539 | Acc: 81.544% (8872/10880) 85/391 [==============>..................................................] Step: 374ms | Tot: 31s338ms | Loss: 0.540 | Acc: 81.523% (8974/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s699ms | Loss: 0.540 | Acc: 81.510% (9077/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 32s61ms | Loss: 0.541 | Acc: 81.436% (9173/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s426ms | Loss: 0.541 | Acc: 81.469% (9281/11392) 89/391 [==============>..................................................] Step: 363ms | Tot: 32s790ms | Loss: 0.541 | Acc: 81.424% (9380/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 33s148ms | Loss: 0.543 | Acc: 81.344% (9475/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s506ms | Loss: 0.543 | Acc: 81.343% (9579/11776) 92/391 [===============>.................................................] Step: 384ms | Tot: 33s890ms | Loss: 0.543 | Acc: 81.342% (9683/11904) 93/391 [===============>.................................................] Step: 400ms | Tot: 34s291ms | Loss: 0.543 | Acc: 81.316% (9784/12032) 94/391 [===============>.................................................] Step: 369ms | Tot: 34s661ms | Loss: 0.543 | Acc: 81.316% (9888/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 35s21ms | Loss: 0.544 | Acc: 81.283% (9988/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s386ms | Loss: 0.545 | Acc: 81.250% (10088/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s755ms | Loss: 0.545 | Acc: 81.226% (10189/12544) 98/391 [================>................................................] Step: 369ms | Tot: 36s124ms | Loss: 0.547 | Acc: 81.203% (10290/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s486ms | Loss: 0.545 | Acc: 81.266% (10402/12800) 100/391 [================>................................................] Step: 368ms | Tot: 36s854ms | Loss: 0.546 | Acc: 81.258% (10505/12928) 101/391 [================>................................................] Step: 367ms | Tot: 37s222ms | Loss: 0.546 | Acc: 81.258% (10609/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s584ms | Loss: 0.546 | Acc: 81.288% (10717/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s947ms | Loss: 0.546 | Acc: 81.258% (10817/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 38s312ms | Loss: 0.546 | Acc: 81.272% (10923/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s680ms | Loss: 0.547 | Acc: 81.272% (11027/13568) 106/391 [=================>...............................................] Step: 361ms | Tot: 39s41ms | Loss: 0.547 | Acc: 81.250% (11128/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 39s399ms | Loss: 0.548 | Acc: 81.199% (11225/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s765ms | Loss: 0.549 | Acc: 81.178% (11326/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 40s135ms | Loss: 0.549 | Acc: 81.214% (11435/14080) 110/391 [==================>..............................................] Step: 381ms | Tot: 40s517ms | Loss: 0.549 | Acc: 81.173% (11533/14208) 111/391 [==================>..............................................] Step: 387ms | Tot: 40s904ms | Loss: 0.548 | Acc: 81.187% (11639/14336) 112/391 [==================>..............................................] Step: 373ms | Tot: 41s278ms | Loss: 0.549 | Acc: 81.181% (11742/14464) 113/391 [==================>..............................................] Step: 374ms | Tot: 41s653ms | Loss: 0.549 | Acc: 81.188% (11847/14592) 114/391 [==================>..............................................] Step: 376ms | Tot: 42s30ms | Loss: 0.551 | Acc: 81.128% (11942/14720) 115/391 [===================>.............................................] Step: 382ms | Tot: 42s412ms | Loss: 0.551 | Acc: 81.109% (12043/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s779ms | Loss: 0.551 | Acc: 81.103% (12146/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 43s144ms | Loss: 0.550 | Acc: 81.151% (12257/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 43s499ms | Loss: 0.551 | Acc: 81.132% (12358/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 43s872ms | Loss: 0.551 | Acc: 81.120% (12460/15360) 120/391 [===================>.............................................] Step: 368ms | Tot: 44s240ms | Loss: 0.552 | Acc: 81.063% (12555/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s599ms | Loss: 0.551 | Acc: 81.090% (12663/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s961ms | Loss: 0.551 | Acc: 81.098% (12768/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 45s325ms | Loss: 0.552 | Acc: 81.099% (12872/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s686ms | Loss: 0.552 | Acc: 81.088% (12974/16000) 125/391 [====================>............................................] Step: 370ms | Tot: 46s57ms | Loss: 0.552 | Acc: 81.120% (13083/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 46s426ms | Loss: 0.552 | Acc: 81.139% (13190/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s794ms | Loss: 0.552 | Acc: 81.116% (13290/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 47s154ms | Loss: 0.551 | Acc: 81.117% (13394/16512) 129/391 [=====================>...........................................] Step: 369ms | Tot: 47s524ms | Loss: 0.551 | Acc: 81.106% (13496/16640) 130/391 [=====================>...........................................] Step: 368ms | Tot: 47s892ms | Loss: 0.551 | Acc: 81.101% (13599/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 48s258ms | Loss: 0.551 | Acc: 81.108% (13704/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 48s618ms | Loss: 0.553 | Acc: 81.062% (13800/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 48s985ms | Loss: 0.551 | Acc: 81.104% (13911/17152) 134/391 [======================>..........................................] Step: 373ms | Tot: 49s358ms | Loss: 0.551 | Acc: 81.140% (14021/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s725ms | Loss: 0.550 | Acc: 81.147% (14126/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 50s84ms | Loss: 0.550 | Acc: 81.187% (14237/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 50s450ms | Loss: 0.550 | Acc: 81.188% (14341/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 50s819ms | Loss: 0.551 | Acc: 81.143% (14437/17792) 139/391 [=======================>.........................................] Step: 370ms | Tot: 51s190ms | Loss: 0.550 | Acc: 81.172% (14546/17920) 140/391 [=======================>.........................................] Step: 356ms | Tot: 51s546ms | Loss: 0.550 | Acc: 81.195% (14654/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s911ms | Loss: 0.549 | Acc: 81.206% (14760/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 52s274ms | Loss: 0.549 | Acc: 81.212% (14865/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 52s634ms | Loss: 0.549 | Acc: 81.250% (14976/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 52s999ms | Loss: 0.549 | Acc: 81.250% (15080/18560) 145/391 [========================>........................................] Step: 356ms | Tot: 53s356ms | Loss: 0.548 | Acc: 81.239% (15182/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s722ms | Loss: 0.548 | Acc: 81.245% (15287/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 54s86ms | Loss: 0.548 | Acc: 81.245% (15391/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s449ms | Loss: 0.548 | Acc: 81.187% (15484/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s816ms | Loss: 0.548 | Acc: 81.198% (15590/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 55s180ms | Loss: 0.548 | Acc: 81.198% (15694/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s540ms | Loss: 0.548 | Acc: 81.204% (15799/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 55s911ms | Loss: 0.550 | Acc: 81.138% (15890/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 56s279ms | Loss: 0.550 | Acc: 81.123% (15991/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s643ms | Loss: 0.550 | Acc: 81.139% (16098/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 57s9ms | Loss: 0.549 | Acc: 81.180% (16210/19968) 156/391 [=========================>.......................................] Step: 377ms | Tot: 57s386ms | Loss: 0.549 | Acc: 81.190% (16316/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s751ms | Loss: 0.549 | Acc: 81.205% (16423/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 58s113ms | Loss: 0.549 | Acc: 81.206% (16527/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 58s468ms | Loss: 0.549 | Acc: 81.187% (16627/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s830ms | Loss: 0.550 | Acc: 81.192% (16732/20608) 161/391 [==========================>......................................] Step: 371ms | Tot: 59s202ms | Loss: 0.549 | Acc: 81.231% (16844/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 59s561ms | Loss: 0.548 | Acc: 81.274% (16957/20864) 163/391 [===========================>.....................................] Step: 372ms | Tot: 59s933ms | Loss: 0.548 | Acc: 81.288% (17064/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 1m301ms | Loss: 0.548 | Acc: 81.274% (17165/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m664ms | Loss: 0.550 | Acc: 81.226% (17259/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.551 | Acc: 81.189% (17355/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.551 | Acc: 81.217% (17465/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.550 | Acc: 81.208% (17567/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.550 | Acc: 81.241% (17678/21760) 170/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.551 | Acc: 81.227% (17779/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.550 | Acc: 81.264% (17891/22016) 172/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.550 | Acc: 81.264% (17995/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.550 | Acc: 81.254% (18097/22272) 174/391 [============================>....................................] Step: 388ms | Tot: 1m3s | Loss: 0.551 | Acc: 81.237% (18197/22400) 175/391 [=============================>...................................] Step: 387ms | Tot: 1m4s | Loss: 0.550 | Acc: 81.241% (18302/22528) 176/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.551 | Acc: 81.206% (18398/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.552 | Acc: 81.184% (18497/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.551 | Acc: 81.198% (18604/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.551 | Acc: 81.181% (18704/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.552 | Acc: 81.172% (18806/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.551 | Acc: 81.181% (18912/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.550 | Acc: 81.216% (19024/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.551 | Acc: 81.216% (19128/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.551 | Acc: 81.195% (19227/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.552 | Acc: 81.187% (19329/23808) 186/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.552 | Acc: 81.187% (19433/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.552 | Acc: 81.179% (19535/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.552 | Acc: 81.163% (19635/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.553 | Acc: 81.155% (19737/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.552 | Acc: 81.176% (19846/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.552 | Acc: 81.173% (19949/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.552 | Acc: 81.149% (20047/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.552 | Acc: 81.125% (20145/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.552 | Acc: 81.142% (20253/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.552 | Acc: 81.126% (20353/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.553 | Acc: 81.119% (20455/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.552 | Acc: 81.128% (20561/25344) 198/391 [================================>................................] Step: 393ms | Tot: 1m12s | Loss: 0.553 | Acc: 81.109% (20660/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.553 | Acc: 81.082% (20757/25600) 200/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.553 | Acc: 81.083% (20861/25728) 201/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.553 | Acc: 81.068% (20961/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.554 | Acc: 81.050% (21060/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.554 | Acc: 81.028% (21158/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.554 | Acc: 81.040% (21265/26240) 205/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.553 | Acc: 81.057% (21373/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.553 | Acc: 81.080% (21483/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.552 | Acc: 81.073% (21585/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.553 | Acc: 81.063% (21686/26752) 209/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.553 | Acc: 81.057% (21788/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.553 | Acc: 81.046% (21889/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.553 | Acc: 81.055% (21995/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.553 | Acc: 81.059% (22100/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.553 | Acc: 81.064% (22205/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.553 | Acc: 81.061% (22308/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.554 | Acc: 81.040% (22406/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.554 | Acc: 81.027% (22506/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.554 | Acc: 81.028% (22610/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.554 | Acc: 81.040% (22717/28032) 219/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.554 | Acc: 81.037% (22820/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.554 | Acc: 81.038% (22924/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.554 | Acc: 81.028% (23025/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.555 | Acc: 81.026% (23128/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.554 | Acc: 81.041% (23236/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.554 | Acc: 81.059% (23345/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.554 | Acc: 81.056% (23448/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.554 | Acc: 81.085% (23560/29056) 227/391 [=====================================>...........................] Step: 373ms | Tot: 1m23s | Loss: 0.554 | Acc: 81.079% (23662/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.554 | Acc: 81.086% (23768/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.553 | Acc: 81.087% (23872/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.553 | Acc: 81.118% (23985/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.552 | Acc: 81.149% (24098/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.552 | Acc: 81.159% (24205/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.551 | Acc: 81.173% (24313/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.551 | Acc: 81.174% (24417/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.551 | Acc: 81.154% (24515/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.551 | Acc: 81.148% (24617/30336) 237/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.552 | Acc: 81.125% (24714/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.551 | Acc: 81.126% (24818/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.551 | Acc: 81.126% (24922/30720) 240/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.551 | Acc: 81.130% (25027/30848) 241/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.550 | Acc: 81.150% (25137/30976) 242/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.550 | Acc: 81.157% (25243/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.550 | Acc: 81.141% (25342/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.550 | Acc: 81.158% (25451/31360) 245/391 [========================================>........................] Step: 374ms | Tot: 1m29s | Loss: 0.551 | Acc: 81.132% (25547/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m30s | Loss: 0.551 | Acc: 81.127% (25649/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.551 | Acc: 81.124% (25752/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.551 | Acc: 81.140% (25861/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.551 | Acc: 81.147% (25967/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.550 | Acc: 81.144% (26070/32128) 251/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.550 | Acc: 81.166% (26181/32256) 252/391 [=========================================>.......................] Step: 358ms | Tot: 1m32s | Loss: 0.549 | Acc: 81.188% (26292/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.549 | Acc: 81.185% (26395/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.549 | Acc: 81.198% (26503/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.549 | Acc: 81.174% (26599/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.549 | Acc: 81.177% (26704/32896) 257/391 [==========================================>......................] Step: 389ms | Tot: 1m34s | Loss: 0.550 | Acc: 81.159% (26802/33024) 258/391 [==========================================>......................] Step: 352ms | Tot: 1m34s | Loss: 0.550 | Acc: 81.166% (26908/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.550 | Acc: 81.166% (27012/33280) 260/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.550 | Acc: 81.163% (27115/33408) 261/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.549 | Acc: 81.178% (27224/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.549 | Acc: 81.182% (27329/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.549 | Acc: 81.161% (27426/33792) 264/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.550 | Acc: 81.162% (27530/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.549 | Acc: 81.171% (27637/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.549 | Acc: 81.174% (27742/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.550 | Acc: 81.160% (27841/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.550 | Acc: 81.154% (27943/34432) 269/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.550 | Acc: 81.137% (28041/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.550 | Acc: 81.126% (28141/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.550 | Acc: 81.118% (28242/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.550 | Acc: 81.110% (28343/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.550 | Acc: 81.102% (28444/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.550 | Acc: 81.105% (28549/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.550 | Acc: 81.111% (28655/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m41s | Loss: 0.549 | Acc: 81.129% (28765/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.549 | Acc: 81.118% (28865/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.549 | Acc: 81.127% (28972/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.549 | Acc: 81.144% (29082/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.549 | Acc: 81.153% (29189/35968) 281/391 [==============================================>..................] Step: 382ms | Tot: 1m42s | Loss: 0.549 | Acc: 81.142% (29289/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m43s | Loss: 0.549 | Acc: 81.142% (29393/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.549 | Acc: 81.129% (29492/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.549 | Acc: 81.129% (29596/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.549 | Acc: 81.111% (29693/36608) 286/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.549 | Acc: 81.098% (29792/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.549 | Acc: 81.112% (29901/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m45s | Loss: 0.549 | Acc: 81.126% (30010/36992) 289/391 [================================================>................] Step: 380ms | Tot: 1m45s | Loss: 0.548 | Acc: 81.153% (30124/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.548 | Acc: 81.140% (30223/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.548 | Acc: 81.132% (30324/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.548 | Acc: 81.135% (30429/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.548 | Acc: 81.136% (30533/37632) 294/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.548 | Acc: 81.131% (30635/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.548 | Acc: 81.137% (30741/37888) 296/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.548 | Acc: 81.140% (30846/38016) 297/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.548 | Acc: 81.127% (30945/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.548 | Acc: 81.114% (31044/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.548 | Acc: 81.117% (31149/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.549 | Acc: 81.089% (31242/38528) 301/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.549 | Acc: 81.084% (31344/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.549 | Acc: 81.095% (31452/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.548 | Acc: 81.098% (31557/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.549 | Acc: 81.086% (31656/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.549 | Acc: 81.071% (31754/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m52s | Loss: 0.550 | Acc: 81.059% (31853/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.550 | Acc: 81.060% (31957/39424) 308/391 [===================================================>.............] Step: 376ms | Tot: 1m52s | Loss: 0.550 | Acc: 81.063% (32062/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.550 | Acc: 81.058% (32164/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.550 | Acc: 81.064% (32270/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.550 | Acc: 81.090% (32384/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.550 | Acc: 81.075% (32482/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.550 | Acc: 81.091% (32592/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.550 | Acc: 81.099% (32699/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.550 | Acc: 81.097% (32802/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.549 | Acc: 81.114% (32913/40576) 317/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.549 | Acc: 81.115% (33017/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.550 | Acc: 81.098% (33114/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.549 | Acc: 81.111% (33223/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.549 | Acc: 81.119% (33330/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.549 | Acc: 81.124% (33436/41216) 322/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.549 | Acc: 81.112% (33535/41344) 323/391 [=====================================================>...........] Step: 355ms | Tot: 1m58s | Loss: 0.549 | Acc: 81.125% (33644/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.549 | Acc: 81.135% (33752/41600) 325/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.549 | Acc: 81.128% (33853/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.549 | Acc: 81.123% (33955/41856) 327/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.549 | Acc: 81.138% (34065/41984) 328/391 [======================================================>..........] Step: 372ms | Tot: 2m149ms | Loss: 0.549 | Acc: 81.129% (34165/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 2m510ms | Loss: 0.549 | Acc: 81.125% (34267/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m873ms | Loss: 0.549 | Acc: 81.111% (34365/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.549 | Acc: 81.114% (34470/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.549 | Acc: 81.119% (34576/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.550 | Acc: 81.103% (34673/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.549 | Acc: 81.103% (34777/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.549 | Acc: 81.110% (34884/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m3s | Loss: 0.550 | Acc: 81.099% (34983/43136) 337/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.550 | Acc: 81.095% (35085/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.549 | Acc: 81.093% (35188/43392) 339/391 [========================================================>........] Step: 376ms | Tot: 2m4s | Loss: 0.549 | Acc: 81.091% (35291/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.549 | Acc: 81.103% (35400/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.549 | Acc: 81.111% (35507/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m5s | Loss: 0.549 | Acc: 81.125% (35617/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.549 | Acc: 81.118% (35718/44032) 344/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.549 | Acc: 81.105% (35816/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.549 | Acc: 81.108% (35921/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.549 | Acc: 81.113% (36027/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.549 | Acc: 81.100% (36125/44544) 348/391 [=========================================================>.......] Step: 352ms | Tot: 2m7s | Loss: 0.548 | Acc: 81.111% (36234/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.549 | Acc: 81.087% (36327/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.549 | Acc: 81.074% (36425/44928) 351/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.549 | Acc: 81.064% (36524/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.549 | Acc: 81.080% (36635/45184) 353/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.549 | Acc: 81.084% (36741/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.549 | Acc: 81.089% (36847/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.549 | Acc: 81.096% (36954/45568) 356/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.549 | Acc: 81.095% (37057/45696) 357/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.548 | Acc: 81.099% (37163/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.549 | Acc: 81.085% (37260/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.549 | Acc: 81.087% (37365/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.549 | Acc: 81.092% (37471/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.549 | Acc: 81.080% (37569/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.549 | Acc: 81.078% (37672/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.549 | Acc: 81.085% (37779/46592) 364/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.548 | Acc: 81.107% (37893/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.548 | Acc: 81.101% (37994/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.548 | Acc: 81.107% (38101/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.548 | Acc: 81.114% (38208/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.547 | Acc: 81.129% (38319/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.547 | Acc: 81.134% (38425/47360) 370/391 [=============================================================>...] Step: 354ms | Tot: 2m15s | Loss: 0.547 | Acc: 81.132% (38528/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.548 | Acc: 81.132% (38632/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.548 | Acc: 81.120% (38730/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.548 | Acc: 81.110% (38829/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.548 | Acc: 81.121% (38938/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.547 | Acc: 81.142% (39052/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.547 | Acc: 81.144% (39157/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.547 | Acc: 81.159% (39268/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.547 | Acc: 81.143% (39364/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.547 | Acc: 81.137% (39465/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.547 | Acc: 81.135% (39568/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.547 | Acc: 81.140% (39674/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.547 | Acc: 81.121% (39769/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m20s | Loss: 0.547 | Acc: 81.122% (39873/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m20s | Loss: 0.547 | Acc: 81.104% (39968/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.547 | Acc: 81.096% (40068/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.547 | Acc: 81.097% (40172/49536) 387/391 [================================================================>] Step: 349ms | Tot: 2m21s | Loss: 0.548 | Acc: 81.091% (40273/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.548 | Acc: 81.101% (40382/49792) 389/391 [================================================================>] Step: 369ms | Tot: 2m22s | Loss: 0.548 | Acc: 81.106% (40488/49920) 390/391 [================================================================>] Step: 339ms | Tot: 2m22s | Loss: 0.548 | Acc: 81.090% (40545/50000) 391/391 + [>................................................................] Step: 465ms | Tot: 2ms | Loss: 0.674 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 302ms | Tot: 304ms | Loss: 0.595 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 605ms | Loss: 0.604 | Acc: 79.333% (238/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 902ms | Loss: 0.598 | Acc: 78.750% (315/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s196ms | Loss: 0.596 | Acc: 78.600% (393/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s497ms | Loss: 0.580 | Acc: 79.833% (479/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s793ms | Loss: 0.580 | Acc: 79.714% (558/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s96ms | Loss: 0.622 | Acc: 78.875% (631/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s403ms | Loss: 0.638 | Acc: 78.444% (706/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s708ms | Loss: 0.627 | Acc: 78.800% (788/1000) 10/100 [======>..........................................................] Step: 294ms | Tot: 3s3ms | Loss: 0.610 | Acc: 79.636% (876/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s301ms | Loss: 0.602 | Acc: 79.917% (959/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s609ms | Loss: 0.596 | Acc: 80.077% (1041/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s909ms | Loss: 0.597 | Acc: 80.000% (1120/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s210ms | Loss: 0.584 | Acc: 80.200% (1203/1500) 15/100 [=========>.......................................................] Step: 312ms | Tot: 4s522ms | Loss: 0.597 | Acc: 79.688% (1275/1600) 16/100 [==========>......................................................] Step: 311ms | Tot: 4s834ms | Loss: 0.601 | Acc: 79.941% (1359/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s140ms | Loss: 0.597 | Acc: 79.778% (1436/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s445ms | Loss: 0.607 | Acc: 79.421% (1509/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s759ms | Loss: 0.617 | Acc: 79.200% (1584/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s69ms | Loss: 0.618 | Acc: 79.143% (1662/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s371ms | Loss: 0.622 | Acc: 79.000% (1738/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s684ms | Loss: 0.623 | Acc: 79.087% (1819/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 6s993ms | Loss: 0.623 | Acc: 79.167% (1900/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s298ms | Loss: 0.626 | Acc: 79.120% (1978/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s615ms | Loss: 0.632 | Acc: 79.115% (2057/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s922ms | Loss: 0.626 | Acc: 79.259% (2140/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s229ms | Loss: 0.626 | Acc: 79.286% (2220/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s539ms | Loss: 0.629 | Acc: 79.414% (2303/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s849ms | Loss: 0.628 | Acc: 79.433% (2383/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s158ms | Loss: 0.624 | Acc: 79.613% (2468/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s463ms | Loss: 0.619 | Acc: 79.750% (2552/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s773ms | Loss: 0.621 | Acc: 79.758% (2632/3300) 33/100 [=====================>...........................................] Step: 318ms | Tot: 10s92ms | Loss: 0.621 | Acc: 79.706% (2710/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s396ms | Loss: 0.622 | Acc: 79.743% (2791/3500) 35/100 [======================>..........................................] Step: 316ms | Tot: 10s713ms | Loss: 0.622 | Acc: 79.778% (2872/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s22ms | Loss: 0.627 | Acc: 79.622% (2946/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s326ms | Loss: 0.631 | Acc: 79.342% (3015/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s635ms | Loss: 0.630 | Acc: 79.308% (3093/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 11s948ms | Loss: 0.629 | Acc: 79.325% (3173/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s255ms | Loss: 0.630 | Acc: 79.317% (3252/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s563ms | Loss: 0.633 | Acc: 79.381% (3334/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s871ms | Loss: 0.628 | Acc: 79.442% (3416/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s177ms | Loss: 0.626 | Acc: 79.591% (3502/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s490ms | Loss: 0.625 | Acc: 79.578% (3581/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s803ms | Loss: 0.629 | Acc: 79.413% (3653/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 14s109ms | Loss: 0.625 | Acc: 79.553% (3739/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s413ms | Loss: 0.626 | Acc: 79.583% (3820/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s719ms | Loss: 0.624 | Acc: 79.633% (3902/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 15s23ms | Loss: 0.627 | Acc: 79.540% (3977/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s328ms | Loss: 0.627 | Acc: 79.588% (4059/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s638ms | Loss: 0.627 | Acc: 79.500% (4134/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s942ms | Loss: 0.628 | Acc: 79.434% (4210/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s253ms | Loss: 0.627 | Acc: 79.500% (4293/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s562ms | Loss: 0.628 | Acc: 79.364% (4365/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 16s871ms | Loss: 0.630 | Acc: 79.375% (4445/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s177ms | Loss: 0.632 | Acc: 79.316% (4521/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s481ms | Loss: 0.632 | Acc: 79.328% (4601/5800) 58/100 [=====================================>...........................] Step: 318ms | Tot: 17s799ms | Loss: 0.633 | Acc: 79.254% (4676/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s108ms | Loss: 0.637 | Acc: 79.150% (4749/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s412ms | Loss: 0.635 | Acc: 79.262% (4835/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s718ms | Loss: 0.634 | Acc: 79.306% (4917/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 19s33ms | Loss: 0.635 | Acc: 79.222% (4991/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s338ms | Loss: 0.631 | Acc: 79.359% (5079/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s642ms | Loss: 0.631 | Acc: 79.400% (5161/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 19s952ms | Loss: 0.634 | Acc: 79.318% (5235/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s259ms | Loss: 0.632 | Acc: 79.343% (5316/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s571ms | Loss: 0.632 | Acc: 79.294% (5392/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s873ms | Loss: 0.632 | Acc: 79.304% (5472/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s185ms | Loss: 0.631 | Acc: 79.329% (5553/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s489ms | Loss: 0.633 | Acc: 79.324% (5632/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s800ms | Loss: 0.632 | Acc: 79.347% (5713/7200) 72/100 [==============================================>..................] Step: 312ms | Tot: 22s112ms | Loss: 0.632 | Acc: 79.370% (5794/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s414ms | Loss: 0.629 | Acc: 79.392% (5875/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s724ms | Loss: 0.629 | Acc: 79.360% (5952/7500) 75/100 [================================================>................] Step: 300ms | Tot: 23s25ms | Loss: 0.629 | Acc: 79.395% (6034/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 23s331ms | Loss: 0.628 | Acc: 79.455% (6118/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s639ms | Loss: 0.629 | Acc: 79.385% (6192/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s941ms | Loss: 0.629 | Acc: 79.392% (6272/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s245ms | Loss: 0.629 | Acc: 79.388% (6351/8000) 80/100 [====================================================>............] Step: 325ms | Tot: 24s570ms | Loss: 0.628 | Acc: 79.383% (6430/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s875ms | Loss: 0.627 | Acc: 79.402% (6511/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s183ms | Loss: 0.626 | Acc: 79.446% (6594/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s488ms | Loss: 0.626 | Acc: 79.369% (6667/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s799ms | Loss: 0.627 | Acc: 79.247% (6736/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s111ms | Loss: 0.627 | Acc: 79.291% (6819/8600) 86/100 [=======================================================>.........] Step: 313ms | Tot: 26s425ms | Loss: 0.628 | Acc: 79.218% (6892/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 26s739ms | Loss: 0.629 | Acc: 79.239% (6973/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s50ms | Loss: 0.628 | Acc: 79.292% (7057/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s355ms | Loss: 0.629 | Acc: 79.278% (7135/9000) 90/100 [==========================================================>......] Step: 315ms | Tot: 27s671ms | Loss: 0.627 | Acc: 79.286% (7215/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s976ms | Loss: 0.625 | Acc: 79.337% (7299/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s282ms | Loss: 0.625 | Acc: 79.312% (7376/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s594ms | Loss: 0.625 | Acc: 79.309% (7455/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s906ms | Loss: 0.625 | Acc: 79.326% (7536/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s214ms | Loss: 0.625 | Acc: 79.312% (7614/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s522ms | Loss: 0.623 | Acc: 79.361% (7698/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s830ms | Loss: 0.624 | Acc: 79.316% (7773/9800) 98/100 [===============================================================>.] Step: 313ms | Tot: 30s144ms | Loss: 0.625 | Acc: 79.253% (7846/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s452ms | Loss: 0.626 | Acc: 79.240% (7924/10000) 100/100 +Saving.. + +Epoch: 15 + [>................................................................] Step: 734ms | Tot: 2ms | Loss: 0.483 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.501 | Acc: 80.859% (207/256) 2/391 [>................................................................] Step: 374ms | Tot: 761ms | Loss: 0.495 | Acc: 82.292% (316/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s140ms | Loss: 0.498 | Acc: 82.227% (421/512) 4/391 [>................................................................] Step: 376ms | Tot: 1s516ms | Loss: 0.495 | Acc: 82.344% (527/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s890ms | Loss: 0.473 | Acc: 83.333% (640/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s254ms | Loss: 0.469 | Acc: 83.371% (747/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s623ms | Loss: 0.469 | Acc: 83.301% (853/1024) 8/391 [=>...............................................................] Step: 380ms | Tot: 3s3ms | Loss: 0.488 | Acc: 82.378% (949/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s369ms | Loss: 0.489 | Acc: 82.422% (1055/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s731ms | Loss: 0.485 | Acc: 82.670% (1164/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s102ms | Loss: 0.485 | Acc: 82.617% (1269/1536) 12/391 [=>...............................................................] Step: 377ms | Tot: 4s479ms | Loss: 0.481 | Acc: 82.572% (1374/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s851ms | Loss: 0.483 | Acc: 82.310% (1475/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s221ms | Loss: 0.483 | Acc: 82.344% (1581/1920) 15/391 [==>..............................................................] Step: 371ms | Tot: 5s593ms | Loss: 0.492 | Acc: 82.178% (1683/2048) 16/391 [==>..............................................................] Step: 372ms | Tot: 5s966ms | Loss: 0.495 | Acc: 82.077% (1786/2176) 17/391 [==>..............................................................] Step: 381ms | Tot: 6s347ms | Loss: 0.499 | Acc: 82.031% (1890/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s717ms | Loss: 0.496 | Acc: 82.113% (1997/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s82ms | Loss: 0.496 | Acc: 82.188% (2104/2560) 20/391 [===>.............................................................] Step: 377ms | Tot: 7s459ms | Loss: 0.495 | Acc: 82.143% (2208/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s829ms | Loss: 0.492 | Acc: 82.280% (2317/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s195ms | Loss: 0.497 | Acc: 82.201% (2420/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s565ms | Loss: 0.498 | Acc: 82.129% (2523/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s927ms | Loss: 0.501 | Acc: 82.062% (2626/3200) 25/391 [====>............................................................] Step: 372ms | Tot: 9s299ms | Loss: 0.501 | Acc: 82.151% (2734/3328) 26/391 [====>............................................................] Step: 388ms | Tot: 9s687ms | Loss: 0.502 | Acc: 82.089% (2837/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 10s60ms | Loss: 0.504 | Acc: 82.031% (2940/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s431ms | Loss: 0.503 | Acc: 82.112% (3048/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s798ms | Loss: 0.504 | Acc: 82.031% (3150/3840) 30/391 [====>............................................................] Step: 367ms | Tot: 11s166ms | Loss: 0.505 | Acc: 81.930% (3251/3968) 31/391 [=====>...........................................................] Step: 374ms | Tot: 11s541ms | Loss: 0.506 | Acc: 81.982% (3358/4096) 32/391 [=====>...........................................................] Step: 374ms | Tot: 11s915ms | Loss: 0.506 | Acc: 82.055% (3466/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s280ms | Loss: 0.506 | Acc: 82.123% (3574/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s645ms | Loss: 0.502 | Acc: 82.277% (3686/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 13s18ms | Loss: 0.500 | Acc: 82.335% (3794/4608) 36/391 [=====>...........................................................] Step: 382ms | Tot: 13s401ms | Loss: 0.502 | Acc: 82.242% (3895/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s772ms | Loss: 0.500 | Acc: 82.381% (4007/4864) 38/391 [======>..........................................................] Step: 372ms | Tot: 14s145ms | Loss: 0.500 | Acc: 82.372% (4112/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s508ms | Loss: 0.498 | Acc: 82.480% (4223/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s872ms | Loss: 0.501 | Acc: 82.260% (4317/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 15s236ms | Loss: 0.500 | Acc: 82.273% (4423/5376) 42/391 [======>..........................................................] Step: 373ms | Tot: 15s610ms | Loss: 0.498 | Acc: 82.340% (4532/5504) 43/391 [=======>.........................................................] Step: 383ms | Tot: 15s994ms | Loss: 0.499 | Acc: 82.333% (4637/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s363ms | Loss: 0.502 | Acc: 82.205% (4735/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s729ms | Loss: 0.505 | Acc: 82.116% (4835/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 17s93ms | Loss: 0.508 | Acc: 82.114% (4940/6016) 47/391 [=======>.........................................................] Step: 379ms | Tot: 17s473ms | Loss: 0.507 | Acc: 82.113% (5045/6144) 48/391 [=======>.........................................................] Step: 381ms | Tot: 17s855ms | Loss: 0.511 | Acc: 82.015% (5144/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 18s221ms | Loss: 0.508 | Acc: 82.141% (5257/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s585ms | Loss: 0.510 | Acc: 82.093% (5359/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s950ms | Loss: 0.510 | Acc: 82.076% (5463/6656) 52/391 [========>........................................................] Step: 381ms | Tot: 19s331ms | Loss: 0.510 | Acc: 82.075% (5568/6784) 53/391 [========>........................................................] Step: 383ms | Tot: 19s715ms | Loss: 0.509 | Acc: 82.075% (5673/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 20s83ms | Loss: 0.514 | Acc: 81.960% (5770/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s449ms | Loss: 0.514 | Acc: 82.003% (5878/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s808ms | Loss: 0.513 | Acc: 82.031% (5985/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 21s168ms | Loss: 0.512 | Acc: 82.045% (6091/7424) 58/391 [=========>.......................................................] Step: 375ms | Tot: 21s544ms | Loss: 0.513 | Acc: 81.992% (6192/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s914ms | Loss: 0.515 | Acc: 81.888% (6289/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 22s283ms | Loss: 0.515 | Acc: 81.929% (6397/7808) 61/391 [==========>......................................................] Step: 370ms | Tot: 22s654ms | Loss: 0.516 | Acc: 81.867% (6497/7936) 62/391 [==========>......................................................] Step: 377ms | Tot: 23s31ms | Loss: 0.515 | Acc: 81.920% (6606/8064) 63/391 [==========>......................................................] Step: 381ms | Tot: 23s412ms | Loss: 0.519 | Acc: 81.714% (6694/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s779ms | Loss: 0.521 | Acc: 81.707% (6798/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 24s147ms | Loss: 0.523 | Acc: 81.700% (6902/8448) 66/391 [==========>......................................................] Step: 373ms | Tot: 24s521ms | Loss: 0.523 | Acc: 81.693% (7006/8576) 67/391 [===========>.....................................................] Step: 374ms | Tot: 24s896ms | Loss: 0.524 | Acc: 81.698% (7111/8704) 68/391 [===========>.....................................................] Step: 361ms | Tot: 25s257ms | Loss: 0.526 | Acc: 81.658% (7212/8832) 69/391 [===========>.....................................................] Step: 385ms | Tot: 25s643ms | Loss: 0.526 | Acc: 81.641% (7315/8960) 70/391 [===========>.....................................................] Step: 366ms | Tot: 26s9ms | Loss: 0.526 | Acc: 81.657% (7421/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 26s375ms | Loss: 0.528 | Acc: 81.586% (7519/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s740ms | Loss: 0.529 | Acc: 81.550% (7620/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 27s106ms | Loss: 0.529 | Acc: 81.556% (7725/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s478ms | Loss: 0.529 | Acc: 81.573% (7831/9600) 75/391 [============>....................................................] Step: 371ms | Tot: 27s849ms | Loss: 0.529 | Acc: 81.579% (7936/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 28s220ms | Loss: 0.528 | Acc: 81.615% (8044/9856) 77/391 [============>....................................................] Step: 370ms | Tot: 28s591ms | Loss: 0.529 | Acc: 81.571% (8144/9984) 78/391 [============>....................................................] Step: 372ms | Tot: 28s963ms | Loss: 0.529 | Acc: 81.576% (8249/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 29s331ms | Loss: 0.529 | Acc: 81.582% (8354/10240) 80/391 [=============>...................................................] Step: 378ms | Tot: 29s709ms | Loss: 0.528 | Acc: 81.636% (8464/10368) 81/391 [=============>...................................................] Step: 381ms | Tot: 30s91ms | Loss: 0.529 | Acc: 81.593% (8564/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s457ms | Loss: 0.528 | Acc: 81.636% (8673/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 30s818ms | Loss: 0.529 | Acc: 81.594% (8773/10752) 84/391 [=============>...................................................] Step: 373ms | Tot: 31s191ms | Loss: 0.528 | Acc: 81.636% (8882/10880) 85/391 [==============>..................................................] Step: 372ms | Tot: 31s563ms | Loss: 0.529 | Acc: 81.595% (8982/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s936ms | Loss: 0.528 | Acc: 81.645% (9092/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 32s302ms | Loss: 0.528 | Acc: 81.641% (9196/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s667ms | Loss: 0.528 | Acc: 81.584% (9294/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 33s34ms | Loss: 0.529 | Acc: 81.562% (9396/11520) 90/391 [==============>..................................................] Step: 380ms | Tot: 33s415ms | Loss: 0.528 | Acc: 81.585% (9503/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s776ms | Loss: 0.529 | Acc: 81.564% (9605/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 34s139ms | Loss: 0.527 | Acc: 81.636% (9718/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 34s507ms | Loss: 0.528 | Acc: 81.624% (9821/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s871ms | Loss: 0.529 | Acc: 81.628% (9926/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 35s233ms | Loss: 0.529 | Acc: 81.665% (10035/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s599ms | Loss: 0.528 | Acc: 81.733% (10148/12416) 97/391 [================>................................................] Step: 367ms | Tot: 35s966ms | Loss: 0.529 | Acc: 81.680% (10246/12544) 98/391 [================>................................................] Step: 369ms | Tot: 36s335ms | Loss: 0.528 | Acc: 81.652% (10347/12672) 99/391 [================>................................................] Step: 370ms | Tot: 36s706ms | Loss: 0.529 | Acc: 81.617% (10447/12800) 100/391 [================>................................................] Step: 365ms | Tot: 37s71ms | Loss: 0.529 | Acc: 81.590% (10548/12928) 101/391 [================>................................................] Step: 360ms | Tot: 37s432ms | Loss: 0.529 | Acc: 81.587% (10652/13056) 102/391 [================>................................................] Step: 365ms | Tot: 37s798ms | Loss: 0.528 | Acc: 81.599% (10758/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 38s163ms | Loss: 0.528 | Acc: 81.633% (10867/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 38s531ms | Loss: 0.528 | Acc: 81.622% (10970/13440) 105/391 [=================>...............................................] Step: 374ms | Tot: 38s905ms | Loss: 0.528 | Acc: 81.633% (11076/13568) 106/391 [=================>...............................................] Step: 361ms | Tot: 39s267ms | Loss: 0.528 | Acc: 81.637% (11181/13696) 107/391 [=================>...............................................] Step: 388ms | Tot: 39s655ms | Loss: 0.528 | Acc: 81.619% (11283/13824) 108/391 [=================>...............................................] Step: 404ms | Tot: 40s60ms | Loss: 0.527 | Acc: 81.630% (11389/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 40s424ms | Loss: 0.528 | Acc: 81.626% (11493/14080) 110/391 [==================>..............................................] Step: 359ms | Tot: 40s784ms | Loss: 0.530 | Acc: 81.588% (11592/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 41s157ms | Loss: 0.530 | Acc: 81.592% (11697/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 41s523ms | Loss: 0.530 | Acc: 81.603% (11803/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s884ms | Loss: 0.530 | Acc: 81.620% (11910/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 42s250ms | Loss: 0.529 | Acc: 81.617% (12014/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s614ms | Loss: 0.530 | Acc: 81.587% (12114/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s981ms | Loss: 0.530 | Acc: 81.591% (12219/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 43s349ms | Loss: 0.530 | Acc: 81.574% (12321/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 43s708ms | Loss: 0.530 | Acc: 81.605% (12430/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 44s68ms | Loss: 0.530 | Acc: 81.608% (12535/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 44s434ms | Loss: 0.529 | Acc: 81.605% (12639/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 44s792ms | Loss: 0.530 | Acc: 81.545% (12734/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 45s152ms | Loss: 0.530 | Acc: 81.561% (12841/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 45s520ms | Loss: 0.529 | Acc: 81.597% (12951/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s882ms | Loss: 0.529 | Acc: 81.619% (13059/16000) 125/391 [====================>............................................] Step: 371ms | Tot: 46s253ms | Loss: 0.529 | Acc: 81.647% (13168/16128) 126/391 [====================>............................................] Step: 371ms | Tot: 46s625ms | Loss: 0.528 | Acc: 81.638% (13271/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s989ms | Loss: 0.528 | Acc: 81.659% (13379/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 47s354ms | Loss: 0.528 | Acc: 81.632% (13479/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s722ms | Loss: 0.528 | Acc: 81.635% (13584/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 48s89ms | Loss: 0.529 | Acc: 81.632% (13688/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 48s451ms | Loss: 0.529 | Acc: 81.611% (13789/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s815ms | Loss: 0.528 | Acc: 81.632% (13897/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 49s175ms | Loss: 0.528 | Acc: 81.635% (14002/17152) 134/391 [======================>..........................................] Step: 371ms | Tot: 49s546ms | Loss: 0.528 | Acc: 81.609% (14102/17280) 135/391 [======================>..........................................] Step: 379ms | Tot: 49s926ms | Loss: 0.529 | Acc: 81.589% (14203/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 50s287ms | Loss: 0.530 | Acc: 81.575% (14305/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 50s653ms | Loss: 0.529 | Acc: 81.573% (14409/17664) 138/391 [======================>..........................................] Step: 372ms | Tot: 51s25ms | Loss: 0.530 | Acc: 81.554% (14510/17792) 139/391 [=======================>.........................................] Step: 373ms | Tot: 51s398ms | Loss: 0.530 | Acc: 81.557% (14615/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s758ms | Loss: 0.531 | Acc: 81.538% (14716/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 52s126ms | Loss: 0.532 | Acc: 81.503% (14814/18176) 142/391 [=======================>.........................................] Step: 371ms | Tot: 52s497ms | Loss: 0.532 | Acc: 81.534% (14924/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s864ms | Loss: 0.532 | Acc: 81.527% (15027/18432) 144/391 [=======================>.........................................] Step: 376ms | Tot: 53s241ms | Loss: 0.532 | Acc: 81.498% (15126/18560) 145/391 [========================>........................................] Step: 367ms | Tot: 53s608ms | Loss: 0.532 | Acc: 81.501% (15231/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s971ms | Loss: 0.532 | Acc: 81.500% (15335/18816) 147/391 [========================>........................................] Step: 373ms | Tot: 54s344ms | Loss: 0.533 | Acc: 81.472% (15434/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 54s711ms | Loss: 0.534 | Acc: 81.449% (15534/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 55s79ms | Loss: 0.534 | Acc: 81.474% (15643/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 55s446ms | Loss: 0.533 | Acc: 81.472% (15747/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 55s808ms | Loss: 0.534 | Acc: 81.481% (15853/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 56s177ms | Loss: 0.534 | Acc: 81.434% (15948/19584) 153/391 [=========================>.......................................] Step: 373ms | Tot: 56s551ms | Loss: 0.534 | Acc: 81.458% (16057/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 56s919ms | Loss: 0.535 | Acc: 81.426% (16155/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 57s281ms | Loss: 0.536 | Acc: 81.405% (16255/19968) 156/391 [=========================>.......................................] Step: 370ms | Tot: 57s652ms | Loss: 0.535 | Acc: 81.419% (16362/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 58s14ms | Loss: 0.535 | Acc: 81.463% (16475/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 58s374ms | Loss: 0.535 | Acc: 81.471% (16581/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 58s739ms | Loss: 0.535 | Acc: 81.465% (16684/20480) 160/391 [==========================>......................................] Step: 367ms | Tot: 59s107ms | Loss: 0.536 | Acc: 81.425% (16780/20608) 161/391 [==========================>......................................] Step: 373ms | Tot: 59s480ms | Loss: 0.536 | Acc: 81.443% (16888/20736) 162/391 [==========================>......................................] Step: 370ms | Tot: 59s850ms | Loss: 0.537 | Acc: 81.408% (16985/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 1m215ms | Loss: 0.537 | Acc: 81.412% (17090/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 1m583ms | Loss: 0.536 | Acc: 81.439% (17200/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 1m954ms | Loss: 0.535 | Acc: 81.471% (17311/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.535 | Acc: 81.489% (17419/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.536 | Acc: 81.459% (17517/21504) 168/391 [===========================>.....................................] Step: 369ms | Tot: 1m2s | Loss: 0.535 | Acc: 81.477% (17625/21632) 169/391 [============================>....................................] Step: 376ms | Tot: 1m2s | Loss: 0.534 | Acc: 81.517% (17738/21760) 170/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.535 | Acc: 81.492% (17837/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.534 | Acc: 81.495% (17942/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.534 | Acc: 81.525% (18053/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.534 | Acc: 81.506% (18153/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m4s | Loss: 0.534 | Acc: 81.496% (18255/22400) 175/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.535 | Acc: 81.485% (18357/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.535 | Acc: 81.453% (18454/22656) 177/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.535 | Acc: 81.456% (18559/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.535 | Acc: 81.442% (18660/22912) 179/391 [=============================>...................................] Step: 376ms | Tot: 1m6s | Loss: 0.537 | Acc: 81.419% (18759/23040) 180/391 [=============================>...................................] Step: 382ms | Tot: 1m6s | Loss: 0.536 | Acc: 81.444% (18869/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.537 | Acc: 81.430% (18970/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.536 | Acc: 81.463% (19082/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.536 | Acc: 81.467% (19187/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.535 | Acc: 81.478% (19294/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m8s | Loss: 0.535 | Acc: 81.502% (19404/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.535 | Acc: 81.492% (19506/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.535 | Acc: 81.499% (19612/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.535 | Acc: 81.510% (19719/24192) 189/391 [===============================>.................................] Step: 419ms | Tot: 1m9s | Loss: 0.534 | Acc: 81.534% (19829/24320) 190/391 [===============================>.................................] Step: 389ms | Tot: 1m10s | Loss: 0.534 | Acc: 81.504% (19926/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.535 | Acc: 81.486% (20026/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.534 | Acc: 81.497% (20133/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.535 | Acc: 81.508% (20240/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.535 | Acc: 81.506% (20344/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m12s | Loss: 0.535 | Acc: 81.501% (20447/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.535 | Acc: 81.484% (20547/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.535 | Acc: 81.487% (20652/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m13s | Loss: 0.534 | Acc: 81.509% (20762/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.536 | Acc: 81.469% (20856/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.536 | Acc: 81.475% (20962/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.535 | Acc: 81.490% (21070/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.535 | Acc: 81.481% (21172/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.535 | Acc: 81.503% (21282/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m15s | Loss: 0.535 | Acc: 81.521% (21391/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.534 | Acc: 81.546% (21502/26368) 206/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.534 | Acc: 81.548% (21607/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.533 | Acc: 81.558% (21714/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.533 | Acc: 81.534% (21812/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.533 | Acc: 81.518% (21912/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m17s | Loss: 0.533 | Acc: 81.520% (22017/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.533 | Acc: 81.545% (22128/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.533 | Acc: 81.532% (22229/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.533 | Acc: 81.524% (22331/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.534 | Acc: 81.533% (22438/27520) 215/391 [===================================>.............................] Step: 372ms | Tot: 1m19s | Loss: 0.534 | Acc: 81.518% (22538/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m19s | Loss: 0.534 | Acc: 81.534% (22647/27776) 217/391 [====================================>............................] Step: 386ms | Tot: 1m20s | Loss: 0.534 | Acc: 81.533% (22751/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.535 | Acc: 81.525% (22853/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.535 | Acc: 81.523% (22957/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.535 | Acc: 81.529% (23063/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.535 | Acc: 81.532% (23168/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.535 | Acc: 81.527% (23271/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.535 | Acc: 81.536% (23378/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.536 | Acc: 81.528% (23480/28800) 225/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.535 | Acc: 81.540% (23588/28928) 226/391 [=====================================>...........................] Step: 372ms | Tot: 1m23s | Loss: 0.535 | Acc: 81.560% (23698/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.535 | Acc: 81.582% (23809/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m24s | Loss: 0.535 | Acc: 81.591% (23916/29312) 229/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.535 | Acc: 81.566% (24013/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.535 | Acc: 81.565% (24117/29568) 231/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.535 | Acc: 81.567% (24222/29696) 232/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.535 | Acc: 81.582% (24331/29824) 233/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.535 | Acc: 81.587% (24437/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m26s | Loss: 0.535 | Acc: 81.582% (24540/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.534 | Acc: 81.608% (24652/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.534 | Acc: 81.613% (24758/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.534 | Acc: 81.595% (24857/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.534 | Acc: 81.606% (24965/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m28s | Loss: 0.534 | Acc: 81.618% (25073/30720) 240/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.534 | Acc: 81.626% (25180/30848) 241/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.533 | Acc: 81.647% (25291/30976) 242/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.533 | Acc: 81.652% (25397/31104) 243/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.533 | Acc: 81.660% (25504/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.532 | Acc: 81.680% (25615/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m30s | Loss: 0.533 | Acc: 81.672% (25717/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m30s | Loss: 0.532 | Acc: 81.696% (25829/31616) 247/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.532 | Acc: 81.691% (25932/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.532 | Acc: 81.683% (26034/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.532 | Acc: 81.694% (26142/32000) 250/391 [=========================================>.......................] Step: 376ms | Tot: 1m32s | Loss: 0.532 | Acc: 81.701% (26249/32128) 251/391 [=========================================>.......................] Step: 378ms | Tot: 1m32s | Loss: 0.532 | Acc: 81.678% (26346/32256) 252/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.533 | Acc: 81.670% (26448/32384) 253/391 [==========================================>......................] Step: 378ms | Tot: 1m33s | Loss: 0.532 | Acc: 81.681% (26556/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.533 | Acc: 81.664% (26655/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.533 | Acc: 81.647% (26754/32768) 256/391 [==========================================>......................] Step: 381ms | Tot: 1m34s | Loss: 0.533 | Acc: 81.645% (26858/32896) 257/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.533 | Acc: 81.647% (26963/33024) 258/391 [==========================================>......................] Step: 370ms | Tot: 1m35s | Loss: 0.534 | Acc: 81.642% (27066/33152) 259/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.533 | Acc: 81.650% (27173/33280) 260/391 [===========================================>.....................] Step: 377ms | Tot: 1m35s | Loss: 0.533 | Acc: 81.678% (27287/33408) 261/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.534 | Acc: 81.659% (27385/33536) 262/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.534 | Acc: 81.642% (27484/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m37s | Loss: 0.534 | Acc: 81.652% (27592/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m37s | Loss: 0.534 | Acc: 81.630% (27689/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.534 | Acc: 81.623% (27791/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.534 | Acc: 81.627% (27897/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.534 | Acc: 81.635% (28004/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.534 | Acc: 81.625% (28105/34432) 269/391 [============================================>....................] Step: 375ms | Tot: 1m39s | Loss: 0.534 | Acc: 81.623% (28209/34560) 270/391 [============================================>....................] Step: 405ms | Tot: 1m39s | Loss: 0.535 | Acc: 81.622% (28313/34688) 271/391 [=============================================>...................] Step: 381ms | Tot: 1m40s | Loss: 0.535 | Acc: 81.598% (28409/34816) 272/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.535 | Acc: 81.608% (28517/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.536 | Acc: 81.581% (28612/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.536 | Acc: 81.557% (28708/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.536 | Acc: 81.561% (28814/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.536 | Acc: 81.552% (28915/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.537 | Acc: 81.528% (29011/35584) 278/391 [==============================================>..................] Step: 377ms | Tot: 1m42s | Loss: 0.536 | Acc: 81.538% (29119/35712) 279/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.536 | Acc: 81.565% (29233/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.536 | Acc: 81.547% (29331/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.537 | Acc: 81.527% (29428/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m44s | Loss: 0.537 | Acc: 81.526% (29532/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.537 | Acc: 81.522% (29635/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.537 | Acc: 81.521% (29739/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.536 | Acc: 81.537% (29849/36608) 286/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.537 | Acc: 81.533% (29952/36736) 287/391 [===============================================>.................] Step: 385ms | Tot: 1m45s | Loss: 0.536 | Acc: 81.548% (30062/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m46s | Loss: 0.537 | Acc: 81.531% (30160/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.537 | Acc: 81.546% (30270/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.537 | Acc: 81.540% (30372/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.537 | Acc: 81.550% (30480/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m47s | Loss: 0.537 | Acc: 81.549% (30584/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m48s | Loss: 0.537 | Acc: 81.550% (30689/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.537 | Acc: 81.557% (30796/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.537 | Acc: 81.572% (30906/37888) 296/391 [=================================================>...............] Step: 378ms | Tot: 1m49s | Loss: 0.536 | Acc: 81.584% (31015/38016) 297/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.536 | Acc: 81.593% (31123/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.536 | Acc: 81.603% (31231/38272) 299/391 [=================================================>...............] Step: 373ms | Tot: 1m50s | Loss: 0.536 | Acc: 81.602% (31335/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m50s | Loss: 0.536 | Acc: 81.613% (31444/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.535 | Acc: 81.623% (31552/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.535 | Acc: 81.616% (31654/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.535 | Acc: 81.617% (31759/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m52s | Loss: 0.535 | Acc: 81.627% (31867/39040) 305/391 [==================================================>..............] Step: 375ms | Tot: 1m52s | Loss: 0.535 | Acc: 81.636% (31975/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.535 | Acc: 81.627% (32076/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.535 | Acc: 81.630% (32182/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.535 | Acc: 81.634% (32288/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.535 | Acc: 81.620% (32387/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m54s | Loss: 0.536 | Acc: 81.609% (32487/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.535 | Acc: 81.621% (32596/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m55s | Loss: 0.535 | Acc: 81.632% (32705/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.535 | Acc: 81.631% (32809/40192) 314/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.535 | Acc: 81.620% (32909/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.535 | Acc: 81.628% (33017/40448) 316/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.534 | Acc: 81.654% (33132/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.534 | Acc: 81.675% (33245/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m57s | Loss: 0.534 | Acc: 81.669% (33347/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.534 | Acc: 81.670% (33452/40960) 320/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.534 | Acc: 81.673% (33558/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.534 | Acc: 81.672% (33662/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.534 | Acc: 81.678% (33769/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m59s | Loss: 0.534 | Acc: 81.674% (33872/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m59s | Loss: 0.533 | Acc: 81.673% (33976/41600) 325/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.534 | Acc: 81.669% (34079/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 2m239ms | Loss: 0.534 | Acc: 81.673% (34185/41856) 327/391 [======================================================>..........] Step: 370ms | Tot: 2m610ms | Loss: 0.534 | Acc: 81.648% (34279/41984) 328/391 [======================================================>..........] Step: 368ms | Tot: 2m978ms | Loss: 0.534 | Acc: 81.632% (34377/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 2m1s | Loss: 0.534 | Acc: 81.645% (34487/42240) 330/391 [======================================================>..........] Step: 370ms | Tot: 2m1s | Loss: 0.534 | Acc: 81.630% (34585/42368) 331/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.634% (34691/42496) 332/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.623% (34791/42624) 333/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.615% (34892/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m3s | Loss: 0.535 | Acc: 81.614% (34996/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.535 | Acc: 81.608% (35098/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.535 | Acc: 81.612% (35204/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.535 | Acc: 81.613% (35309/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.535 | Acc: 81.616% (35415/43392) 339/391 [========================================================>........] Step: 374ms | Tot: 2m5s | Loss: 0.535 | Acc: 81.592% (35509/43520) 340/391 [========================================================>........] Step: 377ms | Tot: 2m5s | Loss: 0.536 | Acc: 81.584% (35610/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m5s | Loss: 0.536 | Acc: 81.577% (35711/43776) 342/391 [========================================================>........] Step: 373ms | Tot: 2m6s | Loss: 0.536 | Acc: 81.573% (35814/43904) 343/391 [=========================================================>.......] Step: 371ms | Tot: 2m6s | Loss: 0.536 | Acc: 81.568% (35916/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.536 | Acc: 81.574% (36023/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.536 | Acc: 81.575% (36128/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.536 | Acc: 81.567% (36229/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.536 | Acc: 81.580% (36339/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m8s | Loss: 0.535 | Acc: 81.588% (36447/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.535 | Acc: 81.580% (36548/44800) 350/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.536 | Acc: 81.573% (36649/44928) 351/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.536 | Acc: 81.572% (36753/45056) 352/391 [==========================================================>......] Step: 417ms | Tot: 2m9s | Loss: 0.536 | Acc: 81.562% (36853/45184) 353/391 [==========================================================>......] Step: 376ms | Tot: 2m10s | Loss: 0.536 | Acc: 81.566% (36959/45312) 354/391 [==========================================================>......] Step: 370ms | Tot: 2m10s | Loss: 0.536 | Acc: 81.567% (37064/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.535 | Acc: 81.568% (37169/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.536 | Acc: 81.552% (37266/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.535 | Acc: 81.562% (37375/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m12s | Loss: 0.535 | Acc: 81.559% (37478/45952) 359/391 [===========================================================>.....] Step: 372ms | Tot: 2m12s | Loss: 0.535 | Acc: 81.565% (37585/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m12s | Loss: 0.536 | Acc: 81.562% (37688/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.536 | Acc: 81.565% (37794/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.536 | Acc: 81.549% (37891/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.536 | Acc: 81.563% (38002/46592) 364/391 [============================================================>....] Step: 369ms | Tot: 2m14s | Loss: 0.536 | Acc: 81.552% (38101/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m14s | Loss: 0.536 | Acc: 81.553% (38206/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m14s | Loss: 0.536 | Acc: 81.552% (38310/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.536 | Acc: 81.547% (38412/47104) 368/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.536 | Acc: 81.546% (38516/47232) 369/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.536 | Acc: 81.531% (38613/47360) 370/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.536 | Acc: 81.530% (38717/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.536 | Acc: 81.529% (38821/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m17s | Loss: 0.536 | Acc: 81.529% (38925/47744) 373/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.536 | Acc: 81.526% (39028/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.536 | Acc: 81.513% (39126/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.536 | Acc: 81.508% (39228/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.537 | Acc: 81.505% (39331/48256) 377/391 [==============================================================>..] Step: 371ms | Tot: 2m19s | Loss: 0.536 | Acc: 81.512% (39439/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m19s | Loss: 0.536 | Acc: 81.528% (39551/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.536 | Acc: 81.534% (39658/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.536 | Acc: 81.531% (39761/48768) 381/391 [===============================================================>.] Step: 372ms | Tot: 2m20s | Loss: 0.536 | Acc: 81.516% (39858/48896) 382/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.537 | Acc: 81.509% (39959/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m21s | Loss: 0.536 | Acc: 81.517% (40067/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m21s | Loss: 0.536 | Acc: 81.528% (40177/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.537 | Acc: 81.525% (40280/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m22s | Loss: 0.537 | Acc: 81.521% (40382/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m22s | Loss: 0.537 | Acc: 81.530% (40491/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m23s | Loss: 0.537 | Acc: 81.527% (40594/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m23s | Loss: 0.537 | Acc: 81.530% (40700/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m23s | Loss: 0.537 | Acc: 81.534% (40767/50000) 391/391 + [>................................................................] Step: 478ms | Tot: 2ms | Loss: 0.533 | Acc: 76.000% (76/100) 1/100 [>................................................................] Step: 302ms | Tot: 304ms | Loss: 0.540 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 598ms | Loss: 0.540 | Acc: 82.000% (246/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 890ms | Loss: 0.549 | Acc: 81.500% (326/400) 4/100 [==>..............................................................] Step: 315ms | Tot: 1s206ms | Loss: 0.545 | Acc: 80.600% (403/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s500ms | Loss: 0.526 | Acc: 81.167% (487/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s795ms | Loss: 0.531 | Acc: 81.429% (570/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s94ms | Loss: 0.552 | Acc: 80.750% (646/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s402ms | Loss: 0.577 | Acc: 80.000% (720/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s705ms | Loss: 0.572 | Acc: 80.300% (803/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 3s5ms | Loss: 0.564 | Acc: 80.364% (884/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s311ms | Loss: 0.568 | Acc: 80.500% (966/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s622ms | Loss: 0.564 | Acc: 80.769% (1050/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s929ms | Loss: 0.567 | Acc: 80.714% (1130/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s242ms | Loss: 0.569 | Acc: 80.733% (1211/1500) 15/100 [=========>.......................................................] Step: 296ms | Tot: 4s539ms | Loss: 0.577 | Acc: 80.688% (1291/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s845ms | Loss: 0.573 | Acc: 80.824% (1374/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s154ms | Loss: 0.576 | Acc: 80.722% (1453/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s459ms | Loss: 0.579 | Acc: 80.789% (1535/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s764ms | Loss: 0.583 | Acc: 80.700% (1614/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s72ms | Loss: 0.581 | Acc: 80.667% (1694/2100) 21/100 [=============>...................................................] Step: 317ms | Tot: 6s389ms | Loss: 0.580 | Acc: 80.500% (1771/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s702ms | Loss: 0.581 | Acc: 80.522% (1852/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 7s15ms | Loss: 0.581 | Acc: 80.542% (1933/2400) 24/100 [===============>.................................................] Step: 312ms | Tot: 7s328ms | Loss: 0.584 | Acc: 80.560% (2014/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s634ms | Loss: 0.592 | Acc: 80.346% (2089/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s939ms | Loss: 0.588 | Acc: 80.407% (2171/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s248ms | Loss: 0.586 | Acc: 80.571% (2256/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s552ms | Loss: 0.586 | Acc: 80.655% (2339/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s859ms | Loss: 0.584 | Acc: 80.767% (2423/3000) 30/100 [===================>.............................................] Step: 318ms | Tot: 9s178ms | Loss: 0.589 | Acc: 80.613% (2499/3100) 31/100 [====================>............................................] Step: 320ms | Tot: 9s499ms | Loss: 0.585 | Acc: 80.688% (2582/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s806ms | Loss: 0.585 | Acc: 80.727% (2664/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s113ms | Loss: 0.584 | Acc: 80.676% (2743/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s425ms | Loss: 0.587 | Acc: 80.571% (2820/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s734ms | Loss: 0.588 | Acc: 80.556% (2900/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s43ms | Loss: 0.591 | Acc: 80.486% (2978/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s359ms | Loss: 0.591 | Acc: 80.474% (3058/3800) 38/100 [========================>........................................] Step: 321ms | Tot: 11s680ms | Loss: 0.588 | Acc: 80.538% (3141/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 11s995ms | Loss: 0.588 | Acc: 80.475% (3219/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s308ms | Loss: 0.587 | Acc: 80.488% (3300/4100) 41/100 [==========================>......................................] Step: 321ms | Tot: 12s630ms | Loss: 0.585 | Acc: 80.619% (3386/4200) 42/100 [===========================>.....................................] Step: 315ms | Tot: 12s945ms | Loss: 0.581 | Acc: 80.791% (3474/4300) 43/100 [===========================>.....................................] Step: 317ms | Tot: 13s263ms | Loss: 0.581 | Acc: 80.864% (3558/4400) 44/100 [============================>....................................] Step: 314ms | Tot: 13s577ms | Loss: 0.578 | Acc: 80.956% (3643/4500) 45/100 [=============================>...................................] Step: 315ms | Tot: 13s893ms | Loss: 0.578 | Acc: 81.022% (3727/4600) 46/100 [=============================>...................................] Step: 317ms | Tot: 14s211ms | Loss: 0.577 | Acc: 81.021% (3808/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s521ms | Loss: 0.578 | Acc: 80.958% (3886/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s832ms | Loss: 0.575 | Acc: 81.061% (3972/4900) 49/100 [===============================>.................................] Step: 320ms | Tot: 15s152ms | Loss: 0.580 | Acc: 80.960% (4048/5000) 50/100 [================================>................................] Step: 362ms | Tot: 15s515ms | Loss: 0.579 | Acc: 80.902% (4126/5100) 51/100 [=================================>...............................] Step: 354ms | Tot: 15s870ms | Loss: 0.582 | Acc: 80.827% (4203/5200) 52/100 [=================================>...............................] Step: 320ms | Tot: 16s190ms | Loss: 0.581 | Acc: 80.774% (4281/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s501ms | Loss: 0.582 | Acc: 80.648% (4355/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s811ms | Loss: 0.583 | Acc: 80.527% (4429/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 17s115ms | Loss: 0.584 | Acc: 80.482% (4507/5600) 56/100 [====================================>............................] Step: 320ms | Tot: 17s436ms | Loss: 0.586 | Acc: 80.439% (4585/5700) 57/100 [=====================================>...........................] Step: 310ms | Tot: 17s746ms | Loss: 0.585 | Acc: 80.466% (4667/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 18s58ms | Loss: 0.587 | Acc: 80.271% (4736/5900) 59/100 [======================================>..........................] Step: 318ms | Tot: 18s376ms | Loss: 0.587 | Acc: 80.267% (4816/6000) 60/100 [=======================================>.........................] Step: 317ms | Tot: 18s694ms | Loss: 0.587 | Acc: 80.262% (4896/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s998ms | Loss: 0.587 | Acc: 80.258% (4976/6200) 62/100 [========================================>........................] Step: 312ms | Tot: 19s310ms | Loss: 0.584 | Acc: 80.381% (5064/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s620ms | Loss: 0.583 | Acc: 80.469% (5150/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 19s927ms | Loss: 0.583 | Acc: 80.462% (5230/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 20s237ms | Loss: 0.583 | Acc: 80.500% (5313/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s542ms | Loss: 0.581 | Acc: 80.567% (5398/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s853ms | Loss: 0.581 | Acc: 80.529% (5476/6800) 68/100 [============================================>....................] Step: 318ms | Tot: 21s172ms | Loss: 0.580 | Acc: 80.594% (5561/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s479ms | Loss: 0.580 | Acc: 80.571% (5640/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s786ms | Loss: 0.582 | Acc: 80.493% (5715/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 22s95ms | Loss: 0.582 | Acc: 80.500% (5796/7200) 72/100 [==============================================>..................] Step: 310ms | Tot: 22s406ms | Loss: 0.580 | Acc: 80.562% (5881/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s709ms | Loss: 0.579 | Acc: 80.608% (5965/7400) 74/100 [================================================>................] Step: 312ms | Tot: 23s22ms | Loss: 0.581 | Acc: 80.493% (6037/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s330ms | Loss: 0.580 | Acc: 80.513% (6119/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s637ms | Loss: 0.582 | Acc: 80.468% (6196/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s942ms | Loss: 0.582 | Acc: 80.423% (6273/7800) 78/100 [==================================================>..............] Step: 319ms | Tot: 24s262ms | Loss: 0.582 | Acc: 80.405% (6352/7900) 79/100 [===================================================>.............] Step: 316ms | Tot: 24s579ms | Loss: 0.582 | Acc: 80.388% (6431/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s886ms | Loss: 0.582 | Acc: 80.395% (6512/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 25s196ms | Loss: 0.580 | Acc: 80.415% (6594/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s503ms | Loss: 0.579 | Acc: 80.470% (6679/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s814ms | Loss: 0.579 | Acc: 80.464% (6759/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 26s122ms | Loss: 0.580 | Acc: 80.400% (6834/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s431ms | Loss: 0.580 | Acc: 80.337% (6909/8600) 86/100 [=======================================================>.........] Step: 326ms | Tot: 26s757ms | Loss: 0.581 | Acc: 80.322% (6988/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 27s67ms | Loss: 0.582 | Acc: 80.273% (7064/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s375ms | Loss: 0.583 | Acc: 80.281% (7145/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s687ms | Loss: 0.583 | Acc: 80.267% (7224/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s995ms | Loss: 0.583 | Acc: 80.297% (7307/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s305ms | Loss: 0.580 | Acc: 80.380% (7395/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s615ms | Loss: 0.580 | Acc: 80.376% (7475/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s925ms | Loss: 0.580 | Acc: 80.330% (7551/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s234ms | Loss: 0.581 | Acc: 80.284% (7627/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s541ms | Loss: 0.581 | Acc: 80.302% (7709/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s854ms | Loss: 0.579 | Acc: 80.361% (7795/9700) 97/100 [===============================================================>.] Step: 312ms | Tot: 30s167ms | Loss: 0.580 | Acc: 80.306% (7870/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s473ms | Loss: 0.581 | Acc: 80.273% (7947/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s781ms | Loss: 0.581 | Acc: 80.270% (8027/10000) 100/100 +Saving.. + +Epoch: 16 + [>................................................................] Step: 733ms | Tot: 2ms | Loss: 0.509 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.566 | Acc: 80.078% (205/256) 2/391 [>................................................................] Step: 375ms | Tot: 758ms | Loss: 0.540 | Acc: 80.469% (309/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s128ms | Loss: 0.537 | Acc: 80.273% (411/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s493ms | Loss: 0.524 | Acc: 80.625% (516/640) 5/391 [>................................................................] Step: 378ms | Tot: 1s871ms | Loss: 0.528 | Acc: 80.208% (616/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s238ms | Loss: 0.532 | Acc: 80.022% (717/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s603ms | Loss: 0.541 | Acc: 80.078% (820/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s966ms | Loss: 0.554 | Acc: 79.774% (919/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s328ms | Loss: 0.542 | Acc: 80.703% (1033/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s696ms | Loss: 0.537 | Acc: 80.824% (1138/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s57ms | Loss: 0.529 | Acc: 81.055% (1245/1536) 12/391 [=>...............................................................] Step: 365ms | Tot: 4s422ms | Loss: 0.527 | Acc: 81.190% (1351/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s789ms | Loss: 0.519 | Acc: 81.641% (1463/1792) 14/391 [==>..............................................................] Step: 371ms | Tot: 5s160ms | Loss: 0.520 | Acc: 81.719% (1569/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s530ms | Loss: 0.521 | Acc: 81.787% (1675/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s898ms | Loss: 0.525 | Acc: 81.710% (1778/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s261ms | Loss: 0.521 | Acc: 81.858% (1886/2304) 18/391 [==>..............................................................] Step: 372ms | Tot: 6s634ms | Loss: 0.519 | Acc: 81.949% (1993/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s994ms | Loss: 0.521 | Acc: 81.797% (2094/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s357ms | Loss: 0.523 | Acc: 81.808% (2199/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s718ms | Loss: 0.527 | Acc: 81.641% (2299/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s79ms | Loss: 0.525 | Acc: 81.488% (2399/2944) 23/391 [===>.............................................................] Step: 376ms | Tot: 8s456ms | Loss: 0.531 | Acc: 81.250% (2496/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 8s824ms | Loss: 0.530 | Acc: 81.188% (2598/3200) 25/391 [====>............................................................] Step: 368ms | Tot: 9s192ms | Loss: 0.526 | Acc: 81.280% (2705/3328) 26/391 [====>............................................................] Step: 356ms | Tot: 9s549ms | Loss: 0.523 | Acc: 81.424% (2814/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s911ms | Loss: 0.523 | Acc: 81.278% (2913/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s278ms | Loss: 0.531 | Acc: 81.088% (3010/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s638ms | Loss: 0.531 | Acc: 81.172% (3117/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 11s | Loss: 0.532 | Acc: 81.300% (3226/3968) 31/391 [=====>...........................................................] Step: 371ms | Tot: 11s371ms | Loss: 0.532 | Acc: 81.396% (3334/4096) 32/391 [=====>...........................................................] Step: 371ms | Tot: 11s742ms | Loss: 0.533 | Acc: 81.439% (3440/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s106ms | Loss: 0.535 | Acc: 81.296% (3538/4352) 34/391 [=====>...........................................................] Step: 372ms | Tot: 12s479ms | Loss: 0.534 | Acc: 81.339% (3644/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 12s853ms | Loss: 0.533 | Acc: 81.445% (3753/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s221ms | Loss: 0.533 | Acc: 81.546% (3862/4736) 37/391 [======>..........................................................] Step: 377ms | Tot: 13s599ms | Loss: 0.534 | Acc: 81.435% (3961/4864) 38/391 [======>..........................................................] Step: 396ms | Tot: 13s995ms | Loss: 0.531 | Acc: 81.470% (4067/4992) 39/391 [======>..........................................................] Step: 403ms | Tot: 14s399ms | Loss: 0.534 | Acc: 81.445% (4170/5120) 40/391 [======>..........................................................] Step: 375ms | Tot: 14s774ms | Loss: 0.532 | Acc: 81.517% (4278/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 15s150ms | Loss: 0.528 | Acc: 81.585% (4386/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s518ms | Loss: 0.530 | Acc: 81.541% (4488/5504) 43/391 [=======>.........................................................] Step: 382ms | Tot: 15s901ms | Loss: 0.531 | Acc: 81.445% (4587/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s270ms | Loss: 0.528 | Acc: 81.580% (4699/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s638ms | Loss: 0.533 | Acc: 81.471% (4797/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 17s1ms | Loss: 0.534 | Acc: 81.366% (4895/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s365ms | Loss: 0.533 | Acc: 81.429% (5003/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s734ms | Loss: 0.531 | Acc: 81.457% (5109/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 18s95ms | Loss: 0.529 | Acc: 81.578% (5221/6400) 50/391 [========>........................................................] Step: 375ms | Tot: 18s471ms | Loss: 0.529 | Acc: 81.526% (5322/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s840ms | Loss: 0.529 | Acc: 81.520% (5426/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s204ms | Loss: 0.531 | Acc: 81.530% (5531/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s565ms | Loss: 0.531 | Acc: 81.539% (5636/6912) 54/391 [========>........................................................] Step: 368ms | Tot: 19s933ms | Loss: 0.531 | Acc: 81.591% (5744/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s296ms | Loss: 0.529 | Acc: 81.627% (5851/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 20s665ms | Loss: 0.529 | Acc: 81.634% (5956/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 21s25ms | Loss: 0.530 | Acc: 81.627% (6060/7424) 58/391 [=========>.......................................................] Step: 359ms | Tot: 21s384ms | Loss: 0.530 | Acc: 81.568% (6160/7552) 59/391 [=========>.......................................................] Step: 378ms | Tot: 21s763ms | Loss: 0.529 | Acc: 81.615% (6268/7680) 60/391 [=========>.......................................................] Step: 359ms | Tot: 22s123ms | Loss: 0.528 | Acc: 81.685% (6378/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s484ms | Loss: 0.529 | Acc: 81.666% (6481/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s850ms | Loss: 0.527 | Acc: 81.709% (6589/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s217ms | Loss: 0.527 | Acc: 81.763% (6698/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s578ms | Loss: 0.526 | Acc: 81.815% (6807/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s943ms | Loss: 0.526 | Acc: 81.830% (6913/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s304ms | Loss: 0.524 | Acc: 81.903% (7024/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s670ms | Loss: 0.523 | Acc: 81.882% (7127/8704) 68/391 [===========>.....................................................] Step: 373ms | Tot: 25s43ms | Loss: 0.525 | Acc: 81.827% (7227/8832) 69/391 [===========>.....................................................] Step: 370ms | Tot: 25s413ms | Loss: 0.525 | Acc: 81.853% (7334/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s783ms | Loss: 0.525 | Acc: 81.844% (7438/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 26s149ms | Loss: 0.524 | Acc: 81.825% (7541/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s511ms | Loss: 0.522 | Acc: 81.892% (7652/9344) 73/391 [============>....................................................] Step: 364ms | Tot: 26s875ms | Loss: 0.523 | Acc: 81.883% (7756/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s242ms | Loss: 0.522 | Acc: 81.865% (7859/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s604ms | Loss: 0.522 | Acc: 81.867% (7964/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s967ms | Loss: 0.520 | Acc: 81.950% (8077/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s340ms | Loss: 0.519 | Acc: 82.011% (8188/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s708ms | Loss: 0.519 | Acc: 82.061% (8298/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 29s71ms | Loss: 0.519 | Acc: 82.061% (8403/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s428ms | Loss: 0.518 | Acc: 82.051% (8507/10368) 81/391 [=============>...................................................] Step: 364ms | Tot: 29s793ms | Loss: 0.518 | Acc: 82.069% (8614/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s160ms | Loss: 0.520 | Acc: 82.012% (8713/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s519ms | Loss: 0.518 | Acc: 82.087% (8826/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 30s890ms | Loss: 0.518 | Acc: 82.114% (8934/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s250ms | Loss: 0.517 | Acc: 82.149% (9043/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s613ms | Loss: 0.516 | Acc: 82.166% (9150/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s978ms | Loss: 0.517 | Acc: 82.164% (9255/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s344ms | Loss: 0.516 | Acc: 82.172% (9361/11392) 89/391 [==============>..................................................] Step: 368ms | Tot: 32s712ms | Loss: 0.517 | Acc: 82.179% (9467/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 33s77ms | Loss: 0.517 | Acc: 82.186% (9573/11648) 91/391 [===============>.................................................] Step: 356ms | Tot: 33s434ms | Loss: 0.516 | Acc: 82.218% (9682/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s801ms | Loss: 0.515 | Acc: 82.258% (9792/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 34s166ms | Loss: 0.516 | Acc: 82.239% (9895/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 34s524ms | Loss: 0.517 | Acc: 82.220% (9998/12160) 95/391 [===============>.................................................] Step: 378ms | Tot: 34s902ms | Loss: 0.517 | Acc: 82.243% (10106/12288) 96/391 [===============>.................................................] Step: 369ms | Tot: 35s272ms | Loss: 0.516 | Acc: 82.249% (10212/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s633ms | Loss: 0.517 | Acc: 82.246% (10317/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s993ms | Loss: 0.516 | Acc: 82.229% (10420/12672) 99/391 [================>................................................] Step: 366ms | Tot: 36s360ms | Loss: 0.517 | Acc: 82.195% (10521/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s725ms | Loss: 0.517 | Acc: 82.170% (10623/12928) 101/391 [================>................................................] Step: 357ms | Tot: 37s83ms | Loss: 0.517 | Acc: 82.184% (10730/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s446ms | Loss: 0.517 | Acc: 82.175% (10834/13184) 103/391 [=================>...............................................] Step: 368ms | Tot: 37s815ms | Loss: 0.517 | Acc: 82.159% (10937/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 38s186ms | Loss: 0.517 | Acc: 82.173% (11044/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s550ms | Loss: 0.517 | Acc: 82.127% (11143/13568) 106/391 [=================>...............................................] Step: 376ms | Tot: 38s926ms | Loss: 0.516 | Acc: 82.177% (11255/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 39s291ms | Loss: 0.517 | Acc: 82.161% (11358/13824) 108/391 [=================>...............................................] Step: 363ms | Tot: 39s654ms | Loss: 0.518 | Acc: 82.146% (11461/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 40s18ms | Loss: 0.518 | Acc: 82.124% (11563/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s384ms | Loss: 0.518 | Acc: 82.116% (11667/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s751ms | Loss: 0.519 | Acc: 82.094% (11769/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 41s121ms | Loss: 0.519 | Acc: 82.100% (11875/14464) 113/391 [==================>..............................................] Step: 372ms | Tot: 41s493ms | Loss: 0.521 | Acc: 82.072% (11976/14592) 114/391 [==================>..............................................] Step: 369ms | Tot: 41s863ms | Loss: 0.520 | Acc: 82.086% (12083/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 42s231ms | Loss: 0.520 | Acc: 82.058% (12184/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s592ms | Loss: 0.521 | Acc: 82.038% (12286/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s957ms | Loss: 0.521 | Acc: 82.038% (12391/15104) 118/391 [===================>.............................................] Step: 371ms | Tot: 43s329ms | Loss: 0.520 | Acc: 82.064% (12500/15232) 119/391 [===================>.............................................] Step: 358ms | Tot: 43s688ms | Loss: 0.520 | Acc: 82.083% (12608/15360) 120/391 [===================>.............................................] Step: 412ms | Tot: 44s100ms | Loss: 0.520 | Acc: 82.064% (12710/15488) 121/391 [====================>............................................] Step: 402ms | Tot: 44s502ms | Loss: 0.520 | Acc: 82.050% (12813/15616) 122/391 [====================>............................................] Step: 376ms | Tot: 44s879ms | Loss: 0.521 | Acc: 82.050% (12918/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 45s245ms | Loss: 0.520 | Acc: 82.094% (13030/15872) 124/391 [====================>............................................] Step: 380ms | Tot: 45s626ms | Loss: 0.520 | Acc: 82.100% (13136/16000) 125/391 [====================>............................................] Step: 372ms | Tot: 45s998ms | Loss: 0.520 | Acc: 82.075% (13237/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 46s368ms | Loss: 0.520 | Acc: 82.074% (13342/16256) 127/391 [=====================>...........................................] Step: 371ms | Tot: 46s739ms | Loss: 0.520 | Acc: 82.074% (13447/16384) 128/391 [=====================>...........................................] Step: 368ms | Tot: 47s107ms | Loss: 0.521 | Acc: 82.068% (13551/16512) 129/391 [=====================>...........................................] Step: 370ms | Tot: 47s478ms | Loss: 0.521 | Acc: 82.073% (13657/16640) 130/391 [=====================>...........................................] Step: 378ms | Tot: 47s856ms | Loss: 0.521 | Acc: 82.079% (13763/16768) 131/391 [=====================>...........................................] Step: 380ms | Tot: 48s237ms | Loss: 0.522 | Acc: 82.055% (13864/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 48s608ms | Loss: 0.521 | Acc: 82.084% (13974/17024) 133/391 [======================>..........................................] Step: 369ms | Tot: 48s978ms | Loss: 0.521 | Acc: 82.084% (14079/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 49s341ms | Loss: 0.521 | Acc: 82.083% (14184/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 49s712ms | Loss: 0.522 | Acc: 82.048% (14283/17408) 136/391 [======================>..........................................] Step: 369ms | Tot: 50s81ms | Loss: 0.523 | Acc: 82.043% (14387/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 50s444ms | Loss: 0.522 | Acc: 82.054% (14494/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s811ms | Loss: 0.522 | Acc: 82.087% (14605/17792) 139/391 [=======================>.........................................] Step: 370ms | Tot: 51s182ms | Loss: 0.522 | Acc: 82.093% (14711/17920) 140/391 [=======================>.........................................] Step: 377ms | Tot: 51s560ms | Loss: 0.522 | Acc: 82.092% (14816/18048) 141/391 [=======================>.........................................] Step: 374ms | Tot: 51s934ms | Loss: 0.522 | Acc: 82.075% (14918/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 52s296ms | Loss: 0.522 | Acc: 82.048% (15018/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 52s662ms | Loss: 0.524 | Acc: 82.026% (15119/18432) 144/391 [=======================>.........................................] Step: 368ms | Tot: 53s30ms | Loss: 0.524 | Acc: 81.988% (15217/18560) 145/391 [========================>........................................] Step: 373ms | Tot: 53s404ms | Loss: 0.524 | Acc: 82.004% (15325/18688) 146/391 [========================>........................................] Step: 377ms | Tot: 53s781ms | Loss: 0.523 | Acc: 82.031% (15435/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 54s144ms | Loss: 0.523 | Acc: 82.037% (15541/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 54s510ms | Loss: 0.523 | Acc: 82.031% (15645/19072) 149/391 [========================>........................................] Step: 382ms | Tot: 54s893ms | Loss: 0.523 | Acc: 82.052% (15754/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 55s263ms | Loss: 0.523 | Acc: 82.067% (15862/19328) 151/391 [=========================>.......................................] Step: 373ms | Tot: 55s637ms | Loss: 0.523 | Acc: 82.057% (15965/19456) 152/391 [=========================>.......................................] Step: 381ms | Tot: 56s18ms | Loss: 0.522 | Acc: 82.093% (16077/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 56s384ms | Loss: 0.523 | Acc: 82.072% (16178/19712) 154/391 [=========================>.......................................] Step: 369ms | Tot: 56s753ms | Loss: 0.523 | Acc: 82.097% (16288/19840) 155/391 [=========================>.......................................] Step: 369ms | Tot: 57s123ms | Loss: 0.522 | Acc: 82.106% (16395/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 57s491ms | Loss: 0.522 | Acc: 82.096% (16498/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s857ms | Loss: 0.523 | Acc: 82.096% (16603/20224) 158/391 [==========================>......................................] Step: 375ms | Tot: 58s232ms | Loss: 0.522 | Acc: 82.125% (16714/20352) 159/391 [==========================>......................................] Step: 368ms | Tot: 58s601ms | Loss: 0.521 | Acc: 82.129% (16820/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 58s967ms | Loss: 0.521 | Acc: 82.162% (16932/20608) 161/391 [==========================>......................................] Step: 371ms | Tot: 59s338ms | Loss: 0.521 | Acc: 82.157% (17036/20736) 162/391 [==========================>......................................] Step: 368ms | Tot: 59s707ms | Loss: 0.522 | Acc: 82.146% (17139/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 1m74ms | Loss: 0.521 | Acc: 82.169% (17249/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 1m434ms | Loss: 0.522 | Acc: 82.159% (17352/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 1m801ms | Loss: 0.521 | Acc: 82.182% (17462/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.522 | Acc: 82.195% (17570/21376) 167/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.521 | Acc: 82.199% (17676/21504) 168/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.521 | Acc: 82.198% (17781/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.522 | Acc: 82.146% (17875/21760) 170/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.522 | Acc: 82.136% (17978/21888) 171/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.522 | Acc: 82.099% (18075/22016) 172/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.522 | Acc: 82.094% (18179/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.522 | Acc: 82.108% (18287/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m4s | Loss: 0.522 | Acc: 82.129% (18397/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.521 | Acc: 82.120% (18500/22528) 176/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.521 | Acc: 82.128% (18607/22656) 177/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.522 | Acc: 82.093% (18704/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.522 | Acc: 82.084% (18807/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.522 | Acc: 82.079% (18911/23040) 180/391 [=============================>...................................] Step: 369ms | Tot: 1m6s | Loss: 0.522 | Acc: 82.100% (19021/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.522 | Acc: 82.078% (19121/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.522 | Acc: 82.074% (19225/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.522 | Acc: 82.074% (19330/23552) 184/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.522 | Acc: 82.061% (19432/23680) 185/391 [==============================>..................................] Step: 372ms | Tot: 1m8s | Loss: 0.522 | Acc: 82.086% (19543/23808) 186/391 [==============================>..................................] Step: 373ms | Tot: 1m8s | Loss: 0.522 | Acc: 82.077% (19646/23936) 187/391 [===============================>.................................] Step: 374ms | Tot: 1m8s | Loss: 0.521 | Acc: 82.094% (19755/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.522 | Acc: 82.102% (19862/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.522 | Acc: 82.122% (19972/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.522 | Acc: 82.117% (20076/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.523 | Acc: 82.072% (20170/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m10s | Loss: 0.523 | Acc: 82.088% (20279/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.522 | Acc: 82.104% (20388/24832) 194/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.523 | Acc: 82.083% (20488/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.523 | Acc: 82.107% (20599/25088) 196/391 [================================>................................] Step: 370ms | Tot: 1m12s | Loss: 0.523 | Acc: 82.099% (20702/25216) 197/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.523 | Acc: 82.098% (20807/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.523 | Acc: 82.059% (20902/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.523 | Acc: 82.078% (21012/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.522 | Acc: 82.070% (21115/25728) 201/391 [=================================>...............................] Step: 422ms | Tot: 1m14s | Loss: 0.522 | Acc: 82.074% (21221/25856) 202/391 [=================================>...............................] Step: 400ms | Tot: 1m14s | Loss: 0.522 | Acc: 82.089% (21330/25984) 203/391 [=================================>...............................] Step: 377ms | Tot: 1m14s | Loss: 0.522 | Acc: 82.112% (21441/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m15s | Loss: 0.522 | Acc: 82.092% (21541/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.522 | Acc: 82.115% (21652/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.522 | Acc: 82.118% (21758/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.521 | Acc: 82.136% (21868/26624) 208/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.521 | Acc: 82.128% (21971/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m17s | Loss: 0.521 | Acc: 82.135% (22078/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m17s | Loss: 0.522 | Acc: 82.120% (22179/27008) 211/391 [===================================>.............................] Step: 374ms | Tot: 1m17s | Loss: 0.523 | Acc: 82.087% (22275/27136) 212/391 [===================================>.............................] Step: 375ms | Tot: 1m18s | Loss: 0.522 | Acc: 82.101% (22384/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.522 | Acc: 82.108% (22491/27392) 214/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.522 | Acc: 82.100% (22594/27520) 215/391 [===================================>.............................] Step: 371ms | Tot: 1m19s | Loss: 0.523 | Acc: 82.078% (22693/27648) 216/391 [===================================>.............................] Step: 370ms | Tot: 1m19s | Loss: 0.523 | Acc: 82.089% (22801/27776) 217/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.523 | Acc: 82.078% (22903/27904) 218/391 [====================================>............................] Step: 372ms | Tot: 1m20s | Loss: 0.523 | Acc: 82.060% (23003/28032) 219/391 [====================================>............................] Step: 376ms | Tot: 1m20s | Loss: 0.523 | Acc: 82.042% (23103/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.524 | Acc: 82.031% (23205/28288) 221/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.524 | Acc: 82.028% (23309/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.523 | Acc: 82.042% (23418/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.523 | Acc: 82.059% (23528/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.523 | Acc: 82.052% (23631/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.523 | Acc: 82.035% (23731/28928) 226/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.523 | Acc: 82.035% (23836/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.524 | Acc: 81.997% (23930/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m24s | Loss: 0.524 | Acc: 81.997% (24035/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.525 | Acc: 81.963% (24130/29440) 230/391 [======================================>..........................] Step: 387ms | Tot: 1m24s | Loss: 0.525 | Acc: 81.947% (24230/29568) 231/391 [======================================>..........................] Step: 374ms | Tot: 1m25s | Loss: 0.526 | Acc: 81.934% (24331/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.526 | Acc: 81.927% (24434/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.526 | Acc: 81.934% (24541/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m26s | Loss: 0.526 | Acc: 81.932% (24645/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.525 | Acc: 81.962% (24759/30208) 236/391 [=======================================>.........................] Step: 380ms | Tot: 1m27s | Loss: 0.525 | Acc: 81.962% (24864/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.525 | Acc: 81.966% (24970/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.525 | Acc: 81.969% (25076/30592) 239/391 [=======================================>.........................] Step: 371ms | Tot: 1m28s | Loss: 0.525 | Acc: 81.966% (25180/30720) 240/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.525 | Acc: 81.966% (25285/30848) 241/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.525 | Acc: 81.963% (25389/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.525 | Acc: 81.961% (25493/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.525 | Acc: 81.967% (25600/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.525 | Acc: 81.945% (25698/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m30s | Loss: 0.525 | Acc: 81.949% (25804/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.525 | Acc: 81.933% (25904/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.526 | Acc: 81.908% (26001/31744) 248/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.526 | Acc: 81.915% (26108/31872) 249/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.526 | Acc: 81.912% (26212/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m32s | Loss: 0.526 | Acc: 81.907% (26315/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m32s | Loss: 0.526 | Acc: 81.910% (26421/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.526 | Acc: 81.902% (26523/32384) 253/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.526 | Acc: 81.905% (26629/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.526 | Acc: 81.921% (26739/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.526 | Acc: 81.912% (26841/32768) 256/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.526 | Acc: 81.922% (26949/32896) 257/391 [==========================================>......................] Step: 373ms | Tot: 1m34s | Loss: 0.526 | Acc: 81.934% (27058/33024) 258/391 [==========================================>......................] Step: 376ms | Tot: 1m35s | Loss: 0.526 | Acc: 81.935% (27163/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.525 | Acc: 81.953% (27274/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.526 | Acc: 81.912% (27365/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.527 | Acc: 81.900% (27466/33536) 262/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.527 | Acc: 81.892% (27568/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.528 | Acc: 81.877% (27668/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m37s | Loss: 0.527 | Acc: 81.899% (27780/33920) 265/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.527 | Acc: 81.876% (27877/34048) 266/391 [============================================>....................] Step: 375ms | Tot: 1m38s | Loss: 0.528 | Acc: 81.873% (27981/34176) 267/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.528 | Acc: 81.871% (28085/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.527 | Acc: 81.886% (28195/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m39s | Loss: 0.528 | Acc: 81.878% (28297/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m39s | Loss: 0.527 | Acc: 81.881% (28403/34688) 271/391 [=============================================>...................] Step: 375ms | Tot: 1m39s | Loss: 0.528 | Acc: 81.870% (28504/34816) 272/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.527 | Acc: 81.885% (28614/34944) 273/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.527 | Acc: 81.894% (28722/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.527 | Acc: 81.881% (28822/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.527 | Acc: 81.898% (28933/35328) 276/391 [=============================================>...................] Step: 378ms | Tot: 1m41s | Loss: 0.527 | Acc: 81.896% (29037/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.527 | Acc: 81.894% (29141/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.527 | Acc: 81.883% (29242/35712) 279/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.527 | Acc: 81.875% (29344/35840) 280/391 [==============================================>..................] Step: 371ms | Tot: 1m43s | Loss: 0.527 | Acc: 81.864% (29445/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.527 | Acc: 81.862% (29549/36096) 282/391 [==============================================>..................] Step: 406ms | Tot: 1m44s | Loss: 0.527 | Acc: 81.846% (29648/36224) 283/391 [===============================================>.................] Step: 387ms | Tot: 1m44s | Loss: 0.527 | Acc: 81.847% (29753/36352) 284/391 [===============================================>.................] Step: 376ms | Tot: 1m44s | Loss: 0.527 | Acc: 81.850% (29859/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.528 | Acc: 81.845% (29962/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.528 | Acc: 81.846% (30067/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.528 | Acc: 81.852% (30174/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m46s | Loss: 0.528 | Acc: 81.850% (30278/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.528 | Acc: 81.853% (30384/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.528 | Acc: 81.859% (30491/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.528 | Acc: 81.855% (30594/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.528 | Acc: 81.853% (30698/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m48s | Loss: 0.528 | Acc: 81.845% (30800/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.528 | Acc: 81.827% (30898/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.528 | Acc: 81.831% (31004/37888) 296/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.529 | Acc: 81.826% (31107/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.528 | Acc: 81.829% (31213/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.529 | Acc: 81.817% (31313/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.529 | Acc: 81.826% (31421/38400) 300/391 [=================================================>...............] Step: 376ms | Tot: 1m50s | Loss: 0.529 | Acc: 81.808% (31519/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.529 | Acc: 81.822% (31629/38656) 302/391 [==================================================>..............] Step: 381ms | Tot: 1m51s | Loss: 0.529 | Acc: 81.833% (31738/38784) 303/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.529 | Acc: 81.844% (31847/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.528 | Acc: 81.862% (31959/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.528 | Acc: 81.868% (32066/39168) 306/391 [==================================================>..............] Step: 372ms | Tot: 1m52s | Loss: 0.528 | Acc: 81.871% (32172/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.528 | Acc: 81.869% (32276/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.529 | Acc: 81.854% (32375/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.529 | Acc: 81.842% (32475/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.529 | Acc: 81.845% (32581/39808) 311/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.529 | Acc: 81.846% (32686/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m55s | Loss: 0.529 | Acc: 81.849% (32792/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.529 | Acc: 81.855% (32899/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.529 | Acc: 81.838% (32997/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.530 | Acc: 81.814% (33092/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.530 | Acc: 81.817% (33198/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.529 | Acc: 81.835% (33310/40704) 318/391 [====================================================>............] Step: 372ms | Tot: 1m57s | Loss: 0.529 | Acc: 81.833% (33414/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.529 | Acc: 81.838% (33521/40960) 320/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.530 | Acc: 81.822% (33619/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.530 | Acc: 81.815% (33721/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.529 | Acc: 81.826% (33830/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m59s | Loss: 0.529 | Acc: 81.836% (33939/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m59s | Loss: 0.530 | Acc: 81.817% (34036/41600) 325/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.530 | Acc: 81.804% (34135/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 2m276ms | Loss: 0.530 | Acc: 81.821% (34247/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 2m644ms | Loss: 0.530 | Acc: 81.826% (34354/41984) 328/391 [======================================================>..........] Step: 365ms | Tot: 2m1s | Loss: 0.530 | Acc: 81.822% (34457/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 2m1s | Loss: 0.530 | Acc: 81.811% (34557/42240) 330/391 [======================================================>..........] Step: 375ms | Tot: 2m1s | Loss: 0.530 | Acc: 81.800% (34657/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.530 | Acc: 81.791% (34758/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.531 | Acc: 81.787% (34861/42624) 333/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.531 | Acc: 81.781% (34963/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m3s | Loss: 0.531 | Acc: 81.784% (35069/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m3s | Loss: 0.531 | Acc: 81.799% (35180/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m3s | Loss: 0.531 | Acc: 81.816% (35292/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.530 | Acc: 81.830% (35403/43264) 338/391 [========================================================>........] Step: 374ms | Tot: 2m4s | Loss: 0.530 | Acc: 81.849% (35516/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m5s | Loss: 0.530 | Acc: 81.850% (35621/43520) 340/391 [========================================================>........] Step: 373ms | Tot: 2m5s | Loss: 0.530 | Acc: 81.850% (35726/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m5s | Loss: 0.530 | Acc: 81.846% (35829/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m6s | Loss: 0.530 | Acc: 81.838% (35930/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.530 | Acc: 81.854% (36042/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.530 | Acc: 81.848% (36144/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.530 | Acc: 81.837% (36244/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.530 | Acc: 81.826% (36344/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.531 | Acc: 81.813% (36443/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m8s | Loss: 0.530 | Acc: 81.834% (36557/44672) 349/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.530 | Acc: 81.828% (36659/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.530 | Acc: 81.835% (36767/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.530 | Acc: 81.840% (36874/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.530 | Acc: 81.848% (36982/45184) 353/391 [==========================================================>......] Step: 367ms | Tot: 2m10s | Loss: 0.530 | Acc: 81.850% (37088/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.530 | Acc: 81.840% (37188/45440) 355/391 [===========================================================>.....] Step: 377ms | Tot: 2m10s | Loss: 0.530 | Acc: 81.843% (37294/45568) 356/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.530 | Acc: 81.852% (37403/45696) 357/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.530 | Acc: 81.854% (37509/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m12s | Loss: 0.530 | Acc: 81.848% (37611/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.530 | Acc: 81.862% (37722/46080) 360/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.530 | Acc: 81.843% (37818/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.530 | Acc: 81.841% (37922/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.531 | Acc: 81.827% (38020/46464) 363/391 [============================================================>....] Step: 384ms | Tot: 2m13s | Loss: 0.530 | Acc: 81.836% (38129/46592) 364/391 [============================================================>....] Step: 382ms | Tot: 2m14s | Loss: 0.531 | Acc: 81.817% (38225/46720) 365/391 [============================================================>....] Step: 374ms | Tot: 2m14s | Loss: 0.531 | Acc: 81.814% (38328/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m14s | Loss: 0.531 | Acc: 81.806% (38429/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.532 | Acc: 81.813% (38537/47104) 368/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.532 | Acc: 81.807% (38639/47232) 369/391 [=============================================================>...] Step: 374ms | Tot: 2m16s | Loss: 0.532 | Acc: 81.803% (38742/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m16s | Loss: 0.532 | Acc: 81.810% (38850/47488) 371/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.531 | Acc: 81.817% (38958/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m17s | Loss: 0.532 | Acc: 81.811% (39060/47744) 373/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.532 | Acc: 81.791% (39155/47872) 374/391 [==============================================================>..] Step: 377ms | Tot: 2m17s | Loss: 0.532 | Acc: 81.804% (39266/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.531 | Acc: 81.813% (39375/48128) 376/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.531 | Acc: 81.812% (39479/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m19s | Loss: 0.531 | Acc: 81.800% (39578/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m19s | Loss: 0.531 | Acc: 81.796% (39681/48512) 379/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.531 | Acc: 81.799% (39787/48640) 380/391 [===============================================================>.] Step: 372ms | Tot: 2m20s | Loss: 0.531 | Acc: 81.802% (39893/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.531 | Acc: 81.796% (39995/48896) 382/391 [===============================================================>.] Step: 377ms | Tot: 2m20s | Loss: 0.531 | Acc: 81.795% (40099/49024) 383/391 [===============================================================>.] Step: 381ms | Tot: 2m21s | Loss: 0.532 | Acc: 81.779% (40196/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m21s | Loss: 0.531 | Acc: 81.792% (40307/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.531 | Acc: 81.780% (40406/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m22s | Loss: 0.532 | Acc: 81.763% (40502/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.531 | Acc: 81.772% (40611/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m23s | Loss: 0.532 | Acc: 81.774% (40717/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m23s | Loss: 0.532 | Acc: 81.777% (40823/49920) 390/391 [================================================================>] Step: 354ms | Tot: 2m23s | Loss: 0.532 | Acc: 81.768% (40884/50000) 391/391 + [>................................................................] Step: 501ms | Tot: 4ms | Loss: 0.637 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 311ms | Tot: 315ms | Loss: 0.663 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 313ms | Tot: 629ms | Loss: 0.635 | Acc: 80.000% (240/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 932ms | Loss: 0.602 | Acc: 80.250% (321/400) 4/100 [==>..............................................................] Step: 303ms | Tot: 1s235ms | Loss: 0.605 | Acc: 79.600% (398/500) 5/100 [===>.............................................................] Step: 306ms | Tot: 1s541ms | Loss: 0.564 | Acc: 81.167% (487/600) 6/100 [===>.............................................................] Step: 308ms | Tot: 1s850ms | Loss: 0.576 | Acc: 80.857% (566/700) 7/100 [====>............................................................] Step: 310ms | Tot: 2s160ms | Loss: 0.612 | Acc: 79.875% (639/800) 8/100 [=====>...........................................................] Step: 313ms | Tot: 2s473ms | Loss: 0.625 | Acc: 79.667% (717/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s782ms | Loss: 0.608 | Acc: 80.100% (801/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 3s89ms | Loss: 0.603 | Acc: 80.545% (886/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s396ms | Loss: 0.608 | Acc: 80.417% (965/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s702ms | Loss: 0.591 | Acc: 80.923% (1052/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 4s9ms | Loss: 0.592 | Acc: 80.357% (1125/1400) 14/100 [=========>.......................................................] Step: 313ms | Tot: 4s322ms | Loss: 0.587 | Acc: 80.267% (1204/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s628ms | Loss: 0.599 | Acc: 79.688% (1275/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s933ms | Loss: 0.602 | Acc: 79.529% (1352/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s241ms | Loss: 0.607 | Acc: 79.167% (1425/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s552ms | Loss: 0.605 | Acc: 79.158% (1504/1900) 19/100 [============>....................................................] Step: 318ms | Tot: 5s870ms | Loss: 0.617 | Acc: 78.800% (1576/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 6s184ms | Loss: 0.611 | Acc: 79.048% (1660/2100) 21/100 [=============>...................................................] Step: 328ms | Tot: 6s513ms | Loss: 0.608 | Acc: 79.182% (1742/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s830ms | Loss: 0.608 | Acc: 79.174% (1821/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s136ms | Loss: 0.610 | Acc: 79.375% (1905/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s451ms | Loss: 0.613 | Acc: 79.280% (1982/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s758ms | Loss: 0.618 | Acc: 79.192% (2059/2600) 26/100 [================>................................................] Step: 303ms | Tot: 8s62ms | Loss: 0.610 | Acc: 79.407% (2144/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s370ms | Loss: 0.611 | Acc: 79.393% (2223/2800) 28/100 [==================>..............................................] Step: 313ms | Tot: 8s684ms | Loss: 0.610 | Acc: 79.552% (2307/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 8s993ms | Loss: 0.608 | Acc: 79.633% (2389/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s301ms | Loss: 0.609 | Acc: 79.677% (2470/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s604ms | Loss: 0.605 | Acc: 79.875% (2556/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s914ms | Loss: 0.602 | Acc: 79.970% (2639/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s221ms | Loss: 0.604 | Acc: 79.912% (2717/3400) 34/100 [======================>..........................................] Step: 314ms | Tot: 10s536ms | Loss: 0.609 | Acc: 79.829% (2794/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s840ms | Loss: 0.607 | Acc: 79.972% (2879/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 11s156ms | Loss: 0.607 | Acc: 79.973% (2959/3700) 37/100 [========================>........................................] Step: 318ms | Tot: 11s474ms | Loss: 0.608 | Acc: 79.868% (3035/3800) 38/100 [========================>........................................] Step: 321ms | Tot: 11s795ms | Loss: 0.606 | Acc: 79.949% (3118/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 12s104ms | Loss: 0.604 | Acc: 79.975% (3199/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s418ms | Loss: 0.605 | Acc: 80.073% (3283/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s721ms | Loss: 0.604 | Acc: 80.167% (3367/4200) 42/100 [===========================>.....................................] Step: 314ms | Tot: 13s35ms | Loss: 0.603 | Acc: 80.186% (3448/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s348ms | Loss: 0.605 | Acc: 80.250% (3531/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s658ms | Loss: 0.601 | Acc: 80.311% (3614/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s962ms | Loss: 0.598 | Acc: 80.435% (3700/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s267ms | Loss: 0.600 | Acc: 80.447% (3781/4700) 47/100 [==============================>..................................] Step: 314ms | Tot: 14s582ms | Loss: 0.604 | Acc: 80.438% (3861/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s887ms | Loss: 0.601 | Acc: 80.551% (3947/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 15s188ms | Loss: 0.602 | Acc: 80.560% (4028/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s498ms | Loss: 0.599 | Acc: 80.667% (4114/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s804ms | Loss: 0.599 | Acc: 80.596% (4191/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 16s117ms | Loss: 0.599 | Acc: 80.547% (4269/5300) 53/100 [==================================>..............................] Step: 317ms | Tot: 16s434ms | Loss: 0.597 | Acc: 80.556% (4350/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s748ms | Loss: 0.598 | Acc: 80.455% (4425/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 17s55ms | Loss: 0.598 | Acc: 80.518% (4509/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s365ms | Loss: 0.598 | Acc: 80.509% (4589/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s669ms | Loss: 0.596 | Acc: 80.552% (4672/5800) 58/100 [=====================================>...........................] Step: 314ms | Tot: 17s984ms | Loss: 0.599 | Acc: 80.424% (4745/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s293ms | Loss: 0.602 | Acc: 80.383% (4823/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s595ms | Loss: 0.602 | Acc: 80.344% (4901/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s900ms | Loss: 0.600 | Acc: 80.371% (4983/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 19s202ms | Loss: 0.601 | Acc: 80.333% (5061/6300) 63/100 [========================================>........................] Step: 310ms | Tot: 19s513ms | Loss: 0.598 | Acc: 80.422% (5147/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s818ms | Loss: 0.600 | Acc: 80.400% (5226/6500) 65/100 [==========================================>......................] Step: 315ms | Tot: 20s134ms | Loss: 0.602 | Acc: 80.364% (5304/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s441ms | Loss: 0.600 | Acc: 80.343% (5383/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s747ms | Loss: 0.597 | Acc: 80.324% (5462/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 21s47ms | Loss: 0.598 | Acc: 80.275% (5539/6900) 69/100 [============================================>....................] Step: 313ms | Tot: 21s361ms | Loss: 0.598 | Acc: 80.229% (5616/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s674ms | Loss: 0.601 | Acc: 80.211% (5695/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 21s987ms | Loss: 0.601 | Acc: 80.208% (5775/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 22s287ms | Loss: 0.598 | Acc: 80.274% (5860/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s595ms | Loss: 0.598 | Acc: 80.230% (5937/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s902ms | Loss: 0.598 | Acc: 80.240% (6018/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s213ms | Loss: 0.598 | Acc: 80.211% (6096/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s523ms | Loss: 0.597 | Acc: 80.208% (6176/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s830ms | Loss: 0.599 | Acc: 80.128% (6250/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s135ms | Loss: 0.599 | Acc: 80.165% (6333/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s445ms | Loss: 0.600 | Acc: 80.125% (6410/8000) 80/100 [====================================================>............] Step: 312ms | Tot: 24s758ms | Loss: 0.599 | Acc: 80.123% (6490/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 25s59ms | Loss: 0.600 | Acc: 80.122% (6570/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s368ms | Loss: 0.600 | Acc: 80.096% (6648/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 25s670ms | Loss: 0.600 | Acc: 80.060% (6725/8400) 84/100 [======================================================>..........] Step: 312ms | Tot: 25s982ms | Loss: 0.599 | Acc: 80.047% (6804/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s293ms | Loss: 0.600 | Acc: 80.035% (6883/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s604ms | Loss: 0.601 | Acc: 79.989% (6959/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s915ms | Loss: 0.602 | Acc: 79.943% (7035/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 27s221ms | Loss: 0.601 | Acc: 80.011% (7121/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s533ms | Loss: 0.602 | Acc: 80.000% (7200/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s840ms | Loss: 0.601 | Acc: 80.022% (7282/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s150ms | Loss: 0.599 | Acc: 80.065% (7366/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 28s462ms | Loss: 0.599 | Acc: 80.097% (7449/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s771ms | Loss: 0.599 | Acc: 80.011% (7521/9400) 94/100 [=============================================================>...] Step: 298ms | Tot: 29s70ms | Loss: 0.599 | Acc: 80.021% (7602/9500) 95/100 [=============================================================>...] Step: 313ms | Tot: 29s383ms | Loss: 0.598 | Acc: 80.052% (7685/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s686ms | Loss: 0.595 | Acc: 80.144% (7774/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s995ms | Loss: 0.597 | Acc: 80.092% (7849/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s300ms | Loss: 0.597 | Acc: 80.061% (7926/9900) 99/100 [================================================================>] Step: 314ms | Tot: 30s614ms | Loss: 0.597 | Acc: 80.030% (8003/10000) 100/100 + +Epoch: 17 + [>................................................................] Step: 643ms | Tot: 2ms | Loss: 0.558 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 404ms | Tot: 407ms | Loss: 0.561 | Acc: 82.812% (212/256) 2/391 [>................................................................] Step: 398ms | Tot: 805ms | Loss: 0.586 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 392ms | Tot: 1s197ms | Loss: 0.586 | Acc: 80.469% (412/512) 4/391 [>................................................................] Step: 384ms | Tot: 1s582ms | Loss: 0.576 | Acc: 80.938% (518/640) 5/391 [>................................................................] Step: 378ms | Tot: 1s960ms | Loss: 0.573 | Acc: 80.990% (622/768) 6/391 [>................................................................] Step: 376ms | Tot: 2s337ms | Loss: 0.556 | Acc: 81.808% (733/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s707ms | Loss: 0.566 | Acc: 81.445% (834/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 3s73ms | Loss: 0.576 | Acc: 81.076% (934/1152) 9/391 [=>...............................................................] Step: 359ms | Tot: 3s432ms | Loss: 0.557 | Acc: 81.562% (1044/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s794ms | Loss: 0.549 | Acc: 81.818% (1152/1408) 11/391 [=>...............................................................] Step: 380ms | Tot: 4s174ms | Loss: 0.552 | Acc: 81.641% (1254/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s533ms | Loss: 0.547 | Acc: 81.851% (1362/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s895ms | Loss: 0.534 | Acc: 82.366% (1476/1792) 14/391 [==>..............................................................] Step: 382ms | Tot: 5s277ms | Loss: 0.534 | Acc: 82.500% (1584/1920) 15/391 [==>..............................................................] Step: 378ms | Tot: 5s655ms | Loss: 0.542 | Acc: 81.787% (1675/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 6s19ms | Loss: 0.541 | Acc: 81.801% (1780/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s388ms | Loss: 0.540 | Acc: 81.901% (1887/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s755ms | Loss: 0.532 | Acc: 82.196% (1999/2432) 19/391 [===>.............................................................] Step: 369ms | Tot: 7s124ms | Loss: 0.531 | Acc: 82.266% (2106/2560) 20/391 [===>.............................................................] Step: 370ms | Tot: 7s495ms | Loss: 0.530 | Acc: 82.254% (2211/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s862ms | Loss: 0.536 | Acc: 81.960% (2308/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s229ms | Loss: 0.533 | Acc: 82.133% (2418/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s589ms | Loss: 0.535 | Acc: 81.868% (2515/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s951ms | Loss: 0.536 | Acc: 81.688% (2614/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s317ms | Loss: 0.541 | Acc: 81.581% (2715/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s681ms | Loss: 0.544 | Acc: 81.539% (2818/3456) 27/391 [====>............................................................] Step: 369ms | Tot: 10s50ms | Loss: 0.544 | Acc: 81.557% (2923/3584) 28/391 [====>............................................................] Step: 374ms | Tot: 10s424ms | Loss: 0.539 | Acc: 81.735% (3034/3712) 29/391 [====>............................................................] Step: 373ms | Tot: 10s798ms | Loss: 0.538 | Acc: 81.693% (3137/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s167ms | Loss: 0.532 | Acc: 81.754% (3244/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s530ms | Loss: 0.533 | Acc: 81.665% (3345/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s893ms | Loss: 0.532 | Acc: 81.747% (3453/4224) 33/391 [=====>...........................................................] Step: 372ms | Tot: 12s266ms | Loss: 0.526 | Acc: 81.962% (3567/4352) 34/391 [=====>...........................................................] Step: 366ms | Tot: 12s632ms | Loss: 0.529 | Acc: 81.786% (3664/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s998ms | Loss: 0.531 | Acc: 81.706% (3765/4608) 36/391 [=====>...........................................................] Step: 374ms | Tot: 13s373ms | Loss: 0.533 | Acc: 81.693% (3869/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s741ms | Loss: 0.535 | Acc: 81.579% (3968/4864) 38/391 [======>..........................................................] Step: 378ms | Tot: 14s119ms | Loss: 0.534 | Acc: 81.591% (4073/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s483ms | Loss: 0.535 | Acc: 81.523% (4174/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s848ms | Loss: 0.536 | Acc: 81.612% (4283/5248) 41/391 [======>..........................................................] Step: 384ms | Tot: 15s232ms | Loss: 0.536 | Acc: 81.566% (4385/5376) 42/391 [======>..........................................................] Step: 377ms | Tot: 15s610ms | Loss: 0.536 | Acc: 81.559% (4489/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s978ms | Loss: 0.537 | Acc: 81.641% (4598/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s339ms | Loss: 0.537 | Acc: 81.597% (4700/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s702ms | Loss: 0.537 | Acc: 81.675% (4809/5888) 46/391 [=======>.........................................................] Step: 381ms | Tot: 17s84ms | Loss: 0.536 | Acc: 81.632% (4911/6016) 47/391 [=======>.........................................................] Step: 376ms | Tot: 17s460ms | Loss: 0.534 | Acc: 81.689% (5019/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s820ms | Loss: 0.535 | Acc: 81.712% (5125/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 18s183ms | Loss: 0.536 | Acc: 81.656% (5226/6400) 50/391 [========>........................................................] Step: 369ms | Tot: 18s553ms | Loss: 0.538 | Acc: 81.556% (5324/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s917ms | Loss: 0.539 | Acc: 81.505% (5425/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s280ms | Loss: 0.541 | Acc: 81.397% (5522/6784) 53/391 [========>........................................................] Step: 368ms | Tot: 19s649ms | Loss: 0.541 | Acc: 81.395% (5626/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 20s13ms | Loss: 0.541 | Acc: 81.364% (5728/7040) 55/391 [=========>.......................................................] Step: 391ms | Tot: 20s405ms | Loss: 0.540 | Acc: 81.390% (5834/7168) 56/391 [=========>.......................................................] Step: 389ms | Tot: 20s794ms | Loss: 0.539 | Acc: 81.387% (5938/7296) 57/391 [=========>.......................................................] Step: 378ms | Tot: 21s173ms | Loss: 0.538 | Acc: 81.452% (6047/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s537ms | Loss: 0.538 | Acc: 81.462% (6152/7552) 59/391 [=========>.......................................................] Step: 366ms | Tot: 21s904ms | Loss: 0.537 | Acc: 81.419% (6253/7680) 60/391 [=========>.......................................................] Step: 367ms | Tot: 22s271ms | Loss: 0.537 | Acc: 81.416% (6357/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s639ms | Loss: 0.536 | Acc: 81.477% (6466/7936) 62/391 [==========>......................................................] Step: 375ms | Tot: 23s14ms | Loss: 0.535 | Acc: 81.548% (6576/8064) 63/391 [==========>......................................................] Step: 372ms | Tot: 23s386ms | Loss: 0.534 | Acc: 81.555% (6681/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s751ms | Loss: 0.535 | Acc: 81.490% (6780/8320) 65/391 [==========>......................................................] Step: 373ms | Tot: 24s125ms | Loss: 0.534 | Acc: 81.451% (6881/8448) 66/391 [==========>......................................................] Step: 373ms | Tot: 24s498ms | Loss: 0.536 | Acc: 81.437% (6984/8576) 67/391 [===========>.....................................................] Step: 371ms | Tot: 24s870ms | Loss: 0.536 | Acc: 81.422% (7087/8704) 68/391 [===========>.....................................................] Step: 383ms | Tot: 25s254ms | Loss: 0.534 | Acc: 81.499% (7198/8832) 69/391 [===========>.....................................................] Step: 373ms | Tot: 25s627ms | Loss: 0.533 | Acc: 81.484% (7301/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s987ms | Loss: 0.533 | Acc: 81.426% (7400/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 26s353ms | Loss: 0.532 | Acc: 81.510% (7512/9216) 72/391 [===========>.....................................................] Step: 372ms | Tot: 26s726ms | Loss: 0.531 | Acc: 81.582% (7623/9344) 73/391 [============>....................................................] Step: 374ms | Tot: 27s101ms | Loss: 0.531 | Acc: 81.620% (7731/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s467ms | Loss: 0.530 | Acc: 81.656% (7839/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s835ms | Loss: 0.530 | Acc: 81.641% (7942/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 28s203ms | Loss: 0.530 | Acc: 81.686% (8051/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s577ms | Loss: 0.529 | Acc: 81.701% (8157/9984) 78/391 [============>....................................................] Step: 378ms | Tot: 28s955ms | Loss: 0.528 | Acc: 81.754% (8267/10112) 79/391 [=============>...................................................] Step: 371ms | Tot: 29s327ms | Loss: 0.528 | Acc: 81.719% (8368/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s690ms | Loss: 0.528 | Acc: 81.703% (8471/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 30s55ms | Loss: 0.528 | Acc: 81.688% (8574/10496) 82/391 [=============>...................................................] Step: 385ms | Tot: 30s440ms | Loss: 0.527 | Acc: 81.721% (8682/10624) 83/391 [=============>...................................................] Step: 378ms | Tot: 30s819ms | Loss: 0.527 | Acc: 81.762% (8791/10752) 84/391 [=============>...................................................] Step: 378ms | Tot: 31s198ms | Loss: 0.525 | Acc: 81.820% (8902/10880) 85/391 [==============>..................................................] Step: 381ms | Tot: 31s579ms | Loss: 0.525 | Acc: 81.850% (9010/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s945ms | Loss: 0.525 | Acc: 81.834% (9113/11136) 87/391 [==============>..................................................] Step: 380ms | Tot: 32s326ms | Loss: 0.524 | Acc: 81.827% (9217/11264) 88/391 [==============>..................................................] Step: 380ms | Tot: 32s707ms | Loss: 0.526 | Acc: 81.768% (9315/11392) 89/391 [==============>..................................................] Step: 388ms | Tot: 33s96ms | Loss: 0.526 | Acc: 81.806% (9424/11520) 90/391 [==============>..................................................] Step: 369ms | Tot: 33s466ms | Loss: 0.525 | Acc: 81.851% (9534/11648) 91/391 [===============>.................................................] Step: 375ms | Tot: 33s841ms | Loss: 0.526 | Acc: 81.827% (9636/11776) 92/391 [===============>.................................................] Step: 387ms | Tot: 34s229ms | Loss: 0.525 | Acc: 81.838% (9742/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 34s601ms | Loss: 0.524 | Acc: 81.848% (9848/12032) 94/391 [===============>.................................................] Step: 374ms | Tot: 34s975ms | Loss: 0.524 | Acc: 81.842% (9952/12160) 95/391 [===============>.................................................] Step: 383ms | Tot: 35s359ms | Loss: 0.524 | Acc: 81.803% (10052/12288) 96/391 [===============>.................................................] Step: 372ms | Tot: 35s731ms | Loss: 0.525 | Acc: 81.782% (10154/12416) 97/391 [================>................................................] Step: 364ms | Tot: 36s95ms | Loss: 0.523 | Acc: 81.832% (10265/12544) 98/391 [================>................................................] Step: 374ms | Tot: 36s470ms | Loss: 0.525 | Acc: 81.818% (10368/12672) 99/391 [================>................................................] Step: 369ms | Tot: 36s839ms | Loss: 0.524 | Acc: 81.844% (10476/12800) 100/391 [================>................................................] Step: 370ms | Tot: 37s209ms | Loss: 0.525 | Acc: 81.791% (10574/12928) 101/391 [================>................................................] Step: 376ms | Tot: 37s586ms | Loss: 0.525 | Acc: 81.771% (10676/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s945ms | Loss: 0.525 | Acc: 81.743% (10777/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 38s312ms | Loss: 0.524 | Acc: 81.746% (10882/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 38s684ms | Loss: 0.526 | Acc: 81.696% (10980/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 39s47ms | Loss: 0.525 | Acc: 81.714% (11087/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 39s407ms | Loss: 0.526 | Acc: 81.703% (11190/13696) 107/391 [=================>...............................................] Step: 371ms | Tot: 39s779ms | Loss: 0.526 | Acc: 81.706% (11295/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 40s147ms | Loss: 0.526 | Acc: 81.680% (11396/13952) 109/391 [==================>..............................................] Step: 373ms | Tot: 40s520ms | Loss: 0.524 | Acc: 81.719% (11506/14080) 110/391 [==================>..............................................] Step: 381ms | Tot: 40s902ms | Loss: 0.524 | Acc: 81.722% (11611/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 41s274ms | Loss: 0.524 | Acc: 81.724% (11716/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 41s634ms | Loss: 0.524 | Acc: 81.741% (11823/14464) 113/391 [==================>..............................................] Step: 368ms | Tot: 42s2ms | Loss: 0.522 | Acc: 81.778% (11933/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 42s365ms | Loss: 0.524 | Acc: 81.712% (12028/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 42s729ms | Loss: 0.525 | Acc: 81.688% (12129/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 43s96ms | Loss: 0.523 | Acc: 81.751% (12243/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 43s460ms | Loss: 0.522 | Acc: 81.766% (12350/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 43s824ms | Loss: 0.522 | Acc: 81.795% (12459/15232) 119/391 [===================>.............................................] Step: 374ms | Tot: 44s199ms | Loss: 0.523 | Acc: 81.784% (12562/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 44s562ms | Loss: 0.524 | Acc: 81.747% (12661/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s922ms | Loss: 0.524 | Acc: 81.769% (12769/15616) 122/391 [====================>............................................] Step: 376ms | Tot: 45s298ms | Loss: 0.524 | Acc: 81.758% (12872/15744) 123/391 [====================>............................................] Step: 372ms | Tot: 45s671ms | Loss: 0.523 | Acc: 81.773% (12979/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 46s35ms | Loss: 0.524 | Acc: 81.750% (13080/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 46s398ms | Loss: 0.523 | Acc: 81.796% (13192/16128) 126/391 [====================>............................................] Step: 372ms | Tot: 46s770ms | Loss: 0.523 | Acc: 81.773% (13293/16256) 127/391 [=====================>...........................................] Step: 370ms | Tot: 47s141ms | Loss: 0.523 | Acc: 81.775% (13398/16384) 128/391 [=====================>...........................................] Step: 372ms | Tot: 47s514ms | Loss: 0.523 | Acc: 81.777% (13503/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 47s880ms | Loss: 0.524 | Acc: 81.755% (13604/16640) 130/391 [=====================>...........................................] Step: 370ms | Tot: 48s251ms | Loss: 0.523 | Acc: 81.787% (13714/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 48s614ms | Loss: 0.523 | Acc: 81.800% (13821/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 48s985ms | Loss: 0.525 | Acc: 81.779% (13922/17024) 133/391 [======================>..........................................] Step: 370ms | Tot: 49s355ms | Loss: 0.524 | Acc: 81.798% (14030/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s715ms | Loss: 0.524 | Acc: 81.794% (14134/17280) 135/391 [======================>..........................................] Step: 369ms | Tot: 50s85ms | Loss: 0.524 | Acc: 81.784% (14237/17408) 136/391 [======================>..........................................] Step: 381ms | Tot: 50s466ms | Loss: 0.523 | Acc: 81.797% (14344/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s842ms | Loss: 0.523 | Acc: 81.816% (14452/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 51s210ms | Loss: 0.523 | Acc: 81.812% (14556/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 51s574ms | Loss: 0.522 | Acc: 81.842% (14666/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s936ms | Loss: 0.523 | Acc: 81.837% (14770/18048) 141/391 [=======================>.........................................] Step: 380ms | Tot: 52s316ms | Loss: 0.524 | Acc: 81.789% (14866/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s681ms | Loss: 0.522 | Acc: 81.840% (14980/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 53s41ms | Loss: 0.522 | Acc: 81.847% (15086/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 53s404ms | Loss: 0.521 | Acc: 81.891% (15199/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 53s774ms | Loss: 0.520 | Acc: 81.919% (15309/18688) 146/391 [========================>........................................] Step: 378ms | Tot: 54s153ms | Loss: 0.521 | Acc: 81.872% (15405/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 54s515ms | Loss: 0.521 | Acc: 81.873% (15510/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s885ms | Loss: 0.521 | Acc: 81.874% (15615/19072) 149/391 [========================>........................................] Step: 371ms | Tot: 55s257ms | Loss: 0.521 | Acc: 81.891% (15723/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 55s628ms | Loss: 0.521 | Acc: 81.892% (15828/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 55s993ms | Loss: 0.521 | Acc: 81.872% (15929/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 56s363ms | Loss: 0.522 | Acc: 81.832% (16026/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 56s725ms | Loss: 0.521 | Acc: 81.894% (16143/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 57s93ms | Loss: 0.521 | Acc: 81.875% (16244/19840) 155/391 [=========================>.......................................] Step: 369ms | Tot: 57s463ms | Loss: 0.521 | Acc: 81.916% (16357/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s828ms | Loss: 0.521 | Acc: 81.882% (16455/20096) 157/391 [==========================>......................................] Step: 371ms | Tot: 58s199ms | Loss: 0.520 | Acc: 81.888% (16561/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 58s568ms | Loss: 0.520 | Acc: 81.884% (16665/20352) 159/391 [==========================>......................................] Step: 370ms | Tot: 58s939ms | Loss: 0.522 | Acc: 81.875% (16768/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 59s301ms | Loss: 0.521 | Acc: 81.895% (16877/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 59s665ms | Loss: 0.522 | Acc: 81.853% (16973/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 1m30ms | Loss: 0.521 | Acc: 81.868% (17081/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 1m398ms | Loss: 0.522 | Acc: 81.855% (17183/20992) 164/391 [===========================>.....................................] Step: 373ms | Tot: 1m772ms | Loss: 0.522 | Acc: 81.828% (17282/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.523 | Acc: 81.796% (17380/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.523 | Acc: 81.769% (17479/21376) 167/391 [===========================>.....................................] Step: 373ms | Tot: 1m1s | Loss: 0.523 | Acc: 81.780% (17586/21504) 168/391 [===========================>.....................................] Step: 372ms | Tot: 1m2s | Loss: 0.523 | Acc: 81.777% (17690/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.522 | Acc: 81.806% (17801/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.522 | Acc: 81.821% (17909/21888) 171/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.521 | Acc: 81.822% (18014/22016) 172/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.521 | Acc: 81.819% (18118/22144) 173/391 [============================>....................................] Step: 377ms | Tot: 1m4s | Loss: 0.521 | Acc: 81.789% (18216/22272) 174/391 [============================>....................................] Step: 380ms | Tot: 1m4s | Loss: 0.521 | Acc: 81.786% (18320/22400) 175/391 [=============================>...................................] Step: 379ms | Tot: 1m4s | Loss: 0.521 | Acc: 81.787% (18425/22528) 176/391 [=============================>...................................] Step: 382ms | Tot: 1m5s | Loss: 0.520 | Acc: 81.819% (18537/22656) 177/391 [=============================>...................................] Step: 381ms | Tot: 1m5s | Loss: 0.520 | Acc: 81.825% (18643/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.521 | Acc: 81.791% (18740/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m6s | Loss: 0.520 | Acc: 81.797% (18846/23040) 180/391 [=============================>...................................] Step: 371ms | Tot: 1m6s | Loss: 0.520 | Acc: 81.824% (18957/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.520 | Acc: 81.829% (19063/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.520 | Acc: 81.814% (19164/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.521 | Acc: 81.806% (19267/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.522 | Acc: 81.807% (19372/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.521 | Acc: 81.825% (19481/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m8s | Loss: 0.521 | Acc: 81.835% (19588/23936) 187/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.523 | Acc: 81.811% (19687/24064) 188/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.523 | Acc: 81.792% (19787/24192) 189/391 [===============================>.................................] Step: 385ms | Tot: 1m10s | Loss: 0.524 | Acc: 81.752% (19882/24320) 190/391 [===============================>.................................] Step: 405ms | Tot: 1m10s | Loss: 0.525 | Acc: 81.749% (19986/24448) 191/391 [===============================>.................................] Step: 382ms | Tot: 1m10s | Loss: 0.525 | Acc: 81.763% (20094/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m11s | Loss: 0.525 | Acc: 81.768% (20200/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.525 | Acc: 81.745% (20299/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.525 | Acc: 81.739% (20402/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.525 | Acc: 81.776% (20516/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.525 | Acc: 81.813% (20630/25216) 197/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.525 | Acc: 81.806% (20733/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m13s | Loss: 0.525 | Acc: 81.776% (20830/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.525 | Acc: 81.773% (20934/25600) 200/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.525 | Acc: 81.802% (21046/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.525 | Acc: 81.791% (21148/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.525 | Acc: 81.777% (21249/25984) 203/391 [=================================>...............................] Step: 372ms | Tot: 1m15s | Loss: 0.525 | Acc: 81.771% (21352/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m15s | Loss: 0.525 | Acc: 81.791% (21462/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.525 | Acc: 81.796% (21568/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.524 | Acc: 81.805% (21675/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.524 | Acc: 81.817% (21783/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m17s | Loss: 0.524 | Acc: 81.826% (21890/26752) 209/391 [==================================>..............................] Step: 373ms | Tot: 1m17s | Loss: 0.524 | Acc: 81.819% (21993/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m17s | Loss: 0.524 | Acc: 81.802% (22093/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.524 | Acc: 81.806% (22199/27136) 212/391 [===================================>.............................] Step: 371ms | Tot: 1m18s | Loss: 0.524 | Acc: 81.811% (22305/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.524 | Acc: 81.827% (22414/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m19s | Loss: 0.524 | Acc: 81.839% (22522/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m19s | Loss: 0.524 | Acc: 81.811% (22619/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m19s | Loss: 0.523 | Acc: 81.840% (22732/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.523 | Acc: 81.856% (22841/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.523 | Acc: 81.842% (22942/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.524 | Acc: 81.818% (23040/28160) 220/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.524 | Acc: 81.812% (23143/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m21s | Loss: 0.524 | Acc: 81.810% (23247/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m22s | Loss: 0.524 | Acc: 81.821% (23355/28544) 223/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.523 | Acc: 81.836% (23464/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.523 | Acc: 81.854% (23574/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.523 | Acc: 81.855% (23679/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.523 | Acc: 81.842% (23780/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.523 | Acc: 81.846% (23886/29184) 228/391 [=====================================>...........................] Step: 373ms | Tot: 1m24s | Loss: 0.523 | Acc: 81.847% (23991/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.522 | Acc: 81.875% (24104/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.522 | Acc: 81.899% (24216/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.522 | Acc: 81.903% (24322/29696) 232/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.522 | Acc: 81.887% (24422/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m26s | Loss: 0.522 | Acc: 81.891% (24528/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m26s | Loss: 0.523 | Acc: 81.882% (24630/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.522 | Acc: 81.879% (24734/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m27s | Loss: 0.522 | Acc: 81.876% (24838/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.522 | Acc: 81.874% (24942/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.522 | Acc: 81.910% (25058/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m28s | Loss: 0.522 | Acc: 81.908% (25162/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m28s | Loss: 0.521 | Acc: 81.905% (25266/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.522 | Acc: 81.892% (25367/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.521 | Acc: 81.906% (25476/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.522 | Acc: 81.897% (25578/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.522 | Acc: 81.916% (25689/31360) 245/391 [========================================>........................] Step: 370ms | Tot: 1m30s | Loss: 0.522 | Acc: 81.920% (25795/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m30s | Loss: 0.521 | Acc: 81.930% (25903/31616) 247/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.521 | Acc: 81.940% (26011/31744) 248/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.521 | Acc: 81.940% (26116/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.521 | Acc: 81.953% (26225/32000) 250/391 [=========================================>.......................] Step: 374ms | Tot: 1m32s | Loss: 0.522 | Acc: 81.941% (26326/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.522 | Acc: 81.960% (26437/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m33s | Loss: 0.521 | Acc: 81.969% (26545/32384) 253/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.521 | Acc: 81.973% (26651/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.522 | Acc: 81.988% (26761/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.522 | Acc: 81.958% (26856/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.522 | Acc: 81.958% (26961/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.522 | Acc: 81.971% (27070/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m35s | Loss: 0.522 | Acc: 81.986% (27180/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.522 | Acc: 81.980% (27283/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.522 | Acc: 81.977% (27387/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m36s | Loss: 0.522 | Acc: 81.978% (27492/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.522 | Acc: 81.975% (27596/33664) 263/391 [===========================================>.....................] Step: 381ms | Tot: 1m37s | Loss: 0.522 | Acc: 81.978% (27702/33792) 264/391 [===========================================>.....................] Step: 382ms | Tot: 1m37s | Loss: 0.523 | Acc: 81.972% (27805/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.523 | Acc: 81.961% (27906/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.523 | Acc: 81.964% (28012/34176) 267/391 [============================================>....................] Step: 375ms | Tot: 1m38s | Loss: 0.523 | Acc: 81.958% (28115/34304) 268/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.523 | Acc: 81.959% (28220/34432) 269/391 [============================================>....................] Step: 372ms | Tot: 1m39s | Loss: 0.524 | Acc: 81.965% (28327/34560) 270/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.524 | Acc: 81.953% (28428/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.524 | Acc: 81.968% (28538/34816) 272/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.524 | Acc: 81.985% (28649/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.524 | Acc: 81.991% (28756/35072) 274/391 [=============================================>...................] Step: 375ms | Tot: 1m41s | Loss: 0.524 | Acc: 81.977% (28856/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m41s | Loss: 0.524 | Acc: 81.994% (28967/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.524 | Acc: 81.995% (29072/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.524 | Acc: 82.003% (29180/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.524 | Acc: 81.986% (29279/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.524 | Acc: 81.987% (29384/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.524 | Acc: 81.995% (29492/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.523 | Acc: 82.015% (29604/36096) 282/391 [==============================================>..................] Step: 367ms | Tot: 1m44s | Loss: 0.524 | Acc: 82.023% (29712/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.523 | Acc: 82.040% (29823/36352) 284/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.524 | Acc: 82.031% (29925/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.523 | Acc: 82.026% (30028/36608) 286/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.523 | Acc: 82.029% (30134/36736) 287/391 [===============================================>.................] Step: 377ms | Tot: 1m45s | Loss: 0.524 | Acc: 82.020% (30236/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m46s | Loss: 0.524 | Acc: 82.026% (30343/36992) 289/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.524 | Acc: 82.020% (30446/37120) 290/391 [================================================>................] Step: 377ms | Tot: 1m47s | Loss: 0.524 | Acc: 82.004% (30545/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.524 | Acc: 82.023% (30657/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.524 | Acc: 82.021% (30761/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m48s | Loss: 0.524 | Acc: 82.015% (30864/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m48s | Loss: 0.524 | Acc: 81.997% (30962/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.524 | Acc: 81.989% (31064/37888) 296/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.525 | Acc: 81.987% (31168/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.524 | Acc: 81.995% (31276/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.524 | Acc: 82.005% (31385/38272) 299/391 [=================================================>...............] Step: 386ms | Tot: 1m50s | Loss: 0.524 | Acc: 82.010% (31492/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m50s | Loss: 0.524 | Acc: 82.005% (31595/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.524 | Acc: 81.992% (31695/38656) 302/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.524 | Acc: 81.998% (31802/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.524 | Acc: 82.000% (31908/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.524 | Acc: 82.008% (32016/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m52s | Loss: 0.524 | Acc: 82.001% (32118/39168) 306/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.524 | Acc: 82.006% (32225/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.524 | Acc: 82.008% (32331/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.524 | Acc: 82.006% (32435/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.524 | Acc: 82.011% (32542/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m54s | Loss: 0.524 | Acc: 81.994% (32640/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m54s | Loss: 0.524 | Acc: 82.011% (32752/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m55s | Loss: 0.524 | Acc: 81.994% (32850/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.524 | Acc: 82.006% (32960/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.524 | Acc: 82.016% (33069/40320) 315/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.524 | Acc: 82.016% (33174/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.524 | Acc: 82.036% (33287/40576) 317/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.524 | Acc: 82.044% (33395/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m57s | Loss: 0.524 | Acc: 82.036% (33497/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.524 | Acc: 82.039% (33603/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.524 | Acc: 82.031% (33705/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.524 | Acc: 82.034% (33811/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.524 | Acc: 82.024% (33912/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 1m59s | Loss: 0.525 | Acc: 82.002% (34008/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m59s | Loss: 0.525 | Acc: 82.007% (34115/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.525 | Acc: 82.019% (34225/41728) 326/391 [======================================================>..........] Step: 377ms | Tot: 2m239ms | Loss: 0.525 | Acc: 82.012% (34327/41856) 327/391 [======================================================>..........] Step: 372ms | Tot: 2m611ms | Loss: 0.525 | Acc: 82.012% (34432/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 2m978ms | Loss: 0.525 | Acc: 82.003% (34533/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m1s | Loss: 0.525 | Acc: 82.019% (34645/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m1s | Loss: 0.525 | Acc: 82.017% (34749/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.524 | Acc: 82.017% (34854/42496) 332/391 [=======================================================>.........] Step: 387ms | Tot: 2m2s | Loss: 0.524 | Acc: 82.027% (34963/42624) 333/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.524 | Acc: 82.027% (35068/42752) 334/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.525 | Acc: 82.010% (35166/42880) 335/391 [=======================================================>.........] Step: 376ms | Tot: 2m3s | Loss: 0.524 | Acc: 82.013% (35272/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m3s | Loss: 0.524 | Acc: 82.022% (35381/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.524 | Acc: 82.022% (35486/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.524 | Acc: 82.040% (35599/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m5s | Loss: 0.524 | Acc: 82.043% (35705/43520) 340/391 [========================================================>........] Step: 375ms | Tot: 2m5s | Loss: 0.524 | Acc: 82.056% (35816/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m5s | Loss: 0.524 | Acc: 82.056% (35921/43776) 342/391 [========================================================>........] Step: 381ms | Tot: 2m6s | Loss: 0.524 | Acc: 82.049% (36023/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.524 | Acc: 82.056% (36131/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.524 | Acc: 82.049% (36233/44160) 345/391 [=========================================================>.......] Step: 372ms | Tot: 2m7s | Loss: 0.524 | Acc: 82.061% (36343/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m7s | Loss: 0.524 | Acc: 82.056% (36446/44416) 347/391 [=========================================================>.......] Step: 356ms | Tot: 2m7s | Loss: 0.524 | Acc: 82.063% (36554/44544) 348/391 [=========================================================>.......] Step: 370ms | Tot: 2m8s | Loss: 0.523 | Acc: 82.063% (36659/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.523 | Acc: 82.067% (36766/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.524 | Acc: 82.054% (36865/44928) 351/391 [==========================================================>......] Step: 375ms | Tot: 2m9s | Loss: 0.524 | Acc: 82.053% (36970/45056) 352/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.524 | Acc: 82.058% (37077/45184) 353/391 [==========================================================>......] Step: 382ms | Tot: 2m10s | Loss: 0.523 | Acc: 82.071% (37188/45312) 354/391 [==========================================================>......] Step: 374ms | Tot: 2m10s | Loss: 0.524 | Acc: 82.060% (37288/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.524 | Acc: 82.049% (37388/45568) 356/391 [===========================================================>.....] Step: 372ms | Tot: 2m11s | Loss: 0.524 | Acc: 82.031% (37485/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.524 | Acc: 82.029% (37589/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m12s | Loss: 0.524 | Acc: 82.033% (37696/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m12s | Loss: 0.524 | Acc: 82.033% (37801/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m12s | Loss: 0.524 | Acc: 82.049% (37913/46208) 361/391 [============================================================>....] Step: 383ms | Tot: 2m13s | Loss: 0.523 | Acc: 82.070% (38028/46336) 362/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.523 | Acc: 82.064% (38130/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.523 | Acc: 82.076% (38241/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m14s | Loss: 0.523 | Acc: 82.068% (38342/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.523 | Acc: 82.061% (38444/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m14s | Loss: 0.523 | Acc: 82.063% (38550/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.524 | Acc: 82.046% (38647/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.524 | Acc: 82.052% (38755/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m16s | Loss: 0.524 | Acc: 82.050% (38859/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.524 | Acc: 82.044% (38961/47488) 371/391 [=============================================================>...] Step: 376ms | Tot: 2m16s | Loss: 0.524 | Acc: 82.052% (39070/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m17s | Loss: 0.524 | Acc: 82.044% (39171/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.524 | Acc: 82.029% (39269/47872) 374/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.524 | Acc: 82.050% (39384/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.524 | Acc: 82.054% (39491/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m18s | Loss: 0.524 | Acc: 82.048% (39593/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m19s | Loss: 0.524 | Acc: 82.040% (39694/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m19s | Loss: 0.524 | Acc: 82.033% (39796/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.525 | Acc: 82.019% (39894/48640) 380/391 [===============================================================>.] Step: 381ms | Tot: 2m20s | Loss: 0.525 | Acc: 82.013% (39996/48768) 381/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.525 | Acc: 82.009% (40099/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m20s | Loss: 0.525 | Acc: 81.988% (40194/49024) 383/391 [===============================================================>.] Step: 369ms | Tot: 2m21s | Loss: 0.525 | Acc: 81.995% (40302/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m21s | Loss: 0.525 | Acc: 81.995% (40407/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.525 | Acc: 82.003% (40516/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m22s | Loss: 0.525 | Acc: 82.007% (40623/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.525 | Acc: 82.005% (40727/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m23s | Loss: 0.525 | Acc: 81.997% (40828/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m23s | Loss: 0.525 | Acc: 82.003% (40936/49920) 390/391 [================================================================>] Step: 342ms | Tot: 2m23s | Loss: 0.525 | Acc: 82.010% (41005/50000) 391/391 + [>................................................................] Step: 503ms | Tot: 2ms | Loss: 0.825 | Acc: 73.000% (73/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.758 | Acc: 77.000% (154/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 589ms | Loss: 0.834 | Acc: 74.333% (223/300) 3/100 [=>...............................................................] Step: 304ms | Tot: 894ms | Loss: 0.774 | Acc: 75.750% (303/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s196ms | Loss: 0.800 | Acc: 74.600% (373/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s494ms | Loss: 0.775 | Acc: 75.500% (453/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s798ms | Loss: 0.779 | Acc: 75.286% (527/700) 7/100 [====>............................................................] Step: 310ms | Tot: 2s109ms | Loss: 0.792 | Acc: 74.875% (599/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s414ms | Loss: 0.829 | Acc: 74.000% (666/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s722ms | Loss: 0.827 | Acc: 73.800% (738/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s31ms | Loss: 0.822 | Acc: 73.909% (813/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s340ms | Loss: 0.824 | Acc: 73.917% (887/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s646ms | Loss: 0.818 | Acc: 74.000% (962/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s952ms | Loss: 0.816 | Acc: 73.857% (1034/1400) 14/100 [=========>.......................................................] Step: 307ms | Tot: 4s260ms | Loss: 0.830 | Acc: 73.400% (1101/1500) 15/100 [=========>.......................................................] Step: 312ms | Tot: 4s573ms | Loss: 0.833 | Acc: 73.250% (1172/1600) 16/100 [==========>......................................................] Step: 315ms | Tot: 4s888ms | Loss: 0.834 | Acc: 73.353% (1247/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s193ms | Loss: 0.834 | Acc: 73.333% (1320/1800) 18/100 [===========>.....................................................] Step: 315ms | Tot: 5s508ms | Loss: 0.845 | Acc: 73.105% (1389/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s822ms | Loss: 0.851 | Acc: 73.100% (1462/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 6s137ms | Loss: 0.849 | Acc: 73.143% (1536/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s447ms | Loss: 0.846 | Acc: 73.227% (1611/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s760ms | Loss: 0.848 | Acc: 73.130% (1682/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s68ms | Loss: 0.848 | Acc: 73.208% (1757/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s374ms | Loss: 0.853 | Acc: 73.040% (1826/2500) 25/100 [================>................................................] Step: 314ms | Tot: 7s688ms | Loss: 0.853 | Acc: 73.077% (1900/2600) 26/100 [================>................................................] Step: 311ms | Tot: 8s | Loss: 0.842 | Acc: 73.259% (1978/2700) 27/100 [=================>...............................................] Step: 314ms | Tot: 8s315ms | Loss: 0.839 | Acc: 73.429% (2056/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s620ms | Loss: 0.838 | Acc: 73.448% (2130/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s930ms | Loss: 0.836 | Acc: 73.433% (2203/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s236ms | Loss: 0.835 | Acc: 73.452% (2277/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s540ms | Loss: 0.831 | Acc: 73.438% (2350/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s846ms | Loss: 0.831 | Acc: 73.455% (2424/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s150ms | Loss: 0.829 | Acc: 73.529% (2500/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s457ms | Loss: 0.826 | Acc: 73.543% (2574/3500) 35/100 [======================>..........................................] Step: 314ms | Tot: 10s771ms | Loss: 0.824 | Acc: 73.528% (2647/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 11s73ms | Loss: 0.824 | Acc: 73.541% (2721/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s385ms | Loss: 0.831 | Acc: 73.211% (2782/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s692ms | Loss: 0.830 | Acc: 73.231% (2856/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s4ms | Loss: 0.830 | Acc: 73.075% (2923/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s309ms | Loss: 0.829 | Acc: 73.171% (3000/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s620ms | Loss: 0.829 | Acc: 73.167% (3073/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s932ms | Loss: 0.827 | Acc: 73.186% (3147/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s241ms | Loss: 0.825 | Acc: 73.205% (3221/4400) 44/100 [============================>....................................] Step: 315ms | Tot: 13s557ms | Loss: 0.822 | Acc: 73.267% (3297/4500) 45/100 [=============================>...................................] Step: 316ms | Tot: 13s873ms | Loss: 0.821 | Acc: 73.261% (3370/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s177ms | Loss: 0.820 | Acc: 73.298% (3445/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s481ms | Loss: 0.819 | Acc: 73.312% (3519/4800) 48/100 [===============================>.................................] Step: 313ms | Tot: 14s795ms | Loss: 0.817 | Acc: 73.245% (3589/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s102ms | Loss: 0.821 | Acc: 73.200% (3660/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s410ms | Loss: 0.823 | Acc: 73.137% (3730/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s713ms | Loss: 0.822 | Acc: 73.212% (3807/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 16s23ms | Loss: 0.818 | Acc: 73.264% (3883/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s335ms | Loss: 0.818 | Acc: 73.296% (3958/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s643ms | Loss: 0.817 | Acc: 73.236% (4028/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s956ms | Loss: 0.816 | Acc: 73.250% (4102/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s265ms | Loss: 0.815 | Acc: 73.175% (4171/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s577ms | Loss: 0.814 | Acc: 73.190% (4245/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s889ms | Loss: 0.814 | Acc: 73.169% (4317/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 18s191ms | Loss: 0.818 | Acc: 73.017% (4381/6000) 60/100 [=======================================>.........................] Step: 315ms | Tot: 18s506ms | Loss: 0.817 | Acc: 73.082% (4458/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s819ms | Loss: 0.816 | Acc: 73.081% (4531/6200) 62/100 [========================================>........................] Step: 309ms | Tot: 19s128ms | Loss: 0.814 | Acc: 73.143% (4608/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s437ms | Loss: 0.813 | Acc: 73.125% (4680/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s747ms | Loss: 0.814 | Acc: 73.062% (4749/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s57ms | Loss: 0.816 | Acc: 73.000% (4818/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s362ms | Loss: 0.814 | Acc: 73.045% (4894/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s666ms | Loss: 0.814 | Acc: 72.985% (4963/6800) 68/100 [============================================>....................] Step: 313ms | Tot: 20s980ms | Loss: 0.814 | Acc: 72.957% (5034/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s288ms | Loss: 0.816 | Acc: 72.957% (5107/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s592ms | Loss: 0.815 | Acc: 72.958% (5180/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s901ms | Loss: 0.816 | Acc: 72.875% (5247/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s212ms | Loss: 0.815 | Acc: 72.877% (5320/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s519ms | Loss: 0.812 | Acc: 72.946% (5398/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s830ms | Loss: 0.816 | Acc: 72.907% (5468/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s134ms | Loss: 0.813 | Acc: 73.000% (5548/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s445ms | Loss: 0.814 | Acc: 73.000% (5621/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s751ms | Loss: 0.814 | Acc: 72.987% (5693/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s57ms | Loss: 0.813 | Acc: 73.000% (5767/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s365ms | Loss: 0.814 | Acc: 72.950% (5836/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s675ms | Loss: 0.815 | Acc: 72.877% (5903/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 24s988ms | Loss: 0.814 | Acc: 72.927% (5980/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s293ms | Loss: 0.814 | Acc: 72.916% (6052/8300) 83/100 [=====================================================>...........] Step: 313ms | Tot: 25s606ms | Loss: 0.816 | Acc: 72.905% (6124/8400) 84/100 [======================================================>..........] Step: 313ms | Tot: 25s919ms | Loss: 0.818 | Acc: 72.835% (6191/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s228ms | Loss: 0.820 | Acc: 72.860% (6266/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s534ms | Loss: 0.820 | Acc: 72.862% (6339/8700) 87/100 [========================================================>........] Step: 320ms | Tot: 26s855ms | Loss: 0.821 | Acc: 72.852% (6411/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s164ms | Loss: 0.818 | Acc: 72.966% (6494/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s472ms | Loss: 0.819 | Acc: 72.956% (6566/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s786ms | Loss: 0.818 | Acc: 73.000% (6643/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 28s96ms | Loss: 0.815 | Acc: 73.098% (6725/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s401ms | Loss: 0.817 | Acc: 73.011% (6790/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s712ms | Loss: 0.819 | Acc: 72.968% (6859/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 29s19ms | Loss: 0.818 | Acc: 72.989% (6934/9500) 95/100 [=============================================================>...] Step: 313ms | Tot: 29s332ms | Loss: 0.817 | Acc: 73.021% (7010/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s642ms | Loss: 0.815 | Acc: 73.103% (7091/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s953ms | Loss: 0.817 | Acc: 73.010% (7155/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s257ms | Loss: 0.818 | Acc: 72.990% (7226/9900) 99/100 [================================================================>] Step: 315ms | Tot: 30s573ms | Loss: 0.816 | Acc: 73.020% (7302/10000) 100/100 + +Epoch: 18 + [>................................................................] Step: 588ms | Tot: 2ms | Loss: 0.479 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.490 | Acc: 81.641% (209/256) 2/391 [>................................................................] Step: 376ms | Tot: 764ms | Loss: 0.546 | Acc: 80.469% (309/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s132ms | Loss: 0.518 | Acc: 82.031% (420/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s496ms | Loss: 0.507 | Acc: 82.188% (526/640) 5/391 [>................................................................] Step: 376ms | Tot: 1s873ms | Loss: 0.510 | Acc: 82.161% (631/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s239ms | Loss: 0.510 | Acc: 82.478% (739/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s603ms | Loss: 0.524 | Acc: 81.836% (838/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 2s980ms | Loss: 0.541 | Acc: 81.597% (940/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s343ms | Loss: 0.540 | Acc: 81.953% (1049/1280) 10/391 [=>...............................................................] Step: 373ms | Tot: 3s717ms | Loss: 0.540 | Acc: 81.889% (1153/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s77ms | Loss: 0.537 | Acc: 82.161% (1262/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s444ms | Loss: 0.529 | Acc: 82.512% (1373/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s810ms | Loss: 0.530 | Acc: 82.533% (1479/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s176ms | Loss: 0.526 | Acc: 82.292% (1580/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s541ms | Loss: 0.527 | Acc: 82.227% (1684/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s907ms | Loss: 0.525 | Acc: 82.261% (1790/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s275ms | Loss: 0.532 | Acc: 82.031% (1890/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s642ms | Loss: 0.533 | Acc: 82.113% (1997/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s6ms | Loss: 0.533 | Acc: 82.070% (2101/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s374ms | Loss: 0.533 | Acc: 82.217% (2210/2688) 21/391 [===>.............................................................] Step: 377ms | Tot: 7s751ms | Loss: 0.529 | Acc: 82.315% (2318/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s110ms | Loss: 0.532 | Acc: 82.269% (2422/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s471ms | Loss: 0.532 | Acc: 82.292% (2528/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s837ms | Loss: 0.528 | Acc: 82.406% (2637/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s204ms | Loss: 0.528 | Acc: 82.302% (2739/3328) 26/391 [====>............................................................] Step: 372ms | Tot: 9s576ms | Loss: 0.533 | Acc: 82.176% (2840/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 9s947ms | Loss: 0.535 | Acc: 82.199% (2946/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s317ms | Loss: 0.537 | Acc: 82.139% (3049/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s689ms | Loss: 0.539 | Acc: 82.083% (3152/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s55ms | Loss: 0.538 | Acc: 82.157% (3260/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s419ms | Loss: 0.532 | Acc: 82.349% (3373/4096) 32/391 [=====>...........................................................] Step: 368ms | Tot: 11s787ms | Loss: 0.530 | Acc: 82.363% (3479/4224) 33/391 [=====>...........................................................] Step: 369ms | Tot: 12s157ms | Loss: 0.531 | Acc: 82.284% (3581/4352) 34/391 [=====>...........................................................] Step: 357ms | Tot: 12s515ms | Loss: 0.531 | Acc: 82.121% (3679/4480) 35/391 [=====>...........................................................] Step: 375ms | Tot: 12s891ms | Loss: 0.529 | Acc: 82.205% (3788/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s258ms | Loss: 0.527 | Acc: 82.242% (3895/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s622ms | Loss: 0.526 | Acc: 82.257% (4001/4864) 38/391 [======>..........................................................] Step: 369ms | Tot: 13s992ms | Loss: 0.529 | Acc: 82.071% (4097/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s355ms | Loss: 0.529 | Acc: 82.051% (4201/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s724ms | Loss: 0.527 | Acc: 82.107% (4309/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 15s82ms | Loss: 0.528 | Acc: 82.143% (4416/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s445ms | Loss: 0.526 | Acc: 82.195% (4524/5504) 43/391 [=======>.........................................................] Step: 370ms | Tot: 15s816ms | Loss: 0.524 | Acc: 82.209% (4630/5632) 44/391 [=======>.........................................................] Step: 372ms | Tot: 16s188ms | Loss: 0.525 | Acc: 82.222% (4736/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s556ms | Loss: 0.524 | Acc: 82.201% (4840/5888) 46/391 [=======>.........................................................] Step: 366ms | Tot: 16s923ms | Loss: 0.524 | Acc: 82.247% (4948/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s286ms | Loss: 0.525 | Acc: 82.145% (5047/6144) 48/391 [=======>.........................................................] Step: 379ms | Tot: 17s666ms | Loss: 0.523 | Acc: 82.207% (5156/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 18s37ms | Loss: 0.522 | Acc: 82.172% (5259/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s404ms | Loss: 0.521 | Acc: 82.169% (5364/6528) 51/391 [========>........................................................] Step: 372ms | Tot: 18s777ms | Loss: 0.520 | Acc: 82.181% (5470/6656) 52/391 [========>........................................................] Step: 380ms | Tot: 19s157ms | Loss: 0.521 | Acc: 82.134% (5572/6784) 53/391 [========>........................................................] Step: 389ms | Tot: 19s546ms | Loss: 0.520 | Acc: 82.219% (5683/6912) 54/391 [========>........................................................] Step: 377ms | Tot: 19s923ms | Loss: 0.519 | Acc: 82.259% (5791/7040) 55/391 [=========>.......................................................] Step: 380ms | Tot: 20s304ms | Loss: 0.520 | Acc: 82.241% (5895/7168) 56/391 [=========>.......................................................] Step: 378ms | Tot: 20s682ms | Loss: 0.517 | Acc: 82.319% (6006/7296) 57/391 [=========>.......................................................] Step: 371ms | Tot: 21s54ms | Loss: 0.516 | Acc: 82.355% (6114/7424) 58/391 [=========>.......................................................] Step: 373ms | Tot: 21s428ms | Loss: 0.515 | Acc: 82.415% (6224/7552) 59/391 [=========>.......................................................] Step: 371ms | Tot: 21s800ms | Loss: 0.516 | Acc: 82.305% (6321/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 22s163ms | Loss: 0.515 | Acc: 82.300% (6426/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s531ms | Loss: 0.514 | Acc: 82.346% (6535/7936) 62/391 [==========>......................................................] Step: 376ms | Tot: 22s908ms | Loss: 0.514 | Acc: 82.316% (6638/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 23s273ms | Loss: 0.511 | Acc: 82.385% (6749/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s641ms | Loss: 0.512 | Acc: 82.356% (6852/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 24s7ms | Loss: 0.512 | Acc: 82.327% (6955/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s373ms | Loss: 0.510 | Acc: 82.346% (7062/8576) 67/391 [===========>.....................................................] Step: 371ms | Tot: 24s744ms | Loss: 0.512 | Acc: 82.318% (7165/8704) 68/391 [===========>.....................................................] Step: 370ms | Tot: 25s115ms | Loss: 0.512 | Acc: 82.326% (7271/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s477ms | Loss: 0.512 | Acc: 82.277% (7372/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s841ms | Loss: 0.512 | Acc: 82.295% (7479/9088) 71/391 [===========>.....................................................] Step: 384ms | Tot: 26s225ms | Loss: 0.512 | Acc: 82.303% (7585/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s591ms | Loss: 0.511 | Acc: 82.310% (7691/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s957ms | Loss: 0.510 | Acc: 82.316% (7797/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s326ms | Loss: 0.509 | Acc: 82.354% (7906/9600) 75/391 [============>....................................................] Step: 369ms | Tot: 27s695ms | Loss: 0.508 | Acc: 82.401% (8016/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 28s63ms | Loss: 0.507 | Acc: 82.427% (8124/9856) 77/391 [============>....................................................] Step: 371ms | Tot: 28s435ms | Loss: 0.507 | Acc: 82.462% (8233/9984) 78/391 [============>....................................................] Step: 369ms | Tot: 28s804ms | Loss: 0.507 | Acc: 82.456% (8338/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 29s169ms | Loss: 0.505 | Acc: 82.529% (8451/10240) 80/391 [=============>...................................................] Step: 371ms | Tot: 29s540ms | Loss: 0.503 | Acc: 82.581% (8562/10368) 81/391 [=============>...................................................] Step: 373ms | Tot: 29s913ms | Loss: 0.503 | Acc: 82.612% (8671/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 30s275ms | Loss: 0.502 | Acc: 82.634% (8779/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s636ms | Loss: 0.502 | Acc: 82.608% (8882/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 31s4ms | Loss: 0.504 | Acc: 82.546% (8981/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s369ms | Loss: 0.505 | Acc: 82.549% (9087/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s739ms | Loss: 0.505 | Acc: 82.543% (9192/11136) 87/391 [==============>..................................................] Step: 368ms | Tot: 32s108ms | Loss: 0.504 | Acc: 82.573% (9301/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s471ms | Loss: 0.505 | Acc: 82.532% (9402/11392) 89/391 [==============>..................................................] Step: 374ms | Tot: 32s846ms | Loss: 0.506 | Acc: 82.509% (9505/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 33s213ms | Loss: 0.506 | Acc: 82.546% (9615/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 33s581ms | Loss: 0.507 | Acc: 82.473% (9712/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s949ms | Loss: 0.508 | Acc: 82.468% (9817/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 34s311ms | Loss: 0.508 | Acc: 82.480% (9924/12032) 94/391 [===============>.................................................] Step: 377ms | Tot: 34s688ms | Loss: 0.509 | Acc: 82.451% (10026/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 35s49ms | Loss: 0.510 | Acc: 82.430% (10129/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s414ms | Loss: 0.510 | Acc: 82.466% (10239/12416) 97/391 [================>................................................] Step: 369ms | Tot: 35s784ms | Loss: 0.509 | Acc: 82.510% (10350/12544) 98/391 [================>................................................] Step: 373ms | Tot: 36s157ms | Loss: 0.508 | Acc: 82.568% (10463/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s519ms | Loss: 0.507 | Acc: 82.578% (10570/12800) 100/391 [================>................................................] Step: 373ms | Tot: 36s892ms | Loss: 0.507 | Acc: 82.550% (10672/12928) 101/391 [================>................................................] Step: 367ms | Tot: 37s260ms | Loss: 0.506 | Acc: 82.583% (10782/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s623ms | Loss: 0.507 | Acc: 82.547% (10883/13184) 103/391 [=================>...............................................] Step: 374ms | Tot: 37s997ms | Loss: 0.506 | Acc: 82.587% (10994/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 38s361ms | Loss: 0.507 | Acc: 82.560% (11096/13440) 105/391 [=================>...............................................] Step: 373ms | Tot: 38s734ms | Loss: 0.508 | Acc: 82.518% (11196/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 39s97ms | Loss: 0.508 | Acc: 82.513% (11301/13696) 107/391 [=================>...............................................] Step: 379ms | Tot: 39s477ms | Loss: 0.508 | Acc: 82.501% (11405/13824) 108/391 [=================>...............................................] Step: 374ms | Tot: 39s851ms | Loss: 0.509 | Acc: 82.511% (11512/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 40s217ms | Loss: 0.508 | Acc: 82.543% (11622/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s583ms | Loss: 0.509 | Acc: 82.510% (11723/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 40s956ms | Loss: 0.509 | Acc: 82.499% (11827/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s324ms | Loss: 0.510 | Acc: 82.481% (11930/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s691ms | Loss: 0.511 | Acc: 82.449% (12031/14592) 114/391 [==================>..............................................] Step: 371ms | Tot: 42s62ms | Loss: 0.511 | Acc: 82.432% (12134/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s424ms | Loss: 0.511 | Acc: 82.435% (12240/14848) 116/391 [===================>.............................................] Step: 374ms | Tot: 42s798ms | Loss: 0.511 | Acc: 82.445% (12347/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 43s167ms | Loss: 0.511 | Acc: 82.448% (12453/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s527ms | Loss: 0.512 | Acc: 82.465% (12561/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s895ms | Loss: 0.512 | Acc: 82.428% (12661/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 44s259ms | Loss: 0.511 | Acc: 82.477% (12774/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s621ms | Loss: 0.511 | Acc: 82.447% (12875/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s980ms | Loss: 0.512 | Acc: 82.374% (12969/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 45s343ms | Loss: 0.511 | Acc: 82.428% (13083/15872) 124/391 [====================>............................................] Step: 371ms | Tot: 45s715ms | Loss: 0.511 | Acc: 82.438% (13190/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 46s81ms | Loss: 0.510 | Acc: 82.428% (13294/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 46s438ms | Loss: 0.510 | Acc: 82.425% (13399/16256) 127/391 [=====================>...........................................] Step: 373ms | Tot: 46s811ms | Loss: 0.511 | Acc: 82.391% (13499/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 47s176ms | Loss: 0.510 | Acc: 82.419% (13609/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 47s540ms | Loss: 0.510 | Acc: 82.428% (13716/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s907ms | Loss: 0.510 | Acc: 82.437% (13823/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 48s270ms | Loss: 0.509 | Acc: 82.463% (13933/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s632ms | Loss: 0.510 | Acc: 82.460% (14038/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s995ms | Loss: 0.510 | Acc: 82.474% (14146/17152) 134/391 [======================>..........................................] Step: 378ms | Tot: 49s373ms | Loss: 0.511 | Acc: 82.419% (14242/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s740ms | Loss: 0.510 | Acc: 82.399% (14344/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 50s105ms | Loss: 0.510 | Acc: 82.413% (14452/17536) 137/391 [======================>..........................................] Step: 371ms | Tot: 50s476ms | Loss: 0.511 | Acc: 82.388% (14553/17664) 138/391 [======================>..........................................] Step: 365ms | Tot: 50s842ms | Loss: 0.510 | Acc: 82.408% (14662/17792) 139/391 [=======================>.........................................] Step: 371ms | Tot: 51s213ms | Loss: 0.509 | Acc: 82.455% (14776/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 51s584ms | Loss: 0.509 | Acc: 82.469% (14884/18048) 141/391 [=======================>.........................................] Step: 371ms | Tot: 51s956ms | Loss: 0.510 | Acc: 82.449% (14986/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 52s322ms | Loss: 0.509 | Acc: 82.463% (15094/18304) 143/391 [=======================>.........................................] Step: 377ms | Tot: 52s700ms | Loss: 0.509 | Acc: 82.476% (15202/18432) 144/391 [=======================>.........................................] Step: 380ms | Tot: 53s80ms | Loss: 0.509 | Acc: 82.522% (15316/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 53s449ms | Loss: 0.509 | Acc: 82.529% (15423/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s819ms | Loss: 0.509 | Acc: 82.510% (15525/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 54s184ms | Loss: 0.509 | Acc: 82.512% (15631/18944) 148/391 [========================>........................................] Step: 367ms | Tot: 54s552ms | Loss: 0.509 | Acc: 82.493% (15733/19072) 149/391 [========================>........................................] Step: 369ms | Tot: 54s922ms | Loss: 0.508 | Acc: 82.521% (15844/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 55s288ms | Loss: 0.508 | Acc: 82.523% (15950/19328) 151/391 [=========================>.......................................] Step: 364ms | Tot: 55s653ms | Loss: 0.508 | Acc: 82.545% (16060/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 56s21ms | Loss: 0.508 | Acc: 82.527% (16162/19584) 153/391 [=========================>.......................................] Step: 374ms | Tot: 56s396ms | Loss: 0.508 | Acc: 82.528% (16268/19712) 154/391 [=========================>.......................................] Step: 369ms | Tot: 56s765ms | Loss: 0.507 | Acc: 82.555% (16379/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 57s128ms | Loss: 0.507 | Acc: 82.572% (16488/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 57s488ms | Loss: 0.508 | Acc: 82.524% (16584/20096) 157/391 [==========================>......................................] Step: 369ms | Tot: 57s857ms | Loss: 0.508 | Acc: 82.511% (16687/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 58s226ms | Loss: 0.509 | Acc: 82.483% (16787/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s585ms | Loss: 0.509 | Acc: 82.480% (16892/20480) 160/391 [==========================>......................................] Step: 367ms | Tot: 58s952ms | Loss: 0.508 | Acc: 82.497% (17001/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 59s321ms | Loss: 0.508 | Acc: 82.489% (17105/20736) 162/391 [==========================>......................................] Step: 370ms | Tot: 59s691ms | Loss: 0.508 | Acc: 82.501% (17213/20864) 163/391 [===========================>.....................................] Step: 375ms | Tot: 1m67ms | Loss: 0.509 | Acc: 82.474% (17313/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 1m434ms | Loss: 0.509 | Acc: 82.495% (17423/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 1m801ms | Loss: 0.509 | Acc: 82.516% (17533/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.509 | Acc: 82.513% (17638/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.509 | Acc: 82.510% (17743/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.509 | Acc: 82.503% (17847/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.509 | Acc: 82.518% (17956/21760) 170/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.509 | Acc: 82.538% (18066/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.508 | Acc: 82.554% (18175/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.508 | Acc: 82.573% (18285/22144) 173/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.509 | Acc: 82.566% (18389/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m4s | Loss: 0.509 | Acc: 82.558% (18493/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.509 | Acc: 82.559% (18599/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.509 | Acc: 82.552% (18703/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.509 | Acc: 82.571% (18813/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.510 | Acc: 82.533% (18910/22912) 179/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.509 | Acc: 82.561% (19022/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m6s | Loss: 0.510 | Acc: 82.541% (19123/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.510 | Acc: 82.503% (19220/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.510 | Acc: 82.497% (19324/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.511 | Acc: 82.477% (19425/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.511 | Acc: 82.466% (19528/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.439% (19627/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.457% (19737/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.468% (19845/24064) 188/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.510 | Acc: 82.457% (19948/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.510 | Acc: 82.459% (20054/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.510 | Acc: 82.489% (20167/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.510 | Acc: 82.487% (20272/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m10s | Loss: 0.510 | Acc: 82.505% (20382/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.511 | Acc: 82.470% (20479/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.509 | Acc: 82.508% (20594/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.509 | Acc: 82.514% (20701/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.509 | Acc: 82.515% (20807/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.509 | Acc: 82.524% (20915/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.508 | Acc: 82.534% (21023/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.508 | Acc: 82.527% (21127/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.508 | Acc: 82.537% (21235/25728) 201/391 [=================================>...............................] Step: 374ms | Tot: 1m13s | Loss: 0.508 | Acc: 82.553% (21345/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.508 | Acc: 82.551% (21450/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.508 | Acc: 82.518% (21547/26112) 204/391 [=================================>...............................] Step: 356ms | Tot: 1m15s | Loss: 0.508 | Acc: 82.530% (21656/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.508 | Acc: 82.513% (21757/26368) 206/391 [==================================>..............................] Step: 382ms | Tot: 1m15s | Loss: 0.508 | Acc: 82.522% (21865/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.509 | Acc: 82.497% (21964/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.508 | Acc: 82.499% (22070/26752) 209/391 [==================================>..............................] Step: 376ms | Tot: 1m16s | Loss: 0.508 | Acc: 82.504% (22177/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m17s | Loss: 0.509 | Acc: 82.494% (22280/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.509 | Acc: 82.488% (22384/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.510 | Acc: 82.453% (22480/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.510 | Acc: 82.444% (22583/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.510 | Acc: 82.460% (22693/27520) 215/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.510 | Acc: 82.440% (22793/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.510 | Acc: 82.456% (22903/27776) 217/391 [====================================>............................] Step: 373ms | Tot: 1m19s | Loss: 0.510 | Acc: 82.443% (23005/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.510 | Acc: 82.463% (23116/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.509 | Acc: 82.482% (23227/28160) 220/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.510 | Acc: 82.491% (23335/28288) 221/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.478% (23437/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.511% (23552/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.509 | Acc: 82.499% (23654/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.510 | Acc: 82.469% (23751/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.510 | Acc: 82.470% (23857/28928) 226/391 [=====================================>...........................] Step: 376ms | Tot: 1m23s | Loss: 0.510 | Acc: 82.472% (23963/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.511 | Acc: 82.456% (24064/29184) 228/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.510 | Acc: 82.471% (24174/29312) 229/391 [======================================>..........................] Step: 374ms | Tot: 1m24s | Loss: 0.510 | Acc: 82.469% (24279/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.510 | Acc: 82.481% (24388/29568) 231/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.510 | Acc: 82.503% (24500/29696) 232/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.510 | Acc: 82.484% (24600/29824) 233/391 [======================================>..........................] Step: 394ms | Tot: 1m25s | Loss: 0.510 | Acc: 82.489% (24707/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.509 | Acc: 82.523% (24823/30080) 235/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.510 | Acc: 82.501% (24922/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.509 | Acc: 82.506% (25029/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.509 | Acc: 82.517% (25138/30464) 238/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.510 | Acc: 82.482% (25233/30592) 239/391 [=======================================>.........................] Step: 381ms | Tot: 1m27s | Loss: 0.510 | Acc: 82.490% (25341/30720) 240/391 [=======================================>.........................] Step: 384ms | Tot: 1m28s | Loss: 0.510 | Acc: 82.482% (25444/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.510 | Acc: 82.493% (25553/30976) 242/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.510 | Acc: 82.481% (25655/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.510 | Acc: 82.486% (25762/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.510 | Acc: 82.481% (25866/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.510 | Acc: 82.489% (25974/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.510 | Acc: 82.484% (26078/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.510 | Acc: 82.469% (26179/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.511 | Acc: 82.430% (26272/31872) 249/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.511 | Acc: 82.422% (26375/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.512 | Acc: 82.395% (26472/32128) 251/391 [=========================================>.......................] Step: 369ms | Tot: 1m32s | Loss: 0.511 | Acc: 82.400% (26579/32256) 252/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.512 | Acc: 82.371% (26675/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.512 | Acc: 82.357% (26776/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.513 | Acc: 82.338% (26875/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.513 | Acc: 82.336% (26980/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.513 | Acc: 82.329% (27083/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.513 | Acc: 82.319% (27185/33024) 258/391 [==========================================>......................] Step: 369ms | Tot: 1m34s | Loss: 0.513 | Acc: 82.315% (27289/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.513 | Acc: 82.329% (27399/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.513 | Acc: 82.340% (27508/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.512 | Acc: 82.350% (27617/33536) 262/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.512 | Acc: 82.349% (27722/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.512 | Acc: 82.354% (27829/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m37s | Loss: 0.513 | Acc: 82.338% (27929/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.513 | Acc: 82.343% (28036/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.513 | Acc: 82.333% (28138/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.513 | Acc: 82.329% (28242/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.513 | Acc: 82.336% (28350/34432) 269/391 [============================================>....................] Step: 376ms | Tot: 1m39s | Loss: 0.513 | Acc: 82.341% (28457/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m39s | Loss: 0.513 | Acc: 82.340% (28562/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.513 | Acc: 82.341% (28668/34816) 272/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.513 | Acc: 82.340% (28773/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.513 | Acc: 82.333% (28876/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.513 | Acc: 82.327% (28979/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.513 | Acc: 82.328% (29085/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.513 | Acc: 82.327% (29190/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.512 | Acc: 82.354% (29305/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m42s | Loss: 0.513 | Acc: 82.367% (29415/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.513 | Acc: 82.369% (29521/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m43s | Loss: 0.513 | Acc: 82.359% (29623/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.513 | Acc: 82.364% (29730/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.512 | Acc: 82.374% (29839/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.513 | Acc: 82.370% (29943/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.513 | Acc: 82.355% (30043/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.513 | Acc: 82.354% (30148/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m45s | Loss: 0.513 | Acc: 82.344% (30250/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.513 | Acc: 82.351% (30358/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.513 | Acc: 82.358% (30466/36992) 289/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.514 | Acc: 82.344% (30566/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.514 | Acc: 82.351% (30674/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.513 | Acc: 82.363% (30784/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.514 | Acc: 82.367% (30891/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.514 | Acc: 82.361% (30994/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m48s | Loss: 0.514 | Acc: 82.360% (31099/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.513 | Acc: 82.361% (31205/37888) 296/391 [=================================================>...............] Step: 378ms | Tot: 1m48s | Loss: 0.513 | Acc: 82.371% (31314/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.513 | Acc: 82.372% (31420/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.514 | Acc: 82.347% (31516/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.514 | Acc: 82.354% (31624/38400) 300/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.514 | Acc: 82.343% (31725/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.514 | Acc: 82.337% (31828/38656) 302/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.514 | Acc: 82.343% (31936/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.514 | Acc: 82.337% (32039/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.514 | Acc: 82.321% (32138/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.514 | Acc: 82.330% (32247/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.514 | Acc: 82.298% (32340/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.514 | Acc: 82.295% (32444/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.287% (32546/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.266% (32643/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.265% (32748/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.516 | Acc: 82.252% (32848/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.516 | Acc: 82.228% (32944/40064) 313/391 [====================================================>............] Step: 373ms | Tot: 1m55s | Loss: 0.516 | Acc: 82.223% (33047/40192) 314/391 [====================================================>............] Step: 373ms | Tot: 1m55s | Loss: 0.516 | Acc: 82.240% (33159/40320) 315/391 [====================================================>............] Step: 379ms | Tot: 1m55s | Loss: 0.516 | Acc: 82.234% (33262/40448) 316/391 [====================================================>............] Step: 373ms | Tot: 1m56s | Loss: 0.516 | Acc: 82.241% (33370/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.516 | Acc: 82.233% (33472/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.516 | Acc: 82.232% (33577/40832) 319/391 [=====================================================>...........] Step: 376ms | Tot: 1m57s | Loss: 0.516 | Acc: 82.251% (33690/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m57s | Loss: 0.515 | Acc: 82.248% (33794/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.252% (33901/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.244% (34003/41344) 323/391 [=====================================================>...........] Step: 375ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.231% (34103/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.192% (34192/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.189% (34296/41728) 326/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.191% (34402/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 2m244ms | Loss: 0.516 | Acc: 82.188% (34506/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 2m603ms | Loss: 0.516 | Acc: 82.209% (34620/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m966ms | Loss: 0.516 | Acc: 82.202% (34722/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.211% (34831/42368) 331/391 [=======================================================>.........] Step: 374ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.196% (34930/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.195% (35035/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.188% (35137/42752) 334/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.517 | Acc: 82.185% (35241/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m3s | Loss: 0.516 | Acc: 82.196% (35351/43008) 336/391 [=======================================================>.........] Step: 376ms | Tot: 2m3s | Loss: 0.516 | Acc: 82.203% (35459/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.516 | Acc: 82.209% (35567/43264) 338/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.213% (35674/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.233% (35788/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.517 | Acc: 82.210% (35883/43648) 341/391 [========================================================>........] Step: 378ms | Tot: 2m5s | Loss: 0.517 | Acc: 82.203% (35985/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.517 | Acc: 82.202% (36090/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.517 | Acc: 82.202% (36195/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.517 | Acc: 82.199% (36299/44160) 345/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.517 | Acc: 82.198% (36404/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.517 | Acc: 82.191% (36506/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m7s | Loss: 0.517 | Acc: 82.175% (36604/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.518 | Acc: 82.161% (36703/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.518 | Acc: 82.156% (36806/44800) 350/391 [==========================================================>......] Step: 383ms | Tot: 2m8s | Loss: 0.518 | Acc: 82.163% (36914/44928) 351/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.518 | Acc: 82.153% (37015/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m9s | Loss: 0.518 | Acc: 82.157% (37122/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.517 | Acc: 82.172% (37234/45312) 354/391 [==========================================================>......] Step: 369ms | Tot: 2m10s | Loss: 0.517 | Acc: 82.181% (37343/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.517 | Acc: 82.194% (37454/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.517 | Acc: 82.187% (37556/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.518 | Acc: 82.180% (37658/45824) 358/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.518 | Acc: 82.171% (37759/45952) 359/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.518 | Acc: 82.179% (37868/46080) 360/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.518 | Acc: 82.170% (37969/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.518 | Acc: 82.163% (38071/46336) 362/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.518 | Acc: 82.156% (38173/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.519 | Acc: 82.154% (38277/46592) 364/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.519 | Acc: 82.149% (38380/46720) 365/391 [============================================================>....] Step: 359ms | Tot: 2m14s | Loss: 0.519 | Acc: 82.147% (38484/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m14s | Loss: 0.520 | Acc: 82.140% (38586/46976) 367/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.519 | Acc: 82.148% (38695/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.519 | Acc: 82.143% (38798/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.519 | Acc: 82.147% (38905/47360) 370/391 [=============================================================>...] Step: 372ms | Tot: 2m16s | Loss: 0.519 | Acc: 82.164% (39018/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m16s | Loss: 0.519 | Acc: 82.172% (39127/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.519 | Acc: 82.182% (39237/47744) 373/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.519 | Acc: 82.186% (39344/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.519 | Acc: 82.173% (39443/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.519 | Acc: 82.162% (39543/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m18s | Loss: 0.519 | Acc: 82.166% (39650/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.518 | Acc: 82.188% (39766/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.518 | Acc: 82.192% (39873/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.518 | Acc: 82.183% (39974/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.519 | Acc: 82.171% (40073/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.519 | Acc: 82.160% (40173/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.519 | Acc: 82.172% (40284/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.519 | Acc: 82.149% (40378/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m21s | Loss: 0.519 | Acc: 82.145% (40481/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.520 | Acc: 82.132% (40580/49408) 386/391 [================================================================>] Step: 373ms | Tot: 2m21s | Loss: 0.520 | Acc: 82.128% (40683/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.520 | Acc: 82.118% (40783/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.520 | Acc: 82.114% (40886/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.520 | Acc: 82.117% (40993/49920) 390/391 [================================================================>] Step: 347ms | Tot: 2m23s | Loss: 0.520 | Acc: 82.122% (41061/50000) 391/391 + [>................................................................] Step: 494ms | Tot: 2ms | Loss: 0.607 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.567 | Acc: 79.000% (158/200) 2/100 [=>...............................................................] Step: 307ms | Tot: 611ms | Loss: 0.593 | Acc: 78.000% (234/300) 3/100 [=>...............................................................] Step: 306ms | Tot: 917ms | Loss: 0.576 | Acc: 78.750% (315/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s216ms | Loss: 0.612 | Acc: 76.800% (384/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s520ms | Loss: 0.592 | Acc: 77.500% (465/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s822ms | Loss: 0.605 | Acc: 77.143% (540/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s127ms | Loss: 0.620 | Acc: 76.750% (614/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s429ms | Loss: 0.635 | Acc: 76.667% (690/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s729ms | Loss: 0.642 | Acc: 76.900% (769/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 3s30ms | Loss: 0.636 | Acc: 77.000% (847/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s339ms | Loss: 0.647 | Acc: 76.917% (923/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s645ms | Loss: 0.629 | Acc: 77.692% (1010/1300) 13/100 [========>........................................................] Step: 313ms | Tot: 3s959ms | Loss: 0.630 | Acc: 77.500% (1085/1400) 14/100 [=========>.......................................................] Step: 314ms | Tot: 4s274ms | Loss: 0.625 | Acc: 77.867% (1168/1500) 15/100 [=========>.......................................................] Step: 324ms | Tot: 4s598ms | Loss: 0.626 | Acc: 77.812% (1245/1600) 16/100 [==========>......................................................] Step: 319ms | Tot: 4s917ms | Loss: 0.621 | Acc: 78.000% (1326/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s224ms | Loss: 0.629 | Acc: 77.778% (1400/1800) 18/100 [===========>.....................................................] Step: 314ms | Tot: 5s539ms | Loss: 0.642 | Acc: 77.474% (1472/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s854ms | Loss: 0.650 | Acc: 77.150% (1543/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s162ms | Loss: 0.653 | Acc: 76.857% (1614/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s469ms | Loss: 0.651 | Acc: 77.045% (1695/2200) 22/100 [==============>..................................................] Step: 318ms | Tot: 6s787ms | Loss: 0.660 | Acc: 76.696% (1764/2300) 23/100 [==============>..................................................] Step: 318ms | Tot: 7s106ms | Loss: 0.659 | Acc: 76.792% (1843/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s413ms | Loss: 0.663 | Acc: 76.560% (1914/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s721ms | Loss: 0.666 | Acc: 76.462% (1988/2600) 26/100 [================>................................................] Step: 307ms | Tot: 8s28ms | Loss: 0.661 | Acc: 76.630% (2069/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s336ms | Loss: 0.662 | Acc: 76.571% (2144/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s640ms | Loss: 0.662 | Acc: 76.586% (2221/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s947ms | Loss: 0.662 | Acc: 76.567% (2297/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s255ms | Loss: 0.660 | Acc: 76.677% (2377/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s565ms | Loss: 0.658 | Acc: 76.781% (2457/3200) 32/100 [====================>............................................] Step: 313ms | Tot: 9s878ms | Loss: 0.659 | Acc: 76.788% (2534/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s183ms | Loss: 0.661 | Acc: 76.676% (2607/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s489ms | Loss: 0.660 | Acc: 76.686% (2684/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s796ms | Loss: 0.658 | Acc: 76.778% (2764/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 11s101ms | Loss: 0.660 | Acc: 76.649% (2836/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s408ms | Loss: 0.662 | Acc: 76.553% (2909/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s721ms | Loss: 0.665 | Acc: 76.615% (2988/3900) 39/100 [=========================>.......................................] Step: 337ms | Tot: 12s58ms | Loss: 0.662 | Acc: 76.625% (3065/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s372ms | Loss: 0.661 | Acc: 76.707% (3145/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s682ms | Loss: 0.661 | Acc: 76.738% (3223/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 12s993ms | Loss: 0.657 | Acc: 76.837% (3304/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s306ms | Loss: 0.656 | Acc: 77.000% (3388/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s609ms | Loss: 0.651 | Acc: 77.178% (3473/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s921ms | Loss: 0.651 | Acc: 77.174% (3550/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 14s224ms | Loss: 0.651 | Acc: 77.234% (3630/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s534ms | Loss: 0.653 | Acc: 77.250% (3708/4800) 48/100 [===============================>.................................] Step: 325ms | Tot: 14s859ms | Loss: 0.650 | Acc: 77.306% (3788/4900) 49/100 [===============================>.................................] Step: 320ms | Tot: 15s179ms | Loss: 0.651 | Acc: 77.300% (3865/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s488ms | Loss: 0.651 | Acc: 77.294% (3942/5100) 51/100 [=================================>...............................] Step: 313ms | Tot: 15s802ms | Loss: 0.653 | Acc: 77.231% (4016/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 16s106ms | Loss: 0.651 | Acc: 77.264% (4095/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s417ms | Loss: 0.650 | Acc: 77.352% (4177/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s725ms | Loss: 0.651 | Acc: 77.291% (4251/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 17s36ms | Loss: 0.653 | Acc: 77.304% (4329/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s342ms | Loss: 0.654 | Acc: 77.228% (4402/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s645ms | Loss: 0.652 | Acc: 77.310% (4484/5800) 58/100 [=====================================>...........................] Step: 325ms | Tot: 17s971ms | Loss: 0.652 | Acc: 77.271% (4559/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 18s285ms | Loss: 0.653 | Acc: 77.200% (4632/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s589ms | Loss: 0.654 | Acc: 77.197% (4709/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s900ms | Loss: 0.652 | Acc: 77.226% (4788/6200) 62/100 [========================================>........................] Step: 305ms | Tot: 19s205ms | Loss: 0.651 | Acc: 77.238% (4866/6300) 63/100 [========================================>........................] Step: 312ms | Tot: 19s518ms | Loss: 0.651 | Acc: 77.297% (4947/6400) 64/100 [=========================================>.......................] Step: 313ms | Tot: 19s831ms | Loss: 0.652 | Acc: 77.292% (5024/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s142ms | Loss: 0.654 | Acc: 77.258% (5099/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s446ms | Loss: 0.653 | Acc: 77.299% (5179/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s753ms | Loss: 0.653 | Acc: 77.265% (5254/6800) 68/100 [============================================>....................] Step: 320ms | Tot: 21s74ms | Loss: 0.654 | Acc: 77.217% (5328/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s377ms | Loss: 0.655 | Acc: 77.200% (5404/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s678ms | Loss: 0.654 | Acc: 77.268% (5486/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 21s992ms | Loss: 0.656 | Acc: 77.222% (5560/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s296ms | Loss: 0.655 | Acc: 77.247% (5639/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s603ms | Loss: 0.653 | Acc: 77.324% (5722/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s907ms | Loss: 0.655 | Acc: 77.213% (5791/7500) 75/100 [================================================>................] Step: 309ms | Tot: 23s217ms | Loss: 0.654 | Acc: 77.303% (5875/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 23s523ms | Loss: 0.655 | Acc: 77.273% (5950/7700) 77/100 [==================================================>..............] Step: 312ms | Tot: 23s835ms | Loss: 0.657 | Acc: 77.218% (6023/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 24s140ms | Loss: 0.658 | Acc: 77.165% (6096/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s447ms | Loss: 0.658 | Acc: 77.175% (6174/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s753ms | Loss: 0.657 | Acc: 77.173% (6251/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 25s63ms | Loss: 0.656 | Acc: 77.207% (6331/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s366ms | Loss: 0.654 | Acc: 77.253% (6412/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s673ms | Loss: 0.653 | Acc: 77.286% (6492/8400) 84/100 [======================================================>..........] Step: 313ms | Tot: 25s986ms | Loss: 0.654 | Acc: 77.235% (6565/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s299ms | Loss: 0.653 | Acc: 77.279% (6646/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 26s599ms | Loss: 0.652 | Acc: 77.322% (6727/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 26s914ms | Loss: 0.652 | Acc: 77.341% (6806/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 27s217ms | Loss: 0.651 | Acc: 77.393% (6888/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s524ms | Loss: 0.651 | Acc: 77.400% (6966/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s832ms | Loss: 0.652 | Acc: 77.363% (7040/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s143ms | Loss: 0.650 | Acc: 77.446% (7125/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s453ms | Loss: 0.650 | Acc: 77.441% (7202/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s760ms | Loss: 0.650 | Acc: 77.457% (7281/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 29s77ms | Loss: 0.650 | Acc: 77.495% (7362/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s383ms | Loss: 0.649 | Acc: 77.521% (7442/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s695ms | Loss: 0.649 | Acc: 77.536% (7521/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 30s6ms | Loss: 0.650 | Acc: 77.490% (7594/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s313ms | Loss: 0.649 | Acc: 77.505% (7673/9900) 99/100 [================================================================>] Step: 315ms | Tot: 30s628ms | Loss: 0.648 | Acc: 77.540% (7754/10000) 100/100 + +Epoch: 19 + [>................................................................] Step: 602ms | Tot: 2ms | Loss: 0.412 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.513 | Acc: 81.641% (209/256) 2/391 [>................................................................] Step: 389ms | Tot: 772ms | Loss: 0.545 | Acc: 79.948% (307/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s144ms | Loss: 0.564 | Acc: 79.688% (408/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s511ms | Loss: 0.551 | Acc: 80.469% (515/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s884ms | Loss: 0.538 | Acc: 81.120% (623/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s255ms | Loss: 0.539 | Acc: 81.138% (727/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s619ms | Loss: 0.529 | Acc: 81.152% (831/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s982ms | Loss: 0.518 | Acc: 81.597% (940/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s348ms | Loss: 0.519 | Acc: 81.641% (1045/1280) 10/391 [=>...............................................................] Step: 369ms | Tot: 3s717ms | Loss: 0.512 | Acc: 82.244% (1158/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s84ms | Loss: 0.510 | Acc: 82.031% (1260/1536) 12/391 [=>...............................................................] Step: 369ms | Tot: 4s454ms | Loss: 0.513 | Acc: 82.031% (1365/1664) 13/391 [==>..............................................................] Step: 374ms | Tot: 4s829ms | Loss: 0.523 | Acc: 81.808% (1466/1792) 14/391 [==>..............................................................] Step: 376ms | Tot: 5s205ms | Loss: 0.515 | Acc: 82.031% (1575/1920) 15/391 [==>..............................................................] Step: 374ms | Tot: 5s580ms | Loss: 0.514 | Acc: 82.031% (1680/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s948ms | Loss: 0.514 | Acc: 81.985% (1784/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s312ms | Loss: 0.513 | Acc: 82.205% (1894/2304) 18/391 [==>..............................................................] Step: 387ms | Tot: 6s700ms | Loss: 0.512 | Acc: 82.319% (2002/2432) 19/391 [===>.............................................................] Step: 370ms | Tot: 7s70ms | Loss: 0.515 | Acc: 82.188% (2104/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s439ms | Loss: 0.511 | Acc: 82.292% (2212/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s806ms | Loss: 0.516 | Acc: 81.960% (2308/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s174ms | Loss: 0.515 | Acc: 82.133% (2418/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s543ms | Loss: 0.512 | Acc: 82.064% (2521/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s909ms | Loss: 0.507 | Acc: 82.219% (2631/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s274ms | Loss: 0.502 | Acc: 82.422% (2743/3328) 26/391 [====>............................................................] Step: 371ms | Tot: 9s646ms | Loss: 0.496 | Acc: 82.523% (2852/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 10s4ms | Loss: 0.497 | Acc: 82.589% (2960/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s374ms | Loss: 0.493 | Acc: 82.678% (3069/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s741ms | Loss: 0.489 | Acc: 82.708% (3176/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 11s102ms | Loss: 0.490 | Acc: 82.712% (3282/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s464ms | Loss: 0.489 | Acc: 82.788% (3391/4096) 32/391 [=====>...........................................................] Step: 377ms | Tot: 11s842ms | Loss: 0.495 | Acc: 82.623% (3490/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 12s203ms | Loss: 0.498 | Acc: 82.491% (3590/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s565ms | Loss: 0.499 | Acc: 82.522% (3697/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s932ms | Loss: 0.500 | Acc: 82.617% (3807/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s297ms | Loss: 0.504 | Acc: 82.538% (3909/4736) 37/391 [======>..........................................................] Step: 369ms | Tot: 13s666ms | Loss: 0.504 | Acc: 82.545% (4015/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 14s37ms | Loss: 0.503 | Acc: 82.552% (4121/4992) 39/391 [======>..........................................................] Step: 385ms | Tot: 14s423ms | Loss: 0.504 | Acc: 82.559% (4227/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s792ms | Loss: 0.504 | Acc: 82.584% (4334/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s161ms | Loss: 0.505 | Acc: 82.589% (4440/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s523ms | Loss: 0.504 | Acc: 82.649% (4549/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s887ms | Loss: 0.506 | Acc: 82.511% (4647/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s248ms | Loss: 0.506 | Acc: 82.500% (4752/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s607ms | Loss: 0.504 | Acc: 82.575% (4862/5888) 46/391 [=======>.........................................................] Step: 376ms | Tot: 16s984ms | Loss: 0.505 | Acc: 82.497% (4963/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s348ms | Loss: 0.504 | Acc: 82.520% (5070/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s717ms | Loss: 0.503 | Acc: 82.557% (5178/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 18s84ms | Loss: 0.505 | Acc: 82.484% (5279/6400) 50/391 [========>........................................................] Step: 370ms | Tot: 18s455ms | Loss: 0.505 | Acc: 82.414% (5380/6528) 51/391 [========>........................................................] Step: 382ms | Tot: 18s838ms | Loss: 0.508 | Acc: 82.317% (5479/6656) 52/391 [========>........................................................] Step: 368ms | Tot: 19s206ms | Loss: 0.506 | Acc: 82.370% (5588/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s564ms | Loss: 0.506 | Acc: 82.364% (5693/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s928ms | Loss: 0.506 | Acc: 82.415% (5802/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s297ms | Loss: 0.506 | Acc: 82.422% (5908/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 20s666ms | Loss: 0.506 | Acc: 82.346% (6008/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 21s28ms | Loss: 0.506 | Acc: 82.381% (6116/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s384ms | Loss: 0.507 | Acc: 82.283% (6214/7552) 59/391 [=========>.......................................................] Step: 374ms | Tot: 21s759ms | Loss: 0.509 | Acc: 82.266% (6318/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s124ms | Loss: 0.508 | Acc: 82.249% (6422/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 22s478ms | Loss: 0.508 | Acc: 82.208% (6524/7936) 62/391 [==========>......................................................] Step: 372ms | Tot: 22s850ms | Loss: 0.508 | Acc: 82.230% (6631/8064) 63/391 [==========>......................................................] Step: 369ms | Tot: 23s219ms | Loss: 0.505 | Acc: 82.324% (6744/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s581ms | Loss: 0.504 | Acc: 82.320% (6849/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s946ms | Loss: 0.504 | Acc: 82.315% (6954/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s307ms | Loss: 0.505 | Acc: 82.218% (7051/8576) 67/391 [===========>.....................................................] Step: 369ms | Tot: 24s677ms | Loss: 0.506 | Acc: 82.215% (7156/8704) 68/391 [===========>.....................................................] Step: 366ms | Tot: 25s43ms | Loss: 0.505 | Acc: 82.190% (7259/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s410ms | Loss: 0.505 | Acc: 82.221% (7367/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s778ms | Loss: 0.506 | Acc: 82.185% (7469/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 26s138ms | Loss: 0.505 | Acc: 82.259% (7581/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s497ms | Loss: 0.506 | Acc: 82.224% (7683/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s866ms | Loss: 0.504 | Acc: 82.295% (7795/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s226ms | Loss: 0.503 | Acc: 82.365% (7907/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s592ms | Loss: 0.503 | Acc: 82.360% (8012/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s951ms | Loss: 0.504 | Acc: 82.346% (8116/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 28s320ms | Loss: 0.504 | Acc: 82.352% (8222/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s687ms | Loss: 0.505 | Acc: 82.298% (8322/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 29s54ms | Loss: 0.506 | Acc: 82.256% (8423/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s415ms | Loss: 0.505 | Acc: 82.282% (8531/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s782ms | Loss: 0.504 | Acc: 82.374% (8646/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 30s150ms | Loss: 0.504 | Acc: 82.370% (8751/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s510ms | Loss: 0.505 | Acc: 82.385% (8858/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s874ms | Loss: 0.506 | Acc: 82.344% (8959/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s237ms | Loss: 0.504 | Acc: 82.386% (9069/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 31s609ms | Loss: 0.505 | Acc: 82.364% (9172/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s971ms | Loss: 0.504 | Acc: 82.404% (9282/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s332ms | Loss: 0.503 | Acc: 82.417% (9389/11392) 89/391 [==============>..................................................] Step: 363ms | Tot: 32s696ms | Loss: 0.503 | Acc: 82.413% (9494/11520) 90/391 [==============>..................................................] Step: 354ms | Tot: 33s51ms | Loss: 0.505 | Acc: 82.332% (9590/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s416ms | Loss: 0.504 | Acc: 82.379% (9701/11776) 92/391 [===============>.................................................] Step: 368ms | Tot: 33s785ms | Loss: 0.506 | Acc: 82.266% (9793/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 34s147ms | Loss: 0.508 | Acc: 82.206% (9891/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s508ms | Loss: 0.507 | Acc: 82.262% (10003/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 34s881ms | Loss: 0.507 | Acc: 82.267% (10109/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s247ms | Loss: 0.506 | Acc: 82.289% (10217/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s610ms | Loss: 0.506 | Acc: 82.310% (10325/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s969ms | Loss: 0.506 | Acc: 82.307% (10430/12672) 99/391 [================>................................................] Step: 369ms | Tot: 36s339ms | Loss: 0.506 | Acc: 82.281% (10532/12800) 100/391 [================>................................................] Step: 364ms | Tot: 36s704ms | Loss: 0.507 | Acc: 82.279% (10637/12928) 101/391 [================>................................................] Step: 368ms | Tot: 37s72ms | Loss: 0.506 | Acc: 82.307% (10746/13056) 102/391 [================>................................................] Step: 377ms | Tot: 37s449ms | Loss: 0.506 | Acc: 82.266% (10846/13184) 103/391 [=================>...............................................] Step: 369ms | Tot: 37s818ms | Loss: 0.507 | Acc: 82.257% (10950/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 38s190ms | Loss: 0.508 | Acc: 82.240% (11053/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s555ms | Loss: 0.508 | Acc: 82.208% (11154/13568) 106/391 [=================>...............................................] Step: 370ms | Tot: 38s925ms | Loss: 0.508 | Acc: 82.243% (11264/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s292ms | Loss: 0.507 | Acc: 82.234% (11368/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 39s659ms | Loss: 0.507 | Acc: 82.210% (11470/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 40s22ms | Loss: 0.508 | Acc: 82.202% (11574/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s384ms | Loss: 0.508 | Acc: 82.207% (11680/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 40s754ms | Loss: 0.507 | Acc: 82.241% (11790/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s122ms | Loss: 0.507 | Acc: 82.232% (11894/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s492ms | Loss: 0.509 | Acc: 82.216% (11997/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s855ms | Loss: 0.508 | Acc: 82.262% (12109/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s219ms | Loss: 0.507 | Acc: 82.287% (12218/14848) 116/391 [===================>.............................................] Step: 364ms | Tot: 42s584ms | Loss: 0.508 | Acc: 82.238% (12316/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s947ms | Loss: 0.507 | Acc: 82.276% (12427/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 43s310ms | Loss: 0.506 | Acc: 82.314% (12538/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 43s681ms | Loss: 0.506 | Acc: 82.298% (12641/15360) 120/391 [===================>.............................................] Step: 355ms | Tot: 44s37ms | Loss: 0.506 | Acc: 82.283% (12744/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 44s401ms | Loss: 0.507 | Acc: 82.281% (12849/15616) 122/391 [====================>............................................] Step: 381ms | Tot: 44s782ms | Loss: 0.506 | Acc: 82.304% (12958/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 45s148ms | Loss: 0.507 | Acc: 82.290% (13061/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 45s507ms | Loss: 0.508 | Acc: 82.312% (13170/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s876ms | Loss: 0.508 | Acc: 82.347% (13281/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 46s240ms | Loss: 0.508 | Acc: 82.363% (13389/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s605ms | Loss: 0.507 | Acc: 82.385% (13498/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 46s973ms | Loss: 0.508 | Acc: 82.346% (13597/16512) 129/391 [=====================>...........................................] Step: 370ms | Tot: 47s343ms | Loss: 0.508 | Acc: 82.320% (13698/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s710ms | Loss: 0.508 | Acc: 82.288% (13798/16768) 131/391 [=====================>...........................................] Step: 368ms | Tot: 48s79ms | Loss: 0.506 | Acc: 82.327% (13910/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s438ms | Loss: 0.506 | Acc: 82.290% (14009/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 48s811ms | Loss: 0.506 | Acc: 82.305% (14117/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s178ms | Loss: 0.506 | Acc: 82.321% (14225/17280) 135/391 [======================>..........................................] Step: 363ms | Tot: 49s542ms | Loss: 0.506 | Acc: 82.359% (14337/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s911ms | Loss: 0.507 | Acc: 82.328% (14437/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 50s275ms | Loss: 0.507 | Acc: 82.314% (14540/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 50s645ms | Loss: 0.507 | Acc: 82.329% (14648/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 51s6ms | Loss: 0.506 | Acc: 82.321% (14752/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 51s375ms | Loss: 0.507 | Acc: 82.319% (14857/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 51s738ms | Loss: 0.506 | Acc: 82.317% (14962/18176) 142/391 [=======================>.........................................] Step: 369ms | Tot: 52s107ms | Loss: 0.507 | Acc: 82.315% (15067/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s475ms | Loss: 0.507 | Acc: 82.303% (15170/18432) 144/391 [=======================>.........................................] Step: 372ms | Tot: 52s847ms | Loss: 0.507 | Acc: 82.263% (15268/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s212ms | Loss: 0.509 | Acc: 82.219% (15365/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 53s572ms | Loss: 0.509 | Acc: 82.233% (15473/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s936ms | Loss: 0.509 | Acc: 82.221% (15576/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s305ms | Loss: 0.508 | Acc: 82.225% (15682/19072) 149/391 [========================>........................................] Step: 372ms | Tot: 54s678ms | Loss: 0.509 | Acc: 82.214% (15785/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 55s44ms | Loss: 0.509 | Acc: 82.192% (15886/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s411ms | Loss: 0.510 | Acc: 82.206% (15994/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s775ms | Loss: 0.511 | Acc: 82.200% (16098/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 56s140ms | Loss: 0.511 | Acc: 82.199% (16203/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s503ms | Loss: 0.510 | Acc: 82.213% (16311/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s870ms | Loss: 0.511 | Acc: 82.207% (16415/19968) 156/391 [=========================>.......................................] Step: 370ms | Tot: 57s240ms | Loss: 0.510 | Acc: 82.220% (16523/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s608ms | Loss: 0.510 | Acc: 82.244% (16633/20224) 158/391 [==========================>......................................] Step: 372ms | Tot: 57s980ms | Loss: 0.510 | Acc: 82.252% (16740/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 58s346ms | Loss: 0.510 | Acc: 82.275% (16850/20480) 160/391 [==========================>......................................] Step: 373ms | Tot: 58s720ms | Loss: 0.510 | Acc: 82.269% (16954/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 59s81ms | Loss: 0.510 | Acc: 82.311% (17068/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 59s445ms | Loss: 0.510 | Acc: 82.324% (17176/20864) 163/391 [===========================>.....................................] Step: 365ms | Tot: 59s811ms | Loss: 0.509 | Acc: 82.350% (17287/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 1m175ms | Loss: 0.509 | Acc: 82.339% (17390/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m537ms | Loss: 0.509 | Acc: 82.351% (17498/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m904ms | Loss: 0.508 | Acc: 82.391% (17612/21376) 167/391 [===========================>.....................................] Step: 381ms | Tot: 1m1s | Loss: 0.508 | Acc: 82.389% (17717/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.508 | Acc: 82.415% (17828/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.508 | Acc: 82.413% (17933/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.508 | Acc: 82.406% (18037/21888) 171/391 [============================>....................................] Step: 376ms | Tot: 1m2s | Loss: 0.508 | Acc: 82.422% (18146/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.508 | Acc: 82.451% (18258/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.508 | Acc: 82.440% (18361/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.508 | Acc: 82.451% (18469/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.509 | Acc: 82.431% (18570/22528) 176/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.509 | Acc: 82.433% (18676/22656) 177/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.509 | Acc: 82.426% (18780/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.509 | Acc: 82.415% (18883/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.509 | Acc: 82.422% (18990/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m6s | Loss: 0.510 | Acc: 82.390% (19088/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.509 | Acc: 82.396% (19195/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.509 | Acc: 82.428% (19308/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.509 | Acc: 82.405% (19408/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.509 | Acc: 82.437% (19521/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.510 | Acc: 82.426% (19624/23808) 186/391 [==============================>..................................] Step: 364ms | Tot: 1m8s | Loss: 0.510 | Acc: 82.416% (19727/23936) 187/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.510 | Acc: 82.422% (19834/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.412% (19937/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.397% (20039/24320) 190/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.391% (20143/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.511 | Acc: 82.389% (20248/24576) 192/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.511 | Acc: 82.404% (20357/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.511 | Acc: 82.398% (20461/24832) 194/391 [================================>................................] Step: 381ms | Tot: 1m11s | Loss: 0.510 | Acc: 82.404% (20568/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.510 | Acc: 82.430% (20680/25088) 196/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.510 | Acc: 82.432% (20786/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.510 | Acc: 82.442% (20894/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.510 | Acc: 82.428% (20996/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.510 | Acc: 82.402% (21095/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.510 | Acc: 82.416% (21204/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.510 | Acc: 82.410% (21308/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.510 | Acc: 82.401% (21411/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.510 | Acc: 82.414% (21520/26112) 204/391 [=================================>...............................] Step: 383ms | Tot: 1m14s | Loss: 0.510 | Acc: 82.405% (21623/26240) 205/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.511 | Acc: 82.399% (21727/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.510 | Acc: 82.394% (21831/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.510 | Acc: 82.407% (21940/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.510 | Acc: 82.420% (22049/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.510 | Acc: 82.440% (22160/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.511 | Acc: 82.402% (22255/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.511 | Acc: 82.396% (22359/27136) 212/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.511 | Acc: 82.383% (22461/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.511 | Acc: 82.382% (22566/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.512 | Acc: 82.366% (22667/27520) 215/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.512 | Acc: 82.342% (22766/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m19s | Loss: 0.513 | Acc: 82.323% (22866/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.513 | Acc: 82.325% (22972/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.512 | Acc: 82.345% (23083/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.513 | Acc: 82.326% (23183/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.513 | Acc: 82.318% (23286/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m21s | Loss: 0.512 | Acc: 82.327% (23394/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.512 | Acc: 82.336% (23502/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.512 | Acc: 82.345% (23610/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.512 | Acc: 82.365% (23721/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.512 | Acc: 82.353% (23823/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.512 | Acc: 82.362% (23931/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.512 | Acc: 82.364% (24037/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.512 | Acc: 82.335% (24134/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.512 | Acc: 82.347% (24243/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.512 | Acc: 82.356% (24351/29568) 231/391 [======================================>..........................] Step: 371ms | Tot: 1m24s | Loss: 0.512 | Acc: 82.338% (24451/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.356% (24562/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.368% (24671/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.380% (24780/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.362% (24880/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.344% (24980/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.366% (25092/30464) 238/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.384% (25203/30592) 239/391 [=======================================>.........................] Step: 372ms | Tot: 1m27s | Loss: 0.510 | Acc: 82.428% (25322/30720) 240/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.510 | Acc: 82.417% (25424/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.511 | Acc: 82.403% (25525/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.511 | Acc: 82.401% (25630/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.510 | Acc: 82.425% (25743/31232) 244/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.510 | Acc: 82.436% (25852/31360) 245/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.509 | Acc: 82.447% (25961/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m30s | Loss: 0.510 | Acc: 82.449% (26067/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.509 | Acc: 82.466% (26178/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.509 | Acc: 82.480% (26288/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.509 | Acc: 82.481% (26394/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.509 | Acc: 82.495% (26504/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m32s | Loss: 0.509 | Acc: 82.484% (26606/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m32s | Loss: 0.509 | Acc: 82.454% (26702/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.509 | Acc: 82.477% (26815/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.509 | Acc: 82.479% (26921/32640) 255/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.509 | Acc: 82.477% (27026/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.509 | Acc: 82.493% (27137/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.509 | Acc: 82.501% (27245/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.509 | Acc: 82.499% (27350/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.508 | Acc: 82.512% (27460/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.509 | Acc: 82.489% (27558/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.509 | Acc: 82.473% (27658/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.509 | Acc: 82.465% (27761/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.509 | Acc: 82.481% (27872/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.509 | Acc: 82.497% (27983/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.509 | Acc: 82.501% (28090/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.509 | Acc: 82.491% (28192/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.510 | Acc: 82.474% (28292/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.510 | Acc: 82.455% (28391/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.510 | Acc: 82.457% (28497/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.511 | Acc: 82.446% (28599/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.510 | Acc: 82.462% (28710/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.511 | Acc: 82.458% (28814/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.510 | Acc: 82.470% (28924/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.511 | Acc: 82.472% (29030/35200) 275/391 [=============================================>...................] Step: 371ms | Tot: 1m40s | Loss: 0.510 | Acc: 82.473% (29136/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.510 | Acc: 82.463% (29238/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.511 | Acc: 82.453% (29340/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.511 | Acc: 82.440% (29441/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.511 | Acc: 82.430% (29543/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.511 | Acc: 82.426% (29647/35968) 281/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.511 | Acc: 82.419% (29750/36096) 282/391 [==============================================>..................] Step: 376ms | Tot: 1m43s | Loss: 0.512 | Acc: 82.423% (29857/36224) 283/391 [===============================================>.................] Step: 378ms | Tot: 1m43s | Loss: 0.511 | Acc: 82.433% (29966/36352) 284/391 [===============================================>.................] Step: 376ms | Tot: 1m44s | Loss: 0.511 | Acc: 82.434% (30072/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.511 | Acc: 82.436% (30178/36608) 286/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.512 | Acc: 82.415% (30276/36736) 287/391 [===============================================>.................] Step: 389ms | Tot: 1m45s | Loss: 0.512 | Acc: 82.430% (30387/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.512 | Acc: 82.407% (30484/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.512 | Acc: 82.398% (30586/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.512 | Acc: 82.386% (30687/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.512 | Acc: 82.400% (30798/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.512 | Acc: 82.381% (30896/37504) 293/391 [================================================>................] Step: 378ms | Tot: 1m47s | Loss: 0.512 | Acc: 82.398% (31008/37632) 294/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.512 | Acc: 82.386% (31109/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.512 | Acc: 82.401% (31220/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.512 | Acc: 82.400% (31325/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.512 | Acc: 82.398% (31430/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.512 | Acc: 82.400% (31536/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.512 | Acc: 82.401% (31642/38400) 300/391 [=================================================>...............] Step: 374ms | Tot: 1m49s | Loss: 0.513 | Acc: 82.382% (31740/38528) 301/391 [==================================================>..............] Step: 377ms | Tot: 1m50s | Loss: 0.513 | Acc: 82.375% (31843/38656) 302/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.513 | Acc: 82.382% (31951/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.512 | Acc: 82.383% (32057/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.513 | Acc: 82.382% (32162/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.513 | Acc: 82.368% (32262/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.513 | Acc: 82.365% (32366/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.513 | Acc: 82.381% (32478/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.512 | Acc: 82.385% (32585/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.513 | Acc: 82.389% (32692/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.513 | Acc: 82.373% (32791/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m54s | Loss: 0.512 | Acc: 82.384% (32901/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.513 | Acc: 82.361% (32997/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.513 | Acc: 82.352% (33099/40192) 314/391 [====================================================>............] Step: 378ms | Tot: 1m55s | Loss: 0.513 | Acc: 82.361% (33208/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.514 | Acc: 82.343% (33306/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.514 | Acc: 82.349% (33414/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.514 | Acc: 82.329% (33511/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m56s | Loss: 0.514 | Acc: 82.328% (33616/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.514 | Acc: 82.329% (33722/40960) 320/391 [=====================================================>...........] Step: 372ms | Tot: 1m57s | Loss: 0.514 | Acc: 82.328% (33827/41088) 321/391 [=====================================================>...........] Step: 372ms | Tot: 1m57s | Loss: 0.514 | Acc: 82.335% (33935/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.514 | Acc: 82.326% (34037/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.514 | Acc: 82.321% (34140/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.296% (34235/41600) 325/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.514 | Acc: 82.304% (34344/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.514 | Acc: 82.301% (34448/41856) 327/391 [======================================================>..........] Step: 375ms | Tot: 1m59s | Loss: 0.514 | Acc: 82.312% (34558/41984) 328/391 [======================================================>..........] Step: 376ms | Tot: 2m265ms | Loss: 0.514 | Acc: 82.307% (34661/42112) 329/391 [======================================================>..........] Step: 369ms | Tot: 2m635ms | Loss: 0.514 | Acc: 82.318% (34771/42240) 330/391 [======================================================>..........] Step: 365ms | Tot: 2m1s | Loss: 0.515 | Acc: 82.303% (34870/42368) 331/391 [=======================================================>.........] Step: 371ms | Tot: 2m1s | Loss: 0.515 | Acc: 82.300% (34974/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.515 | Acc: 82.303% (35081/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.515 | Acc: 82.303% (35186/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.515 | Acc: 82.311% (35295/42880) 335/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.515 | Acc: 82.310% (35400/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.515 | Acc: 82.307% (35504/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.515 | Acc: 82.297% (35605/43264) 338/391 [========================================================>........] Step: 376ms | Tot: 2m3s | Loss: 0.515 | Acc: 82.278% (35702/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.270% (35804/43520) 340/391 [========================================================>........] Step: 381ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.260% (35905/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m5s | Loss: 0.516 | Acc: 82.260% (36010/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.516 | Acc: 82.239% (36106/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.517 | Acc: 82.211% (36199/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.517 | Acc: 82.199% (36299/44160) 345/391 [=========================================================>.......] Step: 376ms | Tot: 2m6s | Loss: 0.517 | Acc: 82.205% (36407/44288) 346/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.517 | Acc: 82.216% (36517/44416) 347/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.517 | Acc: 82.215% (36622/44544) 348/391 [=========================================================>.......] Step: 374ms | Tot: 2m7s | Loss: 0.517 | Acc: 82.213% (36726/44672) 349/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.517 | Acc: 82.212% (36831/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.517 | Acc: 82.207% (36934/44928) 351/391 [==========================================================>......] Step: 376ms | Tot: 2m8s | Loss: 0.517 | Acc: 82.200% (37036/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.517 | Acc: 82.188% (37136/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.517 | Acc: 82.190% (37242/45312) 354/391 [==========================================================>......] Step: 375ms | Tot: 2m9s | Loss: 0.517 | Acc: 82.194% (37349/45440) 355/391 [===========================================================>.....] Step: 382ms | Tot: 2m10s | Loss: 0.517 | Acc: 82.194% (37454/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.517 | Acc: 82.182% (37554/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.517 | Acc: 82.171% (37654/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.517 | Acc: 82.175% (37761/45952) 359/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.517 | Acc: 82.170% (37864/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.517 | Acc: 82.165% (37967/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.517 | Acc: 82.169% (38074/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.517 | Acc: 82.173% (38181/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.517 | Acc: 82.179% (38289/46592) 364/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.517 | Acc: 82.181% (38395/46720) 365/391 [============================================================>....] Step: 380ms | Tot: 2m13s | Loss: 0.516 | Acc: 82.189% (38504/46848) 366/391 [============================================================>....] Step: 372ms | Tot: 2m14s | Loss: 0.516 | Acc: 82.191% (38610/46976) 367/391 [=============================================================>...] Step: 376ms | Tot: 2m14s | Loss: 0.516 | Acc: 82.203% (38721/47104) 368/391 [=============================================================>...] Step: 380ms | Tot: 2m15s | Loss: 0.516 | Acc: 82.199% (38824/47232) 369/391 [=============================================================>...] Step: 392ms | Tot: 2m15s | Loss: 0.517 | Acc: 82.188% (38924/47360) 370/391 [=============================================================>...] Step: 379ms | Tot: 2m15s | Loss: 0.516 | Acc: 82.198% (39034/47488) 371/391 [=============================================================>...] Step: 376ms | Tot: 2m16s | Loss: 0.516 | Acc: 82.191% (39136/47616) 372/391 [=============================================================>...] Step: 369ms | Tot: 2m16s | Loss: 0.517 | Acc: 82.180% (39236/47744) 373/391 [==============================================================>..] Step: 372ms | Tot: 2m16s | Loss: 0.517 | Acc: 82.177% (39340/47872) 374/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.517 | Acc: 82.177% (39445/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.516 | Acc: 82.187% (39555/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m18s | Loss: 0.516 | Acc: 82.183% (39658/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.516 | Acc: 82.184% (39764/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.516 | Acc: 82.192% (39873/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.516 | Acc: 82.183% (39974/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.516 | Acc: 82.185% (40080/48768) 381/391 [===============================================================>.] Step: 374ms | Tot: 2m19s | Loss: 0.516 | Acc: 82.187% (40186/48896) 382/391 [===============================================================>.] Step: 372ms | Tot: 2m20s | Loss: 0.516 | Acc: 82.174% (40285/49024) 383/391 [===============================================================>.] Step: 373ms | Tot: 2m20s | Loss: 0.516 | Acc: 82.170% (40388/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.516 | Acc: 82.157% (40487/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.516 | Acc: 82.157% (40592/49408) 386/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.516 | Acc: 82.154% (40696/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.516 | Acc: 82.164% (40806/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m22s | Loss: 0.516 | Acc: 82.162% (40910/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.516 | Acc: 82.167% (41018/49920) 390/391 [================================================================>] Step: 353ms | Tot: 2m23s | Loss: 0.516 | Acc: 82.172% (41086/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 3ms | Loss: 0.672 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 296ms | Tot: 300ms | Loss: 0.668 | Acc: 76.000% (152/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 595ms | Loss: 0.630 | Acc: 77.667% (233/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 892ms | Loss: 0.614 | Acc: 79.000% (316/400) 4/100 [==>..............................................................] Step: 309ms | Tot: 1s202ms | Loss: 0.633 | Acc: 78.600% (393/500) 5/100 [===>.............................................................] Step: 311ms | Tot: 1s513ms | Loss: 0.598 | Acc: 79.667% (478/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s807ms | Loss: 0.602 | Acc: 79.429% (556/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s111ms | Loss: 0.612 | Acc: 78.875% (631/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s416ms | Loss: 0.633 | Acc: 78.778% (709/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s719ms | Loss: 0.621 | Acc: 79.200% (792/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s29ms | Loss: 0.617 | Acc: 79.182% (871/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s335ms | Loss: 0.623 | Acc: 79.000% (948/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s638ms | Loss: 0.612 | Acc: 79.154% (1029/1300) 13/100 [========>........................................................] Step: 301ms | Tot: 3s940ms | Loss: 0.623 | Acc: 78.857% (1104/1400) 14/100 [=========>.......................................................] Step: 320ms | Tot: 4s260ms | Loss: 0.614 | Acc: 79.067% (1186/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s572ms | Loss: 0.618 | Acc: 79.188% (1267/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s879ms | Loss: 0.619 | Acc: 79.294% (1348/1700) 17/100 [===========>.....................................................] Step: 315ms | Tot: 5s194ms | Loss: 0.617 | Acc: 79.389% (1429/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s500ms | Loss: 0.621 | Acc: 79.211% (1505/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s810ms | Loss: 0.629 | Acc: 79.100% (1582/2000) 20/100 [=============>...................................................] Step: 318ms | Tot: 6s128ms | Loss: 0.632 | Acc: 78.714% (1653/2100) 21/100 [=============>...................................................] Step: 316ms | Tot: 6s444ms | Loss: 0.636 | Acc: 78.727% (1732/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s750ms | Loss: 0.639 | Acc: 78.696% (1810/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 7s60ms | Loss: 0.638 | Acc: 78.750% (1890/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s368ms | Loss: 0.640 | Acc: 78.600% (1965/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s671ms | Loss: 0.646 | Acc: 78.577% (2043/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s982ms | Loss: 0.642 | Acc: 78.667% (2124/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s288ms | Loss: 0.643 | Acc: 78.643% (2202/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s600ms | Loss: 0.641 | Acc: 78.724% (2283/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s906ms | Loss: 0.641 | Acc: 78.800% (2364/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s218ms | Loss: 0.643 | Acc: 78.774% (2442/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s523ms | Loss: 0.638 | Acc: 78.875% (2524/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s829ms | Loss: 0.639 | Acc: 78.909% (2604/3300) 33/100 [=====================>...........................................] Step: 309ms | Tot: 10s138ms | Loss: 0.639 | Acc: 78.971% (2685/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s443ms | Loss: 0.640 | Acc: 78.971% (2764/3500) 35/100 [======================>..........................................] Step: 296ms | Tot: 10s740ms | Loss: 0.638 | Acc: 79.167% (2850/3600) 36/100 [=======================>.........................................] Step: 316ms | Tot: 11s56ms | Loss: 0.639 | Acc: 79.216% (2931/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s373ms | Loss: 0.641 | Acc: 79.079% (3005/3800) 38/100 [========================>........................................] Step: 314ms | Tot: 11s687ms | Loss: 0.639 | Acc: 79.179% (3088/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s997ms | Loss: 0.638 | Acc: 79.150% (3166/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s310ms | Loss: 0.639 | Acc: 79.220% (3248/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s620ms | Loss: 0.638 | Acc: 79.310% (3331/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s927ms | Loss: 0.634 | Acc: 79.465% (3417/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 13s230ms | Loss: 0.635 | Acc: 79.523% (3499/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s540ms | Loss: 0.631 | Acc: 79.644% (3584/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s844ms | Loss: 0.632 | Acc: 79.565% (3660/4600) 46/100 [=============================>...................................] Step: 314ms | Tot: 14s158ms | Loss: 0.631 | Acc: 79.553% (3739/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s469ms | Loss: 0.634 | Acc: 79.583% (3820/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s779ms | Loss: 0.631 | Acc: 79.694% (3905/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 15s91ms | Loss: 0.637 | Acc: 79.560% (3978/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s400ms | Loss: 0.636 | Acc: 79.608% (4060/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s703ms | Loss: 0.637 | Acc: 79.481% (4133/5200) 52/100 [=================================>...............................] Step: 323ms | Tot: 16s27ms | Loss: 0.637 | Acc: 79.453% (4211/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s342ms | Loss: 0.638 | Acc: 79.389% (4287/5400) 54/100 [===================================>.............................] Step: 312ms | Tot: 16s654ms | Loss: 0.639 | Acc: 79.273% (4360/5500) 55/100 [===================================>.............................] Step: 317ms | Tot: 16s971ms | Loss: 0.641 | Acc: 79.268% (4439/5600) 56/100 [====================================>............................] Step: 319ms | Tot: 17s290ms | Loss: 0.645 | Acc: 79.193% (4514/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s598ms | Loss: 0.642 | Acc: 79.224% (4595/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 17s909ms | Loss: 0.643 | Acc: 79.085% (4666/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 18s215ms | Loss: 0.644 | Acc: 79.167% (4750/6000) 60/100 [=======================================>.........................] Step: 317ms | Tot: 18s533ms | Loss: 0.643 | Acc: 79.197% (4831/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s843ms | Loss: 0.642 | Acc: 79.242% (4913/6200) 62/100 [========================================>........................] Step: 312ms | Tot: 19s155ms | Loss: 0.641 | Acc: 79.270% (4994/6300) 63/100 [========================================>........................] Step: 323ms | Tot: 19s478ms | Loss: 0.641 | Acc: 79.328% (5077/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s783ms | Loss: 0.645 | Acc: 79.262% (5152/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 20s96ms | Loss: 0.646 | Acc: 79.242% (5230/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s402ms | Loss: 0.643 | Acc: 79.254% (5310/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s709ms | Loss: 0.645 | Acc: 79.221% (5387/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 21s24ms | Loss: 0.645 | Acc: 79.232% (5467/6900) 69/100 [============================================>....................] Step: 321ms | Tot: 21s345ms | Loss: 0.646 | Acc: 79.214% (5545/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s657ms | Loss: 0.648 | Acc: 79.211% (5624/7100) 71/100 [==============================================>..................] Step: 318ms | Tot: 21s976ms | Loss: 0.647 | Acc: 79.306% (5710/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s290ms | Loss: 0.645 | Acc: 79.397% (5796/7300) 73/100 [===============================================>.................] Step: 315ms | Tot: 22s605ms | Loss: 0.643 | Acc: 79.419% (5877/7400) 74/100 [================================================>................] Step: 326ms | Tot: 22s931ms | Loss: 0.644 | Acc: 79.387% (5954/7500) 75/100 [================================================>................] Step: 324ms | Tot: 23s255ms | Loss: 0.643 | Acc: 79.408% (6035/7600) 76/100 [=================================================>...............] Step: 320ms | Tot: 23s576ms | Loss: 0.642 | Acc: 79.416% (6115/7700) 77/100 [==================================================>..............] Step: 330ms | Tot: 23s907ms | Loss: 0.642 | Acc: 79.372% (6191/7800) 78/100 [==================================================>..............] Step: 315ms | Tot: 24s223ms | Loss: 0.642 | Acc: 79.405% (6273/7900) 79/100 [===================================================>.............] Step: 314ms | Tot: 24s538ms | Loss: 0.641 | Acc: 79.375% (6350/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s844ms | Loss: 0.639 | Acc: 79.420% (6433/8100) 81/100 [====================================================>............] Step: 313ms | Tot: 25s157ms | Loss: 0.638 | Acc: 79.402% (6511/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s464ms | Loss: 0.640 | Acc: 79.337% (6585/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s769ms | Loss: 0.639 | Acc: 79.357% (6666/8400) 84/100 [======================================================>..........] Step: 314ms | Tot: 26s84ms | Loss: 0.640 | Acc: 79.318% (6742/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s393ms | Loss: 0.639 | Acc: 79.360% (6825/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s700ms | Loss: 0.640 | Acc: 79.322% (6901/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 27s12ms | Loss: 0.639 | Acc: 79.341% (6982/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s314ms | Loss: 0.640 | Acc: 79.348% (7062/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s626ms | Loss: 0.641 | Acc: 79.333% (7140/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s931ms | Loss: 0.639 | Acc: 79.374% (7223/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s233ms | Loss: 0.637 | Acc: 79.467% (7311/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s543ms | Loss: 0.638 | Acc: 79.430% (7387/9300) 93/100 [============================================================>....] Step: 316ms | Tot: 28s859ms | Loss: 0.638 | Acc: 79.362% (7460/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 29s175ms | Loss: 0.639 | Acc: 79.337% (7537/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s483ms | Loss: 0.638 | Acc: 79.333% (7616/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s788ms | Loss: 0.636 | Acc: 79.361% (7698/9700) 97/100 [===============================================================>.] Step: 313ms | Tot: 30s101ms | Loss: 0.635 | Acc: 79.337% (7775/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s407ms | Loss: 0.636 | Acc: 79.323% (7853/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s708ms | Loss: 0.637 | Acc: 79.330% (7933/10000) 100/100 + +Epoch: 20 + [>................................................................] Step: 640ms | Tot: 2ms | Loss: 0.577 | Acc: 78.125% (100/128) 1/391 [>................................................................] Step: 377ms | Tot: 379ms | Loss: 0.535 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 381ms | Tot: 760ms | Loss: 0.532 | Acc: 82.812% (318/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s134ms | Loss: 0.506 | Acc: 83.594% (428/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s500ms | Loss: 0.522 | Acc: 82.969% (531/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s871ms | Loss: 0.540 | Acc: 82.682% (635/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s234ms | Loss: 0.519 | Acc: 83.259% (746/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s603ms | Loss: 0.511 | Acc: 83.496% (855/1024) 8/391 [=>...............................................................] Step: 390ms | Tot: 2s994ms | Loss: 0.495 | Acc: 84.028% (968/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s364ms | Loss: 0.499 | Acc: 83.750% (1072/1280) 10/391 [=>...............................................................] Step: 372ms | Tot: 3s737ms | Loss: 0.489 | Acc: 84.091% (1184/1408) 11/391 [=>...............................................................] Step: 375ms | Tot: 4s112ms | Loss: 0.503 | Acc: 83.659% (1285/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s474ms | Loss: 0.502 | Acc: 83.894% (1396/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s837ms | Loss: 0.495 | Acc: 83.929% (1504/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s207ms | Loss: 0.503 | Acc: 83.750% (1608/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s573ms | Loss: 0.499 | Acc: 83.740% (1715/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s939ms | Loss: 0.496 | Acc: 83.869% (1825/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s309ms | Loss: 0.501 | Acc: 83.550% (1925/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s681ms | Loss: 0.501 | Acc: 83.594% (2033/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s44ms | Loss: 0.503 | Acc: 83.516% (2138/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s419ms | Loss: 0.503 | Acc: 83.482% (2244/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s787ms | Loss: 0.502 | Acc: 83.487% (2351/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s150ms | Loss: 0.497 | Acc: 83.594% (2461/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s510ms | Loss: 0.500 | Acc: 83.366% (2561/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s877ms | Loss: 0.503 | Acc: 83.312% (2666/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s243ms | Loss: 0.506 | Acc: 83.173% (2768/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s608ms | Loss: 0.506 | Acc: 83.189% (2875/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s970ms | Loss: 0.504 | Acc: 83.259% (2984/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s335ms | Loss: 0.506 | Acc: 83.190% (3088/3712) 29/391 [====>............................................................] Step: 375ms | Tot: 10s711ms | Loss: 0.506 | Acc: 83.203% (3195/3840) 30/391 [====>............................................................] Step: 366ms | Tot: 11s77ms | Loss: 0.509 | Acc: 82.964% (3292/3968) 31/391 [=====>...........................................................] Step: 370ms | Tot: 11s448ms | Loss: 0.511 | Acc: 82.935% (3397/4096) 32/391 [=====>...........................................................] Step: 367ms | Tot: 11s816ms | Loss: 0.511 | Acc: 82.884% (3501/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s181ms | Loss: 0.510 | Acc: 82.812% (3604/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s537ms | Loss: 0.511 | Acc: 82.746% (3707/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s905ms | Loss: 0.510 | Acc: 82.661% (3809/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s269ms | Loss: 0.510 | Acc: 82.601% (3912/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s625ms | Loss: 0.512 | Acc: 82.442% (4010/4864) 38/391 [======>..........................................................] Step: 380ms | Tot: 14s5ms | Loss: 0.510 | Acc: 82.432% (4115/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s370ms | Loss: 0.513 | Acc: 82.383% (4218/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s739ms | Loss: 0.511 | Acc: 82.508% (4330/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 15s97ms | Loss: 0.512 | Acc: 82.533% (4437/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s458ms | Loss: 0.516 | Acc: 82.413% (4536/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s827ms | Loss: 0.517 | Acc: 82.386% (4640/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s187ms | Loss: 0.521 | Acc: 82.326% (4742/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s552ms | Loss: 0.520 | Acc: 82.337% (4848/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 16s916ms | Loss: 0.520 | Acc: 82.297% (4951/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s290ms | Loss: 0.518 | Acc: 82.357% (5060/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s652ms | Loss: 0.517 | Acc: 82.446% (5171/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 18s13ms | Loss: 0.515 | Acc: 82.453% (5277/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s371ms | Loss: 0.516 | Acc: 82.430% (5381/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s738ms | Loss: 0.515 | Acc: 82.497% (5491/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s99ms | Loss: 0.515 | Acc: 82.518% (5598/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s459ms | Loss: 0.515 | Acc: 82.509% (5703/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s827ms | Loss: 0.518 | Acc: 82.386% (5800/7040) 55/391 [=========>.......................................................] Step: 368ms | Tot: 20s195ms | Loss: 0.519 | Acc: 82.366% (5904/7168) 56/391 [=========>.......................................................] Step: 372ms | Tot: 20s568ms | Loss: 0.518 | Acc: 82.374% (6010/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 20s941ms | Loss: 0.515 | Acc: 82.462% (6122/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s309ms | Loss: 0.519 | Acc: 82.349% (6219/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s672ms | Loss: 0.519 | Acc: 82.357% (6325/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 22s35ms | Loss: 0.520 | Acc: 82.300% (6426/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s397ms | Loss: 0.521 | Acc: 82.245% (6527/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s764ms | Loss: 0.521 | Acc: 82.279% (6635/8064) 63/391 [==========>......................................................] Step: 370ms | Tot: 23s135ms | Loss: 0.521 | Acc: 82.288% (6741/8192) 64/391 [==========>......................................................] Step: 370ms | Tot: 23s505ms | Loss: 0.519 | Acc: 82.368% (6853/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 23s881ms | Loss: 0.518 | Acc: 82.398% (6961/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 24s247ms | Loss: 0.518 | Acc: 82.416% (7068/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s611ms | Loss: 0.517 | Acc: 82.422% (7174/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s975ms | Loss: 0.517 | Acc: 82.450% (7282/8832) 69/391 [===========>.....................................................] Step: 358ms | Tot: 25s334ms | Loss: 0.519 | Acc: 82.366% (7380/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s700ms | Loss: 0.518 | Acc: 82.350% (7484/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 26s67ms | Loss: 0.518 | Acc: 82.400% (7594/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s430ms | Loss: 0.516 | Acc: 82.470% (7706/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s791ms | Loss: 0.515 | Acc: 82.464% (7811/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s163ms | Loss: 0.515 | Acc: 82.448% (7915/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s527ms | Loss: 0.515 | Acc: 82.442% (8020/9728) 76/391 [============>....................................................] Step: 365ms | Tot: 27s893ms | Loss: 0.516 | Acc: 82.407% (8122/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s256ms | Loss: 0.518 | Acc: 82.362% (8223/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s621ms | Loss: 0.519 | Acc: 82.288% (8321/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s981ms | Loss: 0.519 | Acc: 82.275% (8425/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s346ms | Loss: 0.519 | Acc: 82.272% (8530/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s706ms | Loss: 0.519 | Acc: 82.250% (8633/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 30s64ms | Loss: 0.519 | Acc: 82.248% (8738/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s426ms | Loss: 0.518 | Acc: 82.310% (8850/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s796ms | Loss: 0.518 | Acc: 82.335% (8958/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s159ms | Loss: 0.518 | Acc: 82.349% (9065/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s521ms | Loss: 0.518 | Acc: 82.399% (9176/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s884ms | Loss: 0.518 | Acc: 82.377% (9279/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s243ms | Loss: 0.517 | Acc: 82.426% (9390/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s604ms | Loss: 0.515 | Acc: 82.483% (9502/11520) 90/391 [==============>..................................................] Step: 396ms | Tot: 33s | Loss: 0.515 | Acc: 82.469% (9606/11648) 91/391 [===============>.................................................] Step: 381ms | Tot: 33s382ms | Loss: 0.514 | Acc: 82.524% (9718/11776) 92/391 [===============>.................................................] Step: 375ms | Tot: 33s757ms | Loss: 0.515 | Acc: 82.485% (9819/11904) 93/391 [===============>.................................................] Step: 367ms | Tot: 34s124ms | Loss: 0.516 | Acc: 82.430% (9918/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 34s482ms | Loss: 0.517 | Acc: 82.410% (10021/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s849ms | Loss: 0.517 | Acc: 82.422% (10128/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s212ms | Loss: 0.519 | Acc: 82.321% (10221/12416) 97/391 [================>................................................] Step: 355ms | Tot: 35s568ms | Loss: 0.517 | Acc: 82.382% (10334/12544) 98/391 [================>................................................] Step: 372ms | Tot: 35s941ms | Loss: 0.518 | Acc: 82.386% (10440/12672) 99/391 [================>................................................] Step: 366ms | Tot: 36s307ms | Loss: 0.517 | Acc: 82.438% (10552/12800) 100/391 [================>................................................] Step: 369ms | Tot: 36s676ms | Loss: 0.517 | Acc: 82.449% (10659/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s40ms | Loss: 0.516 | Acc: 82.460% (10766/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s405ms | Loss: 0.515 | Acc: 82.471% (10873/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 37s770ms | Loss: 0.516 | Acc: 82.437% (10974/13312) 104/391 [=================>...............................................] Step: 356ms | Tot: 38s127ms | Loss: 0.517 | Acc: 82.418% (11077/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s493ms | Loss: 0.517 | Acc: 82.407% (11181/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s859ms | Loss: 0.517 | Acc: 82.426% (11289/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s222ms | Loss: 0.518 | Acc: 82.407% (11392/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s580ms | Loss: 0.517 | Acc: 82.411% (11498/13952) 109/391 [==================>..............................................] Step: 366ms | Tot: 39s946ms | Loss: 0.519 | Acc: 82.330% (11592/14080) 110/391 [==================>..............................................] Step: 370ms | Tot: 40s317ms | Loss: 0.518 | Acc: 82.348% (11700/14208) 111/391 [==================>..............................................] Step: 381ms | Tot: 40s698ms | Loss: 0.517 | Acc: 82.366% (11808/14336) 112/391 [==================>..............................................] Step: 375ms | Tot: 41s74ms | Loss: 0.517 | Acc: 82.377% (11915/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s434ms | Loss: 0.519 | Acc: 82.326% (12013/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 41s802ms | Loss: 0.521 | Acc: 82.269% (12110/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 42s161ms | Loss: 0.520 | Acc: 82.294% (12219/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 42s529ms | Loss: 0.520 | Acc: 82.332% (12330/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 42s893ms | Loss: 0.520 | Acc: 82.296% (12430/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s254ms | Loss: 0.519 | Acc: 82.340% (12542/15232) 119/391 [===================>.............................................] Step: 374ms | Tot: 43s628ms | Loss: 0.520 | Acc: 82.318% (12644/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s988ms | Loss: 0.520 | Acc: 82.328% (12751/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 44s347ms | Loss: 0.521 | Acc: 82.300% (12852/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s710ms | Loss: 0.521 | Acc: 82.266% (12952/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 45s71ms | Loss: 0.519 | Acc: 82.308% (13064/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s432ms | Loss: 0.520 | Acc: 82.281% (13165/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s794ms | Loss: 0.520 | Acc: 82.285% (13271/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 46s160ms | Loss: 0.519 | Acc: 82.327% (13383/16256) 127/391 [=====================>...........................................] Step: 363ms | Tot: 46s524ms | Loss: 0.520 | Acc: 82.300% (13484/16384) 128/391 [=====================>...........................................] Step: 370ms | Tot: 46s894ms | Loss: 0.520 | Acc: 82.316% (13592/16512) 129/391 [=====================>...........................................] Step: 355ms | Tot: 47s249ms | Loss: 0.520 | Acc: 82.338% (13701/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s614ms | Loss: 0.520 | Acc: 82.335% (13806/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s978ms | Loss: 0.519 | Acc: 82.345% (13913/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s336ms | Loss: 0.519 | Acc: 82.331% (14016/17024) 133/391 [======================>..........................................] Step: 369ms | Tot: 48s705ms | Loss: 0.519 | Acc: 82.352% (14125/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s65ms | Loss: 0.519 | Acc: 82.367% (14233/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s421ms | Loss: 0.519 | Acc: 82.359% (14337/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s784ms | Loss: 0.519 | Acc: 82.333% (14438/17536) 137/391 [======================>..........................................] Step: 372ms | Tot: 50s156ms | Loss: 0.519 | Acc: 82.337% (14544/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s517ms | Loss: 0.519 | Acc: 82.346% (14651/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s880ms | Loss: 0.518 | Acc: 82.366% (14760/17920) 140/391 [=======================>.........................................] Step: 379ms | Tot: 51s260ms | Loss: 0.518 | Acc: 82.375% (14867/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s625ms | Loss: 0.518 | Acc: 82.383% (14974/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s988ms | Loss: 0.517 | Acc: 82.425% (15087/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 52s351ms | Loss: 0.518 | Acc: 82.400% (15188/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s717ms | Loss: 0.518 | Acc: 82.376% (15289/18560) 145/391 [========================>........................................] Step: 376ms | Tot: 53s94ms | Loss: 0.518 | Acc: 82.368% (15393/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s458ms | Loss: 0.520 | Acc: 82.339% (15493/18816) 147/391 [========================>........................................] Step: 373ms | Tot: 53s832ms | Loss: 0.519 | Acc: 82.406% (15611/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s193ms | Loss: 0.518 | Acc: 82.435% (15722/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s549ms | Loss: 0.517 | Acc: 82.474% (15835/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s913ms | Loss: 0.516 | Acc: 82.497% (15945/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 55s277ms | Loss: 0.517 | Acc: 82.478% (16047/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 55s635ms | Loss: 0.517 | Acc: 82.496% (16156/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s999ms | Loss: 0.516 | Acc: 82.503% (16263/19712) 154/391 [=========================>.......................................] Step: 366ms | Tot: 56s366ms | Loss: 0.516 | Acc: 82.485% (16365/19840) 155/391 [=========================>.......................................] Step: 377ms | Tot: 56s743ms | Loss: 0.516 | Acc: 82.462% (16466/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 57s109ms | Loss: 0.516 | Acc: 82.464% (16572/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s472ms | Loss: 0.516 | Acc: 82.456% (16676/20224) 158/391 [==========================>......................................] Step: 372ms | Tot: 57s844ms | Loss: 0.517 | Acc: 82.400% (16770/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 58s209ms | Loss: 0.517 | Acc: 82.397% (16875/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s573ms | Loss: 0.517 | Acc: 82.390% (16979/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 58s938ms | Loss: 0.517 | Acc: 82.383% (17083/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 59s298ms | Loss: 0.517 | Acc: 82.376% (17187/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s659ms | Loss: 0.516 | Acc: 82.412% (17300/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 1m28ms | Loss: 0.516 | Acc: 82.424% (17408/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m393ms | Loss: 0.516 | Acc: 82.422% (17513/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m753ms | Loss: 0.515 | Acc: 82.429% (17620/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 1m1s | Loss: 0.516 | Acc: 82.413% (17722/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.516 | Acc: 82.401% (17825/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.516 | Acc: 82.426% (17936/21760) 170/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.516 | Acc: 82.438% (18044/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.517 | Acc: 82.413% (18144/22016) 172/391 [============================>....................................] Step: 397ms | Tot: 1m2s | Loss: 0.517 | Acc: 82.406% (18248/22144) 173/391 [============================>....................................] Step: 412ms | Tot: 1m3s | Loss: 0.517 | Acc: 82.408% (18354/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.517 | Acc: 82.411% (18460/22400) 175/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.517 | Acc: 82.435% (18571/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.517 | Acc: 82.428% (18675/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.517 | Acc: 82.396% (18773/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.518 | Acc: 82.359% (18870/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.517 | Acc: 82.352% (18974/23040) 180/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.517 | Acc: 82.346% (19078/23168) 181/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.516 | Acc: 82.370% (19189/23296) 182/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.516 | Acc: 82.403% (19302/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.515 | Acc: 82.409% (19409/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.515 | Acc: 82.432% (19520/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.514 | Acc: 82.443% (19628/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m8s | Loss: 0.514 | Acc: 82.436% (19732/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.514 | Acc: 82.459% (19843/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.513 | Acc: 82.486% (19955/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.513 | Acc: 82.471% (20057/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.513 | Acc: 82.502% (20170/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.512 | Acc: 82.520% (20280/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.511 | Acc: 82.557% (20395/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.510 | Acc: 82.599% (20511/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.510 | Acc: 82.592% (20615/24960) 195/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.510 | Acc: 82.589% (20720/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.510 | Acc: 82.594% (20827/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.510 | Acc: 82.599% (20934/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.509 | Acc: 82.616% (21044/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.509 | Acc: 82.617% (21150/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.509 | Acc: 82.614% (21255/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.509 | Acc: 82.608% (21359/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.509 | Acc: 82.605% (21464/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.509 | Acc: 82.613% (21572/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.509 | Acc: 82.603% (21675/26240) 205/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.509 | Acc: 82.585% (21776/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.509 | Acc: 82.594% (21884/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.509 | Acc: 82.580% (21986/26624) 208/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.509 | Acc: 82.581% (22092/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.509 | Acc: 82.571% (22195/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.509 | Acc: 82.576% (22302/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.509 | Acc: 82.580% (22409/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.509 | Acc: 82.578% (22514/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.509 | Acc: 82.564% (22616/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.509 | Acc: 82.547% (22717/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.510 | Acc: 82.527% (22817/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.510 | Acc: 82.485% (22911/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.510 | Acc: 82.461% (23010/27904) 218/391 [====================================>............................] Step: 378ms | Tot: 1m19s | Loss: 0.510 | Acc: 82.481% (23121/28032) 219/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.510 | Acc: 82.472% (23224/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.510 | Acc: 82.473% (23330/28288) 221/391 [====================================>............................] Step: 378ms | Tot: 1m20s | Loss: 0.510 | Acc: 82.496% (23442/28416) 222/391 [====================================>............................] Step: 476ms | Tot: 1m21s | Loss: 0.511 | Acc: 82.462% (23538/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.511 | Acc: 82.443% (23638/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.511 | Acc: 82.427% (23739/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.512 | Acc: 82.418% (23842/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.512 | Acc: 82.413% (23946/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.512 | Acc: 82.398% (24047/29184) 228/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.512 | Acc: 82.400% (24153/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.512 | Acc: 82.391% (24256/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.512 | Acc: 82.390% (24361/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.512 | Acc: 82.402% (24470/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.511 | Acc: 82.413% (24579/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.422% (24687/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.512 | Acc: 82.407% (24788/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.412% (24895/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.404% (24998/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.396% (25101/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.407% (25210/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.415% (25318/30720) 240/391 [=======================================>.........................] Step: 375ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.433% (25429/30848) 241/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.511 | Acc: 82.432% (25534/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.511 | Acc: 82.443% (25643/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.512 | Acc: 82.438% (25747/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.513 | Acc: 82.417% (25846/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.513 | Acc: 82.419% (25952/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m30s | Loss: 0.513 | Acc: 82.401% (26052/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.513 | Acc: 82.416% (26162/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.512 | Acc: 82.439% (26275/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.512 | Acc: 82.441% (26381/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.512 | Acc: 82.442% (26487/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.512 | Acc: 82.453% (26596/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m32s | Loss: 0.512 | Acc: 82.430% (26694/32384) 253/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.512 | Acc: 82.428% (26799/32512) 254/391 [==========================================>......................] Step: 402ms | Tot: 1m32s | Loss: 0.512 | Acc: 82.426% (26904/32640) 255/391 [==========================================>......................] Step: 388ms | Tot: 1m33s | Loss: 0.512 | Acc: 82.419% (27007/32768) 256/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.512 | Acc: 82.420% (27113/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m34s | Loss: 0.513 | Acc: 82.392% (27209/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.512 | Acc: 82.402% (27318/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.513 | Acc: 82.389% (27419/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.513 | Acc: 82.393% (27526/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.513 | Acc: 82.371% (27624/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.513 | Acc: 82.361% (27726/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.514 | Acc: 82.327% (27820/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.514 | Acc: 82.338% (27929/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.514 | Acc: 82.343% (28036/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.513 | Acc: 82.350% (28144/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.514 | Acc: 82.349% (28249/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.514 | Acc: 82.330% (28348/34432) 269/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.514 | Acc: 82.323% (28451/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.514 | Acc: 82.334% (28560/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.514 | Acc: 82.333% (28665/34816) 272/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.514 | Acc: 82.326% (28768/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.514 | Acc: 82.316% (28870/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.515 | Acc: 82.287% (28965/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.515 | Acc: 82.289% (29071/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.515 | Acc: 82.279% (29173/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.515 | Acc: 82.276% (29277/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.515 | Acc: 82.269% (29380/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.515 | Acc: 82.268% (29485/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.515 | Acc: 82.254% (29585/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.515 | Acc: 82.258% (29692/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.515 | Acc: 82.252% (29795/36224) 283/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.515 | Acc: 82.257% (29902/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.515 | Acc: 82.262% (30009/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.515 | Acc: 82.261% (30114/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.515 | Acc: 82.254% (30217/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.515 | Acc: 82.267% (30327/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m45s | Loss: 0.515 | Acc: 82.283% (30438/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.515 | Acc: 82.284% (30544/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.515 | Acc: 82.284% (30649/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.515 | Acc: 82.291% (30757/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.515 | Acc: 82.290% (30862/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.515 | Acc: 82.289% (30967/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.515 | Acc: 82.293% (31074/37760) 295/391 [=================================================>...............] Step: 399ms | Tot: 1m47s | Loss: 0.514 | Acc: 82.303% (31183/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.514 | Acc: 82.307% (31290/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.514 | Acc: 82.299% (31392/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.515 | Acc: 82.279% (31490/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.515 | Acc: 82.268% (31591/38400) 300/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.515 | Acc: 82.278% (31700/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.515 | Acc: 82.277% (31805/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.515 | Acc: 82.281% (31912/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.515 | Acc: 82.268% (32012/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.515 | Acc: 82.262% (32115/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.515 | Acc: 82.261% (32220/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.515 | Acc: 82.248% (32320/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.515 | Acc: 82.249% (32426/39424) 308/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.515 | Acc: 82.241% (32528/39552) 309/391 [===================================================>.............] Step: 375ms | Tot: 1m53s | Loss: 0.516 | Acc: 82.233% (32630/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.516 | Acc: 82.230% (32734/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.234% (32841/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.516 | Acc: 82.228% (32944/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.516 | Acc: 82.233% (33051/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.516 | Acc: 82.217% (33150/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.516 | Acc: 82.224% (33258/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.516 | Acc: 82.231% (33366/40576) 317/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.516 | Acc: 82.240% (33475/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.515 | Acc: 82.259% (33588/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.515 | Acc: 82.261% (33694/40960) 320/391 [=====================================================>...........] Step: 404ms | Tot: 1m57s | Loss: 0.515 | Acc: 82.262% (33800/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.515 | Acc: 82.269% (33908/41216) 322/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.514 | Acc: 82.283% (34019/41344) 323/391 [=====================================================>...........] Step: 386ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.253% (34112/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.243% (34213/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.249% (34321/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.515 | Acc: 82.234% (34420/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.210% (34515/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 2m12ms | Loss: 0.516 | Acc: 82.207% (34619/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m370ms | Loss: 0.516 | Acc: 82.214% (34727/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m734ms | Loss: 0.516 | Acc: 82.211% (34831/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.201% (34932/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.203% (35038/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.204% (35144/42752) 334/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.208% (35251/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.515 | Acc: 82.213% (35358/43008) 336/391 [=======================================================>.........] Step: 389ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.214% (35464/43136) 337/391 [========================================================>........] Step: 377ms | Tot: 2m3s | Loss: 0.516 | Acc: 82.218% (35571/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.516 | Acc: 82.223% (35678/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.208% (35777/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.205% (35881/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.516 | Acc: 82.205% (35986/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m5s | Loss: 0.516 | Acc: 82.200% (36089/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.516 | Acc: 82.208% (36198/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.516 | Acc: 82.199% (36299/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.516 | Acc: 82.187% (36399/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.516 | Acc: 82.193% (36507/44416) 347/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.516 | Acc: 82.204% (36617/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.517 | Acc: 82.195% (36718/44672) 349/391 [==========================================================>......] Step: 371ms | Tot: 2m7s | Loss: 0.516 | Acc: 82.201% (36826/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.516 | Acc: 82.200% (36931/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.516 | Acc: 82.209% (37040/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.516 | Acc: 82.213% (37147/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.516 | Acc: 82.208% (37250/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.516 | Acc: 82.218% (37360/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.516 | Acc: 82.218% (37465/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.516 | Acc: 82.215% (37569/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.516 | Acc: 82.210% (37672/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.515 | Acc: 82.225% (37784/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.515 | Acc: 82.227% (37890/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.515 | Acc: 82.226% (37995/46208) 361/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.515 | Acc: 82.245% (38109/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.515 | Acc: 82.249% (38216/46464) 363/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.515 | Acc: 82.235% (38315/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.515 | Acc: 82.239% (38422/46720) 365/391 [============================================================>....] Step: 357ms | Tot: 2m13s | Loss: 0.515 | Acc: 82.228% (38522/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.515 | Acc: 82.212% (38620/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.515 | Acc: 82.216% (38727/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.515 | Acc: 82.201% (38825/47232) 369/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.515 | Acc: 82.204% (38932/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.515 | Acc: 82.206% (39038/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.515 | Acc: 82.206% (39143/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.515 | Acc: 82.209% (39250/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.515 | Acc: 82.211% (39356/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.515 | Acc: 82.206% (39459/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.515 | Acc: 82.206% (39564/48128) 376/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.515 | Acc: 82.212% (39672/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.515 | Acc: 82.217% (39780/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.515 | Acc: 82.213% (39883/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.515 | Acc: 82.202% (39983/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.515 | Acc: 82.216% (40095/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.515 | Acc: 82.209% (40197/48896) 382/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.515 | Acc: 82.205% (40300/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m20s | Loss: 0.515 | Acc: 82.208% (40407/49152) 384/391 [===============================================================>.] Step: 354ms | Tot: 2m20s | Loss: 0.514 | Acc: 82.236% (40526/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.514 | Acc: 82.240% (40633/49408) 386/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.514 | Acc: 82.245% (40741/49536) 387/391 [================================================================>] Step: 348ms | Tot: 2m21s | Loss: 0.515 | Acc: 82.223% (40835/49664) 388/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.515 | Acc: 82.214% (40936/49792) 389/391 [================================================================>] Step: 374ms | Tot: 2m22s | Loss: 0.515 | Acc: 82.208% (41038/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m22s | Loss: 0.515 | Acc: 82.214% (41107/50000) 391/391 + [>................................................................] Step: 460ms | Tot: 2ms | Loss: 0.697 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 292ms | Tot: 295ms | Loss: 0.602 | Acc: 83.500% (167/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 594ms | Loss: 0.568 | Acc: 83.667% (251/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 889ms | Loss: 0.576 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s183ms | Loss: 0.577 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s474ms | Loss: 0.539 | Acc: 83.167% (499/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s772ms | Loss: 0.533 | Acc: 82.714% (579/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s77ms | Loss: 0.576 | Acc: 81.375% (651/800) 8/100 [=====>...........................................................] Step: 294ms | Tot: 2s371ms | Loss: 0.613 | Acc: 79.667% (717/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s675ms | Loss: 0.609 | Acc: 79.900% (799/1000) 10/100 [======>..........................................................] Step: 296ms | Tot: 2s971ms | Loss: 0.615 | Acc: 79.909% (879/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s270ms | Loss: 0.613 | Acc: 79.667% (956/1200) 12/100 [=======>.........................................................] Step: 291ms | Tot: 3s561ms | Loss: 0.606 | Acc: 79.538% (1034/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s866ms | Loss: 0.603 | Acc: 79.500% (1113/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s170ms | Loss: 0.589 | Acc: 79.933% (1199/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s473ms | Loss: 0.603 | Acc: 79.562% (1273/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s783ms | Loss: 0.592 | Acc: 80.000% (1360/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s86ms | Loss: 0.593 | Acc: 79.889% (1438/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s389ms | Loss: 0.597 | Acc: 79.895% (1518/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s698ms | Loss: 0.609 | Acc: 79.500% (1590/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 5s999ms | Loss: 0.605 | Acc: 79.429% (1668/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s302ms | Loss: 0.602 | Acc: 79.409% (1747/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s610ms | Loss: 0.605 | Acc: 79.174% (1821/2300) 23/100 [==============>..................................................] Step: 300ms | Tot: 6s910ms | Loss: 0.608 | Acc: 79.250% (1902/2400) 24/100 [===============>.................................................] Step: 309ms | Tot: 7s220ms | Loss: 0.610 | Acc: 79.240% (1981/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s526ms | Loss: 0.622 | Acc: 78.808% (2049/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s834ms | Loss: 0.617 | Acc: 78.963% (2132/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s137ms | Loss: 0.617 | Acc: 78.929% (2210/2800) 28/100 [==================>..............................................] Step: 299ms | Tot: 8s437ms | Loss: 0.616 | Acc: 78.931% (2289/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s745ms | Loss: 0.615 | Acc: 78.933% (2368/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s57ms | Loss: 0.617 | Acc: 78.774% (2442/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s362ms | Loss: 0.613 | Acc: 78.906% (2525/3200) 32/100 [====================>............................................] Step: 315ms | Tot: 9s678ms | Loss: 0.609 | Acc: 79.030% (2608/3300) 33/100 [=====================>...........................................] Step: 335ms | Tot: 10s14ms | Loss: 0.609 | Acc: 78.971% (2685/3400) 34/100 [======================>..........................................] Step: 317ms | Tot: 10s331ms | Loss: 0.614 | Acc: 78.829% (2759/3500) 35/100 [======================>..........................................] Step: 314ms | Tot: 10s645ms | Loss: 0.615 | Acc: 78.917% (2841/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 10s953ms | Loss: 0.616 | Acc: 79.054% (2925/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s262ms | Loss: 0.618 | Acc: 78.974% (3001/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s569ms | Loss: 0.614 | Acc: 79.051% (3083/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s875ms | Loss: 0.611 | Acc: 79.175% (3167/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s183ms | Loss: 0.610 | Acc: 79.268% (3250/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s484ms | Loss: 0.610 | Acc: 79.286% (3330/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s789ms | Loss: 0.607 | Acc: 79.349% (3412/4300) 43/100 [===========================>.....................................] Step: 315ms | Tot: 13s105ms | Loss: 0.608 | Acc: 79.341% (3491/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s415ms | Loss: 0.607 | Acc: 79.333% (3570/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s723ms | Loss: 0.609 | Acc: 79.217% (3644/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 14s26ms | Loss: 0.610 | Acc: 79.234% (3724/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s338ms | Loss: 0.611 | Acc: 79.208% (3802/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s640ms | Loss: 0.607 | Acc: 79.306% (3886/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s943ms | Loss: 0.612 | Acc: 79.220% (3961/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s249ms | Loss: 0.610 | Acc: 79.275% (4043/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s555ms | Loss: 0.608 | Acc: 79.365% (4127/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s863ms | Loss: 0.607 | Acc: 79.358% (4206/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s173ms | Loss: 0.607 | Acc: 79.333% (4284/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s473ms | Loss: 0.607 | Acc: 79.309% (4362/5500) 55/100 [===================================>.............................] Step: 315ms | Tot: 16s789ms | Loss: 0.607 | Acc: 79.321% (4442/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s94ms | Loss: 0.607 | Acc: 79.333% (4522/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s396ms | Loss: 0.606 | Acc: 79.397% (4605/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s709ms | Loss: 0.608 | Acc: 79.220% (4674/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s18ms | Loss: 0.608 | Acc: 79.183% (4751/6000) 60/100 [=======================================>.........................] Step: 311ms | Tot: 18s330ms | Loss: 0.608 | Acc: 79.262% (4835/6100) 61/100 [=======================================>.........................] Step: 315ms | Tot: 18s646ms | Loss: 0.604 | Acc: 79.435% (4925/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 18s961ms | Loss: 0.604 | Acc: 79.397% (5002/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s268ms | Loss: 0.601 | Acc: 79.500% (5088/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s573ms | Loss: 0.602 | Acc: 79.538% (5170/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 19s883ms | Loss: 0.603 | Acc: 79.485% (5246/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s190ms | Loss: 0.601 | Acc: 79.567% (5331/6700) 67/100 [===========================================>.....................] Step: 299ms | Tot: 20s489ms | Loss: 0.600 | Acc: 79.529% (5408/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s799ms | Loss: 0.599 | Acc: 79.565% (5490/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s110ms | Loss: 0.600 | Acc: 79.514% (5566/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s409ms | Loss: 0.601 | Acc: 79.380% (5636/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s717ms | Loss: 0.599 | Acc: 79.417% (5718/7200) 72/100 [==============================================>..................] Step: 309ms | Tot: 22s26ms | Loss: 0.596 | Acc: 79.507% (5804/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s332ms | Loss: 0.594 | Acc: 79.541% (5886/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s637ms | Loss: 0.596 | Acc: 79.507% (5963/7500) 75/100 [================================================>................] Step: 303ms | Tot: 22s941ms | Loss: 0.600 | Acc: 79.408% (6035/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s249ms | Loss: 0.601 | Acc: 79.338% (6109/7700) 77/100 [==================================================>..............] Step: 299ms | Tot: 23s549ms | Loss: 0.601 | Acc: 79.333% (6188/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s858ms | Loss: 0.603 | Acc: 79.266% (6262/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s165ms | Loss: 0.602 | Acc: 79.225% (6338/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s465ms | Loss: 0.601 | Acc: 79.296% (6423/8100) 81/100 [====================================================>............] Step: 315ms | Tot: 24s781ms | Loss: 0.600 | Acc: 79.366% (6508/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s85ms | Loss: 0.599 | Acc: 79.373% (6588/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s391ms | Loss: 0.600 | Acc: 79.286% (6660/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s699ms | Loss: 0.602 | Acc: 79.271% (6738/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s6ms | Loss: 0.603 | Acc: 79.233% (6814/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s310ms | Loss: 0.604 | Acc: 79.241% (6894/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s617ms | Loss: 0.605 | Acc: 79.250% (6974/8800) 88/100 [=========================================================>.......] Step: 301ms | Tot: 26s918ms | Loss: 0.604 | Acc: 79.281% (7056/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s225ms | Loss: 0.605 | Acc: 79.233% (7131/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s533ms | Loss: 0.604 | Acc: 79.297% (7216/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s841ms | Loss: 0.601 | Acc: 79.391% (7304/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s147ms | Loss: 0.602 | Acc: 79.333% (7378/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s449ms | Loss: 0.602 | Acc: 79.330% (7457/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s757ms | Loss: 0.603 | Acc: 79.305% (7534/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s64ms | Loss: 0.601 | Acc: 79.375% (7620/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 29s374ms | Loss: 0.599 | Acc: 79.433% (7705/9700) 97/100 [===============================================================>.] Step: 312ms | Tot: 29s687ms | Loss: 0.601 | Acc: 79.367% (7778/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 29s990ms | Loss: 0.600 | Acc: 79.414% (7862/9900) 99/100 [================================================================>] Step: 317ms | Tot: 30s308ms | Loss: 0.600 | Acc: 79.460% (7946/10000) 100/100 + +Epoch: 21 + [>................................................................] Step: 616ms | Tot: 2ms | Loss: 0.490 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 384ms | Tot: 387ms | Loss: 0.503 | Acc: 82.422% (211/256) 2/391 [>................................................................] Step: 382ms | Tot: 769ms | Loss: 0.477 | Acc: 83.854% (322/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s143ms | Loss: 0.466 | Acc: 83.594% (428/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s504ms | Loss: 0.456 | Acc: 84.688% (542/640) 5/391 [>................................................................] Step: 364ms | Tot: 1s869ms | Loss: 0.477 | Acc: 84.245% (647/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s232ms | Loss: 0.489 | Acc: 83.594% (749/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s601ms | Loss: 0.482 | Acc: 84.082% (861/1024) 8/391 [=>...............................................................] Step: 378ms | Tot: 2s980ms | Loss: 0.472 | Acc: 84.028% (968/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s346ms | Loss: 0.467 | Acc: 84.141% (1077/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s709ms | Loss: 0.469 | Acc: 84.020% (1183/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s71ms | Loss: 0.477 | Acc: 83.529% (1283/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s432ms | Loss: 0.497 | Acc: 82.812% (1378/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s797ms | Loss: 0.491 | Acc: 83.147% (1490/1792) 14/391 [==>..............................................................] Step: 354ms | Tot: 5s151ms | Loss: 0.498 | Acc: 82.812% (1590/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s517ms | Loss: 0.499 | Acc: 82.666% (1693/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s882ms | Loss: 0.503 | Acc: 82.629% (1798/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s254ms | Loss: 0.499 | Acc: 82.682% (1905/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s615ms | Loss: 0.501 | Acc: 82.607% (2009/2432) 19/391 [===>.............................................................] Step: 369ms | Tot: 6s985ms | Loss: 0.503 | Acc: 82.500% (2112/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s348ms | Loss: 0.502 | Acc: 82.552% (2219/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s706ms | Loss: 0.503 | Acc: 82.599% (2326/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s70ms | Loss: 0.505 | Acc: 82.439% (2427/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s431ms | Loss: 0.504 | Acc: 82.520% (2535/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s798ms | Loss: 0.503 | Acc: 82.656% (2645/3200) 25/391 [====>............................................................] Step: 378ms | Tot: 9s176ms | Loss: 0.502 | Acc: 82.812% (2756/3328) 26/391 [====>............................................................] Step: 375ms | Tot: 9s551ms | Loss: 0.500 | Acc: 82.899% (2865/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s912ms | Loss: 0.497 | Acc: 83.064% (2977/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s277ms | Loss: 0.496 | Acc: 83.136% (3086/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s644ms | Loss: 0.494 | Acc: 83.151% (3193/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s9ms | Loss: 0.496 | Acc: 83.266% (3304/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s370ms | Loss: 0.495 | Acc: 83.325% (3413/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s731ms | Loss: 0.494 | Acc: 83.428% (3524/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s92ms | Loss: 0.493 | Acc: 83.364% (3628/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s452ms | Loss: 0.495 | Acc: 83.237% (3729/4480) 35/391 [=====>...........................................................] Step: 374ms | Tot: 12s827ms | Loss: 0.493 | Acc: 83.181% (3833/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s196ms | Loss: 0.493 | Acc: 83.171% (3939/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s556ms | Loss: 0.496 | Acc: 83.080% (4041/4864) 38/391 [======>..........................................................] Step: 373ms | Tot: 13s929ms | Loss: 0.494 | Acc: 83.133% (4150/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 14s297ms | Loss: 0.492 | Acc: 83.145% (4257/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s660ms | Loss: 0.492 | Acc: 83.155% (4364/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 15s19ms | Loss: 0.489 | Acc: 83.185% (4472/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s383ms | Loss: 0.487 | Acc: 83.249% (4582/5504) 43/391 [=======>.........................................................] Step: 369ms | Tot: 15s752ms | Loss: 0.488 | Acc: 83.150% (4683/5632) 44/391 [=======>.........................................................] Step: 370ms | Tot: 16s123ms | Loss: 0.488 | Acc: 83.194% (4792/5760) 45/391 [=======>.........................................................] Step: 354ms | Tot: 16s478ms | Loss: 0.488 | Acc: 83.254% (4902/5888) 46/391 [=======>.........................................................] Step: 370ms | Tot: 16s848ms | Loss: 0.487 | Acc: 83.211% (5006/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s214ms | Loss: 0.490 | Acc: 83.171% (5110/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s575ms | Loss: 0.489 | Acc: 83.259% (5222/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s934ms | Loss: 0.489 | Acc: 83.328% (5333/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s292ms | Loss: 0.491 | Acc: 83.303% (5438/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s656ms | Loss: 0.489 | Acc: 83.368% (5549/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 19s15ms | Loss: 0.489 | Acc: 83.299% (5651/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s383ms | Loss: 0.490 | Acc: 83.275% (5756/6912) 54/391 [========>........................................................] Step: 370ms | Tot: 19s753ms | Loss: 0.491 | Acc: 83.267% (5862/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s114ms | Loss: 0.489 | Acc: 83.357% (5975/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s476ms | Loss: 0.489 | Acc: 83.443% (6088/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s843ms | Loss: 0.488 | Acc: 83.459% (6196/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s206ms | Loss: 0.487 | Acc: 83.528% (6308/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s571ms | Loss: 0.487 | Acc: 83.490% (6412/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s933ms | Loss: 0.488 | Acc: 83.402% (6512/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s300ms | Loss: 0.487 | Acc: 83.417% (6620/7936) 62/391 [==========>......................................................] Step: 371ms | Tot: 22s671ms | Loss: 0.488 | Acc: 83.420% (6727/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s32ms | Loss: 0.488 | Acc: 83.398% (6832/8192) 64/391 [==========>......................................................] Step: 372ms | Tot: 23s404ms | Loss: 0.487 | Acc: 83.425% (6941/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s773ms | Loss: 0.486 | Acc: 83.475% (7052/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s136ms | Loss: 0.486 | Acc: 83.524% (7163/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s501ms | Loss: 0.486 | Acc: 83.479% (7266/8704) 68/391 [===========>.....................................................] Step: 367ms | Tot: 24s868ms | Loss: 0.485 | Acc: 83.548% (7379/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s234ms | Loss: 0.485 | Acc: 83.560% (7487/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s597ms | Loss: 0.485 | Acc: 83.583% (7596/9088) 71/391 [===========>.....................................................] Step: 379ms | Tot: 25s977ms | Loss: 0.484 | Acc: 83.605% (7705/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s342ms | Loss: 0.484 | Acc: 83.604% (7812/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s704ms | Loss: 0.483 | Acc: 83.625% (7921/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s60ms | Loss: 0.484 | Acc: 83.573% (8023/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s420ms | Loss: 0.486 | Acc: 83.450% (8118/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s785ms | Loss: 0.486 | Acc: 83.452% (8225/9856) 77/391 [============>....................................................] Step: 357ms | Tot: 28s142ms | Loss: 0.487 | Acc: 83.403% (8327/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 28s512ms | Loss: 0.486 | Acc: 83.406% (8434/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s879ms | Loss: 0.486 | Acc: 83.408% (8541/10240) 80/391 [=============>...................................................] Step: 373ms | Tot: 29s252ms | Loss: 0.488 | Acc: 83.333% (8640/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s613ms | Loss: 0.488 | Acc: 83.356% (8749/10496) 82/391 [=============>...................................................] Step: 372ms | Tot: 29s985ms | Loss: 0.488 | Acc: 83.349% (8855/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s348ms | Loss: 0.489 | Acc: 83.296% (8956/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s712ms | Loss: 0.488 | Acc: 83.318% (9065/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s78ms | Loss: 0.489 | Acc: 83.303% (9170/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s442ms | Loss: 0.490 | Acc: 83.279% (9274/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s806ms | Loss: 0.491 | Acc: 83.212% (9373/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s171ms | Loss: 0.492 | Acc: 83.137% (9471/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 32s543ms | Loss: 0.491 | Acc: 83.168% (9581/11520) 90/391 [==============>..................................................] Step: 374ms | Tot: 32s917ms | Loss: 0.491 | Acc: 83.139% (9684/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 33s283ms | Loss: 0.490 | Acc: 83.152% (9792/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s651ms | Loss: 0.491 | Acc: 83.081% (9890/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 34s19ms | Loss: 0.492 | Acc: 83.054% (9993/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s385ms | Loss: 0.494 | Acc: 82.944% (10086/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s752ms | Loss: 0.493 | Acc: 83.000% (10199/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s115ms | Loss: 0.493 | Acc: 82.990% (10304/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s480ms | Loss: 0.493 | Acc: 82.964% (10407/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s849ms | Loss: 0.493 | Acc: 83.010% (10519/12672) 99/391 [================>................................................] Step: 372ms | Tot: 36s222ms | Loss: 0.493 | Acc: 83.016% (10626/12800) 100/391 [================>................................................] Step: 364ms | Tot: 36s586ms | Loss: 0.494 | Acc: 82.967% (10726/12928) 101/391 [================>................................................] Step: 366ms | Tot: 36s952ms | Loss: 0.495 | Acc: 82.973% (10833/13056) 102/391 [================>................................................] Step: 367ms | Tot: 37s320ms | Loss: 0.496 | Acc: 82.957% (10937/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s684ms | Loss: 0.496 | Acc: 82.955% (11043/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 38s45ms | Loss: 0.495 | Acc: 82.969% (11151/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s407ms | Loss: 0.497 | Acc: 82.960% (11256/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 38s775ms | Loss: 0.497 | Acc: 82.937% (11359/13696) 107/391 [=================>...............................................] Step: 383ms | Tot: 39s159ms | Loss: 0.497 | Acc: 82.957% (11468/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 39s528ms | Loss: 0.496 | Acc: 82.977% (11577/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 39s897ms | Loss: 0.497 | Acc: 82.969% (11682/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 40s261ms | Loss: 0.497 | Acc: 82.967% (11788/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s624ms | Loss: 0.497 | Acc: 82.931% (11889/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s989ms | Loss: 0.499 | Acc: 82.895% (11990/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s356ms | Loss: 0.498 | Acc: 82.929% (12101/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s722ms | Loss: 0.498 | Acc: 82.908% (12204/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 42s88ms | Loss: 0.498 | Acc: 82.880% (12306/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s464ms | Loss: 0.499 | Acc: 82.853% (12408/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 42s835ms | Loss: 0.499 | Acc: 82.872% (12517/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s200ms | Loss: 0.499 | Acc: 82.878% (12624/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 43s565ms | Loss: 0.497 | Acc: 82.936% (12739/15360) 120/391 [===================>.............................................] Step: 371ms | Tot: 43s936ms | Loss: 0.497 | Acc: 82.916% (12842/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s303ms | Loss: 0.498 | Acc: 82.947% (12953/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 44s664ms | Loss: 0.498 | Acc: 82.920% (13055/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 45s26ms | Loss: 0.498 | Acc: 82.913% (13160/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s390ms | Loss: 0.498 | Acc: 82.888% (13262/16000) 125/391 [====================>............................................] Step: 375ms | Tot: 45s766ms | Loss: 0.498 | Acc: 82.899% (13370/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 46s130ms | Loss: 0.497 | Acc: 82.942% (13483/16256) 127/391 [=====================>...........................................] Step: 363ms | Tot: 46s493ms | Loss: 0.497 | Acc: 82.935% (13588/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 46s864ms | Loss: 0.497 | Acc: 82.946% (13696/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 47s229ms | Loss: 0.497 | Acc: 82.957% (13804/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s589ms | Loss: 0.497 | Acc: 82.944% (13908/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s955ms | Loss: 0.496 | Acc: 82.955% (14016/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s313ms | Loss: 0.497 | Acc: 82.959% (14123/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s671ms | Loss: 0.498 | Acc: 82.935% (14225/17152) 134/391 [======================>..........................................] Step: 377ms | Tot: 49s49ms | Loss: 0.498 | Acc: 82.928% (14330/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s416ms | Loss: 0.499 | Acc: 82.904% (14432/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 49s781ms | Loss: 0.499 | Acc: 82.927% (14542/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 50s140ms | Loss: 0.499 | Acc: 82.937% (14650/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s507ms | Loss: 0.498 | Acc: 82.953% (14759/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s872ms | Loss: 0.500 | Acc: 82.896% (14855/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s233ms | Loss: 0.500 | Acc: 82.868% (14956/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s599ms | Loss: 0.500 | Acc: 82.873% (15063/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 51s964ms | Loss: 0.500 | Acc: 82.878% (15170/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 52s333ms | Loss: 0.499 | Acc: 82.910% (15282/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s699ms | Loss: 0.499 | Acc: 82.926% (15391/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 53s62ms | Loss: 0.498 | Acc: 82.936% (15499/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s424ms | Loss: 0.498 | Acc: 82.924% (15603/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 53s789ms | Loss: 0.498 | Acc: 82.944% (15713/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 54s154ms | Loss: 0.497 | Acc: 82.938% (15818/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s517ms | Loss: 0.497 | Acc: 82.943% (15925/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s886ms | Loss: 0.497 | Acc: 82.957% (16034/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s246ms | Loss: 0.498 | Acc: 82.926% (16134/19456) 152/391 [=========================>.......................................] Step: 376ms | Tot: 55s622ms | Loss: 0.498 | Acc: 82.884% (16232/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s986ms | Loss: 0.498 | Acc: 82.894% (16340/19712) 154/391 [=========================>.......................................] Step: 355ms | Tot: 56s342ms | Loss: 0.497 | Acc: 82.883% (16444/19840) 155/391 [=========================>.......................................] Step: 364ms | Tot: 56s707ms | Loss: 0.498 | Acc: 82.878% (16549/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 57s70ms | Loss: 0.497 | Acc: 82.882% (16656/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s430ms | Loss: 0.498 | Acc: 82.837% (16753/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s790ms | Loss: 0.498 | Acc: 82.812% (16854/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 58s156ms | Loss: 0.499 | Acc: 82.773% (16952/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s520ms | Loss: 0.499 | Acc: 82.769% (17057/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 58s895ms | Loss: 0.499 | Acc: 82.759% (17161/20736) 162/391 [==========================>......................................] Step: 369ms | Tot: 59s264ms | Loss: 0.499 | Acc: 82.760% (17267/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s628ms | Loss: 0.499 | Acc: 82.765% (17374/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s998ms | Loss: 0.499 | Acc: 82.789% (17485/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 1m355ms | Loss: 0.500 | Acc: 82.751% (17583/21248) 166/391 [===========================>.....................................] Step: 364ms | Tot: 1m720ms | Loss: 0.500 | Acc: 82.761% (17691/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 1m1s | Loss: 0.499 | Acc: 82.775% (17800/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.500 | Acc: 82.766% (17904/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.500 | Acc: 82.734% (18003/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.501 | Acc: 82.712% (18104/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.500 | Acc: 82.740% (18216/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.500 | Acc: 82.740% (18322/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.736% (18427/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.705% (18526/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.502 | Acc: 82.670% (18624/22528) 176/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.502 | Acc: 82.667% (18729/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.502 | Acc: 82.663% (18834/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.502 | Acc: 82.642% (18935/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.503 | Acc: 82.643% (19041/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.502 | Acc: 82.657% (19150/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.503 | Acc: 82.624% (19248/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.502 | Acc: 82.646% (19359/23424) 183/391 [==============================>..................................] Step: 375ms | Tot: 1m6s | Loss: 0.503 | Acc: 82.613% (19457/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.504 | Acc: 82.580% (19555/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.505 | Acc: 82.560% (19656/23808) 186/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.505 | Acc: 82.537% (19756/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.504 | Acc: 82.567% (19869/24064) 188/391 [===============================>.................................] Step: 377ms | Tot: 1m8s | Loss: 0.505 | Acc: 82.548% (19970/24192) 189/391 [===============================>.................................] Step: 379ms | Tot: 1m9s | Loss: 0.506 | Acc: 82.504% (20065/24320) 190/391 [===============================>.................................] Step: 385ms | Tot: 1m9s | Loss: 0.506 | Acc: 82.489% (20167/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.506 | Acc: 82.491% (20273/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m10s | Loss: 0.507 | Acc: 82.501% (20381/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.507 | Acc: 82.502% (20487/24832) 194/391 [================================>................................] Step: 367ms | Tot: 1m10s | Loss: 0.507 | Acc: 82.500% (20592/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.507 | Acc: 82.506% (20699/25088) 196/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.508 | Acc: 82.503% (20804/25216) 197/391 [================================>................................] Step: 376ms | Tot: 1m12s | Loss: 0.508 | Acc: 82.493% (20907/25344) 198/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.508 | Acc: 82.487% (21011/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.507 | Acc: 82.508% (21122/25600) 200/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.507 | Acc: 82.513% (21229/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.507 | Acc: 82.503% (21332/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.507 | Acc: 82.532% (21445/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.508 | Acc: 82.483% (21538/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.507 | Acc: 82.500% (21648/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.507 | Acc: 82.494% (21752/26368) 206/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.507 | Acc: 82.492% (21857/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.507 | Acc: 82.516% (21969/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.506 | Acc: 82.551% (22084/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.506 | Acc: 82.541% (22187/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.506 | Acc: 82.539% (22292/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.507 | Acc: 82.510% (22390/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.506 | Acc: 82.523% (22499/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.506 | Acc: 82.550% (22612/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.506 | Acc: 82.533% (22713/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.506 | Acc: 82.534% (22819/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.506 | Acc: 82.532% (22924/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.506 | Acc: 82.533% (23030/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.506 | Acc: 82.538% (23137/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.505 | Acc: 82.557% (23248/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.506 | Acc: 82.547% (23351/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.506 | Acc: 82.524% (23450/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.507 | Acc: 82.504% (23550/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.507 | Acc: 82.509% (23657/28672) 224/391 [=====================================>...........................] Step: 378ms | Tot: 1m21s | Loss: 0.506 | Acc: 82.514% (23764/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.506 | Acc: 82.508% (23868/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.507 | Acc: 82.503% (23972/29056) 227/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.507 | Acc: 82.508% (24079/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.507 | Acc: 82.495% (24181/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.507 | Acc: 82.497% (24287/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.507 | Acc: 82.508% (24396/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.507 | Acc: 82.516% (24504/29696) 232/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.506 | Acc: 82.527% (24613/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.506 | Acc: 82.532% (24720/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.507 | Acc: 82.530% (24825/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.507 | Acc: 82.531% (24931/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.507 | Acc: 82.516% (25032/30336) 237/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.507 | Acc: 82.527% (25141/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.507 | Acc: 82.515% (25243/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.507 | Acc: 82.526% (25352/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.507 | Acc: 82.534% (25460/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.508 | Acc: 82.509% (25558/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.507 | Acc: 82.514% (25665/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.507 | Acc: 82.508% (25769/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.507 | Acc: 82.535% (25883/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.507 | Acc: 82.511% (25981/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.507 | Acc: 82.496% (26082/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.508 | Acc: 82.482% (26183/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.508 | Acc: 82.474% (26286/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.508 | Acc: 82.484% (26395/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.508 | Acc: 82.464% (26494/32128) 251/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.508 | Acc: 82.475% (26603/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m32s | Loss: 0.508 | Acc: 82.485% (26712/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.508 | Acc: 82.474% (26814/32512) 254/391 [==========================================>......................] Step: 371ms | Tot: 1m32s | Loss: 0.508 | Acc: 82.491% (26925/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.508 | Acc: 82.477% (27026/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.508 | Acc: 82.484% (27134/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.509 | Acc: 82.464% (27233/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.508 | Acc: 82.496% (27349/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.508 | Acc: 82.497% (27455/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.508 | Acc: 82.507% (27564/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.508 | Acc: 82.499% (27667/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.508 | Acc: 82.492% (27770/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.508 | Acc: 82.484% (27873/33792) 264/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.508 | Acc: 82.453% (27968/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.508 | Acc: 82.481% (28083/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.509 | Acc: 82.470% (28185/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.508 | Acc: 82.469% (28290/34304) 268/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.508 | Acc: 82.455% (28391/34432) 269/391 [============================================>....................] Step: 380ms | Tot: 1m38s | Loss: 0.508 | Acc: 82.448% (28494/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.509 | Acc: 82.429% (28593/34688) 271/391 [=============================================>...................] Step: 399ms | Tot: 1m39s | Loss: 0.508 | Acc: 82.433% (28700/34816) 272/391 [=============================================>...................] Step: 409ms | Tot: 1m39s | Loss: 0.509 | Acc: 82.426% (28803/34944) 273/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.509 | Acc: 82.433% (28911/35072) 274/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.509 | Acc: 82.420% (29012/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.509 | Acc: 82.419% (29117/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.509 | Acc: 82.429% (29226/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.509 | Acc: 82.430% (29332/35584) 278/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.509 | Acc: 82.420% (29434/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.509 | Acc: 82.430% (29543/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.509 | Acc: 82.407% (29640/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.510 | Acc: 82.405% (29745/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.509 | Acc: 82.415% (29854/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.509 | Acc: 82.414% (29959/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.509 | Acc: 82.434% (30072/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.510 | Acc: 82.403% (30166/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.510 | Acc: 82.391% (30267/36736) 287/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.510 | Acc: 82.403% (30377/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.510 | Acc: 82.404% (30483/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.510 | Acc: 82.395% (30585/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.510 | Acc: 82.375% (30683/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.511 | Acc: 82.384% (30792/37376) 292/391 [================================================>................] Step: 353ms | Tot: 1m46s | Loss: 0.510 | Acc: 82.397% (30902/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.510 | Acc: 82.411% (31013/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.510 | Acc: 82.418% (31121/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.510 | Acc: 82.417% (31226/37888) 296/391 [=================================================>...............] Step: 377ms | Tot: 1m48s | Loss: 0.510 | Acc: 82.428% (31336/38016) 297/391 [=================================================>...............] Step: 375ms | Tot: 1m48s | Loss: 0.510 | Acc: 82.414% (31436/38144) 298/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.510 | Acc: 82.413% (31541/38272) 299/391 [=================================================>...............] Step: 371ms | Tot: 1m49s | Loss: 0.510 | Acc: 82.401% (31642/38400) 300/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.510 | Acc: 82.397% (31746/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.510 | Acc: 82.409% (31856/38656) 302/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.511 | Acc: 82.395% (31956/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.511 | Acc: 82.360% (32048/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.511 | Acc: 82.339% (32145/39040) 305/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.511 | Acc: 82.340% (32251/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.511 | Acc: 82.344% (32358/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.511 | Acc: 82.366% (32472/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.511 | Acc: 82.355% (32573/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.511 | Acc: 82.356% (32679/39680) 310/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.511 | Acc: 82.353% (32783/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.511 | Acc: 82.359% (32891/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.511 | Acc: 82.361% (32997/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.511 | Acc: 82.360% (33102/40192) 314/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.510 | Acc: 82.359% (33207/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.511 | Acc: 82.353% (33310/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.511 | Acc: 82.364% (33420/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.511 | Acc: 82.348% (33519/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.511 | Acc: 82.345% (33623/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.511 | Acc: 82.329% (33722/40960) 320/391 [=====================================================>...........] Step: 371ms | Tot: 1m56s | Loss: 0.512 | Acc: 82.326% (33826/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.512 | Acc: 82.318% (33928/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.512 | Acc: 82.309% (34030/41344) 323/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.512 | Acc: 82.306% (34134/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.512 | Acc: 82.305% (34239/41600) 325/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.512 | Acc: 82.302% (34343/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.512 | Acc: 82.311% (34452/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.512 | Acc: 82.300% (34553/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.512 | Acc: 82.288% (34653/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m248ms | Loss: 0.513 | Acc: 82.277% (34754/42240) 330/391 [======================================================>..........] Step: 359ms | Tot: 2m608ms | Loss: 0.514 | Acc: 82.253% (34849/42368) 331/391 [=======================================================>.........] Step: 371ms | Tot: 2m980ms | Loss: 0.514 | Acc: 82.248% (34952/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.514 | Acc: 82.254% (35060/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.514 | Acc: 82.256% (35166/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.513 | Acc: 82.257% (35272/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.514 | Acc: 82.257% (35377/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.514 | Acc: 82.256% (35482/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.514 | Acc: 82.242% (35581/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.514 | Acc: 82.266% (35697/43392) 339/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.514 | Acc: 82.270% (35804/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.514 | Acc: 82.274% (35911/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.514 | Acc: 82.267% (36013/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.514 | Acc: 82.273% (36121/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.514 | Acc: 82.267% (36224/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.514 | Acc: 82.260% (36326/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.514 | Acc: 82.268% (36435/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.514 | Acc: 82.277% (36544/44416) 347/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.514 | Acc: 82.280% (36651/44544) 348/391 [=========================================================>.......] Step: 351ms | Tot: 2m7s | Loss: 0.514 | Acc: 82.282% (36757/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.514 | Acc: 82.275% (36859/44800) 350/391 [==========================================================>......] Step: 373ms | Tot: 2m7s | Loss: 0.514 | Acc: 82.269% (36962/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.514 | Acc: 82.260% (37063/45056) 352/391 [==========================================================>......] Step: 388ms | Tot: 2m8s | Loss: 0.514 | Acc: 82.257% (37167/45184) 353/391 [==========================================================>......] Step: 417ms | Tot: 2m9s | Loss: 0.515 | Acc: 82.254% (37271/45312) 354/391 [==========================================================>......] Step: 414ms | Tot: 2m9s | Loss: 0.514 | Acc: 82.256% (37377/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.515 | Acc: 82.249% (37479/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.515 | Acc: 82.241% (37581/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.514 | Acc: 82.252% (37691/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.515 | Acc: 82.245% (37793/45952) 359/391 [===========================================================>.....] Step: 374ms | Tot: 2m11s | Loss: 0.515 | Acc: 82.250% (37901/46080) 360/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.515 | Acc: 82.252% (38007/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.515 | Acc: 82.243% (38108/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.515 | Acc: 82.240% (38212/46464) 363/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.515 | Acc: 82.229% (38312/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.515 | Acc: 82.226% (38416/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.514 | Acc: 82.234% (38525/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.514 | Acc: 82.221% (38624/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.515 | Acc: 82.220% (38729/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m14s | Loss: 0.515 | Acc: 82.220% (38834/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.515 | Acc: 82.213% (38936/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.515 | Acc: 82.191% (39031/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.515 | Acc: 82.185% (39133/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m16s | Loss: 0.515 | Acc: 82.195% (39243/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.516 | Acc: 82.188% (39345/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.515 | Acc: 82.185% (39449/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.516 | Acc: 82.181% (39552/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.515 | Acc: 82.187% (39660/48256) 377/391 [==============================================================>..] Step: 381ms | Tot: 2m17s | Loss: 0.515 | Acc: 82.195% (39769/48384) 378/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.516 | Acc: 82.178% (39866/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.516 | Acc: 82.171% (39968/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.516 | Acc: 82.160% (40068/48768) 381/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.516 | Acc: 82.156% (40171/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.515 | Acc: 82.160% (40278/49024) 383/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.515 | Acc: 82.170% (40388/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.515 | Acc: 82.175% (40496/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.515 | Acc: 82.177% (40602/49408) 386/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.515 | Acc: 82.169% (40703/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.516 | Acc: 82.154% (40801/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.516 | Acc: 82.148% (40903/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.516 | Acc: 82.161% (41015/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m22s | Loss: 0.515 | Acc: 82.170% (41085/50000) 391/391 + [>................................................................] Step: 479ms | Tot: 2ms | Loss: 1.167 | Acc: 62.000% (62/100) 1/100 [>................................................................] Step: 294ms | Tot: 297ms | Loss: 1.031 | Acc: 66.500% (133/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 597ms | Loss: 0.924 | Acc: 71.667% (215/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 890ms | Loss: 0.933 | Acc: 70.750% (283/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s190ms | Loss: 0.959 | Acc: 70.600% (353/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s490ms | Loss: 0.919 | Acc: 70.667% (424/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s788ms | Loss: 0.919 | Acc: 70.000% (490/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s90ms | Loss: 0.966 | Acc: 69.750% (558/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s390ms | Loss: 0.978 | Acc: 70.111% (631/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s698ms | Loss: 0.967 | Acc: 70.600% (706/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 3s2ms | Loss: 0.973 | Acc: 70.818% (779/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s308ms | Loss: 0.994 | Acc: 70.667% (848/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s610ms | Loss: 0.983 | Acc: 70.462% (916/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s921ms | Loss: 0.998 | Acc: 70.286% (984/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s224ms | Loss: 0.983 | Acc: 70.933% (1064/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s526ms | Loss: 0.999 | Acc: 70.438% (1127/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s832ms | Loss: 0.998 | Acc: 70.353% (1196/1700) 17/100 [===========>.....................................................] Step: 300ms | Tot: 5s132ms | Loss: 1.000 | Acc: 70.278% (1265/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s438ms | Loss: 1.003 | Acc: 70.421% (1338/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s743ms | Loss: 1.018 | Acc: 70.150% (1403/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s47ms | Loss: 1.016 | Acc: 70.238% (1475/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s348ms | Loss: 1.013 | Acc: 70.364% (1548/2200) 22/100 [==============>..................................................] Step: 318ms | Tot: 6s666ms | Loss: 1.013 | Acc: 70.304% (1617/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 6s977ms | Loss: 1.011 | Acc: 70.333% (1688/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s284ms | Loss: 1.007 | Acc: 70.440% (1761/2500) 25/100 [================>................................................] Step: 313ms | Tot: 7s598ms | Loss: 1.011 | Acc: 70.308% (1828/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s903ms | Loss: 1.009 | Acc: 70.444% (1902/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s209ms | Loss: 1.007 | Acc: 70.429% (1972/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s512ms | Loss: 1.004 | Acc: 70.586% (2047/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s818ms | Loss: 0.999 | Acc: 70.567% (2117/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s122ms | Loss: 1.001 | Acc: 70.387% (2182/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s426ms | Loss: 0.997 | Acc: 70.594% (2259/3200) 32/100 [====================>............................................] Step: 318ms | Tot: 9s745ms | Loss: 0.995 | Acc: 70.606% (2330/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s49ms | Loss: 0.998 | Acc: 70.500% (2397/3400) 34/100 [======================>..........................................] Step: 297ms | Tot: 10s346ms | Loss: 0.998 | Acc: 70.571% (2470/3500) 35/100 [======================>..........................................] Step: 317ms | Tot: 10s663ms | Loss: 0.998 | Acc: 70.639% (2543/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 10s974ms | Loss: 0.998 | Acc: 70.703% (2616/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s279ms | Loss: 1.005 | Acc: 70.579% (2682/3800) 38/100 [========================>........................................] Step: 311ms | Tot: 11s590ms | Loss: 1.001 | Acc: 70.641% (2755/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s899ms | Loss: 0.997 | Acc: 70.725% (2829/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s209ms | Loss: 0.997 | Acc: 70.854% (2905/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s518ms | Loss: 1.000 | Acc: 70.786% (2973/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s825ms | Loss: 0.998 | Acc: 70.744% (3042/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s138ms | Loss: 0.996 | Acc: 70.795% (3115/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s446ms | Loss: 0.996 | Acc: 70.822% (3187/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s753ms | Loss: 0.995 | Acc: 70.935% (3263/4600) 46/100 [=============================>...................................] Step: 301ms | Tot: 14s54ms | Loss: 0.997 | Acc: 70.915% (3333/4700) 47/100 [==============================>..................................] Step: 301ms | Tot: 14s356ms | Loss: 1.001 | Acc: 70.896% (3403/4800) 48/100 [===============================>.................................] Step: 314ms | Tot: 14s670ms | Loss: 1.001 | Acc: 70.898% (3474/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s978ms | Loss: 1.001 | Acc: 70.840% (3542/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s282ms | Loss: 1.002 | Acc: 70.804% (3611/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s590ms | Loss: 1.003 | Acc: 70.654% (3674/5200) 52/100 [=================================>...............................] Step: 348ms | Tot: 15s938ms | Loss: 1.006 | Acc: 70.509% (3737/5300) 53/100 [==================================>..............................] Step: 348ms | Tot: 16s287ms | Loss: 1.003 | Acc: 70.648% (3815/5400) 54/100 [===================================>.............................] Step: 317ms | Tot: 16s604ms | Loss: 1.005 | Acc: 70.545% (3880/5500) 55/100 [===================================>.............................] Step: 300ms | Tot: 16s905ms | Loss: 1.009 | Acc: 70.429% (3944/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s216ms | Loss: 1.010 | Acc: 70.351% (4010/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s523ms | Loss: 1.008 | Acc: 70.431% (4085/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s831ms | Loss: 1.010 | Acc: 70.407% (4154/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 18s141ms | Loss: 1.009 | Acc: 70.383% (4223/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s446ms | Loss: 1.011 | Acc: 70.377% (4293/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s756ms | Loss: 1.007 | Acc: 70.452% (4368/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 19s59ms | Loss: 1.005 | Acc: 70.460% (4439/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s362ms | Loss: 1.004 | Acc: 70.531% (4514/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s675ms | Loss: 1.004 | Acc: 70.523% (4584/6500) 65/100 [==========================================>......................] Step: 318ms | Tot: 19s994ms | Loss: 1.005 | Acc: 70.439% (4649/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s296ms | Loss: 1.006 | Acc: 70.463% (4721/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s604ms | Loss: 1.009 | Acc: 70.441% (4790/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s910ms | Loss: 1.011 | Acc: 70.377% (4856/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s221ms | Loss: 1.015 | Acc: 70.300% (4921/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s530ms | Loss: 1.017 | Acc: 70.338% (4994/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 21s842ms | Loss: 1.015 | Acc: 70.389% (5068/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s147ms | Loss: 1.014 | Acc: 70.452% (5143/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s450ms | Loss: 1.013 | Acc: 70.486% (5216/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s757ms | Loss: 1.013 | Acc: 70.520% (5289/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s65ms | Loss: 1.014 | Acc: 70.526% (5360/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s374ms | Loss: 1.012 | Acc: 70.558% (5433/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s684ms | Loss: 1.012 | Acc: 70.513% (5500/7800) 78/100 [==================================================>..............] Step: 313ms | Tot: 23s997ms | Loss: 1.013 | Acc: 70.519% (5571/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s297ms | Loss: 1.013 | Acc: 70.450% (5636/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s605ms | Loss: 1.008 | Acc: 70.568% (5716/8100) 81/100 [====================================================>............] Step: 296ms | Tot: 24s901ms | Loss: 1.008 | Acc: 70.524% (5783/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s215ms | Loss: 1.013 | Acc: 70.386% (5842/8300) 83/100 [=====================================================>...........] Step: 298ms | Tot: 25s514ms | Loss: 1.012 | Acc: 70.369% (5911/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s822ms | Loss: 1.013 | Acc: 70.294% (5975/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 26s129ms | Loss: 1.013 | Acc: 70.291% (6045/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s433ms | Loss: 1.014 | Acc: 70.230% (6110/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s745ms | Loss: 1.015 | Acc: 70.216% (6179/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 27s50ms | Loss: 1.014 | Acc: 70.258% (6253/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s358ms | Loss: 1.014 | Acc: 70.289% (6326/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s666ms | Loss: 1.012 | Acc: 70.297% (6397/9100) 91/100 [===========================================================>.....] Step: 298ms | Tot: 27s965ms | Loss: 1.010 | Acc: 70.370% (6474/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s271ms | Loss: 1.011 | Acc: 70.376% (6545/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s573ms | Loss: 1.012 | Acc: 70.340% (6612/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s876ms | Loss: 1.012 | Acc: 70.337% (6682/9500) 95/100 [=============================================================>...] Step: 298ms | Tot: 29s174ms | Loss: 1.010 | Acc: 70.396% (6758/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s479ms | Loss: 1.010 | Acc: 70.371% (6826/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 29s784ms | Loss: 1.012 | Acc: 70.306% (6890/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s95ms | Loss: 1.011 | Acc: 70.333% (6963/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s398ms | Loss: 1.012 | Acc: 70.310% (7031/10000) 100/100 + +Epoch: 22 + [>................................................................] Step: 610ms | Tot: 2ms | Loss: 0.668 | Acc: 75.781% (97/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.546 | Acc: 80.469% (206/256) 2/391 [>................................................................] Step: 377ms | Tot: 764ms | Loss: 0.558 | Acc: 78.646% (302/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s138ms | Loss: 0.551 | Acc: 78.320% (401/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s501ms | Loss: 0.539 | Acc: 79.688% (510/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s874ms | Loss: 0.566 | Acc: 79.427% (610/768) 6/391 [>................................................................] Step: 356ms | Tot: 2s231ms | Loss: 0.551 | Acc: 80.246% (719/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s591ms | Loss: 0.529 | Acc: 81.250% (832/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s954ms | Loss: 0.523 | Acc: 81.510% (939/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s316ms | Loss: 0.500 | Acc: 82.266% (1053/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s684ms | Loss: 0.500 | Acc: 82.599% (1163/1408) 11/391 [=>...............................................................] Step: 355ms | Tot: 4s40ms | Loss: 0.502 | Acc: 82.357% (1265/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s403ms | Loss: 0.505 | Acc: 82.392% (1371/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s770ms | Loss: 0.507 | Acc: 82.310% (1475/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s139ms | Loss: 0.505 | Acc: 82.448% (1583/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s498ms | Loss: 0.510 | Acc: 82.129% (1682/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s866ms | Loss: 0.507 | Acc: 82.123% (1787/2176) 17/391 [==>..............................................................] Step: 355ms | Tot: 6s221ms | Loss: 0.514 | Acc: 81.944% (1888/2304) 18/391 [==>..............................................................] Step: 364ms | Tot: 6s586ms | Loss: 0.511 | Acc: 82.278% (2001/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s949ms | Loss: 0.510 | Acc: 82.344% (2108/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s309ms | Loss: 0.502 | Acc: 82.478% (2217/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s672ms | Loss: 0.501 | Acc: 82.386% (2320/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s32ms | Loss: 0.499 | Acc: 82.507% (2429/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s400ms | Loss: 0.502 | Acc: 82.422% (2532/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 8s768ms | Loss: 0.504 | Acc: 82.344% (2635/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s129ms | Loss: 0.504 | Acc: 82.302% (2739/3328) 26/391 [====>............................................................] Step: 354ms | Tot: 9s483ms | Loss: 0.507 | Acc: 82.263% (2843/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s847ms | Loss: 0.504 | Acc: 82.366% (2952/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s206ms | Loss: 0.500 | Acc: 82.489% (3062/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s562ms | Loss: 0.496 | Acc: 82.656% (3174/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 10s918ms | Loss: 0.489 | Acc: 82.888% (3289/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s277ms | Loss: 0.490 | Acc: 82.788% (3391/4096) 32/391 [=====>...........................................................] Step: 370ms | Tot: 11s647ms | Loss: 0.490 | Acc: 82.789% (3497/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 12s6ms | Loss: 0.493 | Acc: 82.675% (3598/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s368ms | Loss: 0.489 | Acc: 82.768% (3708/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s733ms | Loss: 0.492 | Acc: 82.639% (3808/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s92ms | Loss: 0.491 | Acc: 82.728% (3918/4736) 37/391 [======>..........................................................] Step: 352ms | Tot: 13s444ms | Loss: 0.497 | Acc: 82.504% (4013/4864) 38/391 [======>..........................................................] Step: 366ms | Tot: 13s811ms | Loss: 0.492 | Acc: 82.652% (4126/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s173ms | Loss: 0.489 | Acc: 82.832% (4241/5120) 40/391 [======>..........................................................] Step: 352ms | Tot: 14s525ms | Loss: 0.490 | Acc: 82.793% (4345/5248) 41/391 [======>..........................................................] Step: 407ms | Tot: 14s933ms | Loss: 0.489 | Acc: 82.850% (4454/5376) 42/391 [======>..........................................................] Step: 403ms | Tot: 15s336ms | Loss: 0.488 | Acc: 82.922% (4564/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s703ms | Loss: 0.486 | Acc: 82.972% (4673/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s64ms | Loss: 0.484 | Acc: 82.986% (4780/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s425ms | Loss: 0.483 | Acc: 83.084% (4892/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s788ms | Loss: 0.482 | Acc: 83.078% (4998/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s152ms | Loss: 0.482 | Acc: 83.105% (5106/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s512ms | Loss: 0.480 | Acc: 83.243% (5221/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s871ms | Loss: 0.479 | Acc: 83.250% (5328/6400) 50/391 [========>........................................................] Step: 373ms | Tot: 18s244ms | Loss: 0.479 | Acc: 83.303% (5438/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s608ms | Loss: 0.478 | Acc: 83.308% (5545/6656) 52/391 [========>........................................................] Step: 356ms | Tot: 18s965ms | Loss: 0.481 | Acc: 83.225% (5646/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s327ms | Loss: 0.481 | Acc: 83.189% (5750/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s690ms | Loss: 0.482 | Acc: 83.125% (5852/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s59ms | Loss: 0.481 | Acc: 83.175% (5962/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s422ms | Loss: 0.482 | Acc: 83.183% (6069/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s783ms | Loss: 0.485 | Acc: 83.055% (6166/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s142ms | Loss: 0.486 | Acc: 83.051% (6272/7552) 59/391 [=========>.......................................................] Step: 366ms | Tot: 21s509ms | Loss: 0.485 | Acc: 83.099% (6382/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s873ms | Loss: 0.484 | Acc: 83.133% (6491/7808) 61/391 [==========>......................................................] Step: 369ms | Tot: 22s242ms | Loss: 0.484 | Acc: 83.178% (6601/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s601ms | Loss: 0.485 | Acc: 83.123% (6703/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 22s961ms | Loss: 0.486 | Acc: 83.093% (6807/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s321ms | Loss: 0.485 | Acc: 83.113% (6915/8320) 65/391 [==========>......................................................] Step: 371ms | Tot: 23s692ms | Loss: 0.484 | Acc: 83.227% (7031/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s58ms | Loss: 0.483 | Acc: 83.209% (7136/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s426ms | Loss: 0.484 | Acc: 83.157% (7238/8704) 68/391 [===========>.....................................................] Step: 376ms | Tot: 24s803ms | Loss: 0.485 | Acc: 83.118% (7341/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s165ms | Loss: 0.486 | Acc: 83.092% (7445/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s528ms | Loss: 0.487 | Acc: 83.077% (7550/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s888ms | Loss: 0.486 | Acc: 83.062% (7655/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s252ms | Loss: 0.486 | Acc: 83.080% (7763/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s610ms | Loss: 0.487 | Acc: 83.034% (7865/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 26s975ms | Loss: 0.486 | Acc: 83.062% (7974/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s339ms | Loss: 0.488 | Acc: 82.987% (8073/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s701ms | Loss: 0.489 | Acc: 82.944% (8175/9856) 77/391 [============>....................................................] Step: 368ms | Tot: 28s70ms | Loss: 0.490 | Acc: 82.913% (8278/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s436ms | Loss: 0.490 | Acc: 82.882% (8381/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s802ms | Loss: 0.491 | Acc: 82.861% (8485/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s161ms | Loss: 0.492 | Acc: 82.861% (8591/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s521ms | Loss: 0.494 | Acc: 82.812% (8692/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s881ms | Loss: 0.495 | Acc: 82.756% (8792/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s241ms | Loss: 0.495 | Acc: 82.757% (8898/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s608ms | Loss: 0.496 | Acc: 82.757% (9004/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 30s975ms | Loss: 0.494 | Acc: 82.794% (9114/11008) 86/391 [==============>..................................................] Step: 380ms | Tot: 31s355ms | Loss: 0.494 | Acc: 82.821% (9223/11136) 87/391 [==============>..................................................] Step: 371ms | Tot: 31s726ms | Loss: 0.493 | Acc: 82.848% (9332/11264) 88/391 [==============>..................................................] Step: 370ms | Tot: 32s97ms | Loss: 0.495 | Acc: 82.777% (9430/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s461ms | Loss: 0.494 | Acc: 82.786% (9537/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s827ms | Loss: 0.494 | Acc: 82.812% (9646/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s191ms | Loss: 0.493 | Acc: 82.855% (9757/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s554ms | Loss: 0.492 | Acc: 82.888% (9867/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s920ms | Loss: 0.493 | Acc: 82.879% (9972/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s281ms | Loss: 0.494 | Acc: 82.862% (10076/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s651ms | Loss: 0.495 | Acc: 82.821% (10177/12288) 96/391 [===============>.................................................] Step: 369ms | Tot: 35s21ms | Loss: 0.495 | Acc: 82.796% (10280/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s379ms | Loss: 0.494 | Acc: 82.868% (10395/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s741ms | Loss: 0.494 | Acc: 82.812% (10494/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s100ms | Loss: 0.496 | Acc: 82.766% (10594/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s461ms | Loss: 0.498 | Acc: 82.712% (10693/12928) 101/391 [================>................................................] Step: 374ms | Tot: 36s835ms | Loss: 0.498 | Acc: 82.713% (10799/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s198ms | Loss: 0.498 | Acc: 82.752% (10910/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s557ms | Loss: 0.498 | Acc: 82.692% (11008/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 37s928ms | Loss: 0.497 | Acc: 82.716% (11117/13440) 105/391 [=================>...............................................] Step: 358ms | Tot: 38s287ms | Loss: 0.498 | Acc: 82.695% (11220/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 38s655ms | Loss: 0.499 | Acc: 82.659% (11321/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 39s17ms | Loss: 0.499 | Acc: 82.682% (11430/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s378ms | Loss: 0.498 | Acc: 82.705% (11539/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 39s742ms | Loss: 0.499 | Acc: 82.692% (11643/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 40s101ms | Loss: 0.499 | Acc: 82.700% (11750/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s458ms | Loss: 0.498 | Acc: 82.708% (11857/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 40s825ms | Loss: 0.499 | Acc: 82.695% (11961/14464) 113/391 [==================>..............................................] Step: 370ms | Tot: 41s195ms | Loss: 0.500 | Acc: 82.662% (12062/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 41s564ms | Loss: 0.499 | Acc: 82.690% (12172/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 41s927ms | Loss: 0.500 | Acc: 82.691% (12278/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s290ms | Loss: 0.500 | Acc: 82.672% (12381/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s648ms | Loss: 0.501 | Acc: 82.627% (12480/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s14ms | Loss: 0.501 | Acc: 82.616% (12584/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s374ms | Loss: 0.500 | Acc: 82.656% (12696/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s737ms | Loss: 0.501 | Acc: 82.638% (12799/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 44s102ms | Loss: 0.502 | Acc: 82.576% (12895/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 44s469ms | Loss: 0.502 | Acc: 82.609% (13006/15744) 123/391 [====================>............................................] Step: 384ms | Tot: 44s853ms | Loss: 0.502 | Acc: 82.611% (13112/15872) 124/391 [====================>............................................] Step: 396ms | Tot: 45s249ms | Loss: 0.502 | Acc: 82.619% (13219/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s609ms | Loss: 0.502 | Acc: 82.595% (13321/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 45s970ms | Loss: 0.502 | Acc: 82.609% (13429/16256) 127/391 [=====================>...........................................] Step: 356ms | Tot: 46s326ms | Loss: 0.503 | Acc: 82.556% (13526/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s685ms | Loss: 0.503 | Acc: 82.564% (13633/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 47s52ms | Loss: 0.502 | Acc: 82.590% (13743/16640) 130/391 [=====================>...........................................] Step: 351ms | Tot: 47s404ms | Loss: 0.502 | Acc: 82.604% (13851/16768) 131/391 [=====================>...........................................] Step: 369ms | Tot: 47s773ms | Loss: 0.502 | Acc: 82.611% (13958/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s134ms | Loss: 0.502 | Acc: 82.601% (14062/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s496ms | Loss: 0.503 | Acc: 82.597% (14167/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s862ms | Loss: 0.502 | Acc: 82.581% (14270/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s220ms | Loss: 0.502 | Acc: 82.594% (14378/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s584ms | Loss: 0.503 | Acc: 82.596% (14484/17536) 137/391 [======================>..........................................] Step: 356ms | Tot: 49s940ms | Loss: 0.502 | Acc: 82.631% (14596/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s299ms | Loss: 0.502 | Acc: 82.633% (14702/17792) 139/391 [=======================>.........................................] Step: 361ms | Tot: 50s661ms | Loss: 0.503 | Acc: 82.584% (14799/17920) 140/391 [=======================>.........................................] Step: 376ms | Tot: 51s38ms | Loss: 0.505 | Acc: 82.530% (14895/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s399ms | Loss: 0.505 | Acc: 82.532% (15001/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s761ms | Loss: 0.505 | Acc: 82.550% (15110/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 52s126ms | Loss: 0.506 | Acc: 82.525% (15211/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 52s486ms | Loss: 0.506 | Acc: 82.532% (15318/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 52s850ms | Loss: 0.505 | Acc: 82.540% (15425/18688) 146/391 [========================>........................................] Step: 358ms | Tot: 53s209ms | Loss: 0.506 | Acc: 82.526% (15528/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s570ms | Loss: 0.506 | Acc: 82.527% (15634/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 53s927ms | Loss: 0.505 | Acc: 82.524% (15739/19072) 149/391 [========================>........................................] Step: 370ms | Tot: 54s297ms | Loss: 0.505 | Acc: 82.536% (15847/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s663ms | Loss: 0.504 | Acc: 82.549% (15955/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s25ms | Loss: 0.505 | Acc: 82.550% (16061/19456) 152/391 [=========================>.......................................] Step: 359ms | Tot: 55s384ms | Loss: 0.504 | Acc: 82.588% (16174/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s745ms | Loss: 0.505 | Acc: 82.559% (16274/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s108ms | Loss: 0.505 | Acc: 82.566% (16381/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 56s468ms | Loss: 0.504 | Acc: 82.572% (16488/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 56s834ms | Loss: 0.505 | Acc: 82.569% (16593/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s192ms | Loss: 0.505 | Acc: 82.555% (16696/20224) 158/391 [==========================>......................................] Step: 374ms | Tot: 57s566ms | Loss: 0.504 | Acc: 82.577% (16806/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s928ms | Loss: 0.504 | Acc: 82.583% (16913/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 58s286ms | Loss: 0.504 | Acc: 82.609% (17024/20608) 161/391 [==========================>......................................] Step: 367ms | Tot: 58s653ms | Loss: 0.504 | Acc: 82.610% (17130/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s14ms | Loss: 0.504 | Acc: 82.597% (17233/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s380ms | Loss: 0.503 | Acc: 82.622% (17344/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s740ms | Loss: 0.504 | Acc: 82.628% (17451/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 1m110ms | Loss: 0.504 | Acc: 82.648% (17561/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m469ms | Loss: 0.504 | Acc: 82.635% (17664/21376) 167/391 [===========================>.....................................] Step: 375ms | Tot: 1m844ms | Loss: 0.503 | Acc: 82.645% (17772/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.503 | Acc: 82.665% (17882/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.503 | Acc: 82.642% (17983/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.504 | Acc: 82.639% (18088/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.503 | Acc: 82.658% (18198/22016) 172/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.504 | Acc: 82.641% (18300/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.505 | Acc: 82.610% (18399/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.505 | Acc: 82.607% (18504/22400) 175/391 [=============================>...................................] Step: 371ms | Tot: 1m3s | Loss: 0.505 | Acc: 82.626% (18614/22528) 176/391 [=============================>...................................] Step: 377ms | Tot: 1m4s | Loss: 0.504 | Acc: 82.662% (18728/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.504 | Acc: 82.650% (18831/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.506 | Acc: 82.607% (18927/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.506 | Acc: 82.643% (19041/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.505 | Acc: 82.631% (19144/23168) 181/391 [==============================>..................................] Step: 364ms | Tot: 1m5s | Loss: 0.505 | Acc: 82.645% (19253/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.505 | Acc: 82.633% (19356/23424) 183/391 [==============================>..................................] Step: 376ms | Tot: 1m6s | Loss: 0.505 | Acc: 82.638% (19463/23552) 184/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.506 | Acc: 82.610% (19562/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.506 | Acc: 82.619% (19670/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.506 | Acc: 82.599% (19771/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.507 | Acc: 82.555% (19866/24064) 188/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.506 | Acc: 82.569% (19975/24192) 189/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.506 | Acc: 82.553% (20077/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.505 | Acc: 82.579% (20189/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.505 | Acc: 82.576% (20294/24576) 192/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.506 | Acc: 82.574% (20399/24704) 193/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.506 | Acc: 82.559% (20501/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.507 | Acc: 82.532% (20600/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.506 | Acc: 82.541% (20708/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.506 | Acc: 82.539% (20813/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.506 | Acc: 82.564% (20925/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.506 | Acc: 82.589% (21037/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.506 | Acc: 82.594% (21144/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.506 | Acc: 82.603% (21252/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.506 | Acc: 82.604% (21358/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.505 | Acc: 82.597% (21462/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.504 | Acc: 82.629% (21576/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.505 | Acc: 82.633% (21683/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.504 | Acc: 82.649% (21793/26368) 206/391 [==================================>..............................] Step: 381ms | Tot: 1m15s | Loss: 0.504 | Acc: 82.654% (21900/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.505 | Acc: 82.632% (22000/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.505 | Acc: 82.641% (22108/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.504 | Acc: 82.671% (22222/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.504 | Acc: 82.657% (22324/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.505 | Acc: 82.617% (22419/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.505 | Acc: 82.614% (22524/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.505 | Acc: 82.623% (22632/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.505 | Acc: 82.616% (22736/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.505 | Acc: 82.599% (22837/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.505 | Acc: 82.607% (22945/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.505 | Acc: 82.612% (23052/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.505 | Acc: 82.606% (23156/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.505 | Acc: 82.599% (23260/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.506 | Acc: 82.590% (23363/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.506 | Acc: 82.608% (23474/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.506 | Acc: 82.616% (23582/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.505 | Acc: 82.638% (23694/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.505 | Acc: 82.622% (23795/28800) 225/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.505 | Acc: 82.636% (23905/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.504 | Acc: 82.654% (24016/29056) 227/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.504 | Acc: 82.662% (24124/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.505 | Acc: 82.659% (24229/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.505 | Acc: 82.673% (24339/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m23s | Loss: 0.504 | Acc: 82.694% (24451/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.504 | Acc: 82.695% (24557/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.504 | Acc: 82.702% (24665/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.503 | Acc: 82.722% (24777/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.503 | Acc: 82.713% (24880/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.503 | Acc: 82.710% (24985/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.505 | Acc: 82.658% (25075/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.505 | Acc: 82.655% (25180/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.504 | Acc: 82.662% (25288/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.505 | Acc: 82.666% (25395/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.505 | Acc: 82.673% (25503/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m27s | Loss: 0.504 | Acc: 82.674% (25609/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.505 | Acc: 82.681% (25717/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.505 | Acc: 82.668% (25819/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.505 | Acc: 82.647% (25918/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.506 | Acc: 82.647% (26024/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.506 | Acc: 82.632% (26125/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.506 | Acc: 82.627% (26229/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.506 | Acc: 82.624% (26334/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.506 | Acc: 82.644% (26446/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.506 | Acc: 82.635% (26549/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.507 | Acc: 82.611% (26647/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.506 | Acc: 82.612% (26753/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.506 | Acc: 82.613% (26859/32512) 254/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.507 | Acc: 82.586% (26956/32640) 255/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.507 | Acc: 82.593% (27064/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.507 | Acc: 82.600% (27172/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.506 | Acc: 82.619% (27284/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.506 | Acc: 82.632% (27394/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.506 | Acc: 82.641% (27503/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.506 | Acc: 82.633% (27606/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.506 | Acc: 82.634% (27712/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.506 | Acc: 82.655% (27825/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.506 | Acc: 82.647% (27928/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.506 | Acc: 82.642% (28032/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.506 | Acc: 82.642% (28138/34048) 266/391 [============================================>....................] Step: 374ms | Tot: 1m36s | Loss: 0.506 | Acc: 82.652% (28247/34176) 267/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.506 | Acc: 82.649% (28352/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.506 | Acc: 82.644% (28456/34432) 269/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.506 | Acc: 82.645% (28562/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.506 | Acc: 82.654% (28671/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.506 | Acc: 82.646% (28774/34816) 272/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.506 | Acc: 82.644% (28879/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.506 | Acc: 82.653% (28988/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.506 | Acc: 82.656% (29095/35200) 275/391 [=============================================>...................] Step: 379ms | Tot: 1m40s | Loss: 0.506 | Acc: 82.662% (29203/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.506 | Acc: 82.655% (29306/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.506 | Acc: 82.658% (29413/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.505 | Acc: 82.672% (29524/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.505 | Acc: 82.670% (29629/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.505 | Acc: 82.668% (29734/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.505 | Acc: 82.666% (29839/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.505 | Acc: 82.669% (29946/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.505 | Acc: 82.664% (30050/36352) 284/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.505 | Acc: 82.656% (30153/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.505 | Acc: 82.640% (30253/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.505 | Acc: 82.636% (30357/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.505 | Acc: 82.631% (30461/36864) 288/391 [===============================================>.................] Step: 375ms | Tot: 1m44s | Loss: 0.505 | Acc: 82.664% (30579/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.504 | Acc: 82.670% (30687/37120) 290/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.504 | Acc: 82.681% (30797/37248) 291/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.503 | Acc: 82.700% (30910/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.504 | Acc: 82.695% (31014/37504) 293/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.504 | Acc: 82.682% (31115/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.504 | Acc: 82.664% (31214/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.505 | Acc: 82.659% (31318/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.504 | Acc: 82.657% (31423/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.505 | Acc: 82.642% (31523/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.505 | Acc: 82.637% (31627/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.505 | Acc: 82.625% (31728/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.505 | Acc: 82.610% (31828/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.505 | Acc: 82.608% (31933/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.505 | Acc: 82.614% (32041/38784) 303/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.505 | Acc: 82.597% (32140/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.505 | Acc: 82.605% (32249/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.505 | Acc: 82.601% (32353/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.505 | Acc: 82.596% (32457/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.505 | Acc: 82.594% (32562/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.505 | Acc: 82.605% (32672/39552) 309/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.505 | Acc: 82.603% (32777/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.505 | Acc: 82.594% (32879/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.505 | Acc: 82.602% (32988/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.505 | Acc: 82.595% (33091/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.505 | Acc: 82.606% (33201/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.506 | Acc: 82.584% (33298/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.506 | Acc: 82.583% (33403/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.506 | Acc: 82.576% (33506/40576) 317/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.506 | Acc: 82.574% (33611/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.506 | Acc: 82.572% (33716/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.506 | Acc: 82.563% (33818/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.507 | Acc: 82.545% (33916/41088) 321/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.507 | Acc: 82.521% (34012/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.507 | Acc: 82.520% (34117/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.507 | Acc: 82.523% (34224/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.507 | Acc: 82.522% (34329/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.507 | Acc: 82.520% (34434/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.507 | Acc: 82.538% (34547/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.507 | Acc: 82.546% (34656/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.507 | Acc: 82.566% (34770/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.507 | Acc: 82.569% (34877/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m78ms | Loss: 0.507 | Acc: 82.565% (34981/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m436ms | Loss: 0.508 | Acc: 82.544% (35078/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m802ms | Loss: 0.508 | Acc: 82.531% (35178/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.507 | Acc: 82.539% (35287/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.508 | Acc: 82.540% (35393/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.507 | Acc: 82.545% (35501/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.508 | Acc: 82.525% (35598/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.507 | Acc: 82.540% (35710/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.507 | Acc: 82.550% (35820/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.507 | Acc: 82.553% (35927/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.507 | Acc: 82.538% (36026/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.507 | Acc: 82.534% (36130/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.508 | Acc: 82.523% (36231/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m4s | Loss: 0.508 | Acc: 82.522% (36336/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.507 | Acc: 82.538% (36449/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.507 | Acc: 82.551% (36560/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.507 | Acc: 82.560% (36670/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.507 | Acc: 82.561% (36776/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.507 | Acc: 82.580% (36890/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m6s | Loss: 0.507 | Acc: 82.585% (36998/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.507 | Acc: 82.585% (37104/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.507 | Acc: 82.579% (37207/45056) 352/391 [==========================================================>......] Step: 377ms | Tot: 2m8s | Loss: 0.507 | Acc: 82.596% (37320/45184) 353/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.506 | Acc: 82.598% (37427/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.506 | Acc: 82.603% (37535/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.506 | Acc: 82.604% (37641/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.506 | Acc: 82.581% (37736/45696) 357/391 [===========================================================>.....] Step: 367ms | Tot: 2m9s | Loss: 0.507 | Acc: 82.566% (37835/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.507 | Acc: 82.554% (37935/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.507 | Acc: 82.552% (38040/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.507 | Acc: 82.544% (38142/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.507 | Acc: 82.541% (38246/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.507 | Acc: 82.550% (38356/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.507 | Acc: 82.531% (38453/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.507 | Acc: 82.530% (38558/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.507 | Acc: 82.518% (38658/46848) 366/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.508 | Acc: 82.517% (38763/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.508 | Acc: 82.507% (38864/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.508 | Acc: 82.499% (38966/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.508 | Acc: 82.492% (39068/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.508 | Acc: 82.484% (39170/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.508 | Acc: 82.502% (39284/47616) 372/391 [=============================================================>...] Step: 355ms | Tot: 2m15s | Loss: 0.508 | Acc: 82.513% (39395/47744) 373/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.508 | Acc: 82.503% (39496/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.508 | Acc: 82.487% (39594/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.509 | Acc: 82.476% (39694/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.509 | Acc: 82.477% (39800/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.509 | Acc: 82.478% (39906/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.509 | Acc: 82.483% (40014/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.509 | Acc: 82.484% (40120/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.509 | Acc: 82.482% (40225/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.509 | Acc: 82.485% (40332/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.509 | Acc: 82.476% (40433/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.509 | Acc: 82.483% (40542/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.509 | Acc: 82.472% (40642/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.509 | Acc: 82.483% (40753/49408) 386/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.509 | Acc: 82.471% (40853/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.509 | Acc: 82.464% (40955/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.509 | Acc: 82.455% (41056/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.509 | Acc: 82.458% (41163/49920) 390/391 [================================================================>] Step: 342ms | Tot: 2m21s | Loss: 0.510 | Acc: 82.450% (41225/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 3ms | Loss: 0.749 | Acc: 75.000% (75/100) 1/100 [>................................................................] Step: 304ms | Tot: 308ms | Loss: 0.776 | Acc: 76.000% (152/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 605ms | Loss: 0.699 | Acc: 77.333% (232/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 904ms | Loss: 0.692 | Acc: 77.250% (309/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s195ms | Loss: 0.693 | Acc: 77.000% (385/500) 5/100 [===>.............................................................] Step: 290ms | Tot: 1s485ms | Loss: 0.679 | Acc: 77.833% (467/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s786ms | Loss: 0.672 | Acc: 77.857% (545/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s89ms | Loss: 0.705 | Acc: 77.125% (617/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s391ms | Loss: 0.742 | Acc: 76.444% (688/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s693ms | Loss: 0.725 | Acc: 76.700% (767/1000) 10/100 [======>..........................................................] Step: 310ms | Tot: 3s3ms | Loss: 0.726 | Acc: 76.636% (843/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s313ms | Loss: 0.732 | Acc: 76.250% (915/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s616ms | Loss: 0.732 | Acc: 76.308% (992/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s916ms | Loss: 0.742 | Acc: 76.143% (1066/1400) 14/100 [=========>.......................................................] Step: 291ms | Tot: 4s208ms | Loss: 0.742 | Acc: 76.000% (1140/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s508ms | Loss: 0.744 | Acc: 76.000% (1216/1600) 16/100 [==========>......................................................] Step: 312ms | Tot: 4s821ms | Loss: 0.748 | Acc: 75.941% (1291/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s122ms | Loss: 0.750 | Acc: 76.056% (1369/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s426ms | Loss: 0.752 | Acc: 76.053% (1445/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s741ms | Loss: 0.761 | Acc: 75.600% (1512/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s47ms | Loss: 0.758 | Acc: 75.762% (1591/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s353ms | Loss: 0.753 | Acc: 76.000% (1672/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s656ms | Loss: 0.755 | Acc: 75.913% (1746/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s959ms | Loss: 0.756 | Acc: 76.042% (1825/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s264ms | Loss: 0.758 | Acc: 76.000% (1900/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s570ms | Loss: 0.764 | Acc: 75.885% (1973/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s877ms | Loss: 0.755 | Acc: 76.222% (2058/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s177ms | Loss: 0.756 | Acc: 76.071% (2130/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s488ms | Loss: 0.758 | Acc: 76.172% (2209/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s791ms | Loss: 0.756 | Acc: 76.167% (2285/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s95ms | Loss: 0.759 | Acc: 76.097% (2359/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s402ms | Loss: 0.755 | Acc: 76.188% (2438/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s703ms | Loss: 0.753 | Acc: 76.212% (2515/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s8ms | Loss: 0.754 | Acc: 76.029% (2585/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s320ms | Loss: 0.754 | Acc: 75.914% (2657/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s622ms | Loss: 0.752 | Acc: 76.111% (2740/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s924ms | Loss: 0.755 | Acc: 76.189% (2819/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s230ms | Loss: 0.757 | Acc: 76.237% (2897/3800) 38/100 [========================>........................................] Step: 304ms | Tot: 11s534ms | Loss: 0.754 | Acc: 76.333% (2977/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s837ms | Loss: 0.755 | Acc: 76.225% (3049/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s142ms | Loss: 0.761 | Acc: 76.171% (3123/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s447ms | Loss: 0.763 | Acc: 76.238% (3202/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s756ms | Loss: 0.757 | Acc: 76.372% (3284/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s58ms | Loss: 0.756 | Acc: 76.432% (3363/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s363ms | Loss: 0.752 | Acc: 76.667% (3450/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s668ms | Loss: 0.751 | Acc: 76.565% (3522/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 13s974ms | Loss: 0.750 | Acc: 76.532% (3597/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s285ms | Loss: 0.754 | Acc: 76.438% (3669/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s590ms | Loss: 0.750 | Acc: 76.490% (3748/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s893ms | Loss: 0.753 | Acc: 76.500% (3825/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s199ms | Loss: 0.752 | Acc: 76.471% (3900/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s503ms | Loss: 0.753 | Acc: 76.346% (3970/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s806ms | Loss: 0.752 | Acc: 76.340% (4046/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s111ms | Loss: 0.751 | Acc: 76.370% (4124/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s412ms | Loss: 0.748 | Acc: 76.509% (4208/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s718ms | Loss: 0.751 | Acc: 76.446% (4281/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s20ms | Loss: 0.753 | Acc: 76.456% (4358/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s324ms | Loss: 0.750 | Acc: 76.431% (4433/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s626ms | Loss: 0.750 | Acc: 76.339% (4504/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 17s930ms | Loss: 0.756 | Acc: 76.250% (4575/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s237ms | Loss: 0.755 | Acc: 76.246% (4651/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s543ms | Loss: 0.753 | Acc: 76.290% (4730/6200) 62/100 [========================================>........................] Step: 300ms | Tot: 18s844ms | Loss: 0.753 | Acc: 76.286% (4806/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s146ms | Loss: 0.751 | Acc: 76.391% (4889/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s448ms | Loss: 0.751 | Acc: 76.369% (4964/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s760ms | Loss: 0.752 | Acc: 76.318% (5037/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s72ms | Loss: 0.751 | Acc: 76.328% (5114/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s379ms | Loss: 0.752 | Acc: 76.324% (5190/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s682ms | Loss: 0.752 | Acc: 76.275% (5263/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 20s988ms | Loss: 0.751 | Acc: 76.200% (5334/7000) 70/100 [=============================================>...................] Step: 314ms | Tot: 21s302ms | Loss: 0.756 | Acc: 76.169% (5408/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s607ms | Loss: 0.754 | Acc: 76.208% (5487/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s910ms | Loss: 0.752 | Acc: 76.301% (5570/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s217ms | Loss: 0.750 | Acc: 76.351% (5650/7400) 74/100 [================================================>................] Step: 313ms | Tot: 22s530ms | Loss: 0.751 | Acc: 76.267% (5720/7500) 75/100 [================================================>................] Step: 312ms | Tot: 22s843ms | Loss: 0.749 | Acc: 76.276% (5797/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 23s144ms | Loss: 0.748 | Acc: 76.338% (5878/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s448ms | Loss: 0.750 | Acc: 76.244% (5947/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s752ms | Loss: 0.750 | Acc: 76.203% (6020/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s52ms | Loss: 0.750 | Acc: 76.162% (6093/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s360ms | Loss: 0.747 | Acc: 76.247% (6176/8100) 81/100 [====================================================>............] Step: 302ms | Tot: 24s662ms | Loss: 0.749 | Acc: 76.232% (6251/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 24s974ms | Loss: 0.751 | Acc: 76.157% (6321/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s279ms | Loss: 0.752 | Acc: 76.119% (6394/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s589ms | Loss: 0.753 | Acc: 76.106% (6469/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 25s897ms | Loss: 0.756 | Acc: 76.093% (6544/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s202ms | Loss: 0.757 | Acc: 76.069% (6618/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s507ms | Loss: 0.758 | Acc: 76.068% (6694/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s809ms | Loss: 0.759 | Acc: 76.101% (6773/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s113ms | Loss: 0.759 | Acc: 76.056% (6845/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s419ms | Loss: 0.755 | Acc: 76.110% (6926/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s723ms | Loss: 0.752 | Acc: 76.196% (7010/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s23ms | Loss: 0.753 | Acc: 76.172% (7084/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s336ms | Loss: 0.754 | Acc: 76.117% (7155/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s641ms | Loss: 0.754 | Acc: 76.042% (7224/9500) 95/100 [=============================================================>...] Step: 299ms | Tot: 28s941ms | Loss: 0.754 | Acc: 76.083% (7304/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s247ms | Loss: 0.752 | Acc: 76.144% (7386/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s550ms | Loss: 0.754 | Acc: 76.082% (7456/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 29s854ms | Loss: 0.753 | Acc: 76.081% (7532/9900) 99/100 [================================================================>] Step: 295ms | Tot: 30s150ms | Loss: 0.753 | Acc: 76.060% (7606/10000) 100/100 + +Epoch: 23 + [>................................................................] Step: 620ms | Tot: 2ms | Loss: 0.490 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.458 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 374ms | Tot: 761ms | Loss: 0.459 | Acc: 83.854% (322/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s130ms | Loss: 0.486 | Acc: 82.812% (424/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s500ms | Loss: 0.484 | Acc: 82.812% (530/640) 5/391 [>................................................................] Step: 358ms | Tot: 1s858ms | Loss: 0.468 | Acc: 83.073% (638/768) 6/391 [>................................................................] Step: 354ms | Tot: 2s213ms | Loss: 0.464 | Acc: 83.594% (749/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s575ms | Loss: 0.471 | Acc: 83.398% (854/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 2s934ms | Loss: 0.486 | Acc: 82.552% (951/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s295ms | Loss: 0.480 | Acc: 82.812% (1060/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s658ms | Loss: 0.487 | Acc: 82.528% (1162/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s26ms | Loss: 0.484 | Acc: 82.617% (1269/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s386ms | Loss: 0.487 | Acc: 82.572% (1374/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s752ms | Loss: 0.484 | Acc: 82.589% (1480/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s112ms | Loss: 0.491 | Acc: 82.552% (1585/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s467ms | Loss: 0.492 | Acc: 82.568% (1691/2048) 16/391 [==>..............................................................] Step: 357ms | Tot: 5s825ms | Loss: 0.495 | Acc: 82.675% (1799/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s185ms | Loss: 0.495 | Acc: 82.812% (1908/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s545ms | Loss: 0.492 | Acc: 82.895% (2016/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s902ms | Loss: 0.490 | Acc: 82.891% (2122/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s269ms | Loss: 0.492 | Acc: 82.738% (2224/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s635ms | Loss: 0.489 | Acc: 82.670% (2328/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s | Loss: 0.488 | Acc: 82.677% (2434/2944) 23/391 [===>.............................................................] Step: 357ms | Tot: 8s357ms | Loss: 0.496 | Acc: 82.454% (2533/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s722ms | Loss: 0.497 | Acc: 82.500% (2640/3200) 25/391 [====>............................................................] Step: 354ms | Tot: 9s76ms | Loss: 0.495 | Acc: 82.602% (2749/3328) 26/391 [====>............................................................] Step: 355ms | Tot: 9s431ms | Loss: 0.496 | Acc: 82.639% (2856/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s794ms | Loss: 0.502 | Acc: 82.422% (2954/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s150ms | Loss: 0.497 | Acc: 82.597% (3066/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s514ms | Loss: 0.491 | Acc: 82.786% (3179/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 10s876ms | Loss: 0.488 | Acc: 82.913% (3290/3968) 31/391 [=====>...........................................................] Step: 355ms | Tot: 11s232ms | Loss: 0.487 | Acc: 83.057% (3402/4096) 32/391 [=====>...........................................................] Step: 355ms | Tot: 11s587ms | Loss: 0.491 | Acc: 82.836% (3499/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 11s945ms | Loss: 0.494 | Acc: 82.675% (3598/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s301ms | Loss: 0.496 | Acc: 82.701% (3705/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s664ms | Loss: 0.497 | Acc: 82.747% (3813/4608) 36/391 [=====>...........................................................] Step: 356ms | Tot: 13s20ms | Loss: 0.496 | Acc: 82.728% (3918/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s382ms | Loss: 0.495 | Acc: 82.812% (4028/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s753ms | Loss: 0.494 | Acc: 82.873% (4137/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s113ms | Loss: 0.493 | Acc: 82.910% (4245/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s479ms | Loss: 0.493 | Acc: 82.927% (4352/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 14s840ms | Loss: 0.494 | Acc: 82.906% (4457/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s203ms | Loss: 0.494 | Acc: 82.940% (4565/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s562ms | Loss: 0.496 | Acc: 82.848% (4666/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 15s926ms | Loss: 0.495 | Acc: 82.899% (4775/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s283ms | Loss: 0.494 | Acc: 82.948% (4884/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s645ms | Loss: 0.494 | Acc: 82.896% (4987/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s10ms | Loss: 0.494 | Acc: 82.943% (5096/6144) 48/391 [=======>.........................................................] Step: 367ms | Tot: 17s378ms | Loss: 0.492 | Acc: 83.036% (5208/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 17s744ms | Loss: 0.491 | Acc: 83.047% (5315/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s104ms | Loss: 0.490 | Acc: 83.088% (5424/6528) 51/391 [========>........................................................] Step: 354ms | Tot: 18s459ms | Loss: 0.492 | Acc: 83.008% (5525/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s821ms | Loss: 0.493 | Acc: 83.004% (5631/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s181ms | Loss: 0.493 | Acc: 83.001% (5737/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s545ms | Loss: 0.492 | Acc: 83.097% (5850/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 19s913ms | Loss: 0.491 | Acc: 83.161% (5961/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s280ms | Loss: 0.490 | Acc: 83.224% (6072/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s641ms | Loss: 0.490 | Acc: 83.190% (6176/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s2ms | Loss: 0.489 | Acc: 83.249% (6287/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s369ms | Loss: 0.488 | Acc: 83.255% (6394/7680) 60/391 [=========>.......................................................] Step: 370ms | Tot: 21s740ms | Loss: 0.491 | Acc: 83.171% (6494/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s105ms | Loss: 0.491 | Acc: 83.178% (6601/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s462ms | Loss: 0.492 | Acc: 83.160% (6706/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s824ms | Loss: 0.491 | Acc: 83.179% (6814/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s188ms | Loss: 0.490 | Acc: 83.209% (6923/8320) 65/391 [==========>......................................................] Step: 369ms | Tot: 23s558ms | Loss: 0.488 | Acc: 83.286% (7036/8448) 66/391 [==========>......................................................] Step: 355ms | Tot: 23s913ms | Loss: 0.489 | Acc: 83.221% (7137/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s279ms | Loss: 0.490 | Acc: 83.180% (7240/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s641ms | Loss: 0.490 | Acc: 83.209% (7349/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s1ms | Loss: 0.493 | Acc: 83.125% (7448/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s364ms | Loss: 0.493 | Acc: 83.154% (7557/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 25s730ms | Loss: 0.494 | Acc: 83.095% (7658/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s91ms | Loss: 0.494 | Acc: 83.123% (7767/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s450ms | Loss: 0.493 | Acc: 83.140% (7875/9472) 74/391 [============>....................................................] Step: 373ms | Tot: 26s824ms | Loss: 0.492 | Acc: 83.177% (7985/9600) 75/391 [============>....................................................] Step: 373ms | Tot: 27s197ms | Loss: 0.491 | Acc: 83.255% (8099/9728) 76/391 [============>....................................................] Step: 366ms | Tot: 27s563ms | Loss: 0.491 | Acc: 83.239% (8204/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 27s926ms | Loss: 0.490 | Acc: 83.283% (8315/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s287ms | Loss: 0.491 | Acc: 83.228% (8416/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s653ms | Loss: 0.491 | Acc: 83.223% (8522/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 29s17ms | Loss: 0.491 | Acc: 83.227% (8629/10368) 81/391 [=============>...................................................] Step: 353ms | Tot: 29s371ms | Loss: 0.493 | Acc: 83.175% (8730/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 29s737ms | Loss: 0.492 | Acc: 83.170% (8836/10624) 83/391 [=============>...................................................] Step: 372ms | Tot: 30s109ms | Loss: 0.492 | Acc: 83.175% (8943/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s473ms | Loss: 0.493 | Acc: 83.153% (9047/10880) 85/391 [==============>..................................................] Step: 354ms | Tot: 30s827ms | Loss: 0.495 | Acc: 83.067% (9144/11008) 86/391 [==============>..................................................] Step: 360ms | Tot: 31s188ms | Loss: 0.497 | Acc: 83.010% (9244/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s549ms | Loss: 0.497 | Acc: 83.008% (9350/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 31s906ms | Loss: 0.496 | Acc: 83.050% (9461/11392) 89/391 [==============>..................................................] Step: 352ms | Tot: 32s259ms | Loss: 0.497 | Acc: 83.003% (9562/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s620ms | Loss: 0.499 | Acc: 82.993% (9667/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 32s984ms | Loss: 0.498 | Acc: 82.999% (9774/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s346ms | Loss: 0.498 | Acc: 83.014% (9882/11904) 93/391 [===============>.................................................] Step: 367ms | Tot: 33s714ms | Loss: 0.499 | Acc: 83.012% (9988/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 34s73ms | Loss: 0.499 | Acc: 83.010% (10094/12160) 95/391 [===============>.................................................] Step: 355ms | Tot: 34s429ms | Loss: 0.499 | Acc: 82.967% (10195/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 34s793ms | Loss: 0.499 | Acc: 82.917% (10295/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s153ms | Loss: 0.500 | Acc: 82.876% (10396/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s517ms | Loss: 0.501 | Acc: 82.868% (10501/12672) 99/391 [================>................................................] Step: 361ms | Tot: 35s879ms | Loss: 0.501 | Acc: 82.859% (10606/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s238ms | Loss: 0.502 | Acc: 82.797% (10704/12928) 101/391 [================>................................................] Step: 373ms | Tot: 36s611ms | Loss: 0.503 | Acc: 82.774% (10807/13056) 102/391 [================>................................................] Step: 362ms | Tot: 36s974ms | Loss: 0.502 | Acc: 82.805% (10917/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s332ms | Loss: 0.502 | Acc: 82.797% (11022/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 37s696ms | Loss: 0.502 | Acc: 82.798% (11128/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s62ms | Loss: 0.502 | Acc: 82.761% (11229/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s419ms | Loss: 0.501 | Acc: 82.798% (11340/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 38s778ms | Loss: 0.501 | Acc: 82.820% (11449/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s136ms | Loss: 0.502 | Acc: 82.798% (11552/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s494ms | Loss: 0.502 | Acc: 82.791% (11657/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 39s860ms | Loss: 0.502 | Acc: 82.798% (11764/14208) 111/391 [==================>..............................................] Step: 355ms | Tot: 40s216ms | Loss: 0.501 | Acc: 82.861% (11879/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s576ms | Loss: 0.502 | Acc: 82.833% (11981/14464) 113/391 [==================>..............................................] Step: 357ms | Tot: 40s933ms | Loss: 0.503 | Acc: 82.806% (12083/14592) 114/391 [==================>..............................................] Step: 353ms | Tot: 41s287ms | Loss: 0.502 | Acc: 82.819% (12191/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s650ms | Loss: 0.502 | Acc: 82.799% (12294/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s18ms | Loss: 0.502 | Acc: 82.806% (12401/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s378ms | Loss: 0.502 | Acc: 82.773% (12502/15104) 118/391 [===================>.............................................] Step: 363ms | Tot: 42s741ms | Loss: 0.502 | Acc: 82.793% (12611/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 43s113ms | Loss: 0.502 | Acc: 82.780% (12715/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s480ms | Loss: 0.501 | Acc: 82.806% (12825/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 43s839ms | Loss: 0.501 | Acc: 82.800% (12930/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s197ms | Loss: 0.501 | Acc: 82.819% (13039/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s562ms | Loss: 0.501 | Acc: 82.794% (13141/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 44s926ms | Loss: 0.502 | Acc: 82.737% (13238/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s285ms | Loss: 0.502 | Acc: 82.750% (13346/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 45s646ms | Loss: 0.503 | Acc: 82.726% (13448/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s7ms | Loss: 0.503 | Acc: 82.727% (13554/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s374ms | Loss: 0.503 | Acc: 82.710% (13657/16512) 129/391 [=====================>...........................................] Step: 370ms | Tot: 46s744ms | Loss: 0.503 | Acc: 82.698% (13761/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s110ms | Loss: 0.502 | Acc: 82.741% (13874/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 47s471ms | Loss: 0.502 | Acc: 82.730% (13978/16896) 132/391 [=====================>...........................................] Step: 357ms | Tot: 47s828ms | Loss: 0.503 | Acc: 82.707% (14080/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s190ms | Loss: 0.502 | Acc: 82.725% (14189/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 48s553ms | Loss: 0.502 | Acc: 82.743% (14298/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 48s919ms | Loss: 0.503 | Acc: 82.721% (14400/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s281ms | Loss: 0.503 | Acc: 82.721% (14506/17536) 137/391 [======================>..........................................] Step: 372ms | Tot: 49s654ms | Loss: 0.503 | Acc: 82.733% (14614/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 50s16ms | Loss: 0.504 | Acc: 82.728% (14719/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 50s373ms | Loss: 0.504 | Acc: 82.734% (14826/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 50s735ms | Loss: 0.503 | Acc: 82.774% (14939/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s100ms | Loss: 0.503 | Acc: 82.779% (15046/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 51s456ms | Loss: 0.503 | Acc: 82.796% (15155/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 51s821ms | Loss: 0.502 | Acc: 82.829% (15267/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s189ms | Loss: 0.502 | Acc: 82.845% (15376/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s550ms | Loss: 0.502 | Acc: 82.839% (15481/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 52s920ms | Loss: 0.501 | Acc: 82.860% (15591/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s284ms | Loss: 0.500 | Acc: 82.886% (15702/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s646ms | Loss: 0.500 | Acc: 82.902% (15811/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s13ms | Loss: 0.499 | Acc: 82.948% (15926/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s374ms | Loss: 0.500 | Acc: 82.931% (16029/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 54s735ms | Loss: 0.500 | Acc: 82.915% (16132/19456) 152/391 [=========================>.......................................] Step: 359ms | Tot: 55s94ms | Loss: 0.500 | Acc: 82.894% (16234/19584) 153/391 [=========================>.......................................] Step: 356ms | Tot: 55s451ms | Loss: 0.501 | Acc: 82.894% (16340/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 55s813ms | Loss: 0.500 | Acc: 82.939% (16455/19840) 155/391 [=========================>.......................................] Step: 372ms | Tot: 56s186ms | Loss: 0.500 | Acc: 82.958% (16565/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s547ms | Loss: 0.500 | Acc: 82.947% (16669/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 56s906ms | Loss: 0.498 | Acc: 82.981% (16782/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s266ms | Loss: 0.499 | Acc: 82.975% (16887/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s628ms | Loss: 0.499 | Acc: 82.969% (16992/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 57s986ms | Loss: 0.498 | Acc: 82.977% (17100/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s348ms | Loss: 0.498 | Acc: 82.967% (17204/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s711ms | Loss: 0.499 | Acc: 82.951% (17307/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s74ms | Loss: 0.499 | Acc: 82.955% (17414/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 59s439ms | Loss: 0.499 | Acc: 82.950% (17519/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 59s806ms | Loss: 0.499 | Acc: 82.968% (17629/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m169ms | Loss: 0.499 | Acc: 82.972% (17736/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m534ms | Loss: 0.500 | Acc: 82.929% (17833/21504) 168/391 [===========================>.....................................] Step: 352ms | Tot: 1m886ms | Loss: 0.499 | Acc: 82.951% (17944/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.499 | Acc: 82.941% (18048/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.499 | Acc: 82.922% (18150/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.499 | Acc: 82.926% (18257/22016) 172/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.499 | Acc: 82.903% (18358/22144) 173/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.499 | Acc: 82.889% (18461/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.500 | Acc: 82.879% (18565/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.500 | Acc: 82.857% (18666/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.500 | Acc: 82.852% (18771/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.500 | Acc: 82.848% (18876/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.500 | Acc: 82.852% (18983/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.499 | Acc: 82.865% (19092/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.499 | Acc: 82.864% (19198/23168) 181/391 [==============================>..................................] Step: 370ms | Tot: 1m5s | Loss: 0.498 | Acc: 82.898% (19312/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m5s | Loss: 0.498 | Acc: 82.902% (19419/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.499 | Acc: 82.868% (19517/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.499 | Acc: 82.867% (19623/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.499 | Acc: 82.871% (19730/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.499 | Acc: 82.888% (19840/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m7s | Loss: 0.499 | Acc: 82.883% (19945/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.499 | Acc: 82.866% (20047/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.499 | Acc: 82.862% (20152/24320) 190/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.499 | Acc: 82.837% (20252/24448) 191/391 [===============================>.................................] Step: 376ms | Tot: 1m9s | Loss: 0.500 | Acc: 82.788% (20346/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.501 | Acc: 82.756% (20444/24704) 193/391 [================================>................................] Step: 357ms | Tot: 1m9s | Loss: 0.500 | Acc: 82.768% (20553/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.501 | Acc: 82.752% (20655/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.501 | Acc: 82.761% (20763/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.502 | Acc: 82.753% (20867/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.501 | Acc: 82.757% (20974/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.502 | Acc: 82.738% (21075/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.502 | Acc: 82.715% (21175/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.502 | Acc: 82.708% (21279/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.501 | Acc: 82.704% (21384/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.501 | Acc: 82.716% (21493/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.502 | Acc: 82.698% (21594/26112) 204/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.501 | Acc: 82.710% (21703/26240) 205/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.502 | Acc: 82.703% (21807/26368) 206/391 [==================================>..............................] Step: 371ms | Tot: 1m14s | Loss: 0.502 | Acc: 82.699% (21912/26496) 207/391 [==================================>..............................] Step: 383ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.707% (22020/26624) 208/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.719% (22129/26752) 209/391 [==================================>..............................] Step: 372ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.719% (22235/26880) 210/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.502 | Acc: 82.701% (22336/27008) 211/391 [===================================>.............................] Step: 355ms | Tot: 1m16s | Loss: 0.502 | Acc: 82.698% (22441/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.502 | Acc: 82.673% (22540/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.502 | Acc: 82.699% (22653/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.502 | Acc: 82.711% (22762/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.501 | Acc: 82.715% (22869/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.501 | Acc: 82.722% (22977/27776) 217/391 [====================================>............................] Step: 368ms | Tot: 1m18s | Loss: 0.501 | Acc: 82.716% (23081/27904) 218/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.501 | Acc: 82.698% (23182/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.501 | Acc: 82.706% (23290/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.501 | Acc: 82.735% (23404/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.502 | Acc: 82.725% (23507/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.503 | Acc: 82.679% (23600/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.503 | Acc: 82.666% (23702/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.503 | Acc: 82.660% (23806/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.503 | Acc: 82.657% (23911/28928) 226/391 [=====================================>...........................] Step: 397ms | Tot: 1m21s | Loss: 0.503 | Acc: 82.665% (24019/29056) 227/391 [=====================================>...........................] Step: 375ms | Tot: 1m22s | Loss: 0.503 | Acc: 82.662% (24124/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.503 | Acc: 82.673% (24233/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.502 | Acc: 82.700% (24347/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.502 | Acc: 82.714% (24457/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.502 | Acc: 82.708% (24561/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.502 | Acc: 82.682% (24659/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.503 | Acc: 82.676% (24763/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.502 | Acc: 82.696% (24875/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.503 | Acc: 82.683% (24977/30208) 236/391 [=======================================>.........................] Step: 374ms | Tot: 1m25s | Loss: 0.502 | Acc: 82.681% (25082/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.502 | Acc: 82.688% (25190/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.503 | Acc: 82.662% (25288/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.503 | Acc: 82.676% (25398/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.503 | Acc: 82.686% (25507/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.503 | Acc: 82.674% (25609/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.502 | Acc: 82.677% (25716/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.502 | Acc: 82.678% (25822/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.502 | Acc: 82.685% (25930/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.502 | Acc: 82.670% (26031/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.503 | Acc: 82.661% (26134/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.503 | Acc: 82.652% (26237/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m29s | Loss: 0.502 | Acc: 82.665% (26347/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.502 | Acc: 82.675% (26456/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.502 | Acc: 82.660% (26557/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.503 | Acc: 82.645% (26658/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.503 | Acc: 82.627% (26758/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.503 | Acc: 82.653% (26872/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.502 | Acc: 82.662% (26981/32640) 255/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.502 | Acc: 82.660% (27086/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.502 | Acc: 82.651% (27189/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.502 | Acc: 82.646% (27293/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.502 | Acc: 82.674% (27408/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.502 | Acc: 82.686% (27518/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.501 | Acc: 82.690% (27625/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.501 | Acc: 82.675% (27726/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.501 | Acc: 82.682% (27834/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.501 | Acc: 82.688% (27942/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.501 | Acc: 82.680% (28045/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.502 | Acc: 82.660% (28144/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.502 | Acc: 82.652% (28247/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.502 | Acc: 82.655% (28354/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.502 | Acc: 82.664% (28463/34432) 269/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.502 | Acc: 82.665% (28569/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.502 | Acc: 82.663% (28674/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.502 | Acc: 82.675% (28784/34816) 272/391 [=============================================>...................] Step: 378ms | Tot: 1m38s | Loss: 0.503 | Acc: 82.661% (28885/34944) 273/391 [=============================================>...................] Step: 373ms | Tot: 1m39s | Loss: 0.502 | Acc: 82.664% (28992/35072) 274/391 [=============================================>...................] Step: 353ms | Tot: 1m39s | Loss: 0.502 | Acc: 82.659% (29096/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.502 | Acc: 82.679% (29209/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.502 | Acc: 82.671% (29312/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.502 | Acc: 82.669% (29417/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m40s | Loss: 0.502 | Acc: 82.664% (29521/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.502 | Acc: 82.662% (29626/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.503 | Acc: 82.632% (29721/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.503 | Acc: 82.616% (29821/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.503 | Acc: 82.605% (29923/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.503 | Acc: 82.614% (30032/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.503 | Acc: 82.618% (30139/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.502 | Acc: 82.635% (30251/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.503 | Acc: 82.619% (30351/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.502 | Acc: 82.642% (30465/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.502 | Acc: 82.631% (30567/36992) 289/391 [================================================>................] Step: 369ms | Tot: 1m44s | Loss: 0.502 | Acc: 82.645% (30678/37120) 290/391 [================================================>................] Step: 378ms | Tot: 1m45s | Loss: 0.503 | Acc: 82.635% (30780/37248) 291/391 [================================================>................] Step: 370ms | Tot: 1m45s | Loss: 0.503 | Acc: 82.649% (30891/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.503 | Acc: 82.631% (30990/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.503 | Acc: 82.634% (31097/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.504 | Acc: 82.632% (31202/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.504 | Acc: 82.633% (31308/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.504 | Acc: 82.628% (31412/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.504 | Acc: 82.637% (31521/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.504 | Acc: 82.627% (31623/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.503 | Acc: 82.641% (31734/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.504 | Acc: 82.641% (31840/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.503 | Acc: 82.650% (31949/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.503 | Acc: 82.653% (32056/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.503 | Acc: 82.663% (32166/38912) 304/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.503 | Acc: 82.643% (32264/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.503 | Acc: 82.644% (32370/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.503 | Acc: 82.647% (32477/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.502 | Acc: 82.670% (32592/39424) 308/391 [===================================================>.............] Step: 401ms | Tot: 1m51s | Loss: 0.502 | Acc: 82.676% (32700/39552) 309/391 [===================================================>.............] Step: 387ms | Tot: 1m52s | Loss: 0.503 | Acc: 82.661% (32800/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.503 | Acc: 82.669% (32909/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.502 | Acc: 82.680% (33019/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.503 | Acc: 82.658% (33116/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.503 | Acc: 82.666% (33225/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.503 | Acc: 82.676% (33335/40320) 315/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.502 | Acc: 82.672% (33439/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.502 | Acc: 82.670% (33544/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.502 | Acc: 82.680% (33654/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.503 | Acc: 82.668% (33755/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.502 | Acc: 82.688% (33869/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.502 | Acc: 82.703% (33981/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.502 | Acc: 82.708% (34089/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.502 | Acc: 82.706% (34194/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.718% (34305/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.712% (34408/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.717% (34516/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.502 | Acc: 82.693% (34612/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.502 | Acc: 82.691% (34717/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.502 | Acc: 82.680% (34818/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.502 | Acc: 82.675% (34922/42240) 330/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.502 | Acc: 82.685% (35032/42368) 331/391 [=======================================================>.........] Step: 367ms | Tot: 2m171ms | Loss: 0.502 | Acc: 82.681% (35136/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m538ms | Loss: 0.502 | Acc: 82.674% (35239/42624) 333/391 [=======================================================>.........] Step: 355ms | Tot: 2m894ms | Loss: 0.502 | Acc: 82.686% (35350/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.502 | Acc: 82.694% (35459/42880) 335/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.502 | Acc: 82.706% (35570/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.502 | Acc: 82.687% (35668/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.503 | Acc: 82.676% (35769/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.503 | Acc: 82.695% (35883/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.503 | Acc: 82.672% (35979/43520) 340/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.503 | Acc: 82.686% (36091/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.503 | Acc: 82.696% (36201/43776) 342/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.502 | Acc: 82.699% (36308/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m4s | Loss: 0.502 | Acc: 82.699% (36414/44032) 344/391 [=========================================================>.......] Step: 379ms | Tot: 2m4s | Loss: 0.503 | Acc: 82.686% (36514/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.503 | Acc: 82.675% (36615/44288) 346/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.503 | Acc: 82.680% (36723/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.502 | Acc: 82.685% (36831/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.503 | Acc: 82.687% (36938/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.503 | Acc: 82.685% (37043/44800) 350/391 [==========================================================>......] Step: 371ms | Tot: 2m7s | Loss: 0.503 | Acc: 82.661% (37138/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.504 | Acc: 82.646% (37237/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.504 | Acc: 82.642% (37341/45184) 353/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.504 | Acc: 82.634% (37443/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.504 | Acc: 82.619% (37542/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.504 | Acc: 82.613% (37645/45568) 356/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.504 | Acc: 82.624% (37756/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.504 | Acc: 82.618% (37859/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.504 | Acc: 82.621% (37966/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.504 | Acc: 82.628% (38075/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.504 | Acc: 82.639% (38186/46208) 361/391 [============================================================>....] Step: 373ms | Tot: 2m11s | Loss: 0.504 | Acc: 82.625% (38285/46336) 362/391 [============================================================>....] Step: 367ms | Tot: 2m11s | Loss: 0.505 | Acc: 82.621% (38389/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.505 | Acc: 82.609% (38489/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.505 | Acc: 82.605% (38593/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.505 | Acc: 82.610% (38701/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.505 | Acc: 82.621% (38812/46976) 367/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.505 | Acc: 82.628% (38921/47104) 368/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.505 | Acc: 82.633% (39029/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.505 | Acc: 82.629% (39133/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.505 | Acc: 82.615% (39232/47488) 371/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.505 | Acc: 82.609% (39335/47616) 372/391 [=============================================================>...] Step: 376ms | Tot: 2m15s | Loss: 0.505 | Acc: 82.618% (39445/47744) 373/391 [==============================================================>..] Step: 370ms | Tot: 2m15s | Loss: 0.505 | Acc: 82.622% (39553/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.505 | Acc: 82.627% (39661/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.505 | Acc: 82.605% (39756/48128) 376/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.505 | Acc: 82.605% (39862/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.505 | Acc: 82.614% (39972/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.505 | Acc: 82.619% (40080/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.505 | Acc: 82.609% (40181/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.505 | Acc: 82.612% (40288/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.505 | Acc: 82.610% (40393/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.505 | Acc: 82.611% (40499/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.505 | Acc: 82.621% (40610/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.505 | Acc: 82.622% (40716/49280) 385/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.505 | Acc: 82.612% (40817/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.505 | Acc: 82.617% (40925/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.505 | Acc: 82.613% (41029/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.505 | Acc: 82.630% (41143/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.505 | Acc: 82.636% (41252/49920) 390/391 [================================================================>] Step: 350ms | Tot: 2m21s | Loss: 0.504 | Acc: 82.650% (41325/50000) 391/391 + [>................................................................] Step: 542ms | Tot: 2ms | Loss: 0.837 | Acc: 76.000% (76/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.694 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 301ms | Tot: 600ms | Loss: 0.680 | Acc: 79.667% (239/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 898ms | Loss: 0.660 | Acc: 79.500% (318/400) 4/100 [==>..............................................................] Step: 289ms | Tot: 1s187ms | Loss: 0.660 | Acc: 79.000% (395/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s491ms | Loss: 0.609 | Acc: 79.833% (479/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s794ms | Loss: 0.609 | Acc: 79.143% (554/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s100ms | Loss: 0.606 | Acc: 78.875% (631/800) 8/100 [=====>...........................................................] Step: 297ms | Tot: 2s398ms | Loss: 0.619 | Acc: 78.667% (708/900) 9/100 [=====>...........................................................] Step: 292ms | Tot: 2s691ms | Loss: 0.610 | Acc: 79.300% (793/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 2s991ms | Loss: 0.620 | Acc: 79.364% (873/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s295ms | Loss: 0.627 | Acc: 79.000% (948/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s596ms | Loss: 0.613 | Acc: 79.231% (1030/1300) 13/100 [========>........................................................] Step: 296ms | Tot: 3s893ms | Loss: 0.599 | Acc: 79.786% (1117/1400) 14/100 [=========>.......................................................] Step: 296ms | Tot: 4s190ms | Loss: 0.588 | Acc: 79.800% (1197/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s496ms | Loss: 0.591 | Acc: 79.812% (1277/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 4s810ms | Loss: 0.586 | Acc: 79.941% (1359/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s113ms | Loss: 0.590 | Acc: 79.889% (1438/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s418ms | Loss: 0.599 | Acc: 79.684% (1514/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s726ms | Loss: 0.606 | Acc: 79.350% (1587/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s33ms | Loss: 0.610 | Acc: 79.238% (1664/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s344ms | Loss: 0.606 | Acc: 79.409% (1747/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s649ms | Loss: 0.610 | Acc: 79.435% (1827/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 6s959ms | Loss: 0.610 | Acc: 79.417% (1906/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s262ms | Loss: 0.609 | Acc: 79.320% (1983/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s569ms | Loss: 0.616 | Acc: 79.115% (2057/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s879ms | Loss: 0.617 | Acc: 79.185% (2138/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s182ms | Loss: 0.617 | Acc: 79.250% (2219/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s494ms | Loss: 0.619 | Acc: 79.207% (2297/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s800ms | Loss: 0.614 | Acc: 79.233% (2377/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s112ms | Loss: 0.615 | Acc: 79.161% (2454/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s423ms | Loss: 0.613 | Acc: 79.188% (2534/3200) 32/100 [====================>............................................] Step: 299ms | Tot: 9s722ms | Loss: 0.612 | Acc: 79.121% (2611/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s26ms | Loss: 0.612 | Acc: 79.000% (2686/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s331ms | Loss: 0.615 | Acc: 78.886% (2761/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s637ms | Loss: 0.620 | Acc: 78.833% (2838/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s941ms | Loss: 0.623 | Acc: 78.838% (2917/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s249ms | Loss: 0.623 | Acc: 78.737% (2992/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s561ms | Loss: 0.621 | Acc: 78.949% (3079/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s867ms | Loss: 0.620 | Acc: 78.975% (3159/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 12s169ms | Loss: 0.616 | Acc: 79.049% (3241/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s473ms | Loss: 0.617 | Acc: 79.071% (3321/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s778ms | Loss: 0.613 | Acc: 79.163% (3404/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s84ms | Loss: 0.612 | Acc: 79.295% (3489/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s398ms | Loss: 0.614 | Acc: 79.267% (3567/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s702ms | Loss: 0.613 | Acc: 79.174% (3642/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s2ms | Loss: 0.614 | Acc: 79.170% (3721/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s306ms | Loss: 0.618 | Acc: 79.083% (3796/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s613ms | Loss: 0.614 | Acc: 79.102% (3876/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s920ms | Loss: 0.614 | Acc: 79.140% (3957/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s226ms | Loss: 0.612 | Acc: 79.157% (4037/5100) 51/100 [=================================>...............................] Step: 312ms | Tot: 15s539ms | Loss: 0.612 | Acc: 79.231% (4120/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s840ms | Loss: 0.613 | Acc: 79.245% (4200/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s150ms | Loss: 0.613 | Acc: 79.315% (4283/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s461ms | Loss: 0.612 | Acc: 79.327% (4363/5500) 55/100 [===================================>.............................] Step: 301ms | Tot: 16s763ms | Loss: 0.613 | Acc: 79.286% (4440/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s71ms | Loss: 0.613 | Acc: 79.386% (4525/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s377ms | Loss: 0.611 | Acc: 79.431% (4607/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s683ms | Loss: 0.614 | Acc: 79.305% (4679/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 17s988ms | Loss: 0.614 | Acc: 79.350% (4761/6000) 60/100 [=======================================>.........................] Step: 298ms | Tot: 18s286ms | Loss: 0.616 | Acc: 79.230% (4833/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s590ms | Loss: 0.614 | Acc: 79.339% (4919/6200) 62/100 [========================================>........................] Step: 309ms | Tot: 18s900ms | Loss: 0.613 | Acc: 79.365% (5000/6300) 63/100 [========================================>........................] Step: 299ms | Tot: 19s199ms | Loss: 0.609 | Acc: 79.516% (5089/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s501ms | Loss: 0.610 | Acc: 79.508% (5168/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s809ms | Loss: 0.610 | Acc: 79.500% (5247/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s112ms | Loss: 0.608 | Acc: 79.552% (5330/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s419ms | Loss: 0.612 | Acc: 79.441% (5402/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s721ms | Loss: 0.613 | Acc: 79.391% (5478/6900) 69/100 [============================================>....................] Step: 300ms | Tot: 21s21ms | Loss: 0.613 | Acc: 79.329% (5553/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s325ms | Loss: 0.615 | Acc: 79.282% (5629/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s631ms | Loss: 0.613 | Acc: 79.292% (5709/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 21s940ms | Loss: 0.613 | Acc: 79.411% (5797/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s241ms | Loss: 0.611 | Acc: 79.446% (5879/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s551ms | Loss: 0.612 | Acc: 79.387% (5954/7500) 75/100 [================================================>................] Step: 298ms | Tot: 22s850ms | Loss: 0.613 | Acc: 79.342% (6030/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s158ms | Loss: 0.613 | Acc: 79.325% (6108/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s466ms | Loss: 0.613 | Acc: 79.359% (6190/7800) 78/100 [==================================================>..............] Step: 314ms | Tot: 23s781ms | Loss: 0.613 | Acc: 79.380% (6271/7900) 79/100 [===================================================>.............] Step: 311ms | Tot: 24s93ms | Loss: 0.613 | Acc: 79.412% (6353/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s401ms | Loss: 0.612 | Acc: 79.494% (6439/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s706ms | Loss: 0.610 | Acc: 79.512% (6520/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s19ms | Loss: 0.609 | Acc: 79.566% (6604/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s327ms | Loss: 0.608 | Acc: 79.571% (6684/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 25s629ms | Loss: 0.611 | Acc: 79.482% (6756/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 25s945ms | Loss: 0.613 | Acc: 79.465% (6834/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s249ms | Loss: 0.614 | Acc: 79.448% (6912/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s550ms | Loss: 0.614 | Acc: 79.489% (6995/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 26s862ms | Loss: 0.614 | Acc: 79.483% (7074/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s165ms | Loss: 0.614 | Acc: 79.500% (7155/9000) 90/100 [==========================================================>......] Step: 315ms | Tot: 27s480ms | Loss: 0.614 | Acc: 79.516% (7236/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s786ms | Loss: 0.612 | Acc: 79.522% (7316/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s85ms | Loss: 0.613 | Acc: 79.473% (7391/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s392ms | Loss: 0.612 | Acc: 79.500% (7473/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s700ms | Loss: 0.613 | Acc: 79.484% (7551/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s5ms | Loss: 0.612 | Acc: 79.521% (7634/9600) 96/100 [==============================================================>..] Step: 314ms | Tot: 29s319ms | Loss: 0.610 | Acc: 79.567% (7718/9700) 97/100 [===============================================================>.] Step: 340ms | Tot: 29s660ms | Loss: 0.610 | Acc: 79.531% (7794/9800) 98/100 [===============================================================>.] Step: 330ms | Tot: 29s991ms | Loss: 0.611 | Acc: 79.495% (7870/9900) 99/100 [================================================================>] Step: 310ms | Tot: 30s301ms | Loss: 0.611 | Acc: 79.520% (7952/10000) 100/100 + +Epoch: 24 + [>................................................................] Step: 626ms | Tot: 2ms | Loss: 0.403 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 390ms | Tot: 392ms | Loss: 0.434 | Acc: 85.547% (219/256) 2/391 [>................................................................] Step: 380ms | Tot: 773ms | Loss: 0.442 | Acc: 84.115% (323/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s147ms | Loss: 0.419 | Acc: 84.961% (435/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s512ms | Loss: 0.410 | Acc: 85.156% (545/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s875ms | Loss: 0.407 | Acc: 84.766% (651/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s242ms | Loss: 0.405 | Acc: 85.268% (764/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s610ms | Loss: 0.407 | Acc: 85.547% (876/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 2s986ms | Loss: 0.416 | Acc: 85.417% (984/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s349ms | Loss: 0.429 | Acc: 84.922% (1087/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s711ms | Loss: 0.431 | Acc: 84.872% (1195/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s70ms | Loss: 0.428 | Acc: 84.766% (1302/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s432ms | Loss: 0.443 | Acc: 84.315% (1403/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s789ms | Loss: 0.450 | Acc: 84.375% (1512/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s147ms | Loss: 0.451 | Acc: 84.323% (1619/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s516ms | Loss: 0.454 | Acc: 84.326% (1727/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s878ms | Loss: 0.462 | Acc: 84.145% (1831/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s242ms | Loss: 0.464 | Acc: 84.288% (1942/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s602ms | Loss: 0.465 | Acc: 84.293% (2050/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s960ms | Loss: 0.473 | Acc: 84.219% (2156/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s319ms | Loss: 0.474 | Acc: 84.115% (2261/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s681ms | Loss: 0.473 | Acc: 84.126% (2369/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s42ms | Loss: 0.473 | Acc: 84.103% (2476/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s404ms | Loss: 0.471 | Acc: 84.115% (2584/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s768ms | Loss: 0.475 | Acc: 83.969% (2687/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s130ms | Loss: 0.479 | Acc: 83.864% (2791/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s500ms | Loss: 0.473 | Acc: 84.172% (2909/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 9s869ms | Loss: 0.474 | Acc: 84.012% (3011/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s235ms | Loss: 0.473 | Acc: 83.917% (3115/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s603ms | Loss: 0.471 | Acc: 84.010% (3226/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s960ms | Loss: 0.468 | Acc: 84.073% (3336/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s321ms | Loss: 0.468 | Acc: 84.082% (3444/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s682ms | Loss: 0.468 | Acc: 83.996% (3548/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s42ms | Loss: 0.472 | Acc: 83.869% (3650/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s398ms | Loss: 0.476 | Acc: 83.728% (3751/4480) 35/391 [=====>...........................................................] Step: 368ms | Tot: 12s767ms | Loss: 0.476 | Acc: 83.767% (3860/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s132ms | Loss: 0.474 | Acc: 83.805% (3969/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s495ms | Loss: 0.479 | Acc: 83.594% (4066/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s856ms | Loss: 0.481 | Acc: 83.614% (4174/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s216ms | Loss: 0.481 | Acc: 83.672% (4284/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s579ms | Loss: 0.481 | Acc: 83.594% (4387/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 14s941ms | Loss: 0.482 | Acc: 83.575% (4493/5376) 42/391 [======>..........................................................] Step: 358ms | Tot: 15s300ms | Loss: 0.484 | Acc: 83.394% (4590/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s659ms | Loss: 0.485 | Acc: 83.345% (4694/5632) 44/391 [=======>.........................................................] Step: 368ms | Tot: 16s28ms | Loss: 0.488 | Acc: 83.229% (4794/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s387ms | Loss: 0.485 | Acc: 83.288% (4904/5888) 46/391 [=======>.........................................................] Step: 365ms | Tot: 16s752ms | Loss: 0.485 | Acc: 83.295% (5011/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 17s110ms | Loss: 0.488 | Acc: 83.089% (5105/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s473ms | Loss: 0.489 | Acc: 83.068% (5210/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s833ms | Loss: 0.486 | Acc: 83.141% (5321/6400) 50/391 [========>........................................................] Step: 356ms | Tot: 18s189ms | Loss: 0.483 | Acc: 83.195% (5431/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s555ms | Loss: 0.482 | Acc: 83.278% (5543/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s917ms | Loss: 0.485 | Acc: 83.166% (5642/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s279ms | Loss: 0.485 | Acc: 83.102% (5744/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s646ms | Loss: 0.484 | Acc: 83.082% (5849/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 20s6ms | Loss: 0.483 | Acc: 83.105% (5957/7168) 56/391 [=========>.......................................................] Step: 355ms | Tot: 20s361ms | Loss: 0.481 | Acc: 83.169% (6068/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s720ms | Loss: 0.482 | Acc: 83.163% (6174/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s85ms | Loss: 0.483 | Acc: 83.183% (6282/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s444ms | Loss: 0.482 | Acc: 83.255% (6394/7680) 60/391 [=========>.......................................................] Step: 359ms | Tot: 21s803ms | Loss: 0.482 | Acc: 83.286% (6503/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s164ms | Loss: 0.483 | Acc: 83.203% (6603/7936) 62/391 [==========>......................................................] Step: 376ms | Tot: 22s540ms | Loss: 0.483 | Acc: 83.259% (6714/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 22s903ms | Loss: 0.485 | Acc: 83.276% (6822/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s267ms | Loss: 0.481 | Acc: 83.389% (6938/8320) 65/391 [==========>......................................................] Step: 371ms | Tot: 23s639ms | Loss: 0.482 | Acc: 83.381% (7044/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 23s997ms | Loss: 0.483 | Acc: 83.349% (7148/8576) 67/391 [===========>.....................................................] Step: 355ms | Tot: 24s353ms | Loss: 0.484 | Acc: 83.330% (7253/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s715ms | Loss: 0.485 | Acc: 83.322% (7359/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s75ms | Loss: 0.483 | Acc: 83.404% (7473/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s434ms | Loss: 0.485 | Acc: 83.308% (7571/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 25s799ms | Loss: 0.487 | Acc: 83.290% (7676/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s159ms | Loss: 0.488 | Acc: 83.283% (7782/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s522ms | Loss: 0.488 | Acc: 83.266% (7887/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 26s883ms | Loss: 0.487 | Acc: 83.292% (7996/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s243ms | Loss: 0.488 | Acc: 83.203% (8094/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s607ms | Loss: 0.488 | Acc: 83.208% (8201/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 27s971ms | Loss: 0.488 | Acc: 83.173% (8304/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s338ms | Loss: 0.489 | Acc: 83.109% (8404/10112) 79/391 [=============>...................................................] Step: 387ms | Tot: 28s725ms | Loss: 0.489 | Acc: 83.145% (8514/10240) 80/391 [=============>...................................................] Step: 407ms | Tot: 29s132ms | Loss: 0.490 | Acc: 83.121% (8618/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s496ms | Loss: 0.490 | Acc: 83.165% (8729/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s857ms | Loss: 0.489 | Acc: 83.189% (8838/10624) 83/391 [=============>...................................................] Step: 371ms | Tot: 30s228ms | Loss: 0.491 | Acc: 83.147% (8940/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s588ms | Loss: 0.492 | Acc: 83.125% (9044/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 30s948ms | Loss: 0.491 | Acc: 83.112% (9149/11008) 86/391 [==============>..................................................] Step: 360ms | Tot: 31s309ms | Loss: 0.493 | Acc: 83.019% (9245/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s671ms | Loss: 0.493 | Acc: 83.017% (9351/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s30ms | Loss: 0.493 | Acc: 83.032% (9459/11392) 89/391 [==============>..................................................] Step: 374ms | Tot: 32s405ms | Loss: 0.493 | Acc: 83.012% (9563/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s767ms | Loss: 0.493 | Acc: 83.027% (9671/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s126ms | Loss: 0.493 | Acc: 83.016% (9776/11776) 92/391 [===============>.................................................] Step: 371ms | Tot: 33s498ms | Loss: 0.493 | Acc: 83.006% (9881/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s857ms | Loss: 0.496 | Acc: 82.921% (9977/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s220ms | Loss: 0.497 | Acc: 82.887% (10079/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s583ms | Loss: 0.496 | Acc: 82.894% (10186/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 34s949ms | Loss: 0.497 | Acc: 82.869% (10289/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s310ms | Loss: 0.497 | Acc: 82.852% (10393/12544) 98/391 [================>................................................] Step: 374ms | Tot: 35s684ms | Loss: 0.496 | Acc: 82.891% (10504/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s48ms | Loss: 0.495 | Acc: 82.914% (10613/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s412ms | Loss: 0.495 | Acc: 82.929% (10721/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s777ms | Loss: 0.496 | Acc: 82.904% (10824/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s137ms | Loss: 0.496 | Acc: 82.904% (10930/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s501ms | Loss: 0.495 | Acc: 82.888% (11034/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 37s860ms | Loss: 0.495 | Acc: 82.887% (11140/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 38s221ms | Loss: 0.494 | Acc: 82.908% (11249/13568) 106/391 [=================>...............................................] Step: 364ms | Tot: 38s586ms | Loss: 0.494 | Acc: 82.893% (11353/13696) 107/391 [=================>...............................................] Step: 371ms | Tot: 38s958ms | Loss: 0.494 | Acc: 82.914% (11462/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s320ms | Loss: 0.495 | Acc: 82.877% (11563/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 39s690ms | Loss: 0.495 | Acc: 82.876% (11669/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s57ms | Loss: 0.494 | Acc: 82.932% (11783/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s419ms | Loss: 0.493 | Acc: 82.980% (11896/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 40s781ms | Loss: 0.493 | Acc: 82.972% (12001/14464) 113/391 [==================>..............................................] Step: 370ms | Tot: 41s152ms | Loss: 0.492 | Acc: 83.039% (12117/14592) 114/391 [==================>..............................................] Step: 372ms | Tot: 41s524ms | Loss: 0.492 | Acc: 83.043% (12224/14720) 115/391 [===================>.............................................] Step: 354ms | Tot: 41s879ms | Loss: 0.491 | Acc: 83.095% (12338/14848) 116/391 [===================>.............................................] Step: 373ms | Tot: 42s252ms | Loss: 0.491 | Acc: 83.073% (12441/14976) 117/391 [===================>.............................................] Step: 374ms | Tot: 42s627ms | Loss: 0.491 | Acc: 83.071% (12547/15104) 118/391 [===================>.............................................] Step: 371ms | Tot: 42s998ms | Loss: 0.491 | Acc: 83.108% (12659/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s365ms | Loss: 0.490 | Acc: 83.132% (12769/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s731ms | Loss: 0.489 | Acc: 83.168% (12881/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 44s94ms | Loss: 0.490 | Acc: 83.145% (12984/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s454ms | Loss: 0.490 | Acc: 83.136% (13089/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 44s821ms | Loss: 0.490 | Acc: 83.109% (13191/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s182ms | Loss: 0.491 | Acc: 83.125% (13300/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s550ms | Loss: 0.491 | Acc: 83.141% (13409/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s912ms | Loss: 0.491 | Acc: 83.126% (13513/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s278ms | Loss: 0.491 | Acc: 83.124% (13619/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 46s647ms | Loss: 0.490 | Acc: 83.146% (13729/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s8ms | Loss: 0.491 | Acc: 83.083% (13825/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 47s367ms | Loss: 0.491 | Acc: 83.075% (13930/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s726ms | Loss: 0.491 | Acc: 83.132% (14046/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s87ms | Loss: 0.491 | Acc: 83.130% (14152/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s444ms | Loss: 0.492 | Acc: 83.104% (14254/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s813ms | Loss: 0.491 | Acc: 83.131% (14365/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 49s178ms | Loss: 0.491 | Acc: 83.105% (14467/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 49s549ms | Loss: 0.491 | Acc: 83.155% (14582/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 49s911ms | Loss: 0.492 | Acc: 83.118% (14682/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s270ms | Loss: 0.492 | Acc: 83.105% (14786/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 50s636ms | Loss: 0.492 | Acc: 83.114% (14894/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s997ms | Loss: 0.492 | Acc: 83.084% (14995/18048) 141/391 [=======================>.........................................] Step: 355ms | Tot: 51s353ms | Loss: 0.492 | Acc: 83.082% (15101/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 51s719ms | Loss: 0.492 | Acc: 83.080% (15207/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s90ms | Loss: 0.491 | Acc: 83.111% (15319/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s452ms | Loss: 0.490 | Acc: 83.114% (15426/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s813ms | Loss: 0.491 | Acc: 83.101% (15530/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s182ms | Loss: 0.491 | Acc: 83.099% (15636/18816) 147/391 [========================>........................................] Step: 376ms | Tot: 53s558ms | Loss: 0.490 | Acc: 83.129% (15748/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s919ms | Loss: 0.490 | Acc: 83.106% (15850/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 54s288ms | Loss: 0.490 | Acc: 83.099% (15955/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s654ms | Loss: 0.490 | Acc: 83.123% (16066/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s20ms | Loss: 0.489 | Acc: 83.131% (16174/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 55s390ms | Loss: 0.488 | Acc: 83.175% (16289/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s754ms | Loss: 0.489 | Acc: 83.178% (16396/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s114ms | Loss: 0.489 | Acc: 83.175% (16502/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s482ms | Loss: 0.489 | Acc: 83.178% (16609/19968) 156/391 [=========================>.......................................] Step: 356ms | Tot: 56s839ms | Loss: 0.489 | Acc: 83.196% (16719/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s201ms | Loss: 0.489 | Acc: 83.193% (16825/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 57s566ms | Loss: 0.489 | Acc: 83.181% (16929/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 57s921ms | Loss: 0.490 | Acc: 83.164% (17032/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s285ms | Loss: 0.490 | Acc: 83.181% (17142/20608) 161/391 [==========================>......................................] Step: 394ms | Tot: 58s680ms | Loss: 0.489 | Acc: 83.184% (17249/20736) 162/391 [==========================>......................................] Step: 408ms | Tot: 59s89ms | Loss: 0.489 | Acc: 83.206% (17360/20864) 163/391 [===========================>.....................................] Step: 362ms | Tot: 59s451ms | Loss: 0.489 | Acc: 83.198% (17465/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s818ms | Loss: 0.489 | Acc: 83.215% (17575/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 1m185ms | Loss: 0.490 | Acc: 83.189% (17676/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m548ms | Loss: 0.490 | Acc: 83.159% (17776/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 1m905ms | Loss: 0.490 | Acc: 83.171% (17885/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.490 | Acc: 83.159% (17989/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.491 | Acc: 83.130% (18089/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.491 | Acc: 83.123% (18194/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.490 | Acc: 83.144% (18305/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.489 | Acc: 83.183% (18420/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.489 | Acc: 83.194% (18529/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.489 | Acc: 83.192% (18635/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.489 | Acc: 83.199% (18743/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.489 | Acc: 83.174% (18844/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.490 | Acc: 83.129% (18940/22784) 178/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.492 | Acc: 83.079% (19035/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.492 | Acc: 83.064% (19138/23040) 180/391 [=============================>...................................] Step: 375ms | Tot: 1m5s | Loss: 0.492 | Acc: 83.076% (19247/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.492 | Acc: 83.074% (19353/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.493 | Acc: 83.052% (19454/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.492 | Acc: 83.067% (19564/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.491 | Acc: 83.117% (19682/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.492 | Acc: 83.086% (19781/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.492 | Acc: 83.063% (19882/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.493 | Acc: 83.045% (19984/24064) 188/391 [===============================>.................................] Step: 377ms | Tot: 1m8s | Loss: 0.492 | Acc: 83.073% (20097/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.492 | Acc: 83.072% (20203/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.492 | Acc: 83.070% (20309/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.492 | Acc: 83.089% (20420/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.492 | Acc: 83.068% (20521/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.493 | Acc: 83.038% (20620/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.492 | Acc: 83.045% (20728/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.493 | Acc: 83.032% (20831/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.492 | Acc: 83.062% (20945/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.492 | Acc: 83.065% (21052/25344) 198/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.492 | Acc: 83.056% (21156/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.491 | Acc: 83.062% (21264/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.491 | Acc: 83.057% (21369/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.491 | Acc: 83.079% (21481/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.491 | Acc: 83.090% (21590/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.491 | Acc: 83.061% (21689/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.491 | Acc: 83.056% (21794/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.491 | Acc: 83.063% (21902/26368) 206/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.491 | Acc: 83.073% (22011/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.491 | Acc: 83.075% (22118/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.491 | Acc: 83.070% (22223/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.492 | Acc: 83.028% (22318/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.493 | Acc: 82.994% (22415/27008) 211/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.493 | Acc: 82.989% (22520/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.493 | Acc: 83.000% (22629/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.493 | Acc: 83.010% (22738/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.493 | Acc: 82.998% (22841/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.493 | Acc: 82.982% (22943/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.494 | Acc: 82.982% (23049/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.493 | Acc: 83.002% (23161/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.493 | Acc: 83.012% (23270/28032) 219/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.493 | Acc: 83.008% (23375/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.493 | Acc: 83.021% (23485/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.494 | Acc: 82.992% (23583/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.494 | Acc: 83.002% (23692/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.494 | Acc: 82.997% (23797/28672) 224/391 [=====================================>...........................] Step: 373ms | Tot: 1m21s | Loss: 0.494 | Acc: 82.983% (23899/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.495 | Acc: 82.972% (24002/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.495 | Acc: 82.943% (24100/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.496 | Acc: 82.929% (24202/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.495 | Acc: 82.946% (24313/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.495 | Acc: 82.945% (24419/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.495 | Acc: 82.941% (24524/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.494 | Acc: 82.947% (24632/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.495 | Acc: 82.930% (24733/29824) 233/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.495 | Acc: 82.926% (24838/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.495 | Acc: 82.932% (24946/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.495 | Acc: 82.915% (25047/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.495 | Acc: 82.915% (25153/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.495 | Acc: 82.895% (25253/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.496 | Acc: 82.878% (25354/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.496 | Acc: 82.868% (25457/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.495 | Acc: 82.868% (25563/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.495 | Acc: 82.874% (25671/30976) 242/391 [========================================>........................] Step: 376ms | Tot: 1m28s | Loss: 0.495 | Acc: 82.877% (25778/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.495 | Acc: 82.873% (25883/31232) 244/391 [========================================>........................] Step: 388ms | Tot: 1m28s | Loss: 0.495 | Acc: 82.876% (25990/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.495 | Acc: 82.876% (26096/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.495 | Acc: 82.869% (26200/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.495 | Acc: 82.863% (26304/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.496 | Acc: 82.847% (26405/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.496 | Acc: 82.847% (26511/32000) 250/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.495 | Acc: 82.859% (26621/32128) 251/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.496 | Acc: 82.856% (26726/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.496 | Acc: 82.837% (26826/32384) 253/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.496 | Acc: 82.852% (26937/32512) 254/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.496 | Acc: 82.855% (27044/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.496 | Acc: 82.852% (27149/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.496 | Acc: 82.864% (27259/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.496 | Acc: 82.861% (27364/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.496 | Acc: 82.867% (27472/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.496 | Acc: 82.870% (27579/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.496 | Acc: 82.887% (27691/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.495 | Acc: 82.899% (27801/33536) 262/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.496 | Acc: 82.893% (27905/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.496 | Acc: 82.898% (28013/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.496 | Acc: 82.883% (28114/33920) 265/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.496 | Acc: 82.883% (28220/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.496 | Acc: 82.892% (28329/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.496 | Acc: 82.888% (28434/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.496 | Acc: 82.900% (28544/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.495 | Acc: 82.908% (28653/34560) 270/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.495 | Acc: 82.913% (28761/34688) 271/391 [=============================================>...................] Step: 369ms | Tot: 1m38s | Loss: 0.496 | Acc: 82.913% (28867/34816) 272/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.496 | Acc: 82.904% (28970/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.496 | Acc: 82.892% (29072/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.497 | Acc: 82.878% (29173/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.497 | Acc: 82.866% (29275/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.497 | Acc: 82.852% (29376/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.497 | Acc: 82.846% (29480/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.497 | Acc: 82.855% (29589/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.497 | Acc: 82.871% (29701/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.497 | Acc: 82.871% (29807/35968) 281/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.497 | Acc: 82.865% (29911/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.497 | Acc: 82.868% (30018/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.497 | Acc: 82.881% (30129/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.497 | Acc: 82.867% (30230/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.496 | Acc: 82.881% (30341/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.496 | Acc: 82.881% (30447/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.496 | Acc: 82.869% (30549/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.496 | Acc: 82.883% (30660/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.496 | Acc: 82.883% (30766/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.497 | Acc: 82.877% (30870/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.496 | Acc: 82.887% (30980/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.496 | Acc: 82.882% (31084/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.496 | Acc: 82.874% (31187/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.496 | Acc: 82.865% (31290/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.496 | Acc: 82.855% (31392/37888) 296/391 [=================================================>...............] Step: 378ms | Tot: 1m47s | Loss: 0.496 | Acc: 82.865% (31502/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.496 | Acc: 82.868% (31609/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.496 | Acc: 82.867% (31715/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.496 | Acc: 82.872% (31823/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.496 | Acc: 82.857% (31923/38528) 301/391 [==================================================>..............] Step: 369ms | Tot: 1m49s | Loss: 0.496 | Acc: 82.862% (32031/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.496 | Acc: 82.874% (32142/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.496 | Acc: 82.856% (32241/38912) 304/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.496 | Acc: 82.866% (32351/39040) 305/391 [==================================================>..............] Step: 369ms | Tot: 1m51s | Loss: 0.497 | Acc: 82.853% (32452/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.497 | Acc: 82.853% (32558/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.496 | Acc: 82.853% (32664/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.496 | Acc: 82.861% (32773/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.496 | Acc: 82.868% (32882/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.496 | Acc: 82.850% (32981/39808) 311/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.497 | Acc: 82.835% (33081/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.497 | Acc: 82.840% (33189/40064) 313/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.497 | Acc: 82.845% (33297/40192) 314/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.497 | Acc: 82.845% (33403/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.497 | Acc: 82.845% (33509/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.497 | Acc: 82.835% (33611/40576) 317/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.497 | Acc: 82.840% (33719/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.497 | Acc: 82.832% (33822/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.497 | Acc: 82.815% (33921/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.497 | Acc: 82.822% (34030/41088) 321/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.497 | Acc: 82.820% (34135/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.496 | Acc: 82.844% (34251/41344) 323/391 [=====================================================>...........] Step: 377ms | Tot: 1m57s | Loss: 0.497 | Acc: 82.841% (34356/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.497 | Acc: 82.844% (34463/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.497 | Acc: 82.848% (34571/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 1m58s | Loss: 0.497 | Acc: 82.844% (34675/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.497 | Acc: 82.846% (34782/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.497 | Acc: 82.836% (34884/42112) 329/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.498 | Acc: 82.812% (34980/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m253ms | Loss: 0.498 | Acc: 82.801% (35081/42368) 331/391 [=======================================================>.........] Step: 369ms | Tot: 2m622ms | Loss: 0.498 | Acc: 82.796% (35185/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m993ms | Loss: 0.498 | Acc: 82.798% (35292/42624) 333/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.498 | Acc: 82.782% (35391/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.499 | Acc: 82.771% (35492/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.499 | Acc: 82.766% (35596/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.499 | Acc: 82.757% (35698/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.499 | Acc: 82.764% (35807/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.499 | Acc: 82.762% (35912/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.499 | Acc: 82.764% (36019/43520) 340/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.499 | Acc: 82.753% (36120/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.499 | Acc: 82.746% (36223/43776) 342/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.499 | Acc: 82.749% (36330/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.499 | Acc: 82.728% (36427/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.499 | Acc: 82.745% (36540/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.499 | Acc: 82.756% (36651/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.498 | Acc: 82.767% (36762/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.498 | Acc: 82.761% (36865/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.499 | Acc: 82.759% (36970/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.499 | Acc: 82.748% (37071/44800) 350/391 [==========================================================>......] Step: 373ms | Tot: 2m7s | Loss: 0.499 | Acc: 82.748% (37177/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.499 | Acc: 82.755% (37286/45056) 352/391 [==========================================================>......] Step: 353ms | Tot: 2m8s | Loss: 0.499 | Acc: 82.762% (37395/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.499 | Acc: 82.762% (37501/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.499 | Acc: 82.764% (37608/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.499 | Acc: 82.758% (37711/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.499 | Acc: 82.753% (37815/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.499 | Acc: 82.756% (37922/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.499 | Acc: 82.765% (38032/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.499 | Acc: 82.773% (38142/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.499 | Acc: 82.787% (38254/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.499 | Acc: 82.800% (38366/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.498 | Acc: 82.810% (38477/46464) 363/391 [============================================================>....] Step: 353ms | Tot: 2m12s | Loss: 0.498 | Acc: 82.802% (38579/46592) 364/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.498 | Acc: 82.810% (38689/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.498 | Acc: 82.817% (38798/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.498 | Acc: 82.806% (38899/46976) 367/391 [=============================================================>...] Step: 368ms | Tot: 2m13s | Loss: 0.499 | Acc: 82.802% (39003/47104) 368/391 [=============================================================>...] Step: 376ms | Tot: 2m14s | Loss: 0.498 | Acc: 82.815% (39115/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.499 | Acc: 82.793% (39211/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.499 | Acc: 82.791% (39316/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.498 | Acc: 82.802% (39427/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.498 | Acc: 82.823% (39543/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m15s | Loss: 0.498 | Acc: 82.823% (39649/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.498 | Acc: 82.821% (39754/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.498 | Acc: 82.829% (39864/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.498 | Acc: 82.837% (39974/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.498 | Acc: 82.837% (40080/48384) 378/391 [==============================================================>..] Step: 372ms | Tot: 2m17s | Loss: 0.498 | Acc: 82.833% (40184/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.498 | Acc: 82.833% (40290/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.498 | Acc: 82.821% (40390/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.499 | Acc: 82.815% (40493/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.499 | Acc: 82.825% (40604/49024) 383/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.498 | Acc: 82.839% (40717/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.498 | Acc: 82.839% (40823/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.499 | Acc: 82.829% (40924/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m20s | Loss: 0.499 | Acc: 82.831% (41031/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.499 | Acc: 82.823% (41133/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.499 | Acc: 82.827% (41241/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.498 | Acc: 82.841% (41354/49920) 390/391 [================================================================>] Step: 339ms | Tot: 2m22s | Loss: 0.498 | Acc: 82.844% (41422/50000) 391/391 + [>................................................................] Step: 495ms | Tot: 2ms | Loss: 0.730 | Acc: 74.000% (74/100) 1/100 [>................................................................] Step: 296ms | Tot: 298ms | Loss: 0.812 | Acc: 74.500% (149/200) 2/100 [=>...............................................................] Step: 290ms | Tot: 589ms | Loss: 0.789 | Acc: 76.667% (230/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 886ms | Loss: 0.747 | Acc: 77.000% (308/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s184ms | Loss: 0.755 | Acc: 76.000% (380/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s478ms | Loss: 0.725 | Acc: 77.167% (463/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s771ms | Loss: 0.716 | Acc: 77.000% (539/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s70ms | Loss: 0.734 | Acc: 76.125% (609/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s373ms | Loss: 0.755 | Acc: 75.778% (682/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s673ms | Loss: 0.753 | Acc: 75.600% (756/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 2s977ms | Loss: 0.747 | Acc: 76.000% (836/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s282ms | Loss: 0.742 | Acc: 76.417% (917/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s581ms | Loss: 0.732 | Acc: 76.692% (997/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s891ms | Loss: 0.730 | Acc: 76.786% (1075/1400) 14/100 [=========>.......................................................] Step: 296ms | Tot: 4s188ms | Loss: 0.733 | Acc: 76.600% (1149/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s490ms | Loss: 0.731 | Acc: 76.562% (1225/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s793ms | Loss: 0.738 | Acc: 76.471% (1300/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s100ms | Loss: 0.736 | Acc: 76.556% (1378/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s405ms | Loss: 0.735 | Acc: 76.368% (1451/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s706ms | Loss: 0.738 | Acc: 76.350% (1527/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s13ms | Loss: 0.744 | Acc: 76.095% (1598/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s322ms | Loss: 0.746 | Acc: 76.227% (1677/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s636ms | Loss: 0.751 | Acc: 76.130% (1751/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s939ms | Loss: 0.749 | Acc: 76.208% (1829/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s240ms | Loss: 0.752 | Acc: 76.080% (1902/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s538ms | Loss: 0.758 | Acc: 75.962% (1975/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s844ms | Loss: 0.752 | Acc: 76.074% (2054/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s151ms | Loss: 0.749 | Acc: 76.179% (2133/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s460ms | Loss: 0.752 | Acc: 76.034% (2205/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s762ms | Loss: 0.753 | Acc: 76.100% (2283/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s64ms | Loss: 0.751 | Acc: 76.194% (2362/3100) 31/100 [====================>............................................] Step: 313ms | Tot: 9s378ms | Loss: 0.750 | Acc: 76.281% (2441/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s682ms | Loss: 0.748 | Acc: 76.242% (2516/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 9s990ms | Loss: 0.747 | Acc: 76.265% (2593/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s291ms | Loss: 0.746 | Acc: 76.371% (2673/3500) 35/100 [======================>..........................................] Step: 301ms | Tot: 10s592ms | Loss: 0.744 | Acc: 76.444% (2752/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 10s898ms | Loss: 0.747 | Acc: 76.459% (2829/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s198ms | Loss: 0.747 | Acc: 76.526% (2908/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s498ms | Loss: 0.746 | Acc: 76.590% (2987/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 11s803ms | Loss: 0.747 | Acc: 76.550% (3062/4000) 40/100 [==========================>......................................] Step: 298ms | Tot: 12s102ms | Loss: 0.749 | Acc: 76.561% (3139/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s410ms | Loss: 0.750 | Acc: 76.571% (3216/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s715ms | Loss: 0.746 | Acc: 76.767% (3301/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s20ms | Loss: 0.742 | Acc: 76.932% (3385/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s321ms | Loss: 0.741 | Acc: 76.911% (3461/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s622ms | Loss: 0.739 | Acc: 76.826% (3534/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 13s928ms | Loss: 0.738 | Acc: 76.872% (3613/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s231ms | Loss: 0.739 | Acc: 76.854% (3689/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s539ms | Loss: 0.738 | Acc: 76.857% (3766/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 14s845ms | Loss: 0.744 | Acc: 76.740% (3837/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s157ms | Loss: 0.742 | Acc: 76.824% (3918/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s458ms | Loss: 0.743 | Acc: 76.808% (3994/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s762ms | Loss: 0.742 | Acc: 76.830% (4072/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s71ms | Loss: 0.739 | Acc: 76.944% (4155/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s371ms | Loss: 0.738 | Acc: 76.909% (4230/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s678ms | Loss: 0.738 | Acc: 76.982% (4311/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 16s985ms | Loss: 0.737 | Acc: 76.982% (4388/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s291ms | Loss: 0.736 | Acc: 76.931% (4462/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s597ms | Loss: 0.735 | Acc: 76.898% (4537/5900) 59/100 [======================================>..........................] Step: 316ms | Tot: 17s913ms | Loss: 0.737 | Acc: 76.833% (4610/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s215ms | Loss: 0.737 | Acc: 76.852% (4688/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s516ms | Loss: 0.735 | Acc: 76.952% (4771/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s821ms | Loss: 0.734 | Acc: 76.984% (4850/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s121ms | Loss: 0.730 | Acc: 77.078% (4933/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s427ms | Loss: 0.732 | Acc: 77.062% (5009/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s730ms | Loss: 0.733 | Acc: 77.000% (5082/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s38ms | Loss: 0.732 | Acc: 77.045% (5162/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s343ms | Loss: 0.734 | Acc: 77.029% (5238/6800) 68/100 [============================================>....................] Step: 296ms | Tot: 20s639ms | Loss: 0.733 | Acc: 77.058% (5317/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 20s950ms | Loss: 0.734 | Acc: 77.043% (5393/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s251ms | Loss: 0.735 | Acc: 77.056% (5471/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s555ms | Loss: 0.736 | Acc: 77.056% (5548/7200) 72/100 [==============================================>..................] Step: 301ms | Tot: 21s856ms | Loss: 0.735 | Acc: 77.110% (5629/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s157ms | Loss: 0.734 | Acc: 77.162% (5710/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s459ms | Loss: 0.737 | Acc: 77.080% (5781/7500) 75/100 [================================================>................] Step: 303ms | Tot: 22s763ms | Loss: 0.734 | Acc: 77.184% (5866/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s70ms | Loss: 0.736 | Acc: 77.117% (5938/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s370ms | Loss: 0.738 | Acc: 76.987% (6005/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s677ms | Loss: 0.737 | Acc: 76.937% (6078/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 23s982ms | Loss: 0.736 | Acc: 76.950% (6156/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s287ms | Loss: 0.735 | Acc: 77.000% (6237/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s587ms | Loss: 0.734 | Acc: 76.939% (6309/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 24s891ms | Loss: 0.736 | Acc: 76.904% (6383/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s197ms | Loss: 0.736 | Acc: 76.857% (6456/8400) 84/100 [======================================================>..........] Step: 296ms | Tot: 25s494ms | Loss: 0.738 | Acc: 76.776% (6526/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 25s796ms | Loss: 0.739 | Acc: 76.767% (6602/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s95ms | Loss: 0.739 | Acc: 76.759% (6678/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s406ms | Loss: 0.739 | Acc: 76.784% (6757/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 26s706ms | Loss: 0.738 | Acc: 76.798% (6835/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s15ms | Loss: 0.736 | Acc: 76.844% (6916/9000) 90/100 [==========================================================>......] Step: 300ms | Tot: 27s315ms | Loss: 0.734 | Acc: 76.868% (6995/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s622ms | Loss: 0.732 | Acc: 76.935% (7078/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 27s929ms | Loss: 0.733 | Acc: 76.957% (7157/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s237ms | Loss: 0.733 | Acc: 76.957% (7234/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s550ms | Loss: 0.734 | Acc: 76.937% (7309/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 28s858ms | Loss: 0.733 | Acc: 76.979% (7390/9600) 96/100 [==============================================================>..] Step: 317ms | Tot: 29s176ms | Loss: 0.732 | Acc: 77.021% (7471/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s484ms | Loss: 0.734 | Acc: 76.929% (7539/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 29s788ms | Loss: 0.734 | Acc: 76.899% (7613/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s94ms | Loss: 0.736 | Acc: 76.860% (7686/10000) 100/100 + +Epoch: 25 + [>................................................................] Step: 580ms | Tot: 2ms | Loss: 0.427 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 395ms | Tot: 397ms | Loss: 0.446 | Acc: 85.156% (218/256) 2/391 [>................................................................] Step: 378ms | Tot: 776ms | Loss: 0.466 | Acc: 84.115% (323/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s143ms | Loss: 0.487 | Acc: 83.789% (429/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s508ms | Loss: 0.493 | Acc: 84.062% (538/640) 5/391 [>................................................................] Step: 376ms | Tot: 1s884ms | Loss: 0.485 | Acc: 83.854% (644/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s250ms | Loss: 0.473 | Acc: 84.152% (754/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s611ms | Loss: 0.459 | Acc: 84.570% (866/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s974ms | Loss: 0.461 | Acc: 84.375% (972/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s336ms | Loss: 0.458 | Acc: 84.219% (1078/1280) 10/391 [=>...............................................................] Step: 357ms | Tot: 3s693ms | Loss: 0.455 | Acc: 84.233% (1186/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s55ms | Loss: 0.454 | Acc: 84.505% (1298/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s423ms | Loss: 0.461 | Acc: 84.315% (1403/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s779ms | Loss: 0.463 | Acc: 84.375% (1512/1792) 14/391 [==>..............................................................] Step: 372ms | Tot: 5s152ms | Loss: 0.472 | Acc: 83.854% (1610/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s522ms | Loss: 0.467 | Acc: 84.033% (1721/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s884ms | Loss: 0.464 | Acc: 83.961% (1827/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s256ms | Loss: 0.464 | Acc: 84.071% (1937/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s614ms | Loss: 0.465 | Acc: 84.005% (2043/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s975ms | Loss: 0.465 | Acc: 83.906% (2148/2560) 20/391 [===>.............................................................] Step: 365ms | Tot: 7s341ms | Loss: 0.467 | Acc: 84.040% (2259/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s702ms | Loss: 0.465 | Acc: 84.091% (2368/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s70ms | Loss: 0.457 | Acc: 84.375% (2484/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s444ms | Loss: 0.460 | Acc: 84.082% (2583/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s809ms | Loss: 0.457 | Acc: 84.125% (2692/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s169ms | Loss: 0.457 | Acc: 84.105% (2799/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s531ms | Loss: 0.460 | Acc: 84.057% (2905/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s895ms | Loss: 0.468 | Acc: 83.984% (3010/3584) 28/391 [====>............................................................] Step: 367ms | Tot: 10s262ms | Loss: 0.466 | Acc: 84.079% (3121/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s622ms | Loss: 0.464 | Acc: 84.115% (3230/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 10s988ms | Loss: 0.465 | Acc: 84.073% (3336/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s353ms | Loss: 0.468 | Acc: 83.911% (3437/4096) 32/391 [=====>...........................................................] Step: 370ms | Tot: 11s724ms | Loss: 0.466 | Acc: 83.925% (3545/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 12s82ms | Loss: 0.468 | Acc: 83.892% (3651/4352) 34/391 [=====>...........................................................] Step: 373ms | Tot: 12s455ms | Loss: 0.468 | Acc: 83.906% (3759/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s822ms | Loss: 0.466 | Acc: 84.028% (3872/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s190ms | Loss: 0.466 | Acc: 83.932% (3975/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s548ms | Loss: 0.466 | Acc: 83.984% (4085/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s908ms | Loss: 0.465 | Acc: 83.954% (4191/4992) 39/391 [======>..........................................................] Step: 373ms | Tot: 14s281ms | Loss: 0.463 | Acc: 83.945% (4298/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s651ms | Loss: 0.461 | Acc: 84.013% (4409/5248) 41/391 [======>..........................................................] Step: 379ms | Tot: 15s31ms | Loss: 0.459 | Acc: 84.040% (4518/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s397ms | Loss: 0.458 | Acc: 84.139% (4631/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s757ms | Loss: 0.456 | Acc: 84.233% (4744/5632) 44/391 [=======>.........................................................] Step: 356ms | Tot: 16s114ms | Loss: 0.458 | Acc: 84.132% (4846/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s485ms | Loss: 0.460 | Acc: 84.120% (4953/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 16s853ms | Loss: 0.463 | Acc: 84.009% (5054/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s218ms | Loss: 0.465 | Acc: 84.001% (5161/6144) 48/391 [=======>.........................................................] Step: 351ms | Tot: 17s570ms | Loss: 0.465 | Acc: 83.976% (5267/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s932ms | Loss: 0.464 | Acc: 84.062% (5380/6400) 50/391 [========>........................................................] Step: 375ms | Tot: 18s307ms | Loss: 0.463 | Acc: 84.069% (5488/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s672ms | Loss: 0.462 | Acc: 84.135% (5600/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s32ms | Loss: 0.462 | Acc: 84.228% (5714/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s398ms | Loss: 0.461 | Acc: 84.245% (5823/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s763ms | Loss: 0.461 | Acc: 84.219% (5929/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 20s130ms | Loss: 0.462 | Acc: 84.208% (6036/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s495ms | Loss: 0.462 | Acc: 84.211% (6144/7296) 57/391 [=========>.......................................................] Step: 362ms | Tot: 20s858ms | Loss: 0.461 | Acc: 84.240% (6254/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s221ms | Loss: 0.463 | Acc: 84.190% (6358/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s585ms | Loss: 0.462 | Acc: 84.193% (6466/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s950ms | Loss: 0.462 | Acc: 84.196% (6574/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 22s315ms | Loss: 0.463 | Acc: 84.186% (6681/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s672ms | Loss: 0.463 | Acc: 84.177% (6788/8064) 63/391 [==========>......................................................] Step: 351ms | Tot: 23s23ms | Loss: 0.465 | Acc: 84.082% (6888/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s387ms | Loss: 0.466 | Acc: 84.050% (6993/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s747ms | Loss: 0.468 | Acc: 83.949% (7092/8448) 66/391 [==========>......................................................] Step: 355ms | Tot: 24s103ms | Loss: 0.468 | Acc: 83.920% (7197/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s467ms | Loss: 0.468 | Acc: 83.881% (7301/8704) 68/391 [===========>.....................................................] Step: 372ms | Tot: 24s840ms | Loss: 0.467 | Acc: 83.933% (7413/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s206ms | Loss: 0.467 | Acc: 83.962% (7523/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s563ms | Loss: 0.465 | Acc: 84.023% (7636/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s923ms | Loss: 0.466 | Acc: 83.995% (7741/9216) 72/391 [===========>.....................................................] Step: 372ms | Tot: 26s296ms | Loss: 0.466 | Acc: 83.979% (7847/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s652ms | Loss: 0.467 | Acc: 83.910% (7948/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s8ms | Loss: 0.469 | Acc: 83.885% (8053/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s365ms | Loss: 0.470 | Acc: 83.820% (8154/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s725ms | Loss: 0.469 | Acc: 83.797% (8259/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s92ms | Loss: 0.470 | Acc: 83.764% (8363/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s452ms | Loss: 0.471 | Acc: 83.752% (8469/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s816ms | Loss: 0.470 | Acc: 83.760% (8577/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s177ms | Loss: 0.471 | Acc: 83.709% (8679/10368) 81/391 [=============>...................................................] Step: 368ms | Tot: 29s546ms | Loss: 0.471 | Acc: 83.765% (8792/10496) 82/391 [=============>...................................................] Step: 372ms | Tot: 29s918ms | Loss: 0.472 | Acc: 83.763% (8899/10624) 83/391 [=============>...................................................] Step: 386ms | Tot: 30s305ms | Loss: 0.472 | Acc: 83.724% (9002/10752) 84/391 [=============>...................................................] Step: 368ms | Tot: 30s673ms | Loss: 0.474 | Acc: 83.649% (9101/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 31s38ms | Loss: 0.474 | Acc: 83.648% (9208/11008) 86/391 [==============>..................................................] Step: 373ms | Tot: 31s411ms | Loss: 0.473 | Acc: 83.666% (9317/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s772ms | Loss: 0.474 | Acc: 83.638% (9421/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 32s129ms | Loss: 0.475 | Acc: 83.594% (9523/11392) 89/391 [==============>..................................................] Step: 369ms | Tot: 32s499ms | Loss: 0.475 | Acc: 83.611% (9632/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s860ms | Loss: 0.476 | Acc: 83.585% (9736/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 33s228ms | Loss: 0.475 | Acc: 83.628% (9848/11776) 92/391 [===============>.................................................] Step: 354ms | Tot: 33s583ms | Loss: 0.476 | Acc: 83.585% (9950/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s942ms | Loss: 0.477 | Acc: 83.577% (10056/12032) 94/391 [===============>.................................................] Step: 371ms | Tot: 34s313ms | Loss: 0.476 | Acc: 83.610% (10167/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 34s683ms | Loss: 0.474 | Acc: 83.675% (10282/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s47ms | Loss: 0.476 | Acc: 83.618% (10382/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s412ms | Loss: 0.476 | Acc: 83.626% (10490/12544) 98/391 [================>................................................] Step: 367ms | Tot: 35s779ms | Loss: 0.475 | Acc: 83.641% (10599/12672) 99/391 [================>................................................] Step: 357ms | Tot: 36s137ms | Loss: 0.476 | Acc: 83.625% (10704/12800) 100/391 [================>................................................] Step: 358ms | Tot: 36s495ms | Loss: 0.476 | Acc: 83.609% (10809/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s859ms | Loss: 0.475 | Acc: 83.632% (10919/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s226ms | Loss: 0.475 | Acc: 83.677% (11032/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s589ms | Loss: 0.476 | Acc: 83.654% (11136/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 37s960ms | Loss: 0.478 | Acc: 83.609% (11237/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s325ms | Loss: 0.478 | Acc: 83.616% (11345/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s681ms | Loss: 0.477 | Acc: 83.630% (11454/13696) 107/391 [=================>...............................................] Step: 355ms | Tot: 39s36ms | Loss: 0.479 | Acc: 83.587% (11555/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s399ms | Loss: 0.477 | Acc: 83.622% (11667/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s758ms | Loss: 0.479 | Acc: 83.572% (11767/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 40s111ms | Loss: 0.480 | Acc: 83.552% (11871/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s469ms | Loss: 0.479 | Acc: 83.566% (11980/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s830ms | Loss: 0.480 | Acc: 83.525% (12081/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s197ms | Loss: 0.479 | Acc: 83.553% (12192/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s558ms | Loss: 0.481 | Acc: 83.478% (12288/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 41s919ms | Loss: 0.481 | Acc: 83.425% (12387/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 42s285ms | Loss: 0.483 | Acc: 83.347% (12482/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s646ms | Loss: 0.483 | Acc: 83.329% (12586/15104) 118/391 [===================>.............................................] Step: 353ms | Tot: 42s999ms | Loss: 0.485 | Acc: 83.305% (12689/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s359ms | Loss: 0.485 | Acc: 83.288% (12793/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s721ms | Loss: 0.486 | Acc: 83.206% (12887/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 44s78ms | Loss: 0.487 | Acc: 83.190% (12991/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s447ms | Loss: 0.487 | Acc: 83.200% (13099/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s809ms | Loss: 0.486 | Acc: 83.172% (13201/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s166ms | Loss: 0.486 | Acc: 83.188% (13310/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s527ms | Loss: 0.487 | Acc: 83.160% (13412/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s886ms | Loss: 0.487 | Acc: 83.157% (13518/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s250ms | Loss: 0.487 | Acc: 83.167% (13626/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s607ms | Loss: 0.487 | Acc: 83.146% (13729/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 46s961ms | Loss: 0.489 | Acc: 83.113% (13830/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s323ms | Loss: 0.489 | Acc: 83.093% (13933/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 47s695ms | Loss: 0.490 | Acc: 83.103% (14041/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s55ms | Loss: 0.491 | Acc: 83.065% (14141/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s419ms | Loss: 0.490 | Acc: 83.092% (14252/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 48s779ms | Loss: 0.490 | Acc: 83.090% (14358/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s138ms | Loss: 0.491 | Acc: 83.065% (14460/17408) 136/391 [======================>..........................................] Step: 353ms | Tot: 49s491ms | Loss: 0.491 | Acc: 83.069% (14567/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 49s853ms | Loss: 0.490 | Acc: 83.096% (14678/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s212ms | Loss: 0.490 | Acc: 83.099% (14785/17792) 139/391 [=======================>.........................................] Step: 354ms | Tot: 50s566ms | Loss: 0.490 | Acc: 83.103% (14892/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 50s929ms | Loss: 0.492 | Acc: 83.051% (14989/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s291ms | Loss: 0.491 | Acc: 83.055% (15096/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s654ms | Loss: 0.491 | Acc: 83.064% (15204/18304) 143/391 [=======================>.........................................] Step: 354ms | Tot: 52s8ms | Loss: 0.492 | Acc: 83.040% (15306/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 52s374ms | Loss: 0.491 | Acc: 83.023% (15409/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 52s742ms | Loss: 0.492 | Acc: 82.989% (15509/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 53s103ms | Loss: 0.491 | Acc: 83.025% (15622/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s463ms | Loss: 0.491 | Acc: 83.013% (15726/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 53s821ms | Loss: 0.491 | Acc: 83.007% (15831/19072) 149/391 [========================>........................................] Step: 371ms | Tot: 54s192ms | Loss: 0.491 | Acc: 83.005% (15937/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 54s550ms | Loss: 0.491 | Acc: 83.014% (16045/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 54s910ms | Loss: 0.490 | Acc: 83.044% (16157/19456) 152/391 [=========================>.......................................] Step: 359ms | Tot: 55s270ms | Loss: 0.491 | Acc: 83.032% (16261/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 55s625ms | Loss: 0.492 | Acc: 83.031% (16367/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 55s985ms | Loss: 0.491 | Acc: 83.070% (16481/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 56s347ms | Loss: 0.491 | Acc: 83.073% (16588/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s708ms | Loss: 0.489 | Acc: 83.121% (16704/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 57s65ms | Loss: 0.489 | Acc: 83.129% (16812/20224) 158/391 [==========================>......................................] Step: 384ms | Tot: 57s450ms | Loss: 0.490 | Acc: 83.107% (16914/20352) 159/391 [==========================>......................................] Step: 370ms | Tot: 57s821ms | Loss: 0.489 | Acc: 83.110% (17021/20480) 160/391 [==========================>......................................] Step: 367ms | Tot: 58s188ms | Loss: 0.490 | Acc: 83.099% (17125/20608) 161/391 [==========================>......................................] Step: 356ms | Tot: 58s545ms | Loss: 0.490 | Acc: 83.107% (17233/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 58s910ms | Loss: 0.491 | Acc: 83.076% (17333/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s269ms | Loss: 0.491 | Acc: 83.055% (17435/20992) 164/391 [===========================>.....................................] Step: 352ms | Tot: 59s622ms | Loss: 0.490 | Acc: 83.073% (17545/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 59s979ms | Loss: 0.490 | Acc: 83.062% (17649/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m347ms | Loss: 0.490 | Acc: 83.056% (17754/21376) 167/391 [===========================>.....................................] Step: 369ms | Tot: 1m717ms | Loss: 0.490 | Acc: 83.054% (17860/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.490 | Acc: 83.053% (17966/21632) 169/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.490 | Acc: 83.061% (18074/21760) 170/391 [============================>....................................] Step: 379ms | Tot: 1m1s | Loss: 0.490 | Acc: 83.036% (18175/21888) 171/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.490 | Acc: 83.062% (18287/22016) 172/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.491 | Acc: 83.043% (18389/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.490 | Acc: 83.046% (18496/22272) 174/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.492 | Acc: 83.009% (18594/22400) 175/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.492 | Acc: 82.990% (18696/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.493 | Acc: 82.993% (18803/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.493 | Acc: 82.957% (18901/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.493 | Acc: 82.965% (19009/22912) 179/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.493 | Acc: 82.986% (19120/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.493 | Acc: 83.002% (19230/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.492 | Acc: 83.027% (19342/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.493 | Acc: 83.030% (19449/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.492 | Acc: 83.042% (19558/23552) 184/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.493 | Acc: 83.007% (19656/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.493 | Acc: 83.023% (19766/23808) 186/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.493 | Acc: 83.017% (19871/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.493 | Acc: 83.024% (19979/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.493 | Acc: 83.040% (20089/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.493 | Acc: 83.010% (20188/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.493 | Acc: 83.001% (20292/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.493 | Acc: 83.012% (20401/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.493 | Acc: 83.019% (20509/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.493 | Acc: 83.026% (20617/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.493 | Acc: 83.037% (20726/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.492 | Acc: 83.052% (20836/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.492 | Acc: 83.039% (20939/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.492 | Acc: 83.045% (21047/25344) 198/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.491 | Acc: 83.048% (21154/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.491 | Acc: 83.055% (21262/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.491 | Acc: 83.042% (21365/25728) 201/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.052% (21474/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.082% (21588/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.081% (21694/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.490 | Acc: 83.098% (21805/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.490 | Acc: 83.082% (21907/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.490 | Acc: 83.088% (22015/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.490 | Acc: 83.090% (22122/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.490 | Acc: 83.100% (22231/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.489 | Acc: 83.114% (22341/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.489 | Acc: 83.105% (22445/27008) 211/391 [===================================>.............................] Step: 354ms | Tot: 1m16s | Loss: 0.489 | Acc: 83.126% (22557/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.489 | Acc: 83.128% (22664/27264) 213/391 [===================================>.............................] Step: 374ms | Tot: 1m17s | Loss: 0.488 | Acc: 83.156% (22778/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.489 | Acc: 83.132% (22878/27520) 215/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.489 | Acc: 83.138% (22986/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.489 | Acc: 83.122% (23088/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.489 | Acc: 83.128% (23196/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.489 | Acc: 83.151% (23309/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.178% (23423/28160) 220/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.173% (23528/28288) 221/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.488 | Acc: 83.178% (23636/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.489 | Acc: 83.163% (23738/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.172% (23847/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.160% (23950/28800) 225/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.165% (24058/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.177% (24168/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.183% (24276/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.184% (24383/29312) 229/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.193% (24492/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.195% (24599/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.196% (24706/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.489 | Acc: 83.188% (24810/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.489 | Acc: 83.180% (24914/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.490 | Acc: 83.165% (25016/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.490 | Acc: 83.170% (25124/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m25s | Loss: 0.490 | Acc: 83.178% (25233/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.489 | Acc: 83.200% (25346/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.490 | Acc: 83.172% (25444/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.489 | Acc: 83.171% (25550/30720) 240/391 [=======================================>.........................] Step: 372ms | Tot: 1m27s | Loss: 0.489 | Acc: 83.159% (25653/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m27s | Loss: 0.490 | Acc: 83.129% (25750/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.491 | Acc: 83.102% (25848/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.491 | Acc: 83.101% (25954/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.491 | Acc: 83.068% (26050/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.491 | Acc: 83.079% (26160/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.492 | Acc: 83.059% (26260/31616) 247/391 [=========================================>.......................] Step: 361ms | Tot: 1m29s | Loss: 0.491 | Acc: 83.083% (26374/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.492 | Acc: 83.064% (26474/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.492 | Acc: 83.069% (26582/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.492 | Acc: 83.062% (26686/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.493 | Acc: 83.036% (26784/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.493 | Acc: 83.026% (26887/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.492 | Acc: 83.046% (27000/32512) 254/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.493 | Acc: 83.039% (27104/32640) 255/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.492 | Acc: 83.057% (27216/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.493 | Acc: 83.044% (27318/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.492 | Acc: 83.061% (27430/33024) 258/391 [==========================================>......................] Step: 373ms | Tot: 1m33s | Loss: 0.492 | Acc: 83.066% (27538/33152) 259/391 [===========================================>.....................] Step: 371ms | Tot: 1m34s | Loss: 0.493 | Acc: 83.035% (27634/33280) 260/391 [===========================================>.....................] Step: 372ms | Tot: 1m34s | Loss: 0.492 | Acc: 83.055% (27747/33408) 261/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.493 | Acc: 83.027% (27844/33536) 262/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.493 | Acc: 83.017% (27947/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.494 | Acc: 83.011% (28051/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.494 | Acc: 83.013% (28158/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.494 | Acc: 83.000% (28260/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.494 | Acc: 82.994% (28364/34176) 267/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.494 | Acc: 83.002% (28473/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.494 | Acc: 83.016% (28584/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.494 | Acc: 82.992% (28682/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.494 | Acc: 82.991% (28788/34688) 271/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.494 | Acc: 82.988% (28893/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.494 | Acc: 82.996% (29002/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.494 | Acc: 83.001% (29110/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.494 | Acc: 82.989% (29212/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.494 | Acc: 82.991% (29319/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.494 | Acc: 82.993% (29426/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.495 | Acc: 82.970% (29524/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.494 | Acc: 82.992% (29638/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.494 | Acc: 83.002% (29748/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.494 | Acc: 83.015% (29859/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.493 | Acc: 83.020% (29967/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.494 | Acc: 82.995% (30064/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.494 | Acc: 82.989% (30168/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.494 | Acc: 82.999% (30278/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.494 | Acc: 83.006% (30387/36608) 286/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.494 | Acc: 82.998% (30490/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.494 | Acc: 83.000% (30597/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.493 | Acc: 83.010% (30707/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.493 | Acc: 83.028% (30820/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.493 | Acc: 83.027% (30926/37248) 291/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.493 | Acc: 83.029% (31033/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.494 | Acc: 83.018% (31135/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.493 | Acc: 83.028% (31245/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.493 | Acc: 83.016% (31347/37760) 295/391 [=================================================>...............] Step: 368ms | Tot: 1m47s | Loss: 0.493 | Acc: 83.016% (31453/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.493 | Acc: 83.023% (31562/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.493 | Acc: 83.022% (31668/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.493 | Acc: 83.027% (31776/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.493 | Acc: 83.010% (31876/38400) 300/391 [=================================================>...............] Step: 356ms | Tot: 1m49s | Loss: 0.493 | Acc: 83.005% (31980/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.493 | Acc: 83.009% (32088/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.493 | Acc: 83.016% (32197/38784) 303/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.493 | Acc: 83.013% (32302/38912) 304/391 [==================================================>..............] Step: 353ms | Tot: 1m50s | Loss: 0.492 | Acc: 83.023% (32412/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.493 | Acc: 83.014% (32515/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.493 | Acc: 83.016% (32622/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.493 | Acc: 83.026% (32732/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.492 | Acc: 83.040% (32844/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.493 | Acc: 83.032% (32947/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.493 | Acc: 83.031% (33053/39808) 311/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.493 | Acc: 83.028% (33158/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.493 | Acc: 83.002% (33254/40064) 313/391 [====================================================>............] Step: 355ms | Tot: 1m53s | Loss: 0.493 | Acc: 82.989% (33355/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.494 | Acc: 82.981% (33458/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.493 | Acc: 82.991% (33568/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.493 | Acc: 83.000% (33678/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.493 | Acc: 83.009% (33788/40704) 318/391 [====================================================>............] Step: 352ms | Tot: 1m55s | Loss: 0.494 | Acc: 83.004% (33892/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.494 | Acc: 83.003% (33998/40960) 320/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.494 | Acc: 82.988% (34098/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.494 | Acc: 82.997% (34208/41216) 322/391 [=====================================================>...........] Step: 352ms | Tot: 1m57s | Loss: 0.494 | Acc: 82.999% (34315/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.494 | Acc: 82.986% (34416/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.494 | Acc: 83.000% (34528/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.494 | Acc: 83.004% (34636/41728) 326/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.494 | Acc: 83.013% (34746/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.494 | Acc: 83.013% (34852/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.494 | Acc: 83.012% (34958/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.495 | Acc: 83.000% (35059/42240) 330/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.495 | Acc: 83.004% (35167/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m279ms | Loss: 0.495 | Acc: 83.008% (35275/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m640ms | Loss: 0.495 | Acc: 83.017% (35385/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m999ms | Loss: 0.495 | Acc: 83.007% (35487/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.495 | Acc: 83.008% (35594/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.495 | Acc: 83.008% (35700/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.494 | Acc: 83.017% (35810/43136) 337/391 [========================================================>........] Step: 381ms | Tot: 2m2s | Loss: 0.494 | Acc: 83.014% (35915/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.495 | Acc: 83.018% (36023/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.495 | Acc: 83.024% (36132/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.494 | Acc: 83.026% (36239/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.494 | Acc: 83.023% (36344/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.495 | Acc: 83.024% (36451/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.494 | Acc: 83.035% (36562/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.495 | Acc: 83.021% (36662/44160) 345/391 [=========================================================>.......] Step: 376ms | Tot: 2m5s | Loss: 0.495 | Acc: 83.013% (36765/44288) 346/391 [=========================================================>.......] Step: 384ms | Tot: 2m5s | Loss: 0.494 | Acc: 83.024% (36876/44416) 347/391 [=========================================================>.......] Step: 380ms | Tot: 2m6s | Loss: 0.494 | Acc: 83.035% (36987/44544) 348/391 [=========================================================>.......] Step: 377ms | Tot: 2m6s | Loss: 0.495 | Acc: 83.018% (37086/44672) 349/391 [==========================================================>......] Step: 374ms | Tot: 2m6s | Loss: 0.495 | Acc: 82.998% (37183/44800) 350/391 [==========================================================>......] Step: 374ms | Tot: 2m7s | Loss: 0.495 | Acc: 82.999% (37290/44928) 351/391 [==========================================================>......] Step: 375ms | Tot: 2m7s | Loss: 0.495 | Acc: 83.003% (37398/45056) 352/391 [==========================================================>......] Step: 371ms | Tot: 2m7s | Loss: 0.495 | Acc: 83.007% (37506/45184) 353/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.495 | Acc: 82.989% (37604/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.495 | Acc: 82.986% (37709/45440) 355/391 [===========================================================>.....] Step: 373ms | Tot: 2m9s | Loss: 0.495 | Acc: 83.001% (37822/45568) 356/391 [===========================================================>.....] Step: 373ms | Tot: 2m9s | Loss: 0.495 | Acc: 82.992% (37924/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.495 | Acc: 82.989% (38029/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.495 | Acc: 83.011% (38145/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.494 | Acc: 83.025% (38258/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.494 | Acc: 83.033% (38368/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.493 | Acc: 83.046% (38480/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.494 | Acc: 83.047% (38587/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.494 | Acc: 83.046% (38693/46592) 364/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.494 | Acc: 83.031% (38792/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m12s | Loss: 0.494 | Acc: 83.032% (38899/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.494 | Acc: 83.032% (39005/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.495 | Acc: 83.025% (39108/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.494 | Acc: 83.035% (39219/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.494 | Acc: 83.041% (39328/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.494 | Acc: 83.061% (39444/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.494 | Acc: 83.058% (39549/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.494 | Acc: 83.064% (39658/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.494 | Acc: 83.078% (39771/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.494 | Acc: 83.060% (39869/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.494 | Acc: 83.076% (39983/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.493 | Acc: 83.082% (40092/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.493 | Acc: 83.102% (40208/48384) 378/391 [==============================================================>..] Step: 372ms | Tot: 2m17s | Loss: 0.493 | Acc: 83.111% (40319/48512) 379/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.493 | Acc: 83.111% (40425/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.493 | Acc: 83.106% (40529/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.493 | Acc: 83.107% (40636/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.493 | Acc: 83.118% (40748/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.493 | Acc: 83.120% (40855/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.494 | Acc: 83.101% (40952/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.494 | Acc: 83.092% (41054/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.494 | Acc: 83.093% (41161/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.495 | Acc: 83.066% (41254/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.495 | Acc: 83.084% (41369/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.495 | Acc: 83.071% (41469/49920) 390/391 [================================================================>] Step: 335ms | Tot: 2m21s | Loss: 0.494 | Acc: 83.074% (41537/50000) 391/391 + [>................................................................] Step: 524ms | Tot: 3ms | Loss: 0.572 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 306ms | Tot: 310ms | Loss: 0.574 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 608ms | Loss: 0.553 | Acc: 80.667% (242/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 904ms | Loss: 0.541 | Acc: 80.750% (323/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s195ms | Loss: 0.539 | Acc: 81.000% (405/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s488ms | Loss: 0.515 | Acc: 81.833% (491/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s782ms | Loss: 0.497 | Acc: 82.714% (579/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s79ms | Loss: 0.515 | Acc: 82.625% (661/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s383ms | Loss: 0.538 | Acc: 82.333% (741/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s685ms | Loss: 0.534 | Acc: 82.500% (825/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 2s993ms | Loss: 0.541 | Acc: 82.455% (907/1100) 11/100 [=======>.........................................................] Step: 296ms | Tot: 3s290ms | Loss: 0.545 | Acc: 82.250% (987/1200) 12/100 [=======>.........................................................] Step: 295ms | Tot: 3s585ms | Loss: 0.545 | Acc: 81.769% (1063/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s890ms | Loss: 0.537 | Acc: 82.071% (1149/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s190ms | Loss: 0.536 | Acc: 82.067% (1231/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s491ms | Loss: 0.541 | Acc: 81.688% (1307/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s792ms | Loss: 0.547 | Acc: 81.588% (1387/1700) 17/100 [===========>.....................................................] Step: 317ms | Tot: 5s109ms | Loss: 0.550 | Acc: 81.111% (1460/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s419ms | Loss: 0.552 | Acc: 80.895% (1537/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s728ms | Loss: 0.553 | Acc: 81.050% (1621/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s32ms | Loss: 0.552 | Acc: 81.238% (1706/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s332ms | Loss: 0.556 | Acc: 80.864% (1779/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s638ms | Loss: 0.557 | Acc: 80.783% (1858/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 6s943ms | Loss: 0.557 | Acc: 80.792% (1939/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s247ms | Loss: 0.564 | Acc: 80.720% (2018/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s548ms | Loss: 0.577 | Acc: 80.423% (2091/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s854ms | Loss: 0.573 | Acc: 80.519% (2174/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s155ms | Loss: 0.578 | Acc: 80.286% (2248/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s462ms | Loss: 0.582 | Acc: 80.345% (2330/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s767ms | Loss: 0.581 | Acc: 80.433% (2413/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s73ms | Loss: 0.583 | Acc: 80.452% (2494/3100) 31/100 [====================>............................................] Step: 297ms | Tot: 9s371ms | Loss: 0.580 | Acc: 80.469% (2575/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s676ms | Loss: 0.582 | Acc: 80.273% (2649/3300) 33/100 [=====================>...........................................] Step: 316ms | Tot: 9s992ms | Loss: 0.582 | Acc: 80.294% (2730/3400) 34/100 [======================>..........................................] Step: 319ms | Tot: 10s312ms | Loss: 0.586 | Acc: 80.229% (2808/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s616ms | Loss: 0.585 | Acc: 80.306% (2891/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 10s926ms | Loss: 0.585 | Acc: 80.324% (2972/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s229ms | Loss: 0.587 | Acc: 80.263% (3050/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s537ms | Loss: 0.585 | Acc: 80.333% (3133/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s840ms | Loss: 0.585 | Acc: 80.300% (3212/4000) 40/100 [==========================>......................................] Step: 297ms | Tot: 12s138ms | Loss: 0.585 | Acc: 80.366% (3295/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s448ms | Loss: 0.588 | Acc: 80.405% (3377/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s751ms | Loss: 0.583 | Acc: 80.535% (3463/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s57ms | Loss: 0.585 | Acc: 80.591% (3546/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s362ms | Loss: 0.583 | Acc: 80.667% (3630/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s666ms | Loss: 0.581 | Acc: 80.739% (3714/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 13s973ms | Loss: 0.580 | Acc: 80.787% (3797/4700) 47/100 [==============================>..................................] Step: 308ms | Tot: 14s282ms | Loss: 0.583 | Acc: 80.771% (3877/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s586ms | Loss: 0.580 | Acc: 80.776% (3958/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 14s894ms | Loss: 0.583 | Acc: 80.700% (4035/5000) 50/100 [================================>................................] Step: 321ms | Tot: 15s215ms | Loss: 0.581 | Acc: 80.765% (4119/5100) 51/100 [=================================>...............................] Step: 320ms | Tot: 15s536ms | Loss: 0.584 | Acc: 80.673% (4195/5200) 52/100 [=================================>...............................] Step: 317ms | Tot: 15s853ms | Loss: 0.583 | Acc: 80.623% (4273/5300) 53/100 [==================================>..............................] Step: 318ms | Tot: 16s172ms | Loss: 0.582 | Acc: 80.630% (4354/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s486ms | Loss: 0.584 | Acc: 80.564% (4431/5500) 55/100 [===================================>.............................] Step: 319ms | Tot: 16s806ms | Loss: 0.584 | Acc: 80.625% (4515/5600) 56/100 [====================================>............................] Step: 320ms | Tot: 17s126ms | Loss: 0.584 | Acc: 80.649% (4597/5700) 57/100 [=====================================>...........................] Step: 315ms | Tot: 17s441ms | Loss: 0.583 | Acc: 80.586% (4674/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s747ms | Loss: 0.584 | Acc: 80.559% (4753/5900) 59/100 [======================================>..........................] Step: 312ms | Tot: 18s59ms | Loss: 0.586 | Acc: 80.467% (4828/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s365ms | Loss: 0.586 | Acc: 80.459% (4908/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s665ms | Loss: 0.585 | Acc: 80.484% (4990/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s969ms | Loss: 0.584 | Acc: 80.476% (5070/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s271ms | Loss: 0.581 | Acc: 80.547% (5155/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s580ms | Loss: 0.582 | Acc: 80.569% (5237/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 19s889ms | Loss: 0.584 | Acc: 80.515% (5314/6600) 66/100 [==========================================>......................] Step: 314ms | Tot: 20s203ms | Loss: 0.583 | Acc: 80.552% (5397/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s505ms | Loss: 0.584 | Acc: 80.559% (5478/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s806ms | Loss: 0.582 | Acc: 80.609% (5562/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s108ms | Loss: 0.584 | Acc: 80.571% (5640/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s420ms | Loss: 0.584 | Acc: 80.592% (5722/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s726ms | Loss: 0.585 | Acc: 80.528% (5798/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s34ms | Loss: 0.584 | Acc: 80.575% (5882/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s342ms | Loss: 0.582 | Acc: 80.622% (5966/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s643ms | Loss: 0.584 | Acc: 80.560% (6042/7500) 75/100 [================================================>................] Step: 310ms | Tot: 22s953ms | Loss: 0.582 | Acc: 80.539% (6121/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s257ms | Loss: 0.583 | Acc: 80.545% (6202/7700) 77/100 [==================================================>..............] Step: 301ms | Tot: 23s558ms | Loss: 0.583 | Acc: 80.564% (6284/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s863ms | Loss: 0.582 | Acc: 80.532% (6362/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s164ms | Loss: 0.581 | Acc: 80.537% (6443/8000) 80/100 [====================================================>............] Step: 311ms | Tot: 24s476ms | Loss: 0.582 | Acc: 80.481% (6519/8100) 81/100 [====================================================>............] Step: 302ms | Tot: 24s778ms | Loss: 0.583 | Acc: 80.390% (6592/8200) 82/100 [=====================================================>...........] Step: 323ms | Tot: 25s101ms | Loss: 0.582 | Acc: 80.373% (6671/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s411ms | Loss: 0.583 | Acc: 80.333% (6748/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s716ms | Loss: 0.584 | Acc: 80.294% (6825/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s22ms | Loss: 0.585 | Acc: 80.302% (6906/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s321ms | Loss: 0.586 | Acc: 80.287% (6985/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s628ms | Loss: 0.586 | Acc: 80.284% (7065/8800) 88/100 [=========================================================>.......] Step: 308ms | Tot: 26s936ms | Loss: 0.585 | Acc: 80.326% (7149/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s236ms | Loss: 0.585 | Acc: 80.344% (7231/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s542ms | Loss: 0.584 | Acc: 80.374% (7314/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 27s849ms | Loss: 0.582 | Acc: 80.435% (7400/9200) 92/100 [===========================================================>.....] Step: 315ms | Tot: 28s165ms | Loss: 0.582 | Acc: 80.430% (7480/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s474ms | Loss: 0.583 | Acc: 80.426% (7560/9400) 94/100 [=============================================================>...] Step: 299ms | Tot: 28s774ms | Loss: 0.582 | Acc: 80.474% (7645/9500) 95/100 [=============================================================>...] Step: 312ms | Tot: 29s86ms | Loss: 0.580 | Acc: 80.552% (7733/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s393ms | Loss: 0.579 | Acc: 80.567% (7815/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s702ms | Loss: 0.580 | Acc: 80.510% (7890/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s9ms | Loss: 0.579 | Acc: 80.495% (7969/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s318ms | Loss: 0.580 | Acc: 80.480% (8048/10000) 100/100 +Saving.. + +Epoch: 26 + [>................................................................] Step: 732ms | Tot: 2ms | Loss: 0.490 | Acc: 78.906% (101/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.534 | Acc: 80.469% (206/256) 2/391 [>................................................................] Step: 375ms | Tot: 761ms | Loss: 0.553 | Acc: 80.729% (310/384) 3/391 [>................................................................] Step: 380ms | Tot: 1s142ms | Loss: 0.500 | Acc: 82.812% (424/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s507ms | Loss: 0.503 | Acc: 83.281% (533/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s875ms | Loss: 0.491 | Acc: 82.943% (637/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s238ms | Loss: 0.486 | Acc: 83.036% (744/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s605ms | Loss: 0.482 | Acc: 83.203% (852/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s969ms | Loss: 0.483 | Acc: 83.247% (959/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s335ms | Loss: 0.488 | Acc: 82.734% (1059/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s699ms | Loss: 0.481 | Acc: 83.026% (1169/1408) 11/391 [=>...............................................................] Step: 376ms | Tot: 4s76ms | Loss: 0.476 | Acc: 83.008% (1275/1536) 12/391 [=>...............................................................] Step: 374ms | Tot: 4s451ms | Loss: 0.473 | Acc: 83.173% (1384/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s815ms | Loss: 0.469 | Acc: 83.426% (1495/1792) 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21/391 [===>.............................................................] Step: 362ms | Tot: 7s725ms | Loss: 0.463 | Acc: 83.949% (2364/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s95ms | Loss: 0.461 | Acc: 84.103% (2476/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s459ms | Loss: 0.462 | Acc: 83.952% (2579/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s823ms | Loss: 0.466 | Acc: 83.812% (2682/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s190ms | Loss: 0.464 | Acc: 83.894% (2792/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s560ms | Loss: 0.466 | Acc: 83.796% (2896/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s922ms | Loss: 0.465 | Acc: 83.789% (3003/3584) 28/391 [====>............................................................] Step: 358ms | Tot: 10s281ms | Loss: 0.461 | Acc: 84.025% (3119/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s648ms | Loss: 0.461 | Acc: 84.062% (3228/3840) 30/391 [====>............................................................] Step: 368ms | Tot: 11s17ms | Loss: 0.462 | Acc: 83.972% (3332/3968) 31/391 [=====>...........................................................] Step: 351ms | Tot: 11s368ms | Loss: 0.464 | Acc: 84.033% (3442/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s725ms | Loss: 0.465 | Acc: 84.044% (3550/4224) 33/391 [=====>...........................................................] Step: 369ms | Tot: 12s94ms | Loss: 0.461 | Acc: 84.122% (3661/4352) 34/391 [=====>...........................................................] Step: 369ms | Tot: 12s464ms | Loss: 0.459 | Acc: 84.241% (3774/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s826ms | Loss: 0.459 | Acc: 84.288% (3884/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s187ms | Loss: 0.461 | Acc: 84.227% (3989/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s545ms | Loss: 0.461 | Acc: 84.252% (4098/4864) 38/391 [======>..........................................................] Step: 378ms | Tot: 13s923ms | Loss: 0.458 | Acc: 84.315% (4209/4992) 39/391 [======>..........................................................] Step: 375ms | Tot: 14s298ms | Loss: 0.455 | Acc: 84.375% (4320/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s659ms | Loss: 0.456 | Acc: 84.261% (4422/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 15s18ms | Loss: 0.455 | Acc: 84.301% (4532/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s380ms | Loss: 0.457 | Acc: 84.248% (4637/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s736ms | Loss: 0.457 | Acc: 84.233% (4744/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s100ms | Loss: 0.460 | Acc: 84.167% (4848/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s465ms | Loss: 0.458 | Acc: 84.239% (4960/5888) 46/391 [=======>.........................................................] Step: 372ms | Tot: 16s837ms | Loss: 0.459 | Acc: 84.242% (5068/6016) 47/391 [=======>.........................................................] Step: 374ms | Tot: 17s212ms | Loss: 0.463 | Acc: 84.066% (5165/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s581ms | Loss: 0.467 | Acc: 83.945% (5265/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 17s951ms | Loss: 0.466 | Acc: 84.000% (5376/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s315ms | Loss: 0.467 | Acc: 83.961% (5481/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s675ms | Loss: 0.467 | Acc: 83.984% (5590/6656) 52/391 [========>........................................................] Step: 369ms | Tot: 19s44ms | Loss: 0.467 | Acc: 83.992% (5698/6784) 53/391 [========>........................................................] Step: 400ms | Tot: 19s444ms | Loss: 0.467 | Acc: 84.013% (5807/6912) 54/391 [========>........................................................] Step: 374ms | Tot: 19s818ms | Loss: 0.465 | Acc: 84.134% (5923/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s177ms | Loss: 0.465 | Acc: 84.180% (6034/7168) 56/391 [=========>.......................................................] Step: 374ms | Tot: 20s551ms | Loss: 0.466 | Acc: 84.128% (6138/7296) 57/391 [=========>.......................................................] Step: 377ms | Tot: 20s928ms | Loss: 0.464 | Acc: 84.159% (6248/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s292ms | Loss: 0.465 | Acc: 84.176% (6357/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s651ms | Loss: 0.467 | Acc: 84.089% (6458/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 22s13ms | Loss: 0.468 | Acc: 84.080% (6565/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s381ms | Loss: 0.470 | Acc: 84.035% (6669/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s745ms | Loss: 0.472 | Acc: 84.028% (6776/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 23s106ms | Loss: 0.473 | Acc: 83.948% (6877/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s464ms | Loss: 0.475 | Acc: 83.882% (6979/8320) 65/391 [==========>......................................................] Step: 370ms | Tot: 23s835ms | Loss: 0.476 | Acc: 83.854% (7084/8448) 66/391 [==========>......................................................] Step: 359ms | Tot: 24s194ms | Loss: 0.478 | Acc: 83.780% (7185/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s554ms | Loss: 0.476 | Acc: 83.835% (7297/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s914ms | Loss: 0.476 | Acc: 83.820% (7403/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s278ms | Loss: 0.476 | Acc: 83.817% (7510/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s641ms | Loss: 0.477 | Acc: 83.781% (7614/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 26s | Loss: 0.478 | Acc: 83.702% (7714/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s363ms | Loss: 0.478 | Acc: 83.701% (7821/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s721ms | Loss: 0.478 | Acc: 83.678% (7926/9472) 74/391 [============>....................................................] Step: 375ms | Tot: 27s97ms | Loss: 0.479 | Acc: 83.667% (8032/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s457ms | Loss: 0.480 | Acc: 83.666% (8139/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s817ms | Loss: 0.479 | Acc: 83.716% (8251/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 28s177ms | Loss: 0.478 | Acc: 83.764% (8363/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s540ms | Loss: 0.477 | Acc: 83.762% (8470/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s904ms | Loss: 0.478 | Acc: 83.691% (8570/10240) 80/391 [=============>...................................................] Step: 356ms | Tot: 29s260ms | Loss: 0.477 | Acc: 83.719% (8680/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s623ms | Loss: 0.477 | Acc: 83.708% (8786/10496) 82/391 [=============>...................................................] Step: 367ms | Tot: 29s990ms | Loss: 0.477 | Acc: 83.726% (8895/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s357ms | Loss: 0.477 | Acc: 83.677% (8997/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s716ms | Loss: 0.478 | Acc: 83.686% (9105/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s77ms | Loss: 0.478 | Acc: 83.657% (9209/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s439ms | Loss: 0.480 | Acc: 83.585% (9308/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s799ms | Loss: 0.480 | Acc: 83.612% (9418/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 32s154ms | Loss: 0.481 | Acc: 83.585% (9522/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s516ms | Loss: 0.480 | Acc: 83.611% (9632/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s877ms | Loss: 0.480 | Acc: 83.585% (9736/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s237ms | Loss: 0.481 | Acc: 83.577% (9842/11776) 92/391 [===============>.................................................] Step: 372ms | Tot: 33s609ms | Loss: 0.481 | Acc: 83.577% (9949/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s978ms | Loss: 0.482 | Acc: 83.511% (10048/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s338ms | Loss: 0.484 | Acc: 83.438% (10146/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s695ms | Loss: 0.485 | Acc: 83.439% (10253/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 35s64ms | Loss: 0.484 | Acc: 83.400% (10355/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s427ms | Loss: 0.484 | Acc: 83.379% (10459/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s792ms | Loss: 0.485 | Acc: 83.404% (10569/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s148ms | Loss: 0.484 | Acc: 83.430% (10679/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s510ms | Loss: 0.483 | Acc: 83.447% (10788/12928) 101/391 [================>................................................] Step: 368ms | Tot: 36s879ms | Loss: 0.482 | Acc: 83.487% (10900/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s238ms | Loss: 0.482 | Acc: 83.488% (11007/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s599ms | Loss: 0.481 | Acc: 83.526% (11119/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 37s971ms | Loss: 0.482 | Acc: 83.512% (11224/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 38s328ms | Loss: 0.482 | Acc: 83.535% (11334/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s692ms | Loss: 0.482 | Acc: 83.470% (11432/13696) 107/391 [=================>...............................................] Step: 371ms | Tot: 39s63ms | Loss: 0.485 | Acc: 83.377% (11526/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s429ms | Loss: 0.485 | Acc: 83.379% (11633/13952) 109/391 [==================>..............................................] Step: 373ms | Tot: 39s802ms | Loss: 0.485 | Acc: 83.388% (11741/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s171ms | Loss: 0.486 | Acc: 83.340% (11841/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s530ms | Loss: 0.486 | Acc: 83.343% (11948/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s890ms | Loss: 0.485 | Acc: 83.352% (12056/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 41s246ms | Loss: 0.486 | Acc: 83.320% (12158/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s610ms | Loss: 0.487 | Acc: 83.281% (12259/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s970ms | Loss: 0.488 | Acc: 83.264% (12363/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s328ms | Loss: 0.489 | Acc: 83.220% (12463/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s686ms | Loss: 0.489 | Acc: 83.223% (12570/15104) 118/391 [===================>.............................................] Step: 363ms | Tot: 43s50ms | Loss: 0.489 | Acc: 83.213% (12675/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 43s416ms | Loss: 0.489 | Acc: 83.197% (12779/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s782ms | Loss: 0.488 | Acc: 83.239% (12892/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 44s140ms | Loss: 0.489 | Acc: 83.242% (12999/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s504ms | Loss: 0.488 | Acc: 83.219% (13102/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 44s869ms | Loss: 0.488 | Acc: 83.228% (13210/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s230ms | Loss: 0.488 | Acc: 83.237% (13318/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s591ms | Loss: 0.488 | Acc: 83.191% (13417/16128) 126/391 [====================>............................................] Step: 362ms | Tot: 45s953ms | Loss: 0.489 | Acc: 83.188% (13523/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s314ms | Loss: 0.488 | Acc: 83.203% (13632/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 46s682ms | Loss: 0.489 | Acc: 83.212% (13740/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s47ms | Loss: 0.489 | Acc: 83.161% (13838/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 47s411ms | Loss: 0.490 | Acc: 83.111% (13936/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s769ms | Loss: 0.491 | Acc: 83.108% (14042/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s132ms | Loss: 0.491 | Acc: 83.083% (14144/17024) 133/391 [======================>..........................................] Step: 371ms | Tot: 48s503ms | Loss: 0.492 | Acc: 83.028% (14241/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 48s870ms | Loss: 0.491 | Acc: 83.056% (14352/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s232ms | Loss: 0.491 | Acc: 83.048% (14457/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 49s591ms | Loss: 0.491 | Acc: 83.046% (14563/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 49s960ms | Loss: 0.490 | Acc: 83.062% (14672/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 50s323ms | Loss: 0.489 | Acc: 83.060% (14778/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s685ms | Loss: 0.491 | Acc: 82.969% (14868/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 51s47ms | Loss: 0.491 | Acc: 82.973% (14975/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s409ms | Loss: 0.491 | Acc: 82.983% (15083/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s768ms | Loss: 0.492 | Acc: 82.987% (15190/18304) 143/391 [=======================>.........................................] Step: 355ms | Tot: 52s123ms | Loss: 0.492 | Acc: 82.981% (15295/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s483ms | Loss: 0.493 | Acc: 82.942% (15394/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 52s847ms | Loss: 0.493 | Acc: 82.936% (15499/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s209ms | Loss: 0.493 | Acc: 82.919% (15602/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s572ms | Loss: 0.493 | Acc: 82.908% (15706/18944) 148/391 [========================>........................................] Step: 363ms | Tot: 53s936ms | Loss: 0.494 | Acc: 82.886% (15808/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 54s296ms | Loss: 0.494 | Acc: 82.875% (15912/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 54s654ms | Loss: 0.494 | Acc: 82.880% (16019/19328) 151/391 [=========================>.......................................] Step: 372ms | Tot: 55s26ms | Loss: 0.494 | Acc: 82.900% (16129/19456) 152/391 [=========================>.......................................] Step: 359ms | Tot: 55s385ms | Loss: 0.494 | Acc: 82.899% (16235/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 55s741ms | Loss: 0.493 | Acc: 82.934% (16348/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 56s100ms | Loss: 0.493 | Acc: 82.954% (16458/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s469ms | Loss: 0.492 | Acc: 82.983% (16570/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 56s834ms | Loss: 0.492 | Acc: 82.962% (16672/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s193ms | Loss: 0.492 | Acc: 82.961% (16778/20224) 158/391 [==========================>......................................] Step: 355ms | Tot: 57s548ms | Loss: 0.491 | Acc: 83.004% (16893/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 57s912ms | Loss: 0.491 | Acc: 82.979% (16994/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s271ms | Loss: 0.491 | Acc: 82.953% (17095/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s629ms | Loss: 0.490 | Acc: 82.972% (17205/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s993ms | Loss: 0.490 | Acc: 83.004% (17318/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s357ms | Loss: 0.490 | Acc: 83.008% (17425/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s726ms | Loss: 0.490 | Acc: 83.021% (17534/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m89ms | Loss: 0.491 | Acc: 82.968% (17629/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 1m446ms | Loss: 0.491 | Acc: 82.967% (17735/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m811ms | Loss: 0.490 | Acc: 83.017% (17852/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.491 | Acc: 83.002% (17955/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.490 | Acc: 83.028% (18067/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.489 | Acc: 83.032% (18174/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.489 | Acc: 83.040% (18282/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.489 | Acc: 83.034% (18387/22144) 173/391 [============================>....................................] Step: 376ms | Tot: 1m2s | Loss: 0.489 | Acc: 83.037% (18494/22272) 174/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.490 | Acc: 83.018% (18596/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.490 | Acc: 83.021% (18703/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.490 | Acc: 83.029% (18811/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.490 | Acc: 83.050% (18922/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.489 | Acc: 83.083% (19036/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.112% (19149/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.115% (19256/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.126% (19365/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.488 | Acc: 83.141% (19475/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.488 | Acc: 83.131% (19579/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.489 | Acc: 83.104% (19679/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.077% (19779/23808) 186/391 [==============================>..................................] Step: 352ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.084% (19887/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.489 | Acc: 83.095% (19996/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.488 | Acc: 83.118% (20108/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.488 | Acc: 83.129% (20217/24320) 190/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.488 | Acc: 83.115% (20320/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.488 | Acc: 83.126% (20429/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.488 | Acc: 83.104% (20530/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.489 | Acc: 83.070% (20628/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.488 | Acc: 83.089% (20739/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.488 | Acc: 83.080% (20843/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.489 | Acc: 83.058% (20944/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.489 | Acc: 83.041% (21046/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m12s | Loss: 0.488 | Acc: 83.072% (21160/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.488 | Acc: 83.078% (21268/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.489 | Acc: 83.042% (21365/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.025% (21467/25856) 202/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.016% (21571/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.489 | Acc: 83.038% (21683/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.489 | Acc: 83.064% (21796/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.489 | Acc: 83.032% (21894/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.489 | Acc: 83.058% (22007/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.489 | Acc: 83.060% (22114/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.488 | Acc: 83.067% (22222/26752) 209/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.488 | Acc: 83.077% (22331/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.488 | Acc: 83.083% (22439/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.489 | Acc: 83.067% (22541/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.489 | Acc: 83.062% (22646/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.488 | Acc: 83.068% (22754/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.488 | Acc: 83.078% (22863/27520) 215/391 [===================================>.............................] Step: 350ms | Tot: 1m18s | Loss: 0.488 | Acc: 83.069% (22967/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.488 | Acc: 83.083% (23077/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m18s | Loss: 0.488 | Acc: 83.088% (23185/27904) 218/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.098% (23294/28032) 219/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.097% (23400/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.487 | Acc: 83.099% (23507/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.488 | Acc: 83.094% (23612/28416) 222/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.488 | Acc: 83.100% (23720/28544) 223/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.488 | Acc: 83.109% (23829/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.488 | Acc: 83.104% (23934/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.488 | Acc: 83.110% (24042/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.487 | Acc: 83.136% (24156/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.487 | Acc: 83.141% (24264/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.487 | Acc: 83.150% (24373/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.488 | Acc: 83.125% (24472/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.487 | Acc: 83.141% (24583/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.487 | Acc: 83.139% (24689/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.486 | Acc: 83.185% (24809/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.486 | Acc: 83.186% (24916/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.486 | Acc: 83.185% (25022/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.486 | Acc: 83.183% (25128/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.486 | Acc: 83.192% (25237/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.486 | Acc: 83.193% (25344/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.486 | Acc: 83.188% (25449/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.486 | Acc: 83.174% (25551/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m27s | Loss: 0.486 | Acc: 83.172% (25657/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.487 | Acc: 83.148% (25756/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.486 | Acc: 83.128% (25856/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.487 | Acc: 83.091% (25951/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.487 | Acc: 83.087% (26056/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.487 | Acc: 83.117% (26172/31488) 246/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.486 | Acc: 83.129% (26282/31616) 247/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.486 | Acc: 83.128% (26388/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.486 | Acc: 83.117% (26491/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.486 | Acc: 83.131% (26602/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.485 | Acc: 83.149% (26714/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.485 | Acc: 83.166% (26826/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.485 | Acc: 83.180% (26937/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m31s | Loss: 0.485 | Acc: 83.194% (27048/32512) 254/391 [==========================================>......................] Step: 373ms | Tot: 1m32s | Loss: 0.485 | Acc: 83.223% (27164/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.485 | Acc: 83.224% (27271/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.485 | Acc: 83.214% (27374/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.486 | Acc: 83.200% (27476/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.486 | Acc: 83.181% (27576/33152) 259/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.487 | Acc: 83.158% (27675/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.487 | Acc: 83.163% (27783/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.486 | Acc: 83.176% (27894/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.486 | Acc: 83.181% (28002/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.486 | Acc: 83.179% (28108/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.487 | Acc: 83.163% (28209/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.487 | Acc: 83.159% (28314/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.486 | Acc: 83.181% (28428/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.486 | Acc: 83.194% (28539/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.486 | Acc: 83.205% (28649/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.486 | Acc: 83.206% (28756/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.486 | Acc: 83.193% (28858/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.486 | Acc: 83.206% (28969/34816) 272/391 [=============================================>...................] Step: 373ms | Tot: 1m38s | Loss: 0.486 | Acc: 83.190% (29070/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.486 | Acc: 83.172% (29170/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.486 | Acc: 83.173% (29277/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.487 | Acc: 83.141% (29372/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.488 | Acc: 83.137% (29477/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.488 | Acc: 83.127% (29580/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.488 | Acc: 83.140% (29691/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.488 | Acc: 83.139% (29797/35840) 280/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.488 | Acc: 83.157% (29910/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.488 | Acc: 83.170% (30021/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.488 | Acc: 83.160% (30124/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.488 | Acc: 83.170% (30234/36352) 284/391 [===============================================>.................] Step: 355ms | Tot: 1m43s | Loss: 0.488 | Acc: 83.155% (30335/36480) 285/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.489 | Acc: 83.143% (30437/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.489 | Acc: 83.145% (30544/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.488 | Acc: 83.154% (30654/36864) 288/391 [===============================================>.................] Step: 355ms | Tot: 1m44s | Loss: 0.488 | Acc: 83.161% (30763/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.488 | Acc: 83.163% (30870/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.488 | Acc: 83.162% (30976/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.489 | Acc: 83.160% (31082/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.489 | Acc: 83.167% (31191/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.489 | Acc: 83.174% (31300/37632) 294/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.489 | Acc: 83.167% (31404/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.489 | Acc: 83.171% (31512/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.489 | Acc: 83.178% (31621/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.488 | Acc: 83.185% (31730/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.489 | Acc: 83.186% (31837/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.489 | Acc: 83.193% (31946/38400) 300/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.488 | Acc: 83.194% (32053/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.488 | Acc: 83.206% (32164/38656) 302/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.489 | Acc: 83.202% (32269/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.488 | Acc: 83.213% (32380/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.488 | Acc: 83.212% (32486/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.488 | Acc: 83.229% (32599/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.488 | Acc: 83.217% (32701/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.488 | Acc: 83.218% (32808/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.488 | Acc: 83.204% (32909/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.489 | Acc: 83.188% (33009/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.489 | Acc: 83.192% (33117/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.489 | Acc: 83.186% (33221/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.489 | Acc: 83.189% (33329/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.489 | Acc: 83.191% (33436/40192) 314/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.488 | Acc: 83.204% (33548/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.489 | Acc: 83.198% (33652/40448) 316/391 [====================================================>............] Step: 355ms | Tot: 1m54s | Loss: 0.489 | Acc: 83.175% (33749/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.489 | Acc: 83.174% (33855/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.489 | Acc: 83.155% (33954/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m55s | Loss: 0.490 | Acc: 83.162% (34063/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.489 | Acc: 83.178% (34176/41088) 321/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.489 | Acc: 83.167% (34278/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.489 | Acc: 83.173% (34387/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.490 | Acc: 83.174% (34494/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.489 | Acc: 83.178% (34602/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.490 | Acc: 83.172% (34706/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 1m58s | Loss: 0.490 | Acc: 83.142% (34800/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.491 | Acc: 83.136% (34904/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.490 | Acc: 83.131% (35008/42112) 329/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.491 | Acc: 83.113% (35107/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.491 | Acc: 83.117% (35215/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 2m249ms | Loss: 0.491 | Acc: 83.137% (35330/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m614ms | Loss: 0.490 | Acc: 83.141% (35438/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m975ms | Loss: 0.490 | Acc: 83.138% (35543/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.490 | Acc: 83.141% (35651/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.490 | Acc: 83.157% (35764/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.490 | Acc: 83.156% (35870/43136) 337/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.490 | Acc: 83.164% (35980/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.490 | Acc: 83.179% (36093/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.490 | Acc: 83.178% (36199/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.490 | Acc: 83.168% (36301/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.490 | Acc: 83.157% (36403/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.490 | Acc: 83.175% (36517/43904) 343/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.490 | Acc: 83.180% (36626/44032) 344/391 [=========================================================>.......] Step: 375ms | Tot: 2m4s | Loss: 0.490 | Acc: 83.182% (36733/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.490 | Acc: 83.192% (36844/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.489 | Acc: 83.200% (36954/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.489 | Acc: 83.203% (37062/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.489 | Acc: 83.198% (37166/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m6s | Loss: 0.490 | Acc: 83.190% (37269/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.489 | Acc: 83.200% (37380/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.489 | Acc: 83.201% (37487/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.490 | Acc: 83.202% (37594/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.489 | Acc: 83.210% (37704/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.489 | Acc: 83.215% (37813/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m8s | Loss: 0.489 | Acc: 83.208% (37916/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.489 | Acc: 83.189% (38014/45696) 357/391 [===========================================================>.....] Step: 354ms | Tot: 2m9s | Loss: 0.490 | Acc: 83.199% (38125/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.490 | Acc: 83.193% (38229/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.490 | Acc: 83.184% (38331/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.490 | Acc: 83.176% (38434/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.490 | Acc: 83.188% (38546/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.490 | Acc: 83.170% (38644/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.490 | Acc: 83.175% (38753/46592) 364/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.490 | Acc: 83.168% (38856/46720) 365/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.491 | Acc: 83.152% (38955/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.491 | Acc: 83.157% (39064/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.491 | Acc: 83.152% (39168/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.490 | Acc: 83.162% (39279/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.491 | Acc: 83.152% (39381/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.491 | Acc: 83.156% (39489/47488) 371/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.491 | Acc: 83.163% (39599/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.490 | Acc: 83.179% (39713/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.490 | Acc: 83.191% (39825/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.490 | Acc: 83.190% (39931/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.490 | Acc: 83.184% (40035/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.490 | Acc: 83.181% (40140/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.490 | Acc: 83.189% (40250/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.490 | Acc: 83.190% (40357/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.489 | Acc: 83.207% (40472/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m17s | Loss: 0.489 | Acc: 83.212% (40581/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.489 | Acc: 83.205% (40684/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.489 | Acc: 83.208% (40792/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.490 | Acc: 83.193% (40891/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.490 | Acc: 83.182% (40992/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m19s | Loss: 0.490 | Acc: 83.185% (41100/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.489 | Acc: 83.204% (41216/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.489 | Acc: 83.195% (41318/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.489 | Acc: 83.202% (41428/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.489 | Acc: 83.207% (41537/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m21s | Loss: 0.489 | Acc: 83.214% (41607/50000) 391/391 + [>................................................................] Step: 476ms | Tot: 2ms | Loss: 0.466 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 297ms | Tot: 300ms | Loss: 0.605 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 593ms | Loss: 0.567 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 890ms | Loss: 0.586 | Acc: 80.500% (322/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s185ms | Loss: 0.613 | Acc: 80.000% (400/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s479ms | Loss: 0.573 | Acc: 81.167% (487/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s775ms | Loss: 0.565 | Acc: 81.429% (570/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s78ms | Loss: 0.589 | Acc: 80.500% (644/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s374ms | Loss: 0.624 | Acc: 79.889% (719/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s673ms | Loss: 0.612 | Acc: 80.300% (803/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s971ms | Loss: 0.607 | Acc: 80.545% (886/1100) 11/100 [=======>.........................................................] Step: 294ms | Tot: 3s266ms | Loss: 0.612 | Acc: 80.500% (966/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s567ms | Loss: 0.618 | Acc: 80.385% (1045/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s870ms | Loss: 0.618 | Acc: 80.214% (1123/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s173ms | Loss: 0.613 | Acc: 80.333% (1205/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s478ms | Loss: 0.616 | Acc: 80.125% (1282/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s787ms | Loss: 0.628 | Acc: 80.059% (1361/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s90ms | Loss: 0.635 | Acc: 79.889% (1438/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s399ms | Loss: 0.636 | Acc: 79.895% (1518/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s707ms | Loss: 0.644 | Acc: 79.600% (1592/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s19ms | Loss: 0.645 | Acc: 79.524% (1670/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s331ms | Loss: 0.645 | Acc: 79.455% (1748/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s645ms | Loss: 0.648 | Acc: 79.087% (1819/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 6s951ms | Loss: 0.651 | Acc: 79.083% (1898/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s252ms | Loss: 0.659 | Acc: 78.960% (1974/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s554ms | Loss: 0.661 | Acc: 78.923% (2052/2600) 26/100 [================>................................................] Step: 316ms | Tot: 7s870ms | Loss: 0.656 | Acc: 78.926% (2131/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s174ms | Loss: 0.658 | Acc: 78.964% (2211/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s478ms | Loss: 0.663 | Acc: 78.931% (2289/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s779ms | Loss: 0.663 | Acc: 79.033% (2371/3000) 30/100 [===================>.............................................] Step: 298ms | Tot: 9s77ms | Loss: 0.662 | Acc: 79.000% (2449/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s385ms | Loss: 0.659 | Acc: 79.031% (2529/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s691ms | Loss: 0.661 | Acc: 78.909% (2604/3300) 33/100 [=====================>...........................................] Step: 300ms | Tot: 9s991ms | Loss: 0.661 | Acc: 78.706% (2676/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s295ms | Loss: 0.661 | Acc: 78.714% (2755/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s606ms | Loss: 0.657 | Acc: 78.778% (2836/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s911ms | Loss: 0.666 | Acc: 78.595% (2908/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s213ms | Loss: 0.668 | Acc: 78.368% (2978/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s516ms | Loss: 0.667 | Acc: 78.410% (3058/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s819ms | Loss: 0.667 | Acc: 78.400% (3136/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s124ms | Loss: 0.669 | Acc: 78.390% (3214/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s428ms | Loss: 0.670 | Acc: 78.452% (3295/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s734ms | Loss: 0.667 | Acc: 78.488% (3375/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 13s33ms | Loss: 0.667 | Acc: 78.591% (3458/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s337ms | Loss: 0.665 | Acc: 78.622% (3538/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s643ms | Loss: 0.663 | Acc: 78.674% (3619/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 13s953ms | Loss: 0.663 | Acc: 78.617% (3695/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s256ms | Loss: 0.667 | Acc: 78.458% (3766/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s559ms | Loss: 0.665 | Acc: 78.469% (3845/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 14s865ms | Loss: 0.669 | Acc: 78.300% (3915/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s169ms | Loss: 0.667 | Acc: 78.412% (3999/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s475ms | Loss: 0.669 | Acc: 78.385% (4076/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s777ms | Loss: 0.669 | Acc: 78.377% (4154/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s88ms | Loss: 0.665 | Acc: 78.519% (4240/5400) 54/100 [===================================>.............................] Step: 317ms | Tot: 16s406ms | Loss: 0.666 | Acc: 78.455% (4315/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s711ms | Loss: 0.665 | Acc: 78.429% (4392/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s17ms | Loss: 0.668 | Acc: 78.351% (4466/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s320ms | Loss: 0.668 | Acc: 78.345% (4544/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s619ms | Loss: 0.668 | Acc: 78.322% (4621/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 17s927ms | Loss: 0.671 | Acc: 78.217% (4693/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s233ms | Loss: 0.668 | Acc: 78.311% (4777/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s545ms | Loss: 0.667 | Acc: 78.339% (4857/6200) 62/100 [========================================>........................] Step: 319ms | Tot: 18s864ms | Loss: 0.667 | Acc: 78.349% (4936/6300) 63/100 [========================================>........................] Step: 306ms | Tot: 19s171ms | Loss: 0.665 | Acc: 78.406% (5018/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s480ms | Loss: 0.668 | Acc: 78.246% (5086/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s787ms | Loss: 0.668 | Acc: 78.197% (5161/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s91ms | Loss: 0.666 | Acc: 78.269% (5244/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s393ms | Loss: 0.664 | Acc: 78.353% (5328/6800) 68/100 [============================================>....................] Step: 297ms | Tot: 20s691ms | Loss: 0.663 | Acc: 78.391% (5409/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s | Loss: 0.666 | Acc: 78.286% (5480/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s309ms | Loss: 0.666 | Acc: 78.338% (5562/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s612ms | Loss: 0.667 | Acc: 78.306% (5638/7200) 72/100 [==============================================>..................] Step: 309ms | Tot: 21s922ms | Loss: 0.665 | Acc: 78.329% (5718/7300) 73/100 [===============================================>.................] Step: 299ms | Tot: 22s221ms | Loss: 0.664 | Acc: 78.365% (5799/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s529ms | Loss: 0.665 | Acc: 78.360% (5877/7500) 75/100 [================================================>................] Step: 303ms | Tot: 22s832ms | Loss: 0.664 | Acc: 78.355% (5955/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s135ms | Loss: 0.666 | Acc: 78.312% (6030/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s437ms | Loss: 0.667 | Acc: 78.333% (6110/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s745ms | Loss: 0.664 | Acc: 78.367% (6191/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s49ms | Loss: 0.663 | Acc: 78.375% (6270/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s354ms | Loss: 0.662 | Acc: 78.383% (6349/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s663ms | Loss: 0.662 | Acc: 78.341% (6424/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 24s972ms | Loss: 0.665 | Acc: 78.277% (6497/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s281ms | Loss: 0.666 | Acc: 78.226% (6571/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s583ms | Loss: 0.667 | Acc: 78.176% (6645/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 25s895ms | Loss: 0.668 | Acc: 78.209% (6726/8600) 86/100 [=======================================================>.........] Step: 313ms | Tot: 26s209ms | Loss: 0.668 | Acc: 78.253% (6808/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s511ms | Loss: 0.668 | Acc: 78.295% (6890/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 26s822ms | Loss: 0.667 | Acc: 78.303% (6969/8900) 89/100 [=========================================================>.......] Step: 297ms | Tot: 27s119ms | Loss: 0.667 | Acc: 78.344% (7051/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s427ms | Loss: 0.665 | Acc: 78.385% (7133/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s730ms | Loss: 0.664 | Acc: 78.402% (7213/9200) 92/100 [===========================================================>.....] Step: 297ms | Tot: 28s27ms | Loss: 0.665 | Acc: 78.387% (7290/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s335ms | Loss: 0.666 | Acc: 78.330% (7363/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s643ms | Loss: 0.665 | Acc: 78.326% (7441/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 28s954ms | Loss: 0.665 | Acc: 78.312% (7518/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s262ms | Loss: 0.665 | Acc: 78.330% (7598/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 29s565ms | Loss: 0.666 | Acc: 78.255% (7669/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 29s875ms | Loss: 0.666 | Acc: 78.242% (7746/9900) 99/100 [================================================================>] Step: 304ms | Tot: 30s179ms | Loss: 0.666 | Acc: 78.230% (7823/10000) 100/100 + +Epoch: 27 + [>................................................................] Step: 627ms | Tot: 2ms | Loss: 0.309 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 375ms | Tot: 377ms | Loss: 0.385 | Acc: 83.594% (214/256) 2/391 [>................................................................] Step: 373ms | Tot: 751ms | Loss: 0.418 | Acc: 84.896% (326/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s120ms | Loss: 0.437 | Acc: 84.375% (432/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s485ms | Loss: 0.466 | Acc: 83.438% (534/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s854ms | Loss: 0.464 | Acc: 83.724% (643/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s217ms | Loss: 0.457 | Acc: 84.040% (753/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s580ms | Loss: 0.467 | Acc: 83.789% (858/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s947ms | Loss: 0.471 | Acc: 83.767% (965/1152) 9/391 [=>...............................................................] Step: 374ms | Tot: 3s322ms | Loss: 0.466 | Acc: 84.141% (1077/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s686ms | Loss: 0.469 | Acc: 84.091% (1184/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s51ms | Loss: 0.476 | Acc: 83.659% (1285/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s412ms | Loss: 0.480 | Acc: 83.534% (1390/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s780ms | Loss: 0.478 | Acc: 83.705% (1500/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s143ms | Loss: 0.473 | Acc: 83.906% (1611/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s504ms | Loss: 0.472 | Acc: 83.838% (1717/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s870ms | Loss: 0.468 | Acc: 83.961% (1827/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s241ms | Loss: 0.466 | Acc: 84.115% (1938/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s610ms | Loss: 0.466 | Acc: 84.087% (2045/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 6s975ms | Loss: 0.464 | Acc: 84.219% (2156/2560) 20/391 [===>.............................................................] Step: 373ms | Tot: 7s349ms | Loss: 0.467 | Acc: 84.152% (2262/2688) 21/391 [===>.............................................................] Step: 369ms | Tot: 7s718ms | Loss: 0.470 | Acc: 84.091% (2368/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s85ms | Loss: 0.471 | Acc: 84.035% (2474/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s448ms | Loss: 0.475 | Acc: 83.789% (2574/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s812ms | Loss: 0.472 | Acc: 83.906% (2685/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s179ms | Loss: 0.467 | Acc: 84.165% (2801/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s545ms | Loss: 0.476 | Acc: 83.912% (2900/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s912ms | Loss: 0.478 | Acc: 83.817% (3004/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s275ms | Loss: 0.481 | Acc: 83.755% (3109/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s637ms | Loss: 0.487 | Acc: 83.516% (3207/3840) 30/391 [====>............................................................] Step: 367ms | Tot: 11s5ms | Loss: 0.483 | Acc: 83.720% (3322/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s367ms | Loss: 0.486 | Acc: 83.496% (3420/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s727ms | Loss: 0.484 | Acc: 83.499% (3527/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s88ms | Loss: 0.486 | Acc: 83.456% (3632/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s446ms | Loss: 0.483 | Acc: 83.683% (3749/4480) 35/391 [=====>...........................................................] Step: 375ms | Tot: 12s821ms | Loss: 0.483 | Acc: 83.681% (3856/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s186ms | Loss: 0.480 | Acc: 83.742% (3966/4736) 37/391 [======>..........................................................] Step: 354ms | Tot: 13s540ms | Loss: 0.478 | Acc: 83.799% (4076/4864) 38/391 [======>..........................................................] Step: 362ms | Tot: 13s903ms | Loss: 0.482 | Acc: 83.534% (4170/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s259ms | Loss: 0.482 | Acc: 83.496% (4275/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s616ms | Loss: 0.483 | Acc: 83.441% (4379/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 14s972ms | Loss: 0.485 | Acc: 83.408% (4484/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s337ms | Loss: 0.483 | Acc: 83.448% (4593/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s705ms | Loss: 0.482 | Acc: 83.416% (4698/5632) 44/391 [=======>.........................................................] Step: 373ms | Tot: 16s78ms | Loss: 0.480 | Acc: 83.455% (4807/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s439ms | Loss: 0.479 | Acc: 83.543% (4919/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s802ms | Loss: 0.477 | Acc: 83.644% (5032/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 17s170ms | Loss: 0.477 | Acc: 83.577% (5135/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s532ms | Loss: 0.478 | Acc: 83.530% (5239/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s889ms | Loss: 0.479 | Acc: 83.438% (5340/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s255ms | Loss: 0.478 | Acc: 83.456% (5448/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s621ms | Loss: 0.478 | Acc: 83.444% (5554/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s985ms | Loss: 0.478 | Acc: 83.432% (5660/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s349ms | Loss: 0.476 | Acc: 83.449% (5768/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s712ms | Loss: 0.474 | Acc: 83.466% (5876/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s77ms | Loss: 0.478 | Acc: 83.398% (5978/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s435ms | Loss: 0.476 | Acc: 83.484% (6091/7296) 57/391 [=========>.......................................................] Step: 362ms | Tot: 20s798ms | Loss: 0.477 | Acc: 83.473% (6197/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s162ms | Loss: 0.475 | Acc: 83.514% (6307/7552) 59/391 [=========>.......................................................] Step: 356ms | Tot: 21s518ms | Loss: 0.477 | Acc: 83.424% (6407/7680) 60/391 [=========>.......................................................] Step: 355ms | Tot: 21s873ms | Loss: 0.474 | Acc: 83.530% (6522/7808) 61/391 [==========>......................................................] Step: 356ms | Tot: 22s229ms | Loss: 0.474 | Acc: 83.543% (6630/7936) 62/391 [==========>......................................................] Step: 369ms | Tot: 22s598ms | Loss: 0.474 | Acc: 83.557% (6738/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s958ms | Loss: 0.475 | Acc: 83.569% (6846/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s314ms | Loss: 0.476 | Acc: 83.570% (6953/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s673ms | Loss: 0.476 | Acc: 83.511% (7055/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 24s42ms | Loss: 0.476 | Acc: 83.512% (7162/8576) 67/391 [===========>.....................................................] Step: 354ms | Tot: 24s397ms | Loss: 0.476 | Acc: 83.513% (7269/8704) 68/391 [===========>.....................................................] Step: 359ms | Tot: 24s756ms | Loss: 0.475 | Acc: 83.526% (7377/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s118ms | Loss: 0.475 | Acc: 83.549% (7486/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s485ms | Loss: 0.477 | Acc: 83.484% (7587/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s853ms | Loss: 0.476 | Acc: 83.496% (7695/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s217ms | Loss: 0.475 | Acc: 83.530% (7805/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 26s577ms | Loss: 0.474 | Acc: 83.615% (7920/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 26s941ms | Loss: 0.475 | Acc: 83.573% (8023/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s298ms | Loss: 0.476 | Acc: 83.512% (8124/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s662ms | Loss: 0.474 | Acc: 83.624% (8242/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s26ms | Loss: 0.474 | Acc: 83.644% (8351/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s384ms | Loss: 0.474 | Acc: 83.633% (8457/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s747ms | Loss: 0.474 | Acc: 83.623% (8563/10240) 80/391 [=============>...................................................] Step: 373ms | Tot: 29s121ms | Loss: 0.473 | Acc: 83.642% (8672/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s481ms | Loss: 0.472 | Acc: 83.651% (8780/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s846ms | Loss: 0.472 | Acc: 83.669% (8889/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s211ms | Loss: 0.471 | Acc: 83.668% (8996/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s579ms | Loss: 0.471 | Acc: 83.695% (9106/10880) 85/391 [==============>..................................................] Step: 367ms | Tot: 30s946ms | Loss: 0.469 | Acc: 83.739% (9218/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s304ms | Loss: 0.470 | Acc: 83.684% (9319/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s668ms | Loss: 0.468 | Acc: 83.736% (9432/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s31ms | Loss: 0.468 | Acc: 83.743% (9540/11392) 89/391 [==============>..................................................] Step: 369ms | Tot: 32s401ms | Loss: 0.468 | Acc: 83.750% (9648/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s765ms | Loss: 0.469 | Acc: 83.774% (9758/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s135ms | Loss: 0.468 | Acc: 83.806% (9869/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s494ms | Loss: 0.468 | Acc: 83.804% (9976/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 33s852ms | Loss: 0.469 | Acc: 83.810% (10084/12032) 94/391 [===============>.................................................] Step: 369ms | Tot: 34s221ms | Loss: 0.467 | Acc: 83.849% (10196/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s583ms | Loss: 0.469 | Acc: 83.830% (10301/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 34s941ms | Loss: 0.470 | Acc: 83.803% (10405/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s301ms | Loss: 0.470 | Acc: 83.793% (10511/12544) 98/391 [================>................................................] Step: 372ms | Tot: 35s673ms | Loss: 0.468 | Acc: 83.838% (10624/12672) 99/391 [================>................................................] Step: 368ms | Tot: 36s41ms | Loss: 0.469 | Acc: 83.859% (10734/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s405ms | Loss: 0.469 | Acc: 83.849% (10840/12928) 101/391 [================>................................................] Step: 366ms | Tot: 36s771ms | Loss: 0.470 | Acc: 83.816% (10943/13056) 102/391 [================>................................................] Step: 371ms | Tot: 37s143ms | Loss: 0.470 | Acc: 83.829% (11052/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s510ms | Loss: 0.470 | Acc: 83.827% (11159/13312) 104/391 [=================>...............................................] Step: 373ms | Tot: 37s883ms | Loss: 0.471 | Acc: 83.802% (11263/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s250ms | Loss: 0.472 | Acc: 83.756% (11364/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s607ms | Loss: 0.472 | Acc: 83.762% (11472/13696) 107/391 [=================>...............................................] Step: 388ms | Tot: 38s995ms | Loss: 0.472 | Acc: 83.775% (11581/13824) 108/391 [=================>...............................................] Step: 374ms | Tot: 39s370ms | Loss: 0.472 | Acc: 83.737% (11683/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s736ms | Loss: 0.472 | Acc: 83.707% (11786/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s102ms | Loss: 0.472 | Acc: 83.699% (11892/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s465ms | Loss: 0.472 | Acc: 83.698% (11999/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 40s827ms | Loss: 0.472 | Acc: 83.732% (12111/14464) 113/391 [==================>..............................................] Step: 368ms | Tot: 41s196ms | Loss: 0.471 | Acc: 83.717% (12216/14592) 114/391 [==================>..............................................] Step: 374ms | Tot: 41s570ms | Loss: 0.471 | Acc: 83.723% (12324/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 41s935ms | Loss: 0.472 | Acc: 83.695% (12427/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s311ms | Loss: 0.472 | Acc: 83.707% (12536/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s674ms | Loss: 0.471 | Acc: 83.693% (12641/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s39ms | Loss: 0.473 | Acc: 83.607% (12735/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s400ms | Loss: 0.474 | Acc: 83.568% (12836/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s761ms | Loss: 0.473 | Acc: 83.574% (12944/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s122ms | Loss: 0.476 | Acc: 83.478% (13036/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 44s485ms | Loss: 0.476 | Acc: 83.454% (13139/15744) 123/391 [====================>............................................] Step: 357ms | Tot: 44s843ms | Loss: 0.476 | Acc: 83.493% (13252/15872) 124/391 [====================>............................................] Step: 368ms | Tot: 45s211ms | Loss: 0.475 | Acc: 83.513% (13362/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 45s577ms | Loss: 0.476 | Acc: 83.451% (13459/16128) 126/391 [====================>............................................] Step: 380ms | Tot: 45s958ms | Loss: 0.476 | Acc: 83.446% (13565/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s318ms | Loss: 0.475 | Acc: 83.496% (13680/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s675ms | Loss: 0.474 | Acc: 83.557% (13797/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 47s34ms | Loss: 0.473 | Acc: 83.576% (13907/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s400ms | Loss: 0.473 | Acc: 83.552% (14010/16768) 131/391 [=====================>...........................................] Step: 361ms | Tot: 47s761ms | Loss: 0.474 | Acc: 83.511% (14110/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 48s122ms | Loss: 0.475 | Acc: 83.494% (14214/17024) 133/391 [======================>..........................................] Step: 374ms | Tot: 48s497ms | Loss: 0.474 | Acc: 83.483% (14319/17152) 134/391 [======================>..........................................] Step: 373ms | Tot: 48s870ms | Loss: 0.475 | Acc: 83.472% (14424/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s232ms | Loss: 0.475 | Acc: 83.467% (14530/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 49s591ms | Loss: 0.475 | Acc: 83.485% (14640/17536) 137/391 [======================>..........................................] Step: 354ms | Tot: 49s946ms | Loss: 0.474 | Acc: 83.514% (14752/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 50s303ms | Loss: 0.474 | Acc: 83.509% (14858/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s663ms | Loss: 0.474 | Acc: 83.527% (14968/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s25ms | Loss: 0.473 | Acc: 83.533% (15076/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s387ms | Loss: 0.473 | Acc: 83.555% (15187/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s744ms | Loss: 0.473 | Acc: 83.561% (15295/18304) 143/391 [=======================>.........................................] Step: 375ms | Tot: 52s119ms | Loss: 0.473 | Acc: 83.567% (15403/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 52s480ms | Loss: 0.472 | Acc: 83.578% (15512/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s839ms | Loss: 0.473 | Acc: 83.535% (15611/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s202ms | Loss: 0.473 | Acc: 83.535% (15718/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s565ms | Loss: 0.472 | Acc: 83.541% (15826/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 53s927ms | Loss: 0.473 | Acc: 83.536% (15932/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s287ms | Loss: 0.474 | Acc: 83.526% (16037/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 54s644ms | Loss: 0.474 | Acc: 83.526% (16144/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 55s7ms | Loss: 0.473 | Acc: 83.568% (16259/19456) 152/391 [=========================>.......................................] Step: 367ms | Tot: 55s375ms | Loss: 0.473 | Acc: 83.573% (16367/19584) 153/391 [=========================>.......................................] Step: 356ms | Tot: 55s731ms | Loss: 0.472 | Acc: 83.589% (16477/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 56s90ms | Loss: 0.472 | Acc: 83.589% (16584/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s450ms | Loss: 0.474 | Acc: 83.519% (16677/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s811ms | Loss: 0.474 | Acc: 83.489% (16778/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s171ms | Loss: 0.474 | Acc: 83.470% (16881/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s534ms | Loss: 0.475 | Acc: 83.451% (16984/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 57s897ms | Loss: 0.475 | Acc: 83.433% (17087/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 58s264ms | Loss: 0.476 | Acc: 83.395% (17186/20608) 161/391 [==========================>......................................] Step: 371ms | Tot: 58s635ms | Loss: 0.476 | Acc: 83.382% (17290/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 58s994ms | Loss: 0.476 | Acc: 83.407% (17402/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 59s354ms | Loss: 0.475 | Acc: 83.417% (17511/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 59s717ms | Loss: 0.475 | Acc: 83.438% (17622/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m81ms | Loss: 0.473 | Acc: 83.486% (17739/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m439ms | Loss: 0.473 | Acc: 83.477% (17844/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m799ms | Loss: 0.473 | Acc: 83.496% (17955/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.492% (18061/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.506% (18171/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.498% (18276/21888) 171/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.521% (18388/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.517% (18494/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.474 | Acc: 83.490% (18595/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.474 | Acc: 83.496% (18703/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.518% (18815/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.472 | Acc: 83.528% (18924/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.473 | Acc: 83.515% (19028/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.472 | Acc: 83.515% (19135/22912) 179/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.472 | Acc: 83.533% (19246/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.472 | Acc: 83.516% (19349/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m5s | Loss: 0.472 | Acc: 83.508% (19454/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.472 | Acc: 83.496% (19558/23424) 183/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.473 | Acc: 83.454% (19655/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.473 | Acc: 83.467% (19765/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.468% (19872/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.456% (19976/23936) 187/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.472 | Acc: 83.477% (20088/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.472 | Acc: 83.478% (20195/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.473 | Acc: 83.454% (20296/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.438% (20399/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.439% (20506/24576) 192/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.412% (20606/24704) 193/391 [================================>................................] Step: 372ms | Tot: 1m10s | Loss: 0.474 | Acc: 83.441% (20720/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.473 | Acc: 83.450% (20829/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.473 | Acc: 83.458% (20938/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.473 | Acc: 83.459% (21045/25216) 197/391 [================================>................................] Step: 375ms | Tot: 1m11s | Loss: 0.474 | Acc: 83.467% (21154/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.474 | Acc: 83.452% (21257/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.475 | Acc: 83.441% (21361/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.475 | Acc: 83.438% (21467/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.475 | Acc: 83.412% (21567/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.475 | Acc: 83.409% (21673/25984) 203/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.475 | Acc: 83.414% (21781/26112) 204/391 [=================================>...............................] Step: 375ms | Tot: 1m14s | Loss: 0.476 | Acc: 83.392% (21882/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.475 | Acc: 83.389% (21988/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m15s | Loss: 0.476 | Acc: 83.375% (22091/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.476 | Acc: 83.376% (22198/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.477 | Acc: 83.362% (22301/26752) 209/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.476 | Acc: 83.378% (22412/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.477 | Acc: 83.372% (22517/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.478 | Acc: 83.362% (22621/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.477 | Acc: 83.366% (22729/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.477 | Acc: 83.364% (22835/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.478 | Acc: 83.350% (22938/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.478 | Acc: 83.359% (23047/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.478 | Acc: 83.360% (23154/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.478 | Acc: 83.361% (23261/27904) 218/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.478 | Acc: 83.365% (23369/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.478 | Acc: 83.349% (23471/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.478 | Acc: 83.364% (23582/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.478 | Acc: 83.347% (23684/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.479 | Acc: 83.342% (23789/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.478 | Acc: 83.357% (23900/28672) 224/391 [=====================================>...........................] Step: 389ms | Tot: 1m21s | Loss: 0.478 | Acc: 83.372% (24011/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.478 | Acc: 83.376% (24119/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.478 | Acc: 83.377% (24226/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.478 | Acc: 83.388% (24336/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.477 | Acc: 83.403% (24447/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.477 | Acc: 83.410% (24556/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.478 | Acc: 83.408% (24662/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.478 | Acc: 83.385% (24762/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.478 | Acc: 83.386% (24869/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.478 | Acc: 83.417% (24985/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.478 | Acc: 83.408% (25089/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.478 | Acc: 83.405% (25195/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.478 | Acc: 83.406% (25302/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.478 | Acc: 83.403% (25408/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.478 | Acc: 83.394% (25512/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.478 | Acc: 83.385% (25616/30720) 240/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.479 | Acc: 83.364% (25716/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.479 | Acc: 83.352% (25819/30976) 242/391 [========================================>........................] Step: 377ms | Tot: 1m28s | Loss: 0.479 | Acc: 83.353% (25926/31104) 243/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.479 | Acc: 83.354% (26033/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.480 | Acc: 83.348% (26138/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.359% (26248/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.331% (26346/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.345% (26457/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.479 | Acc: 83.330% (26559/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.480 | Acc: 83.328% (26665/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.479 | Acc: 83.335% (26774/32128) 251/391 [=========================================>.......................] Step: 376ms | Tot: 1m31s | Loss: 0.479 | Acc: 83.318% (26875/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.479 | Acc: 83.319% (26982/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.479 | Acc: 83.305% (27084/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.479 | Acc: 83.303% (27190/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.479 | Acc: 83.307% (27298/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.479 | Acc: 83.308% (27405/32896) 257/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.479 | Acc: 83.315% (27514/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.479 | Acc: 83.322% (27623/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.479 | Acc: 83.323% (27730/33280) 260/391 [===========================================>.....................] Step: 371ms | Tot: 1m34s | Loss: 0.479 | Acc: 83.351% (27846/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.478 | Acc: 83.361% (27956/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.478 | Acc: 83.365% (28064/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.478 | Acc: 83.375% (28174/33792) 264/391 [===========================================>.....................] Step: 375ms | Tot: 1m36s | Loss: 0.478 | Acc: 83.373% (28280/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.478 | Acc: 83.388% (28392/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.478 | Acc: 83.368% (28492/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.478 | Acc: 83.355% (28594/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.479 | Acc: 83.361% (28703/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.478 | Acc: 83.365% (28811/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.479 | Acc: 83.360% (28916/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.479 | Acc: 83.358% (29022/34816) 272/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.479 | Acc: 83.365% (29131/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.479 | Acc: 83.360% (29236/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.479 | Acc: 83.372% (29347/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.478 | Acc: 83.384% (29458/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.478 | Acc: 83.385% (29565/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.479 | Acc: 83.375% (29668/35584) 278/391 [==============================================>..................] Step: 379ms | Tot: 1m41s | Loss: 0.478 | Acc: 83.384% (29778/35712) 279/391 [==============================================>..................] Step: 378ms | Tot: 1m41s | Loss: 0.478 | Acc: 83.396% (29889/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.478 | Acc: 83.407% (30000/35968) 281/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.478 | Acc: 83.397% (30103/36096) 282/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.478 | Acc: 83.392% (30208/36224) 283/391 [===============================================>.................] Step: 375ms | Tot: 1m43s | Loss: 0.478 | Acc: 83.393% (30315/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.478 | Acc: 83.405% (30426/36480) 285/391 [===============================================>.................] Step: 376ms | Tot: 1m43s | Loss: 0.479 | Acc: 83.400% (30531/36608) 286/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.478 | Acc: 83.417% (30644/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.478 | Acc: 83.431% (30756/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.478 | Acc: 83.432% (30863/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.479 | Acc: 83.408% (30961/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.478 | Acc: 83.411% (31069/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.479 | Acc: 83.417% (31178/37376) 292/391 [================================================>................] Step: 378ms | Tot: 1m46s | Loss: 0.479 | Acc: 83.412% (31283/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m46s | Loss: 0.479 | Acc: 83.392% (31382/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.479 | Acc: 83.390% (31488/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.479 | Acc: 83.398% (31598/37888) 296/391 [=================================================>...............] Step: 372ms | Tot: 1m47s | Loss: 0.479 | Acc: 83.407% (31708/38016) 297/391 [=================================================>...............] Step: 380ms | Tot: 1m48s | Loss: 0.479 | Acc: 83.421% (31820/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.479 | Acc: 83.393% (31916/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.480 | Acc: 83.378% (32017/38400) 300/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.480 | Acc: 83.365% (32119/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.481 | Acc: 83.361% (32224/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.351% (32327/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.480 | Acc: 83.370% (32441/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.361% (32544/39040) 305/391 [==================================================>..............] Step: 376ms | Tot: 1m51s | Loss: 0.481 | Acc: 83.333% (32640/39168) 306/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.482 | Acc: 83.309% (32737/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.482 | Acc: 83.312% (32845/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.482 | Acc: 83.316% (32953/39552) 309/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.482 | Acc: 83.314% (33059/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.482 | Acc: 83.310% (33164/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.321% (33275/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.314% (33379/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.335% (33494/40192) 314/391 [====================================================>............] Step: 373ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.336% (33601/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.324% (33703/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.482 | Acc: 83.335% (33814/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.482 | Acc: 83.333% (33920/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.483 | Acc: 83.324% (34023/40832) 319/391 [=====================================================>...........] Step: 374ms | Tot: 1m56s | Loss: 0.482 | Acc: 83.328% (34131/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.483 | Acc: 83.321% (34235/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.483 | Acc: 83.337% (34348/41216) 322/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.482 | Acc: 83.352% (34461/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.482 | Acc: 83.357% (34570/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.370% (34682/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.354% (34782/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.348% (34886/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.482 | Acc: 83.351% (34994/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.483 | Acc: 83.316% (35086/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.483 | Acc: 83.317% (35193/42240) 330/391 [======================================================>..........] Step: 368ms | Tot: 2m253ms | Loss: 0.483 | Acc: 83.311% (35297/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m612ms | Loss: 0.484 | Acc: 83.300% (35399/42496) 332/391 [=======================================================>.........] Step: 374ms | Tot: 2m987ms | Loss: 0.484 | Acc: 83.305% (35508/42624) 333/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.484 | Acc: 83.301% (35613/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.484 | Acc: 83.300% (35719/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.484 | Acc: 83.308% (35829/43008) 336/391 [=======================================================>.........] Step: 355ms | Tot: 2m2s | Loss: 0.484 | Acc: 83.304% (35934/43136) 337/391 [========================================================>........] Step: 362ms | Tot: 2m2s | Loss: 0.484 | Acc: 83.303% (36040/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.484 | Acc: 83.310% (36150/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.484 | Acc: 83.293% (36249/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.484 | Acc: 83.294% (36356/43648) 341/391 [========================================================>........] Step: 371ms | Tot: 2m4s | Loss: 0.484 | Acc: 83.297% (36464/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.484 | Acc: 83.304% (36574/43904) 343/391 [=========================================================>.......] Step: 355ms | Tot: 2m4s | Loss: 0.484 | Acc: 83.305% (36681/44032) 344/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.484 | Acc: 83.295% (36783/44160) 345/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.484 | Acc: 83.302% (36893/44288) 346/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.484 | Acc: 83.301% (36999/44416) 347/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.484 | Acc: 83.295% (37103/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.484 | Acc: 83.289% (37207/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.484 | Acc: 83.270% (37305/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.484 | Acc: 83.271% (37412/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.485 | Acc: 83.256% (37512/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.485 | Acc: 83.246% (37614/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.485 | Acc: 83.245% (37720/45312) 354/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.485 | Acc: 83.239% (37824/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.485 | Acc: 83.240% (37931/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.485 | Acc: 83.252% (38043/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.485 | Acc: 83.249% (38148/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.485 | Acc: 83.261% (38260/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.485 | Acc: 83.266% (38369/46080) 360/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.485 | Acc: 83.269% (38477/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.485 | Acc: 83.268% (38583/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m11s | Loss: 0.485 | Acc: 83.271% (38691/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.485 | Acc: 83.272% (38798/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.485 | Acc: 83.268% (38903/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.485 | Acc: 83.269% (39010/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m13s | Loss: 0.484 | Acc: 83.285% (39124/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.485 | Acc: 83.277% (39227/47104) 368/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.485 | Acc: 83.272% (39331/47232) 369/391 [=============================================================>...] Step: 372ms | Tot: 2m14s | Loss: 0.485 | Acc: 83.254% (39429/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.485 | Acc: 83.261% (39539/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.485 | Acc: 83.262% (39646/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.485 | Acc: 83.254% (39749/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m15s | Loss: 0.486 | Acc: 83.245% (39851/47872) 374/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.486 | Acc: 83.242% (39956/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.486 | Acc: 83.247% (40065/48128) 376/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.486 | Acc: 83.256% (40176/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.485 | Acc: 83.257% (40283/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.486 | Acc: 83.254% (40388/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.486 | Acc: 83.252% (40494/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.486 | Acc: 83.251% (40600/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.486 | Acc: 83.244% (40703/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.486 | Acc: 83.229% (40802/49024) 383/391 [===============================================================>.] Step: 377ms | Tot: 2m19s | Loss: 0.487 | Acc: 83.226% (40907/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.486 | Acc: 83.226% (41014/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.487 | Acc: 83.219% (41117/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.487 | Acc: 83.218% (41223/49536) 387/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.487 | Acc: 83.213% (41327/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.487 | Acc: 83.202% (41428/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.487 | Acc: 83.207% (41537/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m22s | Loss: 0.487 | Acc: 83.208% (41604/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 2ms | Loss: 0.871 | Acc: 69.000% (69/100) 1/100 [>................................................................] Step: 294ms | Tot: 296ms | Loss: 0.798 | Acc: 71.500% (143/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 593ms | Loss: 0.789 | Acc: 73.000% (219/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 887ms | Loss: 0.801 | Acc: 72.750% (291/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s181ms | Loss: 0.794 | Acc: 73.000% (365/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s483ms | Loss: 0.772 | Acc: 73.833% (443/600) 6/100 [===>.............................................................] Step: 291ms | Tot: 1s774ms | Loss: 0.788 | Acc: 73.429% (514/700) 7/100 [====>............................................................] Step: 309ms | Tot: 2s84ms | Loss: 0.822 | Acc: 72.375% (579/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s390ms | Loss: 0.838 | Acc: 72.444% (652/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s692ms | Loss: 0.828 | Acc: 72.800% (728/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 2s999ms | Loss: 0.839 | Acc: 72.909% (802/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s298ms | Loss: 0.831 | Acc: 72.917% (875/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s605ms | Loss: 0.827 | Acc: 73.077% (950/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s913ms | Loss: 0.824 | Acc: 73.357% (1027/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s212ms | Loss: 0.812 | Acc: 73.733% (1106/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s516ms | Loss: 0.818 | Acc: 73.375% (1174/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s822ms | Loss: 0.812 | Acc: 73.588% (1251/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s126ms | Loss: 0.817 | Acc: 73.389% (1321/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s432ms | Loss: 0.830 | Acc: 73.316% (1393/1900) 19/100 [============>....................................................] Step: 296ms | Tot: 5s728ms | Loss: 0.846 | Acc: 72.750% (1455/2000) 20/100 [=============>...................................................] Step: 295ms | Tot: 6s24ms | Loss: 0.842 | Acc: 72.762% (1528/2100) 21/100 [=============>...................................................] Step: 297ms | Tot: 6s321ms | Loss: 0.833 | Acc: 72.955% (1605/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s632ms | Loss: 0.838 | Acc: 72.957% (1678/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s938ms | Loss: 0.835 | Acc: 73.167% (1756/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s245ms | Loss: 0.834 | Acc: 73.280% (1832/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s551ms | Loss: 0.853 | Acc: 72.808% (1893/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s853ms | Loss: 0.847 | Acc: 72.926% (1969/2700) 27/100 [=================>...............................................] Step: 299ms | Tot: 8s152ms | Loss: 0.848 | Acc: 73.000% (2044/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s454ms | Loss: 0.846 | Acc: 73.241% (2124/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s760ms | Loss: 0.844 | Acc: 73.333% (2200/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s63ms | Loss: 0.839 | Acc: 73.516% (2279/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s368ms | Loss: 0.832 | Acc: 73.750% (2360/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s674ms | Loss: 0.829 | Acc: 73.788% (2435/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 9s979ms | Loss: 0.830 | Acc: 73.559% (2501/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s285ms | Loss: 0.837 | Acc: 73.371% (2568/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s592ms | Loss: 0.837 | Acc: 73.611% (2650/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 10s898ms | Loss: 0.839 | Acc: 73.541% (2721/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s197ms | Loss: 0.840 | Acc: 73.368% (2788/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s498ms | Loss: 0.833 | Acc: 73.538% (2868/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s805ms | Loss: 0.828 | Acc: 73.675% (2947/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s108ms | Loss: 0.826 | Acc: 73.732% (3023/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s419ms | Loss: 0.826 | Acc: 73.786% (3099/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s721ms | Loss: 0.824 | Acc: 73.953% (3180/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s22ms | Loss: 0.824 | Acc: 73.932% (3253/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s327ms | Loss: 0.826 | Acc: 73.956% (3328/4500) 45/100 [=============================>...................................] Step: 317ms | Tot: 13s645ms | Loss: 0.824 | Acc: 73.978% (3403/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 13s955ms | Loss: 0.823 | Acc: 73.936% (3475/4700) 47/100 [==============================>..................................] Step: 299ms | Tot: 14s255ms | Loss: 0.826 | Acc: 73.875% (3546/4800) 48/100 [===============================>.................................] Step: 316ms | Tot: 14s571ms | Loss: 0.820 | Acc: 74.041% (3628/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s875ms | Loss: 0.824 | Acc: 73.880% (3694/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s184ms | Loss: 0.822 | Acc: 73.863% (3767/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s490ms | Loss: 0.824 | Acc: 73.788% (3837/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s792ms | Loss: 0.824 | Acc: 73.774% (3910/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s97ms | Loss: 0.823 | Acc: 73.889% (3990/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s406ms | Loss: 0.824 | Acc: 73.836% (4061/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s714ms | Loss: 0.824 | Acc: 73.857% (4136/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s17ms | Loss: 0.826 | Acc: 73.825% (4208/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s321ms | Loss: 0.825 | Acc: 73.845% (4283/5800) 58/100 [=====================================>...........................] Step: 314ms | Tot: 17s635ms | Loss: 0.827 | Acc: 73.729% (4350/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 17s936ms | Loss: 0.827 | Acc: 73.683% (4421/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s245ms | Loss: 0.830 | Acc: 73.623% (4491/6100) 61/100 [=======================================>.........................] Step: 314ms | Tot: 18s559ms | Loss: 0.826 | Acc: 73.710% (4570/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s863ms | Loss: 0.824 | Acc: 73.762% (4647/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s167ms | Loss: 0.822 | Acc: 73.844% (4726/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s479ms | Loss: 0.821 | Acc: 73.877% (4802/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 19s785ms | Loss: 0.823 | Acc: 73.788% (4870/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s91ms | Loss: 0.822 | Acc: 73.836% (4947/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s401ms | Loss: 0.824 | Acc: 73.794% (5018/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s707ms | Loss: 0.826 | Acc: 73.652% (5082/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s19ms | Loss: 0.831 | Acc: 73.543% (5148/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s320ms | Loss: 0.829 | Acc: 73.592% (5225/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s626ms | Loss: 0.829 | Acc: 73.611% (5300/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s930ms | Loss: 0.824 | Acc: 73.740% (5383/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s232ms | Loss: 0.822 | Acc: 73.784% (5460/7400) 74/100 [================================================>................] Step: 309ms | Tot: 22s541ms | Loss: 0.823 | Acc: 73.773% (5533/7500) 75/100 [================================================>................] Step: 305ms | Tot: 22s846ms | Loss: 0.824 | Acc: 73.724% (5603/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s150ms | Loss: 0.822 | Acc: 73.766% (5680/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s462ms | Loss: 0.823 | Acc: 73.808% (5757/7800) 78/100 [==================================================>..............] Step: 319ms | Tot: 23s781ms | Loss: 0.826 | Acc: 73.734% (5825/7900) 79/100 [===================================================>.............] Step: 314ms | Tot: 24s96ms | Loss: 0.825 | Acc: 73.750% (5900/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s406ms | Loss: 0.823 | Acc: 73.790% (5977/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s712ms | Loss: 0.820 | Acc: 73.902% (6060/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s15ms | Loss: 0.819 | Acc: 73.867% (6131/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s320ms | Loss: 0.819 | Acc: 73.893% (6207/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s625ms | Loss: 0.821 | Acc: 73.753% (6269/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 25s929ms | Loss: 0.821 | Acc: 73.721% (6340/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s235ms | Loss: 0.823 | Acc: 73.621% (6405/8700) 87/100 [========================================================>........] Step: 317ms | Tot: 26s553ms | Loss: 0.824 | Acc: 73.625% (6479/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 26s864ms | Loss: 0.827 | Acc: 73.607% (6551/8900) 89/100 [=========================================================>.......] Step: 325ms | Tot: 27s189ms | Loss: 0.829 | Acc: 73.567% (6621/9000) 90/100 [==========================================================>......] Step: 309ms | Tot: 27s499ms | Loss: 0.830 | Acc: 73.571% (6695/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s798ms | Loss: 0.828 | Acc: 73.641% (6775/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s108ms | Loss: 0.827 | Acc: 73.677% (6852/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s415ms | Loss: 0.827 | Acc: 73.702% (6928/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s718ms | Loss: 0.828 | Acc: 73.642% (6996/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s25ms | Loss: 0.826 | Acc: 73.698% (7075/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s331ms | Loss: 0.825 | Acc: 73.711% (7150/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s641ms | Loss: 0.828 | Acc: 73.643% (7217/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 29s946ms | Loss: 0.828 | Acc: 73.646% (7291/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s251ms | Loss: 0.829 | Acc: 73.640% (7364/10000) 100/100 + +Epoch: 28 + [>................................................................] Step: 595ms | Tot: 2ms | Loss: 0.543 | Acc: 80.469% (103/128) 1/391 [>................................................................] Step: 380ms | Tot: 382ms | Loss: 0.552 | Acc: 82.031% (210/256) 2/391 [>................................................................] Step: 378ms | Tot: 760ms | Loss: 0.496 | Acc: 82.552% (317/384) 3/391 [>................................................................] Step: 365ms | Tot: 1s126ms | Loss: 0.488 | Acc: 83.789% (429/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s487ms | Loss: 0.462 | Acc: 84.219% (539/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s856ms | Loss: 0.461 | Acc: 84.766% (651/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s225ms | Loss: 0.476 | Acc: 84.152% (754/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s595ms | Loss: 0.481 | Acc: 83.496% (855/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 2s955ms | Loss: 0.498 | Acc: 82.726% (953/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s319ms | Loss: 0.498 | Acc: 82.812% (1060/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s683ms | Loss: 0.495 | Acc: 82.955% (1168/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s46ms | Loss: 0.499 | Acc: 82.878% (1273/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s404ms | Loss: 0.497 | Acc: 82.993% (1381/1664) 13/391 [==>..............................................................] Step: 377ms | Tot: 4s782ms | Loss: 0.493 | Acc: 83.147% (1490/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s144ms | Loss: 0.492 | Acc: 83.333% (1600/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s512ms | Loss: 0.498 | Acc: 83.398% (1708/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s870ms | Loss: 0.494 | Acc: 83.410% (1815/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s236ms | Loss: 0.491 | Acc: 83.507% (1924/2304) 18/391 [==>..............................................................] Step: 382ms | Tot: 6s618ms | Loss: 0.487 | Acc: 83.758% (2037/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s973ms | Loss: 0.490 | Acc: 83.672% (2142/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s332ms | Loss: 0.486 | Acc: 83.705% (2250/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s697ms | Loss: 0.486 | Acc: 83.736% (2358/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s63ms | Loss: 0.487 | Acc: 83.696% (2464/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s427ms | Loss: 0.489 | Acc: 83.464% (2564/3072) 24/391 [===>.............................................................] Step: 372ms | Tot: 8s800ms | Loss: 0.494 | Acc: 83.250% (2664/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s154ms | Loss: 0.491 | Acc: 83.323% (2773/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s517ms | Loss: 0.489 | Acc: 83.362% (2881/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s879ms | Loss: 0.487 | Acc: 83.510% (2993/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s239ms | Loss: 0.488 | Acc: 83.540% (3101/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s602ms | Loss: 0.486 | Acc: 83.672% (3213/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s962ms | Loss: 0.485 | Acc: 83.695% (3321/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s324ms | Loss: 0.482 | Acc: 83.740% (3430/4096) 32/391 [=====>...........................................................] Step: 369ms | Tot: 11s693ms | Loss: 0.488 | Acc: 83.523% (3528/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s60ms | Loss: 0.486 | Acc: 83.548% (3636/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s422ms | Loss: 0.485 | Acc: 83.527% (3742/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s786ms | Loss: 0.486 | Acc: 83.442% (3845/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s150ms | Loss: 0.485 | Acc: 83.467% (3953/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s513ms | Loss: 0.483 | Acc: 83.655% (4069/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s867ms | Loss: 0.481 | Acc: 83.694% (4178/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s225ms | Loss: 0.482 | Acc: 83.633% (4282/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s590ms | Loss: 0.480 | Acc: 83.708% (4393/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 14s947ms | Loss: 0.480 | Acc: 83.780% (4504/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s307ms | Loss: 0.480 | Acc: 83.830% (4614/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s668ms | Loss: 0.482 | Acc: 83.754% (4717/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s31ms | Loss: 0.480 | Acc: 83.819% (4828/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s391ms | Loss: 0.481 | Acc: 83.713% (4929/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s750ms | Loss: 0.482 | Acc: 83.743% (5038/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s110ms | Loss: 0.482 | Acc: 83.675% (5141/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s469ms | Loss: 0.481 | Acc: 83.642% (5246/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s830ms | Loss: 0.483 | Acc: 83.609% (5351/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s189ms | Loss: 0.482 | Acc: 83.594% (5457/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s558ms | Loss: 0.481 | Acc: 83.639% (5567/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s920ms | Loss: 0.482 | Acc: 83.638% (5674/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s278ms | Loss: 0.485 | Acc: 83.521% (5773/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s641ms | Loss: 0.486 | Acc: 83.523% (5880/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s | Loss: 0.482 | Acc: 83.608% (5993/7168) 56/391 [=========>.......................................................] Step: 363ms | Tot: 20s364ms | Loss: 0.483 | Acc: 83.594% (6099/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s729ms | Loss: 0.483 | Acc: 83.648% (6210/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s93ms | Loss: 0.482 | Acc: 83.647% (6317/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s453ms | Loss: 0.481 | Acc: 83.568% (6418/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 21s820ms | Loss: 0.484 | Acc: 83.453% (6516/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 22s186ms | Loss: 0.484 | Acc: 83.430% (6621/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s547ms | Loss: 0.484 | Acc: 83.420% (6727/8064) 63/391 [==========>......................................................] Step: 354ms | Tot: 22s901ms | Loss: 0.483 | Acc: 83.472% (6838/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s268ms | Loss: 0.484 | Acc: 83.474% (6945/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s632ms | Loss: 0.484 | Acc: 83.475% (7052/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 23s988ms | Loss: 0.482 | Acc: 83.547% (7165/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 24s344ms | Loss: 0.481 | Acc: 83.559% (7273/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s713ms | Loss: 0.482 | Acc: 83.526% (7377/8832) 69/391 [===========>.....................................................] Step: 369ms | Tot: 25s82ms | Loss: 0.482 | Acc: 83.516% (7483/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s445ms | Loss: 0.482 | Acc: 83.484% (7587/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 25s815ms | Loss: 0.480 | Acc: 83.605% (7705/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s176ms | Loss: 0.479 | Acc: 83.669% (7818/9344) 73/391 [============>....................................................] Step: 376ms | Tot: 26s553ms | Loss: 0.481 | Acc: 83.657% (7924/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 26s912ms | Loss: 0.480 | Acc: 83.708% (8036/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s271ms | Loss: 0.481 | Acc: 83.686% (8141/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 27s642ms | Loss: 0.482 | Acc: 83.655% (8245/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s5ms | Loss: 0.482 | Acc: 83.584% (8345/9984) 78/391 [============>....................................................] Step: 368ms | Tot: 28s373ms | Loss: 0.482 | Acc: 83.564% (8450/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s738ms | Loss: 0.482 | Acc: 83.574% (8558/10240) 80/391 [=============>...................................................] Step: 367ms | Tot: 29s106ms | Loss: 0.482 | Acc: 83.574% (8665/10368) 81/391 [=============>...................................................] Step: 353ms | Tot: 29s459ms | Loss: 0.482 | Acc: 83.565% (8771/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s820ms | Loss: 0.482 | Acc: 83.584% (8880/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 30s181ms | Loss: 0.482 | Acc: 83.575% (8986/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s537ms | Loss: 0.482 | Acc: 83.502% (9085/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s898ms | Loss: 0.481 | Acc: 83.503% (9192/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s262ms | Loss: 0.481 | Acc: 83.504% (9299/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s628ms | Loss: 0.480 | Acc: 83.496% (9405/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 31s985ms | Loss: 0.479 | Acc: 83.559% (9519/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s350ms | Loss: 0.479 | Acc: 83.602% (9631/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s715ms | Loss: 0.477 | Acc: 83.671% (9746/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s74ms | Loss: 0.477 | Acc: 83.662% (9852/11776) 92/391 [===============>.................................................] Step: 356ms | Tot: 33s430ms | Loss: 0.477 | Acc: 83.636% (9956/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 33s800ms | Loss: 0.476 | Acc: 83.669% (10067/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 34s159ms | Loss: 0.478 | Acc: 83.618% (10168/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 34s532ms | Loss: 0.477 | Acc: 83.643% (10278/12288) 96/391 [===============>.................................................] Step: 356ms | Tot: 34s889ms | Loss: 0.478 | Acc: 83.618% (10382/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s250ms | Loss: 0.477 | Acc: 83.650% (10493/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s619ms | Loss: 0.477 | Acc: 83.673% (10603/12672) 99/391 [================>................................................] Step: 354ms | Tot: 35s974ms | Loss: 0.477 | Acc: 83.656% (10708/12800) 100/391 [================>................................................] Step: 352ms | Tot: 36s326ms | Loss: 0.478 | Acc: 83.617% (10810/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s692ms | Loss: 0.478 | Acc: 83.624% (10918/13056) 102/391 [================>................................................] Step: 354ms | Tot: 37s47ms | Loss: 0.478 | Acc: 83.647% (11028/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s407ms | Loss: 0.478 | Acc: 83.616% (11131/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 37s778ms | Loss: 0.478 | Acc: 83.631% (11240/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s142ms | Loss: 0.480 | Acc: 83.579% (11340/13568) 106/391 [=================>...............................................] Step: 353ms | Tot: 38s496ms | Loss: 0.479 | Acc: 83.586% (11448/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 38s857ms | Loss: 0.480 | Acc: 83.543% (11549/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s215ms | Loss: 0.480 | Acc: 83.544% (11656/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s578ms | Loss: 0.481 | Acc: 83.501% (11757/14080) 110/391 [==================>..............................................] Step: 364ms | Tot: 39s943ms | Loss: 0.481 | Acc: 83.502% (11864/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s299ms | Loss: 0.482 | Acc: 83.454% (11964/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s661ms | Loss: 0.482 | Acc: 83.428% (12067/14464) 113/391 [==================>..............................................] Step: 370ms | Tot: 41s31ms | Loss: 0.482 | Acc: 83.422% (12173/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s394ms | Loss: 0.483 | Acc: 83.370% (12272/14720) 115/391 [===================>.............................................] Step: 377ms | Tot: 41s771ms | Loss: 0.484 | Acc: 83.318% (12371/14848) 116/391 [===================>.............................................] Step: 356ms | Tot: 42s128ms | Loss: 0.485 | Acc: 83.307% (12476/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s491ms | Loss: 0.484 | Acc: 83.349% (12589/15104) 118/391 [===================>.............................................] Step: 361ms | Tot: 42s852ms | Loss: 0.483 | Acc: 83.416% (12706/15232) 119/391 [===================>.............................................] Step: 361ms | Tot: 43s214ms | Loss: 0.483 | Acc: 83.392% (12809/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s574ms | Loss: 0.482 | Acc: 83.439% (12923/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 43s940ms | Loss: 0.483 | Acc: 83.402% (13024/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s307ms | Loss: 0.483 | Acc: 83.416% (13133/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s672ms | Loss: 0.484 | Acc: 83.392% (13236/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s33ms | Loss: 0.484 | Acc: 83.375% (13340/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s391ms | Loss: 0.485 | Acc: 83.352% (13443/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s756ms | Loss: 0.485 | Acc: 83.360% (13551/16256) 127/391 [=====================>...........................................] Step: 355ms | Tot: 46s112ms | Loss: 0.485 | Acc: 83.344% (13655/16384) 128/391 [=====================>...........................................] Step: 355ms | Tot: 46s467ms | Loss: 0.485 | Acc: 83.333% (13760/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 46s829ms | Loss: 0.486 | Acc: 83.311% (13863/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s188ms | Loss: 0.485 | Acc: 83.307% (13969/16768) 131/391 [=====================>...........................................] Step: 367ms | Tot: 47s556ms | Loss: 0.485 | Acc: 83.274% (14070/16896) 132/391 [=====================>...........................................] Step: 354ms | Tot: 47s911ms | Loss: 0.485 | Acc: 83.288% (14179/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s267ms | Loss: 0.485 | Acc: 83.261% (14281/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s632ms | Loss: 0.485 | Acc: 83.258% (14387/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 48s998ms | Loss: 0.486 | Acc: 83.249% (14492/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s355ms | Loss: 0.485 | Acc: 83.286% (14605/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s720ms | Loss: 0.486 | Acc: 83.282% (14711/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s80ms | Loss: 0.485 | Acc: 83.307% (14822/17792) 139/391 [=======================>.........................................] Step: 361ms | Tot: 50s441ms | Loss: 0.485 | Acc: 83.298% (14927/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 50s810ms | Loss: 0.485 | Acc: 83.295% (15033/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s170ms | Loss: 0.486 | Acc: 83.291% (15139/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s531ms | Loss: 0.488 | Acc: 83.244% (15237/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 51s891ms | Loss: 0.487 | Acc: 83.247% (15344/18432) 144/391 [=======================>.........................................] Step: 356ms | Tot: 52s248ms | Loss: 0.487 | Acc: 83.227% (15447/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s609ms | Loss: 0.487 | Acc: 83.219% (15552/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 52s977ms | Loss: 0.486 | Acc: 83.259% (15666/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s341ms | Loss: 0.486 | Acc: 83.266% (15774/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 53s705ms | Loss: 0.486 | Acc: 83.269% (15881/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s72ms | Loss: 0.486 | Acc: 83.276% (15989/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 54s442ms | Loss: 0.486 | Acc: 83.299% (16100/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 54s808ms | Loss: 0.486 | Acc: 83.285% (16204/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s170ms | Loss: 0.486 | Acc: 83.282% (16310/19584) 153/391 [=========================>.......................................] Step: 357ms | Tot: 55s527ms | Loss: 0.486 | Acc: 83.269% (16414/19712) 154/391 [=========================>.......................................] Step: 366ms | Tot: 55s894ms | Loss: 0.487 | Acc: 83.246% (16516/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 56s251ms | Loss: 0.487 | Acc: 83.268% (16627/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 56s614ms | Loss: 0.487 | Acc: 83.275% (16735/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 56s981ms | Loss: 0.488 | Acc: 83.223% (16831/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s346ms | Loss: 0.488 | Acc: 83.191% (16931/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s708ms | Loss: 0.489 | Acc: 83.145% (17028/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s69ms | Loss: 0.489 | Acc: 83.147% (17135/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 58s422ms | Loss: 0.489 | Acc: 83.160% (17244/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 58s780ms | Loss: 0.489 | Acc: 83.138% (17346/20864) 163/391 [===========================>.....................................] Step: 362ms | Tot: 59s142ms | Loss: 0.490 | Acc: 83.122% (17449/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s498ms | Loss: 0.490 | Acc: 83.125% (17556/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 59s863ms | Loss: 0.490 | Acc: 83.142% (17666/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m222ms | Loss: 0.490 | Acc: 83.149% (17774/21376) 167/391 [===========================>.....................................] Step: 373ms | Tot: 1m596ms | Loss: 0.491 | Acc: 83.092% (17868/21504) 168/391 [===========================>.....................................] Step: 357ms | Tot: 1m953ms | Loss: 0.491 | Acc: 83.090% (17974/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.491 | Acc: 83.088% (18080/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.490 | Acc: 83.087% (18186/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.490 | Acc: 83.071% (18289/22016) 172/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.490 | Acc: 83.052% (18391/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.491 | Acc: 83.055% (18498/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.491 | Acc: 83.067% (18607/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.490 | Acc: 83.097% (18720/22528) 176/391 [=============================>...................................] Step: 371ms | Tot: 1m3s | Loss: 0.491 | Acc: 83.077% (18822/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.490 | Acc: 83.098% (18933/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.490 | Acc: 83.122% (19045/22912) 179/391 [=============================>...................................] Step: 348ms | Tot: 1m4s | Loss: 0.490 | Acc: 83.108% (19148/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.490 | Acc: 83.110% (19255/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.490 | Acc: 83.117% (19363/23296) 182/391 [==============================>..................................] Step: 354ms | Tot: 1m5s | Loss: 0.490 | Acc: 83.099% (19465/23424) 183/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.490 | Acc: 83.114% (19575/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.489 | Acc: 83.104% (19679/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.115% (19788/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.117% (19895/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.120% (20002/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.488 | Acc: 83.114% (20107/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.488 | Acc: 83.109% (20212/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.489 | Acc: 83.111% (20319/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.489 | Acc: 83.093% (20421/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.488 | Acc: 83.124% (20535/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m9s | Loss: 0.488 | Acc: 83.098% (20635/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.488 | Acc: 83.093% (20740/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.487 | Acc: 83.127% (20855/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.488 | Acc: 83.110% (20957/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.489 | Acc: 83.097% (21060/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.489 | Acc: 83.064% (21158/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.489 | Acc: 83.082% (21269/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.489 | Acc: 83.065% (21371/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.490 | Acc: 83.045% (21472/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.043% (21578/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.058% (21688/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.490 | Acc: 83.060% (21795/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.490 | Acc: 83.070% (21904/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.490 | Acc: 83.046% (22004/26496) 207/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.490 | Acc: 83.060% (22114/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.491 | Acc: 83.048% (22217/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.491 | Acc: 83.069% (22329/26880) 210/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.491 | Acc: 83.072% (22436/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.491 | Acc: 83.048% (22536/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m16s | Loss: 0.490 | Acc: 83.066% (22647/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.491 | Acc: 83.046% (22748/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.490 | Acc: 83.034% (22851/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.490 | Acc: 83.055% (22963/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.490 | Acc: 83.054% (23069/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.490 | Acc: 83.053% (23175/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.490 | Acc: 83.027% (23274/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.490 | Acc: 83.015% (23377/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.490 | Acc: 83.025% (23486/28288) 221/391 [====================================>............................] Step: 375ms | Tot: 1m20s | Loss: 0.490 | Acc: 83.006% (23587/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.490 | Acc: 82.988% (23688/28544) 223/391 [=====================================>...........................] Step: 359ms | Tot: 1m20s | Loss: 0.490 | Acc: 82.980% (23792/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.490 | Acc: 82.979% (23898/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.491 | Acc: 82.965% (24000/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.491 | Acc: 82.967% (24107/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.491 | Acc: 82.970% (24214/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.490 | Acc: 82.993% (24327/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m22s | Loss: 0.490 | Acc: 82.986% (24431/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.490 | Acc: 82.999% (24541/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.491 | Acc: 82.981% (24642/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.491 | Acc: 82.977% (24747/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.492 | Acc: 82.959% (24848/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.492 | Acc: 82.955% (24953/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.492 | Acc: 82.952% (25058/30208) 236/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.492 | Acc: 82.934% (25159/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.492 | Acc: 82.927% (25263/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.492 | Acc: 82.933% (25371/30592) 239/391 [=======================================>.........................] Step: 373ms | Tot: 1m26s | Loss: 0.492 | Acc: 82.923% (25474/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.492 | Acc: 82.929% (25582/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.492 | Acc: 82.925% (25687/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m27s | Loss: 0.492 | Acc: 82.931% (25795/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.491 | Acc: 82.928% (25900/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.491 | Acc: 82.937% (26009/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.491 | Acc: 82.927% (26112/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.491 | Acc: 82.926% (26218/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.492 | Acc: 82.916% (26321/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m29s | Loss: 0.492 | Acc: 82.894% (26420/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.492 | Acc: 82.897% (26527/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.492 | Acc: 82.912% (26638/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.492 | Acc: 82.915% (26745/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.492 | Acc: 82.899% (26846/32384) 253/391 [==========================================>......................] Step: 363ms | Tot: 1m31s | Loss: 0.492 | Acc: 82.911% (26956/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.492 | Acc: 82.895% (27057/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.492 | Acc: 82.895% (27163/32768) 256/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.492 | Acc: 82.913% (27275/32896) 257/391 [==========================================>......................] Step: 376ms | Tot: 1m33s | Loss: 0.492 | Acc: 82.903% (27378/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.492 | Acc: 82.918% (27489/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m33s | Loss: 0.493 | Acc: 82.909% (27592/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.492 | Acc: 82.923% (27703/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.492 | Acc: 82.929% (27811/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.492 | Acc: 82.925% (27916/33664) 263/391 [===========================================>.....................] Step: 376ms | Tot: 1m35s | Loss: 0.492 | Acc: 82.916% (28019/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.492 | Acc: 82.939% (28133/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.492 | Acc: 82.924% (28234/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.492 | Acc: 82.924% (28340/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.492 | Acc: 82.917% (28444/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.492 | Acc: 82.905% (28546/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.492 | Acc: 82.917% (28656/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.493 | Acc: 82.908% (28759/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.493 | Acc: 82.907% (28865/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.493 | Acc: 82.907% (28971/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.492 | Acc: 82.924% (29083/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.492 | Acc: 82.920% (29188/35200) 275/391 [=============================================>...................] Step: 373ms | Tot: 1m39s | Loss: 0.492 | Acc: 82.926% (29296/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.492 | Acc: 82.920% (29400/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.492 | Acc: 82.916% (29505/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.492 | Acc: 82.919% (29612/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.493 | Acc: 82.919% (29718/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.493 | Acc: 82.907% (29820/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.493 | Acc: 82.901% (29924/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.493 | Acc: 82.912% (30034/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m42s | Loss: 0.493 | Acc: 82.917% (30142/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m42s | Loss: 0.492 | Acc: 82.928% (30252/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.492 | Acc: 82.922% (30356/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.492 | Acc: 82.919% (30461/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.492 | Acc: 82.924% (30569/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.492 | Acc: 82.945% (30683/36992) 289/391 [================================================>................] Step: 372ms | Tot: 1m44s | Loss: 0.492 | Acc: 82.961% (30795/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.491 | Acc: 82.979% (30908/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.491 | Acc: 82.997% (31021/37376) 292/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.491 | Acc: 82.988% (31124/37504) 293/391 [================================================>................] Step: 378ms | Tot: 1m46s | Loss: 0.492 | Acc: 82.972% (31224/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.492 | Acc: 82.953% (31323/37760) 295/391 [=================================================>...............] Step: 354ms | Tot: 1m46s | Loss: 0.492 | Acc: 82.950% (31428/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.492 | Acc: 82.928% (31526/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.492 | Acc: 82.930% (31633/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.492 | Acc: 82.938% (31742/38272) 299/391 [=================================================>...............] Step: 354ms | Tot: 1m48s | Loss: 0.491 | Acc: 82.964% (31858/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.492 | Acc: 82.966% (31965/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.491 | Acc: 82.981% (32077/38656) 302/391 [==================================================>..............] Step: 372ms | Tot: 1m49s | Loss: 0.492 | Acc: 82.970% (32179/38784) 303/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.492 | Acc: 82.967% (32284/38912) 304/391 [==================================================>..............] Step: 374ms | Tot: 1m50s | Loss: 0.492 | Acc: 82.976% (32394/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.492 | Acc: 82.986% (32504/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.491 | Acc: 83.001% (32616/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.491 | Acc: 82.995% (32720/39424) 308/391 [===================================================>.............] Step: 372ms | Tot: 1m51s | Loss: 0.491 | Acc: 82.997% (32827/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.491 | Acc: 82.999% (32934/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.491 | Acc: 82.996% (33039/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.491 | Acc: 83.008% (33150/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.491 | Acc: 83.005% (33255/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.491 | Acc: 82.982% (33352/40192) 314/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.491 | Acc: 82.996% (33464/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.491 | Acc: 83.008% (33575/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.491 | Acc: 83.012% (33683/40576) 317/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.491 | Acc: 83.014% (33790/40704) 318/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.491 | Acc: 83.018% (33898/40832) 319/391 [=====================================================>...........] Step: 369ms | Tot: 1m55s | Loss: 0.491 | Acc: 83.013% (34002/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.491 | Acc: 83.019% (34111/41088) 321/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.491 | Acc: 83.028% (34221/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.491 | Acc: 83.033% (34329/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.492 | Acc: 83.010% (34426/41472) 324/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.491 | Acc: 83.012% (34533/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.491 | Acc: 83.009% (34638/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.492 | Acc: 83.006% (34743/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.492 | Acc: 83.015% (34853/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.492 | Acc: 83.019% (34961/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.491 | Acc: 83.033% (35073/42240) 330/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.492 | Acc: 83.006% (35168/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m82ms | Loss: 0.492 | Acc: 82.989% (35267/42496) 332/391 [=======================================================>.........] Step: 359ms | Tot: 2m442ms | Loss: 0.492 | Acc: 82.974% (35367/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m803ms | Loss: 0.492 | Acc: 82.972% (35472/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.492 | Acc: 82.980% (35582/42880) 335/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.492 | Acc: 82.959% (35679/43008) 336/391 [=======================================================>.........] Step: 353ms | Tot: 2m1s | Loss: 0.492 | Acc: 82.968% (35789/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.492 | Acc: 82.965% (35894/43264) 338/391 [========================================================>........] Step: 382ms | Tot: 2m2s | Loss: 0.492 | Acc: 82.960% (35998/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.492 | Acc: 82.964% (36106/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.492 | Acc: 82.982% (36220/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.492 | Acc: 82.972% (36322/43776) 342/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.492 | Acc: 82.979% (36431/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m4s | Loss: 0.491 | Acc: 82.990% (36542/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.491 | Acc: 82.998% (36652/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.491 | Acc: 83.007% (36762/44288) 346/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.491 | Acc: 82.999% (36865/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.491 | Acc: 82.997% (36970/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.491 | Acc: 83.007% (37081/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.491 | Acc: 83.016% (37191/44800) 350/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.491 | Acc: 83.008% (37294/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.492 | Acc: 82.986% (37390/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.491 | Acc: 82.987% (37497/45184) 353/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.492 | Acc: 82.974% (37597/45312) 354/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.491 | Acc: 82.978% (37705/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m8s | Loss: 0.492 | Acc: 82.977% (37811/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.492 | Acc: 82.981% (37919/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.492 | Acc: 82.983% (38026/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.492 | Acc: 82.971% (38127/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.493 | Acc: 82.960% (38228/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.493 | Acc: 82.951% (38330/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m10s | Loss: 0.493 | Acc: 82.948% (38435/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.493 | Acc: 82.942% (38538/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.493 | Acc: 82.954% (38650/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.493 | Acc: 82.960% (38759/46720) 365/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.493 | Acc: 82.958% (38864/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.493 | Acc: 82.957% (38970/46976) 367/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.493 | Acc: 82.959% (39077/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.493 | Acc: 82.956% (39182/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m13s | Loss: 0.493 | Acc: 82.965% (39292/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.493 | Acc: 82.951% (39392/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.493 | Acc: 82.953% (39499/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.493 | Acc: 82.963% (39610/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.493 | Acc: 82.965% (39717/47872) 374/391 [==============================================================>..] Step: 370ms | Tot: 2m15s | Loss: 0.493 | Acc: 82.977% (39829/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.493 | Acc: 82.985% (39939/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.493 | Acc: 82.974% (40040/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.494 | Acc: 82.961% (40140/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.493 | Acc: 82.984% (40257/48512) 379/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.493 | Acc: 82.973% (40358/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.493 | Acc: 82.989% (40472/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.493 | Acc: 82.995% (40581/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.493 | Acc: 82.998% (40689/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.493 | Acc: 83.006% (40799/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.493 | Acc: 83.024% (40914/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m19s | Loss: 0.492 | Acc: 83.037% (41027/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.492 | Acc: 83.029% (41129/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.493 | Acc: 83.020% (41231/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.493 | Acc: 83.005% (41330/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.493 | Acc: 83.009% (41438/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m21s | Loss: 0.493 | Acc: 83.008% (41504/50000) 391/391 + [>................................................................] Step: 477ms | Tot: 2ms | Loss: 0.540 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.566 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 599ms | Loss: 0.528 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 897ms | Loss: 0.521 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 301ms | Tot: 1s199ms | Loss: 0.546 | Acc: 81.600% (408/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s494ms | Loss: 0.514 | Acc: 82.833% (497/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s793ms | Loss: 0.528 | Acc: 82.714% (579/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s99ms | Loss: 0.570 | Acc: 81.375% (651/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s402ms | Loss: 0.594 | Acc: 80.778% (727/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s705ms | Loss: 0.589 | Acc: 80.600% (806/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s6ms | Loss: 0.589 | Acc: 80.545% (886/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s306ms | Loss: 0.586 | Acc: 80.500% (966/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s608ms | Loss: 0.588 | Acc: 80.615% (1048/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s911ms | Loss: 0.582 | Acc: 80.643% (1129/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s216ms | Loss: 0.572 | Acc: 80.867% (1213/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s516ms | Loss: 0.576 | Acc: 80.750% (1292/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s823ms | Loss: 0.575 | Acc: 81.000% (1377/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s124ms | Loss: 0.584 | Acc: 80.889% (1456/1800) 18/100 [===========>.....................................................] Step: 316ms | Tot: 5s441ms | Loss: 0.585 | Acc: 80.684% (1533/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s748ms | Loss: 0.587 | Acc: 80.650% (1613/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s54ms | Loss: 0.589 | Acc: 80.762% (1696/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s357ms | Loss: 0.585 | Acc: 80.773% (1777/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s670ms | Loss: 0.588 | Acc: 80.522% (1852/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s972ms | Loss: 0.589 | Acc: 80.500% (1932/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s283ms | Loss: 0.595 | Acc: 80.280% (2007/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s585ms | Loss: 0.608 | Acc: 80.038% (2081/2600) 26/100 [================>................................................] Step: 302ms | Tot: 7s888ms | Loss: 0.607 | Acc: 80.148% (2164/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s197ms | Loss: 0.607 | Acc: 80.214% (2246/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s505ms | Loss: 0.611 | Acc: 80.138% (2324/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s821ms | Loss: 0.610 | Acc: 80.333% (2410/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s125ms | Loss: 0.616 | Acc: 79.935% (2478/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s427ms | Loss: 0.617 | Acc: 79.719% (2551/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s733ms | Loss: 0.613 | Acc: 79.818% (2634/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s39ms | Loss: 0.616 | Acc: 79.647% (2708/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s344ms | Loss: 0.618 | Acc: 79.486% (2782/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s651ms | Loss: 0.616 | Acc: 79.583% (2865/3600) 36/100 [=======================>.........................................] Step: 297ms | Tot: 10s949ms | Loss: 0.614 | Acc: 79.676% (2948/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s257ms | Loss: 0.617 | Acc: 79.579% (3024/3800) 38/100 [========================>........................................] Step: 311ms | Tot: 11s569ms | Loss: 0.612 | Acc: 79.718% (3109/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s870ms | Loss: 0.613 | Acc: 79.700% (3188/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s180ms | Loss: 0.614 | Acc: 79.683% (3267/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s488ms | Loss: 0.618 | Acc: 79.619% (3344/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s793ms | Loss: 0.614 | Acc: 79.767% (3430/4300) 43/100 [===========================>.....................................] Step: 311ms | Tot: 13s104ms | Loss: 0.612 | Acc: 79.886% (3515/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s410ms | Loss: 0.609 | Acc: 80.067% (3603/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s718ms | Loss: 0.609 | Acc: 80.043% (3682/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 14s22ms | Loss: 0.608 | Acc: 80.064% (3763/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s325ms | Loss: 0.608 | Acc: 80.062% (3843/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s634ms | Loss: 0.605 | Acc: 80.163% (3928/4900) 49/100 [===============================>.................................] Step: 300ms | Tot: 14s934ms | Loss: 0.608 | Acc: 80.060% (4003/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s245ms | Loss: 0.604 | Acc: 80.176% (4089/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s554ms | Loss: 0.606 | Acc: 80.135% (4167/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s852ms | Loss: 0.604 | Acc: 80.170% (4249/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s155ms | Loss: 0.604 | Acc: 80.222% (4332/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s459ms | Loss: 0.605 | Acc: 80.182% (4410/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 16s768ms | Loss: 0.606 | Acc: 80.214% (4492/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s74ms | Loss: 0.608 | Acc: 80.246% (4574/5700) 57/100 [=====================================>...........................] Step: 297ms | Tot: 17s372ms | Loss: 0.607 | Acc: 80.328% (4659/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s681ms | Loss: 0.609 | Acc: 80.220% (4733/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 17s981ms | Loss: 0.609 | Acc: 80.267% (4816/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s288ms | Loss: 0.611 | Acc: 80.197% (4892/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s595ms | Loss: 0.607 | Acc: 80.355% (4982/6200) 62/100 [========================================>........................] Step: 298ms | Tot: 18s893ms | Loss: 0.607 | Acc: 80.365% (5063/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s197ms | Loss: 0.606 | Acc: 80.359% (5143/6400) 64/100 [=========================================>.......................] Step: 296ms | Tot: 19s493ms | Loss: 0.608 | Acc: 80.292% (5219/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 19s800ms | Loss: 0.609 | Acc: 80.273% (5298/6600) 66/100 [==========================================>......................] Step: 301ms | Tot: 20s101ms | Loss: 0.605 | Acc: 80.388% (5386/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s407ms | Loss: 0.607 | Acc: 80.324% (5462/6800) 68/100 [============================================>....................] Step: 312ms | Tot: 20s719ms | Loss: 0.605 | Acc: 80.348% (5544/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 21s21ms | Loss: 0.608 | Acc: 80.300% (5621/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s323ms | Loss: 0.608 | Acc: 80.310% (5702/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s630ms | Loss: 0.608 | Acc: 80.347% (5785/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 21s936ms | Loss: 0.607 | Acc: 80.411% (5870/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s237ms | Loss: 0.607 | Acc: 80.419% (5951/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s539ms | Loss: 0.607 | Acc: 80.413% (6031/7500) 75/100 [================================================>................] Step: 311ms | Tot: 22s851ms | Loss: 0.608 | Acc: 80.329% (6105/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s155ms | Loss: 0.610 | Acc: 80.312% (6184/7700) 77/100 [==================================================>..............] Step: 312ms | Tot: 23s467ms | Loss: 0.610 | Acc: 80.333% (6266/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 23s773ms | Loss: 0.611 | Acc: 80.354% (6348/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s80ms | Loss: 0.610 | Acc: 80.350% (6428/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s382ms | Loss: 0.608 | Acc: 80.383% (6511/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s683ms | Loss: 0.606 | Acc: 80.390% (6592/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 24s989ms | Loss: 0.606 | Acc: 80.410% (6674/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 25s292ms | Loss: 0.605 | Acc: 80.369% (6751/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s602ms | Loss: 0.607 | Acc: 80.282% (6824/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 25s902ms | Loss: 0.610 | Acc: 80.267% (6903/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 26s201ms | Loss: 0.611 | Acc: 80.253% (6982/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s507ms | Loss: 0.611 | Acc: 80.261% (7063/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s810ms | Loss: 0.610 | Acc: 80.270% (7144/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s117ms | Loss: 0.610 | Acc: 80.300% (7227/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s419ms | Loss: 0.609 | Acc: 80.319% (7309/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s727ms | Loss: 0.607 | Acc: 80.391% (7396/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s32ms | Loss: 0.608 | Acc: 80.323% (7470/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s343ms | Loss: 0.609 | Acc: 80.309% (7549/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s650ms | Loss: 0.610 | Acc: 80.274% (7626/9500) 95/100 [=============================================================>...] Step: 300ms | Tot: 28s951ms | Loss: 0.609 | Acc: 80.281% (7707/9600) 96/100 [==============================================================>..] Step: 311ms | Tot: 29s262ms | Loss: 0.607 | Acc: 80.309% (7790/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s561ms | Loss: 0.608 | Acc: 80.265% (7866/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 29s866ms | Loss: 0.608 | Acc: 80.222% (7942/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s166ms | Loss: 0.608 | Acc: 80.200% (8020/10000) 100/100 + +Epoch: 29 + [>................................................................] Step: 577ms | Tot: 2ms | Loss: 0.455 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 392ms | Tot: 395ms | Loss: 0.483 | Acc: 81.641% (209/256) 2/391 [>................................................................] Step: 382ms | Tot: 778ms | Loss: 0.494 | Acc: 82.812% (318/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s156ms | Loss: 0.489 | Acc: 83.008% (425/512) 4/391 [>................................................................] Step: 378ms | Tot: 1s535ms | Loss: 0.487 | Acc: 82.812% (530/640) 5/391 [>................................................................] Step: 375ms | Tot: 1s911ms | Loss: 0.501 | Acc: 82.682% (635/768) 6/391 [>................................................................] Step: 357ms | Tot: 2s269ms | Loss: 0.478 | Acc: 83.259% (746/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s637ms | Loss: 0.481 | Acc: 83.301% (853/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 3s5ms | Loss: 0.495 | Acc: 82.986% (956/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s367ms | Loss: 0.475 | Acc: 83.516% (1069/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s726ms | Loss: 0.467 | Acc: 83.807% (1180/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s84ms | Loss: 0.469 | Acc: 83.724% (1286/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s452ms | Loss: 0.472 | Acc: 83.474% (1389/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s815ms | Loss: 0.469 | Acc: 83.371% (1494/1792) 14/391 [==>..............................................................] Step: 375ms | Tot: 5s190ms | Loss: 0.465 | Acc: 83.438% (1602/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s551ms | Loss: 0.464 | Acc: 83.447% (1709/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s914ms | Loss: 0.463 | Acc: 83.502% (1817/2176) 17/391 [==>..............................................................] Step: 363ms | Tot: 6s278ms | Loss: 0.460 | Acc: 83.550% (1925/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s648ms | Loss: 0.449 | Acc: 84.005% (2043/2432) 19/391 [===>.............................................................] Step: 373ms | Tot: 7s21ms | Loss: 0.451 | Acc: 83.828% (2146/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s382ms | Loss: 0.451 | Acc: 83.743% (2251/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s753ms | Loss: 0.460 | Acc: 83.629% (2355/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s122ms | Loss: 0.467 | Acc: 83.390% (2455/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s482ms | Loss: 0.466 | Acc: 83.464% (2564/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s846ms | Loss: 0.469 | Acc: 83.531% (2673/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s207ms | Loss: 0.472 | Acc: 83.383% (2775/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s573ms | Loss: 0.472 | Acc: 83.449% (2884/3456) 27/391 [====>............................................................] Step: 383ms | Tot: 9s956ms | Loss: 0.469 | Acc: 83.538% (2994/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s313ms | Loss: 0.468 | Acc: 83.648% (3105/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s674ms | Loss: 0.469 | Acc: 83.724% (3215/3840) 30/391 [====>............................................................] Step: 376ms | Tot: 11s51ms | Loss: 0.468 | Acc: 83.695% (3321/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s416ms | Loss: 0.468 | Acc: 83.789% (3432/4096) 32/391 [=====>...........................................................] Step: 369ms | Tot: 11s786ms | Loss: 0.465 | Acc: 83.878% (3543/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s148ms | Loss: 0.465 | Acc: 83.915% (3652/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s516ms | Loss: 0.462 | Acc: 84.085% (3767/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s880ms | Loss: 0.464 | Acc: 84.028% (3872/4608) 36/391 [=====>...........................................................] Step: 373ms | Tot: 13s254ms | Loss: 0.461 | Acc: 84.058% (3981/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s614ms | Loss: 0.460 | Acc: 84.108% (4091/4864) 38/391 [======>..........................................................] Step: 369ms | Tot: 13s983ms | Loss: 0.462 | Acc: 83.994% (4193/4992) 39/391 [======>..........................................................] Step: 369ms | Tot: 14s353ms | Loss: 0.459 | Acc: 84.102% (4306/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s719ms | Loss: 0.458 | Acc: 84.165% (4417/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s88ms | Loss: 0.459 | Acc: 84.152% (4524/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s459ms | Loss: 0.457 | Acc: 84.211% (4635/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s827ms | Loss: 0.455 | Acc: 84.322% (4749/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s187ms | Loss: 0.458 | Acc: 84.184% (4849/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s551ms | Loss: 0.458 | Acc: 84.103% (4952/5888) 46/391 [=======>.........................................................] Step: 378ms | Tot: 16s930ms | Loss: 0.455 | Acc: 84.209% (5066/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 17s299ms | Loss: 0.454 | Acc: 84.261% (5177/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s669ms | Loss: 0.457 | Acc: 84.136% (5277/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 18s38ms | Loss: 0.457 | Acc: 84.062% (5380/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s404ms | Loss: 0.456 | Acc: 84.069% (5488/6528) 51/391 [========>........................................................] Step: 358ms | Tot: 18s762ms | Loss: 0.457 | Acc: 84.059% (5595/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s124ms | Loss: 0.458 | Acc: 84.110% (5706/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s487ms | Loss: 0.457 | Acc: 84.086% (5812/6912) 54/391 [========>........................................................] Step: 354ms | Tot: 19s841ms | Loss: 0.458 | Acc: 84.006% (5914/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s206ms | Loss: 0.456 | Acc: 84.096% (6028/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s566ms | Loss: 0.459 | Acc: 84.005% (6129/7296) 57/391 [=========>.......................................................] Step: 371ms | Tot: 20s938ms | Loss: 0.459 | Acc: 84.052% (6240/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s299ms | Loss: 0.457 | Acc: 84.070% (6349/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s660ms | Loss: 0.455 | Acc: 84.076% (6457/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s26ms | Loss: 0.455 | Acc: 84.029% (6561/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s388ms | Loss: 0.455 | Acc: 84.060% (6671/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s749ms | Loss: 0.457 | Acc: 84.003% (6774/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 23s114ms | Loss: 0.457 | Acc: 84.045% (6885/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s479ms | Loss: 0.458 | Acc: 84.050% (6993/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s845ms | Loss: 0.458 | Acc: 84.079% (7103/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 24s213ms | Loss: 0.458 | Acc: 84.037% (7207/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s579ms | Loss: 0.456 | Acc: 84.099% (7320/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s939ms | Loss: 0.458 | Acc: 84.047% (7423/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s303ms | Loss: 0.457 | Acc: 84.074% (7533/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s661ms | Loss: 0.458 | Acc: 84.056% (7639/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 26s27ms | Loss: 0.457 | Acc: 84.115% (7752/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s387ms | Loss: 0.457 | Acc: 84.150% (7863/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s744ms | Loss: 0.457 | Acc: 84.090% (7965/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s102ms | Loss: 0.457 | Acc: 84.104% (8074/9600) 75/391 [============>....................................................] Step: 372ms | Tot: 27s474ms | Loss: 0.457 | Acc: 84.128% (8184/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s838ms | Loss: 0.457 | Acc: 84.121% (8291/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 28s199ms | Loss: 0.458 | Acc: 84.085% (8395/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s561ms | Loss: 0.458 | Acc: 84.039% (8498/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s928ms | Loss: 0.459 | Acc: 83.975% (8599/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s287ms | Loss: 0.459 | Acc: 84.008% (8710/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s648ms | Loss: 0.458 | Acc: 84.061% (8823/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s12ms | Loss: 0.459 | Acc: 84.008% (8925/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s370ms | Loss: 0.459 | Acc: 84.031% (9035/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s737ms | Loss: 0.459 | Acc: 84.017% (9141/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 31s107ms | Loss: 0.461 | Acc: 83.957% (9242/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s474ms | Loss: 0.461 | Acc: 83.953% (9349/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s833ms | Loss: 0.463 | Acc: 83.887% (9449/11264) 88/391 [==============>..................................................] Step: 362ms | Tot: 32s196ms | Loss: 0.466 | Acc: 83.804% (9547/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s555ms | Loss: 0.464 | Acc: 83.863% (9661/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 32s922ms | Loss: 0.465 | Acc: 83.826% (9764/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s281ms | Loss: 0.464 | Acc: 83.865% (9876/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s649ms | Loss: 0.465 | Acc: 83.804% (9976/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 34s19ms | Loss: 0.464 | Acc: 83.851% (10089/12032) 94/391 [===============>.................................................] Step: 354ms | Tot: 34s374ms | Loss: 0.464 | Acc: 83.865% (10198/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s735ms | Loss: 0.464 | Acc: 83.854% (10304/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 35s105ms | Loss: 0.463 | Acc: 83.900% (10417/12416) 97/391 [================>................................................] Step: 369ms | Tot: 35s475ms | Loss: 0.463 | Acc: 83.881% (10522/12544) 98/391 [================>................................................] Step: 357ms | Tot: 35s833ms | Loss: 0.465 | Acc: 83.870% (10628/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s189ms | Loss: 0.466 | Acc: 83.844% (10732/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s552ms | Loss: 0.467 | Acc: 83.818% (10836/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s916ms | Loss: 0.467 | Acc: 83.808% (10942/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s277ms | Loss: 0.467 | Acc: 83.821% (11051/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s638ms | Loss: 0.467 | Acc: 83.812% (11157/13312) 104/391 [=================>...............................................] Step: 358ms | Tot: 37s996ms | Loss: 0.468 | Acc: 83.795% (11262/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s361ms | Loss: 0.467 | Acc: 83.793% (11369/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s724ms | Loss: 0.469 | Acc: 83.769% (11473/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s85ms | Loss: 0.469 | Acc: 83.767% (11580/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s444ms | Loss: 0.471 | Acc: 83.708% (11679/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s810ms | Loss: 0.472 | Acc: 83.679% (11782/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 40s173ms | Loss: 0.473 | Acc: 83.636% (11883/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 40s543ms | Loss: 0.474 | Acc: 83.608% (11986/14336) 112/391 [==================>..............................................] Step: 357ms | Tot: 40s901ms | Loss: 0.475 | Acc: 83.594% (12091/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s266ms | Loss: 0.475 | Acc: 83.587% (12197/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 41s624ms | Loss: 0.476 | Acc: 83.553% (12299/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 41s993ms | Loss: 0.477 | Acc: 83.506% (12399/14848) 116/391 [===================>.............................................] Step: 356ms | Tot: 42s350ms | Loss: 0.477 | Acc: 83.534% (12510/14976) 117/391 [===================>.............................................] Step: 360ms | Tot: 42s710ms | Loss: 0.477 | Acc: 83.528% (12616/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s76ms | Loss: 0.476 | Acc: 83.567% (12729/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s438ms | Loss: 0.476 | Acc: 83.574% (12837/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s801ms | Loss: 0.476 | Acc: 83.587% (12946/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s162ms | Loss: 0.476 | Acc: 83.619% (13058/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 44s525ms | Loss: 0.477 | Acc: 83.587% (13160/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 44s893ms | Loss: 0.477 | Acc: 83.581% (13266/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 45s267ms | Loss: 0.477 | Acc: 83.575% (13372/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s629ms | Loss: 0.477 | Acc: 83.569% (13478/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 45s996ms | Loss: 0.479 | Acc: 83.526% (13578/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s358ms | Loss: 0.478 | Acc: 83.539% (13687/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 46s727ms | Loss: 0.479 | Acc: 83.551% (13796/16512) 129/391 [=====================>...........................................] Step: 374ms | Tot: 47s102ms | Loss: 0.480 | Acc: 83.504% (13895/16640) 130/391 [=====================>...........................................] Step: 372ms | Tot: 47s474ms | Loss: 0.480 | Acc: 83.492% (14000/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 47s848ms | Loss: 0.480 | Acc: 83.493% (14107/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s211ms | Loss: 0.481 | Acc: 83.465% (14209/17024) 133/391 [======================>..........................................] Step: 373ms | Tot: 48s584ms | Loss: 0.480 | Acc: 83.460% (14315/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s950ms | Loss: 0.480 | Acc: 83.461% (14422/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 49s315ms | Loss: 0.480 | Acc: 83.485% (14533/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s678ms | Loss: 0.480 | Acc: 83.451% (14634/17536) 137/391 [======================>..........................................] Step: 371ms | Tot: 50s50ms | Loss: 0.480 | Acc: 83.441% (14739/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s410ms | Loss: 0.480 | Acc: 83.459% (14849/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s768ms | Loss: 0.480 | Acc: 83.454% (14955/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s133ms | Loss: 0.480 | Acc: 83.461% (15063/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s494ms | Loss: 0.480 | Acc: 83.478% (15173/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 51s850ms | Loss: 0.481 | Acc: 83.441% (15273/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 52s214ms | Loss: 0.481 | Acc: 83.453% (15382/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 52s579ms | Loss: 0.481 | Acc: 83.464% (15491/18560) 145/391 [========================>........................................] Step: 367ms | Tot: 52s947ms | Loss: 0.481 | Acc: 83.444% (15594/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s316ms | Loss: 0.481 | Acc: 83.429% (15698/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 53s683ms | Loss: 0.482 | Acc: 83.398% (15799/18944) 148/391 [========================>........................................] Step: 370ms | Tot: 54s54ms | Loss: 0.481 | Acc: 83.431% (15912/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s417ms | Loss: 0.481 | Acc: 83.417% (16016/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 54s779ms | Loss: 0.483 | Acc: 83.371% (16114/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 55s142ms | Loss: 0.483 | Acc: 83.368% (16220/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s504ms | Loss: 0.484 | Acc: 83.344% (16322/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 55s866ms | Loss: 0.483 | Acc: 83.345% (16429/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s226ms | Loss: 0.484 | Acc: 83.322% (16531/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s595ms | Loss: 0.484 | Acc: 83.303% (16634/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 56s960ms | Loss: 0.484 | Acc: 83.300% (16740/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 57s321ms | Loss: 0.485 | Acc: 83.297% (16846/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s682ms | Loss: 0.485 | Acc: 83.314% (16956/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 58s46ms | Loss: 0.485 | Acc: 83.271% (17054/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 58s415ms | Loss: 0.485 | Acc: 83.288% (17164/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s772ms | Loss: 0.485 | Acc: 83.300% (17273/20736) 162/391 [==========================>......................................] Step: 370ms | Tot: 59s143ms | Loss: 0.484 | Acc: 83.316% (17383/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s500ms | Loss: 0.484 | Acc: 83.303% (17487/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s867ms | Loss: 0.484 | Acc: 83.314% (17596/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m229ms | Loss: 0.484 | Acc: 83.293% (17698/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m592ms | Loss: 0.483 | Acc: 83.346% (17816/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m955ms | Loss: 0.484 | Acc: 83.315% (17916/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.483 | Acc: 83.353% (18031/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.483 | Acc: 83.382% (18144/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.482 | Acc: 83.402% (18255/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.482 | Acc: 83.417% (18365/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.481 | Acc: 83.445% (18478/22144) 173/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.482 | Acc: 83.423% (18580/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.481 | Acc: 83.446% (18692/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.481 | Acc: 83.438% (18797/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.481 | Acc: 83.457% (18908/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.481 | Acc: 83.431% (19009/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.480 | Acc: 83.463% (19123/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.481 | Acc: 83.459% (19229/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.481 | Acc: 83.460% (19336/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.482 | Acc: 83.452% (19441/23296) 182/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.481 | Acc: 83.449% (19547/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.481 | Acc: 83.458% (19656/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.481 | Acc: 83.463% (19764/23680) 185/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.481 | Acc: 83.476% (19874/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.481 | Acc: 83.468% (19979/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.482 | Acc: 83.452% (20082/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.482 | Acc: 83.433% (20184/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.482 | Acc: 83.429% (20290/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.482 | Acc: 83.442% (20400/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.481 | Acc: 83.451% (20509/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.482 | Acc: 83.448% (20615/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.482 | Acc: 83.441% (20720/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.482 | Acc: 83.417% (20821/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.482 | Acc: 83.422% (20929/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.482 | Acc: 83.423% (21036/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.482 | Acc: 83.440% (21147/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.483 | Acc: 83.437% (21253/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.483 | Acc: 83.434% (21359/25600) 200/391 [=================================>...............................] Step: 377ms | Tot: 1m12s | Loss: 0.482 | Acc: 83.438% (21467/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.483 | Acc: 83.408% (21566/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.484 | Acc: 83.378% (21665/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.484 | Acc: 83.364% (21768/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.484 | Acc: 83.373% (21877/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.483 | Acc: 83.397% (21990/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.483 | Acc: 83.413% (22101/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.482 | Acc: 83.417% (22209/26624) 208/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.482 | Acc: 83.403% (22312/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.482 | Acc: 83.397% (22417/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.482 | Acc: 83.394% (22523/27008) 211/391 [===================================>.............................] Step: 373ms | Tot: 1m16s | Loss: 0.483 | Acc: 83.376% (22625/27136) 212/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.483 | Acc: 83.333% (22720/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.484 | Acc: 83.327% (22825/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.484 | Acc: 83.336% (22934/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.483 | Acc: 83.355% (23046/27648) 216/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.483 | Acc: 83.367% (23156/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.482 | Acc: 83.386% (23268/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.482 | Acc: 83.351% (23365/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.482 | Acc: 83.349% (23471/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.482 | Acc: 83.339% (23575/28288) 221/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.482 | Acc: 83.351% (23685/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.482 | Acc: 83.380% (23800/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.482 | Acc: 83.384% (23908/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.482 | Acc: 83.396% (24018/28800) 225/391 [=====================================>...........................] Step: 373ms | Tot: 1m22s | Loss: 0.482 | Acc: 83.404% (24127/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.482 | Acc: 83.404% (24234/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.482 | Acc: 83.419% (24345/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.482 | Acc: 83.416% (24451/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.482 | Acc: 83.400% (24553/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.482 | Acc: 83.387% (24656/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.482 | Acc: 83.388% (24763/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.482 | Acc: 83.389% (24870/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.482 | Acc: 83.383% (24975/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.482 | Acc: 83.371% (25078/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.482 | Acc: 83.365% (25183/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.483 | Acc: 83.360% (25288/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.483 | Acc: 83.341% (25389/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.483 | Acc: 83.355% (25500/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.482 | Acc: 83.363% (25609/30720) 240/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.483 | Acc: 83.367% (25717/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.482 | Acc: 83.381% (25828/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.482 | Acc: 83.359% (25928/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.482 | Acc: 83.382% (26042/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.482 | Acc: 83.390% (26151/31360) 245/391 [========================================>........................] Step: 386ms | Tot: 1m29s | Loss: 0.482 | Acc: 83.384% (26256/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.482 | Acc: 83.404% (26369/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.482 | Acc: 83.411% (26478/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.482 | Acc: 83.412% (26585/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.482 | Acc: 83.400% (26688/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.482 | Acc: 83.419% (26801/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.482 | Acc: 83.411% (26905/32256) 252/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.482 | Acc: 83.412% (27012/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.482 | Acc: 83.428% (27124/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.481 | Acc: 83.441% (27235/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.481 | Acc: 83.426% (27337/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.481 | Acc: 83.430% (27445/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.481 | Acc: 83.421% (27549/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.481 | Acc: 83.428% (27658/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.481 | Acc: 83.434% (27767/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.481 | Acc: 83.432% (27873/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.482 | Acc: 83.415% (27974/33536) 262/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.482 | Acc: 83.410% (28079/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.482 | Acc: 83.425% (28191/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.482 | Acc: 83.411% (28293/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m36s | Loss: 0.481 | Acc: 83.429% (28406/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.481 | Acc: 83.439% (28516/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.481 | Acc: 83.439% (28623/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.481 | Acc: 83.446% (28732/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.481 | Acc: 83.432% (28834/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.481 | Acc: 83.435% (28942/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.481 | Acc: 83.430% (29047/34816) 272/391 [=============================================>...................] Step: 375ms | Tot: 1m39s | Loss: 0.481 | Acc: 83.419% (29150/34944) 273/391 [=============================================>...................] Step: 470ms | Tot: 1m39s | Loss: 0.481 | Acc: 83.408% (29253/35072) 274/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.481 | Acc: 83.426% (29366/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.481 | Acc: 83.435% (29476/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.480 | Acc: 83.447% (29587/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.481 | Acc: 83.428% (29687/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.481 | Acc: 83.429% (29794/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.481 | Acc: 83.426% (29900/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.482 | Acc: 83.419% (30004/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.482 | Acc: 83.419% (30111/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.482 | Acc: 83.414% (30216/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.481 | Acc: 83.423% (30326/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.482 | Acc: 83.407% (30427/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.482 | Acc: 83.411% (30535/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.482 | Acc: 83.406% (30640/36736) 287/391 [===============================================>.................] Step: 351ms | Tot: 1m44s | Loss: 0.481 | Acc: 83.420% (30752/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.481 | Acc: 83.429% (30862/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.481 | Acc: 83.432% (30970/37120) 290/391 [================================================>................] Step: 380ms | Tot: 1m45s | Loss: 0.481 | Acc: 83.449% (31083/37248) 291/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.480 | Acc: 83.471% (31198/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.480 | Acc: 83.471% (31305/37504) 293/391 [================================================>................] Step: 354ms | Tot: 1m46s | Loss: 0.481 | Acc: 83.445% (31402/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.481 | Acc: 83.432% (31504/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.481 | Acc: 83.427% (31609/37888) 296/391 [=================================================>...............] Step: 371ms | Tot: 1m47s | Loss: 0.481 | Acc: 83.441% (31721/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.481 | Acc: 83.434% (31825/38144) 298/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.481 | Acc: 83.440% (31934/38272) 299/391 [=================================================>...............] Step: 374ms | Tot: 1m49s | Loss: 0.481 | Acc: 83.438% (32040/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.481 | Acc: 83.454% (32153/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.480 | Acc: 83.467% (32265/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.480 | Acc: 83.447% (32364/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.442% (32469/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.438% (32574/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.481 | Acc: 83.423% (32675/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.481 | Acc: 83.416% (32779/39296) 307/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.481 | Acc: 83.411% (32884/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.481 | Acc: 83.391% (32983/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.482 | Acc: 83.380% (33085/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.353% (33181/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.341% (33283/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.339% (33389/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.335% (33494/40192) 314/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.331% (33599/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.483 | Acc: 83.309% (33697/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.483 | Acc: 83.318% (33807/40576) 317/391 [====================================================>............] Step: 385ms | Tot: 1m55s | Loss: 0.483 | Acc: 83.299% (33906/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.483 | Acc: 83.293% (34010/40832) 319/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.483 | Acc: 83.298% (34119/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.483 | Acc: 83.294% (34224/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.484 | Acc: 83.283% (34326/41216) 322/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.484 | Acc: 83.277% (34430/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.484 | Acc: 83.283% (34539/41472) 324/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.484 | Acc: 83.262% (34637/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.485 | Acc: 83.251% (34739/41728) 326/391 [======================================================>..........] Step: 379ms | Tot: 1m58s | Loss: 0.484 | Acc: 83.264% (34851/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.484 | Acc: 83.272% (34961/41984) 328/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.484 | Acc: 83.271% (35067/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 2m32ms | Loss: 0.484 | Acc: 83.272% (35174/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m395ms | Loss: 0.485 | Acc: 83.266% (35278/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 2m750ms | Loss: 0.484 | Acc: 83.267% (35385/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.484 | Acc: 83.279% (35497/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.484 | Acc: 83.292% (35609/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.484 | Acc: 83.284% (35712/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.484 | Acc: 83.289% (35821/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.484 | Acc: 83.281% (35924/43136) 337/391 [========================================================>........] Step: 372ms | Tot: 2m2s | Loss: 0.484 | Acc: 83.277% (36029/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.484 | Acc: 83.290% (36141/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.484 | Acc: 83.288% (36247/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.484 | Acc: 83.280% (36350/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.484 | Acc: 83.283% (36458/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.484 | Acc: 83.293% (36569/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.484 | Acc: 83.280% (36670/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.484 | Acc: 83.277% (36775/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m5s | Loss: 0.484 | Acc: 83.278% (36882/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.484 | Acc: 83.276% (36988/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.484 | Acc: 83.270% (37092/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.484 | Acc: 83.262% (37195/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.484 | Acc: 83.268% (37304/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.484 | Acc: 83.264% (37409/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.485 | Acc: 83.241% (37505/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.485 | Acc: 83.229% (37606/45184) 353/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.485 | Acc: 83.234% (37715/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.485 | Acc: 83.222% (37816/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.485 | Acc: 83.210% (37917/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.485 | Acc: 83.206% (38022/45696) 357/391 [===========================================================>.....] Step: 353ms | Tot: 2m10s | Loss: 0.486 | Acc: 83.201% (38126/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.486 | Acc: 83.196% (38230/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.485 | Acc: 83.210% (38343/46080) 360/391 [===========================================================>.....] Step: 350ms | Tot: 2m11s | Loss: 0.485 | Acc: 83.215% (38452/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.485 | Acc: 83.227% (38564/46336) 362/391 [============================================================>....] Step: 381ms | Tot: 2m12s | Loss: 0.485 | Acc: 83.236% (38675/46464) 363/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.485 | Acc: 83.233% (38780/46592) 364/391 [============================================================>....] Step: 353ms | Tot: 2m12s | Loss: 0.485 | Acc: 83.230% (38885/46720) 365/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.486 | Acc: 83.222% (38988/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.486 | Acc: 83.219% (39093/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.486 | Acc: 83.220% (39200/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.486 | Acc: 83.213% (39303/47232) 369/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.486 | Acc: 83.218% (39412/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.486 | Acc: 83.215% (39517/47488) 371/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.486 | Acc: 83.207% (39620/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.486 | Acc: 83.194% (39720/47744) 373/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.486 | Acc: 83.199% (39829/47872) 374/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.487 | Acc: 83.192% (39932/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.487 | Acc: 83.174% (40030/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.487 | Acc: 83.179% (40139/48256) 377/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.487 | Acc: 83.189% (40250/48384) 378/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.487 | Acc: 83.190% (40357/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.487 | Acc: 83.189% (40463/48640) 380/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.487 | Acc: 83.200% (40575/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.486 | Acc: 83.209% (40686/48896) 382/391 [===============================================================>.] Step: 348ms | Tot: 2m19s | Loss: 0.487 | Acc: 83.208% (40792/49024) 383/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.486 | Acc: 83.215% (40902/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.486 | Acc: 83.216% (41009/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.487 | Acc: 83.199% (41107/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m20s | Loss: 0.487 | Acc: 83.194% (41211/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.487 | Acc: 83.195% (41318/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.487 | Acc: 83.194% (41424/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.487 | Acc: 83.207% (41537/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m22s | Loss: 0.487 | Acc: 83.206% (41603/50000) 391/391 + [>................................................................] Step: 508ms | Tot: 2ms | Loss: 0.574 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 299ms | Tot: 302ms | Loss: 0.557 | Acc: 82.000% (164/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 597ms | Loss: 0.506 | Acc: 82.000% (246/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 892ms | Loss: 0.525 | Acc: 81.000% (324/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s185ms | Loss: 0.523 | Acc: 80.200% (401/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s482ms | Loss: 0.487 | Acc: 81.667% (490/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s780ms | Loss: 0.492 | Acc: 82.143% (575/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s83ms | Loss: 0.518 | Acc: 81.250% (650/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s394ms | Loss: 0.553 | Acc: 80.444% (724/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s693ms | Loss: 0.539 | Acc: 80.600% (806/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s991ms | Loss: 0.534 | Acc: 80.818% (889/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s299ms | Loss: 0.543 | Acc: 80.667% (968/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s597ms | Loss: 0.539 | Acc: 80.923% (1052/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s899ms | Loss: 0.539 | Acc: 81.000% (1134/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s203ms | Loss: 0.534 | Acc: 81.200% (1218/1500) 15/100 [=========>.......................................................] Step: 310ms | Tot: 4s514ms | Loss: 0.533 | Acc: 81.062% (1297/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s814ms | Loss: 0.529 | Acc: 81.353% (1383/1700) 17/100 [===========>.....................................................] Step: 299ms | Tot: 5s113ms | Loss: 0.536 | Acc: 81.111% (1460/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s423ms | Loss: 0.542 | Acc: 80.947% (1538/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s724ms | Loss: 0.557 | Acc: 80.550% (1611/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s31ms | Loss: 0.559 | Acc: 80.667% (1694/2100) 21/100 [=============>...................................................] Step: 317ms | Tot: 6s348ms | Loss: 0.559 | Acc: 80.636% (1774/2200) 22/100 [==============>..................................................] Step: 299ms | Tot: 6s648ms | Loss: 0.565 | Acc: 80.261% (1846/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s947ms | Loss: 0.564 | Acc: 80.333% (1928/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s252ms | Loss: 0.565 | Acc: 80.240% (2006/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s562ms | Loss: 0.578 | Acc: 79.769% (2074/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s872ms | Loss: 0.573 | Acc: 79.889% (2157/2700) 27/100 [=================>...............................................] Step: 318ms | Tot: 8s190ms | Loss: 0.574 | Acc: 79.964% (2239/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s495ms | Loss: 0.574 | Acc: 79.966% (2319/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s796ms | Loss: 0.570 | Acc: 80.000% (2400/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s103ms | Loss: 0.572 | Acc: 79.806% (2474/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s412ms | Loss: 0.569 | Acc: 79.812% (2554/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s718ms | Loss: 0.568 | Acc: 79.848% (2635/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s22ms | Loss: 0.567 | Acc: 79.882% (2716/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s327ms | Loss: 0.569 | Acc: 79.771% (2792/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s633ms | Loss: 0.569 | Acc: 79.889% (2876/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s935ms | Loss: 0.573 | Acc: 79.838% (2954/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s244ms | Loss: 0.575 | Acc: 79.842% (3034/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s546ms | Loss: 0.572 | Acc: 79.923% (3117/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s845ms | Loss: 0.570 | Acc: 79.975% (3199/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s152ms | Loss: 0.572 | Acc: 80.000% (3280/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s456ms | Loss: 0.573 | Acc: 80.048% (3362/4200) 42/100 [===========================>.....................................] Step: 297ms | Tot: 12s754ms | Loss: 0.567 | Acc: 80.256% (3451/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s60ms | Loss: 0.569 | Acc: 80.295% (3533/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s370ms | Loss: 0.567 | Acc: 80.378% (3617/4500) 45/100 [=============================>...................................] Step: 297ms | Tot: 13s668ms | Loss: 0.568 | Acc: 80.348% (3696/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 13s980ms | Loss: 0.570 | Acc: 80.340% (3776/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s288ms | Loss: 0.573 | Acc: 80.333% (3856/4800) 48/100 [===============================>.................................] Step: 299ms | Tot: 14s588ms | Loss: 0.569 | Acc: 80.510% (3945/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 14s894ms | Loss: 0.570 | Acc: 80.440% (4022/5000) 50/100 [================================>................................] Step: 296ms | Tot: 15s191ms | Loss: 0.569 | Acc: 80.471% (4104/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s498ms | Loss: 0.568 | Acc: 80.538% (4188/5200) 52/100 [=================================>...............................] Step: 305ms | Tot: 15s803ms | Loss: 0.568 | Acc: 80.528% (4268/5300) 53/100 [==================================>..............................] Step: 300ms | Tot: 16s103ms | Loss: 0.568 | Acc: 80.537% (4349/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s413ms | Loss: 0.568 | Acc: 80.527% (4429/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s716ms | Loss: 0.570 | Acc: 80.464% (4506/5600) 56/100 [====================================>............................] Step: 296ms | Tot: 17s12ms | Loss: 0.573 | Acc: 80.404% (4583/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s321ms | Loss: 0.572 | Acc: 80.517% (4670/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s620ms | Loss: 0.574 | Acc: 80.390% (4743/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 17s919ms | Loss: 0.575 | Acc: 80.350% (4821/6000) 60/100 [=======================================>.........................] Step: 300ms | Tot: 18s220ms | Loss: 0.576 | Acc: 80.328% (4900/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s525ms | Loss: 0.573 | Acc: 80.484% (4990/6200) 62/100 [========================================>........................] Step: 305ms | Tot: 18s830ms | Loss: 0.572 | Acc: 80.476% (5070/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s137ms | Loss: 0.571 | Acc: 80.531% (5154/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s449ms | Loss: 0.573 | Acc: 80.446% (5229/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s751ms | Loss: 0.573 | Acc: 80.455% (5310/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 20s51ms | Loss: 0.570 | Acc: 80.552% (5397/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s360ms | Loss: 0.569 | Acc: 80.574% (5479/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s664ms | Loss: 0.568 | Acc: 80.609% (5562/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 20s968ms | Loss: 0.570 | Acc: 80.529% (5637/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s278ms | Loss: 0.570 | Acc: 80.535% (5718/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s580ms | Loss: 0.569 | Acc: 80.583% (5802/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 21s887ms | Loss: 0.567 | Acc: 80.671% (5889/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s189ms | Loss: 0.565 | Acc: 80.676% (5970/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s492ms | Loss: 0.567 | Acc: 80.587% (6044/7500) 75/100 [================================================>................] Step: 301ms | Tot: 22s794ms | Loss: 0.568 | Acc: 80.553% (6122/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s99ms | Loss: 0.568 | Acc: 80.532% (6201/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s407ms | Loss: 0.569 | Acc: 80.564% (6284/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s716ms | Loss: 0.568 | Acc: 80.608% (6368/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s24ms | Loss: 0.569 | Acc: 80.588% (6447/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s333ms | Loss: 0.569 | Acc: 80.568% (6526/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s642ms | Loss: 0.567 | Acc: 80.561% (6606/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 24s951ms | Loss: 0.568 | Acc: 80.446% (6677/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s258ms | Loss: 0.569 | Acc: 80.381% (6752/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s559ms | Loss: 0.570 | Acc: 80.341% (6829/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s863ms | Loss: 0.571 | Acc: 80.337% (6909/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s172ms | Loss: 0.573 | Acc: 80.276% (6984/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s475ms | Loss: 0.573 | Acc: 80.261% (7063/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s779ms | Loss: 0.573 | Acc: 80.292% (7146/8900) 89/100 [=========================================================>.......] Step: 297ms | Tot: 27s77ms | Loss: 0.574 | Acc: 80.244% (7222/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 27s390ms | Loss: 0.573 | Acc: 80.341% (7311/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s695ms | Loss: 0.571 | Acc: 80.413% (7398/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 27s996ms | Loss: 0.572 | Acc: 80.376% (7475/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s303ms | Loss: 0.573 | Acc: 80.351% (7553/9400) 94/100 [=============================================================>...] Step: 298ms | Tot: 28s602ms | Loss: 0.574 | Acc: 80.295% (7628/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 28s906ms | Loss: 0.574 | Acc: 80.344% (7713/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s210ms | Loss: 0.572 | Acc: 80.423% (7801/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s512ms | Loss: 0.573 | Acc: 80.408% (7880/9800) 98/100 [===============================================================>.] Step: 302ms | Tot: 29s814ms | Loss: 0.574 | Acc: 80.384% (7958/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s114ms | Loss: 0.573 | Acc: 80.360% (8036/10000) 100/100 + +Epoch: 30 + [>................................................................] Step: 616ms | Tot: 2ms | Loss: 0.355 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 378ms | Tot: 380ms | Loss: 0.391 | Acc: 85.547% (219/256) 2/391 [>................................................................] Step: 372ms | Tot: 753ms | Loss: 0.404 | Acc: 85.417% (328/384) 3/391 [>................................................................] Step: 364ms | Tot: 1s117ms | Loss: 0.420 | Acc: 84.961% (435/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s483ms | Loss: 0.433 | Acc: 84.688% (542/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s846ms | Loss: 0.464 | Acc: 83.854% (644/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s208ms | Loss: 0.463 | Acc: 84.375% (756/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s577ms | Loss: 0.465 | Acc: 83.789% (858/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s940ms | Loss: 0.463 | Acc: 84.115% (969/1152) 9/391 [=>...............................................................] Step: 374ms | Tot: 3s314ms | Loss: 0.467 | Acc: 84.219% (1078/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s682ms | Loss: 0.461 | Acc: 84.091% (1184/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s43ms | Loss: 0.462 | Acc: 84.115% (1292/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s401ms | Loss: 0.461 | Acc: 84.195% (1401/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s764ms | Loss: 0.464 | Acc: 83.984% (1505/1792) 14/391 [==>..............................................................] Step: 364ms | Tot: 5s129ms | Loss: 0.465 | Acc: 84.010% (1613/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s487ms | Loss: 0.461 | Acc: 84.180% (1724/2048) 16/391 [==>..............................................................] Step: 357ms | Tot: 5s844ms | Loss: 0.462 | Acc: 84.053% (1829/2176) 17/391 [==>..............................................................] Step: 356ms | Tot: 6s201ms | Loss: 0.464 | Acc: 83.984% (1935/2304) 18/391 [==>..............................................................] Step: 374ms | Tot: 6s576ms | Loss: 0.468 | Acc: 83.882% (2040/2432) 19/391 [===>.............................................................] Step: 357ms | Tot: 6s933ms | Loss: 0.473 | Acc: 83.906% (2148/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s290ms | Loss: 0.474 | Acc: 84.040% (2259/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s655ms | Loss: 0.472 | Acc: 84.162% (2370/2816) 22/391 [===>.............................................................] Step: 370ms | Tot: 8s26ms | Loss: 0.469 | Acc: 84.273% (2481/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s389ms | Loss: 0.468 | Acc: 84.245% (2588/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s755ms | Loss: 0.469 | Acc: 84.125% (2692/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s117ms | Loss: 0.474 | Acc: 83.864% (2791/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s485ms | Loss: 0.475 | Acc: 83.796% (2896/3456) 27/391 [====>............................................................] Step: 373ms | Tot: 9s858ms | Loss: 0.472 | Acc: 83.984% (3010/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s224ms | Loss: 0.472 | Acc: 84.052% (3120/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s590ms | Loss: 0.475 | Acc: 83.828% (3219/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 10s950ms | Loss: 0.473 | Acc: 83.871% (3328/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s313ms | Loss: 0.471 | Acc: 83.911% (3437/4096) 32/391 [=====>...........................................................] Step: 368ms | Tot: 11s681ms | Loss: 0.466 | Acc: 84.067% (3551/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s37ms | Loss: 0.464 | Acc: 84.099% (3660/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s393ms | Loss: 0.466 | Acc: 84.107% (3768/4480) 35/391 [=====>...........................................................] Step: 368ms | Tot: 12s762ms | Loss: 0.463 | Acc: 84.201% (3880/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s129ms | Loss: 0.463 | Acc: 84.164% (3986/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s490ms | Loss: 0.463 | Acc: 84.149% (4093/4864) 38/391 [======>..........................................................] Step: 358ms | Tot: 13s849ms | Loss: 0.467 | Acc: 84.135% (4200/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s213ms | Loss: 0.468 | Acc: 84.102% (4306/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 14s581ms | Loss: 0.470 | Acc: 83.937% (4405/5248) 41/391 [======>..........................................................] Step: 363ms | Tot: 14s944ms | Loss: 0.467 | Acc: 83.966% (4514/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s305ms | Loss: 0.465 | Acc: 84.048% (4626/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s672ms | Loss: 0.463 | Acc: 84.144% (4739/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s38ms | Loss: 0.464 | Acc: 84.132% (4846/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s403ms | Loss: 0.464 | Acc: 84.154% (4955/5888) 46/391 [=======>.........................................................] Step: 366ms | Tot: 16s770ms | Loss: 0.465 | Acc: 84.059% (5057/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s128ms | Loss: 0.463 | Acc: 84.147% (5170/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s493ms | Loss: 0.462 | Acc: 84.104% (5275/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s856ms | Loss: 0.463 | Acc: 84.109% (5383/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s215ms | Loss: 0.463 | Acc: 84.115% (5491/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s583ms | Loss: 0.462 | Acc: 84.150% (5601/6656) 52/391 [========>........................................................] Step: 368ms | Tot: 18s952ms | Loss: 0.463 | Acc: 84.154% (5709/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s314ms | Loss: 0.461 | Acc: 84.201% (5820/6912) 54/391 [========>........................................................] Step: 368ms | Tot: 19s683ms | Loss: 0.461 | Acc: 84.176% (5926/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s41ms | Loss: 0.462 | Acc: 84.138% (6031/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s399ms | Loss: 0.462 | Acc: 84.073% (6134/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 20s767ms | Loss: 0.463 | Acc: 84.052% (6240/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s131ms | Loss: 0.464 | Acc: 84.017% (6345/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s491ms | Loss: 0.464 | Acc: 83.997% (6451/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s854ms | Loss: 0.466 | Acc: 84.029% (6561/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s213ms | Loss: 0.467 | Acc: 83.972% (6664/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s574ms | Loss: 0.464 | Acc: 84.053% (6778/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 22s941ms | Loss: 0.463 | Acc: 84.045% (6885/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s302ms | Loss: 0.464 | Acc: 84.038% (6992/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 23s664ms | Loss: 0.463 | Acc: 84.079% (7103/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s23ms | Loss: 0.462 | Acc: 84.060% (7209/8576) 67/391 [===========>.....................................................] Step: 355ms | Tot: 24s379ms | Loss: 0.461 | Acc: 84.111% (7321/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s742ms | Loss: 0.462 | Acc: 84.035% (7422/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s109ms | Loss: 0.462 | Acc: 84.029% (7529/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s468ms | Loss: 0.461 | Acc: 84.089% (7642/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 25s831ms | Loss: 0.461 | Acc: 84.104% (7751/9216) 72/391 [===========>.....................................................] Step: 368ms | Tot: 26s199ms | Loss: 0.461 | Acc: 84.107% (7859/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s561ms | Loss: 0.460 | Acc: 84.164% (7972/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 26s924ms | Loss: 0.460 | Acc: 84.146% (8078/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s282ms | Loss: 0.462 | Acc: 84.067% (8178/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s645ms | Loss: 0.461 | Acc: 84.081% (8287/9856) 77/391 [============>....................................................] Step: 358ms | Tot: 28s3ms | Loss: 0.463 | Acc: 84.044% (8391/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s364ms | Loss: 0.463 | Acc: 84.019% (8496/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s722ms | Loss: 0.462 | Acc: 84.023% (8604/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s87ms | Loss: 0.463 | Acc: 83.970% (8706/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s452ms | Loss: 0.463 | Acc: 83.965% (8813/10496) 82/391 [=============>...................................................] Step: 369ms | Tot: 29s821ms | Loss: 0.462 | Acc: 84.008% (8925/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s181ms | Loss: 0.462 | Acc: 84.012% (9033/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s541ms | Loss: 0.461 | Acc: 84.035% (9143/10880) 85/391 [==============>..................................................] Step: 358ms | Tot: 30s900ms | Loss: 0.461 | Acc: 83.993% (9246/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s264ms | Loss: 0.462 | Acc: 83.953% (9349/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s628ms | Loss: 0.463 | Acc: 83.869% (9447/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 31s987ms | Loss: 0.465 | Acc: 83.787% (9545/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s346ms | Loss: 0.465 | Acc: 83.767% (9650/11520) 90/391 [==============>..................................................] Step: 376ms | Tot: 32s723ms | Loss: 0.466 | Acc: 83.765% (9757/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s81ms | Loss: 0.467 | Acc: 83.747% (9862/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 33s439ms | Loss: 0.468 | Acc: 83.745% (9969/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s806ms | Loss: 0.468 | Acc: 83.743% (10076/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 34s163ms | Loss: 0.467 | Acc: 83.783% (10188/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s531ms | Loss: 0.465 | Acc: 83.822% (10300/12288) 96/391 [===============>.................................................] Step: 374ms | Tot: 34s905ms | Loss: 0.466 | Acc: 83.811% (10406/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s268ms | Loss: 0.467 | Acc: 83.793% (10511/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s633ms | Loss: 0.468 | Acc: 83.767% (10615/12672) 99/391 [================>................................................] Step: 372ms | Tot: 36s6ms | Loss: 0.467 | Acc: 83.781% (10724/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s366ms | Loss: 0.468 | Acc: 83.764% (10829/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s732ms | Loss: 0.468 | Acc: 83.709% (10929/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s95ms | Loss: 0.469 | Acc: 83.700% (11035/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s460ms | Loss: 0.469 | Acc: 83.729% (11146/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 37s826ms | Loss: 0.469 | Acc: 83.750% (11256/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 38s186ms | Loss: 0.469 | Acc: 83.763% (11365/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s546ms | Loss: 0.469 | Acc: 83.754% (11471/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s909ms | Loss: 0.469 | Acc: 83.767% (11580/13824) 108/391 [=================>...............................................] Step: 373ms | Tot: 39s282ms | Loss: 0.469 | Acc: 83.751% (11685/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 39s652ms | Loss: 0.470 | Acc: 83.743% (11791/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 40s12ms | Loss: 0.469 | Acc: 83.749% (11899/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s369ms | Loss: 0.469 | Acc: 83.761% (12008/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 40s735ms | Loss: 0.469 | Acc: 83.767% (12116/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 41s91ms | Loss: 0.469 | Acc: 83.765% (12223/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s448ms | Loss: 0.468 | Acc: 83.791% (12334/14720) 115/391 [===================>.............................................] Step: 358ms | Tot: 41s807ms | Loss: 0.470 | Acc: 83.755% (12436/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s168ms | Loss: 0.470 | Acc: 83.741% (12541/14976) 117/391 [===================>.............................................] Step: 369ms | Tot: 42s538ms | Loss: 0.470 | Acc: 83.746% (12649/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 42s898ms | Loss: 0.469 | Acc: 83.764% (12759/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s257ms | Loss: 0.470 | Acc: 83.737% (12862/15360) 120/391 [===================>.............................................] Step: 372ms | Tot: 43s630ms | Loss: 0.471 | Acc: 83.716% (12966/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 43s995ms | Loss: 0.470 | Acc: 83.735% (13076/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s352ms | Loss: 0.470 | Acc: 83.746% (13185/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 44s719ms | Loss: 0.472 | Acc: 83.720% (13288/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 45s79ms | Loss: 0.472 | Acc: 83.700% (13392/16000) 125/391 [====================>............................................] Step: 357ms | Tot: 45s436ms | Loss: 0.472 | Acc: 83.736% (13505/16128) 126/391 [====================>............................................] Step: 375ms | Tot: 45s811ms | Loss: 0.472 | Acc: 83.723% (13610/16256) 127/391 [=====================>...........................................] Step: 363ms | Tot: 46s175ms | Loss: 0.472 | Acc: 83.716% (13716/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s533ms | Loss: 0.473 | Acc: 83.672% (13816/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 46s898ms | Loss: 0.474 | Acc: 83.654% (13920/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 47s257ms | Loss: 0.473 | Acc: 83.671% (14030/16768) 131/391 [=====================>...........................................] Step: 367ms | Tot: 47s624ms | Loss: 0.473 | Acc: 83.683% (14139/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 47s992ms | Loss: 0.473 | Acc: 83.664% (14243/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s350ms | Loss: 0.474 | Acc: 83.687% (14354/17152) 134/391 [======================>..........................................] Step: 368ms | Tot: 48s719ms | Loss: 0.473 | Acc: 83.692% (14462/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s91ms | Loss: 0.474 | Acc: 83.680% (14567/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s452ms | Loss: 0.475 | Acc: 83.639% (14667/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 49s821ms | Loss: 0.475 | Acc: 83.650% (14776/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s188ms | Loss: 0.475 | Acc: 83.639% (14881/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s548ms | Loss: 0.476 | Acc: 83.605% (14982/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 50s906ms | Loss: 0.475 | Acc: 83.594% (15087/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s272ms | Loss: 0.475 | Acc: 83.599% (15195/18176) 142/391 [=======================>.........................................] Step: 369ms | Tot: 51s642ms | Loss: 0.476 | Acc: 83.594% (15301/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 52s5ms | Loss: 0.475 | Acc: 83.583% (15406/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 52s366ms | Loss: 0.476 | Acc: 83.534% (15504/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 52s732ms | Loss: 0.477 | Acc: 83.503% (15605/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 53s92ms | Loss: 0.478 | Acc: 83.482% (15708/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s454ms | Loss: 0.479 | Acc: 83.425% (15804/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 53s820ms | Loss: 0.479 | Acc: 83.415% (15909/19072) 149/391 [========================>........................................] Step: 352ms | Tot: 54s172ms | Loss: 0.480 | Acc: 83.396% (16012/19200) 150/391 [========================>........................................] Step: 354ms | Tot: 54s526ms | Loss: 0.480 | Acc: 83.402% (16120/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s884ms | Loss: 0.479 | Acc: 83.434% (16233/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 55s245ms | Loss: 0.479 | Acc: 83.435% (16340/19584) 153/391 [=========================>.......................................] Step: 371ms | Tot: 55s617ms | Loss: 0.479 | Acc: 83.421% (16444/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 55s979ms | Loss: 0.479 | Acc: 83.412% (16549/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s340ms | Loss: 0.478 | Acc: 83.454% (16664/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s701ms | Loss: 0.479 | Acc: 83.425% (16765/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s59ms | Loss: 0.480 | Acc: 83.426% (16872/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s417ms | Loss: 0.480 | Acc: 83.427% (16979/20352) 159/391 [==========================>......................................] Step: 367ms | Tot: 57s785ms | Loss: 0.480 | Acc: 83.433% (17087/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s149ms | Loss: 0.480 | Acc: 83.443% (17196/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s510ms | Loss: 0.481 | Acc: 83.406% (17295/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 58s875ms | Loss: 0.483 | Acc: 83.354% (17391/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s238ms | Loss: 0.483 | Acc: 83.351% (17497/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s608ms | Loss: 0.482 | Acc: 83.362% (17606/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 59s968ms | Loss: 0.482 | Acc: 83.363% (17713/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m333ms | Loss: 0.482 | Acc: 83.355% (17818/21376) 167/391 [===========================>.....................................] Step: 369ms | Tot: 1m702ms | Loss: 0.482 | Acc: 83.343% (17922/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.483 | Acc: 83.326% (18025/21632) 169/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.484 | Acc: 83.327% (18132/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.483 | Acc: 83.333% (18240/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.483 | Acc: 83.335% (18347/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.483 | Acc: 83.323% (18451/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.482 | Acc: 83.347% (18563/22272) 174/391 [============================>....................................] Step: 356ms | Tot: 1m3s | Loss: 0.482 | Acc: 83.357% (18672/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.482 | Acc: 83.345% (18776/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.482 | Acc: 83.338% (18881/22656) 177/391 [=============================>...................................] Step: 351ms | Tot: 1m4s | Loss: 0.483 | Acc: 83.317% (18983/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.483 | Acc: 83.306% (19087/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.482 | Acc: 83.355% (19205/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.481 | Acc: 83.382% (19318/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.481 | Acc: 83.392% (19427/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.481 | Acc: 83.402% (19536/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.480 | Acc: 83.403% (19643/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.481 | Acc: 83.387% (19746/23680) 185/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.480 | Acc: 83.405% (19857/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.480 | Acc: 83.414% (19966/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.481 | Acc: 83.407% (20071/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.481 | Acc: 83.383% (20172/24192) 189/391 [===============================>.................................] Step: 373ms | Tot: 1m8s | Loss: 0.482 | Acc: 83.368% (20275/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.482 | Acc: 83.357% (20379/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.482 | Acc: 83.354% (20485/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.482 | Acc: 83.359% (20593/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.482 | Acc: 83.368% (20702/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.483 | Acc: 83.345% (20803/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.483 | Acc: 83.327% (20905/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.482 | Acc: 83.348% (21017/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.483 | Acc: 83.353% (21125/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.483 | Acc: 83.342% (21229/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.484 | Acc: 83.328% (21332/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.484 | Acc: 83.322% (21437/25728) 201/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.484 | Acc: 83.335% (21547/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.483 | Acc: 83.363% (21661/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.483 | Acc: 83.402% (21778/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.482 | Acc: 83.438% (21894/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.482 | Acc: 83.438% (22001/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.482 | Acc: 83.465% (22115/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.482 | Acc: 83.455% (22219/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.481 | Acc: 83.474% (22331/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.481 | Acc: 83.482% (22440/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.481 | Acc: 83.497% (22551/27008) 211/391 [===================================>.............................] Step: 371ms | Tot: 1m16s | Loss: 0.481 | Acc: 83.487% (22655/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.480 | Acc: 83.495% (22764/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.481 | Acc: 83.481% (22867/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.481 | Acc: 83.485% (22975/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.481 | Acc: 83.482% (23081/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.481 | Acc: 83.468% (23184/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m18s | Loss: 0.481 | Acc: 83.440% (23283/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.482 | Acc: 83.433% (23388/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.480 | Acc: 83.480% (23508/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.480 | Acc: 83.484% (23616/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.480 | Acc: 83.474% (23720/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.480 | Acc: 83.468% (23825/28544) 223/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.480 | Acc: 83.475% (23934/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.480 | Acc: 83.476% (24041/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.480 | Acc: 83.466% (24145/28928) 226/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.481 | Acc: 83.463% (24251/29056) 227/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.481 | Acc: 83.450% (24354/29184) 228/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.482 | Acc: 83.447% (24460/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.482 | Acc: 83.448% (24567/29440) 230/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.481 | Acc: 83.455% (24676/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.481 | Acc: 83.459% (24784/29696) 232/391 [======================================>..........................] Step: 392ms | Tot: 1m24s | Loss: 0.481 | Acc: 83.460% (24891/29824) 233/391 [======================================>..........................] Step: 400ms | Tot: 1m24s | Loss: 0.481 | Acc: 83.474% (25002/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.481 | Acc: 83.471% (25108/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.481 | Acc: 83.471% (25215/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.480 | Acc: 83.498% (25330/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.481 | Acc: 83.492% (25435/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.481 | Acc: 83.499% (25544/30592) 239/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.481 | Acc: 83.483% (25646/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.481 | Acc: 83.496% (25757/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.481 | Acc: 83.500% (25865/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m27s | Loss: 0.481 | Acc: 83.504% (25973/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.480 | Acc: 83.498% (26078/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.481 | Acc: 83.473% (26177/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.481 | Acc: 83.470% (26283/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.481 | Acc: 83.461% (26387/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m29s | Loss: 0.481 | Acc: 83.471% (26497/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.481 | Acc: 83.465% (26602/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.481 | Acc: 83.469% (26710/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.480 | Acc: 83.482% (26821/32128) 251/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.481 | Acc: 83.476% (26926/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.481 | Acc: 83.483% (27035/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m31s | Loss: 0.481 | Acc: 83.474% (27139/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.481 | Acc: 83.474% (27246/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.481 | Acc: 83.475% (27353/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.481 | Acc: 83.457% (27454/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.481 | Acc: 83.445% (27557/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.481 | Acc: 83.461% (27669/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.481 | Acc: 83.468% (27778/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.481 | Acc: 83.498% (27895/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.480 | Acc: 83.507% (28005/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.480 | Acc: 83.496% (28108/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.481 | Acc: 83.481% (28210/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.480 | Acc: 83.496% (28322/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.480 | Acc: 83.506% (28432/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.480 | Acc: 83.503% (28538/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.480 | Acc: 83.524% (28652/34304) 268/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.479 | Acc: 83.544% (28766/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.479 | Acc: 83.542% (28872/34560) 270/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.479 | Acc: 83.551% (28982/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.479 | Acc: 83.539% (29085/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.479 | Acc: 83.542% (29193/34944) 273/391 [=============================================>...................] Step: 354ms | Tot: 1m39s | Loss: 0.479 | Acc: 83.554% (29304/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.479 | Acc: 83.548% (29409/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.479 | Acc: 83.557% (29519/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.478 | Acc: 83.557% (29626/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m40s | Loss: 0.478 | Acc: 83.549% (29730/35584) 278/391 [==============================================>..................] Step: 380ms | Tot: 1m41s | Loss: 0.478 | Acc: 83.563% (29842/35712) 279/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.478 | Acc: 83.557% (29947/35840) 280/391 [==============================================>..................] Step: 378ms | Tot: 1m41s | Loss: 0.478 | Acc: 83.546% (30050/35968) 281/391 [==============================================>..................] Step: 377ms | Tot: 1m42s | Loss: 0.479 | Acc: 83.538% (30154/36096) 282/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.478 | Acc: 83.563% (30270/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.479 | Acc: 83.558% (30375/36352) 284/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.479 | Acc: 83.550% (30479/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.479 | Acc: 83.558% (30589/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.479 | Acc: 83.556% (30695/36736) 287/391 [===============================================>.................] Step: 389ms | Tot: 1m44s | Loss: 0.479 | Acc: 83.553% (30801/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.479 | Acc: 83.548% (30906/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.479 | Acc: 83.540% (31010/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.479 | Acc: 83.535% (31115/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.480 | Acc: 83.519% (31216/37376) 292/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.480 | Acc: 83.522% (31324/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.479 | Acc: 83.519% (31430/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.480 | Acc: 83.506% (31532/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.480 | Acc: 83.520% (31644/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.480 | Acc: 83.507% (31746/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.480 | Acc: 83.515% (31856/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.480 | Acc: 83.513% (31962/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.480 | Acc: 83.505% (32066/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.481 | Acc: 83.474% (32161/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.480 | Acc: 83.477% (32269/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.481 | Acc: 83.455% (32367/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.465% (32478/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.466% (32585/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.481 | Acc: 83.479% (32697/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.481 | Acc: 83.477% (32803/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.481 | Acc: 83.464% (32905/39424) 308/391 [===================================================>.............] Step: 374ms | Tot: 1m52s | Loss: 0.481 | Acc: 83.462% (33011/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.481 | Acc: 83.463% (33118/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.481 | Acc: 83.466% (33226/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.459% (33330/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.451% (33434/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.437% (33535/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.428% (33638/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.440% (33750/40448) 316/391 [====================================================>............] Step: 355ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.434% (33854/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.482 | Acc: 83.427% (33958/40704) 318/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.482 | Acc: 83.435% (34068/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.482 | Acc: 83.428% (34172/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.482 | Acc: 83.431% (34280/41088) 321/391 [=====================================================>...........] Step: 374ms | Tot: 1m56s | Loss: 0.483 | Acc: 83.402% (34375/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.483 | Acc: 83.410% (34485/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.483 | Acc: 83.413% (34593/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.482 | Acc: 83.440% (34711/41600) 325/391 [======================================================>..........] Step: 374ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.450% (34822/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.458% (34932/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.456% (35038/41984) 328/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.482 | Acc: 83.454% (35144/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.482 | Acc: 83.461% (35254/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m57ms | Loss: 0.482 | Acc: 83.450% (35356/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 2m426ms | Loss: 0.482 | Acc: 83.441% (35459/42496) 332/391 [=======================================================>.........] Step: 373ms | Tot: 2m799ms | Loss: 0.482 | Acc: 83.434% (35563/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.482 | Acc: 83.444% (35674/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.482 | Acc: 83.433% (35776/42880) 335/391 [=======================================================>.........] Step: 375ms | Tot: 2m1s | Loss: 0.482 | Acc: 83.445% (35888/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.482 | Acc: 83.448% (35996/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.482 | Acc: 83.444% (36101/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.482 | Acc: 83.432% (36203/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.482 | Acc: 83.438% (36312/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.481 | Acc: 83.445% (36422/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.482 | Acc: 83.429% (36522/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.482 | Acc: 83.441% (36634/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.482 | Acc: 83.430% (36736/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.482 | Acc: 83.435% (36845/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.481 | Acc: 83.445% (36956/44288) 346/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.481 | Acc: 83.443% (37062/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.481 | Acc: 83.439% (37167/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.481 | Acc: 83.439% (37274/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m6s | Loss: 0.482 | Acc: 83.438% (37380/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.482 | Acc: 83.436% (37486/44928) 351/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.482 | Acc: 83.425% (37588/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.482 | Acc: 83.419% (37692/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.483 | Acc: 83.413% (37796/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.483 | Acc: 83.409% (37901/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.482 | Acc: 83.414% (38010/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.483 | Acc: 83.412% (38116/45696) 357/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.483 | Acc: 83.402% (38218/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.483 | Acc: 83.404% (38326/45952) 359/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.483 | Acc: 83.388% (38425/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.483 | Acc: 83.388% (38532/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.482 | Acc: 83.393% (38641/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m11s | Loss: 0.483 | Acc: 83.387% (38745/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.482 | Acc: 83.392% (38854/46592) 364/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.482 | Acc: 83.403% (38966/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m12s | Loss: 0.482 | Acc: 83.402% (39072/46848) 366/391 [============================================================>....] Step: 377ms | Tot: 2m13s | Loss: 0.482 | Acc: 83.406% (39181/46976) 367/391 [=============================================================>...] Step: 373ms | Tot: 2m13s | Loss: 0.482 | Acc: 83.413% (39291/47104) 368/391 [=============================================================>...] Step: 372ms | Tot: 2m13s | Loss: 0.482 | Acc: 83.414% (39398/47232) 369/391 [=============================================================>...] Step: 372ms | Tot: 2m14s | Loss: 0.482 | Acc: 83.408% (39502/47360) 370/391 [=============================================================>...] Step: 384ms | Tot: 2m14s | Loss: 0.482 | Acc: 83.402% (39606/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.482 | Acc: 83.407% (39715/47616) 372/391 [=============================================================>...] Step: 355ms | Tot: 2m15s | Loss: 0.482 | Acc: 83.412% (39824/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m15s | Loss: 0.482 | Acc: 83.414% (39932/47872) 374/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.481 | Acc: 83.421% (40042/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.481 | Acc: 83.419% (40148/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.482 | Acc: 83.407% (40249/48256) 377/391 [==============================================================>..] Step: 376ms | Tot: 2m17s | Loss: 0.482 | Acc: 83.404% (40354/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.481 | Acc: 83.412% (40465/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.481 | Acc: 83.419% (40575/48640) 380/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.481 | Acc: 83.413% (40679/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.482 | Acc: 83.408% (40783/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.481 | Acc: 83.414% (40893/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.482 | Acc: 83.403% (40994/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.481 | Acc: 83.407% (41103/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.481 | Acc: 83.424% (41218/49408) 386/391 [================================================================>] Step: 375ms | Tot: 2m20s | Loss: 0.482 | Acc: 83.418% (41322/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.482 | Acc: 83.413% (41426/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.482 | Acc: 83.405% (41529/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.482 | Acc: 83.397% (41632/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m22s | Loss: 0.482 | Acc: 83.402% (41701/50000) 391/391 + [>................................................................] Step: 504ms | Tot: 2ms | Loss: 0.611 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 300ms | Tot: 302ms | Loss: 0.533 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 591ms | Loss: 0.537 | Acc: 82.000% (246/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 890ms | Loss: 0.551 | Acc: 82.250% (329/400) 4/100 [==>..............................................................] Step: 303ms | Tot: 1s193ms | Loss: 0.559 | Acc: 80.800% (404/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s491ms | Loss: 0.515 | Acc: 82.167% (493/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s788ms | Loss: 0.522 | Acc: 81.857% (573/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s91ms | Loss: 0.534 | Acc: 81.500% (652/800) 8/100 [=====>...........................................................] Step: 297ms | Tot: 2s388ms | Loss: 0.550 | Acc: 81.333% (732/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s687ms | Loss: 0.549 | Acc: 81.200% (812/1000) 10/100 [======>..........................................................] Step: 295ms | Tot: 2s982ms | Loss: 0.551 | Acc: 81.091% (892/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s282ms | Loss: 0.548 | Acc: 81.417% (977/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s580ms | Loss: 0.546 | Acc: 81.000% (1053/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s885ms | Loss: 0.540 | Acc: 81.143% (1136/1400) 14/100 [=========>.......................................................] Step: 325ms | Tot: 4s210ms | Loss: 0.533 | Acc: 81.533% (1223/1500) 15/100 [=========>.......................................................] Step: 309ms | Tot: 4s520ms | Loss: 0.542 | Acc: 81.375% (1302/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s824ms | Loss: 0.537 | Acc: 81.529% (1386/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s134ms | Loss: 0.544 | Acc: 81.222% (1462/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s434ms | Loss: 0.549 | Acc: 81.158% (1542/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s737ms | Loss: 0.559 | Acc: 80.900% (1618/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s49ms | Loss: 0.560 | Acc: 80.667% (1694/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s353ms | Loss: 0.554 | Acc: 80.818% (1778/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s661ms | Loss: 0.558 | Acc: 80.609% (1854/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 6s967ms | Loss: 0.559 | Acc: 80.667% (1936/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s268ms | Loss: 0.560 | Acc: 80.440% (2011/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s575ms | Loss: 0.567 | Acc: 80.192% (2085/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s875ms | Loss: 0.562 | Acc: 80.296% (2168/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s184ms | Loss: 0.565 | Acc: 80.286% (2248/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s486ms | Loss: 0.566 | Acc: 80.276% (2328/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s787ms | Loss: 0.564 | Acc: 80.533% (2416/3000) 30/100 [===================>.............................................] Step: 317ms | Tot: 9s104ms | Loss: 0.564 | Acc: 80.484% (2495/3100) 31/100 [====================>............................................] Step: 315ms | Tot: 9s420ms | Loss: 0.564 | Acc: 80.438% (2574/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 9s732ms | Loss: 0.565 | Acc: 80.515% (2657/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 10s40ms | Loss: 0.567 | Acc: 80.324% (2731/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s344ms | Loss: 0.567 | Acc: 80.343% (2812/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s644ms | Loss: 0.567 | Acc: 80.444% (2896/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 10s959ms | Loss: 0.571 | Acc: 80.378% (2974/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s272ms | Loss: 0.569 | Acc: 80.447% (3057/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s578ms | Loss: 0.566 | Acc: 80.615% (3144/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s879ms | Loss: 0.563 | Acc: 80.725% (3229/4000) 40/100 [==========================>......................................] Step: 312ms | Tot: 12s191ms | Loss: 0.563 | Acc: 80.707% (3309/4100) 41/100 [==========================>......................................] Step: 319ms | Tot: 12s511ms | Loss: 0.563 | Acc: 80.786% (3393/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s813ms | Loss: 0.559 | Acc: 80.860% (3477/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s123ms | Loss: 0.561 | Acc: 80.795% (3555/4400) 44/100 [============================>....................................] Step: 299ms | Tot: 13s423ms | Loss: 0.561 | Acc: 80.822% (3637/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s726ms | Loss: 0.560 | Acc: 80.783% (3716/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 14s33ms | Loss: 0.557 | Acc: 80.851% (3800/4700) 47/100 [==============================>..................................] Step: 322ms | Tot: 14s356ms | Loss: 0.559 | Acc: 80.833% (3880/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s665ms | Loss: 0.557 | Acc: 80.857% (3962/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s968ms | Loss: 0.561 | Acc: 80.780% (4039/5000) 50/100 [================================>................................] Step: 300ms | Tot: 15s269ms | Loss: 0.561 | Acc: 80.765% (4119/5100) 51/100 [=================================>...............................] Step: 310ms | Tot: 15s580ms | Loss: 0.562 | Acc: 80.731% (4198/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 15s893ms | Loss: 0.563 | Acc: 80.660% (4275/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s202ms | Loss: 0.562 | Acc: 80.722% (4359/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s506ms | Loss: 0.563 | Acc: 80.727% (4440/5500) 55/100 [===================================>.............................] Step: 297ms | Tot: 16s804ms | Loss: 0.563 | Acc: 80.750% (4522/5600) 56/100 [====================================>............................] Step: 317ms | Tot: 17s121ms | Loss: 0.564 | Acc: 80.754% (4603/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s434ms | Loss: 0.566 | Acc: 80.759% (4684/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s736ms | Loss: 0.570 | Acc: 80.610% (4756/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s43ms | Loss: 0.570 | Acc: 80.600% (4836/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s347ms | Loss: 0.570 | Acc: 80.574% (4915/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s651ms | Loss: 0.569 | Acc: 80.629% (4999/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s954ms | Loss: 0.568 | Acc: 80.667% (5082/6300) 63/100 [========================================>........................] Step: 319ms | Tot: 19s273ms | Loss: 0.564 | Acc: 80.828% (5173/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s583ms | Loss: 0.567 | Acc: 80.769% (5250/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s887ms | Loss: 0.569 | Acc: 80.742% (5329/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 20s187ms | Loss: 0.566 | Acc: 80.791% (5413/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s497ms | Loss: 0.566 | Acc: 80.779% (5493/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s798ms | Loss: 0.568 | Acc: 80.739% (5571/6900) 69/100 [============================================>....................] Step: 313ms | Tot: 21s111ms | Loss: 0.569 | Acc: 80.657% (5646/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s414ms | Loss: 0.569 | Acc: 80.690% (5729/7100) 71/100 [==============================================>..................] Step: 298ms | Tot: 21s713ms | Loss: 0.568 | Acc: 80.750% (5814/7200) 72/100 [==============================================>..................] Step: 321ms | Tot: 22s34ms | Loss: 0.566 | Acc: 80.849% (5902/7300) 73/100 [===============================================>.................] Step: 330ms | Tot: 22s365ms | Loss: 0.565 | Acc: 80.851% (5983/7400) 74/100 [================================================>................] Step: 321ms | Tot: 22s686ms | Loss: 0.565 | Acc: 80.867% (6065/7500) 75/100 [================================================>................] Step: 317ms | Tot: 23s4ms | Loss: 0.566 | Acc: 80.842% (6144/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s317ms | Loss: 0.566 | Acc: 80.831% (6224/7700) 77/100 [==================================================>..............] Step: 316ms | Tot: 23s634ms | Loss: 0.565 | Acc: 80.872% (6308/7800) 78/100 [==================================================>..............] Step: 322ms | Tot: 23s956ms | Loss: 0.565 | Acc: 80.911% (6392/7900) 79/100 [===================================================>.............] Step: 320ms | Tot: 24s276ms | Loss: 0.564 | Acc: 80.912% (6473/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s592ms | Loss: 0.562 | Acc: 80.938% (6556/8100) 81/100 [====================================================>............] Step: 313ms | Tot: 24s906ms | Loss: 0.563 | Acc: 80.902% (6634/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s215ms | Loss: 0.563 | Acc: 80.904% (6715/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s522ms | Loss: 0.564 | Acc: 80.845% (6791/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s826ms | Loss: 0.565 | Acc: 80.788% (6867/8500) 85/100 [=======================================================>.........] Step: 310ms | Tot: 26s137ms | Loss: 0.566 | Acc: 80.744% (6944/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s442ms | Loss: 0.567 | Acc: 80.724% (7023/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s752ms | Loss: 0.567 | Acc: 80.705% (7102/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s59ms | Loss: 0.568 | Acc: 80.674% (7180/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s363ms | Loss: 0.567 | Acc: 80.711% (7264/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s669ms | Loss: 0.566 | Acc: 80.747% (7348/9100) 91/100 [===========================================================>.....] Step: 300ms | Tot: 27s969ms | Loss: 0.563 | Acc: 80.793% (7433/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 28s278ms | Loss: 0.564 | Acc: 80.796% (7514/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s583ms | Loss: 0.565 | Acc: 80.777% (7593/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s889ms | Loss: 0.565 | Acc: 80.737% (7670/9500) 95/100 [=============================================================>...] Step: 316ms | Tot: 29s205ms | Loss: 0.565 | Acc: 80.740% (7751/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s517ms | Loss: 0.564 | Acc: 80.773% (7835/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s829ms | Loss: 0.564 | Acc: 80.745% (7913/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 30s139ms | Loss: 0.564 | Acc: 80.737% (7993/9900) 99/100 [================================================================>] Step: 304ms | Tot: 30s443ms | Loss: 0.564 | Acc: 80.720% (8072/10000) 100/100 +Saving.. + +Epoch: 31 + [>................................................................] Step: 761ms | Tot: 2ms | Loss: 0.446 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.482 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 375ms | Tot: 764ms | Loss: 0.466 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s139ms | Loss: 0.475 | Acc: 85.547% (438/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s502ms | Loss: 0.518 | Acc: 83.750% (536/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s873ms | Loss: 0.510 | Acc: 83.464% (641/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s236ms | Loss: 0.503 | Acc: 83.705% (750/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s597ms | Loss: 0.492 | Acc: 83.398% (854/1024) 8/391 [=>...............................................................] Step: 372ms | Tot: 2s970ms | Loss: 0.484 | Acc: 83.681% (964/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s333ms | Loss: 0.477 | Acc: 84.062% (1076/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s696ms | Loss: 0.468 | Acc: 84.375% (1188/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s67ms | Loss: 0.463 | Acc: 84.375% (1296/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s430ms | Loss: 0.455 | Acc: 84.435% (1405/1664) 13/391 [==>..............................................................] Step: 354ms | Tot: 4s785ms | Loss: 0.457 | Acc: 84.375% (1512/1792) 14/391 [==>..............................................................] Step: 364ms | Tot: 5s149ms | Loss: 0.467 | Acc: 84.115% (1615/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s515ms | Loss: 0.461 | Acc: 84.570% (1732/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s876ms | Loss: 0.462 | Acc: 84.559% (1840/2176) 17/391 [==>..............................................................] Step: 353ms | Tot: 6s229ms | Loss: 0.456 | Acc: 84.852% (1955/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s589ms | Loss: 0.456 | Acc: 84.663% (2059/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s954ms | Loss: 0.464 | Acc: 84.258% (2157/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s314ms | Loss: 0.462 | Acc: 84.263% (2265/2688) 21/391 [===>.............................................................] Step: 354ms | Tot: 7s669ms | Loss: 0.461 | Acc: 84.233% (2372/2816) 22/391 [===>.............................................................] Step: 370ms | Tot: 8s40ms | Loss: 0.465 | Acc: 84.035% (2474/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s413ms | Loss: 0.461 | Acc: 84.082% (2583/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s776ms | Loss: 0.458 | Acc: 84.219% (2695/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s138ms | Loss: 0.457 | Acc: 84.195% (2802/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s502ms | Loss: 0.455 | Acc: 84.259% (2912/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s866ms | Loss: 0.454 | Acc: 84.459% (3027/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s223ms | Loss: 0.456 | Acc: 84.375% (3132/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s581ms | Loss: 0.457 | Acc: 84.323% (3238/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 10s947ms | Loss: 0.455 | Acc: 84.501% (3353/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s311ms | Loss: 0.459 | Acc: 84.375% (3456/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s673ms | Loss: 0.463 | Acc: 84.233% (3558/4224) 33/391 [=====>...........................................................] Step: 373ms | Tot: 12s47ms | Loss: 0.461 | Acc: 84.260% (3667/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s409ms | Loss: 0.464 | Acc: 84.129% (3769/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 12s780ms | Loss: 0.467 | Acc: 84.049% (3873/4608) 36/391 [=====>...........................................................] Step: 373ms | Tot: 13s154ms | Loss: 0.466 | Acc: 84.079% (3982/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s521ms | Loss: 0.470 | Acc: 83.943% (4083/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s882ms | Loss: 0.468 | Acc: 83.954% (4191/4992) 39/391 [======>..........................................................] Step: 353ms | Tot: 14s236ms | Loss: 0.468 | Acc: 83.945% (4298/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s597ms | Loss: 0.467 | Acc: 84.070% (4412/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 14s974ms | Loss: 0.467 | Acc: 84.059% (4519/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s345ms | Loss: 0.467 | Acc: 84.048% (4626/5504) 43/391 [=======>.........................................................] Step: 352ms | Tot: 15s697ms | Loss: 0.468 | Acc: 83.967% (4729/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s65ms | Loss: 0.469 | Acc: 83.958% (4836/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s436ms | Loss: 0.465 | Acc: 84.052% (4949/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s794ms | Loss: 0.464 | Acc: 84.142% (5062/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s153ms | Loss: 0.463 | Acc: 84.163% (5171/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s512ms | Loss: 0.464 | Acc: 84.136% (5277/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 17s876ms | Loss: 0.463 | Acc: 84.203% (5389/6400) 50/391 [========>........................................................] Step: 371ms | Tot: 18s248ms | Loss: 0.463 | Acc: 84.222% (5498/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s612ms | Loss: 0.463 | Acc: 84.255% (5608/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s977ms | Loss: 0.461 | Acc: 84.360% (5723/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s341ms | Loss: 0.461 | Acc: 84.375% (5832/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s703ms | Loss: 0.459 | Acc: 84.446% (5945/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s69ms | Loss: 0.459 | Acc: 84.445% (6053/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s427ms | Loss: 0.459 | Acc: 84.485% (6164/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s783ms | Loss: 0.459 | Acc: 84.496% (6273/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s145ms | Loss: 0.462 | Acc: 84.375% (6372/7552) 59/391 [=========>.......................................................] Step: 372ms | Tot: 21s517ms | Loss: 0.461 | Acc: 84.414% (6483/7680) 60/391 [=========>.......................................................] Step: 373ms | Tot: 21s890ms | Loss: 0.460 | Acc: 84.452% (6594/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s247ms | Loss: 0.459 | Acc: 84.476% (6704/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s611ms | Loss: 0.458 | Acc: 84.549% (6818/8064) 63/391 [==========>......................................................] Step: 379ms | Tot: 22s991ms | Loss: 0.459 | Acc: 84.521% (6924/8192) 64/391 [==========>......................................................] Step: 377ms | Tot: 23s369ms | Loss: 0.457 | Acc: 84.531% (7033/8320) 65/391 [==========>......................................................] Step: 373ms | Tot: 23s743ms | Loss: 0.458 | Acc: 84.470% (7136/8448) 66/391 [==========>......................................................] Step: 377ms | Tot: 24s121ms | Loss: 0.457 | Acc: 84.492% (7246/8576) 67/391 [===========>.....................................................] Step: 372ms | Tot: 24s493ms | Loss: 0.456 | Acc: 84.524% (7357/8704) 68/391 [===========>.....................................................] Step: 377ms | Tot: 24s870ms | Loss: 0.455 | Acc: 84.556% (7468/8832) 69/391 [===========>.....................................................] Step: 375ms | Tot: 25s246ms | Loss: 0.455 | Acc: 84.531% (7574/8960) 70/391 [===========>.....................................................] Step: 373ms | Tot: 25s619ms | Loss: 0.455 | Acc: 84.463% (7676/9088) 71/391 [===========>.....................................................] Step: 376ms | Tot: 25s996ms | Loss: 0.453 | Acc: 84.527% (7790/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 26s354ms | Loss: 0.454 | Acc: 84.482% (7894/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s715ms | Loss: 0.454 | Acc: 84.512% (8005/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 27s77ms | Loss: 0.454 | Acc: 84.490% (8111/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s441ms | Loss: 0.455 | Acc: 84.447% (8215/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s801ms | Loss: 0.458 | Acc: 84.345% (8313/9856) 77/391 [============>....................................................] Step: 375ms | Tot: 28s177ms | Loss: 0.456 | Acc: 84.435% (8430/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s543ms | Loss: 0.456 | Acc: 84.424% (8537/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s904ms | Loss: 0.455 | Acc: 84.453% (8648/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s265ms | Loss: 0.456 | Acc: 84.423% (8753/10368) 81/391 [=============>...................................................] Step: 355ms | Tot: 29s621ms | Loss: 0.455 | Acc: 84.451% (8864/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 29s983ms | Loss: 0.456 | Acc: 84.347% (8961/10624) 83/391 [=============>...................................................] Step: 358ms | Tot: 30s341ms | Loss: 0.458 | Acc: 84.291% (9063/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s703ms | Loss: 0.458 | Acc: 84.292% (9171/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s64ms | Loss: 0.458 | Acc: 84.302% (9280/11008) 86/391 [==============>..................................................] Step: 358ms | Tot: 31s423ms | Loss: 0.460 | Acc: 84.321% (9390/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s791ms | Loss: 0.461 | Acc: 84.268% (9492/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 32s147ms | Loss: 0.461 | Acc: 84.252% (9598/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s508ms | Loss: 0.461 | Acc: 84.271% (9708/11520) 90/391 [==============>..................................................] Step: 372ms | Tot: 32s881ms | Loss: 0.461 | Acc: 84.255% (9814/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 33s247ms | Loss: 0.460 | Acc: 84.290% (9926/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 33s604ms | Loss: 0.460 | Acc: 84.341% (10040/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s971ms | Loss: 0.462 | Acc: 84.259% (10138/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s333ms | Loss: 0.462 | Acc: 84.252% (10245/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s691ms | Loss: 0.462 | Acc: 84.220% (10349/12288) 96/391 [===============>.................................................] Step: 374ms | Tot: 35s65ms | Loss: 0.462 | Acc: 84.238% (10459/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s424ms | Loss: 0.462 | Acc: 84.224% (10565/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s785ms | Loss: 0.463 | Acc: 84.193% (10669/12672) 99/391 [================>................................................] Step: 352ms | Tot: 36s137ms | Loss: 0.463 | Acc: 84.219% (10780/12800) 100/391 [================>................................................] Step: 356ms | Tot: 36s494ms | Loss: 0.462 | Acc: 84.244% (10891/12928) 101/391 [================>................................................] Step: 356ms | Tot: 36s851ms | Loss: 0.463 | Acc: 84.214% (10995/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s209ms | Loss: 0.463 | Acc: 84.216% (11103/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s570ms | Loss: 0.464 | Acc: 84.157% (11203/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 37s936ms | Loss: 0.464 | Acc: 84.167% (11312/13440) 105/391 [=================>...............................................] Step: 377ms | Tot: 38s313ms | Loss: 0.463 | Acc: 84.213% (11426/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s676ms | Loss: 0.463 | Acc: 84.214% (11534/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s41ms | Loss: 0.461 | Acc: 84.281% (11651/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s403ms | Loss: 0.460 | Acc: 84.318% (11764/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s763ms | Loss: 0.461 | Acc: 84.297% (11869/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s135ms | Loss: 0.462 | Acc: 84.248% (11970/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s500ms | Loss: 0.463 | Acc: 84.194% (12070/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 40s868ms | Loss: 0.464 | Acc: 84.161% (12173/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s227ms | Loss: 0.465 | Acc: 84.121% (12275/14592) 114/391 [==================>..............................................] Step: 381ms | Tot: 41s609ms | Loss: 0.465 | Acc: 84.124% (12383/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 41s978ms | Loss: 0.465 | Acc: 84.139% (12493/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s337ms | Loss: 0.465 | Acc: 84.148% (12602/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s700ms | Loss: 0.465 | Acc: 84.157% (12711/15104) 118/391 [===================>.............................................] Step: 372ms | Tot: 43s72ms | Loss: 0.466 | Acc: 84.119% (12813/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s441ms | Loss: 0.466 | Acc: 84.076% (12914/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s802ms | Loss: 0.467 | Acc: 84.046% (13017/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s163ms | Loss: 0.466 | Acc: 84.061% (13127/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 44s522ms | Loss: 0.466 | Acc: 84.051% (13233/15744) 123/391 [====================>............................................] Step: 380ms | Tot: 44s903ms | Loss: 0.467 | Acc: 84.035% (13338/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 45s258ms | Loss: 0.465 | Acc: 84.075% (13452/16000) 125/391 [====================>............................................] Step: 357ms | Tot: 45s615ms | Loss: 0.465 | Acc: 84.090% (13562/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s980ms | Loss: 0.466 | Acc: 84.074% (13667/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 46s348ms | Loss: 0.465 | Acc: 84.082% (13776/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s709ms | Loss: 0.466 | Acc: 84.048% (13878/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 47s76ms | Loss: 0.466 | Acc: 84.032% (13983/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s444ms | Loss: 0.467 | Acc: 84.017% (14088/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s809ms | Loss: 0.467 | Acc: 84.014% (14195/16896) 132/391 [=====================>...........................................] Step: 379ms | Tot: 48s188ms | Loss: 0.467 | Acc: 84.040% (14307/17024) 133/391 [======================>..........................................] Step: 376ms | Tot: 48s565ms | Loss: 0.467 | Acc: 84.060% (14418/17152) 134/391 [======================>..........................................] Step: 370ms | Tot: 48s935ms | Loss: 0.467 | Acc: 84.068% (14527/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s291ms | Loss: 0.466 | Acc: 84.065% (14634/17408) 136/391 [======================>..........................................] Step: 355ms | Tot: 49s646ms | Loss: 0.465 | Acc: 84.113% (14750/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 50s12ms | Loss: 0.465 | Acc: 84.132% (14861/17664) 138/391 [======================>..........................................] Step: 373ms | Tot: 50s385ms | Loss: 0.465 | Acc: 84.122% (14967/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s745ms | Loss: 0.464 | Acc: 84.129% (15076/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s108ms | Loss: 0.466 | Acc: 84.076% (15174/18048) 141/391 [=======================>.........................................] Step: 370ms | Tot: 51s479ms | Loss: 0.466 | Acc: 84.089% (15284/18176) 142/391 [=======================>.........................................] Step: 386ms | Tot: 51s865ms | Loss: 0.466 | Acc: 84.096% (15393/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 52s231ms | Loss: 0.465 | Acc: 84.109% (15503/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 52s592ms | Loss: 0.466 | Acc: 84.089% (15607/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 52s961ms | Loss: 0.466 | Acc: 84.081% (15713/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s331ms | Loss: 0.465 | Acc: 84.093% (15823/18816) 147/391 [========================>........................................] Step: 371ms | Tot: 53s702ms | Loss: 0.465 | Acc: 84.069% (15926/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 54s68ms | Loss: 0.465 | Acc: 84.060% (16032/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s435ms | Loss: 0.465 | Acc: 84.094% (16146/19200) 150/391 [========================>........................................] Step: 374ms | Tot: 54s809ms | Loss: 0.466 | Acc: 84.044% (16244/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s168ms | Loss: 0.466 | Acc: 84.051% (16353/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 55s537ms | Loss: 0.466 | Acc: 84.074% (16465/19584) 153/391 [=========================>.......................................] Step: 375ms | Tot: 55s912ms | Loss: 0.467 | Acc: 84.030% (16564/19712) 154/391 [=========================>.......................................] Step: 372ms | Tot: 56s285ms | Loss: 0.466 | Acc: 84.037% (16673/19840) 155/391 [=========================>.......................................] Step: 379ms | Tot: 56s664ms | Loss: 0.466 | Acc: 84.059% (16785/19968) 156/391 [=========================>.......................................] Step: 381ms | Tot: 57s46ms | Loss: 0.465 | Acc: 84.086% (16898/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s415ms | Loss: 0.466 | Acc: 84.078% (17004/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 57s785ms | Loss: 0.465 | Acc: 84.100% (17116/20352) 159/391 [==========================>......................................] Step: 379ms | Tot: 58s164ms | Loss: 0.465 | Acc: 84.097% (17223/20480) 160/391 [==========================>......................................] Step: 374ms | Tot: 58s539ms | Loss: 0.466 | Acc: 84.069% (17325/20608) 161/391 [==========================>......................................] Step: 366ms | Tot: 58s905ms | Loss: 0.465 | Acc: 84.057% (17430/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 59s269ms | Loss: 0.465 | Acc: 84.054% (17537/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s630ms | Loss: 0.465 | Acc: 84.042% (17642/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 59s992ms | Loss: 0.465 | Acc: 84.062% (17754/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 1m360ms | Loss: 0.465 | Acc: 84.036% (17856/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m719ms | Loss: 0.465 | Acc: 84.057% (17968/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.465 | Acc: 84.054% (18075/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.098% (18192/21632) 169/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.118% (18304/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.464 | Acc: 84.110% (18410/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.463 | Acc: 84.125% (18521/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.464 | Acc: 84.090% (18621/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.464 | Acc: 84.088% (18728/22272) 174/391 [============================>....................................] Step: 357ms | Tot: 1m3s | Loss: 0.464 | Acc: 84.089% (18836/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.465 | Acc: 84.055% (18936/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.066% (19046/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.072% (19155/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.465 | Acc: 84.091% (19267/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.464 | Acc: 84.106% (19378/23040) 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187/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.464 | Acc: 84.130% (20245/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.464 | Acc: 84.119% (20350/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.463 | Acc: 84.120% (20458/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.462 | Acc: 84.162% (20576/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.461 | Acc: 84.184% (20689/24576) 192/391 [===============================>.................................] Step: 358ms | Tot: 1m10s | Loss: 0.461 | Acc: 84.181% (20796/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.461 | Acc: 84.190% (20906/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.463 | Acc: 84.143% (21002/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m11s | Loss: 0.462 | Acc: 84.172% (21117/25088) 196/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.462 | Acc: 84.153% (21220/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.462 | Acc: 84.158% (21329/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.462 | Acc: 84.136% (21431/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.462 | Acc: 84.145% (21541/25600) 200/391 [=================================>...............................] Step: 377ms | Tot: 1m13s | Loss: 0.463 | Acc: 84.107% (21639/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.463 | Acc: 84.108% (21747/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.464 | Acc: 84.098% (21852/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.464 | Acc: 84.084% (21956/26112) 204/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.463 | Acc: 84.116% (22072/26240) 205/391 [==================================>..............................] Step: 371ms | Tot: 1m14s | Loss: 0.463 | Acc: 84.113% (22179/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.463 | Acc: 84.122% (22289/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.464 | Acc: 84.105% (22392/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.464 | Acc: 84.080% (22493/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.465 | Acc: 84.059% (22595/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.465 | Acc: 84.049% (22700/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.465 | Acc: 84.036% (22804/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.466 | Acc: 84.008% (22904/27264) 213/391 [===================================>.............................] Step: 377ms | Tot: 1m17s | Loss: 0.467 | Acc: 83.981% (23004/27392) 214/391 [===================================>.............................] Step: 374ms | Tot: 1m18s | Loss: 0.467 | Acc: 83.943% (23101/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.467 | Acc: 83.927% (23204/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.467 | Acc: 83.918% (23309/27776) 217/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.467 | Acc: 83.920% (23417/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.467 | Acc: 83.904% (23520/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.467 | Acc: 83.888% (23623/28160) 220/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.468 | Acc: 83.862% (23723/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.468 | Acc: 83.875% (23834/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.468 | Acc: 83.874% (23941/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.467 | Acc: 83.897% (24055/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.467 | Acc: 83.885% (24159/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.467 | Acc: 83.898% (24270/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.467 | Acc: 83.903% (24379/29056) 227/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.467 | Acc: 83.888% (24482/29184) 228/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.467 | Acc: 83.897% (24592/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.467 | Acc: 83.886% (24696/29440) 230/391 [======================================>..........................] Step: 379ms | Tot: 1m24s | Loss: 0.467 | Acc: 83.912% (24811/29568) 231/391 [======================================>..........................] Step: 378ms | Tot: 1m24s | Loss: 0.466 | Acc: 83.927% (24923/29696) 232/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.466 | Acc: 83.946% (25036/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.466 | Acc: 83.921% (25136/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m25s | Loss: 0.466 | Acc: 83.920% (25243/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m25s | Loss: 0.466 | Acc: 83.931% (25354/30208) 236/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.466 | Acc: 83.953% (25468/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.466 | Acc: 83.952% (25575/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.466 | Acc: 83.950% (25682/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.467 | Acc: 83.929% (25783/30720) 240/391 [=======================================>.........................] Step: 379ms | Tot: 1m27s | Loss: 0.467 | Acc: 83.908% (25884/30848) 241/391 [========================================>........................] Step: 373ms | Tot: 1m28s | Loss: 0.467 | Acc: 83.913% (25993/30976) 242/391 [========================================>........................] Step: 377ms | Tot: 1m28s | Loss: 0.467 | Acc: 83.906% (26098/31104) 243/391 [========================================>........................] Step: 380ms | Tot: 1m28s | Loss: 0.467 | Acc: 83.908% (26206/31232) 244/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.468 | Acc: 83.881% (26305/31360) 245/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.468 | Acc: 83.876% (26411/31488) 246/391 [========================================>........................] Step: 371ms | Tot: 1m30s | Loss: 0.468 | Acc: 83.853% (26511/31616) 247/391 [=========================================>.......................] Step: 372ms | Tot: 1m30s | Loss: 0.468 | Acc: 83.843% (26615/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.468 | Acc: 83.832% (26719/31872) 249/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.469 | Acc: 83.825% (26824/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.469 | Acc: 83.812% (26927/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.469 | Acc: 83.805% (27032/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.469 | Acc: 83.801% (27138/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.470 | Acc: 83.794% (27243/32512) 254/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.470 | Acc: 83.784% (27347/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.470 | Acc: 83.817% (27465/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.469 | Acc: 83.822% (27574/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.469 | Acc: 83.815% (27679/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.469 | Acc: 83.811% (27785/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.470 | Acc: 83.807% (27891/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.469 | Acc: 83.821% (28003/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.470 | Acc: 83.805% (28105/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.470 | Acc: 83.787% (28206/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m36s | Loss: 0.470 | Acc: 83.765% (28306/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.471 | Acc: 83.765% (28413/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.470 | Acc: 83.767% (28521/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.470 | Acc: 83.784% (28634/34176) 267/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.470 | Acc: 83.801% (28747/34304) 268/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.470 | Acc: 83.783% (28848/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.764% (28949/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.470 | Acc: 83.770% (29058/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.772% (29166/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.763% (29270/34944) 273/391 [=============================================>...................] Step: 354ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.776% (29382/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.781% (29491/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.775% (29596/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.757% (29697/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.760% (29805/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.767% (29915/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.471 | Acc: 83.789% (30030/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.471 | Acc: 83.797% (30140/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.470 | Acc: 83.815% (30254/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.470 | Acc: 83.826% (30365/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.470 | Acc: 83.825% (30472/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.470 | Acc: 83.816% (30576/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.471 | Acc: 83.812% (30682/36608) 286/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.471 | Acc: 83.812% (30789/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.471 | Acc: 83.800% (30892/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.471 | Acc: 83.805% (31001/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.470 | Acc: 83.812% (31111/37120) 290/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.471 | Acc: 83.811% (31218/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.470 | Acc: 83.816% (31327/37376) 292/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.470 | Acc: 83.815% (31434/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.471 | Acc: 83.790% (31532/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.471 | Acc: 83.800% (31643/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.471 | Acc: 83.800% (31750/37888) 296/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.471 | Acc: 83.796% (31856/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.471 | Acc: 83.788% (31960/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.471 | Acc: 83.787% (32067/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.471 | Acc: 83.776% (32170/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.472 | Acc: 83.765% (32273/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.472 | Acc: 83.764% (32380/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.785% (32495/38784) 303/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.774% (32598/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.472 | Acc: 83.758% (32699/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.785% (32817/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.777% (32921/39296) 307/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.472 | Acc: 83.781% (33030/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.472 | Acc: 83.776% (33135/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.472 | Acc: 83.765% (33238/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.472 | Acc: 83.767% (33346/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.472 | Acc: 83.741% (33443/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m54s | Loss: 0.472 | Acc: 83.746% (33552/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.473 | Acc: 83.731% (33653/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.473 | Acc: 83.728% (33759/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.737% (33870/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.737% (33977/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.744% (34087/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.755% (34199/40832) 319/391 [=====================================================>...........] Step: 352ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.760% (34308/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.471 | Acc: 83.774% (34421/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.761% (34523/41216) 322/391 [=====================================================>...........] Step: 354ms | Tot: 1m57s | Loss: 0.471 | Acc: 83.770% (34634/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.770% (34741/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.774% (34850/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.773% (34957/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.471 | Acc: 83.761% (35059/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.472 | Acc: 83.744% (35159/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.471 | Acc: 83.758% (35272/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 2m235ms | Loss: 0.472 | Acc: 83.764% (35382/42240) 330/391 [======================================================>..........] Step: 379ms | Tot: 2m615ms | Loss: 0.472 | Acc: 83.757% (35486/42368) 331/391 [=======================================================>.........] Step: 380ms | Tot: 2m995ms | Loss: 0.472 | Acc: 83.751% (35591/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.471 | Acc: 83.765% (35704/42624) 333/391 [=======================================================>.........] Step: 374ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.757% (35808/42752) 334/391 [=======================================================>.........] Step: 373ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.757% (35915/42880) 335/391 [=======================================================>.........] Step: 374ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.747% (36018/43008) 336/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.754% (36128/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.472 | Acc: 83.753% (36235/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.472 | Acc: 83.750% (36341/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.472 | Acc: 83.743% (36445/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.472 | Acc: 83.736% (36549/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.731% (36654/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.712% (36753/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.723% (36865/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.474 | Acc: 83.702% (36963/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.677% (37059/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.659% (37158/44416) 347/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.475 | Acc: 83.639% (37256/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.643% (37365/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.643% (37472/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.475 | Acc: 83.645% (37580/44928) 351/391 [==========================================================>......] Step: 372ms | Tot: 2m8s | Loss: 0.475 | Acc: 83.647% (37688/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.475 | Acc: 83.642% (37793/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.475 | Acc: 83.638% (37898/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.475 | Acc: 83.642% (38007/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.475 | Acc: 83.627% (38107/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.475 | Acc: 83.631% (38216/45696) 357/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.475 | Acc: 83.626% (38321/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.475 | Acc: 83.622% (38426/45952) 359/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.476 | Acc: 83.605% (38525/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.475 | Acc: 83.618% (38638/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m11s | Loss: 0.475 | Acc: 83.613% (38743/46336) 362/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.475 | Acc: 83.613% (38850/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.476 | Acc: 83.613% (38957/46592) 364/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.475 | Acc: 83.622% (39068/46720) 365/391 [============================================================>....] Step: 376ms | Tot: 2m13s | Loss: 0.475 | Acc: 83.624% (39176/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.475 | Acc: 83.619% (39281/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.475 | Acc: 83.615% (39386/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.476 | Acc: 83.602% (39487/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.476 | Acc: 83.606% (39596/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.476 | Acc: 83.611% (39705/47488) 371/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.475 | Acc: 83.623% (39818/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.475 | Acc: 83.623% (39925/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.475 | Acc: 83.638% (40039/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.475 | Acc: 83.646% (40150/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.475 | Acc: 83.637% (40253/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.475 | Acc: 83.625% (40354/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.476 | Acc: 83.619% (40458/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.475 | Acc: 83.618% (40565/48512) 379/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.475 | Acc: 83.616% (40671/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.475 | Acc: 83.614% (40777/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.476 | Acc: 83.608% (40881/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.476 | Acc: 83.616% (40992/49024) 383/391 [===============================================================>.] Step: 373ms | Tot: 2m19s | Loss: 0.476 | Acc: 83.620% (41101/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.476 | Acc: 83.626% (41211/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.476 | Acc: 83.628% (41319/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.476 | Acc: 83.630% (41427/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.475 | Acc: 83.620% (41529/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.476 | Acc: 83.608% (41630/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m22s | Loss: 0.476 | Acc: 83.610% (41738/49920) 390/391 [================================================================>] Step: 347ms | Tot: 2m22s | Loss: 0.476 | Acc: 83.602% (41801/50000) 391/391 + [>................................................................] Step: 508ms | Tot: 2ms | Loss: 0.657 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 308ms | Tot: 310ms | Loss: 0.552 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 604ms | Loss: 0.528 | Acc: 81.667% (245/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 903ms | Loss: 0.535 | Acc: 81.250% (325/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s194ms | Loss: 0.535 | Acc: 81.200% (406/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s487ms | Loss: 0.521 | Acc: 81.333% (488/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s786ms | Loss: 0.517 | Acc: 81.286% (569/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s84ms | Loss: 0.530 | Acc: 81.000% (648/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s395ms | Loss: 0.556 | Acc: 80.111% (721/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s704ms | Loss: 0.559 | Acc: 80.300% (803/1000) 10/100 [======>..........................................................] Step: 312ms | Tot: 3s16ms | Loss: 0.556 | Acc: 80.545% (886/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s323ms | Loss: 0.557 | Acc: 80.583% (967/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s624ms | Loss: 0.560 | Acc: 80.769% (1050/1300) 13/100 [========>........................................................] Step: 301ms | Tot: 3s925ms | Loss: 0.547 | Acc: 81.286% (1138/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s229ms | Loss: 0.545 | Acc: 81.333% (1220/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s533ms | Loss: 0.554 | Acc: 80.875% (1294/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s837ms | Loss: 0.550 | Acc: 81.118% (1379/1700) 17/100 [===========>.....................................................] Step: 314ms | Tot: 5s151ms | Loss: 0.561 | Acc: 80.889% (1456/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s459ms | Loss: 0.565 | Acc: 80.947% (1538/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s768ms | Loss: 0.569 | Acc: 80.600% (1612/2000) 20/100 [=============>...................................................] Step: 316ms | Tot: 6s85ms | Loss: 0.566 | Acc: 80.810% (1697/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s389ms | Loss: 0.564 | Acc: 80.773% (1777/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s696ms | Loss: 0.571 | Acc: 80.696% (1856/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 7s7ms | Loss: 0.573 | Acc: 80.750% (1938/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s318ms | Loss: 0.578 | Acc: 80.720% (2018/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s624ms | Loss: 0.597 | Acc: 80.308% (2088/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s935ms | Loss: 0.592 | Acc: 80.519% (2174/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s236ms | Loss: 0.592 | Acc: 80.500% (2254/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s541ms | Loss: 0.591 | Acc: 80.724% (2341/2900) 29/100 [==================>..............................................] Step: 314ms | Tot: 8s855ms | Loss: 0.588 | Acc: 80.733% (2422/3000) 30/100 [===================>.............................................] Step: 297ms | Tot: 9s153ms | Loss: 0.591 | Acc: 80.581% (2498/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s470ms | Loss: 0.586 | Acc: 80.781% (2585/3200) 32/100 [====================>............................................] Step: 315ms | Tot: 9s785ms | Loss: 0.587 | Acc: 80.697% (2663/3300) 33/100 [=====================>...........................................] Step: 324ms | Tot: 10s110ms | Loss: 0.586 | Acc: 80.588% (2740/3400) 34/100 [======================>..........................................] Step: 322ms | Tot: 10s432ms | Loss: 0.589 | Acc: 80.400% (2814/3500) 35/100 [======================>..........................................] Step: 326ms | Tot: 10s758ms | Loss: 0.592 | Acc: 80.361% (2893/3600) 36/100 [=======================>.........................................] Step: 329ms | Tot: 11s88ms | Loss: 0.593 | Acc: 80.378% (2974/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s401ms | Loss: 0.594 | Acc: 80.289% (3051/3800) 38/100 [========================>........................................] Step: 327ms | Tot: 11s728ms | Loss: 0.589 | Acc: 80.487% (3139/3900) 39/100 [=========================>.......................................] Step: 316ms | Tot: 12s45ms | Loss: 0.587 | Acc: 80.475% (3219/4000) 40/100 [==========================>......................................] Step: 316ms | Tot: 12s361ms | Loss: 0.585 | Acc: 80.585% (3304/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s663ms | Loss: 0.586 | Acc: 80.548% (3383/4200) 42/100 [===========================>.....................................] Step: 325ms | Tot: 12s989ms | Loss: 0.584 | Acc: 80.628% (3467/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s303ms | Loss: 0.585 | Acc: 80.705% (3551/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s605ms | Loss: 0.584 | Acc: 80.756% (3634/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s912ms | Loss: 0.584 | Acc: 80.587% (3707/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s213ms | Loss: 0.584 | Acc: 80.553% (3786/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s517ms | Loss: 0.585 | Acc: 80.458% (3862/4800) 48/100 [===============================>.................................] Step: 315ms | Tot: 14s832ms | Loss: 0.580 | Acc: 80.612% (3950/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 15s141ms | Loss: 0.582 | Acc: 80.520% (4026/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s448ms | Loss: 0.582 | Acc: 80.549% (4108/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s751ms | Loss: 0.583 | Acc: 80.558% (4189/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 16s61ms | Loss: 0.582 | Acc: 80.566% (4270/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s373ms | Loss: 0.580 | Acc: 80.685% (4357/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s677ms | Loss: 0.580 | Acc: 80.673% (4437/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s990ms | Loss: 0.582 | Acc: 80.625% (4515/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s297ms | Loss: 0.583 | Acc: 80.579% (4593/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s600ms | Loss: 0.582 | Acc: 80.552% (4672/5800) 58/100 [=====================================>...........................] Step: 310ms | Tot: 17s910ms | Loss: 0.585 | Acc: 80.492% (4749/5900) 59/100 [======================================>..........................] Step: 300ms | Tot: 18s211ms | Loss: 0.586 | Acc: 80.517% (4831/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s518ms | Loss: 0.584 | Acc: 80.557% (4914/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s825ms | Loss: 0.582 | Acc: 80.597% (4997/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 19s124ms | Loss: 0.582 | Acc: 80.587% (5077/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s430ms | Loss: 0.580 | Acc: 80.641% (5161/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s738ms | Loss: 0.581 | Acc: 80.615% (5240/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 20s52ms | Loss: 0.581 | Acc: 80.682% (5325/6600) 66/100 [==========================================>......................] Step: 314ms | Tot: 20s366ms | Loss: 0.580 | Acc: 80.687% (5406/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s674ms | Loss: 0.581 | Acc: 80.662% (5485/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 20s984ms | Loss: 0.580 | Acc: 80.667% (5566/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s291ms | Loss: 0.582 | Acc: 80.614% (5643/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s598ms | Loss: 0.581 | Acc: 80.676% (5728/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s906ms | Loss: 0.581 | Acc: 80.736% (5813/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s212ms | Loss: 0.579 | Acc: 80.822% (5900/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s514ms | Loss: 0.576 | Acc: 80.905% (5987/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s825ms | Loss: 0.578 | Acc: 80.813% (6061/7500) 75/100 [================================================>................] Step: 310ms | Tot: 23s136ms | Loss: 0.578 | Acc: 80.829% (6143/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s446ms | Loss: 0.579 | Acc: 80.818% (6223/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s752ms | Loss: 0.579 | Acc: 80.872% (6308/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 24s61ms | Loss: 0.579 | Acc: 80.848% (6387/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s371ms | Loss: 0.578 | Acc: 80.838% (6467/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s671ms | Loss: 0.578 | Acc: 80.753% (6541/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 24s989ms | Loss: 0.577 | Acc: 80.756% (6622/8200) 82/100 [=====================================================>...........] Step: 310ms | Tot: 25s300ms | Loss: 0.576 | Acc: 80.783% (6705/8300) 83/100 [=====================================================>...........] Step: 298ms | Tot: 25s599ms | Loss: 0.575 | Acc: 80.774% (6785/8400) 84/100 [======================================================>..........] Step: 313ms | Tot: 25s912ms | Loss: 0.575 | Acc: 80.753% (6864/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s220ms | Loss: 0.575 | Acc: 80.802% (6949/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s528ms | Loss: 0.577 | Acc: 80.747% (7025/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s833ms | Loss: 0.576 | Acc: 80.784% (7109/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s135ms | Loss: 0.576 | Acc: 80.775% (7189/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s440ms | Loss: 0.576 | Acc: 80.789% (7271/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s745ms | Loss: 0.576 | Acc: 80.758% (7349/9100) 91/100 [===========================================================>.....] Step: 313ms | Tot: 28s59ms | Loss: 0.575 | Acc: 80.793% (7433/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s364ms | Loss: 0.577 | Acc: 80.763% (7511/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s670ms | Loss: 0.577 | Acc: 80.755% (7591/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s978ms | Loss: 0.578 | Acc: 80.695% (7666/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s282ms | Loss: 0.577 | Acc: 80.771% (7754/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s588ms | Loss: 0.575 | Acc: 80.825% (7840/9700) 97/100 [===============================================================>.] Step: 325ms | Tot: 29s913ms | Loss: 0.575 | Acc: 80.776% (7916/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s220ms | Loss: 0.576 | Acc: 80.737% (7993/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s523ms | Loss: 0.575 | Acc: 80.740% (8074/10000) 100/100 +Saving.. + +Epoch: 32 + [>................................................................] Step: 710ms | Tot: 2ms | Loss: 0.470 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.476 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 381ms | Tot: 769ms | Loss: 0.483 | Acc: 83.594% (321/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s147ms | Loss: 0.525 | Acc: 82.422% (422/512) 4/391 [>................................................................] Step: 380ms | Tot: 1s528ms | Loss: 0.505 | Acc: 82.812% (530/640) 5/391 [>................................................................] Step: 369ms | Tot: 1s897ms | Loss: 0.472 | Acc: 84.245% (647/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s262ms | Loss: 0.483 | Acc: 84.040% (753/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s623ms | Loss: 0.478 | Acc: 84.473% (865/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 2s992ms | Loss: 0.491 | Acc: 84.201% (970/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s353ms | Loss: 0.495 | Acc: 84.141% (1077/1280) 10/391 [=>...............................................................] Step: 368ms | Tot: 3s721ms | Loss: 0.501 | Acc: 83.594% (1177/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s88ms | Loss: 0.512 | Acc: 83.268% (1279/1536) 12/391 [=>...............................................................] Step: 368ms | Tot: 4s457ms | Loss: 0.501 | Acc: 83.594% (1391/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s822ms | Loss: 0.490 | Acc: 83.761% (1501/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s182ms | Loss: 0.489 | Acc: 83.854% (1610/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s543ms | Loss: 0.482 | Acc: 84.131% (1723/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s903ms | Loss: 0.487 | Acc: 83.640% (1820/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s263ms | Loss: 0.484 | Acc: 83.724% (1929/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s624ms | Loss: 0.488 | Acc: 83.553% (2032/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s983ms | Loss: 0.491 | Acc: 83.320% (2133/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s345ms | Loss: 0.493 | Acc: 83.147% (2235/2688) 21/391 [===>.............................................................] Step: 377ms | Tot: 7s722ms | Loss: 0.501 | Acc: 82.812% (2332/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s84ms | Loss: 0.494 | Acc: 82.880% (2440/2944) 23/391 [===>.............................................................] Step: 357ms | Tot: 8s441ms | Loss: 0.492 | Acc: 82.910% (2547/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s807ms | Loss: 0.488 | Acc: 83.062% (2658/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s170ms | Loss: 0.486 | Acc: 83.023% (2763/3328) 26/391 [====>............................................................] Step: 354ms | Tot: 9s524ms | Loss: 0.485 | Acc: 82.957% (2867/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s887ms | Loss: 0.479 | Acc: 83.175% (2981/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s246ms | Loss: 0.478 | Acc: 83.244% (3090/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s618ms | Loss: 0.475 | Acc: 83.307% (3199/3840) 30/391 [====>............................................................] Step: 378ms | Tot: 10s997ms | Loss: 0.475 | Acc: 83.367% (3308/3968) 31/391 [=====>...........................................................] Step: 380ms | Tot: 11s377ms | Loss: 0.474 | Acc: 83.423% (3417/4096) 32/391 [=====>...........................................................] Step: 384ms | Tot: 11s761ms | Loss: 0.473 | Acc: 83.499% (3527/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s129ms | Loss: 0.475 | Acc: 83.433% (3631/4352) 34/391 [=====>...........................................................] Step: 373ms | Tot: 12s503ms | Loss: 0.478 | Acc: 83.371% (3735/4480) 35/391 [=====>...........................................................] Step: 378ms | Tot: 12s881ms | Loss: 0.474 | Acc: 83.572% (3851/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s250ms | Loss: 0.472 | Acc: 83.636% (3961/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s609ms | Loss: 0.470 | Acc: 83.635% (4068/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s979ms | Loss: 0.471 | Acc: 83.614% (4174/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s351ms | Loss: 0.471 | Acc: 83.555% (4278/5120) 40/391 [======>..........................................................] Step: 371ms | Tot: 14s722ms | Loss: 0.470 | Acc: 83.632% (4389/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s91ms | Loss: 0.468 | Acc: 83.668% (4498/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s455ms | Loss: 0.469 | Acc: 83.630% (4603/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s822ms | Loss: 0.474 | Acc: 83.505% (4703/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s181ms | Loss: 0.473 | Acc: 83.576% (4814/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s539ms | Loss: 0.474 | Acc: 83.560% (4920/5888) 46/391 [=======>.........................................................] Step: 373ms | Tot: 16s913ms | Loss: 0.475 | Acc: 83.494% (5023/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s271ms | Loss: 0.476 | Acc: 83.464% (5128/6144) 48/391 [=======>.........................................................] Step: 374ms | Tot: 17s646ms | Loss: 0.476 | Acc: 83.450% (5234/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 18s11ms | Loss: 0.473 | Acc: 83.516% (5345/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s378ms | Loss: 0.473 | Acc: 83.578% (5456/6528) 51/391 [========>........................................................] Step: 372ms | Tot: 18s750ms | Loss: 0.471 | Acc: 83.609% (5565/6656) 52/391 [========>........................................................] Step: 377ms | Tot: 19s128ms | Loss: 0.471 | Acc: 83.594% (5671/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s490ms | Loss: 0.470 | Acc: 83.666% (5783/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s856ms | Loss: 0.472 | Acc: 83.580% (5884/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s223ms | Loss: 0.472 | Acc: 83.608% (5993/7168) 56/391 [=========>.......................................................] Step: 368ms | Tot: 20s591ms | Loss: 0.472 | Acc: 83.621% (6101/7296) 57/391 [=========>.......................................................] Step: 369ms | Tot: 20s961ms | Loss: 0.470 | Acc: 83.688% (6213/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s322ms | Loss: 0.470 | Acc: 83.700% (6321/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s685ms | Loss: 0.470 | Acc: 83.685% (6427/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 22s48ms | Loss: 0.472 | Acc: 83.683% (6534/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s407ms | Loss: 0.470 | Acc: 83.783% (6649/7936) 62/391 [==========>......................................................] Step: 372ms | Tot: 22s780ms | Loss: 0.470 | Acc: 83.767% (6755/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s147ms | Loss: 0.468 | Acc: 83.838% (6868/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s504ms | Loss: 0.468 | Acc: 83.822% (6974/8320) 65/391 [==========>......................................................] Step: 373ms | Tot: 23s878ms | Loss: 0.466 | Acc: 83.913% (7089/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 24s247ms | Loss: 0.465 | Acc: 83.909% (7196/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s615ms | Loss: 0.466 | Acc: 83.904% (7303/8704) 68/391 [===========>.....................................................] Step: 353ms | Tot: 24s969ms | Loss: 0.466 | Acc: 83.899% (7410/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s329ms | Loss: 0.466 | Acc: 83.839% (7512/8960) 70/391 [===========>.....................................................] Step: 369ms | Tot: 25s699ms | Loss: 0.467 | Acc: 83.814% (7617/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 26s59ms | Loss: 0.466 | Acc: 83.832% (7726/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s419ms | Loss: 0.468 | Acc: 83.861% (7836/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s786ms | Loss: 0.466 | Acc: 83.942% (7951/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s157ms | Loss: 0.466 | Acc: 83.948% (8059/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s524ms | Loss: 0.466 | Acc: 83.984% (8170/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s891ms | Loss: 0.465 | Acc: 83.969% (8276/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 28s251ms | Loss: 0.464 | Acc: 84.004% (8387/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s618ms | Loss: 0.464 | Acc: 83.999% (8494/10112) 79/391 [=============>...................................................] Step: 370ms | Tot: 28s989ms | Loss: 0.464 | Acc: 84.033% (8605/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s348ms | Loss: 0.462 | Acc: 84.124% (8722/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s715ms | Loss: 0.464 | Acc: 84.061% (8823/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 30s76ms | Loss: 0.464 | Acc: 84.074% (8932/10624) 83/391 [=============>...................................................] Step: 369ms | Tot: 30s446ms | Loss: 0.464 | Acc: 84.068% (9039/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s815ms | Loss: 0.464 | Acc: 84.072% (9147/10880) 85/391 [==============>..................................................] Step: 369ms | Tot: 31s184ms | Loss: 0.464 | Acc: 84.039% (9251/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s541ms | Loss: 0.464 | Acc: 84.034% (9358/11136) 87/391 [==============>..................................................] Step: 376ms | Tot: 31s918ms | Loss: 0.464 | Acc: 84.091% (9472/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 32s275ms | Loss: 0.465 | Acc: 84.041% (9574/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s638ms | Loss: 0.465 | Acc: 84.080% (9686/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s995ms | Loss: 0.466 | Acc: 84.049% (9790/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s356ms | Loss: 0.466 | Acc: 84.027% (9895/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s719ms | Loss: 0.466 | Acc: 84.005% (10000/11904) 93/391 [===============>.................................................] Step: 367ms | Tot: 34s86ms | Loss: 0.466 | Acc: 83.984% (10105/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 34s452ms | Loss: 0.465 | Acc: 83.988% (10213/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s816ms | Loss: 0.465 | Acc: 83.984% (10320/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 35s173ms | Loss: 0.464 | Acc: 83.972% (10426/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s534ms | Loss: 0.464 | Acc: 83.992% (10536/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s905ms | Loss: 0.465 | Acc: 83.941% (10637/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s267ms | Loss: 0.465 | Acc: 83.930% (10743/12800) 100/391 [================>................................................] Step: 366ms | Tot: 36s633ms | Loss: 0.465 | Acc: 83.934% (10851/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s993ms | Loss: 0.465 | Acc: 83.946% (10960/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s354ms | Loss: 0.465 | Acc: 83.965% (11070/13184) 103/391 [=================>...............................................] Step: 372ms | Tot: 37s727ms | Loss: 0.465 | Acc: 83.954% (11176/13312) 104/391 [=================>...............................................] Step: 358ms | Tot: 38s86ms | Loss: 0.465 | Acc: 83.988% (11288/13440) 105/391 [=================>...............................................] Step: 355ms | Tot: 38s442ms | Loss: 0.465 | Acc: 84.006% (11398/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s808ms | Loss: 0.464 | Acc: 84.017% (11507/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s171ms | Loss: 0.465 | Acc: 83.977% (11609/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s531ms | Loss: 0.465 | Acc: 83.988% (11718/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s888ms | Loss: 0.465 | Acc: 83.956% (11821/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 40s243ms | Loss: 0.466 | Acc: 83.960% (11929/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s609ms | Loss: 0.466 | Acc: 83.956% (12036/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s970ms | Loss: 0.467 | Acc: 83.946% (12142/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 41s329ms | Loss: 0.466 | Acc: 83.971% (12253/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s690ms | Loss: 0.467 | Acc: 83.947% (12357/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s52ms | Loss: 0.468 | Acc: 83.930% (12462/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s409ms | Loss: 0.467 | Acc: 83.974% (12576/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s775ms | Loss: 0.467 | Acc: 83.965% (12682/15104) 118/391 [===================>.............................................] Step: 353ms | Tot: 43s129ms | Loss: 0.468 | Acc: 83.942% (12786/15232) 119/391 [===================>.............................................] Step: 356ms | Tot: 43s485ms | Loss: 0.467 | Acc: 83.939% (12893/15360) 120/391 [===================>.............................................] Step: 376ms | Tot: 43s861ms | Loss: 0.467 | Acc: 83.962% (13004/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s222ms | Loss: 0.468 | Acc: 83.972% (13113/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s584ms | Loss: 0.469 | Acc: 83.911% (13211/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s943ms | Loss: 0.469 | Acc: 83.915% (13319/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s304ms | Loss: 0.470 | Acc: 83.900% (13424/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s672ms | Loss: 0.469 | Acc: 83.935% (13537/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 46s28ms | Loss: 0.468 | Acc: 83.957% (13648/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 46s383ms | Loss: 0.468 | Acc: 83.984% (13760/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 46s748ms | Loss: 0.468 | Acc: 84.006% (13871/16512) 129/391 [=====================>...........................................] Step: 373ms | Tot: 47s122ms | Loss: 0.468 | Acc: 84.014% (13980/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 47s481ms | Loss: 0.468 | Acc: 84.017% (14088/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s846ms | Loss: 0.468 | Acc: 84.020% (14196/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s206ms | Loss: 0.468 | Acc: 83.987% (14298/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s566ms | Loss: 0.469 | Acc: 83.949% (14399/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 48s924ms | Loss: 0.470 | Acc: 83.900% (14498/17280) 135/391 [======================>..........................................] Step: 357ms | Tot: 49s281ms | Loss: 0.470 | Acc: 83.898% (14605/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 49s639ms | Loss: 0.470 | Acc: 83.924% (14717/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 50s8ms | Loss: 0.470 | Acc: 83.945% (14828/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 50s378ms | Loss: 0.469 | Acc: 83.953% (14937/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s742ms | Loss: 0.471 | Acc: 83.912% (15037/17920) 140/391 [=======================>.........................................] Step: 359ms | Tot: 51s102ms | Loss: 0.471 | Acc: 83.943% (15150/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 51s458ms | Loss: 0.471 | Acc: 83.935% (15256/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s822ms | Loss: 0.471 | Acc: 83.932% (15363/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s188ms | Loss: 0.470 | Acc: 83.984% (15480/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 52s545ms | Loss: 0.470 | Acc: 83.966% (15584/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s908ms | Loss: 0.470 | Acc: 83.979% (15694/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s278ms | Loss: 0.470 | Acc: 84.014% (15808/18816) 147/391 [========================>........................................] Step: 371ms | Tot: 53s649ms | Loss: 0.470 | Acc: 83.984% (15910/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s12ms | Loss: 0.469 | Acc: 84.018% (16024/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s371ms | Loss: 0.469 | Acc: 84.016% (16131/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s736ms | Loss: 0.469 | Acc: 84.013% (16238/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 55s104ms | Loss: 0.469 | Acc: 84.020% (16347/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s470ms | Loss: 0.469 | Acc: 84.043% (16459/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s834ms | Loss: 0.468 | Acc: 84.045% (16567/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s198ms | Loss: 0.468 | Acc: 84.062% (16678/19840) 155/391 [=========================>.......................................] Step: 367ms | Tot: 56s566ms | Loss: 0.468 | Acc: 84.065% (16786/19968) 156/391 [=========================>.......................................] Step: 370ms | Tot: 56s936ms | Loss: 0.467 | Acc: 84.062% (16893/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s298ms | Loss: 0.467 | Acc: 84.068% (17002/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 57s660ms | Loss: 0.467 | Acc: 84.095% (17115/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 58s21ms | Loss: 0.466 | Acc: 84.102% (17224/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s385ms | Loss: 0.467 | Acc: 84.079% (17327/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 58s750ms | Loss: 0.467 | Acc: 84.076% (17434/20736) 162/391 [==========================>......................................] Step: 372ms | Tot: 59s122ms | Loss: 0.467 | Acc: 84.068% (17540/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 59s479ms | Loss: 0.468 | Acc: 84.032% (17640/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 59s847ms | Loss: 0.467 | Acc: 84.039% (17749/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 1m217ms | Loss: 0.468 | Acc: 84.031% (17855/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m583ms | Loss: 0.468 | Acc: 84.029% (17962/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 1m942ms | Loss: 0.469 | Acc: 84.012% (18066/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.469 | Acc: 83.991% (18169/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.470 | Acc: 83.984% (18275/21760) 170/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.469 | Acc: 84.000% (18386/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.469 | Acc: 84.003% (18494/22016) 172/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.469 | Acc: 84.014% (18604/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.470 | Acc: 83.980% (18704/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.470 | Acc: 83.969% (18809/22400) 175/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.471 | Acc: 83.940% (18910/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.471 | Acc: 83.942% (19018/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.470 | Acc: 83.949% (19127/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.470 | Acc: 83.965% (19238/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.469 | Acc: 83.950% (19342/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.470 | Acc: 83.939% (19447/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.470 | Acc: 83.933% (19553/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.470 | Acc: 83.940% (19662/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.470 | Acc: 83.950% (19772/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.470 | Acc: 83.974% (19885/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.470 | Acc: 83.993% (19997/23808) 186/391 [==============================>..................................] Step: 374ms | Tot: 1m7s | Loss: 0.469 | Acc: 84.012% (20109/23936) 187/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.470 | Acc: 83.989% (20211/24064) 188/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.470 | Acc: 83.986% (20318/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.470 | Acc: 84.001% (20429/24320) 190/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.470 | Acc: 84.003% (20537/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.469 | Acc: 84.001% (20644/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.469 | Acc: 83.994% (20750/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.470 | Acc: 83.992% (20857/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.470 | Acc: 84.002% (20967/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.469 | Acc: 84.020% (21079/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.469 | Acc: 84.026% (21188/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.468 | Acc: 84.044% (21300/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.468 | Acc: 84.065% (21413/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.468 | Acc: 84.078% (21524/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.468 | Acc: 84.072% (21630/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.467 | Acc: 84.093% (21743/25856) 202/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.467 | Acc: 84.071% (21845/25984) 203/391 [=================================>...............................] Step: 356ms | Tot: 1m14s | Loss: 0.467 | Acc: 84.076% (21954/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.467 | Acc: 84.066% (22059/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.468 | Acc: 84.045% (22161/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.468 | Acc: 84.024% (22263/26496) 207/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.468 | Acc: 84.037% (22374/26624) 208/391 [==================================>..............................] Step: 380ms | Tot: 1m15s | Loss: 0.469 | Acc: 84.020% (22477/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.468 | Acc: 84.029% (22587/26880) 210/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.468 | Acc: 84.038% (22697/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.468 | Acc: 84.025% (22801/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.467 | Acc: 84.041% (22913/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.468 | Acc: 84.021% (23015/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.468 | Acc: 84.030% (23125/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.468 | Acc: 84.013% (23228/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.467 | Acc: 84.033% (23341/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.468 | Acc: 84.017% (23444/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.469 | Acc: 84.000% (23547/28032) 219/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.469 | Acc: 83.981% (23649/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.469 | Acc: 83.976% (23755/28288) 221/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.470 | Acc: 83.967% (23860/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.470 | Acc: 83.962% (23966/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.469 | Acc: 83.988% (24081/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.469 | Acc: 84.000% (24192/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.469 | Acc: 84.002% (24300/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.469 | Acc: 84.021% (24413/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.469 | Acc: 84.012% (24518/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.469 | Acc: 84.013% (24626/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.469 | Acc: 84.035% (24740/29440) 230/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.469 | Acc: 84.044% (24850/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.468 | Acc: 84.052% (24960/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.469 | Acc: 84.046% (25066/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.469 | Acc: 84.041% (25172/29952) 234/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.468 | Acc: 84.049% (25282/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.468 | Acc: 84.047% (25389/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.468 | Acc: 84.055% (25499/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.469 | Acc: 84.034% (25600/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.469 | Acc: 84.009% (25700/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.469 | Acc: 84.020% (25811/30720) 240/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.468 | Acc: 84.038% (25924/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.468 | Acc: 84.026% (26028/30976) 242/391 [========================================>........................] Step: 352ms | Tot: 1m28s | Loss: 0.468 | Acc: 84.025% (26135/31104) 243/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.468 | Acc: 84.036% (26246/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.468 | Acc: 84.024% (26350/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.468 | Acc: 84.035% (26461/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.469 | Acc: 84.002% (26558/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.469 | Acc: 84.025% (26673/31744) 248/391 [=========================================>.......................] Step: 371ms | Tot: 1m30s | Loss: 0.469 | Acc: 84.020% (26779/31872) 249/391 [=========================================>.......................] Step: 371ms | Tot: 1m30s | Loss: 0.469 | Acc: 84.022% (26887/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.469 | Acc: 84.030% (26997/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.469 | Acc: 84.022% (27102/32256) 252/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.469 | Acc: 84.026% (27211/32384) 253/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.469 | Acc: 84.037% (27322/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.469 | Acc: 84.032% (27428/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.469 | Acc: 84.015% (27530/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.469 | Acc: 83.998% (27632/32896) 257/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.470 | Acc: 83.972% (27731/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.470 | Acc: 83.968% (27837/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.469 | Acc: 83.984% (27950/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.469 | Acc: 83.986% (28058/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.469 | Acc: 83.984% (28165/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.469 | Acc: 83.980% (28271/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.469 | Acc: 83.975% (28377/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.469 | Acc: 83.995% (28491/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.469 | Acc: 83.979% (28593/34048) 266/391 [============================================>....................] Step: 368ms | Tot: 1m36s | Loss: 0.469 | Acc: 83.965% (28696/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.470 | Acc: 83.949% (28798/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.470 | Acc: 83.951% (28906/34432) 269/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.470 | Acc: 83.950% (29013/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.470 | Acc: 83.934% (29115/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.470 | Acc: 83.921% (29218/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.900% (29318/34944) 273/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.890% (29422/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.892% (29530/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.865% (29628/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.862% (29734/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.875% (29846/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.879% (29955/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.881% (30063/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.869% (30166/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.471 | Acc: 83.876% (30276/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.471 | Acc: 83.881% (30385/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.471 | Acc: 83.888% (30495/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.470 | Acc: 83.901% (30607/36480) 285/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.471 | Acc: 83.902% (30715/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.471 | Acc: 83.910% (30825/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.470 | Acc: 83.925% (30938/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.470 | Acc: 83.926% (31046/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.470 | Acc: 83.955% (31164/37120) 290/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.469 | Acc: 83.967% (31276/37248) 291/391 [================================================>................] Step: 370ms | Tot: 1m45s | Loss: 0.469 | Acc: 83.971% (31385/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.469 | Acc: 83.975% (31494/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.469 | Acc: 83.976% (31602/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.469 | Acc: 83.980% (31711/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.469 | Acc: 83.990% (31822/37888) 296/391 [=================================================>...............] Step: 368ms | Tot: 1m47s | Loss: 0.469 | Acc: 83.980% (31926/38016) 297/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.469 | Acc: 83.977% (32032/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.470 | Acc: 83.946% (32128/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.470 | Acc: 83.935% (32231/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.470 | Acc: 83.947% (32343/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.470 | Acc: 83.943% (32449/38656) 302/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.471 | Acc: 83.908% (32543/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.920% (32655/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.922% (32763/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.923% (32871/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.917% (32976/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.913% (33082/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.471 | Acc: 83.912% (33189/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.471 | Acc: 83.901% (33292/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.471 | Acc: 83.900% (33399/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.904% (33508/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.898% (33613/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.900% (33721/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.471 | Acc: 83.904% (33830/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.470 | Acc: 83.923% (33945/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.470 | Acc: 83.936% (34058/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.470 | Acc: 83.930% (34163/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.470 | Acc: 83.927% (34269/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.470 | Acc: 83.933% (34379/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.470 | Acc: 83.915% (34479/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.470 | Acc: 83.916% (34587/41216) 322/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.471 | Acc: 83.901% (34688/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.471 | Acc: 83.907% (34798/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.471 | Acc: 83.894% (34900/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.891% (35006/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.895% (35115/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.471 | Acc: 83.903% (35226/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.471 | Acc: 83.905% (35334/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.471 | Acc: 83.906% (35442/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m137ms | Loss: 0.471 | Acc: 83.908% (35550/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m495ms | Loss: 0.471 | Acc: 83.890% (35650/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m863ms | Loss: 0.471 | Acc: 83.894% (35759/42624) 333/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.471 | Acc: 83.884% (35862/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.874% (35965/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.868% (36070/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.872% (36179/43136) 337/391 [========================================================>........] Step: 373ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.860% (36281/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.472 | Acc: 83.868% (36392/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.472 | Acc: 83.879% (36504/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.472 | Acc: 83.869% (36607/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.472 | Acc: 83.863% (36712/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.858% (36817/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.855% (36923/44032) 344/391 [=========================================================>.......] Step: 374ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.868% (37036/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.472 | Acc: 83.881% (37149/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.472 | Acc: 83.898% (37264/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.472 | Acc: 83.890% (37368/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.472 | Acc: 83.898% (37479/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.472 | Acc: 83.895% (37585/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.472 | Acc: 83.903% (37696/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.472 | Acc: 83.900% (37802/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.472 | Acc: 83.899% (37909/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.472 | Acc: 83.892% (38013/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.472 | Acc: 83.891% (38120/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.473 | Acc: 83.870% (38218/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m9s | Loss: 0.473 | Acc: 83.872% (38326/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.473 | Acc: 83.862% (38429/45824) 358/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.870% (38540/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.859% (38642/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.474 | Acc: 83.849% (38745/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.859% (38857/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.852% (38961/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.474 | Acc: 83.847% (39066/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.474 | Acc: 83.838% (39169/46720) 365/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.474 | Acc: 83.831% (39273/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.474 | Acc: 83.824% (39377/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.474 | Acc: 83.832% (39488/47104) 368/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.474 | Acc: 83.825% (39592/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.474 | Acc: 83.828% (39701/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.474 | Acc: 83.817% (39803/47488) 371/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.474 | Acc: 83.812% (39908/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.474 | Acc: 83.830% (40024/47744) 373/391 [==============================================================>..] Step: 371ms | Tot: 2m15s | Loss: 0.474 | Acc: 83.826% (40129/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.473 | Acc: 83.844% (40245/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.473 | Acc: 83.841% (40351/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.473 | Acc: 83.840% (40458/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.473 | Acc: 83.838% (40564/48384) 378/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.473 | Acc: 83.831% (40668/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.473 | Acc: 83.836% (40778/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.473 | Acc: 83.838% (40886/48768) 381/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.473 | Acc: 83.843% (40996/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.473 | Acc: 83.841% (41102/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.473 | Acc: 83.832% (41205/49152) 384/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.473 | Acc: 83.833% (41313/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.474 | Acc: 83.833% (41420/49408) 386/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.474 | Acc: 83.838% (41530/49536) 387/391 [================================================================>] Step: 367ms | Tot: 2m20s | Loss: 0.474 | Acc: 83.829% (41633/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.474 | Acc: 83.821% (41736/49792) 389/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.474 | Acc: 83.814% (41840/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m21s | Loss: 0.474 | Acc: 83.806% (41903/50000) 391/391 + [>................................................................] Step: 492ms | Tot: 2ms | Loss: 0.596 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 306ms | Tot: 309ms | Loss: 0.704 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 608ms | Loss: 0.596 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 901ms | Loss: 0.569 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s200ms | Loss: 0.594 | Acc: 81.000% (405/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s497ms | Loss: 0.569 | Acc: 81.667% (490/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s794ms | Loss: 0.565 | Acc: 81.571% (571/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s93ms | Loss: 0.576 | Acc: 81.250% (650/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s401ms | Loss: 0.594 | Acc: 80.667% (726/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s701ms | Loss: 0.584 | Acc: 81.100% (811/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 3s7ms | Loss: 0.574 | Acc: 81.273% (894/1100) 11/100 [=======>.........................................................] Step: 313ms | Tot: 3s321ms | Loss: 0.577 | Acc: 81.417% (977/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s621ms | Loss: 0.570 | Acc: 81.538% (1060/1300) 13/100 [========>........................................................] Step: 297ms | Tot: 3s918ms | Loss: 0.575 | Acc: 81.571% (1142/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s221ms | Loss: 0.573 | Acc: 81.533% (1223/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s528ms | Loss: 0.577 | Acc: 81.312% (1301/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s830ms | Loss: 0.584 | Acc: 81.059% (1378/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s144ms | Loss: 0.589 | Acc: 80.778% (1454/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s451ms | Loss: 0.593 | Acc: 80.842% (1536/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s751ms | Loss: 0.601 | Acc: 80.600% (1612/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 6s54ms | Loss: 0.603 | Acc: 80.381% (1688/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s366ms | Loss: 0.601 | Acc: 80.409% (1769/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s675ms | Loss: 0.603 | Acc: 80.000% (1840/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s978ms | Loss: 0.603 | Acc: 80.042% (1921/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s292ms | Loss: 0.618 | Acc: 79.680% (1992/2500) 25/100 [================>................................................] Step: 319ms | Tot: 7s611ms | Loss: 0.630 | Acc: 79.538% (2068/2600) 26/100 [================>................................................] Step: 314ms | Tot: 7s926ms | Loss: 0.620 | Acc: 79.815% (2155/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s238ms | Loss: 0.623 | Acc: 79.786% (2234/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s543ms | Loss: 0.627 | Acc: 79.793% (2314/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s851ms | Loss: 0.625 | Acc: 79.833% (2395/3000) 30/100 [===================>.............................................] Step: 300ms | Tot: 9s152ms | Loss: 0.624 | Acc: 79.742% (2472/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s451ms | Loss: 0.623 | Acc: 79.812% (2554/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s756ms | Loss: 0.625 | Acc: 79.697% (2630/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s59ms | Loss: 0.625 | Acc: 79.676% (2709/3400) 34/100 [======================>..........................................] Step: 303ms | Tot: 10s363ms | Loss: 0.633 | Acc: 79.371% (2778/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s669ms | Loss: 0.627 | Acc: 79.528% (2863/3600) 36/100 [=======================>.........................................] Step: 300ms | Tot: 10s970ms | Loss: 0.630 | Acc: 79.459% (2940/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s280ms | Loss: 0.631 | Acc: 79.342% (3015/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s582ms | Loss: 0.629 | Acc: 79.436% (3098/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s886ms | Loss: 0.630 | Acc: 79.425% (3177/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s190ms | Loss: 0.632 | Acc: 79.366% (3254/4100) 41/100 [==========================>......................................] Step: 299ms | Tot: 12s489ms | Loss: 0.634 | Acc: 79.381% (3334/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s793ms | Loss: 0.629 | Acc: 79.512% (3419/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s99ms | Loss: 0.627 | Acc: 79.568% (3501/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s409ms | Loss: 0.626 | Acc: 79.578% (3581/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s718ms | Loss: 0.627 | Acc: 79.565% (3660/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s18ms | Loss: 0.629 | Acc: 79.511% (3737/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s323ms | Loss: 0.631 | Acc: 79.500% (3816/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s631ms | Loss: 0.627 | Acc: 79.592% (3900/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 14s932ms | Loss: 0.632 | Acc: 79.440% (3972/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s249ms | Loss: 0.631 | Acc: 79.431% (4051/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s559ms | Loss: 0.632 | Acc: 79.442% (4131/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s858ms | Loss: 0.629 | Acc: 79.509% (4214/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s164ms | Loss: 0.629 | Acc: 79.444% (4290/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s473ms | Loss: 0.633 | Acc: 79.273% (4360/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s781ms | Loss: 0.633 | Acc: 79.250% (4438/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 17s82ms | Loss: 0.636 | Acc: 79.263% (4518/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s386ms | Loss: 0.633 | Acc: 79.362% (4603/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s687ms | Loss: 0.635 | Acc: 79.288% (4678/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 17s993ms | Loss: 0.639 | Acc: 79.183% (4751/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s296ms | Loss: 0.641 | Acc: 79.180% (4830/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s606ms | Loss: 0.641 | Acc: 79.113% (4905/6200) 62/100 [========================================>........................] Step: 300ms | Tot: 18s906ms | Loss: 0.639 | Acc: 79.175% (4988/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s215ms | Loss: 0.637 | Acc: 79.234% (5071/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s520ms | Loss: 0.639 | Acc: 79.200% (5148/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s822ms | Loss: 0.640 | Acc: 79.136% (5223/6600) 66/100 [==========================================>......................] Step: 310ms | Tot: 20s132ms | Loss: 0.638 | Acc: 79.149% (5303/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s434ms | Loss: 0.638 | Acc: 79.206% (5386/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s735ms | Loss: 0.638 | Acc: 79.203% (5465/6900) 69/100 [============================================>....................] Step: 296ms | Tot: 21s31ms | Loss: 0.641 | Acc: 79.071% (5535/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s341ms | Loss: 0.642 | Acc: 79.070% (5614/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s649ms | Loss: 0.642 | Acc: 79.028% (5690/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s952ms | Loss: 0.640 | Acc: 79.110% (5775/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s257ms | Loss: 0.638 | Acc: 79.162% (5858/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s558ms | Loss: 0.639 | Acc: 79.093% (5932/7500) 75/100 [================================================>................] Step: 307ms | Tot: 22s865ms | Loss: 0.637 | Acc: 79.184% (6018/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s173ms | Loss: 0.637 | Acc: 79.182% (6097/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s473ms | Loss: 0.639 | Acc: 79.064% (6167/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s777ms | Loss: 0.636 | Acc: 79.127% (6251/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s77ms | Loss: 0.635 | Acc: 79.125% (6330/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s384ms | Loss: 0.635 | Acc: 79.136% (6410/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 24s697ms | Loss: 0.635 | Acc: 79.110% (6487/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s5ms | Loss: 0.636 | Acc: 79.120% (6567/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s312ms | Loss: 0.637 | Acc: 79.048% (6640/8400) 84/100 [======================================================>..........] Step: 303ms | Tot: 25s615ms | Loss: 0.640 | Acc: 78.929% (6709/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 25s923ms | Loss: 0.640 | Acc: 78.895% (6785/8600) 86/100 [=======================================================>.........] Step: 313ms | Tot: 26s237ms | Loss: 0.640 | Acc: 78.862% (6861/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s541ms | Loss: 0.642 | Acc: 78.807% (6935/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 26s847ms | Loss: 0.642 | Acc: 78.787% (7012/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s150ms | Loss: 0.644 | Acc: 78.722% (7085/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s453ms | Loss: 0.643 | Acc: 78.703% (7162/9100) 91/100 [===========================================================>.....] Step: 315ms | Tot: 27s769ms | Loss: 0.642 | Acc: 78.717% (7242/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s75ms | Loss: 0.642 | Acc: 78.742% (7323/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s379ms | Loss: 0.642 | Acc: 78.734% (7401/9400) 94/100 [=============================================================>...] Step: 303ms | Tot: 28s682ms | Loss: 0.642 | Acc: 78.737% (7480/9500) 95/100 [=============================================================>...] Step: 298ms | Tot: 28s980ms | Loss: 0.640 | Acc: 78.771% (7562/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s290ms | Loss: 0.639 | Acc: 78.814% (7645/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s596ms | Loss: 0.641 | Acc: 78.724% (7715/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 29s906ms | Loss: 0.642 | Acc: 78.697% (7791/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s218ms | Loss: 0.641 | Acc: 78.680% (7868/10000) 100/100 + +Epoch: 33 + [>................................................................] Step: 618ms | Tot: 2ms | Loss: 0.559 | Acc: 80.469% (103/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.543 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 382ms | Tot: 770ms | Loss: 0.498 | Acc: 83.333% (320/384) 3/391 [>................................................................] Step: 387ms | Tot: 1s158ms | Loss: 0.459 | Acc: 84.961% (435/512) 4/391 [>................................................................] Step: 377ms | Tot: 1s535ms | Loss: 0.493 | Acc: 83.438% (534/640) 5/391 [>................................................................] Step: 400ms | Tot: 1s936ms | Loss: 0.499 | Acc: 83.203% (639/768) 6/391 [>................................................................] Step: 385ms | Tot: 2s322ms | Loss: 0.495 | Acc: 82.924% (743/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s683ms | Loss: 0.510 | Acc: 82.324% (843/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 3s45ms | Loss: 0.509 | Acc: 82.465% (950/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s412ms | Loss: 0.515 | Acc: 82.266% (1053/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s779ms | Loss: 0.504 | Acc: 82.812% (1166/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s136ms | Loss: 0.489 | Acc: 83.268% (1279/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s497ms | Loss: 0.491 | Acc: 83.113% (1383/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s857ms | Loss: 0.483 | Acc: 83.371% (1494/1792) 14/391 [==>..............................................................] Step: 357ms | Tot: 5s215ms | Loss: 0.489 | Acc: 83.021% (1594/1920) 15/391 [==>..............................................................] Step: 378ms | Tot: 5s593ms | Loss: 0.480 | Acc: 83.398% (1708/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s958ms | Loss: 0.481 | Acc: 83.502% (1817/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s323ms | Loss: 0.482 | Acc: 83.594% (1926/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s689ms | Loss: 0.482 | Acc: 83.388% (2028/2432) 19/391 [===>.............................................................] Step: 382ms | Tot: 7s72ms | Loss: 0.481 | Acc: 83.438% (2136/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s438ms | Loss: 0.479 | Acc: 83.408% (2242/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s799ms | Loss: 0.479 | Acc: 83.416% (2349/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 8s153ms | Loss: 0.481 | Acc: 83.458% (2457/2944) 23/391 [===>.............................................................] Step: 366ms | Tot: 8s520ms | Loss: 0.487 | Acc: 83.301% (2559/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s883ms | Loss: 0.488 | Acc: 83.250% (2664/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s245ms | Loss: 0.490 | Acc: 83.203% (2769/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s603ms | Loss: 0.488 | Acc: 83.275% (2878/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s968ms | Loss: 0.484 | Acc: 83.482% (2992/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s340ms | Loss: 0.483 | Acc: 83.486% (3099/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s706ms | Loss: 0.481 | Acc: 83.646% (3212/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 11s66ms | Loss: 0.481 | Acc: 83.669% (3320/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s427ms | Loss: 0.479 | Acc: 83.691% (3428/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s786ms | Loss: 0.480 | Acc: 83.712% (3536/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 12s148ms | Loss: 0.478 | Acc: 83.801% (3647/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s509ms | Loss: 0.479 | Acc: 83.795% (3754/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s875ms | Loss: 0.478 | Acc: 83.746% (3859/4608) 36/391 [=====>...........................................................] Step: 365ms | Tot: 13s241ms | Loss: 0.478 | Acc: 83.763% (3967/4736) 37/391 [======>..........................................................] Step: 370ms | Tot: 13s611ms | Loss: 0.475 | Acc: 83.820% (4077/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s971ms | Loss: 0.474 | Acc: 83.854% (4186/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s339ms | Loss: 0.475 | Acc: 83.848% (4293/5120) 40/391 [======>..........................................................] Step: 356ms | Tot: 14s695ms | Loss: 0.473 | Acc: 83.937% (4405/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 15s63ms | Loss: 0.471 | Acc: 83.984% (4515/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s427ms | Loss: 0.470 | Acc: 84.030% (4625/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s795ms | Loss: 0.469 | Acc: 84.109% (4737/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 16s152ms | Loss: 0.470 | Acc: 84.149% (4847/5760) 45/391 [=======>.........................................................] Step: 376ms | Tot: 16s528ms | Loss: 0.468 | Acc: 84.239% (4960/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s891ms | Loss: 0.469 | Acc: 84.192% (5065/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 17s248ms | Loss: 0.468 | Acc: 84.196% (5173/6144) 48/391 [=======>.........................................................] Step: 355ms | Tot: 17s604ms | Loss: 0.468 | Acc: 84.184% (5280/6272) 49/391 [========>........................................................] Step: 369ms | Tot: 17s973ms | Loss: 0.467 | Acc: 84.219% (5390/6400) 50/391 [========>........................................................] Step: 369ms | Tot: 18s343ms | Loss: 0.468 | Acc: 84.161% (5494/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s709ms | Loss: 0.466 | Acc: 84.255% (5608/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s69ms | Loss: 0.466 | Acc: 84.272% (5717/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s433ms | Loss: 0.467 | Acc: 84.259% (5824/6912) 54/391 [========>........................................................] Step: 376ms | Tot: 19s810ms | Loss: 0.467 | Acc: 84.219% (5929/7040) 55/391 [=========>.......................................................] Step: 368ms | Tot: 20s178ms | Loss: 0.467 | Acc: 84.166% (6033/7168) 56/391 [=========>.......................................................] Step: 375ms | Tot: 20s554ms | Loss: 0.468 | Acc: 84.156% (6140/7296) 57/391 [=========>.......................................................] Step: 374ms | Tot: 20s928ms | Loss: 0.467 | Acc: 84.227% (6253/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s289ms | Loss: 0.467 | Acc: 84.216% (6360/7552) 59/391 [=========>.......................................................] Step: 376ms | Tot: 21s665ms | Loss: 0.467 | Acc: 84.206% (6467/7680) 60/391 [=========>.......................................................] Step: 359ms | Tot: 22s25ms | Loss: 0.466 | Acc: 84.285% (6581/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s390ms | Loss: 0.464 | Acc: 84.375% (6696/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s754ms | Loss: 0.463 | Acc: 84.437% (6809/8064) 63/391 [==========>......................................................] Step: 378ms | Tot: 23s132ms | Loss: 0.461 | Acc: 84.521% (6924/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s500ms | Loss: 0.461 | Acc: 84.543% (7034/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s859ms | Loss: 0.462 | Acc: 84.482% (7137/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 24s225ms | Loss: 0.462 | Acc: 84.433% (7241/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s588ms | Loss: 0.462 | Acc: 84.398% (7346/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s946ms | Loss: 0.464 | Acc: 84.318% (7447/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s313ms | Loss: 0.465 | Acc: 84.286% (7552/8960) 70/391 [===========>.....................................................] Step: 372ms | Tot: 25s686ms | Loss: 0.463 | Acc: 84.364% (7667/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 26s50ms | Loss: 0.462 | Acc: 84.364% (7775/9216) 72/391 [===========>.....................................................] Step: 375ms | Tot: 26s426ms | Loss: 0.462 | Acc: 84.386% (7885/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s791ms | Loss: 0.461 | Acc: 84.364% (7991/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s148ms | Loss: 0.462 | Acc: 84.271% (8090/9600) 75/391 [============>....................................................] Step: 372ms | Tot: 27s521ms | Loss: 0.460 | Acc: 84.293% (8200/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s880ms | Loss: 0.459 | Acc: 84.294% (8308/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 28s242ms | Loss: 0.459 | Acc: 84.275% (8414/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s602ms | Loss: 0.457 | Acc: 84.335% (8528/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s962ms | Loss: 0.460 | Acc: 84.238% (8626/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s323ms | Loss: 0.460 | Acc: 84.221% (8732/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s693ms | Loss: 0.461 | Acc: 84.146% (8832/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s59ms | Loss: 0.461 | Acc: 84.149% (8940/10624) 83/391 [=============>...................................................] Step: 369ms | Tot: 30s429ms | Loss: 0.459 | Acc: 84.217% (9055/10752) 84/391 [=============>...................................................] Step: 384ms | Tot: 30s813ms | Loss: 0.459 | Acc: 84.228% (9164/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 31s178ms | Loss: 0.458 | Acc: 84.275% (9277/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 31s550ms | Loss: 0.457 | Acc: 84.303% (9388/11136) 87/391 [==============>..................................................] Step: 370ms | Tot: 31s920ms | Loss: 0.457 | Acc: 84.295% (9495/11264) 88/391 [==============>..................................................] Step: 373ms | Tot: 32s294ms | Loss: 0.458 | Acc: 84.270% (9600/11392) 89/391 [==============>..................................................] Step: 377ms | Tot: 32s671ms | Loss: 0.459 | Acc: 84.219% (9702/11520) 90/391 [==============>..................................................] Step: 384ms | Tot: 33s55ms | Loss: 0.458 | Acc: 84.272% (9816/11648) 91/391 [===============>.................................................] Step: 381ms | Tot: 33s436ms | Loss: 0.457 | Acc: 84.239% (9920/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s802ms | Loss: 0.457 | Acc: 84.266% (10031/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 34s162ms | Loss: 0.456 | Acc: 84.275% (10140/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s522ms | Loss: 0.455 | Acc: 84.285% (10249/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s885ms | Loss: 0.456 | Acc: 84.261% (10354/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s243ms | Loss: 0.456 | Acc: 84.303% (10467/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s608ms | Loss: 0.457 | Acc: 84.247% (10568/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s978ms | Loss: 0.456 | Acc: 84.288% (10681/12672) 99/391 [================>................................................] Step: 368ms | Tot: 36s346ms | Loss: 0.457 | Acc: 84.281% (10788/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s706ms | Loss: 0.456 | Acc: 84.305% (10899/12928) 101/391 [================>................................................] Step: 361ms | Tot: 37s67ms | Loss: 0.456 | Acc: 84.306% (11007/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s433ms | Loss: 0.455 | Acc: 84.329% (11118/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s793ms | Loss: 0.454 | Acc: 84.390% (11234/13312) 104/391 [=================>...............................................] Step: 356ms | Tot: 38s149ms | Loss: 0.454 | Acc: 84.382% (11341/13440) 105/391 [=================>...............................................] Step: 362ms | Tot: 38s512ms | Loss: 0.454 | Acc: 84.390% (11450/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s869ms | Loss: 0.455 | Acc: 84.382% (11557/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 39s229ms | Loss: 0.454 | Acc: 84.411% (11669/13824) 108/391 [=================>...............................................] Step: 370ms | Tot: 39s600ms | Loss: 0.454 | Acc: 84.375% (11772/13952) 109/391 [==================>..............................................] Step: 368ms | Tot: 39s968ms | Loss: 0.453 | Acc: 84.425% (11887/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s337ms | Loss: 0.454 | Acc: 84.382% (11989/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s702ms | Loss: 0.456 | Acc: 84.347% (12092/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 41s64ms | Loss: 0.454 | Acc: 84.410% (12209/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s429ms | Loss: 0.455 | Acc: 84.389% (12314/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s790ms | Loss: 0.455 | Acc: 84.382% (12421/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 42s146ms | Loss: 0.456 | Acc: 84.355% (12525/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 42s512ms | Loss: 0.455 | Acc: 84.362% (12634/14976) 117/391 [===================>.............................................] Step: 371ms | Tot: 42s883ms | Loss: 0.456 | Acc: 84.368% (12743/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s243ms | Loss: 0.457 | Acc: 84.368% (12851/15232) 119/391 [===================>.............................................] Step: 356ms | Tot: 43s600ms | Loss: 0.456 | Acc: 84.382% (12961/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s964ms | Loss: 0.457 | Acc: 84.362% (13066/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s325ms | Loss: 0.457 | Acc: 84.298% (13164/15616) 122/391 [====================>............................................] Step: 356ms | Tot: 44s682ms | Loss: 0.457 | Acc: 84.311% (13274/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s42ms | Loss: 0.458 | Acc: 84.331% (13385/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 45s400ms | Loss: 0.458 | Acc: 84.306% (13489/16000) 125/391 [====================>............................................] Step: 376ms | Tot: 45s777ms | Loss: 0.459 | Acc: 84.282% (13593/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 46s140ms | Loss: 0.459 | Acc: 84.313% (13706/16256) 127/391 [=====================>...........................................] Step: 369ms | Tot: 46s510ms | Loss: 0.458 | Acc: 84.338% (13818/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s867ms | Loss: 0.458 | Acc: 84.357% (13929/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 47s230ms | Loss: 0.460 | Acc: 84.297% (14027/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s592ms | Loss: 0.460 | Acc: 84.268% (14130/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 47s949ms | Loss: 0.460 | Acc: 84.227% (14231/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s308ms | Loss: 0.461 | Acc: 84.211% (14336/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s668ms | Loss: 0.460 | Acc: 84.200% (14442/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s27ms | Loss: 0.461 | Acc: 84.184% (14547/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s399ms | Loss: 0.462 | Acc: 84.185% (14655/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s760ms | Loss: 0.462 | Acc: 84.164% (14759/17536) 137/391 [======================>..........................................] Step: 352ms | Tot: 50s112ms | Loss: 0.462 | Acc: 84.183% (14870/17664) 138/391 [======================>..........................................] Step: 373ms | Tot: 50s486ms | Loss: 0.461 | Acc: 84.212% (14983/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 50s852ms | Loss: 0.460 | Acc: 84.235% (15095/17920) 140/391 [=======================>.........................................] Step: 359ms | Tot: 51s211ms | Loss: 0.460 | Acc: 84.236% (15203/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 51s571ms | Loss: 0.460 | Acc: 84.221% (15308/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s931ms | Loss: 0.460 | Acc: 84.238% (15419/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 52s292ms | Loss: 0.460 | Acc: 84.223% (15524/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s660ms | Loss: 0.459 | Acc: 84.240% (15635/18560) 145/391 [========================>........................................] Step: 367ms | Tot: 53s27ms | Loss: 0.459 | Acc: 84.241% (15743/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s394ms | Loss: 0.459 | Acc: 84.269% (15856/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 53s753ms | Loss: 0.459 | Acc: 84.248% (15960/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s114ms | Loss: 0.458 | Acc: 84.270% (16072/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s479ms | Loss: 0.458 | Acc: 84.250% (16176/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 54s848ms | Loss: 0.458 | Acc: 84.256% (16285/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 55s216ms | Loss: 0.458 | Acc: 84.267% (16395/19456) 152/391 [=========================>.......................................] Step: 375ms | Tot: 55s592ms | Loss: 0.459 | Acc: 84.242% (16498/19584) 153/391 [=========================>.......................................] Step: 380ms | Tot: 55s972ms | Loss: 0.459 | Acc: 84.258% (16609/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 56s340ms | Loss: 0.459 | Acc: 84.224% (16710/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s706ms | Loss: 0.461 | Acc: 84.170% (16807/19968) 156/391 [=========================>.......................................] Step: 356ms | Tot: 57s62ms | Loss: 0.462 | Acc: 84.151% (16911/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s429ms | Loss: 0.462 | Acc: 84.138% (17016/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s795ms | Loss: 0.462 | Acc: 84.149% (17126/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 58s151ms | Loss: 0.462 | Acc: 84.136% (17231/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s516ms | Loss: 0.463 | Acc: 84.103% (17332/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s877ms | Loss: 0.462 | Acc: 84.110% (17441/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 59s239ms | Loss: 0.462 | Acc: 84.102% (17547/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s602ms | Loss: 0.462 | Acc: 84.103% (17655/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s968ms | Loss: 0.462 | Acc: 84.129% (17768/21120) 165/391 [===========================>.....................................] Step: 369ms | Tot: 1m338ms | Loss: 0.462 | Acc: 84.121% (17874/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m708ms | Loss: 0.463 | Acc: 84.085% (17974/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.026% (18069/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.014% (18174/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.464 | Acc: 83.989% (18276/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.463 | Acc: 84.010% (18388/21888) 171/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.463 | Acc: 84.039% (18502/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.463 | Acc: 84.059% (18614/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.463 | Acc: 84.043% (18718/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.463 | Acc: 84.022% (18821/22400) 175/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.464 | Acc: 84.007% (18925/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.464 | Acc: 84.004% (19032/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.463 | Acc: 84.033% (19146/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.463 | Acc: 84.039% (19255/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.463 | Acc: 84.049% (19365/23040) 180/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.463 | Acc: 84.060% (19475/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.463 | Acc: 84.079% (19587/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.463 | Acc: 84.093% (19698/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.462 | Acc: 84.120% (19812/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.463 | Acc: 84.113% (19918/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.463 | Acc: 84.102% (20023/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.463 | Acc: 84.099% (20130/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.464 | Acc: 84.067% (20230/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.464 | Acc: 84.077% (20340/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.463 | Acc: 84.087% (20450/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.464 | Acc: 84.080% (20556/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.464 | Acc: 84.094% (20667/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.464 | Acc: 84.104% (20777/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.465 | Acc: 84.097% (20883/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.465 | Acc: 84.075% (20985/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.465 | Acc: 84.064% (21090/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.466 | Acc: 84.062% (21197/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.465 | Acc: 84.083% (21310/25344) 198/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.465 | Acc: 84.092% (21420/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.465 | Acc: 84.109% (21532/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.465 | Acc: 84.087% (21634/25728) 201/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.465 | Acc: 84.073% (21738/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.464 | Acc: 84.090% (21850/25984) 203/391 [=================================>...............................] Step: 354ms | Tot: 1m14s | Loss: 0.464 | Acc: 84.080% (21955/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.465 | Acc: 84.043% (22053/26240) 205/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.466 | Acc: 84.045% (22161/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.465 | Acc: 84.058% (22272/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.465 | Acc: 84.059% (22380/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.465 | Acc: 84.042% (22483/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.465 | Acc: 84.048% (22592/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.464 | Acc: 84.068% (22705/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.464 | Acc: 84.069% (22813/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.463 | Acc: 84.104% (22930/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.463 | Acc: 84.098% (23036/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.463 | Acc: 84.106% (23146/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.464 | Acc: 84.086% (23248/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.464 | Acc: 84.069% (23351/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.464 | Acc: 84.070% (23459/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.464 | Acc: 84.075% (23568/28032) 219/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.464 | Acc: 84.041% (23666/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.464 | Acc: 84.060% (23779/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.464 | Acc: 84.076% (23891/28416) 222/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.464 | Acc: 84.084% (24001/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.464 | Acc: 84.092% (24111/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.464 | Acc: 84.080% (24215/28800) 225/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.464 | Acc: 84.098% (24328/28928) 226/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.464 | Acc: 84.096% (24435/29056) 227/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.463 | Acc: 84.135% (24554/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.463 | Acc: 84.133% (24661/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.462 | Acc: 84.144% (24772/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.463 | Acc: 84.121% (24873/29568) 231/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.462 | Acc: 84.129% (24983/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.463 | Acc: 84.110% (25085/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.463 | Acc: 84.095% (25188/29952) 234/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.463 | Acc: 84.102% (25298/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.463 | Acc: 84.077% (25398/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.463 | Acc: 84.088% (25509/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.462 | Acc: 84.103% (25621/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.462 | Acc: 84.104% (25729/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.462 | Acc: 84.098% (25835/30720) 240/391 [=======================================>.........................] Step: 373ms | Tot: 1m27s | Loss: 0.462 | Acc: 84.112% (25947/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m27s | Loss: 0.463 | Acc: 84.101% (26051/30976) 242/391 [========================================>........................] Step: 371ms | Tot: 1m28s | Loss: 0.463 | Acc: 84.089% (26155/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.463 | Acc: 84.100% (26266/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.463 | Acc: 84.101% (26374/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.463 | Acc: 84.089% (26478/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.463 | Acc: 84.097% (26588/31616) 247/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.463 | Acc: 84.095% (26695/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.464 | Acc: 84.096% (26803/31872) 249/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.464 | Acc: 84.078% (26905/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.465 | Acc: 84.058% (27006/32128) 251/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.464 | Acc: 84.074% (27119/32256) 252/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.464 | Acc: 84.072% (27226/32384) 253/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.464 | Acc: 84.070% (27333/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.464 | Acc: 84.059% (27437/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.465 | Acc: 84.055% (27543/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.464 | Acc: 84.068% (27655/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.464 | Acc: 84.072% (27764/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m34s | Loss: 0.464 | Acc: 84.070% (27871/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.464 | Acc: 84.078% (27981/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.464 | Acc: 84.070% (28086/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.464 | Acc: 84.077% (28196/33536) 262/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.464 | Acc: 84.054% (28296/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.464 | Acc: 84.049% (28402/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.464 | Acc: 84.045% (28508/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.464 | Acc: 84.058% (28620/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.464 | Acc: 84.033% (28719/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.465 | Acc: 84.002% (28816/34304) 268/391 [============================================>....................] Step: 375ms | Tot: 1m37s | Loss: 0.465 | Acc: 83.995% (28921/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.999% (29030/34560) 270/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.994% (29136/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.982% (29239/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.465 | Acc: 83.971% (29343/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.950% (29443/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.949% (29550/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.467 | Acc: 83.931% (29651/35328) 276/391 [=============================================>...................] Step: 354ms | Tot: 1m40s | Loss: 0.467 | Acc: 83.929% (29758/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.923% (29863/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.910% (29966/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.468 | Acc: 83.906% (30072/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.468 | Acc: 83.883% (30171/35968) 281/391 [==============================================>..................] Step: 373ms | Tot: 1m42s | Loss: 0.468 | Acc: 83.890% (30281/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.468 | Acc: 83.889% (30388/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.883% (30493/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.895% (30605/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.468 | Acc: 83.861% (30700/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.468 | Acc: 83.869% (30810/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.468 | Acc: 83.865% (30916/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.468 | Acc: 83.872% (31026/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.468 | Acc: 83.858% (31128/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.469 | Acc: 83.854% (31234/37248) 291/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.468 | Acc: 83.869% (31347/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.469 | Acc: 83.855% (31449/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.469 | Acc: 83.838% (31550/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.469 | Acc: 83.827% (31653/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.470 | Acc: 83.810% (31754/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.470 | Acc: 83.804% (31859/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.470 | Acc: 83.817% (31971/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.470 | Acc: 83.813% (32077/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.470 | Acc: 83.807% (32182/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.470 | Acc: 83.812% (32291/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.470 | Acc: 83.806% (32396/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.470 | Acc: 83.810% (32505/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.794% (32606/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.786% (32710/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.785% (32817/39168) 306/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.780% (32922/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.472 | Acc: 83.784% (33031/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.472 | Acc: 83.783% (33138/39552) 309/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.472 | Acc: 83.780% (33244/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m53s | Loss: 0.472 | Acc: 83.780% (33351/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.472 | Acc: 83.772% (33455/39936) 312/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.472 | Acc: 83.778% (33565/40064) 313/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.471 | Acc: 83.773% (33670/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.472 | Acc: 83.765% (33774/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.471 | Acc: 83.777% (33886/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.471 | Acc: 83.774% (33992/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.763% (34095/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.765% (34203/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.767% (34311/40960) 320/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.769% (34419/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.783% (34532/41216) 322/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.773% (34635/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.770% (34741/41472) 324/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.472 | Acc: 83.757% (34843/41600) 325/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.473 | Acc: 83.754% (34949/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.473 | Acc: 83.732% (35047/41856) 327/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.473 | Acc: 83.732% (35154/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.473 | Acc: 83.731% (35261/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.473 | Acc: 83.736% (35370/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 2m266ms | Loss: 0.473 | Acc: 83.733% (35476/42368) 331/391 [=======================================================>.........] Step: 359ms | Tot: 2m626ms | Loss: 0.473 | Acc: 83.714% (35575/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m991ms | Loss: 0.473 | Acc: 83.732% (35690/42624) 333/391 [=======================================================>.........] Step: 371ms | Tot: 2m1s | Loss: 0.473 | Acc: 83.732% (35797/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.473 | Acc: 83.727% (35902/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.473 | Acc: 83.719% (36006/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.473 | Acc: 83.714% (36111/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.473 | Acc: 83.721% (36221/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.721% (36328/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.718% (36434/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.720% (36542/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.715% (36647/43776) 342/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.710% (36752/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.716% (36862/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.474 | Acc: 83.707% (36965/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.474 | Acc: 83.704% (37071/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.702% (37177/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.704% (37285/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.692% (37387/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.708% (37501/44800) 350/391 [==========================================================>......] Step: 368ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.714% (37611/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.722% (37722/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.474 | Acc: 83.715% (37826/45184) 353/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.474 | Acc: 83.728% (37939/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.474 | Acc: 83.724% (38044/45440) 355/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.474 | Acc: 83.721% (38150/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.473 | Acc: 83.740% (38266/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.731% (38369/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.733% (38477/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.743% (38589/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.750% (38699/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.749% (38806/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.742% (38910/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.473 | Acc: 83.727% (39010/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.473 | Acc: 83.737% (39122/46720) 365/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.473 | Acc: 83.754% (39237/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.473 | Acc: 83.753% (39344/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.473 | Acc: 83.744% (39447/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.473 | Acc: 83.750% (39557/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.473 | Acc: 83.758% (39668/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.473 | Acc: 83.758% (39775/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.473 | Acc: 83.737% (39872/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.473 | Acc: 83.734% (39978/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.473 | Acc: 83.732% (40084/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.473 | Acc: 83.733% (40192/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.473 | Acc: 83.731% (40298/48128) 376/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.473 | Acc: 83.720% (40400/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.473 | Acc: 83.718% (40506/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.473 | Acc: 83.713% (40611/48512) 379/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.474 | Acc: 83.711% (40717/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.473 | Acc: 83.713% (40825/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.473 | Acc: 83.712% (40932/48896) 382/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.473 | Acc: 83.706% (41036/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.474 | Acc: 83.693% (41137/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.474 | Acc: 83.687% (41241/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.474 | Acc: 83.703% (41356/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.474 | Acc: 83.705% (41464/49536) 387/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.474 | Acc: 83.696% (41567/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.474 | Acc: 83.700% (41676/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.474 | Acc: 83.698% (41782/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m22s | Loss: 0.474 | Acc: 83.692% (41846/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 2ms | Loss: 0.907 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.778 | Acc: 78.000% (156/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 596ms | Loss: 0.706 | Acc: 78.333% (235/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 894ms | Loss: 0.702 | Acc: 77.500% (310/400) 4/100 [==>..............................................................] Step: 301ms | Tot: 1s195ms | Loss: 0.701 | Acc: 77.000% (385/500) 5/100 [===>.............................................................] Step: 313ms | Tot: 1s508ms | Loss: 0.692 | Acc: 77.333% (464/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s807ms | Loss: 0.704 | Acc: 76.714% (537/700) 7/100 [====>............................................................] Step: 292ms | Tot: 2s100ms | Loss: 0.750 | Acc: 75.375% (603/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s407ms | Loss: 0.739 | Acc: 76.000% (684/900) 9/100 [=====>...........................................................] Step: 292ms | Tot: 2s700ms | Loss: 0.736 | Acc: 76.400% (764/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s2ms | Loss: 0.754 | Acc: 76.364% (840/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s308ms | Loss: 0.754 | Acc: 76.500% (918/1200) 12/100 [=======>.........................................................] Step: 294ms | Tot: 3s603ms | Loss: 0.742 | Acc: 76.615% (996/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s911ms | Loss: 0.737 | Acc: 76.857% (1076/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s220ms | Loss: 0.733 | Acc: 76.800% (1152/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s522ms | Loss: 0.738 | Acc: 76.750% (1228/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s830ms | Loss: 0.727 | Acc: 76.882% (1307/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s135ms | Loss: 0.722 | Acc: 76.889% (1384/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s437ms | Loss: 0.732 | Acc: 76.789% (1459/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s748ms | Loss: 0.740 | Acc: 76.550% (1531/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s53ms | Loss: 0.738 | Acc: 76.333% (1603/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s364ms | Loss: 0.738 | Acc: 76.318% (1679/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s668ms | Loss: 0.747 | Acc: 76.217% (1753/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 6s976ms | Loss: 0.751 | Acc: 76.125% (1827/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s287ms | Loss: 0.758 | Acc: 75.960% (1899/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s588ms | Loss: 0.769 | Acc: 75.846% (1972/2600) 26/100 [================>................................................] Step: 312ms | Tot: 7s901ms | Loss: 0.762 | Acc: 75.963% (2051/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s210ms | Loss: 0.758 | Acc: 76.214% (2134/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s516ms | Loss: 0.761 | Acc: 76.241% (2211/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s832ms | Loss: 0.754 | Acc: 76.333% (2290/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s136ms | Loss: 0.762 | Acc: 76.290% (2365/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s448ms | Loss: 0.757 | Acc: 76.406% (2445/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s758ms | Loss: 0.752 | Acc: 76.424% (2522/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s61ms | Loss: 0.754 | Acc: 76.500% (2601/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s370ms | Loss: 0.761 | Acc: 76.400% (2674/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s677ms | Loss: 0.762 | Acc: 76.417% (2751/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 10s983ms | Loss: 0.762 | Acc: 76.432% (2828/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s291ms | Loss: 0.766 | Acc: 76.289% (2899/3800) 38/100 [========================>........................................] Step: 304ms | Tot: 11s596ms | Loss: 0.760 | Acc: 76.436% (2981/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s904ms | Loss: 0.755 | Acc: 76.500% (3060/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s213ms | Loss: 0.756 | Acc: 76.488% (3136/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s518ms | Loss: 0.757 | Acc: 76.476% (3212/4200) 42/100 [===========================>.....................................] Step: 313ms | Tot: 12s831ms | Loss: 0.757 | Acc: 76.558% (3292/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 13s132ms | Loss: 0.758 | Acc: 76.636% (3372/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s435ms | Loss: 0.754 | Acc: 76.756% (3454/4500) 45/100 [=============================>...................................] Step: 313ms | Tot: 13s749ms | Loss: 0.749 | Acc: 76.848% (3535/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 14s55ms | Loss: 0.747 | Acc: 76.936% (3616/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s358ms | Loss: 0.753 | Acc: 76.812% (3687/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s664ms | Loss: 0.747 | Acc: 76.898% (3768/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s972ms | Loss: 0.745 | Acc: 76.920% (3846/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s279ms | Loss: 0.742 | Acc: 76.961% (3925/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s585ms | Loss: 0.743 | Acc: 76.962% (4002/5200) 52/100 [=================================>...............................] Step: 312ms | Tot: 15s898ms | Loss: 0.740 | Acc: 77.000% (4081/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s205ms | Loss: 0.737 | Acc: 77.204% (4169/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s507ms | Loss: 0.740 | Acc: 77.145% (4243/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 16s816ms | Loss: 0.740 | Acc: 77.125% (4319/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s120ms | Loss: 0.741 | Acc: 77.088% (4394/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s429ms | Loss: 0.741 | Acc: 77.172% (4476/5800) 58/100 [=====================================>...........................] Step: 314ms | Tot: 17s744ms | Loss: 0.742 | Acc: 77.068% (4547/5900) 59/100 [======================================>..........................] Step: 319ms | Tot: 18s63ms | Loss: 0.741 | Acc: 77.050% (4623/6000) 60/100 [=======================================>.........................] Step: 314ms | Tot: 18s378ms | Loss: 0.739 | Acc: 77.115% (4704/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s689ms | Loss: 0.736 | Acc: 77.177% (4785/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s1ms | Loss: 0.736 | Acc: 77.175% (4862/6300) 63/100 [========================================>........................] Step: 306ms | Tot: 19s307ms | Loss: 0.734 | Acc: 77.281% (4946/6400) 64/100 [=========================================>.......................] Step: 306ms | Tot: 19s614ms | Loss: 0.735 | Acc: 77.292% (5024/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s925ms | Loss: 0.735 | Acc: 77.258% (5099/6600) 66/100 [==========================================>......................] Step: 330ms | Tot: 20s256ms | Loss: 0.733 | Acc: 77.343% (5182/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s566ms | Loss: 0.734 | Acc: 77.250% (5253/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s875ms | Loss: 0.735 | Acc: 77.101% (5320/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s186ms | Loss: 0.736 | Acc: 76.986% (5389/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s494ms | Loss: 0.734 | Acc: 77.056% (5471/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s799ms | Loss: 0.734 | Acc: 77.139% (5554/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s104ms | Loss: 0.730 | Acc: 77.301% (5643/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s413ms | Loss: 0.728 | Acc: 77.351% (5724/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s719ms | Loss: 0.732 | Acc: 77.267% (5795/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s24ms | Loss: 0.732 | Acc: 77.237% (5870/7600) 76/100 [=================================================>...............] Step: 300ms | Tot: 23s324ms | Loss: 0.733 | Acc: 77.195% (5944/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s630ms | Loss: 0.731 | Acc: 77.192% (6021/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s939ms | Loss: 0.732 | Acc: 77.139% (6094/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s249ms | Loss: 0.734 | Acc: 77.088% (6167/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s549ms | Loss: 0.732 | Acc: 77.086% (6244/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s857ms | Loss: 0.732 | Acc: 77.073% (6320/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s163ms | Loss: 0.730 | Acc: 77.120% (6401/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s470ms | Loss: 0.731 | Acc: 77.119% (6478/8400) 84/100 [======================================================>..........] Step: 303ms | Tot: 25s774ms | Loss: 0.730 | Acc: 77.153% (6558/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 26s75ms | Loss: 0.734 | Acc: 77.105% (6631/8600) 86/100 [=======================================================>.........] Step: 301ms | Tot: 26s376ms | Loss: 0.735 | Acc: 77.092% (6707/8700) 87/100 [========================================================>........] Step: 299ms | Tot: 26s676ms | Loss: 0.737 | Acc: 77.045% (6780/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s984ms | Loss: 0.735 | Acc: 77.090% (6861/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s290ms | Loss: 0.737 | Acc: 77.022% (6932/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s594ms | Loss: 0.737 | Acc: 77.033% (7010/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s899ms | Loss: 0.733 | Acc: 77.076% (7091/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s205ms | Loss: 0.734 | Acc: 77.032% (7164/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s506ms | Loss: 0.733 | Acc: 77.000% (7238/9400) 94/100 [=============================================================>...] Step: 311ms | Tot: 28s817ms | Loss: 0.735 | Acc: 76.958% (7311/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s126ms | Loss: 0.734 | Acc: 76.969% (7389/9600) 96/100 [==============================================================>..] Step: 299ms | Tot: 29s426ms | Loss: 0.733 | Acc: 76.948% (7464/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s736ms | Loss: 0.736 | Acc: 76.847% (7531/9800) 98/100 [===============================================================>.] Step: 312ms | Tot: 30s48ms | Loss: 0.736 | Acc: 76.848% (7608/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s355ms | Loss: 0.735 | Acc: 76.870% (7687/10000) 100/100 + +Epoch: 34 + [>................................................................] Step: 664ms | Tot: 2ms | Loss: 0.470 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.436 | Acc: 86.328% (221/256) 2/391 [>................................................................] Step: 388ms | Tot: 775ms | Loss: 0.431 | Acc: 85.677% (329/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s150ms | Loss: 0.420 | Acc: 86.133% (441/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s515ms | Loss: 0.468 | Acc: 85.000% (544/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s890ms | Loss: 0.459 | Acc: 85.026% (653/768) 6/391 [>................................................................] Step: 379ms | Tot: 2s269ms | Loss: 0.473 | Acc: 84.375% (756/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s631ms | Loss: 0.474 | Acc: 84.180% (862/1024) 8/391 [=>...............................................................] Step: 370ms | Tot: 3s2ms | Loss: 0.459 | Acc: 84.983% (979/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s363ms | Loss: 0.468 | Acc: 84.453% (1081/1280) 10/391 [=>...............................................................] Step: 357ms | Tot: 3s721ms | Loss: 0.471 | Acc: 84.020% (1183/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s80ms | Loss: 0.481 | Acc: 83.333% (1280/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s437ms | Loss: 0.480 | Acc: 83.233% (1385/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s799ms | Loss: 0.487 | Acc: 82.868% (1485/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s163ms | Loss: 0.497 | Acc: 82.396% (1582/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s534ms | Loss: 0.495 | Acc: 82.324% (1686/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s900ms | Loss: 0.501 | Acc: 81.985% (1784/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s259ms | Loss: 0.498 | Acc: 81.988% (1889/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s618ms | Loss: 0.497 | Acc: 82.155% (1998/2432) 19/391 [===>.............................................................] Step: 371ms | Tot: 6s990ms | Loss: 0.503 | Acc: 82.070% (2101/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s351ms | Loss: 0.495 | Acc: 82.515% (2218/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s710ms | Loss: 0.491 | Acc: 82.777% (2331/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s73ms | Loss: 0.492 | Acc: 82.779% (2437/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s432ms | Loss: 0.491 | Acc: 82.812% (2544/3072) 24/391 [===>.............................................................] Step: 377ms | Tot: 8s809ms | Loss: 0.486 | Acc: 83.000% (2656/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s173ms | Loss: 0.486 | Acc: 82.963% (2761/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s531ms | Loss: 0.486 | Acc: 82.870% (2864/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s892ms | Loss: 0.485 | Acc: 82.868% (2970/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s255ms | Loss: 0.482 | Acc: 82.974% (3080/3712) 29/391 [====>............................................................] Step: 354ms | Tot: 10s609ms | Loss: 0.481 | Acc: 82.995% (3187/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s973ms | Loss: 0.486 | Acc: 82.787% (3285/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s336ms | Loss: 0.485 | Acc: 82.910% (3396/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s694ms | Loss: 0.486 | Acc: 82.978% (3505/4224) 33/391 [=====>...........................................................] Step: 382ms | Tot: 12s76ms | Loss: 0.481 | Acc: 83.065% (3615/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s437ms | Loss: 0.484 | Acc: 83.013% (3719/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s803ms | Loss: 0.483 | Acc: 82.964% (3823/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s167ms | Loss: 0.483 | Acc: 82.960% (3929/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s529ms | Loss: 0.483 | Acc: 82.977% (4036/4864) 38/391 [======>..........................................................] Step: 366ms | Tot: 13s896ms | Loss: 0.488 | Acc: 82.792% (4133/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s260ms | Loss: 0.489 | Acc: 82.812% (4240/5120) 40/391 [======>..........................................................] Step: 356ms | Tot: 14s616ms | Loss: 0.490 | Acc: 82.851% (4348/5248) 41/391 [======>..........................................................] Step: 366ms | Tot: 14s983ms | Loss: 0.489 | Acc: 82.906% (4457/5376) 42/391 [======>..........................................................] Step: 373ms | Tot: 15s356ms | Loss: 0.489 | Acc: 82.903% (4563/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s716ms | Loss: 0.488 | Acc: 82.901% (4669/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s75ms | Loss: 0.485 | Acc: 83.003% (4781/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s438ms | Loss: 0.484 | Acc: 83.033% (4889/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s799ms | Loss: 0.486 | Acc: 82.962% (4991/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s159ms | Loss: 0.486 | Acc: 82.943% (5096/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s521ms | Loss: 0.486 | Acc: 82.972% (5204/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s881ms | Loss: 0.484 | Acc: 83.016% (5313/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s245ms | Loss: 0.484 | Acc: 83.042% (5421/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s610ms | Loss: 0.482 | Acc: 83.098% (5531/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 18s972ms | Loss: 0.482 | Acc: 83.093% (5637/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s330ms | Loss: 0.482 | Acc: 83.102% (5744/6912) 54/391 [========>........................................................] Step: 352ms | Tot: 19s683ms | Loss: 0.480 | Acc: 83.182% (5856/7040) 55/391 [=========>.......................................................] Step: 368ms | Tot: 20s51ms | Loss: 0.479 | Acc: 83.217% (5965/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s418ms | Loss: 0.477 | Acc: 83.292% (6077/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s774ms | Loss: 0.475 | Acc: 83.419% (6193/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s131ms | Loss: 0.472 | Acc: 83.541% (6309/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s501ms | Loss: 0.472 | Acc: 83.477% (6411/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 21s868ms | Loss: 0.472 | Acc: 83.440% (6515/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s232ms | Loss: 0.471 | Acc: 83.493% (6626/7936) 62/391 [==========>......................................................] Step: 356ms | Tot: 22s588ms | Loss: 0.469 | Acc: 83.581% (6740/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s948ms | Loss: 0.469 | Acc: 83.569% (6846/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s309ms | Loss: 0.468 | Acc: 83.582% (6954/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s667ms | Loss: 0.472 | Acc: 83.523% (7056/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s29ms | Loss: 0.472 | Acc: 83.512% (7162/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s392ms | Loss: 0.470 | Acc: 83.571% (7274/8704) 68/391 [===========>.....................................................] Step: 359ms | Tot: 24s752ms | Loss: 0.471 | Acc: 83.594% (7383/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s115ms | Loss: 0.472 | Acc: 83.571% (7488/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s483ms | Loss: 0.472 | Acc: 83.605% (7598/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s851ms | Loss: 0.471 | Acc: 83.648% (7709/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s212ms | Loss: 0.472 | Acc: 83.626% (7814/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s574ms | Loss: 0.473 | Acc: 83.552% (7914/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 26s936ms | Loss: 0.473 | Acc: 83.510% (8017/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s293ms | Loss: 0.472 | Acc: 83.501% (8123/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s650ms | Loss: 0.471 | Acc: 83.523% (8232/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 28s15ms | Loss: 0.472 | Acc: 83.564% (8343/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s380ms | Loss: 0.471 | Acc: 83.594% (8453/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s741ms | Loss: 0.473 | Acc: 83.545% (8555/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s101ms | Loss: 0.474 | Acc: 83.536% (8661/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s461ms | Loss: 0.474 | Acc: 83.518% (8766/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s826ms | Loss: 0.472 | Acc: 83.594% (8881/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s185ms | Loss: 0.473 | Acc: 83.566% (8985/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s545ms | Loss: 0.473 | Acc: 83.529% (9088/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 30s911ms | Loss: 0.472 | Acc: 83.576% (9200/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s275ms | Loss: 0.473 | Acc: 83.513% (9300/11136) 87/391 [==============>..................................................] Step: 369ms | Tot: 31s644ms | Loss: 0.474 | Acc: 83.469% (9402/11264) 88/391 [==============>..................................................] Step: 362ms | Tot: 32s7ms | Loss: 0.475 | Acc: 83.436% (9505/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s366ms | Loss: 0.474 | Acc: 83.446% (9613/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s729ms | Loss: 0.474 | Acc: 83.474% (9723/11648) 91/391 [===============>.................................................] Step: 356ms | Tot: 33s85ms | Loss: 0.473 | Acc: 83.509% (9834/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s450ms | Loss: 0.471 | Acc: 83.552% (9946/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s816ms | Loss: 0.472 | Acc: 83.494% (10046/12032) 94/391 [===============>.................................................] Step: 356ms | Tot: 34s173ms | Loss: 0.473 | Acc: 83.470% (10150/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s530ms | Loss: 0.474 | Acc: 83.464% (10256/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 34s901ms | Loss: 0.475 | Acc: 83.457% (10362/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s259ms | Loss: 0.473 | Acc: 83.506% (10475/12544) 98/391 [================>................................................] Step: 356ms | Tot: 35s615ms | Loss: 0.473 | Acc: 83.475% (10578/12672) 99/391 [================>................................................] Step: 354ms | Tot: 35s970ms | Loss: 0.473 | Acc: 83.430% (10679/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s330ms | Loss: 0.473 | Acc: 83.439% (10787/12928) 101/391 [================>................................................] Step: 361ms | Tot: 36s692ms | Loss: 0.473 | Acc: 83.456% (10896/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s53ms | Loss: 0.473 | Acc: 83.465% (11004/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s410ms | Loss: 0.474 | Acc: 83.436% (11107/13312) 104/391 [=================>...............................................] Step: 358ms | Tot: 37s769ms | Loss: 0.474 | Acc: 83.445% (11215/13440) 105/391 [=================>...............................................] Step: 378ms | Tot: 38s147ms | Loss: 0.476 | Acc: 83.358% (11310/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s510ms | Loss: 0.475 | Acc: 83.375% (11419/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s872ms | Loss: 0.474 | Acc: 83.398% (11529/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s230ms | Loss: 0.473 | Acc: 83.472% (11646/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s591ms | Loss: 0.472 | Acc: 83.516% (11759/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 39s949ms | Loss: 0.471 | Acc: 83.552% (11871/14208) 111/391 [==================>..............................................] Step: 354ms | Tot: 40s304ms | Loss: 0.471 | Acc: 83.566% (11980/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s666ms | Loss: 0.471 | Acc: 83.552% (12085/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s29ms | Loss: 0.471 | Acc: 83.546% (12191/14592) 114/391 [==================>..............................................] Step: 369ms | Tot: 41s399ms | Loss: 0.471 | Acc: 83.526% (12295/14720) 115/391 [===================>.............................................] Step: 358ms | Tot: 41s757ms | Loss: 0.470 | Acc: 83.526% (12402/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s117ms | Loss: 0.471 | Acc: 83.534% (12510/14976) 117/391 [===================>.............................................] Step: 355ms | Tot: 42s472ms | Loss: 0.472 | Acc: 83.475% (12608/15104) 118/391 [===================>.............................................] Step: 370ms | Tot: 42s843ms | Loss: 0.471 | Acc: 83.489% (12717/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 43s207ms | Loss: 0.471 | Acc: 83.477% (12822/15360) 120/391 [===================>.............................................] Step: 353ms | Tot: 43s560ms | Loss: 0.471 | Acc: 83.465% (12927/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 43s924ms | Loss: 0.472 | Acc: 83.427% (13028/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s288ms | Loss: 0.473 | Acc: 83.378% (13127/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 44s652ms | Loss: 0.472 | Acc: 83.392% (13236/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 45s20ms | Loss: 0.472 | Acc: 83.400% (13344/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s380ms | Loss: 0.472 | Acc: 83.377% (13447/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 45s736ms | Loss: 0.471 | Acc: 83.397% (13557/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s97ms | Loss: 0.472 | Acc: 83.398% (13664/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 46s459ms | Loss: 0.471 | Acc: 83.418% (13774/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s822ms | Loss: 0.472 | Acc: 83.413% (13880/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s183ms | Loss: 0.472 | Acc: 83.385% (13982/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 47s539ms | Loss: 0.473 | Acc: 83.369% (14086/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 47s911ms | Loss: 0.473 | Acc: 83.382% (14195/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s270ms | Loss: 0.472 | Acc: 83.413% (14307/17152) 134/391 [======================>..........................................] Step: 361ms | Tot: 48s632ms | Loss: 0.473 | Acc: 83.403% (14412/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 48s990ms | Loss: 0.472 | Acc: 83.433% (14524/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s356ms | Loss: 0.472 | Acc: 83.457% (14635/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 49s716ms | Loss: 0.471 | Acc: 83.458% (14742/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s76ms | Loss: 0.472 | Acc: 83.408% (14840/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s441ms | Loss: 0.473 | Acc: 83.371% (14940/17920) 140/391 [=======================>.........................................] Step: 359ms | Tot: 50s800ms | Loss: 0.473 | Acc: 83.372% (15047/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 51s168ms | Loss: 0.472 | Acc: 83.390% (15157/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 51s527ms | Loss: 0.473 | Acc: 83.381% (15262/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 51s889ms | Loss: 0.472 | Acc: 83.398% (15372/18432) 144/391 [=======================>.........................................] Step: 356ms | Tot: 52s246ms | Loss: 0.472 | Acc: 83.427% (15484/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s607ms | Loss: 0.471 | Acc: 83.465% (15598/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 52s970ms | Loss: 0.471 | Acc: 83.466% (15705/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s330ms | Loss: 0.471 | Acc: 83.462% (15811/18944) 148/391 [========================>........................................] Step: 355ms | Tot: 53s686ms | Loss: 0.472 | Acc: 83.436% (15913/19072) 149/391 [========================>........................................] Step: 353ms | Tot: 54s39ms | Loss: 0.471 | Acc: 83.484% (16029/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 54s407ms | Loss: 0.470 | Acc: 83.501% (16139/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 54s773ms | Loss: 0.471 | Acc: 83.491% (16244/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 55s134ms | Loss: 0.471 | Acc: 83.507% (16354/19584) 153/391 [=========================>.......................................] Step: 358ms | Tot: 55s493ms | Loss: 0.471 | Acc: 83.508% (16461/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 55s858ms | Loss: 0.470 | Acc: 83.553% (16577/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s218ms | Loss: 0.470 | Acc: 83.549% (16683/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 56s582ms | Loss: 0.471 | Acc: 83.504% (16781/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 56s948ms | Loss: 0.471 | Acc: 83.525% (16892/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s306ms | Loss: 0.471 | Acc: 83.559% (17006/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 57s680ms | Loss: 0.471 | Acc: 83.545% (17110/20480) 160/391 [==========================>......................................] Step: 369ms | Tot: 58s50ms | Loss: 0.471 | Acc: 83.550% (17218/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s410ms | Loss: 0.471 | Acc: 83.560% (17327/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 58s772ms | Loss: 0.471 | Acc: 83.536% (17429/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s133ms | Loss: 0.471 | Acc: 83.541% (17537/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 59s500ms | Loss: 0.471 | Acc: 83.546% (17645/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 59s866ms | Loss: 0.470 | Acc: 83.566% (17756/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 1m222ms | Loss: 0.471 | Acc: 83.528% (17855/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 1m581ms | Loss: 0.471 | Acc: 83.538% (17964/21504) 168/391 [===========================>.....................................] Step: 386ms | Tot: 1m968ms | Loss: 0.470 | Acc: 83.561% (18076/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.470 | Acc: 83.562% (18183/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.470 | Acc: 83.566% (18291/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.469 | Acc: 83.603% (18406/22016) 172/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.469 | Acc: 83.603% (18513/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.469 | Acc: 83.630% (18626/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.469 | Acc: 83.634% (18734/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.469 | Acc: 83.629% (18840/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.469 | Acc: 83.625% (18946/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.470 | Acc: 83.616% (19051/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.470 | Acc: 83.589% (19152/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.469 | Acc: 83.611% (19264/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.469 | Acc: 83.628% (19375/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m5s | Loss: 0.469 | Acc: 83.620% (19480/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.469 | Acc: 83.619% (19587/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.469 | Acc: 83.590% (19687/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.470 | Acc: 83.568% (19789/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.470 | Acc: 83.594% (19902/23808) 186/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.470 | Acc: 83.602% (20011/23936) 187/391 [===============================>.................................] Step: 371ms | Tot: 1m7s | Loss: 0.470 | Acc: 83.606% (20119/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.470 | Acc: 83.594% (20223/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.469 | Acc: 83.618% (20336/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.469 | Acc: 83.622% (20444/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.469 | Acc: 83.622% (20551/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.469 | Acc: 83.630% (20660/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.470 | Acc: 83.626% (20766/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.470 | Acc: 83.630% (20874/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.470 | Acc: 83.642% (20984/25088) 196/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.469 | Acc: 83.637% (21090/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.470 | Acc: 83.633% (21196/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.469 | Acc: 83.621% (21300/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.469 | Acc: 83.660% (21417/25600) 200/391 [=================================>...............................] Step: 353ms | Tot: 1m12s | Loss: 0.468 | Acc: 83.687% (21531/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.468 | Acc: 83.675% (21635/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.468 | Acc: 83.705% (21750/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.468 | Acc: 83.689% (21853/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.468 | Acc: 83.704% (21964/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.469 | Acc: 83.677% (22064/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.468 | Acc: 83.707% (22179/26496) 207/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.468 | Acc: 83.706% (22286/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.468 | Acc: 83.687% (22388/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.469 | Acc: 83.657% (22487/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.469 | Acc: 83.657% (22594/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.469 | Acc: 83.671% (22705/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.469 | Acc: 83.667% (22811/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.469 | Acc: 83.670% (22919/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.469 | Acc: 83.688% (23031/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.468 | Acc: 83.709% (23144/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.468 | Acc: 83.734% (23258/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.468 | Acc: 83.730% (23364/27904) 218/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.469 | Acc: 83.726% (23470/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.469 | Acc: 83.707% (23572/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.469 | Acc: 83.721% (23683/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.469 | Acc: 83.692% (23782/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.469 | Acc: 83.695% (23890/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m20s | Loss: 0.469 | Acc: 83.691% (23996/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.469 | Acc: 83.705% (24107/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.470 | Acc: 83.680% (24207/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.470 | Acc: 83.666% (24310/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.470 | Acc: 83.690% (24424/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.470 | Acc: 83.689% (24531/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.470 | Acc: 83.692% (24639/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.470 | Acc: 83.692% (24746/29568) 231/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.470 | Acc: 83.702% (24856/29696) 232/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.469 | Acc: 83.701% (24963/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.469 | Acc: 83.704% (25071/29952) 234/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.470 | Acc: 83.680% (25171/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.470 | Acc: 83.696% (25283/30208) 236/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.470 | Acc: 83.696% (25390/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.470 | Acc: 83.692% (25496/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.470 | Acc: 83.669% (25596/30592) 239/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.470 | Acc: 83.698% (25712/30720) 240/391 [=======================================>.........................] Step: 373ms | Tot: 1m27s | Loss: 0.470 | Acc: 83.704% (25821/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.469 | Acc: 83.704% (25928/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.469 | Acc: 83.726% (26042/31104) 243/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.469 | Acc: 83.703% (26142/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.469 | Acc: 83.702% (26249/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.469 | Acc: 83.702% (26356/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.469 | Acc: 83.727% (26471/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.469 | Acc: 83.736% (26581/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.468 | Acc: 83.751% (26693/31872) 249/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.468 | Acc: 83.741% (26797/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.468 | Acc: 83.752% (26908/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.468 | Acc: 83.764% (27019/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.468 | Acc: 83.760% (27125/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.469 | Acc: 83.757% (27231/32512) 254/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.468 | Acc: 83.765% (27341/32640) 255/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.468 | Acc: 83.768% (27449/32768) 256/391 [==========================================>......................] Step: 386ms | Tot: 1m32s | Loss: 0.468 | Acc: 83.791% (27564/32896) 257/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.468 | Acc: 83.803% (27675/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.468 | Acc: 83.799% (27781/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m33s | Loss: 0.468 | Acc: 83.813% (27893/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.467 | Acc: 83.827% (28005/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.467 | Acc: 83.847% (28119/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.467 | Acc: 83.864% (28232/33664) 263/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.467 | Acc: 83.848% (28334/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.466 | Acc: 83.868% (28448/33920) 265/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.466 | Acc: 83.879% (28559/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.466 | Acc: 83.886% (28669/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m36s | Loss: 0.466 | Acc: 83.888% (28777/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.465 | Acc: 83.899% (28888/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.465 | Acc: 83.900% (28996/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.465 | Acc: 83.899% (29103/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.918% (29217/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.886% (29313/34944) 273/391 [=============================================>...................] Step: 352ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.879% (29418/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.881% (29526/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.885% (29635/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.466 | Acc: 83.873% (29738/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.466 | Acc: 83.878% (29847/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.467 | Acc: 83.860% (29948/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.856% (30054/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.841% (30156/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.838% (30262/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.467 | Acc: 83.831% (30367/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.467 | Acc: 83.841% (30478/36352) 284/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.832% (30582/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.842% (30693/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.847% (30802/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.467 | Acc: 83.843% (30908/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.467 | Acc: 83.851% (31018/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m44s | Loss: 0.468 | Acc: 83.844% (31123/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.467 | Acc: 83.843% (31230/37248) 291/391 [================================================>................] Step: 352ms | Tot: 1m45s | Loss: 0.467 | Acc: 83.848% (31339/37376) 292/391 [================================================>................] Step: 376ms | Tot: 1m45s | Loss: 0.467 | Acc: 83.860% (31451/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.467 | Acc: 83.867% (31561/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.467 | Acc: 83.867% (31668/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m46s | Loss: 0.468 | Acc: 83.863% (31774/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.468 | Acc: 83.859% (31880/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.468 | Acc: 83.859% (31987/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.468 | Acc: 83.858% (32094/38272) 299/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.468 | Acc: 83.846% (32197/38400) 300/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.468 | Acc: 83.846% (32304/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.469 | Acc: 83.829% (32405/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.469 | Acc: 83.831% (32513/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m49s | Loss: 0.469 | Acc: 83.835% (32622/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.469 | Acc: 83.819% (32723/39040) 305/391 [==================================================>..............] Step: 351ms | Tot: 1m50s | Loss: 0.470 | Acc: 83.816% (32829/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.469 | Acc: 83.813% (32935/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.469 | Acc: 83.822% (33046/39424) 308/391 [===================================================>.............] Step: 352ms | Tot: 1m51s | Loss: 0.470 | Acc: 83.809% (33148/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.470 | Acc: 83.785% (33246/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.470 | Acc: 83.777% (33350/39808) 311/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.470 | Acc: 83.779% (33458/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.778% (33565/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.785% (33675/40192) 314/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.470 | Acc: 83.790% (33784/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.470 | Acc: 83.789% (33891/40448) 316/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.470 | Acc: 83.781% (33995/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.471 | Acc: 83.771% (34098/40704) 318/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.471 | Acc: 83.755% (34199/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.471 | Acc: 83.730% (34296/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m55s | Loss: 0.471 | Acc: 83.737% (34406/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.471 | Acc: 83.722% (34507/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.727% (34616/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.726% (34723/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.471 | Acc: 83.726% (34830/41600) 325/391 [======================================================>..........] Step: 375ms | Tot: 1m57s | Loss: 0.471 | Acc: 83.738% (34942/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.737% (35049/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.471 | Acc: 83.732% (35154/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.472 | Acc: 83.724% (35258/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.472 | Acc: 83.714% (35361/42240) 330/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.471 | Acc: 83.724% (35472/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m10ms | Loss: 0.472 | Acc: 83.702% (35570/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 2m365ms | Loss: 0.472 | Acc: 83.704% (35678/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m732ms | Loss: 0.472 | Acc: 83.704% (35785/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.689% (35886/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.689% (35993/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.705% (36107/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.707% (36215/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.693% (36316/43392) 339/391 [========================================================>........] Step: 377ms | Tot: 2m2s | Loss: 0.473 | Acc: 83.681% (36418/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.683% (36526/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.669% (36627/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.683% (36740/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.676% (36844/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.673% (36950/44160) 345/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.677% (37059/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.670% (37163/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.681% (37275/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.668% (37376/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.674% (37486/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.474 | Acc: 83.672% (37592/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.667% (37697/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.474 | Acc: 83.673% (37807/45184) 353/391 [==========================================================>......] Step: 375ms | Tot: 2m8s | Loss: 0.474 | Acc: 83.675% (37915/45312) 354/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.474 | Acc: 83.669% (38019/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.474 | Acc: 83.679% (38131/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.474 | Acc: 83.686% (38241/45696) 357/391 [===========================================================>.....] Step: 372ms | Tot: 2m9s | Loss: 0.473 | Acc: 83.690% (38350/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.473 | Acc: 83.696% (38460/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.696% (38567/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.687% (38670/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.473 | Acc: 83.693% (38780/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.695% (38888/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.473 | Acc: 83.703% (38999/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.473 | Acc: 83.714% (39111/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.472 | Acc: 83.713% (39218/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.472 | Acc: 83.707% (39322/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.473 | Acc: 83.696% (39424/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.473 | Acc: 83.700% (39533/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.473 | Acc: 83.704% (39642/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.472 | Acc: 83.712% (39753/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.472 | Acc: 83.722% (39865/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.472 | Acc: 83.730% (39976/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.472 | Acc: 83.744% (40090/47872) 374/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.472 | Acc: 83.729% (40190/48000) 375/391 [==============================================================>..] Step: 368ms | Tot: 2m15s | Loss: 0.472 | Acc: 83.731% (40298/48128) 376/391 [==============================================================>..] Step: 383ms | Tot: 2m16s | Loss: 0.472 | Acc: 83.728% (40404/48256) 377/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.471 | Acc: 83.728% (40511/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.471 | Acc: 83.726% (40617/48512) 379/391 [===============================================================>.] Step: 356ms | Tot: 2m17s | Loss: 0.471 | Acc: 83.727% (40725/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.471 | Acc: 83.729% (40833/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.471 | Acc: 83.729% (40940/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.471 | Acc: 83.739% (41052/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.471 | Acc: 83.746% (41163/49152) 384/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.471 | Acc: 83.750% (41272/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.471 | Acc: 83.754% (41381/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m19s | Loss: 0.471 | Acc: 83.759% (41491/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.471 | Acc: 83.765% (41601/49664) 388/391 [================================================================>] Step: 347ms | Tot: 2m20s | Loss: 0.471 | Acc: 83.777% (41714/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.471 | Acc: 83.766% (41816/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m21s | Loss: 0.471 | Acc: 83.770% (41885/50000) 391/391 + [>................................................................] Step: 479ms | Tot: 2ms | Loss: 0.535 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 288ms | Tot: 291ms | Loss: 0.566 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 591ms | Loss: 0.555 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 886ms | Loss: 0.573 | Acc: 80.250% (321/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s178ms | Loss: 0.571 | Acc: 80.400% (402/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s473ms | Loss: 0.539 | Acc: 81.167% (487/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s768ms | Loss: 0.552 | Acc: 80.857% (566/700) 7/100 [====>............................................................] Step: 292ms | Tot: 2s60ms | Loss: 0.578 | Acc: 79.875% (639/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s363ms | Loss: 0.601 | Acc: 79.222% (713/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s664ms | Loss: 0.597 | Acc: 79.600% (796/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s966ms | Loss: 0.607 | Acc: 79.636% (876/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s267ms | Loss: 0.606 | Acc: 79.750% (957/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s566ms | Loss: 0.611 | Acc: 79.615% (1035/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s866ms | Loss: 0.615 | Acc: 79.500% (1113/1400) 14/100 [=========>.......................................................] Step: 292ms | Tot: 4s158ms | Loss: 0.612 | Acc: 79.733% (1196/1500) 15/100 [=========>.......................................................] Step: 294ms | Tot: 4s453ms | Loss: 0.625 | Acc: 79.312% (1269/1600) 16/100 [==========>......................................................] Step: 296ms | Tot: 4s750ms | Loss: 0.628 | Acc: 79.176% (1346/1700) 17/100 [===========>.....................................................] Step: 297ms | Tot: 5s47ms | Loss: 0.628 | Acc: 79.056% (1423/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s347ms | Loss: 0.635 | Acc: 78.895% (1499/1900) 19/100 [============>....................................................] Step: 295ms | Tot: 5s643ms | Loss: 0.644 | Acc: 78.850% (1577/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 5s957ms | Loss: 0.642 | Acc: 78.952% (1658/2100) 21/100 [=============>...................................................] Step: 297ms | Tot: 6s254ms | Loss: 0.635 | Acc: 79.136% (1741/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s566ms | Loss: 0.637 | Acc: 78.870% (1814/2300) 23/100 [==============>..................................................] Step: 348ms | Tot: 6s914ms | Loss: 0.637 | Acc: 78.958% (1895/2400) 24/100 [===============>.................................................] Step: 316ms | Tot: 7s231ms | Loss: 0.639 | Acc: 79.080% (1977/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s539ms | Loss: 0.650 | Acc: 78.808% (2049/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s850ms | Loss: 0.642 | Acc: 78.963% (2132/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s159ms | Loss: 0.642 | Acc: 78.964% (2211/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s470ms | Loss: 0.641 | Acc: 79.034% (2292/2900) 29/100 [==================>..............................................] Step: 317ms | Tot: 8s788ms | Loss: 0.634 | Acc: 79.200% (2376/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s100ms | Loss: 0.635 | Acc: 79.065% (2451/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s410ms | Loss: 0.629 | Acc: 79.188% (2534/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s720ms | Loss: 0.632 | Acc: 79.061% (2609/3300) 33/100 [=====================>...........................................] Step: 312ms | Tot: 10s33ms | Loss: 0.632 | Acc: 79.118% (2690/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s336ms | Loss: 0.640 | Acc: 78.971% (2764/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s639ms | Loss: 0.639 | Acc: 79.056% (2846/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 10s946ms | Loss: 0.642 | Acc: 78.973% (2922/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s249ms | Loss: 0.645 | Acc: 78.921% (2999/3800) 38/100 [========================>........................................] Step: 298ms | Tot: 11s547ms | Loss: 0.640 | Acc: 78.974% (3080/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s851ms | Loss: 0.636 | Acc: 79.125% (3165/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s158ms | Loss: 0.636 | Acc: 79.171% (3246/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s459ms | Loss: 0.637 | Acc: 79.167% (3325/4200) 42/100 [===========================>.....................................] Step: 299ms | Tot: 12s759ms | Loss: 0.632 | Acc: 79.349% (3412/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s65ms | Loss: 0.633 | Acc: 79.295% (3489/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s365ms | Loss: 0.631 | Acc: 79.356% (3571/4500) 45/100 [=============================>...................................] Step: 294ms | Tot: 13s660ms | Loss: 0.632 | Acc: 79.261% (3646/4600) 46/100 [=============================>...................................] Step: 311ms | Tot: 13s972ms | Loss: 0.630 | Acc: 79.255% (3725/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s276ms | Loss: 0.632 | Acc: 79.188% (3801/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s584ms | Loss: 0.629 | Acc: 79.265% (3884/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s888ms | Loss: 0.631 | Acc: 79.240% (3962/5000) 50/100 [================================>................................] Step: 295ms | Tot: 15s183ms | Loss: 0.631 | Acc: 79.216% (4040/5100) 51/100 [=================================>...............................] Step: 298ms | Tot: 15s481ms | Loss: 0.632 | Acc: 79.096% (4113/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s786ms | Loss: 0.630 | Acc: 79.170% (4196/5300) 53/100 [==================================>..............................] Step: 301ms | Tot: 16s87ms | Loss: 0.628 | Acc: 79.259% (4280/5400) 54/100 [===================================>.............................] Step: 303ms | Tot: 16s391ms | Loss: 0.628 | Acc: 79.273% (4360/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 16s696ms | Loss: 0.629 | Acc: 79.214% (4436/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 16s999ms | Loss: 0.631 | Acc: 79.175% (4513/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s309ms | Loss: 0.629 | Acc: 79.224% (4595/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s609ms | Loss: 0.629 | Acc: 79.220% (4674/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 17s913ms | Loss: 0.632 | Acc: 79.150% (4749/6000) 60/100 [=======================================>.........................] Step: 298ms | Tot: 18s211ms | Loss: 0.632 | Acc: 79.131% (4827/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s518ms | Loss: 0.630 | Acc: 79.129% (4906/6200) 62/100 [========================================>........................] Step: 298ms | Tot: 18s816ms | Loss: 0.630 | Acc: 79.175% (4988/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s123ms | Loss: 0.630 | Acc: 79.203% (5069/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s432ms | Loss: 0.633 | Acc: 79.062% (5139/6500) 65/100 [==========================================>......................] Step: 300ms | Tot: 19s733ms | Loss: 0.632 | Acc: 78.985% (5213/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s38ms | Loss: 0.629 | Acc: 79.060% (5297/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s340ms | Loss: 0.628 | Acc: 79.118% (5380/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 20s646ms | Loss: 0.628 | Acc: 79.116% (5459/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 20s951ms | Loss: 0.629 | Acc: 79.086% (5536/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s260ms | Loss: 0.630 | Acc: 79.085% (5615/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s563ms | Loss: 0.629 | Acc: 79.139% (5698/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s867ms | Loss: 0.627 | Acc: 79.247% (5785/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s175ms | Loss: 0.625 | Acc: 79.270% (5866/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s479ms | Loss: 0.625 | Acc: 79.293% (5947/7500) 75/100 [================================================>................] Step: 304ms | Tot: 22s784ms | Loss: 0.624 | Acc: 79.342% (6030/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s97ms | Loss: 0.623 | Acc: 79.364% (6111/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s398ms | Loss: 0.624 | Acc: 79.333% (6188/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s705ms | Loss: 0.623 | Acc: 79.392% (6272/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s11ms | Loss: 0.624 | Acc: 79.338% (6347/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s317ms | Loss: 0.623 | Acc: 79.346% (6427/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s626ms | Loss: 0.624 | Acc: 79.280% (6501/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 24s930ms | Loss: 0.625 | Acc: 79.217% (6575/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s229ms | Loss: 0.624 | Acc: 79.155% (6649/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s536ms | Loss: 0.625 | Acc: 79.129% (6726/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 25s842ms | Loss: 0.625 | Acc: 79.163% (6808/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s146ms | Loss: 0.626 | Acc: 79.161% (6887/8700) 87/100 [========================================================>........] Step: 298ms | Tot: 26s445ms | Loss: 0.627 | Acc: 79.068% (6958/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 26s746ms | Loss: 0.627 | Acc: 79.112% (7041/8900) 89/100 [=========================================================>.......] Step: 309ms | Tot: 27s55ms | Loss: 0.628 | Acc: 79.067% (7116/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s359ms | Loss: 0.627 | Acc: 79.077% (7196/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 27s662ms | Loss: 0.624 | Acc: 79.152% (7282/9200) 92/100 [===========================================================>.....] Step: 307ms | Tot: 27s970ms | Loss: 0.624 | Acc: 79.140% (7360/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s277ms | Loss: 0.626 | Acc: 79.138% (7439/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 28s586ms | Loss: 0.625 | Acc: 79.137% (7518/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 28s890ms | Loss: 0.623 | Acc: 79.198% (7603/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s195ms | Loss: 0.622 | Acc: 79.216% (7684/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s497ms | Loss: 0.622 | Acc: 79.204% (7762/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s796ms | Loss: 0.621 | Acc: 79.232% (7844/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s100ms | Loss: 0.621 | Acc: 79.240% (7924/10000) 100/100 + +Epoch: 35 + [>................................................................] Step: 610ms | Tot: 2ms | Loss: 0.329 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 391ms | Tot: 394ms | Loss: 0.365 | Acc: 86.719% (222/256) 2/391 [>................................................................] Step: 382ms | Tot: 776ms | Loss: 0.347 | Acc: 88.542% (340/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s152ms | Loss: 0.389 | Acc: 87.109% (446/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s522ms | Loss: 0.415 | Acc: 86.094% (551/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s888ms | Loss: 0.405 | Acc: 86.198% (662/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s253ms | Loss: 0.413 | Acc: 85.714% (768/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s613ms | Loss: 0.413 | Acc: 85.645% (877/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s975ms | Loss: 0.419 | Acc: 84.896% (978/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s341ms | Loss: 0.413 | Acc: 85.469% (1094/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s705ms | Loss: 0.410 | Acc: 85.369% (1202/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s65ms | Loss: 0.413 | Acc: 85.286% (1310/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s438ms | Loss: 0.410 | Acc: 85.216% (1418/1664) 13/391 [==>..............................................................] Step: 358ms | Tot: 4s797ms | Loss: 0.414 | Acc: 85.100% (1525/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s157ms | Loss: 0.416 | Acc: 84.896% (1630/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s516ms | Loss: 0.434 | Acc: 84.375% (1728/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s875ms | Loss: 0.444 | Acc: 83.824% (1824/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s242ms | Loss: 0.449 | Acc: 83.464% (1923/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s604ms | Loss: 0.444 | Acc: 83.594% (2033/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s966ms | Loss: 0.442 | Acc: 83.633% (2141/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s341ms | Loss: 0.440 | Acc: 83.817% (2253/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s708ms | Loss: 0.441 | Acc: 83.913% (2363/2816) 22/391 [===>.............................................................] Step: 355ms | Tot: 8s63ms | Loss: 0.437 | Acc: 84.171% (2478/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s432ms | Loss: 0.439 | Acc: 84.212% (2587/3072) 24/391 [===>.............................................................] Step: 356ms | Tot: 8s788ms | Loss: 0.439 | Acc: 84.250% (2696/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s152ms | Loss: 0.440 | Acc: 84.225% (2803/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s513ms | Loss: 0.437 | Acc: 84.404% (2917/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s873ms | Loss: 0.438 | Acc: 84.487% (3028/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s236ms | Loss: 0.441 | Acc: 84.456% (3135/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s598ms | Loss: 0.438 | Acc: 84.531% (3246/3840) 30/391 [====>............................................................] Step: 370ms | Tot: 10s969ms | Loss: 0.438 | Acc: 84.577% (3356/3968) 31/391 [=====>...........................................................] Step: 370ms | Tot: 11s339ms | Loss: 0.439 | Acc: 84.546% (3463/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s695ms | Loss: 0.438 | Acc: 84.564% (3572/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 12s52ms | Loss: 0.437 | Acc: 84.674% (3685/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s416ms | Loss: 0.442 | Acc: 84.509% (3786/4480) 35/391 [=====>...........................................................] Step: 360ms | Tot: 12s776ms | Loss: 0.444 | Acc: 84.418% (3890/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s141ms | Loss: 0.442 | Acc: 84.438% (3999/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s505ms | Loss: 0.444 | Acc: 84.354% (4103/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s867ms | Loss: 0.443 | Acc: 84.335% (4210/4992) 39/391 [======>..........................................................] Step: 370ms | Tot: 14s237ms | Loss: 0.443 | Acc: 84.453% (4324/5120) 40/391 [======>..........................................................] Step: 366ms | Tot: 14s604ms | Loss: 0.444 | Acc: 84.413% (4430/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 14s975ms | Loss: 0.445 | Acc: 84.356% (4535/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s343ms | Loss: 0.448 | Acc: 84.302% (4640/5504) 43/391 [=======>.........................................................] Step: 363ms | Tot: 15s707ms | Loss: 0.448 | Acc: 84.233% (4744/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s68ms | Loss: 0.447 | Acc: 84.236% (4852/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s435ms | Loss: 0.449 | Acc: 84.120% (4953/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s794ms | Loss: 0.449 | Acc: 84.142% (5062/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s153ms | Loss: 0.447 | Acc: 84.196% (5173/6144) 48/391 [=======>.........................................................] Step: 361ms | Tot: 17s514ms | Loss: 0.445 | Acc: 84.279% (5286/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s876ms | Loss: 0.448 | Acc: 84.203% (5389/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s236ms | Loss: 0.447 | Acc: 84.222% (5498/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s593ms | Loss: 0.448 | Acc: 84.210% (5605/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 18s955ms | Loss: 0.451 | Acc: 84.095% (5705/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s315ms | Loss: 0.451 | Acc: 84.086% (5812/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s676ms | Loss: 0.450 | Acc: 84.119% (5922/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s35ms | Loss: 0.447 | Acc: 84.194% (6035/7168) 56/391 [=========>.......................................................] Step: 356ms | Tot: 20s391ms | Loss: 0.445 | Acc: 84.293% (6150/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 20s760ms | Loss: 0.444 | Acc: 84.348% (6262/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s118ms | Loss: 0.444 | Acc: 84.388% (6373/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s478ms | Loss: 0.450 | Acc: 84.219% (6468/7680) 60/391 [=========>.......................................................] Step: 356ms | Tot: 21s834ms | Loss: 0.451 | Acc: 84.221% (6576/7808) 61/391 [==========>......................................................] Step: 354ms | Tot: 22s189ms | Loss: 0.454 | Acc: 84.136% (6677/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s547ms | Loss: 0.455 | Acc: 84.139% (6785/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 22s903ms | Loss: 0.455 | Acc: 84.094% (6889/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s263ms | Loss: 0.456 | Acc: 84.075% (6995/8320) 65/391 [==========>......................................................] Step: 355ms | Tot: 23s619ms | Loss: 0.456 | Acc: 84.067% (7102/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 23s987ms | Loss: 0.455 | Acc: 84.153% (7217/8576) 67/391 [===========>.....................................................] Step: 371ms | Tot: 24s359ms | Loss: 0.454 | Acc: 84.237% (7332/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s720ms | Loss: 0.455 | Acc: 84.160% (7433/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s79ms | Loss: 0.455 | Acc: 84.129% (7538/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s437ms | Loss: 0.454 | Acc: 84.166% (7649/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 25s802ms | Loss: 0.453 | Acc: 84.223% (7762/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s162ms | Loss: 0.452 | Acc: 84.311% (7878/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s523ms | Loss: 0.452 | Acc: 84.301% (7985/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 26s883ms | Loss: 0.453 | Acc: 84.250% (8088/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s252ms | Loss: 0.453 | Acc: 84.241% (8195/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s609ms | Loss: 0.456 | Acc: 84.152% (8294/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 27s974ms | Loss: 0.454 | Acc: 84.235% (8410/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s337ms | Loss: 0.456 | Acc: 84.246% (8519/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s696ms | Loss: 0.456 | Acc: 84.277% (8630/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s53ms | Loss: 0.454 | Acc: 84.336% (8744/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s414ms | Loss: 0.454 | Acc: 84.289% (8847/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s771ms | Loss: 0.455 | Acc: 84.224% (8948/10624) 83/391 [=============>...................................................] Step: 354ms | Tot: 30s125ms | Loss: 0.454 | Acc: 84.245% (9058/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s493ms | Loss: 0.456 | Acc: 84.200% (9161/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 30s856ms | Loss: 0.456 | Acc: 84.211% (9270/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s214ms | Loss: 0.456 | Acc: 84.177% (9374/11136) 87/391 [==============>..................................................] Step: 352ms | Tot: 31s567ms | Loss: 0.456 | Acc: 84.197% (9484/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 31s923ms | Loss: 0.456 | Acc: 84.191% (9591/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s282ms | Loss: 0.455 | Acc: 84.245% (9705/11520) 90/391 [==============>..................................................] Step: 356ms | Tot: 32s639ms | Loss: 0.455 | Acc: 84.246% (9813/11648) 91/391 [===============>.................................................] Step: 356ms | Tot: 32s996ms | Loss: 0.455 | Acc: 84.248% (9921/11776) 92/391 [===============>.................................................] Step: 360ms | Tot: 33s356ms | Loss: 0.456 | Acc: 84.215% (10025/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 33s718ms | Loss: 0.455 | Acc: 84.250% (10137/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s79ms | Loss: 0.455 | Acc: 84.276% (10248/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s440ms | Loss: 0.454 | Acc: 84.269% (10355/12288) 96/391 [===============>.................................................] Step: 356ms | Tot: 34s797ms | Loss: 0.456 | Acc: 84.174% (10451/12416) 97/391 [================>................................................] Step: 355ms | Tot: 35s153ms | Loss: 0.455 | Acc: 84.224% (10565/12544) 98/391 [================>................................................] Step: 351ms | Tot: 35s505ms | Loss: 0.455 | Acc: 84.249% (10676/12672) 99/391 [================>................................................] Step: 362ms | Tot: 35s867ms | Loss: 0.455 | Acc: 84.281% (10788/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s229ms | Loss: 0.455 | Acc: 84.220% (10888/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s591ms | Loss: 0.456 | Acc: 84.176% (10990/13056) 102/391 [================>................................................] Step: 368ms | Tot: 36s959ms | Loss: 0.457 | Acc: 84.117% (11090/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s323ms | Loss: 0.457 | Acc: 84.135% (11200/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s686ms | Loss: 0.456 | Acc: 84.182% (11314/13440) 105/391 [=================>...............................................] Step: 353ms | Tot: 38s40ms | Loss: 0.456 | Acc: 84.205% (11425/13568) 106/391 [=================>...............................................] Step: 361ms | Tot: 38s401ms | Loss: 0.456 | Acc: 84.207% (11533/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 38s760ms | Loss: 0.455 | Acc: 84.223% (11643/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s121ms | Loss: 0.457 | Acc: 84.174% (11744/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 39s486ms | Loss: 0.458 | Acc: 84.134% (11846/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 39s843ms | Loss: 0.458 | Acc: 84.150% (11956/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 40s206ms | Loss: 0.459 | Acc: 84.138% (12062/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s566ms | Loss: 0.458 | Acc: 84.188% (12177/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 40s928ms | Loss: 0.460 | Acc: 84.108% (12273/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s294ms | Loss: 0.459 | Acc: 84.144% (12386/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s651ms | Loss: 0.459 | Acc: 84.139% (12493/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s11ms | Loss: 0.460 | Acc: 84.101% (12595/14976) 117/391 [===================>.............................................] Step: 366ms | Tot: 42s377ms | Loss: 0.460 | Acc: 84.117% (12705/15104) 118/391 [===================>.............................................] Step: 357ms | Tot: 42s734ms | Loss: 0.460 | Acc: 84.106% (12811/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s96ms | Loss: 0.461 | Acc: 84.089% (12916/15360) 120/391 [===================>.............................................] Step: 373ms | Tot: 43s470ms | Loss: 0.461 | Acc: 84.046% (13017/15488) 121/391 [====================>............................................] Step: 368ms | Tot: 43s839ms | Loss: 0.461 | Acc: 84.055% (13126/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s204ms | Loss: 0.462 | Acc: 83.988% (13223/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s563ms | Loss: 0.462 | Acc: 83.972% (13328/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 44s926ms | Loss: 0.462 | Acc: 83.963% (13434/16000) 125/391 [====================>............................................] Step: 373ms | Tot: 45s299ms | Loss: 0.462 | Acc: 83.984% (13545/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 45s664ms | Loss: 0.462 | Acc: 83.975% (13651/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s30ms | Loss: 0.461 | Acc: 83.984% (13760/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 46s397ms | Loss: 0.460 | Acc: 84.000% (13870/16512) 129/391 [=====================>...........................................] Step: 373ms | Tot: 46s770ms | Loss: 0.460 | Acc: 84.014% (13980/16640) 130/391 [=====================>...........................................] Step: 353ms | Tot: 47s124ms | Loss: 0.459 | Acc: 84.041% (14092/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 47s485ms | Loss: 0.460 | Acc: 84.014% (14195/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 47s844ms | Loss: 0.461 | Acc: 83.993% (14299/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s204ms | Loss: 0.461 | Acc: 83.961% (14401/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 48s565ms | Loss: 0.463 | Acc: 83.906% (14499/17280) 135/391 [======================>..........................................] Step: 354ms | Tot: 48s920ms | Loss: 0.464 | Acc: 83.904% (14606/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s284ms | Loss: 0.463 | Acc: 83.924% (14717/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 49s645ms | Loss: 0.464 | Acc: 83.877% (14816/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s10ms | Loss: 0.464 | Acc: 83.880% (14924/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s369ms | Loss: 0.464 | Acc: 83.867% (15029/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 50s731ms | Loss: 0.466 | Acc: 83.804% (15125/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s91ms | Loss: 0.467 | Acc: 83.781% (15228/18176) 142/391 [=======================>.........................................] Step: 372ms | Tot: 51s464ms | Loss: 0.467 | Acc: 83.807% (15340/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 51s821ms | Loss: 0.466 | Acc: 83.822% (15450/18432) 144/391 [=======================>.........................................] Step: 356ms | Tot: 52s177ms | Loss: 0.466 | Acc: 83.825% (15558/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 52s542ms | Loss: 0.466 | Acc: 83.840% (15668/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 52s902ms | Loss: 0.466 | Acc: 83.844% (15776/18816) 147/391 [========================>........................................] Step: 373ms | Tot: 53s275ms | Loss: 0.466 | Acc: 83.831% (15881/18944) 148/391 [========================>........................................] Step: 363ms | Tot: 53s638ms | Loss: 0.467 | Acc: 83.798% (15982/19072) 149/391 [========================>........................................] Step: 358ms | Tot: 53s997ms | Loss: 0.467 | Acc: 83.818% (16093/19200) 150/391 [========================>........................................] Step: 372ms | Tot: 54s370ms | Loss: 0.467 | Acc: 83.832% (16203/19328) 151/391 [=========================>.......................................] Step: 372ms | Tot: 54s742ms | Loss: 0.467 | Acc: 83.835% (16311/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 55s99ms | Loss: 0.467 | Acc: 83.839% (16419/19584) 153/391 [=========================>.......................................] Step: 358ms | Tot: 55s457ms | Loss: 0.467 | Acc: 83.832% (16525/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 55s820ms | Loss: 0.467 | Acc: 83.836% (16633/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s180ms | Loss: 0.468 | Acc: 83.809% (16735/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 56s547ms | Loss: 0.468 | Acc: 83.818% (16844/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 56s908ms | Loss: 0.467 | Acc: 83.816% (16951/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s267ms | Loss: 0.468 | Acc: 83.805% (17056/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s629ms | Loss: 0.468 | Acc: 83.804% (17163/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 57s988ms | Loss: 0.468 | Acc: 83.788% (17267/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 58s347ms | Loss: 0.468 | Acc: 83.782% (17373/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 58s705ms | Loss: 0.467 | Acc: 83.814% (17487/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 59s62ms | Loss: 0.467 | Acc: 83.822% (17596/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 59s425ms | Loss: 0.467 | Acc: 83.835% (17706/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 59s791ms | Loss: 0.467 | Acc: 83.810% (17808/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m149ms | Loss: 0.466 | Acc: 83.832% (17920/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m511ms | Loss: 0.466 | Acc: 83.826% (18026/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m878ms | Loss: 0.467 | Acc: 83.802% (18128/21632) 169/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.467 | Acc: 83.814% (18238/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.468 | Acc: 83.776% (18337/21888) 171/391 [============================>....................................] Step: 354ms | Tot: 1m1s | Loss: 0.467 | Acc: 83.789% (18447/22016) 172/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.467 | Acc: 83.797% (18556/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.467 | Acc: 83.818% (18668/22272) 174/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.467 | Acc: 83.799% (18771/22400) 175/391 [=============================>...................................] Step: 367ms | Tot: 1m3s | Loss: 0.467 | Acc: 83.789% (18876/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.467 | Acc: 83.797% (18985/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.468 | Acc: 83.761% (19084/22784) 178/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.468 | Acc: 83.773% (19194/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.467 | Acc: 83.815% (19311/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.466 | Acc: 83.831% (19422/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.466 | Acc: 83.834% (19530/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.466 | Acc: 83.816% (19633/23424) 183/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.466 | Acc: 83.840% (19746/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.467 | Acc: 83.822% (19849/23680) 185/391 [==============================>..................................] Step: 353ms | Tot: 1m7s | Loss: 0.466 | Acc: 83.816% (19955/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.467 | Acc: 83.794% (20057/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.467 | Acc: 83.768% (20158/24064) 188/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.467 | Acc: 83.780% (20268/24192) 189/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.467 | Acc: 83.783% (20376/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.467 | Acc: 83.786% (20484/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.467 | Acc: 83.793% (20593/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.466 | Acc: 83.808% (20704/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m9s | Loss: 0.466 | Acc: 83.803% (20810/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.466 | Acc: 83.810% (20919/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.466 | Acc: 83.805% (21025/25088) 196/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.465 | Acc: 83.796% (21130/25216) 197/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.465 | Acc: 83.811% (21241/25344) 198/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.465 | Acc: 83.818% (21350/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.465 | Acc: 83.801% (21453/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.465 | Acc: 83.784% (21556/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.465 | Acc: 83.795% (21666/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.465 | Acc: 83.805% (21776/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.465 | Acc: 83.812% (21885/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.465 | Acc: 83.803% (21990/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.464 | Acc: 83.821% (22102/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.465 | Acc: 83.798% (22203/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.464 | Acc: 83.815% (22315/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.465 | Acc: 83.799% (22418/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.465 | Acc: 83.806% (22527/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.465 | Acc: 83.801% (22633/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.465 | Acc: 83.789% (22737/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.465 | Acc: 83.770% (22839/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.465 | Acc: 83.762% (22944/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.465 | Acc: 83.765% (23052/27520) 215/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.465 | Acc: 83.793% (23167/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.465 | Acc: 83.803% (23277/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.465 | Acc: 83.823% (23390/27904) 218/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.465 | Acc: 83.779% (23485/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.465 | Acc: 83.793% (23596/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.466 | Acc: 83.771% (23697/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.465 | Acc: 83.773% (23805/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.465 | Acc: 83.765% (23910/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m20s | Loss: 0.465 | Acc: 83.765% (24017/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.465 | Acc: 83.788% (24131/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.465 | Acc: 83.794% (24240/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.465 | Acc: 83.773% (24341/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.465 | Acc: 83.762% (24445/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.465 | Acc: 83.775% (24556/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m22s | Loss: 0.465 | Acc: 83.777% (24664/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.465 | Acc: 83.753% (24764/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.466 | Acc: 83.739% (24867/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.466 | Acc: 83.731% (24972/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.466 | Acc: 83.727% (25078/29952) 234/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.466 | Acc: 83.720% (25183/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.465 | Acc: 83.739% (25296/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.465 | Acc: 83.732% (25401/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.465 | Acc: 83.725% (25506/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.465 | Acc: 83.721% (25612/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.466 | Acc: 83.711% (25716/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.466 | Acc: 83.720% (25826/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.466 | Acc: 83.729% (25936/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.466 | Acc: 83.722% (26041/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.466 | Acc: 83.699% (26141/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.466 | Acc: 83.702% (26249/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.467 | Acc: 83.689% (26352/31488) 246/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.467 | Acc: 83.685% (26458/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.467 | Acc: 83.676% (26562/31744) 248/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.466 | Acc: 83.691% (26674/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.466 | Acc: 83.694% (26782/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.467 | Acc: 83.684% (26886/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.466 | Acc: 83.687% (26994/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.466 | Acc: 83.696% (27104/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.467 | Acc: 83.686% (27208/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.467 | Acc: 83.695% (27318/32640) 255/391 [==========================================>......................] Step: 376ms | Tot: 1m32s | Loss: 0.467 | Acc: 83.694% (27425/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.467 | Acc: 83.691% (27531/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.467 | Acc: 83.694% (27639/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.466 | Acc: 83.699% (27748/33152) 259/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.467 | Acc: 83.699% (27855/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.467 | Acc: 83.713% (27967/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.467 | Acc: 83.719% (28076/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.467 | Acc: 83.704% (28178/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.466 | Acc: 83.721% (28291/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.466 | Acc: 83.718% (28397/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m35s | Loss: 0.467 | Acc: 83.694% (28496/34048) 266/391 [============================================>....................] Step: 378ms | Tot: 1m36s | Loss: 0.467 | Acc: 83.679% (28598/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.467 | Acc: 83.699% (28712/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.467 | Acc: 83.701% (28820/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.467 | Acc: 83.707% (28929/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.467 | Acc: 83.709% (29037/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.466 | Acc: 83.723% (29149/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.466 | Acc: 83.714% (29253/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.466 | Acc: 83.711% (29359/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.716% (29468/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.704% (29571/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.704% (29678/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.466 | Acc: 83.701% (29784/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.466 | Acc: 83.709% (29894/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.466 | Acc: 83.705% (30000/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.702% (30106/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.467 | Acc: 83.713% (30217/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.467 | Acc: 83.712% (30324/36224) 283/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.467 | Acc: 83.704% (30428/36352) 284/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.468 | Acc: 83.671% (30523/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.469 | Acc: 83.657% (30625/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.469 | Acc: 83.662% (30734/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.468 | Acc: 83.670% (30844/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.468 | Acc: 83.672% (30952/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.468 | Acc: 83.677% (31061/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.469 | Acc: 83.666% (31164/37248) 291/391 [================================================>................] Step: 370ms | Tot: 1m45s | Loss: 0.468 | Acc: 83.671% (31273/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.469 | Acc: 83.660% (31376/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.469 | Acc: 83.679% (31490/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.469 | Acc: 83.671% (31594/37760) 295/391 [=================================================>...............] Step: 373ms | Tot: 1m46s | Loss: 0.468 | Acc: 83.694% (31710/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.468 | Acc: 83.702% (31820/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.468 | Acc: 83.714% (31932/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.468 | Acc: 83.717% (32040/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.468 | Acc: 83.714% (32146/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.467 | Acc: 83.729% (32259/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.467 | Acc: 83.723% (32364/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.467 | Acc: 83.723% (32471/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.467 | Acc: 83.733% (32582/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.467 | Acc: 83.737% (32691/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.467 | Acc: 83.744% (32801/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m50s | Loss: 0.467 | Acc: 83.752% (32911/39296) 307/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.467 | Acc: 83.748% (33017/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.467 | Acc: 83.745% (33123/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.466 | Acc: 83.750% (33232/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.466 | Acc: 83.755% (33341/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.466 | Acc: 83.767% (33453/39936) 312/391 [===================================================>.............] Step: 356ms | Tot: 1m53s | Loss: 0.466 | Acc: 83.766% (33560/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.467 | Acc: 83.763% (33666/40192) 314/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.466 | Acc: 83.787% (33783/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.466 | Acc: 83.796% (33894/40448) 316/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.466 | Acc: 83.796% (34001/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.466 | Acc: 83.807% (34113/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.466 | Acc: 83.812% (34222/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.466 | Acc: 83.806% (34327/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.466 | Acc: 83.793% (34429/41088) 321/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.466 | Acc: 83.795% (34537/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.466 | Acc: 83.795% (34644/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.466 | Acc: 83.811% (34758/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.466 | Acc: 83.820% (34869/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m57s | Loss: 0.466 | Acc: 83.821% (34977/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.465 | Acc: 83.825% (35086/41856) 327/391 [======================================================>..........] Step: 374ms | Tot: 1m58s | Loss: 0.465 | Acc: 83.839% (35199/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.465 | Acc: 83.853% (35312/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.464 | Acc: 83.854% (35420/42240) 330/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.464 | Acc: 83.853% (35527/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.464 | Acc: 83.864% (35639/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m267ms | Loss: 0.465 | Acc: 83.852% (35741/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 2m624ms | Loss: 0.464 | Acc: 83.863% (35853/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m986ms | Loss: 0.464 | Acc: 83.869% (35963/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.464 | Acc: 83.873% (36072/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.463 | Acc: 83.879% (36182/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.464 | Acc: 83.869% (36285/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.464 | Acc: 83.880% (36397/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.464 | Acc: 83.869% (36500/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.464 | Acc: 83.880% (36612/43648) 341/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.463 | Acc: 83.900% (36728/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.463 | Acc: 83.897% (36834/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 2m4s | Loss: 0.463 | Acc: 83.903% (36944/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.463 | Acc: 83.902% (37051/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m4s | Loss: 0.463 | Acc: 83.881% (37149/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.463 | Acc: 83.895% (37263/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.463 | Acc: 83.904% (37374/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.462 | Acc: 83.909% (37484/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.462 | Acc: 83.902% (37588/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.462 | Acc: 83.921% (37704/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.462 | Acc: 83.907% (37805/45056) 352/391 [==========================================================>......] Step: 375ms | Tot: 2m7s | Loss: 0.462 | Acc: 83.910% (37914/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.463 | Acc: 83.912% (38022/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.462 | Acc: 83.926% (38136/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m8s | Loss: 0.463 | Acc: 83.921% (38241/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m8s | Loss: 0.463 | Acc: 83.913% (38345/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.463 | Acc: 83.915% (38453/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.463 | Acc: 83.918% (38562/45952) 359/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.463 | Acc: 83.930% (38675/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.463 | Acc: 83.925% (38780/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.463 | Acc: 83.920% (38885/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.463 | Acc: 83.908% (38987/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.463 | Acc: 83.911% (39096/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m11s | Loss: 0.463 | Acc: 83.921% (39208/46720) 365/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.463 | Acc: 83.916% (39313/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.463 | Acc: 83.928% (39426/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.462 | Acc: 83.940% (39539/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.462 | Acc: 83.939% (39646/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.462 | Acc: 83.942% (39755/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.462 | Acc: 83.943% (39863/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.463 | Acc: 83.930% (39964/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.462 | Acc: 83.952% (40082/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.462 | Acc: 83.936% (40182/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m15s | Loss: 0.463 | Acc: 83.925% (40284/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.463 | Acc: 83.920% (40389/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.462 | Acc: 83.929% (40501/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.462 | Acc: 83.943% (40615/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.462 | Acc: 83.940% (40721/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.462 | Acc: 83.949% (40833/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.462 | Acc: 83.953% (40942/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.462 | Acc: 83.952% (41049/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.462 | Acc: 83.945% (41153/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.463 | Acc: 83.913% (41245/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.462 | Acc: 83.914% (41353/49280) 385/391 [================================================================>] Step: 373ms | Tot: 2m19s | Loss: 0.462 | Acc: 83.918% (41462/49408) 386/391 [================================================================>] Step: 375ms | Tot: 2m19s | Loss: 0.462 | Acc: 83.923% (41572/49536) 387/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.462 | Acc: 83.924% (41680/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.462 | Acc: 83.931% (41791/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.462 | Acc: 83.918% (41892/49920) 390/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.462 | Acc: 83.918% (41959/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 2ms | Loss: 0.540 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 288ms | Tot: 291ms | Loss: 0.490 | Acc: 84.500% (169/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 593ms | Loss: 0.480 | Acc: 83.000% (249/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 887ms | Loss: 0.474 | Acc: 83.750% (335/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s178ms | Loss: 0.482 | Acc: 82.600% (413/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s479ms | Loss: 0.454 | Acc: 83.500% (501/600) 6/100 [===>.............................................................] Step: 290ms | Tot: 1s770ms | Loss: 0.464 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s66ms | Loss: 0.516 | Acc: 82.000% (656/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s372ms | Loss: 0.524 | Acc: 82.000% (738/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s675ms | Loss: 0.526 | Acc: 82.100% (821/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s977ms | Loss: 0.535 | Acc: 82.273% (905/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s281ms | Loss: 0.540 | Acc: 82.333% (988/1200) 12/100 [=======>.........................................................] Step: 308ms | Tot: 3s589ms | Loss: 0.533 | Acc: 82.538% (1073/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s890ms | Loss: 0.538 | Acc: 82.429% (1154/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s195ms | Loss: 0.525 | Acc: 82.667% (1240/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s495ms | Loss: 0.534 | Acc: 82.062% (1313/1600) 16/100 [==========>......................................................] Step: 298ms | Tot: 4s793ms | Loss: 0.526 | Acc: 82.118% (1396/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s101ms | Loss: 0.526 | Acc: 82.111% (1478/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s407ms | Loss: 0.531 | Acc: 81.947% (1557/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s707ms | Loss: 0.543 | Acc: 81.650% (1633/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s14ms | Loss: 0.543 | Acc: 81.714% (1716/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s319ms | Loss: 0.542 | Acc: 81.864% (1801/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s621ms | Loss: 0.547 | Acc: 81.826% (1882/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s927ms | Loss: 0.543 | Acc: 81.833% (1964/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s227ms | Loss: 0.544 | Acc: 81.720% (2043/2500) 25/100 [================>................................................] Step: 312ms | Tot: 7s539ms | Loss: 0.548 | Acc: 81.538% (2120/2600) 26/100 [================>................................................] Step: 316ms | Tot: 7s855ms | Loss: 0.542 | Acc: 81.778% (2208/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s161ms | Loss: 0.544 | Acc: 81.821% (2291/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s463ms | Loss: 0.544 | Acc: 81.793% (2372/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s762ms | Loss: 0.542 | Acc: 81.900% (2457/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s69ms | Loss: 0.541 | Acc: 81.935% (2540/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s369ms | Loss: 0.535 | Acc: 82.156% (2629/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s671ms | Loss: 0.534 | Acc: 82.303% (2716/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 9s977ms | Loss: 0.533 | Acc: 82.235% (2796/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s279ms | Loss: 0.534 | Acc: 82.229% (2878/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s584ms | Loss: 0.535 | Acc: 82.194% (2959/3600) 36/100 [=======================>.........................................] Step: 312ms | Tot: 10s897ms | Loss: 0.540 | Acc: 82.216% (3042/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s199ms | Loss: 0.539 | Acc: 82.105% (3120/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s508ms | Loss: 0.535 | Acc: 82.103% (3202/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s807ms | Loss: 0.533 | Acc: 82.150% (3286/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s110ms | Loss: 0.535 | Acc: 82.049% (3364/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s416ms | Loss: 0.537 | Acc: 82.095% (3448/4200) 42/100 [===========================>.....................................] Step: 313ms | Tot: 12s730ms | Loss: 0.534 | Acc: 82.140% (3532/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s39ms | Loss: 0.538 | Acc: 82.045% (3610/4400) 44/100 [============================>....................................] Step: 299ms | Tot: 13s339ms | Loss: 0.538 | Acc: 82.133% (3696/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s643ms | Loss: 0.538 | Acc: 82.196% (3781/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 13s944ms | Loss: 0.541 | Acc: 82.085% (3858/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s253ms | Loss: 0.541 | Acc: 82.062% (3939/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s555ms | Loss: 0.540 | Acc: 82.082% (4022/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 14s859ms | Loss: 0.543 | Acc: 81.980% (4099/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s164ms | Loss: 0.542 | Acc: 82.000% (4182/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s468ms | Loss: 0.542 | Acc: 82.000% (4264/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s767ms | Loss: 0.541 | Acc: 82.019% (4347/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s74ms | Loss: 0.540 | Acc: 81.926% (4424/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s382ms | Loss: 0.542 | Acc: 81.873% (4503/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s689ms | Loss: 0.542 | Acc: 81.839% (4583/5600) 56/100 [====================================>............................] Step: 300ms | Tot: 16s989ms | Loss: 0.543 | Acc: 81.842% (4665/5700) 57/100 [=====================================>...........................] Step: 299ms | Tot: 17s288ms | Loss: 0.540 | Acc: 81.914% (4751/5800) 58/100 [=====================================>...........................] Step: 317ms | Tot: 17s606ms | Loss: 0.542 | Acc: 81.881% (4831/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 17s915ms | Loss: 0.544 | Acc: 81.850% (4911/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s223ms | Loss: 0.546 | Acc: 81.770% (4988/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s531ms | Loss: 0.544 | Acc: 81.823% (5073/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s835ms | Loss: 0.544 | Acc: 81.841% (5156/6300) 63/100 [========================================>........................] Step: 313ms | Tot: 19s149ms | Loss: 0.543 | Acc: 81.922% (5243/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 19s465ms | Loss: 0.544 | Acc: 81.908% (5324/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 19s771ms | Loss: 0.544 | Acc: 81.909% (5406/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s81ms | Loss: 0.543 | Acc: 81.955% (5491/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s388ms | Loss: 0.543 | Acc: 82.000% (5576/6800) 68/100 [============================================>....................] Step: 299ms | Tot: 20s688ms | Loss: 0.544 | Acc: 81.957% (5655/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 20s990ms | Loss: 0.544 | Acc: 81.929% (5735/7000) 70/100 [=============================================>...................] Step: 305ms | Tot: 21s296ms | Loss: 0.544 | Acc: 81.944% (5818/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 21s610ms | Loss: 0.543 | Acc: 81.958% (5901/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 21s921ms | Loss: 0.542 | Acc: 82.014% (5987/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s228ms | Loss: 0.542 | Acc: 82.041% (6071/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s536ms | Loss: 0.544 | Acc: 81.933% (6145/7500) 75/100 [================================================>................] Step: 309ms | Tot: 22s845ms | Loss: 0.544 | Acc: 81.908% (6225/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s158ms | Loss: 0.543 | Acc: 81.922% (6308/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s467ms | Loss: 0.543 | Acc: 81.910% (6389/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 23s773ms | Loss: 0.543 | Acc: 81.937% (6473/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s78ms | Loss: 0.542 | Acc: 81.938% (6555/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s383ms | Loss: 0.540 | Acc: 81.988% (6641/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s694ms | Loss: 0.539 | Acc: 82.012% (6725/8200) 82/100 [=====================================================>...........] Step: 320ms | Tot: 25s14ms | Loss: 0.538 | Acc: 81.988% (6805/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s322ms | Loss: 0.538 | Acc: 81.964% (6885/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s629ms | Loss: 0.540 | Acc: 81.894% (6961/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 25s936ms | Loss: 0.540 | Acc: 81.919% (7045/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s240ms | Loss: 0.540 | Acc: 81.954% (7130/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s546ms | Loss: 0.541 | Acc: 81.955% (7212/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s851ms | Loss: 0.541 | Acc: 81.966% (7295/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s156ms | Loss: 0.542 | Acc: 81.956% (7376/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s468ms | Loss: 0.539 | Acc: 82.011% (7463/9100) 91/100 [===========================================================>.....] Step: 314ms | Tot: 27s782ms | Loss: 0.537 | Acc: 82.065% (7550/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s91ms | Loss: 0.538 | Acc: 82.075% (7633/9300) 93/100 [============================================================>....] Step: 317ms | Tot: 28s409ms | Loss: 0.538 | Acc: 82.053% (7713/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 28s719ms | Loss: 0.539 | Acc: 82.032% (7793/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 29s21ms | Loss: 0.538 | Acc: 82.073% (7879/9600) 96/100 [==============================================================>..] Step: 315ms | Tot: 29s336ms | Loss: 0.539 | Acc: 82.041% (7958/9700) 97/100 [===============================================================>.] Step: 320ms | Tot: 29s657ms | Loss: 0.541 | Acc: 82.020% (8038/9800) 98/100 [===============================================================>.] Step: 319ms | Tot: 29s976ms | Loss: 0.541 | Acc: 82.010% (8119/9900) 99/100 [================================================================>] Step: 314ms | Tot: 30s291ms | Loss: 0.542 | Acc: 81.990% (8199/10000) 100/100 +Saving.. + +Epoch: 36 + [>................................................................] Step: 807ms | Tot: 2ms | Loss: 0.345 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 397ms | Tot: 399ms | Loss: 0.357 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 370ms | Tot: 770ms | Loss: 0.365 | Acc: 87.500% (336/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s144ms | Loss: 0.394 | Acc: 87.109% (446/512) 4/391 [>................................................................] Step: 379ms | Tot: 1s524ms | Loss: 0.411 | Acc: 86.406% (553/640) 5/391 [>................................................................] Step: 369ms | Tot: 1s893ms | Loss: 0.415 | Acc: 86.328% (663/768) 6/391 [>................................................................] Step: 374ms | Tot: 2s268ms | Loss: 0.430 | Acc: 85.938% (770/896) 7/391 [=>...............................................................] Step: 375ms | Tot: 2s643ms | Loss: 0.437 | Acc: 85.645% (877/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 3s4ms | Loss: 0.445 | Acc: 85.330% (983/1152) 9/391 [=>...............................................................] Step: 373ms | Tot: 3s377ms | Loss: 0.437 | Acc: 85.859% (1099/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s742ms | Loss: 0.438 | Acc: 86.009% (1211/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s109ms | Loss: 0.433 | Acc: 86.198% (1324/1536) 12/391 [=>...............................................................] Step: 365ms | Tot: 4s475ms | Loss: 0.420 | Acc: 86.659% (1442/1664) 13/391 [==>..............................................................] Step: 358ms | Tot: 4s834ms | Loss: 0.418 | Acc: 86.607% (1552/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s192ms | Loss: 0.427 | Acc: 86.198% (1655/1920) 15/391 [==>..............................................................] Step: 371ms | Tot: 5s564ms | Loss: 0.426 | Acc: 86.182% (1765/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s933ms | Loss: 0.426 | Acc: 85.983% (1871/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s299ms | Loss: 0.425 | Acc: 86.024% (1982/2304) 18/391 [==>..............................................................] Step: 385ms | Tot: 6s684ms | Loss: 0.431 | Acc: 85.814% (2087/2432) 19/391 [===>.............................................................] Step: 370ms | Tot: 7s54ms | Loss: 0.424 | Acc: 86.094% (2204/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s423ms | Loss: 0.423 | Acc: 85.975% (2311/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s786ms | Loss: 0.425 | Acc: 85.831% (2417/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s146ms | Loss: 0.427 | Acc: 85.768% (2525/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s517ms | Loss: 0.429 | Acc: 85.710% (2633/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s881ms | Loss: 0.437 | Acc: 85.562% (2738/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s247ms | Loss: 0.442 | Acc: 85.276% (2838/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s613ms | Loss: 0.442 | Acc: 85.185% (2944/3456) 27/391 [====>............................................................] Step: 373ms | Tot: 9s987ms | Loss: 0.441 | Acc: 85.212% (3054/3584) 28/391 [====>............................................................] Step: 372ms | Tot: 10s360ms | Loss: 0.441 | Acc: 85.129% (3160/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s725ms | Loss: 0.444 | Acc: 85.078% (3267/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s95ms | Loss: 0.445 | Acc: 84.980% (3372/3968) 31/391 [=====>...........................................................] Step: 371ms | Tot: 11s466ms | Loss: 0.448 | Acc: 84.888% (3477/4096) 32/391 [=====>...........................................................] Step: 375ms | Tot: 11s842ms | Loss: 0.448 | Acc: 84.967% (3589/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s208ms | Loss: 0.454 | Acc: 84.766% (3689/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s573ms | Loss: 0.454 | Acc: 84.710% (3795/4480) 35/391 [=====>...........................................................] Step: 372ms | Tot: 12s946ms | Loss: 0.453 | Acc: 84.766% (3906/4608) 36/391 [=====>...........................................................] Step: 370ms | Tot: 13s316ms | Loss: 0.450 | Acc: 84.882% (4020/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s675ms | Loss: 0.450 | Acc: 84.951% (4132/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 14s37ms | Loss: 0.452 | Acc: 84.856% (4236/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s399ms | Loss: 0.453 | Acc: 84.824% (4343/5120) 40/391 [======>..........................................................] Step: 355ms | Tot: 14s754ms | Loss: 0.455 | Acc: 84.699% (4445/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 15s113ms | Loss: 0.454 | Acc: 84.747% (4556/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s472ms | Loss: 0.454 | Acc: 84.702% (4662/5504) 43/391 [=======>.........................................................] Step: 363ms | Tot: 15s836ms | Loss: 0.455 | Acc: 84.659% (4768/5632) 44/391 [=======>.........................................................] Step: 353ms | Tot: 16s190ms | Loss: 0.454 | Acc: 84.688% (4878/5760) 45/391 [=======>.........................................................] Step: 378ms | Tot: 16s568ms | Loss: 0.455 | Acc: 84.664% (4985/5888) 46/391 [=======>.........................................................] Step: 371ms | Tot: 16s939ms | Loss: 0.456 | Acc: 84.641% (5092/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s303ms | Loss: 0.454 | Acc: 84.733% (5206/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s666ms | Loss: 0.455 | Acc: 84.646% (5309/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 18s26ms | Loss: 0.456 | Acc: 84.656% (5418/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s384ms | Loss: 0.456 | Acc: 84.605% (5523/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s748ms | Loss: 0.456 | Acc: 84.600% (5631/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 19s105ms | Loss: 0.456 | Acc: 84.611% (5740/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s471ms | Loss: 0.457 | Acc: 84.549% (5844/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s832ms | Loss: 0.456 | Acc: 84.545% (5952/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s202ms | Loss: 0.456 | Acc: 84.570% (6062/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s566ms | Loss: 0.460 | Acc: 84.416% (6159/7296) 57/391 [=========>.......................................................] Step: 354ms | Tot: 20s921ms | Loss: 0.459 | Acc: 84.442% (6269/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s286ms | Loss: 0.458 | Acc: 84.468% (6379/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s652ms | Loss: 0.460 | Acc: 84.375% (6480/7680) 60/391 [=========>.......................................................] Step: 373ms | Tot: 22s25ms | Loss: 0.460 | Acc: 84.362% (6587/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s383ms | Loss: 0.459 | Acc: 84.388% (6697/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s744ms | Loss: 0.458 | Acc: 84.412% (6807/8064) 63/391 [==========>......................................................] Step: 369ms | Tot: 23s114ms | Loss: 0.459 | Acc: 84.326% (6908/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s478ms | Loss: 0.458 | Acc: 84.363% (7019/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s839ms | Loss: 0.457 | Acc: 84.375% (7128/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s195ms | Loss: 0.458 | Acc: 84.352% (7234/8576) 67/391 [===========>.....................................................] Step: 369ms | Tot: 24s565ms | Loss: 0.458 | Acc: 84.386% (7345/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s929ms | Loss: 0.458 | Acc: 84.386% (7453/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s295ms | Loss: 0.457 | Acc: 84.431% (7565/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s660ms | Loss: 0.459 | Acc: 84.353% (7666/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 26s21ms | Loss: 0.459 | Acc: 84.375% (7776/9216) 72/391 [===========>.....................................................] Step: 374ms | Tot: 26s396ms | Loss: 0.457 | Acc: 84.396% (7886/9344) 73/391 [============>....................................................] Step: 372ms | Tot: 26s768ms | Loss: 0.459 | Acc: 84.354% (7990/9472) 74/391 [============>....................................................] Step: 367ms | Tot: 27s136ms | Loss: 0.460 | Acc: 84.292% (8092/9600) 75/391 [============>....................................................] Step: 370ms | Tot: 27s506ms | Loss: 0.462 | Acc: 84.262% (8197/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s866ms | Loss: 0.462 | Acc: 84.233% (8302/9856) 77/391 [============>....................................................] Step: 355ms | Tot: 28s221ms | Loss: 0.463 | Acc: 84.205% (8407/9984) 78/391 [============>....................................................] Step: 372ms | Tot: 28s594ms | Loss: 0.462 | Acc: 84.256% (8520/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s955ms | Loss: 0.461 | Acc: 84.229% (8625/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s319ms | Loss: 0.461 | Acc: 84.279% (8738/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 29s691ms | Loss: 0.462 | Acc: 84.289% (8847/10496) 82/391 [=============>...................................................] Step: 374ms | Tot: 30s65ms | Loss: 0.461 | Acc: 84.328% (8959/10624) 83/391 [=============>...................................................] Step: 386ms | Tot: 30s452ms | Loss: 0.462 | Acc: 84.263% (9060/10752) 84/391 [=============>...................................................] Step: 374ms | Tot: 30s827ms | Loss: 0.462 | Acc: 84.228% (9164/10880) 85/391 [==============>..................................................] Step: 376ms | Tot: 31s203ms | Loss: 0.465 | Acc: 84.193% (9268/11008) 86/391 [==============>..................................................] Step: 377ms | Tot: 31s581ms | Loss: 0.466 | Acc: 84.177% (9374/11136) 87/391 [==============>..................................................] Step: 382ms | Tot: 31s963ms | Loss: 0.464 | Acc: 84.206% (9485/11264) 88/391 [==============>..................................................] Step: 385ms | Tot: 32s349ms | Loss: 0.464 | Acc: 84.235% (9596/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s711ms | Loss: 0.464 | Acc: 84.219% (9702/11520) 90/391 [==============>..................................................] Step: 382ms | Tot: 33s93ms | Loss: 0.464 | Acc: 84.195% (9807/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s455ms | Loss: 0.463 | Acc: 84.239% (9920/11776) 92/391 [===============>.................................................] Step: 360ms | Tot: 33s815ms | Loss: 0.463 | Acc: 84.241% (10028/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 34s179ms | Loss: 0.461 | Acc: 84.350% (10149/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 34s538ms | Loss: 0.461 | Acc: 84.342% (10256/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s900ms | Loss: 0.462 | Acc: 84.302% (10359/12288) 96/391 [===============>.................................................] Step: 355ms | Tot: 35s255ms | Loss: 0.461 | Acc: 84.327% (10470/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s622ms | Loss: 0.462 | Acc: 84.279% (10572/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s986ms | Loss: 0.461 | Acc: 84.312% (10684/12672) 99/391 [================>................................................] Step: 376ms | Tot: 36s362ms | Loss: 0.461 | Acc: 84.320% (10793/12800) 100/391 [================>................................................] Step: 374ms | Tot: 36s737ms | Loss: 0.461 | Acc: 84.329% (10902/12928) 101/391 [================>................................................] Step: 359ms | Tot: 37s97ms | Loss: 0.461 | Acc: 84.314% (11008/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s460ms | Loss: 0.461 | Acc: 84.329% (11118/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s822ms | Loss: 0.461 | Acc: 84.322% (11225/13312) 104/391 [=================>...............................................] Step: 354ms | Tot: 38s176ms | Loss: 0.461 | Acc: 84.338% (11335/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s539ms | Loss: 0.460 | Acc: 84.331% (11442/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s902ms | Loss: 0.461 | Acc: 84.346% (11552/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s266ms | Loss: 0.460 | Acc: 84.397% (11667/13824) 108/391 [=================>...............................................] Step: 370ms | Tot: 39s637ms | Loss: 0.461 | Acc: 84.389% (11774/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 39s998ms | Loss: 0.460 | Acc: 84.368% (11879/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s361ms | Loss: 0.462 | Acc: 84.368% (11987/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s720ms | Loss: 0.461 | Acc: 84.361% (12094/14336) 112/391 [==================>..............................................] Step: 357ms | Tot: 41s78ms | Loss: 0.460 | Acc: 84.403% (12208/14464) 113/391 [==================>..............................................] Step: 373ms | Tot: 41s452ms | Loss: 0.461 | Acc: 84.368% (12311/14592) 114/391 [==================>..............................................] Step: 370ms | Tot: 41s822ms | Loss: 0.461 | Acc: 84.375% (12420/14720) 115/391 [===================>.............................................] Step: 353ms | Tot: 42s176ms | Loss: 0.460 | Acc: 84.375% (12528/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s539ms | Loss: 0.460 | Acc: 84.368% (12635/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 42s907ms | Loss: 0.460 | Acc: 84.395% (12747/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s274ms | Loss: 0.459 | Acc: 84.401% (12856/15232) 119/391 [===================>.............................................] Step: 357ms | Tot: 43s631ms | Loss: 0.459 | Acc: 84.375% (12960/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s996ms | Loss: 0.459 | Acc: 84.369% (13067/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s358ms | Loss: 0.460 | Acc: 84.343% (13171/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 44s722ms | Loss: 0.461 | Acc: 84.350% (13280/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 45s86ms | Loss: 0.460 | Acc: 84.356% (13389/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s444ms | Loss: 0.460 | Acc: 84.388% (13502/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s804ms | Loss: 0.459 | Acc: 84.412% (13614/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s169ms | Loss: 0.460 | Acc: 84.375% (13716/16256) 127/391 [=====================>...........................................] Step: 374ms | Tot: 46s544ms | Loss: 0.460 | Acc: 84.381% (13825/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 46s914ms | Loss: 0.460 | Acc: 84.399% (13936/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s276ms | Loss: 0.461 | Acc: 84.393% (14043/16640) 130/391 [=====================>...........................................] Step: 362ms | Tot: 47s639ms | Loss: 0.461 | Acc: 84.399% (14152/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 48s2ms | Loss: 0.460 | Acc: 84.363% (14254/16896) 132/391 [=====================>...........................................] Step: 370ms | Tot: 48s373ms | Loss: 0.460 | Acc: 84.393% (14367/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s733ms | Loss: 0.461 | Acc: 84.334% (14465/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 49s94ms | Loss: 0.461 | Acc: 84.317% (14570/17280) 135/391 [======================>..........................................] Step: 376ms | Tot: 49s470ms | Loss: 0.462 | Acc: 84.300% (14675/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s834ms | Loss: 0.461 | Acc: 84.301% (14783/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 50s200ms | Loss: 0.461 | Acc: 84.301% (14891/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s566ms | Loss: 0.460 | Acc: 84.319% (15002/17792) 139/391 [=======================>.........................................] Step: 355ms | Tot: 50s922ms | Loss: 0.459 | Acc: 84.353% (15116/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 51s285ms | Loss: 0.460 | Acc: 84.297% (15214/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 51s657ms | Loss: 0.460 | Acc: 84.303% (15323/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 52s23ms | Loss: 0.460 | Acc: 84.315% (15433/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s391ms | Loss: 0.461 | Acc: 84.266% (15532/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s756ms | Loss: 0.461 | Acc: 84.273% (15641/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 53s118ms | Loss: 0.462 | Acc: 84.257% (15746/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s483ms | Loss: 0.461 | Acc: 84.269% (15856/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s843ms | Loss: 0.461 | Acc: 84.269% (15964/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s203ms | Loss: 0.462 | Acc: 84.244% (16067/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s566ms | Loss: 0.462 | Acc: 84.250% (16176/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s931ms | Loss: 0.462 | Acc: 84.240% (16282/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s291ms | Loss: 0.462 | Acc: 84.247% (16391/19456) 152/391 [=========================>.......................................] Step: 354ms | Tot: 55s646ms | Loss: 0.462 | Acc: 84.247% (16499/19584) 153/391 [=========================>.......................................] Step: 373ms | Tot: 56s20ms | Loss: 0.461 | Acc: 84.263% (16610/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 56s385ms | Loss: 0.461 | Acc: 84.259% (16717/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s751ms | Loss: 0.461 | Acc: 84.280% (16829/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 57s111ms | Loss: 0.461 | Acc: 84.280% (16937/20096) 157/391 [==========================>......................................] Step: 369ms | Tot: 57s480ms | Loss: 0.461 | Acc: 84.261% (17041/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s843ms | Loss: 0.461 | Acc: 84.237% (17144/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 58s200ms | Loss: 0.463 | Acc: 84.150% (17234/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s561ms | Loss: 0.463 | Acc: 84.137% (17339/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s919ms | Loss: 0.464 | Acc: 84.090% (17437/20736) 162/391 [==========================>......................................] Step: 369ms | Tot: 59s289ms | Loss: 0.463 | Acc: 84.131% (17553/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s650ms | Loss: 0.462 | Acc: 84.146% (17664/20992) 164/391 [===========================>.....................................] Step: 357ms | Tot: 1m7ms | Loss: 0.462 | Acc: 84.129% (17768/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m368ms | Loss: 0.463 | Acc: 84.121% (17874/21248) 166/391 [===========================>.....................................] Step: 352ms | Tot: 1m720ms | Loss: 0.463 | Acc: 84.127% (17983/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.096% (18084/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.465 | Acc: 84.075% (18187/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.465 | Acc: 84.085% (18297/21760) 170/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.464 | Acc: 84.110% (18410/21888) 171/391 [============================>....................................] Step: 383ms | Tot: 1m2s | Loss: 0.464 | Acc: 84.116% (18519/22016) 172/391 [============================>....................................] Step: 387ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.104% (18624/22144) 173/391 [============================>....................................] Step: 382ms | Tot: 1m3s | Loss: 0.465 | Acc: 84.097% (18730/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.465 | Acc: 84.094% (18837/22400) 175/391 [=============================>...................................] Step: 377ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.109% (18948/22528) 176/391 [=============================>...................................] Step: 387ms | Tot: 1m4s | Loss: 0.466 | Acc: 84.101% (19054/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.107% (19163/22784) 178/391 [=============================>...................................] Step: 355ms | Tot: 1m5s | Loss: 0.466 | Acc: 84.078% (19264/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.465 | Acc: 84.093% (19375/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.465 | Acc: 84.090% (19482/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.465 | Acc: 84.100% (19592/23296) 182/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.466 | Acc: 84.059% (19690/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.466 | Acc: 84.044% (19794/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.466 | Acc: 84.050% (19903/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.465 | Acc: 84.068% (20015/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.465 | Acc: 84.074% (20124/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.466 | Acc: 84.055% (20227/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.466 | Acc: 84.036% (20330/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.466 | Acc: 84.038% (20438/24320) 190/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.466 | Acc: 84.080% (20556/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.466 | Acc: 84.074% (20662/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.466 | Acc: 84.092% (20774/24704) 193/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.465 | Acc: 84.089% (20881/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.466 | Acc: 84.054% (20980/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.466 | Acc: 84.072% (21092/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.465 | Acc: 84.086% (21203/25216) 197/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.465 | Acc: 84.095% (21313/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.465 | Acc: 84.112% (21425/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.464 | Acc: 84.121% (21535/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.464 | Acc: 84.130% (21645/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.464 | Acc: 84.158% (21760/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.463 | Acc: 84.171% (21871/25984) 203/391 [=================================>...............................] Step: 354ms | Tot: 1m14s | Loss: 0.464 | Acc: 84.149% (21973/26112) 204/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.463 | Acc: 84.177% (22088/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.463 | Acc: 84.182% (22197/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.463 | Acc: 84.194% (22308/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.464 | Acc: 84.213% (22421/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.463 | Acc: 84.211% (22528/26752) 209/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.463 | Acc: 84.208% (22635/26880) 210/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.464 | Acc: 84.208% (22743/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.464 | Acc: 84.231% (22857/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.463 | Acc: 84.247% (22969/27264) 213/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.463 | Acc: 84.251% (23078/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.463 | Acc: 84.233% (23181/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.463 | Acc: 84.245% (23292/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.463 | Acc: 84.235% (23397/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.464 | Acc: 84.217% (23500/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.464 | Acc: 84.214% (23607/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.463 | Acc: 84.237% (23721/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.463 | Acc: 84.234% (23828/28288) 221/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.464 | Acc: 84.231% (23935/28416) 222/391 [====================================>............................] Step: 355ms | Tot: 1m21s | Loss: 0.464 | Acc: 84.245% (24047/28544) 223/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.464 | Acc: 84.222% (24148/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.463 | Acc: 84.247% (24263/28800) 225/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.463 | Acc: 84.240% (24369/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.464 | Acc: 84.213% (24469/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.464 | Acc: 84.231% (24582/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m23s | Loss: 0.463 | Acc: 84.239% (24692/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.463 | Acc: 84.239% (24800/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.464 | Acc: 84.230% (24905/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.464 | Acc: 84.230% (25013/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.464 | Acc: 84.231% (25121/29824) 233/391 [======================================>..........................] Step: 354ms | Tot: 1m25s | Loss: 0.464 | Acc: 84.198% (25219/29952) 234/391 [======================================>..........................] Step: 374ms | Tot: 1m25s | Loss: 0.464 | Acc: 84.209% (25330/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.463 | Acc: 84.233% (25445/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.463 | Acc: 84.223% (25550/30336) 237/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.463 | Acc: 84.227% (25659/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.463 | Acc: 84.238% (25770/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.463 | Acc: 84.209% (25869/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.463 | Acc: 84.190% (25971/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.463 | Acc: 84.191% (26079/30976) 242/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.463 | Acc: 84.217% (26195/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.463 | Acc: 84.218% (26303/31232) 244/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.463 | Acc: 84.196% (26404/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.464 | Acc: 84.191% (26510/31488) 246/391 [========================================>........................] Step: 354ms | Tot: 1m29s | Loss: 0.464 | Acc: 84.188% (26617/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.464 | Acc: 84.192% (26726/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.464 | Acc: 84.180% (26830/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.463 | Acc: 84.200% (26944/32000) 250/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.463 | Acc: 84.204% (27053/32128) 251/391 [=========================================>.......................] Step: 372ms | Tot: 1m31s | Loss: 0.463 | Acc: 84.214% (27164/32256) 252/391 [=========================================>.......................] Step: 372ms | Tot: 1m32s | Loss: 0.462 | Acc: 84.221% (27274/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.462 | Acc: 84.218% (27381/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.462 | Acc: 84.240% (27496/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.462 | Acc: 84.232% (27601/32768) 256/391 [==========================================>......................] Step: 373ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.244% (27713/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.236% (27818/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.233% (27925/33152) 259/391 [===========================================>.....................] Step: 372ms | Tot: 1m34s | Loss: 0.462 | Acc: 84.222% (28029/33280) 260/391 [===========================================>.....................] Step: 377ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.243% (28144/33408) 261/391 [===========================================>.....................] Step: 384ms | Tot: 1m35s | Loss: 0.461 | Acc: 84.250% (28254/33536) 262/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.461 | Acc: 84.244% (28360/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.230% (28463/33792) 264/391 [===========================================>.....................] Step: 373ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.216% (28566/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.219% (28675/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.223% (28784/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.461 | Acc: 84.223% (28892/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.212% (28996/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.462 | Acc: 84.204% (29101/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.462 | Acc: 84.185% (29202/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.462 | Acc: 84.191% (29312/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.462 | Acc: 84.192% (29420/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.462 | Acc: 84.212% (29535/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.462 | Acc: 84.216% (29644/35200) 275/391 [=============================================>...................] Step: 371ms | Tot: 1m40s | Loss: 0.462 | Acc: 84.208% (29749/35328) 276/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.462 | Acc: 84.189% (29850/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.463 | Acc: 84.178% (29954/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.463 | Acc: 84.173% (30060/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.463 | Acc: 84.188% (30173/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.462 | Acc: 84.194% (30283/35968) 281/391 [==============================================>..................] Step: 353ms | Tot: 1m42s | Loss: 0.462 | Acc: 84.192% (30390/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.462 | Acc: 84.193% (30498/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.463 | Acc: 84.191% (30605/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.462 | Acc: 84.200% (30716/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.462 | Acc: 84.189% (30820/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.462 | Acc: 84.184% (30926/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.463 | Acc: 84.185% (31034/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.463 | Acc: 84.172% (31137/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.463 | Acc: 84.154% (31238/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.463 | Acc: 84.149% (31344/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.463 | Acc: 84.148% (31451/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.463 | Acc: 84.140% (31556/37504) 293/391 [================================================>................] Step: 354ms | Tot: 1m47s | Loss: 0.463 | Acc: 84.120% (31656/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.463 | Acc: 84.126% (31766/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.464 | Acc: 84.101% (31864/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.464 | Acc: 84.096% (31970/38016) 297/391 [=================================================>...............] Step: 381ms | Tot: 1m48s | Loss: 0.464 | Acc: 84.094% (32077/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.464 | Acc: 84.090% (32183/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.465 | Acc: 84.076% (32285/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.465 | Acc: 84.071% (32391/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.465 | Acc: 84.072% (32499/38656) 302/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.465 | Acc: 84.068% (32605/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.465 | Acc: 84.072% (32714/38912) 304/391 [==================================================>..............] Step: 353ms | Tot: 1m51s | Loss: 0.465 | Acc: 84.073% (32822/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.464 | Acc: 84.079% (32932/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.464 | Acc: 84.070% (33036/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.465 | Acc: 84.060% (33140/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.465 | Acc: 84.069% (33251/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.465 | Acc: 84.057% (33354/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.465 | Acc: 84.066% (33465/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.465 | Acc: 84.067% (33573/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.465 | Acc: 84.073% (33683/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.464 | Acc: 84.079% (33793/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.465 | Acc: 84.062% (33894/40320) 315/391 [====================================================>............] Step: 380ms | Tot: 1m54s | Loss: 0.465 | Acc: 84.066% (34003/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.465 | Acc: 84.062% (34109/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.465 | Acc: 84.065% (34218/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m56s | Loss: 0.465 | Acc: 84.064% (34325/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.465 | Acc: 84.055% (34429/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.465 | Acc: 84.044% (34532/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.465 | Acc: 84.045% (34640/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.465 | Acc: 84.058% (34753/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.465 | Acc: 84.064% (34863/41472) 324/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.465 | Acc: 84.070% (34973/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.465 | Acc: 84.071% (35081/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.465 | Acc: 84.069% (35188/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.465 | Acc: 84.073% (35297/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.465 | Acc: 84.081% (35408/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m91ms | Loss: 0.465 | Acc: 84.081% (35516/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m455ms | Loss: 0.465 | Acc: 84.085% (35625/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 2m809ms | Loss: 0.465 | Acc: 84.090% (35735/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.465 | Acc: 84.079% (35838/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.465 | Acc: 84.078% (35945/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.465 | Acc: 84.097% (36061/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.465 | Acc: 84.082% (36162/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.465 | Acc: 84.081% (36269/43136) 337/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.466 | Acc: 84.072% (36373/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.466 | Acc: 84.073% (36481/43392) 339/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.466 | Acc: 84.053% (36580/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.466 | Acc: 84.057% (36689/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.466 | Acc: 84.051% (36794/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.466 | Acc: 84.058% (36905/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.466 | Acc: 84.075% (37020/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.466 | Acc: 84.072% (37126/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.466 | Acc: 84.068% (37232/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.465 | Acc: 84.069% (37340/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.465 | Acc: 84.067% (37447/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.465 | Acc: 84.071% (37556/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.465 | Acc: 84.080% (37668/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.465 | Acc: 84.081% (37776/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.465 | Acc: 84.084% (37885/45056) 352/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.465 | Acc: 84.090% (37995/45184) 353/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.465 | Acc: 84.081% (38099/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.466 | Acc: 84.060% (38197/45440) 355/391 [===========================================================>.....] Step: 374ms | Tot: 2m9s | Loss: 0.465 | Acc: 84.070% (38309/45568) 356/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.466 | Acc: 84.064% (38414/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.465 | Acc: 84.065% (38522/45824) 358/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.466 | Acc: 84.042% (38619/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.466 | Acc: 84.030% (38721/46080) 360/391 [===========================================================>.....] Step: 378ms | Tot: 2m11s | Loss: 0.466 | Acc: 84.029% (38828/46208) 361/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.466 | Acc: 84.032% (38937/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.466 | Acc: 84.011% (39035/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.466 | Acc: 84.023% (39148/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.466 | Acc: 84.033% (39260/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.467 | Acc: 84.016% (39360/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m13s | Loss: 0.467 | Acc: 84.011% (39465/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m13s | Loss: 0.468 | Acc: 83.997% (39566/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.468 | Acc: 83.998% (39674/47232) 369/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.468 | Acc: 83.986% (39776/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.468 | Acc: 83.996% (39888/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.467 | Acc: 84.012% (40003/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.467 | Acc: 84.017% (40113/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.467 | Acc: 84.005% (40215/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.468 | Acc: 83.996% (40318/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.468 | Acc: 83.995% (40425/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.468 | Acc: 83.996% (40533/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.468 | Acc: 84.003% (40644/48384) 378/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.468 | Acc: 84.000% (40750/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.468 | Acc: 84.007% (40861/48640) 380/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.468 | Acc: 83.994% (40962/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.468 | Acc: 83.995% (41070/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.468 | Acc: 83.983% (41172/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.468 | Acc: 83.984% (41280/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.468 | Acc: 83.987% (41389/49280) 385/391 [================================================================>] Step: 367ms | Tot: 2m20s | Loss: 0.468 | Acc: 83.990% (41498/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.468 | Acc: 83.987% (41604/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.468 | Acc: 83.992% (41714/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.468 | Acc: 83.999% (41825/49792) 389/391 [================================================================>] Step: 350ms | Tot: 2m21s | Loss: 0.468 | Acc: 83.994% (41930/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m22s | Loss: 0.468 | Acc: 83.998% (41999/50000) 391/391 + [>................................................................] Step: 491ms | Tot: 2ms | Loss: 0.901 | Acc: 72.000% (72/100) 1/100 [>................................................................] Step: 296ms | Tot: 298ms | Loss: 0.742 | Acc: 75.500% (151/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 594ms | Loss: 0.722 | Acc: 75.333% (226/300) 3/100 [=>...............................................................] Step: 290ms | Tot: 884ms | Loss: 0.753 | Acc: 75.250% (301/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s184ms | Loss: 0.767 | Acc: 74.600% (373/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s477ms | Loss: 0.717 | Acc: 76.667% (460/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s777ms | Loss: 0.714 | Acc: 76.571% (536/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s74ms | Loss: 0.764 | Acc: 74.750% (598/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s378ms | Loss: 0.803 | Acc: 74.111% (667/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s677ms | Loss: 0.796 | Acc: 74.400% (744/1000) 10/100 [======>..........................................................] Step: 296ms | Tot: 2s974ms | Loss: 0.799 | Acc: 74.000% (814/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s274ms | Loss: 0.809 | Acc: 74.417% (893/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s570ms | Loss: 0.801 | Acc: 74.154% (964/1300) 13/100 [========>........................................................] Step: 289ms | Tot: 3s860ms | Loss: 0.789 | Acc: 74.286% (1040/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s159ms | Loss: 0.788 | Acc: 74.400% (1116/1500) 15/100 [=========>.......................................................] Step: 296ms | Tot: 4s456ms | Loss: 0.796 | Acc: 74.188% (1187/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s765ms | Loss: 0.785 | Acc: 74.706% (1270/1700) 17/100 [===========>.....................................................] Step: 305ms | Tot: 5s71ms | Loss: 0.794 | Acc: 74.667% (1344/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s373ms | Loss: 0.797 | Acc: 74.474% (1415/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s677ms | Loss: 0.800 | Acc: 74.400% (1488/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 5s978ms | Loss: 0.796 | Acc: 74.571% (1566/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s280ms | Loss: 0.796 | Acc: 74.500% (1639/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s591ms | Loss: 0.795 | Acc: 74.609% (1716/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 6s901ms | Loss: 0.796 | Acc: 74.542% (1789/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s202ms | Loss: 0.794 | Acc: 74.680% (1867/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s500ms | Loss: 0.799 | Acc: 74.615% (1940/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s811ms | Loss: 0.796 | Acc: 74.889% (2022/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s117ms | Loss: 0.794 | Acc: 74.893% (2097/2800) 28/100 [==================>..............................................] Step: 300ms | Tot: 8s418ms | Loss: 0.796 | Acc: 74.828% (2170/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s724ms | Loss: 0.795 | Acc: 74.800% (2244/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s34ms | Loss: 0.799 | Acc: 74.806% (2319/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s332ms | Loss: 0.795 | Acc: 74.875% (2396/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s638ms | Loss: 0.789 | Acc: 74.939% (2473/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 9s940ms | Loss: 0.790 | Acc: 75.000% (2550/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s241ms | Loss: 0.794 | Acc: 74.857% (2620/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s542ms | Loss: 0.798 | Acc: 74.833% (2694/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s843ms | Loss: 0.802 | Acc: 74.892% (2771/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s159ms | Loss: 0.804 | Acc: 74.868% (2845/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s462ms | Loss: 0.801 | Acc: 75.000% (2925/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s767ms | Loss: 0.799 | Acc: 74.950% (2998/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s76ms | Loss: 0.800 | Acc: 74.756% (3065/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s381ms | Loss: 0.798 | Acc: 74.786% (3141/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s685ms | Loss: 0.793 | Acc: 74.837% (3218/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 12s988ms | Loss: 0.793 | Acc: 74.932% (3297/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s291ms | Loss: 0.789 | Acc: 74.911% (3371/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s600ms | Loss: 0.790 | Acc: 74.848% (3443/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 13s906ms | Loss: 0.792 | Acc: 74.766% (3514/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s209ms | Loss: 0.794 | Acc: 74.854% (3593/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s512ms | Loss: 0.794 | Acc: 74.816% (3666/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s815ms | Loss: 0.796 | Acc: 74.740% (3737/5000) 50/100 [================================>................................] Step: 301ms | Tot: 15s116ms | Loss: 0.793 | Acc: 74.765% (3813/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s426ms | Loss: 0.794 | Acc: 74.750% (3887/5200) 52/100 [=================================>...............................] Step: 305ms | Tot: 15s731ms | Loss: 0.792 | Acc: 74.830% (3966/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s33ms | Loss: 0.790 | Acc: 74.907% (4045/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s335ms | Loss: 0.790 | Acc: 74.818% (4115/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s642ms | Loss: 0.789 | Acc: 74.857% (4192/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 16s947ms | Loss: 0.791 | Acc: 74.789% (4263/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s251ms | Loss: 0.791 | Acc: 74.793% (4338/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s556ms | Loss: 0.797 | Acc: 74.678% (4406/5900) 59/100 [======================================>..........................] Step: 295ms | Tot: 17s852ms | Loss: 0.794 | Acc: 74.800% (4488/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s162ms | Loss: 0.797 | Acc: 74.639% (4553/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s465ms | Loss: 0.795 | Acc: 74.645% (4628/6200) 62/100 [========================================>........................] Step: 305ms | Tot: 18s771ms | Loss: 0.793 | Acc: 74.667% (4704/6300) 63/100 [========================================>........................] Step: 306ms | Tot: 19s78ms | Loss: 0.792 | Acc: 74.641% (4777/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s379ms | Loss: 0.793 | Acc: 74.600% (4849/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s681ms | Loss: 0.793 | Acc: 74.576% (4922/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 19s986ms | Loss: 0.791 | Acc: 74.582% (4997/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s289ms | Loss: 0.791 | Acc: 74.574% (5071/6800) 68/100 [============================================>....................] Step: 317ms | Tot: 20s607ms | Loss: 0.792 | Acc: 74.536% (5143/6900) 69/100 [============================================>....................] Step: 299ms | Tot: 20s906ms | Loss: 0.796 | Acc: 74.457% (5212/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s209ms | Loss: 0.798 | Acc: 74.408% (5283/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s519ms | Loss: 0.797 | Acc: 74.472% (5362/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 21s821ms | Loss: 0.797 | Acc: 74.507% (5439/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s129ms | Loss: 0.797 | Acc: 74.595% (5520/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s429ms | Loss: 0.797 | Acc: 74.613% (5596/7500) 75/100 [================================================>................] Step: 302ms | Tot: 22s732ms | Loss: 0.800 | Acc: 74.539% (5665/7600) 76/100 [=================================================>...............] Step: 297ms | Tot: 23s30ms | Loss: 0.801 | Acc: 74.442% (5732/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s332ms | Loss: 0.800 | Acc: 74.449% (5807/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s637ms | Loss: 0.802 | Acc: 74.380% (5876/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 23s947ms | Loss: 0.800 | Acc: 74.487% (5959/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s250ms | Loss: 0.796 | Acc: 74.605% (6043/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s551ms | Loss: 0.795 | Acc: 74.610% (6118/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 24s855ms | Loss: 0.794 | Acc: 74.651% (6196/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s159ms | Loss: 0.793 | Acc: 74.655% (6271/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s465ms | Loss: 0.792 | Acc: 74.635% (6344/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 25s769ms | Loss: 0.793 | Acc: 74.581% (6414/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s73ms | Loss: 0.794 | Acc: 74.506% (6482/8700) 87/100 [========================================================>........] Step: 295ms | Tot: 26s368ms | Loss: 0.797 | Acc: 74.420% (6549/8800) 88/100 [=========================================================>.......] Step: 322ms | Tot: 26s691ms | Loss: 0.797 | Acc: 74.393% (6621/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s1ms | Loss: 0.797 | Acc: 74.422% (6698/9000) 90/100 [==========================================================>......] Step: 315ms | Tot: 27s316ms | Loss: 0.796 | Acc: 74.484% (6778/9100) 91/100 [===========================================================>.....] Step: 315ms | Tot: 27s632ms | Loss: 0.796 | Acc: 74.489% (6853/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 27s939ms | Loss: 0.798 | Acc: 74.441% (6923/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s248ms | Loss: 0.798 | Acc: 74.447% (6998/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s553ms | Loss: 0.800 | Acc: 74.379% (7066/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 28s860ms | Loss: 0.799 | Acc: 74.427% (7145/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s168ms | Loss: 0.799 | Acc: 74.464% (7223/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 29s478ms | Loss: 0.799 | Acc: 74.459% (7297/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 29s785ms | Loss: 0.800 | Acc: 74.444% (7370/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s90ms | Loss: 0.799 | Acc: 74.440% (7444/10000) 100/100 + +Epoch: 37 + [>................................................................] Step: 620ms | Tot: 2ms | Loss: 0.471 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 371ms | Tot: 374ms | Loss: 0.419 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 362ms | Tot: 736ms | Loss: 0.418 | Acc: 84.896% (326/384) 3/391 [>................................................................] Step: 386ms | Tot: 1s123ms | Loss: 0.415 | Acc: 85.156% (436/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s490ms | Loss: 0.436 | Acc: 85.000% (544/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s863ms | Loss: 0.416 | Acc: 85.677% (658/768) 6/391 [>................................................................] Step: 372ms | Tot: 2s236ms | Loss: 0.433 | Acc: 85.268% (764/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s601ms | Loss: 0.433 | Acc: 85.059% (871/1024) 8/391 [=>...............................................................] Step: 369ms | Tot: 2s970ms | Loss: 0.440 | Acc: 84.549% (974/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s335ms | Loss: 0.427 | Acc: 85.000% (1088/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s702ms | Loss: 0.428 | Acc: 85.156% (1199/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s72ms | Loss: 0.430 | Acc: 84.961% (1305/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s437ms | Loss: 0.428 | Acc: 84.976% (1414/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s808ms | Loss: 0.424 | Acc: 85.268% (1528/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s174ms | Loss: 0.423 | Acc: 85.260% (1637/1920) 15/391 [==>..............................................................] Step: 375ms | Tot: 5s550ms | Loss: 0.423 | Acc: 85.205% (1745/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s911ms | Loss: 0.422 | Acc: 85.340% (1857/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s271ms | Loss: 0.422 | Acc: 85.417% (1968/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s632ms | Loss: 0.422 | Acc: 85.444% (2078/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s996ms | Loss: 0.419 | Acc: 85.508% (2189/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s362ms | Loss: 0.417 | Acc: 85.528% (2299/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s723ms | Loss: 0.423 | Acc: 85.405% (2405/2816) 22/391 [===>.............................................................] Step: 368ms | Tot: 8s91ms | Loss: 0.427 | Acc: 85.190% (2508/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s457ms | Loss: 0.426 | Acc: 85.059% (2613/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s820ms | Loss: 0.427 | Acc: 85.188% (2726/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s183ms | Loss: 0.428 | Acc: 85.216% (2836/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s546ms | Loss: 0.426 | Acc: 85.272% (2947/3456) 27/391 [====>............................................................] Step: 374ms | Tot: 9s921ms | Loss: 0.425 | Acc: 85.352% (3059/3584) 28/391 [====>............................................................] Step: 351ms | Tot: 10s273ms | Loss: 0.426 | Acc: 85.264% (3165/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s631ms | Loss: 0.429 | Acc: 85.182% (3271/3840) 30/391 [====>............................................................] Step: 370ms | Tot: 11s2ms | Loss: 0.429 | Acc: 85.106% (3377/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s361ms | Loss: 0.430 | Acc: 85.107% (3486/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s727ms | Loss: 0.430 | Acc: 85.180% (3598/4224) 33/391 [=====>...........................................................] Step: 370ms | Tot: 12s98ms | Loss: 0.431 | Acc: 85.156% (3706/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s461ms | Loss: 0.429 | Acc: 85.201% (3817/4480) 35/391 [=====>...........................................................] Step: 360ms | Tot: 12s822ms | Loss: 0.432 | Acc: 85.048% (3919/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s188ms | Loss: 0.430 | Acc: 85.093% (4030/4736) 37/391 [======>..........................................................] Step: 366ms | Tot: 13s555ms | Loss: 0.429 | Acc: 85.095% (4139/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s919ms | Loss: 0.428 | Acc: 85.116% (4249/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s275ms | Loss: 0.426 | Acc: 85.137% (4359/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s636ms | Loss: 0.426 | Acc: 85.118% (4467/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 15s1ms | Loss: 0.427 | Acc: 85.119% (4576/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s369ms | Loss: 0.430 | Acc: 85.084% (4683/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s727ms | Loss: 0.431 | Acc: 85.032% (4789/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s89ms | Loss: 0.431 | Acc: 85.000% (4896/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s453ms | Loss: 0.431 | Acc: 85.003% (5005/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s812ms | Loss: 0.432 | Acc: 84.990% (5113/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s180ms | Loss: 0.432 | Acc: 85.059% (5226/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s539ms | Loss: 0.431 | Acc: 85.124% (5339/6272) 49/391 [========>........................................................] Step: 373ms | Tot: 17s912ms | Loss: 0.436 | Acc: 84.906% (5434/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s272ms | Loss: 0.437 | Acc: 84.896% (5542/6528) 51/391 [========>........................................................] Step: 378ms | Tot: 18s651ms | Loss: 0.437 | Acc: 84.886% (5650/6656) 52/391 [========>........................................................] Step: 371ms | Tot: 19s22ms | Loss: 0.437 | Acc: 84.906% (5760/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s379ms | Loss: 0.439 | Acc: 84.795% (5861/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s744ms | Loss: 0.437 | Acc: 84.929% (5979/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s109ms | Loss: 0.437 | Acc: 84.961% (6090/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s474ms | Loss: 0.438 | Acc: 84.937% (6197/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s835ms | Loss: 0.441 | Acc: 84.887% (6302/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s201ms | Loss: 0.441 | Acc: 84.852% (6408/7552) 59/391 [=========>.......................................................] Step: 379ms | Tot: 21s580ms | Loss: 0.439 | Acc: 84.870% (6518/7680) 60/391 [=========>.......................................................] Step: 381ms | Tot: 21s962ms | Loss: 0.439 | Acc: 84.913% (6630/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s321ms | Loss: 0.437 | Acc: 85.043% (6749/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s684ms | Loss: 0.436 | Acc: 85.057% (6859/8064) 63/391 [==========>......................................................] Step: 358ms | Tot: 23s43ms | Loss: 0.434 | Acc: 85.156% (6976/8192) 64/391 [==========>......................................................] Step: 359ms | Tot: 23s403ms | Loss: 0.433 | Acc: 85.168% (7086/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s770ms | Loss: 0.433 | Acc: 85.192% (7197/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s136ms | Loss: 0.435 | Acc: 85.086% (7297/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s498ms | Loss: 0.437 | Acc: 85.053% (7403/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s855ms | Loss: 0.436 | Acc: 85.066% (7513/8832) 69/391 [===========>.....................................................] Step: 374ms | Tot: 25s229ms | Loss: 0.437 | Acc: 85.033% (7619/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s597ms | Loss: 0.438 | Acc: 84.980% (7723/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 25s963ms | Loss: 0.438 | Acc: 85.015% (7835/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s322ms | Loss: 0.438 | Acc: 84.996% (7942/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s681ms | Loss: 0.438 | Acc: 84.998% (8051/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s41ms | Loss: 0.443 | Acc: 84.865% (8147/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s408ms | Loss: 0.446 | Acc: 84.755% (8245/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s769ms | Loss: 0.445 | Acc: 84.811% (8359/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s135ms | Loss: 0.445 | Acc: 84.836% (8470/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s503ms | Loss: 0.445 | Acc: 84.850% (8580/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s866ms | Loss: 0.444 | Acc: 84.873% (8691/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s226ms | Loss: 0.444 | Acc: 84.877% (8800/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s594ms | Loss: 0.443 | Acc: 84.899% (8911/10496) 82/391 [=============>...................................................] Step: 375ms | Tot: 29s969ms | Loss: 0.443 | Acc: 84.883% (9018/10624) 83/391 [=============>...................................................] Step: 354ms | Tot: 30s323ms | Loss: 0.443 | Acc: 84.887% (9127/10752) 84/391 [=============>...................................................] Step: 357ms | Tot: 30s681ms | Loss: 0.442 | Acc: 84.936% (9241/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 31s51ms | Loss: 0.446 | Acc: 84.838% (9339/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s416ms | Loss: 0.447 | Acc: 84.752% (9438/11136) 87/391 [==============>..................................................] Step: 379ms | Tot: 31s795ms | Loss: 0.448 | Acc: 84.730% (9544/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s155ms | Loss: 0.448 | Acc: 84.691% (9648/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s513ms | Loss: 0.447 | Acc: 84.705% (9758/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 32s880ms | Loss: 0.448 | Acc: 84.710% (9867/11648) 91/391 [===============>.................................................] Step: 367ms | Tot: 33s248ms | Loss: 0.447 | Acc: 84.740% (9979/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s616ms | Loss: 0.446 | Acc: 84.761% (10090/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s976ms | Loss: 0.446 | Acc: 84.732% (10195/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s337ms | Loss: 0.447 | Acc: 84.704% (10300/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s700ms | Loss: 0.447 | Acc: 84.684% (10406/12288) 96/391 [===============>.................................................] Step: 381ms | Tot: 35s81ms | Loss: 0.447 | Acc: 84.673% (10513/12416) 97/391 [================>................................................] Step: 370ms | Tot: 35s451ms | Loss: 0.448 | Acc: 84.606% (10613/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s810ms | Loss: 0.447 | Acc: 84.635% (10725/12672) 99/391 [================>................................................] Step: 363ms | Tot: 36s173ms | Loss: 0.447 | Acc: 84.633% (10833/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s534ms | Loss: 0.447 | Acc: 84.653% (10944/12928) 101/391 [================>................................................] Step: 363ms | Tot: 36s897ms | Loss: 0.448 | Acc: 84.589% (11044/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s262ms | Loss: 0.448 | Acc: 84.595% (11153/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s618ms | Loss: 0.447 | Acc: 84.593% (11261/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s981ms | Loss: 0.447 | Acc: 84.583% (11368/13440) 105/391 [=================>...............................................] Step: 373ms | Tot: 38s354ms | Loss: 0.447 | Acc: 84.596% (11478/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s714ms | Loss: 0.447 | Acc: 84.572% (11583/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s81ms | Loss: 0.449 | Acc: 84.549% (11688/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s440ms | Loss: 0.449 | Acc: 84.547% (11796/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s799ms | Loss: 0.449 | Acc: 84.560% (11906/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s166ms | Loss: 0.450 | Acc: 84.558% (12014/14208) 111/391 [==================>..............................................] Step: 357ms | Tot: 40s524ms | Loss: 0.450 | Acc: 84.542% (12120/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 40s886ms | Loss: 0.450 | Acc: 84.527% (12226/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s251ms | Loss: 0.452 | Acc: 84.485% (12328/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 41s617ms | Loss: 0.452 | Acc: 84.457% (12432/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 41s985ms | Loss: 0.453 | Acc: 84.456% (12540/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s352ms | Loss: 0.452 | Acc: 84.489% (12653/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 42s708ms | Loss: 0.452 | Acc: 84.474% (12759/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 43s78ms | Loss: 0.454 | Acc: 84.414% (12858/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s438ms | Loss: 0.455 | Acc: 84.388% (12962/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s800ms | Loss: 0.455 | Acc: 84.407% (13073/15488) 121/391 [====================>............................................] Step: 369ms | Tot: 44s170ms | Loss: 0.455 | Acc: 84.401% (13180/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s530ms | Loss: 0.455 | Acc: 84.388% (13286/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s899ms | Loss: 0.456 | Acc: 84.356% (13389/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s261ms | Loss: 0.456 | Acc: 84.331% (13493/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s620ms | Loss: 0.457 | Acc: 84.301% (13596/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 45s989ms | Loss: 0.457 | Acc: 84.301% (13704/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s350ms | Loss: 0.457 | Acc: 84.296% (13811/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s708ms | Loss: 0.458 | Acc: 84.278% (13916/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 47s71ms | Loss: 0.458 | Acc: 84.261% (14021/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s432ms | Loss: 0.458 | Acc: 84.268% (14130/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s795ms | Loss: 0.458 | Acc: 84.268% (14238/16896) 132/391 [=====================>...........................................] Step: 377ms | Tot: 48s173ms | Loss: 0.458 | Acc: 84.287% (14349/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s532ms | Loss: 0.459 | Acc: 84.270% (14454/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s892ms | Loss: 0.459 | Acc: 84.294% (14566/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 49s252ms | Loss: 0.460 | Acc: 84.266% (14669/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s610ms | Loss: 0.459 | Acc: 84.284% (14780/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 49s976ms | Loss: 0.460 | Acc: 84.233% (14879/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s338ms | Loss: 0.460 | Acc: 84.240% (14988/17792) 139/391 [=======================>.........................................] Step: 355ms | Tot: 50s693ms | Loss: 0.461 | Acc: 84.213% (15091/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s57ms | Loss: 0.460 | Acc: 84.231% (15202/18048) 141/391 [=======================>.........................................] Step: 376ms | Tot: 51s433ms | Loss: 0.460 | Acc: 84.215% (15307/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s795ms | Loss: 0.461 | Acc: 84.217% (15415/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s160ms | Loss: 0.460 | Acc: 84.229% (15525/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s519ms | Loss: 0.461 | Acc: 84.219% (15631/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 52s886ms | Loss: 0.460 | Acc: 84.241% (15743/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s253ms | Loss: 0.460 | Acc: 84.237% (15850/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 53s619ms | Loss: 0.460 | Acc: 84.211% (15953/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 53s979ms | Loss: 0.459 | Acc: 84.233% (16065/19072) 149/391 [========================>........................................] Step: 370ms | Tot: 54s350ms | Loss: 0.460 | Acc: 84.198% (16166/19200) 150/391 [========================>........................................] Step: 377ms | Tot: 54s727ms | Loss: 0.459 | Acc: 84.199% (16274/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 55s93ms | Loss: 0.460 | Acc: 84.195% (16381/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s456ms | Loss: 0.460 | Acc: 84.191% (16488/19584) 153/391 [=========================>.......................................] Step: 358ms | Tot: 55s815ms | Loss: 0.461 | Acc: 84.157% (16589/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s179ms | Loss: 0.461 | Acc: 84.148% (16695/19840) 155/391 [=========================>.......................................] Step: 364ms | Tot: 56s544ms | Loss: 0.461 | Acc: 84.145% (16802/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 56s908ms | Loss: 0.461 | Acc: 84.146% (16910/20096) 157/391 [==========================>......................................] Step: 363ms | Tot: 57s271ms | Loss: 0.461 | Acc: 84.143% (17017/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s630ms | Loss: 0.460 | Acc: 84.159% (17128/20352) 159/391 [==========================>......................................] Step: 371ms | Tot: 58s2ms | Loss: 0.460 | Acc: 84.194% (17243/20480) 160/391 [==========================>......................................] Step: 377ms | Tot: 58s380ms | Loss: 0.460 | Acc: 84.181% (17348/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 58s755ms | Loss: 0.460 | Acc: 84.177% (17455/20736) 162/391 [==========================>......................................] Step: 370ms | Tot: 59s126ms | Loss: 0.461 | Acc: 84.155% (17558/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s490ms | Loss: 0.460 | Acc: 84.170% (17669/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s850ms | Loss: 0.461 | Acc: 84.134% (17769/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 1m217ms | Loss: 0.461 | Acc: 84.168% (17884/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m583ms | Loss: 0.461 | Acc: 84.164% (17991/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m946ms | Loss: 0.461 | Acc: 84.175% (18101/21504) 168/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.461 | Acc: 84.167% (18207/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.460 | Acc: 84.177% (18317/21760) 170/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.460 | Acc: 84.179% (18425/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.460 | Acc: 84.184% (18534/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.460 | Acc: 84.190% (18643/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.461 | Acc: 84.177% (18748/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.461 | Acc: 84.183% (18857/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.460 | Acc: 84.206% (18970/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.461 | Acc: 84.198% (19076/22656) 177/391 [=============================>...................................] Step: 380ms | Tot: 1m4s | Loss: 0.460 | Acc: 84.213% (19187/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.461 | Acc: 84.214% (19295/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.460 | Acc: 84.236% (19408/23040) 180/391 [=============================>...................................] Step: 355ms | Tot: 1m5s | Loss: 0.460 | Acc: 84.228% (19514/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.460 | Acc: 84.229% (19622/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.460 | Acc: 84.238% (19732/23424) 183/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.460 | Acc: 84.252% (19843/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.244% (19949/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.249% (20058/23808) 186/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.245% (20165/23936) 187/391 [===============================>.................................] Step: 371ms | Tot: 1m8s | Loss: 0.460 | Acc: 84.242% (20272/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.460 | Acc: 84.234% (20378/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.460 | Acc: 84.227% (20484/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.461 | Acc: 84.199% (20585/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.461 | Acc: 84.224% (20699/24576) 192/391 [===============================>.................................] Step: 374ms | Tot: 1m10s | Loss: 0.461 | Acc: 84.193% (20799/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.460 | Acc: 84.222% (20914/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.460 | Acc: 84.231% (21024/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.220% (21129/25088) 196/391 [================================>................................] Step: 380ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.216% (21236/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.209% (21342/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m12s | Loss: 0.460 | Acc: 84.214% (21451/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.460 | Acc: 84.238% (21565/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.461 | Acc: 84.204% (21664/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.460 | Acc: 84.201% (21771/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.460 | Acc: 84.198% (21878/25984) 203/391 [=================================>...............................] Step: 372ms | Tot: 1m14s | Loss: 0.461 | Acc: 84.168% (21978/26112) 204/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.461 | Acc: 84.162% (22084/26240) 205/391 [==================================>..............................] Step: 370ms | Tot: 1m14s | Loss: 0.461 | Acc: 84.159% (22191/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.461 | Acc: 84.175% (22303/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.461 | Acc: 84.172% (22410/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.461 | Acc: 84.143% (22510/26752) 209/391 [==================================>..............................] Step: 355ms | Tot: 1m16s | Loss: 0.461 | Acc: 84.170% (22625/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.461 | Acc: 84.179% (22735/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.461 | Acc: 84.191% (22846/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.461 | Acc: 84.184% (22952/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.460 | Acc: 84.222% (23070/27392) 214/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.460 | Acc: 84.226% (23179/27520) 215/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.460 | Acc: 84.209% (23282/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.460 | Acc: 84.231% (23396/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.460 | Acc: 84.203% (23496/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.459 | Acc: 84.222% (23609/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.459 | Acc: 84.219% (23716/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.230% (23827/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.217% (23931/28416) 222/391 [====================================>............................] Step: 373ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.235% (24044/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.260% (24159/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.458 | Acc: 84.264% (24268/28800) 225/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.247% (24371/28928) 226/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.251% (24480/29056) 227/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.217% (24578/29184) 228/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.460 | Acc: 84.215% (24685/29312) 229/391 [======================================>..........................] Step: 370ms | Tot: 1m23s | Loss: 0.460 | Acc: 84.202% (24789/29440) 230/391 [======================================>..........................] Step: 377ms | Tot: 1m23s | Loss: 0.460 | Acc: 84.213% (24900/29568) 231/391 [======================================>..........................] Step: 385ms | Tot: 1m24s | Loss: 0.460 | Acc: 84.200% (25004/29696) 232/391 [======================================>..........................] Step: 375ms | Tot: 1m24s | Loss: 0.460 | Acc: 84.207% (25114/29824) 233/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.188% (25216/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.199% (25327/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.203% (25436/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.459 | Acc: 84.207% (25545/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.459 | Acc: 84.217% (25656/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.459 | Acc: 84.218% (25764/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.206% (25868/30720) 240/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.216% (25979/30848) 241/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.188% (26078/30976) 242/391 [========================================>........................] Step: 376ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.192% (26187/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.199% (26297/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.459 | Acc: 84.196% (26404/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.459 | Acc: 84.188% (26509/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.460 | Acc: 84.163% (26609/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.460 | Acc: 84.151% (26713/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.460 | Acc: 84.155% (26822/31872) 249/391 [=========================================>.......................] Step: 375ms | Tot: 1m30s | Loss: 0.460 | Acc: 84.141% (26925/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.461 | Acc: 84.117% (27025/32128) 251/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.461 | Acc: 84.118% (27133/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.461 | Acc: 84.128% (27244/32384) 253/391 [==========================================>......................] Step: 375ms | Tot: 1m32s | Loss: 0.461 | Acc: 84.120% (27349/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.461 | Acc: 84.130% (27460/32640) 255/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.137% (27570/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.138% (27678/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.142% (27787/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.131% (27891/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.123% (27996/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.121% (28103/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.462 | Acc: 84.101% (28204/33536) 262/391 [===========================================>.....................] Step: 353ms | Tot: 1m35s | Loss: 0.462 | Acc: 84.096% (28310/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.091% (28416/33792) 264/391 [===========================================>.....................] Step: 355ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.089% (28523/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.090% (28631/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.106% (28744/34176) 267/391 [============================================>....................] Step: 375ms | Tot: 1m37s | Loss: 0.461 | Acc: 84.113% (28854/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.114% (28962/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.126% (29074/34560) 270/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.130% (29183/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.131% (29291/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.460 | Acc: 84.140% (29402/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.460 | Acc: 84.147% (29512/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.460 | Acc: 84.153% (29622/35200) 275/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.460 | Acc: 84.143% (29726/35328) 276/391 [=============================================>...................] Step: 376ms | Tot: 1m40s | Loss: 0.460 | Acc: 84.161% (29840/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.460 | Acc: 84.184% (29956/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.459 | Acc: 84.193% (30067/35712) 279/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.460 | Acc: 84.177% (30169/35840) 280/391 [==============================================>..................] Step: 379ms | Tot: 1m42s | Loss: 0.460 | Acc: 84.180% (30278/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.460 | Acc: 84.176% (30384/36096) 282/391 [==============================================>..................] Step: 371ms | Tot: 1m43s | Loss: 0.459 | Acc: 84.193% (30498/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.459 | Acc: 84.188% (30604/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.460 | Acc: 84.180% (30709/36480) 285/391 [===============================================>.................] Step: 377ms | Tot: 1m44s | Loss: 0.460 | Acc: 84.189% (30820/36608) 286/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.460 | Acc: 84.184% (30926/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.460 | Acc: 84.185% (31034/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m45s | Loss: 0.460 | Acc: 84.186% (31142/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.460 | Acc: 84.181% (31248/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.460 | Acc: 84.179% (31355/37248) 291/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.460 | Acc: 84.177% (31462/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.460 | Acc: 84.167% (31566/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.460 | Acc: 84.176% (31677/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.460 | Acc: 84.166% (31781/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.460 | Acc: 84.166% (31889/37888) 296/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.154% (31992/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.163% (32103/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.158% (32209/38272) 299/391 [=================================================>...............] Step: 354ms | Tot: 1m49s | Loss: 0.461 | Acc: 84.161% (32318/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.460 | Acc: 84.170% (32429/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.460 | Acc: 84.178% (32540/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.460 | Acc: 84.166% (32643/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.460 | Acc: 84.162% (32749/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.460 | Acc: 84.175% (32862/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.460 | Acc: 84.191% (32976/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.460 | Acc: 84.202% (33088/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.460 | Acc: 84.213% (33200/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.460 | Acc: 84.216% (33309/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.460 | Acc: 84.206% (33413/39680) 310/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.460 | Acc: 84.194% (33516/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.460 | Acc: 84.200% (33626/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.460 | Acc: 84.205% (33736/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.460 | Acc: 84.198% (33841/40192) 314/391 [====================================================>............] Step: 355ms | Tot: 1m54s | Loss: 0.460 | Acc: 84.194% (33947/40320) 315/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.460 | Acc: 84.202% (34058/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.460 | Acc: 84.190% (34161/40576) 317/391 [====================================================>............] Step: 375ms | Tot: 1m55s | Loss: 0.461 | Acc: 84.186% (34267/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.461 | Acc: 84.184% (34374/40832) 319/391 [=====================================================>...........] Step: 372ms | Tot: 1m56s | Loss: 0.461 | Acc: 84.194% (34486/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.461 | Acc: 84.175% (34586/41088) 321/391 [=====================================================>...........] Step: 375ms | Tot: 1m57s | Loss: 0.461 | Acc: 84.159% (34687/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.462 | Acc: 84.162% (34796/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.461 | Acc: 84.177% (34910/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.461 | Acc: 84.173% (35016/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.462 | Acc: 84.147% (35113/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.462 | Acc: 84.129% (35213/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.463 | Acc: 84.115% (35315/41984) 328/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.463 | Acc: 84.078% (35407/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 2m180ms | Loss: 0.464 | Acc: 84.072% (35512/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m544ms | Loss: 0.464 | Acc: 84.061% (35615/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m910ms | Loss: 0.464 | Acc: 84.067% (35725/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.464 | Acc: 84.065% (35832/42624) 333/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.464 | Acc: 84.071% (35942/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.463 | Acc: 84.074% (36051/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.464 | Acc: 84.070% (36157/43008) 336/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.463 | Acc: 84.078% (36268/43136) 337/391 [========================================================>........] Step: 377ms | Tot: 2m3s | Loss: 0.464 | Acc: 84.075% (36374/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.464 | Acc: 84.071% (36480/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.464 | Acc: 84.076% (36590/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.464 | Acc: 84.059% (36690/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.463 | Acc: 84.083% (36808/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.464 | Acc: 84.079% (36914/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.463 | Acc: 84.080% (37022/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.464 | Acc: 84.083% (37131/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.464 | Acc: 84.079% (37237/44288) 346/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.464 | Acc: 84.064% (37338/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.464 | Acc: 84.056% (37442/44544) 348/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.464 | Acc: 84.066% (37554/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.464 | Acc: 84.065% (37661/44800) 350/391 [==========================================================>......] Step: 354ms | Tot: 2m7s | Loss: 0.463 | Acc: 84.075% (37773/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.464 | Acc: 84.069% (37878/45056) 352/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.464 | Acc: 84.052% (37978/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.464 | Acc: 84.053% (38086/45312) 354/391 [==========================================================>......] Step: 353ms | Tot: 2m9s | Loss: 0.464 | Acc: 84.071% (38202/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.463 | Acc: 84.077% (38312/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.464 | Acc: 84.049% (38407/45696) 357/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.464 | Acc: 84.050% (38515/45824) 358/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.464 | Acc: 84.044% (38620/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.464 | Acc: 84.047% (38729/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.464 | Acc: 84.061% (38843/46208) 361/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.464 | Acc: 84.058% (38949/46336) 362/391 [============================================================>....] Step: 379ms | Tot: 2m12s | Loss: 0.464 | Acc: 84.069% (39062/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.463 | Acc: 84.083% (39176/46592) 364/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.463 | Acc: 84.080% (39282/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.463 | Acc: 84.098% (39398/46848) 366/391 [============================================================>....] Step: 374ms | Tot: 2m13s | Loss: 0.462 | Acc: 84.100% (39507/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.462 | Acc: 84.101% (39615/47104) 368/391 [=============================================================>...] Step: 354ms | Tot: 2m14s | Loss: 0.462 | Acc: 84.127% (39735/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.462 | Acc: 84.130% (39844/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.461 | Acc: 84.141% (39957/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.461 | Acc: 84.148% (40068/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.461 | Acc: 84.159% (40181/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.461 | Acc: 84.160% (40289/47872) 374/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.461 | Acc: 84.167% (40400/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.461 | Acc: 84.176% (40512/48128) 376/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.461 | Acc: 84.174% (40619/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.461 | Acc: 84.183% (40731/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.461 | Acc: 84.177% (40836/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.461 | Acc: 84.176% (40943/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m18s | Loss: 0.461 | Acc: 84.162% (41044/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.461 | Acc: 84.160% (41151/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.461 | Acc: 84.153% (41255/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.461 | Acc: 84.161% (41367/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.461 | Acc: 84.166% (41477/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.461 | Acc: 84.158% (41581/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.461 | Acc: 84.155% (41687/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.461 | Acc: 84.166% (41800/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.461 | Acc: 84.156% (41903/49792) 389/391 [================================================================>] Step: 351ms | Tot: 2m21s | Loss: 0.462 | Acc: 84.147% (42006/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.462 | Acc: 84.144% (42072/50000) 391/391 + [>................................................................] Step: 466ms | Tot: 2ms | Loss: 0.669 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 312ms | Tot: 315ms | Loss: 0.622 | Acc: 79.000% (158/200) 2/100 [=>...............................................................] Step: 310ms | Tot: 626ms | Loss: 0.631 | Acc: 80.000% (240/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 921ms | Loss: 0.614 | Acc: 79.750% (319/400) 4/100 [==>..............................................................] Step: 306ms | Tot: 1s227ms | Loss: 0.611 | Acc: 78.400% (392/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s522ms | Loss: 0.569 | Acc: 80.000% (480/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s823ms | Loss: 0.571 | Acc: 79.857% (559/700) 7/100 [====>............................................................] Step: 307ms | Tot: 2s130ms | Loss: 0.590 | Acc: 79.250% (634/800) 8/100 [=====>...........................................................] Step: 298ms | Tot: 2s429ms | Loss: 0.626 | Acc: 78.333% (705/900) 9/100 [=====>...........................................................] Step: 310ms | Tot: 2s739ms | Loss: 0.623 | Acc: 78.700% (787/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s45ms | Loss: 0.627 | Acc: 78.818% (867/1100) 11/100 [=======>.........................................................] Step: 319ms | Tot: 3s364ms | Loss: 0.627 | Acc: 78.750% (945/1200) 12/100 [=======>.........................................................] Step: 311ms | Tot: 3s676ms | Loss: 0.622 | Acc: 78.615% (1022/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s982ms | Loss: 0.614 | Acc: 79.071% (1107/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s291ms | Loss: 0.608 | Acc: 79.000% (1185/1500) 15/100 [=========>.......................................................] Step: 320ms | Tot: 4s612ms | Loss: 0.615 | Acc: 78.812% (1261/1600) 16/100 [==========>......................................................] Step: 323ms | Tot: 4s935ms | Loss: 0.611 | Acc: 79.118% (1345/1700) 17/100 [===========>.....................................................] Step: 331ms | Tot: 5s266ms | Loss: 0.615 | Acc: 79.111% (1424/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s578ms | Loss: 0.616 | Acc: 79.053% (1502/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s892ms | Loss: 0.629 | Acc: 78.750% (1575/2000) 20/100 [=============>...................................................] Step: 331ms | Tot: 6s224ms | Loss: 0.630 | Acc: 78.714% (1653/2100) 21/100 [=============>...................................................] Step: 319ms | Tot: 6s544ms | Loss: 0.630 | Acc: 78.773% (1733/2200) 22/100 [==============>..................................................] Step: 322ms | Tot: 6s866ms | Loss: 0.628 | Acc: 78.826% (1813/2300) 23/100 [==============>..................................................] Step: 322ms | Tot: 7s189ms | Loss: 0.626 | Acc: 78.833% (1892/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s500ms | Loss: 0.634 | Acc: 78.680% (1967/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s807ms | Loss: 0.640 | Acc: 78.423% (2039/2600) 26/100 [================>................................................] Step: 311ms | Tot: 8s118ms | Loss: 0.638 | Acc: 78.444% (2118/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s429ms | Loss: 0.633 | Acc: 78.643% (2202/2800) 28/100 [==================>..............................................] Step: 314ms | Tot: 8s743ms | Loss: 0.639 | Acc: 78.586% (2279/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 9s52ms | Loss: 0.636 | Acc: 78.700% (2361/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s364ms | Loss: 0.638 | Acc: 78.581% (2436/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s675ms | Loss: 0.635 | Acc: 78.594% (2515/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s985ms | Loss: 0.638 | Acc: 78.394% (2587/3300) 33/100 [=====================>...........................................] Step: 325ms | Tot: 10s311ms | Loss: 0.638 | Acc: 78.382% (2665/3400) 34/100 [======================>..........................................] Step: 319ms | Tot: 10s630ms | Loss: 0.645 | Acc: 78.200% (2737/3500) 35/100 [======================>..........................................] Step: 301ms | Tot: 10s932ms | Loss: 0.648 | Acc: 78.194% (2815/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 11s245ms | Loss: 0.650 | Acc: 78.162% (2892/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s554ms | Loss: 0.650 | Acc: 78.079% (2967/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s862ms | Loss: 0.649 | Acc: 78.231% (3051/3900) 39/100 [=========================>.......................................] Step: 322ms | Tot: 12s185ms | Loss: 0.648 | Acc: 78.350% (3134/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s493ms | Loss: 0.647 | Acc: 78.512% (3219/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s802ms | Loss: 0.649 | Acc: 78.524% (3298/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 13s110ms | Loss: 0.645 | Acc: 78.558% (3378/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s419ms | Loss: 0.647 | Acc: 78.568% (3457/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s729ms | Loss: 0.646 | Acc: 78.644% (3539/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 14s41ms | Loss: 0.651 | Acc: 78.478% (3610/4600) 46/100 [=============================>...................................] Step: 314ms | Tot: 14s356ms | Loss: 0.652 | Acc: 78.468% (3688/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s663ms | Loss: 0.654 | Acc: 78.438% (3765/4800) 48/100 [===============================>.................................] Step: 316ms | Tot: 14s979ms | Loss: 0.650 | Acc: 78.510% (3847/4900) 49/100 [===============================>.................................] Step: 319ms | Tot: 15s299ms | Loss: 0.650 | Acc: 78.500% (3925/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s615ms | Loss: 0.652 | Acc: 78.490% (4003/5100) 51/100 [=================================>...............................] Step: 315ms | Tot: 15s930ms | Loss: 0.653 | Acc: 78.481% (4081/5200) 52/100 [=================================>...............................] Step: 320ms | Tot: 16s251ms | Loss: 0.652 | Acc: 78.491% (4160/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s556ms | Loss: 0.650 | Acc: 78.537% (4241/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s862ms | Loss: 0.650 | Acc: 78.509% (4318/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 17s175ms | Loss: 0.650 | Acc: 78.446% (4393/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s485ms | Loss: 0.650 | Acc: 78.421% (4470/5700) 57/100 [=====================================>...........................] Step: 313ms | Tot: 17s799ms | Loss: 0.647 | Acc: 78.500% (4553/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 18s104ms | Loss: 0.651 | Acc: 78.373% (4624/5900) 59/100 [======================================>..........................] Step: 313ms | Tot: 18s417ms | Loss: 0.651 | Acc: 78.383% (4703/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s727ms | Loss: 0.650 | Acc: 78.426% (4784/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 19s36ms | Loss: 0.648 | Acc: 78.548% (4870/6200) 62/100 [========================================>........................] Step: 321ms | Tot: 19s358ms | Loss: 0.645 | Acc: 78.603% (4952/6300) 63/100 [========================================>........................] Step: 322ms | Tot: 19s680ms | Loss: 0.645 | Acc: 78.641% (5033/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s992ms | Loss: 0.647 | Acc: 78.585% (5108/6500) 65/100 [==========================================>......................] Step: 328ms | Tot: 20s320ms | Loss: 0.646 | Acc: 78.621% (5189/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s633ms | Loss: 0.645 | Acc: 78.627% (5268/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s944ms | Loss: 0.649 | Acc: 78.515% (5339/6800) 68/100 [============================================>....................] Step: 316ms | Tot: 21s261ms | Loss: 0.649 | Acc: 78.478% (5415/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s563ms | Loss: 0.652 | Acc: 78.429% (5490/7000) 70/100 [=============================================>...................] Step: 313ms | Tot: 21s876ms | Loss: 0.651 | Acc: 78.408% (5567/7100) 71/100 [==============================================>..................] Step: 321ms | Tot: 22s198ms | Loss: 0.650 | Acc: 78.431% (5647/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s502ms | Loss: 0.651 | Acc: 78.493% (5730/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s811ms | Loss: 0.652 | Acc: 78.486% (5808/7400) 74/100 [================================================>................] Step: 306ms | Tot: 23s118ms | Loss: 0.653 | Acc: 78.373% (5878/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s431ms | Loss: 0.653 | Acc: 78.382% (5957/7600) 76/100 [=================================================>...............] Step: 316ms | Tot: 23s747ms | Loss: 0.654 | Acc: 78.351% (6033/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 24s55ms | Loss: 0.653 | Acc: 78.372% (6113/7800) 78/100 [==================================================>..............] Step: 320ms | Tot: 24s375ms | Loss: 0.655 | Acc: 78.354% (6190/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s683ms | Loss: 0.655 | Acc: 78.287% (6263/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s992ms | Loss: 0.656 | Acc: 78.235% (6337/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 25s304ms | Loss: 0.654 | Acc: 78.341% (6424/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s618ms | Loss: 0.654 | Acc: 78.325% (6501/8300) 83/100 [=====================================================>...........] Step: 314ms | Tot: 25s932ms | Loss: 0.655 | Acc: 78.286% (6576/8400) 84/100 [======================================================>..........] Step: 319ms | Tot: 26s252ms | Loss: 0.656 | Acc: 78.200% (6647/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s561ms | Loss: 0.656 | Acc: 78.221% (6727/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s872ms | Loss: 0.657 | Acc: 78.161% (6800/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 27s185ms | Loss: 0.657 | Acc: 78.125% (6875/8800) 88/100 [=========================================================>.......] Step: 316ms | Tot: 27s501ms | Loss: 0.658 | Acc: 78.101% (6951/8900) 89/100 [=========================================================>.......] Step: 309ms | Tot: 27s811ms | Loss: 0.659 | Acc: 78.056% (7025/9000) 90/100 [==========================================================>......] Step: 321ms | Tot: 28s133ms | Loss: 0.657 | Acc: 78.055% (7103/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 28s435ms | Loss: 0.656 | Acc: 78.087% (7184/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s749ms | Loss: 0.657 | Acc: 78.065% (7260/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 29s55ms | Loss: 0.657 | Acc: 78.106% (7342/9400) 94/100 [=============================================================>...] Step: 323ms | Tot: 29s378ms | Loss: 0.658 | Acc: 78.042% (7414/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s688ms | Loss: 0.657 | Acc: 78.094% (7497/9600) 96/100 [==============================================================>..] Step: 318ms | Tot: 30s6ms | Loss: 0.654 | Acc: 78.155% (7581/9700) 97/100 [===============================================================>.] Step: 314ms | Tot: 30s321ms | Loss: 0.654 | Acc: 78.102% (7654/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 30s637ms | Loss: 0.656 | Acc: 78.030% (7725/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s947ms | Loss: 0.655 | Acc: 78.050% (7805/10000) 100/100 + +Epoch: 38 + [>................................................................] Step: 589ms | Tot: 2ms | Loss: 0.366 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 390ms | Tot: 392ms | Loss: 0.343 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 398ms | Tot: 791ms | Loss: 0.431 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 383ms | Tot: 1s174ms | Loss: 0.426 | Acc: 86.133% (441/512) 4/391 [>................................................................] Step: 388ms | Tot: 1s563ms | Loss: 0.440 | Acc: 85.469% (547/640) 5/391 [>................................................................] Step: 376ms | Tot: 1s939ms | Loss: 0.450 | Acc: 84.505% (649/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s304ms | Loss: 0.453 | Acc: 84.263% (755/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s673ms | Loss: 0.465 | Acc: 83.789% (858/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 3s35ms | Loss: 0.462 | Acc: 83.767% (965/1152) 9/391 [=>...............................................................] Step: 372ms | Tot: 3s408ms | Loss: 0.452 | Acc: 84.219% (1078/1280) 10/391 [=>...............................................................] Step: 375ms | Tot: 3s783ms | Loss: 0.458 | Acc: 84.233% (1186/1408) 11/391 [=>...............................................................] Step: 379ms | Tot: 4s163ms | Loss: 0.466 | Acc: 83.854% (1288/1536) 12/391 [=>...............................................................] Step: 369ms | Tot: 4s532ms | Loss: 0.478 | Acc: 83.293% (1386/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s903ms | Loss: 0.478 | Acc: 83.259% (1492/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s273ms | Loss: 0.483 | Acc: 83.281% (1599/1920) 15/391 [==>..............................................................] Step: 371ms | Tot: 5s645ms | Loss: 0.476 | Acc: 83.545% (1711/2048) 16/391 [==>..............................................................] Step: 382ms | Tot: 6s27ms | Loss: 0.476 | Acc: 83.548% (1818/2176) 17/391 [==>..............................................................] Step: 386ms | Tot: 6s413ms | Loss: 0.478 | Acc: 83.464% (1923/2304) 18/391 [==>..............................................................] Step: 384ms | Tot: 6s798ms | Loss: 0.478 | Acc: 83.388% (2028/2432) 19/391 [===>.............................................................] Step: 373ms | Tot: 7s171ms | Loss: 0.480 | Acc: 83.516% (2138/2560) 20/391 [===>.............................................................] Step: 379ms | Tot: 7s551ms | Loss: 0.476 | Acc: 83.705% (2250/2688) 21/391 [===>.............................................................] Step: 385ms | Tot: 7s936ms | Loss: 0.481 | Acc: 83.629% (2355/2816) 22/391 [===>.............................................................] Step: 383ms | Tot: 8s320ms | Loss: 0.482 | Acc: 83.628% (2462/2944) 23/391 [===>.............................................................] Step: 384ms | Tot: 8s704ms | Loss: 0.479 | Acc: 83.626% (2569/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 9s67ms | Loss: 0.476 | Acc: 83.656% (2677/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s426ms | Loss: 0.476 | Acc: 83.714% (2786/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s796ms | Loss: 0.472 | Acc: 83.883% (2899/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 10s153ms | Loss: 0.469 | Acc: 84.012% (3011/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s517ms | Loss: 0.467 | Acc: 83.944% (3116/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s888ms | Loss: 0.464 | Acc: 84.141% (3231/3840) 30/391 [====>............................................................] Step: 377ms | Tot: 11s265ms | Loss: 0.463 | Acc: 84.098% (3337/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 11s632ms | Loss: 0.459 | Acc: 84.277% (3452/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s991ms | Loss: 0.460 | Acc: 84.209% (3557/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s356ms | Loss: 0.460 | Acc: 84.306% (3669/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s723ms | Loss: 0.460 | Acc: 84.263% (3775/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 13s87ms | Loss: 0.459 | Acc: 84.180% (3879/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s454ms | Loss: 0.459 | Acc: 84.101% (3983/4736) 37/391 [======>..........................................................] Step: 373ms | Tot: 13s827ms | Loss: 0.459 | Acc: 84.108% (4091/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 14s194ms | Loss: 0.463 | Acc: 83.934% (4190/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s566ms | Loss: 0.466 | Acc: 83.906% (4296/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s932ms | Loss: 0.464 | Acc: 83.994% (4408/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 15s291ms | Loss: 0.464 | Acc: 84.022% (4517/5376) 42/391 [======>..........................................................] Step: 379ms | Tot: 15s671ms | Loss: 0.464 | Acc: 84.012% (4624/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 16s39ms | Loss: 0.462 | Acc: 84.109% (4737/5632) 44/391 [=======>.........................................................] Step: 368ms | Tot: 16s407ms | Loss: 0.464 | Acc: 83.958% (4836/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s777ms | Loss: 0.461 | Acc: 84.001% (4946/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 17s146ms | Loss: 0.461 | Acc: 83.993% (5053/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s505ms | Loss: 0.459 | Acc: 84.082% (5166/6144) 48/391 [=======>.........................................................] Step: 379ms | Tot: 17s885ms | Loss: 0.457 | Acc: 84.088% (5274/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 18s255ms | Loss: 0.458 | Acc: 84.062% (5380/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s615ms | Loss: 0.457 | Acc: 84.115% (5491/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s978ms | Loss: 0.455 | Acc: 84.180% (5603/6656) 52/391 [========>........................................................] Step: 368ms | Tot: 19s346ms | Loss: 0.457 | Acc: 84.124% (5707/6784) 53/391 [========>........................................................] Step: 372ms | Tot: 19s718ms | Loss: 0.455 | Acc: 84.187% (5819/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 20s82ms | Loss: 0.455 | Acc: 84.219% (5929/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s445ms | Loss: 0.455 | Acc: 84.208% (6036/7168) 56/391 [=========>.......................................................] Step: 377ms | Tot: 20s822ms | Loss: 0.456 | Acc: 84.211% (6144/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 21s191ms | Loss: 0.456 | Acc: 84.240% (6254/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s555ms | Loss: 0.455 | Acc: 84.322% (6368/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s919ms | Loss: 0.456 | Acc: 84.323% (6476/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s284ms | Loss: 0.455 | Acc: 84.388% (6589/7808) 61/391 [==========>......................................................] Step: 372ms | Tot: 22s657ms | Loss: 0.454 | Acc: 84.451% (6702/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 23s23ms | Loss: 0.458 | Acc: 84.313% (6799/8064) 63/391 [==========>......................................................] Step: 371ms | Tot: 23s395ms | Loss: 0.456 | Acc: 84.399% (6914/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s758ms | Loss: 0.455 | Acc: 84.471% (7028/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 24s125ms | Loss: 0.454 | Acc: 84.493% (7138/8448) 66/391 [==========>......................................................] Step: 376ms | Tot: 24s501ms | Loss: 0.453 | Acc: 84.538% (7250/8576) 67/391 [===========>.....................................................] Step: 370ms | Tot: 24s871ms | Loss: 0.451 | Acc: 84.593% (7363/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 25s236ms | Loss: 0.450 | Acc: 84.681% (7479/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s596ms | Loss: 0.449 | Acc: 84.676% (7587/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s957ms | Loss: 0.448 | Acc: 84.694% (7697/9088) 71/391 [===========>.....................................................] Step: 374ms | Tot: 26s331ms | Loss: 0.447 | Acc: 84.766% (7812/9216) 72/391 [===========>.....................................................] Step: 372ms | Tot: 26s704ms | Loss: 0.447 | Acc: 84.739% (7918/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 27s67ms | Loss: 0.447 | Acc: 84.734% (8026/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s425ms | Loss: 0.446 | Acc: 84.771% (8138/9600) 75/391 [============>....................................................] Step: 377ms | Tot: 27s803ms | Loss: 0.445 | Acc: 84.838% (8253/9728) 76/391 [============>....................................................] Step: 374ms | Tot: 28s177ms | Loss: 0.443 | Acc: 84.913% (8369/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 28s539ms | Loss: 0.443 | Acc: 84.916% (8478/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s902ms | Loss: 0.442 | Acc: 84.998% (8595/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 29s270ms | Loss: 0.442 | Acc: 84.980% (8702/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s634ms | Loss: 0.442 | Acc: 84.934% (8806/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 30s6ms | Loss: 0.443 | Acc: 84.928% (8914/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s371ms | Loss: 0.445 | Acc: 84.893% (9019/10624) 83/391 [=============>...................................................] Step: 371ms | Tot: 30s742ms | Loss: 0.445 | Acc: 84.877% (9126/10752) 84/391 [=============>...................................................] Step: 376ms | Tot: 31s119ms | Loss: 0.445 | Acc: 84.862% (9233/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 31s485ms | Loss: 0.446 | Acc: 84.802% (9335/11008) 86/391 [==============>..................................................] Step: 375ms | Tot: 31s861ms | Loss: 0.446 | Acc: 84.797% (9443/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 32s226ms | Loss: 0.445 | Acc: 84.837% (9556/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s592ms | Loss: 0.444 | Acc: 84.875% (9669/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s952ms | Loss: 0.444 | Acc: 84.878% (9778/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 33s314ms | Loss: 0.442 | Acc: 84.933% (9893/11648) 91/391 [===============>.................................................] Step: 382ms | Tot: 33s697ms | Loss: 0.442 | Acc: 84.935% (10002/11776) 92/391 [===============>.................................................] Step: 361ms | Tot: 34s59ms | Loss: 0.441 | Acc: 84.971% (10115/11904) 93/391 [===============>.................................................] Step: 378ms | Tot: 34s438ms | Loss: 0.442 | Acc: 84.957% (10222/12032) 94/391 [===============>.................................................] Step: 369ms | Tot: 34s807ms | Loss: 0.444 | Acc: 84.852% (10318/12160) 95/391 [===============>.................................................] Step: 364ms | Tot: 35s172ms | Loss: 0.443 | Acc: 84.880% (10430/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s539ms | Loss: 0.443 | Acc: 84.874% (10538/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s905ms | Loss: 0.441 | Acc: 84.957% (10657/12544) 98/391 [================>................................................] Step: 371ms | Tot: 36s276ms | Loss: 0.442 | Acc: 84.959% (10766/12672) 99/391 [================>................................................] Step: 365ms | Tot: 36s641ms | Loss: 0.441 | Acc: 84.961% (10875/12800) 100/391 [================>................................................] Step: 371ms | Tot: 37s13ms | Loss: 0.442 | Acc: 84.955% (10983/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s377ms | Loss: 0.441 | Acc: 84.965% (11093/13056) 102/391 [================>................................................] Step: 375ms | Tot: 37s753ms | Loss: 0.441 | Acc: 84.959% (11201/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 38s119ms | Loss: 0.443 | Acc: 84.893% (11301/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 38s481ms | Loss: 0.442 | Acc: 84.933% (11415/13440) 105/391 [=================>...............................................] Step: 380ms | Tot: 38s861ms | Loss: 0.443 | Acc: 84.913% (11521/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 39s233ms | Loss: 0.442 | Acc: 84.930% (11632/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s599ms | Loss: 0.441 | Acc: 84.925% (11740/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s961ms | Loss: 0.442 | Acc: 84.920% (11848/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 40s330ms | Loss: 0.442 | Acc: 84.936% (11959/14080) 110/391 [==================>..............................................] Step: 376ms | Tot: 40s706ms | Loss: 0.442 | Acc: 84.931% (12067/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 41s77ms | Loss: 0.441 | Acc: 84.954% (12179/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 41s442ms | Loss: 0.441 | Acc: 84.956% (12288/14464) 113/391 [==================>..............................................] Step: 370ms | Tot: 41s812ms | Loss: 0.441 | Acc: 84.937% (12394/14592) 114/391 [==================>..............................................] Step: 358ms | Tot: 42s171ms | Loss: 0.442 | Acc: 84.912% (12499/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 42s538ms | Loss: 0.443 | Acc: 84.880% (12603/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s904ms | Loss: 0.442 | Acc: 84.889% (12713/14976) 117/391 [===================>.............................................] Step: 367ms | Tot: 43s272ms | Loss: 0.442 | Acc: 84.918% (12826/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s641ms | Loss: 0.442 | Acc: 84.907% (12933/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 44s | Loss: 0.442 | Acc: 84.941% (13047/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 44s370ms | Loss: 0.442 | Acc: 84.904% (13150/15488) 121/391 [====================>............................................] Step: 371ms | Tot: 44s741ms | Loss: 0.443 | Acc: 84.887% (13256/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 45s106ms | Loss: 0.443 | Acc: 84.889% (13365/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 45s475ms | Loss: 0.444 | Acc: 84.885% (13473/15872) 124/391 [====================>............................................] Step: 368ms | Tot: 45s844ms | Loss: 0.444 | Acc: 84.869% (13579/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 46s206ms | Loss: 0.444 | Acc: 84.877% (13689/16128) 126/391 [====================>............................................] Step: 373ms | Tot: 46s580ms | Loss: 0.443 | Acc: 84.941% (13808/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s943ms | Loss: 0.443 | Acc: 84.943% (13917/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 47s316ms | Loss: 0.443 | Acc: 84.950% (14027/16512) 129/391 [=====================>...........................................] Step: 374ms | Tot: 47s690ms | Loss: 0.443 | Acc: 84.922% (14131/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 48s51ms | Loss: 0.444 | Acc: 84.912% (14238/16768) 131/391 [=====================>...........................................] Step: 371ms | Tot: 48s422ms | Loss: 0.444 | Acc: 84.931% (14350/16896) 132/391 [=====================>...........................................] Step: 376ms | Tot: 48s799ms | Loss: 0.444 | Acc: 84.904% (14454/17024) 133/391 [======================>..........................................] Step: 374ms | Tot: 49s174ms | Loss: 0.444 | Acc: 84.876% (14558/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 49s533ms | Loss: 0.444 | Acc: 84.855% (14663/17280) 135/391 [======================>..........................................] Step: 363ms | Tot: 49s897ms | Loss: 0.444 | Acc: 84.823% (14766/17408) 136/391 [======================>..........................................] Step: 371ms | Tot: 50s268ms | Loss: 0.444 | Acc: 84.848% (14879/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 50s635ms | Loss: 0.444 | Acc: 84.834% (14985/17664) 138/391 [======================>..........................................] Step: 377ms | Tot: 51s13ms | Loss: 0.444 | Acc: 84.830% (15093/17792) 139/391 [=======================>.........................................] Step: 361ms | Tot: 51s374ms | Loss: 0.444 | Acc: 84.838% (15203/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 51s743ms | Loss: 0.444 | Acc: 84.813% (15307/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 52s109ms | Loss: 0.444 | Acc: 84.799% (15413/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s473ms | Loss: 0.444 | Acc: 84.807% (15523/18304) 143/391 [=======================>.........................................] Step: 377ms | Tot: 52s851ms | Loss: 0.444 | Acc: 84.793% (15629/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 53s213ms | Loss: 0.444 | Acc: 84.817% (15742/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 53s572ms | Loss: 0.445 | Acc: 84.782% (15844/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 53s941ms | Loss: 0.446 | Acc: 84.752% (15947/18816) 147/391 [========================>........................................] Step: 374ms | Tot: 54s316ms | Loss: 0.446 | Acc: 84.745% (16054/18944) 148/391 [========================>........................................] Step: 375ms | Tot: 54s692ms | Loss: 0.447 | Acc: 84.753% (16164/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 55s53ms | Loss: 0.446 | Acc: 84.755% (16273/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 55s417ms | Loss: 0.446 | Acc: 84.768% (16384/19328) 151/391 [=========================>.......................................] Step: 367ms | Tot: 55s784ms | Loss: 0.445 | Acc: 84.796% (16498/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 56s148ms | Loss: 0.445 | Acc: 84.814% (16610/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 56s512ms | Loss: 0.445 | Acc: 84.821% (16720/19712) 154/391 [=========================>.......................................] Step: 369ms | Tot: 56s882ms | Loss: 0.446 | Acc: 84.814% (16827/19840) 155/391 [=========================>.......................................] Step: 369ms | Tot: 57s252ms | Loss: 0.447 | Acc: 84.776% (16928/19968) 156/391 [=========================>.......................................] Step: 376ms | Tot: 57s629ms | Loss: 0.448 | Acc: 84.783% (17038/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s993ms | Loss: 0.447 | Acc: 84.785% (17147/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 58s360ms | Loss: 0.448 | Acc: 84.753% (17249/20352) 159/391 [==========================>......................................] Step: 369ms | Tot: 58s729ms | Loss: 0.449 | Acc: 84.746% (17356/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 59s97ms | Loss: 0.449 | Acc: 84.729% (17461/20608) 161/391 [==========================>......................................] Step: 366ms | Tot: 59s463ms | Loss: 0.450 | Acc: 84.684% (17560/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 59s837ms | Loss: 0.450 | Acc: 84.667% (17665/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 1m201ms | Loss: 0.451 | Acc: 84.599% (17759/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 1m554ms | Loss: 0.452 | Acc: 84.579% (17863/21120) 165/391 [===========================>.....................................] Step: 372ms | Tot: 1m927ms | Loss: 0.452 | Acc: 84.549% (17965/21248) 166/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.451 | Acc: 84.576% (18079/21376) 167/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.452 | Acc: 84.580% (18188/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m2s | Loss: 0.453 | Acc: 84.537% (18287/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.454 | Acc: 84.494% (18386/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.453 | Acc: 84.517% (18499/21888) 171/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.454 | Acc: 84.502% (18604/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.455 | Acc: 84.461% (18703/22144) 173/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.455 | Acc: 84.469% (18813/22272) 174/391 [============================>....................................] Step: 377ms | Tot: 1m4s | Loss: 0.455 | Acc: 84.473% (18922/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.456 | Acc: 84.455% (19026/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.455 | Acc: 84.490% (19142/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.456 | Acc: 84.458% (19243/22784) 178/391 [=============================>...................................] Step: 375ms | Tot: 1m5s | Loss: 0.456 | Acc: 84.467% (19353/22912) 179/391 [=============================>...................................] Step: 377ms | Tot: 1m6s | Loss: 0.456 | Acc: 84.457% (19459/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.455 | Acc: 84.453% (19566/23168) 181/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.455 | Acc: 84.465% (19677/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.456 | Acc: 84.435% (19778/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.456 | Acc: 84.426% (19884/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.456 | Acc: 84.430% (19993/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.457 | Acc: 84.400% (20094/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.457 | Acc: 84.392% (20200/23936) 187/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.457 | Acc: 84.371% (20303/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.458 | Acc: 84.350% (20406/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.457 | Acc: 84.363% (20517/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.458 | Acc: 84.355% (20623/24448) 191/391 [===============================>.................................] Step: 372ms | Tot: 1m10s | Loss: 0.457 | Acc: 84.371% (20735/24576) 192/391 [===============================>.................................] Step: 380ms | Tot: 1m10s | Loss: 0.457 | Acc: 84.359% (20840/24704) 193/391 [================================>................................] Step: 378ms | Tot: 1m11s | Loss: 0.457 | Acc: 84.363% (20949/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.458 | Acc: 84.339% (21051/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.458 | Acc: 84.319% (21154/25088) 196/391 [================================>................................] Step: 379ms | Tot: 1m12s | Loss: 0.458 | Acc: 84.339% (21267/25216) 197/391 [================================>................................] Step: 376ms | Tot: 1m12s | Loss: 0.458 | Acc: 84.371% (21383/25344) 198/391 [================================>................................] Step: 377ms | Tot: 1m13s | Loss: 0.458 | Acc: 84.375% (21492/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.458 | Acc: 84.340% (21591/25600) 200/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.460 | Acc: 84.266% (21680/25728) 201/391 [=================================>...............................] Step: 389ms | Tot: 1m14s | Loss: 0.460 | Acc: 84.267% (21788/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.283% (21900/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.460 | Acc: 84.268% (22004/26112) 204/391 [=================================>...............................] Step: 370ms | Tot: 1m15s | Loss: 0.460 | Acc: 84.261% (22110/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.460 | Acc: 84.254% (22216/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.460 | Acc: 84.269% (22328/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.460 | Acc: 84.262% (22434/26624) 208/391 [==================================>..............................] Step: 378ms | Tot: 1m16s | Loss: 0.460 | Acc: 84.255% (22540/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m17s | Loss: 0.460 | Acc: 84.245% (22645/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.460 | Acc: 84.257% (22756/27008) 211/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.459 | Acc: 84.290% (22873/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.460 | Acc: 84.280% (22978/27264) 213/391 [===================================>.............................] Step: 380ms | Tot: 1m18s | Loss: 0.460 | Acc: 84.280% (23086/27392) 214/391 [===================================>.............................] Step: 372ms | Tot: 1m19s | Loss: 0.460 | Acc: 84.262% (23189/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m19s | Loss: 0.460 | Acc: 84.274% (23300/27648) 216/391 [===================================>.............................] Step: 370ms | Tot: 1m19s | Loss: 0.459 | Acc: 84.292% (23413/27776) 217/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.310% (23526/27904) 218/391 [====================================>............................] Step: 381ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.311% (23634/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.322% (23745/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.458 | Acc: 84.343% (23859/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.458 | Acc: 84.340% (23966/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m22s | Loss: 0.458 | Acc: 84.347% (24076/28544) 223/391 [=====================================>...........................] Step: 377ms | Tot: 1m22s | Loss: 0.458 | Acc: 84.351% (24185/28672) 224/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.457 | Acc: 84.372% (24299/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.457 | Acc: 84.389% (24412/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.456 | Acc: 84.399% (24523/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.456 | Acc: 84.389% (24628/29184) 228/391 [=====================================>...........................] Step: 381ms | Tot: 1m24s | Loss: 0.456 | Acc: 84.389% (24736/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.456 | Acc: 84.395% (24846/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.456 | Acc: 84.392% (24953/29568) 231/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.456 | Acc: 84.382% (25058/29696) 232/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.457 | Acc: 84.368% (25162/29824) 233/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.457 | Acc: 84.378% (25273/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.458 | Acc: 84.358% (25375/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.457 | Acc: 84.352% (25481/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.457 | Acc: 84.345% (25587/30336) 237/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.457 | Acc: 84.365% (25701/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.457 | Acc: 84.359% (25807/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.457 | Acc: 84.352% (25913/30720) 240/391 [=======================================>.........................] Step: 373ms | Tot: 1m28s | Loss: 0.457 | Acc: 84.359% (26023/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.457 | Acc: 84.369% (26134/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.457 | Acc: 84.369% (26242/31104) 243/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.457 | Acc: 84.365% (26349/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m30s | Loss: 0.457 | Acc: 84.362% (26456/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m30s | Loss: 0.457 | Acc: 84.362% (26564/31488) 246/391 [========================================>........................] Step: 376ms | Tot: 1m30s | Loss: 0.457 | Acc: 84.366% (26673/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.457 | Acc: 84.372% (26783/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.457 | Acc: 84.394% (26898/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.457 | Acc: 84.384% (27003/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.457 | Acc: 84.387% (27112/32128) 251/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.457 | Acc: 84.381% (27218/32256) 252/391 [=========================================>.......................] Step: 358ms | Tot: 1m33s | Loss: 0.457 | Acc: 84.375% (27324/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.458 | Acc: 84.344% (27422/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.458 | Acc: 84.350% (27532/32640) 255/391 [==========================================>......................] Step: 375ms | Tot: 1m34s | Loss: 0.458 | Acc: 84.366% (27645/32768) 256/391 [==========================================>......................] Step: 374ms | Tot: 1m34s | Loss: 0.457 | Acc: 84.375% (27756/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.457 | Acc: 84.387% (27868/33024) 258/391 [==========================================>......................] Step: 368ms | Tot: 1m35s | Loss: 0.457 | Acc: 84.381% (27974/33152) 259/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.458 | Acc: 84.375% (28080/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.458 | Acc: 84.354% (28181/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.458 | Acc: 84.366% (28293/33536) 262/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.458 | Acc: 84.372% (28403/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m37s | Loss: 0.458 | Acc: 84.369% (28510/33792) 264/391 [===========================================>.....................] Step: 374ms | Tot: 1m37s | Loss: 0.458 | Acc: 84.369% (28618/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.458 | Acc: 84.360% (28723/34048) 266/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.458 | Acc: 84.372% (28835/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.458 | Acc: 84.378% (28945/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.458 | Acc: 84.384% (29055/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.458 | Acc: 84.398% (29168/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m39s | Loss: 0.457 | Acc: 84.410% (29280/34688) 271/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.457 | Acc: 84.418% (29391/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.457 | Acc: 84.418% (29499/34944) 273/391 [=============================================>...................] Step: 375ms | Tot: 1m40s | Loss: 0.457 | Acc: 84.432% (29612/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.457 | Acc: 84.423% (29717/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.457 | Acc: 84.415% (29822/35328) 276/391 [=============================================>...................] Step: 372ms | Tot: 1m41s | Loss: 0.457 | Acc: 84.409% (29928/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.456 | Acc: 84.414% (30038/35584) 278/391 [==============================================>..................] Step: 375ms | Tot: 1m42s | Loss: 0.456 | Acc: 84.417% (30147/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.456 | Acc: 84.408% (30252/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.456 | Acc: 84.389% (30353/35968) 281/391 [==============================================>..................] Step: 377ms | Tot: 1m43s | Loss: 0.456 | Acc: 84.389% (30461/36096) 282/391 [==============================================>..................] Step: 389ms | Tot: 1m44s | Loss: 0.456 | Acc: 84.403% (30574/36224) 283/391 [===============================================>.................] Step: 374ms | Tot: 1m44s | Loss: 0.456 | Acc: 84.416% (30687/36352) 284/391 [===============================================>.................] Step: 372ms | Tot: 1m44s | Loss: 0.456 | Acc: 84.411% (30793/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.457 | Acc: 84.405% (30899/36608) 286/391 [===============================================>.................] Step: 383ms | Tot: 1m45s | Loss: 0.457 | Acc: 84.402% (31006/36736) 287/391 [===============================================>.................] Step: 371ms | Tot: 1m46s | Loss: 0.457 | Acc: 84.408% (31116/36864) 288/391 [===============================================>.................] Step: 369ms | Tot: 1m46s | Loss: 0.457 | Acc: 84.405% (31223/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.457 | Acc: 84.380% (31322/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.457 | Acc: 84.386% (31432/37248) 291/391 [================================================>................] Step: 385ms | Tot: 1m47s | Loss: 0.457 | Acc: 84.386% (31540/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.457 | Acc: 84.391% (31650/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.458 | Acc: 84.378% (31753/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m48s | Loss: 0.458 | Acc: 84.386% (31864/37760) 295/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.458 | Acc: 84.388% (31973/37888) 296/391 [=================================================>...............] Step: 381ms | Tot: 1m49s | Loss: 0.458 | Acc: 84.375% (32076/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.458 | Acc: 84.372% (32183/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m50s | Loss: 0.458 | Acc: 84.357% (32285/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m50s | Loss: 0.459 | Acc: 84.346% (32389/38400) 300/391 [=================================================>...............] Step: 374ms | Tot: 1m50s | Loss: 0.459 | Acc: 84.354% (32500/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.362% (32611/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.378% (32725/38784) 303/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.398% (32841/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.458 | Acc: 84.395% (32948/39040) 305/391 [==================================================>..............] Step: 372ms | Tot: 1m52s | Loss: 0.458 | Acc: 84.401% (33058/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m53s | Loss: 0.458 | Acc: 84.380% (33158/39296) 307/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.458 | Acc: 84.372% (33263/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.458 | Acc: 84.375% (33372/39552) 309/391 [===================================================>.............] Step: 375ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.367% (33477/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.375% (33588/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.367% (33693/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m55s | Loss: 0.458 | Acc: 84.380% (33806/40064) 313/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.458 | Acc: 84.380% (33914/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.458 | Acc: 84.382% (34023/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.458 | Acc: 84.375% (34128/40448) 316/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.458 | Acc: 84.368% (34233/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m57s | Loss: 0.458 | Acc: 84.373% (34343/40704) 318/391 [====================================================>............] Step: 375ms | Tot: 1m57s | Loss: 0.458 | Acc: 84.370% (34450/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.458 | Acc: 84.377% (34561/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.458 | Acc: 84.380% (34670/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.459 | Acc: 84.351% (34766/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.459 | Acc: 84.348% (34873/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m59s | Loss: 0.459 | Acc: 84.348% (34981/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 1m59s | Loss: 0.459 | Acc: 84.344% (35087/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 2m39ms | Loss: 0.459 | Acc: 84.334% (35191/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 2m411ms | Loss: 0.459 | Acc: 84.351% (35306/41856) 327/391 [======================================================>..........] Step: 377ms | Tot: 2m789ms | Loss: 0.458 | Acc: 84.361% (35418/41984) 328/391 [======================================================>..........] Step: 370ms | Tot: 2m1s | Loss: 0.458 | Acc: 84.373% (35531/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m1s | Loss: 0.458 | Acc: 84.375% (35640/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m1s | Loss: 0.458 | Acc: 84.370% (35746/42368) 331/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.458 | Acc: 84.356% (35848/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.458 | Acc: 84.356% (35956/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.458 | Acc: 84.352% (36062/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 2m3s | Loss: 0.459 | Acc: 84.352% (36170/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.458 | Acc: 84.356% (36280/43008) 336/391 [=======================================================>.........] Step: 368ms | Tot: 2m4s | Loss: 0.458 | Acc: 84.354% (36387/43136) 337/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.459 | Acc: 84.343% (36490/43264) 338/391 [========================================================>........] Step: 375ms | Tot: 2m4s | Loss: 0.459 | Acc: 84.334% (36594/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.459 | Acc: 84.331% (36701/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m5s | Loss: 0.459 | Acc: 84.343% (36814/43648) 341/391 [========================================================>........] Step: 374ms | Tot: 2m5s | Loss: 0.459 | Acc: 84.348% (36924/43776) 342/391 [========================================================>........] Step: 369ms | Tot: 2m6s | Loss: 0.459 | Acc: 84.357% (37036/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.459 | Acc: 84.352% (37142/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m7s | Loss: 0.459 | Acc: 84.361% (37254/44160) 345/391 [=========================================================>.......] Step: 380ms | Tot: 2m7s | Loss: 0.459 | Acc: 84.352% (37358/44288) 346/391 [=========================================================>.......] Step: 371ms | Tot: 2m7s | Loss: 0.459 | Acc: 84.350% (37465/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m8s | Loss: 0.459 | Acc: 84.350% (37573/44544) 348/391 [=========================================================>.......] Step: 364ms | Tot: 2m8s | Loss: 0.459 | Acc: 84.350% (37681/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.459 | Acc: 84.337% (37783/44800) 350/391 [==========================================================>......] Step: 374ms | Tot: 2m9s | Loss: 0.459 | Acc: 84.346% (37895/44928) 351/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.458 | Acc: 84.364% (38011/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.459 | Acc: 84.351% (38113/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.459 | Acc: 84.355% (38223/45312) 354/391 [==========================================================>......] Step: 380ms | Tot: 2m10s | Loss: 0.459 | Acc: 84.355% (38331/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.459 | Acc: 84.355% (38439/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.459 | Acc: 84.362% (38550/45696) 357/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.459 | Acc: 84.368% (38661/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.459 | Acc: 84.364% (38767/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.458 | Acc: 84.375% (38880/46080) 360/391 [===========================================================>.....] Step: 373ms | Tot: 2m12s | Loss: 0.458 | Acc: 84.373% (38987/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.459 | Acc: 84.362% (39090/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.459 | Acc: 84.366% (39200/46464) 363/391 [============================================================>....] Step: 375ms | Tot: 2m14s | Loss: 0.459 | Acc: 84.366% (39308/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m14s | Loss: 0.459 | Acc: 84.379% (39422/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.458 | Acc: 84.398% (39539/46848) 366/391 [============================================================>....] Step: 371ms | Tot: 2m15s | Loss: 0.458 | Acc: 84.392% (39644/46976) 367/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.458 | Acc: 84.379% (39746/47104) 368/391 [=============================================================>...] Step: 381ms | Tot: 2m15s | Loss: 0.459 | Acc: 84.371% (39850/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.459 | Acc: 84.383% (39964/47360) 370/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.459 | Acc: 84.381% (40071/47488) 371/391 [=============================================================>...] Step: 370ms | Tot: 2m17s | Loss: 0.458 | Acc: 84.388% (40182/47616) 372/391 [=============================================================>...] Step: 377ms | Tot: 2m17s | Loss: 0.459 | Acc: 84.381% (40287/47744) 373/391 [==============================================================>..] Step: 378ms | Tot: 2m17s | Loss: 0.459 | Acc: 84.385% (40397/47872) 374/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.458 | Acc: 84.390% (40507/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.458 | Acc: 84.400% (40620/48128) 376/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.458 | Acc: 84.394% (40725/48256) 377/391 [==============================================================>..] Step: 371ms | Tot: 2m19s | Loss: 0.458 | Acc: 84.402% (40837/48384) 378/391 [==============================================================>..] Step: 373ms | Tot: 2m19s | Loss: 0.458 | Acc: 84.387% (40938/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.458 | Acc: 84.389% (41047/48640) 380/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.458 | Acc: 84.381% (41151/48768) 381/391 [===============================================================>.] Step: 377ms | Tot: 2m20s | Loss: 0.458 | Acc: 84.383% (41260/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m21s | Loss: 0.459 | Acc: 84.381% (41367/49024) 383/391 [===============================================================>.] Step: 363ms | Tot: 2m21s | Loss: 0.458 | Acc: 84.389% (41479/49152) 384/391 [===============================================================>.] Step: 369ms | Tot: 2m21s | Loss: 0.458 | Acc: 84.391% (41588/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m22s | Loss: 0.458 | Acc: 84.395% (41698/49408) 386/391 [================================================================>] Step: 372ms | Tot: 2m22s | Loss: 0.459 | Acc: 84.383% (41800/49536) 387/391 [================================================================>] Step: 370ms | Tot: 2m22s | Loss: 0.459 | Acc: 84.375% (41904/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m23s | Loss: 0.459 | Acc: 84.383% (42016/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m23s | Loss: 0.459 | Acc: 84.381% (42123/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m24s | Loss: 0.459 | Acc: 84.378% (42189/50000) 391/391 + [>................................................................] Step: 477ms | Tot: 2ms | Loss: 0.525 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 304ms | Tot: 307ms | Loss: 0.530 | Acc: 85.500% (171/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 603ms | Loss: 0.590 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 899ms | Loss: 0.587 | Acc: 80.750% (323/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s201ms | Loss: 0.584 | Acc: 80.200% (401/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s496ms | Loss: 0.573 | Acc: 80.500% (483/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s795ms | Loss: 0.573 | Acc: 80.571% (564/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s92ms | Loss: 0.592 | Acc: 80.250% (642/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s400ms | Loss: 0.601 | Acc: 80.111% (721/900) 9/100 [=====>...........................................................] Step: 310ms | Tot: 2s710ms | Loss: 0.594 | Acc: 80.200% (802/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s19ms | Loss: 0.594 | Acc: 80.545% (886/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s328ms | Loss: 0.588 | Acc: 80.667% (968/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s628ms | Loss: 0.589 | Acc: 80.615% (1048/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s934ms | Loss: 0.586 | Acc: 80.857% (1132/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s239ms | Loss: 0.583 | Acc: 80.800% (1212/1500) 15/100 [=========>.......................................................] Step: 310ms | Tot: 4s549ms | Loss: 0.582 | Acc: 80.438% (1287/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s855ms | Loss: 0.583 | Acc: 80.471% (1368/1700) 17/100 [===========>.....................................................] Step: 317ms | Tot: 5s173ms | Loss: 0.583 | Acc: 80.333% (1446/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s474ms | Loss: 0.589 | Acc: 80.316% (1526/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s782ms | Loss: 0.596 | Acc: 80.150% (1603/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s88ms | Loss: 0.592 | Acc: 80.048% (1681/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s394ms | Loss: 0.597 | Acc: 79.682% (1753/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s700ms | Loss: 0.604 | Acc: 79.391% (1826/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 7s | Loss: 0.604 | Acc: 79.542% (1909/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s314ms | Loss: 0.609 | Acc: 79.360% (1984/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s614ms | Loss: 0.615 | Acc: 79.269% (2061/2600) 26/100 [================>................................................] Step: 302ms | Tot: 7s916ms | Loss: 0.610 | Acc: 79.259% (2140/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s227ms | Loss: 0.609 | Acc: 79.321% (2221/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s528ms | Loss: 0.608 | Acc: 79.483% (2305/2900) 29/100 [==================>..............................................] Step: 299ms | Tot: 8s828ms | Loss: 0.605 | Acc: 79.533% (2386/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s138ms | Loss: 0.603 | Acc: 79.613% (2468/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s447ms | Loss: 0.606 | Acc: 79.531% (2545/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s753ms | Loss: 0.606 | Acc: 79.545% (2625/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s59ms | Loss: 0.606 | Acc: 79.441% (2701/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s367ms | Loss: 0.610 | Acc: 79.343% (2777/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s675ms | Loss: 0.606 | Acc: 79.556% (2864/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 10s984ms | Loss: 0.606 | Acc: 79.649% (2947/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s293ms | Loss: 0.607 | Acc: 79.474% (3020/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s601ms | Loss: 0.605 | Acc: 79.590% (3104/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 11s906ms | Loss: 0.604 | Acc: 79.600% (3184/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s209ms | Loss: 0.603 | Acc: 79.707% (3268/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s516ms | Loss: 0.600 | Acc: 79.929% (3357/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s818ms | Loss: 0.595 | Acc: 80.116% (3445/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s131ms | Loss: 0.594 | Acc: 80.159% (3527/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s438ms | Loss: 0.593 | Acc: 80.156% (3607/4500) 45/100 [=============================>...................................] Step: 313ms | Tot: 13s751ms | Loss: 0.594 | Acc: 80.087% (3684/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 14s50ms | Loss: 0.592 | Acc: 80.170% (3768/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s361ms | Loss: 0.594 | Acc: 80.125% (3846/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s671ms | Loss: 0.588 | Acc: 80.306% (3935/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 14s976ms | Loss: 0.593 | Acc: 80.100% (4005/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s285ms | Loss: 0.593 | Acc: 80.078% (4084/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s590ms | Loss: 0.594 | Acc: 80.077% (4164/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 15s890ms | Loss: 0.593 | Acc: 80.094% (4245/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s202ms | Loss: 0.592 | Acc: 80.167% (4329/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s515ms | Loss: 0.592 | Acc: 80.127% (4407/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s825ms | Loss: 0.593 | Acc: 80.179% (4490/5600) 56/100 [====================================>............................] Step: 314ms | Tot: 17s139ms | Loss: 0.595 | Acc: 80.105% (4566/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s448ms | Loss: 0.591 | Acc: 80.121% (4647/5800) 58/100 [=====================================>...........................] Step: 310ms | Tot: 17s759ms | Loss: 0.592 | Acc: 79.983% (4719/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s66ms | Loss: 0.594 | Acc: 79.933% (4796/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s376ms | Loss: 0.596 | Acc: 79.869% (4872/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s687ms | Loss: 0.595 | Acc: 79.952% (4957/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s992ms | Loss: 0.595 | Acc: 80.016% (5041/6300) 63/100 [========================================>........................] Step: 312ms | Tot: 19s304ms | Loss: 0.593 | Acc: 80.094% (5126/6400) 64/100 [=========================================>.......................] Step: 318ms | Tot: 19s623ms | Loss: 0.595 | Acc: 80.046% (5203/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s926ms | Loss: 0.595 | Acc: 80.091% (5286/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s238ms | Loss: 0.593 | Acc: 80.119% (5368/6700) 67/100 [===========================================>.....................] Step: 314ms | Tot: 20s552ms | Loss: 0.593 | Acc: 80.103% (5447/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s854ms | Loss: 0.595 | Acc: 80.014% (5521/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s162ms | Loss: 0.596 | Acc: 79.929% (5595/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s469ms | Loss: 0.594 | Acc: 79.958% (5677/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s776ms | Loss: 0.594 | Acc: 79.931% (5755/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 22s85ms | Loss: 0.593 | Acc: 79.959% (5837/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s391ms | Loss: 0.591 | Acc: 79.986% (5919/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s692ms | Loss: 0.594 | Acc: 79.907% (5993/7500) 75/100 [================================================>................] Step: 309ms | Tot: 23s2ms | Loss: 0.591 | Acc: 79.961% (6077/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s315ms | Loss: 0.592 | Acc: 79.909% (6153/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s627ms | Loss: 0.592 | Acc: 79.949% (6236/7800) 78/100 [==================================================>..............] Step: 312ms | Tot: 23s939ms | Loss: 0.591 | Acc: 79.911% (6313/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s250ms | Loss: 0.591 | Acc: 79.938% (6395/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s556ms | Loss: 0.590 | Acc: 79.963% (6477/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s868ms | Loss: 0.591 | Acc: 79.951% (6556/8200) 82/100 [=====================================================>...........] Step: 339ms | Tot: 25s207ms | Loss: 0.590 | Acc: 79.928% (6634/8300) 83/100 [=====================================================>...........] Step: 316ms | Tot: 25s524ms | Loss: 0.589 | Acc: 80.000% (6720/8400) 84/100 [======================================================>..........] Step: 320ms | Tot: 25s845ms | Loss: 0.590 | Acc: 79.918% (6793/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s154ms | Loss: 0.592 | Acc: 79.907% (6872/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 26s455ms | Loss: 0.591 | Acc: 79.920% (6953/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 26s768ms | Loss: 0.592 | Acc: 79.966% (7037/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s80ms | Loss: 0.591 | Acc: 79.978% (7118/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s393ms | Loss: 0.591 | Acc: 80.000% (7200/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s704ms | Loss: 0.591 | Acc: 79.978% (7278/9100) 91/100 [===========================================================>.....] Step: 319ms | Tot: 28s24ms | Loss: 0.589 | Acc: 80.033% (7363/9200) 92/100 [===========================================================>.....] Step: 318ms | Tot: 28s342ms | Loss: 0.590 | Acc: 79.989% (7439/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s651ms | Loss: 0.591 | Acc: 79.957% (7516/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s956ms | Loss: 0.591 | Acc: 79.926% (7593/9500) 95/100 [=============================================================>...] Step: 314ms | Tot: 29s270ms | Loss: 0.591 | Acc: 79.969% (7677/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 29s580ms | Loss: 0.590 | Acc: 80.010% (7761/9700) 97/100 [===============================================================>.] Step: 316ms | Tot: 29s897ms | Loss: 0.591 | Acc: 79.939% (7834/9800) 98/100 [===============================================================>.] Step: 314ms | Tot: 30s212ms | Loss: 0.591 | Acc: 79.929% (7913/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s517ms | Loss: 0.590 | Acc: 79.920% (7992/10000) 100/100 + +Epoch: 39 + [>................................................................] Step: 625ms | Tot: 2ms | Loss: 0.495 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 398ms | Tot: 401ms | Loss: 0.418 | Acc: 86.719% (222/256) 2/391 [>................................................................] Step: 394ms | Tot: 795ms | Loss: 0.427 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 392ms | Tot: 1s187ms | Loss: 0.393 | Acc: 87.305% (447/512) 4/391 [>................................................................] Step: 396ms | Tot: 1s584ms | Loss: 0.387 | Acc: 86.719% (555/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s955ms | Loss: 0.415 | Acc: 86.328% (663/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s326ms | Loss: 0.423 | Acc: 85.491% (766/896) 7/391 [=>...............................................................] Step: 371ms | Tot: 2s698ms | Loss: 0.422 | Acc: 85.938% (880/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 3s75ms | Loss: 0.423 | Acc: 85.851% (989/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s443ms | Loss: 0.420 | Acc: 85.703% (1097/1280) 10/391 [=>...............................................................] Step: 374ms | Tot: 3s818ms | Loss: 0.414 | Acc: 85.795% (1208/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s187ms | Loss: 0.416 | Acc: 85.807% (1318/1536) 12/391 [=>...............................................................] Step: 375ms | Tot: 4s562ms | Loss: 0.413 | Acc: 85.757% (1427/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s929ms | Loss: 0.412 | Acc: 85.882% (1539/1792) 14/391 [==>..............................................................] Step: 368ms | Tot: 5s297ms | Loss: 0.411 | Acc: 85.938% (1650/1920) 15/391 [==>..............................................................] Step: 373ms | Tot: 5s670ms | Loss: 0.423 | Acc: 85.596% (1753/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 6s39ms | Loss: 0.418 | Acc: 85.662% (1864/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s405ms | Loss: 0.414 | Acc: 85.764% (1976/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s777ms | Loss: 0.419 | Acc: 85.526% (2080/2432) 19/391 [===>.............................................................] Step: 373ms | Tot: 7s150ms | Loss: 0.429 | Acc: 85.039% (2177/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s518ms | Loss: 0.436 | Acc: 84.896% (2282/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s881ms | Loss: 0.434 | Acc: 84.908% (2391/2816) 22/391 [===>.............................................................] Step: 373ms | Tot: 8s254ms | Loss: 0.432 | Acc: 85.088% (2505/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s625ms | Loss: 0.433 | Acc: 84.961% (2610/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s990ms | Loss: 0.436 | Acc: 84.906% (2717/3200) 25/391 [====>............................................................] Step: 368ms | Tot: 9s359ms | Loss: 0.438 | Acc: 84.916% (2826/3328) 26/391 [====>............................................................] Step: 372ms | Tot: 9s731ms | Loss: 0.439 | Acc: 84.925% (2935/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 10s99ms | Loss: 0.444 | Acc: 84.710% (3036/3584) 28/391 [====>............................................................] Step: 376ms | Tot: 10s475ms | Loss: 0.441 | Acc: 84.833% (3149/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s847ms | Loss: 0.438 | Acc: 84.974% (3263/3840) 30/391 [====>............................................................] Step: 375ms | Tot: 11s222ms | Loss: 0.442 | Acc: 84.904% (3369/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s590ms | Loss: 0.439 | Acc: 85.083% (3485/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s963ms | Loss: 0.437 | Acc: 85.180% (3598/4224) 33/391 [=====>...........................................................] Step: 371ms | Tot: 12s334ms | Loss: 0.438 | Acc: 85.179% (3707/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s698ms | Loss: 0.437 | Acc: 85.179% (3816/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 13s64ms | Loss: 0.439 | Acc: 85.135% (3923/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s432ms | Loss: 0.442 | Acc: 85.072% (4029/4736) 37/391 [======>..........................................................] Step: 385ms | Tot: 13s817ms | Loss: 0.441 | Acc: 85.156% (4142/4864) 38/391 [======>..........................................................] Step: 366ms | Tot: 14s183ms | Loss: 0.441 | Acc: 85.196% (4253/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 14s551ms | Loss: 0.442 | Acc: 85.098% (4357/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s917ms | Loss: 0.439 | Acc: 85.156% (4469/5248) 41/391 [======>..........................................................] Step: 366ms | Tot: 15s283ms | Loss: 0.439 | Acc: 85.156% (4578/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s649ms | Loss: 0.440 | Acc: 85.211% (4690/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 16s17ms | Loss: 0.442 | Acc: 85.192% (4798/5632) 44/391 [=======>.........................................................] Step: 372ms | Tot: 16s390ms | Loss: 0.439 | Acc: 85.260% (4911/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s751ms | Loss: 0.439 | Acc: 85.343% (5025/5888) 46/391 [=======>.........................................................] Step: 377ms | Tot: 17s128ms | Loss: 0.440 | Acc: 85.223% (5127/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 17s498ms | Loss: 0.438 | Acc: 85.221% (5236/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s857ms | Loss: 0.439 | Acc: 85.220% (5345/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 18s226ms | Loss: 0.436 | Acc: 85.328% (5461/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s590ms | Loss: 0.437 | Acc: 85.248% (5565/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s955ms | Loss: 0.439 | Acc: 85.231% (5673/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s320ms | Loss: 0.439 | Acc: 85.245% (5783/6784) 53/391 [========>........................................................] Step: 371ms | Tot: 19s691ms | Loss: 0.439 | Acc: 85.243% (5892/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 20s55ms | Loss: 0.437 | Acc: 85.284% (6004/7040) 55/391 [=========>.......................................................] Step: 373ms | Tot: 20s428ms | Loss: 0.436 | Acc: 85.310% (6115/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 20s797ms | Loss: 0.437 | Acc: 85.280% (6222/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 21s161ms | Loss: 0.437 | Acc: 85.264% (6330/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s529ms | Loss: 0.438 | Acc: 85.209% (6435/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s896ms | Loss: 0.439 | Acc: 85.195% (6543/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s262ms | Loss: 0.441 | Acc: 85.105% (6645/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s629ms | Loss: 0.442 | Acc: 84.992% (6745/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s993ms | Loss: 0.444 | Acc: 84.945% (6850/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s360ms | Loss: 0.443 | Acc: 84.985% (6962/8192) 64/391 [==========>......................................................] Step: 374ms | Tot: 23s735ms | Loss: 0.444 | Acc: 84.904% (7064/8320) 65/391 [==========>......................................................] Step: 374ms | Tot: 24s109ms | Loss: 0.443 | Acc: 84.931% (7175/8448) 66/391 [==========>......................................................] Step: 387ms | Tot: 24s497ms | Loss: 0.443 | Acc: 84.911% (7282/8576) 67/391 [===========>.....................................................] Step: 371ms | Tot: 24s868ms | Loss: 0.444 | Acc: 84.892% (7389/8704) 68/391 [===========>.....................................................] Step: 379ms | Tot: 25s248ms | Loss: 0.444 | Acc: 84.873% (7496/8832) 69/391 [===========>.....................................................] Step: 373ms | Tot: 25s621ms | Loss: 0.446 | Acc: 84.833% (7601/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s989ms | Loss: 0.444 | Acc: 84.870% (7713/9088) 71/391 [===========>.....................................................] Step: 373ms | Tot: 26s363ms | Loss: 0.446 | Acc: 84.755% (7811/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s733ms | Loss: 0.446 | Acc: 84.707% (7915/9344) 73/391 [============>....................................................] Step: 381ms | Tot: 27s114ms | Loss: 0.445 | Acc: 84.723% (8025/9472) 74/391 [============>....................................................] Step: 372ms | Tot: 27s487ms | Loss: 0.445 | Acc: 84.729% (8134/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s846ms | Loss: 0.446 | Acc: 84.694% (8239/9728) 76/391 [============>....................................................] Step: 374ms | Tot: 28s221ms | Loss: 0.446 | Acc: 84.679% (8346/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s582ms | Loss: 0.447 | Acc: 84.615% (8448/9984) 78/391 [============>....................................................] Step: 371ms | Tot: 28s953ms | Loss: 0.447 | Acc: 84.602% (8555/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 29s321ms | Loss: 0.446 | Acc: 84.658% (8669/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s689ms | Loss: 0.447 | Acc: 84.578% (8769/10368) 81/391 [=============>...................................................] Step: 373ms | Tot: 30s63ms | Loss: 0.448 | Acc: 84.537% (8873/10496) 82/391 [=============>...................................................] Step: 367ms | Tot: 30s431ms | Loss: 0.448 | Acc: 84.554% (8983/10624) 83/391 [=============>...................................................] Step: 375ms | Tot: 30s806ms | Loss: 0.448 | Acc: 84.542% (9090/10752) 84/391 [=============>...................................................] Step: 384ms | Tot: 31s190ms | Loss: 0.449 | Acc: 84.504% (9194/10880) 85/391 [==============>..................................................] Step: 369ms | Tot: 31s560ms | Loss: 0.450 | Acc: 84.420% (9293/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 31s931ms | Loss: 0.449 | Acc: 84.501% (9410/11136) 87/391 [==============>..................................................] Step: 380ms | Tot: 32s312ms | Loss: 0.448 | Acc: 84.499% (9518/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s680ms | Loss: 0.449 | Acc: 84.498% (9626/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 33s52ms | Loss: 0.449 | Acc: 84.488% (9733/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 33s419ms | Loss: 0.449 | Acc: 84.521% (9845/11648) 91/391 [===============>.................................................] Step: 369ms | Tot: 33s789ms | Loss: 0.449 | Acc: 84.502% (9951/11776) 92/391 [===============>.................................................] Step: 389ms | Tot: 34s178ms | Loss: 0.447 | Acc: 84.568% (10067/11904) 93/391 [===============>.................................................] Step: 370ms | Tot: 34s549ms | Loss: 0.447 | Acc: 84.591% (10178/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 34s907ms | Loss: 0.447 | Acc: 84.572% (10284/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 35s274ms | Loss: 0.446 | Acc: 84.627% (10399/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 35s636ms | Loss: 0.445 | Acc: 84.633% (10508/12416) 97/391 [================>................................................] Step: 376ms | Tot: 36s12ms | Loss: 0.446 | Acc: 84.606% (10613/12544) 98/391 [================>................................................] Step: 360ms | Tot: 36s373ms | Loss: 0.447 | Acc: 84.588% (10719/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s738ms | Loss: 0.446 | Acc: 84.625% (10832/12800) 100/391 [================>................................................] Step: 366ms | Tot: 37s104ms | Loss: 0.446 | Acc: 84.623% (10940/12928) 101/391 [================>................................................] Step: 378ms | Tot: 37s483ms | Loss: 0.446 | Acc: 84.651% (11052/13056) 102/391 [================>................................................] Step: 415ms | Tot: 37s898ms | Loss: 0.445 | Acc: 84.656% (11161/13184) 103/391 [=================>...............................................] Step: 376ms | Tot: 38s275ms | Loss: 0.447 | Acc: 84.563% (11257/13312) 104/391 [=================>...............................................] Step: 376ms | Tot: 38s651ms | Loss: 0.448 | Acc: 84.554% (11364/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 39s15ms | Loss: 0.448 | Acc: 84.552% (11472/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 39s377ms | Loss: 0.448 | Acc: 84.565% (11582/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s741ms | Loss: 0.449 | Acc: 84.556% (11689/13824) 108/391 [=================>...............................................] Step: 372ms | Tot: 40s114ms | Loss: 0.449 | Acc: 84.554% (11797/13952) 109/391 [==================>..............................................] Step: 382ms | Tot: 40s496ms | Loss: 0.449 | Acc: 84.545% (11904/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 40s860ms | Loss: 0.451 | Acc: 84.509% (12007/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 41s229ms | Loss: 0.450 | Acc: 84.494% (12113/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 41s596ms | Loss: 0.451 | Acc: 84.499% (12222/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s961ms | Loss: 0.450 | Acc: 84.512% (12332/14592) 114/391 [==================>..............................................] Step: 377ms | Tot: 42s338ms | Loss: 0.450 | Acc: 84.524% (12442/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 42s701ms | Loss: 0.450 | Acc: 84.537% (12552/14848) 116/391 [===================>.............................................] Step: 372ms | Tot: 43s73ms | Loss: 0.450 | Acc: 84.522% (12658/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 43s439ms | Loss: 0.450 | Acc: 84.527% (12767/15104) 118/391 [===================>.............................................] Step: 371ms | Tot: 43s811ms | Loss: 0.450 | Acc: 84.513% (12873/15232) 119/391 [===================>.............................................] Step: 377ms | Tot: 44s189ms | Loss: 0.449 | Acc: 84.538% (12985/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 44s554ms | Loss: 0.450 | Acc: 84.517% (13090/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s920ms | Loss: 0.449 | Acc: 84.548% (13203/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 45s288ms | Loss: 0.448 | Acc: 84.604% (13320/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 45s658ms | Loss: 0.447 | Acc: 84.659% (13437/15872) 124/391 [====================>............................................] Step: 370ms | Tot: 46s28ms | Loss: 0.448 | Acc: 84.662% (13546/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 46s389ms | Loss: 0.448 | Acc: 84.617% (13647/16128) 126/391 [====================>............................................] Step: 362ms | Tot: 46s751ms | Loss: 0.448 | Acc: 84.621% (13756/16256) 127/391 [=====================>...........................................] Step: 372ms | Tot: 47s123ms | Loss: 0.448 | Acc: 84.644% (13868/16384) 128/391 [=====================>...........................................] Step: 372ms | Tot: 47s496ms | Loss: 0.447 | Acc: 84.672% (13981/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s861ms | Loss: 0.447 | Acc: 84.681% (14091/16640) 130/391 [=====================>...........................................] Step: 372ms | Tot: 48s233ms | Loss: 0.447 | Acc: 84.673% (14198/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 48s607ms | Loss: 0.446 | Acc: 84.683% (14308/16896) 132/391 [=====================>...........................................] Step: 374ms | Tot: 48s982ms | Loss: 0.446 | Acc: 84.704% (14420/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 49s346ms | Loss: 0.445 | Acc: 84.701% (14528/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 49s710ms | Loss: 0.447 | Acc: 84.659% (14629/17280) 135/391 [======================>..........................................] Step: 372ms | Tot: 50s83ms | Loss: 0.447 | Acc: 84.674% (14740/17408) 136/391 [======================>..........................................] Step: 367ms | Tot: 50s451ms | Loss: 0.447 | Acc: 84.654% (14845/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 50s817ms | Loss: 0.446 | Acc: 84.692% (14960/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 51s186ms | Loss: 0.447 | Acc: 84.679% (15066/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s549ms | Loss: 0.447 | Acc: 84.648% (15169/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 51s919ms | Loss: 0.447 | Acc: 84.674% (15282/18048) 141/391 [=======================>.........................................] Step: 375ms | Tot: 52s294ms | Loss: 0.448 | Acc: 84.639% (15384/18176) 142/391 [=======================>.........................................] Step: 371ms | Tot: 52s666ms | Loss: 0.448 | Acc: 84.626% (15490/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 53s33ms | Loss: 0.449 | Acc: 84.608% (15595/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 53s398ms | Loss: 0.449 | Acc: 84.591% (15700/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 53s768ms | Loss: 0.449 | Acc: 84.605% (15811/18688) 146/391 [========================>........................................] Step: 373ms | Tot: 54s141ms | Loss: 0.448 | Acc: 84.630% (15924/18816) 147/391 [========================>........................................] Step: 375ms | Tot: 54s517ms | Loss: 0.448 | Acc: 84.634% (16033/18944) 148/391 [========================>........................................] Step: 374ms | Tot: 54s891ms | Loss: 0.447 | Acc: 84.642% (16143/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 55s259ms | Loss: 0.447 | Acc: 84.646% (16252/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 55s627ms | Loss: 0.447 | Acc: 84.649% (16361/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 55s990ms | Loss: 0.448 | Acc: 84.627% (16465/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 56s361ms | Loss: 0.448 | Acc: 84.641% (16576/19584) 153/391 [=========================>.......................................] Step: 381ms | Tot: 56s743ms | Loss: 0.447 | Acc: 84.654% (16687/19712) 154/391 [=========================>.......................................] Step: 378ms | Tot: 57s121ms | Loss: 0.448 | Acc: 84.622% (16789/19840) 155/391 [=========================>.......................................] Step: 370ms | Tot: 57s491ms | Loss: 0.447 | Acc: 84.650% (16903/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s855ms | Loss: 0.447 | Acc: 84.674% (17016/20096) 157/391 [==========================>......................................] Step: 372ms | Tot: 58s227ms | Loss: 0.446 | Acc: 84.687% (17127/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 58s593ms | Loss: 0.447 | Acc: 84.645% (17227/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 58s967ms | Loss: 0.447 | Acc: 84.639% (17334/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 59s338ms | Loss: 0.448 | Acc: 84.632% (17441/20608) 161/391 [==========================>......................................] Step: 371ms | Tot: 59s709ms | Loss: 0.447 | Acc: 84.674% (17558/20736) 162/391 [==========================>......................................] Step: 382ms | Tot: 1m91ms | Loss: 0.448 | Acc: 84.653% (17662/20864) 163/391 [===========================>.....................................] Step: 374ms | Tot: 1m465ms | Loss: 0.448 | Acc: 84.647% (17769/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 1m830ms | Loss: 0.449 | Acc: 84.616% (17871/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.449 | Acc: 84.624% (17981/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.449 | Acc: 84.646% (18094/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.448 | Acc: 84.649% (18203/21504) 168/391 [===========================>.....................................] Step: 372ms | Tot: 1m2s | Loss: 0.448 | Acc: 84.652% (18312/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.449 | Acc: 84.642% (18418/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.599% (18517/21888) 171/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.598% (18625/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.596% (18733/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m4s | Loss: 0.451 | Acc: 84.577% (18837/22272) 174/391 [============================>....................................] Step: 369ms | Tot: 1m4s | Loss: 0.450 | Acc: 84.594% (18949/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.452 | Acc: 84.544% (19046/22528) 176/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.525% (19150/22656) 177/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.533% (19260/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.453 | Acc: 84.488% (19358/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m6s | Loss: 0.453 | Acc: 84.475% (19463/23040) 180/391 [=============================>...................................] Step: 377ms | Tot: 1m6s | Loss: 0.453 | Acc: 84.470% (19570/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.453 | Acc: 84.491% (19683/23296) 182/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.453 | Acc: 84.486% (19790/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.453 | Acc: 84.460% (19892/23552) 184/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.453 | Acc: 84.451% (19998/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m8s | Loss: 0.453 | Acc: 84.446% (20105/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.453 | Acc: 84.442% (20212/23936) 187/391 [===============================>.................................] Step: 377ms | Tot: 1m9s | Loss: 0.453 | Acc: 84.425% (20316/24064) 188/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.453 | Acc: 84.425% (20424/24192) 189/391 [===============================>.................................] Step: 379ms | Tot: 1m10s | Loss: 0.453 | Acc: 84.433% (20534/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.453 | Acc: 84.428% (20641/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.452 | Acc: 84.452% (20755/24576) 192/391 [===============================>.................................] Step: 368ms | Tot: 1m11s | Loss: 0.453 | Acc: 84.432% (20858/24704) 193/391 [================================>................................] Step: 379ms | Tot: 1m11s | Loss: 0.453 | Acc: 84.423% (20964/24832) 194/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.452 | Acc: 84.443% (21077/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.452 | Acc: 84.443% (21185/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.453 | Acc: 84.415% (21286/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.452 | Acc: 84.414% (21394/25344) 198/391 [================================>................................] Step: 376ms | Tot: 1m13s | Loss: 0.453 | Acc: 84.387% (21495/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.454 | Acc: 84.371% (21599/25600) 200/391 [=================================>...............................] Step: 375ms | Tot: 1m14s | Loss: 0.454 | Acc: 84.387% (21711/25728) 201/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.454 | Acc: 84.398% (21822/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.454 | Acc: 84.387% (21927/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.454 | Acc: 84.398% (22038/26112) 204/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.454 | Acc: 84.390% (22144/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.454 | Acc: 84.390% (22252/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.454 | Acc: 84.379% (22357/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.453 | Acc: 84.394% (22469/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.453 | Acc: 84.386% (22575/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m17s | Loss: 0.453 | Acc: 84.386% (22683/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.454 | Acc: 84.353% (22782/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.454 | Acc: 84.342% (22887/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.453 | Acc: 84.371% (23003/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.454 | Acc: 84.346% (23104/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.454 | Acc: 84.350% (23213/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m19s | Loss: 0.455 | Acc: 84.339% (23318/27648) 216/391 [===================================>.............................] Step: 370ms | Tot: 1m19s | Loss: 0.455 | Acc: 84.321% (23421/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.455 | Acc: 84.314% (23527/27904) 218/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.456 | Acc: 84.293% (23629/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.456 | Acc: 84.272% (23731/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.457 | Acc: 84.234% (23828/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.457 | Acc: 84.234% (23936/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m22s | Loss: 0.457 | Acc: 84.231% (24043/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.456 | Acc: 84.235% (24152/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.456 | Acc: 84.233% (24259/28800) 225/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.457 | Acc: 84.226% (24365/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.457 | Acc: 84.230% (24474/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.458 | Acc: 84.190% (24570/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m24s | Loss: 0.458 | Acc: 84.194% (24679/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.458 | Acc: 84.192% (24786/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.458 | Acc: 84.206% (24898/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.458 | Acc: 84.210% (25007/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.458 | Acc: 84.201% (25112/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m26s | Loss: 0.458 | Acc: 84.198% (25219/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.458 | Acc: 84.195% (25326/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.458 | Acc: 84.176% (25428/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.458 | Acc: 84.184% (25538/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.155% (25637/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.140% (25740/30592) 239/391 [=======================================>.........................] Step: 355ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.141% (25848/30720) 240/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.148% (25958/30848) 241/391 [========================================>........................] Step: 375ms | Tot: 1m29s | Loss: 0.459 | Acc: 84.159% (26069/30976) 242/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.458 | Acc: 84.169% (26180/31104) 243/391 [========================================>........................] Step: 378ms | Tot: 1m29s | Loss: 0.459 | Acc: 84.164% (26286/31232) 244/391 [========================================>........................] Step: 374ms | Tot: 1m30s | Loss: 0.459 | Acc: 84.158% (26392/31360) 245/391 [========================================>........................] Step: 381ms | Tot: 1m30s | Loss: 0.459 | Acc: 84.175% (26505/31488) 246/391 [========================================>........................] Step: 372ms | Tot: 1m30s | Loss: 0.459 | Acc: 84.192% (26618/31616) 247/391 [=========================================>.......................] Step: 377ms | Tot: 1m31s | Loss: 0.458 | Acc: 84.202% (26729/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.459 | Acc: 84.180% (26830/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.459 | Acc: 84.184% (26939/32000) 250/391 [=========================================>.......................] Step: 369ms | Tot: 1m32s | Loss: 0.458 | Acc: 84.182% (27046/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m32s | Loss: 0.458 | Acc: 84.211% (27163/32256) 252/391 [=========================================>.......................] Step: 380ms | Tot: 1m33s | Loss: 0.458 | Acc: 84.193% (27265/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.458 | Acc: 84.172% (27366/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.458 | Acc: 84.182% (27477/32640) 255/391 [==========================================>......................] Step: 374ms | Tot: 1m34s | Loss: 0.458 | Acc: 84.186% (27586/32768) 256/391 [==========================================>......................] Step: 353ms | Tot: 1m34s | Loss: 0.458 | Acc: 84.211% (27702/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m35s | Loss: 0.458 | Acc: 84.236% (27818/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m35s | Loss: 0.458 | Acc: 84.248% (27930/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.457 | Acc: 84.258% (28041/33280) 260/391 [===========================================>.....................] Step: 372ms | Tot: 1m36s | Loss: 0.457 | Acc: 84.255% (28148/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.458 | Acc: 84.217% (28243/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.458 | Acc: 84.206% (28347/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m37s | Loss: 0.458 | Acc: 84.206% (28455/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m37s | Loss: 0.458 | Acc: 84.219% (28567/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.457 | Acc: 84.225% (28677/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.457 | Acc: 84.240% (28790/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.457 | Acc: 84.238% (28897/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.457 | Acc: 84.241% (29006/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m39s | Loss: 0.456 | Acc: 84.251% (29117/34560) 270/391 [============================================>....................] Step: 375ms | Tot: 1m39s | Loss: 0.457 | Acc: 84.234% (29219/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.456 | Acc: 84.254% (29334/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.456 | Acc: 84.269% (29447/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.456 | Acc: 84.261% (29552/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.457 | Acc: 84.256% (29658/35200) 275/391 [=============================================>...................] Step: 368ms | Tot: 1m41s | Loss: 0.457 | Acc: 84.256% (29766/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m41s | Loss: 0.457 | Acc: 84.248% (29871/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.457 | Acc: 84.254% (29981/35584) 278/391 [==============================================>..................] Step: 375ms | Tot: 1m42s | Loss: 0.456 | Acc: 84.252% (30088/35712) 279/391 [==============================================>..................] Step: 375ms | Tot: 1m43s | Loss: 0.456 | Acc: 84.255% (30197/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.457 | Acc: 84.258% (30306/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m43s | Loss: 0.457 | Acc: 84.248% (30410/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m44s | Loss: 0.457 | Acc: 84.248% (30518/36224) 283/391 [===============================================>.................] Step: 383ms | Tot: 1m44s | Loss: 0.457 | Acc: 84.243% (30624/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.457 | Acc: 84.241% (30731/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.457 | Acc: 84.233% (30836/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.457 | Acc: 84.223% (30940/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.458 | Acc: 84.207% (31042/36864) 288/391 [===============================================>.................] Step: 373ms | Tot: 1m46s | Loss: 0.458 | Acc: 84.205% (31149/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.458 | Acc: 84.216% (31261/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.458 | Acc: 84.200% (31363/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.458 | Acc: 84.206% (31473/37376) 292/391 [================================================>................] Step: 379ms | Tot: 1m47s | Loss: 0.459 | Acc: 84.183% (31572/37504) 293/391 [================================================>................] Step: 379ms | Tot: 1m48s | Loss: 0.459 | Acc: 84.170% (31675/37632) 294/391 [================================================>................] Step: 385ms | Tot: 1m48s | Loss: 0.459 | Acc: 84.163% (31780/37760) 295/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.459 | Acc: 84.159% (31886/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.459 | Acc: 84.167% (31997/38016) 297/391 [=================================================>...............] Step: 376ms | Tot: 1m49s | Loss: 0.459 | Acc: 84.191% (32114/38144) 298/391 [=================================================>...............] Step: 374ms | Tot: 1m50s | Loss: 0.459 | Acc: 84.192% (32222/38272) 299/391 [=================================================>...............] Step: 375ms | Tot: 1m50s | Loss: 0.459 | Acc: 84.201% (32333/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m50s | Loss: 0.459 | Acc: 84.201% (32441/38528) 301/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.215% (32554/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.459 | Acc: 84.205% (32658/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.459 | Acc: 84.187% (32759/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.459 | Acc: 84.168% (32859/39040) 305/391 [==================================================>..............] Step: 377ms | Tot: 1m52s | Loss: 0.459 | Acc: 84.166% (32966/39168) 306/391 [==================================================>..............] Step: 378ms | Tot: 1m53s | Loss: 0.460 | Acc: 84.156% (33070/39296) 307/391 [===================================================>.............] Step: 379ms | Tot: 1m53s | Loss: 0.460 | Acc: 84.157% (33178/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.460 | Acc: 84.153% (33284/39552) 309/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.460 | Acc: 84.166% (33397/39680) 310/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.459 | Acc: 84.161% (33503/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.460 | Acc: 84.165% (33612/39936) 312/391 [===================================================>.............] Step: 388ms | Tot: 1m55s | Loss: 0.460 | Acc: 84.163% (33719/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.460 | Acc: 84.154% (33823/40192) 314/391 [====================================================>............] Step: 374ms | Tot: 1m56s | Loss: 0.460 | Acc: 84.149% (33929/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.460 | Acc: 84.155% (34039/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.460 | Acc: 84.156% (34147/40576) 317/391 [====================================================>............] Step: 374ms | Tot: 1m57s | Loss: 0.460 | Acc: 84.156% (34255/40704) 318/391 [====================================================>............] Step: 374ms | Tot: 1m57s | Loss: 0.460 | Acc: 84.150% (34360/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.460 | Acc: 84.155% (34470/40960) 320/391 [=====================================================>...........] Step: 386ms | Tot: 1m58s | Loss: 0.460 | Acc: 84.151% (34576/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.460 | Acc: 84.154% (34685/41216) 322/391 [=====================================================>...........] Step: 370ms | Tot: 1m59s | Loss: 0.460 | Acc: 84.160% (34795/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 1m59s | Loss: 0.460 | Acc: 84.151% (34899/41472) 324/391 [=====================================================>...........] Step: 375ms | Tot: 1m59s | Loss: 0.460 | Acc: 84.149% (35006/41600) 325/391 [======================================================>..........] Step: 372ms | Tot: 2m144ms | Loss: 0.460 | Acc: 84.167% (35121/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 2m508ms | Loss: 0.460 | Acc: 84.162% (35227/41856) 327/391 [======================================================>..........] Step: 362ms | Tot: 2m871ms | Loss: 0.459 | Acc: 84.184% (35344/41984) 328/391 [======================================================>..........] Step: 387ms | Tot: 2m1s | Loss: 0.460 | Acc: 84.168% (35445/42112) 329/391 [======================================================>..........] Step: 391ms | Tot: 2m1s | Loss: 0.460 | Acc: 84.167% (35552/42240) 330/391 [======================================================>..........] Step: 383ms | Tot: 2m2s | Loss: 0.460 | Acc: 84.160% (35657/42368) 331/391 [=======================================================>.........] Step: 379ms | Tot: 2m2s | Loss: 0.460 | Acc: 84.163% (35766/42496) 332/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.460 | Acc: 84.152% (35869/42624) 333/391 [=======================================================>.........] Step: 392ms | Tot: 2m3s | Loss: 0.460 | Acc: 84.167% (35983/42752) 334/391 [=======================================================>.........] Step: 389ms | Tot: 2m3s | Loss: 0.460 | Acc: 84.163% (36089/42880) 335/391 [=======================================================>.........] Step: 389ms | Tot: 2m3s | Loss: 0.460 | Acc: 84.159% (36195/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m4s | Loss: 0.461 | Acc: 84.141% (36295/43136) 337/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.461 | Acc: 84.130% (36398/43264) 338/391 [========================================================>........] Step: 373ms | Tot: 2m5s | Loss: 0.461 | Acc: 84.121% (36502/43392) 339/391 [========================================================>........] Step: 371ms | Tot: 2m5s | Loss: 0.461 | Acc: 84.129% (36613/43520) 340/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.461 | Acc: 84.130% (36721/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m6s | Loss: 0.461 | Acc: 84.124% (36826/43776) 342/391 [========================================================>........] Step: 374ms | Tot: 2m6s | Loss: 0.462 | Acc: 84.118% (36931/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.462 | Acc: 84.107% (37034/44032) 344/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.463 | Acc: 84.092% (37135/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.463 | Acc: 84.081% (37238/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m8s | Loss: 0.463 | Acc: 84.073% (37342/44416) 347/391 [=========================================================>.......] Step: 374ms | Tot: 2m8s | Loss: 0.463 | Acc: 84.065% (37446/44544) 348/391 [=========================================================>.......] Step: 372ms | Tot: 2m8s | Loss: 0.464 | Acc: 84.064% (37553/44672) 349/391 [==========================================================>......] Step: 376ms | Tot: 2m9s | Loss: 0.464 | Acc: 84.056% (37657/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.464 | Acc: 84.041% (37758/44928) 351/391 [==========================================================>......] Step: 373ms | Tot: 2m9s | Loss: 0.464 | Acc: 84.040% (37865/45056) 352/391 [==========================================================>......] Step: 370ms | Tot: 2m10s | Loss: 0.464 | Acc: 84.039% (37972/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m10s | Loss: 0.465 | Acc: 84.015% (38069/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m10s | Loss: 0.465 | Acc: 84.016% (38177/45440) 355/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.465 | Acc: 84.011% (38282/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.465 | Acc: 84.007% (38388/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.465 | Acc: 84.000% (38492/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m12s | Loss: 0.465 | Acc: 84.001% (38600/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m12s | Loss: 0.465 | Acc: 83.991% (38703/46080) 360/391 [===========================================================>.....] Step: 390ms | Tot: 2m13s | Loss: 0.465 | Acc: 83.990% (38810/46208) 361/391 [============================================================>....] Step: 377ms | Tot: 2m13s | Loss: 0.465 | Acc: 84.004% (38924/46336) 362/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.465 | Acc: 84.003% (39031/46464) 363/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.465 | Acc: 83.993% (39134/46592) 364/391 [============================================================>....] Step: 375ms | Tot: 2m14s | Loss: 0.465 | Acc: 84.000% (39245/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m15s | Loss: 0.465 | Acc: 84.006% (39355/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m15s | Loss: 0.465 | Acc: 84.002% (39461/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.465 | Acc: 84.008% (39571/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.465 | Acc: 84.015% (39682/47232) 369/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.465 | Acc: 84.016% (39790/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m16s | Loss: 0.465 | Acc: 84.019% (39899/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m17s | Loss: 0.465 | Acc: 84.022% (40008/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m17s | Loss: 0.465 | Acc: 84.025% (40117/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.464 | Acc: 84.028% (40226/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.464 | Acc: 84.025% (40332/48000) 375/391 [==============================================================>..] Step: 353ms | Tot: 2m18s | Loss: 0.465 | Acc: 83.997% (40426/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m19s | Loss: 0.465 | Acc: 83.990% (40530/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m19s | Loss: 0.465 | Acc: 83.986% (40636/48384) 378/391 [==============================================================>..] Step: 381ms | Tot: 2m19s | Loss: 0.466 | Acc: 83.983% (40742/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.466 | Acc: 83.976% (40846/48640) 380/391 [===============================================================>.] Step: 356ms | Tot: 2m20s | Loss: 0.465 | Acc: 83.975% (40953/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.465 | Acc: 83.982% (41064/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m21s | Loss: 0.465 | Acc: 83.989% (41175/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m21s | Loss: 0.464 | Acc: 84.013% (41294/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m22s | Loss: 0.464 | Acc: 84.022% (41406/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.464 | Acc: 84.019% (41512/49408) 386/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.464 | Acc: 84.030% (41625/49536) 387/391 [================================================================>] Step: 380ms | Tot: 2m23s | Loss: 0.464 | Acc: 84.033% (41734/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m23s | Loss: 0.464 | Acc: 84.032% (41841/49792) 389/391 [================================================================>] Step: 351ms | Tot: 2m23s | Loss: 0.464 | Acc: 84.036% (41951/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m24s | Loss: 0.465 | Acc: 84.034% (42017/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 2ms | Loss: 0.554 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 308ms | Tot: 311ms | Loss: 0.563 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 607ms | Loss: 0.529 | Acc: 84.000% (252/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 904ms | Loss: 0.517 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 286ms | Tot: 1s191ms | Loss: 0.532 | Acc: 82.800% (414/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s494ms | Loss: 0.505 | Acc: 83.333% (500/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s788ms | Loss: 0.494 | Acc: 83.143% (582/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s83ms | Loss: 0.502 | Acc: 82.875% (663/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s388ms | Loss: 0.513 | Acc: 82.667% (744/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s690ms | Loss: 0.517 | Acc: 82.500% (825/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s989ms | Loss: 0.524 | Acc: 82.273% (905/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s294ms | Loss: 0.517 | Acc: 82.333% (988/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s592ms | Loss: 0.517 | Acc: 81.923% (1065/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s893ms | Loss: 0.514 | Acc: 82.000% (1148/1400) 14/100 [=========>.......................................................] Step: 296ms | Tot: 4s189ms | Loss: 0.508 | Acc: 82.333% (1235/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s497ms | Loss: 0.516 | Acc: 82.062% (1313/1600) 16/100 [==========>......................................................] Step: 297ms | Tot: 4s795ms | Loss: 0.516 | Acc: 82.235% (1398/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s96ms | Loss: 0.517 | Acc: 82.167% (1479/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s398ms | Loss: 0.520 | Acc: 82.000% (1558/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s701ms | Loss: 0.529 | Acc: 81.800% (1636/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s8ms | Loss: 0.528 | Acc: 81.905% (1720/2100) 21/100 [=============>...................................................] Step: 313ms | Tot: 6s322ms | Loss: 0.529 | Acc: 81.864% (1801/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s631ms | Loss: 0.531 | Acc: 81.783% (1881/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 6s943ms | Loss: 0.537 | Acc: 81.750% (1962/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s254ms | Loss: 0.543 | Acc: 81.800% (2045/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s563ms | Loss: 0.548 | Acc: 81.654% (2123/2600) 26/100 [================>................................................] Step: 322ms | Tot: 7s885ms | Loss: 0.546 | Acc: 81.630% (2204/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s193ms | Loss: 0.544 | Acc: 81.500% (2282/2800) 28/100 [==================>..............................................] Step: 316ms | Tot: 8s510ms | Loss: 0.543 | Acc: 81.621% (2367/2900) 29/100 [==================>..............................................] Step: 317ms | Tot: 8s827ms | Loss: 0.539 | Acc: 81.800% (2454/3000) 30/100 [===================>.............................................] Step: 319ms | Tot: 9s146ms | Loss: 0.537 | Acc: 82.000% (2542/3100) 31/100 [====================>............................................] Step: 318ms | Tot: 9s465ms | Loss: 0.535 | Acc: 82.094% (2627/3200) 32/100 [====================>............................................] Step: 313ms | Tot: 9s779ms | Loss: 0.535 | Acc: 82.242% (2714/3300) 33/100 [=====================>...........................................] Step: 317ms | Tot: 10s97ms | Loss: 0.533 | Acc: 82.265% (2797/3400) 34/100 [======================>..........................................] Step: 312ms | Tot: 10s409ms | Loss: 0.535 | Acc: 82.286% (2880/3500) 35/100 [======================>..........................................] Step: 316ms | Tot: 10s726ms | Loss: 0.537 | Acc: 82.222% (2960/3600) 36/100 [=======================>.........................................] Step: 318ms | Tot: 11s45ms | Loss: 0.536 | Acc: 82.243% (3043/3700) 37/100 [========================>........................................] Step: 321ms | Tot: 11s366ms | Loss: 0.536 | Acc: 82.158% (3122/3800) 38/100 [========================>........................................] Step: 319ms | Tot: 11s685ms | Loss: 0.533 | Acc: 82.256% (3208/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s994ms | Loss: 0.532 | Acc: 82.175% (3287/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s303ms | Loss: 0.532 | Acc: 82.268% (3373/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s610ms | Loss: 0.532 | Acc: 82.262% (3455/4200) 42/100 [===========================>.....................................] Step: 318ms | Tot: 12s929ms | Loss: 0.527 | Acc: 82.419% (3544/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s241ms | Loss: 0.526 | Acc: 82.455% (3628/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s555ms | Loss: 0.523 | Acc: 82.533% (3714/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s864ms | Loss: 0.523 | Acc: 82.543% (3797/4600) 46/100 [=============================>...................................] Step: 316ms | Tot: 14s180ms | Loss: 0.525 | Acc: 82.468% (3876/4700) 47/100 [==============================>..................................] Step: 308ms | Tot: 14s489ms | Loss: 0.529 | Acc: 82.396% (3955/4800) 48/100 [===============================>.................................] Step: 311ms | Tot: 14s801ms | Loss: 0.523 | Acc: 82.551% (4045/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s111ms | Loss: 0.528 | Acc: 82.480% (4124/5000) 50/100 [================================>................................] Step: 315ms | Tot: 15s426ms | Loss: 0.528 | Acc: 82.529% (4209/5100) 51/100 [=================================>...............................] Step: 312ms | Tot: 15s739ms | Loss: 0.529 | Acc: 82.481% (4289/5200) 52/100 [=================================>...............................] Step: 317ms | Tot: 16s56ms | Loss: 0.527 | Acc: 82.453% (4370/5300) 53/100 [==================================>..............................] Step: 318ms | Tot: 16s374ms | Loss: 0.525 | Acc: 82.463% (4453/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s684ms | Loss: 0.528 | Acc: 82.345% (4529/5500) 55/100 [===================================>.............................] Step: 315ms | Tot: 16s999ms | Loss: 0.529 | Acc: 82.339% (4611/5600) 56/100 [====================================>............................] Step: 315ms | Tot: 17s314ms | Loss: 0.531 | Acc: 82.228% (4687/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s621ms | Loss: 0.529 | Acc: 82.310% (4774/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s931ms | Loss: 0.532 | Acc: 82.136% (4846/5900) 59/100 [======================================>..........................] Step: 317ms | Tot: 18s248ms | Loss: 0.534 | Acc: 82.083% (4925/6000) 60/100 [=======================================>.........................] Step: 319ms | Tot: 18s567ms | Loss: 0.534 | Acc: 82.000% (5002/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s878ms | Loss: 0.534 | Acc: 81.968% (5082/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s185ms | Loss: 0.533 | Acc: 82.016% (5167/6300) 63/100 [========================================>........................] Step: 322ms | Tot: 19s507ms | Loss: 0.531 | Acc: 82.078% (5253/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s811ms | Loss: 0.532 | Acc: 82.077% (5335/6500) 65/100 [==========================================>......................] Step: 321ms | Tot: 20s133ms | Loss: 0.534 | Acc: 82.000% (5412/6600) 66/100 [==========================================>......................] Step: 317ms | Tot: 20s450ms | Loss: 0.532 | Acc: 82.060% (5498/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s754ms | Loss: 0.531 | Acc: 82.044% (5579/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 21s57ms | Loss: 0.530 | Acc: 82.072% (5663/6900) 69/100 [============================================>....................] Step: 316ms | Tot: 21s374ms | Loss: 0.534 | Acc: 81.943% (5736/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s684ms | Loss: 0.534 | Acc: 81.958% (5819/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s996ms | Loss: 0.535 | Acc: 81.903% (5897/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s307ms | Loss: 0.533 | Acc: 82.000% (5986/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s615ms | Loss: 0.531 | Acc: 82.095% (6075/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s927ms | Loss: 0.533 | Acc: 82.053% (6154/7500) 75/100 [================================================>................] Step: 300ms | Tot: 23s227ms | Loss: 0.531 | Acc: 82.132% (6242/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s539ms | Loss: 0.531 | Acc: 82.143% (6325/7700) 77/100 [==================================================>..............] Step: 312ms | Tot: 23s851ms | Loss: 0.532 | Acc: 82.115% (6405/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s162ms | Loss: 0.530 | Acc: 82.152% (6490/7900) 79/100 [===================================================>.............] Step: 321ms | Tot: 24s484ms | Loss: 0.530 | Acc: 82.125% (6570/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s793ms | Loss: 0.528 | Acc: 82.160% (6655/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 25s99ms | Loss: 0.526 | Acc: 82.220% (6742/8200) 82/100 [=====================================================>...........] Step: 317ms | Tot: 25s416ms | Loss: 0.526 | Acc: 82.229% (6825/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s727ms | Loss: 0.525 | Acc: 82.214% (6906/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 26s38ms | Loss: 0.526 | Acc: 82.188% (6986/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s345ms | Loss: 0.527 | Acc: 82.151% (7065/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 26s658ms | Loss: 0.527 | Acc: 82.161% (7148/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s964ms | Loss: 0.526 | Acc: 82.193% (7233/8800) 88/100 [=========================================================>.......] Step: 316ms | Tot: 27s280ms | Loss: 0.525 | Acc: 82.202% (7316/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s586ms | Loss: 0.525 | Acc: 82.211% (7399/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s897ms | Loss: 0.524 | Acc: 82.198% (7480/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s206ms | Loss: 0.522 | Acc: 82.261% (7568/9200) 92/100 [===========================================================>.....] Step: 317ms | Tot: 28s524ms | Loss: 0.522 | Acc: 82.269% (7651/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s830ms | Loss: 0.522 | Acc: 82.287% (7735/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s138ms | Loss: 0.521 | Acc: 82.305% (7819/9500) 95/100 [=============================================================>...] Step: 316ms | Tot: 29s455ms | Loss: 0.520 | Acc: 82.333% (7904/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s760ms | Loss: 0.519 | Acc: 82.351% (7988/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 30s72ms | Loss: 0.520 | Acc: 82.316% (8067/9800) 98/100 [===============================================================>.] Step: 325ms | Tot: 30s397ms | Loss: 0.521 | Acc: 82.283% (8146/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s702ms | Loss: 0.521 | Acc: 82.260% (8226/10000) 100/100 +Saving.. + +Epoch: 40 + [>................................................................] Step: 725ms | Tot: 2ms | Loss: 0.393 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 392ms | Tot: 395ms | Loss: 0.456 | Acc: 81.641% (209/256) 2/391 [>................................................................] Step: 388ms | Tot: 784ms | Loss: 0.489 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 388ms | Tot: 1s172ms | Loss: 0.465 | Acc: 82.227% (421/512) 4/391 [>................................................................] Step: 384ms | Tot: 1s557ms | Loss: 0.469 | Acc: 82.188% (526/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s935ms | Loss: 0.472 | Acc: 81.510% (626/768) 6/391 [>................................................................] Step: 369ms | Tot: 2s305ms | Loss: 0.457 | Acc: 82.031% (735/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s675ms | Loss: 0.451 | Acc: 82.520% (845/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 3s50ms | Loss: 0.446 | Acc: 82.639% (952/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s418ms | Loss: 0.443 | Acc: 82.969% (1062/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s783ms | Loss: 0.460 | Acc: 82.670% (1164/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s145ms | Loss: 0.450 | Acc: 83.333% (1280/1536) 12/391 [=>...............................................................] Step: 382ms | Tot: 4s528ms | Loss: 0.441 | Acc: 83.774% (1394/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s894ms | Loss: 0.456 | Acc: 83.371% (1494/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s261ms | Loss: 0.449 | Acc: 83.698% (1607/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s626ms | Loss: 0.444 | Acc: 83.740% (1715/2048) 16/391 [==>..............................................................] Step: 371ms | Tot: 5s998ms | Loss: 0.450 | Acc: 83.502% (1817/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s367ms | Loss: 0.450 | Acc: 83.507% (1924/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s729ms | Loss: 0.446 | Acc: 83.799% (2038/2432) 19/391 [===>.............................................................] Step: 369ms | Tot: 7s98ms | Loss: 0.438 | Acc: 84.141% (2154/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s459ms | Loss: 0.448 | Acc: 84.003% (2258/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s822ms | Loss: 0.449 | Acc: 83.984% (2365/2816) 22/391 [===>.............................................................] Step: 380ms | Tot: 8s203ms | Loss: 0.452 | Acc: 83.865% (2469/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s569ms | Loss: 0.451 | Acc: 83.919% (2578/3072) 24/391 [===>.............................................................] Step: 375ms | Tot: 8s944ms | Loss: 0.453 | Acc: 83.844% (2683/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s311ms | Loss: 0.456 | Acc: 83.804% (2789/3328) 26/391 [====>............................................................] Step: 372ms | Tot: 9s683ms | Loss: 0.456 | Acc: 83.796% (2896/3456) 27/391 [====>............................................................] Step: 378ms | Tot: 10s62ms | Loss: 0.452 | Acc: 83.984% (3010/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s433ms | Loss: 0.456 | Acc: 83.782% (3110/3712) 29/391 [====>............................................................] Step: 379ms | Tot: 10s813ms | Loss: 0.456 | Acc: 83.828% (3219/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s177ms | Loss: 0.454 | Acc: 83.947% (3331/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s545ms | Loss: 0.455 | Acc: 83.911% (3437/4096) 32/391 [=====>...........................................................] Step: 375ms | Tot: 11s920ms | Loss: 0.459 | Acc: 83.783% (3539/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s289ms | Loss: 0.456 | Acc: 83.869% (3650/4352) 34/391 [=====>...........................................................] Step: 373ms | Tot: 12s663ms | Loss: 0.456 | Acc: 83.906% (3759/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 13s25ms | Loss: 0.459 | Acc: 83.789% (3861/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s384ms | Loss: 0.458 | Acc: 83.847% (3971/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s744ms | Loss: 0.464 | Acc: 83.635% (4068/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 14s109ms | Loss: 0.464 | Acc: 83.714% (4179/4992) 39/391 [======>..........................................................] Step: 372ms | Tot: 14s481ms | Loss: 0.464 | Acc: 83.652% (4283/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s843ms | Loss: 0.462 | Acc: 83.727% (4394/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s204ms | Loss: 0.461 | Acc: 83.650% (4497/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s573ms | Loss: 0.463 | Acc: 83.612% (4602/5504) 43/391 [=======>.........................................................] Step: 373ms | Tot: 15s947ms | Loss: 0.464 | Acc: 83.540% (4705/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s317ms | Loss: 0.465 | Acc: 83.594% (4815/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s682ms | Loss: 0.466 | Acc: 83.492% (4916/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 17s50ms | Loss: 0.462 | Acc: 83.660% (5033/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s423ms | Loss: 0.460 | Acc: 83.724% (5144/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s786ms | Loss: 0.461 | Acc: 83.737% (5252/6272) 49/391 [========>........................................................] Step: 373ms | Tot: 18s160ms | Loss: 0.459 | Acc: 83.750% (5360/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s527ms | Loss: 0.459 | Acc: 83.793% (5470/6528) 51/391 [========>........................................................] Step: 374ms | Tot: 18s902ms | Loss: 0.459 | Acc: 83.804% (5578/6656) 52/391 [========>........................................................] Step: 374ms | Tot: 19s276ms | Loss: 0.458 | Acc: 83.815% (5686/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s639ms | Loss: 0.461 | Acc: 83.695% (5785/6912) 54/391 [========>........................................................] Step: 371ms | Tot: 20s10ms | Loss: 0.459 | Acc: 83.750% (5896/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s373ms | Loss: 0.463 | Acc: 83.580% (5991/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 20s732ms | Loss: 0.461 | Acc: 83.649% (6103/7296) 57/391 [=========>.......................................................] Step: 367ms | Tot: 21s100ms | Loss: 0.461 | Acc: 83.661% (6211/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s462ms | Loss: 0.460 | Acc: 83.726% (6323/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s821ms | Loss: 0.459 | Acc: 83.763% (6433/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 22s193ms | Loss: 0.459 | Acc: 83.747% (6539/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s561ms | Loss: 0.460 | Acc: 83.758% (6647/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s929ms | Loss: 0.460 | Acc: 83.743% (6753/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s290ms | Loss: 0.462 | Acc: 83.704% (6857/8192) 64/391 [==========>......................................................] Step: 359ms | Tot: 23s649ms | Loss: 0.460 | Acc: 83.774% (6970/8320) 65/391 [==========>......................................................] Step: 371ms | Tot: 24s21ms | Loss: 0.460 | Acc: 83.736% (7074/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s379ms | Loss: 0.462 | Acc: 83.722% (7180/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s742ms | Loss: 0.460 | Acc: 83.812% (7295/8704) 68/391 [===========>.....................................................] Step: 372ms | Tot: 25s115ms | Loss: 0.457 | Acc: 83.877% (7408/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s478ms | Loss: 0.457 | Acc: 83.895% (7517/8960) 70/391 [===========>.....................................................] Step: 372ms | Tot: 25s851ms | Loss: 0.457 | Acc: 83.891% (7624/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 26s210ms | Loss: 0.456 | Acc: 83.941% (7736/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s576ms | Loss: 0.455 | Acc: 83.968% (7846/9344) 73/391 [============>....................................................] Step: 369ms | Tot: 26s945ms | Loss: 0.456 | Acc: 84.027% (7959/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s304ms | Loss: 0.455 | Acc: 84.042% (8068/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s670ms | Loss: 0.455 | Acc: 84.077% (8179/9728) 76/391 [============>....................................................] Step: 366ms | Tot: 28s36ms | Loss: 0.453 | Acc: 84.121% (8291/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s401ms | Loss: 0.452 | Acc: 84.135% (8400/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s767ms | Loss: 0.452 | Acc: 84.207% (8515/10112) 79/391 [=============>...................................................] Step: 376ms | Tot: 29s144ms | Loss: 0.451 | Acc: 84.209% (8623/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s512ms | Loss: 0.451 | Acc: 84.192% (8729/10368) 81/391 [=============>...................................................] Step: 386ms | Tot: 29s898ms | Loss: 0.450 | Acc: 84.261% (8844/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s265ms | Loss: 0.450 | Acc: 84.271% (8953/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s632ms | Loss: 0.448 | Acc: 84.338% (9068/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 31s3ms | Loss: 0.450 | Acc: 84.311% (9173/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s368ms | Loss: 0.450 | Acc: 84.275% (9277/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s732ms | Loss: 0.450 | Acc: 84.240% (9381/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 32s100ms | Loss: 0.451 | Acc: 84.206% (9485/11264) 88/391 [==============>..................................................] Step: 376ms | Tot: 32s476ms | Loss: 0.451 | Acc: 84.199% (9592/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s841ms | Loss: 0.450 | Acc: 84.184% (9698/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 33s207ms | Loss: 0.449 | Acc: 84.246% (9813/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s569ms | Loss: 0.448 | Acc: 84.265% (9923/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s935ms | Loss: 0.448 | Acc: 84.266% (10031/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s299ms | Loss: 0.447 | Acc: 84.309% (10144/12032) 94/391 [===============>.................................................] Step: 370ms | Tot: 34s669ms | Loss: 0.447 | Acc: 84.293% (10250/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 35s35ms | Loss: 0.446 | Acc: 84.334% (10363/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s400ms | Loss: 0.446 | Acc: 84.335% (10471/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s763ms | Loss: 0.446 | Acc: 84.359% (10582/12544) 98/391 [================>................................................] Step: 373ms | Tot: 36s137ms | Loss: 0.446 | Acc: 84.359% (10690/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s501ms | Loss: 0.444 | Acc: 84.398% (10803/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s866ms | Loss: 0.445 | Acc: 84.406% (10912/12928) 101/391 [================>................................................] Step: 365ms | Tot: 37s232ms | Loss: 0.445 | Acc: 84.444% (11025/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s602ms | Loss: 0.446 | Acc: 84.383% (11125/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s966ms | Loss: 0.447 | Acc: 84.383% (11233/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 38s338ms | Loss: 0.445 | Acc: 84.405% (11344/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s705ms | Loss: 0.444 | Acc: 84.441% (11457/13568) 106/391 [=================>...............................................] Step: 373ms | Tot: 39s78ms | Loss: 0.444 | Acc: 84.433% (11564/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s446ms | Loss: 0.444 | Acc: 84.469% (11677/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s811ms | Loss: 0.444 | Acc: 84.468% (11785/13952) 109/391 [==================>..............................................] Step: 368ms | Tot: 40s180ms | Loss: 0.444 | Acc: 84.489% (11896/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s545ms | Loss: 0.443 | Acc: 84.516% (12008/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s911ms | Loss: 0.443 | Acc: 84.521% (12117/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 41s281ms | Loss: 0.443 | Acc: 84.506% (12223/14464) 113/391 [==================>..............................................] Step: 377ms | Tot: 41s658ms | Loss: 0.443 | Acc: 84.512% (12332/14592) 114/391 [==================>..............................................] Step: 376ms | Tot: 42s35ms | Loss: 0.443 | Acc: 84.518% (12441/14720) 115/391 [===================>.............................................] Step: 375ms | Tot: 42s411ms | Loss: 0.443 | Acc: 84.483% (12544/14848) 116/391 [===================>.............................................] Step: 370ms | Tot: 42s781ms | Loss: 0.444 | Acc: 84.462% (12649/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 43s144ms | Loss: 0.444 | Acc: 84.468% (12758/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s512ms | Loss: 0.444 | Acc: 84.467% (12866/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s881ms | Loss: 0.443 | Acc: 84.505% (12980/15360) 120/391 [===================>.............................................] Step: 370ms | Tot: 44s251ms | Loss: 0.444 | Acc: 84.491% (13086/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s617ms | Loss: 0.444 | Acc: 84.490% (13194/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s983ms | Loss: 0.443 | Acc: 84.508% (13305/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 45s351ms | Loss: 0.443 | Acc: 84.514% (13414/15872) 124/391 [====================>............................................] Step: 378ms | Tot: 45s730ms | Loss: 0.443 | Acc: 84.537% (13526/16000) 125/391 [====================>............................................] Step: 375ms | Tot: 46s106ms | Loss: 0.443 | Acc: 84.499% (13628/16128) 126/391 [====================>............................................] Step: 371ms | Tot: 46s477ms | Loss: 0.443 | Acc: 84.523% (13740/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 46s844ms | Loss: 0.442 | Acc: 84.546% (13852/16384) 128/391 [=====================>...........................................] Step: 368ms | Tot: 47s213ms | Loss: 0.443 | Acc: 84.545% (13960/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s581ms | Loss: 0.442 | Acc: 84.579% (14074/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s948ms | Loss: 0.442 | Acc: 84.625% (14190/16768) 131/391 [=====================>...........................................] Step: 367ms | Tot: 48s316ms | Loss: 0.442 | Acc: 84.606% (14295/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s682ms | Loss: 0.442 | Acc: 84.592% (14401/17024) 133/391 [======================>..........................................] Step: 384ms | Tot: 49s66ms | Loss: 0.442 | Acc: 84.591% (14509/17152) 134/391 [======================>..........................................] Step: 372ms | Tot: 49s439ms | Loss: 0.442 | Acc: 84.606% (14620/17280) 135/391 [======================>..........................................] Step: 363ms | Tot: 49s802ms | Loss: 0.441 | Acc: 84.616% (14730/17408) 136/391 [======================>..........................................] Step: 374ms | Tot: 50s176ms | Loss: 0.441 | Acc: 84.660% (14846/17536) 137/391 [======================>..........................................] Step: 371ms | Tot: 50s548ms | Loss: 0.441 | Acc: 84.652% (14953/17664) 138/391 [======================>..........................................] Step: 379ms | Tot: 50s927ms | Loss: 0.441 | Acc: 84.639% (15059/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 51s292ms | Loss: 0.441 | Acc: 84.632% (15166/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s656ms | Loss: 0.441 | Acc: 84.613% (15271/18048) 141/391 [=======================>.........................................] Step: 379ms | Tot: 52s35ms | Loss: 0.441 | Acc: 84.601% (15377/18176) 142/391 [=======================>.........................................] Step: 370ms | Tot: 52s406ms | Loss: 0.441 | Acc: 84.594% (15484/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 52s772ms | Loss: 0.441 | Acc: 84.587% (15591/18432) 144/391 [=======================>.........................................] Step: 373ms | Tot: 53s146ms | Loss: 0.440 | Acc: 84.628% (15707/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 53s511ms | Loss: 0.440 | Acc: 84.653% (15820/18688) 146/391 [========================>........................................] Step: 372ms | Tot: 53s883ms | Loss: 0.440 | Acc: 84.657% (15929/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 54s249ms | Loss: 0.441 | Acc: 84.613% (16029/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 54s616ms | Loss: 0.442 | Acc: 84.590% (16133/19072) 149/391 [========================>........................................] Step: 374ms | Tot: 54s991ms | Loss: 0.441 | Acc: 84.599% (16243/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 55s358ms | Loss: 0.443 | Acc: 84.561% (16344/19328) 151/391 [=========================>.......................................] Step: 374ms | Tot: 55s732ms | Loss: 0.443 | Acc: 84.539% (16448/19456) 152/391 [=========================>.......................................] Step: 373ms | Tot: 56s105ms | Loss: 0.444 | Acc: 84.538% (16556/19584) 153/391 [=========================>.......................................] Step: 369ms | Tot: 56s474ms | Loss: 0.443 | Acc: 84.553% (16667/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 56s842ms | Loss: 0.443 | Acc: 84.551% (16775/19840) 155/391 [=========================>.......................................] Step: 364ms | Tot: 57s207ms | Loss: 0.443 | Acc: 84.565% (16886/19968) 156/391 [=========================>.......................................] Step: 372ms | Tot: 57s579ms | Loss: 0.443 | Acc: 84.549% (16991/20096) 157/391 [==========================>......................................] Step: 370ms | Tot: 57s950ms | Loss: 0.444 | Acc: 84.523% (17094/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 58s316ms | Loss: 0.444 | Acc: 84.532% (17204/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 58s681ms | Loss: 0.444 | Acc: 84.507% (17307/20480) 160/391 [==========================>......................................] Step: 373ms | Tot: 59s55ms | Loss: 0.445 | Acc: 84.491% (17412/20608) 161/391 [==========================>......................................] Step: 371ms | Tot: 59s427ms | Loss: 0.444 | Acc: 84.520% (17526/20736) 162/391 [==========================>......................................] Step: 374ms | Tot: 59s801ms | Loss: 0.444 | Acc: 84.538% (17638/20864) 163/391 [===========================>.....................................] Step: 380ms | Tot: 1m182ms | Loss: 0.444 | Acc: 84.523% (17743/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 1m549ms | Loss: 0.444 | Acc: 84.527% (17852/21120) 165/391 [===========================>.....................................] Step: 376ms | Tot: 1m925ms | Loss: 0.444 | Acc: 84.530% (17961/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.444 | Acc: 84.534% (18070/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.445 | Acc: 84.496% (18170/21504) 168/391 [===========================>.....................................] Step: 380ms | Tot: 1m2s | Loss: 0.445 | Acc: 84.509% (18281/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.445 | Acc: 84.476% (18382/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.446 | Acc: 84.462% (18487/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.446 | Acc: 84.430% (18588/22016) 172/391 [============================>....................................] Step: 373ms | Tot: 1m3s | Loss: 0.447 | Acc: 84.380% (18685/22144) 173/391 [============================>....................................] Step: 373ms | Tot: 1m3s | Loss: 0.448 | Acc: 84.330% (18782/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m4s | Loss: 0.447 | Acc: 84.353% (18895/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.447 | Acc: 84.357% (19004/22528) 176/391 [=============================>...................................] Step: 374ms | Tot: 1m4s | Loss: 0.448 | Acc: 84.340% (19108/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.448 | Acc: 84.327% (19213/22784) 178/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.448 | Acc: 84.310% (19317/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m6s | Loss: 0.448 | Acc: 84.336% (19431/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m6s | Loss: 0.448 | Acc: 84.345% (19541/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.447 | Acc: 84.371% (19655/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.449 | Acc: 84.332% (19754/23424) 183/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.449 | Acc: 84.303% (19855/23552) 184/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.449 | Acc: 84.286% (19959/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m8s | Loss: 0.450 | Acc: 84.278% (20065/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.450 | Acc: 84.266% (20170/23936) 187/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.238% (20271/24064) 188/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.226% (20376/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.211% (20480/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.451 | Acc: 84.199% (20585/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.451 | Acc: 84.204% (20694/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m10s | Loss: 0.450 | Acc: 84.241% (20811/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.450 | Acc: 84.250% (20921/24832) 194/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.451 | Acc: 84.215% (21020/24960) 195/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.452 | Acc: 84.192% (21122/25088) 196/391 [================================>................................] Step: 379ms | Tot: 1m12s | Loss: 0.452 | Acc: 84.197% (21231/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.452 | Acc: 84.170% (21332/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m13s | Loss: 0.452 | Acc: 84.179% (21442/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.452 | Acc: 84.172% (21548/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.453 | Acc: 84.153% (21651/25728) 201/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.453 | Acc: 84.127% (21752/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.454 | Acc: 84.067% (21844/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.454 | Acc: 84.072% (21953/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m15s | Loss: 0.454 | Acc: 84.093% (22066/26240) 205/391 [==================================>..............................] Step: 380ms | Tot: 1m15s | Loss: 0.455 | Acc: 84.068% (22167/26368) 206/391 [==================================>..............................] Step: 379ms | Tot: 1m16s | Loss: 0.456 | Acc: 84.020% (22262/26496) 207/391 [==================================>..............................] Step: 372ms | Tot: 1m16s | Loss: 0.456 | Acc: 84.041% (22375/26624) 208/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.456 | Acc: 84.042% (22483/26752) 209/391 [==================================>..............................] Step: 369ms | Tot: 1m17s | Loss: 0.455 | Acc: 84.059% (22595/26880) 210/391 [==================================>..............................] Step: 384ms | Tot: 1m17s | Loss: 0.456 | Acc: 84.027% (22694/27008) 211/391 [===================================>.............................] Step: 375ms | Tot: 1m17s | Loss: 0.456 | Acc: 84.018% (22799/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.457 | Acc: 83.986% (22898/27264) 213/391 [===================================>.............................] Step: 373ms | Tot: 1m18s | Loss: 0.457 | Acc: 83.984% (23005/27392) 214/391 [===================================>.............................] Step: 385ms | Tot: 1m19s | Loss: 0.457 | Acc: 83.993% (23115/27520) 215/391 [===================================>.............................] Step: 370ms | Tot: 1m19s | Loss: 0.457 | Acc: 83.988% (23221/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.457 | Acc: 83.990% (23329/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.457 | Acc: 83.966% (23430/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.457 | Acc: 83.979% (23541/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.457 | Acc: 83.995% (23653/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.457 | Acc: 84.000% (23762/28288) 221/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.457 | Acc: 83.977% (23863/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m22s | Loss: 0.457 | Acc: 83.976% (23970/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.457 | Acc: 83.974% (24077/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.458 | Acc: 83.972% (24184/28800) 225/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.458 | Acc: 83.957% (24287/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m23s | Loss: 0.458 | Acc: 83.959% (24395/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.458 | Acc: 83.967% (24505/29184) 228/391 [=====================================>...........................] Step: 373ms | Tot: 1m24s | Loss: 0.458 | Acc: 83.969% (24613/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.458 | Acc: 83.974% (24722/29440) 230/391 [======================================>..........................] Step: 374ms | Tot: 1m24s | Loss: 0.458 | Acc: 83.962% (24826/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.458 | Acc: 83.957% (24932/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.458 | Acc: 83.973% (25044/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m26s | Loss: 0.458 | Acc: 83.964% (25149/29952) 234/391 [======================================>..........................] Step: 371ms | Tot: 1m26s | Loss: 0.459 | Acc: 83.936% (25248/30080) 235/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.459 | Acc: 83.908% (25347/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.459 | Acc: 83.910% (25455/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.459 | Acc: 83.932% (25569/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.459 | Acc: 83.934% (25677/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m28s | Loss: 0.458 | Acc: 83.916% (25779/30720) 240/391 [=======================================>.........................] Step: 372ms | Tot: 1m28s | Loss: 0.459 | Acc: 83.898% (25881/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.459 | Acc: 83.904% (25990/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.458 | Acc: 83.912% (26100/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.458 | Acc: 83.908% (26206/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m30s | Loss: 0.459 | Acc: 83.909% (26314/31360) 245/391 [========================================>........................] Step: 380ms | Tot: 1m30s | Loss: 0.459 | Acc: 83.905% (26420/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.459 | Acc: 83.891% (26523/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.459 | Acc: 83.896% (26632/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.459 | Acc: 83.908% (26743/31872) 249/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.459 | Acc: 83.919% (26854/32000) 250/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.459 | Acc: 83.917% (26961/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m32s | Loss: 0.459 | Acc: 83.932% (27073/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m33s | Loss: 0.458 | Acc: 83.933% (27181/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.458 | Acc: 83.938% (27290/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.458 | Acc: 83.940% (27398/32640) 255/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.459 | Acc: 83.932% (27503/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.459 | Acc: 83.922% (27607/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.460 | Acc: 83.891% (27704/33024) 258/391 [==========================================>......................] Step: 389ms | Tot: 1m35s | Loss: 0.459 | Acc: 83.898% (27814/33152) 259/391 [===========================================>.....................] Step: 376ms | Tot: 1m35s | Loss: 0.459 | Acc: 83.897% (27921/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.460 | Acc: 83.899% (28029/33408) 261/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.460 | Acc: 83.883% (28131/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.460 | Acc: 83.900% (28244/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m37s | Loss: 0.460 | Acc: 83.890% (28348/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m37s | Loss: 0.460 | Acc: 83.894% (28457/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.459 | Acc: 83.899% (28566/34048) 266/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.459 | Acc: 83.895% (28672/34176) 267/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.460 | Acc: 83.897% (28780/34304) 268/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.459 | Acc: 83.907% (28891/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.460 | Acc: 83.912% (29000/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m39s | Loss: 0.459 | Acc: 83.931% (29114/34688) 271/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.459 | Acc: 83.930% (29221/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.459 | Acc: 83.931% (29329/34944) 273/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.459 | Acc: 83.924% (29434/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m41s | Loss: 0.459 | Acc: 83.918% (29539/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.459 | Acc: 83.928% (29650/35328) 276/391 [=============================================>...................] Step: 372ms | Tot: 1m41s | Loss: 0.459 | Acc: 83.929% (29758/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.459 | Acc: 83.931% (29866/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m42s | Loss: 0.459 | Acc: 83.921% (29970/35712) 279/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.459 | Acc: 83.917% (30076/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m43s | Loss: 0.459 | Acc: 83.911% (30181/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.459 | Acc: 83.935% (30297/36096) 282/391 [==============================================>..................] Step: 367ms | Tot: 1m44s | Loss: 0.458 | Acc: 83.944% (30408/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.458 | Acc: 83.938% (30513/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.459 | Acc: 83.925% (30616/36480) 285/391 [===============================================>.................] Step: 374ms | Tot: 1m45s | Loss: 0.459 | Acc: 83.930% (30725/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.458 | Acc: 83.953% (30841/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.458 | Acc: 83.957% (30950/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m46s | Loss: 0.458 | Acc: 83.948% (31054/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.458 | Acc: 83.949% (31162/37120) 290/391 [================================================>................] Step: 377ms | Tot: 1m47s | Loss: 0.458 | Acc: 83.945% (31268/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.458 | Acc: 83.955% (31379/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.458 | Acc: 83.956% (31487/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m48s | Loss: 0.458 | Acc: 83.942% (31589/37632) 294/391 [================================================>................] Step: 371ms | Tot: 1m48s | Loss: 0.458 | Acc: 83.954% (31701/37760) 295/391 [=================================================>...............] Step: 377ms | Tot: 1m48s | Loss: 0.458 | Acc: 83.953% (31808/37888) 296/391 [=================================================>...............] Step: 383ms | Tot: 1m49s | Loss: 0.458 | Acc: 83.959% (31918/38016) 297/391 [=================================================>...............] Step: 374ms | Tot: 1m49s | Loss: 0.457 | Acc: 83.982% (32034/38144) 298/391 [=================================================>...............] Step: 376ms | Tot: 1m50s | Loss: 0.457 | Acc: 83.983% (32142/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.457 | Acc: 83.990% (32252/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m50s | Loss: 0.457 | Acc: 83.991% (32360/38528) 301/391 [==================================================>..............] Step: 372ms | Tot: 1m51s | Loss: 0.457 | Acc: 83.992% (32468/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.457 | Acc: 83.986% (32573/38784) 303/391 [==================================================>..............] Step: 372ms | Tot: 1m51s | Loss: 0.457 | Acc: 83.982% (32679/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.457 | Acc: 83.983% (32787/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.457 | Acc: 83.987% (32896/39168) 306/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.457 | Acc: 83.993% (33006/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.457 | Acc: 83.997% (33115/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m53s | Loss: 0.458 | Acc: 83.986% (33218/39552) 309/391 [===================================================>.............] Step: 376ms | Tot: 1m54s | Loss: 0.458 | Acc: 83.992% (33328/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m54s | Loss: 0.457 | Acc: 84.013% (33444/39808) 311/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.458 | Acc: 83.994% (33544/39936) 312/391 [===================================================>.............] Step: 375ms | Tot: 1m55s | Loss: 0.458 | Acc: 83.983% (33647/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.458 | Acc: 83.977% (33752/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.458 | Acc: 83.968% (33856/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.458 | Acc: 83.957% (33959/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.458 | Acc: 83.968% (34071/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.458 | Acc: 83.965% (34177/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m57s | Loss: 0.459 | Acc: 83.959% (34282/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.459 | Acc: 83.940% (34382/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.459 | Acc: 83.932% (34486/41088) 321/391 [=====================================================>...........] Step: 375ms | Tot: 1m58s | Loss: 0.459 | Acc: 83.943% (34598/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.459 | Acc: 83.944% (34706/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.459 | Acc: 83.939% (34811/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.459 | Acc: 83.950% (34923/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.459 | Acc: 83.948% (35030/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 2m295ms | Loss: 0.459 | Acc: 83.950% (35138/41856) 327/391 [======================================================>..........] Step: 376ms | Tot: 2m671ms | Loss: 0.459 | Acc: 83.965% (35252/41984) 328/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.459 | Acc: 83.971% (35362/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 2m1s | Loss: 0.459 | Acc: 83.984% (35475/42240) 330/391 [======================================================>..........] Step: 374ms | Tot: 2m1s | Loss: 0.458 | Acc: 83.986% (35583/42368) 331/391 [=======================================================>.........] Step: 384ms | Tot: 2m2s | Loss: 0.458 | Acc: 83.984% (35690/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.459 | Acc: 83.969% (35791/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.459 | Acc: 83.975% (35901/42752) 334/391 [=======================================================>.........] Step: 370ms | Tot: 2m3s | Loss: 0.459 | Acc: 83.976% (36009/42880) 335/391 [=======================================================>.........] Step: 374ms | Tot: 2m3s | Loss: 0.459 | Acc: 83.968% (36113/43008) 336/391 [=======================================================>.........] Step: 376ms | Tot: 2m4s | Loss: 0.459 | Acc: 83.981% (36226/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.459 | Acc: 83.987% (36336/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.459 | Acc: 84.002% (36450/43392) 339/391 [========================================================>........] Step: 380ms | Tot: 2m5s | Loss: 0.459 | Acc: 84.007% (36560/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m5s | Loss: 0.459 | Acc: 83.983% (36657/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m5s | Loss: 0.459 | Acc: 83.978% (36762/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m6s | Loss: 0.459 | Acc: 83.967% (36865/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.459 | Acc: 83.973% (36975/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.460 | Acc: 83.954% (37074/44160) 345/391 [=========================================================>.......] Step: 377ms | Tot: 2m7s | Loss: 0.460 | Acc: 83.962% (37185/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.459 | Acc: 83.961% (37292/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m8s | Loss: 0.459 | Acc: 83.964% (37401/44544) 348/391 [=========================================================>.......] Step: 374ms | Tot: 2m8s | Loss: 0.459 | Acc: 83.956% (37505/44672) 349/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.460 | Acc: 83.938% (37604/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.460 | Acc: 83.948% (37716/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.459 | Acc: 83.960% (37829/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.460 | Acc: 83.957% (37935/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m10s | Loss: 0.460 | Acc: 83.940% (38035/45312) 354/391 [==========================================================>......] Step: 363ms | Tot: 2m10s | Loss: 0.460 | Acc: 83.933% (38139/45440) 355/391 [===========================================================>.....] Step: 374ms | Tot: 2m11s | Loss: 0.460 | Acc: 83.938% (38249/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.460 | Acc: 83.946% (38360/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.460 | Acc: 83.952% (38470/45824) 358/391 [===========================================================>.....] Step: 384ms | Tot: 2m12s | Loss: 0.460 | Acc: 83.953% (38578/45952) 359/391 [===========================================================>.....] Step: 375ms | Tot: 2m12s | Loss: 0.460 | Acc: 83.943% (38681/46080) 360/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.460 | Acc: 83.938% (38786/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.460 | Acc: 83.937% (38893/46336) 362/391 [============================================================>....] Step: 357ms | Tot: 2m13s | Loss: 0.460 | Acc: 83.936% (39000/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.460 | Acc: 83.924% (39102/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m14s | Loss: 0.460 | Acc: 83.919% (39207/46720) 365/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.460 | Acc: 83.933% (39321/46848) 366/391 [============================================================>....] Step: 380ms | Tot: 2m15s | Loss: 0.460 | Acc: 83.930% (39427/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.460 | Acc: 83.923% (39531/47104) 368/391 [=============================================================>...] Step: 375ms | Tot: 2m15s | Loss: 0.461 | Acc: 83.909% (39632/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.461 | Acc: 83.910% (39740/47360) 370/391 [=============================================================>...] Step: 374ms | Tot: 2m16s | Loss: 0.461 | Acc: 83.908% (39846/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m16s | Loss: 0.461 | Acc: 83.919% (39959/47616) 372/391 [=============================================================>...] Step: 371ms | Tot: 2m17s | Loss: 0.460 | Acc: 83.929% (40071/47744) 373/391 [==============================================================>..] Step: 376ms | Tot: 2m17s | Loss: 0.461 | Acc: 83.926% (40177/47872) 374/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.460 | Acc: 83.938% (40290/48000) 375/391 [==============================================================>..] Step: 372ms | Tot: 2m18s | Loss: 0.460 | Acc: 83.935% (40396/48128) 376/391 [==============================================================>..] Step: 372ms | Tot: 2m18s | Loss: 0.461 | Acc: 83.925% (40499/48256) 377/391 [==============================================================>..] Step: 378ms | Tot: 2m19s | Loss: 0.460 | Acc: 83.931% (40609/48384) 378/391 [==============================================================>..] Step: 394ms | Tot: 2m19s | Loss: 0.460 | Acc: 83.928% (40715/48512) 379/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.460 | Acc: 83.931% (40824/48640) 380/391 [===============================================================>.] Step: 375ms | Tot: 2m20s | Loss: 0.460 | Acc: 83.940% (40936/48768) 381/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.460 | Acc: 83.962% (41054/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m21s | Loss: 0.460 | Acc: 83.969% (41165/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m21s | Loss: 0.459 | Acc: 83.974% (41275/49152) 384/391 [===============================================================>.] Step: 385ms | Tot: 2m21s | Loss: 0.460 | Acc: 83.965% (41378/49280) 385/391 [================================================================>] Step: 381ms | Tot: 2m22s | Loss: 0.459 | Acc: 83.974% (41490/49408) 386/391 [================================================================>] Step: 366ms | Tot: 2m22s | Loss: 0.459 | Acc: 83.967% (41594/49536) 387/391 [================================================================>] Step: 370ms | Tot: 2m22s | Loss: 0.459 | Acc: 83.972% (41704/49664) 388/391 [================================================================>] Step: 366ms | Tot: 2m23s | Loss: 0.459 | Acc: 83.975% (41813/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m23s | Loss: 0.459 | Acc: 83.988% (41927/49920) 390/391 [================================================================>] Step: 352ms | Tot: 2m24s | Loss: 0.459 | Acc: 83.988% (41994/50000) 391/391 + [>................................................................] Step: 474ms | Tot: 2ms | Loss: 0.574 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 308ms | Tot: 310ms | Loss: 0.546 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 611ms | Loss: 0.509 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 906ms | Loss: 0.520 | Acc: 83.500% (334/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s206ms | Loss: 0.544 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s510ms | Loss: 0.505 | Acc: 83.167% (499/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s812ms | Loss: 0.517 | Acc: 82.857% (580/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s111ms | Loss: 0.542 | Acc: 82.000% (656/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s420ms | Loss: 0.560 | Acc: 81.889% (737/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s727ms | Loss: 0.549 | Acc: 82.400% (824/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s32ms | Loss: 0.561 | Acc: 81.909% (901/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s342ms | Loss: 0.567 | Acc: 82.083% (985/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s647ms | Loss: 0.555 | Acc: 81.923% (1065/1300) 13/100 [========>........................................................] Step: 314ms | Tot: 3s961ms | Loss: 0.552 | Acc: 82.143% (1150/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s265ms | Loss: 0.541 | Acc: 82.400% (1236/1500) 15/100 [=========>.......................................................] Step: 318ms | Tot: 4s584ms | Loss: 0.544 | Acc: 82.000% (1312/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s895ms | Loss: 0.544 | Acc: 82.059% (1395/1700) 17/100 [===========>.....................................................] Step: 308ms | Tot: 5s204ms | Loss: 0.539 | Acc: 82.278% (1481/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s516ms | Loss: 0.543 | Acc: 81.895% (1556/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s824ms | Loss: 0.561 | Acc: 81.550% (1631/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s134ms | Loss: 0.568 | Acc: 81.524% (1712/2100) 21/100 [=============>...................................................] Step: 336ms | Tot: 6s470ms | Loss: 0.561 | Acc: 81.773% (1799/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s785ms | Loss: 0.564 | Acc: 81.522% (1875/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s94ms | Loss: 0.559 | Acc: 81.667% (1960/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s408ms | Loss: 0.558 | Acc: 81.800% (2045/2500) 25/100 [================>................................................] Step: 314ms | Tot: 7s723ms | Loss: 0.563 | Acc: 81.538% (2120/2600) 26/100 [================>................................................] Step: 319ms | Tot: 8s42ms | Loss: 0.557 | Acc: 81.519% (2201/2700) 27/100 [=================>...............................................] Step: 320ms | Tot: 8s363ms | Loss: 0.563 | Acc: 81.357% (2278/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s670ms | Loss: 0.568 | Acc: 81.241% (2356/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s976ms | Loss: 0.562 | Acc: 81.500% (2445/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s288ms | Loss: 0.562 | Acc: 81.548% (2528/3100) 31/100 [====================>............................................] Step: 320ms | Tot: 9s609ms | Loss: 0.562 | Acc: 81.531% (2609/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s916ms | Loss: 0.564 | Acc: 81.394% (2686/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s229ms | Loss: 0.561 | Acc: 81.471% (2770/3400) 34/100 [======================>..........................................] Step: 322ms | Tot: 10s552ms | Loss: 0.562 | Acc: 81.400% (2849/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s861ms | Loss: 0.564 | Acc: 81.500% (2934/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 11s165ms | Loss: 0.567 | Acc: 81.432% (3013/3700) 37/100 [========================>........................................] Step: 317ms | Tot: 11s483ms | Loss: 0.566 | Acc: 81.500% (3097/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s786ms | Loss: 0.567 | Acc: 81.564% (3181/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 12s100ms | Loss: 0.566 | Acc: 81.700% (3268/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s415ms | Loss: 0.566 | Acc: 81.659% (3348/4100) 41/100 [==========================>......................................] Step: 312ms | Tot: 12s727ms | Loss: 0.568 | Acc: 81.690% (3431/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 13s37ms | Loss: 0.564 | Acc: 81.837% (3519/4300) 43/100 [===========================>.....................................] Step: 316ms | Tot: 13s354ms | Loss: 0.566 | Acc: 81.795% (3599/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s662ms | Loss: 0.566 | Acc: 81.911% (3686/4500) 45/100 [=============================>...................................] Step: 315ms | Tot: 13s978ms | Loss: 0.567 | Acc: 81.870% (3766/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s288ms | Loss: 0.566 | Acc: 81.830% (3846/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s604ms | Loss: 0.568 | Acc: 81.688% (3921/4800) 48/100 [===============================>.................................] Step: 312ms | Tot: 14s917ms | Loss: 0.565 | Acc: 81.735% (4005/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s227ms | Loss: 0.569 | Acc: 81.620% (4081/5000) 50/100 [================================>................................] Step: 318ms | Tot: 15s545ms | Loss: 0.567 | Acc: 81.667% (4165/5100) 51/100 [=================================>...............................] Step: 319ms | Tot: 15s864ms | Loss: 0.569 | Acc: 81.615% (4244/5200) 52/100 [=================================>...............................] Step: 308ms | Tot: 16s173ms | Loss: 0.567 | Acc: 81.698% (4330/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s488ms | Loss: 0.566 | Acc: 81.778% (4416/5400) 54/100 [===================================>.............................] Step: 316ms | Tot: 16s804ms | Loss: 0.568 | Acc: 81.782% (4498/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 17s115ms | Loss: 0.568 | Acc: 81.786% (4580/5600) 56/100 [====================================>............................] Step: 313ms | Tot: 17s428ms | Loss: 0.570 | Acc: 81.702% (4657/5700) 57/100 [=====================================>...........................] Step: 320ms | Tot: 17s749ms | Loss: 0.567 | Acc: 81.810% (4745/5800) 58/100 [=====================================>...........................] Step: 316ms | Tot: 18s65ms | Loss: 0.568 | Acc: 81.797% (4826/5900) 59/100 [======================================>..........................] Step: 313ms | Tot: 18s379ms | Loss: 0.570 | Acc: 81.767% (4906/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s683ms | Loss: 0.569 | Acc: 81.770% (4988/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s992ms | Loss: 0.570 | Acc: 81.710% (5066/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s304ms | Loss: 0.570 | Acc: 81.762% (5151/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s616ms | Loss: 0.568 | Acc: 81.844% (5238/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 19s923ms | Loss: 0.570 | Acc: 81.846% (5320/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 20s233ms | Loss: 0.573 | Acc: 81.727% (5394/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s546ms | Loss: 0.571 | Acc: 81.731% (5476/6700) 67/100 [===========================================>.....................] Step: 317ms | Tot: 20s864ms | Loss: 0.574 | Acc: 81.676% (5554/6800) 68/100 [============================================>....................] Step: 316ms | Tot: 21s180ms | Loss: 0.573 | Acc: 81.652% (5634/6900) 69/100 [============================================>....................] Step: 314ms | Tot: 21s494ms | Loss: 0.575 | Acc: 81.571% (5710/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s801ms | Loss: 0.576 | Acc: 81.549% (5790/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 22s116ms | Loss: 0.576 | Acc: 81.500% (5868/7200) 72/100 [==============================================>..................] Step: 321ms | Tot: 22s437ms | Loss: 0.574 | Acc: 81.562% (5954/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s754ms | Loss: 0.575 | Acc: 81.568% (6036/7400) 74/100 [================================================>................] Step: 308ms | Tot: 23s63ms | Loss: 0.577 | Acc: 81.467% (6110/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s370ms | Loss: 0.576 | Acc: 81.487% (6193/7600) 76/100 [=================================================>...............] Step: 320ms | Tot: 23s691ms | Loss: 0.576 | Acc: 81.481% (6274/7700) 77/100 [==================================================>..............] Step: 313ms | Tot: 24s4ms | Loss: 0.576 | Acc: 81.462% (6354/7800) 78/100 [==================================================>..............] Step: 317ms | Tot: 24s322ms | Loss: 0.576 | Acc: 81.506% (6439/7900) 79/100 [===================================================>.............] Step: 316ms | Tot: 24s638ms | Loss: 0.577 | Acc: 81.450% (6516/8000) 80/100 [====================================================>............] Step: 313ms | Tot: 24s951ms | Loss: 0.575 | Acc: 81.481% (6600/8100) 81/100 [====================================================>............] Step: 320ms | Tot: 25s272ms | Loss: 0.574 | Acc: 81.537% (6686/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s578ms | Loss: 0.576 | Acc: 81.446% (6760/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s888ms | Loss: 0.577 | Acc: 81.405% (6838/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 26s196ms | Loss: 0.580 | Acc: 81.294% (6910/8500) 85/100 [=======================================================>.........] Step: 316ms | Tot: 26s513ms | Loss: 0.582 | Acc: 81.221% (6985/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s823ms | Loss: 0.583 | Acc: 81.115% (7057/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 27s134ms | Loss: 0.584 | Acc: 81.125% (7139/8800) 88/100 [=========================================================>.......] Step: 314ms | Tot: 27s448ms | Loss: 0.584 | Acc: 81.124% (7220/8900) 89/100 [=========================================================>.......] Step: 316ms | Tot: 27s764ms | Loss: 0.586 | Acc: 81.078% (7297/9000) 90/100 [==========================================================>......] Step: 317ms | Tot: 28s82ms | Loss: 0.585 | Acc: 81.088% (7379/9100) 91/100 [===========================================================>.....] Step: 325ms | Tot: 28s407ms | Loss: 0.583 | Acc: 81.152% (7466/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s722ms | Loss: 0.584 | Acc: 81.065% (7539/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 29s32ms | Loss: 0.585 | Acc: 81.032% (7617/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 29s348ms | Loss: 0.585 | Acc: 81.053% (7700/9500) 95/100 [=============================================================>...] Step: 325ms | Tot: 29s673ms | Loss: 0.584 | Acc: 81.073% (7783/9600) 96/100 [==============================================================>..] Step: 329ms | Tot: 30s3ms | Loss: 0.583 | Acc: 81.113% (7868/9700) 97/100 [===============================================================>.] Step: 324ms | Tot: 30s327ms | Loss: 0.584 | Acc: 81.082% (7946/9800) 98/100 [===============================================================>.] Step: 322ms | Tot: 30s649ms | Loss: 0.585 | Acc: 81.061% (8025/9900) 99/100 [================================================================>] Step: 322ms | Tot: 30s972ms | Loss: 0.584 | Acc: 81.070% (8107/10000) 100/100 + +Epoch: 41 + [>................................................................] Step: 615ms | Tot: 2ms | Loss: 0.483 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 392ms | Tot: 394ms | Loss: 0.493 | Acc: 81.250% (208/256) 2/391 [>................................................................] Step: 397ms | Tot: 792ms | Loss: 0.468 | Acc: 83.073% (319/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s166ms | Loss: 0.460 | Acc: 84.180% (431/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s536ms | Loss: 0.456 | Acc: 84.219% (539/640) 5/391 [>................................................................] Step: 381ms | Tot: 1s918ms | Loss: 0.458 | Acc: 83.854% (644/768) 6/391 [>................................................................] Step: 377ms | Tot: 2s296ms | Loss: 0.470 | Acc: 83.482% (748/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s662ms | Loss: 0.478 | Acc: 83.594% (856/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 3s39ms | Loss: 0.479 | Acc: 83.507% (962/1152) 9/391 [=>...............................................................] Step: 359ms | Tot: 3s398ms | Loss: 0.483 | Acc: 83.672% (1071/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s766ms | Loss: 0.477 | Acc: 83.381% (1174/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s134ms | Loss: 0.469 | Acc: 83.594% (1284/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s505ms | Loss: 0.473 | Acc: 83.594% (1391/1664) 13/391 [==>..............................................................] Step: 383ms | Tot: 4s889ms | Loss: 0.479 | Acc: 83.259% (1492/1792) 14/391 [==>..............................................................] Step: 376ms | Tot: 5s266ms | Loss: 0.479 | Acc: 83.333% (1600/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s633ms | Loss: 0.470 | Acc: 83.838% (1717/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s998ms | Loss: 0.465 | Acc: 84.191% (1832/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s366ms | Loss: 0.469 | Acc: 84.028% (1936/2304) 18/391 [==>..............................................................] Step: 375ms | Tot: 6s742ms | Loss: 0.468 | Acc: 83.882% (2040/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 7s107ms | Loss: 0.466 | Acc: 83.906% (2148/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s473ms | Loss: 0.459 | Acc: 84.152% (2262/2688) 21/391 [===>.............................................................] Step: 371ms | Tot: 7s845ms | Loss: 0.455 | Acc: 84.268% (2373/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s215ms | Loss: 0.447 | Acc: 84.579% (2490/2944) 23/391 [===>.............................................................] Step: 378ms | Tot: 8s593ms | Loss: 0.451 | Acc: 84.408% (2593/3072) 24/391 [===>.............................................................] Step: 370ms | Tot: 8s964ms | Loss: 0.455 | Acc: 84.406% (2701/3200) 25/391 [====>............................................................] Step: 370ms | Tot: 9s334ms | Loss: 0.454 | Acc: 84.405% (2809/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s693ms | Loss: 0.455 | Acc: 84.433% (2918/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 10s62ms | Loss: 0.455 | Acc: 84.459% (3027/3584) 28/391 [====>............................................................] Step: 368ms | Tot: 10s430ms | Loss: 0.451 | Acc: 84.617% (3141/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s794ms | Loss: 0.451 | Acc: 84.635% (3250/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s158ms | Loss: 0.448 | Acc: 84.753% (3363/3968) 31/391 [=====>...........................................................] Step: 369ms | Tot: 11s527ms | Loss: 0.447 | Acc: 84.766% (3472/4096) 32/391 [=====>...........................................................] Step: 371ms | Tot: 11s899ms | Loss: 0.451 | Acc: 84.659% (3576/4224) 33/391 [=====>...........................................................] Step: 370ms | Tot: 12s269ms | Loss: 0.456 | Acc: 84.582% (3681/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s628ms | Loss: 0.452 | Acc: 84.643% (3792/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s996ms | Loss: 0.453 | Acc: 84.657% (3901/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s363ms | Loss: 0.452 | Acc: 84.671% (4010/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s725ms | Loss: 0.454 | Acc: 84.663% (4118/4864) 38/391 [======>..........................................................] Step: 374ms | Tot: 14s100ms | Loss: 0.455 | Acc: 84.615% (4224/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s467ms | Loss: 0.455 | Acc: 84.570% (4330/5120) 40/391 [======>..........................................................] Step: 378ms | Tot: 14s845ms | Loss: 0.458 | Acc: 84.432% (4431/5248) 41/391 [======>..........................................................] Step: 368ms | Tot: 15s213ms | Loss: 0.459 | Acc: 84.412% (4538/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s581ms | Loss: 0.459 | Acc: 84.484% (4650/5504) 43/391 [=======>.........................................................] Step: 373ms | Tot: 15s955ms | Loss: 0.460 | Acc: 84.464% (4757/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s316ms | Loss: 0.463 | Acc: 84.340% (4858/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s675ms | Loss: 0.461 | Acc: 84.409% (4970/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 17s35ms | Loss: 0.461 | Acc: 84.392% (5077/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s401ms | Loss: 0.458 | Acc: 84.456% (5189/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s764ms | Loss: 0.459 | Acc: 84.423% (5295/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 18s135ms | Loss: 0.460 | Acc: 84.391% (5401/6400) 50/391 [========>........................................................] Step: 371ms | Tot: 18s506ms | Loss: 0.460 | Acc: 84.375% (5508/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s869ms | Loss: 0.461 | Acc: 84.330% (5613/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s232ms | Loss: 0.460 | Acc: 84.287% (5718/6784) 53/391 [========>........................................................] Step: 369ms | Tot: 19s602ms | Loss: 0.457 | Acc: 84.375% (5832/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s969ms | Loss: 0.457 | Acc: 84.318% (5936/7040) 55/391 [=========>.......................................................] Step: 373ms | Tot: 20s343ms | Loss: 0.456 | Acc: 84.375% (6048/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s703ms | Loss: 0.456 | Acc: 84.416% (6159/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 21s73ms | Loss: 0.456 | Acc: 84.388% (6265/7424) 58/391 [=========>.......................................................] Step: 374ms | Tot: 21s448ms | Loss: 0.454 | Acc: 84.454% (6378/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s810ms | Loss: 0.458 | Acc: 84.323% (6476/7680) 60/391 [=========>.......................................................] Step: 379ms | Tot: 22s189ms | Loss: 0.457 | Acc: 84.337% (6585/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s556ms | Loss: 0.453 | Acc: 84.488% (6705/7936) 62/391 [==========>......................................................] Step: 373ms | Tot: 22s930ms | Loss: 0.452 | Acc: 84.549% (6818/8064) 63/391 [==========>......................................................] Step: 369ms | Tot: 23s299ms | Loss: 0.450 | Acc: 84.583% (6929/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s667ms | Loss: 0.450 | Acc: 84.531% (7033/8320) 65/391 [==========>......................................................] Step: 376ms | Tot: 24s44ms | Loss: 0.452 | Acc: 84.529% (7141/8448) 66/391 [==========>......................................................] Step: 384ms | Tot: 24s429ms | Loss: 0.451 | Acc: 84.538% (7250/8576) 67/391 [===========>.....................................................] Step: 377ms | Tot: 24s806ms | Loss: 0.449 | Acc: 84.616% (7365/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 25s169ms | Loss: 0.449 | Acc: 84.613% (7473/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s531ms | Loss: 0.449 | Acc: 84.598% (7580/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s895ms | Loss: 0.448 | Acc: 84.639% (7692/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 26s259ms | Loss: 0.447 | Acc: 84.701% (7806/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s629ms | Loss: 0.447 | Acc: 84.696% (7914/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s998ms | Loss: 0.446 | Acc: 84.702% (8023/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s356ms | Loss: 0.448 | Acc: 84.667% (8128/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s721ms | Loss: 0.446 | Acc: 84.735% (8243/9728) 76/391 [============>....................................................] Step: 377ms | Tot: 28s98ms | Loss: 0.446 | Acc: 84.791% (8357/9856) 77/391 [============>....................................................] Step: 377ms | Tot: 28s476ms | Loss: 0.445 | Acc: 84.836% (8470/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 28s846ms | Loss: 0.445 | Acc: 84.830% (8578/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 29s206ms | Loss: 0.445 | Acc: 84.775% (8681/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s570ms | Loss: 0.445 | Acc: 84.751% (8787/10368) 81/391 [=============>...................................................] Step: 374ms | Tot: 29s945ms | Loss: 0.445 | Acc: 84.766% (8897/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s312ms | Loss: 0.445 | Acc: 84.742% (9003/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s680ms | Loss: 0.445 | Acc: 84.756% (9113/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 31s47ms | Loss: 0.445 | Acc: 84.770% (9223/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 31s413ms | Loss: 0.445 | Acc: 84.729% (9327/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s783ms | Loss: 0.445 | Acc: 84.743% (9437/11136) 87/391 [==============>..................................................] Step: 375ms | Tot: 32s158ms | Loss: 0.444 | Acc: 84.739% (9545/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s522ms | Loss: 0.445 | Acc: 84.744% (9654/11392) 89/391 [==============>..................................................] Step: 368ms | Tot: 32s890ms | Loss: 0.447 | Acc: 84.696% (9757/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 33s254ms | Loss: 0.448 | Acc: 84.693% (9865/11648) 91/391 [===============>.................................................] Step: 373ms | Tot: 33s628ms | Loss: 0.448 | Acc: 84.698% (9974/11776) 92/391 [===============>.................................................] Step: 379ms | Tot: 34s7ms | Loss: 0.447 | Acc: 84.728% (10086/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 34s377ms | Loss: 0.447 | Acc: 84.716% (10193/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s745ms | Loss: 0.448 | Acc: 84.688% (10298/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 35s114ms | Loss: 0.446 | Acc: 84.749% (10414/12288) 96/391 [===============>.................................................] Step: 380ms | Tot: 35s495ms | Loss: 0.447 | Acc: 84.754% (10523/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s861ms | Loss: 0.447 | Acc: 84.742% (10630/12544) 98/391 [================>................................................] Step: 367ms | Tot: 36s228ms | Loss: 0.447 | Acc: 84.738% (10738/12672) 99/391 [================>................................................] Step: 357ms | Tot: 36s586ms | Loss: 0.447 | Acc: 84.742% (10847/12800) 100/391 [================>................................................] Step: 376ms | Tot: 36s962ms | Loss: 0.447 | Acc: 84.708% (10951/12928) 101/391 [================>................................................] Step: 371ms | Tot: 37s333ms | Loss: 0.447 | Acc: 84.712% (11060/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s695ms | Loss: 0.447 | Acc: 84.724% (11170/13184) 103/391 [=================>...............................................] Step: 374ms | Tot: 38s69ms | Loss: 0.446 | Acc: 84.736% (11280/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 38s441ms | Loss: 0.446 | Acc: 84.732% (11388/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s809ms | Loss: 0.445 | Acc: 84.744% (11498/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 39s178ms | Loss: 0.445 | Acc: 84.747% (11607/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s545ms | Loss: 0.445 | Acc: 84.729% (11713/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s914ms | Loss: 0.447 | Acc: 84.690% (11816/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 40s275ms | Loss: 0.446 | Acc: 84.723% (11929/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s644ms | Loss: 0.446 | Acc: 84.734% (12039/14208) 111/391 [==================>..............................................] Step: 373ms | Tot: 41s17ms | Loss: 0.448 | Acc: 84.682% (12140/14336) 112/391 [==================>..............................................] Step: 374ms | Tot: 41s391ms | Loss: 0.448 | Acc: 84.645% (12243/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s752ms | Loss: 0.447 | Acc: 84.649% (12352/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 42s120ms | Loss: 0.446 | Acc: 84.681% (12465/14720) 115/391 [===================>.............................................] Step: 375ms | Tot: 42s496ms | Loss: 0.446 | Acc: 84.705% (12577/14848) 116/391 [===================>.............................................] Step: 369ms | Tot: 42s865ms | Loss: 0.445 | Acc: 84.716% (12687/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 43s224ms | Loss: 0.445 | Acc: 84.686% (12791/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s585ms | Loss: 0.445 | Acc: 84.710% (12903/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s953ms | Loss: 0.444 | Acc: 84.714% (13012/15360) 120/391 [===================>.............................................] Step: 368ms | Tot: 44s322ms | Loss: 0.444 | Acc: 84.737% (13124/15488) 121/391 [====================>............................................] Step: 371ms | Tot: 44s693ms | Loss: 0.444 | Acc: 84.727% (13231/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 45s60ms | Loss: 0.445 | Acc: 84.712% (13337/15744) 123/391 [====================>............................................] Step: 370ms | Tot: 45s430ms | Loss: 0.445 | Acc: 84.690% (13442/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s787ms | Loss: 0.445 | Acc: 84.694% (13551/16000) 125/391 [====================>............................................] Step: 374ms | Tot: 46s161ms | Loss: 0.446 | Acc: 84.673% (13656/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s532ms | Loss: 0.446 | Acc: 84.701% (13769/16256) 127/391 [=====================>...........................................] Step: 369ms | Tot: 46s901ms | Loss: 0.447 | Acc: 84.680% (13874/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 47s273ms | Loss: 0.447 | Acc: 84.672% (13981/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 47s640ms | Loss: 0.447 | Acc: 84.694% (14093/16640) 130/391 [=====================>...........................................] Step: 376ms | Tot: 48s17ms | Loss: 0.447 | Acc: 84.697% (14202/16768) 131/391 [=====================>...........................................] Step: 375ms | Tot: 48s392ms | Loss: 0.447 | Acc: 84.712% (14313/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s751ms | Loss: 0.446 | Acc: 84.733% (14425/17024) 133/391 [======================>..........................................] Step: 369ms | Tot: 49s120ms | Loss: 0.446 | Acc: 84.736% (14534/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 49s485ms | Loss: 0.447 | Acc: 84.722% (14640/17280) 135/391 [======================>..........................................] Step: 372ms | Tot: 49s857ms | Loss: 0.447 | Acc: 84.725% (14749/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 50s222ms | Loss: 0.447 | Acc: 84.723% (14857/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 50s587ms | Loss: 0.447 | Acc: 84.675% (14957/17664) 138/391 [======================>..........................................] Step: 373ms | Tot: 50s960ms | Loss: 0.448 | Acc: 84.662% (15063/17792) 139/391 [=======================>.........................................] Step: 376ms | Tot: 51s337ms | Loss: 0.448 | Acc: 84.682% (15175/17920) 140/391 [=======================>.........................................] Step: 367ms | Tot: 51s704ms | Loss: 0.448 | Acc: 84.707% (15288/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 52s71ms | Loss: 0.448 | Acc: 84.678% (15391/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 52s432ms | Loss: 0.449 | Acc: 84.637% (15492/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s797ms | Loss: 0.449 | Acc: 84.630% (15599/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 53s162ms | Loss: 0.449 | Acc: 84.661% (15713/18560) 145/391 [========================>........................................] Step: 372ms | Tot: 53s534ms | Loss: 0.448 | Acc: 84.685% (15826/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s904ms | Loss: 0.448 | Acc: 84.699% (15937/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 54s271ms | Loss: 0.449 | Acc: 84.686% (16043/18944) 148/391 [========================>........................................] Step: 375ms | Tot: 54s647ms | Loss: 0.449 | Acc: 84.679% (16150/19072) 149/391 [========================>........................................] Step: 365ms | Tot: 55s12ms | Loss: 0.449 | Acc: 84.688% (16260/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 55s382ms | Loss: 0.449 | Acc: 84.685% (16368/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 55s741ms | Loss: 0.450 | Acc: 84.642% (16468/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 56s113ms | Loss: 0.449 | Acc: 84.671% (16582/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 56s479ms | Loss: 0.451 | Acc: 84.624% (16681/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 56s847ms | Loss: 0.451 | Acc: 84.627% (16790/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 57s213ms | Loss: 0.451 | Acc: 84.630% (16899/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 57s574ms | Loss: 0.451 | Acc: 84.594% (17000/20096) 157/391 [==========================>......................................] Step: 378ms | Tot: 57s953ms | Loss: 0.450 | Acc: 84.612% (17112/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 58s317ms | Loss: 0.451 | Acc: 84.586% (17215/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 58s682ms | Loss: 0.451 | Acc: 84.600% (17326/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 59s50ms | Loss: 0.451 | Acc: 84.598% (17434/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 59s409ms | Loss: 0.451 | Acc: 84.578% (17538/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 59s775ms | Loss: 0.450 | Acc: 84.591% (17649/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 1m135ms | Loss: 0.451 | Acc: 84.566% (17752/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 1m504ms | Loss: 0.450 | Acc: 84.602% (17868/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 1m874ms | Loss: 0.450 | Acc: 84.596% (17975/21248) 166/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.450 | Acc: 84.618% (18088/21376) 167/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.451 | Acc: 84.589% (18190/21504) 168/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.450 | Acc: 84.583% (18297/21632) 169/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.568% (18402/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.571% (18511/21888) 171/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.579% (18621/22016) 172/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.596% (18733/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.595% (18841/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m4s | Loss: 0.451 | Acc: 84.571% (18944/22400) 175/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.450 | Acc: 84.570% (19052/22528) 176/391 [=============================>...................................] Step: 399ms | Tot: 1m4s | Loss: 0.450 | Acc: 84.591% (19165/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.449 | Acc: 84.608% (19277/22784) 178/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.449 | Acc: 84.598% (19383/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.449 | Acc: 84.605% (19493/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m6s | Loss: 0.449 | Acc: 84.612% (19603/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.449 | Acc: 84.603% (19709/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.576% (19811/23424) 183/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.579% (19920/23552) 184/391 [==============================>..................................] Step: 372ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.595% (20032/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.449 | Acc: 84.614% (20145/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m8s | Loss: 0.450 | Acc: 84.596% (20249/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.449 | Acc: 84.612% (20361/24064) 188/391 [===============================>.................................] Step: 385ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.623% (20472/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.449 | Acc: 84.626% (20581/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m10s | Loss: 0.450 | Acc: 84.600% (20683/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m10s | Loss: 0.450 | Acc: 84.607% (20793/24576) 192/391 [===============================>.................................] Step: 372ms | Tot: 1m10s | Loss: 0.450 | Acc: 84.594% (20898/24704) 193/391 [================================>................................] Step: 375ms | Tot: 1m11s | Loss: 0.451 | Acc: 84.584% (21004/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.451 | Acc: 84.595% (21115/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.451 | Acc: 84.578% (21219/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m12s | Loss: 0.451 | Acc: 84.573% (21326/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.451 | Acc: 84.553% (21429/25344) 198/391 [================================>................................] Step: 372ms | Tot: 1m13s | Loss: 0.451 | Acc: 84.567% (21541/25472) 199/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.451 | Acc: 84.570% (21650/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.451 | Acc: 84.546% (21752/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.451 | Acc: 84.541% (21859/25856) 202/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.452 | Acc: 84.533% (21965/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.452 | Acc: 84.528% (22072/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m15s | Loss: 0.452 | Acc: 84.512% (22176/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.453 | Acc: 84.481% (22276/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.453 | Acc: 84.466% (22380/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.453 | Acc: 84.469% (22489/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.453 | Acc: 84.472% (22598/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.454 | Acc: 84.431% (22695/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.453 | Acc: 84.456% (22810/27008) 211/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.454 | Acc: 84.434% (22912/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.453 | Acc: 84.459% (23027/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.453 | Acc: 84.466% (23137/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.453 | Acc: 84.459% (23243/27520) 215/391 [===================================>.............................] Step: 371ms | Tot: 1m19s | Loss: 0.453 | Acc: 84.469% (23354/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m19s | Loss: 0.452 | Acc: 84.472% (23463/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.452 | Acc: 84.472% (23571/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.453 | Acc: 84.453% (23674/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.453 | Acc: 84.450% (23781/28160) 220/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.453 | Acc: 84.456% (23891/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.452 | Acc: 84.463% (24001/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.452 | Acc: 84.480% (24114/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.453 | Acc: 84.469% (24219/28672) 224/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.454 | Acc: 84.427% (24315/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.453 | Acc: 84.430% (24424/28928) 226/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.453 | Acc: 84.454% (24539/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.453 | Acc: 84.464% (24650/29184) 228/391 [=====================================>...........................] Step: 371ms | Tot: 1m24s | Loss: 0.453 | Acc: 84.471% (24760/29312) 229/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.453 | Acc: 84.457% (24864/29440) 230/391 [======================================>..........................] Step: 379ms | Tot: 1m24s | Loss: 0.453 | Acc: 84.443% (24968/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.453 | Acc: 84.436% (25074/29696) 232/391 [======================================>..........................] Step: 371ms | Tot: 1m25s | Loss: 0.454 | Acc: 84.415% (25176/29824) 233/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.453 | Acc: 84.435% (25290/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m26s | Loss: 0.453 | Acc: 84.438% (25399/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.453 | Acc: 84.448% (25510/30208) 236/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.453 | Acc: 84.444% (25617/30336) 237/391 [=======================================>.........................] Step: 373ms | Tot: 1m27s | Loss: 0.454 | Acc: 84.434% (25722/30464) 238/391 [=======================================>.........................] Step: 374ms | Tot: 1m27s | Loss: 0.454 | Acc: 84.440% (25832/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m28s | Loss: 0.454 | Acc: 84.443% (25941/30720) 240/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.454 | Acc: 84.453% (26052/30848) 241/391 [========================================>........................] Step: 375ms | Tot: 1m28s | Loss: 0.454 | Acc: 84.452% (26160/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.454 | Acc: 84.455% (26269/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.453 | Acc: 84.468% (26381/31232) 244/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.453 | Acc: 84.452% (26484/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.454 | Acc: 84.451% (26592/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.454 | Acc: 84.435% (26695/31616) 247/391 [=========================================>.......................] Step: 377ms | Tot: 1m31s | Loss: 0.454 | Acc: 84.425% (26800/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.453 | Acc: 84.450% (26916/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.453 | Acc: 84.447% (27023/32000) 250/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.454 | Acc: 84.425% (27124/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.454 | Acc: 84.409% (27227/32256) 252/391 [=========================================>.......................] Step: 379ms | Tot: 1m32s | Loss: 0.454 | Acc: 84.400% (27332/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.455 | Acc: 84.387% (27436/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.455 | Acc: 84.387% (27544/32640) 255/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.455 | Acc: 84.387% (27652/32768) 256/391 [==========================================>......................] Step: 381ms | Tot: 1m34s | Loss: 0.455 | Acc: 84.384% (27759/32896) 257/391 [==========================================>......................] Step: 379ms | Tot: 1m34s | Loss: 0.455 | Acc: 84.372% (27863/33024) 258/391 [==========================================>......................] Step: 369ms | Tot: 1m35s | Loss: 0.455 | Acc: 84.375% (27972/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.455 | Acc: 84.390% (28085/33280) 260/391 [===========================================>.....................] Step: 380ms | Tot: 1m35s | Loss: 0.455 | Acc: 84.372% (28187/33408) 261/391 [===========================================>.....................] Step: 372ms | Tot: 1m36s | Loss: 0.455 | Acc: 84.372% (28295/33536) 262/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.455 | Acc: 84.372% (28403/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m37s | Loss: 0.455 | Acc: 84.393% (28518/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m37s | Loss: 0.455 | Acc: 84.399% (28628/33920) 265/391 [============================================>....................] Step: 374ms | Tot: 1m37s | Loss: 0.455 | Acc: 84.375% (28728/34048) 266/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.455 | Acc: 84.366% (28833/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.455 | Acc: 84.395% (28951/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.455 | Acc: 84.392% (29058/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m39s | Loss: 0.455 | Acc: 84.395% (29167/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.455 | Acc: 84.389% (29273/34688) 271/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.455 | Acc: 84.378% (29377/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.455 | Acc: 84.395% (29491/34944) 273/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.455 | Acc: 84.386% (29596/35072) 274/391 [=============================================>...................] Step: 376ms | Tot: 1m41s | Loss: 0.455 | Acc: 84.403% (29710/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.454 | Acc: 84.417% (29823/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.454 | Acc: 84.417% (29931/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.454 | Acc: 84.423% (30041/35584) 278/391 [==============================================>..................] Step: 383ms | Tot: 1m42s | Loss: 0.454 | Acc: 84.420% (30148/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.454 | Acc: 84.411% (30253/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m43s | Loss: 0.454 | Acc: 84.428% (30367/35968) 281/391 [==============================================>..................] Step: 370ms | Tot: 1m43s | Loss: 0.454 | Acc: 84.430% (30476/36096) 282/391 [==============================================>..................] Step: 373ms | Tot: 1m44s | Loss: 0.454 | Acc: 84.425% (30582/36224) 283/391 [===============================================>.................] Step: 382ms | Tot: 1m44s | Loss: 0.454 | Acc: 84.419% (30688/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.455 | Acc: 84.411% (30793/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.455 | Acc: 84.411% (30901/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.454 | Acc: 84.419% (31012/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.454 | Acc: 84.429% (31124/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m46s | Loss: 0.454 | Acc: 84.443% (31237/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.454 | Acc: 84.445% (31346/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.454 | Acc: 84.450% (31456/37248) 291/391 [================================================>................] Step: 371ms | Tot: 1m47s | Loss: 0.454 | Acc: 84.461% (31568/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.454 | Acc: 84.450% (31672/37504) 293/391 [================================================>................] Step: 376ms | Tot: 1m48s | Loss: 0.454 | Acc: 84.452% (31781/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m48s | Loss: 0.454 | Acc: 84.449% (31888/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.454 | Acc: 84.425% (31987/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.455 | Acc: 84.414% (32091/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.454 | Acc: 84.425% (32203/38144) 298/391 [=================================================>...............] Step: 374ms | Tot: 1m49s | Loss: 0.455 | Acc: 84.435% (32315/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m50s | Loss: 0.455 | Acc: 84.435% (32423/38400) 300/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.455 | Acc: 84.440% (32533/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.455 | Acc: 84.445% (32643/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.454 | Acc: 84.468% (32760/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.454 | Acc: 84.480% (32873/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m52s | Loss: 0.454 | Acc: 84.480% (32981/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.455 | Acc: 84.457% (33080/39168) 306/391 [==================================================>..............] Step: 375ms | Tot: 1m52s | Loss: 0.455 | Acc: 84.459% (33189/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.455 | Acc: 84.466% (33300/39424) 308/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.455 | Acc: 84.471% (33410/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.455 | Acc: 84.471% (33518/39680) 310/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.455 | Acc: 84.486% (33632/39808) 311/391 [===================================================>.............] Step: 373ms | Tot: 1m54s | Loss: 0.455 | Acc: 84.475% (33736/39936) 312/391 [===================================================>.............] Step: 375ms | Tot: 1m55s | Loss: 0.455 | Acc: 84.482% (33847/40064) 313/391 [====================================================>............] Step: 373ms | Tot: 1m55s | Loss: 0.455 | Acc: 84.472% (33951/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.455 | Acc: 84.467% (34057/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.456 | Acc: 84.452% (34159/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.456 | Acc: 84.451% (34267/40576) 317/391 [====================================================>............] Step: 376ms | Tot: 1m56s | Loss: 0.456 | Acc: 84.451% (34375/40704) 318/391 [====================================================>............] Step: 378ms | Tot: 1m57s | Loss: 0.455 | Acc: 84.456% (34485/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.455 | Acc: 84.458% (34594/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.455 | Acc: 84.465% (34705/41088) 321/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.455 | Acc: 84.474% (34817/41216) 322/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.455 | Acc: 84.486% (34930/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m59s | Loss: 0.455 | Acc: 84.491% (35040/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m59s | Loss: 0.454 | Acc: 84.507% (35155/41600) 325/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.454 | Acc: 84.519% (35268/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 2m243ms | Loss: 0.454 | Acc: 84.521% (35377/41856) 327/391 [======================================================>..........] Step: 377ms | Tot: 2m620ms | Loss: 0.454 | Acc: 84.518% (35484/41984) 328/391 [======================================================>..........] Step: 372ms | Tot: 2m993ms | Loss: 0.454 | Acc: 84.517% (35592/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 2m1s | Loss: 0.454 | Acc: 84.519% (35701/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m1s | Loss: 0.455 | Acc: 84.514% (35807/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.454 | Acc: 84.528% (35921/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.455 | Acc: 84.516% (36024/42624) 333/391 [=======================================================>.........] Step: 373ms | Tot: 2m2s | Loss: 0.455 | Acc: 84.506% (36128/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.455 | Acc: 84.508% (36237/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m3s | Loss: 0.454 | Acc: 84.517% (36349/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m3s | Loss: 0.454 | Acc: 84.516% (36457/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.455 | Acc: 84.495% (36556/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m4s | Loss: 0.455 | Acc: 84.493% (36663/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.455 | Acc: 84.490% (36770/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m5s | Loss: 0.455 | Acc: 84.487% (36877/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.455 | Acc: 84.478% (36981/43776) 342/391 [========================================================>........] Step: 374ms | Tot: 2m6s | Loss: 0.455 | Acc: 84.477% (37089/43904) 343/391 [=========================================================>.......] Step: 376ms | Tot: 2m6s | Loss: 0.455 | Acc: 84.489% (37202/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.455 | Acc: 84.488% (37310/44160) 345/391 [=========================================================>.......] Step: 375ms | Tot: 2m7s | Loss: 0.455 | Acc: 84.483% (37416/44288) 346/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.455 | Acc: 84.472% (37519/44416) 347/391 [=========================================================>.......] Step: 377ms | Tot: 2m8s | Loss: 0.455 | Acc: 84.469% (37626/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m8s | Loss: 0.455 | Acc: 84.482% (37740/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.455 | Acc: 84.484% (37849/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.455 | Acc: 84.493% (37961/44928) 351/391 [==========================================================>......] Step: 373ms | Tot: 2m9s | Loss: 0.455 | Acc: 84.495% (38070/45056) 352/391 [==========================================================>......] Step: 373ms | Tot: 2m9s | Loss: 0.455 | Acc: 84.486% (38174/45184) 353/391 [==========================================================>......] Step: 367ms | Tot: 2m10s | Loss: 0.455 | Acc: 84.485% (38282/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.455 | Acc: 84.489% (38392/45440) 355/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.455 | Acc: 84.485% (38498/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.454 | Acc: 84.491% (38609/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.454 | Acc: 84.493% (38718/45824) 358/391 [===========================================================>.....] Step: 372ms | Tot: 2m12s | Loss: 0.454 | Acc: 84.497% (38828/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.455 | Acc: 84.477% (38927/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m12s | Loss: 0.454 | Acc: 84.490% (39041/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.454 | Acc: 84.507% (39157/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.454 | Acc: 84.498% (39261/46464) 363/391 [============================================================>....] Step: 378ms | Tot: 2m13s | Loss: 0.454 | Acc: 84.489% (39365/46592) 364/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.454 | Acc: 84.484% (39471/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m14s | Loss: 0.454 | Acc: 84.490% (39582/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m15s | Loss: 0.454 | Acc: 84.484% (39687/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.454 | Acc: 84.485% (39796/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.454 | Acc: 84.481% (39902/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.454 | Acc: 84.474% (40007/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m16s | Loss: 0.454 | Acc: 84.480% (40118/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.454 | Acc: 84.478% (40225/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m17s | Loss: 0.454 | Acc: 84.478% (40333/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.454 | Acc: 84.477% (40441/47872) 374/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.454 | Acc: 84.477% (40549/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m18s | Loss: 0.454 | Acc: 84.473% (40655/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m18s | Loss: 0.454 | Acc: 84.468% (40761/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m19s | Loss: 0.455 | Acc: 84.451% (40861/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.455 | Acc: 84.453% (40970/48512) 379/391 [===============================================================>.] Step: 376ms | Tot: 2m19s | Loss: 0.455 | Acc: 84.447% (41075/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.455 | Acc: 84.439% (41179/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m20s | Loss: 0.455 | Acc: 84.438% (41287/48896) 382/391 [===============================================================>.] Step: 380ms | Tot: 2m20s | Loss: 0.456 | Acc: 84.432% (41392/49024) 383/391 [===============================================================>.] Step: 376ms | Tot: 2m21s | Loss: 0.455 | Acc: 84.442% (41505/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m21s | Loss: 0.455 | Acc: 84.438% (41611/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m22s | Loss: 0.455 | Acc: 84.436% (41718/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.455 | Acc: 84.425% (41821/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m22s | Loss: 0.455 | Acc: 84.425% (41929/49664) 388/391 [================================================================>] Step: 369ms | Tot: 2m23s | Loss: 0.455 | Acc: 84.433% (42041/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m23s | Loss: 0.456 | Acc: 84.427% (42146/49920) 390/391 [================================================================>] Step: 352ms | Tot: 2m23s | Loss: 0.456 | Acc: 84.428% (42214/50000) 391/391 + [>................................................................] Step: 489ms | Tot: 2ms | Loss: 0.576 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 309ms | Tot: 311ms | Loss: 0.605 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 612ms | Loss: 0.570 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 907ms | Loss: 0.569 | Acc: 80.500% (322/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s200ms | Loss: 0.578 | Acc: 80.400% (402/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s495ms | Loss: 0.545 | Acc: 81.500% (489/600) 6/100 [===>.............................................................] Step: 291ms | Tot: 1s787ms | Loss: 0.549 | Acc: 81.571% (571/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s91ms | Loss: 0.554 | Acc: 81.625% (653/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s387ms | Loss: 0.570 | Acc: 80.556% (725/900) 9/100 [=====>...........................................................] Step: 313ms | Tot: 2s700ms | Loss: 0.554 | Acc: 80.800% (808/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 3s4ms | Loss: 0.558 | Acc: 80.727% (888/1100) 11/100 [=======>.........................................................] Step: 310ms | Tot: 3s315ms | Loss: 0.562 | Acc: 80.667% (968/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s622ms | Loss: 0.548 | Acc: 81.154% (1055/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s926ms | Loss: 0.545 | Acc: 81.571% (1142/1400) 14/100 [=========>.......................................................] Step: 301ms | Tot: 4s227ms | Loss: 0.544 | Acc: 81.400% (1221/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s531ms | Loss: 0.549 | Acc: 81.062% (1297/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s840ms | Loss: 0.545 | Acc: 81.176% (1380/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s151ms | Loss: 0.542 | Acc: 81.333% (1464/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s463ms | Loss: 0.549 | Acc: 81.158% (1542/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s767ms | Loss: 0.557 | Acc: 80.950% (1619/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s76ms | Loss: 0.560 | Acc: 80.762% (1696/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s386ms | Loss: 0.557 | Acc: 80.818% (1778/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s700ms | Loss: 0.557 | Acc: 80.696% (1856/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s6ms | Loss: 0.559 | Acc: 80.542% (1933/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s312ms | Loss: 0.563 | Acc: 80.440% (2011/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s617ms | Loss: 0.569 | Acc: 80.346% (2089/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s925ms | Loss: 0.565 | Acc: 80.333% (2169/2700) 27/100 [=================>...............................................] Step: 315ms | Tot: 8s241ms | Loss: 0.561 | Acc: 80.321% (2249/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s551ms | Loss: 0.565 | Acc: 80.138% (2324/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s857ms | Loss: 0.562 | Acc: 80.167% (2405/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s166ms | Loss: 0.564 | Acc: 80.065% (2482/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s471ms | Loss: 0.564 | Acc: 80.094% (2563/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s779ms | Loss: 0.564 | Acc: 80.091% (2643/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s86ms | Loss: 0.565 | Acc: 80.176% (2726/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s395ms | Loss: 0.571 | Acc: 80.057% (2802/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s702ms | Loss: 0.570 | Acc: 80.139% (2885/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s9ms | Loss: 0.572 | Acc: 80.162% (2966/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s314ms | Loss: 0.574 | Acc: 80.105% (3044/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s626ms | Loss: 0.574 | Acc: 80.128% (3125/3900) 39/100 [=========================>.......................................] Step: 310ms | Tot: 11s937ms | Loss: 0.575 | Acc: 80.225% (3209/4000) 40/100 [==========================>......................................] Step: 327ms | Tot: 12s264ms | Loss: 0.576 | Acc: 80.195% (3288/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s575ms | Loss: 0.579 | Acc: 80.167% (3367/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s880ms | Loss: 0.577 | Acc: 80.256% (3451/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s182ms | Loss: 0.576 | Acc: 80.273% (3532/4400) 44/100 [============================>....................................] Step: 316ms | Tot: 13s499ms | Loss: 0.578 | Acc: 80.222% (3610/4500) 45/100 [=============================>...................................] Step: 311ms | Tot: 13s811ms | Loss: 0.578 | Acc: 80.261% (3692/4600) 46/100 [=============================>...................................] Step: 322ms | Tot: 14s134ms | Loss: 0.576 | Acc: 80.298% (3774/4700) 47/100 [==============================>..................................] Step: 318ms | Tot: 14s452ms | Loss: 0.579 | Acc: 80.250% (3852/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s757ms | Loss: 0.575 | Acc: 80.347% (3937/4900) 49/100 [===============================>.................................] Step: 319ms | Tot: 15s77ms | Loss: 0.576 | Acc: 80.340% (4017/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s387ms | Loss: 0.577 | Acc: 80.373% (4099/5100) 51/100 [=================================>...............................] Step: 315ms | Tot: 15s703ms | Loss: 0.577 | Acc: 80.365% (4179/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 16s6ms | Loss: 0.574 | Acc: 80.415% (4262/5300) 53/100 [==================================>..............................] Step: 308ms | Tot: 16s315ms | Loss: 0.574 | Acc: 80.444% (4344/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s627ms | Loss: 0.574 | Acc: 80.527% (4429/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s940ms | Loss: 0.575 | Acc: 80.482% (4507/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s243ms | Loss: 0.576 | Acc: 80.439% (4585/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s550ms | Loss: 0.573 | Acc: 80.466% (4667/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s853ms | Loss: 0.578 | Acc: 80.322% (4739/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 18s163ms | Loss: 0.577 | Acc: 80.317% (4819/6000) 60/100 [=======================================>.........................] Step: 311ms | Tot: 18s475ms | Loss: 0.576 | Acc: 80.377% (4903/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s776ms | Loss: 0.575 | Acc: 80.435% (4987/6200) 62/100 [========================================>........................] Step: 308ms | Tot: 19s84ms | Loss: 0.574 | Acc: 80.413% (5066/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s392ms | Loss: 0.571 | Acc: 80.438% (5148/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 19s708ms | Loss: 0.577 | Acc: 80.308% (5220/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 20s17ms | Loss: 0.578 | Acc: 80.258% (5297/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s323ms | Loss: 0.576 | Acc: 80.313% (5381/6700) 67/100 [===========================================>.....................] Step: 317ms | Tot: 20s641ms | Loss: 0.577 | Acc: 80.309% (5461/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s948ms | Loss: 0.576 | Acc: 80.304% (5541/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s257ms | Loss: 0.578 | Acc: 80.229% (5616/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s570ms | Loss: 0.578 | Acc: 80.211% (5695/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s876ms | Loss: 0.577 | Acc: 80.250% (5778/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s179ms | Loss: 0.577 | Acc: 80.247% (5858/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s496ms | Loss: 0.577 | Acc: 80.270% (5940/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s802ms | Loss: 0.580 | Acc: 80.200% (6015/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s114ms | Loss: 0.579 | Acc: 80.250% (6099/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s419ms | Loss: 0.580 | Acc: 80.221% (6177/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s721ms | Loss: 0.579 | Acc: 80.244% (6259/7800) 78/100 [==================================================>..............] Step: 299ms | Tot: 24s21ms | Loss: 0.581 | Acc: 80.241% (6339/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s326ms | Loss: 0.580 | Acc: 80.213% (6417/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s636ms | Loss: 0.580 | Acc: 80.247% (6500/8100) 81/100 [====================================================>............] Step: 307ms | Tot: 24s943ms | Loss: 0.580 | Acc: 80.280% (6583/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s247ms | Loss: 0.581 | Acc: 80.229% (6659/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s555ms | Loss: 0.582 | Acc: 80.202% (6737/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 25s856ms | Loss: 0.582 | Acc: 80.176% (6815/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s169ms | Loss: 0.584 | Acc: 80.140% (6892/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s477ms | Loss: 0.585 | Acc: 80.103% (6969/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s782ms | Loss: 0.584 | Acc: 80.102% (7049/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s90ms | Loss: 0.584 | Acc: 80.101% (7129/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s391ms | Loss: 0.586 | Acc: 80.089% (7208/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s696ms | Loss: 0.583 | Acc: 80.165% (7295/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s5ms | Loss: 0.581 | Acc: 80.239% (7382/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s317ms | Loss: 0.582 | Acc: 80.204% (7459/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s629ms | Loss: 0.582 | Acc: 80.202% (7539/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s936ms | Loss: 0.583 | Acc: 80.116% (7611/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s246ms | Loss: 0.583 | Acc: 80.135% (7693/9600) 96/100 [==============================================================>..] Step: 315ms | Tot: 29s562ms | Loss: 0.581 | Acc: 80.175% (7777/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s869ms | Loss: 0.581 | Acc: 80.153% (7855/9800) 98/100 [===============================================================>.] Step: 311ms | Tot: 30s181ms | Loss: 0.582 | Acc: 80.141% (7934/9900) 99/100 [================================================================>] Step: 320ms | Tot: 30s501ms | Loss: 0.583 | Acc: 80.140% (8014/10000) 100/100 + +Epoch: 42 + [>................................................................] Step: 586ms | Tot: 3ms | Loss: 0.395 | Acc: 86.719% (111/128) 1/391 [>................................................................] Step: 389ms | Tot: 392ms | Loss: 0.367 | Acc: 88.281% (226/256) 2/391 [>................................................................] Step: 369ms | Tot: 762ms | Loss: 0.415 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s136ms | Loss: 0.412 | Acc: 86.133% (441/512) 4/391 [>................................................................] Step: 382ms | Tot: 1s519ms | Loss: 0.404 | Acc: 86.406% (553/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s888ms | Loss: 0.417 | Acc: 85.938% (660/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s258ms | Loss: 0.412 | Acc: 85.826% (769/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s625ms | Loss: 0.408 | Acc: 85.742% (878/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 2s997ms | Loss: 0.416 | Acc: 85.764% (988/1152) 9/391 [=>...............................................................] Step: 371ms | Tot: 3s368ms | Loss: 0.426 | Acc: 85.312% (1092/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s738ms | Loss: 0.417 | Acc: 85.653% (1206/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s112ms | Loss: 0.425 | Acc: 85.482% (1313/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s479ms | Loss: 0.419 | Acc: 85.637% (1425/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s844ms | Loss: 0.423 | Acc: 85.379% (1530/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s209ms | Loss: 0.428 | Acc: 85.365% (1639/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s577ms | Loss: 0.424 | Acc: 85.449% (1750/2048) 16/391 [==>..............................................................] Step: 380ms | Tot: 5s957ms | Loss: 0.421 | Acc: 85.570% (1862/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s325ms | Loss: 0.418 | Acc: 85.590% (1972/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s696ms | Loss: 0.414 | Acc: 85.650% (2083/2432) 19/391 [===>.............................................................] Step: 378ms | Tot: 7s75ms | Loss: 0.412 | Acc: 85.742% (2195/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s441ms | Loss: 0.408 | Acc: 85.863% (2308/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s807ms | Loss: 0.406 | Acc: 85.902% (2419/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s174ms | Loss: 0.404 | Acc: 86.005% (2532/2944) 23/391 [===>.............................................................] Step: 371ms | Tot: 8s545ms | Loss: 0.404 | Acc: 86.035% (2643/3072) 24/391 [===>.............................................................] Step: 369ms | Tot: 8s915ms | Loss: 0.407 | Acc: 85.938% (2750/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s283ms | Loss: 0.418 | Acc: 85.607% (2849/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s650ms | Loss: 0.418 | Acc: 85.677% (2961/3456) 27/391 [====>............................................................] Step: 373ms | Tot: 10s23ms | Loss: 0.419 | Acc: 85.770% (3074/3584) 28/391 [====>............................................................] Step: 375ms | Tot: 10s399ms | Loss: 0.421 | Acc: 85.668% (3180/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s766ms | Loss: 0.420 | Acc: 85.677% (3290/3840) 30/391 [====>............................................................] Step: 372ms | Tot: 11s139ms | Loss: 0.425 | Acc: 85.484% (3392/3968) 31/391 [=====>...........................................................] Step: 382ms | Tot: 11s521ms | Loss: 0.424 | Acc: 85.498% (3502/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s885ms | Loss: 0.423 | Acc: 85.464% (3610/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s249ms | Loss: 0.425 | Acc: 85.386% (3716/4352) 34/391 [=====>...........................................................] Step: 373ms | Tot: 12s622ms | Loss: 0.429 | Acc: 85.268% (3820/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 12s996ms | Loss: 0.434 | Acc: 85.004% (3917/4608) 36/391 [=====>...........................................................] Step: 373ms | Tot: 13s369ms | Loss: 0.436 | Acc: 84.924% (4022/4736) 37/391 [======>..........................................................] Step: 376ms | Tot: 13s746ms | Loss: 0.438 | Acc: 84.766% (4123/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 14s116ms | Loss: 0.436 | Acc: 84.756% (4231/4992) 39/391 [======>..........................................................] Step: 379ms | Tot: 14s496ms | Loss: 0.436 | Acc: 84.746% (4339/5120) 40/391 [======>..........................................................] Step: 383ms | Tot: 14s880ms | Loss: 0.436 | Acc: 84.699% (4445/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 15s257ms | Loss: 0.439 | Acc: 84.635% (4550/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s627ms | Loss: 0.437 | Acc: 84.648% (4659/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s994ms | Loss: 0.439 | Acc: 84.570% (4763/5632) 44/391 [=======>.........................................................] Step: 373ms | Tot: 16s368ms | Loss: 0.438 | Acc: 84.653% (4876/5760) 45/391 [=======>.........................................................] Step: 374ms | Tot: 16s742ms | Loss: 0.439 | Acc: 84.630% (4983/5888) 46/391 [=======>.........................................................] Step: 373ms | Tot: 17s116ms | Loss: 0.439 | Acc: 84.574% (5088/6016) 47/391 [=======>.........................................................] Step: 372ms | Tot: 17s489ms | Loss: 0.437 | Acc: 84.603% (5198/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s854ms | Loss: 0.439 | Acc: 84.503% (5300/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 18s222ms | Loss: 0.439 | Acc: 84.469% (5406/6400) 50/391 [========>........................................................] Step: 372ms | Tot: 18s594ms | Loss: 0.438 | Acc: 84.498% (5516/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s960ms | Loss: 0.436 | Acc: 84.525% (5626/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 19s318ms | Loss: 0.434 | Acc: 84.596% (5739/6784) 53/391 [========>........................................................] Step: 368ms | Tot: 19s686ms | Loss: 0.433 | Acc: 84.635% (5850/6912) 54/391 [========>........................................................] Step: 370ms | Tot: 20s57ms | Loss: 0.434 | Acc: 84.616% (5957/7040) 55/391 [=========>.......................................................] Step: 377ms | Tot: 20s434ms | Loss: 0.434 | Acc: 84.612% (6065/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s800ms | Loss: 0.435 | Acc: 84.594% (6172/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 21s159ms | Loss: 0.433 | Acc: 84.671% (6286/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s522ms | Loss: 0.435 | Acc: 84.627% (6391/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s891ms | Loss: 0.434 | Acc: 84.635% (6500/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s260ms | Loss: 0.436 | Acc: 84.529% (6600/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s629ms | Loss: 0.437 | Acc: 84.514% (6707/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s990ms | Loss: 0.438 | Acc: 84.487% (6813/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s358ms | Loss: 0.438 | Acc: 84.521% (6924/8192) 64/391 [==========>......................................................] Step: 376ms | Tot: 23s734ms | Loss: 0.437 | Acc: 84.567% (7036/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 24s102ms | Loss: 0.438 | Acc: 84.517% (7140/8448) 66/391 [==========>......................................................] Step: 374ms | Tot: 24s477ms | Loss: 0.438 | Acc: 84.480% (7245/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s840ms | Loss: 0.439 | Acc: 84.478% (7353/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 25s204ms | Loss: 0.440 | Acc: 84.409% (7455/8832) 69/391 [===========>.....................................................] Step: 369ms | Tot: 25s574ms | Loss: 0.440 | Acc: 84.442% (7566/8960) 70/391 [===========>.....................................................] Step: 375ms | Tot: 25s949ms | Loss: 0.441 | Acc: 84.419% (7672/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 26s315ms | Loss: 0.441 | Acc: 84.451% (7783/9216) 72/391 [===========>.....................................................] Step: 368ms | Tot: 26s683ms | Loss: 0.442 | Acc: 84.439% (7890/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 27s51ms | Loss: 0.442 | Acc: 84.459% (8000/9472) 74/391 [============>....................................................] Step: 378ms | Tot: 27s429ms | Loss: 0.442 | Acc: 84.458% (8108/9600) 75/391 [============>....................................................] Step: 371ms | Tot: 27s801ms | Loss: 0.441 | Acc: 84.468% (8217/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 28s169ms | Loss: 0.442 | Acc: 84.446% (8323/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 28s538ms | Loss: 0.442 | Acc: 84.445% (8431/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s902ms | Loss: 0.442 | Acc: 84.444% (8539/10112) 79/391 [=============>...................................................] Step: 369ms | Tot: 29s271ms | Loss: 0.441 | Acc: 84.482% (8651/10240) 80/391 [=============>...................................................] Step: 380ms | Tot: 29s651ms | Loss: 0.440 | Acc: 84.529% (8764/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 30s19ms | Loss: 0.440 | Acc: 84.537% (8873/10496) 82/391 [=============>...................................................] Step: 372ms | Tot: 30s392ms | Loss: 0.440 | Acc: 84.516% (8979/10624) 83/391 [=============>...................................................] Step: 363ms | Tot: 30s755ms | Loss: 0.439 | Acc: 84.580% (9094/10752) 84/391 [=============>...................................................] Step: 368ms | Tot: 31s124ms | Loss: 0.439 | Acc: 84.577% (9202/10880) 85/391 [==============>..................................................] Step: 371ms | Tot: 31s496ms | Loss: 0.439 | Acc: 84.584% (9311/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s866ms | Loss: 0.439 | Acc: 84.608% (9422/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 32s232ms | Loss: 0.441 | Acc: 84.535% (9522/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s600ms | Loss: 0.441 | Acc: 84.533% (9630/11392) 89/391 [==============>..................................................] Step: 372ms | Tot: 32s972ms | Loss: 0.441 | Acc: 84.575% (9743/11520) 90/391 [==============>..................................................] Step: 377ms | Tot: 33s349ms | Loss: 0.441 | Acc: 84.581% (9852/11648) 91/391 [===============>.................................................] Step: 378ms | Tot: 33s727ms | Loss: 0.442 | Acc: 84.562% (9958/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 34s87ms | Loss: 0.442 | Acc: 84.560% (10066/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 34s457ms | Loss: 0.442 | Acc: 84.583% (10177/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 34s833ms | Loss: 0.441 | Acc: 84.564% (10283/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 35s201ms | Loss: 0.441 | Acc: 84.603% (10396/12288) 96/391 [===============>.................................................] Step: 375ms | Tot: 35s576ms | Loss: 0.442 | Acc: 84.617% (10506/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s940ms | Loss: 0.442 | Acc: 84.622% (10615/12544) 98/391 [================>................................................] Step: 366ms | Tot: 36s306ms | Loss: 0.442 | Acc: 84.620% (10723/12672) 99/391 [================>................................................] Step: 370ms | Tot: 36s677ms | Loss: 0.443 | Acc: 84.625% (10832/12800) 100/391 [================>................................................] Step: 381ms | Tot: 37s59ms | Loss: 0.443 | Acc: 84.615% (10939/12928) 101/391 [================>................................................] Step: 371ms | Tot: 37s431ms | Loss: 0.442 | Acc: 84.628% (11049/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s791ms | Loss: 0.441 | Acc: 84.663% (11162/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 38s157ms | Loss: 0.443 | Acc: 84.623% (11265/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 38s529ms | Loss: 0.443 | Acc: 84.628% (11374/13440) 105/391 [=================>...............................................] Step: 372ms | Tot: 38s901ms | Loss: 0.443 | Acc: 84.655% (11486/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 39s269ms | Loss: 0.444 | Acc: 84.616% (11589/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s633ms | Loss: 0.443 | Acc: 84.643% (11701/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s999ms | Loss: 0.444 | Acc: 84.604% (11804/13952) 109/391 [==================>..............................................] Step: 371ms | Tot: 40s370ms | Loss: 0.443 | Acc: 84.645% (11918/14080) 110/391 [==================>..............................................] Step: 370ms | Tot: 40s741ms | Loss: 0.444 | Acc: 84.621% (12023/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 41s110ms | Loss: 0.444 | Acc: 84.605% (12129/14336) 112/391 [==================>..............................................] Step: 372ms | Tot: 41s483ms | Loss: 0.445 | Acc: 84.582% (12234/14464) 113/391 [==================>..............................................] Step: 375ms | Tot: 41s859ms | Loss: 0.445 | Acc: 84.594% (12344/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 42s227ms | Loss: 0.445 | Acc: 84.606% (12454/14720) 115/391 [===================>.............................................] Step: 376ms | Tot: 42s603ms | Loss: 0.445 | Acc: 84.617% (12564/14848) 116/391 [===================>.............................................] Step: 375ms | Tot: 42s978ms | Loss: 0.445 | Acc: 84.602% (12670/14976) 117/391 [===================>.............................................] Step: 373ms | Tot: 43s352ms | Loss: 0.445 | Acc: 84.593% (12777/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s719ms | Loss: 0.446 | Acc: 84.546% (12878/15232) 119/391 [===================>.............................................] Step: 365ms | Tot: 44s85ms | Loss: 0.446 | Acc: 84.557% (12988/15360) 120/391 [===================>.............................................] Step: 371ms | Tot: 44s456ms | Loss: 0.446 | Acc: 84.562% (13097/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s821ms | Loss: 0.446 | Acc: 84.567% (13206/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 45s184ms | Loss: 0.446 | Acc: 84.566% (13314/15744) 123/391 [====================>............................................] Step: 372ms | Tot: 45s556ms | Loss: 0.446 | Acc: 84.577% (13424/15872) 124/391 [====================>............................................] Step: 368ms | Tot: 45s925ms | Loss: 0.448 | Acc: 84.513% (13522/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 46s293ms | Loss: 0.448 | Acc: 84.505% (13629/16128) 126/391 [====================>............................................] Step: 375ms | Tot: 46s669ms | Loss: 0.447 | Acc: 84.535% (13742/16256) 127/391 [=====================>...........................................] Step: 376ms | Tot: 47s46ms | Loss: 0.447 | Acc: 84.570% (13856/16384) 128/391 [=====================>...........................................] Step: 374ms | Tot: 47s420ms | Loss: 0.447 | Acc: 84.563% (13963/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 47s785ms | Loss: 0.448 | Acc: 84.537% (14067/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 48s149ms | Loss: 0.449 | Acc: 84.524% (14173/16768) 131/391 [=====================>...........................................] Step: 370ms | Tot: 48s519ms | Loss: 0.448 | Acc: 84.535% (14283/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s884ms | Loss: 0.447 | Acc: 84.557% (14395/17024) 133/391 [======================>..........................................] Step: 369ms | Tot: 49s254ms | Loss: 0.447 | Acc: 84.562% (14504/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 49s620ms | Loss: 0.448 | Acc: 84.531% (14607/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 49s990ms | Loss: 0.448 | Acc: 84.530% (14715/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 50s360ms | Loss: 0.448 | Acc: 84.518% (14821/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 50s722ms | Loss: 0.448 | Acc: 84.550% (14935/17664) 138/391 [======================>..........................................] Step: 370ms | Tot: 51s92ms | Loss: 0.447 | Acc: 84.566% (15046/17792) 139/391 [=======================>.........................................] Step: 367ms | Tot: 51s460ms | Loss: 0.448 | Acc: 84.570% (15155/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s824ms | Loss: 0.450 | Acc: 84.502% (15251/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 52s185ms | Loss: 0.449 | Acc: 84.529% (15364/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 52s553ms | Loss: 0.450 | Acc: 84.512% (15469/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 52s922ms | Loss: 0.450 | Acc: 84.494% (15574/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 53s286ms | Loss: 0.450 | Acc: 84.499% (15683/18560) 145/391 [========================>........................................] Step: 377ms | Tot: 53s664ms | Loss: 0.451 | Acc: 84.455% (15783/18688) 146/391 [========================>........................................] Step: 366ms | Tot: 54s31ms | Loss: 0.450 | Acc: 84.471% (15894/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 54s398ms | Loss: 0.450 | Acc: 84.496% (16007/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 54s764ms | Loss: 0.450 | Acc: 84.506% (16117/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 55s130ms | Loss: 0.451 | Acc: 84.484% (16221/19200) 150/391 [========================>........................................] Step: 374ms | Tot: 55s504ms | Loss: 0.451 | Acc: 84.494% (16331/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s866ms | Loss: 0.451 | Acc: 84.468% (16434/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 56s233ms | Loss: 0.451 | Acc: 84.467% (16542/19584) 153/391 [=========================>.......................................] Step: 369ms | Tot: 56s602ms | Loss: 0.451 | Acc: 84.436% (16644/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s970ms | Loss: 0.452 | Acc: 84.415% (16748/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 57s345ms | Loss: 0.452 | Acc: 84.430% (16859/19968) 156/391 [=========================>.......................................] Step: 372ms | Tot: 57s717ms | Loss: 0.452 | Acc: 84.400% (16961/20096) 157/391 [==========================>......................................] Step: 369ms | Tot: 58s87ms | Loss: 0.452 | Acc: 84.429% (17075/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 58s455ms | Loss: 0.452 | Acc: 84.429% (17183/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 58s820ms | Loss: 0.452 | Acc: 84.458% (17297/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 59s190ms | Loss: 0.452 | Acc: 84.472% (17408/20608) 161/391 [==========================>......................................] Step: 373ms | Tot: 59s564ms | Loss: 0.451 | Acc: 84.496% (17521/20736) 162/391 [==========================>......................................] Step: 378ms | Tot: 59s943ms | Loss: 0.451 | Acc: 84.495% (17629/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 1m310ms | Loss: 0.451 | Acc: 84.489% (17736/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 1m676ms | Loss: 0.451 | Acc: 84.517% (17850/21120) 165/391 [===========================>.....................................] Step: 375ms | Tot: 1m1s | Loss: 0.452 | Acc: 84.488% (17952/21248) 166/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.451 | Acc: 84.515% (18066/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.452 | Acc: 84.510% (18173/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.514% (18282/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.452 | Acc: 84.481% (18383/21760) 170/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.452 | Acc: 84.480% (18491/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.452 | Acc: 84.452% (18593/22016) 172/391 [============================>....................................] Step: 380ms | Tot: 1m3s | Loss: 0.452 | Acc: 84.465% (18704/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m4s | Loss: 0.452 | Acc: 84.451% (18809/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m4s | Loss: 0.452 | Acc: 84.455% (18918/22400) 175/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.453 | Acc: 84.450% (19025/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.472% (19138/22656) 177/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.476% (19247/22784) 178/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.475% (19355/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m6s | Loss: 0.452 | Acc: 84.501% (19469/23040) 180/391 [=============================>...................................] Step: 373ms | Tot: 1m6s | Loss: 0.452 | Acc: 84.492% (19575/23168) 181/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.452 | Acc: 84.512% (19688/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.451 | Acc: 84.533% (19801/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.532% (19909/23552) 184/391 [==============================>..................................] Step: 374ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.502% (20010/23680) 185/391 [==============================>..................................] Step: 377ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.463% (20109/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.450 | Acc: 84.492% (20224/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.483% (20330/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.495% (20441/24192) 189/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.450 | Acc: 84.507% (20552/24320) 190/391 [===============================>.................................] Step: 376ms | Tot: 1m10s | Loss: 0.450 | Acc: 84.498% (20658/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.450 | Acc: 84.505% (20768/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m11s | Loss: 0.450 | Acc: 84.496% (20874/24704) 193/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.450 | Acc: 84.520% (20988/24832) 194/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.450 | Acc: 84.507% (21093/24960) 195/391 [================================>................................] Step: 377ms | Tot: 1m12s | Loss: 0.450 | Acc: 84.503% (21200/25088) 196/391 [================================>................................] Step: 370ms | Tot: 1m12s | Loss: 0.449 | Acc: 84.534% (21316/25216) 197/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.448 | Acc: 84.568% (21433/25344) 198/391 [================================>................................] Step: 395ms | Tot: 1m13s | Loss: 0.448 | Acc: 84.575% (21543/25472) 199/391 [=================================>...............................] Step: 374ms | Tot: 1m13s | Loss: 0.448 | Acc: 84.574% (21651/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.447 | Acc: 84.589% (21763/25728) 201/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.448 | Acc: 84.580% (21869/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.448 | Acc: 84.579% (21977/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m15s | Loss: 0.448 | Acc: 84.578% (22085/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m15s | Loss: 0.447 | Acc: 84.611% (22202/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.447 | Acc: 84.614% (22311/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.447 | Acc: 84.601% (22416/26496) 207/391 [==================================>..............................] Step: 449ms | Tot: 1m16s | Loss: 0.448 | Acc: 84.589% (22521/26624) 208/391 [==================================>..............................] Step: 379ms | Tot: 1m17s | Loss: 0.448 | Acc: 84.603% (22633/26752) 209/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.447 | Acc: 84.639% (22751/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.448 | Acc: 84.608% (22851/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.448 | Acc: 84.626% (22964/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.448 | Acc: 84.632% (23074/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.448 | Acc: 84.634% (23183/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m19s | Loss: 0.447 | Acc: 84.651% (23296/27520) 215/391 [===================================>.............................] Step: 377ms | Tot: 1m19s | Loss: 0.448 | Acc: 84.639% (23401/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.448 | Acc: 84.638% (23509/27776) 217/391 [====================================>............................] Step: 380ms | Tot: 1m20s | Loss: 0.447 | Acc: 84.662% (23624/27904) 218/391 [====================================>............................] Step: 395ms | Tot: 1m20s | Loss: 0.448 | Acc: 84.643% (23727/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.448 | Acc: 84.659% (23840/28160) 220/391 [====================================>............................] Step: 372ms | Tot: 1m21s | Loss: 0.447 | Acc: 84.668% (23951/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.448 | Acc: 84.649% (24054/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m22s | Loss: 0.447 | Acc: 84.666% (24167/28544) 223/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.447 | Acc: 84.671% (24277/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.448 | Acc: 84.663% (24383/28800) 225/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.448 | Acc: 84.665% (24492/28928) 226/391 [=====================================>...........................] Step: 382ms | Tot: 1m23s | Loss: 0.448 | Acc: 84.668% (24601/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m24s | Loss: 0.448 | Acc: 84.673% (24711/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m24s | Loss: 0.448 | Acc: 84.668% (24818/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.448 | Acc: 84.654% (24922/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.449 | Acc: 84.629% (25023/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.449 | Acc: 84.611% (25126/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.449 | Acc: 84.620% (25237/29824) 233/391 [======================================>..........................] Step: 366ms | Tot: 1m26s | Loss: 0.450 | Acc: 84.612% (25343/29952) 234/391 [======================================>..........................] Step: 371ms | Tot: 1m26s | Loss: 0.450 | Acc: 84.621% (25454/30080) 235/391 [=======================================>.........................] Step: 376ms | Tot: 1m26s | Loss: 0.450 | Acc: 84.617% (25561/30208) 236/391 [=======================================>.........................] Step: 375ms | Tot: 1m27s | Loss: 0.450 | Acc: 84.622% (25671/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.450 | Acc: 84.598% (25772/30464) 238/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.450 | Acc: 84.591% (25878/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.450 | Acc: 84.609% (25992/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m28s | Loss: 0.449 | Acc: 84.625% (26105/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.449 | Acc: 84.653% (26222/30976) 242/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.449 | Acc: 84.635% (26325/31104) 243/391 [========================================>........................] Step: 376ms | Tot: 1m29s | Loss: 0.449 | Acc: 84.634% (26433/31232) 244/391 [========================================>........................] Step: 385ms | Tot: 1m30s | Loss: 0.449 | Acc: 84.640% (26543/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m30s | Loss: 0.450 | Acc: 84.607% (26641/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m31s | Loss: 0.451 | Acc: 84.600% (26747/31616) 247/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.451 | Acc: 84.605% (26857/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.451 | Acc: 84.598% (26963/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m32s | Loss: 0.450 | Acc: 84.603% (27073/32000) 250/391 [=========================================>.......................] Step: 376ms | Tot: 1m32s | Loss: 0.451 | Acc: 84.599% (27180/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.451 | Acc: 84.598% (27288/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m33s | Loss: 0.451 | Acc: 84.588% (27393/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.451 | Acc: 84.584% (27500/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.451 | Acc: 84.577% (27606/32640) 255/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.451 | Acc: 84.564% (27710/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m34s | Loss: 0.452 | Acc: 84.545% (27812/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m35s | Loss: 0.452 | Acc: 84.542% (27919/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m35s | Loss: 0.452 | Acc: 84.541% (28027/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.451 | Acc: 84.570% (28145/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.452 | Acc: 84.558% (28249/33408) 261/391 [===========================================>.....................] Step: 378ms | Tot: 1m36s | Loss: 0.451 | Acc: 84.575% (28363/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.451 | Acc: 84.574% (28471/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m37s | Loss: 0.451 | Acc: 84.576% (28580/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m37s | Loss: 0.451 | Acc: 84.573% (28687/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.451 | Acc: 84.589% (28801/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.451 | Acc: 84.574% (28904/34176) 267/391 [============================================>....................] Step: 355ms | Tot: 1m38s | Loss: 0.451 | Acc: 84.573% (29012/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m39s | Loss: 0.452 | Acc: 84.546% (29111/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m39s | Loss: 0.452 | Acc: 84.546% (29219/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.452 | Acc: 84.548% (29328/34688) 271/391 [=============================================>...................] Step: 377ms | Tot: 1m40s | Loss: 0.451 | Acc: 84.565% (29442/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.451 | Acc: 84.561% (29549/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.451 | Acc: 84.560% (29657/35072) 274/391 [=============================================>...................] Step: 361ms | Tot: 1m41s | Loss: 0.451 | Acc: 84.562% (29766/35200) 275/391 [=============================================>...................] Step: 375ms | Tot: 1m41s | Loss: 0.451 | Acc: 84.553% (29871/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m42s | Loss: 0.452 | Acc: 84.541% (29975/35456) 277/391 [==============================================>..................] Step: 379ms | Tot: 1m42s | Loss: 0.452 | Acc: 84.532% (30080/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.452 | Acc: 84.526% (30186/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.452 | Acc: 84.523% (30293/35840) 280/391 [==============================================>..................] Step: 387ms | Tot: 1m43s | Loss: 0.452 | Acc: 84.520% (30400/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.452 | Acc: 84.519% (30508/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m44s | Loss: 0.452 | Acc: 84.521% (30617/36224) 283/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.452 | Acc: 84.515% (30723/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.452 | Acc: 84.507% (30828/36480) 285/391 [===============================================>.................] Step: 376ms | Tot: 1m45s | Loss: 0.452 | Acc: 84.517% (30940/36608) 286/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.453 | Acc: 84.495% (31040/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m46s | Loss: 0.453 | Acc: 84.492% (31147/36864) 288/391 [===============================================>.................] Step: 370ms | Tot: 1m46s | Loss: 0.452 | Acc: 84.513% (31263/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.452 | Acc: 84.496% (31365/37120) 290/391 [================================================>................] Step: 373ms | Tot: 1m47s | Loss: 0.453 | Acc: 84.477% (31466/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.452 | Acc: 84.490% (31579/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.452 | Acc: 84.498% (31690/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m48s | Loss: 0.452 | Acc: 84.511% (31803/37632) 294/391 [================================================>................] Step: 372ms | Tot: 1m48s | Loss: 0.453 | Acc: 84.489% (31903/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m49s | Loss: 0.452 | Acc: 84.502% (32016/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.453 | Acc: 84.491% (32120/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.453 | Acc: 84.493% (32229/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m50s | Loss: 0.453 | Acc: 84.482% (32333/38272) 299/391 [=================================================>...............] Step: 369ms | Tot: 1m50s | Loss: 0.453 | Acc: 84.466% (32435/38400) 300/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.453 | Acc: 84.466% (32543/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.453 | Acc: 84.478% (32656/38656) 302/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.453 | Acc: 84.478% (32764/38784) 303/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.453 | Acc: 84.478% (32872/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.452 | Acc: 84.490% (32985/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.452 | Acc: 84.492% (33094/39168) 306/391 [==================================================>..............] Step: 370ms | Tot: 1m53s | Loss: 0.452 | Acc: 84.492% (33202/39296) 307/391 [===================================================>.............] Step: 381ms | Tot: 1m53s | Loss: 0.452 | Acc: 84.489% (33309/39424) 308/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.452 | Acc: 84.479% (33413/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m54s | Loss: 0.453 | Acc: 84.481% (33522/39680) 310/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.453 | Acc: 84.470% (33626/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.453 | Acc: 84.453% (33727/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m55s | Loss: 0.453 | Acc: 84.445% (33832/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.453 | Acc: 84.450% (33942/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.453 | Acc: 84.464% (34056/40320) 315/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.453 | Acc: 84.459% (34162/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.454 | Acc: 84.437% (34261/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m57s | Loss: 0.454 | Acc: 84.446% (34373/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m57s | Loss: 0.453 | Acc: 84.461% (34487/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.454 | Acc: 84.463% (34596/40960) 320/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.454 | Acc: 84.453% (34700/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.454 | Acc: 84.457% (34810/41216) 322/391 [=====================================================>...........] Step: 372ms | Tot: 1m59s | Loss: 0.454 | Acc: 84.450% (34915/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m59s | Loss: 0.454 | Acc: 84.452% (35024/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m59s | Loss: 0.454 | Acc: 84.445% (35129/41600) 325/391 [======================================================>..........] Step: 370ms | Tot: 2m110ms | Loss: 0.454 | Acc: 84.452% (35240/41728) 326/391 [======================================================>..........] Step: 379ms | Tot: 2m490ms | Loss: 0.454 | Acc: 84.451% (35348/41856) 327/391 [======================================================>..........] Step: 366ms | Tot: 2m857ms | Loss: 0.455 | Acc: 84.442% (35452/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 2m1s | Loss: 0.455 | Acc: 84.427% (35554/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.455 | Acc: 84.413% (35656/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m1s | Loss: 0.455 | Acc: 84.417% (35766/42368) 331/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.455 | Acc: 84.417% (35874/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.455 | Acc: 84.420% (35983/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m3s | Loss: 0.455 | Acc: 84.412% (36088/42752) 334/391 [=======================================================>.........] Step: 379ms | Tot: 2m3s | Loss: 0.455 | Acc: 84.412% (36196/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m3s | Loss: 0.455 | Acc: 84.412% (36304/43008) 336/391 [=======================================================>.........] Step: 371ms | Tot: 2m4s | Loss: 0.456 | Acc: 84.401% (36407/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.456 | Acc: 84.389% (36510/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.456 | Acc: 84.403% (36624/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.455 | Acc: 84.426% (36742/43520) 340/391 [========================================================>........] Step: 370ms | Tot: 2m5s | Loss: 0.456 | Acc: 84.396% (36837/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.456 | Acc: 84.398% (36946/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m6s | Loss: 0.456 | Acc: 84.407% (37058/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.456 | Acc: 84.418% (37171/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.456 | Acc: 84.398% (37270/44160) 345/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.456 | Acc: 84.411% (37384/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.457 | Acc: 84.400% (37487/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m8s | Loss: 0.457 | Acc: 84.393% (37592/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m8s | Loss: 0.457 | Acc: 84.368% (37689/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.457 | Acc: 84.371% (37798/44800) 350/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.457 | Acc: 84.366% (37904/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.457 | Acc: 84.384% (38020/45056) 352/391 [==========================================================>......] Step: 372ms | Tot: 2m10s | Loss: 0.457 | Acc: 84.371% (38122/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m10s | Loss: 0.456 | Acc: 84.375% (38232/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m10s | Loss: 0.456 | Acc: 84.368% (38337/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.457 | Acc: 84.344% (38434/45568) 356/391 [===========================================================>.....] Step: 374ms | Tot: 2m11s | Loss: 0.457 | Acc: 84.351% (38545/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.457 | Acc: 84.358% (38656/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m12s | Loss: 0.457 | Acc: 84.362% (38766/45952) 359/391 [===========================================================>.....] Step: 378ms | Tot: 2m12s | Loss: 0.457 | Acc: 84.362% (38874/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m12s | Loss: 0.457 | Acc: 84.353% (38978/46208) 361/391 [============================================================>....] Step: 381ms | Tot: 2m13s | Loss: 0.457 | Acc: 84.360% (39089/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.457 | Acc: 84.358% (39196/46464) 363/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.456 | Acc: 84.373% (39311/46592) 364/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.456 | Acc: 84.369% (39417/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m14s | Loss: 0.457 | Acc: 84.362% (39522/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m15s | Loss: 0.456 | Acc: 84.373% (39635/46976) 367/391 [=============================================================>...] Step: 375ms | Tot: 2m15s | Loss: 0.456 | Acc: 84.383% (39748/47104) 368/391 [=============================================================>...] Step: 376ms | Tot: 2m15s | Loss: 0.456 | Acc: 84.364% (39847/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.456 | Acc: 84.373% (39959/47360) 370/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.456 | Acc: 84.375% (40068/47488) 371/391 [=============================================================>...] Step: 367ms | Tot: 2m17s | Loss: 0.456 | Acc: 84.379% (40178/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m17s | Loss: 0.456 | Acc: 84.377% (40285/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.457 | Acc: 84.371% (40390/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m18s | Loss: 0.457 | Acc: 84.354% (40490/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.458 | Acc: 84.336% (40589/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.457 | Acc: 84.336% (40697/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m19s | Loss: 0.458 | Acc: 84.325% (40800/48384) 378/391 [==============================================================>..] Step: 372ms | Tot: 2m19s | Loss: 0.458 | Acc: 84.317% (40904/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.458 | Acc: 84.322% (41014/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.458 | Acc: 84.326% (41124/48768) 381/391 [===============================================================>.] Step: 386ms | Tot: 2m20s | Loss: 0.458 | Acc: 84.324% (41231/48896) 382/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.458 | Acc: 84.330% (41342/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m21s | Loss: 0.458 | Acc: 84.334% (41452/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m21s | Loss: 0.458 | Acc: 84.318% (41552/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.458 | Acc: 84.322% (41662/49408) 386/391 [================================================================>] Step: 374ms | Tot: 2m22s | Loss: 0.457 | Acc: 84.337% (41777/49536) 387/391 [================================================================>] Step: 372ms | Tot: 2m22s | Loss: 0.457 | Acc: 84.349% (41891/49664) 388/391 [================================================================>] Step: 372ms | Tot: 2m23s | Loss: 0.457 | Acc: 84.345% (41997/49792) 389/391 [================================================================>] Step: 381ms | Tot: 2m23s | Loss: 0.457 | Acc: 84.337% (42101/49920) 390/391 [================================================================>] Step: 362ms | Tot: 2m24s | Loss: 0.457 | Acc: 84.338% (42169/50000) 391/391 + [>................................................................] Step: 505ms | Tot: 2ms | Loss: 0.518 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 312ms | Tot: 314ms | Loss: 0.502 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 312ms | Tot: 626ms | Loss: 0.486 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 313ms | Tot: 940ms | Loss: 0.473 | Acc: 83.500% (334/400) 4/100 [==>..............................................................] Step: 310ms | Tot: 1s250ms | Loss: 0.513 | Acc: 82.000% (410/500) 5/100 [===>.............................................................] Step: 302ms | Tot: 1s553ms | Loss: 0.491 | Acc: 82.500% (495/600) 6/100 [===>.............................................................] Step: 307ms | Tot: 1s860ms | Loss: 0.505 | Acc: 82.000% (574/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s167ms | Loss: 0.537 | Acc: 81.250% (650/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s475ms | Loss: 0.552 | Acc: 81.111% (730/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s780ms | Loss: 0.551 | Acc: 81.200% (812/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 3s80ms | Loss: 0.557 | Acc: 81.364% (895/1100) 11/100 [=======>.........................................................] Step: 312ms | Tot: 3s393ms | Loss: 0.568 | Acc: 81.000% (972/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s699ms | Loss: 0.574 | Acc: 80.615% (1048/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 4s6ms | Loss: 0.562 | Acc: 81.000% (1134/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s318ms | Loss: 0.556 | Acc: 81.133% (1217/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s626ms | Loss: 0.568 | Acc: 80.750% (1292/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s935ms | Loss: 0.577 | Acc: 80.294% (1365/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s245ms | Loss: 0.574 | Acc: 80.278% (1445/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s550ms | Loss: 0.575 | Acc: 80.421% (1528/1900) 19/100 [============>....................................................] Step: 317ms | Tot: 5s868ms | Loss: 0.584 | Acc: 79.950% (1599/2000) 20/100 [=============>...................................................] Step: 325ms | Tot: 6s194ms | Loss: 0.588 | Acc: 79.905% (1678/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s507ms | Loss: 0.585 | Acc: 79.955% (1759/2200) 22/100 [==============>..................................................] Step: 315ms | Tot: 6s822ms | Loss: 0.588 | Acc: 80.043% (1841/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 7s133ms | Loss: 0.585 | Acc: 80.250% (1926/2400) 24/100 [===============>.................................................] Step: 315ms | Tot: 7s449ms | Loss: 0.589 | Acc: 80.200% (2005/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s755ms | Loss: 0.600 | Acc: 79.923% (2078/2600) 26/100 [================>................................................] Step: 316ms | Tot: 8s72ms | Loss: 0.599 | Acc: 80.000% (2160/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s379ms | Loss: 0.597 | Acc: 79.964% (2239/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s685ms | Loss: 0.598 | Acc: 80.034% (2321/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s989ms | Loss: 0.596 | Acc: 80.000% (2400/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s291ms | Loss: 0.598 | Acc: 79.935% (2478/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s598ms | Loss: 0.593 | Acc: 80.000% (2560/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s905ms | Loss: 0.595 | Acc: 79.909% (2637/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s212ms | Loss: 0.599 | Acc: 79.706% (2710/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s512ms | Loss: 0.600 | Acc: 79.600% (2786/3500) 35/100 [======================>..........................................] Step: 312ms | Tot: 10s824ms | Loss: 0.602 | Acc: 79.611% (2866/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 11s138ms | Loss: 0.604 | Acc: 79.595% (2945/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s450ms | Loss: 0.609 | Acc: 79.395% (3017/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s757ms | Loss: 0.605 | Acc: 79.564% (3103/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 12s65ms | Loss: 0.604 | Acc: 79.675% (3187/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s372ms | Loss: 0.608 | Acc: 79.585% (3263/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s681ms | Loss: 0.608 | Acc: 79.571% (3342/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s986ms | Loss: 0.607 | Acc: 79.535% (3420/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s296ms | Loss: 0.607 | Acc: 79.614% (3503/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s600ms | Loss: 0.602 | Acc: 79.778% (3590/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s906ms | Loss: 0.604 | Acc: 79.739% (3668/4600) 46/100 [=============================>...................................] Step: 297ms | Tot: 14s203ms | Loss: 0.602 | Acc: 79.745% (3748/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s513ms | Loss: 0.604 | Acc: 79.729% (3827/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s820ms | Loss: 0.600 | Acc: 79.918% (3916/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s130ms | Loss: 0.601 | Acc: 79.840% (3992/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s439ms | Loss: 0.599 | Acc: 79.980% (4079/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s746ms | Loss: 0.602 | Acc: 79.885% (4154/5200) 52/100 [=================================>...............................] Step: 321ms | Tot: 16s68ms | Loss: 0.601 | Acc: 79.962% (4238/5300) 53/100 [==================================>..............................] Step: 319ms | Tot: 16s387ms | Loss: 0.598 | Acc: 80.111% (4326/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s697ms | Loss: 0.599 | Acc: 80.036% (4402/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 17s6ms | Loss: 0.601 | Acc: 80.018% (4481/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s313ms | Loss: 0.603 | Acc: 80.000% (4560/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s620ms | Loss: 0.603 | Acc: 80.034% (4642/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s919ms | Loss: 0.604 | Acc: 79.949% (4717/5900) 59/100 [======================================>..........................] Step: 320ms | Tot: 18s240ms | Loss: 0.605 | Acc: 79.917% (4795/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s549ms | Loss: 0.605 | Acc: 79.885% (4873/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s856ms | Loss: 0.602 | Acc: 79.919% (4955/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s163ms | Loss: 0.603 | Acc: 79.857% (5031/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s464ms | Loss: 0.601 | Acc: 79.875% (5112/6400) 64/100 [=========================================>.......................] Step: 297ms | Tot: 19s762ms | Loss: 0.603 | Acc: 79.862% (5191/6500) 65/100 [==========================================>......................] Step: 314ms | Tot: 20s76ms | Loss: 0.604 | Acc: 79.818% (5268/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s379ms | Loss: 0.603 | Acc: 79.851% (5350/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s686ms | Loss: 0.603 | Acc: 79.853% (5430/6800) 68/100 [============================================>....................] Step: 312ms | Tot: 20s999ms | Loss: 0.603 | Acc: 79.855% (5510/6900) 69/100 [============================================>....................] Step: 321ms | Tot: 21s320ms | Loss: 0.605 | Acc: 79.757% (5583/7000) 70/100 [=============================================>...................] Step: 319ms | Tot: 21s640ms | Loss: 0.605 | Acc: 79.789% (5665/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s946ms | Loss: 0.606 | Acc: 79.764% (5743/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s251ms | Loss: 0.604 | Acc: 79.863% (5830/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s554ms | Loss: 0.603 | Acc: 79.851% (5909/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s862ms | Loss: 0.604 | Acc: 79.853% (5989/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s167ms | Loss: 0.601 | Acc: 79.961% (6077/7600) 76/100 [=================================================>...............] Step: 314ms | Tot: 23s481ms | Loss: 0.602 | Acc: 79.961% (6157/7700) 77/100 [==================================================>..............] Step: 316ms | Tot: 23s797ms | Loss: 0.604 | Acc: 79.936% (6235/7800) 78/100 [==================================================>..............] Step: 313ms | Tot: 24s111ms | Loss: 0.604 | Acc: 79.962% (6317/7900) 79/100 [===================================================>.............] Step: 323ms | Tot: 24s435ms | Loss: 0.604 | Acc: 79.938% (6395/8000) 80/100 [====================================================>............] Step: 314ms | Tot: 24s750ms | Loss: 0.602 | Acc: 79.938% (6475/8100) 81/100 [====================================================>............] Step: 319ms | Tot: 25s69ms | Loss: 0.602 | Acc: 79.927% (6554/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s383ms | Loss: 0.602 | Acc: 79.880% (6630/8300) 83/100 [=====================================================>...........] Step: 316ms | Tot: 25s699ms | Loss: 0.601 | Acc: 79.893% (6711/8400) 84/100 [======================================================>..........] Step: 326ms | Tot: 26s25ms | Loss: 0.600 | Acc: 79.906% (6792/8500) 85/100 [=======================================================>.........] Step: 321ms | Tot: 26s347ms | Loss: 0.601 | Acc: 79.884% (6870/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 26s661ms | Loss: 0.601 | Acc: 79.874% (6949/8700) 87/100 [========================================================>........] Step: 317ms | Tot: 26s979ms | Loss: 0.601 | Acc: 79.841% (7026/8800) 88/100 [=========================================================>.......] Step: 314ms | Tot: 27s293ms | Loss: 0.601 | Acc: 79.865% (7108/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s606ms | Loss: 0.601 | Acc: 79.911% (7192/9000) 90/100 [==========================================================>......] Step: 317ms | Tot: 27s924ms | Loss: 0.601 | Acc: 79.901% (7271/9100) 91/100 [===========================================================>.....] Step: 300ms | Tot: 28s225ms | Loss: 0.601 | Acc: 79.913% (7352/9200) 92/100 [===========================================================>.....] Step: 307ms | Tot: 28s532ms | Loss: 0.601 | Acc: 79.903% (7431/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s848ms | Loss: 0.602 | Acc: 79.830% (7504/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 29s165ms | Loss: 0.602 | Acc: 79.853% (7586/9500) 95/100 [=============================================================>...] Step: 315ms | Tot: 29s480ms | Loss: 0.600 | Acc: 79.927% (7673/9600) 96/100 [==============================================================>..] Step: 317ms | Tot: 29s798ms | Loss: 0.600 | Acc: 79.938% (7754/9700) 97/100 [===============================================================>.] Step: 313ms | Tot: 30s111ms | Loss: 0.603 | Acc: 79.888% (7829/9800) 98/100 [===============================================================>.] Step: 318ms | Tot: 30s430ms | Loss: 0.603 | Acc: 79.838% (7904/9900) 99/100 [================================================================>] Step: 328ms | Tot: 30s758ms | Loss: 0.602 | Acc: 79.870% (7987/10000) 100/100 + +Epoch: 43 + [>................................................................] Step: 659ms | Tot: 2ms | Loss: 0.513 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 389ms | Tot: 392ms | Loss: 0.520 | Acc: 85.156% (218/256) 2/391 [>................................................................] Step: 395ms | Tot: 787ms | Loss: 0.494 | Acc: 85.156% (327/384) 3/391 [>................................................................] Step: 384ms | Tot: 1s172ms | Loss: 0.503 | Acc: 83.984% (430/512) 4/391 [>................................................................] Step: 390ms | Tot: 1s562ms | Loss: 0.515 | Acc: 83.281% (533/640) 5/391 [>................................................................] Step: 375ms | Tot: 1s937ms | Loss: 0.503 | Acc: 83.854% (644/768) 6/391 [>................................................................] Step: 373ms | Tot: 2s311ms | Loss: 0.482 | Acc: 83.817% (751/896) 7/391 [=>...............................................................] Step: 379ms | Tot: 2s690ms | Loss: 0.473 | Acc: 84.180% (862/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 3s61ms | Loss: 0.467 | Acc: 84.462% (973/1152) 9/391 [=>...............................................................] Step: 374ms | Tot: 3s436ms | Loss: 0.466 | Acc: 84.219% (1078/1280) 10/391 [=>...............................................................] Step: 355ms | Tot: 3s791ms | Loss: 0.485 | Acc: 83.594% (1177/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s151ms | Loss: 0.488 | Acc: 83.594% (1284/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s523ms | Loss: 0.481 | Acc: 83.774% (1394/1664) 13/391 [==>..............................................................] Step: 372ms | Tot: 4s895ms | Loss: 0.475 | Acc: 83.873% (1503/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s258ms | Loss: 0.469 | Acc: 84.219% (1617/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s620ms | Loss: 0.466 | Acc: 84.229% (1725/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s984ms | Loss: 0.463 | Acc: 84.329% (1835/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s346ms | Loss: 0.456 | Acc: 84.592% (1949/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s707ms | Loss: 0.460 | Acc: 84.498% (2055/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 7s74ms | Loss: 0.455 | Acc: 84.609% (2166/2560) 20/391 [===>.............................................................] Step: 355ms | Tot: 7s429ms | Loss: 0.453 | Acc: 84.710% (2277/2688) 21/391 [===>.............................................................] Step: 356ms | Tot: 7s786ms | Loss: 0.456 | Acc: 84.553% (2381/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s147ms | Loss: 0.457 | Acc: 84.409% (2485/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s508ms | Loss: 0.459 | Acc: 84.277% (2589/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s872ms | Loss: 0.452 | Acc: 84.562% (2706/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s236ms | Loss: 0.450 | Acc: 84.615% (2816/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s607ms | Loss: 0.450 | Acc: 84.635% (2925/3456) 27/391 [====>............................................................] Step: 373ms | Tot: 9s980ms | Loss: 0.445 | Acc: 84.794% (3039/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s335ms | Loss: 0.449 | Acc: 84.671% (3143/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s697ms | Loss: 0.450 | Acc: 84.583% (3248/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 11s57ms | Loss: 0.447 | Acc: 84.652% (3359/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s417ms | Loss: 0.452 | Acc: 84.546% (3463/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s782ms | Loss: 0.450 | Acc: 84.659% (3576/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s141ms | Loss: 0.447 | Acc: 84.697% (3686/4352) 34/391 [=====>...........................................................] Step: 372ms | Tot: 12s514ms | Loss: 0.449 | Acc: 84.554% (3788/4480) 35/391 [=====>...........................................................] Step: 354ms | Tot: 12s869ms | Loss: 0.450 | Acc: 84.462% (3892/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s230ms | Loss: 0.449 | Acc: 84.481% (4001/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s598ms | Loss: 0.444 | Acc: 84.663% (4118/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s956ms | Loss: 0.442 | Acc: 84.655% (4226/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s322ms | Loss: 0.442 | Acc: 84.688% (4336/5120) 40/391 [======>..........................................................] Step: 370ms | Tot: 14s692ms | Loss: 0.440 | Acc: 84.794% (4450/5248) 41/391 [======>..........................................................] Step: 368ms | Tot: 15s60ms | Loss: 0.439 | Acc: 84.821% (4560/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s427ms | Loss: 0.446 | Acc: 84.648% (4659/5504) 43/391 [=======>.........................................................] Step: 362ms | Tot: 15s789ms | Loss: 0.442 | Acc: 84.801% (4776/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s156ms | Loss: 0.440 | Acc: 84.913% (4891/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s520ms | Loss: 0.439 | Acc: 84.952% (5002/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 16s884ms | Loss: 0.440 | Acc: 84.874% (5106/6016) 47/391 [=======>.........................................................] Step: 372ms | Tot: 17s256ms | Loss: 0.441 | Acc: 84.814% (5211/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s626ms | Loss: 0.438 | Acc: 84.917% (5326/6272) 49/391 [========>........................................................] Step: 371ms | Tot: 17s998ms | Loss: 0.436 | Acc: 85.031% (5442/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s360ms | Loss: 0.435 | Acc: 85.018% (5550/6528) 51/391 [========>........................................................] Step: 370ms | Tot: 18s731ms | Loss: 0.434 | Acc: 85.036% (5660/6656) 52/391 [========>........................................................] Step: 372ms | Tot: 19s104ms | Loss: 0.435 | Acc: 85.038% (5769/6784) 53/391 [========>........................................................] Step: 369ms | Tot: 19s473ms | Loss: 0.439 | Acc: 84.939% (5871/6912) 54/391 [========>........................................................] Step: 390ms | Tot: 19s863ms | Loss: 0.440 | Acc: 84.886% (5976/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 20s230ms | Loss: 0.441 | Acc: 84.849% (6082/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s603ms | Loss: 0.441 | Acc: 84.882% (6193/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s967ms | Loss: 0.441 | Acc: 84.833% (6298/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s334ms | Loss: 0.444 | Acc: 84.746% (6400/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s703ms | Loss: 0.442 | Acc: 84.792% (6512/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 22s69ms | Loss: 0.444 | Acc: 84.708% (6614/7808) 61/391 [==========>......................................................] Step: 376ms | Tot: 22s446ms | Loss: 0.444 | Acc: 84.740% (6725/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s809ms | Loss: 0.445 | Acc: 84.722% (6832/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s176ms | Loss: 0.445 | Acc: 84.717% (6940/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s544ms | Loss: 0.444 | Acc: 84.772% (7053/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s906ms | Loss: 0.445 | Acc: 84.718% (7157/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s271ms | Loss: 0.444 | Acc: 84.795% (7272/8576) 67/391 [===========>.....................................................] Step: 375ms | Tot: 24s646ms | Loss: 0.444 | Acc: 84.812% (7382/8704) 68/391 [===========>.....................................................] Step: 380ms | Tot: 25s26ms | Loss: 0.444 | Acc: 84.794% (7489/8832) 69/391 [===========>.....................................................] Step: 371ms | Tot: 25s398ms | Loss: 0.443 | Acc: 84.855% (7603/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s763ms | Loss: 0.442 | Acc: 84.914% (7717/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 26s127ms | Loss: 0.442 | Acc: 84.928% (7827/9216) 72/391 [===========>.....................................................] Step: 374ms | Tot: 26s501ms | Loss: 0.443 | Acc: 84.910% (7934/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s868ms | Loss: 0.444 | Acc: 84.850% (8037/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 27s237ms | Loss: 0.444 | Acc: 84.833% (8144/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s601ms | Loss: 0.444 | Acc: 84.848% (8254/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 27s969ms | Loss: 0.444 | Acc: 84.842% (8362/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s334ms | Loss: 0.444 | Acc: 84.836% (8470/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s702ms | Loss: 0.443 | Acc: 84.850% (8580/10112) 79/391 [=============>...................................................] Step: 375ms | Tot: 29s78ms | Loss: 0.442 | Acc: 84.854% (8689/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s440ms | Loss: 0.443 | Acc: 84.809% (8793/10368) 81/391 [=============>...................................................] Step: 376ms | Tot: 29s817ms | Loss: 0.445 | Acc: 84.775% (8898/10496) 82/391 [=============>...................................................] Step: 369ms | Tot: 30s186ms | Loss: 0.445 | Acc: 84.733% (9002/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s550ms | Loss: 0.444 | Acc: 84.738% (9111/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 30s921ms | Loss: 0.445 | Acc: 84.688% (9214/10880) 85/391 [==============>..................................................] Step: 358ms | Tot: 31s279ms | Loss: 0.445 | Acc: 84.684% (9322/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s647ms | Loss: 0.443 | Acc: 84.707% (9433/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 32s15ms | Loss: 0.444 | Acc: 84.695% (9540/11264) 88/391 [==============>..................................................] Step: 386ms | Tot: 32s401ms | Loss: 0.446 | Acc: 84.656% (9644/11392) 89/391 [==============>..................................................] Step: 390ms | Tot: 32s791ms | Loss: 0.448 | Acc: 84.566% (9742/11520) 90/391 [==============>..................................................] Step: 392ms | Tot: 33s184ms | Loss: 0.446 | Acc: 84.633% (9858/11648) 91/391 [===============>.................................................] Step: 381ms | Tot: 33s566ms | Loss: 0.446 | Acc: 84.647% (9968/11776) 92/391 [===============>.................................................] Step: 379ms | Tot: 33s946ms | Loss: 0.446 | Acc: 84.661% (10078/11904) 93/391 [===============>.................................................] Step: 376ms | Tot: 34s322ms | Loss: 0.446 | Acc: 84.674% (10188/12032) 94/391 [===============>.................................................] Step: 395ms | Tot: 34s718ms | Loss: 0.446 | Acc: 84.655% (10294/12160) 95/391 [===============>.................................................] Step: 382ms | Tot: 35s100ms | Loss: 0.447 | Acc: 84.635% (10400/12288) 96/391 [===============>.................................................] Step: 388ms | Tot: 35s489ms | Loss: 0.446 | Acc: 84.633% (10508/12416) 97/391 [================>................................................] Step: 392ms | Tot: 35s881ms | Loss: 0.446 | Acc: 84.654% (10619/12544) 98/391 [================>................................................] Step: 371ms | Tot: 36s253ms | Loss: 0.446 | Acc: 84.612% (10722/12672) 99/391 [================>................................................] Step: 376ms | Tot: 36s629ms | Loss: 0.444 | Acc: 84.680% (10839/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s993ms | Loss: 0.444 | Acc: 84.692% (10949/12928) 101/391 [================>................................................] Step: 377ms | Tot: 37s370ms | Loss: 0.444 | Acc: 84.689% (11057/13056) 102/391 [================>................................................] Step: 382ms | Tot: 37s752ms | Loss: 0.443 | Acc: 84.716% (11169/13184) 103/391 [=================>...............................................] Step: 380ms | Tot: 38s133ms | Loss: 0.443 | Acc: 84.721% (11278/13312) 104/391 [=================>...............................................] Step: 384ms | Tot: 38s518ms | Loss: 0.444 | Acc: 84.732% (11388/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s886ms | Loss: 0.444 | Acc: 84.744% (11498/13568) 106/391 [=================>...............................................] Step: 388ms | Tot: 39s275ms | Loss: 0.445 | Acc: 84.711% (11602/13696) 107/391 [=================>...............................................] Step: 385ms | Tot: 39s660ms | Loss: 0.446 | Acc: 84.679% (11706/13824) 108/391 [=================>...............................................] Step: 378ms | Tot: 40s38ms | Loss: 0.446 | Acc: 84.662% (11812/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 40s408ms | Loss: 0.444 | Acc: 84.709% (11927/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s780ms | Loss: 0.444 | Acc: 84.741% (12040/14208) 111/391 [==================>..............................................] Step: 374ms | Tot: 41s154ms | Loss: 0.445 | Acc: 84.689% (12141/14336) 112/391 [==================>..............................................] Step: 375ms | Tot: 41s530ms | Loss: 0.445 | Acc: 84.658% (12245/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s894ms | Loss: 0.447 | Acc: 84.622% (12348/14592) 114/391 [==================>..............................................] Step: 374ms | Tot: 42s269ms | Loss: 0.447 | Acc: 84.620% (12456/14720) 115/391 [===================>.............................................] Step: 372ms | Tot: 42s641ms | Loss: 0.447 | Acc: 84.611% (12563/14848) 116/391 [===================>.............................................] Step: 384ms | Tot: 43s26ms | Loss: 0.447 | Acc: 84.609% (12671/14976) 117/391 [===================>.............................................] Step: 376ms | Tot: 43s402ms | Loss: 0.447 | Acc: 84.627% (12782/15104) 118/391 [===================>.............................................] Step: 379ms | Tot: 43s782ms | Loss: 0.447 | Acc: 84.644% (12893/15232) 119/391 [===================>.............................................] Step: 379ms | Tot: 44s161ms | Loss: 0.446 | Acc: 84.635% (13000/15360) 120/391 [===================>.............................................] Step: 375ms | Tot: 44s536ms | Loss: 0.447 | Acc: 84.620% (13106/15488) 121/391 [====================>............................................] Step: 374ms | Tot: 44s911ms | Loss: 0.447 | Acc: 84.612% (13213/15616) 122/391 [====================>............................................] Step: 379ms | Tot: 45s290ms | Loss: 0.447 | Acc: 84.604% (13320/15744) 123/391 [====================>............................................] Step: 379ms | Tot: 45s670ms | Loss: 0.447 | Acc: 84.627% (13432/15872) 124/391 [====================>............................................] Step: 384ms | Tot: 46s54ms | Loss: 0.447 | Acc: 84.594% (13535/16000) 125/391 [====================>............................................] Step: 370ms | Tot: 46s425ms | Loss: 0.447 | Acc: 84.623% (13648/16128) 126/391 [====================>............................................] Step: 381ms | Tot: 46s806ms | Loss: 0.447 | Acc: 84.615% (13755/16256) 127/391 [=====================>...........................................] Step: 392ms | Tot: 47s198ms | Loss: 0.448 | Acc: 84.613% (13863/16384) 128/391 [=====================>...........................................] Step: 385ms | Tot: 47s583ms | Loss: 0.448 | Acc: 84.593% (13968/16512) 129/391 [=====================>...........................................] Step: 373ms | Tot: 47s957ms | Loss: 0.448 | Acc: 84.609% (14079/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 48s324ms | Loss: 0.448 | Acc: 84.590% (14184/16768) 131/391 [=====================>...........................................] Step: 373ms | Tot: 48s698ms | Loss: 0.448 | Acc: 84.582% (14291/16896) 132/391 [=====================>...........................................] Step: 377ms | Tot: 49s75ms | Loss: 0.448 | Acc: 84.539% (14392/17024) 133/391 [======================>..........................................] Step: 375ms | Tot: 49s451ms | Loss: 0.448 | Acc: 84.567% (14505/17152) 134/391 [======================>..........................................] Step: 371ms | Tot: 49s822ms | Loss: 0.449 | Acc: 84.560% (14612/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 50s181ms | Loss: 0.448 | Acc: 84.559% (14720/17408) 136/391 [======================>..........................................] Step: 377ms | Tot: 50s559ms | Loss: 0.449 | Acc: 84.540% (14825/17536) 137/391 [======================>..........................................] Step: 377ms | Tot: 50s936ms | Loss: 0.448 | Acc: 84.567% (14938/17664) 138/391 [======================>..........................................] Step: 374ms | Tot: 51s311ms | Loss: 0.448 | Acc: 84.577% (15048/17792) 139/391 [=======================>.........................................] Step: 369ms | Tot: 51s681ms | Loss: 0.449 | Acc: 84.559% (15153/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 52s45ms | Loss: 0.449 | Acc: 84.536% (15257/18048) 141/391 [=======================>.........................................] Step: 371ms | Tot: 52s417ms | Loss: 0.449 | Acc: 84.524% (15363/18176) 142/391 [=======================>.........................................] Step: 386ms | Tot: 52s803ms | Loss: 0.449 | Acc: 84.539% (15474/18304) 143/391 [=======================>.........................................] Step: 372ms | Tot: 53s176ms | Loss: 0.450 | Acc: 84.511% (15577/18432) 144/391 [=======================>.........................................] Step: 374ms | Tot: 53s551ms | Loss: 0.449 | Acc: 84.542% (15691/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 53s919ms | Loss: 0.449 | Acc: 84.568% (15804/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 54s287ms | Loss: 0.449 | Acc: 84.577% (15914/18816) 147/391 [========================>........................................] Step: 375ms | Tot: 54s663ms | Loss: 0.449 | Acc: 84.570% (16021/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 55s32ms | Loss: 0.448 | Acc: 84.600% (16135/19072) 149/391 [========================>........................................] Step: 370ms | Tot: 55s403ms | Loss: 0.448 | Acc: 84.609% (16245/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 55s769ms | Loss: 0.448 | Acc: 84.618% (16355/19328) 151/391 [=========================>.......................................] Step: 385ms | Tot: 56s154ms | Loss: 0.448 | Acc: 84.637% (16467/19456) 152/391 [=========================>.......................................] Step: 372ms | Tot: 56s526ms | Loss: 0.448 | Acc: 84.651% (16578/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 56s888ms | Loss: 0.448 | Acc: 84.659% (16688/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 57s253ms | Loss: 0.448 | Acc: 84.647% (16794/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 57s619ms | Loss: 0.449 | Acc: 84.635% (16900/19968) 156/391 [=========================>.......................................] Step: 371ms | Tot: 57s991ms | Loss: 0.448 | Acc: 84.654% (17012/20096) 157/391 [==========================>......................................] Step: 375ms | Tot: 58s366ms | Loss: 0.448 | Acc: 84.652% (17120/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 58s731ms | Loss: 0.449 | Acc: 84.626% (17223/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 59s94ms | Loss: 0.448 | Acc: 84.639% (17334/20480) 160/391 [==========================>......................................] Step: 371ms | Tot: 59s465ms | Loss: 0.448 | Acc: 84.656% (17446/20608) 161/391 [==========================>......................................] Step: 366ms | Tot: 59s832ms | Loss: 0.448 | Acc: 84.664% (17556/20736) 162/391 [==========================>......................................] Step: 367ms | Tot: 1m199ms | Loss: 0.449 | Acc: 84.653% (17662/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 1m564ms | Loss: 0.449 | Acc: 84.637% (17767/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 1m924ms | Loss: 0.449 | Acc: 84.645% (17877/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.450 | Acc: 84.624% (17981/21248) 166/391 [===========================>.....................................] Step: 375ms | Tot: 1m1s | Loss: 0.451 | Acc: 84.590% (18082/21376) 167/391 [===========================>.....................................] Step: 371ms | Tot: 1m2s | Loss: 0.450 | Acc: 84.617% (18196/21504) 168/391 [===========================>.....................................] Step: 373ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.592% (18299/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.452 | Acc: 84.577% (18404/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.452 | Acc: 84.558% (18508/21888) 171/391 [============================>....................................] Step: 377ms | Tot: 1m3s | Loss: 0.451 | Acc: 84.570% (18619/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.451 | Acc: 84.551% (18723/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m4s | Loss: 0.452 | Acc: 84.514% (18823/22272) 174/391 [============================>....................................] Step: 372ms | Tot: 1m4s | Loss: 0.453 | Acc: 84.473% (18922/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.452 | Acc: 84.499% (19036/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.507% (19146/22656) 177/391 [=============================>...................................] Step: 379ms | Tot: 1m5s | Loss: 0.452 | Acc: 84.511% (19255/22784) 178/391 [=============================>...................................] Step: 375ms | Tot: 1m6s | Loss: 0.451 | Acc: 84.523% (19366/22912) 179/391 [=============================>...................................] Step: 375ms | Tot: 1m6s | Loss: 0.451 | Acc: 84.531% (19476/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m6s | Loss: 0.451 | Acc: 84.548% (19588/23168) 181/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.568% (19701/23296) 182/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.563% (19808/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.451 | Acc: 84.536% (19910/23552) 184/391 [==============================>..................................] Step: 377ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.565% (20025/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.547% (20129/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m9s | Loss: 0.451 | Acc: 84.555% (20239/23936) 187/391 [===============================>.................................] Step: 380ms | Tot: 1m9s | Loss: 0.451 | Acc: 84.541% (20344/24064) 188/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.451 | Acc: 84.528% (20449/24192) 189/391 [===============================>.................................] Step: 385ms | Tot: 1m10s | Loss: 0.452 | Acc: 84.507% (20552/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m10s | Loss: 0.452 | Acc: 84.506% (20660/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.451 | Acc: 84.513% (20770/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m11s | Loss: 0.451 | Acc: 84.537% (20884/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.451 | Acc: 84.524% (20989/24832) 194/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.451 | Acc: 84.519% (21096/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.451 | Acc: 84.542% (21210/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.451 | Acc: 84.530% (21315/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m13s | Loss: 0.451 | Acc: 84.541% (21426/25344) 198/391 [================================>................................] Step: 380ms | Tot: 1m13s | Loss: 0.450 | Acc: 84.567% (21541/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.450 | Acc: 84.562% (21648/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.450 | Acc: 84.577% (21760/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.450 | Acc: 84.580% (21869/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.450 | Acc: 84.571% (21975/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m15s | Loss: 0.451 | Acc: 84.540% (22075/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m15s | Loss: 0.451 | Acc: 84.531% (22181/26240) 205/391 [==================================>..............................] Step: 375ms | Tot: 1m16s | Loss: 0.451 | Acc: 84.515% (22285/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.451 | Acc: 84.522% (22395/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.452 | Acc: 84.521% (22503/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m17s | Loss: 0.452 | Acc: 84.517% (22610/26752) 209/391 [==================================>..............................] Step: 376ms | Tot: 1m17s | Loss: 0.452 | Acc: 84.516% (22718/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.452 | Acc: 84.527% (22829/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.452 | Acc: 84.519% (22935/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.452 | Acc: 84.529% (23046/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m19s | Loss: 0.452 | Acc: 84.528% (23154/27392) 214/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.452 | Acc: 84.528% (23262/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m19s | Loss: 0.451 | Acc: 84.534% (23372/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m20s | Loss: 0.450 | Acc: 84.566% (23489/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.450 | Acc: 84.565% (23597/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.450 | Acc: 84.550% (23701/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m21s | Loss: 0.450 | Acc: 84.553% (23810/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.450 | Acc: 84.545% (23916/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.451 | Acc: 84.537% (24022/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m22s | Loss: 0.451 | Acc: 84.547% (24133/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.451 | Acc: 84.563% (24246/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.451 | Acc: 84.559% (24353/28800) 225/391 [=====================================>...........................] Step: 355ms | Tot: 1m23s | Loss: 0.451 | Acc: 84.544% (24457/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.451 | Acc: 84.557% (24569/29056) 227/391 [=====================================>...........................] Step: 355ms | Tot: 1m24s | Loss: 0.450 | Acc: 84.570% (24681/29184) 228/391 [=====================================>...........................] Step: 355ms | Tot: 1m24s | Loss: 0.450 | Acc: 84.587% (24794/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.450 | Acc: 84.586% (24902/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.450 | Acc: 84.591% (25012/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.451 | Acc: 84.601% (25123/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.451 | Acc: 84.606% (25233/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m26s | Loss: 0.451 | Acc: 84.612% (25343/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m26s | Loss: 0.451 | Acc: 84.601% (25448/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.450 | Acc: 84.610% (25559/30208) 236/391 [=======================================>.........................] Step: 355ms | Tot: 1m27s | Loss: 0.450 | Acc: 84.622% (25671/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.450 | Acc: 84.638% (25784/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.450 | Acc: 84.623% (25888/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m28s | Loss: 0.450 | Acc: 84.645% (26003/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m28s | Loss: 0.450 | Acc: 84.628% (26106/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.449 | Acc: 84.653% (26222/30976) 242/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.449 | Acc: 84.639% (26326/31104) 243/391 [========================================>........................] Step: 354ms | Tot: 1m29s | Loss: 0.449 | Acc: 84.644% (26436/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m30s | Loss: 0.449 | Acc: 84.656% (26548/31360) 245/391 [========================================>........................] Step: 353ms | Tot: 1m30s | Loss: 0.449 | Acc: 84.661% (26658/31488) 246/391 [========================================>........................] Step: 348ms | Tot: 1m30s | Loss: 0.449 | Acc: 84.647% (26762/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.449 | Acc: 84.643% (26869/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.448 | Acc: 84.654% (26981/31872) 249/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.449 | Acc: 84.656% (27090/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m32s | Loss: 0.449 | Acc: 84.661% (27200/32128) 251/391 [=========================================>.......................] Step: 377ms | Tot: 1m32s | Loss: 0.449 | Acc: 84.657% (27307/32256) 252/391 [=========================================>.......................] Step: 399ms | Tot: 1m33s | Loss: 0.448 | Acc: 84.681% (27423/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.448 | Acc: 84.689% (27534/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.448 | Acc: 84.684% (27641/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m34s | Loss: 0.447 | Acc: 84.686% (27750/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.447 | Acc: 84.685% (27858/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.447 | Acc: 84.684% (27966/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m35s | Loss: 0.447 | Acc: 84.695% (28078/33152) 259/391 [===========================================>.....................] Step: 377ms | Tot: 1m35s | Loss: 0.447 | Acc: 84.694% (28186/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.446 | Acc: 84.704% (28298/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.446 | Acc: 84.718% (28411/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.446 | Acc: 84.705% (28515/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m37s | Loss: 0.446 | Acc: 84.695% (28620/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m37s | Loss: 0.446 | Acc: 84.690% (28727/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.447 | Acc: 84.672% (28829/34048) 266/391 [============================================>....................] Step: 356ms | Tot: 1m38s | Loss: 0.446 | Acc: 84.679% (28940/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.447 | Acc: 84.672% (29046/34304) 268/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.447 | Acc: 84.677% (29156/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.446 | Acc: 84.679% (29265/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m39s | Loss: 0.446 | Acc: 84.683% (29375/34688) 271/391 [=============================================>...................] Step: 354ms | Tot: 1m40s | Loss: 0.446 | Acc: 84.682% (29483/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.446 | Acc: 84.687% (29593/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.446 | Acc: 84.683% (29700/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.447 | Acc: 84.668% (29803/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.447 | Acc: 84.667% (29911/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m41s | Loss: 0.447 | Acc: 84.651% (30014/35456) 277/391 [==============================================>..................] Step: 374ms | Tot: 1m42s | Loss: 0.448 | Acc: 84.636% (30117/35584) 278/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.448 | Acc: 84.635% (30225/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.448 | Acc: 84.640% (30335/35840) 280/391 [==============================================>..................] Step: 352ms | Tot: 1m43s | Loss: 0.448 | Acc: 84.636% (30442/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.448 | Acc: 84.646% (30554/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m44s | Loss: 0.448 | Acc: 84.634% (30658/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.448 | Acc: 84.639% (30768/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.447 | Acc: 84.644% (30878/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m45s | Loss: 0.447 | Acc: 84.643% (30986/36608) 286/391 [===============================================>.................] Step: 379ms | Tot: 1m45s | Loss: 0.447 | Acc: 84.650% (31097/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.448 | Acc: 84.625% (31196/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m46s | Loss: 0.448 | Acc: 84.613% (31300/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.449 | Acc: 84.591% (31400/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.450 | Acc: 84.592% (31509/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m47s | Loss: 0.449 | Acc: 84.589% (31616/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.449 | Acc: 84.594% (31726/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m48s | Loss: 0.449 | Acc: 84.596% (31835/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m48s | Loss: 0.449 | Acc: 84.608% (31948/37760) 295/391 [=================================================>...............] Step: 372ms | Tot: 1m48s | Loss: 0.450 | Acc: 84.591% (32050/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m49s | Loss: 0.450 | Acc: 84.585% (32156/38016) 297/391 [=================================================>...............] Step: 369ms | Tot: 1m49s | Loss: 0.450 | Acc: 84.577% (32261/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m49s | Loss: 0.451 | Acc: 84.563% (32364/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m50s | Loss: 0.450 | Acc: 84.573% (32476/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m50s | Loss: 0.450 | Acc: 84.585% (32589/38528) 301/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.451 | Acc: 84.564% (32689/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.451 | Acc: 84.571% (32800/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.451 | Acc: 84.578% (32911/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.451 | Acc: 84.582% (33021/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.450 | Acc: 84.587% (33131/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m52s | Loss: 0.451 | Acc: 84.576% (33235/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.450 | Acc: 84.601% (33353/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.450 | Acc: 84.590% (33457/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.450 | Acc: 84.587% (33564/39680) 310/391 [===================================================>.............] Step: 352ms | Tot: 1m54s | Loss: 0.450 | Acc: 84.586% (33672/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.450 | Acc: 84.590% (33782/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.450 | Acc: 84.595% (33892/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.449 | Acc: 84.606% (34005/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.449 | Acc: 84.603% (34112/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.450 | Acc: 84.607% (34222/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.450 | Acc: 84.599% (34327/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m56s | Loss: 0.450 | Acc: 84.594% (34433/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m57s | Loss: 0.450 | Acc: 84.608% (34547/40832) 319/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.450 | Acc: 84.595% (34650/40960) 320/391 [=====================================================>...........] Step: 354ms | Tot: 1m57s | Loss: 0.450 | Acc: 84.601% (34761/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.450 | Acc: 84.601% (34869/41216) 322/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.450 | Acc: 84.607% (34980/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.449 | Acc: 84.609% (35089/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m59s | Loss: 0.450 | Acc: 84.587% (35188/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.450 | Acc: 84.576% (35292/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.450 | Acc: 84.580% (35402/41856) 327/391 [======================================================>..........] Step: 355ms | Tot: 2m354ms | Loss: 0.450 | Acc: 84.585% (35512/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 2m717ms | Loss: 0.450 | Acc: 84.586% (35621/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 2m1s | Loss: 0.450 | Acc: 84.571% (35723/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m1s | Loss: 0.450 | Acc: 84.578% (35834/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.450 | Acc: 84.594% (35949/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.450 | Acc: 84.586% (36054/42624) 333/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.450 | Acc: 84.583% (36161/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.450 | Acc: 84.576% (36266/42880) 335/391 [=======================================================>.........] Step: 357ms | Tot: 2m3s | Loss: 0.450 | Acc: 84.582% (36377/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m3s | Loss: 0.450 | Acc: 84.574% (36482/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.450 | Acc: 84.588% (36596/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.450 | Acc: 84.569% (36696/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.450 | Acc: 84.559% (36800/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m5s | Loss: 0.450 | Acc: 84.561% (36909/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m5s | Loss: 0.450 | Acc: 84.551% (37013/43776) 342/391 [========================================================>........] Step: 352ms | Tot: 2m5s | Loss: 0.450 | Acc: 84.541% (37117/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.450 | Acc: 84.550% (37229/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.451 | Acc: 84.540% (37333/44160) 345/391 [=========================================================>.......] Step: 352ms | Tot: 2m6s | Loss: 0.451 | Acc: 84.540% (37441/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m7s | Loss: 0.451 | Acc: 84.539% (37549/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.451 | Acc: 84.541% (37658/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.451 | Acc: 84.534% (37763/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.451 | Acc: 84.538% (37873/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.450 | Acc: 84.551% (37987/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.450 | Acc: 84.548% (38094/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.450 | Acc: 84.545% (38201/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.450 | Acc: 84.534% (38304/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m10s | Loss: 0.451 | Acc: 84.536% (38413/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.451 | Acc: 84.542% (38524/45568) 356/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.451 | Acc: 84.546% (38634/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.451 | Acc: 84.539% (38739/45824) 358/391 [===========================================================>.....] Step: 377ms | Tot: 2m11s | Loss: 0.451 | Acc: 84.519% (38838/45952) 359/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.451 | Acc: 84.523% (38948/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m12s | Loss: 0.451 | Acc: 84.507% (39049/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.452 | Acc: 84.500% (39154/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.451 | Acc: 84.524% (39273/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.451 | Acc: 84.532% (39385/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.451 | Acc: 84.531% (39493/46720) 365/391 [============================================================>....] Step: 354ms | Tot: 2m14s | Loss: 0.452 | Acc: 84.507% (39590/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m14s | Loss: 0.452 | Acc: 84.494% (39692/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.452 | Acc: 84.481% (39794/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.452 | Acc: 84.470% (39897/47232) 369/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.453 | Acc: 84.451% (39996/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.453 | Acc: 84.455% (40106/47488) 371/391 [=============================================================>...] Step: 355ms | Tot: 2m16s | Loss: 0.453 | Acc: 84.467% (40220/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.453 | Acc: 84.467% (40328/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.453 | Acc: 84.459% (40432/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.453 | Acc: 84.452% (40537/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.453 | Acc: 84.464% (40651/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.453 | Acc: 84.456% (40755/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.453 | Acc: 84.472% (40871/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m18s | Loss: 0.453 | Acc: 84.476% (40981/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.453 | Acc: 84.476% (41089/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.453 | Acc: 84.486% (41202/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.453 | Acc: 84.481% (41308/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m20s | Loss: 0.453 | Acc: 84.483% (41417/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.453 | Acc: 84.477% (41522/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m21s | Loss: 0.453 | Acc: 84.472% (41628/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.453 | Acc: 84.470% (41735/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.453 | Acc: 84.474% (41845/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.453 | Acc: 84.474% (41953/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m22s | Loss: 0.453 | Acc: 84.459% (42054/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.454 | Acc: 84.453% (42159/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m23s | Loss: 0.454 | Acc: 84.446% (42223/50000) 391/391 + [>................................................................] Step: 509ms | Tot: 2ms | Loss: 0.553 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 304ms | Tot: 307ms | Loss: 0.596 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 600ms | Loss: 0.559 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 311ms | Tot: 912ms | Loss: 0.576 | Acc: 80.000% (320/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s202ms | Loss: 0.546 | Acc: 81.600% (408/500) 5/100 [===>.............................................................] Step: 302ms | Tot: 1s505ms | Loss: 0.514 | Acc: 82.500% (495/600) 6/100 [===>.............................................................] Step: 305ms | Tot: 1s811ms | Loss: 0.500 | Acc: 82.714% (579/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s116ms | Loss: 0.531 | Acc: 82.125% (657/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s421ms | Loss: 0.553 | Acc: 81.333% (732/900) 9/100 [=====>...........................................................] Step: 310ms | Tot: 2s731ms | Loss: 0.549 | Acc: 81.300% (813/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 3s36ms | Loss: 0.562 | Acc: 81.273% (894/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s343ms | Loss: 0.560 | Acc: 81.667% (980/1200) 12/100 [=======>.........................................................] Step: 313ms | Tot: 3s657ms | Loss: 0.563 | Acc: 81.538% (1060/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s965ms | Loss: 0.555 | Acc: 81.786% (1145/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s274ms | Loss: 0.558 | Acc: 81.333% (1220/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s575ms | Loss: 0.560 | Acc: 81.188% (1299/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s889ms | Loss: 0.556 | Acc: 81.471% (1385/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s197ms | Loss: 0.564 | Acc: 81.111% (1460/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s498ms | Loss: 0.572 | Acc: 80.789% (1535/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s809ms | Loss: 0.580 | Acc: 80.600% (1612/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s113ms | Loss: 0.591 | Acc: 80.238% (1685/2100) 21/100 [=============>...................................................] Step: 305ms | Tot: 6s418ms | Loss: 0.593 | Acc: 80.091% (1762/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s730ms | Loss: 0.599 | Acc: 80.087% (1842/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s34ms | Loss: 0.598 | Acc: 80.042% (1921/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s342ms | Loss: 0.599 | Acc: 80.000% (2000/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s648ms | Loss: 0.610 | Acc: 79.808% (2075/2600) 26/100 [================>................................................] Step: 311ms | Tot: 7s960ms | Loss: 0.607 | Acc: 79.889% (2157/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s263ms | Loss: 0.603 | Acc: 79.893% (2237/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s572ms | Loss: 0.609 | Acc: 79.862% (2316/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s878ms | Loss: 0.603 | Acc: 79.967% (2399/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s187ms | Loss: 0.604 | Acc: 79.774% (2473/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s492ms | Loss: 0.602 | Acc: 79.875% (2556/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s799ms | Loss: 0.604 | Acc: 79.848% (2635/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 10s98ms | Loss: 0.605 | Acc: 79.794% (2713/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s404ms | Loss: 0.606 | Acc: 79.771% (2792/3500) 35/100 [======================>..........................................] Step: 315ms | Tot: 10s719ms | Loss: 0.610 | Acc: 79.639% (2867/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 11s23ms | Loss: 0.613 | Acc: 79.595% (2945/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s332ms | Loss: 0.614 | Acc: 79.605% (3025/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s638ms | Loss: 0.613 | Acc: 79.692% (3108/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s946ms | Loss: 0.612 | Acc: 79.675% (3187/4000) 40/100 [==========================>......................................] Step: 317ms | Tot: 12s264ms | Loss: 0.612 | Acc: 79.659% (3266/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s575ms | Loss: 0.612 | Acc: 79.667% (3346/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s881ms | Loss: 0.609 | Acc: 79.721% (3428/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s194ms | Loss: 0.610 | Acc: 79.659% (3505/4400) 44/100 [============================>....................................] Step: 299ms | Tot: 13s493ms | Loss: 0.609 | Acc: 79.689% (3586/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s797ms | Loss: 0.610 | Acc: 79.587% (3661/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 14s105ms | Loss: 0.610 | Acc: 79.617% (3742/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s413ms | Loss: 0.610 | Acc: 79.604% (3821/4800) 48/100 [===============================>.................................] Step: 313ms | Tot: 14s727ms | Loss: 0.607 | Acc: 79.633% (3902/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 15s33ms | Loss: 0.607 | Acc: 79.540% (3977/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s340ms | Loss: 0.607 | Acc: 79.588% (4059/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s644ms | Loss: 0.606 | Acc: 79.596% (4139/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 15s958ms | Loss: 0.605 | Acc: 79.623% (4220/5300) 53/100 [==================================>..............................] Step: 303ms | Tot: 16s261ms | Loss: 0.606 | Acc: 79.574% (4297/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s568ms | Loss: 0.606 | Acc: 79.564% (4376/5500) 55/100 [===================================>.............................] Step: 311ms | Tot: 16s880ms | Loss: 0.607 | Acc: 79.643% (4460/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s189ms | Loss: 0.607 | Acc: 79.667% (4541/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s493ms | Loss: 0.607 | Acc: 79.707% (4623/5800) 58/100 [=====================================>...........................] Step: 319ms | Tot: 17s813ms | Loss: 0.610 | Acc: 79.610% (4697/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 18s116ms | Loss: 0.611 | Acc: 79.617% (4777/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s429ms | Loss: 0.609 | Acc: 79.656% (4859/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s736ms | Loss: 0.608 | Acc: 79.694% (4941/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 19s40ms | Loss: 0.606 | Acc: 79.778% (5026/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s343ms | Loss: 0.603 | Acc: 79.750% (5104/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s655ms | Loss: 0.604 | Acc: 79.738% (5183/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s962ms | Loss: 0.603 | Acc: 79.712% (5261/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s272ms | Loss: 0.601 | Acc: 79.687% (5339/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s582ms | Loss: 0.603 | Acc: 79.618% (5414/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 20s888ms | Loss: 0.605 | Acc: 79.580% (5491/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s191ms | Loss: 0.607 | Acc: 79.529% (5567/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s497ms | Loss: 0.606 | Acc: 79.549% (5648/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s803ms | Loss: 0.604 | Acc: 79.653% (5735/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 22s110ms | Loss: 0.603 | Acc: 79.726% (5820/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s418ms | Loss: 0.602 | Acc: 79.703% (5898/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s730ms | Loss: 0.603 | Acc: 79.707% (5978/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s38ms | Loss: 0.604 | Acc: 79.697% (6057/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 23s344ms | Loss: 0.606 | Acc: 79.623% (6131/7700) 77/100 [==================================================>..............] Step: 323ms | Tot: 23s667ms | Loss: 0.607 | Acc: 79.641% (6212/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 23s979ms | Loss: 0.609 | Acc: 79.646% (6292/7900) 79/100 [===================================================>.............] Step: 327ms | Tot: 24s307ms | Loss: 0.609 | Acc: 79.600% (6368/8000) 80/100 [====================================================>............] Step: 320ms | Tot: 24s628ms | Loss: 0.610 | Acc: 79.605% (6448/8100) 81/100 [====================================================>............] Step: 326ms | Tot: 24s955ms | Loss: 0.609 | Acc: 79.561% (6524/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s263ms | Loss: 0.609 | Acc: 79.554% (6603/8300) 83/100 [=====================================================>...........] Step: 321ms | Tot: 25s585ms | Loss: 0.609 | Acc: 79.524% (6680/8400) 84/100 [======================================================>..........] Step: 316ms | Tot: 25s902ms | Loss: 0.611 | Acc: 79.482% (6756/8500) 85/100 [=======================================================>.........] Step: 322ms | Tot: 26s224ms | Loss: 0.612 | Acc: 79.500% (6837/8600) 86/100 [=======================================================>.........] Step: 328ms | Tot: 26s552ms | Loss: 0.613 | Acc: 79.494% (6916/8700) 87/100 [========================================================>........] Step: 324ms | Tot: 26s877ms | Loss: 0.614 | Acc: 79.466% (6993/8800) 88/100 [=========================================================>.......] Step: 312ms | Tot: 27s190ms | Loss: 0.615 | Acc: 79.483% (7074/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s496ms | Loss: 0.615 | Acc: 79.500% (7155/9000) 90/100 [==========================================================>......] Step: 320ms | Tot: 27s817ms | Loss: 0.614 | Acc: 79.538% (7238/9100) 91/100 [===========================================================>.....] Step: 312ms | Tot: 28s130ms | Loss: 0.613 | Acc: 79.587% (7322/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s440ms | Loss: 0.616 | Acc: 79.484% (7392/9300) 93/100 [============================================================>....] Step: 316ms | Tot: 28s757ms | Loss: 0.616 | Acc: 79.521% (7475/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 29s62ms | Loss: 0.616 | Acc: 79.516% (7554/9500) 95/100 [=============================================================>...] Step: 319ms | Tot: 29s381ms | Loss: 0.615 | Acc: 79.583% (7640/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s691ms | Loss: 0.612 | Acc: 79.660% (7727/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s998ms | Loss: 0.613 | Acc: 79.561% (7797/9800) 98/100 [===============================================================>.] Step: 315ms | Tot: 30s314ms | Loss: 0.615 | Acc: 79.545% (7875/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s627ms | Loss: 0.614 | Acc: 79.550% (7955/10000) 100/100 + +Epoch: 44 + [>................................................................] Step: 618ms | Tot: 2ms | Loss: 0.424 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 379ms | Tot: 382ms | Loss: 0.448 | Acc: 85.938% (220/256) 2/391 [>................................................................] Step: 370ms | Tot: 753ms | Loss: 0.432 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s126ms | Loss: 0.427 | Acc: 85.742% (439/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s498ms | Loss: 0.412 | Acc: 85.938% (550/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s863ms | Loss: 0.421 | Acc: 85.547% (657/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s223ms | Loss: 0.422 | Acc: 85.491% (766/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s591ms | Loss: 0.405 | Acc: 85.938% (880/1024) 8/391 [=>...............................................................] Step: 364ms | Tot: 2s956ms | Loss: 0.403 | Acc: 86.285% (994/1152) 9/391 [=>...............................................................] Step: 358ms | Tot: 3s314ms | Loss: 0.395 | Acc: 86.719% (1110/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s676ms | Loss: 0.401 | Acc: 86.506% (1218/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s43ms | Loss: 0.398 | Acc: 86.589% (1330/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s410ms | Loss: 0.389 | Acc: 86.779% (1444/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s777ms | Loss: 0.385 | Acc: 86.830% (1556/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s137ms | Loss: 0.392 | Acc: 86.615% (1663/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s503ms | Loss: 0.400 | Acc: 86.328% (1768/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s865ms | Loss: 0.399 | Acc: 86.489% (1882/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s228ms | Loss: 0.395 | Acc: 86.675% (1997/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s597ms | Loss: 0.388 | Acc: 86.883% (2113/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s954ms | Loss: 0.387 | Acc: 86.836% (2223/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s312ms | Loss: 0.386 | Acc: 86.793% (2333/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s682ms | Loss: 0.387 | Acc: 86.719% (2442/2816) 22/391 [===>.............................................................] Step: 368ms | Tot: 8s50ms | Loss: 0.390 | Acc: 86.583% (2549/2944) 23/391 [===>.............................................................] Step: 355ms | Tot: 8s406ms | Loss: 0.392 | Acc: 86.621% (2661/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s766ms | Loss: 0.397 | Acc: 86.531% (2769/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s123ms | Loss: 0.397 | Acc: 86.478% (2878/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s491ms | Loss: 0.400 | Acc: 86.343% (2984/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s851ms | Loss: 0.405 | Acc: 86.077% (3085/3584) 28/391 [====>............................................................] Step: 355ms | Tot: 10s206ms | Loss: 0.407 | Acc: 85.884% (3188/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s569ms | Loss: 0.407 | Acc: 85.885% (3298/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s933ms | Loss: 0.406 | Acc: 85.912% (3409/3968) 31/391 [=====>...........................................................] Step: 377ms | Tot: 11s310ms | Loss: 0.407 | Acc: 85.913% (3519/4096) 32/391 [=====>...........................................................] Step: 369ms | Tot: 11s680ms | Loss: 0.403 | Acc: 86.032% (3634/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 12s39ms | Loss: 0.404 | Acc: 86.121% (3748/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s396ms | Loss: 0.402 | Acc: 86.228% (3863/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s759ms | Loss: 0.401 | Acc: 86.198% (3972/4608) 36/391 [=====>...........................................................] Step: 354ms | Tot: 13s113ms | Loss: 0.400 | Acc: 86.296% (4087/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s478ms | Loss: 0.402 | Acc: 86.246% (4195/4864) 38/391 [======>..........................................................] Step: 359ms | Tot: 13s838ms | Loss: 0.404 | Acc: 86.198% (4303/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s199ms | Loss: 0.407 | Acc: 86.113% (4409/5120) 40/391 [======>..........................................................] Step: 377ms | Tot: 14s577ms | Loss: 0.408 | Acc: 86.071% (4517/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 14s938ms | Loss: 0.408 | Acc: 86.068% (4627/5376) 42/391 [======>..........................................................] Step: 351ms | Tot: 15s290ms | Loss: 0.413 | Acc: 85.901% (4728/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s656ms | Loss: 0.411 | Acc: 85.991% (4843/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 16s13ms | Loss: 0.411 | Acc: 85.938% (4950/5760) 45/391 [=======>.........................................................] Step: 366ms | Tot: 16s379ms | Loss: 0.410 | Acc: 86.005% (5064/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s738ms | Loss: 0.410 | Acc: 86.021% (5175/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 17s105ms | Loss: 0.415 | Acc: 85.938% (5280/6144) 48/391 [=======>.........................................................] Step: 361ms | Tot: 17s467ms | Loss: 0.415 | Acc: 85.906% (5388/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s830ms | Loss: 0.416 | Acc: 85.828% (5493/6400) 50/391 [========>........................................................] Step: 361ms | Tot: 18s191ms | Loss: 0.417 | Acc: 85.784% (5600/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s555ms | Loss: 0.417 | Acc: 85.727% (5706/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 18s921ms | Loss: 0.417 | Acc: 85.716% (5815/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s286ms | Loss: 0.420 | Acc: 85.590% (5916/6912) 54/391 [========>........................................................] Step: 369ms | Tot: 19s655ms | Loss: 0.424 | Acc: 85.426% (6014/7040) 55/391 [=========>.......................................................] Step: 374ms | Tot: 20s29ms | Loss: 0.425 | Acc: 85.366% (6119/7168) 56/391 [=========>.......................................................] Step: 356ms | Tot: 20s386ms | Loss: 0.427 | Acc: 85.334% (6226/7296) 57/391 [=========>.......................................................] Step: 375ms | Tot: 20s762ms | Loss: 0.426 | Acc: 85.358% (6337/7424) 58/391 [=========>.......................................................] Step: 373ms | Tot: 21s135ms | Loss: 0.427 | Acc: 85.289% (6441/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s501ms | Loss: 0.428 | Acc: 85.208% (6544/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 21s872ms | Loss: 0.427 | Acc: 85.182% (6651/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s235ms | Loss: 0.428 | Acc: 85.181% (6760/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s604ms | Loss: 0.430 | Acc: 85.119% (6864/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 22s964ms | Loss: 0.430 | Acc: 85.059% (6968/8192) 64/391 [==========>......................................................] Step: 359ms | Tot: 23s323ms | Loss: 0.429 | Acc: 85.132% (7083/8320) 65/391 [==========>......................................................] Step: 373ms | Tot: 23s696ms | Loss: 0.430 | Acc: 85.133% (7192/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 24s65ms | Loss: 0.431 | Acc: 85.121% (7300/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s431ms | Loss: 0.431 | Acc: 85.145% (7411/8704) 68/391 [===========>.....................................................] Step: 367ms | Tot: 24s798ms | Loss: 0.432 | Acc: 85.066% (7513/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s159ms | Loss: 0.432 | Acc: 85.123% (7627/8960) 70/391 [===========>.....................................................] Step: 376ms | Tot: 25s535ms | Loss: 0.433 | Acc: 85.123% (7736/9088) 71/391 [===========>.....................................................] Step: 354ms | Tot: 25s890ms | Loss: 0.433 | Acc: 85.113% (7844/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s248ms | Loss: 0.434 | Acc: 85.081% (7950/9344) 73/391 [============>....................................................] Step: 369ms | Tot: 26s617ms | Loss: 0.433 | Acc: 85.061% (8057/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 26s985ms | Loss: 0.433 | Acc: 85.042% (8164/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s347ms | Loss: 0.433 | Acc: 85.064% (8275/9728) 76/391 [============>....................................................] Step: 374ms | Tot: 27s722ms | Loss: 0.434 | Acc: 85.034% (8381/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 28s89ms | Loss: 0.433 | Acc: 85.066% (8493/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s451ms | Loss: 0.434 | Acc: 85.057% (8601/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s815ms | Loss: 0.432 | Acc: 85.059% (8710/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s181ms | Loss: 0.432 | Acc: 85.050% (8818/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s552ms | Loss: 0.432 | Acc: 85.042% (8926/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 29s914ms | Loss: 0.434 | Acc: 84.977% (9028/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s278ms | Loss: 0.433 | Acc: 85.017% (9141/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s640ms | Loss: 0.433 | Acc: 85.000% (9248/10880) 85/391 [==============>..................................................] Step: 379ms | Tot: 31s20ms | Loss: 0.433 | Acc: 85.002% (9357/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s390ms | Loss: 0.433 | Acc: 84.986% (9464/11136) 87/391 [==============>..................................................] Step: 370ms | Tot: 31s760ms | Loss: 0.433 | Acc: 85.032% (9578/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s121ms | Loss: 0.433 | Acc: 84.972% (9680/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s482ms | Loss: 0.432 | Acc: 85.000% (9792/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s844ms | Loss: 0.434 | Acc: 84.924% (9892/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 33s198ms | Loss: 0.434 | Acc: 84.910% (9999/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s565ms | Loss: 0.435 | Acc: 84.896% (10106/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s924ms | Loss: 0.435 | Acc: 84.899% (10215/12032) 94/391 [===============>.................................................] Step: 374ms | Tot: 34s298ms | Loss: 0.435 | Acc: 84.910% (10325/12160) 95/391 [===============>.................................................] Step: 375ms | Tot: 34s673ms | Loss: 0.435 | Acc: 84.904% (10433/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s32ms | Loss: 0.435 | Acc: 84.907% (10542/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s394ms | Loss: 0.438 | Acc: 84.861% (10645/12544) 98/391 [================>................................................] Step: 359ms | Tot: 35s754ms | Loss: 0.438 | Acc: 84.872% (10755/12672) 99/391 [================>................................................] Step: 375ms | Tot: 36s130ms | Loss: 0.439 | Acc: 84.852% (10861/12800) 100/391 [================>................................................] Step: 367ms | Tot: 36s497ms | Loss: 0.440 | Acc: 84.824% (10966/12928) 101/391 [================>................................................] Step: 358ms | Tot: 36s855ms | Loss: 0.441 | Acc: 84.812% (11073/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s216ms | Loss: 0.441 | Acc: 84.800% (11180/13184) 103/391 [=================>...............................................] Step: 374ms | Tot: 37s591ms | Loss: 0.441 | Acc: 84.826% (11292/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 37s954ms | Loss: 0.442 | Acc: 84.821% (11400/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s319ms | Loss: 0.440 | Acc: 84.891% (11518/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s682ms | Loss: 0.440 | Acc: 84.901% (11628/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s50ms | Loss: 0.441 | Acc: 84.838% (11728/13824) 108/391 [=================>...............................................] Step: 363ms | Tot: 39s413ms | Loss: 0.442 | Acc: 84.791% (11830/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 39s775ms | Loss: 0.442 | Acc: 84.808% (11941/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 40s131ms | Loss: 0.442 | Acc: 84.818% (12051/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s491ms | Loss: 0.442 | Acc: 84.835% (12162/14336) 112/391 [==================>..............................................] Step: 370ms | Tot: 40s861ms | Loss: 0.442 | Acc: 84.852% (12273/14464) 113/391 [==================>..............................................] Step: 371ms | Tot: 41s233ms | Loss: 0.442 | Acc: 84.841% (12380/14592) 114/391 [==================>..............................................] Step: 374ms | Tot: 41s607ms | Loss: 0.443 | Acc: 84.810% (12484/14720) 115/391 [===================>.............................................] Step: 376ms | Tot: 41s984ms | Loss: 0.444 | Acc: 84.793% (12590/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s344ms | Loss: 0.445 | Acc: 84.729% (12689/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s709ms | Loss: 0.444 | Acc: 84.752% (12801/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s70ms | Loss: 0.444 | Acc: 84.756% (12910/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s429ms | Loss: 0.445 | Acc: 84.674% (13006/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s796ms | Loss: 0.447 | Acc: 84.627% (13107/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s160ms | Loss: 0.447 | Acc: 84.606% (13212/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 44s521ms | Loss: 0.447 | Acc: 84.610% (13321/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s882ms | Loss: 0.446 | Acc: 84.614% (13430/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s242ms | Loss: 0.447 | Acc: 84.625% (13540/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 45s609ms | Loss: 0.447 | Acc: 84.598% (13644/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s968ms | Loss: 0.446 | Acc: 84.633% (13758/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s327ms | Loss: 0.446 | Acc: 84.644% (13868/16384) 128/391 [=====================>...........................................] Step: 363ms | Tot: 46s690ms | Loss: 0.447 | Acc: 84.635% (13975/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 47s48ms | Loss: 0.447 | Acc: 84.633% (14083/16640) 130/391 [=====================>...........................................] Step: 371ms | Tot: 47s419ms | Loss: 0.447 | Acc: 84.620% (14189/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s779ms | Loss: 0.446 | Acc: 84.677% (14307/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 48s143ms | Loss: 0.447 | Acc: 84.663% (14413/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s505ms | Loss: 0.446 | Acc: 84.678% (14524/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 48s863ms | Loss: 0.445 | Acc: 84.699% (14636/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 49s229ms | Loss: 0.445 | Acc: 84.679% (14741/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s586ms | Loss: 0.445 | Acc: 84.706% (14854/17536) 137/391 [======================>..........................................] Step: 356ms | Tot: 49s943ms | Loss: 0.444 | Acc: 84.743% (14969/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s300ms | Loss: 0.444 | Acc: 84.740% (15077/17792) 139/391 [=======================>.........................................] Step: 377ms | Tot: 50s678ms | Loss: 0.444 | Acc: 84.704% (15179/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 51s46ms | Loss: 0.444 | Acc: 84.691% (15285/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 51s406ms | Loss: 0.444 | Acc: 84.667% (15389/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s770ms | Loss: 0.445 | Acc: 84.654% (15495/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 52s129ms | Loss: 0.444 | Acc: 84.684% (15609/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s491ms | Loss: 0.444 | Acc: 84.666% (15714/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s851ms | Loss: 0.444 | Acc: 84.680% (15825/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s209ms | Loss: 0.443 | Acc: 84.715% (15940/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 53s577ms | Loss: 0.443 | Acc: 84.755% (16056/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 53s946ms | Loss: 0.443 | Acc: 84.763% (16166/19072) 149/391 [========================>........................................] Step: 370ms | Tot: 54s317ms | Loss: 0.443 | Acc: 84.745% (16271/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s685ms | Loss: 0.443 | Acc: 84.722% (16375/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 55s51ms | Loss: 0.443 | Acc: 84.714% (16482/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 55s410ms | Loss: 0.443 | Acc: 84.727% (16593/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s773ms | Loss: 0.443 | Acc: 84.690% (16694/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 56s131ms | Loss: 0.443 | Acc: 84.708% (16806/19840) 155/391 [=========================>.......................................] Step: 364ms | Tot: 56s496ms | Loss: 0.442 | Acc: 84.726% (16918/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 56s861ms | Loss: 0.443 | Acc: 84.708% (17023/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s225ms | Loss: 0.443 | Acc: 84.706% (17131/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s589ms | Loss: 0.443 | Acc: 84.709% (17240/20352) 159/391 [==========================>......................................] Step: 353ms | Tot: 57s942ms | Loss: 0.443 | Acc: 84.722% (17351/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 58s312ms | Loss: 0.443 | Acc: 84.715% (17458/20608) 161/391 [==========================>......................................] Step: 364ms | Tot: 58s677ms | Loss: 0.444 | Acc: 84.693% (17562/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 59s41ms | Loss: 0.445 | Acc: 84.687% (17669/20864) 163/391 [===========================>.....................................] Step: 354ms | Tot: 59s395ms | Loss: 0.445 | Acc: 84.680% (17776/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s755ms | Loss: 0.445 | Acc: 84.654% (17879/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m120ms | Loss: 0.446 | Acc: 84.629% (17982/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m489ms | Loss: 0.446 | Acc: 84.628% (18090/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m853ms | Loss: 0.446 | Acc: 84.603% (18193/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.446 | Acc: 84.606% (18302/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.445 | Acc: 84.605% (18410/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m1s | Loss: 0.444 | Acc: 84.640% (18526/21888) 171/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.445 | Acc: 84.625% (18631/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.445 | Acc: 84.632% (18741/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.445 | Acc: 84.644% (18852/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.444 | Acc: 84.692% (18971/22400) 175/391 [=============================>...................................] Step: 374ms | Tot: 1m3s | Loss: 0.444 | Acc: 84.690% (19079/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.444 | Acc: 84.684% (19186/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.443 | Acc: 84.704% (19299/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.444 | Acc: 84.694% (19405/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.443 | Acc: 84.709% (19517/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.444 | Acc: 84.673% (19617/23168) 181/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.444 | Acc: 84.688% (19729/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.444 | Acc: 84.695% (19839/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.444 | Acc: 84.689% (19946/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.445 | Acc: 84.683% (20053/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.445 | Acc: 84.694% (20164/23808) 186/391 [==============================>..................................] Step: 372ms | Tot: 1m7s | Loss: 0.444 | Acc: 84.709% (20276/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.445 | Acc: 84.691% (20380/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.444 | Acc: 84.714% (20494/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.444 | Acc: 84.733% (20607/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.444 | Acc: 84.747% (20719/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.444 | Acc: 84.737% (20825/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.444 | Acc: 84.715% (20928/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.445 | Acc: 84.701% (21033/24832) 194/391 [================================>................................] Step: 367ms | Tot: 1m10s | Loss: 0.445 | Acc: 84.683% (21137/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.445 | Acc: 84.678% (21244/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.445 | Acc: 84.680% (21353/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.445 | Acc: 84.702% (21467/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.445 | Acc: 84.720% (21580/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.445 | Acc: 84.730% (21691/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.444 | Acc: 84.744% (21803/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.444 | Acc: 84.754% (21914/25856) 202/391 [=================================>...............................] Step: 376ms | Tot: 1m13s | Loss: 0.444 | Acc: 84.775% (22028/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.444 | Acc: 84.766% (22134/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.444 | Acc: 84.779% (22246/26240) 205/391 [==================================>..............................] Step: 377ms | Tot: 1m14s | Loss: 0.444 | Acc: 84.781% (22355/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.444 | Acc: 84.764% (22459/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.444 | Acc: 84.777% (22571/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.444 | Acc: 84.760% (22675/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.444 | Acc: 84.777% (22788/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.444 | Acc: 84.775% (22896/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.444 | Acc: 84.777% (23005/27136) 212/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.444 | Acc: 84.767% (23111/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.444 | Acc: 84.769% (23220/27392) 214/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.444 | Acc: 84.767% (23328/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.444 | Acc: 84.773% (23438/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.444 | Acc: 84.775% (23547/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.443 | Acc: 84.791% (23660/27904) 218/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.443 | Acc: 84.800% (23771/28032) 219/391 [====================================>............................] Step: 377ms | Tot: 1m19s | Loss: 0.443 | Acc: 84.798% (23879/28160) 220/391 [====================================>............................] Step: 378ms | Tot: 1m20s | Loss: 0.443 | Acc: 84.799% (23988/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.443 | Acc: 84.780% (24091/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.443 | Acc: 84.778% (24199/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.443 | Acc: 84.794% (24312/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.443 | Acc: 84.774% (24415/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.443 | Acc: 84.759% (24519/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.442 | Acc: 84.774% (24632/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.442 | Acc: 84.772% (24740/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.442 | Acc: 84.774% (24849/29312) 229/391 [======================================>..........................] Step: 370ms | Tot: 1m23s | Loss: 0.442 | Acc: 84.783% (24960/29440) 230/391 [======================================>..........................] Step: 378ms | Tot: 1m23s | Loss: 0.442 | Acc: 84.794% (25072/29568) 231/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.441 | Acc: 84.806% (25184/29696) 232/391 [======================================>..........................] Step: 384ms | Tot: 1m24s | Loss: 0.441 | Acc: 84.818% (25296/29824) 233/391 [======================================>..........................] Step: 378ms | Tot: 1m24s | Loss: 0.441 | Acc: 84.812% (25403/29952) 234/391 [======================================>..........................] Step: 372ms | Tot: 1m25s | Loss: 0.441 | Acc: 84.827% (25516/30080) 235/391 [=======================================>.........................] Step: 382ms | Tot: 1m25s | Loss: 0.441 | Acc: 84.825% (25624/30208) 236/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.442 | Acc: 84.790% (25722/30336) 237/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.443 | Acc: 84.775% (25826/30464) 238/391 [=======================================>.........................] Step: 377ms | Tot: 1m26s | Loss: 0.443 | Acc: 84.774% (25934/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.443 | Acc: 84.775% (26043/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.443 | Acc: 84.777% (26152/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.442 | Acc: 84.779% (26261/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.443 | Acc: 84.761% (26364/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.443 | Acc: 84.759% (26472/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.443 | Acc: 84.739% (26574/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.443 | Acc: 84.753% (26687/31488) 246/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.442 | Acc: 84.770% (26801/31616) 247/391 [=========================================>.......................] Step: 375ms | Tot: 1m30s | Loss: 0.443 | Acc: 84.772% (26910/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.442 | Acc: 84.780% (27021/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.442 | Acc: 84.787% (27132/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.443 | Acc: 84.783% (27239/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.442 | Acc: 84.809% (27356/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.443 | Acc: 84.801% (27462/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.443 | Acc: 84.799% (27570/32512) 254/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.443 | Acc: 84.804% (27680/32640) 255/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.443 | Acc: 84.802% (27788/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.443 | Acc: 84.807% (27898/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.442 | Acc: 84.811% (28008/33024) 258/391 [==========================================>......................] Step: 355ms | Tot: 1m34s | Loss: 0.443 | Acc: 84.800% (28113/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.442 | Acc: 84.811% (28225/33280) 260/391 [===========================================>.....................] Step: 376ms | Tot: 1m34s | Loss: 0.442 | Acc: 84.824% (28338/33408) 261/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.442 | Acc: 84.831% (28449/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.442 | Acc: 84.827% (28556/33664) 263/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.442 | Acc: 84.831% (28666/33792) 264/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.443 | Acc: 84.823% (28772/33920) 265/391 [============================================>....................] Step: 377ms | Tot: 1m36s | Loss: 0.443 | Acc: 84.798% (28872/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.443 | Acc: 84.790% (28978/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.443 | Acc: 84.798% (29089/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.443 | Acc: 84.799% (29198/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.795% (29305/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.810% (29419/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.783% (29518/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.443 | Acc: 84.776% (29624/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.444 | Acc: 84.768% (29730/35072) 274/391 [=============================================>...................] Step: 380ms | Tot: 1m39s | Loss: 0.444 | Acc: 84.753% (29833/35200) 275/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.444 | Acc: 84.754% (29942/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.443 | Acc: 84.761% (30053/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.443 | Acc: 84.771% (30165/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.444 | Acc: 84.750% (30266/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.444 | Acc: 84.741% (30371/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.444 | Acc: 84.739% (30479/35968) 281/391 [==============================================>..................] Step: 374ms | Tot: 1m42s | Loss: 0.444 | Acc: 84.738% (30587/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.444 | Acc: 84.756% (30702/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.444 | Acc: 84.744% (30806/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.444 | Acc: 84.745% (30915/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.444 | Acc: 84.755% (31027/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.444 | Acc: 84.753% (31135/36736) 287/391 [===============================================>.................] Step: 378ms | Tot: 1m44s | Loss: 0.444 | Acc: 84.757% (31245/36864) 288/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.444 | Acc: 84.748% (31350/36992) 289/391 [================================================>................] Step: 353ms | Tot: 1m45s | Loss: 0.445 | Acc: 84.736% (31454/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.445 | Acc: 84.729% (31560/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.744% (31674/37376) 292/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.738% (31780/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.445 | Acc: 84.734% (31887/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.444 | Acc: 84.740% (31998/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.445 | Acc: 84.731% (32103/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.445 | Acc: 84.730% (32211/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.445 | Acc: 84.708% (32311/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.445 | Acc: 84.696% (32415/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.446 | Acc: 84.688% (32520/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.446 | Acc: 84.689% (32629/38528) 301/391 [==================================================>..............] Step: 383ms | Tot: 1m49s | Loss: 0.446 | Acc: 84.691% (32738/38656) 302/391 [==================================================>..............] Step: 378ms | Tot: 1m50s | Loss: 0.446 | Acc: 84.695% (32848/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.445 | Acc: 84.696% (32957/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.446 | Acc: 84.672% (33056/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.445 | Acc: 84.671% (33164/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.446 | Acc: 84.665% (33270/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.446 | Acc: 84.672% (33381/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.446 | Acc: 84.683% (33494/39552) 309/391 [===================================================>.............] Step: 383ms | Tot: 1m52s | Loss: 0.446 | Acc: 84.682% (33602/39680) 310/391 [===================================================>.............] Step: 383ms | Tot: 1m53s | Loss: 0.446 | Acc: 84.671% (33706/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.446 | Acc: 84.665% (33812/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.446 | Acc: 84.677% (33925/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.446 | Acc: 84.681% (34035/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.445 | Acc: 84.697% (34150/40320) 315/391 [====================================================>............] Step: 381ms | Tot: 1m54s | Loss: 0.445 | Acc: 84.706% (34262/40448) 316/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.445 | Acc: 84.698% (34367/40576) 317/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.445 | Acc: 84.714% (34482/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.445 | Acc: 84.696% (34583/40832) 319/391 [=====================================================>...........] Step: 387ms | Tot: 1m56s | Loss: 0.445 | Acc: 84.700% (34693/40960) 320/391 [=====================================================>...........] Step: 371ms | Tot: 1m56s | Loss: 0.445 | Acc: 84.699% (34801/41088) 321/391 [=====================================================>...........] Step: 380ms | Tot: 1m57s | Loss: 0.445 | Acc: 84.715% (34916/41216) 322/391 [=====================================================>...........] Step: 378ms | Tot: 1m57s | Loss: 0.445 | Acc: 84.728% (35030/41344) 323/391 [=====================================================>...........] Step: 405ms | Tot: 1m57s | Loss: 0.445 | Acc: 84.722% (35136/41472) 324/391 [=====================================================>...........] Step: 383ms | Tot: 1m58s | Loss: 0.444 | Acc: 84.733% (35249/41600) 325/391 [======================================================>..........] Step: 374ms | Tot: 1m58s | Loss: 0.444 | Acc: 84.734% (35358/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.444 | Acc: 84.729% (35464/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.444 | Acc: 84.732% (35574/41984) 328/391 [======================================================>..........] Step: 383ms | Tot: 1m59s | Loss: 0.444 | Acc: 84.734% (35683/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 2m160ms | Loss: 0.444 | Acc: 84.744% (35796/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m525ms | Loss: 0.443 | Acc: 84.762% (35912/42368) 331/391 [=======================================================>.........] Step: 351ms | Tot: 2m876ms | Loss: 0.443 | Acc: 84.773% (36025/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.443 | Acc: 84.776% (36135/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.443 | Acc: 84.780% (36245/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.444 | Acc: 84.771% (36350/42880) 335/391 [=======================================================>.........] Step: 352ms | Tot: 2m2s | Loss: 0.444 | Acc: 84.773% (36459/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.444 | Acc: 84.778% (36570/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.444 | Acc: 84.759% (36670/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.444 | Acc: 84.753% (36776/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.444 | Acc: 84.738% (36878/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.444 | Acc: 84.744% (36989/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.444 | Acc: 84.740% (37096/43776) 342/391 [========================================================>........] Step: 378ms | Tot: 2m4s | Loss: 0.444 | Acc: 84.742% (37205/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.444 | Acc: 84.752% (37318/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.444 | Acc: 84.749% (37425/44160) 345/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.444 | Acc: 84.761% (37539/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.444 | Acc: 84.758% (37646/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.444 | Acc: 84.775% (37762/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m7s | Loss: 0.444 | Acc: 84.751% (37860/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.444 | Acc: 84.754% (37970/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.444 | Acc: 84.760% (38081/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.444 | Acc: 84.766% (38192/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.444 | Acc: 84.773% (38304/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.444 | Acc: 84.772% (38412/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.444 | Acc: 84.767% (38518/45440) 355/391 [===========================================================>.....] Step: 370ms | Tot: 2m9s | Loss: 0.444 | Acc: 84.761% (38624/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.444 | Acc: 84.765% (38734/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.444 | Acc: 84.753% (38837/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.444 | Acc: 84.767% (38952/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.444 | Acc: 84.766% (39060/46080) 360/391 [===========================================================>.....] Step: 352ms | Tot: 2m11s | Loss: 0.444 | Acc: 84.749% (39161/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.444 | Acc: 84.746% (39268/46336) 362/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.444 | Acc: 84.758% (39382/46464) 363/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.444 | Acc: 84.753% (39488/46592) 364/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.444 | Acc: 84.754% (39597/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.444 | Acc: 84.755% (39706/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.444 | Acc: 84.767% (39820/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.444 | Acc: 84.776% (39933/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.444 | Acc: 84.773% (40040/47232) 369/391 [=============================================================>...] Step: 377ms | Tot: 2m14s | Loss: 0.444 | Acc: 84.768% (40146/47360) 370/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.444 | Acc: 84.784% (40262/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.444 | Acc: 84.795% (40376/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.444 | Acc: 84.798% (40486/47744) 373/391 [==============================================================>..] Step: 373ms | Tot: 2m16s | Loss: 0.443 | Acc: 84.807% (40599/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.443 | Acc: 84.806% (40707/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.443 | Acc: 84.809% (40817/48128) 376/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.443 | Acc: 84.804% (40923/48256) 377/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.443 | Acc: 84.797% (41028/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.443 | Acc: 84.804% (41140/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.443 | Acc: 84.801% (41247/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.443 | Acc: 84.795% (41353/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.443 | Acc: 84.786% (41457/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.443 | Acc: 84.795% (41570/49024) 383/391 [===============================================================>.] Step: 377ms | Tot: 2m19s | Loss: 0.444 | Acc: 84.782% (41672/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m20s | Loss: 0.443 | Acc: 84.791% (41785/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.443 | Acc: 84.792% (41894/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.443 | Acc: 84.789% (42001/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.443 | Acc: 84.800% (42115/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.443 | Acc: 84.783% (42215/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.444 | Acc: 84.782% (42323/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m22s | Loss: 0.444 | Acc: 84.782% (42391/50000) 391/391 + [>................................................................] Step: 494ms | Tot: 2ms | Loss: 0.640 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 298ms | Tot: 300ms | Loss: 0.722 | Acc: 77.000% (154/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 596ms | Loss: 0.680 | Acc: 78.333% (235/300) 3/100 [=>...............................................................] Step: 308ms | Tot: 904ms | Loss: 0.667 | Acc: 78.500% (314/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s204ms | Loss: 0.675 | Acc: 77.800% (389/500) 5/100 [===>.............................................................] Step: 302ms | Tot: 1s506ms | Loss: 0.627 | Acc: 78.333% (470/600) 6/100 [===>.............................................................] Step: 313ms | Tot: 1s820ms | Loss: 0.621 | Acc: 78.143% (547/700) 7/100 [====>............................................................] Step: 325ms | Tot: 2s146ms | Loss: 0.638 | Acc: 77.375% (619/800) 8/100 [=====>...........................................................] Step: 313ms | Tot: 2s459ms | Loss: 0.667 | Acc: 76.667% (690/900) 9/100 [=====>...........................................................] Step: 325ms | Tot: 2s785ms | Loss: 0.650 | Acc: 77.300% (773/1000) 10/100 [======>..........................................................] Step: 313ms | Tot: 3s98ms | Loss: 0.656 | Acc: 77.545% (853/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s403ms | Loss: 0.658 | Acc: 77.417% (929/1200) 12/100 [=======>.........................................................] Step: 319ms | Tot: 3s722ms | Loss: 0.651 | Acc: 77.692% (1010/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 4s29ms | Loss: 0.647 | Acc: 77.429% (1084/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s334ms | Loss: 0.637 | Acc: 77.933% (1169/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s638ms | Loss: 0.643 | Acc: 77.688% (1243/1600) 16/100 [==========>......................................................] Step: 345ms | Tot: 4s984ms | Loss: 0.643 | Acc: 77.824% (1323/1700) 17/100 [===========>.....................................................] Step: 337ms | Tot: 5s322ms | Loss: 0.644 | Acc: 78.000% (1404/1800) 18/100 [===========>.....................................................] Step: 333ms | Tot: 5s655ms | Loss: 0.647 | Acc: 78.158% (1485/1900) 19/100 [============>....................................................] Step: 328ms | Tot: 5s984ms | Loss: 0.649 | Acc: 78.200% (1564/2000) 20/100 [=============>...................................................] Step: 325ms | Tot: 6s309ms | Loss: 0.651 | Acc: 78.238% (1643/2100) 21/100 [=============>...................................................] Step: 322ms | Tot: 6s631ms | Loss: 0.652 | Acc: 78.182% (1720/2200) 22/100 [==============>..................................................] Step: 334ms | Tot: 6s965ms | Loss: 0.657 | Acc: 78.000% (1794/2300) 23/100 [==============>..................................................] Step: 329ms | Tot: 7s295ms | Loss: 0.652 | Acc: 78.250% (1878/2400) 24/100 [===============>.................................................] Step: 327ms | Tot: 7s623ms | Loss: 0.655 | Acc: 78.240% (1956/2500) 25/100 [================>................................................] Step: 320ms | Tot: 7s943ms | Loss: 0.669 | Acc: 77.885% (2025/2600) 26/100 [================>................................................] Step: 323ms | Tot: 8s267ms | Loss: 0.665 | Acc: 77.926% (2104/2700) 27/100 [=================>...............................................] Step: 315ms | Tot: 8s582ms | Loss: 0.663 | Acc: 77.964% (2183/2800) 28/100 [==================>..............................................] Step: 317ms | Tot: 8s900ms | Loss: 0.666 | Acc: 77.966% (2261/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 9s212ms | Loss: 0.665 | Acc: 78.000% (2340/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s522ms | Loss: 0.663 | Acc: 78.000% (2418/3100) 31/100 [====================>............................................] Step: 314ms | Tot: 9s836ms | Loss: 0.660 | Acc: 78.188% (2502/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 10s141ms | Loss: 0.661 | Acc: 78.303% (2584/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s449ms | Loss: 0.661 | Acc: 78.265% (2661/3400) 34/100 [======================>..........................................] Step: 314ms | Tot: 10s764ms | Loss: 0.662 | Acc: 78.371% (2743/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 11s72ms | Loss: 0.663 | Acc: 78.389% (2822/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s382ms | Loss: 0.663 | Acc: 78.432% (2902/3700) 37/100 [========================>........................................] Step: 325ms | Tot: 11s707ms | Loss: 0.662 | Acc: 78.447% (2981/3800) 38/100 [========================>........................................] Step: 323ms | Tot: 12s31ms | Loss: 0.656 | Acc: 78.641% (3067/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 12s337ms | Loss: 0.657 | Acc: 78.650% (3146/4000) 40/100 [==========================>......................................] Step: 312ms | Tot: 12s650ms | Loss: 0.656 | Acc: 78.585% (3222/4100) 41/100 [==========================>......................................] Step: 319ms | Tot: 12s970ms | Loss: 0.657 | Acc: 78.619% (3302/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 13s278ms | Loss: 0.652 | Acc: 78.721% (3385/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s582ms | Loss: 0.652 | Acc: 78.795% (3467/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s895ms | Loss: 0.649 | Acc: 78.844% (3548/4500) 45/100 [=============================>...................................] Step: 311ms | Tot: 14s207ms | Loss: 0.651 | Acc: 78.674% (3619/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s516ms | Loss: 0.654 | Acc: 78.574% (3693/4700) 47/100 [==============================>..................................] Step: 327ms | Tot: 14s844ms | Loss: 0.653 | Acc: 78.625% (3774/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 15s153ms | Loss: 0.651 | Acc: 78.735% (3858/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 15s458ms | Loss: 0.655 | Acc: 78.640% (3932/5000) 50/100 [================================>................................] Step: 312ms | Tot: 15s770ms | Loss: 0.651 | Acc: 78.784% (4018/5100) 51/100 [=================================>...............................] Step: 310ms | Tot: 16s80ms | Loss: 0.651 | Acc: 78.788% (4097/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 16s381ms | Loss: 0.650 | Acc: 78.830% (4178/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s696ms | Loss: 0.649 | Acc: 78.926% (4262/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 17s9ms | Loss: 0.650 | Acc: 78.873% (4338/5500) 55/100 [===================================>.............................] Step: 316ms | Tot: 17s326ms | Loss: 0.654 | Acc: 78.839% (4415/5600) 56/100 [====================================>............................] Step: 315ms | Tot: 17s642ms | Loss: 0.654 | Acc: 78.912% (4498/5700) 57/100 [=====================================>...........................] Step: 315ms | Tot: 17s957ms | Loss: 0.651 | Acc: 79.034% (4584/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 18s261ms | Loss: 0.653 | Acc: 78.881% (4654/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s564ms | Loss: 0.653 | Acc: 78.867% (4732/6000) 60/100 [=======================================>.........................] Step: 314ms | Tot: 18s879ms | Loss: 0.656 | Acc: 78.770% (4805/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 19s187ms | Loss: 0.656 | Acc: 78.694% (4879/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 19s488ms | Loss: 0.657 | Acc: 78.651% (4955/6300) 63/100 [========================================>........................] Step: 314ms | Tot: 19s803ms | Loss: 0.656 | Acc: 78.750% (5040/6400) 64/100 [=========================================>.......................] Step: 314ms | Tot: 20s117ms | Loss: 0.658 | Acc: 78.631% (5111/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 20s419ms | Loss: 0.657 | Acc: 78.621% (5189/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s730ms | Loss: 0.655 | Acc: 78.701% (5273/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 21s40ms | Loss: 0.657 | Acc: 78.618% (5346/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 21s347ms | Loss: 0.658 | Acc: 78.623% (5425/6900) 69/100 [============================================>....................] Step: 312ms | Tot: 21s660ms | Loss: 0.658 | Acc: 78.629% (5504/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s971ms | Loss: 0.660 | Acc: 78.634% (5583/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 22s278ms | Loss: 0.658 | Acc: 78.694% (5666/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s582ms | Loss: 0.657 | Acc: 78.699% (5745/7300) 73/100 [===============================================>.................] Step: 314ms | Tot: 22s897ms | Loss: 0.655 | Acc: 78.730% (5826/7400) 74/100 [================================================>................] Step: 314ms | Tot: 23s211ms | Loss: 0.656 | Acc: 78.667% (5900/7500) 75/100 [================================================>................] Step: 300ms | Tot: 23s511ms | Loss: 0.656 | Acc: 78.737% (5984/7600) 76/100 [=================================================>...............] Step: 314ms | Tot: 23s826ms | Loss: 0.655 | Acc: 78.753% (6064/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 24s132ms | Loss: 0.656 | Acc: 78.692% (6138/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 24s441ms | Loss: 0.657 | Acc: 78.646% (6213/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s754ms | Loss: 0.657 | Acc: 78.612% (6289/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 25s63ms | Loss: 0.654 | Acc: 78.617% (6368/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 25s370ms | Loss: 0.655 | Acc: 78.634% (6448/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s683ms | Loss: 0.656 | Acc: 78.590% (6523/8300) 83/100 [=====================================================>...........] Step: 311ms | Tot: 25s994ms | Loss: 0.656 | Acc: 78.560% (6599/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 26s304ms | Loss: 0.657 | Acc: 78.471% (6670/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s613ms | Loss: 0.659 | Acc: 78.442% (6746/8600) 86/100 [=======================================================>.........] Step: 323ms | Tot: 26s936ms | Loss: 0.661 | Acc: 78.391% (6820/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 27s248ms | Loss: 0.659 | Acc: 78.477% (6906/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 27s553ms | Loss: 0.659 | Acc: 78.506% (6987/8900) 89/100 [=========================================================>.......] Step: 313ms | Tot: 27s866ms | Loss: 0.659 | Acc: 78.544% (7069/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 28s170ms | Loss: 0.657 | Acc: 78.582% (7151/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s475ms | Loss: 0.655 | Acc: 78.685% (7239/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s790ms | Loss: 0.656 | Acc: 78.688% (7318/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 29s96ms | Loss: 0.656 | Acc: 78.660% (7394/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 29s397ms | Loss: 0.658 | Acc: 78.632% (7470/9500) 95/100 [=============================================================>...] Step: 318ms | Tot: 29s715ms | Loss: 0.657 | Acc: 78.656% (7551/9600) 96/100 [==============================================================>..] Step: 298ms | Tot: 30s14ms | Loss: 0.655 | Acc: 78.742% (7638/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 30s316ms | Loss: 0.657 | Acc: 78.643% (7707/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s620ms | Loss: 0.658 | Acc: 78.646% (7786/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s929ms | Loss: 0.659 | Acc: 78.620% (7862/10000) 100/100 + +Epoch: 45 + [>................................................................] Step: 618ms | Tot: 2ms | Loss: 0.391 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 407ms | Tot: 409ms | Loss: 0.473 | Acc: 81.250% (208/256) 2/391 [>................................................................] Step: 395ms | Tot: 804ms | Loss: 0.410 | Acc: 83.594% (321/384) 3/391 [>................................................................] Step: 394ms | Tot: 1s199ms | Loss: 0.421 | Acc: 83.789% (429/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s570ms | Loss: 0.450 | Acc: 83.750% (536/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s936ms | Loss: 0.444 | Acc: 84.115% (646/768) 6/391 [>................................................................] Step: 381ms | Tot: 2s318ms | Loss: 0.434 | Acc: 84.263% (755/896) 7/391 [=>...............................................................] Step: 376ms | Tot: 2s694ms | Loss: 0.429 | Acc: 84.668% (867/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 3s58ms | Loss: 0.410 | Acc: 85.503% (985/1152) 9/391 [=>...............................................................] Step: 393ms | Tot: 3s452ms | Loss: 0.415 | Acc: 85.469% (1094/1280) 10/391 [=>...............................................................] Step: 410ms | Tot: 3s862ms | Loss: 0.427 | Acc: 85.085% (1198/1408) 11/391 [=>...............................................................] Step: 375ms | Tot: 4s238ms | Loss: 0.418 | Acc: 85.352% (1311/1536) 12/391 [=>...............................................................] Step: 378ms | Tot: 4s617ms | Loss: 0.425 | Acc: 85.337% (1420/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s979ms | Loss: 0.421 | Acc: 85.435% (1531/1792) 14/391 [==>..............................................................] Step: 377ms | Tot: 5s357ms | Loss: 0.422 | Acc: 85.469% (1641/1920) 15/391 [==>..............................................................] Step: 376ms | Tot: 5s734ms | Loss: 0.426 | Acc: 85.205% (1745/2048) 16/391 [==>..............................................................] Step: 384ms | Tot: 6s118ms | Loss: 0.421 | Acc: 85.478% (1860/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s490ms | Loss: 0.422 | Acc: 85.503% (1970/2304) 18/391 [==>..............................................................] Step: 382ms | Tot: 6s872ms | Loss: 0.420 | Acc: 85.485% (2079/2432) 19/391 [===>.............................................................] Step: 394ms | Tot: 7s267ms | Loss: 0.415 | Acc: 85.820% (2197/2560) 20/391 [===>.............................................................] Step: 384ms | Tot: 7s651ms | Loss: 0.413 | Acc: 85.900% (2309/2688) 21/391 [===>.............................................................] Step: 373ms | Tot: 8s25ms | Loss: 0.421 | Acc: 85.440% (2406/2816) 22/391 [===>.............................................................] Step: 384ms | Tot: 8s409ms | Loss: 0.425 | Acc: 85.326% (2512/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s782ms | Loss: 0.426 | Acc: 85.286% (2620/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 9s151ms | Loss: 0.418 | Acc: 85.562% (2738/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s516ms | Loss: 0.416 | Acc: 85.487% (2845/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s876ms | Loss: 0.419 | Acc: 85.359% (2950/3456) 27/391 [====>............................................................] Step: 379ms | Tot: 10s256ms | Loss: 0.417 | Acc: 85.463% (3063/3584) 28/391 [====>............................................................] Step: 386ms | Tot: 10s642ms | Loss: 0.420 | Acc: 85.399% (3170/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 11s5ms | Loss: 0.425 | Acc: 85.104% (3268/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s375ms | Loss: 0.426 | Acc: 85.030% (3374/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s739ms | Loss: 0.425 | Acc: 85.107% (3486/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 12s111ms | Loss: 0.423 | Acc: 85.275% (3602/4224) 33/391 [=====>...........................................................] Step: 369ms | Tot: 12s481ms | Loss: 0.427 | Acc: 85.064% (3702/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s846ms | Loss: 0.426 | Acc: 85.045% (3810/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 13s217ms | Loss: 0.423 | Acc: 85.156% (3924/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s580ms | Loss: 0.422 | Acc: 85.156% (4033/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s951ms | Loss: 0.424 | Acc: 85.136% (4141/4864) 38/391 [======>..........................................................] Step: 376ms | Tot: 14s328ms | Loss: 0.423 | Acc: 85.236% (4255/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s693ms | Loss: 0.422 | Acc: 85.156% (4360/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 15s58ms | Loss: 0.428 | Acc: 85.061% (4464/5248) 41/391 [======>..........................................................] Step: 377ms | Tot: 15s435ms | Loss: 0.427 | Acc: 85.063% (4573/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s805ms | Loss: 0.428 | Acc: 85.011% (4679/5504) 43/391 [=======>.........................................................] Step: 372ms | Tot: 16s177ms | Loss: 0.428 | Acc: 85.014% (4788/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s547ms | Loss: 0.427 | Acc: 85.087% (4901/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s913ms | Loss: 0.425 | Acc: 85.156% (5014/5888) 46/391 [=======>.........................................................] Step: 374ms | Tot: 17s287ms | Loss: 0.426 | Acc: 85.156% (5123/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s651ms | Loss: 0.426 | Acc: 85.205% (5235/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 18s14ms | Loss: 0.428 | Acc: 85.156% (5341/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 18s380ms | Loss: 0.427 | Acc: 85.234% (5455/6400) 50/391 [========>........................................................] Step: 369ms | Tot: 18s749ms | Loss: 0.427 | Acc: 85.248% (5565/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 19s110ms | Loss: 0.428 | Acc: 85.186% (5670/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s477ms | Loss: 0.427 | Acc: 85.186% (5779/6784) 53/391 [========>........................................................] Step: 371ms | Tot: 19s849ms | Loss: 0.429 | Acc: 85.127% (5884/6912) 54/391 [========>........................................................] Step: 373ms | Tot: 20s222ms | Loss: 0.427 | Acc: 85.185% (5997/7040) 55/391 [=========>.......................................................] Step: 388ms | Tot: 20s610ms | Loss: 0.428 | Acc: 85.156% (6104/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s975ms | Loss: 0.429 | Acc: 85.101% (6209/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 21s349ms | Loss: 0.428 | Acc: 85.143% (6321/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s716ms | Loss: 0.430 | Acc: 85.090% (6426/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 22s77ms | Loss: 0.431 | Acc: 85.065% (6533/7680) 60/391 [=========>.......................................................] Step: 370ms | Tot: 22s448ms | Loss: 0.431 | Acc: 85.067% (6642/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s814ms | Loss: 0.431 | Acc: 85.055% (6750/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 23s176ms | Loss: 0.431 | Acc: 85.131% (6865/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s544ms | Loss: 0.431 | Acc: 85.107% (6972/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s911ms | Loss: 0.432 | Acc: 85.036% (7075/8320) 65/391 [==========>......................................................] Step: 378ms | Tot: 24s290ms | Loss: 0.431 | Acc: 85.073% (7187/8448) 66/391 [==========>......................................................] Step: 373ms | Tot: 24s663ms | Loss: 0.434 | Acc: 84.993% (7289/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 25s19ms | Loss: 0.434 | Acc: 84.972% (7396/8704) 68/391 [===========>.....................................................] Step: 385ms | Tot: 25s405ms | Loss: 0.433 | Acc: 85.009% (7508/8832) 69/391 [===========>.....................................................] Step: 375ms | Tot: 25s780ms | Loss: 0.432 | Acc: 85.022% (7618/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 26s149ms | Loss: 0.431 | Acc: 85.112% (7735/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 26s517ms | Loss: 0.430 | Acc: 85.102% (7843/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s877ms | Loss: 0.431 | Acc: 85.071% (7949/9344) 73/391 [============>....................................................] Step: 384ms | Tot: 27s262ms | Loss: 0.434 | Acc: 85.008% (8052/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 27s631ms | Loss: 0.435 | Acc: 85.010% (8161/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s997ms | Loss: 0.435 | Acc: 84.992% (8268/9728) 76/391 [============>....................................................] Step: 380ms | Tot: 28s378ms | Loss: 0.435 | Acc: 85.004% (8378/9856) 77/391 [============>....................................................] Step: 356ms | Tot: 28s734ms | Loss: 0.434 | Acc: 85.066% (8493/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 29s97ms | Loss: 0.433 | Acc: 85.057% (8601/10112) 79/391 [=============>...................................................] Step: 353ms | Tot: 29s451ms | Loss: 0.434 | Acc: 85.039% (8708/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s809ms | Loss: 0.434 | Acc: 85.021% (8815/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 30s179ms | Loss: 0.435 | Acc: 85.023% (8924/10496) 82/391 [=============>...................................................] Step: 373ms | Tot: 30s552ms | Loss: 0.434 | Acc: 85.072% (9038/10624) 83/391 [=============>...................................................] Step: 358ms | Tot: 30s911ms | Loss: 0.434 | Acc: 85.082% (9148/10752) 84/391 [=============>...................................................] Step: 383ms | Tot: 31s294ms | Loss: 0.436 | Acc: 85.018% (9250/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s654ms | Loss: 0.435 | Acc: 85.084% (9366/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 32s18ms | Loss: 0.434 | Acc: 85.093% (9476/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 32s381ms | Loss: 0.435 | Acc: 85.067% (9582/11264) 88/391 [==============>..................................................] Step: 362ms | Tot: 32s744ms | Loss: 0.437 | Acc: 84.998% (9683/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 33s102ms | Loss: 0.437 | Acc: 85.009% (9793/11520) 90/391 [==============>..................................................] Step: 390ms | Tot: 33s493ms | Loss: 0.438 | Acc: 84.976% (9898/11648) 91/391 [===============>.................................................] Step: 388ms | Tot: 33s881ms | Loss: 0.438 | Acc: 84.986% (10008/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 34s249ms | Loss: 0.439 | Acc: 84.971% (10115/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 34s614ms | Loss: 0.440 | Acc: 84.932% (10219/12032) 94/391 [===============>.................................................] Step: 356ms | Tot: 34s970ms | Loss: 0.440 | Acc: 84.967% (10332/12160) 95/391 [===============>.................................................] Step: 375ms | Tot: 35s346ms | Loss: 0.441 | Acc: 84.953% (10439/12288) 96/391 [===============>.................................................] Step: 377ms | Tot: 35s724ms | Loss: 0.440 | Acc: 85.035% (10558/12416) 97/391 [================>................................................] Step: 369ms | Tot: 36s94ms | Loss: 0.439 | Acc: 85.069% (10671/12544) 98/391 [================>................................................] Step: 369ms | Tot: 36s463ms | Loss: 0.439 | Acc: 85.062% (10779/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s825ms | Loss: 0.439 | Acc: 85.078% (10890/12800) 100/391 [================>................................................] Step: 382ms | Tot: 37s208ms | Loss: 0.439 | Acc: 85.087% (11000/12928) 101/391 [================>................................................] Step: 373ms | Tot: 37s582ms | Loss: 0.441 | Acc: 85.026% (11101/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s953ms | Loss: 0.440 | Acc: 85.058% (11214/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 38s324ms | Loss: 0.439 | Acc: 85.059% (11323/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 38s689ms | Loss: 0.439 | Acc: 85.060% (11432/13440) 105/391 [=================>...............................................] Step: 375ms | Tot: 39s64ms | Loss: 0.438 | Acc: 85.097% (11546/13568) 106/391 [=================>...............................................] Step: 372ms | Tot: 39s437ms | Loss: 0.438 | Acc: 85.083% (11653/13696) 107/391 [=================>...............................................] Step: 369ms | Tot: 39s806ms | Loss: 0.437 | Acc: 85.106% (11765/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 40s173ms | Loss: 0.437 | Acc: 85.113% (11875/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 40s543ms | Loss: 0.437 | Acc: 85.114% (11984/14080) 110/391 [==================>..............................................] Step: 369ms | Tot: 40s912ms | Loss: 0.437 | Acc: 85.114% (12093/14208) 111/391 [==================>..............................................] Step: 368ms | Tot: 41s281ms | Loss: 0.438 | Acc: 85.080% (12197/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 41s643ms | Loss: 0.437 | Acc: 85.115% (12311/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 42s5ms | Loss: 0.437 | Acc: 85.115% (12420/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 42s364ms | Loss: 0.438 | Acc: 85.075% (12523/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 42s725ms | Loss: 0.439 | Acc: 85.069% (12631/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 43s88ms | Loss: 0.439 | Acc: 85.083% (12742/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 43s450ms | Loss: 0.440 | Acc: 85.103% (12854/15104) 118/391 [===================>.............................................] Step: 375ms | Tot: 43s825ms | Loss: 0.440 | Acc: 85.084% (12960/15232) 119/391 [===================>.............................................] Step: 361ms | Tot: 44s186ms | Loss: 0.440 | Acc: 85.065% (13066/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 44s553ms | Loss: 0.441 | Acc: 85.046% (13172/15488) 121/391 [====================>............................................] Step: 373ms | Tot: 44s926ms | Loss: 0.441 | Acc: 85.022% (13277/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 45s292ms | Loss: 0.441 | Acc: 84.997% (13382/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 45s659ms | Loss: 0.441 | Acc: 85.037% (13497/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 46s14ms | Loss: 0.441 | Acc: 85.044% (13607/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 46s383ms | Loss: 0.441 | Acc: 85.038% (13715/16128) 126/391 [====================>............................................] Step: 373ms | Tot: 46s757ms | Loss: 0.441 | Acc: 85.046% (13825/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 47s123ms | Loss: 0.440 | Acc: 85.059% (13936/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 47s490ms | Loss: 0.440 | Acc: 85.053% (14044/16512) 129/391 [=====================>...........................................] Step: 356ms | Tot: 47s847ms | Loss: 0.440 | Acc: 85.060% (14154/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 48s215ms | Loss: 0.439 | Acc: 85.097% (14269/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 48s579ms | Loss: 0.439 | Acc: 85.085% (14376/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s941ms | Loss: 0.438 | Acc: 85.098% (14487/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 49s305ms | Loss: 0.438 | Acc: 85.086% (14594/17152) 134/391 [======================>..........................................] Step: 355ms | Tot: 49s661ms | Loss: 0.438 | Acc: 85.087% (14703/17280) 135/391 [======================>..........................................] Step: 354ms | Tot: 50s16ms | Loss: 0.439 | Acc: 85.070% (14809/17408) 136/391 [======================>..........................................] Step: 375ms | Tot: 50s391ms | Loss: 0.438 | Acc: 85.088% (14921/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 50s758ms | Loss: 0.437 | Acc: 85.094% (15031/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 51s121ms | Loss: 0.437 | Acc: 85.072% (15136/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 51s479ms | Loss: 0.437 | Acc: 85.084% (15247/17920) 140/391 [=======================>.........................................] Step: 356ms | Tot: 51s836ms | Loss: 0.438 | Acc: 85.045% (15349/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 52s201ms | Loss: 0.438 | Acc: 85.041% (15457/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 52s563ms | Loss: 0.438 | Acc: 85.020% (15562/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 52s922ms | Loss: 0.440 | Acc: 84.966% (15661/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 53s286ms | Loss: 0.441 | Acc: 84.941% (15765/18560) 145/391 [========================>........................................] Step: 375ms | Tot: 53s662ms | Loss: 0.440 | Acc: 84.953% (15876/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 54s27ms | Loss: 0.440 | Acc: 84.954% (15985/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 54s385ms | Loss: 0.440 | Acc: 84.982% (16099/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 54s749ms | Loss: 0.440 | Acc: 84.962% (16204/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 55s108ms | Loss: 0.440 | Acc: 84.953% (16311/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 55s467ms | Loss: 0.440 | Acc: 84.960% (16421/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s826ms | Loss: 0.440 | Acc: 84.961% (16530/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 56s190ms | Loss: 0.441 | Acc: 84.932% (16633/19584) 153/391 [=========================>.......................................] Step: 377ms | Tot: 56s567ms | Loss: 0.440 | Acc: 84.933% (16742/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s932ms | Loss: 0.440 | Acc: 84.934% (16851/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 57s298ms | Loss: 0.439 | Acc: 84.956% (16964/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 57s660ms | Loss: 0.439 | Acc: 84.982% (17078/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 58s21ms | Loss: 0.440 | Acc: 84.949% (17180/20224) 158/391 [==========================>......................................] Step: 378ms | Tot: 58s400ms | Loss: 0.440 | Acc: 84.930% (17285/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 58s762ms | Loss: 0.440 | Acc: 84.932% (17394/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 59s122ms | Loss: 0.440 | Acc: 84.923% (17501/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 59s485ms | Loss: 0.440 | Acc: 84.925% (17610/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s845ms | Loss: 0.440 | Acc: 84.926% (17719/20864) 163/391 [===========================>.....................................] Step: 373ms | Tot: 1m219ms | Loss: 0.439 | Acc: 84.937% (17830/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 1m582ms | Loss: 0.439 | Acc: 84.953% (17942/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m943ms | Loss: 0.440 | Acc: 84.921% (18044/21248) 166/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.440 | Acc: 84.932% (18155/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.440 | Acc: 84.938% (18265/21504) 168/391 [===========================>.....................................] Step: 368ms | Tot: 1m2s | Loss: 0.439 | Acc: 84.971% (18381/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.438 | Acc: 85.000% (18496/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.438 | Acc: 85.019% (18609/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.439 | Acc: 84.979% (18709/22016) 172/391 [============================>....................................] Step: 397ms | Tot: 1m3s | Loss: 0.439 | Acc: 84.980% (18818/22144) 173/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.439 | Acc: 84.959% (18922/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m4s | Loss: 0.439 | Acc: 84.969% (19033/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.439 | Acc: 84.979% (19144/22528) 176/391 [=============================>...................................] Step: 348ms | Tot: 1m4s | Loss: 0.439 | Acc: 84.971% (19251/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.439 | Acc: 84.976% (19361/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.439 | Acc: 84.969% (19468/22912) 179/391 [=============================>...................................] Step: 362ms | Tot: 1m6s | Loss: 0.439 | Acc: 84.957% (19574/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m6s | Loss: 0.439 | Acc: 84.979% (19688/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.438 | Acc: 84.976% (19796/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.439 | Acc: 84.960% (19901/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.438 | Acc: 84.978% (20014/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.438 | Acc: 84.966% (20120/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.438 | Acc: 84.955% (20226/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.440 | Acc: 84.914% (20325/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.439 | Acc: 84.932% (20438/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.439 | Acc: 84.933% (20547/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.440 | Acc: 84.934% (20656/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.440 | Acc: 84.939% (20766/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.439 | Acc: 84.949% (20877/24576) 192/391 [===============================>.................................] Step: 355ms | Tot: 1m10s | Loss: 0.440 | Acc: 84.909% (20976/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.440 | Acc: 84.935% (21091/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.440 | Acc: 84.940% (21201/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.440 | Acc: 84.933% (21308/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.440 | Acc: 84.922% (21414/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.440 | Acc: 84.920% (21522/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.440 | Acc: 84.921% (21631/25472) 199/391 [=================================>...............................] Step: 372ms | Tot: 1m13s | Loss: 0.441 | Acc: 84.898% (21734/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.440 | Acc: 84.919% (21848/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.441 | Acc: 84.913% (21955/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.441 | Acc: 84.925% (22067/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.441 | Acc: 84.923% (22175/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m15s | Loss: 0.441 | Acc: 84.916% (22282/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.441 | Acc: 84.902% (22387/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.441 | Acc: 84.903% (22496/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.441 | Acc: 84.901% (22604/26624) 208/391 [==================================>..............................] Step: 385ms | Tot: 1m16s | Loss: 0.441 | Acc: 84.910% (22715/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.440 | Acc: 84.907% (22823/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.441 | Acc: 84.890% (22927/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.440 | Acc: 84.902% (23039/27136) 212/391 [===================================>.............................] Step: 354ms | Tot: 1m18s | Loss: 0.441 | Acc: 84.877% (23141/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.441 | Acc: 84.879% (23250/27392) 214/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.441 | Acc: 84.873% (23357/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m19s | Loss: 0.441 | Acc: 84.856% (23461/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.440 | Acc: 84.872% (23574/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.441 | Acc: 84.873% (23683/27904) 218/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.441 | Acc: 84.874% (23792/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.441 | Acc: 84.876% (23901/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.441 | Acc: 84.852% (24003/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.441 | Acc: 84.857% (24113/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m21s | Loss: 0.441 | Acc: 84.851% (24220/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.442 | Acc: 84.832% (24323/28672) 224/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.442 | Acc: 84.840% (24434/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.441 | Acc: 84.856% (24547/28928) 226/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.441 | Acc: 84.871% (24660/29056) 227/391 [=====================================>...........................] Step: 355ms | Tot: 1m23s | Loss: 0.441 | Acc: 84.865% (24767/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.442 | Acc: 84.853% (24872/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.442 | Acc: 84.854% (24981/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.442 | Acc: 84.862% (25092/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.442 | Acc: 84.857% (25199/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.442 | Acc: 84.828% (25299/29824) 233/391 [======================================>..........................] Step: 355ms | Tot: 1m25s | Loss: 0.442 | Acc: 84.832% (25409/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m26s | Loss: 0.442 | Acc: 84.840% (25520/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.442 | Acc: 84.822% (25623/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.442 | Acc: 84.820% (25731/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.443 | Acc: 84.805% (25835/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.444 | Acc: 84.787% (25938/30592) 239/391 [=======================================>.........................] Step: 357ms | Tot: 1m27s | Loss: 0.443 | Acc: 84.805% (26052/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m28s | Loss: 0.444 | Acc: 84.796% (26158/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.444 | Acc: 84.785% (26263/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.444 | Acc: 84.777% (26369/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.444 | Acc: 84.759% (26472/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.444 | Acc: 84.774% (26585/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.444 | Acc: 84.759% (26689/31488) 246/391 [========================================>........................] Step: 372ms | Tot: 1m30s | Loss: 0.444 | Acc: 84.767% (26800/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.444 | Acc: 84.756% (26905/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.444 | Acc: 84.764% (27016/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.444 | Acc: 84.766% (27125/32000) 250/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.443 | Acc: 84.767% (27234/32128) 251/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.444 | Acc: 84.775% (27345/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.444 | Acc: 84.770% (27452/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.444 | Acc: 84.787% (27566/32512) 254/391 [==========================================>......................] Step: 383ms | Tot: 1m33s | Loss: 0.444 | Acc: 84.804% (27680/32640) 255/391 [==========================================>......................] Step: 402ms | Tot: 1m33s | Loss: 0.444 | Acc: 84.793% (27785/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.443 | Acc: 84.801% (27896/32896) 257/391 [==========================================>......................] Step: 356ms | Tot: 1m34s | Loss: 0.444 | Acc: 84.802% (28005/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.444 | Acc: 84.794% (28111/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.443 | Acc: 84.802% (28222/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.444 | Acc: 84.788% (28326/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.444 | Acc: 84.792% (28436/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.444 | Acc: 84.794% (28545/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.443 | Acc: 84.801% (28656/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m37s | Loss: 0.443 | Acc: 84.791% (28761/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.444 | Acc: 84.792% (28870/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.443 | Acc: 84.808% (28984/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.809% (29093/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.808% (29201/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.444 | Acc: 84.792% (29304/34560) 270/391 [============================================>....................] Step: 368ms | Tot: 1m39s | Loss: 0.444 | Acc: 84.784% (29410/34688) 271/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.444 | Acc: 84.780% (29517/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.444 | Acc: 84.790% (29629/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.443 | Acc: 84.803% (29742/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.443 | Acc: 84.801% (29850/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.443 | Acc: 84.802% (29959/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m41s | Loss: 0.443 | Acc: 84.809% (30070/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.443 | Acc: 84.802% (30176/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.443 | Acc: 84.815% (30289/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.443 | Acc: 84.810% (30396/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.443 | Acc: 84.823% (30509/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.443 | Acc: 84.807% (30612/36096) 282/391 [==============================================>..................] Step: 356ms | Tot: 1m43s | Loss: 0.443 | Acc: 84.825% (30727/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.442 | Acc: 84.832% (30838/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.443 | Acc: 84.830% (30946/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.443 | Acc: 84.823% (31052/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.443 | Acc: 84.821% (31160/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.443 | Acc: 84.833% (31273/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m45s | Loss: 0.443 | Acc: 84.821% (31377/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.803% (31479/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.805% (31588/37248) 291/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.795% (31693/37376) 292/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.444 | Acc: 84.802% (31804/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.444 | Acc: 84.805% (31914/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.444 | Acc: 84.820% (32028/37760) 295/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.444 | Acc: 84.821% (32137/37888) 296/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.444 | Acc: 84.841% (32253/38016) 297/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.444 | Acc: 84.857% (32368/38144) 298/391 [=================================================>...............] Step: 379ms | Tot: 1m49s | Loss: 0.444 | Acc: 84.845% (32472/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.444 | Acc: 84.846% (32581/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m50s | Loss: 0.444 | Acc: 84.827% (32682/38528) 301/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.444 | Acc: 84.830% (32792/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.444 | Acc: 84.824% (32898/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.444 | Acc: 84.830% (33009/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.443 | Acc: 84.828% (33117/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.443 | Acc: 84.814% (33220/39168) 306/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.444 | Acc: 84.800% (33323/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.444 | Acc: 84.799% (33431/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.444 | Acc: 84.792% (33537/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.444 | Acc: 84.788% (33644/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.444 | Acc: 84.769% (33745/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m54s | Loss: 0.445 | Acc: 84.776% (33856/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m54s | Loss: 0.445 | Acc: 84.762% (33959/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.445 | Acc: 84.761% (34067/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.445 | Acc: 84.769% (34179/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.445 | Acc: 84.773% (34289/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.445 | Acc: 84.757% (34391/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.445 | Acc: 84.756% (34499/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m56s | Loss: 0.445 | Acc: 84.752% (34606/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.446 | Acc: 84.736% (34708/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.446 | Acc: 84.735% (34816/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.446 | Acc: 84.734% (34924/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.446 | Acc: 84.733% (35032/41344) 323/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.446 | Acc: 84.727% (35138/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.446 | Acc: 84.728% (35247/41600) 325/391 [======================================================>..........] Step: 375ms | Tot: 1m59s | Loss: 0.447 | Acc: 84.718% (35351/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.446 | Acc: 84.724% (35462/41856) 327/391 [======================================================>..........] Step: 353ms | Tot: 2m2ms | Loss: 0.446 | Acc: 84.728% (35572/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 2m368ms | Loss: 0.446 | Acc: 84.717% (35676/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m726ms | Loss: 0.446 | Acc: 84.711% (35782/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m1s | Loss: 0.447 | Acc: 84.703% (35887/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.446 | Acc: 84.716% (36001/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.446 | Acc: 84.725% (36113/42624) 333/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.446 | Acc: 84.728% (36223/42752) 334/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.446 | Acc: 84.734% (36334/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.446 | Acc: 84.747% (36448/43008) 336/391 [=======================================================>.........] Step: 387ms | Tot: 2m3s | Loss: 0.446 | Acc: 84.730% (36549/43136) 337/391 [========================================================>........] Step: 406ms | Tot: 2m3s | Loss: 0.446 | Acc: 84.747% (36665/43264) 338/391 [========================================================>........] Step: 378ms | Tot: 2m4s | Loss: 0.446 | Acc: 84.755% (36777/43392) 339/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.446 | Acc: 84.752% (36884/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.446 | Acc: 84.739% (36987/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m5s | Loss: 0.446 | Acc: 84.745% (37098/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.446 | Acc: 84.737% (37203/43904) 343/391 [=========================================================>.......] Step: 381ms | Tot: 2m5s | Loss: 0.447 | Acc: 84.722% (37305/44032) 344/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.447 | Acc: 84.717% (37411/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.448 | Acc: 84.711% (37517/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.448 | Acc: 84.715% (37627/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.448 | Acc: 84.707% (37732/44544) 348/391 [=========================================================>.......] Step: 374ms | Tot: 2m7s | Loss: 0.448 | Acc: 84.702% (37838/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.448 | Acc: 84.696% (37944/44800) 350/391 [==========================================================>......] Step: 375ms | Tot: 2m8s | Loss: 0.448 | Acc: 84.711% (38059/44928) 351/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.448 | Acc: 84.692% (38159/45056) 352/391 [==========================================================>......] Step: 375ms | Tot: 2m9s | Loss: 0.448 | Acc: 84.678% (38261/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.448 | Acc: 84.680% (38370/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.448 | Acc: 84.681% (38479/45440) 355/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.448 | Acc: 84.684% (38589/45568) 356/391 [===========================================================>.....] Step: 374ms | Tot: 2m10s | Loss: 0.448 | Acc: 84.673% (38692/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.449 | Acc: 84.678% (38803/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.449 | Acc: 84.671% (38908/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.449 | Acc: 84.661% (39012/46080) 360/391 [===========================================================>.....] Step: 377ms | Tot: 2m12s | Loss: 0.449 | Acc: 84.646% (39113/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.449 | Acc: 84.636% (39217/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.450 | Acc: 84.631% (39323/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.449 | Acc: 84.645% (39438/46592) 364/391 [============================================================>....] Step: 352ms | Tot: 2m13s | Loss: 0.449 | Acc: 84.634% (39541/46720) 365/391 [============================================================>....] Step: 354ms | Tot: 2m14s | Loss: 0.449 | Acc: 84.644% (39654/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.449 | Acc: 84.645% (39763/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.449 | Acc: 84.634% (39866/47104) 368/391 [=============================================================>...] Step: 375ms | Tot: 2m15s | Loss: 0.449 | Acc: 84.644% (39979/47232) 369/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.450 | Acc: 84.630% (40081/47360) 370/391 [=============================================================>...] Step: 379ms | Tot: 2m15s | Loss: 0.450 | Acc: 84.632% (40190/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.450 | Acc: 84.635% (40300/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m16s | Loss: 0.450 | Acc: 84.633% (40407/47744) 373/391 [==============================================================>..] Step: 375ms | Tot: 2m16s | Loss: 0.450 | Acc: 84.624% (40511/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.450 | Acc: 84.631% (40623/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.450 | Acc: 84.633% (40732/48128) 376/391 [==============================================================>..] Step: 368ms | Tot: 2m18s | Loss: 0.450 | Acc: 84.634% (40841/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m18s | Loss: 0.449 | Acc: 84.646% (40955/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m18s | Loss: 0.449 | Acc: 84.645% (41063/48512) 379/391 [===============================================================>.] Step: 381ms | Tot: 2m19s | Loss: 0.449 | Acc: 84.655% (41176/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.449 | Acc: 84.644% (41279/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.450 | Acc: 84.622% (41377/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.450 | Acc: 84.603% (41476/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.450 | Acc: 84.595% (41580/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.450 | Acc: 84.598% (41690/49280) 385/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.451 | Acc: 84.588% (41793/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.451 | Acc: 84.597% (41906/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.451 | Acc: 84.588% (42010/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m22s | Loss: 0.451 | Acc: 84.582% (42115/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.451 | Acc: 84.589% (42227/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m23s | Loss: 0.451 | Acc: 84.582% (42291/50000) 391/391 + [>................................................................] Step: 474ms | Tot: 2ms | Loss: 0.575 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 304ms | Tot: 306ms | Loss: 0.564 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 604ms | Loss: 0.493 | Acc: 82.000% (246/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 905ms | Loss: 0.525 | Acc: 81.250% (325/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s199ms | Loss: 0.530 | Acc: 80.200% (401/500) 5/100 [===>.............................................................] Step: 306ms | Tot: 1s506ms | Loss: 0.500 | Acc: 81.167% (487/600) 6/100 [===>.............................................................] Step: 307ms | Tot: 1s814ms | Loss: 0.485 | Acc: 81.429% (570/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s113ms | Loss: 0.515 | Acc: 81.000% (648/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s421ms | Loss: 0.539 | Acc: 80.889% (728/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s720ms | Loss: 0.537 | Acc: 80.900% (809/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s22ms | Loss: 0.515 | Acc: 81.727% (899/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s327ms | Loss: 0.510 | Acc: 81.917% (983/1200) 12/100 [=======>.........................................................] Step: 311ms | Tot: 3s638ms | Loss: 0.508 | Acc: 81.769% (1063/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s938ms | Loss: 0.509 | Acc: 81.786% (1145/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s241ms | Loss: 0.501 | Acc: 82.000% (1230/1500) 15/100 [=========>.......................................................] Step: 314ms | Tot: 4s555ms | Loss: 0.509 | Acc: 81.938% (1311/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s860ms | Loss: 0.513 | Acc: 81.941% (1393/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s166ms | Loss: 0.517 | Acc: 81.778% (1472/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s476ms | Loss: 0.522 | Acc: 81.632% (1551/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s786ms | Loss: 0.530 | Acc: 81.350% (1627/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s90ms | Loss: 0.526 | Acc: 81.524% (1712/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s400ms | Loss: 0.529 | Acc: 81.500% (1793/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s712ms | Loss: 0.530 | Acc: 81.565% (1876/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 7s21ms | Loss: 0.529 | Acc: 81.667% (1960/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s332ms | Loss: 0.532 | Acc: 81.600% (2040/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s644ms | Loss: 0.540 | Acc: 81.538% (2120/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s952ms | Loss: 0.536 | Acc: 81.704% (2206/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s254ms | Loss: 0.537 | Acc: 81.750% (2289/2800) 28/100 [==================>..............................................] Step: 317ms | Tot: 8s571ms | Loss: 0.535 | Acc: 81.897% (2375/2900) 29/100 [==================>..............................................] Step: 324ms | Tot: 8s896ms | Loss: 0.532 | Acc: 81.967% (2459/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s208ms | Loss: 0.534 | Acc: 81.871% (2538/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s520ms | Loss: 0.531 | Acc: 82.000% (2624/3200) 32/100 [====================>............................................] Step: 359ms | Tot: 9s880ms | Loss: 0.531 | Acc: 81.909% (2703/3300) 33/100 [=====================>...........................................] Step: 351ms | Tot: 10s231ms | Loss: 0.533 | Acc: 81.853% (2783/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s543ms | Loss: 0.536 | Acc: 81.829% (2864/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s847ms | Loss: 0.537 | Acc: 81.889% (2948/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s154ms | Loss: 0.538 | Acc: 81.946% (3032/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s462ms | Loss: 0.543 | Acc: 81.763% (3107/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s775ms | Loss: 0.544 | Acc: 81.744% (3188/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 12s75ms | Loss: 0.543 | Acc: 81.775% (3271/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s384ms | Loss: 0.543 | Acc: 81.854% (3356/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s694ms | Loss: 0.545 | Acc: 81.881% (3439/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 13s5ms | Loss: 0.544 | Acc: 82.023% (3527/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s311ms | Loss: 0.544 | Acc: 82.159% (3615/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s622ms | Loss: 0.541 | Acc: 82.222% (3700/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s927ms | Loss: 0.541 | Acc: 82.217% (3782/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s240ms | Loss: 0.540 | Acc: 82.213% (3864/4700) 47/100 [==============================>..................................] Step: 313ms | Tot: 14s553ms | Loss: 0.541 | Acc: 82.188% (3945/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s858ms | Loss: 0.538 | Acc: 82.286% (4032/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 15s168ms | Loss: 0.540 | Acc: 82.240% (4112/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s473ms | Loss: 0.539 | Acc: 82.314% (4198/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s777ms | Loss: 0.543 | Acc: 82.231% (4276/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 16s91ms | Loss: 0.542 | Acc: 82.245% (4359/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s394ms | Loss: 0.539 | Acc: 82.352% (4447/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s708ms | Loss: 0.541 | Acc: 82.218% (4522/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 17s19ms | Loss: 0.542 | Acc: 82.161% (4601/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s327ms | Loss: 0.545 | Acc: 82.123% (4681/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s634ms | Loss: 0.546 | Acc: 82.155% (4765/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s939ms | Loss: 0.549 | Acc: 82.017% (4839/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s245ms | Loss: 0.552 | Acc: 81.917% (4915/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s554ms | Loss: 0.553 | Acc: 81.967% (5000/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s866ms | Loss: 0.553 | Acc: 81.903% (5078/6200) 62/100 [========================================>........................] Step: 309ms | Tot: 19s175ms | Loss: 0.552 | Acc: 81.905% (5160/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s484ms | Loss: 0.550 | Acc: 82.000% (5248/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s788ms | Loss: 0.552 | Acc: 81.923% (5325/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 20s97ms | Loss: 0.552 | Acc: 81.939% (5408/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s403ms | Loss: 0.549 | Acc: 82.030% (5496/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s713ms | Loss: 0.548 | Acc: 82.044% (5579/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 21s23ms | Loss: 0.546 | Acc: 82.116% (5666/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s332ms | Loss: 0.547 | Acc: 82.100% (5747/7000) 70/100 [=============================================>...................] Step: 313ms | Tot: 21s646ms | Loss: 0.550 | Acc: 82.085% (5828/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s955ms | Loss: 0.550 | Acc: 82.083% (5910/7200) 72/100 [==============================================>..................] Step: 312ms | Tot: 22s268ms | Loss: 0.547 | Acc: 82.178% (5999/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s580ms | Loss: 0.545 | Acc: 82.230% (6085/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s886ms | Loss: 0.545 | Acc: 82.240% (6168/7500) 75/100 [================================================>................] Step: 305ms | Tot: 23s191ms | Loss: 0.545 | Acc: 82.237% (6250/7600) 76/100 [=================================================>...............] Step: 316ms | Tot: 23s508ms | Loss: 0.544 | Acc: 82.182% (6328/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s811ms | Loss: 0.546 | Acc: 82.103% (6404/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 24s123ms | Loss: 0.548 | Acc: 82.051% (6482/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s433ms | Loss: 0.547 | Acc: 82.050% (6564/8000) 80/100 [====================================================>............] Step: 320ms | Tot: 24s753ms | Loss: 0.547 | Acc: 82.074% (6648/8100) 81/100 [====================================================>............] Step: 315ms | Tot: 25s69ms | Loss: 0.546 | Acc: 82.122% (6734/8200) 82/100 [=====================================================>...........] Step: 317ms | Tot: 25s386ms | Loss: 0.546 | Acc: 82.072% (6812/8300) 83/100 [=====================================================>...........] Step: 317ms | Tot: 25s704ms | Loss: 0.546 | Acc: 82.036% (6891/8400) 84/100 [======================================================>..........] Step: 323ms | Tot: 26s27ms | Loss: 0.548 | Acc: 81.976% (6968/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 26s343ms | Loss: 0.548 | Acc: 81.942% (7047/8600) 86/100 [=======================================================>.........] Step: 327ms | Tot: 26s671ms | Loss: 0.549 | Acc: 81.897% (7125/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 26s983ms | Loss: 0.550 | Acc: 81.920% (7209/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s286ms | Loss: 0.551 | Acc: 81.865% (7286/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s598ms | Loss: 0.550 | Acc: 81.889% (7370/9000) 90/100 [==========================================================>......] Step: 309ms | Tot: 27s908ms | Loss: 0.550 | Acc: 81.868% (7450/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s213ms | Loss: 0.549 | Acc: 81.902% (7535/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 28s525ms | Loss: 0.550 | Acc: 81.903% (7617/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s831ms | Loss: 0.549 | Acc: 81.883% (7697/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s140ms | Loss: 0.548 | Acc: 81.895% (7780/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s444ms | Loss: 0.547 | Acc: 81.927% (7865/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s748ms | Loss: 0.546 | Acc: 81.928% (7947/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 30s56ms | Loss: 0.547 | Acc: 81.908% (8027/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s362ms | Loss: 0.548 | Acc: 81.909% (8109/9900) 99/100 [================================================================>] Step: 313ms | Tot: 30s676ms | Loss: 0.549 | Acc: 81.870% (8187/10000) 100/100 + +Epoch: 46 + [>................................................................] Step: 595ms | Tot: 2ms | Loss: 0.434 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 399ms | Tot: 401ms | Loss: 0.382 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 395ms | Tot: 797ms | Loss: 0.407 | Acc: 84.896% (326/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s169ms | Loss: 0.391 | Acc: 85.938% (440/512) 4/391 [>................................................................] Step: 385ms | Tot: 1s555ms | Loss: 0.400 | Acc: 85.000% (544/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s932ms | Loss: 0.406 | Acc: 84.896% (652/768) 6/391 [>................................................................] Step: 375ms | Tot: 2s308ms | Loss: 0.401 | Acc: 84.821% (760/896) 7/391 [=>...............................................................] Step: 378ms | Tot: 2s687ms | Loss: 0.399 | Acc: 84.961% (870/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 3s54ms | Loss: 0.405 | Acc: 85.156% (981/1152) 9/391 [=>...............................................................] Step: 386ms | Tot: 3s440ms | Loss: 0.407 | Acc: 85.078% (1089/1280) 10/391 [=>...............................................................] Step: 387ms | Tot: 3s828ms | Loss: 0.401 | Acc: 85.440% (1203/1408) 11/391 [=>...............................................................] Step: 384ms | Tot: 4s213ms | Loss: 0.403 | Acc: 85.286% (1310/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s574ms | Loss: 0.402 | Acc: 85.156% (1417/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s937ms | Loss: 0.403 | Acc: 85.156% (1526/1792) 14/391 [==>..............................................................] Step: 380ms | Tot: 5s318ms | Loss: 0.410 | Acc: 84.792% (1628/1920) 15/391 [==>..............................................................] Step: 380ms | Tot: 5s699ms | Loss: 0.417 | Acc: 84.717% (1735/2048) 16/391 [==>..............................................................] Step: 383ms | Tot: 6s82ms | Loss: 0.419 | Acc: 84.605% (1841/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s450ms | Loss: 0.416 | Acc: 84.722% (1952/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s821ms | Loss: 0.414 | Acc: 84.910% (2065/2432) 19/391 [===>.............................................................] Step: 374ms | Tot: 7s195ms | Loss: 0.413 | Acc: 85.000% (2176/2560) 20/391 [===>.............................................................] Step: 380ms | Tot: 7s576ms | Loss: 0.410 | Acc: 84.933% (2283/2688) 21/391 [===>.............................................................] Step: 390ms | Tot: 7s967ms | Loss: 0.407 | Acc: 85.085% (2396/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s333ms | Loss: 0.407 | Acc: 85.224% (2509/2944) 23/391 [===>.............................................................] Step: 428ms | Tot: 8s762ms | Loss: 0.410 | Acc: 85.286% (2620/3072) 24/391 [===>.............................................................] Step: 398ms | Tot: 9s160ms | Loss: 0.413 | Acc: 85.188% (2726/3200) 25/391 [====>............................................................] Step: 380ms | Tot: 9s541ms | Loss: 0.412 | Acc: 85.306% (2839/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s911ms | Loss: 0.409 | Acc: 85.446% (2953/3456) 27/391 [====>............................................................] Step: 371ms | Tot: 10s282ms | Loss: 0.408 | Acc: 85.519% (3065/3584) 28/391 [====>............................................................] Step: 372ms | Tot: 10s655ms | Loss: 0.406 | Acc: 85.614% (3178/3712) 29/391 [====>............................................................] Step: 372ms | Tot: 11s27ms | Loss: 0.407 | Acc: 85.573% (3286/3840) 30/391 [====>............................................................] Step: 377ms | Tot: 11s405ms | Loss: 0.402 | Acc: 85.711% (3401/3968) 31/391 [=====>...........................................................] Step: 378ms | Tot: 11s783ms | Loss: 0.405 | Acc: 85.571% (3505/4096) 32/391 [=====>...........................................................] Step: 366ms | Tot: 12s149ms | Loss: 0.408 | Acc: 85.417% (3608/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s510ms | Loss: 0.408 | Acc: 85.432% (3718/4352) 34/391 [=====>...........................................................] Step: 378ms | Tot: 12s888ms | Loss: 0.406 | Acc: 85.446% (3828/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 13s258ms | Loss: 0.408 | Acc: 85.417% (3936/4608) 36/391 [=====>...........................................................] Step: 371ms | Tot: 13s630ms | Loss: 0.406 | Acc: 85.431% (4046/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s993ms | Loss: 0.409 | Acc: 85.382% (4153/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 14s362ms | Loss: 0.407 | Acc: 85.497% (4268/4992) 39/391 [======>..........................................................] Step: 372ms | Tot: 14s734ms | Loss: 0.410 | Acc: 85.469% (4376/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 15s102ms | Loss: 0.413 | Acc: 85.366% (4480/5248) 41/391 [======>..........................................................] Step: 382ms | Tot: 15s484ms | Loss: 0.409 | Acc: 85.472% (4595/5376) 42/391 [======>..........................................................] Step: 375ms | Tot: 15s860ms | Loss: 0.407 | Acc: 85.574% (4710/5504) 43/391 [=======>.........................................................] Step: 374ms | Tot: 16s234ms | Loss: 0.403 | Acc: 85.707% (4827/5632) 44/391 [=======>.........................................................] Step: 375ms | Tot: 16s610ms | Loss: 0.404 | Acc: 85.764% (4940/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s974ms | Loss: 0.404 | Acc: 85.785% (5051/5888) 46/391 [=======>.........................................................] Step: 382ms | Tot: 17s356ms | Loss: 0.407 | Acc: 85.738% (5158/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s721ms | Loss: 0.406 | Acc: 85.791% (5271/6144) 48/391 [=======>.........................................................] Step: 367ms | Tot: 18s89ms | Loss: 0.407 | Acc: 85.730% (5377/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 18s457ms | Loss: 0.409 | Acc: 85.719% (5486/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s822ms | Loss: 0.409 | Acc: 85.708% (5595/6528) 51/391 [========>........................................................] Step: 371ms | Tot: 19s194ms | Loss: 0.409 | Acc: 85.712% (5705/6656) 52/391 [========>........................................................] Step: 374ms | Tot: 19s569ms | Loss: 0.410 | Acc: 85.672% (5812/6784) 53/391 [========>........................................................] Step: 369ms | Tot: 19s938ms | Loss: 0.412 | Acc: 85.576% (5915/6912) 54/391 [========>........................................................] Step: 369ms | Tot: 20s308ms | Loss: 0.410 | Acc: 85.682% (6032/7040) 55/391 [=========>.......................................................] Step: 376ms | Tot: 20s684ms | Loss: 0.412 | Acc: 85.589% (6135/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 21s50ms | Loss: 0.412 | Acc: 85.622% (6247/7296) 57/391 [=========>.......................................................] Step: 372ms | Tot: 21s423ms | Loss: 0.411 | Acc: 85.601% (6355/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s790ms | Loss: 0.413 | Acc: 85.540% (6460/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 22s154ms | Loss: 0.415 | Acc: 85.430% (6561/7680) 60/391 [=========>.......................................................] Step: 374ms | Tot: 22s528ms | Loss: 0.419 | Acc: 85.361% (6665/7808) 61/391 [==========>......................................................] Step: 383ms | Tot: 22s912ms | Loss: 0.421 | Acc: 85.307% (6770/7936) 62/391 [==========>......................................................] Step: 371ms | Tot: 23s284ms | Loss: 0.421 | Acc: 85.293% (6878/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s646ms | Loss: 0.422 | Acc: 85.254% (6984/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 24s10ms | Loss: 0.424 | Acc: 85.240% (7092/8320) 65/391 [==========>......................................................] Step: 383ms | Tot: 24s394ms | Loss: 0.426 | Acc: 85.215% (7199/8448) 66/391 [==========>......................................................] Step: 371ms | Tot: 24s766ms | Loss: 0.425 | Acc: 85.250% (7311/8576) 67/391 [===========>.....................................................] Step: 379ms | Tot: 25s146ms | Loss: 0.426 | Acc: 85.214% (7417/8704) 68/391 [===========>.....................................................] Step: 391ms | Tot: 25s537ms | Loss: 0.427 | Acc: 85.168% (7522/8832) 69/391 [===========>.....................................................] Step: 384ms | Tot: 25s922ms | Loss: 0.429 | Acc: 85.056% (7621/8960) 70/391 [===========>.....................................................] Step: 394ms | Tot: 26s317ms | Loss: 0.432 | Acc: 84.980% (7723/9088) 71/391 [===========>.....................................................] Step: 381ms | Tot: 26s698ms | Loss: 0.430 | Acc: 85.026% (7836/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 27s67ms | Loss: 0.431 | Acc: 84.996% (7942/9344) 73/391 [============>....................................................] Step: 378ms | Tot: 27s446ms | Loss: 0.432 | Acc: 84.945% (8046/9472) 74/391 [============>....................................................] Step: 373ms | Tot: 27s819ms | Loss: 0.431 | Acc: 85.031% (8163/9600) 75/391 [============>....................................................] Step: 373ms | Tot: 28s193ms | Loss: 0.431 | Acc: 85.023% (8271/9728) 76/391 [============>....................................................] Step: 376ms | Tot: 28s570ms | Loss: 0.430 | Acc: 85.045% (8382/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 28s935ms | Loss: 0.432 | Acc: 84.986% (8485/9984) 78/391 [============>....................................................] Step: 372ms | Tot: 29s307ms | Loss: 0.433 | Acc: 84.988% (8594/10112) 79/391 [=============>...................................................] Step: 377ms | Tot: 29s684ms | Loss: 0.433 | Acc: 85.000% (8704/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 30s51ms | Loss: 0.432 | Acc: 85.012% (8814/10368) 81/391 [=============>...................................................] Step: 369ms | Tot: 30s420ms | Loss: 0.431 | Acc: 85.032% (8925/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s785ms | Loss: 0.430 | Acc: 85.072% (9038/10624) 83/391 [=============>...................................................] Step: 358ms | Tot: 31s143ms | Loss: 0.430 | Acc: 85.045% (9144/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 31s514ms | Loss: 0.430 | Acc: 85.055% (9254/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 31s879ms | Loss: 0.429 | Acc: 85.093% (9367/11008) 86/391 [==============>..................................................] Step: 368ms | Tot: 32s247ms | Loss: 0.430 | Acc: 85.093% (9476/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 32s613ms | Loss: 0.432 | Acc: 85.005% (9575/11264) 88/391 [==============>..................................................] Step: 371ms | Tot: 32s985ms | Loss: 0.430 | Acc: 85.068% (9691/11392) 89/391 [==============>..................................................] Step: 376ms | Tot: 33s362ms | Loss: 0.430 | Acc: 85.095% (9803/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 33s733ms | Loss: 0.431 | Acc: 85.105% (9913/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 34s93ms | Loss: 0.430 | Acc: 85.156% (10028/11776) 92/391 [===============>.................................................] Step: 373ms | Tot: 34s467ms | Loss: 0.430 | Acc: 85.173% (10139/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s831ms | Loss: 0.430 | Acc: 85.198% (10251/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 35s207ms | Loss: 0.429 | Acc: 85.230% (10364/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 35s574ms | Loss: 0.429 | Acc: 85.213% (10471/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 35s945ms | Loss: 0.429 | Acc: 85.221% (10581/12416) 97/391 [================>................................................] Step: 376ms | Tot: 36s321ms | Loss: 0.428 | Acc: 85.244% (10693/12544) 98/391 [================>................................................] Step: 370ms | Tot: 36s691ms | Loss: 0.428 | Acc: 85.227% (10800/12672) 99/391 [================>................................................] Step: 370ms | Tot: 37s62ms | Loss: 0.428 | Acc: 85.211% (10907/12800) 100/391 [================>................................................] Step: 386ms | Tot: 37s449ms | Loss: 0.429 | Acc: 85.179% (11012/12928) 101/391 [================>................................................] Step: 370ms | Tot: 37s819ms | Loss: 0.429 | Acc: 85.195% (11123/13056) 102/391 [================>................................................] Step: 397ms | Tot: 38s217ms | Loss: 0.428 | Acc: 85.232% (11237/13184) 103/391 [=================>...............................................] Step: 416ms | Tot: 38s633ms | Loss: 0.427 | Acc: 85.261% (11350/13312) 104/391 [=================>...............................................] Step: 409ms | Tot: 39s43ms | Loss: 0.427 | Acc: 85.231% (11455/13440) 105/391 [=================>...............................................] Step: 379ms | Tot: 39s423ms | Loss: 0.428 | Acc: 85.200% (11560/13568) 106/391 [=================>...............................................] Step: 379ms | Tot: 39s802ms | Loss: 0.427 | Acc: 85.215% (11671/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 40s162ms | Loss: 0.429 | Acc: 85.178% (11775/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 40s529ms | Loss: 0.429 | Acc: 85.171% (11883/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 40s891ms | Loss: 0.429 | Acc: 85.170% (11992/14080) 110/391 [==================>..............................................] Step: 374ms | Tot: 41s266ms | Loss: 0.430 | Acc: 85.163% (12100/14208) 111/391 [==================>..............................................] Step: 368ms | Tot: 41s635ms | Loss: 0.430 | Acc: 85.177% (12211/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 41s996ms | Loss: 0.429 | Acc: 85.191% (12322/14464) 113/391 [==================>..............................................] Step: 377ms | Tot: 42s374ms | Loss: 0.429 | Acc: 85.191% (12431/14592) 114/391 [==================>..............................................] Step: 373ms | Tot: 42s747ms | Loss: 0.429 | Acc: 85.170% (12537/14720) 115/391 [===================>.............................................] Step: 376ms | Tot: 43s124ms | Loss: 0.430 | Acc: 85.197% (12650/14848) 116/391 [===================>.............................................] Step: 374ms | Tot: 43s498ms | Loss: 0.431 | Acc: 85.156% (12753/14976) 117/391 [===================>.............................................] Step: 369ms | Tot: 43s867ms | Loss: 0.429 | Acc: 85.203% (12869/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 44s226ms | Loss: 0.429 | Acc: 85.189% (12976/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 44s596ms | Loss: 0.429 | Acc: 85.202% (13087/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 44s964ms | Loss: 0.428 | Acc: 85.189% (13194/15488) 121/391 [====================>............................................] Step: 378ms | Tot: 45s342ms | Loss: 0.429 | Acc: 85.169% (13300/15616) 122/391 [====================>............................................] Step: 372ms | Tot: 45s714ms | Loss: 0.429 | Acc: 85.182% (13411/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 46s78ms | Loss: 0.430 | Acc: 85.144% (13514/15872) 124/391 [====================>............................................] Step: 384ms | Tot: 46s463ms | Loss: 0.430 | Acc: 85.100% (13616/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 46s832ms | Loss: 0.430 | Acc: 85.051% (13717/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 47s199ms | Loss: 0.430 | Acc: 85.064% (13828/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 47s568ms | Loss: 0.429 | Acc: 85.077% (13939/16384) 128/391 [=====================>...........................................] Step: 364ms | Tot: 47s932ms | Loss: 0.430 | Acc: 85.071% (14047/16512) 129/391 [=====================>...........................................] Step: 371ms | Tot: 48s304ms | Loss: 0.429 | Acc: 85.096% (14160/16640) 130/391 [=====================>...........................................] Step: 368ms | Tot: 48s673ms | Loss: 0.429 | Acc: 85.085% (14267/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 49s38ms | Loss: 0.429 | Acc: 85.115% (14381/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 49s409ms | Loss: 0.429 | Acc: 85.133% (14493/17024) 133/391 [======================>..........................................] Step: 376ms | Tot: 49s786ms | Loss: 0.429 | Acc: 85.121% (14600/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 50s147ms | Loss: 0.429 | Acc: 85.110% (14707/17280) 135/391 [======================>..........................................] Step: 373ms | Tot: 50s520ms | Loss: 0.430 | Acc: 85.087% (14812/17408) 136/391 [======================>..........................................] Step: 374ms | Tot: 50s895ms | Loss: 0.429 | Acc: 85.094% (14922/17536) 137/391 [======================>..........................................] Step: 371ms | Tot: 51s267ms | Loss: 0.429 | Acc: 85.083% (15029/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 51s634ms | Loss: 0.429 | Acc: 85.106% (15142/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 51s994ms | Loss: 0.430 | Acc: 85.112% (15252/17920) 140/391 [=======================>.........................................] Step: 380ms | Tot: 52s374ms | Loss: 0.430 | Acc: 85.095% (15358/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 52s747ms | Loss: 0.430 | Acc: 85.096% (15467/18176) 142/391 [=======================>.........................................] Step: 382ms | Tot: 53s129ms | Loss: 0.430 | Acc: 85.074% (15572/18304) 143/391 [=======================>.........................................] Step: 369ms | Tot: 53s498ms | Loss: 0.430 | Acc: 85.064% (15679/18432) 144/391 [=======================>.........................................] Step: 372ms | Tot: 53s871ms | Loss: 0.430 | Acc: 85.065% (15788/18560) 145/391 [========================>........................................] Step: 375ms | Tot: 54s246ms | Loss: 0.430 | Acc: 85.065% (15897/18688) 146/391 [========================>........................................] Step: 366ms | Tot: 54s613ms | Loss: 0.430 | Acc: 85.087% (16010/18816) 147/391 [========================>........................................] Step: 375ms | Tot: 54s988ms | Loss: 0.430 | Acc: 85.109% (16123/18944) 148/391 [========================>........................................] Step: 372ms | Tot: 55s361ms | Loss: 0.430 | Acc: 85.125% (16235/19072) 149/391 [========================>........................................] Step: 382ms | Tot: 55s743ms | Loss: 0.429 | Acc: 85.125% (16344/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 56s110ms | Loss: 0.429 | Acc: 85.125% (16453/19328) 151/391 [=========================>.......................................] Step: 379ms | Tot: 56s490ms | Loss: 0.429 | Acc: 85.141% (16565/19456) 152/391 [=========================>.......................................] Step: 373ms | Tot: 56s863ms | Loss: 0.429 | Acc: 85.156% (16677/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 57s227ms | Loss: 0.429 | Acc: 85.131% (16781/19712) 154/391 [=========================>.......................................] Step: 377ms | Tot: 57s604ms | Loss: 0.430 | Acc: 85.106% (16885/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 57s980ms | Loss: 0.430 | Acc: 85.121% (16997/19968) 156/391 [=========================>.......................................] Step: 380ms | Tot: 58s360ms | Loss: 0.430 | Acc: 85.141% (17110/20096) 157/391 [==========================>......................................] Step: 382ms | Tot: 58s742ms | Loss: 0.430 | Acc: 85.092% (17209/20224) 158/391 [==========================>......................................] Step: 373ms | Tot: 59s115ms | Loss: 0.430 | Acc: 85.063% (17312/20352) 159/391 [==========================>......................................] Step: 384ms | Tot: 59s499ms | Loss: 0.430 | Acc: 85.044% (17417/20480) 160/391 [==========================>......................................] Step: 382ms | Tot: 59s882ms | Loss: 0.430 | Acc: 85.045% (17526/20608) 161/391 [==========================>......................................] Step: 386ms | Tot: 1m269ms | Loss: 0.430 | Acc: 85.055% (17637/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 1m634ms | Loss: 0.430 | Acc: 85.041% (17743/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 1m998ms | Loss: 0.430 | Acc: 85.047% (17853/20992) 164/391 [===========================>.....................................] Step: 375ms | Tot: 1m1s | Loss: 0.430 | Acc: 85.052% (17963/21120) 165/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.430 | Acc: 85.048% (18071/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m2s | Loss: 0.430 | Acc: 85.049% (18180/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 1m2s | Loss: 0.430 | Acc: 85.059% (18291/21504) 168/391 [===========================>.....................................] Step: 368ms | Tot: 1m2s | Loss: 0.430 | Acc: 85.050% (18398/21632) 169/391 [============================>....................................] Step: 381ms | Tot: 1m3s | Loss: 0.430 | Acc: 85.055% (18508/21760) 170/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.430 | Acc: 85.047% (18615/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.430 | Acc: 85.043% (18723/22016) 172/391 [============================>....................................] Step: 377ms | Tot: 1m4s | Loss: 0.430 | Acc: 85.043% (18832/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m4s | Loss: 0.430 | Acc: 85.022% (18936/22272) 174/391 [============================>....................................] Step: 369ms | Tot: 1m5s | Loss: 0.430 | Acc: 85.013% (19043/22400) 175/391 [=============================>...................................] Step: 375ms | Tot: 1m5s | Loss: 0.430 | Acc: 85.014% (19152/22528) 176/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.431 | Acc: 85.002% (19258/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m6s | Loss: 0.432 | Acc: 84.989% (19364/22784) 178/391 [=============================>...................................] Step: 374ms | Tot: 1m6s | Loss: 0.432 | Acc: 84.969% (19468/22912) 179/391 [=============================>...................................] Step: 371ms | Tot: 1m6s | Loss: 0.432 | Acc: 84.987% (19581/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m7s | Loss: 0.433 | Acc: 84.966% (19685/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.434 | Acc: 84.946% (19789/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m8s | Loss: 0.434 | Acc: 84.947% (19898/23424) 183/391 [==============================>..................................] Step: 403ms | Tot: 1m8s | Loss: 0.435 | Acc: 84.948% (20007/23552) 184/391 [==============================>..................................] Step: 408ms | Tot: 1m8s | Loss: 0.435 | Acc: 84.907% (20106/23680) 185/391 [==============================>..................................] Step: 366ms | Tot: 1m9s | Loss: 0.436 | Acc: 84.896% (20212/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m9s | Loss: 0.436 | Acc: 84.881% (20317/23936) 187/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.436 | Acc: 84.870% (20423/24064) 188/391 [===============================>.................................] Step: 377ms | Tot: 1m10s | Loss: 0.437 | Acc: 84.834% (20523/24192) 189/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.437 | Acc: 84.823% (20629/24320) 190/391 [===============================>.................................] Step: 370ms | Tot: 1m11s | Loss: 0.436 | Acc: 84.845% (20743/24448) 191/391 [===============================>.................................] Step: 370ms | Tot: 1m11s | Loss: 0.436 | Acc: 84.859% (20855/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m11s | Loss: 0.436 | Acc: 84.881% (20969/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.436 | Acc: 84.874% (21076/24832) 194/391 [================================>................................] Step: 376ms | Tot: 1m12s | Loss: 0.437 | Acc: 84.860% (21181/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.437 | Acc: 84.865% (21291/25088) 196/391 [================================>................................] Step: 379ms | Tot: 1m13s | Loss: 0.437 | Acc: 84.859% (21398/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m13s | Loss: 0.436 | Acc: 84.872% (21510/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m14s | Loss: 0.437 | Acc: 84.858% (21615/25472) 199/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.437 | Acc: 84.859% (21724/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.437 | Acc: 84.865% (21834/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m15s | Loss: 0.437 | Acc: 84.847% (21938/25856) 202/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.437 | Acc: 84.833% (22043/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m15s | Loss: 0.437 | Acc: 84.842% (22154/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m16s | Loss: 0.437 | Acc: 84.844% (22263/26240) 205/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.437 | Acc: 84.845% (22372/26368) 206/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.437 | Acc: 84.862% (22485/26496) 207/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.437 | Acc: 84.871% (22596/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.437 | Acc: 84.872% (22705/26752) 209/391 [==================================>..............................] Step: 379ms | Tot: 1m18s | Loss: 0.437 | Acc: 84.840% (22805/26880) 210/391 [==================================>..............................] Step: 376ms | Tot: 1m18s | Loss: 0.437 | Acc: 84.838% (22913/27008) 211/391 [===================================>.............................] Step: 374ms | Tot: 1m18s | Loss: 0.437 | Acc: 84.839% (23022/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m19s | Loss: 0.437 | Acc: 84.852% (23134/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m19s | Loss: 0.437 | Acc: 84.831% (23237/27392) 214/391 [===================================>.............................] Step: 376ms | Tot: 1m19s | Loss: 0.438 | Acc: 84.836% (23347/27520) 215/391 [===================================>.............................] Step: 376ms | Tot: 1m20s | Loss: 0.438 | Acc: 84.816% (23450/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m20s | Loss: 0.438 | Acc: 84.814% (23558/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m21s | Loss: 0.437 | Acc: 84.848% (23676/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.437 | Acc: 84.857% (23787/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m21s | Loss: 0.437 | Acc: 84.865% (23898/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m22s | Loss: 0.437 | Acc: 84.852% (24003/28288) 221/391 [====================================>............................] Step: 367ms | Tot: 1m22s | Loss: 0.438 | Acc: 84.843% (24109/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m22s | Loss: 0.438 | Acc: 84.830% (24214/28544) 223/391 [=====================================>...........................] Step: 381ms | Tot: 1m23s | Loss: 0.438 | Acc: 84.832% (24323/28672) 224/391 [=====================================>...........................] Step: 375ms | Tot: 1m23s | Loss: 0.439 | Acc: 84.812% (24426/28800) 225/391 [=====================================>...........................] Step: 369ms | Tot: 1m24s | Loss: 0.439 | Acc: 84.811% (24534/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m24s | Loss: 0.439 | Acc: 84.802% (24640/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m24s | Loss: 0.439 | Acc: 84.807% (24750/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m25s | Loss: 0.439 | Acc: 84.808% (24859/29312) 229/391 [======================================>..........................] Step: 374ms | Tot: 1m25s | Loss: 0.439 | Acc: 84.810% (24968/29440) 230/391 [======================================>..........................] Step: 371ms | Tot: 1m25s | Loss: 0.439 | Acc: 84.811% (25077/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m26s | Loss: 0.439 | Acc: 84.789% (25179/29696) 232/391 [======================================>..........................] Step: 378ms | Tot: 1m26s | Loss: 0.439 | Acc: 84.787% (25287/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m26s | Loss: 0.439 | Acc: 84.806% (25401/29952) 234/391 [======================================>..........................] Step: 373ms | Tot: 1m27s | Loss: 0.439 | Acc: 84.797% (25507/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.439 | Acc: 84.792% (25614/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.440 | Acc: 84.774% (25717/30336) 237/391 [=======================================>.........................] Step: 371ms | Tot: 1m28s | Loss: 0.440 | Acc: 84.772% (25825/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m28s | Loss: 0.439 | Acc: 84.774% (25934/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m29s | Loss: 0.439 | Acc: 84.782% (26045/30720) 240/391 [=======================================>.........................] Step: 379ms | Tot: 1m29s | Loss: 0.440 | Acc: 84.790% (26156/30848) 241/391 [========================================>........................] Step: 381ms | Tot: 1m29s | Loss: 0.440 | Acc: 84.795% (26266/30976) 242/391 [========================================>........................] Step: 369ms | Tot: 1m30s | Loss: 0.441 | Acc: 84.767% (26366/31104) 243/391 [========================================>........................] Step: 372ms | Tot: 1m30s | Loss: 0.441 | Acc: 84.769% (26475/31232) 244/391 [========================================>........................] Step: 372ms | Tot: 1m31s | Loss: 0.441 | Acc: 84.770% (26584/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m31s | Loss: 0.440 | Acc: 84.785% (26697/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m31s | Loss: 0.440 | Acc: 84.780% (26804/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m32s | Loss: 0.441 | Acc: 84.772% (26910/31744) 248/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.441 | Acc: 84.767% (27017/31872) 249/391 [=========================================>.......................] Step: 375ms | Tot: 1m32s | Loss: 0.441 | Acc: 84.763% (27124/32000) 250/391 [=========================================>.......................] Step: 380ms | Tot: 1m33s | Loss: 0.441 | Acc: 84.742% (27226/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m33s | Loss: 0.441 | Acc: 84.738% (27333/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m34s | Loss: 0.441 | Acc: 84.733% (27440/32384) 253/391 [==========================================>......................] Step: 377ms | Tot: 1m34s | Loss: 0.441 | Acc: 84.744% (27552/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.441 | Acc: 84.746% (27661/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m35s | Loss: 0.441 | Acc: 84.744% (27769/32768) 256/391 [==========================================>......................] Step: 371ms | Tot: 1m35s | Loss: 0.442 | Acc: 84.740% (27876/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m35s | Loss: 0.442 | Acc: 84.747% (27987/33024) 258/391 [==========================================>......................] Step: 370ms | Tot: 1m36s | Loss: 0.442 | Acc: 84.719% (28086/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.442 | Acc: 84.724% (28196/33280) 260/391 [===========================================>.....................] Step: 373ms | Tot: 1m36s | Loss: 0.443 | Acc: 84.707% (28299/33408) 261/391 [===========================================>.....................] Step: 374ms | Tot: 1m37s | Loss: 0.443 | Acc: 84.697% (28404/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m37s | Loss: 0.443 | Acc: 84.699% (28513/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.715% (28627/33792) 264/391 [===========================================>.....................] Step: 374ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.717% (28736/33920) 265/391 [============================================>....................] Step: 390ms | Tot: 1m38s | Loss: 0.443 | Acc: 84.722% (28846/34048) 266/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.443 | Acc: 84.709% (28950/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m39s | Loss: 0.443 | Acc: 84.704% (29057/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.444 | Acc: 84.700% (29164/34432) 269/391 [============================================>....................] Step: 371ms | Tot: 1m40s | Loss: 0.444 | Acc: 84.705% (29274/34560) 270/391 [============================================>....................] Step: 374ms | Tot: 1m40s | Loss: 0.444 | Acc: 84.718% (29387/34688) 271/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.444 | Acc: 84.714% (29494/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.443 | Acc: 84.721% (29605/34944) 273/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.444 | Acc: 84.706% (29708/35072) 274/391 [=============================================>...................] Step: 371ms | Tot: 1m42s | Loss: 0.444 | Acc: 84.713% (29819/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m42s | Loss: 0.443 | Acc: 84.718% (29929/35328) 276/391 [=============================================>...................] Step: 372ms | Tot: 1m42s | Loss: 0.444 | Acc: 84.711% (30035/35456) 277/391 [==============================================>..................] Step: 373ms | Tot: 1m43s | Loss: 0.444 | Acc: 84.704% (30141/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m43s | Loss: 0.444 | Acc: 84.708% (30251/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m44s | Loss: 0.444 | Acc: 84.688% (30352/35840) 280/391 [==============================================>..................] Step: 371ms | Tot: 1m44s | Loss: 0.444 | Acc: 84.695% (30463/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m44s | Loss: 0.444 | Acc: 84.696% (30572/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m45s | Loss: 0.444 | Acc: 84.676% (30673/36224) 283/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.444 | Acc: 84.678% (30782/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.444 | Acc: 84.693% (30896/36480) 285/391 [===============================================>.................] Step: 373ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.703% (31008/36608) 286/391 [===============================================>.................] Step: 374ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.702% (31116/36736) 287/391 [===============================================>.................] Step: 371ms | Tot: 1m46s | Loss: 0.444 | Acc: 84.711% (31228/36864) 288/391 [===============================================>.................] Step: 381ms | Tot: 1m47s | Loss: 0.444 | Acc: 84.702% (31333/36992) 289/391 [================================================>................] Step: 374ms | Tot: 1m47s | Loss: 0.444 | Acc: 84.674% (31431/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m48s | Loss: 0.444 | Acc: 84.670% (31538/37248) 291/391 [================================================>................] Step: 374ms | Tot: 1m48s | Loss: 0.444 | Acc: 84.667% (31645/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m48s | Loss: 0.444 | Acc: 84.652% (31748/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m49s | Loss: 0.444 | Acc: 84.646% (31854/37632) 294/391 [================================================>................] Step: 374ms | Tot: 1m49s | Loss: 0.444 | Acc: 84.648% (31963/37760) 295/391 [=================================================>...............] Step: 378ms | Tot: 1m49s | Loss: 0.444 | Acc: 84.647% (32071/37888) 296/391 [=================================================>...............] Step: 378ms | Tot: 1m50s | Loss: 0.444 | Acc: 84.643% (32178/38016) 297/391 [=================================================>...............] Step: 369ms | Tot: 1m50s | Loss: 0.445 | Acc: 84.632% (32282/38144) 298/391 [=================================================>...............] Step: 370ms | Tot: 1m51s | Loss: 0.445 | Acc: 84.613% (32383/38272) 299/391 [=================================================>...............] Step: 369ms | Tot: 1m51s | Loss: 0.445 | Acc: 84.599% (32486/38400) 300/391 [=================================================>...............] Step: 376ms | Tot: 1m51s | Loss: 0.445 | Acc: 84.590% (32591/38528) 301/391 [==================================================>..............] Step: 359ms | Tot: 1m52s | Loss: 0.445 | Acc: 84.595% (32701/38656) 302/391 [==================================================>..............] Step: 368ms | Tot: 1m52s | Loss: 0.445 | Acc: 84.589% (32807/38784) 303/391 [==================================================>..............] Step: 376ms | Tot: 1m52s | Loss: 0.445 | Acc: 84.593% (32917/38912) 304/391 [==================================================>..............] Step: 381ms | Tot: 1m53s | Loss: 0.445 | Acc: 84.585% (33022/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m53s | Loss: 0.444 | Acc: 84.607% (33139/39168) 306/391 [==================================================>..............] Step: 369ms | Tot: 1m54s | Loss: 0.444 | Acc: 84.607% (33247/39296) 307/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.444 | Acc: 84.613% (33358/39424) 308/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.444 | Acc: 84.615% (33467/39552) 309/391 [===================================================>.............] Step: 376ms | Tot: 1m55s | Loss: 0.444 | Acc: 84.612% (33574/39680) 310/391 [===================================================>.............] Step: 372ms | Tot: 1m55s | Loss: 0.444 | Acc: 84.641% (33694/39808) 311/391 [===================================================>.............] Step: 374ms | Tot: 1m55s | Loss: 0.444 | Acc: 84.625% (33796/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m56s | Loss: 0.443 | Acc: 84.642% (33911/40064) 313/391 [====================================================>............] Step: 377ms | Tot: 1m56s | Loss: 0.443 | Acc: 84.646% (34021/40192) 314/391 [====================================================>............] Step: 367ms | Tot: 1m57s | Loss: 0.443 | Acc: 84.645% (34129/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m57s | Loss: 0.443 | Acc: 84.654% (34241/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m57s | Loss: 0.443 | Acc: 84.646% (34346/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m58s | Loss: 0.444 | Acc: 84.633% (34449/40704) 318/391 [====================================================>............] Step: 375ms | Tot: 1m58s | Loss: 0.444 | Acc: 84.632% (34557/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.443 | Acc: 84.636% (34667/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m59s | Loss: 0.444 | Acc: 84.638% (34776/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m59s | Loss: 0.443 | Acc: 84.644% (34887/41216) 322/391 [=====================================================>...........] Step: 371ms | Tot: 2m | Loss: 0.444 | Acc: 84.639% (34993/41344) 323/391 [=====================================================>...........] Step: 376ms | Tot: 2m376ms | Loss: 0.444 | Acc: 84.633% (35099/41472) 324/391 [=====================================================>...........] Step: 372ms | Tot: 2m749ms | Loss: 0.444 | Acc: 84.625% (35204/41600) 325/391 [======================================================>..........] Step: 372ms | Tot: 2m1s | Loss: 0.445 | Acc: 84.603% (35303/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.445 | Acc: 84.585% (35404/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 2m1s | Loss: 0.445 | Acc: 84.597% (35517/41984) 328/391 [======================================================>..........] Step: 375ms | Tot: 2m2s | Loss: 0.444 | Acc: 84.605% (35629/42112) 329/391 [======================================================>..........] Step: 375ms | Tot: 2m2s | Loss: 0.444 | Acc: 84.602% (35736/42240) 330/391 [======================================================>..........] Step: 374ms | Tot: 2m2s | Loss: 0.444 | Acc: 84.597% (35842/42368) 331/391 [=======================================================>.........] Step: 383ms | Tot: 2m3s | Loss: 0.444 | Acc: 84.594% (35949/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.444 | Acc: 84.603% (36061/42624) 333/391 [=======================================================>.........] Step: 369ms | Tot: 2m4s | Loss: 0.445 | Acc: 84.604% (36170/42752) 334/391 [=======================================================>.........] Step: 379ms | Tot: 2m4s | Loss: 0.445 | Acc: 84.601% (36277/42880) 335/391 [=======================================================>.........] Step: 370ms | Tot: 2m4s | Loss: 0.445 | Acc: 84.610% (36389/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m5s | Loss: 0.445 | Acc: 84.605% (36495/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m5s | Loss: 0.445 | Acc: 84.602% (36602/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.445 | Acc: 84.603% (36711/43392) 339/391 [========================================================>........] Step: 366ms | Tot: 2m6s | Loss: 0.445 | Acc: 84.596% (36816/43520) 340/391 [========================================================>........] Step: 374ms | Tot: 2m6s | Loss: 0.445 | Acc: 84.586% (36920/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m7s | Loss: 0.445 | Acc: 84.597% (37033/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m7s | Loss: 0.445 | Acc: 84.596% (37141/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.445 | Acc: 84.595% (37249/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m8s | Loss: 0.445 | Acc: 84.599% (37359/44160) 345/391 [=========================================================>.......] Step: 376ms | Tot: 2m8s | Loss: 0.444 | Acc: 84.617% (37475/44288) 346/391 [=========================================================>.......] Step: 387ms | Tot: 2m8s | Loss: 0.444 | Acc: 84.616% (37583/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m9s | Loss: 0.444 | Acc: 84.608% (37688/44544) 348/391 [=========================================================>.......] Step: 356ms | Tot: 2m9s | Loss: 0.445 | Acc: 84.608% (37796/44672) 349/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.445 | Acc: 84.603% (37902/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m10s | Loss: 0.444 | Acc: 84.604% (38011/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m10s | Loss: 0.444 | Acc: 84.624% (38128/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m11s | Loss: 0.444 | Acc: 84.625% (38237/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m11s | Loss: 0.444 | Acc: 84.640% (38352/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m11s | Loss: 0.444 | Acc: 84.628% (38455/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m12s | Loss: 0.444 | Acc: 84.636% (38567/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.444 | Acc: 84.638% (38676/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m12s | Loss: 0.444 | Acc: 84.643% (38787/45824) 358/391 [===========================================================>.....] Step: 380ms | Tot: 2m13s | Loss: 0.444 | Acc: 84.651% (38899/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m13s | Loss: 0.444 | Acc: 84.657% (39010/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m14s | Loss: 0.444 | Acc: 84.661% (39120/46208) 361/391 [============================================================>....] Step: 374ms | Tot: 2m14s | Loss: 0.444 | Acc: 84.660% (39228/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m14s | Loss: 0.444 | Acc: 84.674% (39343/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m15s | Loss: 0.444 | Acc: 84.673% (39451/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m15s | Loss: 0.444 | Acc: 84.673% (39559/46720) 365/391 [============================================================>....] Step: 368ms | Tot: 2m15s | Loss: 0.444 | Acc: 84.670% (39666/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m16s | Loss: 0.444 | Acc: 84.679% (39779/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.444 | Acc: 84.685% (39890/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.444 | Acc: 84.676% (39994/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m17s | Loss: 0.444 | Acc: 84.677% (40103/47360) 370/391 [=============================================================>...] Step: 367ms | Tot: 2m17s | Loss: 0.444 | Acc: 84.682% (40214/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m18s | Loss: 0.444 | Acc: 84.665% (40314/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m18s | Loss: 0.444 | Acc: 84.662% (40421/47744) 373/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.444 | Acc: 84.663% (40530/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m19s | Loss: 0.444 | Acc: 84.665% (40639/48000) 375/391 [==============================================================>..] Step: 368ms | Tot: 2m19s | Loss: 0.444 | Acc: 84.668% (40749/48128) 376/391 [==============================================================>..] Step: 382ms | Tot: 2m19s | Loss: 0.444 | Acc: 84.665% (40856/48256) 377/391 [==============================================================>..] Step: 378ms | Tot: 2m20s | Loss: 0.444 | Acc: 84.658% (40961/48384) 378/391 [==============================================================>..] Step: 377ms | Tot: 2m20s | Loss: 0.444 | Acc: 84.643% (41062/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.444 | Acc: 84.655% (41176/48640) 380/391 [===============================================================>.] Step: 373ms | Tot: 2m21s | Loss: 0.444 | Acc: 84.662% (41288/48768) 381/391 [===============================================================>.] Step: 380ms | Tot: 2m21s | Loss: 0.444 | Acc: 84.670% (41400/48896) 382/391 [===============================================================>.] Step: 372ms | Tot: 2m22s | Loss: 0.444 | Acc: 84.667% (41507/49024) 383/391 [===============================================================>.] Step: 375ms | Tot: 2m22s | Loss: 0.444 | Acc: 84.664% (41614/49152) 384/391 [===============================================================>.] Step: 381ms | Tot: 2m22s | Loss: 0.444 | Acc: 84.679% (41730/49280) 385/391 [================================================================>] Step: 383ms | Tot: 2m23s | Loss: 0.443 | Acc: 84.689% (41843/49408) 386/391 [================================================================>] Step: 375ms | Tot: 2m23s | Loss: 0.443 | Acc: 84.692% (41953/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m24s | Loss: 0.443 | Acc: 84.697% (42064/49664) 388/391 [================================================================>] Step: 371ms | Tot: 2m24s | Loss: 0.443 | Acc: 84.700% (42174/49792) 389/391 [================================================================>] Step: 374ms | Tot: 2m24s | Loss: 0.443 | Acc: 84.696% (42280/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m25s | Loss: 0.444 | Acc: 84.690% (42345/50000) 391/391 + [>................................................................] Step: 475ms | Tot: 2ms | Loss: 0.461 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 297ms | Tot: 300ms | Loss: 0.536 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 602ms | Loss: 0.489 | Acc: 82.333% (247/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 905ms | Loss: 0.470 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 303ms | Tot: 1s208ms | Loss: 0.475 | Acc: 82.600% (413/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s509ms | Loss: 0.467 | Acc: 82.833% (497/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s810ms | Loss: 0.463 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s116ms | Loss: 0.481 | Acc: 82.625% (661/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s415ms | Loss: 0.514 | Acc: 82.000% (738/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s722ms | Loss: 0.502 | Acc: 82.500% (825/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s24ms | Loss: 0.506 | Acc: 82.636% (909/1100) 11/100 [=======>.........................................................] Step: 301ms | Tot: 3s325ms | Loss: 0.503 | Acc: 82.750% (993/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s631ms | Loss: 0.498 | Acc: 82.923% (1078/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s931ms | Loss: 0.498 | Acc: 82.857% (1160/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s238ms | Loss: 0.493 | Acc: 83.000% (1245/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s539ms | Loss: 0.489 | Acc: 83.188% (1331/1600) 16/100 [==========>......................................................] Step: 311ms | Tot: 4s851ms | Loss: 0.490 | Acc: 83.353% (1417/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s160ms | Loss: 0.496 | Acc: 83.333% (1500/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s468ms | Loss: 0.496 | Acc: 83.421% (1585/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s776ms | Loss: 0.510 | Acc: 83.200% (1664/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s86ms | Loss: 0.513 | Acc: 83.190% (1747/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s394ms | Loss: 0.509 | Acc: 83.364% (1834/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s705ms | Loss: 0.511 | Acc: 83.174% (1913/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s12ms | Loss: 0.505 | Acc: 83.375% (2001/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s324ms | Loss: 0.511 | Acc: 83.320% (2083/2500) 25/100 [================>................................................] Step: 315ms | Tot: 7s639ms | Loss: 0.520 | Acc: 82.962% (2157/2600) 26/100 [================>................................................] Step: 411ms | Tot: 8s51ms | Loss: 0.516 | Acc: 82.926% (2239/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s355ms | Loss: 0.515 | Acc: 83.000% (2324/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s667ms | Loss: 0.518 | Acc: 83.069% (2409/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s979ms | Loss: 0.515 | Acc: 83.200% (2496/3000) 30/100 [===================>.............................................] Step: 313ms | Tot: 9s293ms | Loss: 0.517 | Acc: 83.000% (2573/3100) 31/100 [====================>............................................] Step: 321ms | Tot: 9s615ms | Loss: 0.512 | Acc: 83.156% (2661/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s925ms | Loss: 0.515 | Acc: 83.030% (2740/3300) 33/100 [=====================>...........................................] Step: 317ms | Tot: 10s242ms | Loss: 0.516 | Acc: 82.941% (2820/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s543ms | Loss: 0.524 | Acc: 82.829% (2899/3500) 35/100 [======================>..........................................] Step: 315ms | Tot: 10s858ms | Loss: 0.525 | Acc: 82.750% (2979/3600) 36/100 [=======================>.........................................] Step: 311ms | Tot: 11s170ms | Loss: 0.529 | Acc: 82.784% (3063/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s483ms | Loss: 0.528 | Acc: 82.789% (3146/3800) 38/100 [========================>........................................] Step: 316ms | Tot: 11s799ms | Loss: 0.524 | Acc: 82.949% (3235/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 12s112ms | Loss: 0.521 | Acc: 82.950% (3318/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s418ms | Loss: 0.524 | Acc: 82.927% (3400/4100) 41/100 [==========================>......................................] Step: 316ms | Tot: 12s735ms | Loss: 0.525 | Acc: 82.857% (3480/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 13s46ms | Loss: 0.522 | Acc: 83.047% (3571/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s356ms | Loss: 0.523 | Acc: 83.068% (3655/4400) 44/100 [============================>....................................] Step: 331ms | Tot: 13s688ms | Loss: 0.520 | Acc: 83.156% (3742/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s993ms | Loss: 0.521 | Acc: 83.152% (3825/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 14s300ms | Loss: 0.522 | Acc: 83.043% (3903/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s607ms | Loss: 0.525 | Acc: 82.938% (3981/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s915ms | Loss: 0.521 | Acc: 83.061% (4070/4900) 49/100 [===============================>.................................] Step: 316ms | Tot: 15s232ms | Loss: 0.521 | Acc: 83.020% (4151/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s539ms | Loss: 0.521 | Acc: 83.059% (4236/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s847ms | Loss: 0.524 | Acc: 82.981% (4315/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 16s158ms | Loss: 0.524 | Acc: 82.925% (4395/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s464ms | Loss: 0.522 | Acc: 82.963% (4480/5400) 54/100 [===================================>.............................] Step: 312ms | Tot: 16s776ms | Loss: 0.526 | Acc: 82.873% (4558/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 17s90ms | Loss: 0.526 | Acc: 82.929% (4644/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s397ms | Loss: 0.527 | Acc: 82.982% (4730/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s702ms | Loss: 0.525 | Acc: 83.017% (4815/5800) 58/100 [=====================================>...........................] Step: 316ms | Tot: 18s18ms | Loss: 0.527 | Acc: 82.881% (4890/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s324ms | Loss: 0.529 | Acc: 82.883% (4973/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s635ms | Loss: 0.527 | Acc: 82.885% (5056/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s943ms | Loss: 0.526 | Acc: 82.935% (5142/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s253ms | Loss: 0.524 | Acc: 82.984% (5228/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s563ms | Loss: 0.521 | Acc: 83.047% (5315/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s873ms | Loss: 0.525 | Acc: 82.969% (5393/6500) 65/100 [==========================================>......................] Step: 314ms | Tot: 20s187ms | Loss: 0.526 | Acc: 82.970% (5476/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s489ms | Loss: 0.524 | Acc: 83.045% (5564/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s803ms | Loss: 0.526 | Acc: 82.985% (5643/6800) 68/100 [============================================>....................] Step: 315ms | Tot: 21s118ms | Loss: 0.528 | Acc: 82.971% (5725/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s428ms | Loss: 0.528 | Acc: 82.914% (5804/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s740ms | Loss: 0.529 | Acc: 82.873% (5884/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 22s55ms | Loss: 0.531 | Acc: 82.833% (5964/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s357ms | Loss: 0.530 | Acc: 82.877% (6050/7300) 73/100 [===============================================>.................] Step: 312ms | Tot: 22s670ms | Loss: 0.528 | Acc: 82.919% (6136/7400) 74/100 [================================================>................] Step: 313ms | Tot: 22s984ms | Loss: 0.529 | Acc: 82.827% (6212/7500) 75/100 [================================================>................] Step: 313ms | Tot: 23s297ms | Loss: 0.527 | Acc: 82.855% (6297/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s607ms | Loss: 0.528 | Acc: 82.818% (6377/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s917ms | Loss: 0.530 | Acc: 82.744% (6454/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 24s227ms | Loss: 0.529 | Acc: 82.747% (6537/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s534ms | Loss: 0.529 | Acc: 82.650% (6612/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s851ms | Loss: 0.527 | Acc: 82.704% (6699/8100) 81/100 [====================================================>............] Step: 316ms | Tot: 25s167ms | Loss: 0.526 | Acc: 82.707% (6782/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 25s473ms | Loss: 0.526 | Acc: 82.687% (6863/8300) 83/100 [=====================================================>...........] Step: 311ms | Tot: 25s784ms | Loss: 0.525 | Acc: 82.690% (6946/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 26s92ms | Loss: 0.525 | Acc: 82.671% (7027/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 26s397ms | Loss: 0.527 | Acc: 82.663% (7109/8600) 86/100 [=======================================================>.........] Step: 315ms | Tot: 26s712ms | Loss: 0.528 | Acc: 82.632% (7189/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 27s25ms | Loss: 0.528 | Acc: 82.625% (7271/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s334ms | Loss: 0.528 | Acc: 82.551% (7347/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s645ms | Loss: 0.528 | Acc: 82.533% (7428/9000) 90/100 [==========================================================>......] Step: 312ms | Tot: 27s957ms | Loss: 0.526 | Acc: 82.538% (7511/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 28s265ms | Loss: 0.523 | Acc: 82.630% (7602/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s575ms | Loss: 0.524 | Acc: 82.591% (7681/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s885ms | Loss: 0.524 | Acc: 82.617% (7766/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 29s198ms | Loss: 0.523 | Acc: 82.621% (7849/9500) 95/100 [=============================================================>...] Step: 315ms | Tot: 29s514ms | Loss: 0.522 | Acc: 82.656% (7935/9600) 96/100 [==============================================================>..] Step: 321ms | Tot: 29s835ms | Loss: 0.520 | Acc: 82.691% (8021/9700) 97/100 [===============================================================>.] Step: 315ms | Tot: 30s151ms | Loss: 0.521 | Acc: 82.633% (8098/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s459ms | Loss: 0.521 | Acc: 82.596% (8177/9900) 99/100 [================================================================>] Step: 315ms | Tot: 30s774ms | Loss: 0.521 | Acc: 82.620% (8262/10000) 100/100 +Saving.. + +Epoch: 47 + [>................................................................] Step: 737ms | Tot: 2ms | Loss: 0.287 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 395ms | Tot: 398ms | Loss: 0.338 | Acc: 87.891% (225/256) 2/391 [>................................................................] Step: 378ms | Tot: 776ms | Loss: 0.389 | Acc: 85.938% (330/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s153ms | Loss: 0.376 | Acc: 86.719% (444/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s523ms | Loss: 0.402 | Acc: 86.250% (552/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s890ms | Loss: 0.399 | Acc: 86.458% (664/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s262ms | Loss: 0.401 | Acc: 86.272% (773/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s630ms | Loss: 0.405 | Acc: 86.133% (882/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s993ms | Loss: 0.411 | Acc: 86.024% (991/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s358ms | Loss: 0.412 | Acc: 85.938% (1100/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s728ms | Loss: 0.427 | Acc: 85.369% (1202/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s90ms | Loss: 0.422 | Acc: 85.547% (1314/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s448ms | Loss: 0.427 | Acc: 85.457% (1422/1664) 13/391 [==>..............................................................] Step: 373ms | Tot: 4s822ms | Loss: 0.423 | Acc: 85.770% (1537/1792) 14/391 [==>..............................................................] Step: 359ms | Tot: 5s181ms | Loss: 0.418 | Acc: 85.781% (1647/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s543ms | Loss: 0.417 | Acc: 85.938% (1760/2048) 16/391 [==>..............................................................] Step: 356ms | Tot: 5s900ms | Loss: 0.417 | Acc: 85.938% (1870/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s266ms | Loss: 0.416 | Acc: 85.764% (1976/2304) 18/391 [==>..............................................................] Step: 377ms | Tot: 6s643ms | Loss: 0.410 | Acc: 86.020% (2092/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 7s5ms | Loss: 0.408 | Acc: 86.172% (2206/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s378ms | Loss: 0.402 | Acc: 86.458% (2324/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s742ms | Loss: 0.399 | Acc: 86.648% (2440/2816) 22/391 [===>.............................................................] Step: 382ms | Tot: 8s125ms | Loss: 0.401 | Acc: 86.685% (2552/2944) 23/391 [===>.............................................................] Step: 389ms | Tot: 8s514ms | Loss: 0.402 | Acc: 86.654% (2662/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 8s883ms | Loss: 0.412 | Acc: 86.375% (2764/3200) 25/391 [====>............................................................] Step: 373ms | Tot: 9s256ms | Loss: 0.415 | Acc: 86.178% (2868/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s622ms | Loss: 0.412 | Acc: 86.227% (2980/3456) 27/391 [====>............................................................] Step: 379ms | Tot: 10s2ms | Loss: 0.415 | Acc: 86.161% (3088/3584) 28/391 [====>............................................................] Step: 383ms | Tot: 10s385ms | Loss: 0.413 | Acc: 86.315% (3204/3712) 29/391 [====>............................................................] Step: 375ms | Tot: 10s760ms | Loss: 0.414 | Acc: 86.198% (3310/3840) 30/391 [====>............................................................] Step: 389ms | Tot: 11s149ms | Loss: 0.414 | Acc: 86.240% (3422/3968) 31/391 [=====>...........................................................] Step: 389ms | Tot: 11s539ms | Loss: 0.413 | Acc: 86.206% (3531/4096) 32/391 [=====>...........................................................] Step: 384ms | Tot: 11s923ms | Loss: 0.414 | Acc: 86.198% (3641/4224) 33/391 [=====>...........................................................] Step: 398ms | Tot: 12s322ms | Loss: 0.419 | Acc: 86.098% (3747/4352) 34/391 [=====>...........................................................] Step: 381ms | Tot: 12s703ms | Loss: 0.420 | Acc: 86.027% (3854/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 13s70ms | Loss: 0.419 | Acc: 86.046% (3965/4608) 36/391 [=====>...........................................................] Step: 381ms | Tot: 13s451ms | Loss: 0.418 | Acc: 86.064% (4076/4736) 37/391 [======>..........................................................] Step: 372ms | Tot: 13s824ms | Loss: 0.417 | Acc: 86.061% (4186/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 14s194ms | Loss: 0.415 | Acc: 86.098% (4298/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s559ms | Loss: 0.416 | Acc: 85.977% (4402/5120) 40/391 [======>..........................................................] Step: 381ms | Tot: 14s940ms | Loss: 0.416 | Acc: 85.995% (4513/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 15s308ms | Loss: 0.417 | Acc: 85.993% (4623/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s676ms | Loss: 0.419 | Acc: 85.938% (4730/5504) 43/391 [=======>.........................................................] Step: 369ms | Tot: 16s46ms | Loss: 0.417 | Acc: 86.009% (4844/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s412ms | Loss: 0.415 | Acc: 86.059% (4957/5760) 45/391 [=======>.........................................................] Step: 373ms | Tot: 16s785ms | Loss: 0.412 | Acc: 86.141% (5072/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 17s149ms | Loss: 0.415 | Acc: 86.070% (5178/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s509ms | Loss: 0.414 | Acc: 86.084% (5289/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s875ms | Loss: 0.415 | Acc: 86.033% (5396/6272) 49/391 [========>........................................................] Step: 384ms | Tot: 18s260ms | Loss: 0.416 | Acc: 86.000% (5504/6400) 50/391 [========>........................................................] Step: 391ms | Tot: 18s652ms | Loss: 0.417 | Acc: 85.922% (5609/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 19s11ms | Loss: 0.415 | Acc: 85.998% (5724/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s378ms | Loss: 0.414 | Acc: 86.041% (5837/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s741ms | Loss: 0.416 | Acc: 85.952% (5941/6912) 54/391 [========>........................................................] Step: 368ms | Tot: 20s110ms | Loss: 0.418 | Acc: 85.909% (6048/7040) 55/391 [=========>.......................................................] Step: 368ms | Tot: 20s478ms | Loss: 0.420 | Acc: 85.826% (6152/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s839ms | Loss: 0.420 | Acc: 85.828% (6262/7296) 57/391 [=========>.......................................................] Step: 372ms | Tot: 21s211ms | Loss: 0.420 | Acc: 85.803% (6370/7424) 58/391 [=========>.......................................................] Step: 376ms | Tot: 21s588ms | Loss: 0.419 | Acc: 85.805% (6480/7552) 59/391 [=========>.......................................................] Step: 361ms | Tot: 21s950ms | Loss: 0.420 | Acc: 85.755% (6586/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s318ms | Loss: 0.420 | Acc: 85.809% (6700/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s677ms | Loss: 0.419 | Acc: 85.849% (6813/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 23s42ms | Loss: 0.423 | Acc: 85.665% (6908/8064) 63/391 [==========>......................................................] Step: 379ms | Tot: 23s422ms | Loss: 0.422 | Acc: 85.657% (7017/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s786ms | Loss: 0.421 | Acc: 85.685% (7129/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 24s148ms | Loss: 0.422 | Acc: 85.606% (7232/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s510ms | Loss: 0.424 | Acc: 85.588% (7340/8576) 67/391 [===========>.....................................................] Step: 373ms | Tot: 24s883ms | Loss: 0.424 | Acc: 85.639% (7454/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 25s251ms | Loss: 0.426 | Acc: 85.530% (7554/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s611ms | Loss: 0.427 | Acc: 85.491% (7660/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s970ms | Loss: 0.427 | Acc: 85.475% (7768/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 26s337ms | Loss: 0.427 | Acc: 85.482% (7878/9216) 72/391 [===========>.....................................................] Step: 374ms | Tot: 26s712ms | Loss: 0.427 | Acc: 85.509% (7990/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 27s78ms | Loss: 0.426 | Acc: 85.494% (8098/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s434ms | Loss: 0.426 | Acc: 85.510% (8209/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s803ms | Loss: 0.427 | Acc: 85.485% (8316/9728) 76/391 [============>....................................................] Step: 379ms | Tot: 28s182ms | Loss: 0.428 | Acc: 85.420% (8419/9856) 77/391 [============>....................................................] Step: 378ms | Tot: 28s560ms | Loss: 0.429 | Acc: 85.417% (8528/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s928ms | Loss: 0.431 | Acc: 85.334% (8629/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 29s296ms | Loss: 0.430 | Acc: 85.381% (8743/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s661ms | Loss: 0.431 | Acc: 85.359% (8850/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 30s18ms | Loss: 0.432 | Acc: 85.337% (8957/10496) 82/391 [=============>...................................................] Step: 370ms | Tot: 30s389ms | Loss: 0.431 | Acc: 85.373% (9070/10624) 83/391 [=============>...................................................] Step: 368ms | Tot: 30s758ms | Loss: 0.431 | Acc: 85.389% (9181/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 31s119ms | Loss: 0.432 | Acc: 85.349% (9286/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 31s486ms | Loss: 0.432 | Acc: 85.383% (9399/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s853ms | Loss: 0.431 | Acc: 85.408% (9511/11136) 87/391 [==============>..................................................] Step: 374ms | Tot: 32s227ms | Loss: 0.432 | Acc: 85.387% (9618/11264) 88/391 [==============>..................................................] Step: 368ms | Tot: 32s596ms | Loss: 0.432 | Acc: 85.314% (9719/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s955ms | Loss: 0.433 | Acc: 85.365% (9834/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 33s318ms | Loss: 0.433 | Acc: 85.337% (9940/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s684ms | Loss: 0.432 | Acc: 85.309% (10046/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 34s43ms | Loss: 0.433 | Acc: 85.299% (10154/11904) 93/391 [===============>.................................................] Step: 370ms | Tot: 34s413ms | Loss: 0.432 | Acc: 85.298% (10263/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s781ms | Loss: 0.433 | Acc: 85.280% (10370/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 35s148ms | Loss: 0.434 | Acc: 85.262% (10477/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s512ms | Loss: 0.435 | Acc: 85.221% (10581/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s879ms | Loss: 0.436 | Acc: 85.244% (10693/12544) 98/391 [================>................................................] Step: 377ms | Tot: 36s256ms | Loss: 0.435 | Acc: 85.259% (10804/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s615ms | Loss: 0.435 | Acc: 85.250% (10912/12800) 100/391 [================>................................................] Step: 356ms | Tot: 36s971ms | Loss: 0.436 | Acc: 85.226% (11018/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s336ms | Loss: 0.435 | Acc: 85.248% (11130/13056) 102/391 [================>................................................] Step: 355ms | Tot: 37s691ms | Loss: 0.437 | Acc: 85.209% (11234/13184) 103/391 [=================>...............................................] Step: 373ms | Tot: 38s64ms | Loss: 0.437 | Acc: 85.216% (11344/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 38s428ms | Loss: 0.437 | Acc: 85.216% (11453/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s787ms | Loss: 0.437 | Acc: 85.237% (11565/13568) 106/391 [=================>...............................................] Step: 355ms | Tot: 39s143ms | Loss: 0.436 | Acc: 85.222% (11672/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s507ms | Loss: 0.436 | Acc: 85.258% (11786/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s865ms | Loss: 0.436 | Acc: 85.228% (11891/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 40s235ms | Loss: 0.437 | Acc: 85.213% (11998/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 40s599ms | Loss: 0.436 | Acc: 85.191% (12104/14208) 111/391 [==================>..............................................] Step: 350ms | Tot: 40s949ms | Loss: 0.437 | Acc: 85.177% (12211/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s318ms | Loss: 0.436 | Acc: 85.212% (12325/14464) 113/391 [==================>..............................................] Step: 372ms | Tot: 41s690ms | Loss: 0.436 | Acc: 85.191% (12431/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 42s53ms | Loss: 0.437 | Acc: 85.190% (12540/14720) 115/391 [===================>.............................................] Step: 373ms | Tot: 42s427ms | Loss: 0.437 | Acc: 85.183% (12648/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s803ms | Loss: 0.436 | Acc: 85.223% (12763/14976) 117/391 [===================>.............................................] Step: 369ms | Tot: 43s172ms | Loss: 0.437 | Acc: 85.169% (12864/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s540ms | Loss: 0.436 | Acc: 85.176% (12974/15232) 119/391 [===================>.............................................] Step: 356ms | Tot: 43s896ms | Loss: 0.437 | Acc: 85.176% (13083/15360) 120/391 [===================>.............................................] Step: 372ms | Tot: 44s269ms | Loss: 0.437 | Acc: 85.150% (13188/15488) 121/391 [====================>............................................] Step: 369ms | Tot: 44s639ms | Loss: 0.438 | Acc: 85.099% (13289/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 45s2ms | Loss: 0.438 | Acc: 85.124% (13402/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 45s369ms | Loss: 0.438 | Acc: 85.144% (13514/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s733ms | Loss: 0.437 | Acc: 85.162% (13626/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 46s101ms | Loss: 0.437 | Acc: 85.181% (13738/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 46s458ms | Loss: 0.437 | Acc: 85.181% (13847/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 46s826ms | Loss: 0.437 | Acc: 85.144% (13950/16384) 128/391 [=====================>...........................................] Step: 368ms | Tot: 47s194ms | Loss: 0.437 | Acc: 85.162% (14062/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 47s548ms | Loss: 0.438 | Acc: 85.084% (14158/16640) 130/391 [=====================>...........................................] Step: 369ms | Tot: 47s918ms | Loss: 0.438 | Acc: 85.097% (14269/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 48s278ms | Loss: 0.439 | Acc: 85.056% (14371/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s640ms | Loss: 0.439 | Acc: 85.045% (14478/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s998ms | Loss: 0.439 | Acc: 85.034% (14585/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s364ms | Loss: 0.440 | Acc: 84.988% (14686/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s720ms | Loss: 0.441 | Acc: 85.001% (14797/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 50s77ms | Loss: 0.441 | Acc: 85.014% (14908/17536) 137/391 [======================>..........................................] Step: 363ms | Tot: 50s440ms | Loss: 0.440 | Acc: 85.026% (15019/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s798ms | Loss: 0.441 | Acc: 84.993% (15122/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 51s171ms | Loss: 0.441 | Acc: 84.978% (15228/17920) 140/391 [=======================>.........................................] Step: 359ms | Tot: 51s531ms | Loss: 0.440 | Acc: 85.007% (15342/18048) 141/391 [=======================>.........................................] Step: 358ms | Tot: 51s889ms | Loss: 0.440 | Acc: 85.024% (15454/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s254ms | Loss: 0.440 | Acc: 84.998% (15558/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 52s613ms | Loss: 0.440 | Acc: 84.999% (15667/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 52s967ms | Loss: 0.440 | Acc: 84.968% (15770/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 53s334ms | Loss: 0.440 | Acc: 84.969% (15879/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s691ms | Loss: 0.439 | Acc: 84.976% (15989/18816) 147/391 [========================>........................................] Step: 353ms | Tot: 54s45ms | Loss: 0.439 | Acc: 84.966% (16096/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 54s417ms | Loss: 0.439 | Acc: 84.973% (16206/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s774ms | Loss: 0.439 | Acc: 84.974% (16315/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 55s137ms | Loss: 0.439 | Acc: 84.986% (16426/19328) 151/391 [=========================>.......................................] Step: 354ms | Tot: 55s491ms | Loss: 0.438 | Acc: 84.971% (16532/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s856ms | Loss: 0.438 | Acc: 84.972% (16641/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 56s224ms | Loss: 0.439 | Acc: 84.974% (16750/19712) 154/391 [=========================>.......................................] Step: 353ms | Tot: 56s578ms | Loss: 0.439 | Acc: 84.985% (16861/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 56s936ms | Loss: 0.439 | Acc: 84.966% (16966/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 57s303ms | Loss: 0.440 | Acc: 84.947% (17071/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s672ms | Loss: 0.441 | Acc: 84.924% (17175/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 58s33ms | Loss: 0.441 | Acc: 84.945% (17288/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 58s390ms | Loss: 0.441 | Acc: 84.941% (17396/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s753ms | Loss: 0.441 | Acc: 84.948% (17506/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 59s114ms | Loss: 0.442 | Acc: 84.944% (17614/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 59s470ms | Loss: 0.442 | Acc: 84.950% (17724/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s831ms | Loss: 0.442 | Acc: 84.928% (17828/20992) 164/391 [===========================>.....................................] Step: 358ms | Tot: 1m190ms | Loss: 0.443 | Acc: 84.905% (17932/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m553ms | Loss: 0.442 | Acc: 84.907% (18041/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m919ms | Loss: 0.443 | Acc: 84.899% (18148/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.442 | Acc: 84.914% (18260/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.442 | Acc: 84.897% (18365/21632) 169/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.442 | Acc: 84.881% (18470/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.442 | Acc: 84.882% (18579/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.442 | Acc: 84.911% (18694/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m3s | Loss: 0.442 | Acc: 84.917% (18804/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.441 | Acc: 84.941% (18918/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.442 | Acc: 84.915% (19021/22400) 175/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.442 | Acc: 84.921% (19131/22528) 176/391 [=============================>...................................] Step: 350ms | Tot: 1m4s | Loss: 0.442 | Acc: 84.900% (19235/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.442 | Acc: 84.889% (19341/22784) 178/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.442 | Acc: 84.899% (19452/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.441 | Acc: 84.900% (19561/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.442 | Acc: 84.876% (19664/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.443 | Acc: 84.839% (19764/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.444 | Acc: 84.828% (19870/23424) 183/391 [==============================>..................................] Step: 379ms | Tot: 1m7s | Loss: 0.444 | Acc: 84.821% (19977/23552) 184/391 [==============================>..................................] Step: 380ms | Tot: 1m7s | Loss: 0.444 | Acc: 84.793% (20079/23680) 185/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.444 | Acc: 84.795% (20188/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.444 | Acc: 84.764% (20289/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.444 | Acc: 84.770% (20399/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.444 | Acc: 84.780% (20510/24192) 189/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.444 | Acc: 84.794% (20622/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.444 | Acc: 84.751% (20720/24448) 191/391 [===============================>.................................] Step: 352ms | Tot: 1m10s | Loss: 0.445 | Acc: 84.725% (20822/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.445 | Acc: 84.711% (20927/24704) 193/391 [================================>................................] Step: 375ms | Tot: 1m10s | Loss: 0.445 | Acc: 84.729% (21040/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.445 | Acc: 84.716% (21145/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.446 | Acc: 84.706% (21251/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.446 | Acc: 84.712% (21361/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.446 | Acc: 84.710% (21469/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.446 | Acc: 84.717% (21579/25472) 199/391 [=================================>...............................] Step: 378ms | Tot: 1m12s | Loss: 0.445 | Acc: 84.727% (21690/25600) 200/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.445 | Acc: 84.736% (21801/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.445 | Acc: 84.731% (21908/25856) 202/391 [=================================>...............................] Step: 372ms | Tot: 1m14s | Loss: 0.445 | Acc: 84.737% (22018/25984) 203/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.444 | Acc: 84.758% (22132/26112) 204/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.445 | Acc: 84.745% (22237/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.445 | Acc: 84.747% (22346/26368) 206/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.444 | Acc: 84.752% (22456/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.444 | Acc: 84.732% (22559/26624) 208/391 [==================================>..............................] Step: 372ms | Tot: 1m16s | Loss: 0.444 | Acc: 84.726% (22666/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.444 | Acc: 84.728% (22775/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.444 | Acc: 84.730% (22884/27008) 211/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.443 | Acc: 84.736% (22994/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.443 | Acc: 84.756% (23108/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.442 | Acc: 84.758% (23217/27392) 214/391 [===================================>.............................] Step: 353ms | Tot: 1m18s | Loss: 0.443 | Acc: 84.764% (23327/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.443 | Acc: 84.762% (23435/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m19s | Loss: 0.443 | Acc: 84.742% (23538/27776) 217/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.443 | Acc: 84.733% (23644/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.443 | Acc: 84.735% (23753/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.443 | Acc: 84.723% (23858/28160) 220/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.444 | Acc: 84.697% (23959/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.444 | Acc: 84.692% (24066/28416) 222/391 [====================================>............................] Step: 375ms | Tot: 1m21s | Loss: 0.444 | Acc: 84.694% (24175/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.445 | Acc: 84.685% (24281/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.444 | Acc: 84.708% (24396/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.444 | Acc: 84.724% (24509/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.444 | Acc: 84.729% (24619/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.444 | Acc: 84.728% (24727/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.444 | Acc: 84.720% (24833/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.445 | Acc: 84.701% (24936/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.445 | Acc: 84.690% (25041/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.446 | Acc: 84.671% (25144/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.446 | Acc: 84.680% (25255/29824) 233/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.446 | Acc: 84.672% (25361/29952) 234/391 [======================================>..........................] Step: 371ms | Tot: 1m25s | Loss: 0.446 | Acc: 84.668% (25468/30080) 235/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.447 | Acc: 84.623% (25563/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.447 | Acc: 84.642% (25677/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.447 | Acc: 84.641% (25785/30464) 238/391 [=======================================>.........................] Step: 377ms | Tot: 1m27s | Loss: 0.447 | Acc: 84.623% (25888/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.447 | Acc: 84.606% (25991/30720) 240/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.447 | Acc: 84.595% (26096/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.448 | Acc: 84.595% (26204/30976) 242/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.448 | Acc: 84.587% (26310/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.448 | Acc: 84.580% (26416/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.448 | Acc: 84.576% (26523/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.448 | Acc: 84.546% (26622/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m30s | Loss: 0.449 | Acc: 84.549% (26731/31616) 247/391 [=========================================>.......................] Step: 378ms | Tot: 1m30s | Loss: 0.448 | Acc: 84.551% (26840/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.448 | Acc: 84.557% (26950/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.448 | Acc: 84.556% (27058/32000) 250/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.448 | Acc: 84.540% (27161/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.448 | Acc: 84.542% (27270/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.449 | Acc: 84.514% (27369/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.449 | Acc: 84.510% (27476/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.448 | Acc: 84.519% (27587/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.449 | Acc: 84.518% (27695/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.449 | Acc: 84.518% (27803/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.448 | Acc: 84.532% (27916/33024) 258/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.449 | Acc: 84.523% (28021/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.448 | Acc: 84.525% (28130/33280) 260/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.448 | Acc: 84.558% (28249/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.448 | Acc: 84.548% (28354/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.447 | Acc: 84.544% (28461/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.447 | Acc: 84.567% (28577/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.447 | Acc: 84.573% (28687/33920) 265/391 [============================================>....................] Step: 376ms | Tot: 1m37s | Loss: 0.447 | Acc: 84.575% (28796/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.447 | Acc: 84.571% (28903/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.447 | Acc: 84.567% (29010/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.447 | Acc: 84.564% (29117/34432) 269/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.446 | Acc: 84.586% (29233/34560) 270/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.446 | Acc: 84.597% (29345/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.446 | Acc: 84.588% (29450/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.446 | Acc: 84.587% (29558/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.446 | Acc: 84.600% (29671/35072) 274/391 [=============================================>...................] Step: 377ms | Tot: 1m40s | Loss: 0.446 | Acc: 84.602% (29780/35200) 275/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.446 | Acc: 84.596% (29886/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.446 | Acc: 84.592% (29993/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.446 | Acc: 84.591% (30101/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.447 | Acc: 84.563% (30199/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.447 | Acc: 84.554% (30304/35840) 280/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.447 | Acc: 84.564% (30416/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.447 | Acc: 84.550% (30519/36096) 282/391 [==============================================>..................] Step: 384ms | Tot: 1m43s | Loss: 0.448 | Acc: 84.524% (30618/36224) 283/391 [===============================================>.................] Step: 374ms | Tot: 1m43s | Loss: 0.447 | Acc: 84.537% (30731/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.448 | Acc: 84.529% (30836/36480) 285/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.448 | Acc: 84.533% (30946/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.448 | Acc: 84.530% (31053/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.448 | Acc: 84.532% (31162/36864) 288/391 [===============================================>.................] Step: 356ms | Tot: 1m45s | Loss: 0.448 | Acc: 84.540% (31273/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.447 | Acc: 84.545% (31383/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.447 | Acc: 84.552% (31494/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.446 | Acc: 84.570% (31609/37376) 292/391 [================================================>................] Step: 374ms | Tot: 1m47s | Loss: 0.446 | Acc: 84.575% (31719/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.446 | Acc: 84.564% (31823/37632) 294/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.446 | Acc: 84.566% (31932/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.446 | Acc: 84.578% (32045/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.446 | Acc: 84.593% (32159/38016) 297/391 [=================================================>...............] Step: 377ms | Tot: 1m48s | Loss: 0.446 | Acc: 84.577% (32261/38144) 298/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.446 | Acc: 84.566% (32365/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.446 | Acc: 84.547% (32466/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.447 | Acc: 84.533% (32569/38528) 301/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.447 | Acc: 84.522% (32673/38656) 302/391 [==================================================>..............] Step: 375ms | Tot: 1m50s | Loss: 0.447 | Acc: 84.527% (32783/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.447 | Acc: 84.524% (32890/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.447 | Acc: 84.498% (32988/39040) 305/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.447 | Acc: 84.500% (33097/39168) 306/391 [==================================================>..............] Step: 376ms | Tot: 1m52s | Loss: 0.447 | Acc: 84.505% (33207/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.448 | Acc: 84.489% (33309/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.448 | Acc: 84.486% (33416/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.448 | Acc: 84.488% (33525/39680) 310/391 [===================================================>.............] Step: 378ms | Tot: 1m53s | Loss: 0.448 | Acc: 84.481% (33630/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.448 | Acc: 84.478% (33737/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m54s | Loss: 0.448 | Acc: 84.492% (33851/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.448 | Acc: 84.494% (33960/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.448 | Acc: 84.487% (34065/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.448 | Acc: 84.484% (34172/40448) 316/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.448 | Acc: 84.491% (34283/40576) 317/391 [====================================================>............] Step: 374ms | Tot: 1m56s | Loss: 0.448 | Acc: 84.493% (34392/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.449 | Acc: 84.502% (34504/40832) 319/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.448 | Acc: 84.492% (34608/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.449 | Acc: 84.494% (34717/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.449 | Acc: 84.508% (34831/41216) 322/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.448 | Acc: 84.520% (34944/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.448 | Acc: 84.515% (35050/41472) 324/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.448 | Acc: 84.517% (35159/41600) 325/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.448 | Acc: 84.536% (35275/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.448 | Acc: 84.533% (35382/41856) 327/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.448 | Acc: 84.530% (35489/41984) 328/391 [======================================================>..........] Step: 373ms | Tot: 2m311ms | Loss: 0.448 | Acc: 84.525% (35595/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m682ms | Loss: 0.448 | Acc: 84.527% (35704/42240) 330/391 [======================================================>..........] Step: 371ms | Tot: 2m1s | Loss: 0.448 | Acc: 84.514% (35807/42368) 331/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.448 | Acc: 84.526% (35920/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.448 | Acc: 84.530% (36030/42624) 333/391 [=======================================================>.........] Step: 374ms | Tot: 2m2s | Loss: 0.448 | Acc: 84.532% (36139/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.448 | Acc: 84.543% (36252/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.448 | Acc: 84.531% (36355/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m3s | Loss: 0.448 | Acc: 84.533% (36464/43136) 337/391 [========================================================>........] Step: 376ms | Tot: 2m3s | Loss: 0.449 | Acc: 84.523% (36568/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.448 | Acc: 84.539% (36683/43392) 339/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.448 | Acc: 84.531% (36788/43520) 340/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.448 | Acc: 84.542% (36901/43648) 341/391 [========================================================>........] Step: 357ms | Tot: 2m5s | Loss: 0.448 | Acc: 84.546% (37011/43776) 342/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.448 | Acc: 84.541% (37117/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m5s | Loss: 0.448 | Acc: 84.552% (37230/44032) 344/391 [=========================================================>.......] Step: 375ms | Tot: 2m6s | Loss: 0.448 | Acc: 84.556% (37340/44160) 345/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.448 | Acc: 84.558% (37449/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.448 | Acc: 84.555% (37556/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.448 | Acc: 84.557% (37665/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.448 | Acc: 84.556% (37773/44672) 349/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.447 | Acc: 84.565% (37885/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.447 | Acc: 84.571% (37996/44928) 351/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.447 | Acc: 84.581% (38109/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.447 | Acc: 84.583% (38218/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.447 | Acc: 84.596% (38332/45312) 354/391 [==========================================================>......] Step: 371ms | Tot: 2m9s | Loss: 0.447 | Acc: 84.577% (38432/45440) 355/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.447 | Acc: 84.583% (38543/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.447 | Acc: 84.587% (38653/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.447 | Acc: 84.582% (38759/45824) 358/391 [===========================================================>.....] Step: 372ms | Tot: 2m11s | Loss: 0.448 | Acc: 84.567% (38860/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.448 | Acc: 84.568% (38969/46080) 360/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.448 | Acc: 84.557% (39072/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.448 | Acc: 84.567% (39185/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.447 | Acc: 84.573% (39296/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.447 | Acc: 84.579% (39407/46592) 364/391 [============================================================>....] Step: 389ms | Tot: 2m13s | Loss: 0.447 | Acc: 84.585% (39518/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.447 | Acc: 84.584% (39626/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.447 | Acc: 84.596% (39740/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.447 | Acc: 84.581% (39841/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.447 | Acc: 84.582% (39950/47232) 369/391 [=============================================================>...] Step: 377ms | Tot: 2m15s | Loss: 0.447 | Acc: 84.590% (40062/47360) 370/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.447 | Acc: 84.590% (40170/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.447 | Acc: 84.589% (40278/47616) 372/391 [=============================================================>...] Step: 369ms | Tot: 2m16s | Loss: 0.447 | Acc: 84.614% (40398/47744) 373/391 [==============================================================>..] Step: 374ms | Tot: 2m16s | Loss: 0.447 | Acc: 84.609% (40504/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.447 | Acc: 84.606% (40611/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.447 | Acc: 84.597% (40715/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.447 | Acc: 84.588% (40819/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m18s | Loss: 0.447 | Acc: 84.594% (40930/48384) 378/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.447 | Acc: 84.594% (41038/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.447 | Acc: 84.605% (41152/48640) 380/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.448 | Acc: 84.596% (41256/48768) 381/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.448 | Acc: 84.590% (41361/48896) 382/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.448 | Acc: 84.595% (41472/49024) 383/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.448 | Acc: 84.585% (41575/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.448 | Acc: 84.588% (41685/49280) 385/391 [================================================================>] Step: 377ms | Tot: 2m21s | Loss: 0.448 | Acc: 84.592% (41795/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.448 | Acc: 84.571% (41893/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.448 | Acc: 84.578% (42005/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.448 | Acc: 84.576% (42112/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.448 | Acc: 84.571% (42218/49920) 390/391 [================================================================>] Step: 357ms | Tot: 2m23s | Loss: 0.448 | Acc: 84.566% (42283/50000) 391/391 + [>................................................................] Step: 499ms | Tot: 2ms | Loss: 0.515 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 305ms | Tot: 307ms | Loss: 0.572 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 304ms | Tot: 612ms | Loss: 0.570 | Acc: 80.667% (242/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 910ms | Loss: 0.537 | Acc: 82.500% (330/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s203ms | Loss: 0.567 | Acc: 81.600% (408/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s502ms | Loss: 0.529 | Acc: 82.833% (497/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s797ms | Loss: 0.523 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s99ms | Loss: 0.568 | Acc: 82.000% (656/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s403ms | Loss: 0.603 | Acc: 81.667% (735/900) 9/100 [=====>...........................................................] Step: 310ms | Tot: 2s714ms | Loss: 0.597 | Acc: 81.600% (816/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s20ms | Loss: 0.597 | Acc: 81.364% (895/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s318ms | Loss: 0.598 | Acc: 81.083% (973/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s629ms | Loss: 0.609 | Acc: 80.462% (1046/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s933ms | Loss: 0.609 | Acc: 80.286% (1124/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s237ms | Loss: 0.604 | Acc: 80.400% (1206/1500) 15/100 [=========>.......................................................] Step: 309ms | Tot: 4s547ms | Loss: 0.609 | Acc: 80.188% (1283/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s851ms | Loss: 0.615 | Acc: 80.118% (1362/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s155ms | Loss: 0.627 | Acc: 79.722% (1435/1800) 18/100 [===========>.....................................................] Step: 324ms | Tot: 5s479ms | Loss: 0.633 | Acc: 79.632% (1513/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s789ms | Loss: 0.648 | Acc: 79.500% (1590/2000) 20/100 [=============>...................................................] Step: 311ms | Tot: 6s100ms | Loss: 0.645 | Acc: 79.476% (1669/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s407ms | Loss: 0.644 | Acc: 79.409% (1747/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s715ms | Loss: 0.638 | Acc: 79.609% (1831/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 7s25ms | Loss: 0.634 | Acc: 79.750% (1914/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s338ms | Loss: 0.638 | Acc: 79.600% (1990/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s646ms | Loss: 0.641 | Acc: 79.423% (2065/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s956ms | Loss: 0.630 | Acc: 79.741% (2153/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s265ms | Loss: 0.630 | Acc: 79.857% (2236/2800) 28/100 [==================>..............................................] Step: 318ms | Tot: 8s583ms | Loss: 0.632 | Acc: 79.759% (2313/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s890ms | Loss: 0.630 | Acc: 79.800% (2394/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s196ms | Loss: 0.632 | Acc: 79.710% (2471/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s508ms | Loss: 0.631 | Acc: 79.781% (2553/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s812ms | Loss: 0.631 | Acc: 79.879% (2636/3300) 33/100 [=====================>...........................................] Step: 315ms | Tot: 10s128ms | Loss: 0.632 | Acc: 79.765% (2712/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s437ms | Loss: 0.631 | Acc: 79.743% (2791/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s746ms | Loss: 0.627 | Acc: 79.917% (2877/3600) 36/100 [=======================>.........................................] Step: 312ms | Tot: 11s59ms | Loss: 0.632 | Acc: 79.919% (2957/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s370ms | Loss: 0.632 | Acc: 79.921% (3037/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s678ms | Loss: 0.630 | Acc: 79.897% (3116/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s985ms | Loss: 0.630 | Acc: 79.850% (3194/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s289ms | Loss: 0.635 | Acc: 79.854% (3274/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s596ms | Loss: 0.636 | Acc: 79.881% (3355/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s900ms | Loss: 0.631 | Acc: 80.000% (3440/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 13s200ms | Loss: 0.633 | Acc: 80.000% (3520/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s507ms | Loss: 0.633 | Acc: 80.000% (3600/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 13s818ms | Loss: 0.634 | Acc: 79.957% (3678/4600) 46/100 [=============================>...................................] Step: 316ms | Tot: 14s134ms | Loss: 0.634 | Acc: 79.936% (3757/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s439ms | Loss: 0.634 | Acc: 79.896% (3835/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s740ms | Loss: 0.631 | Acc: 79.939% (3917/4900) 49/100 [===============================>.................................] Step: 352ms | Tot: 15s92ms | Loss: 0.635 | Acc: 79.860% (3993/5000) 50/100 [================================>................................] Step: 323ms | Tot: 15s416ms | Loss: 0.635 | Acc: 79.804% (4070/5100) 51/100 [=================================>...............................] Step: 310ms | Tot: 15s726ms | Loss: 0.635 | Acc: 79.750% (4147/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 16s38ms | Loss: 0.636 | Acc: 79.698% (4224/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s350ms | Loss: 0.635 | Acc: 79.722% (4305/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s657ms | Loss: 0.636 | Acc: 79.582% (4377/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 16s969ms | Loss: 0.640 | Acc: 79.446% (4449/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s281ms | Loss: 0.642 | Acc: 79.421% (4527/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s590ms | Loss: 0.640 | Acc: 79.517% (4612/5800) 58/100 [=====================================>...........................] Step: 308ms | Tot: 17s898ms | Loss: 0.640 | Acc: 79.424% (4686/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 18s213ms | Loss: 0.642 | Acc: 79.417% (4765/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s522ms | Loss: 0.642 | Acc: 79.426% (4845/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s827ms | Loss: 0.641 | Acc: 79.484% (4928/6200) 62/100 [========================================>........................] Step: 312ms | Tot: 19s140ms | Loss: 0.640 | Acc: 79.460% (5006/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s447ms | Loss: 0.637 | Acc: 79.516% (5089/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s760ms | Loss: 0.639 | Acc: 79.431% (5163/6500) 65/100 [==========================================>......................] Step: 325ms | Tot: 20s85ms | Loss: 0.639 | Acc: 79.485% (5246/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s397ms | Loss: 0.635 | Acc: 79.597% (5333/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s707ms | Loss: 0.635 | Acc: 79.588% (5412/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 21s17ms | Loss: 0.632 | Acc: 79.696% (5499/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s326ms | Loss: 0.635 | Acc: 79.643% (5575/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s637ms | Loss: 0.635 | Acc: 79.648% (5655/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s948ms | Loss: 0.636 | Acc: 79.597% (5731/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s262ms | Loss: 0.634 | Acc: 79.644% (5814/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s572ms | Loss: 0.636 | Acc: 79.649% (5894/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s874ms | Loss: 0.637 | Acc: 79.533% (5965/7500) 75/100 [================================================>................] Step: 314ms | Tot: 23s189ms | Loss: 0.636 | Acc: 79.566% (6047/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s498ms | Loss: 0.636 | Acc: 79.558% (6126/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s804ms | Loss: 0.637 | Acc: 79.526% (6203/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s114ms | Loss: 0.636 | Acc: 79.532% (6283/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s418ms | Loss: 0.636 | Acc: 79.513% (6361/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s723ms | Loss: 0.634 | Acc: 79.568% (6445/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 25s35ms | Loss: 0.632 | Acc: 79.598% (6527/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s344ms | Loss: 0.633 | Acc: 79.566% (6604/8300) 83/100 [=====================================================>...........] Step: 317ms | Tot: 25s661ms | Loss: 0.633 | Acc: 79.560% (6683/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s971ms | Loss: 0.636 | Acc: 79.518% (6759/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s279ms | Loss: 0.639 | Acc: 79.442% (6832/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s587ms | Loss: 0.641 | Acc: 79.391% (6907/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s894ms | Loss: 0.643 | Acc: 79.364% (6984/8800) 88/100 [=========================================================>.......] Step: 318ms | Tot: 27s213ms | Loss: 0.641 | Acc: 79.404% (7067/8900) 89/100 [=========================================================>.......] Step: 321ms | Tot: 27s534ms | Loss: 0.641 | Acc: 79.400% (7146/9000) 90/100 [==========================================================>......] Step: 318ms | Tot: 27s853ms | Loss: 0.640 | Acc: 79.462% (7231/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s164ms | Loss: 0.637 | Acc: 79.533% (7317/9200) 92/100 [===========================================================>.....] Step: 316ms | Tot: 28s480ms | Loss: 0.640 | Acc: 79.495% (7393/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s793ms | Loss: 0.642 | Acc: 79.447% (7468/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 29s95ms | Loss: 0.642 | Acc: 79.421% (7545/9500) 95/100 [=============================================================>...] Step: 321ms | Tot: 29s416ms | Loss: 0.640 | Acc: 79.510% (7633/9600) 96/100 [==============================================================>..] Step: 317ms | Tot: 29s733ms | Loss: 0.640 | Acc: 79.536% (7715/9700) 97/100 [===============================================================>.] Step: 314ms | Tot: 30s47ms | Loss: 0.641 | Acc: 79.531% (7794/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s351ms | Loss: 0.640 | Acc: 79.525% (7873/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s663ms | Loss: 0.639 | Acc: 79.560% (7956/10000) 100/100 + +Epoch: 48 + [>................................................................] Step: 664ms | Tot: 2ms | Loss: 0.520 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 403ms | Tot: 406ms | Loss: 0.461 | Acc: 85.938% (220/256) 2/391 [>................................................................] Step: 383ms | Tot: 789ms | Loss: 0.419 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s162ms | Loss: 0.428 | Acc: 85.547% (438/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s538ms | Loss: 0.423 | Acc: 85.469% (547/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s912ms | Loss: 0.462 | Acc: 83.984% (645/768) 6/391 [>................................................................] Step: 377ms | Tot: 2s290ms | Loss: 0.461 | Acc: 83.817% (751/896) 7/391 [=>...............................................................] Step: 377ms | Tot: 2s667ms | Loss: 0.466 | Acc: 83.496% (855/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 3s34ms | Loss: 0.465 | Acc: 83.507% (962/1152) 9/391 [=>...............................................................] Step: 373ms | Tot: 3s407ms | Loss: 0.474 | Acc: 83.359% (1067/1280) 10/391 [=>...............................................................] Step: 376ms | Tot: 3s784ms | Loss: 0.469 | Acc: 83.594% (1177/1408) 11/391 [=>...............................................................] Step: 396ms | Tot: 4s180ms | Loss: 0.468 | Acc: 83.854% (1288/1536) 12/391 [=>...............................................................] Step: 375ms | Tot: 4s556ms | Loss: 0.468 | Acc: 83.834% (1395/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s923ms | Loss: 0.472 | Acc: 83.817% (1502/1792) 14/391 [==>..............................................................] Step: 373ms | Tot: 5s296ms | Loss: 0.473 | Acc: 83.698% (1607/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s667ms | Loss: 0.470 | Acc: 83.984% (1720/2048) 16/391 [==>..............................................................] Step: 379ms | Tot: 6s46ms | Loss: 0.471 | Acc: 83.869% (1825/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s418ms | Loss: 0.467 | Acc: 84.115% (1938/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s788ms | Loss: 0.461 | Acc: 84.293% (2050/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 7s155ms | Loss: 0.469 | Acc: 84.258% (2157/2560) 20/391 [===>.............................................................] Step: 379ms | Tot: 7s534ms | Loss: 0.467 | Acc: 84.301% (2266/2688) 21/391 [===>.............................................................] Step: 368ms | Tot: 7s903ms | Loss: 0.469 | Acc: 84.268% (2373/2816) 22/391 [===>.............................................................] Step: 374ms | Tot: 8s277ms | Loss: 0.467 | Acc: 84.273% (2481/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s650ms | Loss: 0.467 | Acc: 84.245% (2588/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 9s16ms | Loss: 0.465 | Acc: 84.438% (2702/3200) 25/391 [====>............................................................] Step: 381ms | Tot: 9s397ms | Loss: 0.462 | Acc: 84.555% (2814/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s763ms | Loss: 0.461 | Acc: 84.635% (2925/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 10s132ms | Loss: 0.464 | Acc: 84.515% (3029/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s504ms | Loss: 0.462 | Acc: 84.483% (3136/3712) 29/391 [====>............................................................] Step: 374ms | Tot: 10s879ms | Loss: 0.461 | Acc: 84.375% (3240/3840) 30/391 [====>............................................................] Step: 383ms | Tot: 11s262ms | Loss: 0.460 | Acc: 84.400% (3349/3968) 31/391 [=====>...........................................................] Step: 380ms | Tot: 11s643ms | Loss: 0.459 | Acc: 84.399% (3457/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 12s15ms | Loss: 0.456 | Acc: 84.493% (3569/4224) 33/391 [=====>...........................................................] Step: 377ms | Tot: 12s392ms | Loss: 0.458 | Acc: 84.352% (3671/4352) 34/391 [=====>...........................................................] Step: 371ms | Tot: 12s764ms | Loss: 0.452 | Acc: 84.531% (3787/4480) 35/391 [=====>...........................................................] Step: 380ms | Tot: 13s144ms | Loss: 0.451 | Acc: 84.592% (3898/4608) 36/391 [=====>...........................................................] Step: 372ms | Tot: 13s516ms | Loss: 0.448 | Acc: 84.692% (4011/4736) 37/391 [======>..........................................................] Step: 381ms | Tot: 13s897ms | Loss: 0.449 | Acc: 84.581% (4114/4864) 38/391 [======>..........................................................] Step: 374ms | Tot: 14s272ms | Loss: 0.448 | Acc: 84.655% (4226/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s635ms | Loss: 0.447 | Acc: 84.629% (4333/5120) 40/391 [======>..........................................................] Step: 372ms | Tot: 15s8ms | Loss: 0.443 | Acc: 84.775% (4449/5248) 41/391 [======>..........................................................] Step: 380ms | Tot: 15s389ms | Loss: 0.440 | Acc: 84.952% (4567/5376) 42/391 [======>..........................................................] Step: 378ms | Tot: 15s767ms | Loss: 0.436 | Acc: 85.138% (4686/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 16s135ms | Loss: 0.435 | Acc: 85.174% (4797/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 16s500ms | Loss: 0.433 | Acc: 85.208% (4908/5760) 45/391 [=======>.........................................................] Step: 374ms | Tot: 16s874ms | Loss: 0.431 | Acc: 85.241% (5019/5888) 46/391 [=======>.........................................................] Step: 388ms | Tot: 17s263ms | Loss: 0.432 | Acc: 85.173% (5124/6016) 47/391 [=======>.........................................................] Step: 376ms | Tot: 17s640ms | Loss: 0.429 | Acc: 85.303% (5241/6144) 48/391 [=======>.........................................................] Step: 372ms | Tot: 18s13ms | Loss: 0.429 | Acc: 85.300% (5350/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 18s380ms | Loss: 0.432 | Acc: 85.188% (5452/6400) 50/391 [========>........................................................] Step: 371ms | Tot: 18s752ms | Loss: 0.432 | Acc: 85.187% (5561/6528) 51/391 [========>........................................................] Step: 384ms | Tot: 19s137ms | Loss: 0.431 | Acc: 85.216% (5672/6656) 52/391 [========>........................................................] Step: 371ms | Tot: 19s509ms | Loss: 0.431 | Acc: 85.245% (5783/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s884ms | Loss: 0.432 | Acc: 85.142% (5885/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 20s251ms | Loss: 0.433 | Acc: 85.099% (5991/7040) 55/391 [=========>.......................................................] Step: 370ms | Tot: 20s622ms | Loss: 0.430 | Acc: 85.240% (6110/7168) 56/391 [=========>.......................................................] Step: 368ms | Tot: 20s990ms | Loss: 0.431 | Acc: 85.238% (6219/7296) 57/391 [=========>.......................................................] Step: 383ms | Tot: 21s374ms | Loss: 0.429 | Acc: 85.304% (6333/7424) 58/391 [=========>.......................................................] Step: 378ms | Tot: 21s752ms | Loss: 0.427 | Acc: 85.355% (6446/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 22s120ms | Loss: 0.427 | Acc: 85.352% (6555/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s486ms | Loss: 0.428 | Acc: 85.374% (6666/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s853ms | Loss: 0.426 | Acc: 85.433% (6780/7936) 62/391 [==========>......................................................] Step: 381ms | Tot: 23s234ms | Loss: 0.427 | Acc: 85.429% (6889/8064) 63/391 [==========>......................................................] Step: 375ms | Tot: 23s610ms | Loss: 0.426 | Acc: 85.449% (7000/8192) 64/391 [==========>......................................................] Step: 378ms | Tot: 23s989ms | Loss: 0.424 | Acc: 85.517% (7115/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 24s364ms | Loss: 0.421 | Acc: 85.642% (7235/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 24s731ms | Loss: 0.422 | Acc: 85.599% (7341/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 25s98ms | Loss: 0.421 | Acc: 85.593% (7450/8704) 68/391 [===========>.....................................................] Step: 375ms | Tot: 25s473ms | Loss: 0.422 | Acc: 85.530% (7554/8832) 69/391 [===========>.....................................................] Step: 372ms | Tot: 25s845ms | Loss: 0.419 | Acc: 85.658% (7675/8960) 70/391 [===========>.....................................................] Step: 378ms | Tot: 26s224ms | Loss: 0.419 | Acc: 85.596% (7779/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 26s594ms | Loss: 0.419 | Acc: 85.634% (7892/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s959ms | Loss: 0.421 | Acc: 85.563% (7995/9344) 73/391 [============>....................................................] Step: 390ms | Tot: 27s349ms | Loss: 0.421 | Acc: 85.557% (8104/9472) 74/391 [============>....................................................] Step: 372ms | Tot: 27s722ms | Loss: 0.421 | Acc: 85.531% (8211/9600) 75/391 [============>....................................................] Step: 375ms | Tot: 28s97ms | Loss: 0.419 | Acc: 85.557% (8323/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 28s465ms | Loss: 0.418 | Acc: 85.613% (8438/9856) 77/391 [============>....................................................] Step: 371ms | Tot: 28s837ms | Loss: 0.418 | Acc: 85.607% (8547/9984) 78/391 [============>....................................................] Step: 385ms | Tot: 29s223ms | Loss: 0.420 | Acc: 85.572% (8653/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 29s590ms | Loss: 0.420 | Acc: 85.537% (8759/10240) 80/391 [=============>...................................................] Step: 373ms | Tot: 29s964ms | Loss: 0.422 | Acc: 85.465% (8861/10368) 81/391 [=============>...................................................] Step: 373ms | Tot: 30s337ms | Loss: 0.422 | Acc: 85.471% (8971/10496) 82/391 [=============>...................................................] Step: 376ms | Tot: 30s714ms | Loss: 0.424 | Acc: 85.401% (9073/10624) 83/391 [=============>...................................................] Step: 370ms | Tot: 31s85ms | Loss: 0.423 | Acc: 85.407% (9183/10752) 84/391 [=============>...................................................] Step: 379ms | Tot: 31s464ms | Loss: 0.424 | Acc: 85.386% (9290/10880) 85/391 [==============>..................................................] Step: 373ms | Tot: 31s838ms | Loss: 0.425 | Acc: 85.383% (9399/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 32s209ms | Loss: 0.426 | Acc: 85.354% (9505/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 32s575ms | Loss: 0.426 | Acc: 85.360% (9615/11264) 88/391 [==============>..................................................] Step: 365ms | Tot: 32s941ms | Loss: 0.426 | Acc: 85.367% (9725/11392) 89/391 [==============>..................................................] Step: 384ms | Tot: 33s325ms | Loss: 0.426 | Acc: 85.339% (9831/11520) 90/391 [==============>..................................................] Step: 377ms | Tot: 33s703ms | Loss: 0.425 | Acc: 85.379% (9945/11648) 91/391 [===============>.................................................] Step: 384ms | Tot: 34s87ms | Loss: 0.424 | Acc: 85.377% (10054/11776) 92/391 [===============>.................................................] Step: 373ms | Tot: 34s461ms | Loss: 0.424 | Acc: 85.358% (10161/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s825ms | Loss: 0.426 | Acc: 85.298% (10263/12032) 94/391 [===============>.................................................] Step: 371ms | Tot: 35s197ms | Loss: 0.426 | Acc: 85.288% (10371/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 35s570ms | Loss: 0.427 | Acc: 85.295% (10481/12288) 96/391 [===============>.................................................] Step: 376ms | Tot: 35s947ms | Loss: 0.426 | Acc: 85.285% (10589/12416) 97/391 [================>................................................] Step: 378ms | Tot: 36s326ms | Loss: 0.427 | Acc: 85.236% (10692/12544) 98/391 [================>................................................] Step: 363ms | Tot: 36s689ms | Loss: 0.427 | Acc: 85.259% (10804/12672) 99/391 [================>................................................] Step: 365ms | Tot: 37s55ms | Loss: 0.427 | Acc: 85.281% (10916/12800) 100/391 [================>................................................] Step: 386ms | Tot: 37s441ms | Loss: 0.428 | Acc: 85.257% (11022/12928) 101/391 [================>................................................] Step: 386ms | Tot: 37s828ms | Loss: 0.428 | Acc: 85.256% (11131/13056) 102/391 [================>................................................] Step: 379ms | Tot: 38s207ms | Loss: 0.429 | Acc: 85.217% (11235/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 38s573ms | Loss: 0.430 | Acc: 85.239% (11347/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 38s931ms | Loss: 0.430 | Acc: 85.231% (11455/13440) 105/391 [=================>...............................................] Step: 379ms | Tot: 39s310ms | Loss: 0.430 | Acc: 85.223% (11563/13568) 106/391 [=================>...............................................] Step: 383ms | Tot: 39s693ms | Loss: 0.429 | Acc: 85.295% (11682/13696) 107/391 [=================>...............................................] Step: 373ms | Tot: 40s67ms | Loss: 0.430 | Acc: 85.308% (11793/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 40s433ms | Loss: 0.430 | Acc: 85.343% (11907/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 40s803ms | Loss: 0.430 | Acc: 85.369% (12020/14080) 110/391 [==================>..............................................] Step: 373ms | Tot: 41s176ms | Loss: 0.430 | Acc: 85.374% (12130/14208) 111/391 [==================>..............................................] Step: 375ms | Tot: 41s552ms | Loss: 0.429 | Acc: 85.407% (12244/14336) 112/391 [==================>..............................................] Step: 375ms | Tot: 41s928ms | Loss: 0.429 | Acc: 85.398% (12352/14464) 113/391 [==================>..............................................] Step: 377ms | Tot: 42s305ms | Loss: 0.430 | Acc: 85.389% (12460/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 42s671ms | Loss: 0.429 | Acc: 85.374% (12567/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 43s36ms | Loss: 0.429 | Acc: 85.392% (12679/14848) 116/391 [===================>.............................................] Step: 379ms | Tot: 43s415ms | Loss: 0.429 | Acc: 85.383% (12787/14976) 117/391 [===================>.............................................] Step: 380ms | Tot: 43s795ms | Loss: 0.429 | Acc: 85.361% (12893/15104) 118/391 [===================>.............................................] Step: 376ms | Tot: 44s172ms | Loss: 0.429 | Acc: 85.373% (13004/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 44s535ms | Loss: 0.429 | Acc: 85.358% (13111/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 44s904ms | Loss: 0.430 | Acc: 85.318% (13214/15488) 121/391 [====================>............................................] Step: 380ms | Tot: 45s284ms | Loss: 0.430 | Acc: 85.342% (13327/15616) 122/391 [====================>............................................] Step: 379ms | Tot: 45s663ms | Loss: 0.430 | Acc: 85.340% (13436/15744) 123/391 [====================>............................................] Step: 375ms | Tot: 46s39ms | Loss: 0.430 | Acc: 85.307% (13540/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 46s411ms | Loss: 0.431 | Acc: 85.306% (13649/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 46s780ms | Loss: 0.432 | Acc: 85.237% (13747/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 47s144ms | Loss: 0.432 | Acc: 85.242% (13857/16256) 127/391 [=====================>...........................................] Step: 383ms | Tot: 47s528ms | Loss: 0.431 | Acc: 85.260% (13969/16384) 128/391 [=====================>...........................................] Step: 382ms | Tot: 47s911ms | Loss: 0.432 | Acc: 85.205% (14069/16512) 129/391 [=====================>...........................................] Step: 369ms | Tot: 48s280ms | Loss: 0.432 | Acc: 85.198% (14177/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 48s642ms | Loss: 0.434 | Acc: 85.186% (14284/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 49s14ms | Loss: 0.433 | Acc: 85.198% (14395/16896) 132/391 [=====================>...........................................] Step: 378ms | Tot: 49s392ms | Loss: 0.434 | Acc: 85.168% (14499/17024) 133/391 [======================>..........................................] Step: 381ms | Tot: 49s773ms | Loss: 0.434 | Acc: 85.162% (14607/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 50s139ms | Loss: 0.435 | Acc: 85.145% (14713/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 50s508ms | Loss: 0.435 | Acc: 85.162% (14825/17408) 136/391 [======================>..........................................] Step: 373ms | Tot: 50s881ms | Loss: 0.435 | Acc: 85.173% (14936/17536) 137/391 [======================>..........................................] Step: 378ms | Tot: 51s260ms | Loss: 0.435 | Acc: 85.185% (15047/17664) 138/391 [======================>..........................................] Step: 381ms | Tot: 51s641ms | Loss: 0.434 | Acc: 85.184% (15156/17792) 139/391 [=======================>.........................................] Step: 369ms | Tot: 52s11ms | Loss: 0.435 | Acc: 85.167% (15262/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 52s383ms | Loss: 0.434 | Acc: 85.173% (15372/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 52s751ms | Loss: 0.434 | Acc: 85.140% (15475/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 53s119ms | Loss: 0.434 | Acc: 85.156% (15587/18304) 143/391 [=======================>.........................................] Step: 376ms | Tot: 53s495ms | Loss: 0.434 | Acc: 85.140% (15693/18432) 144/391 [=======================>.........................................] Step: 368ms | Tot: 53s864ms | Loss: 0.435 | Acc: 85.129% (15800/18560) 145/391 [========================>........................................] Step: 386ms | Tot: 54s250ms | Loss: 0.436 | Acc: 85.113% (15906/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 54s614ms | Loss: 0.436 | Acc: 85.077% (16008/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 54s985ms | Loss: 0.437 | Acc: 85.056% (16113/18944) 148/391 [========================>........................................] Step: 383ms | Tot: 55s368ms | Loss: 0.437 | Acc: 85.099% (16230/19072) 149/391 [========================>........................................] Step: 374ms | Tot: 55s743ms | Loss: 0.436 | Acc: 85.130% (16345/19200) 150/391 [========================>........................................] Step: 376ms | Tot: 56s119ms | Loss: 0.435 | Acc: 85.167% (16461/19328) 151/391 [=========================>.......................................] Step: 369ms | Tot: 56s488ms | Loss: 0.434 | Acc: 85.182% (16573/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 56s855ms | Loss: 0.434 | Acc: 85.197% (16685/19584) 153/391 [=========================>.......................................] Step: 377ms | Tot: 57s232ms | Loss: 0.434 | Acc: 85.182% (16791/19712) 154/391 [=========================>.......................................] Step: 380ms | Tot: 57s613ms | Loss: 0.434 | Acc: 85.171% (16898/19840) 155/391 [=========================>.......................................] Step: 379ms | Tot: 57s993ms | Loss: 0.434 | Acc: 85.181% (17009/19968) 156/391 [=========================>.......................................] Step: 368ms | Tot: 58s362ms | Loss: 0.434 | Acc: 85.186% (17119/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 58s723ms | Loss: 0.434 | Acc: 85.171% (17225/20224) 158/391 [==========================>......................................] Step: 372ms | Tot: 59s96ms | Loss: 0.433 | Acc: 85.196% (17339/20352) 159/391 [==========================>......................................] Step: 377ms | Tot: 59s473ms | Loss: 0.434 | Acc: 85.186% (17446/20480) 160/391 [==========================>......................................] Step: 376ms | Tot: 59s850ms | Loss: 0.435 | Acc: 85.127% (17543/20608) 161/391 [==========================>......................................] Step: 372ms | Tot: 1m223ms | Loss: 0.435 | Acc: 85.113% (17649/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 1m587ms | Loss: 0.435 | Acc: 85.127% (17761/20864) 163/391 [===========================>.....................................] Step: 378ms | Tot: 1m966ms | Loss: 0.435 | Acc: 85.113% (17867/20992) 164/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.435 | Acc: 85.118% (17977/21120) 165/391 [===========================>.....................................] Step: 375ms | Tot: 1m1s | Loss: 0.435 | Acc: 85.128% (18088/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m2s | Loss: 0.435 | Acc: 85.124% (18196/21376) 167/391 [===========================>.....................................] Step: 368ms | Tot: 1m2s | Loss: 0.436 | Acc: 85.105% (18301/21504) 168/391 [===========================>.....................................] Step: 368ms | Tot: 1m2s | Loss: 0.436 | Acc: 85.087% (18406/21632) 169/391 [============================>....................................] Step: 376ms | Tot: 1m3s | Loss: 0.436 | Acc: 85.069% (18511/21760) 170/391 [============================>....................................] Step: 377ms | Tot: 1m3s | Loss: 0.436 | Acc: 85.024% (18610/21888) 171/391 [============================>....................................] Step: 378ms | Tot: 1m3s | Loss: 0.436 | Acc: 85.029% (18720/22016) 172/391 [============================>....................................] Step: 386ms | Tot: 1m4s | Loss: 0.436 | Acc: 85.030% (18829/22144) 173/391 [============================>....................................] Step: 371ms | Tot: 1m4s | Loss: 0.436 | Acc: 85.004% (18932/22272) 174/391 [============================>....................................] Step: 373ms | Tot: 1m5s | Loss: 0.436 | Acc: 84.991% (19038/22400) 175/391 [=============================>...................................] Step: 379ms | Tot: 1m5s | Loss: 0.437 | Acc: 84.979% (19144/22528) 176/391 [=============================>...................................] Step: 379ms | Tot: 1m5s | Loss: 0.437 | Acc: 84.984% (19254/22656) 177/391 [=============================>...................................] Step: 387ms | Tot: 1m6s | Loss: 0.436 | Acc: 84.994% (19365/22784) 178/391 [=============================>...................................] Step: 369ms | Tot: 1m6s | Loss: 0.436 | Acc: 84.977% (19470/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.436 | Acc: 84.983% (19580/23040) 180/391 [=============================>...................................] Step: 380ms | Tot: 1m7s | Loss: 0.436 | Acc: 84.984% (19689/23168) 181/391 [==============================>..................................] Step: 391ms | Tot: 1m7s | Loss: 0.436 | Acc: 84.976% (19796/23296) 182/391 [==============================>..................................] Step: 382ms | Tot: 1m8s | Loss: 0.436 | Acc: 84.990% (19908/23424) 183/391 [==============================>..................................] Step: 373ms | Tot: 1m8s | Loss: 0.435 | Acc: 85.012% (20022/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m8s | Loss: 0.435 | Acc: 85.034% (20136/23680) 185/391 [==============================>..................................] Step: 372ms | Tot: 1m9s | Loss: 0.435 | Acc: 85.034% (20245/23808) 186/391 [==============================>..................................] Step: 382ms | Tot: 1m9s | Loss: 0.435 | Acc: 85.039% (20355/23936) 187/391 [===============================>.................................] Step: 380ms | Tot: 1m9s | Loss: 0.436 | Acc: 85.040% (20464/24064) 188/391 [===============================>.................................] Step: 376ms | Tot: 1m10s | Loss: 0.436 | Acc: 85.024% (20569/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.436 | Acc: 85.012% (20675/24320) 190/391 [===============================>.................................] Step: 380ms | Tot: 1m11s | Loss: 0.436 | Acc: 84.993% (20779/24448) 191/391 [===============================>.................................] Step: 380ms | Tot: 1m11s | Loss: 0.436 | Acc: 84.977% (20884/24576) 192/391 [===============================>.................................] Step: 377ms | Tot: 1m11s | Loss: 0.436 | Acc: 85.002% (20999/24704) 193/391 [================================>................................] Step: 376ms | Tot: 1m12s | Loss: 0.437 | Acc: 84.971% (21100/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.437 | Acc: 84.976% (21210/24960) 195/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.437 | Acc: 84.981% (21320/25088) 196/391 [================================>................................] Step: 380ms | Tot: 1m13s | Loss: 0.437 | Acc: 84.998% (21433/25216) 197/391 [================================>................................] Step: 386ms | Tot: 1m13s | Loss: 0.437 | Acc: 84.987% (21539/25344) 198/391 [================================>................................] Step: 374ms | Tot: 1m14s | Loss: 0.437 | Acc: 84.987% (21648/25472) 199/391 [=================================>...............................] Step: 376ms | Tot: 1m14s | Loss: 0.437 | Acc: 84.996% (21759/25600) 200/391 [=================================>...............................] Step: 377ms | Tot: 1m14s | Loss: 0.437 | Acc: 84.993% (21867/25728) 201/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.437 | Acc: 84.998% (21977/25856) 202/391 [=================================>...............................] Step: 384ms | Tot: 1m15s | Loss: 0.437 | Acc: 85.010% (22089/25984) 203/391 [=================================>...............................] Step: 375ms | Tot: 1m16s | Loss: 0.436 | Acc: 85.038% (22205/26112) 204/391 [=================================>...............................] Step: 372ms | Tot: 1m16s | Loss: 0.436 | Acc: 85.027% (22311/26240) 205/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.436 | Acc: 85.031% (22421/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m17s | Loss: 0.436 | Acc: 85.020% (22527/26496) 207/391 [==================================>..............................] Step: 384ms | Tot: 1m17s | Loss: 0.436 | Acc: 84.976% (22624/26624) 208/391 [==================================>..............................] Step: 387ms | Tot: 1m17s | Loss: 0.436 | Acc: 84.977% (22733/26752) 209/391 [==================================>..............................] Step: 376ms | Tot: 1m18s | Loss: 0.436 | Acc: 84.981% (22843/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m18s | Loss: 0.436 | Acc: 84.993% (22955/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.436 | Acc: 84.968% (23057/27136) 212/391 [===================================>.............................] Step: 395ms | Tot: 1m19s | Loss: 0.436 | Acc: 84.977% (23168/27264) 213/391 [===================================>.............................] Step: 394ms | Tot: 1m19s | Loss: 0.436 | Acc: 84.966% (23274/27392) 214/391 [===================================>.............................] Step: 372ms | Tot: 1m20s | Loss: 0.436 | Acc: 84.982% (23387/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m20s | Loss: 0.436 | Acc: 84.968% (23492/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m20s | Loss: 0.436 | Acc: 84.958% (23598/27776) 217/391 [====================================>............................] Step: 393ms | Tot: 1m21s | Loss: 0.436 | Acc: 84.952% (23705/27904) 218/391 [====================================>............................] Step: 384ms | Tot: 1m21s | Loss: 0.436 | Acc: 84.953% (23814/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m22s | Loss: 0.436 | Acc: 84.950% (23922/28160) 220/391 [====================================>............................] Step: 370ms | Tot: 1m22s | Loss: 0.436 | Acc: 84.962% (24034/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m22s | Loss: 0.436 | Acc: 84.970% (24145/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m23s | Loss: 0.436 | Acc: 84.957% (24250/28544) 223/391 [=====================================>...........................] Step: 376ms | Tot: 1m23s | Loss: 0.436 | Acc: 84.968% (24362/28672) 224/391 [=====================================>...........................] Step: 372ms | Tot: 1m23s | Loss: 0.436 | Acc: 84.969% (24471/28800) 225/391 [=====================================>...........................] Step: 372ms | Tot: 1m24s | Loss: 0.436 | Acc: 84.949% (24574/28928) 226/391 [=====================================>...........................] Step: 374ms | Tot: 1m24s | Loss: 0.436 | Acc: 84.946% (24682/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m25s | Loss: 0.436 | Acc: 84.934% (24787/29184) 228/391 [=====================================>...........................] Step: 391ms | Tot: 1m25s | Loss: 0.437 | Acc: 84.921% (24892/29312) 229/391 [======================================>..........................] Step: 377ms | Tot: 1m25s | Loss: 0.437 | Acc: 84.915% (24999/29440) 230/391 [======================================>..........................] Step: 370ms | Tot: 1m26s | Loss: 0.437 | Acc: 84.909% (25106/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m26s | Loss: 0.437 | Acc: 84.921% (25218/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.438 | Acc: 84.898% (25320/29824) 233/391 [======================================>..........................] Step: 374ms | Tot: 1m27s | Loss: 0.438 | Acc: 84.903% (25430/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m27s | Loss: 0.438 | Acc: 84.907% (25540/30080) 235/391 [=======================================>.........................] Step: 377ms | Tot: 1m28s | Loss: 0.438 | Acc: 84.881% (25641/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.439 | Acc: 84.853% (25741/30336) 237/391 [=======================================>.........................] Step: 371ms | Tot: 1m28s | Loss: 0.439 | Acc: 84.854% (25850/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m29s | Loss: 0.439 | Acc: 84.852% (25958/30592) 239/391 [=======================================>.........................] Step: 374ms | Tot: 1m29s | Loss: 0.439 | Acc: 84.840% (26063/30720) 240/391 [=======================================>.........................] Step: 378ms | Tot: 1m29s | Loss: 0.439 | Acc: 84.839% (26171/30848) 241/391 [========================================>........................] Step: 371ms | Tot: 1m30s | Loss: 0.439 | Acc: 84.827% (26276/30976) 242/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.439 | Acc: 84.828% (26385/31104) 243/391 [========================================>........................] Step: 370ms | Tot: 1m30s | Loss: 0.439 | Acc: 84.820% (26491/31232) 244/391 [========================================>........................] Step: 384ms | Tot: 1m31s | Loss: 0.439 | Acc: 84.831% (26603/31360) 245/391 [========================================>........................] Step: 379ms | Tot: 1m31s | Loss: 0.439 | Acc: 84.839% (26714/31488) 246/391 [========================================>........................] Step: 372ms | Tot: 1m32s | Loss: 0.439 | Acc: 84.837% (26822/31616) 247/391 [=========================================>.......................] Step: 372ms | Tot: 1m32s | Loss: 0.439 | Acc: 84.844% (26933/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.438 | Acc: 84.852% (27044/31872) 249/391 [=========================================>.......................] Step: 376ms | Tot: 1m33s | Loss: 0.439 | Acc: 84.822% (27143/32000) 250/391 [=========================================>.......................] Step: 386ms | Tot: 1m33s | Loss: 0.439 | Acc: 84.829% (27254/32128) 251/391 [=========================================>.......................] Step: 375ms | Tot: 1m34s | Loss: 0.439 | Acc: 84.831% (27363/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m34s | Loss: 0.439 | Acc: 84.826% (27470/32384) 253/391 [==========================================>......................] Step: 382ms | Tot: 1m34s | Loss: 0.439 | Acc: 84.821% (27577/32512) 254/391 [==========================================>......................] Step: 380ms | Tot: 1m35s | Loss: 0.439 | Acc: 84.819% (27685/32640) 255/391 [==========================================>......................] Step: 390ms | Tot: 1m35s | Loss: 0.440 | Acc: 84.802% (27788/32768) 256/391 [==========================================>......................] Step: 386ms | Tot: 1m35s | Loss: 0.440 | Acc: 84.801% (27896/32896) 257/391 [==========================================>......................] Step: 380ms | Tot: 1m36s | Loss: 0.440 | Acc: 84.823% (28012/33024) 258/391 [==========================================>......................] Step: 371ms | Tot: 1m36s | Loss: 0.439 | Acc: 84.840% (28126/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m37s | Loss: 0.440 | Acc: 84.832% (28232/33280) 260/391 [===========================================>.....................] Step: 383ms | Tot: 1m37s | Loss: 0.439 | Acc: 84.836% (28342/33408) 261/391 [===========================================>.....................] Step: 381ms | Tot: 1m37s | Loss: 0.440 | Acc: 84.819% (28445/33536) 262/391 [===========================================>.....................] Step: 381ms | Tot: 1m38s | Loss: 0.439 | Acc: 84.818% (28553/33664) 263/391 [===========================================>.....................] Step: 375ms | Tot: 1m38s | Loss: 0.440 | Acc: 84.798% (28655/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m38s | Loss: 0.440 | Acc: 84.802% (28765/33920) 265/391 [============================================>....................] Step: 380ms | Tot: 1m39s | Loss: 0.440 | Acc: 84.813% (28877/34048) 266/391 [============================================>....................] Step: 375ms | Tot: 1m39s | Loss: 0.439 | Acc: 84.829% (28991/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m40s | Loss: 0.439 | Acc: 84.841% (29104/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m40s | Loss: 0.439 | Acc: 84.857% (29218/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m40s | Loss: 0.439 | Acc: 84.873% (29332/34560) 270/391 [============================================>....................] Step: 375ms | Tot: 1m41s | Loss: 0.439 | Acc: 84.848% (29432/34688) 271/391 [=============================================>...................] Step: 384ms | Tot: 1m41s | Loss: 0.439 | Acc: 84.849% (29541/34816) 272/391 [=============================================>...................] Step: 375ms | Tot: 1m41s | Loss: 0.439 | Acc: 84.853% (29651/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m42s | Loss: 0.439 | Acc: 84.851% (29759/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m42s | Loss: 0.440 | Acc: 84.815% (29855/35200) 275/391 [=============================================>...................] Step: 372ms | Tot: 1m43s | Loss: 0.440 | Acc: 84.825% (29967/35328) 276/391 [=============================================>...................] Step: 391ms | Tot: 1m43s | Loss: 0.440 | Acc: 84.823% (30075/35456) 277/391 [==============================================>..................] Step: 382ms | Tot: 1m43s | Loss: 0.440 | Acc: 84.839% (30189/35584) 278/391 [==============================================>..................] Step: 367ms | Tot: 1m44s | Loss: 0.440 | Acc: 84.823% (30292/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m44s | Loss: 0.440 | Acc: 84.819% (30399/35840) 280/391 [==============================================>..................] Step: 375ms | Tot: 1m44s | Loss: 0.439 | Acc: 84.834% (30513/35968) 281/391 [==============================================>..................] Step: 386ms | Tot: 1m45s | Loss: 0.439 | Acc: 84.857% (30630/36096) 282/391 [==============================================>..................] Step: 380ms | Tot: 1m45s | Loss: 0.439 | Acc: 84.850% (30736/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m46s | Loss: 0.439 | Acc: 84.859% (30848/36352) 284/391 [===============================================>.................] Step: 367ms | Tot: 1m46s | Loss: 0.439 | Acc: 84.866% (30959/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m46s | Loss: 0.439 | Acc: 84.864% (31067/36608) 286/391 [===============================================>.................] Step: 372ms | Tot: 1m47s | Loss: 0.439 | Acc: 84.857% (31173/36736) 287/391 [===============================================>.................] Step: 385ms | Tot: 1m47s | Loss: 0.439 | Acc: 84.871% (31287/36864) 288/391 [===============================================>.................] Step: 380ms | Tot: 1m47s | Loss: 0.438 | Acc: 84.883% (31400/36992) 289/391 [================================================>................] Step: 377ms | Tot: 1m48s | Loss: 0.439 | Acc: 84.873% (31505/37120) 290/391 [================================================>................] Step: 383ms | Tot: 1m48s | Loss: 0.439 | Acc: 84.872% (31613/37248) 291/391 [================================================>................] Step: 376ms | Tot: 1m49s | Loss: 0.438 | Acc: 84.889% (31728/37376) 292/391 [================================================>................] Step: 383ms | Tot: 1m49s | Loss: 0.438 | Acc: 84.884% (31835/37504) 293/391 [================================================>................] Step: 376ms | Tot: 1m49s | Loss: 0.438 | Acc: 84.877% (31941/37632) 294/391 [================================================>................] Step: 382ms | Tot: 1m50s | Loss: 0.438 | Acc: 84.889% (32054/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m50s | Loss: 0.438 | Acc: 84.895% (32165/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.438 | Acc: 84.896% (32274/38016) 297/391 [=================================================>...............] Step: 378ms | Tot: 1m51s | Loss: 0.438 | Acc: 84.891% (32381/38144) 298/391 [=================================================>...............] Step: 387ms | Tot: 1m51s | Loss: 0.438 | Acc: 84.885% (32487/38272) 299/391 [=================================================>...............] Step: 371ms | Tot: 1m52s | Loss: 0.438 | Acc: 84.904% (32603/38400) 300/391 [=================================================>...............] Step: 376ms | Tot: 1m52s | Loss: 0.438 | Acc: 84.894% (32708/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.438 | Acc: 84.903% (32820/38656) 302/391 [==================================================>..............] Step: 375ms | Tot: 1m53s | Loss: 0.438 | Acc: 84.891% (32924/38784) 303/391 [==================================================>..............] Step: 394ms | Tot: 1m53s | Loss: 0.438 | Acc: 84.879% (33028/38912) 304/391 [==================================================>..............] Step: 371ms | Tot: 1m53s | Loss: 0.438 | Acc: 84.890% (33141/39040) 305/391 [==================================================>..............] Step: 372ms | Tot: 1m54s | Loss: 0.438 | Acc: 84.893% (33251/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m54s | Loss: 0.438 | Acc: 84.881% (33355/39296) 307/391 [===================================================>.............] Step: 378ms | Tot: 1m55s | Loss: 0.438 | Acc: 84.875% (33461/39424) 308/391 [===================================================>.............] Step: 379ms | Tot: 1m55s | Loss: 0.438 | Acc: 84.876% (33570/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m55s | Loss: 0.437 | Acc: 84.889% (33684/39680) 310/391 [===================================================>.............] Step: 374ms | Tot: 1m56s | Loss: 0.437 | Acc: 84.903% (33798/39808) 311/391 [===================================================>.............] Step: 374ms | Tot: 1m56s | Loss: 0.437 | Acc: 84.913% (33911/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m56s | Loss: 0.437 | Acc: 84.897% (34013/40064) 313/391 [====================================================>............] Step: 374ms | Tot: 1m57s | Loss: 0.437 | Acc: 84.897% (34122/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m57s | Loss: 0.438 | Acc: 84.876% (34222/40320) 315/391 [====================================================>............] Step: 377ms | Tot: 1m58s | Loss: 0.438 | Acc: 84.879% (34332/40448) 316/391 [====================================================>............] Step: 395ms | Tot: 1m58s | Loss: 0.438 | Acc: 84.885% (34443/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m58s | Loss: 0.438 | Acc: 84.884% (34551/40704) 318/391 [====================================================>............] Step: 372ms | Tot: 1m59s | Loss: 0.438 | Acc: 84.875% (34656/40832) 319/391 [=====================================================>...........] Step: 370ms | Tot: 1m59s | Loss: 0.438 | Acc: 84.868% (34762/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m59s | Loss: 0.438 | Acc: 84.871% (34872/41088) 321/391 [=====================================================>...........] Step: 373ms | Tot: 2m277ms | Loss: 0.438 | Acc: 84.877% (34983/41216) 322/391 [=====================================================>...........] Step: 372ms | Tot: 2m649ms | Loss: 0.438 | Acc: 84.868% (35088/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 2m1s | Loss: 0.438 | Acc: 84.860% (35193/41472) 324/391 [=====================================================>...........] Step: 376ms | Tot: 2m1s | Loss: 0.438 | Acc: 84.858% (35301/41600) 325/391 [======================================================>..........] Step: 382ms | Tot: 2m1s | Loss: 0.439 | Acc: 84.835% (35400/41728) 326/391 [======================================================>..........] Step: 374ms | Tot: 2m2s | Loss: 0.439 | Acc: 84.836% (35509/41856) 327/391 [======================================================>..........] Step: 378ms | Tot: 2m2s | Loss: 0.439 | Acc: 84.832% (35616/41984) 328/391 [======================================================>..........] Step: 373ms | Tot: 2m2s | Loss: 0.438 | Acc: 84.838% (35727/42112) 329/391 [======================================================>..........] Step: 381ms | Tot: 2m3s | Loss: 0.438 | Acc: 84.830% (35832/42240) 330/391 [======================================================>..........] Step: 383ms | Tot: 2m3s | Loss: 0.439 | Acc: 84.821% (35937/42368) 331/391 [=======================================================>.........] Step: 373ms | Tot: 2m4s | Loss: 0.439 | Acc: 84.815% (36043/42496) 332/391 [=======================================================>.........] Step: 375ms | Tot: 2m4s | Loss: 0.439 | Acc: 84.816% (36152/42624) 333/391 [=======================================================>.........] Step: 377ms | Tot: 2m4s | Loss: 0.439 | Acc: 84.819% (36262/42752) 334/391 [=======================================================>.........] Step: 386ms | Tot: 2m5s | Loss: 0.439 | Acc: 84.825% (36373/42880) 335/391 [=======================================================>.........] Step: 393ms | Tot: 2m5s | Loss: 0.439 | Acc: 84.831% (36484/43008) 336/391 [=======================================================>.........] Step: 378ms | Tot: 2m5s | Loss: 0.439 | Acc: 84.797% (36578/43136) 337/391 [========================================================>........] Step: 387ms | Tot: 2m6s | Loss: 0.439 | Acc: 84.812% (36693/43264) 338/391 [========================================================>........] Step: 387ms | Tot: 2m6s | Loss: 0.439 | Acc: 84.811% (36801/43392) 339/391 [========================================================>........] Step: 379ms | Tot: 2m7s | Loss: 0.439 | Acc: 84.825% (36916/43520) 340/391 [========================================================>........] Step: 383ms | Tot: 2m7s | Loss: 0.439 | Acc: 84.822% (37023/43648) 341/391 [========================================================>........] Step: 384ms | Tot: 2m7s | Loss: 0.438 | Acc: 84.827% (37134/43776) 342/391 [========================================================>........] Step: 381ms | Tot: 2m8s | Loss: 0.438 | Acc: 84.824% (37241/43904) 343/391 [=========================================================>.......] Step: 387ms | Tot: 2m8s | Loss: 0.438 | Acc: 84.831% (37353/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m9s | Loss: 0.438 | Acc: 84.821% (37457/44160) 345/391 [=========================================================>.......] Step: 380ms | Tot: 2m9s | Loss: 0.439 | Acc: 84.824% (37567/44288) 346/391 [=========================================================>.......] Step: 383ms | Tot: 2m9s | Loss: 0.438 | Acc: 84.828% (37677/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m10s | Loss: 0.438 | Acc: 84.833% (37788/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m10s | Loss: 0.438 | Acc: 84.834% (37897/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.438 | Acc: 84.848% (38012/44800) 350/391 [==========================================================>......] Step: 384ms | Tot: 2m11s | Loss: 0.438 | Acc: 84.854% (38123/44928) 351/391 [==========================================================>......] Step: 387ms | Tot: 2m11s | Loss: 0.438 | Acc: 84.859% (38234/45056) 352/391 [==========================================================>......] Step: 380ms | Tot: 2m12s | Loss: 0.437 | Acc: 84.860% (38343/45184) 353/391 [==========================================================>......] Step: 387ms | Tot: 2m12s | Loss: 0.437 | Acc: 84.872% (38457/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m12s | Loss: 0.437 | Acc: 84.866% (38563/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m13s | Loss: 0.437 | Acc: 84.860% (38669/45568) 356/391 [===========================================================>.....] Step: 378ms | Tot: 2m13s | Loss: 0.437 | Acc: 84.872% (38783/45696) 357/391 [===========================================================>.....] Step: 388ms | Tot: 2m13s | Loss: 0.437 | Acc: 84.870% (38891/45824) 358/391 [===========================================================>.....] Step: 374ms | Tot: 2m14s | Loss: 0.437 | Acc: 84.867% (38998/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m14s | Loss: 0.437 | Acc: 84.872% (39109/46080) 360/391 [===========================================================>.....] Step: 370ms | Tot: 2m15s | Loss: 0.438 | Acc: 84.855% (39210/46208) 361/391 [============================================================>....] Step: 379ms | Tot: 2m15s | Loss: 0.438 | Acc: 84.858% (39320/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m15s | Loss: 0.438 | Acc: 84.848% (39424/46464) 363/391 [============================================================>....] Step: 374ms | Tot: 2m16s | Loss: 0.438 | Acc: 84.843% (39530/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m16s | Loss: 0.438 | Acc: 84.854% (39644/46720) 365/391 [============================================================>....] Step: 369ms | Tot: 2m16s | Loss: 0.438 | Acc: 84.842% (39747/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m17s | Loss: 0.438 | Acc: 84.839% (39854/46976) 367/391 [=============================================================>...] Step: 371ms | Tot: 2m17s | Loss: 0.438 | Acc: 84.840% (39963/47104) 368/391 [=============================================================>...] Step: 374ms | Tot: 2m18s | Loss: 0.438 | Acc: 84.839% (40071/47232) 369/391 [=============================================================>...] Step: 379ms | Tot: 2m18s | Loss: 0.438 | Acc: 84.842% (40181/47360) 370/391 [=============================================================>...] Step: 384ms | Tot: 2m18s | Loss: 0.438 | Acc: 84.849% (40293/47488) 371/391 [=============================================================>...] Step: 374ms | Tot: 2m19s | Loss: 0.438 | Acc: 84.852% (40403/47616) 372/391 [=============================================================>...] Step: 374ms | Tot: 2m19s | Loss: 0.438 | Acc: 84.861% (40516/47744) 373/391 [==============================================================>..] Step: 389ms | Tot: 2m19s | Loss: 0.438 | Acc: 84.866% (40627/47872) 374/391 [==============================================================>..] Step: 386ms | Tot: 2m20s | Loss: 0.438 | Acc: 84.856% (40731/48000) 375/391 [==============================================================>..] Step: 376ms | Tot: 2m20s | Loss: 0.438 | Acc: 84.851% (40837/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m21s | Loss: 0.438 | Acc: 84.843% (40942/48256) 377/391 [==============================================================>..] Step: 373ms | Tot: 2m21s | Loss: 0.438 | Acc: 84.850% (41054/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m21s | Loss: 0.438 | Acc: 84.853% (41164/48512) 379/391 [===============================================================>.] Step: 378ms | Tot: 2m22s | Loss: 0.438 | Acc: 84.838% (41265/48640) 380/391 [===============================================================>.] Step: 377ms | Tot: 2m22s | Loss: 0.438 | Acc: 84.840% (41375/48768) 381/391 [===============================================================>.] Step: 372ms | Tot: 2m22s | Loss: 0.438 | Acc: 84.835% (41481/48896) 382/391 [===============================================================>.] Step: 385ms | Tot: 2m23s | Loss: 0.438 | Acc: 84.834% (41589/49024) 383/391 [===============================================================>.] Step: 375ms | Tot: 2m23s | Loss: 0.438 | Acc: 84.833% (41697/49152) 384/391 [===============================================================>.] Step: 373ms | Tot: 2m24s | Loss: 0.438 | Acc: 84.828% (41803/49280) 385/391 [================================================================>] Step: 379ms | Tot: 2m24s | Loss: 0.438 | Acc: 84.834% (41915/49408) 386/391 [================================================================>] Step: 372ms | Tot: 2m24s | Loss: 0.438 | Acc: 84.833% (42023/49536) 387/391 [================================================================>] Step: 385ms | Tot: 2m25s | Loss: 0.438 | Acc: 84.840% (42135/49664) 388/391 [================================================================>] Step: 366ms | Tot: 2m25s | Loss: 0.438 | Acc: 84.845% (42246/49792) 389/391 [================================================================>] Step: 371ms | Tot: 2m25s | Loss: 0.438 | Acc: 84.844% (42354/49920) 390/391 [================================================================>] Step: 358ms | Tot: 2m26s | Loss: 0.438 | Acc: 84.844% (42422/50000) 391/391 + [>................................................................] Step: 511ms | Tot: 2ms | Loss: 0.463 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 308ms | Tot: 311ms | Loss: 0.498 | Acc: 83.500% (167/200) 2/100 [=>...............................................................] Step: 304ms | Tot: 615ms | Loss: 0.544 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 919ms | Loss: 0.561 | Acc: 81.000% (324/400) 4/100 [==>..............................................................] Step: 309ms | Tot: 1s228ms | Loss: 0.553 | Acc: 80.800% (404/500) 5/100 [===>.............................................................] Step: 324ms | Tot: 1s553ms | Loss: 0.523 | Acc: 81.833% (491/600) 6/100 [===>.............................................................] Step: 324ms | Tot: 1s877ms | Loss: 0.514 | Acc: 81.857% (573/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s182ms | Loss: 0.549 | Acc: 81.000% (648/800) 8/100 [=====>...........................................................] Step: 312ms | Tot: 2s495ms | Loss: 0.573 | Acc: 80.556% (725/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s803ms | Loss: 0.556 | Acc: 81.100% (811/1000) 10/100 [======>..........................................................] Step: 319ms | Tot: 3s123ms | Loss: 0.554 | Acc: 81.273% (894/1100) 11/100 [=======>.........................................................] Step: 320ms | Tot: 3s443ms | Loss: 0.549 | Acc: 81.333% (976/1200) 12/100 [=======>.........................................................] Step: 322ms | Tot: 3s766ms | Loss: 0.539 | Acc: 81.538% (1060/1300) 13/100 [========>........................................................] Step: 312ms | Tot: 4s78ms | Loss: 0.540 | Acc: 81.500% (1141/1400) 14/100 [=========>.......................................................] Step: 311ms | Tot: 4s390ms | Loss: 0.539 | Acc: 81.667% (1225/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s697ms | Loss: 0.545 | Acc: 81.750% (1308/1600) 16/100 [==========>......................................................] Step: 322ms | Tot: 5s20ms | Loss: 0.545 | Acc: 81.706% (1389/1700) 17/100 [===========>.....................................................] Step: 316ms | Tot: 5s336ms | Loss: 0.554 | Acc: 81.611% (1469/1800) 18/100 [===========>.....................................................] Step: 318ms | Tot: 5s655ms | Loss: 0.565 | Acc: 81.211% (1543/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s969ms | Loss: 0.571 | Acc: 81.000% (1620/2000) 20/100 [=============>...................................................] Step: 313ms | Tot: 6s282ms | Loss: 0.569 | Acc: 81.000% (1701/2100) 21/100 [=============>...................................................] Step: 327ms | Tot: 6s609ms | Loss: 0.568 | Acc: 81.136% (1785/2200) 22/100 [==============>..................................................] Step: 319ms | Tot: 6s929ms | Loss: 0.574 | Acc: 81.043% (1864/2300) 23/100 [==============>..................................................] Step: 326ms | Tot: 7s256ms | Loss: 0.576 | Acc: 81.000% (1944/2400) 24/100 [===============>.................................................] Step: 324ms | Tot: 7s580ms | Loss: 0.580 | Acc: 81.040% (2026/2500) 25/100 [================>................................................] Step: 325ms | Tot: 7s906ms | Loss: 0.585 | Acc: 80.846% (2102/2600) 26/100 [================>................................................] Step: 310ms | Tot: 8s216ms | Loss: 0.581 | Acc: 80.963% (2186/2700) 27/100 [=================>...............................................] Step: 320ms | Tot: 8s537ms | Loss: 0.581 | Acc: 80.857% (2264/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s844ms | Loss: 0.581 | Acc: 80.897% (2346/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 9s161ms | Loss: 0.577 | Acc: 81.033% (2431/3000) 30/100 [===================>.............................................] Step: 329ms | Tot: 9s491ms | Loss: 0.576 | Acc: 81.032% (2512/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s808ms | Loss: 0.573 | Acc: 81.094% (2595/3200) 32/100 [====================>............................................] Step: 315ms | Tot: 10s124ms | Loss: 0.573 | Acc: 81.061% (2675/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s439ms | Loss: 0.573 | Acc: 80.971% (2753/3400) 34/100 [======================>..........................................] Step: 317ms | Tot: 10s756ms | Loss: 0.578 | Acc: 80.857% (2830/3500) 35/100 [======================>..........................................] Step: 324ms | Tot: 11s81ms | Loss: 0.576 | Acc: 81.028% (2917/3600) 36/100 [=======================>.........................................] Step: 332ms | Tot: 11s413ms | Loss: 0.577 | Acc: 81.000% (2997/3700) 37/100 [========================>........................................] Step: 334ms | Tot: 11s748ms | Loss: 0.581 | Acc: 80.895% (3074/3800) 38/100 [========================>........................................] Step: 325ms | Tot: 12s74ms | Loss: 0.578 | Acc: 81.077% (3162/3900) 39/100 [=========================>.......................................] Step: 327ms | Tot: 12s401ms | Loss: 0.576 | Acc: 81.100% (3244/4000) 40/100 [==========================>......................................] Step: 315ms | Tot: 12s716ms | Loss: 0.576 | Acc: 81.098% (3325/4100) 41/100 [==========================>......................................] Step: 327ms | Tot: 13s44ms | Loss: 0.576 | Acc: 81.119% (3407/4200) 42/100 [===========================>.....................................] Step: 323ms | Tot: 13s368ms | Loss: 0.572 | Acc: 81.279% (3495/4300) 43/100 [===========================>.....................................] Step: 322ms | Tot: 13s690ms | Loss: 0.573 | Acc: 81.386% (3581/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 14s2ms | Loss: 0.570 | Acc: 81.467% (3666/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 14s311ms | Loss: 0.570 | Acc: 81.500% (3749/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s623ms | Loss: 0.570 | Acc: 81.447% (3828/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s940ms | Loss: 0.574 | Acc: 81.479% (3911/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 15s243ms | Loss: 0.569 | Acc: 81.592% (3998/4900) 49/100 [===============================>.................................] Step: 315ms | Tot: 15s558ms | Loss: 0.571 | Acc: 81.520% (4076/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s866ms | Loss: 0.571 | Acc: 81.549% (4159/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 16s171ms | Loss: 0.573 | Acc: 81.558% (4241/5200) 52/100 [=================================>...............................] Step: 320ms | Tot: 16s492ms | Loss: 0.569 | Acc: 81.679% (4329/5300) 53/100 [==================================>..............................] Step: 316ms | Tot: 16s808ms | Loss: 0.568 | Acc: 81.741% (4414/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 17s114ms | Loss: 0.569 | Acc: 81.709% (4494/5500) 55/100 [===================================>.............................] Step: 314ms | Tot: 17s429ms | Loss: 0.568 | Acc: 81.714% (4576/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s739ms | Loss: 0.569 | Acc: 81.754% (4660/5700) 57/100 [=====================================>...........................] Step: 313ms | Tot: 18s52ms | Loss: 0.567 | Acc: 81.845% (4747/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 18s358ms | Loss: 0.569 | Acc: 81.712% (4821/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s667ms | Loss: 0.569 | Acc: 81.667% (4900/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s974ms | Loss: 0.568 | Acc: 81.639% (4980/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 19s280ms | Loss: 0.567 | Acc: 81.645% (5062/6200) 62/100 [========================================>........................] Step: 317ms | Tot: 19s597ms | Loss: 0.564 | Acc: 81.698% (5147/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s908ms | Loss: 0.564 | Acc: 81.781% (5234/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 20s216ms | Loss: 0.567 | Acc: 81.662% (5308/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 20s520ms | Loss: 0.567 | Acc: 81.682% (5391/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s836ms | Loss: 0.565 | Acc: 81.776% (5479/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 21s148ms | Loss: 0.566 | Acc: 81.794% (5562/6800) 68/100 [============================================>....................] Step: 326ms | Tot: 21s474ms | Loss: 0.565 | Acc: 81.841% (5647/6900) 69/100 [============================================>....................] Step: 323ms | Tot: 21s798ms | Loss: 0.565 | Acc: 81.786% (5725/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 22s109ms | Loss: 0.565 | Acc: 81.803% (5808/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 22s424ms | Loss: 0.564 | Acc: 81.819% (5891/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s736ms | Loss: 0.562 | Acc: 81.890% (5978/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 23s43ms | Loss: 0.561 | Acc: 81.919% (6062/7400) 74/100 [================================================>................] Step: 324ms | Tot: 23s368ms | Loss: 0.562 | Acc: 81.827% (6137/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s680ms | Loss: 0.562 | Acc: 81.789% (6216/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s994ms | Loss: 0.563 | Acc: 81.740% (6294/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 24s300ms | Loss: 0.562 | Acc: 81.756% (6377/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 24s609ms | Loss: 0.563 | Acc: 81.759% (6459/7900) 79/100 [===================================================>.............] Step: 311ms | Tot: 24s920ms | Loss: 0.563 | Acc: 81.737% (6539/8000) 80/100 [====================================================>............] Step: 318ms | Tot: 25s239ms | Loss: 0.560 | Acc: 81.852% (6630/8100) 81/100 [====================================================>............] Step: 316ms | Tot: 25s555ms | Loss: 0.559 | Acc: 81.902% (6716/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s867ms | Loss: 0.559 | Acc: 81.867% (6795/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 26s170ms | Loss: 0.560 | Acc: 81.857% (6876/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 26s480ms | Loss: 0.562 | Acc: 81.776% (6951/8500) 85/100 [=======================================================>.........] Step: 321ms | Tot: 26s802ms | Loss: 0.562 | Acc: 81.802% (7035/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 27s109ms | Loss: 0.563 | Acc: 81.839% (7120/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 27s424ms | Loss: 0.563 | Acc: 81.807% (7199/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s731ms | Loss: 0.563 | Acc: 81.865% (7286/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 28s44ms | Loss: 0.564 | Acc: 81.822% (7364/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 28s355ms | Loss: 0.563 | Acc: 81.835% (7447/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s661ms | Loss: 0.561 | Acc: 81.924% (7537/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s972ms | Loss: 0.561 | Acc: 81.925% (7619/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 29s284ms | Loss: 0.560 | Acc: 81.915% (7700/9400) 94/100 [=============================================================>...] Step: 314ms | Tot: 29s599ms | Loss: 0.559 | Acc: 81.926% (7783/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 29s902ms | Loss: 0.559 | Acc: 81.896% (7862/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 30s199ms | Loss: 0.558 | Acc: 81.948% (7949/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 30s511ms | Loss: 0.560 | Acc: 81.878% (8024/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s815ms | Loss: 0.562 | Acc: 81.848% (8103/9900) 99/100 [================================================================>] Step: 303ms | Tot: 31s119ms | Loss: 0.561 | Acc: 81.880% (8188/10000) 100/100 + +Epoch: 49 + [>................................................................] Step: 633ms | Tot: 2ms | Loss: 0.467 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 397ms | Tot: 399ms | Loss: 0.455 | Acc: 83.984% (215/256) 2/391 [>................................................................] Step: 384ms | Tot: 783ms | Loss: 0.465 | Acc: 83.854% (322/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s153ms | Loss: 0.468 | Acc: 83.398% (427/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s525ms | Loss: 0.442 | Acc: 84.531% (541/640) 5/391 [>................................................................] Step: 375ms | Tot: 1s901ms | Loss: 0.425 | Acc: 85.156% (654/768) 6/391 [>................................................................] Step: 369ms | Tot: 2s270ms | Loss: 0.434 | Acc: 85.268% (764/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s641ms | Loss: 0.423 | Acc: 85.449% (875/1024) 8/391 [=>...............................................................] Step: 374ms | Tot: 3s16ms | Loss: 0.439 | Acc: 84.983% (979/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s382ms | Loss: 0.421 | Acc: 85.469% (1094/1280) 10/391 [=>...............................................................] Step: 377ms | Tot: 3s759ms | Loss: 0.422 | Acc: 85.227% (1200/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s127ms | Loss: 0.423 | Acc: 85.091% (1307/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s489ms | Loss: 0.417 | Acc: 85.096% (1416/1664) 13/391 [==>..............................................................] Step: 379ms | Tot: 4s869ms | Loss: 0.425 | Acc: 84.877% (1521/1792) 14/391 [==>..............................................................] Step: 371ms | Tot: 5s240ms | Loss: 0.426 | Acc: 84.948% (1631/1920) 15/391 [==>..............................................................] Step: 371ms | Tot: 5s612ms | Loss: 0.428 | Acc: 84.814% (1737/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s975ms | Loss: 0.427 | Acc: 85.110% (1852/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s346ms | Loss: 0.427 | Acc: 85.200% (1963/2304) 18/391 [==>..............................................................] Step: 374ms | Tot: 6s720ms | Loss: 0.429 | Acc: 85.115% (2070/2432) 19/391 [===>.............................................................] Step: 374ms | Tot: 7s95ms | Loss: 0.428 | Acc: 85.156% (2180/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s457ms | Loss: 0.431 | Acc: 85.082% (2287/2688) 21/391 [===>.............................................................] Step: 373ms | Tot: 7s830ms | Loss: 0.427 | Acc: 85.334% (2403/2816) 22/391 [===>.............................................................] Step: 378ms | Tot: 8s209ms | Loss: 0.427 | Acc: 85.224% (2509/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s574ms | Loss: 0.424 | Acc: 85.352% (2622/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s931ms | Loss: 0.426 | Acc: 85.469% (2735/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s296ms | Loss: 0.429 | Acc: 85.306% (2839/3328) 26/391 [====>............................................................] Step: 380ms | Tot: 9s677ms | Loss: 0.433 | Acc: 85.041% (2939/3456) 27/391 [====>............................................................] Step: 373ms | Tot: 10s51ms | Loss: 0.435 | Acc: 84.738% (3037/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s417ms | Loss: 0.433 | Acc: 84.833% (3149/3712) 29/391 [====>............................................................] Step: 369ms | Tot: 10s786ms | Loss: 0.434 | Acc: 84.740% (3254/3840) 30/391 [====>............................................................] Step: 371ms | Tot: 11s158ms | Loss: 0.437 | Acc: 84.476% (3352/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s518ms | Loss: 0.436 | Acc: 84.570% (3464/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 11s891ms | Loss: 0.436 | Acc: 84.659% (3576/4224) 33/391 [=====>...........................................................] Step: 375ms | Tot: 12s267ms | Loss: 0.438 | Acc: 84.582% (3681/4352) 34/391 [=====>...........................................................] Step: 385ms | Tot: 12s653ms | Loss: 0.438 | Acc: 84.598% (3790/4480) 35/391 [=====>...........................................................] Step: 392ms | Tot: 13s45ms | Loss: 0.438 | Acc: 84.592% (3898/4608) 36/391 [=====>...........................................................] Step: 388ms | Tot: 13s433ms | Loss: 0.437 | Acc: 84.671% (4010/4736) 37/391 [======>..........................................................] Step: 378ms | Tot: 13s812ms | Loss: 0.435 | Acc: 84.807% (4125/4864) 38/391 [======>..........................................................] Step: 376ms | Tot: 14s188ms | Loss: 0.435 | Acc: 84.796% (4233/4992) 39/391 [======>..........................................................] Step: 377ms | Tot: 14s565ms | Loss: 0.433 | Acc: 84.922% (4348/5120) 40/391 [======>..........................................................] Step: 376ms | Tot: 14s941ms | Loss: 0.433 | Acc: 85.023% (4462/5248) 41/391 [======>..........................................................] Step: 372ms | Tot: 15s314ms | Loss: 0.435 | Acc: 84.970% (4568/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s683ms | Loss: 0.434 | Acc: 84.902% (4673/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 16s48ms | Loss: 0.434 | Acc: 84.943% (4784/5632) 44/391 [=======>.........................................................] Step: 368ms | Tot: 16s417ms | Loss: 0.433 | Acc: 85.000% (4896/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s788ms | Loss: 0.431 | Acc: 85.088% (5010/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 17s153ms | Loss: 0.433 | Acc: 84.940% (5110/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s521ms | Loss: 0.434 | Acc: 84.928% (5218/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s892ms | Loss: 0.433 | Acc: 84.933% (5327/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 18s259ms | Loss: 0.433 | Acc: 84.938% (5436/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s619ms | Loss: 0.432 | Acc: 84.926% (5544/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s982ms | Loss: 0.434 | Acc: 84.841% (5647/6656) 52/391 [========>........................................................] Step: 374ms | Tot: 19s356ms | Loss: 0.435 | Acc: 84.788% (5752/6784) 53/391 [========>........................................................] Step: 379ms | Tot: 19s735ms | Loss: 0.434 | Acc: 84.823% (5863/6912) 54/391 [========>........................................................] Step: 379ms | Tot: 20s115ms | Loss: 0.434 | Acc: 84.787% (5969/7040) 55/391 [=========>.......................................................] Step: 371ms | Tot: 20s486ms | Loss: 0.435 | Acc: 84.738% (6074/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s853ms | Loss: 0.432 | Acc: 84.882% (6193/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 21s217ms | Loss: 0.430 | Acc: 84.927% (6305/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s583ms | Loss: 0.431 | Acc: 84.931% (6414/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s948ms | Loss: 0.430 | Acc: 84.974% (6526/7680) 60/391 [=========>.......................................................] Step: 383ms | Tot: 22s331ms | Loss: 0.429 | Acc: 84.977% (6635/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 22s703ms | Loss: 0.428 | Acc: 85.018% (6747/7936) 62/391 [==========>......................................................] Step: 370ms | Tot: 23s73ms | Loss: 0.429 | Acc: 84.995% (6854/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s434ms | Loss: 0.429 | Acc: 85.010% (6964/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s798ms | Loss: 0.429 | Acc: 84.988% (7071/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 24s165ms | Loss: 0.430 | Acc: 85.002% (7181/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s530ms | Loss: 0.432 | Acc: 84.958% (7286/8576) 67/391 [===========>.....................................................] Step: 370ms | Tot: 24s901ms | Loss: 0.432 | Acc: 84.972% (7396/8704) 68/391 [===========>.....................................................] Step: 371ms | Tot: 25s272ms | Loss: 0.436 | Acc: 84.941% (7502/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s637ms | Loss: 0.436 | Acc: 84.911% (7608/8960) 70/391 [===========>.....................................................] Step: 373ms | Tot: 26s11ms | Loss: 0.436 | Acc: 84.936% (7719/9088) 71/391 [===========>.....................................................] Step: 378ms | Tot: 26s389ms | Loss: 0.434 | Acc: 84.918% (7826/9216) 72/391 [===========>.....................................................] Step: 374ms | Tot: 26s764ms | Loss: 0.434 | Acc: 84.964% (7939/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 27s126ms | Loss: 0.433 | Acc: 84.998% (8051/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 27s490ms | Loss: 0.435 | Acc: 84.958% (8156/9600) 75/391 [============>....................................................] Step: 369ms | Tot: 27s859ms | Loss: 0.434 | Acc: 85.002% (8269/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 28s229ms | Loss: 0.434 | Acc: 85.024% (8380/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 28s596ms | Loss: 0.432 | Acc: 85.106% (8497/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s953ms | Loss: 0.431 | Acc: 85.146% (8610/10112) 79/391 [=============>...................................................] Step: 369ms | Tot: 29s323ms | Loss: 0.431 | Acc: 85.146% (8719/10240) 80/391 [=============>...................................................] Step: 381ms | Tot: 29s705ms | Loss: 0.429 | Acc: 85.176% (8831/10368) 81/391 [=============>...................................................] Step: 388ms | Tot: 30s93ms | Loss: 0.430 | Acc: 85.137% (8936/10496) 82/391 [=============>...................................................] Step: 369ms | Tot: 30s463ms | Loss: 0.430 | Acc: 85.137% (9045/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s830ms | Loss: 0.431 | Acc: 85.147% (9155/10752) 84/391 [=============>...................................................] Step: 365ms | Tot: 31s196ms | Loss: 0.430 | Acc: 85.193% (9269/10880) 85/391 [==============>..................................................] Step: 369ms | Tot: 31s566ms | Loss: 0.429 | Acc: 85.193% (9378/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s938ms | Loss: 0.428 | Acc: 85.228% (9491/11136) 87/391 [==============>..................................................] Step: 372ms | Tot: 32s311ms | Loss: 0.428 | Acc: 85.227% (9600/11264) 88/391 [==============>..................................................] Step: 374ms | Tot: 32s685ms | Loss: 0.428 | Acc: 85.244% (9711/11392) 89/391 [==============>..................................................] Step: 369ms | Tot: 33s55ms | Loss: 0.428 | Acc: 85.269% (9823/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 33s418ms | Loss: 0.428 | Acc: 85.259% (9931/11648) 91/391 [===============>.................................................] Step: 376ms | Tot: 33s794ms | Loss: 0.428 | Acc: 85.207% (10034/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 34s161ms | Loss: 0.427 | Acc: 85.232% (10146/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s526ms | Loss: 0.427 | Acc: 85.256% (10258/12032) 94/391 [===============>.................................................] Step: 370ms | Tot: 34s896ms | Loss: 0.426 | Acc: 85.296% (10372/12160) 95/391 [===============>.................................................] Step: 379ms | Tot: 35s276ms | Loss: 0.426 | Acc: 85.295% (10481/12288) 96/391 [===============>.................................................] Step: 369ms | Tot: 35s646ms | Loss: 0.426 | Acc: 85.269% (10587/12416) 97/391 [================>................................................] Step: 367ms | Tot: 36s13ms | Loss: 0.427 | Acc: 85.244% (10693/12544) 98/391 [================>................................................] Step: 371ms | Tot: 36s384ms | Loss: 0.429 | Acc: 85.219% (10799/12672) 99/391 [================>................................................] Step: 371ms | Tot: 36s755ms | Loss: 0.428 | Acc: 85.219% (10908/12800) 100/391 [================>................................................] Step: 395ms | Tot: 37s151ms | Loss: 0.429 | Acc: 85.149% (11008/12928) 101/391 [================>................................................] Step: 366ms | Tot: 37s517ms | Loss: 0.429 | Acc: 85.179% (11121/13056) 102/391 [================>................................................] Step: 373ms | Tot: 37s891ms | Loss: 0.428 | Acc: 85.209% (11234/13184) 103/391 [=================>...............................................] Step: 372ms | Tot: 38s263ms | Loss: 0.429 | Acc: 85.209% (11343/13312) 104/391 [=================>...............................................] Step: 367ms | Tot: 38s631ms | Loss: 0.429 | Acc: 85.208% (11452/13440) 105/391 [=================>...............................................] Step: 376ms | Tot: 39s7ms | Loss: 0.428 | Acc: 85.208% (11561/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 39s372ms | Loss: 0.428 | Acc: 85.193% (11668/13696) 107/391 [=================>...............................................] Step: 386ms | Tot: 39s759ms | Loss: 0.428 | Acc: 85.200% (11778/13824) 108/391 [=================>...............................................] Step: 380ms | Tot: 40s139ms | Loss: 0.428 | Acc: 85.214% (11889/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 40s509ms | Loss: 0.428 | Acc: 85.199% (11996/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s871ms | Loss: 0.428 | Acc: 85.170% (12101/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 41s235ms | Loss: 0.429 | Acc: 85.128% (12204/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s603ms | Loss: 0.430 | Acc: 85.080% (12306/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s969ms | Loss: 0.431 | Acc: 85.095% (12417/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 42s332ms | Loss: 0.431 | Acc: 85.082% (12524/14720) 115/391 [===================>.............................................] Step: 370ms | Tot: 42s702ms | Loss: 0.431 | Acc: 85.102% (12636/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 43s79ms | Loss: 0.433 | Acc: 85.023% (12733/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 43s441ms | Loss: 0.433 | Acc: 85.011% (12840/15104) 118/391 [===================>.............................................] Step: 374ms | Tot: 43s815ms | Loss: 0.433 | Acc: 85.032% (12952/15232) 119/391 [===================>.............................................] Step: 381ms | Tot: 44s197ms | Loss: 0.433 | Acc: 85.059% (13065/15360) 120/391 [===================>.............................................] Step: 376ms | Tot: 44s573ms | Loss: 0.433 | Acc: 85.053% (13173/15488) 121/391 [====================>............................................] Step: 381ms | Tot: 44s954ms | Loss: 0.432 | Acc: 85.086% (13287/15616) 122/391 [====================>............................................] Step: 377ms | Tot: 45s331ms | Loss: 0.432 | Acc: 85.093% (13397/15744) 123/391 [====================>............................................] Step: 392ms | Tot: 45s724ms | Loss: 0.432 | Acc: 85.074% (13503/15872) 124/391 [====================>............................................] Step: 377ms | Tot: 46s101ms | Loss: 0.432 | Acc: 85.081% (13613/16000) 125/391 [====================>............................................] Step: 384ms | Tot: 46s486ms | Loss: 0.432 | Acc: 85.076% (13721/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s856ms | Loss: 0.432 | Acc: 85.046% (13825/16256) 127/391 [=====================>...........................................] Step: 388ms | Tot: 47s245ms | Loss: 0.432 | Acc: 85.040% (13933/16384) 128/391 [=====================>...........................................] Step: 380ms | Tot: 47s625ms | Loss: 0.432 | Acc: 85.035% (14041/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s987ms | Loss: 0.431 | Acc: 85.042% (14151/16640) 130/391 [=====================>...........................................] Step: 370ms | Tot: 48s358ms | Loss: 0.431 | Acc: 85.055% (14262/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 48s722ms | Loss: 0.431 | Acc: 85.067% (14373/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 49s87ms | Loss: 0.430 | Acc: 85.109% (14489/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 49s454ms | Loss: 0.431 | Acc: 85.086% (14594/17152) 134/391 [======================>..........................................] Step: 385ms | Tot: 49s840ms | Loss: 0.430 | Acc: 85.104% (14706/17280) 135/391 [======================>..........................................] Step: 376ms | Tot: 50s216ms | Loss: 0.430 | Acc: 85.116% (14817/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 50s580ms | Loss: 0.431 | Acc: 85.111% (14925/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 50s947ms | Loss: 0.431 | Acc: 85.088% (15030/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 51s314ms | Loss: 0.431 | Acc: 85.083% (15138/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 51s681ms | Loss: 0.430 | Acc: 85.095% (15249/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 52s51ms | Loss: 0.430 | Acc: 85.079% (15355/18048) 141/391 [=======================>.........................................] Step: 370ms | Tot: 52s421ms | Loss: 0.430 | Acc: 85.079% (15464/18176) 142/391 [=======================>.........................................] Step: 383ms | Tot: 52s805ms | Loss: 0.430 | Acc: 85.063% (15570/18304) 143/391 [=======================>.........................................] Step: 372ms | Tot: 53s177ms | Loss: 0.431 | Acc: 85.042% (15675/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 53s539ms | Loss: 0.430 | Acc: 85.081% (15791/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 53s901ms | Loss: 0.431 | Acc: 85.071% (15898/18688) 146/391 [========================>........................................] Step: 371ms | Tot: 54s272ms | Loss: 0.431 | Acc: 85.077% (16008/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 54s642ms | Loss: 0.431 | Acc: 85.082% (16118/18944) 148/391 [========================>........................................] Step: 383ms | Tot: 55s25ms | Loss: 0.432 | Acc: 85.062% (16223/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 55s389ms | Loss: 0.432 | Acc: 85.073% (16334/19200) 150/391 [========================>........................................] Step: 374ms | Tot: 55s764ms | Loss: 0.431 | Acc: 85.079% (16444/19328) 151/391 [=========================>.......................................] Step: 367ms | Tot: 56s132ms | Loss: 0.431 | Acc: 85.053% (16548/19456) 152/391 [=========================>.......................................] Step: 373ms | Tot: 56s506ms | Loss: 0.432 | Acc: 85.059% (16658/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 56s870ms | Loss: 0.432 | Acc: 85.055% (16766/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 57s237ms | Loss: 0.432 | Acc: 85.076% (16879/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 57s606ms | Loss: 0.432 | Acc: 85.051% (16983/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s970ms | Loss: 0.432 | Acc: 85.057% (17093/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 58s338ms | Loss: 0.432 | Acc: 85.033% (17197/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 58s703ms | Loss: 0.432 | Acc: 85.053% (17310/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 59s68ms | Loss: 0.432 | Acc: 85.054% (17419/20480) 160/391 [==========================>......................................] Step: 377ms | Tot: 59s446ms | Loss: 0.432 | Acc: 85.049% (17527/20608) 161/391 [==========================>......................................] Step: 391ms | Tot: 59s837ms | Loss: 0.432 | Acc: 85.065% (17639/20736) 162/391 [==========================>......................................] Step: 381ms | Tot: 1m219ms | Loss: 0.431 | Acc: 85.084% (17752/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 1m586ms | Loss: 0.431 | Acc: 85.080% (17860/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 1m949ms | Loss: 0.431 | Acc: 85.076% (17968/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.431 | Acc: 85.086% (18079/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.431 | Acc: 85.086% (18188/21376) 167/391 [===========================>.....................................] Step: 369ms | Tot: 1m2s | Loss: 0.431 | Acc: 85.077% (18295/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m2s | Loss: 0.431 | Acc: 85.059% (18400/21632) 169/391 [============================>....................................] Step: 378ms | Tot: 1m2s | Loss: 0.431 | Acc: 85.069% (18511/21760) 170/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.431 | Acc: 85.056% (18617/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.432 | Acc: 85.034% (18721/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.432 | Acc: 85.039% (18831/22144) 173/391 [============================>....................................] Step: 367ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.040% (18940/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.049% (19051/22400) 175/391 [=============================>...................................] Step: 375ms | Tot: 1m4s | Loss: 0.431 | Acc: 85.067% (19164/22528) 176/391 [=============================>...................................] Step: 377ms | Tot: 1m5s | Loss: 0.431 | Acc: 85.050% (19269/22656) 177/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.431 | Acc: 85.064% (19381/22784) 178/391 [=============================>...................................] Step: 375ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.069% (19491/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.430 | Acc: 85.078% (19602/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m6s | Loss: 0.430 | Acc: 85.074% (19710/23168) 181/391 [==============================>..................................] Step: 372ms | Tot: 1m7s | Loss: 0.430 | Acc: 85.075% (19819/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.430 | Acc: 85.079% (19929/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.431 | Acc: 85.050% (20031/23552) 184/391 [==============================>..................................] Step: 372ms | Tot: 1m8s | Loss: 0.431 | Acc: 85.046% (20139/23680) 185/391 [==============================>..................................] Step: 382ms | Tot: 1m8s | Loss: 0.431 | Acc: 85.064% (20252/23808) 186/391 [==============================>..................................] Step: 369ms | Tot: 1m9s | Loss: 0.431 | Acc: 85.039% (20355/23936) 187/391 [===============================>.................................] Step: 380ms | Tot: 1m9s | Loss: 0.431 | Acc: 85.032% (20462/24064) 188/391 [===============================>.................................] Step: 382ms | Tot: 1m9s | Loss: 0.431 | Acc: 85.036% (20572/24192) 189/391 [===============================>.................................] Step: 377ms | Tot: 1m10s | Loss: 0.431 | Acc: 85.049% (20684/24320) 190/391 [===============================>.................................] Step: 375ms | Tot: 1m10s | Loss: 0.431 | Acc: 85.042% (20791/24448) 191/391 [===============================>.................................] Step: 370ms | Tot: 1m10s | Loss: 0.431 | Acc: 85.063% (20905/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m11s | Loss: 0.431 | Acc: 85.043% (21009/24704) 193/391 [================================>................................] Step: 374ms | Tot: 1m11s | Loss: 0.432 | Acc: 85.031% (21115/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.432 | Acc: 85.040% (21226/24960) 195/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.433 | Acc: 84.989% (21322/25088) 196/391 [================================>................................] Step: 394ms | Tot: 1m12s | Loss: 0.432 | Acc: 85.017% (21438/25216) 197/391 [================================>................................] Step: 372ms | Tot: 1m13s | Loss: 0.432 | Acc: 84.991% (21540/25344) 198/391 [================================>................................] Step: 370ms | Tot: 1m13s | Loss: 0.432 | Acc: 84.984% (21647/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.432 | Acc: 84.988% (21757/25600) 200/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.432 | Acc: 84.974% (21862/25728) 201/391 [=================================>...............................] Step: 378ms | Tot: 1m14s | Loss: 0.433 | Acc: 84.959% (21967/25856) 202/391 [=================================>...............................] Step: 382ms | Tot: 1m15s | Loss: 0.433 | Acc: 84.956% (22075/25984) 203/391 [=================================>...............................] Step: 368ms | Tot: 1m15s | Loss: 0.434 | Acc: 84.934% (22178/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m15s | Loss: 0.434 | Acc: 84.935% (22287/26240) 205/391 [==================================>..............................] Step: 375ms | Tot: 1m16s | Loss: 0.434 | Acc: 84.921% (22392/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.434 | Acc: 84.922% (22501/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.434 | Acc: 84.908% (22606/26624) 208/391 [==================================>..............................] Step: 376ms | Tot: 1m17s | Loss: 0.434 | Acc: 84.921% (22718/26752) 209/391 [==================================>..............................] Step: 381ms | Tot: 1m17s | Loss: 0.434 | Acc: 84.933% (22830/26880) 210/391 [==================================>..............................] Step: 385ms | Tot: 1m18s | Loss: 0.434 | Acc: 84.934% (22939/27008) 211/391 [===================================>.............................] Step: 385ms | Tot: 1m18s | Loss: 0.434 | Acc: 84.931% (23047/27136) 212/391 [===================================>.............................] Step: 386ms | Tot: 1m18s | Loss: 0.434 | Acc: 84.936% (23157/27264) 213/391 [===================================>.............................] Step: 381ms | Tot: 1m19s | Loss: 0.434 | Acc: 84.945% (23268/27392) 214/391 [===================================>.............................] Step: 387ms | Tot: 1m19s | Loss: 0.433 | Acc: 84.971% (23384/27520) 215/391 [===================================>.............................] Step: 378ms | Tot: 1m19s | Loss: 0.433 | Acc: 84.972% (23493/27648) 216/391 [===================================>.............................] Step: 373ms | Tot: 1m20s | Loss: 0.434 | Acc: 84.955% (23597/27776) 217/391 [====================================>............................] Step: 376ms | Tot: 1m20s | Loss: 0.434 | Acc: 84.970% (23710/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.433 | Acc: 84.999% (23827/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.433 | Acc: 85.004% (23937/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m21s | Loss: 0.433 | Acc: 85.015% (24049/28288) 221/391 [====================================>............................] Step: 376ms | Tot: 1m22s | Loss: 0.432 | Acc: 85.012% (24157/28416) 222/391 [====================================>............................] Step: 372ms | Tot: 1m22s | Loss: 0.432 | Acc: 85.030% (24271/28544) 223/391 [=====================================>...........................] Step: 393ms | Tot: 1m22s | Loss: 0.432 | Acc: 85.041% (24383/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.432 | Acc: 85.024% (24487/28800) 225/391 [=====================================>...........................] Step: 379ms | Tot: 1m23s | Loss: 0.432 | Acc: 85.032% (24598/28928) 226/391 [=====================================>...........................] Step: 366ms | Tot: 1m24s | Loss: 0.432 | Acc: 85.039% (24709/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m24s | Loss: 0.432 | Acc: 85.043% (24819/29184) 228/391 [=====================================>...........................] Step: 387ms | Tot: 1m24s | Loss: 0.432 | Acc: 85.047% (24929/29312) 229/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.432 | Acc: 85.041% (25036/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.432 | Acc: 85.055% (25149/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.432 | Acc: 85.079% (25265/29696) 232/391 [======================================>..........................] Step: 382ms | Tot: 1m26s | Loss: 0.432 | Acc: 85.049% (25365/29824) 233/391 [======================================>..........................] Step: 377ms | Tot: 1m26s | Loss: 0.432 | Acc: 85.053% (25475/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m27s | Loss: 0.432 | Acc: 85.070% (25589/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.431 | Acc: 85.100% (25707/30208) 236/391 [=======================================>.........................] Step: 378ms | Tot: 1m27s | Loss: 0.432 | Acc: 85.090% (25813/30336) 237/391 [=======================================>.........................] Step: 376ms | Tot: 1m28s | Loss: 0.432 | Acc: 85.084% (25920/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m28s | Loss: 0.431 | Acc: 85.088% (26030/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.432 | Acc: 85.072% (26134/30720) 240/391 [=======================================>.........................] Step: 368ms | Tot: 1m29s | Loss: 0.432 | Acc: 85.065% (26241/30848) 241/391 [========================================>........................] Step: 394ms | Tot: 1m29s | Loss: 0.432 | Acc: 85.063% (26349/30976) 242/391 [========================================>........................] Step: 375ms | Tot: 1m30s | Loss: 0.432 | Acc: 85.073% (26461/31104) 243/391 [========================================>........................] Step: 372ms | Tot: 1m30s | Loss: 0.431 | Acc: 85.092% (26576/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.432 | Acc: 85.070% (26678/31360) 245/391 [========================================>........................] Step: 370ms | Tot: 1m31s | Loss: 0.431 | Acc: 85.067% (26786/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m31s | Loss: 0.431 | Acc: 85.065% (26894/31616) 247/391 [=========================================>.......................] Step: 372ms | Tot: 1m31s | Loss: 0.431 | Acc: 85.065% (27003/31744) 248/391 [=========================================>.......................] Step: 374ms | Tot: 1m32s | Loss: 0.432 | Acc: 85.062% (27111/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.431 | Acc: 85.075% (27224/32000) 250/391 [=========================================>.......................] Step: 379ms | Tot: 1m33s | Loss: 0.431 | Acc: 85.088% (27337/32128) 251/391 [=========================================>.......................] Step: 375ms | Tot: 1m33s | Loss: 0.432 | Acc: 85.085% (27445/32256) 252/391 [=========================================>.......................] Step: 377ms | Tot: 1m33s | Loss: 0.431 | Acc: 85.107% (27561/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.431 | Acc: 85.110% (27671/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.431 | Acc: 85.095% (27775/32640) 255/391 [==========================================>......................] Step: 381ms | Tot: 1m34s | Loss: 0.431 | Acc: 85.092% (27883/32768) 256/391 [==========================================>......................] Step: 379ms | Tot: 1m35s | Loss: 0.432 | Acc: 85.086% (27990/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m35s | Loss: 0.431 | Acc: 85.114% (28108/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m36s | Loss: 0.431 | Acc: 85.114% (28217/33152) 259/391 [===========================================>.....................] Step: 376ms | Tot: 1m36s | Loss: 0.430 | Acc: 85.126% (28330/33280) 260/391 [===========================================>.....................] Step: 380ms | Tot: 1m36s | Loss: 0.430 | Acc: 85.123% (28438/33408) 261/391 [===========================================>.....................] Step: 378ms | Tot: 1m37s | Loss: 0.430 | Acc: 85.126% (28548/33536) 262/391 [===========================================>.....................] Step: 366ms | Tot: 1m37s | Loss: 0.431 | Acc: 85.127% (28657/33664) 263/391 [===========================================>.....................] Step: 375ms | Tot: 1m37s | Loss: 0.431 | Acc: 85.124% (28765/33792) 264/391 [===========================================>.....................] Step: 370ms | Tot: 1m38s | Loss: 0.431 | Acc: 85.115% (28871/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.431 | Acc: 85.106% (28977/34048) 266/391 [============================================>....................] Step: 370ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.107% (29086/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.095% (29191/34304) 268/391 [============================================>....................] Step: 396ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.089% (29298/34432) 269/391 [============================================>....................] Step: 373ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.075% (29402/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.076% (29511/34688) 271/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.073% (29619/34816) 272/391 [=============================================>...................] Step: 374ms | Tot: 1m41s | Loss: 0.432 | Acc: 85.056% (29722/34944) 273/391 [=============================================>...................] Step: 363ms | Tot: 1m41s | Loss: 0.432 | Acc: 85.065% (29834/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.432 | Acc: 85.057% (29940/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m42s | Loss: 0.432 | Acc: 85.063% (30051/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m42s | Loss: 0.431 | Acc: 85.091% (30170/35456) 277/391 [==============================================>..................] Step: 374ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.072% (30272/35584) 278/391 [==============================================>..................] Step: 371ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.072% (30381/35712) 279/391 [==============================================>..................] Step: 377ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.061% (30486/35840) 280/391 [==============================================>..................] Step: 371ms | Tot: 1m44s | Loss: 0.432 | Acc: 85.045% (30589/35968) 281/391 [==============================================>..................] Step: 371ms | Tot: 1m44s | Loss: 0.433 | Acc: 85.029% (30692/36096) 282/391 [==============================================>..................] Step: 382ms | Tot: 1m44s | Loss: 0.433 | Acc: 85.029% (30801/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.433 | Acc: 85.035% (30912/36352) 284/391 [===============================================>.................] Step: 382ms | Tot: 1m45s | Loss: 0.433 | Acc: 85.022% (31016/36480) 285/391 [===============================================>.................] Step: 373ms | Tot: 1m46s | Loss: 0.433 | Acc: 85.014% (31122/36608) 286/391 [===============================================>.................] Step: 377ms | Tot: 1m46s | Loss: 0.433 | Acc: 85.004% (31227/36736) 287/391 [===============================================>.................] Step: 378ms | Tot: 1m46s | Loss: 0.433 | Acc: 85.012% (31339/36864) 288/391 [===============================================>.................] Step: 379ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.024% (31452/36992) 289/391 [================================================>................] Step: 371ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.027% (31562/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.025% (31670/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m48s | Loss: 0.433 | Acc: 85.028% (31780/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m48s | Loss: 0.433 | Acc: 85.031% (31890/37504) 293/391 [================================================>................] Step: 377ms | Tot: 1m49s | Loss: 0.433 | Acc: 85.042% (32003/37632) 294/391 [================================================>................] Step: 369ms | Tot: 1m49s | Loss: 0.432 | Acc: 85.048% (32114/37760) 295/391 [=================================================>...............] Step: 399ms | Tot: 1m49s | Loss: 0.433 | Acc: 85.043% (32221/37888) 296/391 [=================================================>...............] Step: 375ms | Tot: 1m50s | Loss: 0.433 | Acc: 85.035% (32327/38016) 297/391 [=================================================>...............] Step: 375ms | Tot: 1m50s | Loss: 0.434 | Acc: 85.028% (32433/38144) 298/391 [=================================================>...............] Step: 374ms | Tot: 1m50s | Loss: 0.434 | Acc: 85.028% (32542/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m51s | Loss: 0.433 | Acc: 85.036% (32654/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m51s | Loss: 0.433 | Acc: 85.050% (32768/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.433 | Acc: 85.048% (32876/38656) 302/391 [==================================================>..............] Step: 371ms | Tot: 1m52s | Loss: 0.434 | Acc: 85.035% (32980/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m52s | Loss: 0.434 | Acc: 85.033% (33088/38912) 304/391 [==================================================>..............] Step: 385ms | Tot: 1m53s | Loss: 0.434 | Acc: 85.036% (33198/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m53s | Loss: 0.433 | Acc: 85.046% (33311/39168) 306/391 [==================================================>..............] Step: 370ms | Tot: 1m53s | Loss: 0.433 | Acc: 85.060% (33425/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.433 | Acc: 85.057% (33533/39424) 308/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.433 | Acc: 85.070% (33647/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.060% (33752/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.073% (33866/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.076% (33976/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.059% (34078/40064) 313/391 [====================================================>............] Step: 374ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.064% (34189/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.067% (34299/40320) 315/391 [====================================================>............] Step: 376ms | Tot: 1m57s | Loss: 0.433 | Acc: 85.060% (34405/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m57s | Loss: 0.434 | Acc: 85.060% (34514/40576) 317/391 [====================================================>............] Step: 373ms | Tot: 1m58s | Loss: 0.433 | Acc: 85.063% (34624/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m58s | Loss: 0.433 | Acc: 85.075% (34738/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.434 | Acc: 85.059% (34840/40960) 320/391 [=====================================================>...........] Step: 371ms | Tot: 1m59s | Loss: 0.434 | Acc: 85.052% (34946/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m59s | Loss: 0.434 | Acc: 85.066% (35061/41216) 322/391 [=====================================================>...........] Step: 383ms | Tot: 1m59s | Loss: 0.434 | Acc: 85.064% (35169/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 2m230ms | Loss: 0.434 | Acc: 85.060% (35276/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 2m600ms | Loss: 0.434 | Acc: 85.048% (35380/41600) 325/391 [======================================================>..........] Step: 364ms | Tot: 2m964ms | Loss: 0.434 | Acc: 85.034% (35483/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 2m1s | Loss: 0.434 | Acc: 85.037% (35593/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 2m1s | Loss: 0.434 | Acc: 85.032% (35700/41984) 328/391 [======================================================>..........] Step: 370ms | Tot: 2m2s | Loss: 0.434 | Acc: 85.033% (35809/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 2m2s | Loss: 0.434 | Acc: 85.040% (35921/42240) 330/391 [======================================================>..........] Step: 368ms | Tot: 2m2s | Loss: 0.434 | Acc: 85.036% (36028/42368) 331/391 [=======================================================>.........] Step: 377ms | Tot: 2m3s | Loss: 0.435 | Acc: 85.024% (36132/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m3s | Loss: 0.434 | Acc: 85.041% (36248/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m3s | Loss: 0.434 | Acc: 85.046% (36359/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m4s | Loss: 0.434 | Acc: 85.040% (36465/42880) 335/391 [=======================================================>.........] Step: 374ms | Tot: 2m4s | Loss: 0.434 | Acc: 85.059% (36582/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m5s | Loss: 0.434 | Acc: 85.066% (36694/43136) 337/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.434 | Acc: 85.055% (36798/43264) 338/391 [========================================================>........] Step: 374ms | Tot: 2m5s | Loss: 0.434 | Acc: 85.055% (36907/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m6s | Loss: 0.434 | Acc: 85.048% (37013/43520) 340/391 [========================================================>........] Step: 379ms | Tot: 2m6s | Loss: 0.434 | Acc: 85.042% (37119/43648) 341/391 [========================================================>........] Step: 375ms | Tot: 2m6s | Loss: 0.434 | Acc: 85.044% (37229/43776) 342/391 [========================================================>........] Step: 374ms | Tot: 2m7s | Loss: 0.435 | Acc: 85.038% (37335/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.434 | Acc: 85.038% (37444/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m7s | Loss: 0.435 | Acc: 85.036% (37552/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m8s | Loss: 0.435 | Acc: 85.034% (37660/44288) 346/391 [=========================================================>.......] Step: 373ms | Tot: 2m8s | Loss: 0.435 | Acc: 85.032% (37768/44416) 347/391 [=========================================================>.......] Step: 373ms | Tot: 2m9s | Loss: 0.434 | Acc: 85.042% (37881/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m9s | Loss: 0.434 | Acc: 85.051% (37994/44672) 349/391 [==========================================================>......] Step: 399ms | Tot: 2m9s | Loss: 0.434 | Acc: 85.054% (38104/44800) 350/391 [==========================================================>......] Step: 371ms | Tot: 2m10s | Loss: 0.434 | Acc: 85.061% (38216/44928) 351/391 [==========================================================>......] Step: 372ms | Tot: 2m10s | Loss: 0.434 | Acc: 85.052% (38321/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m10s | Loss: 0.434 | Acc: 85.066% (38436/45184) 353/391 [==========================================================>......] Step: 370ms | Tot: 2m11s | Loss: 0.434 | Acc: 85.066% (38545/45312) 354/391 [==========================================================>......] Step: 369ms | Tot: 2m11s | Loss: 0.434 | Acc: 85.059% (38651/45440) 355/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.434 | Acc: 85.060% (38760/45568) 356/391 [===========================================================>.....] Step: 368ms | Tot: 2m12s | Loss: 0.434 | Acc: 85.047% (38863/45696) 357/391 [===========================================================>.....] Step: 378ms | Tot: 2m12s | Loss: 0.434 | Acc: 85.043% (38970/45824) 358/391 [===========================================================>.....] Step: 378ms | Tot: 2m13s | Loss: 0.434 | Acc: 85.047% (39081/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m13s | Loss: 0.434 | Acc: 85.059% (39195/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m13s | Loss: 0.434 | Acc: 85.050% (39300/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m14s | Loss: 0.434 | Acc: 85.051% (39409/46336) 362/391 [============================================================>....] Step: 377ms | Tot: 2m14s | Loss: 0.434 | Acc: 85.046% (39516/46464) 363/391 [============================================================>....] Step: 384ms | Tot: 2m15s | Loss: 0.434 | Acc: 85.049% (39626/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m15s | Loss: 0.434 | Acc: 85.045% (39733/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m15s | Loss: 0.434 | Acc: 85.039% (39839/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m16s | Loss: 0.434 | Acc: 85.039% (39948/46976) 367/391 [=============================================================>...] Step: 375ms | Tot: 2m16s | Loss: 0.434 | Acc: 85.029% (40052/47104) 368/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.434 | Acc: 85.031% (40162/47232) 369/391 [=============================================================>...] Step: 372ms | Tot: 2m17s | Loss: 0.434 | Acc: 85.019% (40265/47360) 370/391 [=============================================================>...] Step: 369ms | Tot: 2m17s | Loss: 0.435 | Acc: 85.005% (40367/47488) 371/391 [=============================================================>...] Step: 374ms | Tot: 2m18s | Loss: 0.435 | Acc: 85.007% (40477/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m18s | Loss: 0.435 | Acc: 85.010% (40587/47744) 373/391 [==============================================================>..] Step: 375ms | Tot: 2m18s | Loss: 0.435 | Acc: 84.989% (40686/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m19s | Loss: 0.436 | Acc: 84.973% (40787/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m19s | Loss: 0.436 | Acc: 84.975% (40897/48128) 376/391 [==============================================================>..] Step: 388ms | Tot: 2m19s | Loss: 0.436 | Acc: 84.968% (41002/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m20s | Loss: 0.436 | Acc: 84.974% (41114/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m20s | Loss: 0.435 | Acc: 84.971% (41221/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.436 | Acc: 84.967% (41328/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m21s | Loss: 0.436 | Acc: 84.961% (41434/48768) 381/391 [===============================================================>.] Step: 379ms | Tot: 2m21s | Loss: 0.436 | Acc: 84.962% (41543/48896) 382/391 [===============================================================>.] Step: 384ms | Tot: 2m22s | Loss: 0.436 | Acc: 84.954% (41648/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m22s | Loss: 0.436 | Acc: 84.949% (41754/49152) 384/391 [===============================================================>.] Step: 374ms | Tot: 2m22s | Loss: 0.436 | Acc: 84.949% (41863/49280) 385/391 [================================================================>] Step: 372ms | Tot: 2m23s | Loss: 0.435 | Acc: 84.966% (41980/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m23s | Loss: 0.436 | Acc: 84.966% (42089/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m23s | Loss: 0.435 | Acc: 84.977% (42203/49664) 388/391 [================================================================>] Step: 370ms | Tot: 2m24s | Loss: 0.436 | Acc: 84.975% (42311/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m24s | Loss: 0.436 | Acc: 84.958% (42411/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m25s | Loss: 0.436 | Acc: 84.968% (42484/50000) 391/391 + [>................................................................] Step: 469ms | Tot: 2ms | Loss: 0.478 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 307ms | Tot: 310ms | Loss: 0.477 | Acc: 83.000% (166/200) 2/100 [=>...............................................................] Step: 301ms | Tot: 611ms | Loss: 0.467 | Acc: 82.333% (247/300) 3/100 [=>...............................................................] Step: 315ms | Tot: 926ms | Loss: 0.459 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 307ms | Tot: 1s234ms | Loss: 0.481 | Acc: 82.400% (412/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s537ms | Loss: 0.462 | Acc: 83.167% (499/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s839ms | Loss: 0.469 | Acc: 83.429% (584/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s141ms | Loss: 0.502 | Acc: 82.375% (659/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s441ms | Loss: 0.529 | Acc: 82.111% (739/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s746ms | Loss: 0.524 | Acc: 82.300% (823/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s48ms | Loss: 0.512 | Acc: 82.727% (910/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s355ms | Loss: 0.511 | Acc: 82.833% (994/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s659ms | Loss: 0.510 | Acc: 82.615% (1074/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s965ms | Loss: 0.513 | Acc: 82.429% (1154/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s265ms | Loss: 0.501 | Acc: 82.733% (1241/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s571ms | Loss: 0.501 | Acc: 82.688% (1323/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s880ms | Loss: 0.500 | Acc: 82.588% (1404/1700) 17/100 [===========>.....................................................] Step: 317ms | Tot: 5s197ms | Loss: 0.508 | Acc: 82.333% (1482/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s507ms | Loss: 0.512 | Acc: 82.263% (1563/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s811ms | Loss: 0.521 | Acc: 82.050% (1641/2000) 20/100 [=============>...................................................] Step: 313ms | Tot: 6s124ms | Loss: 0.522 | Acc: 82.048% (1723/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s433ms | Loss: 0.520 | Acc: 82.045% (1805/2200) 22/100 [==============>..................................................] Step: 318ms | Tot: 6s751ms | Loss: 0.522 | Acc: 82.000% (1886/2300) 23/100 [==============>..................................................] Step: 316ms | Tot: 7s68ms | Loss: 0.520 | Acc: 82.125% (1971/2400) 24/100 [===============>.................................................] Step: 309ms | Tot: 7s377ms | Loss: 0.519 | Acc: 82.040% (2051/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s682ms | Loss: 0.526 | Acc: 81.962% (2131/2600) 26/100 [================>................................................] Step: 315ms | Tot: 7s998ms | Loss: 0.517 | Acc: 82.222% (2220/2700) 27/100 [=================>...............................................] Step: 318ms | Tot: 8s317ms | Loss: 0.517 | Acc: 82.214% (2302/2800) 28/100 [==================>..............................................] Step: 316ms | Tot: 8s634ms | Loss: 0.519 | Acc: 82.241% (2385/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s950ms | Loss: 0.518 | Acc: 82.333% (2470/3000) 30/100 [===================>.............................................] Step: 319ms | Tot: 9s270ms | Loss: 0.520 | Acc: 82.194% (2548/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s582ms | Loss: 0.516 | Acc: 82.312% (2634/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 9s895ms | Loss: 0.518 | Acc: 82.273% (2715/3300) 33/100 [=====================>...........................................] Step: 309ms | Tot: 10s205ms | Loss: 0.517 | Acc: 82.206% (2795/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s514ms | Loss: 0.518 | Acc: 82.171% (2876/3500) 35/100 [======================>..........................................] Step: 312ms | Tot: 10s826ms | Loss: 0.520 | Acc: 82.194% (2959/3600) 36/100 [=======================>.........................................] Step: 316ms | Tot: 11s143ms | Loss: 0.524 | Acc: 82.270% (3044/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s454ms | Loss: 0.523 | Acc: 82.342% (3129/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s760ms | Loss: 0.523 | Acc: 82.385% (3213/3900) 39/100 [=========================>.......................................] Step: 320ms | Tot: 12s80ms | Loss: 0.522 | Acc: 82.400% (3296/4000) 40/100 [==========================>......................................] Step: 317ms | Tot: 12s397ms | Loss: 0.526 | Acc: 82.220% (3371/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s709ms | Loss: 0.526 | Acc: 82.286% (3456/4200) 42/100 [===========================>.....................................] Step: 313ms | Tot: 13s22ms | Loss: 0.522 | Acc: 82.395% (3543/4300) 43/100 [===========================>.....................................] Step: 314ms | Tot: 13s336ms | Loss: 0.525 | Acc: 82.341% (3623/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s643ms | Loss: 0.523 | Acc: 82.444% (3710/4500) 45/100 [=============================>...................................] Step: 311ms | Tot: 13s954ms | Loss: 0.525 | Acc: 82.348% (3788/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s263ms | Loss: 0.525 | Acc: 82.298% (3868/4700) 47/100 [==============================>..................................] Step: 318ms | Tot: 14s582ms | Loss: 0.527 | Acc: 82.312% (3951/4800) 48/100 [===============================>.................................] Step: 311ms | Tot: 14s893ms | Loss: 0.524 | Acc: 82.449% (4040/4900) 49/100 [===============================>.................................] Step: 321ms | Tot: 15s214ms | Loss: 0.527 | Acc: 82.320% (4116/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s520ms | Loss: 0.527 | Acc: 82.373% (4201/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s826ms | Loss: 0.527 | Acc: 82.308% (4280/5200) 52/100 [=================================>...............................] Step: 315ms | Tot: 16s141ms | Loss: 0.528 | Acc: 82.189% (4356/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s451ms | Loss: 0.526 | Acc: 82.241% (4441/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s765ms | Loss: 0.527 | Acc: 82.164% (4519/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 17s71ms | Loss: 0.530 | Acc: 82.107% (4598/5600) 56/100 [====================================>............................] Step: 313ms | Tot: 17s384ms | Loss: 0.532 | Acc: 81.982% (4673/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s686ms | Loss: 0.530 | Acc: 82.052% (4759/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s996ms | Loss: 0.533 | Acc: 81.966% (4836/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s307ms | Loss: 0.535 | Acc: 81.883% (4913/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s620ms | Loss: 0.536 | Acc: 81.885% (4995/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s924ms | Loss: 0.535 | Acc: 81.984% (5083/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s235ms | Loss: 0.536 | Acc: 82.000% (5166/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s537ms | Loss: 0.536 | Acc: 82.078% (5253/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s847ms | Loss: 0.536 | Acc: 82.062% (5334/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 20s155ms | Loss: 0.535 | Acc: 82.106% (5419/6600) 66/100 [==========================================>......................] Step: 308ms | Tot: 20s463ms | Loss: 0.533 | Acc: 82.164% (5505/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s777ms | Loss: 0.533 | Acc: 82.206% (5590/6800) 68/100 [============================================>....................] Step: 304ms | Tot: 21s82ms | Loss: 0.533 | Acc: 82.232% (5674/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s384ms | Loss: 0.533 | Acc: 82.157% (5751/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s696ms | Loss: 0.535 | Acc: 82.155% (5833/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s997ms | Loss: 0.535 | Acc: 82.139% (5914/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s314ms | Loss: 0.533 | Acc: 82.151% (5997/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s620ms | Loss: 0.532 | Acc: 82.203% (6083/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s924ms | Loss: 0.534 | Acc: 82.147% (6161/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s236ms | Loss: 0.534 | Acc: 82.118% (6241/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s538ms | Loss: 0.534 | Acc: 82.156% (6326/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s844ms | Loss: 0.534 | Acc: 82.128% (6406/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s155ms | Loss: 0.534 | Acc: 82.165% (6491/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s461ms | Loss: 0.533 | Acc: 82.200% (6576/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s766ms | Loss: 0.532 | Acc: 82.247% (6662/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 25s71ms | Loss: 0.532 | Acc: 82.207% (6741/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s375ms | Loss: 0.534 | Acc: 82.145% (6818/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s685ms | Loss: 0.534 | Acc: 82.131% (6899/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s987ms | Loss: 0.535 | Acc: 82.071% (6976/8500) 85/100 [=======================================================>.........] Step: 313ms | Tot: 26s300ms | Loss: 0.536 | Acc: 82.058% (7057/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s609ms | Loss: 0.538 | Acc: 82.023% (7136/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s909ms | Loss: 0.538 | Acc: 82.057% (7221/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s220ms | Loss: 0.536 | Acc: 82.101% (7307/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s520ms | Loss: 0.537 | Acc: 82.100% (7389/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s827ms | Loss: 0.535 | Acc: 82.132% (7474/9100) 91/100 [===========================================================>.....] Step: 312ms | Tot: 28s140ms | Loss: 0.533 | Acc: 82.196% (7562/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 28s453ms | Loss: 0.533 | Acc: 82.172% (7642/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s758ms | Loss: 0.535 | Acc: 82.138% (7721/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s68ms | Loss: 0.535 | Acc: 82.084% (7798/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s378ms | Loss: 0.533 | Acc: 82.125% (7884/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s684ms | Loss: 0.533 | Acc: 82.124% (7966/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s988ms | Loss: 0.532 | Acc: 82.122% (8048/9800) 98/100 [===============================================================>.] Step: 312ms | Tot: 30s301ms | Loss: 0.533 | Acc: 82.101% (8128/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s613ms | Loss: 0.533 | Acc: 82.040% (8204/10000) 100/100 + +Epoch: 50 + [>................................................................] Step: 612ms | Tot: 2ms | Loss: 0.571 | Acc: 80.469% (103/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.420 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 389ms | Tot: 779ms | Loss: 0.420 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 383ms | Tot: 1s163ms | Loss: 0.446 | Acc: 84.961% (435/512) 4/391 [>................................................................] Step: 381ms | Tot: 1s544ms | Loss: 0.425 | Acc: 85.938% (550/640) 5/391 [>................................................................] Step: 375ms | Tot: 1s919ms | Loss: 0.431 | Acc: 85.938% (660/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s286ms | Loss: 0.425 | Acc: 85.603% (767/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s651ms | Loss: 0.425 | Acc: 85.449% (875/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 3s20ms | Loss: 0.419 | Acc: 85.764% (988/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s385ms | Loss: 0.421 | Acc: 85.469% (1094/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s747ms | Loss: 0.417 | Acc: 85.582% (1205/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s121ms | Loss: 0.407 | Acc: 86.003% (1321/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s484ms | Loss: 0.398 | Acc: 86.358% (1437/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s851ms | Loss: 0.407 | Acc: 85.770% (1537/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s220ms | Loss: 0.415 | Acc: 85.417% (1640/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s584ms | Loss: 0.415 | Acc: 85.400% (1749/2048) 16/391 [==>..............................................................] Step: 372ms | Tot: 5s957ms | Loss: 0.423 | Acc: 85.202% (1854/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s320ms | Loss: 0.428 | Acc: 85.069% (1960/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s680ms | Loss: 0.431 | Acc: 84.992% (2067/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 7s46ms | Loss: 0.436 | Acc: 84.805% (2171/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s406ms | Loss: 0.438 | Acc: 84.673% (2276/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s773ms | Loss: 0.435 | Acc: 84.730% (2386/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s139ms | Loss: 0.430 | Acc: 84.851% (2498/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s509ms | Loss: 0.438 | Acc: 84.668% (2601/3072) 24/391 [===>.............................................................] Step: 370ms | Tot: 8s879ms | Loss: 0.437 | Acc: 84.656% (2709/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s240ms | Loss: 0.437 | Acc: 84.675% (2818/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 9s609ms | Loss: 0.441 | Acc: 84.578% (2923/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s975ms | Loss: 0.442 | Acc: 84.570% (3031/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s338ms | Loss: 0.445 | Acc: 84.456% (3135/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s705ms | Loss: 0.443 | Acc: 84.453% (3243/3840) 30/391 [====>............................................................] Step: 368ms | Tot: 11s73ms | Loss: 0.444 | Acc: 84.501% (3353/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s442ms | Loss: 0.442 | Acc: 84.521% (3462/4096) 32/391 [=====>...........................................................] Step: 367ms | Tot: 11s809ms | Loss: 0.440 | Acc: 84.588% (3573/4224) 33/391 [=====>...........................................................] Step: 369ms | Tot: 12s178ms | Loss: 0.439 | Acc: 84.651% (3684/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s542ms | Loss: 0.438 | Acc: 84.710% (3795/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s906ms | Loss: 0.440 | Acc: 84.592% (3898/4608) 36/391 [=====>...........................................................] Step: 370ms | Tot: 13s276ms | Loss: 0.445 | Acc: 84.502% (4002/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s639ms | Loss: 0.444 | Acc: 84.498% (4110/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 14s7ms | Loss: 0.447 | Acc: 84.395% (4213/4992) 39/391 [======>..........................................................] Step: 372ms | Tot: 14s380ms | Loss: 0.448 | Acc: 84.395% (4321/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s740ms | Loss: 0.448 | Acc: 84.375% (4428/5248) 41/391 [======>..........................................................] Step: 378ms | Tot: 15s118ms | Loss: 0.448 | Acc: 84.412% (4538/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s485ms | Loss: 0.449 | Acc: 84.484% (4650/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s850ms | Loss: 0.449 | Acc: 84.446% (4756/5632) 44/391 [=======>.........................................................] Step: 377ms | Tot: 16s228ms | Loss: 0.448 | Acc: 84.427% (4863/5760) 45/391 [=======>.........................................................] Step: 373ms | Tot: 16s601ms | Loss: 0.448 | Acc: 84.426% (4971/5888) 46/391 [=======>.........................................................] Step: 375ms | Tot: 16s977ms | Loss: 0.449 | Acc: 84.392% (5077/6016) 47/391 [=======>.........................................................] Step: 370ms | Tot: 17s347ms | Loss: 0.448 | Acc: 84.473% (5190/6144) 48/391 [=======>.........................................................] Step: 367ms | Tot: 17s715ms | Loss: 0.448 | Acc: 84.423% (5295/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 18s85ms | Loss: 0.449 | Acc: 84.406% (5402/6400) 50/391 [========>........................................................] Step: 376ms | Tot: 18s461ms | Loss: 0.448 | Acc: 84.467% (5514/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s827ms | Loss: 0.446 | Acc: 84.555% (5628/6656) 52/391 [========>........................................................] Step: 374ms | Tot: 19s202ms | Loss: 0.444 | Acc: 84.611% (5740/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s565ms | Loss: 0.444 | Acc: 84.606% (5848/6912) 54/391 [========>........................................................] Step: 369ms | Tot: 19s935ms | Loss: 0.441 | Acc: 84.673% (5961/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s295ms | Loss: 0.440 | Acc: 84.710% (6072/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s662ms | Loss: 0.440 | Acc: 84.663% (6177/7296) 57/391 [=========>.......................................................] Step: 367ms | Tot: 21s29ms | Loss: 0.442 | Acc: 84.591% (6280/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s396ms | Loss: 0.443 | Acc: 84.587% (6388/7552) 59/391 [=========>.......................................................] Step: 376ms | Tot: 21s772ms | Loss: 0.441 | Acc: 84.674% (6503/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 22s142ms | Loss: 0.440 | Acc: 84.721% (6615/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 22s513ms | Loss: 0.439 | Acc: 84.728% (6724/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s881ms | Loss: 0.438 | Acc: 84.759% (6835/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s244ms | Loss: 0.436 | Acc: 84.814% (6948/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s613ms | Loss: 0.435 | Acc: 84.796% (7055/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s978ms | Loss: 0.434 | Acc: 84.860% (7169/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 24s348ms | Loss: 0.435 | Acc: 84.783% (7271/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s712ms | Loss: 0.437 | Acc: 84.789% (7380/8704) 68/391 [===========>.....................................................] Step: 378ms | Tot: 25s91ms | Loss: 0.437 | Acc: 84.760% (7486/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s457ms | Loss: 0.437 | Acc: 84.799% (7598/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s827ms | Loss: 0.437 | Acc: 84.804% (7707/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 26s197ms | Loss: 0.437 | Acc: 84.809% (7816/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s567ms | Loss: 0.438 | Acc: 84.792% (7923/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s933ms | Loss: 0.437 | Acc: 84.850% (8037/9472) 74/391 [============>....................................................] Step: 378ms | Tot: 27s312ms | Loss: 0.438 | Acc: 84.854% (8146/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s671ms | Loss: 0.436 | Acc: 84.940% (8263/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 28s42ms | Loss: 0.438 | Acc: 84.872% (8365/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s416ms | Loss: 0.438 | Acc: 84.886% (8475/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s774ms | Loss: 0.438 | Acc: 84.879% (8583/10112) 79/391 [=============>...................................................] Step: 377ms | Tot: 29s151ms | Loss: 0.437 | Acc: 84.873% (8691/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s514ms | Loss: 0.435 | Acc: 84.944% (8807/10368) 81/391 [=============>...................................................] Step: 372ms | Tot: 29s887ms | Loss: 0.435 | Acc: 84.966% (8918/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 30s255ms | Loss: 0.435 | Acc: 84.940% (9024/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s622ms | Loss: 0.435 | Acc: 84.924% (9131/10752) 84/391 [=============>...................................................] Step: 378ms | Tot: 31s1ms | Loss: 0.435 | Acc: 84.926% (9240/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 31s367ms | Loss: 0.435 | Acc: 84.911% (9347/11008) 86/391 [==============>..................................................] Step: 381ms | Tot: 31s749ms | Loss: 0.434 | Acc: 84.986% (9464/11136) 87/391 [==============>..................................................] Step: 383ms | Tot: 32s132ms | Loss: 0.435 | Acc: 84.934% (9567/11264) 88/391 [==============>..................................................] Step: 369ms | Tot: 32s502ms | Loss: 0.434 | Acc: 84.928% (9675/11392) 89/391 [==============>..................................................] Step: 370ms | Tot: 32s872ms | Loss: 0.434 | Acc: 84.922% (9783/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 33s232ms | Loss: 0.433 | Acc: 84.950% (9895/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s602ms | Loss: 0.433 | Acc: 84.969% (10006/11776) 92/391 [===============>.................................................] Step: 372ms | Tot: 33s975ms | Loss: 0.432 | Acc: 85.022% (10121/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 34s335ms | Loss: 0.432 | Acc: 84.990% (10226/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s700ms | Loss: 0.432 | Acc: 85.008% (10337/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 35s70ms | Loss: 0.433 | Acc: 85.010% (10446/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 35s441ms | Loss: 0.433 | Acc: 85.011% (10555/12416) 97/391 [================>................................................] Step: 374ms | Tot: 35s815ms | Loss: 0.434 | Acc: 84.997% (10662/12544) 98/391 [================>................................................] Step: 370ms | Tot: 36s185ms | Loss: 0.434 | Acc: 85.006% (10772/12672) 99/391 [================>................................................] Step: 376ms | Tot: 36s562ms | Loss: 0.433 | Acc: 85.008% (10881/12800) 100/391 [================>................................................] Step: 371ms | Tot: 36s933ms | Loss: 0.433 | Acc: 85.048% (10995/12928) 101/391 [================>................................................] Step: 368ms | Tot: 37s302ms | Loss: 0.433 | Acc: 85.080% (11108/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s669ms | Loss: 0.434 | Acc: 85.035% (11211/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 38s39ms | Loss: 0.434 | Acc: 85.081% (11326/13312) 104/391 [=================>...............................................] Step: 375ms | Tot: 38s415ms | Loss: 0.434 | Acc: 85.074% (11434/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s774ms | Loss: 0.434 | Acc: 85.075% (11543/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 39s141ms | Loss: 0.433 | Acc: 85.120% (11658/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s509ms | Loss: 0.433 | Acc: 85.113% (11766/13824) 108/391 [=================>...............................................] Step: 372ms | Tot: 39s882ms | Loss: 0.432 | Acc: 85.128% (11877/13952) 109/391 [==================>..............................................] Step: 375ms | Tot: 40s258ms | Loss: 0.432 | Acc: 85.142% (11988/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s621ms | Loss: 0.432 | Acc: 85.149% (12098/14208) 111/391 [==================>..............................................] Step: 373ms | Tot: 40s994ms | Loss: 0.432 | Acc: 85.184% (12212/14336) 112/391 [==================>..............................................] Step: 372ms | Tot: 41s366ms | Loss: 0.433 | Acc: 85.115% (12311/14464) 113/391 [==================>..............................................] Step: 372ms | Tot: 41s738ms | Loss: 0.432 | Acc: 85.122% (12421/14592) 114/391 [==================>..............................................] Step: 376ms | Tot: 42s115ms | Loss: 0.433 | Acc: 85.122% (12530/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 42s483ms | Loss: 0.433 | Acc: 85.129% (12640/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 42s850ms | Loss: 0.433 | Acc: 85.116% (12747/14976) 117/391 [===================>.............................................] Step: 374ms | Tot: 43s225ms | Loss: 0.432 | Acc: 85.143% (12860/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s594ms | Loss: 0.432 | Acc: 85.163% (12972/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 43s965ms | Loss: 0.432 | Acc: 85.156% (13080/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 44s325ms | Loss: 0.433 | Acc: 85.111% (13182/15488) 121/391 [====================>............................................] Step: 372ms | Tot: 44s697ms | Loss: 0.432 | Acc: 85.169% (13300/15616) 122/391 [====================>............................................] Step: 377ms | Tot: 45s75ms | Loss: 0.432 | Acc: 85.156% (13407/15744) 123/391 [====================>............................................] Step: 370ms | Tot: 45s445ms | Loss: 0.433 | Acc: 85.169% (13518/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 45s813ms | Loss: 0.432 | Acc: 85.200% (13632/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 46s174ms | Loss: 0.432 | Acc: 85.218% (13744/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s540ms | Loss: 0.431 | Acc: 85.212% (13852/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s900ms | Loss: 0.432 | Acc: 85.193% (13958/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 47s268ms | Loss: 0.432 | Acc: 85.180% (14065/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 47s634ms | Loss: 0.432 | Acc: 85.186% (14175/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s998ms | Loss: 0.433 | Acc: 85.115% (14272/16768) 131/391 [=====================>...........................................] Step: 377ms | Tot: 48s376ms | Loss: 0.433 | Acc: 85.097% (14378/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s735ms | Loss: 0.433 | Acc: 85.098% (14487/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 49s102ms | Loss: 0.433 | Acc: 85.086% (14594/17152) 134/391 [======================>..........................................] Step: 367ms | Tot: 49s469ms | Loss: 0.433 | Acc: 85.098% (14705/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s826ms | Loss: 0.432 | Acc: 85.139% (14821/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 50s190ms | Loss: 0.432 | Acc: 85.145% (14931/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 50s551ms | Loss: 0.433 | Acc: 85.122% (15036/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s909ms | Loss: 0.433 | Acc: 85.117% (15144/17792) 139/391 [=======================>.........................................] Step: 368ms | Tot: 51s278ms | Loss: 0.433 | Acc: 85.134% (15256/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 51s649ms | Loss: 0.433 | Acc: 85.123% (15363/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 52s16ms | Loss: 0.433 | Acc: 85.123% (15472/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 52s383ms | Loss: 0.432 | Acc: 85.162% (15588/18304) 143/391 [=======================>.........................................] Step: 356ms | Tot: 52s739ms | Loss: 0.432 | Acc: 85.189% (15702/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 53s106ms | Loss: 0.432 | Acc: 85.178% (15809/18560) 145/391 [========================>........................................] Step: 355ms | Tot: 53s462ms | Loss: 0.432 | Acc: 85.178% (15918/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s830ms | Loss: 0.432 | Acc: 85.183% (16028/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 54s194ms | Loss: 0.432 | Acc: 85.183% (16137/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 54s561ms | Loss: 0.432 | Acc: 85.172% (16244/19072) 149/391 [========================>........................................] Step: 376ms | Tot: 54s938ms | Loss: 0.432 | Acc: 85.193% (16357/19200) 150/391 [========================>........................................] Step: 352ms | Tot: 55s290ms | Loss: 0.432 | Acc: 85.177% (16463/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 55s652ms | Loss: 0.432 | Acc: 85.177% (16572/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 56s19ms | Loss: 0.432 | Acc: 85.177% (16681/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 56s378ms | Loss: 0.431 | Acc: 85.212% (16797/19712) 154/391 [=========================>.......................................] Step: 361ms | Tot: 56s739ms | Loss: 0.432 | Acc: 85.207% (16905/19840) 155/391 [=========================>.......................................] Step: 367ms | Tot: 57s107ms | Loss: 0.431 | Acc: 85.216% (17016/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 57s474ms | Loss: 0.431 | Acc: 85.206% (17123/20096) 157/391 [==========================>......................................] Step: 370ms | Tot: 57s845ms | Loss: 0.431 | Acc: 85.206% (17232/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 58s210ms | Loss: 0.431 | Acc: 85.181% (17336/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 58s572ms | Loss: 0.432 | Acc: 85.166% (17442/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s933ms | Loss: 0.433 | Acc: 85.151% (17548/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 59s293ms | Loss: 0.432 | Acc: 85.156% (17658/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 59s659ms | Loss: 0.432 | Acc: 85.147% (17765/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 1m23ms | Loss: 0.432 | Acc: 85.147% (17874/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 1m385ms | Loss: 0.432 | Acc: 85.137% (17981/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 1m739ms | Loss: 0.432 | Acc: 85.109% (18084/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.432 | Acc: 85.100% (18191/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.432 | Acc: 85.096% (18299/21504) 168/391 [===========================>.....................................] Step: 357ms | Tot: 1m1s | Loss: 0.432 | Acc: 85.124% (18414/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.431 | Acc: 85.124% (18523/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.432 | Acc: 85.115% (18630/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.432 | Acc: 85.106% (18737/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.432 | Acc: 85.093% (18843/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.432 | Acc: 85.111% (18956/22272) 174/391 [============================>....................................] Step: 372ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.098% (19062/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.099% (19171/22528) 176/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.090% (19278/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.432 | Acc: 85.095% (19388/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.433 | Acc: 85.082% (19494/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.433 | Acc: 85.052% (19596/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m6s | Loss: 0.432 | Acc: 85.066% (19708/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.432 | Acc: 85.092% (19823/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.432 | Acc: 85.101% (19934/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.432 | Acc: 85.088% (20040/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.432 | Acc: 85.097% (20151/23680) 185/391 [==============================>..................................] Step: 366ms | Tot: 1m8s | Loss: 0.432 | Acc: 85.097% (20260/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m8s | Loss: 0.432 | Acc: 85.098% (20369/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.432 | Acc: 85.098% (20478/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.433 | Acc: 85.098% (20587/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.432 | Acc: 85.119% (20701/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.432 | Acc: 85.103% (20806/24448) 191/391 [===============================>.................................] Step: 366ms | Tot: 1m10s | Loss: 0.432 | Acc: 85.107% (20916/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.432 | Acc: 85.100% (21023/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.432 | Acc: 85.088% (21129/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.432 | Acc: 85.112% (21244/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m11s | Loss: 0.432 | Acc: 85.136% (21359/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.432 | Acc: 85.121% (21464/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.431 | Acc: 85.137% (21577/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.431 | Acc: 85.125% (21683/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.431 | Acc: 85.141% (21796/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.431 | Acc: 85.160% (21910/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.431 | Acc: 85.156% (22018/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.431 | Acc: 85.133% (22121/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.432 | Acc: 85.103% (22222/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.431 | Acc: 85.118% (22335/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.432 | Acc: 85.103% (22440/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.432 | Acc: 85.122% (22554/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.432 | Acc: 85.126% (22664/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.431 | Acc: 85.153% (22780/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.431 | Acc: 85.160% (22891/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m17s | Loss: 0.431 | Acc: 85.167% (23002/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.432 | Acc: 85.149% (23106/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.432 | Acc: 85.156% (23217/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.432 | Acc: 85.138% (23321/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.432 | Acc: 85.142% (23431/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.432 | Acc: 85.135% (23538/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m19s | Loss: 0.433 | Acc: 85.124% (23644/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.433 | Acc: 85.120% (23752/27904) 218/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.433 | Acc: 85.103% (23856/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.434 | Acc: 85.096% (23963/28160) 220/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.434 | Acc: 85.096% (24072/28288) 221/391 [====================================>............................] Step: 374ms | Tot: 1m21s | Loss: 0.435 | Acc: 85.079% (24176/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.435 | Acc: 85.058% (24279/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.435 | Acc: 85.055% (24387/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.435 | Acc: 85.073% (24501/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.435 | Acc: 85.070% (24609/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.435 | Acc: 85.070% (24718/29056) 227/391 [=====================================>...........................] Step: 355ms | Tot: 1m23s | Loss: 0.434 | Acc: 85.091% (24833/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.434 | Acc: 85.095% (24943/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.434 | Acc: 85.088% (25050/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.434 | Acc: 85.095% (25161/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.434 | Acc: 85.102% (25272/29696) 232/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.434 | Acc: 85.089% (25377/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.434 | Acc: 85.086% (25485/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.434 | Acc: 85.076% (25591/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.434 | Acc: 85.077% (25700/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.434 | Acc: 85.084% (25811/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.434 | Acc: 85.074% (25917/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.435 | Acc: 85.061% (26022/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.434 | Acc: 85.078% (26136/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.435 | Acc: 85.072% (26243/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.435 | Acc: 85.059% (26348/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.436 | Acc: 85.041% (26451/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.435 | Acc: 85.041% (26560/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.436 | Acc: 85.038% (26668/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.435 | Acc: 85.055% (26782/31488) 246/391 [========================================>........................] Step: 372ms | Tot: 1m30s | Loss: 0.436 | Acc: 85.042% (26887/31616) 247/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.436 | Acc: 85.040% (26995/31744) 248/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.436 | Acc: 85.040% (27104/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.436 | Acc: 85.031% (27210/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.437 | Acc: 85.010% (27312/32128) 251/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.436 | Acc: 85.017% (27423/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.436 | Acc: 85.027% (27535/32384) 253/391 [==========================================>......................] Step: 354ms | Tot: 1m32s | Loss: 0.437 | Acc: 85.009% (27638/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.437 | Acc: 85.009% (27747/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.437 | Acc: 85.007% (27855/32768) 256/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.437 | Acc: 85.004% (27963/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.438 | Acc: 85.008% (28073/33024) 258/391 [==========================================>......................] Step: 354ms | Tot: 1m34s | Loss: 0.437 | Acc: 85.021% (28186/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.437 | Acc: 85.030% (28298/33280) 260/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.437 | Acc: 85.034% (28408/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.437 | Acc: 85.019% (28512/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.438 | Acc: 85.002% (28615/33664) 263/391 [===========================================>.....................] Step: 352ms | Tot: 1m36s | Loss: 0.438 | Acc: 84.996% (28722/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.438 | Acc: 85.006% (28834/33920) 265/391 [============================================>....................] Step: 373ms | Tot: 1m36s | Loss: 0.437 | Acc: 85.009% (28944/34048) 266/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.437 | Acc: 85.007% (29052/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.437 | Acc: 85.010% (29162/34304) 268/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.437 | Acc: 85.008% (29270/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.437 | Acc: 85.020% (29383/34560) 270/391 [============================================>....................] Step: 353ms | Tot: 1m38s | Loss: 0.437 | Acc: 85.035% (29497/34688) 271/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.437 | Acc: 85.033% (29605/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.437 | Acc: 85.030% (29713/34944) 273/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.437 | Acc: 85.034% (29823/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.437 | Acc: 85.045% (29936/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.437 | Acc: 85.066% (30052/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.437 | Acc: 85.063% (30160/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.437 | Acc: 85.069% (30271/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.437 | Acc: 85.078% (30383/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.437 | Acc: 85.067% (30488/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.437 | Acc: 85.067% (30597/35968) 281/391 [==============================================>..................] Step: 354ms | Tot: 1m42s | Loss: 0.437 | Acc: 85.079% (30710/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.437 | Acc: 85.076% (30818/36224) 283/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.437 | Acc: 85.071% (30925/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.437 | Acc: 85.079% (31037/36480) 285/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.437 | Acc: 85.074% (31144/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.437 | Acc: 85.064% (31249/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.437 | Acc: 85.078% (31363/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m45s | Loss: 0.436 | Acc: 85.086% (31475/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.436 | Acc: 85.089% (31585/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.436 | Acc: 85.108% (31701/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.436 | Acc: 85.113% (31812/37376) 292/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.436 | Acc: 85.127% (31926/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m47s | Loss: 0.435 | Acc: 85.127% (32035/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.435 | Acc: 85.143% (32150/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.435 | Acc: 85.151% (32262/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.435 | Acc: 85.164% (32376/38016) 297/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.435 | Acc: 85.164% (32485/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.435 | Acc: 85.164% (32594/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.435 | Acc: 85.172% (32706/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.435 | Acc: 85.159% (32810/38528) 301/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.435 | Acc: 85.156% (32918/38656) 302/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.435 | Acc: 85.167% (33031/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.435 | Acc: 85.159% (33137/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.435 | Acc: 85.151% (33243/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.436 | Acc: 85.143% (33349/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.436 | Acc: 85.131% (33453/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.436 | Acc: 85.123% (33559/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.436 | Acc: 85.139% (33674/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.436 | Acc: 85.129% (33779/39680) 310/391 [===================================================>.............] Step: 374ms | Tot: 1m53s | Loss: 0.436 | Acc: 85.116% (33883/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.436 | Acc: 85.126% (33996/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m54s | Loss: 0.436 | Acc: 85.126% (34105/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.436 | Acc: 85.124% (34213/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.436 | Acc: 85.131% (34325/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.436 | Acc: 85.134% (34435/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.437 | Acc: 85.119% (34538/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.437 | Acc: 85.127% (34650/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m56s | Loss: 0.437 | Acc: 85.127% (34759/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.437 | Acc: 85.139% (34873/40960) 320/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.437 | Acc: 85.105% (34968/41088) 321/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.437 | Acc: 85.122% (35084/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.438 | Acc: 85.110% (35188/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.438 | Acc: 85.101% (35293/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.438 | Acc: 85.096% (35400/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.438 | Acc: 85.104% (35512/41728) 326/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.438 | Acc: 85.108% (35623/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.438 | Acc: 85.092% (35725/41984) 328/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.438 | Acc: 85.092% (35834/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 2m272ms | Loss: 0.438 | Acc: 85.102% (35947/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 2m638ms | Loss: 0.438 | Acc: 85.102% (36056/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.438 | Acc: 85.112% (36169/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.438 | Acc: 85.102% (36274/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.438 | Acc: 85.109% (36386/42752) 334/391 [=======================================================>.........] Step: 374ms | Tot: 2m2s | Loss: 0.439 | Acc: 85.103% (36492/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.438 | Acc: 85.105% (36602/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.439 | Acc: 85.098% (36708/43136) 337/391 [========================================================>........] Step: 385ms | Tot: 2m3s | Loss: 0.439 | Acc: 85.071% (36805/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.439 | Acc: 85.089% (36922/43392) 339/391 [========================================================>........] Step: 378ms | Tot: 2m3s | Loss: 0.439 | Acc: 85.092% (37032/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.439 | Acc: 85.078% (37135/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.439 | Acc: 85.083% (37246/43776) 342/391 [========================================================>........] Step: 379ms | Tot: 2m5s | Loss: 0.439 | Acc: 85.081% (37354/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.439 | Acc: 85.079% (37462/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.439 | Acc: 85.070% (37567/44160) 345/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.440 | Acc: 85.061% (37672/44288) 346/391 [=========================================================>.......] Step: 384ms | Tot: 2m6s | Loss: 0.440 | Acc: 85.053% (37777/44416) 347/391 [=========================================================>.......] Step: 374ms | Tot: 2m6s | Loss: 0.440 | Acc: 85.051% (37885/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.439 | Acc: 85.064% (38000/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.439 | Acc: 85.065% (38109/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.439 | Acc: 85.067% (38219/44928) 351/391 [==========================================================>......] Step: 379ms | Tot: 2m8s | Loss: 0.439 | Acc: 85.072% (38330/45056) 352/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.439 | Acc: 85.061% (38434/45184) 353/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.439 | Acc: 85.059% (38542/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.440 | Acc: 85.046% (38645/45440) 355/391 [===========================================================>.....] Step: 375ms | Tot: 2m9s | Loss: 0.440 | Acc: 85.033% (38748/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.440 | Acc: 85.032% (38856/45696) 357/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.440 | Acc: 85.045% (38971/45824) 358/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.439 | Acc: 85.050% (39082/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.439 | Acc: 85.059% (39195/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.439 | Acc: 85.048% (39299/46208) 361/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.439 | Acc: 85.059% (39413/46336) 362/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.439 | Acc: 85.055% (39520/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.439 | Acc: 85.062% (39632/46592) 364/391 [============================================================>....] Step: 374ms | Tot: 2m13s | Loss: 0.439 | Acc: 85.077% (39748/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.439 | Acc: 85.071% (39854/46848) 366/391 [============================================================>....] Step: 375ms | Tot: 2m13s | Loss: 0.440 | Acc: 85.063% (39959/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.439 | Acc: 85.076% (40074/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.439 | Acc: 85.072% (40181/47232) 369/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.440 | Acc: 85.061% (40285/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.439 | Acc: 85.066% (40396/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.439 | Acc: 85.068% (40506/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.439 | Acc: 85.070% (40616/47744) 373/391 [==============================================================>..] Step: 385ms | Tot: 2m16s | Loss: 0.440 | Acc: 85.075% (40727/47872) 374/391 [==============================================================>..] Step: 374ms | Tot: 2m16s | Loss: 0.440 | Acc: 85.067% (40832/48000) 375/391 [==============================================================>..] Step: 354ms | Tot: 2m17s | Loss: 0.440 | Acc: 85.061% (40938/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.440 | Acc: 85.059% (41046/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m18s | Loss: 0.440 | Acc: 85.063% (41157/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.440 | Acc: 85.063% (41266/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.440 | Acc: 85.074% (41380/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.440 | Acc: 85.062% (41483/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.440 | Acc: 85.060% (41591/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.440 | Acc: 85.064% (41702/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.440 | Acc: 85.063% (41810/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.440 | Acc: 85.067% (41921/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.441 | Acc: 85.061% (42027/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.441 | Acc: 85.059% (42135/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.441 | Acc: 85.062% (42245/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.441 | Acc: 85.060% (42353/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m22s | Loss: 0.441 | Acc: 85.056% (42460/49920) 390/391 [================================================================>] Step: 335ms | Tot: 2m22s | Loss: 0.441 | Acc: 85.062% (42531/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 2ms | Loss: 0.602 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 304ms | Tot: 307ms | Loss: 0.556 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 604ms | Loss: 0.562 | Acc: 82.000% (246/300) 3/100 [=>...............................................................] Step: 305ms | Tot: 909ms | Loss: 0.565 | Acc: 81.750% (327/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s210ms | Loss: 0.579 | Acc: 81.200% (406/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s502ms | Loss: 0.539 | Acc: 81.833% (491/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s799ms | Loss: 0.524 | Acc: 82.286% (576/700) 7/100 [====>............................................................] Step: 291ms | Tot: 2s90ms | Loss: 0.539 | Acc: 81.875% (655/800) 8/100 [=====>...........................................................] Step: 318ms | Tot: 2s408ms | Loss: 0.559 | Acc: 81.556% (734/900) 9/100 [=====>...........................................................] Step: 312ms | Tot: 2s721ms | Loss: 0.565 | Acc: 81.200% (812/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s29ms | Loss: 0.571 | Acc: 80.727% (888/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s332ms | Loss: 0.569 | Acc: 80.917% (971/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s631ms | Loss: 0.554 | Acc: 81.000% (1053/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 3s947ms | Loss: 0.542 | Acc: 81.357% (1139/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s247ms | Loss: 0.537 | Acc: 81.533% (1223/1500) 15/100 [=========>.......................................................] Step: 298ms | Tot: 4s545ms | Loss: 0.543 | Acc: 81.312% (1301/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s856ms | Loss: 0.544 | Acc: 81.471% (1385/1700) 17/100 [===========>.....................................................] Step: 318ms | Tot: 5s174ms | Loss: 0.540 | Acc: 81.556% (1468/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s485ms | Loss: 0.532 | Acc: 81.632% (1551/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s796ms | Loss: 0.539 | Acc: 81.400% (1628/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s106ms | Loss: 0.541 | Acc: 81.238% (1706/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s409ms | Loss: 0.537 | Acc: 81.364% (1790/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s724ms | Loss: 0.540 | Acc: 81.174% (1867/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s28ms | Loss: 0.540 | Acc: 81.333% (1952/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s336ms | Loss: 0.547 | Acc: 81.280% (2032/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s641ms | Loss: 0.551 | Acc: 81.115% (2109/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s944ms | Loss: 0.548 | Acc: 81.111% (2190/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s255ms | Loss: 0.548 | Acc: 81.036% (2269/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s557ms | Loss: 0.552 | Acc: 80.966% (2348/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s866ms | Loss: 0.551 | Acc: 80.967% (2429/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s173ms | Loss: 0.551 | Acc: 81.000% (2511/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s480ms | Loss: 0.545 | Acc: 81.125% (2596/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s786ms | Loss: 0.544 | Acc: 81.121% (2677/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s92ms | Loss: 0.546 | Acc: 81.029% (2755/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s398ms | Loss: 0.548 | Acc: 81.000% (2835/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s705ms | Loss: 0.546 | Acc: 81.139% (2921/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s13ms | Loss: 0.547 | Acc: 81.162% (3003/3700) 37/100 [========================>........................................] Step: 315ms | Tot: 11s328ms | Loss: 0.551 | Acc: 81.053% (3080/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s632ms | Loss: 0.552 | Acc: 81.077% (3162/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s938ms | Loss: 0.551 | Acc: 81.150% (3246/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s247ms | Loss: 0.550 | Acc: 81.195% (3329/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s555ms | Loss: 0.551 | Acc: 81.190% (3410/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s865ms | Loss: 0.548 | Acc: 81.349% (3498/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s171ms | Loss: 0.548 | Acc: 81.341% (3579/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s473ms | Loss: 0.547 | Acc: 81.378% (3662/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s778ms | Loss: 0.546 | Acc: 81.391% (3744/4600) 46/100 [=============================>...................................] Step: 311ms | Tot: 14s89ms | Loss: 0.545 | Acc: 81.468% (3829/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s394ms | Loss: 0.546 | Acc: 81.479% (3911/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s702ms | Loss: 0.543 | Acc: 81.592% (3998/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s6ms | Loss: 0.543 | Acc: 81.640% (4082/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s317ms | Loss: 0.544 | Acc: 81.627% (4163/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s621ms | Loss: 0.544 | Acc: 81.635% (4245/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s929ms | Loss: 0.542 | Acc: 81.698% (4330/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s241ms | Loss: 0.542 | Acc: 81.759% (4415/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s549ms | Loss: 0.541 | Acc: 81.673% (4492/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s862ms | Loss: 0.543 | Acc: 81.679% (4574/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s171ms | Loss: 0.542 | Acc: 81.702% (4657/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s484ms | Loss: 0.540 | Acc: 81.741% (4741/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s796ms | Loss: 0.542 | Acc: 81.627% (4816/5900) 59/100 [======================================>..........................] Step: 318ms | Tot: 18s114ms | Loss: 0.544 | Acc: 81.567% (4894/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s425ms | Loss: 0.545 | Acc: 81.557% (4975/6100) 61/100 [=======================================>.........................] Step: 318ms | Tot: 18s743ms | Loss: 0.545 | Acc: 81.565% (5057/6200) 62/100 [========================================>........................] Step: 308ms | Tot: 19s52ms | Loss: 0.542 | Acc: 81.635% (5143/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s360ms | Loss: 0.541 | Acc: 81.688% (5228/6400) 64/100 [=========================================>.......................] Step: 299ms | Tot: 19s659ms | Loss: 0.545 | Acc: 81.677% (5309/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 19s973ms | Loss: 0.546 | Acc: 81.667% (5390/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s280ms | Loss: 0.545 | Acc: 81.687% (5473/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s587ms | Loss: 0.545 | Acc: 81.721% (5557/6800) 68/100 [============================================>....................] Step: 315ms | Tot: 20s903ms | Loss: 0.546 | Acc: 81.652% (5634/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s213ms | Loss: 0.547 | Acc: 81.657% (5716/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s511ms | Loss: 0.546 | Acc: 81.662% (5798/7100) 71/100 [==============================================>..................] Step: 316ms | Tot: 21s828ms | Loss: 0.546 | Acc: 81.653% (5879/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 22s129ms | Loss: 0.545 | Acc: 81.712% (5965/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s436ms | Loss: 0.545 | Acc: 81.716% (6047/7400) 74/100 [================================================>................] Step: 316ms | Tot: 22s752ms | Loss: 0.548 | Acc: 81.627% (6122/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s57ms | Loss: 0.547 | Acc: 81.658% (6206/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s360ms | Loss: 0.549 | Acc: 81.610% (6284/7700) 77/100 [==================================================>..............] Step: 299ms | Tot: 23s660ms | Loss: 0.547 | Acc: 81.667% (6370/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s968ms | Loss: 0.547 | Acc: 81.582% (6445/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s271ms | Loss: 0.546 | Acc: 81.588% (6527/8000) 80/100 [====================================================>............] Step: 297ms | Tot: 24s569ms | Loss: 0.544 | Acc: 81.630% (6612/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s873ms | Loss: 0.544 | Acc: 81.598% (6691/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s181ms | Loss: 0.545 | Acc: 81.542% (6768/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s490ms | Loss: 0.546 | Acc: 81.488% (6845/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s795ms | Loss: 0.547 | Acc: 81.459% (6924/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 26s99ms | Loss: 0.549 | Acc: 81.453% (7005/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 26s400ms | Loss: 0.548 | Acc: 81.448% (7086/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s712ms | Loss: 0.550 | Acc: 81.386% (7162/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 27s12ms | Loss: 0.550 | Acc: 81.382% (7243/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s316ms | Loss: 0.549 | Acc: 81.389% (7325/9000) 90/100 [==========================================================>......] Step: 301ms | Tot: 27s618ms | Loss: 0.548 | Acc: 81.451% (7412/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s922ms | Loss: 0.546 | Acc: 81.467% (7495/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s237ms | Loss: 0.546 | Acc: 81.484% (7578/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s542ms | Loss: 0.546 | Acc: 81.457% (7657/9400) 94/100 [=============================================================>...] Step: 311ms | Tot: 28s853ms | Loss: 0.547 | Acc: 81.389% (7732/9500) 95/100 [=============================================================>...] Step: 300ms | Tot: 29s154ms | Loss: 0.547 | Acc: 81.427% (7817/9600) 96/100 [==============================================================>..] Step: 296ms | Tot: 29s450ms | Loss: 0.546 | Acc: 81.495% (7905/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 29s756ms | Loss: 0.547 | Acc: 81.449% (7982/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s62ms | Loss: 0.548 | Acc: 81.404% (8059/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s364ms | Loss: 0.547 | Acc: 81.400% (8140/10000) 100/100 + +Epoch: 51 + [>................................................................] Step: 625ms | Tot: 2ms | Loss: 0.355 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.397 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 393ms | Tot: 782ms | Loss: 0.358 | Acc: 87.760% (337/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s157ms | Loss: 0.357 | Acc: 87.891% (450/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s526ms | Loss: 0.352 | Acc: 87.812% (562/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s893ms | Loss: 0.363 | Acc: 87.891% (675/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s253ms | Loss: 0.385 | Acc: 86.942% (779/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s615ms | Loss: 0.393 | Acc: 86.523% (886/1024) 8/391 [=>...............................................................] Step: 364ms | Tot: 2s980ms | Loss: 0.419 | Acc: 85.503% (985/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s348ms | Loss: 0.418 | Acc: 85.547% (1095/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s710ms | Loss: 0.418 | Acc: 85.511% (1204/1408) 11/391 [=>...............................................................] Step: 372ms | Tot: 4s82ms | Loss: 0.411 | Acc: 85.938% (1320/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s448ms | Loss: 0.406 | Acc: 86.178% (1434/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s809ms | Loss: 0.401 | Acc: 86.328% (1547/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s169ms | Loss: 0.405 | Acc: 86.146% (1654/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s530ms | Loss: 0.408 | Acc: 85.938% (1760/2048) 16/391 [==>..............................................................] Step: 369ms | Tot: 5s900ms | Loss: 0.414 | Acc: 85.754% (1866/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s262ms | Loss: 0.407 | Acc: 85.938% (1980/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s625ms | Loss: 0.413 | Acc: 85.773% (2086/2432) 19/391 [===>.............................................................] Step: 371ms | Tot: 6s996ms | Loss: 0.409 | Acc: 85.898% (2199/2560) 20/391 [===>.............................................................] Step: 364ms | Tot: 7s361ms | Loss: 0.413 | Acc: 85.714% (2304/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s725ms | Loss: 0.418 | Acc: 85.653% (2412/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s84ms | Loss: 0.427 | Acc: 85.496% (2517/2944) 23/391 [===>.............................................................] Step: 356ms | Tot: 8s441ms | Loss: 0.425 | Acc: 85.579% (2629/3072) 24/391 [===>.............................................................] Step: 370ms | Tot: 8s812ms | Loss: 0.420 | Acc: 85.844% (2747/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s174ms | Loss: 0.416 | Acc: 86.028% (2863/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s532ms | Loss: 0.412 | Acc: 86.111% (2976/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s900ms | Loss: 0.411 | Acc: 86.189% (3089/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s255ms | Loss: 0.412 | Acc: 86.207% (3200/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s627ms | Loss: 0.414 | Acc: 86.172% (3309/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 10s990ms | Loss: 0.415 | Acc: 86.240% (3422/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s355ms | Loss: 0.418 | Acc: 86.133% (3528/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s713ms | Loss: 0.414 | Acc: 86.222% (3642/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s73ms | Loss: 0.414 | Acc: 86.282% (3755/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s433ms | Loss: 0.414 | Acc: 86.228% (3863/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s797ms | Loss: 0.415 | Acc: 86.133% (3969/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s158ms | Loss: 0.414 | Acc: 86.064% (4076/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s518ms | Loss: 0.415 | Acc: 86.020% (4184/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s889ms | Loss: 0.416 | Acc: 85.978% (4292/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s257ms | Loss: 0.414 | Acc: 86.055% (4406/5120) 40/391 [======>..........................................................] Step: 355ms | Tot: 14s612ms | Loss: 0.417 | Acc: 86.014% (4514/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 14s975ms | Loss: 0.419 | Acc: 85.900% (4618/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s338ms | Loss: 0.418 | Acc: 85.919% (4729/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s694ms | Loss: 0.418 | Acc: 86.009% (4844/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s58ms | Loss: 0.415 | Acc: 86.059% (4957/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s417ms | Loss: 0.416 | Acc: 85.988% (5063/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s787ms | Loss: 0.416 | Acc: 85.987% (5173/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s153ms | Loss: 0.415 | Acc: 85.970% (5282/6144) 48/391 [=======>.........................................................] Step: 361ms | Tot: 17s515ms | Loss: 0.418 | Acc: 85.874% (5386/6272) 49/391 [========>........................................................] Step: 376ms | Tot: 17s892ms | Loss: 0.419 | Acc: 85.812% (5492/6400) 50/391 [========>........................................................] Step: 361ms | Tot: 18s254ms | Loss: 0.418 | Acc: 85.830% (5603/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s619ms | Loss: 0.418 | Acc: 85.847% (5714/6656) 52/391 [========>........................................................] Step: 371ms | Tot: 18s991ms | Loss: 0.416 | Acc: 85.893% (5827/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s350ms | Loss: 0.418 | Acc: 85.793% (5930/6912) 54/391 [========>........................................................] Step: 373ms | Tot: 19s723ms | Loss: 0.418 | Acc: 85.767% (6038/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s90ms | Loss: 0.419 | Acc: 85.658% (6140/7168) 56/391 [=========>.......................................................] Step: 378ms | Tot: 20s469ms | Loss: 0.422 | Acc: 85.540% (6241/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s835ms | Loss: 0.423 | Acc: 85.439% (6343/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s201ms | Loss: 0.423 | Acc: 85.487% (6456/7552) 59/391 [=========>.......................................................] Step: 357ms | Tot: 21s559ms | Loss: 0.422 | Acc: 85.482% (6565/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 21s930ms | Loss: 0.421 | Acc: 85.553% (6680/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 22s302ms | Loss: 0.422 | Acc: 85.522% (6787/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s664ms | Loss: 0.422 | Acc: 85.491% (6894/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 23s22ms | Loss: 0.422 | Acc: 85.486% (7003/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s383ms | Loss: 0.420 | Acc: 85.589% (7121/8320) 65/391 [==========>......................................................] Step: 380ms | Tot: 23s764ms | Loss: 0.420 | Acc: 85.571% (7229/8448) 66/391 [==========>......................................................] Step: 379ms | Tot: 24s143ms | Loss: 0.420 | Acc: 85.588% (7340/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s508ms | Loss: 0.420 | Acc: 85.616% (7452/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s869ms | Loss: 0.421 | Acc: 85.598% (7560/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s236ms | Loss: 0.421 | Acc: 85.603% (7670/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s596ms | Loss: 0.419 | Acc: 85.662% (7785/9088) 71/391 [===========>.....................................................] Step: 379ms | Tot: 25s975ms | Loss: 0.418 | Acc: 85.688% (7897/9216) 72/391 [===========>.....................................................] Step: 375ms | Tot: 26s351ms | Loss: 0.418 | Acc: 85.681% (8006/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s715ms | Loss: 0.418 | Acc: 85.652% (8113/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 27s85ms | Loss: 0.418 | Acc: 85.646% (8222/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s451ms | Loss: 0.417 | Acc: 85.650% (8332/9728) 76/391 [============>....................................................] Step: 375ms | Tot: 27s826ms | Loss: 0.416 | Acc: 85.684% (8445/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s199ms | Loss: 0.416 | Acc: 85.677% (8554/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s562ms | Loss: 0.417 | Acc: 85.641% (8660/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s923ms | Loss: 0.416 | Acc: 85.664% (8772/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s281ms | Loss: 0.416 | Acc: 85.658% (8881/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s647ms | Loss: 0.417 | Acc: 85.633% (8988/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s14ms | Loss: 0.416 | Acc: 85.683% (9103/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s380ms | Loss: 0.415 | Acc: 85.686% (9213/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s740ms | Loss: 0.417 | Acc: 85.625% (9316/10880) 85/391 [==============>..................................................] Step: 354ms | Tot: 31s94ms | Loss: 0.417 | Acc: 85.665% (9430/11008) 86/391 [==============>..................................................] Step: 368ms | Tot: 31s463ms | Loss: 0.418 | Acc: 85.650% (9538/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s830ms | Loss: 0.417 | Acc: 85.671% (9650/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s191ms | Loss: 0.416 | Acc: 85.718% (9765/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s550ms | Loss: 0.417 | Acc: 85.660% (9868/11520) 90/391 [==============>..................................................] Step: 360ms | Tot: 32s911ms | Loss: 0.416 | Acc: 85.697% (9982/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s274ms | Loss: 0.415 | Acc: 85.734% (10096/11776) 92/391 [===============>.................................................] Step: 372ms | Tot: 33s646ms | Loss: 0.415 | Acc: 85.727% (10205/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s10ms | Loss: 0.415 | Acc: 85.730% (10315/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s373ms | Loss: 0.416 | Acc: 85.699% (10421/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s736ms | Loss: 0.415 | Acc: 85.701% (10531/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 35s104ms | Loss: 0.418 | Acc: 85.615% (10630/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s473ms | Loss: 0.417 | Acc: 85.643% (10743/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s832ms | Loss: 0.419 | Acc: 85.559% (10842/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s192ms | Loss: 0.419 | Acc: 85.531% (10948/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s553ms | Loss: 0.419 | Acc: 85.528% (11057/12928) 101/391 [================>................................................] Step: 381ms | Tot: 36s934ms | Loss: 0.420 | Acc: 85.486% (11161/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s303ms | Loss: 0.421 | Acc: 85.505% (11273/13184) 103/391 [=================>...............................................] Step: 353ms | Tot: 37s656ms | Loss: 0.421 | Acc: 85.517% (11384/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 38s23ms | Loss: 0.422 | Acc: 85.506% (11492/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s389ms | Loss: 0.422 | Acc: 85.488% (11599/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s755ms | Loss: 0.425 | Acc: 85.397% (11696/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 39s120ms | Loss: 0.424 | Acc: 85.438% (11811/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s480ms | Loss: 0.424 | Acc: 85.421% (11918/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s845ms | Loss: 0.424 | Acc: 85.440% (12030/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s211ms | Loss: 0.425 | Acc: 85.403% (12134/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 40s574ms | Loss: 0.424 | Acc: 85.442% (12249/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 40s942ms | Loss: 0.425 | Acc: 85.447% (12359/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s304ms | Loss: 0.425 | Acc: 85.451% (12469/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s668ms | Loss: 0.425 | Acc: 85.469% (12581/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s33ms | Loss: 0.426 | Acc: 85.426% (12684/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s400ms | Loss: 0.427 | Acc: 85.377% (12786/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 42s764ms | Loss: 0.428 | Acc: 85.395% (12898/15104) 118/391 [===================>.............................................] Step: 354ms | Tot: 43s119ms | Loss: 0.428 | Acc: 85.379% (13005/15232) 119/391 [===================>.............................................] Step: 375ms | Tot: 43s494ms | Loss: 0.427 | Acc: 85.423% (13121/15360) 120/391 [===================>.............................................] Step: 370ms | Tot: 43s864ms | Loss: 0.428 | Acc: 85.421% (13230/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s228ms | Loss: 0.428 | Acc: 85.412% (13338/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s592ms | Loss: 0.428 | Acc: 85.410% (13447/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s955ms | Loss: 0.428 | Acc: 85.383% (13552/15872) 124/391 [====================>............................................] Step: 368ms | Tot: 45s323ms | Loss: 0.428 | Acc: 85.388% (13662/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 45s679ms | Loss: 0.427 | Acc: 85.398% (13773/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s46ms | Loss: 0.427 | Acc: 85.427% (13887/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s412ms | Loss: 0.428 | Acc: 85.388% (13990/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s779ms | Loss: 0.428 | Acc: 85.374% (14097/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 47s136ms | Loss: 0.429 | Acc: 85.349% (14202/16640) 130/391 [=====================>...........................................] Step: 355ms | Tot: 47s492ms | Loss: 0.427 | Acc: 85.395% (14319/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 47s854ms | Loss: 0.427 | Acc: 85.399% (14429/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s219ms | Loss: 0.426 | Acc: 85.432% (14544/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s584ms | Loss: 0.428 | Acc: 85.389% (14646/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s949ms | Loss: 0.427 | Acc: 85.417% (14760/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 49s314ms | Loss: 0.427 | Acc: 85.438% (14873/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s679ms | Loss: 0.428 | Acc: 85.407% (14977/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s54ms | Loss: 0.427 | Acc: 85.422% (15089/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s413ms | Loss: 0.428 | Acc: 85.409% (15196/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s778ms | Loss: 0.427 | Acc: 85.419% (15307/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 51s133ms | Loss: 0.427 | Acc: 85.417% (15416/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s499ms | Loss: 0.427 | Acc: 85.382% (15519/18176) 142/391 [=======================>.........................................] Step: 373ms | Tot: 51s873ms | Loss: 0.428 | Acc: 85.358% (15624/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s238ms | Loss: 0.429 | Acc: 85.352% (15732/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s600ms | Loss: 0.428 | Acc: 85.366% (15844/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s961ms | Loss: 0.428 | Acc: 85.370% (15954/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s325ms | Loss: 0.429 | Acc: 85.348% (16059/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s688ms | Loss: 0.429 | Acc: 85.330% (16165/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 54s46ms | Loss: 0.429 | Acc: 85.308% (16270/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s410ms | Loss: 0.429 | Acc: 85.328% (16383/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s770ms | Loss: 0.428 | Acc: 85.353% (16497/19328) 151/391 [=========================>.......................................] Step: 353ms | Tot: 55s123ms | Loss: 0.428 | Acc: 85.346% (16605/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s487ms | Loss: 0.428 | Acc: 85.350% (16715/19584) 153/391 [=========================>.......................................] Step: 357ms | Tot: 55s845ms | Loss: 0.428 | Acc: 85.344% (16823/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s207ms | Loss: 0.428 | Acc: 85.318% (16927/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s568ms | Loss: 0.428 | Acc: 85.317% (17036/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s930ms | Loss: 0.428 | Acc: 85.325% (17147/20096) 157/391 [==========================>......................................] Step: 354ms | Tot: 57s284ms | Loss: 0.428 | Acc: 85.344% (17260/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s645ms | Loss: 0.429 | Acc: 85.323% (17365/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s8ms | Loss: 0.429 | Acc: 85.322% (17474/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s369ms | Loss: 0.429 | Acc: 85.316% (17582/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s727ms | Loss: 0.429 | Acc: 85.253% (17678/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s88ms | Loss: 0.429 | Acc: 85.266% (17790/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s447ms | Loss: 0.429 | Acc: 85.299% (17906/20992) 164/391 [===========================>.....................................] Step: 372ms | Tot: 59s819ms | Loss: 0.429 | Acc: 85.279% (18011/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 1m176ms | Loss: 0.430 | Acc: 85.264% (18117/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m536ms | Loss: 0.430 | Acc: 85.254% (18224/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m899ms | Loss: 0.431 | Acc: 85.254% (18333/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.431 | Acc: 85.235% (18438/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.431 | Acc: 85.253% (18551/21760) 170/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.431 | Acc: 85.243% (18658/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.431 | Acc: 85.252% (18769/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.430 | Acc: 85.265% (18881/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.431 | Acc: 85.242% (18985/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.430 | Acc: 85.268% (19100/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.431 | Acc: 85.241% (19203/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.205% (19304/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.183% (19408/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.432 | Acc: 85.187% (19518/22912) 179/391 [=============================>...................................] Step: 381ms | Tot: 1m5s | Loss: 0.432 | Acc: 85.187% (19627/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.432 | Acc: 85.212% (19742/23168) 181/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.431 | Acc: 85.225% (19854/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.246% (19968/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.254% (20079/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.431 | Acc: 85.262% (20190/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.431 | Acc: 85.257% (20298/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.430 | Acc: 85.277% (20412/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.430 | Acc: 85.285% (20523/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.430 | Acc: 85.297% (20635/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.430 | Acc: 85.292% (20743/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.430 | Acc: 85.283% (20850/24448) 191/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.430 | Acc: 85.266% (20955/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.430 | Acc: 85.290% (21070/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.429 | Acc: 85.297% (21181/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.430 | Acc: 85.272% (21284/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.430 | Acc: 85.288% (21397/25088) 196/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.429 | Acc: 85.315% (21513/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.430 | Acc: 85.306% (21620/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m12s | Loss: 0.430 | Acc: 85.298% (21727/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.430 | Acc: 85.312% (21840/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.430 | Acc: 85.316% (21950/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.430 | Acc: 85.330% (22063/25856) 202/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.430 | Acc: 85.287% (22161/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.430 | Acc: 85.275% (22267/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.429 | Acc: 85.301% (22383/26240) 205/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.429 | Acc: 85.300% (22492/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.429 | Acc: 85.292% (22599/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.429 | Acc: 85.303% (22711/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.429 | Acc: 85.306% (22821/26752) 209/391 [==================================>..............................] Step: 377ms | Tot: 1m16s | Loss: 0.430 | Acc: 85.283% (22924/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.430 | Acc: 85.278% (23032/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.430 | Acc: 85.282% (23142/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.429 | Acc: 85.307% (23258/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.429 | Acc: 85.313% (23369/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.429 | Acc: 85.323% (23481/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.430 | Acc: 85.301% (23584/27648) 216/391 [===================================>.............................] Step: 354ms | Tot: 1m18s | Loss: 0.429 | Acc: 85.318% (23698/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.430 | Acc: 85.292% (23800/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.430 | Acc: 85.267% (23902/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.430 | Acc: 85.270% (24012/28160) 220/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.430 | Acc: 85.276% (24123/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.430 | Acc: 85.276% (24232/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.430 | Acc: 85.275% (24341/28544) 223/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.430 | Acc: 85.292% (24455/28672) 224/391 [=====================================>...........................] Step: 372ms | Tot: 1m21s | Loss: 0.429 | Acc: 85.295% (24565/28800) 225/391 [=====================================>...........................] Step: 373ms | Tot: 1m21s | Loss: 0.429 | Acc: 85.295% (24674/28928) 226/391 [=====================================>...........................] Step: 382ms | Tot: 1m22s | Loss: 0.429 | Acc: 85.304% (24786/29056) 227/391 [=====================================>...........................] Step: 391ms | Tot: 1m22s | Loss: 0.429 | Acc: 85.297% (24893/29184) 228/391 [=====================================>...........................] Step: 373ms | Tot: 1m23s | Loss: 0.429 | Acc: 85.300% (25003/29312) 229/391 [======================================>..........................] Step: 371ms | Tot: 1m23s | Loss: 0.429 | Acc: 85.306% (25114/29440) 230/391 [======================================>..........................] Step: 374ms | Tot: 1m23s | Loss: 0.429 | Acc: 85.305% (25223/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.430 | Acc: 85.274% (25323/29696) 232/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.429 | Acc: 85.297% (25439/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.430 | Acc: 85.273% (25541/29952) 234/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.430 | Acc: 85.273% (25650/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.430 | Acc: 85.259% (25755/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.430 | Acc: 85.265% (25866/30336) 237/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.430 | Acc: 85.294% (25984/30464) 238/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.430 | Acc: 85.297% (26094/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.430 | Acc: 85.277% (26197/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.430 | Acc: 85.273% (26305/30848) 241/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.431 | Acc: 85.269% (26413/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.431 | Acc: 85.262% (26520/31104) 243/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.431 | Acc: 85.262% (26629/31232) 244/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.430 | Acc: 85.271% (26741/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.430 | Acc: 85.274% (26851/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.430 | Acc: 85.299% (26968/31616) 247/391 [=========================================>.......................] Step: 366ms | Tot: 1m29s | Loss: 0.430 | Acc: 85.279% (27071/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.431 | Acc: 85.260% (27174/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.430 | Acc: 85.272% (27287/32000) 250/391 [=========================================>.......................] Step: 396ms | Tot: 1m31s | Loss: 0.430 | Acc: 85.275% (27397/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.430 | Acc: 85.283% (27509/32256) 252/391 [=========================================>.......................] Step: 353ms | Tot: 1m31s | Loss: 0.430 | Acc: 85.277% (27616/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.430 | Acc: 85.292% (27730/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.430 | Acc: 85.294% (27840/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.430 | Acc: 85.300% (27951/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.430 | Acc: 85.296% (28059/32896) 257/391 [==========================================>......................] Step: 352ms | Tot: 1m33s | Loss: 0.429 | Acc: 85.308% (28172/33024) 258/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.430 | Acc: 85.295% (28277/33152) 259/391 [===========================================>.....................] Step: 373ms | Tot: 1m34s | Loss: 0.430 | Acc: 85.282% (28382/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.429 | Acc: 85.294% (28495/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.429 | Acc: 85.281% (28600/33536) 262/391 [===========================================>.....................] Step: 376ms | Tot: 1m35s | Loss: 0.430 | Acc: 85.251% (28699/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.430 | Acc: 85.251% (28808/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.430 | Acc: 85.236% (28912/33920) 265/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.430 | Acc: 85.227% (29018/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.430 | Acc: 85.221% (29125/34176) 267/391 [============================================>....................] Step: 350ms | Tot: 1m37s | Loss: 0.430 | Acc: 85.226% (29236/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.430 | Acc: 85.235% (29348/34432) 269/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.430 | Acc: 85.229% (29455/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.430 | Acc: 85.234% (29566/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.430 | Acc: 85.228% (29673/34816) 272/391 [=============================================>...................] Step: 379ms | Tot: 1m38s | Loss: 0.430 | Acc: 85.234% (29784/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.430 | Acc: 85.247% (29898/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.430 | Acc: 85.250% (30008/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.430 | Acc: 85.244% (30115/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.430 | Acc: 85.230% (30219/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.212% (30322/35584) 278/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.430 | Acc: 85.218% (30433/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.430 | Acc: 85.223% (30544/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.430 | Acc: 85.229% (30655/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.430 | Acc: 85.234% (30766/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.430 | Acc: 85.228% (30873/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.430 | Acc: 85.239% (30986/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.430 | Acc: 85.219% (31088/36480) 285/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.430 | Acc: 85.216% (31196/36608) 286/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.430 | Acc: 85.216% (31305/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.430 | Acc: 85.213% (31413/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.430 | Acc: 85.221% (31525/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.430 | Acc: 85.207% (31629/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.430 | Acc: 85.223% (31744/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.430 | Acc: 85.223% (31853/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.430 | Acc: 85.207% (31956/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.430 | Acc: 85.199% (32062/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.431 | Acc: 85.191% (32168/37760) 295/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.431 | Acc: 85.172% (32270/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.432 | Acc: 85.148% (32370/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.431 | Acc: 85.159% (32483/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.431 | Acc: 85.169% (32596/38272) 299/391 [=================================================>...............] Step: 380ms | Tot: 1m48s | Loss: 0.432 | Acc: 85.154% (32699/38400) 300/391 [=================================================>...............] Step: 378ms | Tot: 1m49s | Loss: 0.432 | Acc: 85.159% (32810/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.431 | Acc: 85.169% (32923/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.432 | Acc: 85.156% (33027/38784) 303/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.432 | Acc: 85.151% (33134/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.432 | Acc: 85.151% (33243/39040) 305/391 [==================================================>..............] Step: 372ms | Tot: 1m50s | Loss: 0.431 | Acc: 85.172% (33360/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.431 | Acc: 85.177% (33471/39296) 307/391 [===================================================>.............] Step: 355ms | Tot: 1m51s | Loss: 0.431 | Acc: 85.161% (33574/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.431 | Acc: 85.154% (33680/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.432 | Acc: 85.166% (33794/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.431 | Acc: 85.169% (33904/39808) 311/391 [===================================================>.............] Step: 353ms | Tot: 1m53s | Loss: 0.432 | Acc: 85.166% (34012/39936) 312/391 [===================================================>.............] Step: 353ms | Tot: 1m53s | Loss: 0.432 | Acc: 85.169% (34122/40064) 313/391 [====================================================>............] Step: 369ms | Tot: 1m53s | Loss: 0.432 | Acc: 85.179% (34235/40192) 314/391 [====================================================>............] Step: 378ms | Tot: 1m54s | Loss: 0.432 | Acc: 85.188% (34348/40320) 315/391 [====================================================>............] Step: 376ms | Tot: 1m54s | Loss: 0.432 | Acc: 85.191% (34458/40448) 316/391 [====================================================>............] Step: 390ms | Tot: 1m54s | Loss: 0.432 | Acc: 85.188% (34566/40576) 317/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.432 | Acc: 85.188% (34675/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.432 | Acc: 85.200% (34789/40832) 319/391 [=====================================================>...........] Step: 374ms | Tot: 1m56s | Loss: 0.432 | Acc: 85.215% (34904/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m56s | Loss: 0.431 | Acc: 85.217% (35014/41088) 321/391 [=====================================================>...........] Step: 377ms | Tot: 1m56s | Loss: 0.431 | Acc: 85.231% (35129/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.431 | Acc: 85.226% (35236/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.431 | Acc: 85.226% (35345/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.431 | Acc: 85.226% (35454/41600) 325/391 [======================================================>..........] Step: 375ms | Tot: 1m58s | Loss: 0.431 | Acc: 85.221% (35561/41728) 326/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.431 | Acc: 85.230% (35674/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.431 | Acc: 85.223% (35780/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.431 | Acc: 85.232% (35893/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.431 | Acc: 85.223% (35998/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m118ms | Loss: 0.431 | Acc: 85.227% (36109/42368) 331/391 [=======================================================>.........] Step: 352ms | Tot: 2m471ms | Loss: 0.431 | Acc: 85.232% (36220/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m832ms | Loss: 0.431 | Acc: 85.224% (36326/42624) 333/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.431 | Acc: 85.219% (36433/42752) 334/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.432 | Acc: 85.201% (36534/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.431 | Acc: 85.214% (36649/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.205% (36754/43136) 337/391 [========================================================>........] Step: 350ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.205% (36863/43264) 338/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.207% (36973/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.432 | Acc: 85.216% (37086/43520) 340/391 [========================================================>........] Step: 354ms | Tot: 2m3s | Loss: 0.432 | Acc: 85.211% (37193/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.431 | Acc: 85.225% (37308/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.431 | Acc: 85.238% (37423/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.431 | Acc: 85.227% (37527/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.431 | Acc: 85.220% (37633/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.431 | Acc: 85.231% (37747/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.431 | Acc: 85.235% (37858/44416) 347/391 [=========================================================>.......] Step: 350ms | Tot: 2m6s | Loss: 0.431 | Acc: 85.246% (37972/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.431 | Acc: 85.237% (38077/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m6s | Loss: 0.431 | Acc: 85.252% (38193/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.431 | Acc: 85.261% (38306/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.431 | Acc: 85.258% (38414/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.243% (38516/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.238% (38623/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.235% (38731/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.233% (38839/45568) 356/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.235% (38949/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.235% (39058/45824) 358/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.432 | Acc: 85.224% (39162/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.432 | Acc: 85.234% (39276/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.432 | Acc: 85.234% (39385/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.432 | Acc: 85.232% (39493/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.432 | Acc: 85.223% (39598/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.432 | Acc: 85.229% (39710/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.433 | Acc: 85.210% (39810/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.433 | Acc: 85.201% (39915/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.197% (40022/46976) 367/391 [=============================================================>...] Step: 353ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.201% (40133/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.209% (40246/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.207% (40354/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.205% (40462/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.200% (40569/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.198% (40677/47744) 373/391 [==============================================================>..] Step: 352ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.202% (40788/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.208% (40900/48000) 375/391 [==============================================================>..] Step: 353ms | Tot: 2m16s | Loss: 0.433 | Acc: 85.206% (41008/48128) 376/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.433 | Acc: 85.216% (41122/48256) 377/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.433 | Acc: 85.224% (41235/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.433 | Acc: 85.220% (41342/48512) 379/391 [===============================================================>.] Step: 372ms | Tot: 2m17s | Loss: 0.433 | Acc: 85.216% (41449/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.433 | Acc: 85.214% (41557/48768) 381/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.433 | Acc: 85.207% (41663/48896) 382/391 [===============================================================>.] Step: 373ms | Tot: 2m18s | Loss: 0.433 | Acc: 85.203% (41770/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.433 | Acc: 85.187% (41871/49152) 384/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.434 | Acc: 85.177% (41975/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.433 | Acc: 85.174% (42083/49408) 386/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.433 | Acc: 85.180% (42195/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.434 | Acc: 85.182% (42305/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.434 | Acc: 85.178% (42412/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.434 | Acc: 85.170% (42517/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m21s | Loss: 0.434 | Acc: 85.166% (42583/50000) 391/391 + [>................................................................] Step: 476ms | Tot: 2ms | Loss: 0.508 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 294ms | Tot: 297ms | Loss: 0.578 | Acc: 81.000% (162/200) 2/100 [=>...............................................................] Step: 304ms | Tot: 601ms | Loss: 0.568 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 291ms | Tot: 893ms | Loss: 0.570 | Acc: 80.750% (323/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s185ms | Loss: 0.579 | Acc: 80.800% (404/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s485ms | Loss: 0.546 | Acc: 81.833% (491/600) 6/100 [===>.............................................................] Step: 319ms | Tot: 1s804ms | Loss: 0.544 | Acc: 82.286% (576/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s111ms | Loss: 0.566 | Acc: 81.000% (648/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s408ms | Loss: 0.600 | Acc: 80.556% (725/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s705ms | Loss: 0.593 | Acc: 80.700% (807/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 3s4ms | Loss: 0.597 | Acc: 80.727% (888/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s306ms | Loss: 0.596 | Acc: 80.333% (964/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s610ms | Loss: 0.592 | Acc: 80.538% (1047/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s916ms | Loss: 0.584 | Acc: 80.714% (1130/1400) 14/100 [=========>.......................................................] Step: 310ms | Tot: 4s227ms | Loss: 0.580 | Acc: 80.800% (1212/1500) 15/100 [=========>.......................................................] Step: 318ms | Tot: 4s546ms | Loss: 0.576 | Acc: 81.000% (1296/1600) 16/100 [==========>......................................................] Step: 325ms | Tot: 4s871ms | Loss: 0.578 | Acc: 80.941% (1376/1700) 17/100 [===========>.....................................................] Step: 322ms | Tot: 5s194ms | Loss: 0.589 | Acc: 80.778% (1454/1800) 18/100 [===========>.....................................................] Step: 316ms | Tot: 5s510ms | Loss: 0.587 | Acc: 80.737% (1534/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s820ms | Loss: 0.600 | Acc: 80.450% (1609/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s130ms | Loss: 0.602 | Acc: 80.333% (1687/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s438ms | Loss: 0.599 | Acc: 80.273% (1766/2200) 22/100 [==============>..................................................] Step: 319ms | Tot: 6s757ms | Loss: 0.606 | Acc: 80.087% (1842/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 7s70ms | Loss: 0.600 | Acc: 80.208% (1925/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s374ms | Loss: 0.595 | Acc: 80.320% (2008/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s690ms | Loss: 0.603 | Acc: 80.115% (2083/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s996ms | Loss: 0.598 | Acc: 80.185% (2165/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s300ms | Loss: 0.602 | Acc: 80.143% (2244/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s605ms | Loss: 0.603 | Acc: 80.207% (2326/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s906ms | Loss: 0.599 | Acc: 80.200% (2406/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s217ms | Loss: 0.603 | Acc: 80.097% (2483/3100) 31/100 [====================>............................................] Step: 314ms | Tot: 9s531ms | Loss: 0.601 | Acc: 80.156% (2565/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s841ms | Loss: 0.594 | Acc: 80.424% (2654/3300) 33/100 [=====================>...........................................] Step: 310ms | Tot: 10s151ms | Loss: 0.596 | Acc: 80.324% (2731/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s454ms | Loss: 0.600 | Acc: 80.229% (2808/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s767ms | Loss: 0.598 | Acc: 80.361% (2893/3600) 36/100 [=======================>.........................................] Step: 300ms | Tot: 11s68ms | Loss: 0.606 | Acc: 80.108% (2964/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s370ms | Loss: 0.607 | Acc: 80.079% (3043/3800) 38/100 [========================>........................................] Step: 311ms | Tot: 11s681ms | Loss: 0.604 | Acc: 80.282% (3131/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s989ms | Loss: 0.604 | Acc: 80.325% (3213/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s299ms | Loss: 0.606 | Acc: 80.415% (3297/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s607ms | Loss: 0.607 | Acc: 80.429% (3378/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s913ms | Loss: 0.603 | Acc: 80.488% (3461/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s219ms | Loss: 0.606 | Acc: 80.455% (3540/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s532ms | Loss: 0.604 | Acc: 80.444% (3620/4500) 45/100 [=============================>...................................] Step: 323ms | Tot: 13s856ms | Loss: 0.607 | Acc: 80.326% (3695/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s161ms | Loss: 0.606 | Acc: 80.298% (3774/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s463ms | Loss: 0.607 | Acc: 80.292% (3854/4800) 48/100 [===============================>.................................] Step: 320ms | Tot: 14s784ms | Loss: 0.604 | Acc: 80.306% (3935/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s94ms | Loss: 0.604 | Acc: 80.340% (4017/5000) 50/100 [================================>................................] Step: 302ms | Tot: 15s397ms | Loss: 0.604 | Acc: 80.373% (4099/5100) 51/100 [=================================>...............................] Step: 317ms | Tot: 15s714ms | Loss: 0.604 | Acc: 80.385% (4180/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 16s21ms | Loss: 0.603 | Acc: 80.453% (4264/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s326ms | Loss: 0.601 | Acc: 80.519% (4348/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s641ms | Loss: 0.603 | Acc: 80.473% (4426/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s946ms | Loss: 0.602 | Acc: 80.571% (4512/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s250ms | Loss: 0.603 | Acc: 80.596% (4594/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s554ms | Loss: 0.603 | Acc: 80.569% (4673/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s861ms | Loss: 0.605 | Acc: 80.390% (4743/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s170ms | Loss: 0.606 | Acc: 80.417% (4825/6000) 60/100 [=======================================>.........................] Step: 296ms | Tot: 18s466ms | Loss: 0.608 | Acc: 80.279% (4897/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s773ms | Loss: 0.608 | Acc: 80.290% (4978/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 19s80ms | Loss: 0.607 | Acc: 80.397% (5065/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s381ms | Loss: 0.604 | Acc: 80.438% (5148/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s693ms | Loss: 0.606 | Acc: 80.338% (5222/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s999ms | Loss: 0.605 | Acc: 80.318% (5301/6600) 66/100 [==========================================>......................] Step: 299ms | Tot: 20s298ms | Loss: 0.602 | Acc: 80.388% (5386/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s608ms | Loss: 0.604 | Acc: 80.368% (5465/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s908ms | Loss: 0.604 | Acc: 80.362% (5545/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s212ms | Loss: 0.607 | Acc: 80.257% (5618/7000) 70/100 [=============================================>...................] Step: 314ms | Tot: 21s527ms | Loss: 0.606 | Acc: 80.296% (5701/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s831ms | Loss: 0.606 | Acc: 80.278% (5780/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s137ms | Loss: 0.604 | Acc: 80.356% (5866/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s441ms | Loss: 0.605 | Acc: 80.311% (5943/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s746ms | Loss: 0.604 | Acc: 80.307% (6023/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s54ms | Loss: 0.603 | Acc: 80.303% (6103/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s362ms | Loss: 0.602 | Acc: 80.312% (6184/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s669ms | Loss: 0.603 | Acc: 80.308% (6264/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s973ms | Loss: 0.603 | Acc: 80.329% (6346/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s274ms | Loss: 0.603 | Acc: 80.312% (6425/8000) 80/100 [====================================================>............] Step: 313ms | Tot: 24s588ms | Loss: 0.602 | Acc: 80.321% (6506/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s893ms | Loss: 0.601 | Acc: 80.329% (6587/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s207ms | Loss: 0.603 | Acc: 80.241% (6660/8300) 83/100 [=====================================================>...........] Step: 311ms | Tot: 25s519ms | Loss: 0.602 | Acc: 80.202% (6737/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s824ms | Loss: 0.602 | Acc: 80.200% (6817/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 26s128ms | Loss: 0.604 | Acc: 80.186% (6896/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s437ms | Loss: 0.604 | Acc: 80.161% (6974/8700) 87/100 [========================================================>........] Step: 315ms | Tot: 26s752ms | Loss: 0.604 | Acc: 80.182% (7056/8800) 88/100 [=========================================================>.......] Step: 301ms | Tot: 27s54ms | Loss: 0.604 | Acc: 80.180% (7136/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s360ms | Loss: 0.603 | Acc: 80.222% (7220/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 27s673ms | Loss: 0.603 | Acc: 80.253% (7303/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 27s975ms | Loss: 0.601 | Acc: 80.315% (7389/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s278ms | Loss: 0.601 | Acc: 80.269% (7465/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s584ms | Loss: 0.599 | Acc: 80.330% (7551/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s888ms | Loss: 0.600 | Acc: 80.305% (7629/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s191ms | Loss: 0.598 | Acc: 80.365% (7715/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s498ms | Loss: 0.597 | Acc: 80.423% (7801/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s804ms | Loss: 0.598 | Acc: 80.378% (7877/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s112ms | Loss: 0.597 | Acc: 80.384% (7958/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s415ms | Loss: 0.597 | Acc: 80.380% (8038/10000) 100/100 + +Epoch: 52 + [>................................................................] Step: 617ms | Tot: 2ms | Loss: 0.501 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.487 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 387ms | Tot: 776ms | Loss: 0.442 | Acc: 84.635% (325/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s143ms | Loss: 0.436 | Acc: 85.156% (436/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s505ms | Loss: 0.433 | Acc: 85.312% (546/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s868ms | Loss: 0.448 | Acc: 84.245% (647/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s233ms | Loss: 0.435 | Acc: 85.156% (763/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s599ms | Loss: 0.441 | Acc: 84.961% (870/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s963ms | Loss: 0.431 | Acc: 85.330% (983/1152) 9/391 [=>...............................................................] Step: 357ms | Tot: 3s320ms | Loss: 0.435 | Acc: 85.234% (1091/1280) 10/391 [=>...............................................................] Step: 353ms | Tot: 3s674ms | Loss: 0.435 | Acc: 84.943% (1196/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s45ms | Loss: 0.436 | Acc: 84.896% (1304/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s408ms | Loss: 0.438 | Acc: 84.555% (1407/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s768ms | Loss: 0.440 | Acc: 84.542% (1515/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s131ms | Loss: 0.447 | Acc: 84.323% (1619/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s498ms | Loss: 0.440 | Acc: 84.570% (1732/2048) 16/391 [==>..............................................................] Step: 375ms | Tot: 5s874ms | Loss: 0.438 | Acc: 84.697% (1843/2176) 17/391 [==>..............................................................] Step: 386ms | Tot: 6s260ms | Loss: 0.436 | Acc: 84.722% (1952/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s623ms | Loss: 0.439 | Acc: 84.663% (2059/2432) 19/391 [===>.............................................................] Step: 368ms | Tot: 6s991ms | Loss: 0.440 | Acc: 84.688% (2168/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s360ms | Loss: 0.432 | Acc: 85.045% (2286/2688) 21/391 [===>.............................................................] Step: 384ms | Tot: 7s744ms | Loss: 0.430 | Acc: 85.121% (2397/2816) 22/391 [===>.............................................................] Step: 377ms | Tot: 8s122ms | Loss: 0.428 | Acc: 85.292% (2511/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s485ms | Loss: 0.424 | Acc: 85.417% (2624/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s848ms | Loss: 0.422 | Acc: 85.531% (2737/3200) 25/391 [====>............................................................] Step: 369ms | Tot: 9s217ms | Loss: 0.420 | Acc: 85.547% (2847/3328) 26/391 [====>............................................................] Step: 384ms | Tot: 9s602ms | Loss: 0.423 | Acc: 85.388% (2951/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s967ms | Loss: 0.425 | Acc: 85.435% (3062/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s331ms | Loss: 0.426 | Acc: 85.426% (3171/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s699ms | Loss: 0.426 | Acc: 85.339% (3277/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 11s58ms | Loss: 0.429 | Acc: 85.181% (3380/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s421ms | Loss: 0.430 | Acc: 84.912% (3478/4096) 32/391 [=====>...........................................................] Step: 368ms | Tot: 11s789ms | Loss: 0.431 | Acc: 84.943% (3588/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 12s153ms | Loss: 0.431 | Acc: 84.858% (3693/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s518ms | Loss: 0.431 | Acc: 84.888% (3803/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s880ms | Loss: 0.432 | Acc: 84.831% (3909/4608) 36/391 [=====>...........................................................] Step: 369ms | Tot: 13s249ms | Loss: 0.431 | Acc: 84.903% (4021/4736) 37/391 [======>..........................................................] Step: 366ms | Tot: 13s616ms | Loss: 0.430 | Acc: 84.910% (4130/4864) 38/391 [======>..........................................................] Step: 354ms | Tot: 13s971ms | Loss: 0.428 | Acc: 84.956% (4241/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s329ms | Loss: 0.426 | Acc: 85.039% (4354/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s690ms | Loss: 0.423 | Acc: 85.156% (4469/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 15s54ms | Loss: 0.427 | Acc: 85.045% (4572/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s420ms | Loss: 0.430 | Acc: 84.920% (4674/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s781ms | Loss: 0.432 | Acc: 84.837% (4778/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s144ms | Loss: 0.432 | Acc: 84.826% (4886/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s505ms | Loss: 0.431 | Acc: 84.868% (4997/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s862ms | Loss: 0.430 | Acc: 84.973% (5112/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s228ms | Loss: 0.431 | Acc: 84.896% (5216/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s591ms | Loss: 0.434 | Acc: 84.742% (5315/6272) 49/391 [========>........................................................] Step: 353ms | Tot: 17s944ms | Loss: 0.435 | Acc: 84.688% (5420/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s303ms | Loss: 0.437 | Acc: 84.666% (5527/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s663ms | Loss: 0.437 | Acc: 84.645% (5634/6656) 52/391 [========>........................................................] Step: 369ms | Tot: 19s32ms | Loss: 0.437 | Acc: 84.670% (5744/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s399ms | Loss: 0.436 | Acc: 84.693% (5854/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s762ms | Loss: 0.434 | Acc: 84.801% (5970/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 20s117ms | Loss: 0.434 | Acc: 84.752% (6075/7168) 56/391 [=========>.......................................................] Step: 355ms | Tot: 20s473ms | Loss: 0.435 | Acc: 84.731% (6182/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s830ms | Loss: 0.433 | Acc: 84.846% (6299/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s186ms | Loss: 0.432 | Acc: 84.852% (6408/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s547ms | Loss: 0.432 | Acc: 84.844% (6516/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s909ms | Loss: 0.429 | Acc: 84.926% (6631/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s266ms | Loss: 0.429 | Acc: 84.904% (6738/7936) 62/391 [==========>......................................................] Step: 376ms | Tot: 22s642ms | Loss: 0.430 | Acc: 84.896% (6846/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s2ms | Loss: 0.431 | Acc: 84.863% (6952/8192) 64/391 [==========>......................................................] Step: 352ms | Tot: 23s355ms | Loss: 0.430 | Acc: 84.940% (7067/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s717ms | Loss: 0.430 | Acc: 84.967% (7178/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s79ms | Loss: 0.431 | Acc: 84.923% (7283/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s442ms | Loss: 0.431 | Acc: 84.892% (7389/8704) 68/391 [===========>.....................................................] Step: 361ms | Tot: 24s804ms | Loss: 0.432 | Acc: 84.828% (7492/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s161ms | Loss: 0.432 | Acc: 84.788% (7597/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s526ms | Loss: 0.433 | Acc: 84.760% (7703/9088) 71/391 [===========>.....................................................] Step: 376ms | Tot: 25s902ms | Loss: 0.433 | Acc: 84.820% (7817/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s264ms | Loss: 0.433 | Acc: 84.814% (7925/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s626ms | Loss: 0.432 | Acc: 84.840% (8036/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s984ms | Loss: 0.432 | Acc: 84.875% (8148/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s344ms | Loss: 0.431 | Acc: 84.889% (8258/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s706ms | Loss: 0.432 | Acc: 84.821% (8360/9856) 77/391 [============>....................................................] Step: 356ms | Tot: 28s63ms | Loss: 0.433 | Acc: 84.806% (8467/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s430ms | Loss: 0.431 | Acc: 84.889% (8584/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s789ms | Loss: 0.431 | Acc: 84.902% (8694/10240) 80/391 [=============>...................................................] Step: 386ms | Tot: 29s176ms | Loss: 0.430 | Acc: 84.973% (8810/10368) 81/391 [=============>...................................................] Step: 373ms | Tot: 29s549ms | Loss: 0.428 | Acc: 85.023% (8924/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s910ms | Loss: 0.428 | Acc: 85.072% (9038/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s268ms | Loss: 0.430 | Acc: 84.989% (9138/10752) 84/391 [=============>...................................................] Step: 382ms | Tot: 30s650ms | Loss: 0.430 | Acc: 84.963% (9244/10880) 85/391 [==============>..................................................] Step: 372ms | Tot: 31s22ms | Loss: 0.428 | Acc: 85.038% (9361/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s387ms | Loss: 0.428 | Acc: 85.013% (9467/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s752ms | Loss: 0.427 | Acc: 85.050% (9580/11264) 88/391 [==============>..................................................] Step: 362ms | Tot: 32s115ms | Loss: 0.429 | Acc: 84.954% (9678/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s482ms | Loss: 0.428 | Acc: 84.991% (9791/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s839ms | Loss: 0.428 | Acc: 85.010% (9902/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 33s205ms | Loss: 0.428 | Acc: 84.986% (10008/11776) 92/391 [===============>.................................................] Step: 356ms | Tot: 33s562ms | Loss: 0.427 | Acc: 85.013% (10120/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 33s923ms | Loss: 0.427 | Acc: 85.032% (10231/12032) 94/391 [===============>.................................................] Step: 356ms | Tot: 34s279ms | Loss: 0.425 | Acc: 85.099% (10348/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s641ms | Loss: 0.425 | Acc: 85.124% (10460/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 34s999ms | Loss: 0.425 | Acc: 85.140% (10571/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s360ms | Loss: 0.424 | Acc: 85.164% (10683/12544) 98/391 [================>................................................] Step: 375ms | Tot: 35s735ms | Loss: 0.426 | Acc: 85.133% (10788/12672) 99/391 [================>................................................] Step: 369ms | Tot: 36s104ms | Loss: 0.425 | Acc: 85.195% (10905/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s469ms | Loss: 0.425 | Acc: 85.179% (11012/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s827ms | Loss: 0.426 | Acc: 85.172% (11120/13056) 102/391 [================>................................................] Step: 358ms | Tot: 37s185ms | Loss: 0.425 | Acc: 85.202% (11233/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s550ms | Loss: 0.427 | Acc: 85.111% (11330/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 37s920ms | Loss: 0.426 | Acc: 85.126% (11441/13440) 105/391 [=================>...............................................] Step: 373ms | Tot: 38s294ms | Loss: 0.426 | Acc: 85.119% (11549/13568) 106/391 [=================>...............................................] Step: 375ms | Tot: 38s669ms | Loss: 0.426 | Acc: 85.076% (11652/13696) 107/391 [=================>...............................................] Step: 374ms | Tot: 39s44ms | Loss: 0.425 | Acc: 85.091% (11763/13824) 108/391 [=================>...............................................] Step: 372ms | Tot: 39s416ms | Loss: 0.425 | Acc: 85.113% (11875/13952) 109/391 [==================>..............................................] Step: 377ms | Tot: 39s793ms | Loss: 0.425 | Acc: 85.128% (11986/14080) 110/391 [==================>..............................................] Step: 364ms | Tot: 40s158ms | Loss: 0.427 | Acc: 85.121% (12094/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 40s530ms | Loss: 0.427 | Acc: 85.100% (12200/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s888ms | Loss: 0.428 | Acc: 85.108% (12310/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s252ms | Loss: 0.428 | Acc: 85.074% (12414/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s616ms | Loss: 0.429 | Acc: 85.061% (12521/14720) 115/391 [===================>.............................................] Step: 374ms | Tot: 41s990ms | Loss: 0.428 | Acc: 85.109% (12637/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s358ms | Loss: 0.428 | Acc: 85.130% (12749/14976) 117/391 [===================>.............................................] Step: 366ms | Tot: 42s724ms | Loss: 0.428 | Acc: 85.143% (12860/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s81ms | Loss: 0.427 | Acc: 85.183% (12975/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s442ms | Loss: 0.427 | Acc: 85.169% (13082/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 43s798ms | Loss: 0.427 | Acc: 85.143% (13187/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 44s161ms | Loss: 0.428 | Acc: 85.131% (13294/15616) 122/391 [====================>............................................] Step: 352ms | Tot: 44s514ms | Loss: 0.428 | Acc: 85.144% (13405/15744) 123/391 [====================>............................................] Step: 350ms | Tot: 44s864ms | Loss: 0.427 | Acc: 85.156% (13516/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 45s219ms | Loss: 0.427 | Acc: 85.188% (13630/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s585ms | Loss: 0.427 | Acc: 85.169% (13736/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s946ms | Loss: 0.426 | Acc: 85.175% (13846/16256) 127/391 [=====================>...........................................] Step: 351ms | Tot: 46s297ms | Loss: 0.426 | Acc: 85.181% (13956/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s656ms | Loss: 0.425 | Acc: 85.223% (14072/16512) 129/391 [=====================>...........................................] Step: 348ms | Tot: 47s5ms | Loss: 0.425 | Acc: 85.204% (14178/16640) 130/391 [=====================>...........................................] Step: 389ms | Tot: 47s394ms | Loss: 0.424 | Acc: 85.252% (14295/16768) 131/391 [=====================>...........................................] Step: 400ms | Tot: 47s794ms | Loss: 0.425 | Acc: 85.233% (14401/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s158ms | Loss: 0.424 | Acc: 85.262% (14515/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s516ms | Loss: 0.424 | Acc: 85.255% (14623/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s880ms | Loss: 0.424 | Acc: 85.278% (14736/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s238ms | Loss: 0.423 | Acc: 85.300% (14849/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s607ms | Loss: 0.424 | Acc: 85.282% (14955/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 49s964ms | Loss: 0.424 | Acc: 85.292% (15066/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 50s320ms | Loss: 0.424 | Acc: 85.308% (15178/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s682ms | Loss: 0.423 | Acc: 85.335% (15292/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 51s38ms | Loss: 0.423 | Acc: 85.334% (15401/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 51s404ms | Loss: 0.423 | Acc: 85.360% (15515/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s764ms | Loss: 0.423 | Acc: 85.326% (15618/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 52s128ms | Loss: 0.424 | Acc: 85.314% (15725/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s491ms | Loss: 0.424 | Acc: 85.318% (15835/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s850ms | Loss: 0.424 | Acc: 85.317% (15944/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 53s210ms | Loss: 0.424 | Acc: 85.305% (16051/18816) 147/391 [========================>........................................] Step: 355ms | Tot: 53s565ms | Loss: 0.424 | Acc: 85.336% (16166/18944) 148/391 [========================>........................................] Step: 354ms | Tot: 53s920ms | Loss: 0.423 | Acc: 85.361% (16280/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s276ms | Loss: 0.423 | Acc: 85.375% (16392/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s640ms | Loss: 0.422 | Acc: 85.384% (16503/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s1ms | Loss: 0.422 | Acc: 85.398% (16615/19456) 152/391 [=========================>.......................................] Step: 367ms | Tot: 55s369ms | Loss: 0.422 | Acc: 85.422% (16729/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 55s724ms | Loss: 0.421 | Acc: 85.440% (16842/19712) 154/391 [=========================>.......................................] Step: 373ms | Tot: 56s98ms | Loss: 0.422 | Acc: 85.439% (16951/19840) 155/391 [=========================>.......................................] Step: 353ms | Tot: 56s451ms | Loss: 0.422 | Acc: 85.397% (17052/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s813ms | Loss: 0.423 | Acc: 85.395% (17161/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 57s168ms | Loss: 0.423 | Acc: 85.394% (17270/20224) 158/391 [==========================>......................................] Step: 354ms | Tot: 57s522ms | Loss: 0.423 | Acc: 85.397% (17380/20352) 159/391 [==========================>......................................] Step: 352ms | Tot: 57s874ms | Loss: 0.423 | Acc: 85.400% (17490/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s238ms | Loss: 0.423 | Acc: 85.423% (17604/20608) 161/391 [==========================>......................................] Step: 372ms | Tot: 58s611ms | Loss: 0.423 | Acc: 85.417% (17712/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 58s969ms | Loss: 0.422 | Acc: 85.453% (17829/20864) 163/391 [===========================>.....................................] Step: 353ms | Tot: 59s322ms | Loss: 0.422 | Acc: 85.433% (17934/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s678ms | Loss: 0.423 | Acc: 85.412% (18039/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 1m33ms | Loss: 0.422 | Acc: 85.439% (18154/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m394ms | Loss: 0.422 | Acc: 85.432% (18262/21376) 167/391 [===========================>.....................................] Step: 373ms | Tot: 1m767ms | Loss: 0.422 | Acc: 85.417% (18368/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.423 | Acc: 85.374% (18468/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.423 | Acc: 85.354% (18573/21760) 170/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.424 | Acc: 85.339% (18679/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.424 | Acc: 85.329% (18786/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.424 | Acc: 85.305% (18890/22144) 173/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.424 | Acc: 85.318% (19002/22272) 174/391 [============================>....................................] Step: 357ms | Tot: 1m3s | Loss: 0.423 | Acc: 85.317% (19111/22400) 175/391 [=============================>...................................] Step: 369ms | Tot: 1m3s | Loss: 0.424 | Acc: 85.298% (19216/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.425 | Acc: 85.284% (19322/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.425 | Acc: 85.275% (19429/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.425 | Acc: 85.252% (19533/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.425 | Acc: 85.265% (19645/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.425 | Acc: 85.273% (19756/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m5s | Loss: 0.425 | Acc: 85.276% (19866/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.425 | Acc: 85.246% (19968/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.426 | Acc: 85.224% (20072/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.426 | Acc: 85.241% (20185/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.425 | Acc: 85.253% (20297/23808) 186/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.425 | Acc: 85.248% (20405/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m7s | Loss: 0.425 | Acc: 85.256% (20516/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.424 | Acc: 85.280% (20631/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.425 | Acc: 85.259% (20735/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.425 | Acc: 85.214% (20833/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.426 | Acc: 85.205% (20940/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.426 | Acc: 85.197% (21047/24704) 193/391 [================================>................................] Step: 373ms | Tot: 1m10s | Loss: 0.426 | Acc: 85.188% (21154/24832) 194/391 [================================>................................] Step: 375ms | Tot: 1m10s | Loss: 0.426 | Acc: 85.192% (21264/24960) 195/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.425 | Acc: 85.196% (21374/25088) 196/391 [================================>................................] Step: 382ms | Tot: 1m11s | Loss: 0.426 | Acc: 85.160% (21474/25216) 197/391 [================================>................................] Step: 378ms | Tot: 1m11s | Loss: 0.427 | Acc: 85.125% (21574/25344) 198/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.427 | Acc: 85.125% (21683/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.427 | Acc: 85.117% (21790/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.427 | Acc: 85.125% (21901/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.427 | Acc: 85.133% (22012/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.427 | Acc: 85.122% (22118/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.427 | Acc: 85.122% (22227/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.428 | Acc: 85.122% (22336/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.427 | Acc: 85.145% (22451/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m14s | Loss: 0.428 | Acc: 85.119% (22553/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.428 | Acc: 85.104% (22658/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.428 | Acc: 85.096% (22765/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.428 | Acc: 85.115% (22879/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.428 | Acc: 85.112% (22987/27008) 211/391 [===================================>.............................] Step: 370ms | Tot: 1m16s | Loss: 0.428 | Acc: 85.130% (23101/27136) 212/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.429 | Acc: 85.087% (23198/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.428 | Acc: 85.112% (23314/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.429 | Acc: 85.102% (23420/27520) 215/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.428 | Acc: 85.102% (23529/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.429 | Acc: 85.102% (23638/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m18s | Loss: 0.429 | Acc: 85.117% (23751/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.429 | Acc: 85.128% (23863/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.428 | Acc: 85.128% (23972/28160) 220/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.429 | Acc: 85.132% (24082/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.428 | Acc: 85.146% (24195/28416) 222/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.429 | Acc: 85.139% (24302/28544) 223/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.429 | Acc: 85.125% (24407/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.429 | Acc: 85.115% (24513/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.429 | Acc: 85.115% (24622/28928) 226/391 [=====================================>...........................] Step: 353ms | Tot: 1m22s | Loss: 0.430 | Acc: 85.098% (24726/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.430 | Acc: 85.098% (24835/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.429 | Acc: 85.105% (24946/29312) 229/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.430 | Acc: 85.109% (25056/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.429 | Acc: 85.129% (25171/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.429 | Acc: 85.143% (25284/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.429 | Acc: 85.173% (25402/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.429 | Acc: 85.163% (25508/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.430 | Acc: 85.123% (25605/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.429 | Acc: 85.140% (25719/30208) 236/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.429 | Acc: 85.136% (25827/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.430 | Acc: 85.137% (25936/30464) 238/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.430 | Acc: 85.130% (26043/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.429 | Acc: 85.150% (26158/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.429 | Acc: 85.153% (26268/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.429 | Acc: 85.153% (26377/30976) 242/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.429 | Acc: 85.156% (26487/31104) 243/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.429 | Acc: 85.131% (26588/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.429 | Acc: 85.134% (26698/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.429 | Acc: 85.121% (26803/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.429 | Acc: 85.137% (26917/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.428 | Acc: 85.153% (27031/31744) 248/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.428 | Acc: 85.153% (27140/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.428 | Acc: 85.166% (27253/32000) 250/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.428 | Acc: 85.184% (27368/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.427 | Acc: 85.200% (27482/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.427 | Acc: 85.209% (27594/32384) 253/391 [==========================================>......................] Step: 354ms | Tot: 1m31s | Loss: 0.427 | Acc: 85.193% (27698/32512) 254/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.428 | Acc: 85.199% (27809/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.428 | Acc: 85.208% (27921/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.428 | Acc: 85.199% (28027/32896) 257/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.429 | Acc: 85.174% (28128/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.429 | Acc: 85.168% (28235/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.429 | Acc: 85.177% (28347/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.429 | Acc: 85.168% (28453/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.429 | Acc: 85.165% (28561/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.429 | Acc: 85.177% (28674/33664) 263/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.429 | Acc: 85.174% (28782/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.428 | Acc: 85.177% (28892/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m36s | Loss: 0.429 | Acc: 85.162% (28996/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.429 | Acc: 85.174% (29109/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.429 | Acc: 85.168% (29216/34304) 268/391 [============================================>....................] Step: 352ms | Tot: 1m37s | Loss: 0.429 | Acc: 85.165% (29324/34432) 269/391 [============================================>....................] Step: 376ms | Tot: 1m37s | Loss: 0.430 | Acc: 85.150% (29428/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.431 | Acc: 85.139% (29533/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.431 | Acc: 85.139% (29642/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.431 | Acc: 85.116% (29743/34944) 273/391 [=============================================>...................] Step: 350ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.102% (29847/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.116% (29961/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.119% (30071/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.125% (30182/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.131% (30293/35584) 278/391 [==============================================>..................] Step: 367ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.123% (30399/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.431 | Acc: 85.131% (30511/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.431 | Acc: 85.128% (30619/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.431 | Acc: 85.126% (30727/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.431 | Acc: 85.123% (30835/36224) 283/391 [===============================================>.................] Step: 374ms | Tot: 1m42s | Loss: 0.431 | Acc: 85.118% (30942/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.431 | Acc: 85.121% (31052/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.431 | Acc: 85.123% (31162/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.431 | Acc: 85.134% (31275/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.432 | Acc: 85.121% (31379/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.432 | Acc: 85.108% (31483/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m44s | Loss: 0.432 | Acc: 85.100% (31589/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.432 | Acc: 85.111% (31702/37248) 291/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.432 | Acc: 85.119% (31814/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.432 | Acc: 85.119% (31923/37504) 293/391 [================================================>................] Step: 354ms | Tot: 1m46s | Loss: 0.432 | Acc: 85.103% (32026/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.433 | Acc: 85.082% (32127/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.432 | Acc: 85.096% (32241/37888) 296/391 [=================================================>...............] Step: 373ms | Tot: 1m47s | Loss: 0.432 | Acc: 85.104% (32353/38016) 297/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.085% (32455/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.432 | Acc: 85.099% (32569/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.432 | Acc: 85.091% (32675/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.433 | Acc: 85.081% (32780/38528) 301/391 [==================================================>..............] Step: 353ms | Tot: 1m49s | Loss: 0.433 | Acc: 85.086% (32891/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.433 | Acc: 85.097% (33004/38784) 303/391 [==================================================>..............] Step: 381ms | Tot: 1m50s | Loss: 0.432 | Acc: 85.107% (33117/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.432 | Acc: 85.100% (33223/39040) 305/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.432 | Acc: 85.105% (33334/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.432 | Acc: 85.098% (33440/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.432 | Acc: 85.108% (33553/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.432 | Acc: 85.113% (33664/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.432 | Acc: 85.111% (33772/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.433 | Acc: 85.098% (33876/39808) 311/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.432 | Acc: 85.111% (33990/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.433 | Acc: 85.101% (34095/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.433 | Acc: 85.106% (34206/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.433 | Acc: 85.097% (34311/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.432 | Acc: 85.107% (34424/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.432 | Acc: 85.114% (34536/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.432 | Acc: 85.122% (34648/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.432 | Acc: 85.127% (34759/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.105% (34859/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.432 | Acc: 85.125% (34976/41088) 321/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.110% (35079/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.118% (35191/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.432 | Acc: 85.137% (35308/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.432 | Acc: 85.142% (35419/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.432 | Acc: 85.139% (35527/41728) 326/391 [======================================================>..........] Step: 352ms | Tot: 1m58s | Loss: 0.432 | Acc: 85.137% (35635/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.432 | Acc: 85.132% (35742/41984) 328/391 [======================================================>..........] Step: 352ms | Tot: 1m59s | Loss: 0.432 | Acc: 85.130% (35850/42112) 329/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.432 | Acc: 85.133% (35960/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.432 | Acc: 85.137% (36071/42368) 331/391 [=======================================================>.........] Step: 356ms | Tot: 2m151ms | Loss: 0.432 | Acc: 85.144% (36183/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m519ms | Loss: 0.432 | Acc: 85.152% (36295/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m877ms | Loss: 0.432 | Acc: 85.156% (36406/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.432 | Acc: 85.145% (36510/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.432 | Acc: 85.138% (36616/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.432 | Acc: 85.140% (36726/43136) 337/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.129% (36830/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.433 | Acc: 85.115% (36933/43392) 339/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.433 | Acc: 85.119% (37044/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.433 | Acc: 85.113% (37150/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.433 | Acc: 85.104% (37255/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.433 | Acc: 85.090% (37358/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.433 | Acc: 85.072% (37459/44032) 344/391 [=========================================================>.......] Step: 350ms | Tot: 2m4s | Loss: 0.433 | Acc: 85.072% (37568/44160) 345/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.433 | Acc: 85.077% (37679/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.433 | Acc: 85.086% (37792/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.433 | Acc: 85.093% (37904/44544) 348/391 [=========================================================>.......] Step: 352ms | Tot: 2m6s | Loss: 0.432 | Acc: 85.114% (38022/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m6s | Loss: 0.433 | Acc: 85.085% (38118/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m6s | Loss: 0.433 | Acc: 85.083% (38226/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.433 | Acc: 85.083% (38335/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.432 | Acc: 85.096% (38450/45184) 353/391 [==========================================================>......] Step: 354ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.099% (38560/45312) 354/391 [==========================================================>......] Step: 350ms | Tot: 2m8s | Loss: 0.433 | Acc: 85.090% (38665/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.097% (38777/45568) 356/391 [===========================================================>.....] Step: 352ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.097% (38886/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.089% (38991/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.102% (39106/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.432 | Acc: 85.106% (39217/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.432 | Acc: 85.111% (39328/46208) 361/391 [============================================================>....] Step: 354ms | Tot: 2m10s | Loss: 0.432 | Acc: 85.092% (39428/46336) 362/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.432 | Acc: 85.092% (39537/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.432 | Acc: 85.081% (39641/46592) 364/391 [============================================================>....] Step: 351ms | Tot: 2m11s | Loss: 0.433 | Acc: 85.083% (39751/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.433 | Acc: 85.079% (39858/46848) 366/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.433 | Acc: 85.073% (39964/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.073% (40073/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.061% (40176/47232) 369/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.076% (40292/47360) 370/391 [=============================================================>...] Step: 372ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.074% (40400/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.068% (40506/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.072% (40617/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.434 | Acc: 85.058% (40719/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.056% (40827/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.063% (40939/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.434 | Acc: 85.048% (41041/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.434 | Acc: 85.032% (41142/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.434 | Acc: 85.028% (41249/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.434 | Acc: 85.035% (41361/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m17s | Loss: 0.433 | Acc: 85.052% (41478/48768) 381/391 [===============================================================>.] Step: 349ms | Tot: 2m18s | Loss: 0.434 | Acc: 85.056% (41589/48896) 382/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.434 | Acc: 85.056% (41698/49024) 383/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.433 | Acc: 85.059% (41808/49152) 384/391 [===============================================================>.] Step: 354ms | Tot: 2m19s | Loss: 0.433 | Acc: 85.063% (41919/49280) 385/391 [================================================================>] Step: 368ms | Tot: 2m19s | Loss: 0.433 | Acc: 85.065% (42029/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m19s | Loss: 0.433 | Acc: 85.069% (42140/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.433 | Acc: 85.072% (42250/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.433 | Acc: 85.072% (42359/49792) 389/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.433 | Acc: 85.074% (42469/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m21s | Loss: 0.433 | Acc: 85.082% (42541/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.480 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 301ms | Tot: 304ms | Loss: 0.538 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 291ms | Tot: 595ms | Loss: 0.501 | Acc: 82.667% (248/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 896ms | Loss: 0.499 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 304ms | Tot: 1s201ms | Loss: 0.508 | Acc: 83.000% (415/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s505ms | Loss: 0.471 | Acc: 84.333% (506/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s808ms | Loss: 0.473 | Acc: 84.571% (592/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s113ms | Loss: 0.481 | Acc: 84.000% (672/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s417ms | Loss: 0.492 | Acc: 83.556% (752/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s722ms | Loss: 0.474 | Acc: 84.100% (841/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s30ms | Loss: 0.474 | Acc: 83.636% (920/1100) 11/100 [=======>.........................................................] Step: 317ms | Tot: 3s348ms | Loss: 0.481 | Acc: 83.750% (1005/1200) 12/100 [=======>.........................................................] Step: 314ms | Tot: 3s663ms | Loss: 0.480 | Acc: 83.462% (1085/1300) 13/100 [========>........................................................] Step: 318ms | Tot: 3s982ms | Loss: 0.484 | Acc: 83.571% (1170/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s286ms | Loss: 0.476 | Acc: 83.667% (1255/1500) 15/100 [=========>.......................................................] Step: 309ms | Tot: 4s596ms | Loss: 0.477 | Acc: 83.562% (1337/1600) 16/100 [==========>......................................................] Step: 321ms | Tot: 4s918ms | Loss: 0.480 | Acc: 83.647% (1422/1700) 17/100 [===========>.....................................................] Step: 327ms | Tot: 5s245ms | Loss: 0.481 | Acc: 83.444% (1502/1800) 18/100 [===========>.....................................................] Step: 314ms | Tot: 5s559ms | Loss: 0.485 | Acc: 83.421% (1585/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s872ms | Loss: 0.503 | Acc: 83.200% (1664/2000) 20/100 [=============>...................................................] Step: 313ms | Tot: 6s186ms | Loss: 0.504 | Acc: 83.095% (1745/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s493ms | Loss: 0.502 | Acc: 83.000% (1826/2200) 22/100 [==============>..................................................] Step: 320ms | Tot: 6s814ms | Loss: 0.506 | Acc: 82.783% (1904/2300) 23/100 [==============>..................................................] Step: 318ms | Tot: 7s133ms | Loss: 0.506 | Acc: 82.750% (1986/2400) 24/100 [===============>.................................................] Step: 321ms | Tot: 7s454ms | Loss: 0.505 | Acc: 82.840% (2071/2500) 25/100 [================>................................................] Step: 321ms | Tot: 7s775ms | Loss: 0.508 | Acc: 82.923% (2156/2600) 26/100 [================>................................................] Step: 306ms | Tot: 8s81ms | Loss: 0.501 | Acc: 83.074% (2243/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s386ms | Loss: 0.506 | Acc: 82.857% (2320/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s694ms | Loss: 0.508 | Acc: 82.931% (2405/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 9s1ms | Loss: 0.506 | Acc: 82.933% (2488/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s306ms | Loss: 0.507 | Acc: 82.871% (2569/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s611ms | Loss: 0.505 | Acc: 83.000% (2656/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s917ms | Loss: 0.504 | Acc: 82.939% (2737/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s224ms | Loss: 0.506 | Acc: 82.735% (2813/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s532ms | Loss: 0.513 | Acc: 82.571% (2890/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s835ms | Loss: 0.509 | Acc: 82.611% (2974/3600) 36/100 [=======================>.........................................] Step: 311ms | Tot: 11s147ms | Loss: 0.514 | Acc: 82.595% (3056/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s447ms | Loss: 0.517 | Acc: 82.579% (3138/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s760ms | Loss: 0.516 | Acc: 82.590% (3221/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 12s65ms | Loss: 0.517 | Acc: 82.650% (3306/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s373ms | Loss: 0.520 | Acc: 82.610% (3387/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s685ms | Loss: 0.520 | Acc: 82.595% (3469/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s986ms | Loss: 0.518 | Acc: 82.698% (3556/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s292ms | Loss: 0.522 | Acc: 82.705% (3639/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s597ms | Loss: 0.519 | Acc: 82.800% (3726/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s905ms | Loss: 0.522 | Acc: 82.717% (3805/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s218ms | Loss: 0.521 | Acc: 82.766% (3890/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s528ms | Loss: 0.522 | Acc: 82.708% (3970/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s834ms | Loss: 0.519 | Acc: 82.776% (4056/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s138ms | Loss: 0.520 | Acc: 82.680% (4134/5000) 50/100 [================================>................................] Step: 313ms | Tot: 15s451ms | Loss: 0.520 | Acc: 82.686% (4217/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s760ms | Loss: 0.522 | Acc: 82.635% (4297/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 16s71ms | Loss: 0.524 | Acc: 82.528% (4374/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s384ms | Loss: 0.523 | Acc: 82.537% (4457/5400) 54/100 [===================================>.............................] Step: 303ms | Tot: 16s687ms | Loss: 0.523 | Acc: 82.509% (4538/5500) 55/100 [===================================>.............................] Step: 300ms | Tot: 16s987ms | Loss: 0.525 | Acc: 82.464% (4618/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s299ms | Loss: 0.525 | Acc: 82.421% (4698/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s601ms | Loss: 0.524 | Acc: 82.483% (4784/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s914ms | Loss: 0.526 | Acc: 82.373% (4860/5900) 59/100 [======================================>..........................] Step: 312ms | Tot: 18s226ms | Loss: 0.528 | Acc: 82.417% (4945/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s535ms | Loss: 0.529 | Acc: 82.377% (5025/6100) 61/100 [=======================================>.........................] Step: 319ms | Tot: 18s855ms | Loss: 0.529 | Acc: 82.419% (5110/6200) 62/100 [========================================>........................] Step: 305ms | Tot: 19s161ms | Loss: 0.528 | Acc: 82.492% (5197/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s470ms | Loss: 0.524 | Acc: 82.578% (5285/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s776ms | Loss: 0.527 | Acc: 82.523% (5364/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 20s90ms | Loss: 0.527 | Acc: 82.500% (5445/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s397ms | Loss: 0.524 | Acc: 82.612% (5535/6700) 67/100 [===========================================>.....................] Step: 316ms | Tot: 20s714ms | Loss: 0.524 | Acc: 82.618% (5618/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 21s28ms | Loss: 0.524 | Acc: 82.638% (5702/6900) 69/100 [============================================>....................] Step: 299ms | Tot: 21s328ms | Loss: 0.525 | Acc: 82.643% (5785/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s639ms | Loss: 0.527 | Acc: 82.563% (5862/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s940ms | Loss: 0.526 | Acc: 82.583% (5946/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s251ms | Loss: 0.524 | Acc: 82.671% (6035/7300) 73/100 [===============================================>.................] Step: 325ms | Tot: 22s577ms | Loss: 0.526 | Acc: 82.635% (6115/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s887ms | Loss: 0.525 | Acc: 82.587% (6194/7500) 75/100 [================================================>................] Step: 306ms | Tot: 23s194ms | Loss: 0.525 | Acc: 82.566% (6275/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s498ms | Loss: 0.525 | Acc: 82.545% (6356/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s810ms | Loss: 0.526 | Acc: 82.577% (6441/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s121ms | Loss: 0.524 | Acc: 82.595% (6525/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s430ms | Loss: 0.522 | Acc: 82.625% (6610/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s746ms | Loss: 0.520 | Acc: 82.667% (6696/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 25s53ms | Loss: 0.520 | Acc: 82.671% (6779/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s366ms | Loss: 0.521 | Acc: 82.675% (6862/8300) 83/100 [=====================================================>...........] Step: 317ms | Tot: 25s683ms | Loss: 0.522 | Acc: 82.619% (6940/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s988ms | Loss: 0.523 | Acc: 82.565% (7018/8500) 85/100 [=======================================================>.........] Step: 318ms | Tot: 26s307ms | Loss: 0.524 | Acc: 82.558% (7100/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s618ms | Loss: 0.524 | Acc: 82.552% (7182/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s929ms | Loss: 0.524 | Acc: 82.534% (7263/8800) 88/100 [=========================================================>.......] Step: 312ms | Tot: 27s242ms | Loss: 0.524 | Acc: 82.517% (7344/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s547ms | Loss: 0.524 | Acc: 82.522% (7427/9000) 90/100 [==========================================================>......] Step: 312ms | Tot: 27s859ms | Loss: 0.523 | Acc: 82.505% (7508/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 28s164ms | Loss: 0.521 | Acc: 82.576% (7597/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s474ms | Loss: 0.521 | Acc: 82.581% (7680/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s787ms | Loss: 0.522 | Acc: 82.553% (7760/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s96ms | Loss: 0.522 | Acc: 82.547% (7842/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s399ms | Loss: 0.520 | Acc: 82.604% (7930/9600) 96/100 [==============================================================>..] Step: 314ms | Tot: 29s713ms | Loss: 0.520 | Acc: 82.629% (8015/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 30s13ms | Loss: 0.520 | Acc: 82.602% (8095/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s322ms | Loss: 0.522 | Acc: 82.566% (8174/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s633ms | Loss: 0.522 | Acc: 82.600% (8260/10000) 100/100 + +Epoch: 53 + [>................................................................] Step: 614ms | Tot: 2ms | Loss: 0.467 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.454 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 377ms | Tot: 766ms | Loss: 0.412 | Acc: 85.677% (329/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s137ms | Loss: 0.420 | Acc: 83.789% (429/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s509ms | Loss: 0.438 | Acc: 83.438% (534/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s881ms | Loss: 0.418 | Acc: 84.245% (647/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s245ms | Loss: 0.404 | Acc: 85.045% (762/896) 7/391 [=>...............................................................] Step: 374ms | Tot: 2s620ms | Loss: 0.399 | Acc: 85.840% (879/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s984ms | Loss: 0.393 | Acc: 85.938% (990/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s347ms | Loss: 0.391 | Acc: 85.938% (1100/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s710ms | Loss: 0.387 | Acc: 86.080% (1212/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s67ms | Loss: 0.394 | Acc: 85.938% (1320/1536) 12/391 [=>...............................................................] Step: 355ms | Tot: 4s422ms | Loss: 0.401 | Acc: 85.577% (1424/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s785ms | Loss: 0.410 | Acc: 85.379% (1530/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s148ms | Loss: 0.411 | Acc: 85.312% (1638/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s513ms | Loss: 0.418 | Acc: 85.205% (1745/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s874ms | Loss: 0.415 | Acc: 85.156% (1853/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s236ms | Loss: 0.418 | Acc: 84.983% (1958/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s606ms | Loss: 0.422 | Acc: 84.786% (2062/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 6s966ms | Loss: 0.424 | Acc: 84.883% (2173/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s327ms | Loss: 0.424 | Acc: 84.821% (2280/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s686ms | Loss: 0.423 | Acc: 84.908% (2391/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s56ms | Loss: 0.428 | Acc: 84.783% (2496/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s418ms | Loss: 0.430 | Acc: 84.668% (2601/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s778ms | Loss: 0.430 | Acc: 84.719% (2711/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s139ms | Loss: 0.430 | Acc: 84.796% (2822/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 9s507ms | Loss: 0.429 | Acc: 84.809% (2931/3456) 27/391 [====>............................................................] Step: 380ms | Tot: 9s887ms | Loss: 0.432 | Acc: 84.682% (3035/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s243ms | Loss: 0.436 | Acc: 84.537% (3138/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s611ms | Loss: 0.432 | Acc: 84.766% (3255/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s970ms | Loss: 0.430 | Acc: 84.677% (3360/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 11s337ms | Loss: 0.429 | Acc: 84.741% (3471/4096) 32/391 [=====>...........................................................] Step: 379ms | Tot: 11s716ms | Loss: 0.425 | Acc: 84.967% (3589/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 12s73ms | Loss: 0.424 | Acc: 84.995% (3699/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s432ms | Loss: 0.426 | Acc: 84.955% (3806/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s789ms | Loss: 0.424 | Acc: 85.026% (3918/4608) 36/391 [=====>...........................................................] Step: 373ms | Tot: 13s163ms | Loss: 0.423 | Acc: 85.114% (4031/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s531ms | Loss: 0.422 | Acc: 85.197% (4144/4864) 38/391 [======>..........................................................] Step: 354ms | Tot: 13s886ms | Loss: 0.423 | Acc: 85.236% (4255/4992) 39/391 [======>..........................................................] Step: 354ms | Tot: 14s240ms | Loss: 0.420 | Acc: 85.352% (4370/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s606ms | Loss: 0.421 | Acc: 85.309% (4477/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 14s974ms | Loss: 0.423 | Acc: 85.268% (4584/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s339ms | Loss: 0.421 | Acc: 85.283% (4694/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s695ms | Loss: 0.424 | Acc: 85.245% (4801/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s60ms | Loss: 0.427 | Acc: 85.174% (4906/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s421ms | Loss: 0.424 | Acc: 85.309% (5023/5888) 46/391 [=======>.........................................................] Step: 368ms | Tot: 16s789ms | Loss: 0.426 | Acc: 85.289% (5131/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s148ms | Loss: 0.428 | Acc: 85.254% (5238/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s512ms | Loss: 0.429 | Acc: 85.156% (5341/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 17s874ms | Loss: 0.426 | Acc: 85.266% (5457/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s239ms | Loss: 0.425 | Acc: 85.340% (5571/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s606ms | Loss: 0.427 | Acc: 85.261% (5675/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 18s972ms | Loss: 0.427 | Acc: 85.289% (5786/6784) 53/391 [========>........................................................] Step: 356ms | Tot: 19s329ms | Loss: 0.426 | Acc: 85.330% (5898/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s689ms | Loss: 0.425 | Acc: 85.369% (6010/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s51ms | Loss: 0.426 | Acc: 85.338% (6117/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s416ms | Loss: 0.426 | Acc: 85.307% (6224/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s773ms | Loss: 0.424 | Acc: 85.372% (6338/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s140ms | Loss: 0.424 | Acc: 85.368% (6447/7552) 59/391 [=========>.......................................................] Step: 375ms | Tot: 21s516ms | Loss: 0.424 | Acc: 85.339% (6554/7680) 60/391 [=========>.......................................................] Step: 372ms | Tot: 21s888ms | Loss: 0.423 | Acc: 85.412% (6669/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s251ms | Loss: 0.425 | Acc: 85.383% (6776/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s617ms | Loss: 0.426 | Acc: 85.342% (6882/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 22s983ms | Loss: 0.428 | Acc: 85.242% (6983/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s340ms | Loss: 0.428 | Acc: 85.264% (7094/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s700ms | Loss: 0.428 | Acc: 85.275% (7204/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s59ms | Loss: 0.427 | Acc: 85.296% (7315/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s423ms | Loss: 0.426 | Acc: 85.352% (7429/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s786ms | Loss: 0.429 | Acc: 85.292% (7533/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s146ms | Loss: 0.428 | Acc: 85.324% (7645/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s509ms | Loss: 0.427 | Acc: 85.354% (7757/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 25s867ms | Loss: 0.426 | Acc: 85.395% (7870/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s230ms | Loss: 0.426 | Acc: 85.424% (7982/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s596ms | Loss: 0.426 | Acc: 85.420% (8091/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 26s959ms | Loss: 0.425 | Acc: 85.458% (8204/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s327ms | Loss: 0.425 | Acc: 85.516% (8319/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s689ms | Loss: 0.425 | Acc: 85.511% (8428/9856) 77/391 [============>....................................................] Step: 375ms | Tot: 28s65ms | Loss: 0.423 | Acc: 85.577% (8544/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s426ms | Loss: 0.424 | Acc: 85.572% (8653/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s784ms | Loss: 0.425 | Acc: 85.508% (8756/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 29s147ms | Loss: 0.424 | Acc: 85.503% (8865/10368) 81/391 [=============>...................................................] Step: 372ms | Tot: 29s520ms | Loss: 0.424 | Acc: 85.490% (8973/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 29s888ms | Loss: 0.424 | Acc: 85.514% (9085/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s249ms | Loss: 0.424 | Acc: 85.519% (9195/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s609ms | Loss: 0.424 | Acc: 85.551% (9308/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s965ms | Loss: 0.422 | Acc: 85.638% (9427/11008) 86/391 [==============>..................................................] Step: 360ms | Tot: 31s326ms | Loss: 0.423 | Acc: 85.596% (9532/11136) 87/391 [==============>..................................................] Step: 372ms | Tot: 31s698ms | Loss: 0.423 | Acc: 85.591% (9641/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s57ms | Loss: 0.425 | Acc: 85.516% (9742/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s418ms | Loss: 0.428 | Acc: 85.408% (9839/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 32s776ms | Loss: 0.428 | Acc: 85.388% (9946/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s141ms | Loss: 0.428 | Acc: 85.411% (10058/11776) 92/391 [===============>.................................................] Step: 371ms | Tot: 33s512ms | Loss: 0.428 | Acc: 85.417% (10168/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s876ms | Loss: 0.429 | Acc: 85.397% (10275/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s239ms | Loss: 0.430 | Acc: 85.354% (10379/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s606ms | Loss: 0.430 | Acc: 85.360% (10489/12288) 96/391 [===============>.................................................] Step: 354ms | Tot: 34s960ms | Loss: 0.430 | Acc: 85.366% (10599/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s319ms | Loss: 0.431 | Acc: 85.364% (10708/12544) 98/391 [================>................................................] Step: 367ms | Tot: 35s686ms | Loss: 0.430 | Acc: 85.354% (10816/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s45ms | Loss: 0.431 | Acc: 85.320% (10921/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s405ms | Loss: 0.431 | Acc: 85.311% (11029/12928) 101/391 [================>................................................] Step: 356ms | Tot: 36s761ms | Loss: 0.431 | Acc: 85.309% (11138/13056) 102/391 [================>................................................] Step: 365ms | Tot: 37s127ms | Loss: 0.432 | Acc: 85.293% (11245/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s494ms | Loss: 0.432 | Acc: 85.284% (11353/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 37s860ms | Loss: 0.431 | Acc: 85.320% (11467/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s224ms | Loss: 0.432 | Acc: 85.304% (11574/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s584ms | Loss: 0.431 | Acc: 85.368% (11692/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 38s946ms | Loss: 0.432 | Acc: 85.337% (11797/13824) 108/391 [=================>...............................................] Step: 354ms | Tot: 39s300ms | Loss: 0.433 | Acc: 85.343% (11907/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s662ms | Loss: 0.433 | Acc: 85.334% (12015/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 40s23ms | Loss: 0.434 | Acc: 85.269% (12115/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s382ms | Loss: 0.433 | Acc: 85.289% (12227/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s741ms | Loss: 0.434 | Acc: 85.260% (12332/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s107ms | Loss: 0.434 | Acc: 85.259% (12441/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s468ms | Loss: 0.435 | Acc: 85.211% (12543/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 41s825ms | Loss: 0.435 | Acc: 85.210% (12652/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s192ms | Loss: 0.435 | Acc: 85.236% (12765/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s553ms | Loss: 0.434 | Acc: 85.242% (12875/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 42s911ms | Loss: 0.434 | Acc: 85.261% (12987/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s272ms | Loss: 0.433 | Acc: 85.286% (13100/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s638ms | Loss: 0.433 | Acc: 85.311% (13213/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s5ms | Loss: 0.433 | Acc: 85.297% (13320/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s371ms | Loss: 0.432 | Acc: 85.315% (13432/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s730ms | Loss: 0.432 | Acc: 85.345% (13546/15872) 124/391 [====================>............................................] Step: 370ms | Tot: 45s101ms | Loss: 0.432 | Acc: 85.312% (13650/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s463ms | Loss: 0.431 | Acc: 85.311% (13759/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 45s819ms | Loss: 0.433 | Acc: 85.230% (13855/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s176ms | Loss: 0.432 | Acc: 85.223% (13963/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 46s546ms | Loss: 0.432 | Acc: 85.235% (14074/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s910ms | Loss: 0.432 | Acc: 85.258% (14187/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 47s266ms | Loss: 0.432 | Acc: 85.258% (14296/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 47s638ms | Loss: 0.431 | Acc: 85.275% (14408/16896) 132/391 [=====================>...........................................] Step: 354ms | Tot: 47s993ms | Loss: 0.431 | Acc: 85.262% (14515/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 48s359ms | Loss: 0.431 | Acc: 85.244% (14621/17152) 134/391 [======================>..........................................] Step: 361ms | Tot: 48s721ms | Loss: 0.431 | Acc: 85.243% (14730/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s83ms | Loss: 0.431 | Acc: 85.231% (14837/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s440ms | Loss: 0.431 | Acc: 85.208% (14942/17536) 137/391 [======================>..........................................] Step: 352ms | Tot: 49s793ms | Loss: 0.430 | Acc: 85.236% (15056/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 50s149ms | Loss: 0.430 | Acc: 85.241% (15166/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s509ms | Loss: 0.430 | Acc: 85.262% (15279/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 50s872ms | Loss: 0.429 | Acc: 85.278% (15391/18048) 141/391 [=======================>.........................................] Step: 358ms | Tot: 51s231ms | Loss: 0.430 | Acc: 85.228% (15491/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 51s589ms | Loss: 0.430 | Acc: 85.249% (15604/18304) 143/391 [=======================>.........................................] Step: 373ms | Tot: 51s963ms | Loss: 0.431 | Acc: 85.221% (15708/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s323ms | Loss: 0.430 | Acc: 85.232% (15819/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s685ms | Loss: 0.431 | Acc: 85.242% (15930/18688) 146/391 [========================>........................................] Step: 352ms | Tot: 53s38ms | Loss: 0.431 | Acc: 85.236% (16038/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s394ms | Loss: 0.431 | Acc: 85.225% (16145/18944) 148/391 [========================>........................................] Step: 355ms | Tot: 53s749ms | Loss: 0.431 | Acc: 85.266% (16262/19072) 149/391 [========================>........................................] Step: 374ms | Tot: 54s124ms | Loss: 0.432 | Acc: 85.250% (16368/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s491ms | Loss: 0.432 | Acc: 85.213% (16470/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 54s850ms | Loss: 0.432 | Acc: 85.238% (16584/19456) 152/391 [=========================>.......................................] Step: 352ms | Tot: 55s203ms | Loss: 0.431 | Acc: 85.274% (16700/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s567ms | Loss: 0.431 | Acc: 85.288% (16812/19712) 154/391 [=========================>.......................................] Step: 353ms | Tot: 55s921ms | Loss: 0.430 | Acc: 85.302% (16924/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 56s279ms | Loss: 0.430 | Acc: 85.301% (17033/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 56s644ms | Loss: 0.430 | Acc: 85.311% (17144/20096) 157/391 [==========================>......................................] Step: 366ms | Tot: 57s10ms | Loss: 0.430 | Acc: 85.310% (17253/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s375ms | Loss: 0.430 | Acc: 85.294% (17359/20352) 159/391 [==========================>......................................] Step: 352ms | Tot: 57s728ms | Loss: 0.429 | Acc: 85.298% (17469/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s89ms | Loss: 0.430 | Acc: 85.287% (17576/20608) 161/391 [==========================>......................................] Step: 374ms | Tot: 58s463ms | Loss: 0.429 | Acc: 85.282% (17684/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 58s828ms | Loss: 0.430 | Acc: 85.252% (17787/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s189ms | Loss: 0.430 | Acc: 85.237% (17893/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s553ms | Loss: 0.430 | Acc: 85.251% (18005/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 59s918ms | Loss: 0.431 | Acc: 85.227% (18109/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m285ms | Loss: 0.431 | Acc: 85.217% (18216/21376) 167/391 [===========================>.....................................] Step: 369ms | Tot: 1m654ms | Loss: 0.432 | Acc: 85.161% (18313/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.432 | Acc: 85.133% (18416/21632) 169/391 [============================>....................................] Step: 369ms | Tot: 1m1s | Loss: 0.433 | Acc: 85.119% (18522/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.432 | Acc: 85.133% (18634/21888) 171/391 [============================>....................................] Step: 352ms | Tot: 1m2s | Loss: 0.432 | Acc: 85.152% (18747/22016) 172/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.432 | Acc: 85.152% (18856/22144) 173/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.431 | Acc: 85.152% (18965/22272) 174/391 [============================>....................................] Step: 356ms | Tot: 1m3s | Loss: 0.431 | Acc: 85.174% (19079/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.431 | Acc: 85.165% (19186/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.431 | Acc: 85.174% (19297/22656) 177/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.431 | Acc: 85.174% (19406/22784) 178/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.431 | Acc: 85.161% (19512/22912) 179/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.431 | Acc: 85.174% (19624/23040) 180/391 [=============================>...................................] Step: 349ms | Tot: 1m5s | Loss: 0.431 | Acc: 85.182% (19735/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.431 | Acc: 85.178% (19843/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.156% (19947/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.160% (20057/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.173% (20169/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.431 | Acc: 85.160% (20275/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.433 | Acc: 85.119% (20374/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.434 | Acc: 85.073% (20472/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.433 | Acc: 85.078% (20582/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.433 | Acc: 85.086% (20693/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.432 | Acc: 85.103% (20806/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.432 | Acc: 85.103% (20915/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.432 | Acc: 85.100% (21023/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.432 | Acc: 85.088% (21129/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.432 | Acc: 85.088% (21238/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.432 | Acc: 85.085% (21346/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.432 | Acc: 85.065% (21450/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.433 | Acc: 85.050% (21555/25344) 198/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.433 | Acc: 85.023% (21657/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.433 | Acc: 85.051% (21773/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.432 | Acc: 85.086% (21891/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.432 | Acc: 85.102% (22004/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.432 | Acc: 85.083% (22108/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.432 | Acc: 85.068% (22213/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.432 | Acc: 85.050% (22317/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.432 | Acc: 85.054% (22427/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.432 | Acc: 85.054% (22536/26496) 207/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.432 | Acc: 85.040% (22641/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.433 | Acc: 85.033% (22748/26752) 209/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.433 | Acc: 85.030% (22856/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.432 | Acc: 85.053% (22971/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.432 | Acc: 85.031% (23074/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.433 | Acc: 85.013% (23178/27264) 213/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.433 | Acc: 85.010% (23286/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.433 | Acc: 85.000% (23392/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.433 | Acc: 85.008% (23503/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.433 | Acc: 85.016% (23614/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.433 | Acc: 85.052% (23733/27904) 218/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.433 | Acc: 85.046% (23840/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.433 | Acc: 85.032% (23945/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.433 | Acc: 85.029% (24053/28288) 221/391 [====================================>............................] Step: 379ms | Tot: 1m20s | Loss: 0.433 | Acc: 85.037% (24164/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.433 | Acc: 85.048% (24276/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m20s | Loss: 0.432 | Acc: 85.073% (24392/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.433 | Acc: 85.052% (24495/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.433 | Acc: 85.046% (24602/28928) 226/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.432 | Acc: 85.067% (24717/29056) 227/391 [=====================================>...........................] Step: 376ms | Tot: 1m22s | Loss: 0.432 | Acc: 85.057% (24823/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.432 | Acc: 85.088% (24941/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.432 | Acc: 85.078% (25047/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.432 | Acc: 85.062% (25151/29568) 231/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.432 | Acc: 85.048% (25256/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.432 | Acc: 85.052% (25366/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.432 | Acc: 85.073% (25481/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.432 | Acc: 85.083% (25593/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.431 | Acc: 85.090% (25704/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.431 | Acc: 85.117% (25821/30336) 237/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.431 | Acc: 85.110% (25928/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.431 | Acc: 85.120% (26040/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.431 | Acc: 85.091% (26140/30720) 240/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.431 | Acc: 85.085% (26247/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.431 | Acc: 85.056% (26347/30976) 242/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.431 | Acc: 85.047% (26453/31104) 243/391 [========================================>........................] Step: 350ms | Tot: 1m28s | Loss: 0.432 | Acc: 85.038% (26559/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.431 | Acc: 85.051% (26672/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.432 | Acc: 85.029% (26774/31488) 246/391 [========================================>........................] Step: 355ms | Tot: 1m29s | Loss: 0.432 | Acc: 85.020% (26880/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.433 | Acc: 85.008% (26985/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.432 | Acc: 85.024% (27099/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.432 | Acc: 85.013% (27204/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.432 | Acc: 85.013% (27313/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.432 | Acc: 85.007% (27420/32256) 252/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.433 | Acc: 85.011% (27530/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m31s | Loss: 0.432 | Acc: 85.027% (27644/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.433 | Acc: 85.021% (27751/32640) 255/391 [==========================================>......................] Step: 378ms | Tot: 1m32s | Loss: 0.433 | Acc: 85.025% (27861/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.433 | Acc: 85.038% (27974/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.432 | Acc: 85.032% (28081/33024) 258/391 [==========================================>......................] Step: 378ms | Tot: 1m33s | Loss: 0.433 | Acc: 85.024% (28187/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m33s | Loss: 0.433 | Acc: 85.036% (28300/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.432 | Acc: 85.034% (28408/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.432 | Acc: 85.049% (28522/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.433 | Acc: 85.037% (28627/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.433 | Acc: 85.035% (28735/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.433 | Acc: 85.035% (28844/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.433 | Acc: 85.030% (28951/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.433 | Acc: 85.030% (29060/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.433 | Acc: 85.037% (29171/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.433 | Acc: 85.040% (29281/34432) 269/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.433 | Acc: 85.041% (29390/34560) 270/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.433 | Acc: 85.047% (29501/34688) 271/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.433 | Acc: 85.061% (29615/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.433 | Acc: 85.062% (29724/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.433 | Acc: 85.076% (29838/35072) 274/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.432 | Acc: 85.094% (29953/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.432 | Acc: 85.077% (30056/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.432 | Acc: 85.080% (30166/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.432 | Acc: 85.080% (30275/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.433 | Acc: 85.078% (30383/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.433 | Acc: 85.073% (30490/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.432 | Acc: 85.087% (30604/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.432 | Acc: 85.093% (30715/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.432 | Acc: 85.101% (30827/36224) 283/391 [===============================================>.................] Step: 377ms | Tot: 1m42s | Loss: 0.432 | Acc: 85.101% (30936/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.104% (31046/36480) 285/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.093% (31151/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.085% (31257/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.432 | Acc: 85.094% (31369/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.433 | Acc: 85.064% (31467/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m44s | Loss: 0.433 | Acc: 85.078% (31581/37120) 290/391 [================================================>................] Step: 351ms | Tot: 1m45s | Loss: 0.433 | Acc: 85.070% (31687/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.433 | Acc: 85.071% (31796/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.434 | Acc: 85.060% (31901/37504) 293/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.433 | Acc: 85.071% (32014/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.433 | Acc: 85.085% (32128/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.096% (32241/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.098% (32351/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.433 | Acc: 85.080% (32453/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.434 | Acc: 85.078% (32561/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.433 | Acc: 85.094% (32676/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.433 | Acc: 85.099% (32787/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.433 | Acc: 85.102% (32897/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.433 | Acc: 85.105% (33007/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.433 | Acc: 85.100% (33114/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.433 | Acc: 85.100% (33223/39040) 305/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.434 | Acc: 85.095% (33330/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.433 | Acc: 85.110% (33445/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.433 | Acc: 85.108% (33553/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.433 | Acc: 85.101% (33659/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.433 | Acc: 85.091% (33764/39680) 310/391 [===================================================>.............] Step: 399ms | Tot: 1m52s | Loss: 0.433 | Acc: 85.098% (33876/39808) 311/391 [===================================================>.............] Step: 376ms | Tot: 1m52s | Loss: 0.433 | Acc: 85.089% (33981/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.433 | Acc: 85.089% (34090/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.433 | Acc: 85.087% (34198/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.433 | Acc: 85.084% (34306/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.433 | Acc: 85.075% (34411/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.433 | Acc: 85.070% (34518/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.065% (34625/40704) 318/391 [====================================================>............] Step: 380ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.061% (34732/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.433 | Acc: 85.068% (34844/40960) 320/391 [=====================================================>...........] Step: 375ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.056% (34948/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.071% (35063/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.433 | Acc: 85.072% (35172/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.433 | Acc: 85.067% (35279/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.433 | Acc: 85.070% (35389/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.433 | Acc: 85.077% (35501/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.433 | Acc: 85.082% (35612/41856) 327/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.433 | Acc: 85.068% (35715/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.433 | Acc: 85.064% (35822/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.432 | Acc: 85.071% (35934/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.432 | Acc: 85.064% (36040/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m248ms | Loss: 0.433 | Acc: 85.062% (36148/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m609ms | Loss: 0.433 | Acc: 85.065% (36258/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m969ms | Loss: 0.433 | Acc: 85.063% (36366/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.433 | Acc: 85.070% (36478/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.432 | Acc: 85.075% (36589/43008) 336/391 [=======================================================>.........] Step: 353ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.066% (36694/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.075% (36807/43264) 338/391 [========================================================>........] Step: 377ms | Tot: 2m2s | Loss: 0.432 | Acc: 85.089% (36922/43392) 339/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.432 | Acc: 85.092% (37032/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m3s | Loss: 0.432 | Acc: 85.085% (37138/43648) 341/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.432 | Acc: 85.072% (37241/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.432 | Acc: 85.086% (37356/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m4s | Loss: 0.432 | Acc: 85.070% (37458/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.432 | Acc: 85.077% (37570/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.432 | Acc: 85.075% (37678/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.432 | Acc: 85.086% (37792/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.432 | Acc: 85.078% (37897/44544) 348/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.432 | Acc: 85.082% (38008/44672) 349/391 [==========================================================>......] Step: 372ms | Tot: 2m6s | Loss: 0.432 | Acc: 85.089% (38120/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.432 | Acc: 85.081% (38225/44928) 351/391 [==========================================================>......] Step: 368ms | Tot: 2m7s | Loss: 0.432 | Acc: 85.076% (38332/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.432 | Acc: 85.070% (38438/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.070% (38547/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.432 | Acc: 85.062% (38652/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.433 | Acc: 85.044% (38753/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.053% (38866/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.432 | Acc: 85.056% (38976/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.433 | Acc: 85.060% (39087/45952) 359/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.433 | Acc: 85.050% (39191/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.433 | Acc: 85.048% (39299/46208) 361/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.433 | Acc: 85.042% (39405/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.433 | Acc: 85.049% (39517/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.433 | Acc: 85.051% (39627/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.433 | Acc: 85.032% (39727/46720) 365/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.433 | Acc: 85.015% (39828/46848) 366/391 [============================================================>....] Step: 371ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.014% (39936/46976) 367/391 [=============================================================>...] Step: 351ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.020% (40048/47104) 368/391 [=============================================================>...] Step: 353ms | Tot: 2m13s | Loss: 0.433 | Acc: 85.031% (40162/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.032% (40271/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.034% (40381/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.433 | Acc: 85.032% (40489/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.018% (40591/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.016% (40699/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.433 | Acc: 85.010% (40805/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.434 | Acc: 84.992% (40905/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.434 | Acc: 84.990% (41013/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.433 | Acc: 85.012% (41132/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.433 | Acc: 85.012% (41241/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.434 | Acc: 84.998% (41343/48640) 380/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.434 | Acc: 84.998% (41452/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.434 | Acc: 84.989% (41556/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.434 | Acc: 84.985% (41663/49024) 383/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.435 | Acc: 84.973% (41766/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.435 | Acc: 84.966% (41871/49280) 385/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.435 | Acc: 84.964% (41979/49408) 386/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.435 | Acc: 84.950% (42081/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.435 | Acc: 84.957% (42193/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.435 | Acc: 84.963% (42305/49792) 389/391 [================================================================>] Step: 345ms | Tot: 2m21s | Loss: 0.435 | Acc: 84.974% (42419/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m21s | Loss: 0.435 | Acc: 84.968% (42484/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 3ms | Loss: 0.792 | Acc: 70.000% (70/100) 1/100 [>................................................................] Step: 310ms | Tot: 314ms | Loss: 0.675 | Acc: 76.000% (152/200) 2/100 [=>...............................................................] Step: 319ms | Tot: 633ms | Loss: 0.620 | Acc: 78.333% (235/300) 3/100 [=>...............................................................] Step: 306ms | Tot: 940ms | Loss: 0.687 | Acc: 76.500% (306/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s233ms | Loss: 0.672 | Acc: 76.600% (383/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s530ms | Loss: 0.643 | Acc: 78.000% (468/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s829ms | Loss: 0.657 | Acc: 77.571% (543/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s133ms | Loss: 0.690 | Acc: 76.250% (610/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s444ms | Loss: 0.702 | Acc: 76.000% (684/900) 9/100 [=====>...........................................................] Step: 314ms | Tot: 2s758ms | Loss: 0.685 | Acc: 76.600% (766/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s67ms | Loss: 0.693 | Acc: 76.182% (838/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s370ms | Loss: 0.693 | Acc: 76.000% (912/1200) 12/100 [=======>.........................................................] Step: 291ms | Tot: 3s662ms | Loss: 0.688 | Acc: 76.154% (990/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s972ms | Loss: 0.687 | Acc: 76.500% (1071/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s282ms | Loss: 0.677 | Acc: 76.800% (1152/1500) 15/100 [=========>.......................................................] Step: 317ms | Tot: 4s600ms | Loss: 0.687 | Acc: 76.562% (1225/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s915ms | Loss: 0.686 | Acc: 76.647% (1303/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s219ms | Loss: 0.692 | Acc: 76.500% (1377/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s530ms | Loss: 0.694 | Acc: 76.474% (1453/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s840ms | Loss: 0.704 | Acc: 76.200% (1524/2000) 20/100 [=============>...................................................] Step: 318ms | Tot: 6s159ms | Loss: 0.699 | Acc: 76.238% (1601/2100) 21/100 [=============>...................................................] Step: 320ms | Tot: 6s479ms | Loss: 0.696 | Acc: 76.227% (1677/2200) 22/100 [==============>..................................................] Step: 322ms | Tot: 6s801ms | Loss: 0.696 | Acc: 76.391% (1757/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 7s106ms | Loss: 0.695 | Acc: 76.458% (1835/2400) 24/100 [===============>.................................................] Step: 316ms | Tot: 7s422ms | Loss: 0.697 | Acc: 76.520% (1913/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s733ms | Loss: 0.714 | Acc: 76.192% (1981/2600) 26/100 [================>................................................] Step: 315ms | Tot: 8s49ms | Loss: 0.708 | Acc: 76.407% (2063/2700) 27/100 [=================>...............................................] Step: 321ms | Tot: 8s370ms | Loss: 0.703 | Acc: 76.464% (2141/2800) 28/100 [==================>..............................................] Step: 329ms | Tot: 8s700ms | Loss: 0.703 | Acc: 76.621% (2222/2900) 29/100 [==================>..............................................] Step: 311ms | Tot: 9s12ms | Loss: 0.703 | Acc: 76.600% (2298/3000) 30/100 [===================>.............................................] Step: 315ms | Tot: 9s327ms | Loss: 0.705 | Acc: 76.516% (2372/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s634ms | Loss: 0.704 | Acc: 76.469% (2447/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s939ms | Loss: 0.702 | Acc: 76.394% (2521/3300) 33/100 [=====================>...........................................] Step: 318ms | Tot: 10s258ms | Loss: 0.701 | Acc: 76.412% (2598/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s573ms | Loss: 0.705 | Acc: 76.400% (2674/3500) 35/100 [======================>..........................................] Step: 318ms | Tot: 10s892ms | Loss: 0.700 | Acc: 76.639% (2759/3600) 36/100 [=======================>.........................................] Step: 311ms | Tot: 11s203ms | Loss: 0.701 | Acc: 76.595% (2834/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s514ms | Loss: 0.707 | Acc: 76.421% (2904/3800) 38/100 [========================>........................................] Step: 322ms | Tot: 11s837ms | Loss: 0.707 | Acc: 76.564% (2986/3900) 39/100 [=========================>.......................................] Step: 320ms | Tot: 12s158ms | Loss: 0.703 | Acc: 76.675% (3067/4000) 40/100 [==========================>......................................] Step: 323ms | Tot: 12s482ms | Loss: 0.706 | Acc: 76.707% (3145/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s793ms | Loss: 0.707 | Acc: 76.810% (3226/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 13s103ms | Loss: 0.706 | Acc: 76.907% (3307/4300) 43/100 [===========================>.....................................] Step: 311ms | Tot: 13s415ms | Loss: 0.708 | Acc: 76.909% (3384/4400) 44/100 [============================>....................................] Step: 316ms | Tot: 13s732ms | Loss: 0.708 | Acc: 76.911% (3461/4500) 45/100 [=============================>...................................] Step: 327ms | Tot: 14s59ms | Loss: 0.706 | Acc: 76.826% (3534/4600) 46/100 [=============================>...................................] Step: 323ms | Tot: 14s382ms | Loss: 0.704 | Acc: 76.745% (3607/4700) 47/100 [==============================>..................................] Step: 331ms | Tot: 14s714ms | Loss: 0.706 | Acc: 76.750% (3684/4800) 48/100 [===============================>.................................] Step: 312ms | Tot: 15s26ms | Loss: 0.702 | Acc: 76.816% (3764/4900) 49/100 [===============================>.................................] Step: 318ms | Tot: 15s345ms | Loss: 0.704 | Acc: 76.820% (3841/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s662ms | Loss: 0.702 | Acc: 76.980% (3926/5100) 51/100 [=================================>...............................] Step: 320ms | Tot: 15s982ms | Loss: 0.702 | Acc: 76.962% (4002/5200) 52/100 [=================================>...............................] Step: 323ms | Tot: 16s305ms | Loss: 0.698 | Acc: 77.075% (4085/5300) 53/100 [==================================>..............................] Step: 321ms | Tot: 16s626ms | Loss: 0.696 | Acc: 77.167% (4167/5400) 54/100 [===================================>.............................] Step: 319ms | Tot: 16s946ms | Loss: 0.696 | Acc: 77.145% (4243/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 17s259ms | Loss: 0.697 | Acc: 77.125% (4319/5600) 56/100 [====================================>............................] Step: 315ms | Tot: 17s574ms | Loss: 0.701 | Acc: 77.105% (4395/5700) 57/100 [=====================================>...........................] Step: 315ms | Tot: 17s890ms | Loss: 0.699 | Acc: 77.190% (4477/5800) 58/100 [=====================================>...........................] Step: 316ms | Tot: 18s206ms | Loss: 0.702 | Acc: 77.051% (4546/5900) 59/100 [======================================>..........................] Step: 318ms | Tot: 18s525ms | Loss: 0.701 | Acc: 77.083% (4625/6000) 60/100 [=======================================>.........................] Step: 324ms | Tot: 18s849ms | Loss: 0.699 | Acc: 77.066% (4701/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 19s158ms | Loss: 0.697 | Acc: 77.129% (4782/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 19s473ms | Loss: 0.697 | Acc: 77.127% (4859/6300) 63/100 [========================================>........................] Step: 312ms | Tot: 19s786ms | Loss: 0.695 | Acc: 77.203% (4941/6400) 64/100 [=========================================>.......................] Step: 320ms | Tot: 20s106ms | Loss: 0.696 | Acc: 77.246% (5021/6500) 65/100 [==========================================>......................] Step: 329ms | Tot: 20s436ms | Loss: 0.696 | Acc: 77.197% (5095/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s750ms | Loss: 0.693 | Acc: 77.299% (5179/6700) 67/100 [===========================================>.....................] Step: 317ms | Tot: 21s67ms | Loss: 0.694 | Acc: 77.265% (5254/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 21s382ms | Loss: 0.692 | Acc: 77.319% (5335/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s688ms | Loss: 0.692 | Acc: 77.271% (5409/7000) 70/100 [=============================================>...................] Step: 313ms | Tot: 22s2ms | Loss: 0.694 | Acc: 77.282% (5487/7100) 71/100 [==============================================>..................] Step: 325ms | Tot: 22s328ms | Loss: 0.692 | Acc: 77.347% (5569/7200) 72/100 [==============================================>..................] Step: 317ms | Tot: 22s645ms | Loss: 0.690 | Acc: 77.370% (5648/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s956ms | Loss: 0.691 | Acc: 77.324% (5722/7400) 74/100 [================================================>................] Step: 315ms | Tot: 23s272ms | Loss: 0.693 | Acc: 77.293% (5797/7500) 75/100 [================================================>................] Step: 309ms | Tot: 23s582ms | Loss: 0.694 | Acc: 77.197% (5867/7600) 76/100 [=================================================>...............] Step: 318ms | Tot: 23s900ms | Loss: 0.695 | Acc: 77.182% (5943/7700) 77/100 [==================================================>..............] Step: 322ms | Tot: 24s222ms | Loss: 0.695 | Acc: 77.244% (6025/7800) 78/100 [==================================================>..............] Step: 321ms | Tot: 24s544ms | Loss: 0.696 | Acc: 77.278% (6105/7900) 79/100 [===================================================>.............] Step: 316ms | Tot: 24s861ms | Loss: 0.696 | Acc: 77.275% (6182/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 25s168ms | Loss: 0.695 | Acc: 77.309% (6262/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 25s480ms | Loss: 0.695 | Acc: 77.354% (6343/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s794ms | Loss: 0.696 | Acc: 77.277% (6414/8300) 83/100 [=====================================================>...........] Step: 320ms | Tot: 26s115ms | Loss: 0.697 | Acc: 77.262% (6490/8400) 84/100 [======================================================>..........] Step: 328ms | Tot: 26s443ms | Loss: 0.698 | Acc: 77.259% (6567/8500) 85/100 [=======================================================>.........] Step: 328ms | Tot: 26s771ms | Loss: 0.701 | Acc: 77.209% (6640/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 27s78ms | Loss: 0.703 | Acc: 77.138% (6711/8700) 87/100 [========================================================>........] Step: 319ms | Tot: 27s397ms | Loss: 0.705 | Acc: 77.114% (6786/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s706ms | Loss: 0.706 | Acc: 77.112% (6863/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 28s19ms | Loss: 0.706 | Acc: 77.133% (6942/9000) 90/100 [==========================================================>......] Step: 322ms | Tot: 28s342ms | Loss: 0.705 | Acc: 77.165% (7022/9100) 91/100 [===========================================================>.....] Step: 321ms | Tot: 28s663ms | Loss: 0.704 | Acc: 77.185% (7101/9200) 92/100 [===========================================================>.....] Step: 322ms | Tot: 28s986ms | Loss: 0.705 | Acc: 77.151% (7175/9300) 93/100 [============================================================>....] Step: 318ms | Tot: 29s304ms | Loss: 0.704 | Acc: 77.160% (7253/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 29s606ms | Loss: 0.705 | Acc: 77.116% (7326/9500) 95/100 [=============================================================>...] Step: 315ms | Tot: 29s921ms | Loss: 0.703 | Acc: 77.146% (7406/9600) 96/100 [==============================================================>..] Step: 318ms | Tot: 30s240ms | Loss: 0.702 | Acc: 77.155% (7484/9700) 97/100 [===============================================================>.] Step: 321ms | Tot: 30s562ms | Loss: 0.703 | Acc: 77.071% (7553/9800) 98/100 [===============================================================>.] Step: 330ms | Tot: 30s892ms | Loss: 0.705 | Acc: 77.081% (7631/9900) 99/100 [================================================================>] Step: 313ms | Tot: 31s205ms | Loss: 0.704 | Acc: 77.110% (7711/10000) 100/100 + +Epoch: 54 + [>................................................................] Step: 617ms | Tot: 2ms | Loss: 0.420 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 393ms | Tot: 395ms | Loss: 0.422 | Acc: 85.547% (219/256) 2/391 [>................................................................] Step: 400ms | Tot: 796ms | Loss: 0.417 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 382ms | Tot: 1s178ms | Loss: 0.438 | Acc: 86.328% (442/512) 4/391 [>................................................................] Step: 379ms | Tot: 1s558ms | Loss: 0.434 | Acc: 86.250% (552/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s929ms | Loss: 0.422 | Acc: 86.068% (661/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s290ms | Loss: 0.413 | Acc: 86.496% (775/896) 7/391 [=>...............................................................] Step: 376ms | Tot: 2s666ms | Loss: 0.422 | Acc: 86.230% (883/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 3s33ms | Loss: 0.412 | Acc: 86.719% (999/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s394ms | Loss: 0.415 | Acc: 86.406% (1106/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s748ms | Loss: 0.410 | Acc: 86.506% (1218/1408) 11/391 [=>...............................................................] Step: 376ms | Tot: 4s125ms | Loss: 0.405 | Acc: 86.654% (1331/1536) 12/391 [=>...............................................................] Step: 368ms | Tot: 4s493ms | Loss: 0.400 | Acc: 86.839% (1445/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s861ms | Loss: 0.404 | Acc: 86.328% (1547/1792) 14/391 [==>..............................................................] Step: 374ms | Tot: 5s236ms | Loss: 0.410 | Acc: 86.354% (1658/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s598ms | Loss: 0.410 | Acc: 86.377% (1769/2048) 16/391 [==>..............................................................] Step: 353ms | Tot: 5s951ms | Loss: 0.410 | Acc: 86.443% (1881/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s319ms | Loss: 0.413 | Acc: 86.458% (1992/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s685ms | Loss: 0.412 | Acc: 86.390% (2101/2432) 19/391 [===>.............................................................] Step: 369ms | Tot: 7s54ms | Loss: 0.414 | Acc: 86.289% (2209/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s422ms | Loss: 0.416 | Acc: 86.161% (2316/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s786ms | Loss: 0.421 | Acc: 85.831% (2417/2816) 22/391 [===>.............................................................] Step: 357ms | Tot: 8s143ms | Loss: 0.417 | Acc: 85.971% (2531/2944) 23/391 [===>.............................................................] Step: 375ms | Tot: 8s518ms | Loss: 0.419 | Acc: 85.872% (2638/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s883ms | Loss: 0.418 | Acc: 85.844% (2747/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s244ms | Loss: 0.412 | Acc: 86.028% (2863/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s611ms | Loss: 0.413 | Acc: 85.880% (2968/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s975ms | Loss: 0.412 | Acc: 85.854% (3077/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s339ms | Loss: 0.417 | Acc: 85.722% (3182/3712) 29/391 [====>............................................................] Step: 391ms | Tot: 10s730ms | Loss: 0.415 | Acc: 85.755% (3293/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 11s92ms | Loss: 0.417 | Acc: 85.660% (3399/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s459ms | Loss: 0.422 | Acc: 85.449% (3500/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s820ms | Loss: 0.422 | Acc: 85.440% (3609/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s189ms | Loss: 0.422 | Acc: 85.340% (3714/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s552ms | Loss: 0.424 | Acc: 85.312% (3822/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s913ms | Loss: 0.423 | Acc: 85.395% (3935/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s272ms | Loss: 0.425 | Acc: 85.367% (4043/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s639ms | Loss: 0.422 | Acc: 85.485% (4158/4864) 38/391 [======>..........................................................] Step: 375ms | Tot: 14s14ms | Loss: 0.426 | Acc: 85.457% (4266/4992) 39/391 [======>..........................................................] Step: 370ms | Tot: 14s385ms | Loss: 0.426 | Acc: 85.527% (4379/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s749ms | Loss: 0.428 | Acc: 85.461% (4485/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s119ms | Loss: 0.427 | Acc: 85.417% (4592/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s486ms | Loss: 0.427 | Acc: 85.392% (4700/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s842ms | Loss: 0.425 | Acc: 85.423% (4811/5632) 44/391 [=======>.........................................................] Step: 370ms | Tot: 16s212ms | Loss: 0.423 | Acc: 85.486% (4924/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s577ms | Loss: 0.426 | Acc: 85.411% (5029/5888) 46/391 [=======>.........................................................] Step: 374ms | Tot: 16s952ms | Loss: 0.426 | Acc: 85.406% (5138/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s325ms | Loss: 0.426 | Acc: 85.368% (5245/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s685ms | Loss: 0.426 | Acc: 85.348% (5353/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 18s54ms | Loss: 0.425 | Acc: 85.344% (5462/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s417ms | Loss: 0.425 | Acc: 85.371% (5573/6528) 51/391 [========>........................................................] Step: 372ms | Tot: 18s790ms | Loss: 0.425 | Acc: 85.427% (5686/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s155ms | Loss: 0.426 | Acc: 85.348% (5790/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s514ms | Loss: 0.425 | Acc: 85.330% (5898/6912) 54/391 [========>........................................................] Step: 353ms | Tot: 19s867ms | Loss: 0.424 | Acc: 85.355% (6009/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s228ms | Loss: 0.425 | Acc: 85.282% (6113/7168) 56/391 [=========>.......................................................] Step: 379ms | Tot: 20s607ms | Loss: 0.425 | Acc: 85.293% (6223/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 20s978ms | Loss: 0.424 | Acc: 85.291% (6332/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s340ms | Loss: 0.424 | Acc: 85.275% (6440/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s701ms | Loss: 0.426 | Acc: 85.208% (6544/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 22s59ms | Loss: 0.428 | Acc: 85.092% (6644/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 22s430ms | Loss: 0.429 | Acc: 85.144% (6757/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s797ms | Loss: 0.428 | Acc: 85.169% (6868/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s160ms | Loss: 0.432 | Acc: 85.059% (6968/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s524ms | Loss: 0.431 | Acc: 85.072% (7078/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 23s891ms | Loss: 0.430 | Acc: 85.073% (7187/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 24s259ms | Loss: 0.430 | Acc: 85.051% (7294/8576) 67/391 [===========>.....................................................] Step: 374ms | Tot: 24s633ms | Loss: 0.431 | Acc: 85.053% (7403/8704) 68/391 [===========>.....................................................] Step: 365ms | Tot: 24s998ms | Loss: 0.430 | Acc: 85.054% (7512/8832) 69/391 [===========>.....................................................] Step: 358ms | Tot: 25s356ms | Loss: 0.431 | Acc: 85.056% (7621/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s724ms | Loss: 0.433 | Acc: 85.035% (7728/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 26s87ms | Loss: 0.432 | Acc: 85.048% (7838/9216) 72/391 [===========>.....................................................] Step: 375ms | Tot: 26s463ms | Loss: 0.432 | Acc: 85.081% (7950/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s831ms | Loss: 0.431 | Acc: 85.103% (8061/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s202ms | Loss: 0.430 | Acc: 85.135% (8173/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s568ms | Loss: 0.430 | Acc: 85.136% (8282/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s925ms | Loss: 0.431 | Acc: 85.106% (8388/9856) 77/391 [============>....................................................] Step: 371ms | Tot: 28s297ms | Loss: 0.430 | Acc: 85.176% (8504/9984) 78/391 [============>....................................................] Step: 371ms | Tot: 28s668ms | Loss: 0.430 | Acc: 85.176% (8613/10112) 79/391 [=============>...................................................] Step: 371ms | Tot: 29s39ms | Loss: 0.431 | Acc: 85.127% (8717/10240) 80/391 [=============>...................................................] Step: 371ms | Tot: 29s411ms | Loss: 0.432 | Acc: 85.137% (8827/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s776ms | Loss: 0.433 | Acc: 85.137% (8936/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 30s137ms | Loss: 0.434 | Acc: 85.109% (9042/10624) 83/391 [=============>...................................................] Step: 375ms | Tot: 30s513ms | Loss: 0.432 | Acc: 85.166% (9157/10752) 84/391 [=============>...................................................] Step: 368ms | Tot: 30s881ms | Loss: 0.432 | Acc: 85.193% (9269/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 31s241ms | Loss: 0.431 | Acc: 85.211% (9380/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s604ms | Loss: 0.431 | Acc: 85.219% (9490/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s966ms | Loss: 0.431 | Acc: 85.227% (9600/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s329ms | Loss: 0.431 | Acc: 85.183% (9704/11392) 89/391 [==============>..................................................] Step: 372ms | Tot: 32s702ms | Loss: 0.431 | Acc: 85.174% (9812/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 33s69ms | Loss: 0.430 | Acc: 85.173% (9921/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 33s433ms | Loss: 0.432 | Acc: 85.156% (10028/11776) 92/391 [===============>.................................................] Step: 363ms | Tot: 33s797ms | Loss: 0.432 | Acc: 85.148% (10136/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 34s165ms | Loss: 0.431 | Acc: 85.165% (10247/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 34s541ms | Loss: 0.431 | Acc: 85.181% (10358/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s903ms | Loss: 0.432 | Acc: 85.173% (10466/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s264ms | Loss: 0.431 | Acc: 85.188% (10577/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s629ms | Loss: 0.430 | Acc: 85.236% (10692/12544) 98/391 [================>................................................] Step: 353ms | Tot: 35s982ms | Loss: 0.429 | Acc: 85.275% (10806/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s350ms | Loss: 0.429 | Acc: 85.250% (10912/12800) 100/391 [================>................................................] Step: 371ms | Tot: 36s721ms | Loss: 0.430 | Acc: 85.241% (11020/12928) 101/391 [================>................................................] Step: 375ms | Tot: 37s97ms | Loss: 0.430 | Acc: 85.248% (11130/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s459ms | Loss: 0.430 | Acc: 85.247% (11239/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s819ms | Loss: 0.428 | Acc: 85.306% (11356/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 38s183ms | Loss: 0.429 | Acc: 85.275% (11461/13440) 105/391 [=================>...............................................] Step: 371ms | Tot: 38s554ms | Loss: 0.429 | Acc: 85.259% (11568/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s915ms | Loss: 0.429 | Acc: 85.280% (11680/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s276ms | Loss: 0.429 | Acc: 85.308% (11793/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s641ms | Loss: 0.429 | Acc: 85.300% (11901/13952) 109/391 [==================>..............................................] Step: 356ms | Tot: 39s998ms | Loss: 0.428 | Acc: 85.320% (12013/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s365ms | Loss: 0.428 | Acc: 85.290% (12118/14208) 111/391 [==================>..............................................] Step: 378ms | Tot: 40s743ms | Loss: 0.428 | Acc: 85.268% (12224/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 41s106ms | Loss: 0.428 | Acc: 85.295% (12337/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 41s467ms | Loss: 0.427 | Acc: 85.321% (12450/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 41s836ms | Loss: 0.427 | Acc: 85.333% (12561/14720) 115/391 [===================>.............................................] Step: 354ms | Tot: 42s191ms | Loss: 0.426 | Acc: 85.325% (12669/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s558ms | Loss: 0.427 | Acc: 85.310% (12776/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s919ms | Loss: 0.428 | Acc: 85.275% (12880/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s285ms | Loss: 0.429 | Acc: 85.235% (12983/15232) 119/391 [===================>.............................................] Step: 375ms | Tot: 43s661ms | Loss: 0.428 | Acc: 85.273% (13098/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 44s27ms | Loss: 0.428 | Acc: 85.260% (13205/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 44s385ms | Loss: 0.427 | Acc: 85.297% (13320/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 44s744ms | Loss: 0.427 | Acc: 85.309% (13431/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 45s109ms | Loss: 0.427 | Acc: 85.307% (13540/15872) 124/391 [====================>............................................] Step: 366ms | Tot: 45s476ms | Loss: 0.427 | Acc: 85.294% (13647/16000) 125/391 [====================>............................................] Step: 354ms | Tot: 45s831ms | Loss: 0.427 | Acc: 85.286% (13755/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 46s191ms | Loss: 0.428 | Acc: 85.279% (13863/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 46s559ms | Loss: 0.428 | Acc: 85.272% (13971/16384) 128/391 [=====================>...........................................] Step: 377ms | Tot: 46s936ms | Loss: 0.428 | Acc: 85.296% (14084/16512) 129/391 [=====================>...........................................] Step: 388ms | Tot: 47s324ms | Loss: 0.428 | Acc: 85.270% (14189/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s690ms | Loss: 0.428 | Acc: 85.270% (14298/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 48s53ms | Loss: 0.428 | Acc: 85.269% (14407/16896) 132/391 [=====================>...........................................] Step: 366ms | Tot: 48s420ms | Loss: 0.428 | Acc: 85.291% (14520/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 48s787ms | Loss: 0.428 | Acc: 85.279% (14627/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 49s153ms | Loss: 0.428 | Acc: 85.266% (14734/17280) 135/391 [======================>..........................................] Step: 357ms | Tot: 49s510ms | Loss: 0.427 | Acc: 85.306% (14850/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 49s866ms | Loss: 0.427 | Acc: 85.282% (14955/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 50s231ms | Loss: 0.427 | Acc: 85.292% (15066/17664) 138/391 [======================>..........................................] Step: 376ms | Tot: 50s607ms | Loss: 0.428 | Acc: 85.269% (15171/17792) 139/391 [=======================>.........................................] Step: 354ms | Tot: 50s962ms | Loss: 0.427 | Acc: 85.290% (15284/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 51s320ms | Loss: 0.428 | Acc: 85.295% (15394/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s680ms | Loss: 0.428 | Acc: 85.310% (15506/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s45ms | Loss: 0.427 | Acc: 85.298% (15613/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 52s409ms | Loss: 0.428 | Acc: 85.292% (15721/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s777ms | Loss: 0.427 | Acc: 85.302% (15832/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 53s136ms | Loss: 0.426 | Acc: 85.344% (15949/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s506ms | Loss: 0.427 | Acc: 85.294% (16049/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s867ms | Loss: 0.427 | Acc: 85.267% (16153/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s230ms | Loss: 0.427 | Acc: 85.277% (16264/19072) 149/391 [========================>........................................] Step: 369ms | Tot: 54s599ms | Loss: 0.428 | Acc: 85.271% (16372/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 54s955ms | Loss: 0.428 | Acc: 85.249% (16477/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s321ms | Loss: 0.428 | Acc: 85.259% (16588/19456) 152/391 [=========================>.......................................] Step: 373ms | Tot: 55s694ms | Loss: 0.428 | Acc: 85.258% (16697/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 56s55ms | Loss: 0.428 | Acc: 85.273% (16809/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s423ms | Loss: 0.427 | Acc: 85.292% (16922/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s791ms | Loss: 0.428 | Acc: 85.261% (17025/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s155ms | Loss: 0.428 | Acc: 85.256% (17133/20096) 157/391 [==========================>......................................] Step: 376ms | Tot: 57s531ms | Loss: 0.428 | Acc: 85.245% (17240/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s895ms | Loss: 0.428 | Acc: 85.245% (17349/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 58s258ms | Loss: 0.429 | Acc: 85.225% (17454/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s622ms | Loss: 0.429 | Acc: 85.195% (17557/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 58s981ms | Loss: 0.429 | Acc: 85.204% (17668/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 59s337ms | Loss: 0.429 | Acc: 85.223% (17781/20864) 163/391 [===========================>.....................................] Step: 378ms | Tot: 59s716ms | Loss: 0.429 | Acc: 85.228% (17891/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 1m82ms | Loss: 0.429 | Acc: 85.232% (18001/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m443ms | Loss: 0.430 | Acc: 85.213% (18106/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m805ms | Loss: 0.430 | Acc: 85.203% (18213/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.429 | Acc: 85.245% (18331/21504) 168/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.429 | Acc: 85.253% (18442/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.429 | Acc: 85.211% (18542/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.429 | Acc: 85.216% (18652/21888) 171/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.429 | Acc: 85.215% (18761/22016) 172/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.429 | Acc: 85.215% (18870/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.430 | Acc: 85.183% (18972/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.430 | Acc: 85.210% (19087/22400) 175/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.430 | Acc: 85.205% (19195/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.430 | Acc: 85.209% (19305/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.430 | Acc: 85.213% (19415/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.430 | Acc: 85.230% (19528/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.430 | Acc: 85.208% (19632/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.430 | Acc: 85.204% (19740/23168) 181/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.165% (19840/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.432 | Acc: 85.173% (19951/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.431 | Acc: 85.160% (20057/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.432 | Acc: 85.156% (20165/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.432 | Acc: 85.148% (20272/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m8s | Loss: 0.432 | Acc: 85.156% (20383/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.431 | Acc: 85.173% (20496/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.431 | Acc: 85.160% (20602/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.431 | Acc: 85.156% (20710/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.431 | Acc: 85.132% (20813/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.431 | Acc: 85.132% (20922/24576) 192/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.431 | Acc: 85.144% (21034/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.431 | Acc: 85.144% (21143/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.431 | Acc: 85.144% (21252/24960) 195/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.431 | Acc: 85.132% (21358/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.431 | Acc: 85.148% (21471/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.431 | Acc: 85.152% (21581/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.431 | Acc: 85.160% (21692/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.431 | Acc: 85.164% (21802/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.431 | Acc: 85.164% (21911/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.431 | Acc: 85.179% (22024/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.431 | Acc: 85.172% (22131/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.431 | Acc: 85.172% (22240/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.432 | Acc: 85.145% (22342/26240) 205/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.431 | Acc: 85.171% (22458/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.431 | Acc: 85.168% (22566/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.431 | Acc: 85.160% (22673/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.431 | Acc: 85.179% (22787/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.431 | Acc: 85.190% (22899/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.430 | Acc: 85.212% (23014/27008) 211/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.430 | Acc: 85.212% (23123/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.430 | Acc: 85.230% (23237/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.430 | Acc: 85.233% (23347/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.430 | Acc: 85.203% (23448/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.431 | Acc: 85.189% (23553/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.431 | Acc: 85.181% (23660/27776) 217/391 [====================================>............................] Step: 381ms | Tot: 1m19s | Loss: 0.431 | Acc: 85.135% (23756/27904) 218/391 [====================================>............................] Step: 380ms | Tot: 1m19s | Loss: 0.431 | Acc: 85.146% (23868/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.431 | Acc: 85.146% (23977/28160) 220/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.431 | Acc: 85.153% (24088/28288) 221/391 [====================================>............................] Step: 375ms | Tot: 1m20s | Loss: 0.430 | Acc: 85.153% (24197/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.430 | Acc: 85.160% (24308/28544) 223/391 [=====================================>...........................] Step: 372ms | Tot: 1m21s | Loss: 0.430 | Acc: 85.181% (24423/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.430 | Acc: 85.191% (24535/28800) 225/391 [=====================================>...........................] Step: 355ms | Tot: 1m22s | Loss: 0.430 | Acc: 85.194% (24645/28928) 226/391 [=====================================>...........................] Step: 377ms | Tot: 1m22s | Loss: 0.430 | Acc: 85.180% (24750/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.430 | Acc: 85.170% (24856/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.430 | Acc: 85.187% (24970/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.430 | Acc: 85.197% (25082/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.430 | Acc: 85.190% (25189/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.431 | Acc: 85.166% (25291/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.431 | Acc: 85.170% (25401/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.431 | Acc: 85.180% (25513/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.430 | Acc: 85.209% (25631/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.430 | Acc: 85.209% (25740/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.430 | Acc: 85.206% (25848/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.430 | Acc: 85.209% (25958/30464) 238/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.430 | Acc: 85.205% (26066/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.430 | Acc: 85.208% (26176/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.430 | Acc: 85.231% (26292/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.429 | Acc: 85.253% (26408/30976) 242/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.429 | Acc: 85.262% (26520/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.429 | Acc: 85.262% (26629/31232) 244/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.429 | Acc: 85.271% (26741/31360) 245/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.429 | Acc: 85.280% (26853/31488) 246/391 [========================================>........................] Step: 378ms | Tot: 1m29s | Loss: 0.429 | Acc: 85.292% (26966/31616) 247/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.428 | Acc: 85.301% (27078/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.429 | Acc: 85.291% (27184/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.429 | Acc: 85.284% (27291/32000) 250/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.429 | Acc: 85.278% (27398/32128) 251/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.429 | Acc: 85.277% (27507/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.429 | Acc: 85.283% (27618/32384) 253/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.430 | Acc: 85.279% (27726/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.430 | Acc: 85.270% (27832/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.431 | Acc: 85.211% (27922/32768) 256/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.431 | Acc: 85.223% (28035/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.432 | Acc: 85.199% (28136/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.432 | Acc: 85.195% (28244/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.432 | Acc: 85.177% (28347/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.432 | Acc: 85.186% (28459/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.432 | Acc: 85.180% (28566/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.432 | Acc: 85.204% (28683/33664) 263/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.432 | Acc: 85.189% (28787/33792) 264/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.432 | Acc: 85.195% (28898/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.432 | Acc: 85.212% (29013/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.432 | Acc: 85.221% (29125/34176) 267/391 [============================================>....................] Step: 373ms | Tot: 1m37s | Loss: 0.432 | Acc: 85.203% (29228/34304) 268/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.432 | Acc: 85.211% (29340/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.432 | Acc: 85.203% (29446/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.432 | Acc: 85.211% (29558/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.432 | Acc: 85.219% (29670/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.432 | Acc: 85.205% (29774/34944) 273/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.431 | Acc: 85.219% (29888/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.236% (30003/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.221% (30107/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.431 | Acc: 85.232% (30220/35456) 277/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.431 | Acc: 85.221% (30325/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.431 | Acc: 85.235% (30439/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.432 | Acc: 85.215% (30541/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.432 | Acc: 85.198% (30644/35968) 281/391 [==============================================>..................] Step: 374ms | Tot: 1m42s | Loss: 0.432 | Acc: 85.212% (30758/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.209% (30866/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.432 | Acc: 85.214% (30977/36352) 284/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.431 | Acc: 85.236% (31094/36480) 285/391 [===============================================>.................] Step: 381ms | Tot: 1m44s | Loss: 0.431 | Acc: 85.244% (31206/36608) 286/391 [===============================================>.................] Step: 376ms | Tot: 1m44s | Loss: 0.431 | Acc: 85.241% (31314/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.431 | Acc: 85.251% (31427/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m45s | Loss: 0.430 | Acc: 85.259% (31539/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.430 | Acc: 85.269% (31652/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.430 | Acc: 85.264% (31759/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.430 | Acc: 85.258% (31866/37376) 292/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.430 | Acc: 85.244% (31970/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.430 | Acc: 85.255% (32083/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.430 | Acc: 85.254% (32192/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.430 | Acc: 85.264% (32305/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.430 | Acc: 85.261% (32413/38016) 297/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.430 | Acc: 85.261% (32522/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.430 | Acc: 85.263% (32632/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.430 | Acc: 85.263% (32741/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.430 | Acc: 85.276% (32855/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.429 | Acc: 85.280% (32966/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.430 | Acc: 85.277% (33074/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.430 | Acc: 85.267% (33179/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.430 | Acc: 85.256% (33284/39040) 305/391 [==================================================>..............] Step: 376ms | Tot: 1m51s | Loss: 0.430 | Acc: 85.261% (33395/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.430 | Acc: 85.273% (33509/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.430 | Acc: 85.278% (33620/39424) 308/391 [===================================================>.............] Step: 379ms | Tot: 1m52s | Loss: 0.429 | Acc: 85.278% (33729/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.429 | Acc: 85.285% (33841/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.429 | Acc: 85.282% (33949/39808) 311/391 [===================================================>.............] Step: 376ms | Tot: 1m53s | Loss: 0.429 | Acc: 85.281% (34058/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.429 | Acc: 85.286% (34169/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.429 | Acc: 85.281% (34276/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.429 | Acc: 85.283% (34386/40320) 315/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.428 | Acc: 85.302% (34503/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.428 | Acc: 85.297% (34610/40576) 317/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.428 | Acc: 85.304% (34722/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m56s | Loss: 0.428 | Acc: 85.306% (34832/40832) 319/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.429 | Acc: 85.288% (34934/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.429 | Acc: 85.263% (35033/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.429 | Acc: 85.261% (35141/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.429 | Acc: 85.270% (35254/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.429 | Acc: 85.262% (35360/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.429 | Acc: 85.257% (35467/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.430 | Acc: 85.250% (35573/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.430 | Acc: 85.242% (35679/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.429 | Acc: 85.263% (35797/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.430 | Acc: 85.254% (35902/42112) 329/391 [======================================================>..........] Step: 372ms | Tot: 2m311ms | Loss: 0.429 | Acc: 85.256% (36012/42240) 330/391 [======================================================>..........] Step: 370ms | Tot: 2m682ms | Loss: 0.430 | Acc: 85.251% (36119/42368) 331/391 [=======================================================>.........] Step: 371ms | Tot: 2m1s | Loss: 0.429 | Acc: 85.262% (36233/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.429 | Acc: 85.278% (36349/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.429 | Acc: 85.269% (36454/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.429 | Acc: 85.268% (36563/42880) 335/391 [=======================================================>.........] Step: 381ms | Tot: 2m2s | Loss: 0.429 | Acc: 85.263% (36670/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.429 | Acc: 85.251% (36774/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.430 | Acc: 85.239% (36878/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.429 | Acc: 85.248% (36991/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.429 | Acc: 85.262% (37106/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.429 | Acc: 85.264% (37216/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.429 | Acc: 85.266% (37326/43776) 342/391 [========================================================>........] Step: 371ms | Tot: 2m5s | Loss: 0.429 | Acc: 85.263% (37434/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.429 | Acc: 85.272% (37547/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.429 | Acc: 85.285% (37662/44160) 345/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.429 | Acc: 85.285% (37771/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.429 | Acc: 85.278% (37877/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.429 | Acc: 85.264% (37980/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.429 | Acc: 85.268% (38091/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.429 | Acc: 85.279% (38205/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.429 | Acc: 85.272% (38311/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.429 | Acc: 85.278% (38423/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.429 | Acc: 85.276% (38531/45184) 353/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.429 | Acc: 85.282% (38643/45312) 354/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.429 | Acc: 85.290% (38756/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.430 | Acc: 85.281% (38861/45568) 356/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.430 | Acc: 85.272% (38966/45696) 357/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.430 | Acc: 85.272% (39075/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.430 | Acc: 85.265% (39181/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.430 | Acc: 85.260% (39288/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.430 | Acc: 85.273% (39403/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.430 | Acc: 85.273% (39512/46336) 362/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.429 | Acc: 85.285% (39627/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.429 | Acc: 85.296% (39741/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.429 | Acc: 85.289% (39847/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.429 | Acc: 85.284% (39954/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.430 | Acc: 85.267% (40055/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.430 | Acc: 85.262% (40162/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.430 | Acc: 85.245% (40263/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.431 | Acc: 85.228% (40364/47360) 370/391 [=============================================================>...] Step: 355ms | Tot: 2m15s | Loss: 0.431 | Acc: 85.228% (40473/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.431 | Acc: 85.219% (40578/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.431 | Acc: 85.219% (40687/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.431 | Acc: 85.223% (40798/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.431 | Acc: 85.231% (40911/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.431 | Acc: 85.239% (41024/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.431 | Acc: 85.227% (41127/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.431 | Acc: 85.235% (41240/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m18s | Loss: 0.431 | Acc: 85.220% (41342/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.431 | Acc: 85.216% (41449/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.431 | Acc: 85.222% (41561/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.431 | Acc: 85.220% (41669/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.431 | Acc: 85.209% (41773/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.432 | Acc: 85.197% (41876/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m20s | Loss: 0.431 | Acc: 85.199% (41986/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.432 | Acc: 85.193% (42092/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.431 | Acc: 85.203% (42206/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.431 | Acc: 85.195% (42311/49664) 388/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.432 | Acc: 85.182% (42414/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.432 | Acc: 85.182% (42523/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m22s | Loss: 0.432 | Acc: 85.172% (42586/50000) 391/391 + [>................................................................] Step: 495ms | Tot: 2ms | Loss: 0.494 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 302ms | Tot: 304ms | Loss: 0.429 | Acc: 83.000% (166/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 603ms | Loss: 0.430 | Acc: 82.667% (248/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 902ms | Loss: 0.425 | Acc: 83.000% (332/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s195ms | Loss: 0.461 | Acc: 82.600% (413/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s492ms | Loss: 0.434 | Acc: 84.000% (504/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s787ms | Loss: 0.423 | Acc: 84.429% (591/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s84ms | Loss: 0.462 | Acc: 83.500% (668/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s388ms | Loss: 0.485 | Acc: 82.889% (746/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s689ms | Loss: 0.484 | Acc: 83.100% (831/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 2s993ms | Loss: 0.487 | Acc: 83.091% (914/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s291ms | Loss: 0.489 | Acc: 83.000% (996/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s592ms | Loss: 0.483 | Acc: 83.000% (1079/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s892ms | Loss: 0.479 | Acc: 83.071% (1163/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s190ms | Loss: 0.469 | Acc: 83.267% (1249/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s492ms | Loss: 0.471 | Acc: 83.250% (1332/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s793ms | Loss: 0.469 | Acc: 83.176% (1414/1700) 17/100 [===========>.....................................................] Step: 315ms | Tot: 5s108ms | Loss: 0.473 | Acc: 82.944% (1493/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s421ms | Loss: 0.476 | Acc: 83.000% (1577/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s721ms | Loss: 0.491 | Acc: 82.850% (1657/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s25ms | Loss: 0.490 | Acc: 82.714% (1737/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s329ms | Loss: 0.489 | Acc: 82.909% (1824/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s633ms | Loss: 0.490 | Acc: 82.913% (1907/2300) 23/100 [==============>..................................................] Step: 298ms | Tot: 6s932ms | Loss: 0.492 | Acc: 82.833% (1988/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s235ms | Loss: 0.494 | Acc: 82.760% (2069/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s543ms | Loss: 0.498 | Acc: 82.538% (2146/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s851ms | Loss: 0.493 | Acc: 82.593% (2230/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s155ms | Loss: 0.495 | Acc: 82.500% (2310/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s458ms | Loss: 0.500 | Acc: 82.414% (2390/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s759ms | Loss: 0.499 | Acc: 82.467% (2474/3000) 30/100 [===================>.............................................] Step: 300ms | Tot: 9s59ms | Loss: 0.497 | Acc: 82.484% (2557/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s370ms | Loss: 0.497 | Acc: 82.531% (2641/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s676ms | Loss: 0.493 | Acc: 82.636% (2727/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 9s982ms | Loss: 0.492 | Acc: 82.647% (2810/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s284ms | Loss: 0.498 | Acc: 82.571% (2890/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s598ms | Loss: 0.498 | Acc: 82.667% (2976/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s900ms | Loss: 0.503 | Acc: 82.541% (3054/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s201ms | Loss: 0.504 | Acc: 82.474% (3134/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s509ms | Loss: 0.501 | Acc: 82.615% (3222/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s809ms | Loss: 0.500 | Acc: 82.625% (3305/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s119ms | Loss: 0.501 | Acc: 82.707% (3391/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s427ms | Loss: 0.503 | Acc: 82.810% (3478/4200) 42/100 [===========================>.....................................] Step: 295ms | Tot: 12s723ms | Loss: 0.500 | Acc: 82.907% (3565/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s29ms | Loss: 0.503 | Acc: 82.864% (3646/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s333ms | Loss: 0.501 | Acc: 83.000% (3735/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s643ms | Loss: 0.502 | Acc: 83.022% (3819/4600) 46/100 [=============================>...................................] Step: 301ms | Tot: 13s945ms | Loss: 0.503 | Acc: 82.979% (3900/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s249ms | Loss: 0.505 | Acc: 83.000% (3984/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s556ms | Loss: 0.503 | Acc: 82.980% (4066/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s859ms | Loss: 0.507 | Acc: 82.880% (4144/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s158ms | Loss: 0.508 | Acc: 82.863% (4226/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s463ms | Loss: 0.508 | Acc: 82.904% (4311/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s765ms | Loss: 0.506 | Acc: 82.906% (4394/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s70ms | Loss: 0.505 | Acc: 83.000% (4482/5400) 54/100 [===================================>.............................] Step: 299ms | Tot: 16s370ms | Loss: 0.504 | Acc: 83.018% (4566/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s676ms | Loss: 0.506 | Acc: 83.018% (4649/5600) 56/100 [====================================>............................] Step: 298ms | Tot: 16s974ms | Loss: 0.508 | Acc: 83.035% (4733/5700) 57/100 [=====================================>...........................] Step: 300ms | Tot: 17s275ms | Loss: 0.507 | Acc: 83.034% (4816/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s584ms | Loss: 0.508 | Acc: 82.966% (4895/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 17s889ms | Loss: 0.508 | Acc: 82.967% (4978/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s191ms | Loss: 0.507 | Acc: 82.918% (5058/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s497ms | Loss: 0.506 | Acc: 82.919% (5141/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 18s809ms | Loss: 0.504 | Acc: 82.968% (5227/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s110ms | Loss: 0.504 | Acc: 83.016% (5313/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s416ms | Loss: 0.507 | Acc: 83.000% (5395/6500) 65/100 [==========================================>......................] Step: 299ms | Tot: 19s715ms | Loss: 0.507 | Acc: 83.000% (5478/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s19ms | Loss: 0.505 | Acc: 83.090% (5567/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s322ms | Loss: 0.505 | Acc: 83.088% (5650/6800) 68/100 [============================================>....................] Step: 304ms | Tot: 20s626ms | Loss: 0.504 | Acc: 83.159% (5738/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 20s928ms | Loss: 0.506 | Acc: 83.129% (5819/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s228ms | Loss: 0.507 | Acc: 83.141% (5903/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s535ms | Loss: 0.507 | Acc: 83.125% (5985/7200) 72/100 [==============================================>..................] Step: 298ms | Tot: 21s833ms | Loss: 0.506 | Acc: 83.178% (6072/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s141ms | Loss: 0.504 | Acc: 83.257% (6161/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s450ms | Loss: 0.505 | Acc: 83.227% (6242/7500) 75/100 [================================================>................] Step: 298ms | Tot: 22s749ms | Loss: 0.503 | Acc: 83.250% (6327/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s59ms | Loss: 0.503 | Acc: 83.260% (6411/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s361ms | Loss: 0.504 | Acc: 83.256% (6494/7800) 78/100 [==================================================>..............] Step: 298ms | Tot: 23s659ms | Loss: 0.504 | Acc: 83.291% (6580/7900) 79/100 [===================================================>.............] Step: 297ms | Tot: 23s957ms | Loss: 0.505 | Acc: 83.263% (6661/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s266ms | Loss: 0.504 | Acc: 83.259% (6744/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s575ms | Loss: 0.504 | Acc: 83.280% (6829/8200) 82/100 [=====================================================>...........] Step: 301ms | Tot: 24s876ms | Loss: 0.504 | Acc: 83.289% (6913/8300) 83/100 [=====================================================>...........] Step: 300ms | Tot: 25s177ms | Loss: 0.504 | Acc: 83.310% (6998/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s486ms | Loss: 0.505 | Acc: 83.259% (7077/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 25s785ms | Loss: 0.507 | Acc: 83.244% (7159/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s90ms | Loss: 0.507 | Acc: 83.241% (7242/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 26s399ms | Loss: 0.508 | Acc: 83.227% (7324/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 26s699ms | Loss: 0.507 | Acc: 83.292% (7413/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s5ms | Loss: 0.506 | Acc: 83.344% (7501/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s313ms | Loss: 0.505 | Acc: 83.341% (7584/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s618ms | Loss: 0.504 | Acc: 83.380% (7671/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 27s918ms | Loss: 0.505 | Acc: 83.333% (7750/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s222ms | Loss: 0.504 | Acc: 83.372% (7837/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s529ms | Loss: 0.505 | Acc: 83.337% (7917/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 28s834ms | Loss: 0.504 | Acc: 83.385% (8005/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s140ms | Loss: 0.503 | Acc: 83.443% (8094/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s444ms | Loss: 0.504 | Acc: 83.408% (8174/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 29s745ms | Loss: 0.504 | Acc: 83.354% (8252/9900) 99/100 [================================================================>] Step: 302ms | Tot: 30s47ms | Loss: 0.504 | Acc: 83.360% (8336/10000) 100/100 +Saving.. + +Epoch: 55 + [>................................................................] Step: 723ms | Tot: 2ms | Loss: 0.463 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 386ms | Tot: 389ms | Loss: 0.454 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 380ms | Tot: 769ms | Loss: 0.454 | Acc: 84.375% (324/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s143ms | Loss: 0.433 | Acc: 85.742% (439/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s507ms | Loss: 0.432 | Acc: 85.312% (546/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s877ms | Loss: 0.409 | Acc: 86.589% (665/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s244ms | Loss: 0.428 | Acc: 85.826% (769/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s614ms | Loss: 0.452 | Acc: 84.961% (870/1024) 8/391 [=>...............................................................] Step: 373ms | Tot: 2s988ms | Loss: 0.455 | Acc: 84.549% (974/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s355ms | Loss: 0.446 | Acc: 84.766% (1085/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s721ms | Loss: 0.450 | Acc: 84.588% (1191/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s83ms | Loss: 0.446 | Acc: 84.766% (1302/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s446ms | Loss: 0.442 | Acc: 84.856% (1412/1664) 13/391 [==>..............................................................] Step: 373ms | Tot: 4s820ms | Loss: 0.437 | Acc: 85.100% (1525/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s183ms | Loss: 0.426 | Acc: 85.521% (1642/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s547ms | Loss: 0.425 | Acc: 85.498% (1751/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s910ms | Loss: 0.422 | Acc: 85.708% (1865/2176) 17/391 [==>..............................................................] Step: 376ms | Tot: 6s286ms | Loss: 0.425 | Acc: 85.590% (1972/2304) 18/391 [==>..............................................................] Step: 364ms | Tot: 6s651ms | Loss: 0.422 | Acc: 85.691% (2084/2432) 19/391 [===>.............................................................] Step: 379ms | Tot: 7s31ms | Loss: 0.422 | Acc: 85.742% (2195/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s389ms | Loss: 0.417 | Acc: 85.975% (2311/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s748ms | Loss: 0.416 | Acc: 86.009% (2422/2816) 22/391 [===>.............................................................] Step: 353ms | Tot: 8s102ms | Loss: 0.418 | Acc: 86.005% (2532/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s464ms | Loss: 0.419 | Acc: 86.003% (2642/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s829ms | Loss: 0.420 | Acc: 85.969% (2751/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s188ms | Loss: 0.416 | Acc: 85.998% (2862/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s554ms | Loss: 0.418 | Acc: 85.909% (2969/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 9s926ms | Loss: 0.419 | Acc: 85.770% (3074/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s290ms | Loss: 0.418 | Acc: 85.857% (3187/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s652ms | Loss: 0.422 | Acc: 85.833% (3296/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 11s14ms | Loss: 0.421 | Acc: 85.887% (3408/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s379ms | Loss: 0.419 | Acc: 85.913% (3519/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s752ms | Loss: 0.421 | Acc: 85.843% (3626/4224) 33/391 [=====>...........................................................] Step: 352ms | Tot: 12s105ms | Loss: 0.420 | Acc: 85.869% (3737/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s470ms | Loss: 0.418 | Acc: 86.004% (3853/4480) 35/391 [=====>...........................................................] Step: 376ms | Tot: 12s846ms | Loss: 0.418 | Acc: 85.981% (3962/4608) 36/391 [=====>...........................................................] Step: 369ms | Tot: 13s216ms | Loss: 0.417 | Acc: 85.959% (4071/4736) 37/391 [======>..........................................................] Step: 370ms | Tot: 13s587ms | Loss: 0.417 | Acc: 85.855% (4176/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s951ms | Loss: 0.416 | Acc: 85.917% (4289/4992) 39/391 [======>..........................................................] Step: 377ms | Tot: 14s328ms | Loss: 0.415 | Acc: 85.977% (4402/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s685ms | Loss: 0.418 | Acc: 85.861% (4506/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 15s50ms | Loss: 0.420 | Acc: 85.733% (4609/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s410ms | Loss: 0.418 | Acc: 85.810% (4723/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s772ms | Loss: 0.416 | Acc: 85.884% (4837/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s141ms | Loss: 0.415 | Acc: 85.851% (4945/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s504ms | Loss: 0.413 | Acc: 85.887% (5057/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s866ms | Loss: 0.413 | Acc: 85.921% (5169/6016) 47/391 [=======>.........................................................] Step: 370ms | Tot: 17s236ms | Loss: 0.411 | Acc: 86.019% (5285/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s599ms | Loss: 0.412 | Acc: 85.985% (5393/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s964ms | Loss: 0.412 | Acc: 86.062% (5508/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 18s319ms | Loss: 0.413 | Acc: 85.999% (5614/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s682ms | Loss: 0.413 | Acc: 85.922% (5719/6656) 52/391 [========>........................................................] Step: 355ms | Tot: 19s37ms | Loss: 0.414 | Acc: 85.879% (5826/6784) 53/391 [========>........................................................] Step: 376ms | Tot: 19s414ms | Loss: 0.412 | Acc: 86.010% (5945/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s778ms | Loss: 0.412 | Acc: 86.009% (6055/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s136ms | Loss: 0.410 | Acc: 86.091% (6171/7168) 56/391 [=========>.......................................................] Step: 355ms | Tot: 20s491ms | Loss: 0.411 | Acc: 86.047% (6278/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s855ms | Loss: 0.410 | Acc: 86.045% (6388/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s211ms | Loss: 0.410 | Acc: 86.057% (6499/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s570ms | Loss: 0.412 | Acc: 86.003% (6605/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s930ms | Loss: 0.410 | Acc: 86.066% (6720/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s287ms | Loss: 0.408 | Acc: 86.114% (6834/7936) 62/391 [==========>......................................................] Step: 369ms | Tot: 22s656ms | Loss: 0.409 | Acc: 85.987% (6934/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s17ms | Loss: 0.408 | Acc: 86.035% (7048/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s378ms | Loss: 0.407 | Acc: 86.022% (7157/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s736ms | Loss: 0.408 | Acc: 86.009% (7266/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s97ms | Loss: 0.407 | Acc: 85.984% (7374/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s464ms | Loss: 0.407 | Acc: 85.983% (7484/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s828ms | Loss: 0.408 | Acc: 85.971% (7593/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s186ms | Loss: 0.407 | Acc: 85.960% (7702/8960) 70/391 [===========>.....................................................] Step: 356ms | Tot: 25s543ms | Loss: 0.406 | Acc: 85.993% (7815/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 25s910ms | Loss: 0.406 | Acc: 86.013% (7927/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s274ms | Loss: 0.407 | Acc: 85.927% (8029/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s636ms | Loss: 0.406 | Acc: 85.980% (8144/9472) 74/391 [============>....................................................] Step: 353ms | Tot: 26s990ms | Loss: 0.407 | Acc: 85.958% (8252/9600) 75/391 [============>....................................................] Step: 355ms | Tot: 27s345ms | Loss: 0.406 | Acc: 85.979% (8364/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 27s713ms | Loss: 0.405 | Acc: 85.948% (8471/9856) 77/391 [============>....................................................] Step: 355ms | Tot: 28s69ms | Loss: 0.405 | Acc: 85.978% (8584/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 28s426ms | Loss: 0.404 | Acc: 86.027% (8699/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s788ms | Loss: 0.404 | Acc: 86.045% (8811/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s154ms | Loss: 0.403 | Acc: 86.082% (8925/10368) 81/391 [=============>...................................................] Step: 354ms | Tot: 29s509ms | Loss: 0.403 | Acc: 86.061% (9033/10496) 82/391 [=============>...................................................] Step: 373ms | Tot: 29s882ms | Loss: 0.403 | Acc: 86.050% (9142/10624) 83/391 [=============>...................................................] Step: 355ms | Tot: 30s238ms | Loss: 0.404 | Acc: 86.021% (9249/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s596ms | Loss: 0.403 | Acc: 86.029% (9360/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 30s956ms | Loss: 0.402 | Acc: 86.047% (9472/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s313ms | Loss: 0.403 | Acc: 86.045% (9582/11136) 87/391 [==============>..................................................] Step: 370ms | Tot: 31s684ms | Loss: 0.403 | Acc: 86.009% (9688/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s44ms | Loss: 0.402 | Acc: 86.060% (9804/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s410ms | Loss: 0.402 | Acc: 86.068% (9915/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s773ms | Loss: 0.401 | Acc: 86.075% (10026/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s132ms | Loss: 0.402 | Acc: 86.039% (10132/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s495ms | Loss: 0.402 | Acc: 86.030% (10241/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s858ms | Loss: 0.401 | Acc: 86.054% (10354/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s222ms | Loss: 0.401 | Acc: 86.053% (10464/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s579ms | Loss: 0.401 | Acc: 86.076% (10577/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 34s944ms | Loss: 0.401 | Acc: 86.050% (10684/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s310ms | Loss: 0.401 | Acc: 86.089% (10799/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s679ms | Loss: 0.401 | Acc: 86.072% (10907/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s36ms | Loss: 0.402 | Acc: 86.031% (11012/12800) 100/391 [================>................................................] Step: 364ms | Tot: 36s400ms | Loss: 0.403 | Acc: 86.007% (11119/12928) 101/391 [================>................................................] Step: 369ms | Tot: 36s769ms | Loss: 0.405 | Acc: 85.960% (11223/13056) 102/391 [================>................................................] Step: 374ms | Tot: 37s144ms | Loss: 0.404 | Acc: 85.998% (11338/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 37s515ms | Loss: 0.403 | Acc: 86.020% (11451/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s877ms | Loss: 0.403 | Acc: 85.997% (11558/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 38s234ms | Loss: 0.402 | Acc: 86.004% (11669/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 38s602ms | Loss: 0.402 | Acc: 86.003% (11779/13696) 107/391 [=================>...............................................] Step: 370ms | Tot: 38s972ms | Loss: 0.402 | Acc: 86.017% (11891/13824) 108/391 [=================>...............................................] Step: 352ms | Tot: 39s324ms | Loss: 0.402 | Acc: 86.002% (11999/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s689ms | Loss: 0.403 | Acc: 85.973% (12105/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 40s45ms | Loss: 0.402 | Acc: 86.008% (12220/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s403ms | Loss: 0.402 | Acc: 86.021% (12332/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 40s768ms | Loss: 0.401 | Acc: 86.027% (12443/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 41s124ms | Loss: 0.400 | Acc: 86.054% (12557/14592) 114/391 [==================>..............................................] Step: 352ms | Tot: 41s477ms | Loss: 0.400 | Acc: 86.046% (12666/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 41s841ms | Loss: 0.401 | Acc: 86.052% (12777/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s207ms | Loss: 0.401 | Acc: 86.031% (12884/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 42s564ms | Loss: 0.402 | Acc: 86.024% (12993/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 42s923ms | Loss: 0.402 | Acc: 86.016% (13102/15232) 119/391 [===================>.............................................] Step: 357ms | Tot: 43s280ms | Loss: 0.403 | Acc: 86.016% (13212/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 43s637ms | Loss: 0.402 | Acc: 86.028% (13324/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 43s993ms | Loss: 0.402 | Acc: 86.040% (13436/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 44s355ms | Loss: 0.401 | Acc: 86.090% (13554/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s713ms | Loss: 0.403 | Acc: 86.032% (13655/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s75ms | Loss: 0.403 | Acc: 86.019% (13763/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 45s443ms | Loss: 0.404 | Acc: 85.993% (13869/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 45s812ms | Loss: 0.403 | Acc: 86.005% (13981/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s181ms | Loss: 0.403 | Acc: 86.035% (14096/16384) 128/391 [=====================>...........................................] Step: 354ms | Tot: 46s536ms | Loss: 0.402 | Acc: 86.053% (14209/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 46s896ms | Loss: 0.403 | Acc: 86.004% (14311/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s256ms | Loss: 0.403 | Acc: 85.985% (14418/16768) 131/391 [=====================>...........................................] Step: 366ms | Tot: 47s623ms | Loss: 0.404 | Acc: 85.938% (14520/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 47s995ms | Loss: 0.405 | Acc: 85.908% (14625/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s355ms | Loss: 0.404 | Acc: 85.908% (14735/17152) 134/391 [======================>..........................................] Step: 371ms | Tot: 48s726ms | Loss: 0.404 | Acc: 85.903% (14844/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s93ms | Loss: 0.406 | Acc: 85.823% (14940/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 49s458ms | Loss: 0.407 | Acc: 85.806% (15047/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 49s827ms | Loss: 0.408 | Acc: 85.773% (15151/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 50s190ms | Loss: 0.407 | Acc: 85.797% (15265/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 50s547ms | Loss: 0.407 | Acc: 85.831% (15381/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s907ms | Loss: 0.406 | Acc: 85.860% (15496/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s270ms | Loss: 0.407 | Acc: 85.838% (15602/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 51s636ms | Loss: 0.407 | Acc: 85.828% (15710/18304) 143/391 [=======================>.........................................] Step: 369ms | Tot: 52s5ms | Loss: 0.407 | Acc: 85.856% (15825/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s369ms | Loss: 0.407 | Acc: 85.851% (15934/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 52s734ms | Loss: 0.407 | Acc: 85.825% (16039/18688) 146/391 [========================>........................................] Step: 354ms | Tot: 53s89ms | Loss: 0.407 | Acc: 85.847% (16153/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s446ms | Loss: 0.408 | Acc: 85.827% (16259/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s807ms | Loss: 0.408 | Acc: 85.822% (16368/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 54s165ms | Loss: 0.408 | Acc: 85.823% (16478/19200) 150/391 [========================>........................................] Step: 354ms | Tot: 54s520ms | Loss: 0.409 | Acc: 85.798% (16583/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s877ms | Loss: 0.410 | Acc: 85.763% (16686/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s245ms | Loss: 0.410 | Acc: 85.769% (16797/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 55s605ms | Loss: 0.410 | Acc: 85.765% (16906/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 55s969ms | Loss: 0.410 | Acc: 85.771% (17017/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 56s327ms | Loss: 0.410 | Acc: 85.777% (17128/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 56s691ms | Loss: 0.411 | Acc: 85.763% (17235/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s49ms | Loss: 0.411 | Acc: 85.755% (17343/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s409ms | Loss: 0.412 | Acc: 85.721% (17446/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s771ms | Loss: 0.412 | Acc: 85.708% (17553/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 58s130ms | Loss: 0.412 | Acc: 85.719% (17665/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s492ms | Loss: 0.411 | Acc: 85.745% (17780/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 58s855ms | Loss: 0.411 | Acc: 85.770% (17895/20864) 163/391 [===========================>.....................................] Step: 355ms | Tot: 59s210ms | Loss: 0.410 | Acc: 85.780% (18007/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 59s572ms | Loss: 0.412 | Acc: 85.758% (18112/21120) 165/391 [===========================>.....................................] Step: 358ms | Tot: 59s930ms | Loss: 0.412 | Acc: 85.735% (18217/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m289ms | Loss: 0.413 | Acc: 85.722% (18324/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m649ms | Loss: 0.412 | Acc: 85.756% (18441/21504) 168/391 [===========================>.....................................] Step: 355ms | Tot: 1m1s | Loss: 0.412 | Acc: 85.753% (18550/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.735% (18656/21760) 170/391 [============================>....................................] Step: 374ms | Tot: 1m1s | Loss: 0.414 | Acc: 85.686% (18755/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.414 | Acc: 85.679% (18863/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.414 | Acc: 85.685% (18974/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.414 | Acc: 85.691% (19085/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.414 | Acc: 85.688% (19194/22400) 175/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.414 | Acc: 85.680% (19302/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.414 | Acc: 85.664% (19408/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.414 | Acc: 85.661% (19517/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.415 | Acc: 85.636% (19621/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.415 | Acc: 85.612% (19725/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.415 | Acc: 85.597% (19831/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.415 | Acc: 85.603% (19942/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.416 | Acc: 85.583% (20047/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.416 | Acc: 85.568% (20153/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.417 | Acc: 85.536% (20255/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.417 | Acc: 85.543% (20366/23808) 186/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.417 | Acc: 85.536% (20474/23936) 187/391 [===============================>.................................] Step: 376ms | Tot: 1m7s | Loss: 0.417 | Acc: 85.539% (20584/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.417 | Acc: 85.545% (20695/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.416 | Acc: 85.559% (20808/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.416 | Acc: 85.565% (20919/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.416 | Acc: 85.600% (21037/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.415 | Acc: 85.618% (21151/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.415 | Acc: 85.623% (21262/24832) 194/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.415 | Acc: 85.633% (21374/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.414 | Acc: 85.651% (21488/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.414 | Acc: 85.652% (21598/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.415 | Acc: 85.630% (21702/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.415 | Acc: 85.612% (21807/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.415 | Acc: 85.609% (21916/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.414 | Acc: 85.623% (22029/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.415 | Acc: 85.613% (22136/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.414 | Acc: 85.637% (22252/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.415 | Acc: 85.627% (22359/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.415 | Acc: 85.598% (22461/26240) 205/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.415 | Acc: 85.615% (22575/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.415 | Acc: 85.636% (22690/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.415 | Acc: 85.641% (22801/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.414 | Acc: 85.646% (22912/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.415 | Acc: 85.632% (23018/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.415 | Acc: 85.604% (23120/27008) 211/391 [===================================>.............................] Step: 355ms | Tot: 1m16s | Loss: 0.415 | Acc: 85.598% (23228/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m16s | Loss: 0.415 | Acc: 85.611% (23341/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.415 | Acc: 85.613% (23451/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.415 | Acc: 85.625% (23564/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.415 | Acc: 85.626% (23674/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.415 | Acc: 85.635% (23786/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m18s | Loss: 0.415 | Acc: 85.629% (23894/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.415 | Acc: 85.620% (24001/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.415 | Acc: 85.629% (24113/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.415 | Acc: 85.623% (24221/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.416 | Acc: 85.614% (24328/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.416 | Acc: 85.608% (24436/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m20s | Loss: 0.416 | Acc: 85.592% (24541/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.416 | Acc: 85.576% (24646/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.417 | Acc: 85.571% (24754/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.417 | Acc: 85.555% (24859/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.417 | Acc: 85.557% (24969/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.418 | Acc: 85.528% (25070/29312) 229/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.418 | Acc: 85.513% (25175/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.418 | Acc: 85.525% (25288/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.418 | Acc: 85.530% (25399/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.418 | Acc: 85.538% (25511/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.418 | Acc: 85.527% (25617/29952) 234/391 [======================================>..........................] Step: 377ms | Tot: 1m24s | Loss: 0.418 | Acc: 85.535% (25729/30080) 235/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.418 | Acc: 85.537% (25839/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.418 | Acc: 85.522% (25944/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.418 | Acc: 85.511% (26050/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.418 | Acc: 85.496% (26155/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.418 | Acc: 85.498% (26265/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m27s | Loss: 0.418 | Acc: 85.477% (26368/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.418 | Acc: 85.505% (26486/30976) 242/391 [========================================>........................] Step: 374ms | Tot: 1m27s | Loss: 0.418 | Acc: 85.478% (26587/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.419 | Acc: 85.464% (26692/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.419 | Acc: 85.475% (26805/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.419 | Acc: 85.474% (26914/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.418 | Acc: 85.479% (27025/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.418 | Acc: 85.487% (27137/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.418 | Acc: 85.479% (27244/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.418 | Acc: 85.487% (27356/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.418 | Acc: 85.505% (27471/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.419 | Acc: 85.482% (27573/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.419 | Acc: 85.459% (27675/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.419 | Acc: 85.461% (27785/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.420 | Acc: 85.432% (27885/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.420 | Acc: 85.422% (27991/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.420 | Acc: 85.436% (28105/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.419 | Acc: 85.438% (28215/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.419 | Acc: 85.467% (28334/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.418 | Acc: 85.487% (28450/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.418 | Acc: 85.486% (28559/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.419 | Acc: 85.484% (28668/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.419 | Acc: 85.465% (28771/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.419 | Acc: 85.464% (28880/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.419 | Acc: 85.463% (28989/33920) 265/391 [============================================>....................] Step: 350ms | Tot: 1m36s | Loss: 0.419 | Acc: 85.453% (29095/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.419 | Acc: 85.466% (29209/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.419 | Acc: 85.486% (29325/34304) 268/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.419 | Acc: 85.484% (29434/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.419 | Acc: 85.483% (29543/34560) 270/391 [============================================>....................] Step: 377ms | Tot: 1m37s | Loss: 0.419 | Acc: 85.479% (29651/34688) 271/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.418 | Acc: 85.484% (29762/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.419 | Acc: 85.465% (29865/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.419 | Acc: 85.464% (29974/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.419 | Acc: 85.457% (30081/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.419 | Acc: 85.451% (30188/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.419 | Acc: 85.466% (30303/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.419 | Acc: 85.468% (30413/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m40s | Loss: 0.419 | Acc: 85.484% (30528/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.418 | Acc: 85.491% (30640/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.419 | Acc: 85.465% (30740/35968) 281/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.419 | Acc: 85.478% (30854/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.419 | Acc: 85.479% (30964/36224) 283/391 [===============================================>.................] Step: 350ms | Tot: 1m42s | Loss: 0.419 | Acc: 85.486% (31076/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m42s | Loss: 0.419 | Acc: 85.480% (31183/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.419 | Acc: 85.490% (31296/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.419 | Acc: 85.488% (31405/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.420 | Acc: 85.471% (31508/36864) 288/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.420 | Acc: 85.446% (31608/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m44s | Loss: 0.420 | Acc: 85.445% (31717/37120) 290/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.420 | Acc: 85.433% (31822/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.420 | Acc: 85.418% (31926/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.420 | Acc: 85.418% (32035/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.420 | Acc: 85.430% (32149/37632) 294/391 [================================================>................] Step: 352ms | Tot: 1m46s | Loss: 0.420 | Acc: 85.429% (32258/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.420 | Acc: 85.420% (32364/37888) 296/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.420 | Acc: 85.417% (32472/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.421 | Acc: 85.413% (32580/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.421 | Acc: 85.407% (32687/38272) 299/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.421 | Acc: 85.414% (32799/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.421 | Acc: 85.411% (32907/38528) 301/391 [==================================================>..............] Step: 353ms | Tot: 1m49s | Loss: 0.421 | Acc: 85.397% (33011/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.421 | Acc: 85.388% (33117/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.421 | Acc: 85.370% (33219/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.421 | Acc: 85.374% (33330/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.421 | Acc: 85.383% (33443/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.422 | Acc: 85.365% (33545/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.422 | Acc: 85.369% (33656/39424) 308/391 [===================================================>.............] Step: 352ms | Tot: 1m51s | Loss: 0.422 | Acc: 85.376% (33768/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.422 | Acc: 85.383% (33880/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.422 | Acc: 85.380% (33988/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.422 | Acc: 85.387% (34100/39936) 312/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.422 | Acc: 85.388% (34210/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.422 | Acc: 85.393% (34321/40192) 314/391 [====================================================>............] Step: 367ms | Tot: 1m53s | Loss: 0.422 | Acc: 85.387% (34428/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.422 | Acc: 85.386% (34537/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.422 | Acc: 85.371% (34640/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.423 | Acc: 85.358% (34744/40704) 318/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.423 | Acc: 85.350% (34850/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.423 | Acc: 85.347% (34958/40960) 320/391 [=====================================================>...........] Step: 353ms | Tot: 1m55s | Loss: 0.423 | Acc: 85.346% (35067/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.423 | Acc: 85.333% (35171/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.424 | Acc: 85.326% (35277/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.423 | Acc: 85.330% (35388/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.423 | Acc: 85.341% (35502/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.424 | Acc: 85.326% (35605/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.424 | Acc: 85.323% (35713/41856) 327/391 [======================================================>..........] Step: 351ms | Tot: 1m58s | Loss: 0.424 | Acc: 85.328% (35824/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.424 | Acc: 85.330% (35934/42112) 329/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.424 | Acc: 85.339% (36047/42240) 330/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.424 | Acc: 85.329% (36152/42368) 331/391 [=======================================================>.........] Step: 372ms | Tot: 1m59s | Loss: 0.424 | Acc: 85.330% (36262/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m328ms | Loss: 0.424 | Acc: 85.344% (36377/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m688ms | Loss: 0.424 | Acc: 85.341% (36485/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.424 | Acc: 85.329% (36589/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.425 | Acc: 85.324% (36696/43008) 336/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.425 | Acc: 85.321% (36804/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.425 | Acc: 85.323% (36914/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.425 | Acc: 85.315% (37020/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.424 | Acc: 85.326% (37134/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.424 | Acc: 85.330% (37245/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.424 | Acc: 85.328% (37353/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.424 | Acc: 85.318% (37458/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.424 | Acc: 85.313% (37565/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.425 | Acc: 85.306% (37671/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.425 | Acc: 85.299% (37777/44288) 346/391 [=========================================================>.......] Step: 353ms | Tot: 2m5s | Loss: 0.424 | Acc: 85.312% (37892/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.425 | Acc: 85.311% (38001/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.425 | Acc: 85.302% (38106/44672) 349/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.424 | Acc: 85.315% (38221/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m6s | Loss: 0.425 | Acc: 85.308% (38327/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.424 | Acc: 85.314% (38439/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.424 | Acc: 85.300% (38542/45184) 353/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.424 | Acc: 85.302% (38652/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.424 | Acc: 85.304% (38762/45440) 355/391 [===========================================================>.....] Step: 353ms | Tot: 2m8s | Loss: 0.424 | Acc: 85.308% (38873/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.424 | Acc: 85.312% (38984/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.424 | Acc: 85.309% (39092/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.424 | Acc: 85.302% (39198/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.424 | Acc: 85.302% (39307/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.425 | Acc: 85.290% (39411/46208) 361/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.425 | Acc: 85.286% (39518/46336) 362/391 [============================================================>....] Step: 352ms | Tot: 2m11s | Loss: 0.426 | Acc: 85.264% (39617/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.425 | Acc: 85.259% (39724/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.426 | Acc: 85.259% (39833/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.426 | Acc: 85.261% (39943/46848) 366/391 [============================================================>....] Step: 351ms | Tot: 2m12s | Loss: 0.426 | Acc: 85.254% (40049/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.426 | Acc: 85.258% (40160/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.426 | Acc: 85.245% (40263/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.426 | Acc: 85.241% (40370/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.426 | Acc: 85.247% (40482/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.426 | Acc: 85.253% (40594/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.426 | Acc: 85.255% (40704/47744) 373/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.426 | Acc: 85.246% (40809/47872) 374/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.427 | Acc: 85.250% (40920/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.426 | Acc: 85.250% (41029/48128) 376/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.426 | Acc: 85.252% (41139/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.427 | Acc: 85.253% (41249/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.427 | Acc: 85.239% (41351/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.427 | Acc: 85.234% (41458/48640) 380/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.427 | Acc: 85.232% (41566/48768) 381/391 [===============================================================>.] Step: 352ms | Tot: 2m17s | Loss: 0.427 | Acc: 85.244% (41681/48896) 382/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.427 | Acc: 85.242% (41789/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.427 | Acc: 85.238% (41896/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.427 | Acc: 85.235% (42004/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m19s | Loss: 0.427 | Acc: 85.217% (42104/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m19s | Loss: 0.427 | Acc: 85.219% (42214/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.427 | Acc: 85.219% (42323/49664) 388/391 [================================================================>] Step: 348ms | Tot: 2m20s | Loss: 0.427 | Acc: 85.206% (42426/49792) 389/391 [================================================================>] Step: 348ms | Tot: 2m20s | Loss: 0.427 | Acc: 85.216% (42540/49920) 390/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.427 | Acc: 85.216% (42608/50000) 391/391 + [>................................................................] Step: 482ms | Tot: 2ms | Loss: 0.443 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 294ms | Tot: 296ms | Loss: 0.495 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 591ms | Loss: 0.450 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 884ms | Loss: 0.454 | Acc: 83.500% (334/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s182ms | Loss: 0.448 | Acc: 83.800% (419/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s479ms | Loss: 0.420 | Acc: 84.833% (509/600) 6/100 [===>.............................................................] Step: 292ms | Tot: 1s771ms | Loss: 0.424 | Acc: 85.143% (596/700) 7/100 [====>............................................................] Step: 293ms | Tot: 2s64ms | Loss: 0.444 | Acc: 84.500% (676/800) 8/100 [=====>...........................................................] Step: 295ms | Tot: 2s360ms | Loss: 0.479 | Acc: 83.556% (752/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s663ms | Loss: 0.465 | Acc: 83.800% (838/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 2s962ms | Loss: 0.469 | Acc: 83.727% (921/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s263ms | Loss: 0.464 | Acc: 83.917% (1007/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s559ms | Loss: 0.457 | Acc: 83.692% (1088/1300) 13/100 [========>........................................................] Step: 314ms | Tot: 3s873ms | Loss: 0.459 | Acc: 83.786% (1173/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s178ms | Loss: 0.460 | Acc: 83.800% (1257/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s479ms | Loss: 0.467 | Acc: 83.688% (1339/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s782ms | Loss: 0.469 | Acc: 84.000% (1428/1700) 17/100 [===========>.....................................................] Step: 311ms | Tot: 5s93ms | Loss: 0.477 | Acc: 83.833% (1509/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s396ms | Loss: 0.475 | Acc: 83.737% (1591/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s705ms | Loss: 0.482 | Acc: 83.550% (1671/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s10ms | Loss: 0.486 | Acc: 83.429% (1752/2100) 21/100 [=============>...................................................] Step: 301ms | Tot: 6s311ms | Loss: 0.486 | Acc: 83.455% (1836/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s616ms | Loss: 0.491 | Acc: 83.435% (1919/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s921ms | Loss: 0.489 | Acc: 83.542% (2005/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s225ms | Loss: 0.495 | Acc: 83.520% (2088/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s527ms | Loss: 0.501 | Acc: 83.538% (2172/2600) 26/100 [================>................................................] Step: 302ms | Tot: 7s830ms | Loss: 0.497 | Acc: 83.741% (2261/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s136ms | Loss: 0.499 | Acc: 83.786% (2346/2800) 28/100 [==================>..............................................] Step: 299ms | Tot: 8s435ms | Loss: 0.498 | Acc: 83.793% (2430/2900) 29/100 [==================>..............................................] Step: 299ms | Tot: 8s734ms | Loss: 0.498 | Acc: 83.867% (2516/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s46ms | Loss: 0.497 | Acc: 83.968% (2603/3100) 31/100 [====================>............................................] Step: 299ms | Tot: 9s345ms | Loss: 0.494 | Acc: 84.031% (2689/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s650ms | Loss: 0.490 | Acc: 84.182% (2778/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 9s954ms | Loss: 0.492 | Acc: 84.088% (2859/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s259ms | Loss: 0.495 | Acc: 83.914% (2937/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s564ms | Loss: 0.495 | Acc: 83.972% (3023/3600) 36/100 [=======================>.........................................] Step: 297ms | Tot: 10s861ms | Loss: 0.493 | Acc: 84.054% (3110/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s171ms | Loss: 0.496 | Acc: 84.000% (3192/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s472ms | Loss: 0.493 | Acc: 84.051% (3278/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 11s783ms | Loss: 0.492 | Acc: 84.075% (3363/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s97ms | Loss: 0.493 | Acc: 84.098% (3448/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s399ms | Loss: 0.493 | Acc: 84.214% (3537/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 12s709ms | Loss: 0.491 | Acc: 84.209% (3621/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s13ms | Loss: 0.493 | Acc: 84.227% (3706/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s316ms | Loss: 0.491 | Acc: 84.311% (3794/4500) 45/100 [=============================>...................................] Step: 318ms | Tot: 13s634ms | Loss: 0.492 | Acc: 84.239% (3875/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 13s938ms | Loss: 0.491 | Acc: 84.277% (3961/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s250ms | Loss: 0.491 | Acc: 84.229% (4043/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s555ms | Loss: 0.489 | Acc: 84.224% (4127/4900) 49/100 [===============================>.................................] Step: 296ms | Tot: 14s852ms | Loss: 0.493 | Acc: 84.100% (4205/5000) 50/100 [================================>................................] Step: 315ms | Tot: 15s167ms | Loss: 0.493 | Acc: 84.157% (4292/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s477ms | Loss: 0.492 | Acc: 84.173% (4377/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s776ms | Loss: 0.492 | Acc: 84.226% (4464/5300) 53/100 [==================================>..............................] Step: 321ms | Tot: 16s98ms | Loss: 0.490 | Acc: 84.296% (4552/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 16s396ms | Loss: 0.490 | Acc: 84.236% (4633/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s706ms | Loss: 0.491 | Acc: 84.179% (4714/5600) 56/100 [====================================>............................] Step: 320ms | Tot: 17s26ms | Loss: 0.492 | Acc: 84.175% (4798/5700) 57/100 [=====================================>...........................] Step: 295ms | Tot: 17s321ms | Loss: 0.491 | Acc: 84.224% (4885/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s628ms | Loss: 0.493 | Acc: 84.136% (4964/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 17s934ms | Loss: 0.494 | Acc: 84.083% (5045/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s240ms | Loss: 0.495 | Acc: 84.000% (5124/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s547ms | Loss: 0.495 | Acc: 83.968% (5206/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s852ms | Loss: 0.494 | Acc: 84.016% (5293/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s155ms | Loss: 0.493 | Acc: 84.094% (5382/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s458ms | Loss: 0.496 | Acc: 84.000% (5460/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s767ms | Loss: 0.497 | Acc: 83.909% (5538/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 20s67ms | Loss: 0.495 | Acc: 83.940% (5624/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s371ms | Loss: 0.497 | Acc: 83.868% (5703/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s675ms | Loss: 0.497 | Acc: 83.855% (5786/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 20s983ms | Loss: 0.499 | Acc: 83.829% (5868/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s286ms | Loss: 0.500 | Acc: 83.817% (5951/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s588ms | Loss: 0.499 | Acc: 83.833% (6036/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 21s893ms | Loss: 0.497 | Acc: 83.945% (6128/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s202ms | Loss: 0.496 | Acc: 83.932% (6211/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s513ms | Loss: 0.496 | Acc: 83.827% (6287/7500) 75/100 [================================================>................] Step: 306ms | Tot: 22s820ms | Loss: 0.496 | Acc: 83.816% (6370/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s131ms | Loss: 0.497 | Acc: 83.818% (6454/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s434ms | Loss: 0.497 | Acc: 83.846% (6540/7800) 78/100 [==================================================>..............] Step: 315ms | Tot: 23s750ms | Loss: 0.499 | Acc: 83.797% (6620/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s57ms | Loss: 0.500 | Acc: 83.737% (6699/8000) 80/100 [====================================================>............] Step: 298ms | Tot: 24s356ms | Loss: 0.497 | Acc: 83.827% (6790/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 24s670ms | Loss: 0.495 | Acc: 83.927% (6882/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 24s983ms | Loss: 0.496 | Acc: 83.940% (6967/8300) 83/100 [=====================================================>...........] Step: 312ms | Tot: 25s295ms | Loss: 0.497 | Acc: 83.881% (7046/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 25s598ms | Loss: 0.498 | Acc: 83.835% (7126/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s901ms | Loss: 0.500 | Acc: 83.791% (7206/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s204ms | Loss: 0.500 | Acc: 83.793% (7290/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s514ms | Loss: 0.500 | Acc: 83.761% (7371/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s818ms | Loss: 0.499 | Acc: 83.798% (7458/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s129ms | Loss: 0.498 | Acc: 83.811% (7543/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s433ms | Loss: 0.498 | Acc: 83.791% (7625/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s731ms | Loss: 0.496 | Acc: 83.837% (7713/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s38ms | Loss: 0.496 | Acc: 83.839% (7797/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s337ms | Loss: 0.496 | Acc: 83.809% (7878/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s642ms | Loss: 0.497 | Acc: 83.768% (7958/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 28s944ms | Loss: 0.495 | Acc: 83.802% (8045/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s253ms | Loss: 0.494 | Acc: 83.825% (8131/9700) 97/100 [===============================================================>.] Step: 300ms | Tot: 29s554ms | Loss: 0.494 | Acc: 83.776% (8210/9800) 98/100 [===============================================================>.] Step: 296ms | Tot: 29s850ms | Loss: 0.495 | Acc: 83.727% (8289/9900) 99/100 [================================================================>] Step: 313ms | Tot: 30s163ms | Loss: 0.495 | Acc: 83.710% (8371/10000) 100/100 +Saving.. + +Epoch: 56 + [>................................................................] Step: 721ms | Tot: 2ms | Loss: 0.312 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 391ms | Tot: 393ms | Loss: 0.392 | Acc: 87.891% (225/256) 2/391 [>................................................................] Step: 381ms | Tot: 775ms | Loss: 0.381 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s146ms | Loss: 0.388 | Acc: 86.133% (441/512) 4/391 [>................................................................] Step: 379ms | Tot: 1s526ms | Loss: 0.397 | Acc: 86.250% (552/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s900ms | Loss: 0.406 | Acc: 85.807% (659/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s271ms | Loss: 0.395 | Acc: 86.161% (772/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s637ms | Loss: 0.400 | Acc: 85.547% (876/1024) 8/391 [=>...............................................................] Step: 356ms | Tot: 2s994ms | Loss: 0.402 | Acc: 85.677% (987/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s357ms | Loss: 0.394 | Acc: 85.938% (1100/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s723ms | Loss: 0.392 | Acc: 85.938% (1210/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s85ms | Loss: 0.391 | Acc: 85.872% (1319/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s449ms | Loss: 0.387 | Acc: 85.998% (1431/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s812ms | Loss: 0.383 | Acc: 86.161% (1544/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s181ms | Loss: 0.395 | Acc: 85.781% (1647/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s540ms | Loss: 0.408 | Acc: 85.449% (1750/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s905ms | Loss: 0.404 | Acc: 85.524% (1861/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s269ms | Loss: 0.398 | Acc: 85.720% (1975/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s627ms | Loss: 0.400 | Acc: 85.773% (2086/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s983ms | Loss: 0.396 | Acc: 85.859% (2198/2560) 20/391 [===>.............................................................] Step: 364ms | Tot: 7s348ms | Loss: 0.404 | Acc: 85.677% (2303/2688) 21/391 [===>.............................................................] Step: 369ms | Tot: 7s717ms | Loss: 0.404 | Acc: 85.653% (2412/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 8s72ms | Loss: 0.401 | Acc: 85.870% (2528/2944) 23/391 [===>.............................................................] Step: 372ms | Tot: 8s444ms | Loss: 0.396 | Acc: 86.035% (2643/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s810ms | Loss: 0.399 | Acc: 85.844% (2747/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s171ms | Loss: 0.398 | Acc: 85.817% (2856/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s535ms | Loss: 0.397 | Acc: 85.909% (2969/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s899ms | Loss: 0.400 | Acc: 85.798% (3075/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s263ms | Loss: 0.399 | Acc: 85.776% (3184/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s624ms | Loss: 0.399 | Acc: 85.885% (3298/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s985ms | Loss: 0.398 | Acc: 86.038% (3414/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s349ms | Loss: 0.394 | Acc: 86.182% (3530/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s711ms | Loss: 0.395 | Acc: 86.174% (3640/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s80ms | Loss: 0.397 | Acc: 86.121% (3748/4352) 34/391 [=====>...........................................................] Step: 366ms | Tot: 12s446ms | Loss: 0.394 | Acc: 86.183% (3861/4480) 35/391 [=====>...........................................................] Step: 359ms | Tot: 12s805ms | Loss: 0.393 | Acc: 86.198% (3972/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s171ms | Loss: 0.392 | Acc: 86.275% (4086/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s529ms | Loss: 0.391 | Acc: 86.308% (4198/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s893ms | Loss: 0.392 | Acc: 86.258% (4306/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s265ms | Loss: 0.394 | Acc: 86.191% (4413/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s633ms | Loss: 0.395 | Acc: 86.185% (4523/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 15s3ms | Loss: 0.395 | Acc: 86.235% (4636/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s362ms | Loss: 0.394 | Acc: 86.228% (4746/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s722ms | Loss: 0.396 | Acc: 86.133% (4851/5632) 44/391 [=======>.........................................................] Step: 375ms | Tot: 16s98ms | Loss: 0.394 | Acc: 86.215% (4966/5760) 45/391 [=======>.........................................................] Step: 366ms | Tot: 16s465ms | Loss: 0.399 | Acc: 86.141% (5072/5888) 46/391 [=======>.........................................................] Step: 366ms | Tot: 16s831ms | Loss: 0.401 | Acc: 86.037% (5176/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s195ms | Loss: 0.406 | Acc: 85.938% (5280/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s555ms | Loss: 0.407 | Acc: 85.842% (5384/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 17s923ms | Loss: 0.407 | Acc: 85.828% (5493/6400) 50/391 [========>........................................................] Step: 374ms | Tot: 18s297ms | Loss: 0.405 | Acc: 85.861% (5605/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s663ms | Loss: 0.407 | Acc: 85.847% (5714/6656) 52/391 [========>........................................................] Step: 356ms | Tot: 19s19ms | Loss: 0.407 | Acc: 85.834% (5823/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s386ms | Loss: 0.410 | Acc: 85.764% (5928/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s752ms | Loss: 0.408 | Acc: 85.810% (6041/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s114ms | Loss: 0.409 | Acc: 85.798% (6150/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s479ms | Loss: 0.408 | Acc: 85.800% (6260/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s836ms | Loss: 0.410 | Acc: 85.735% (6365/7424) 58/391 [=========>.......................................................] Step: 369ms | Tot: 21s206ms | Loss: 0.410 | Acc: 85.699% (6472/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s575ms | Loss: 0.410 | Acc: 85.755% (6586/7680) 60/391 [=========>.......................................................] Step: 355ms | Tot: 21s931ms | Loss: 0.409 | Acc: 85.771% (6697/7808) 61/391 [==========>......................................................] Step: 370ms | Tot: 22s301ms | Loss: 0.408 | Acc: 85.824% (6811/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s663ms | Loss: 0.408 | Acc: 85.826% (6921/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s23ms | Loss: 0.409 | Acc: 85.791% (7028/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s384ms | Loss: 0.411 | Acc: 85.709% (7131/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s743ms | Loss: 0.412 | Acc: 85.653% (7236/8448) 66/391 [==========>......................................................] Step: 359ms | Tot: 24s102ms | Loss: 0.411 | Acc: 85.669% (7347/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s463ms | Loss: 0.410 | Acc: 85.719% (7461/8704) 68/391 [===========>.....................................................] Step: 371ms | Tot: 24s835ms | Loss: 0.410 | Acc: 85.745% (7573/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s200ms | Loss: 0.409 | Acc: 85.792% (7687/8960) 70/391 [===========>.....................................................] Step: 352ms | Tot: 25s552ms | Loss: 0.408 | Acc: 85.827% (7800/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 25s917ms | Loss: 0.409 | Acc: 85.829% (7910/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s286ms | Loss: 0.409 | Acc: 85.852% (8022/9344) 73/391 [============>....................................................] Step: 374ms | Tot: 26s661ms | Loss: 0.410 | Acc: 85.811% (8128/9472) 74/391 [============>....................................................] Step: 353ms | Tot: 27s14ms | Loss: 0.409 | Acc: 85.792% (8236/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s377ms | Loss: 0.410 | Acc: 85.752% (8342/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s740ms | Loss: 0.410 | Acc: 85.714% (8448/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 28s103ms | Loss: 0.411 | Acc: 85.687% (8555/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s470ms | Loss: 0.410 | Acc: 85.740% (8670/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s826ms | Loss: 0.409 | Acc: 85.771% (8783/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s188ms | Loss: 0.409 | Acc: 85.793% (8895/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s553ms | Loss: 0.410 | Acc: 85.785% (9004/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s911ms | Loss: 0.409 | Acc: 85.834% (9119/10624) 83/391 [=============>...................................................] Step: 363ms | Tot: 30s274ms | Loss: 0.411 | Acc: 85.770% (9222/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s633ms | Loss: 0.410 | Acc: 85.827% (9338/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s989ms | Loss: 0.411 | Acc: 85.783% (9443/11008) 86/391 [==============>..................................................] Step: 377ms | Tot: 31s367ms | Loss: 0.410 | Acc: 85.803% (9555/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s725ms | Loss: 0.409 | Acc: 85.822% (9667/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s90ms | Loss: 0.408 | Acc: 85.867% (9782/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s448ms | Loss: 0.407 | Acc: 85.938% (9900/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s811ms | Loss: 0.406 | Acc: 85.955% (10012/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s170ms | Loss: 0.406 | Acc: 85.988% (10126/11776) 92/391 [===============>.................................................] Step: 353ms | Tot: 33s524ms | Loss: 0.406 | Acc: 86.013% (10239/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s888ms | Loss: 0.406 | Acc: 85.996% (10347/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s252ms | Loss: 0.405 | Acc: 86.036% (10462/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 34s611ms | Loss: 0.407 | Acc: 85.962% (10563/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s971ms | Loss: 0.406 | Acc: 85.994% (10677/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s332ms | Loss: 0.406 | Acc: 85.993% (10787/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s699ms | Loss: 0.406 | Acc: 85.961% (10893/12672) 99/391 [================>................................................] Step: 352ms | Tot: 36s52ms | Loss: 0.406 | Acc: 85.953% (11002/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s415ms | Loss: 0.406 | Acc: 85.961% (11113/12928) 101/391 [================>................................................] Step: 360ms | Tot: 36s775ms | Loss: 0.407 | Acc: 85.945% (11221/13056) 102/391 [================>................................................] Step: 350ms | Tot: 37s126ms | Loss: 0.406 | Acc: 85.968% (11334/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s482ms | Loss: 0.407 | Acc: 85.953% (11442/13312) 104/391 [=================>...............................................] Step: 369ms | Tot: 37s852ms | Loss: 0.406 | Acc: 86.012% (11560/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s218ms | Loss: 0.406 | Acc: 86.019% (11671/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s582ms | Loss: 0.408 | Acc: 85.945% (11771/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 38s941ms | Loss: 0.408 | Acc: 85.923% (11878/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s306ms | Loss: 0.408 | Acc: 85.916% (11987/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s664ms | Loss: 0.409 | Acc: 85.888% (12093/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 40s21ms | Loss: 0.409 | Acc: 85.853% (12198/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 40s384ms | Loss: 0.409 | Acc: 85.861% (12309/14336) 112/391 [==================>..............................................] Step: 353ms | Tot: 40s738ms | Loss: 0.409 | Acc: 85.868% (12420/14464) 113/391 [==================>..............................................] Step: 375ms | Tot: 41s113ms | Loss: 0.409 | Acc: 85.890% (12533/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s473ms | Loss: 0.409 | Acc: 85.863% (12639/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s833ms | Loss: 0.410 | Acc: 85.843% (12746/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 42s201ms | Loss: 0.410 | Acc: 85.831% (12854/14976) 117/391 [===================>.............................................] Step: 354ms | Tot: 42s556ms | Loss: 0.410 | Acc: 85.845% (12966/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 42s916ms | Loss: 0.410 | Acc: 85.852% (13077/15232) 119/391 [===================>.............................................] Step: 365ms | Tot: 43s281ms | Loss: 0.410 | Acc: 85.833% (13184/15360) 120/391 [===================>.............................................] Step: 353ms | Tot: 43s635ms | Loss: 0.410 | Acc: 85.841% (13295/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 44s | Loss: 0.410 | Acc: 85.848% (13406/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 44s370ms | Loss: 0.409 | Acc: 85.893% (13523/15744) 123/391 [====================>............................................] Step: 357ms | Tot: 44s728ms | Loss: 0.411 | Acc: 85.837% (13624/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 45s83ms | Loss: 0.410 | Acc: 85.831% (13733/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s446ms | Loss: 0.409 | Acc: 85.875% (13850/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s807ms | Loss: 0.409 | Acc: 85.845% (13955/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s165ms | Loss: 0.409 | Acc: 85.852% (14066/16384) 128/391 [=====================>...........................................] Step: 364ms | Tot: 46s529ms | Loss: 0.409 | Acc: 85.853% (14176/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 46s884ms | Loss: 0.409 | Acc: 85.883% (14291/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s251ms | Loss: 0.408 | Acc: 85.926% (14408/16768) 131/391 [=====================>...........................................] Step: 373ms | Tot: 47s625ms | Loss: 0.408 | Acc: 85.943% (14521/16896) 132/391 [=====================>...........................................] Step: 356ms | Tot: 47s982ms | Loss: 0.408 | Acc: 85.943% (14631/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 48s348ms | Loss: 0.408 | Acc: 85.932% (14739/17152) 134/391 [======================>..........................................] Step: 353ms | Tot: 48s702ms | Loss: 0.407 | Acc: 85.955% (14853/17280) 135/391 [======================>..........................................] Step: 349ms | Tot: 49s51ms | Loss: 0.408 | Acc: 85.932% (14959/17408) 136/391 [======================>..........................................] Step: 371ms | Tot: 49s423ms | Loss: 0.408 | Acc: 85.915% (15066/17536) 137/391 [======================>..........................................] Step: 356ms | Tot: 49s779ms | Loss: 0.408 | Acc: 85.921% (15177/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s138ms | Loss: 0.407 | Acc: 85.926% (15288/17792) 139/391 [=======================>.........................................] Step: 354ms | Tot: 50s493ms | Loss: 0.407 | Acc: 85.921% (15397/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 50s862ms | Loss: 0.407 | Acc: 85.910% (15505/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s225ms | Loss: 0.408 | Acc: 85.866% (15607/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s584ms | Loss: 0.408 | Acc: 85.856% (15715/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s949ms | Loss: 0.408 | Acc: 85.851% (15824/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s307ms | Loss: 0.409 | Acc: 85.819% (15928/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 52s666ms | Loss: 0.410 | Acc: 85.782% (16031/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s29ms | Loss: 0.410 | Acc: 85.762% (16137/18816) 147/391 [========================>........................................] Step: 374ms | Tot: 53s403ms | Loss: 0.411 | Acc: 85.758% (16246/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 53s761ms | Loss: 0.411 | Acc: 85.749% (16354/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s127ms | Loss: 0.411 | Acc: 85.750% (16464/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 54s490ms | Loss: 0.411 | Acc: 85.725% (16569/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 54s851ms | Loss: 0.411 | Acc: 85.716% (16677/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s214ms | Loss: 0.412 | Acc: 85.672% (16778/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s575ms | Loss: 0.412 | Acc: 85.684% (16890/19712) 154/391 [=========================>.......................................] Step: 366ms | Tot: 55s941ms | Loss: 0.412 | Acc: 85.655% (16994/19840) 155/391 [=========================>.......................................] Step: 372ms | Tot: 56s314ms | Loss: 0.413 | Acc: 85.647% (17102/19968) 156/391 [=========================>.......................................] Step: 387ms | Tot: 56s701ms | Loss: 0.412 | Acc: 85.664% (17215/20096) 157/391 [==========================>......................................] Step: 384ms | Tot: 57s86ms | Loss: 0.412 | Acc: 85.656% (17323/20224) 158/391 [==========================>......................................] Step: 394ms | Tot: 57s480ms | Loss: 0.412 | Acc: 85.662% (17434/20352) 159/391 [==========================>......................................] Step: 381ms | Tot: 57s862ms | Loss: 0.412 | Acc: 85.679% (17547/20480) 160/391 [==========================>......................................] Step: 372ms | Tot: 58s234ms | Loss: 0.412 | Acc: 85.651% (17651/20608) 161/391 [==========================>......................................] Step: 387ms | Tot: 58s622ms | Loss: 0.412 | Acc: 85.667% (17764/20736) 162/391 [==========================>......................................] Step: 372ms | Tot: 58s994ms | Loss: 0.411 | Acc: 85.722% (17885/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 59s365ms | Loss: 0.411 | Acc: 85.709% (17992/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 59s726ms | Loss: 0.411 | Acc: 85.724% (18105/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 1m98ms | Loss: 0.411 | Acc: 85.707% (18211/21248) 166/391 [===========================>.....................................] Step: 383ms | Tot: 1m482ms | Loss: 0.413 | Acc: 85.652% (18309/21376) 167/391 [===========================>.....................................] Step: 396ms | Tot: 1m879ms | Loss: 0.413 | Acc: 85.621% (18412/21504) 168/391 [===========================>.....................................] Step: 379ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.646% (18527/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.643% (18636/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.654% (18748/21888) 171/391 [============================>....................................] Step: 389ms | Tot: 1m2s | Loss: 0.414 | Acc: 85.624% (18851/22016) 172/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.415 | Acc: 85.572% (18949/22144) 173/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.414 | Acc: 85.610% (19067/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.414 | Acc: 85.621% (19179/22400) 175/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.414 | Acc: 85.649% (19295/22528) 176/391 [=============================>...................................] Step: 380ms | Tot: 1m4s | Loss: 0.414 | Acc: 85.642% (19403/22656) 177/391 [=============================>...................................] Step: 379ms | Tot: 1m4s | Loss: 0.414 | Acc: 85.621% (19508/22784) 178/391 [=============================>...................................] Step: 380ms | Tot: 1m4s | Loss: 0.414 | Acc: 85.628% (19619/22912) 179/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.414 | Acc: 85.621% (19727/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.414 | Acc: 85.614% (19835/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.415 | Acc: 85.598% (19941/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.415 | Acc: 85.592% (20049/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.415 | Acc: 85.572% (20154/23552) 184/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.415 | Acc: 85.579% (20265/23680) 185/391 [==============================>..................................] Step: 385ms | Tot: 1m7s | Loss: 0.415 | Acc: 85.555% (20369/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.415 | Acc: 85.553% (20478/23936) 187/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.415 | Acc: 85.559% (20589/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.415 | Acc: 85.557% (20698/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.415 | Acc: 85.559% (20808/24320) 190/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.415 | Acc: 85.578% (20922/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.414 | Acc: 85.583% (21033/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.415 | Acc: 85.561% (21137/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.415 | Acc: 85.571% (21249/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.416 | Acc: 85.541% (21351/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.415 | Acc: 85.563% (21466/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.416 | Acc: 85.573% (21578/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.416 | Acc: 85.563% (21685/25344) 198/391 [================================>................................] Step: 379ms | Tot: 1m12s | Loss: 0.416 | Acc: 85.557% (21793/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.416 | Acc: 85.582% (21909/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.416 | Acc: 85.572% (22016/25728) 201/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.415 | Acc: 85.593% (22131/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.416 | Acc: 85.599% (22242/25984) 203/391 [=================================>...............................] Step: 380ms | Tot: 1m14s | Loss: 0.416 | Acc: 85.581% (22347/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.416 | Acc: 85.602% (22462/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.416 | Acc: 85.596% (22570/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.416 | Acc: 85.602% (22681/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.416 | Acc: 85.611% (22793/26624) 208/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.415 | Acc: 85.624% (22906/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.416 | Acc: 85.592% (23007/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.416 | Acc: 85.612% (23122/27008) 211/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.415 | Acc: 85.606% (23230/27136) 212/391 [===================================>.............................] Step: 387ms | Tot: 1m17s | Loss: 0.416 | Acc: 85.596% (23337/27264) 213/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.415 | Acc: 85.605% (23449/27392) 214/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.415 | Acc: 85.621% (23563/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.415 | Acc: 85.616% (23671/27648) 216/391 [===================================>.............................] Step: 359ms | Tot: 1m19s | Loss: 0.416 | Acc: 85.624% (23783/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.416 | Acc: 85.601% (23886/27904) 218/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.416 | Acc: 85.595% (23994/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.417 | Acc: 85.604% (24106/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.417 | Acc: 85.595% (24213/28288) 221/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.417 | Acc: 85.593% (24322/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.416 | Acc: 85.622% (24440/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.416 | Acc: 85.627% (24551/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.416 | Acc: 85.618% (24658/28800) 225/391 [=====================================>...........................] Step: 376ms | Tot: 1m22s | Loss: 0.416 | Acc: 85.619% (24768/28928) 226/391 [=====================================>...........................] Step: 377ms | Tot: 1m22s | Loss: 0.416 | Acc: 85.611% (24875/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m23s | Loss: 0.417 | Acc: 85.602% (24982/29184) 228/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.417 | Acc: 85.593% (25089/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.417 | Acc: 85.608% (25203/29440) 230/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.416 | Acc: 85.616% (25315/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.416 | Acc: 85.634% (25430/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.416 | Acc: 85.619% (25535/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.415 | Acc: 85.650% (25654/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.416 | Acc: 85.648% (25763/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.416 | Acc: 85.646% (25872/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.416 | Acc: 85.628% (25976/30336) 237/391 [=======================================>.........................] Step: 376ms | Tot: 1m26s | Loss: 0.416 | Acc: 85.613% (26081/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.416 | Acc: 85.614% (26191/30592) 239/391 [=======================================>.........................] Step: 379ms | Tot: 1m27s | Loss: 0.416 | Acc: 85.605% (26298/30720) 240/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.417 | Acc: 85.587% (26402/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.416 | Acc: 85.595% (26514/30976) 242/391 [========================================>........................] Step: 377ms | Tot: 1m28s | Loss: 0.416 | Acc: 85.597% (26624/31104) 243/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.417 | Acc: 85.592% (26732/31232) 244/391 [========================================>........................] Step: 381ms | Tot: 1m29s | Loss: 0.416 | Acc: 85.590% (26841/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.417 | Acc: 85.575% (26946/31488) 246/391 [========================================>........................] Step: 378ms | Tot: 1m30s | Loss: 0.417 | Acc: 85.583% (27058/31616) 247/391 [=========================================>.......................] Step: 379ms | Tot: 1m30s | Loss: 0.417 | Acc: 85.578% (27166/31744) 248/391 [=========================================>.......................] Step: 378ms | Tot: 1m30s | Loss: 0.417 | Acc: 85.586% (27278/31872) 249/391 [=========================================>.......................] Step: 380ms | Tot: 1m31s | Loss: 0.417 | Acc: 85.588% (27388/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.417 | Acc: 85.583% (27496/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.416 | Acc: 85.609% (27614/32256) 252/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.416 | Acc: 85.598% (27720/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.417 | Acc: 85.596% (27829/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.416 | Acc: 85.619% (27946/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.417 | Acc: 85.602% (28050/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.417 | Acc: 85.594% (28157/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.417 | Acc: 85.589% (28265/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.417 | Acc: 85.606% (28380/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.416 | Acc: 85.622% (28495/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.416 | Acc: 85.617% (28603/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.416 | Acc: 85.624% (28715/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.416 | Acc: 85.617% (28822/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.416 | Acc: 85.612% (28930/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.416 | Acc: 85.601% (29036/33920) 265/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.417 | Acc: 85.579% (29138/34048) 266/391 [============================================>....................] Step: 374ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.583% (29249/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.591% (29361/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m38s | Loss: 0.417 | Acc: 85.583% (29468/34432) 269/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.417 | Acc: 85.561% (29570/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.418 | Acc: 85.557% (29678/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.418 | Acc: 85.541% (29782/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.418 | Acc: 85.545% (29893/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.417 | Acc: 85.564% (30009/35072) 274/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.417 | Acc: 85.560% (30117/35200) 275/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.417 | Acc: 85.567% (30229/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.418 | Acc: 85.557% (30335/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.418 | Acc: 85.558% (30445/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.418 | Acc: 85.562% (30556/35712) 279/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.418 | Acc: 85.561% (30665/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.559% (30774/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.561% (30884/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.417 | Acc: 85.562% (30994/36224) 283/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.417 | Acc: 85.552% (31100/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.417 | Acc: 85.554% (31210/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.417 | Acc: 85.547% (31317/36608) 286/391 [===============================================>.................] Step: 355ms | Tot: 1m44s | Loss: 0.417 | Acc: 85.565% (31433/36736) 287/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.417 | Acc: 85.569% (31544/36864) 288/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.417 | Acc: 85.546% (31645/36992) 289/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.417 | Acc: 85.558% (31759/37120) 290/391 [================================================>................] Step: 352ms | Tot: 1m46s | Loss: 0.417 | Acc: 85.564% (31871/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.417 | Acc: 85.568% (31982/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.416 | Acc: 85.591% (32100/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.417 | Acc: 85.581% (32206/37632) 294/391 [================================================>................] Step: 381ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.599% (32322/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.613% (32437/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.609% (32545/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.612% (32656/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.616% (32767/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.416 | Acc: 85.617% (32877/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.417 | Acc: 85.618% (32987/38528) 301/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.417 | Acc: 85.612% (33094/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.417 | Acc: 85.610% (33203/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.417 | Acc: 85.621% (33317/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.615% (33424/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.611% (33532/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.624% (33647/39296) 307/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.416 | Acc: 85.620% (33755/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.416 | Acc: 85.616% (33863/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.417 | Acc: 85.597% (33965/39680) 310/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.581% (34068/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.589% (34181/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.601% (34295/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.416 | Acc: 85.614% (34410/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.417 | Acc: 85.613% (34519/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.417 | Acc: 85.604% (34625/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.417 | Acc: 85.600% (34733/40576) 317/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.417 | Acc: 85.608% (34846/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.417 | Acc: 85.602% (34953/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.417 | Acc: 85.583% (35055/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m56s | Loss: 0.417 | Acc: 85.587% (35166/41088) 321/391 [=====================================================>...........] Step: 373ms | Tot: 1m57s | Loss: 0.417 | Acc: 85.583% (35274/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.417 | Acc: 85.577% (35381/41344) 323/391 [=====================================================>...........] Step: 353ms | Tot: 1m57s | Loss: 0.418 | Acc: 85.566% (35486/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.418 | Acc: 85.565% (35595/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.417 | Acc: 85.573% (35708/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.418 | Acc: 85.574% (35818/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.418 | Acc: 85.552% (35918/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.418 | Acc: 85.550% (36027/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m107ms | Loss: 0.418 | Acc: 85.554% (36138/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m471ms | Loss: 0.418 | Acc: 85.546% (36244/42368) 331/391 [=======================================================>.........] Step: 378ms | Tot: 2m849ms | Loss: 0.419 | Acc: 85.533% (36348/42496) 332/391 [=======================================================>.........] Step: 377ms | Tot: 2m1s | Loss: 0.418 | Acc: 85.536% (36459/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.419 | Acc: 85.528% (36565/42752) 334/391 [=======================================================>.........] Step: 390ms | Tot: 2m1s | Loss: 0.419 | Acc: 85.513% (36668/42880) 335/391 [=======================================================>.........] Step: 408ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.517% (36779/43008) 336/391 [=======================================================>.........] Step: 388ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.511% (36886/43136) 337/391 [========================================================>........] Step: 377ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.508% (36994/43264) 338/391 [========================================================>........] Step: 373ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.525% (37111/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.528% (37222/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.518% (37327/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.503% (37430/43776) 342/391 [========================================================>........] Step: 354ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.502% (37539/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.419 | Acc: 85.495% (37645/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.420 | Acc: 85.466% (37742/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.420 | Acc: 85.461% (37849/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.420 | Acc: 85.465% (37960/44416) 347/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.420 | Acc: 85.462% (38068/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.420 | Acc: 85.461% (38177/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.420 | Acc: 85.451% (38282/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.420 | Acc: 85.448% (38390/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.420 | Acc: 85.438% (38495/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.421 | Acc: 85.424% (38598/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.421 | Acc: 85.403% (38698/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.421 | Acc: 85.401% (38806/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.421 | Acc: 85.387% (38909/45568) 356/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.422 | Acc: 85.375% (39013/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.422 | Acc: 85.374% (39122/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.422 | Acc: 85.370% (39229/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.422 | Acc: 85.365% (39336/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.422 | Acc: 85.362% (39444/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.422 | Acc: 85.372% (39558/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.422 | Acc: 85.374% (39668/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.422 | Acc: 85.358% (39770/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.422 | Acc: 85.353% (39877/46720) 365/391 [============================================================>....] Step: 372ms | Tot: 2m13s | Loss: 0.422 | Acc: 85.357% (39988/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.422 | Acc: 85.365% (40101/46976) 367/391 [=============================================================>...] Step: 354ms | Tot: 2m14s | Loss: 0.422 | Acc: 85.371% (40213/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.422 | Acc: 85.381% (40327/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.422 | Acc: 85.384% (40438/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.422 | Acc: 85.379% (40545/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.422 | Acc: 85.381% (40655/47616) 372/391 [=============================================================>...] Step: 354ms | Tot: 2m15s | Loss: 0.422 | Acc: 85.382% (40765/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.422 | Acc: 85.388% (40877/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.422 | Acc: 85.388% (40986/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.423 | Acc: 85.376% (41090/48128) 376/391 [==============================================================>..] Step: 381ms | Tot: 2m17s | Loss: 0.423 | Acc: 85.363% (41193/48256) 377/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.423 | Acc: 85.357% (41299/48384) 378/391 [==============================================================>..] Step: 352ms | Tot: 2m18s | Loss: 0.423 | Acc: 85.367% (41413/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.423 | Acc: 85.362% (41520/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.423 | Acc: 85.363% (41630/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.423 | Acc: 85.355% (41735/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.423 | Acc: 85.356% (41845/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.423 | Acc: 85.362% (41957/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.423 | Acc: 85.355% (42063/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.423 | Acc: 85.361% (42175/49408) 386/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.423 | Acc: 85.360% (42284/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.423 | Acc: 85.354% (42390/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m21s | Loss: 0.423 | Acc: 85.365% (42505/49792) 389/391 [================================================================>] Step: 349ms | Tot: 2m22s | Loss: 0.423 | Acc: 85.371% (42617/49920) 390/391 [================================================================>] Step: 350ms | Tot: 2m22s | Loss: 0.423 | Acc: 85.370% (42685/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 3ms | Loss: 0.566 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 307ms | Tot: 311ms | Loss: 0.490 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 614ms | Loss: 0.487 | Acc: 82.000% (246/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 911ms | Loss: 0.498 | Acc: 81.250% (325/400) 4/100 [==>..............................................................] Step: 287ms | Tot: 1s199ms | Loss: 0.524 | Acc: 79.800% (399/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s494ms | Loss: 0.478 | Acc: 81.667% (490/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s792ms | Loss: 0.478 | Acc: 81.857% (573/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s86ms | Loss: 0.502 | Acc: 81.375% (651/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s388ms | Loss: 0.518 | Acc: 80.889% (728/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s688ms | Loss: 0.517 | Acc: 81.100% (811/1000) 10/100 [======>..........................................................] Step: 310ms | Tot: 2s998ms | Loss: 0.531 | Acc: 80.636% (887/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s302ms | Loss: 0.538 | Acc: 80.833% (970/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s605ms | Loss: 0.531 | Acc: 80.846% (1051/1300) 13/100 [========>........................................................] Step: 316ms | Tot: 3s921ms | Loss: 0.539 | Acc: 81.071% (1135/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s238ms | Loss: 0.534 | Acc: 81.400% (1221/1500) 15/100 [=========>.......................................................] Step: 315ms | Tot: 4s554ms | Loss: 0.542 | Acc: 81.312% (1301/1600) 16/100 [==========>......................................................] Step: 312ms | Tot: 4s866ms | Loss: 0.541 | Acc: 81.647% (1388/1700) 17/100 [===========>.....................................................] Step: 311ms | Tot: 5s178ms | Loss: 0.541 | Acc: 81.611% (1469/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s486ms | Loss: 0.551 | Acc: 81.316% (1545/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s796ms | Loss: 0.559 | Acc: 81.150% (1623/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s108ms | Loss: 0.557 | Acc: 81.048% (1702/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s421ms | Loss: 0.556 | Acc: 81.136% (1785/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s724ms | Loss: 0.559 | Acc: 81.174% (1867/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 7s36ms | Loss: 0.561 | Acc: 81.125% (1947/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s344ms | Loss: 0.564 | Acc: 80.960% (2024/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s655ms | Loss: 0.571 | Acc: 80.808% (2101/2600) 26/100 [================>................................................] Step: 313ms | Tot: 7s968ms | Loss: 0.570 | Acc: 80.778% (2181/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s275ms | Loss: 0.566 | Acc: 80.821% (2263/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s585ms | Loss: 0.574 | Acc: 80.655% (2339/2900) 29/100 [==================>..............................................] Step: 313ms | Tot: 8s898ms | Loss: 0.574 | Acc: 80.567% (2417/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s205ms | Loss: 0.575 | Acc: 80.548% (2497/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s522ms | Loss: 0.573 | Acc: 80.562% (2578/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s830ms | Loss: 0.569 | Acc: 80.667% (2662/3300) 33/100 [=====================>...........................................] Step: 309ms | Tot: 10s140ms | Loss: 0.570 | Acc: 80.676% (2743/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s455ms | Loss: 0.574 | Acc: 80.629% (2822/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s763ms | Loss: 0.574 | Acc: 80.694% (2905/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 11s78ms | Loss: 0.574 | Acc: 80.622% (2983/3700) 37/100 [========================>........................................] Step: 319ms | Tot: 11s398ms | Loss: 0.575 | Acc: 80.500% (3059/3800) 38/100 [========================>........................................] Step: 311ms | Tot: 11s709ms | Loss: 0.573 | Acc: 80.538% (3141/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s21ms | Loss: 0.574 | Acc: 80.500% (3220/4000) 40/100 [==========================>......................................] Step: 317ms | Tot: 12s339ms | Loss: 0.576 | Acc: 80.512% (3301/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s646ms | Loss: 0.576 | Acc: 80.548% (3383/4200) 42/100 [===========================>.....................................] Step: 315ms | Tot: 12s961ms | Loss: 0.572 | Acc: 80.628% (3467/4300) 43/100 [===========================>.....................................] Step: 307ms | Tot: 13s269ms | Loss: 0.573 | Acc: 80.659% (3549/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s575ms | Loss: 0.570 | Acc: 80.711% (3632/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s881ms | Loss: 0.569 | Acc: 80.783% (3716/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s192ms | Loss: 0.566 | Acc: 80.872% (3801/4700) 47/100 [==============================>..................................] Step: 325ms | Tot: 14s517ms | Loss: 0.569 | Acc: 80.917% (3884/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s823ms | Loss: 0.564 | Acc: 81.041% (3971/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 15s128ms | Loss: 0.567 | Acc: 80.880% (4044/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s438ms | Loss: 0.564 | Acc: 80.980% (4130/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s748ms | Loss: 0.565 | Acc: 81.038% (4214/5200) 52/100 [=================================>...............................] Step: 323ms | Tot: 16s71ms | Loss: 0.566 | Acc: 80.981% (4292/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s382ms | Loss: 0.566 | Acc: 80.963% (4372/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s693ms | Loss: 0.565 | Acc: 80.982% (4454/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s995ms | Loss: 0.565 | Acc: 81.018% (4537/5600) 56/100 [====================================>............................] Step: 320ms | Tot: 17s315ms | Loss: 0.565 | Acc: 81.053% (4620/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s621ms | Loss: 0.566 | Acc: 81.155% (4707/5800) 58/100 [=====================================>...........................] Step: 310ms | Tot: 17s932ms | Loss: 0.567 | Acc: 81.102% (4785/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s240ms | Loss: 0.567 | Acc: 81.133% (4868/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s543ms | Loss: 0.567 | Acc: 81.131% (4949/6100) 61/100 [=======================================>.........................] Step: 299ms | Tot: 18s842ms | Loss: 0.565 | Acc: 81.210% (5035/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 19s141ms | Loss: 0.564 | Acc: 81.206% (5116/6300) 63/100 [========================================>........................] Step: 316ms | Tot: 19s458ms | Loss: 0.562 | Acc: 81.266% (5201/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s761ms | Loss: 0.561 | Acc: 81.308% (5285/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 20s63ms | Loss: 0.562 | Acc: 81.318% (5367/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s372ms | Loss: 0.559 | Acc: 81.358% (5451/6700) 67/100 [===========================================>.....................] Step: 297ms | Tot: 20s670ms | Loss: 0.562 | Acc: 81.279% (5527/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s970ms | Loss: 0.563 | Acc: 81.275% (5608/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s275ms | Loss: 0.565 | Acc: 81.257% (5688/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s581ms | Loss: 0.566 | Acc: 81.197% (5765/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 21s895ms | Loss: 0.564 | Acc: 81.319% (5855/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s203ms | Loss: 0.562 | Acc: 81.438% (5945/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s514ms | Loss: 0.562 | Acc: 81.432% (6026/7400) 74/100 [================================================>................] Step: 295ms | Tot: 22s810ms | Loss: 0.562 | Acc: 81.467% (6110/7500) 75/100 [================================================>................] Step: 299ms | Tot: 23s110ms | Loss: 0.562 | Acc: 81.421% (6188/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s420ms | Loss: 0.562 | Acc: 81.468% (6273/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s721ms | Loss: 0.563 | Acc: 81.449% (6353/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 24s29ms | Loss: 0.564 | Acc: 81.405% (6431/7900) 79/100 [===================================================>.............] Step: 311ms | Tot: 24s341ms | Loss: 0.564 | Acc: 81.400% (6512/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s645ms | Loss: 0.561 | Acc: 81.457% (6598/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s954ms | Loss: 0.560 | Acc: 81.488% (6682/8200) 82/100 [=====================================================>...........] Step: 299ms | Tot: 25s254ms | Loss: 0.560 | Acc: 81.506% (6765/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s564ms | Loss: 0.561 | Acc: 81.536% (6849/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s875ms | Loss: 0.561 | Acc: 81.494% (6927/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 26s177ms | Loss: 0.562 | Acc: 81.488% (7008/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s483ms | Loss: 0.563 | Acc: 81.494% (7090/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s783ms | Loss: 0.562 | Acc: 81.534% (7175/8800) 88/100 [=========================================================>.......] Step: 297ms | Tot: 27s80ms | Loss: 0.561 | Acc: 81.562% (7259/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s381ms | Loss: 0.561 | Acc: 81.567% (7341/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s681ms | Loss: 0.559 | Acc: 81.626% (7428/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s984ms | Loss: 0.557 | Acc: 81.696% (7516/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s289ms | Loss: 0.558 | Acc: 81.667% (7595/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s598ms | Loss: 0.558 | Acc: 81.691% (7679/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s901ms | Loss: 0.560 | Acc: 81.642% (7756/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 29s204ms | Loss: 0.560 | Acc: 81.646% (7838/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s510ms | Loss: 0.559 | Acc: 81.680% (7923/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 29s813ms | Loss: 0.559 | Acc: 81.684% (8005/9800) 98/100 [===============================================================>.] Step: 298ms | Tot: 30s111ms | Loss: 0.561 | Acc: 81.616% (8080/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s421ms | Loss: 0.562 | Acc: 81.590% (8159/10000) 100/100 + +Epoch: 57 + [>................................................................] Step: 635ms | Tot: 2ms | Loss: 0.460 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.423 | Acc: 86.719% (222/256) 2/391 [>................................................................] Step: 388ms | Tot: 774ms | Loss: 0.423 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s146ms | Loss: 0.484 | Acc: 84.180% (431/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s509ms | Loss: 0.496 | Acc: 84.375% (540/640) 5/391 [>................................................................] Step: 359ms | Tot: 1s869ms | Loss: 0.493 | Acc: 84.766% (651/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s235ms | Loss: 0.477 | Acc: 85.268% (764/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s596ms | Loss: 0.458 | Acc: 85.547% (876/1024) 8/391 [=>...............................................................] Step: 357ms | Tot: 2s953ms | Loss: 0.446 | Acc: 86.024% (991/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s324ms | Loss: 0.434 | Acc: 86.094% (1102/1280) 10/391 [=>...............................................................] Step: 356ms | Tot: 3s680ms | Loss: 0.433 | Acc: 86.293% (1215/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s41ms | Loss: 0.434 | Acc: 86.133% (1323/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s409ms | Loss: 0.442 | Acc: 85.877% (1429/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s769ms | Loss: 0.438 | Acc: 86.049% (1542/1792) 14/391 [==>..............................................................] Step: 354ms | Tot: 5s124ms | Loss: 0.435 | Acc: 86.094% (1653/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s492ms | Loss: 0.436 | Acc: 85.986% (1761/2048) 16/391 [==>..............................................................] Step: 356ms | Tot: 5s848ms | Loss: 0.424 | Acc: 86.397% (1880/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s206ms | Loss: 0.424 | Acc: 86.285% (1988/2304) 18/391 [==>..............................................................] Step: 364ms | Tot: 6s570ms | Loss: 0.426 | Acc: 86.143% (2095/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 6s933ms | Loss: 0.422 | Acc: 86.250% (2208/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s303ms | Loss: 0.417 | Acc: 86.496% (2325/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s660ms | Loss: 0.419 | Acc: 86.293% (2430/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s22ms | Loss: 0.418 | Acc: 86.243% (2539/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s385ms | Loss: 0.421 | Acc: 86.165% (2647/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s748ms | Loss: 0.422 | Acc: 86.188% (2758/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s109ms | Loss: 0.421 | Acc: 86.178% (2868/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s469ms | Loss: 0.424 | Acc: 86.053% (2974/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s829ms | Loss: 0.423 | Acc: 86.049% (3084/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s184ms | Loss: 0.422 | Acc: 86.018% (3193/3712) 29/391 [====>............................................................] Step: 369ms | Tot: 10s554ms | Loss: 0.420 | Acc: 86.120% (3307/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s914ms | Loss: 0.420 | Acc: 86.089% (3416/3968) 31/391 [=====>...........................................................] Step: 370ms | Tot: 11s285ms | Loss: 0.418 | Acc: 86.133% (3528/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s643ms | Loss: 0.421 | Acc: 85.985% (3632/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s8ms | Loss: 0.421 | Acc: 85.938% (3740/4352) 34/391 [=====>...........................................................] Step: 366ms | Tot: 12s375ms | Loss: 0.419 | Acc: 85.960% (3851/4480) 35/391 [=====>...........................................................] Step: 352ms | Tot: 12s728ms | Loss: 0.417 | Acc: 86.111% (3968/4608) 36/391 [=====>...........................................................] Step: 354ms | Tot: 13s82ms | Loss: 0.412 | Acc: 86.275% (4086/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s446ms | Loss: 0.412 | Acc: 86.328% (4199/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s818ms | Loss: 0.415 | Acc: 86.138% (4300/4992) 39/391 [======>..........................................................] Step: 374ms | Tot: 14s193ms | Loss: 0.413 | Acc: 86.191% (4413/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s555ms | Loss: 0.410 | Acc: 86.300% (4529/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 14s912ms | Loss: 0.411 | Acc: 86.254% (4637/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s270ms | Loss: 0.411 | Acc: 86.210% (4745/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s626ms | Loss: 0.411 | Acc: 86.222% (4856/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 15s987ms | Loss: 0.411 | Acc: 86.233% (4967/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s347ms | Loss: 0.416 | Acc: 86.005% (5064/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s705ms | Loss: 0.418 | Acc: 85.888% (5167/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 17s63ms | Loss: 0.418 | Acc: 85.889% (5277/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s429ms | Loss: 0.415 | Acc: 85.969% (5392/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s790ms | Loss: 0.414 | Acc: 86.000% (5504/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s154ms | Loss: 0.412 | Acc: 86.029% (5616/6528) 51/391 [========>........................................................] Step: 371ms | Tot: 18s526ms | Loss: 0.411 | Acc: 86.058% (5728/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 18s887ms | Loss: 0.410 | Acc: 86.070% (5839/6784) 53/391 [========>........................................................] Step: 355ms | Tot: 19s242ms | Loss: 0.408 | Acc: 86.082% (5950/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s609ms | Loss: 0.405 | Acc: 86.236% (6071/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 19s975ms | Loss: 0.405 | Acc: 86.272% (6184/7168) 56/391 [=========>.......................................................] Step: 396ms | Tot: 20s372ms | Loss: 0.403 | Acc: 86.294% (6296/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s737ms | Loss: 0.406 | Acc: 86.140% (6395/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s104ms | Loss: 0.403 | Acc: 86.295% (6517/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s467ms | Loss: 0.402 | Acc: 86.302% (6628/7680) 60/391 [=========>.......................................................] Step: 375ms | Tot: 21s842ms | Loss: 0.402 | Acc: 86.283% (6737/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s209ms | Loss: 0.402 | Acc: 86.253% (6845/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s575ms | Loss: 0.401 | Acc: 86.297% (6959/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 22s938ms | Loss: 0.401 | Acc: 86.279% (7068/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s303ms | Loss: 0.401 | Acc: 86.250% (7176/8320) 65/391 [==========>......................................................] Step: 380ms | Tot: 23s683ms | Loss: 0.402 | Acc: 86.210% (7283/8448) 66/391 [==========>......................................................] Step: 383ms | Tot: 24s67ms | Loss: 0.401 | Acc: 86.241% (7396/8576) 67/391 [===========>.....................................................] Step: 373ms | Tot: 24s440ms | Loss: 0.401 | Acc: 86.213% (7504/8704) 68/391 [===========>.....................................................] Step: 366ms | Tot: 24s806ms | Loss: 0.401 | Acc: 86.255% (7618/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s170ms | Loss: 0.402 | Acc: 86.239% (7727/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s536ms | Loss: 0.400 | Acc: 86.312% (7844/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 25s906ms | Loss: 0.402 | Acc: 86.263% (7950/9216) 72/391 [===========>.....................................................] Step: 355ms | Tot: 26s262ms | Loss: 0.401 | Acc: 86.269% (8061/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s624ms | Loss: 0.402 | Acc: 86.254% (8170/9472) 74/391 [============>....................................................] Step: 376ms | Tot: 27s | Loss: 0.403 | Acc: 86.198% (8275/9600) 75/391 [============>....................................................] Step: 375ms | Tot: 27s376ms | Loss: 0.404 | Acc: 86.205% (8386/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s737ms | Loss: 0.404 | Acc: 86.211% (8497/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s97ms | Loss: 0.403 | Acc: 86.208% (8607/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s462ms | Loss: 0.404 | Acc: 86.165% (8713/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 28s829ms | Loss: 0.403 | Acc: 86.191% (8826/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s192ms | Loss: 0.404 | Acc: 86.150% (8932/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s556ms | Loss: 0.403 | Acc: 86.195% (9047/10496) 82/391 [=============>...................................................] Step: 367ms | Tot: 29s923ms | Loss: 0.402 | Acc: 86.220% (9160/10624) 83/391 [=============>...................................................] Step: 377ms | Tot: 30s301ms | Loss: 0.403 | Acc: 86.189% (9267/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s664ms | Loss: 0.402 | Acc: 86.195% (9378/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 31s26ms | Loss: 0.403 | Acc: 86.201% (9489/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s395ms | Loss: 0.403 | Acc: 86.171% (9596/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s756ms | Loss: 0.403 | Acc: 86.195% (9709/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 32s113ms | Loss: 0.402 | Acc: 86.227% (9823/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s479ms | Loss: 0.402 | Acc: 86.250% (9936/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s837ms | Loss: 0.403 | Acc: 86.221% (10043/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 33s192ms | Loss: 0.402 | Acc: 86.243% (10156/11776) 92/391 [===============>.................................................] Step: 384ms | Tot: 33s576ms | Loss: 0.403 | Acc: 86.232% (10265/11904) 93/391 [===============>.................................................] Step: 361ms | Tot: 33s937ms | Loss: 0.402 | Acc: 86.253% (10378/12032) 94/391 [===============>.................................................] Step: 355ms | Tot: 34s293ms | Loss: 0.403 | Acc: 86.209% (10483/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s655ms | Loss: 0.402 | Acc: 86.222% (10595/12288) 96/391 [===============>.................................................] Step: 355ms | Tot: 35s10ms | Loss: 0.403 | Acc: 86.203% (10703/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s375ms | Loss: 0.404 | Acc: 86.145% (10806/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s730ms | Loss: 0.404 | Acc: 86.119% (10913/12672) 99/391 [================>................................................] Step: 353ms | Tot: 36s83ms | Loss: 0.404 | Acc: 86.070% (11017/12800) 100/391 [================>................................................] Step: 358ms | Tot: 36s442ms | Loss: 0.405 | Acc: 86.054% (11125/12928) 101/391 [================>................................................] Step: 379ms | Tot: 36s821ms | Loss: 0.405 | Acc: 86.037% (11233/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s182ms | Loss: 0.403 | Acc: 86.127% (11355/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s546ms | Loss: 0.403 | Acc: 86.118% (11464/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s903ms | Loss: 0.403 | Acc: 86.161% (11580/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 38s260ms | Loss: 0.402 | Acc: 86.188% (11694/13568) 106/391 [=================>...............................................] Step: 353ms | Tot: 38s613ms | Loss: 0.402 | Acc: 86.171% (11802/13696) 107/391 [=================>...............................................] Step: 359ms | Tot: 38s973ms | Loss: 0.402 | Acc: 86.205% (11917/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s335ms | Loss: 0.402 | Acc: 86.217% (12029/13952) 109/391 [==================>..............................................] Step: 355ms | Tot: 39s690ms | Loss: 0.401 | Acc: 86.243% (12143/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s57ms | Loss: 0.401 | Acc: 86.268% (12257/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s428ms | Loss: 0.401 | Acc: 86.244% (12364/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s789ms | Loss: 0.401 | Acc: 86.283% (12480/14464) 113/391 [==================>..............................................] Step: 357ms | Tot: 41s146ms | Loss: 0.401 | Acc: 86.266% (12588/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s508ms | Loss: 0.403 | Acc: 86.196% (12688/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s871ms | Loss: 0.402 | Acc: 86.214% (12801/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s229ms | Loss: 0.401 | Acc: 86.258% (12918/14976) 117/391 [===================>.............................................] Step: 355ms | Tot: 42s584ms | Loss: 0.401 | Acc: 86.242% (13026/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 42s940ms | Loss: 0.403 | Acc: 86.167% (13125/15232) 119/391 [===================>.............................................] Step: 374ms | Tot: 43s314ms | Loss: 0.403 | Acc: 86.178% (13237/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s677ms | Loss: 0.402 | Acc: 86.215% (13353/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s38ms | Loss: 0.402 | Acc: 86.200% (13461/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s407ms | Loss: 0.403 | Acc: 86.185% (13569/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s769ms | Loss: 0.403 | Acc: 86.177% (13678/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s134ms | Loss: 0.402 | Acc: 86.181% (13789/16000) 125/391 [====================>............................................] Step: 371ms | Tot: 45s505ms | Loss: 0.402 | Acc: 86.186% (13900/16128) 126/391 [====================>............................................] Step: 362ms | Tot: 45s868ms | Loss: 0.403 | Acc: 86.159% (14006/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s231ms | Loss: 0.403 | Acc: 86.157% (14116/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 46s604ms | Loss: 0.403 | Acc: 86.113% (14219/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 46s967ms | Loss: 0.403 | Acc: 86.148% (14335/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s327ms | Loss: 0.402 | Acc: 86.140% (14444/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s692ms | Loss: 0.402 | Acc: 86.145% (14555/16896) 132/391 [=====================>...........................................] Step: 356ms | Tot: 48s49ms | Loss: 0.403 | Acc: 86.125% (14662/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s411ms | Loss: 0.402 | Acc: 86.136% (14774/17152) 134/391 [======================>..........................................] Step: 352ms | Tot: 48s763ms | Loss: 0.402 | Acc: 86.111% (14880/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s119ms | Loss: 0.402 | Acc: 86.116% (14991/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 49s478ms | Loss: 0.403 | Acc: 86.074% (15094/17536) 137/391 [======================>..........................................] Step: 373ms | Tot: 49s852ms | Loss: 0.403 | Acc: 86.085% (15206/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s209ms | Loss: 0.403 | Acc: 86.089% (15317/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s573ms | Loss: 0.403 | Acc: 86.088% (15427/17920) 140/391 [=======================>.........................................] Step: 359ms | Tot: 50s933ms | Loss: 0.402 | Acc: 86.120% (15543/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s298ms | Loss: 0.402 | Acc: 86.119% (15653/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 51s654ms | Loss: 0.402 | Acc: 86.123% (15764/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 52s14ms | Loss: 0.402 | Acc: 86.106% (15871/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s378ms | Loss: 0.402 | Acc: 86.094% (15979/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s738ms | Loss: 0.402 | Acc: 86.082% (16087/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s103ms | Loss: 0.402 | Acc: 86.060% (16193/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 53s474ms | Loss: 0.403 | Acc: 86.038% (16299/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 53s835ms | Loss: 0.403 | Acc: 86.058% (16413/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s201ms | Loss: 0.403 | Acc: 86.036% (16519/19200) 150/391 [========================>........................................] Step: 380ms | Tot: 54s582ms | Loss: 0.404 | Acc: 86.015% (16625/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 54s950ms | Loss: 0.405 | Acc: 85.984% (16729/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s315ms | Loss: 0.405 | Acc: 85.983% (16839/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s676ms | Loss: 0.405 | Acc: 85.963% (16945/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 56s36ms | Loss: 0.405 | Acc: 85.958% (17054/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s402ms | Loss: 0.405 | Acc: 85.943% (17161/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s762ms | Loss: 0.406 | Acc: 85.913% (17265/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 57s118ms | Loss: 0.406 | Acc: 85.898% (17372/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s484ms | Loss: 0.407 | Acc: 85.898% (17482/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 57s845ms | Loss: 0.407 | Acc: 85.908% (17594/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s207ms | Loss: 0.408 | Acc: 85.889% (17700/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s569ms | Loss: 0.408 | Acc: 85.894% (17811/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s933ms | Loss: 0.407 | Acc: 85.899% (17922/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s294ms | Loss: 0.408 | Acc: 85.880% (18028/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s664ms | Loss: 0.409 | Acc: 85.852% (18132/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 1m20ms | Loss: 0.409 | Acc: 85.862% (18244/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m390ms | Loss: 0.409 | Acc: 85.863% (18354/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m752ms | Loss: 0.408 | Acc: 85.858% (18463/21504) 168/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.409 | Acc: 85.827% (18566/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.410 | Acc: 85.795% (18669/21760) 170/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.411 | Acc: 85.791% (18778/21888) 171/391 [============================>....................................] Step: 351ms | Tot: 1m2s | Loss: 0.411 | Acc: 85.774% (18884/22016) 172/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.411 | Acc: 85.761% (18991/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.411 | Acc: 85.780% (19105/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.750% (19208/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.742% (19316/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.412 | Acc: 85.739% (19425/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.412 | Acc: 85.736% (19534/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.412 | Acc: 85.750% (19647/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.412 | Acc: 85.738% (19754/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.412 | Acc: 85.743% (19865/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.412 | Acc: 85.744% (19975/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.412 | Acc: 85.745% (20085/23424) 183/391 [==============================>..................................] Step: 389ms | Tot: 1m6s | Loss: 0.413 | Acc: 85.708% (20186/23552) 184/391 [==============================>..................................] Step: 389ms | Tot: 1m6s | Loss: 0.413 | Acc: 85.709% (20296/23680) 185/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.413 | Acc: 85.706% (20405/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.413 | Acc: 85.699% (20513/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.413 | Acc: 85.709% (20625/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.413 | Acc: 85.698% (20732/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.413 | Acc: 85.699% (20842/24320) 190/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.414 | Acc: 85.676% (20946/24448) 191/391 [===============================>.................................] Step: 377ms | Tot: 1m9s | Loss: 0.414 | Acc: 85.673% (21055/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.415 | Acc: 85.650% (21159/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.415 | Acc: 85.635% (21265/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.416 | Acc: 85.609% (21368/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.416 | Acc: 85.595% (21474/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.416 | Acc: 85.577% (21579/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.416 | Acc: 85.594% (21693/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m12s | Loss: 0.415 | Acc: 85.612% (21807/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.414 | Acc: 85.629% (21921/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.415 | Acc: 85.634% (22032/25728) 201/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.415 | Acc: 85.636% (22142/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.414 | Acc: 85.653% (22256/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.414 | Acc: 85.646% (22364/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.414 | Acc: 85.629% (22469/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.414 | Acc: 85.638% (22581/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.414 | Acc: 85.632% (22689/26496) 207/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.414 | Acc: 85.622% (22796/26624) 208/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.414 | Acc: 85.635% (22909/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.414 | Acc: 85.640% (23020/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.414 | Acc: 85.645% (23131/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.414 | Acc: 85.646% (23241/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.414 | Acc: 85.633% (23347/27264) 213/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.414 | Acc: 85.634% (23457/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.413 | Acc: 85.665% (23575/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.414 | Acc: 85.652% (23681/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.413 | Acc: 85.649% (23790/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.414 | Acc: 85.619% (23891/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.414 | Acc: 85.602% (23996/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.414 | Acc: 85.600% (24105/28160) 220/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.415 | Acc: 85.584% (24210/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.414 | Acc: 85.600% (24324/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.414 | Acc: 85.601% (24434/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.414 | Acc: 85.603% (24544/28672) 224/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.414 | Acc: 85.604% (24654/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.414 | Acc: 85.606% (24764/28928) 226/391 [=====================================>...........................] Step: 352ms | Tot: 1m22s | Loss: 0.414 | Acc: 85.611% (24875/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.414 | Acc: 85.629% (24990/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.414 | Acc: 85.620% (25097/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.414 | Acc: 85.628% (25209/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.414 | Acc: 85.633% (25320/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.414 | Acc: 85.618% (25425/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.414 | Acc: 85.619% (25535/29824) 233/391 [======================================>..........................] Step: 374ms | Tot: 1m24s | Loss: 0.414 | Acc: 85.620% (25645/29952) 234/391 [======================================>..........................] Step: 355ms | Tot: 1m25s | Loss: 0.414 | Acc: 85.605% (25750/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.414 | Acc: 85.616% (25863/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.414 | Acc: 85.591% (25965/30336) 237/391 [=======================================>.........................] Step: 353ms | Tot: 1m26s | Loss: 0.414 | Acc: 85.609% (26080/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.413 | Acc: 85.620% (26193/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.413 | Acc: 85.638% (26308/30720) 240/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.413 | Acc: 85.620% (26412/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.414 | Acc: 85.599% (26515/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.414 | Acc: 85.606% (26627/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.414 | Acc: 85.611% (26738/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.414 | Acc: 85.596% (26843/31360) 245/391 [========================================>........................] Step: 376ms | Tot: 1m29s | Loss: 0.414 | Acc: 85.601% (26954/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.414 | Acc: 85.612% (27067/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.414 | Acc: 85.600% (27173/31744) 248/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.413 | Acc: 85.621% (27289/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.413 | Acc: 85.631% (27402/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.413 | Acc: 85.639% (27514/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.412 | Acc: 85.634% (27622/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.616% (27726/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.608% (27833/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.585% (27935/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.580% (28043/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.413 | Acc: 85.582% (28153/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.413 | Acc: 85.586% (28264/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.413 | Acc: 85.597% (28377/33152) 259/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.413 | Acc: 85.610% (28491/33280) 260/391 [===========================================>.....................] Step: 378ms | Tot: 1m34s | Loss: 0.413 | Acc: 85.608% (28600/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m34s | Loss: 0.413 | Acc: 85.601% (28707/33536) 262/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.414 | Acc: 85.578% (28809/33664) 263/391 [===========================================>.....................] Step: 381ms | Tot: 1m35s | Loss: 0.414 | Acc: 85.574% (28917/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.415 | Acc: 85.557% (29021/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.414 | Acc: 85.570% (29135/34048) 266/391 [============================================>....................] Step: 388ms | Tot: 1m36s | Loss: 0.414 | Acc: 85.566% (29243/34176) 267/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.414 | Acc: 85.573% (29355/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.415 | Acc: 85.537% (29452/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.415 | Acc: 85.541% (29563/34560) 270/391 [============================================>....................] Step: 354ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.540% (29672/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.535% (29780/34816) 272/391 [=============================================>...................] Step: 375ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.537% (29890/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.524% (29995/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.537% (30109/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.416 | Acc: 85.530% (30216/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.416 | Acc: 85.534% (30327/35456) 277/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.416 | Acc: 85.536% (30437/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.416 | Acc: 85.509% (30537/35712) 279/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.416 | Acc: 85.519% (30650/35840) 280/391 [==============================================>..................] Step: 348ms | Tot: 1m41s | Loss: 0.416 | Acc: 85.507% (30755/35968) 281/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.503% (30863/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.501% (30972/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.418 | Acc: 85.486% (31076/36352) 284/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.418 | Acc: 85.461% (31176/36480) 285/391 [===============================================>.................] Step: 351ms | Tot: 1m43s | Loss: 0.418 | Acc: 85.446% (31280/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.419 | Acc: 85.434% (31385/36736) 287/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.419 | Acc: 85.441% (31497/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.419 | Acc: 85.446% (31608/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.419 | Acc: 85.436% (31714/37120) 290/391 [================================================>................] Step: 373ms | Tot: 1m45s | Loss: 0.420 | Acc: 85.414% (31815/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.420 | Acc: 85.410% (31923/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.420 | Acc: 85.407% (32031/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.420 | Acc: 85.395% (32136/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.420 | Acc: 85.387% (32242/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.420 | Acc: 85.404% (32358/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.420 | Acc: 85.404% (32467/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.420 | Acc: 85.403% (32576/38144) 298/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.420 | Acc: 85.410% (32688/38272) 299/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.420 | Acc: 85.424% (32803/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.420 | Acc: 85.421% (32911/38528) 301/391 [==================================================>..............] Step: 372ms | Tot: 1m49s | Loss: 0.420 | Acc: 85.407% (33015/38656) 302/391 [==================================================>..............] Step: 373ms | Tot: 1m49s | Loss: 0.420 | Acc: 85.409% (33125/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.420 | Acc: 85.400% (33231/38912) 304/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.420 | Acc: 85.397% (33339/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.420 | Acc: 85.389% (33445/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.421 | Acc: 85.378% (33550/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.421 | Acc: 85.372% (33657/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.421 | Acc: 85.364% (33763/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.420 | Acc: 85.388% (33882/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.420 | Acc: 85.395% (33994/39808) 311/391 [===================================================>.............] Step: 354ms | Tot: 1m53s | Loss: 0.421 | Acc: 85.382% (34098/39936) 312/391 [===================================================>.............] Step: 373ms | Tot: 1m53s | Loss: 0.421 | Acc: 85.361% (34199/40064) 313/391 [====================================================>............] Step: 371ms | Tot: 1m53s | Loss: 0.421 | Acc: 85.363% (34309/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.421 | Acc: 85.362% (34418/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.421 | Acc: 85.359% (34526/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.421 | Acc: 85.351% (34632/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.421 | Acc: 85.355% (34743/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.421 | Acc: 85.342% (34847/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.421 | Acc: 85.356% (34962/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.421 | Acc: 85.341% (35065/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.421 | Acc: 85.321% (35166/41216) 322/391 [=====================================================>...........] Step: 354ms | Tot: 1m57s | Loss: 0.422 | Acc: 85.309% (35270/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.422 | Acc: 85.313% (35381/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.421 | Acc: 85.325% (35495/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.421 | Acc: 85.326% (35605/41728) 326/391 [======================================================>..........] Step: 379ms | Tot: 1m58s | Loss: 0.421 | Acc: 85.331% (35716/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.422 | Acc: 85.318% (35820/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.422 | Acc: 85.315% (35928/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.422 | Acc: 85.320% (36039/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.422 | Acc: 85.305% (36142/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m334ms | Loss: 0.422 | Acc: 85.300% (36249/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m693ms | Loss: 0.422 | Acc: 85.318% (36366/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.422 | Acc: 85.306% (36470/42752) 334/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.422 | Acc: 85.294% (36574/42880) 335/391 [=======================================================>.........] Step: 371ms | Tot: 2m1s | Loss: 0.422 | Acc: 85.303% (36687/43008) 336/391 [=======================================================>.........] Step: 354ms | Tot: 2m2s | Loss: 0.423 | Acc: 85.286% (36789/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.423 | Acc: 85.274% (36893/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.424 | Acc: 85.267% (36999/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.424 | Acc: 85.262% (37106/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.424 | Acc: 85.266% (37217/43648) 341/391 [========================================================>........] Step: 377ms | Tot: 2m3s | Loss: 0.424 | Acc: 85.261% (37324/43776) 342/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.424 | Acc: 85.250% (37428/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.424 | Acc: 85.245% (37535/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.425 | Acc: 85.226% (37636/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.425 | Acc: 85.233% (37748/44288) 346/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.425 | Acc: 85.226% (37854/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.426 | Acc: 85.224% (37962/44544) 348/391 [=========================================================>.......] Step: 382ms | Tot: 2m6s | Loss: 0.426 | Acc: 85.214% (38067/44672) 349/391 [==========================================================>......] Step: 384ms | Tot: 2m6s | Loss: 0.426 | Acc: 85.221% (38179/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.425 | Acc: 85.234% (38294/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.425 | Acc: 85.232% (38402/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.426 | Acc: 85.216% (38504/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.426 | Acc: 85.200% (38606/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.426 | Acc: 85.198% (38714/45440) 355/391 [===========================================================>.....] Step: 354ms | Tot: 2m9s | Loss: 0.426 | Acc: 85.200% (38824/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.426 | Acc: 85.207% (38936/45696) 357/391 [===========================================================>.....] Step: 354ms | Tot: 2m9s | Loss: 0.426 | Acc: 85.209% (39046/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.426 | Acc: 85.193% (39148/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.426 | Acc: 85.204% (39262/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.426 | Acc: 85.204% (39371/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.426 | Acc: 85.206% (39481/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.426 | Acc: 85.208% (39591/46464) 363/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.426 | Acc: 85.199% (39696/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.426 | Acc: 85.205% (39808/46720) 365/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.426 | Acc: 85.195% (39912/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.426 | Acc: 85.195% (40021/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.426 | Acc: 85.199% (40132/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.426 | Acc: 85.188% (40236/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.426 | Acc: 85.184% (40343/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.426 | Acc: 85.184% (40452/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.427 | Acc: 85.158% (40549/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.426 | Acc: 85.163% (40660/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.426 | Acc: 85.167% (40771/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.426 | Acc: 85.175% (40884/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.426 | Acc: 85.169% (40990/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.427 | Acc: 85.167% (41098/48256) 377/391 [==============================================================>..] Step: 352ms | Tot: 2m17s | Loss: 0.426 | Acc: 85.179% (41213/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.427 | Acc: 85.167% (41316/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m17s | Loss: 0.427 | Acc: 85.158% (41421/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.427 | Acc: 85.138% (41520/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.427 | Acc: 85.150% (41635/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.427 | Acc: 85.146% (41742/49024) 383/391 [===============================================================>.] Step: 348ms | Tot: 2m19s | Loss: 0.427 | Acc: 85.140% (41848/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.427 | Acc: 85.140% (41957/49280) 385/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.427 | Acc: 85.152% (42072/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.427 | Acc: 85.152% (42181/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.427 | Acc: 85.136% (42282/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.427 | Acc: 85.132% (42389/49792) 389/391 [================================================================>] Step: 370ms | Tot: 2m21s | Loss: 0.428 | Acc: 85.116% (42490/49920) 390/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.427 | Acc: 85.120% (42560/50000) 391/391 + [>................................................................] Step: 495ms | Tot: 2ms | Loss: 0.496 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 308ms | Tot: 311ms | Loss: 0.482 | Acc: 83.000% (166/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 608ms | Loss: 0.476 | Acc: 82.667% (248/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 904ms | Loss: 0.453 | Acc: 84.000% (336/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s200ms | Loss: 0.465 | Acc: 83.400% (417/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s496ms | Loss: 0.451 | Acc: 84.167% (505/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s791ms | Loss: 0.452 | Acc: 84.143% (589/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s90ms | Loss: 0.466 | Acc: 83.375% (667/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s390ms | Loss: 0.471 | Acc: 83.333% (750/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s687ms | Loss: 0.479 | Acc: 83.300% (833/1000) 10/100 [======>..........................................................] Step: 318ms | Tot: 3s6ms | Loss: 0.490 | Acc: 83.455% (918/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s305ms | Loss: 0.490 | Acc: 83.417% (1001/1200) 12/100 [=======>.........................................................] Step: 295ms | Tot: 3s601ms | Loss: 0.476 | Acc: 83.538% (1086/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s904ms | Loss: 0.468 | Acc: 83.929% (1175/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s204ms | Loss: 0.460 | Acc: 84.000% (1260/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s505ms | Loss: 0.462 | Acc: 83.750% (1340/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s807ms | Loss: 0.461 | Acc: 83.882% (1426/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s111ms | Loss: 0.464 | Acc: 83.778% (1508/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s412ms | Loss: 0.462 | Acc: 83.895% (1594/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s712ms | Loss: 0.476 | Acc: 83.550% (1671/2000) 20/100 [=============>...................................................] Step: 294ms | Tot: 6s6ms | Loss: 0.474 | Acc: 83.571% (1755/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s315ms | Loss: 0.475 | Acc: 83.455% (1836/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s624ms | Loss: 0.484 | Acc: 83.217% (1914/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s926ms | Loss: 0.483 | Acc: 83.250% (1998/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s226ms | Loss: 0.490 | Acc: 83.120% (2078/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s530ms | Loss: 0.499 | Acc: 82.885% (2155/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s835ms | Loss: 0.496 | Acc: 83.000% (2241/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s137ms | Loss: 0.490 | Acc: 83.179% (2329/2800) 28/100 [==================>..............................................] Step: 300ms | Tot: 8s437ms | Loss: 0.493 | Acc: 83.069% (2409/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s738ms | Loss: 0.490 | Acc: 83.067% (2492/3000) 30/100 [===================>.............................................] Step: 297ms | Tot: 9s36ms | Loss: 0.496 | Acc: 82.968% (2572/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s339ms | Loss: 0.494 | Acc: 83.000% (2656/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s641ms | Loss: 0.493 | Acc: 82.939% (2737/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 9s940ms | Loss: 0.493 | Acc: 82.853% (2817/3400) 34/100 [======================>..........................................] Step: 303ms | Tot: 10s244ms | Loss: 0.498 | Acc: 82.657% (2893/3500) 35/100 [======================>..........................................] Step: 312ms | Tot: 10s556ms | Loss: 0.497 | Acc: 82.778% (2980/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 10s860ms | Loss: 0.499 | Acc: 82.622% (3057/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s171ms | Loss: 0.499 | Acc: 82.658% (3141/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s484ms | Loss: 0.496 | Acc: 82.744% (3227/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 11s799ms | Loss: 0.494 | Acc: 82.775% (3311/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 12s100ms | Loss: 0.493 | Acc: 82.805% (3395/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s401ms | Loss: 0.492 | Acc: 82.786% (3477/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s703ms | Loss: 0.489 | Acc: 82.860% (3563/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 13s5ms | Loss: 0.492 | Acc: 82.818% (3644/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s316ms | Loss: 0.494 | Acc: 82.911% (3731/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s620ms | Loss: 0.493 | Acc: 82.957% (3816/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 13s918ms | Loss: 0.491 | Acc: 83.000% (3901/4700) 47/100 [==============================>..................................] Step: 318ms | Tot: 14s236ms | Loss: 0.492 | Acc: 82.938% (3981/4800) 48/100 [===============================>.................................] Step: 323ms | Tot: 14s560ms | Loss: 0.488 | Acc: 83.061% (4070/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s863ms | Loss: 0.489 | Acc: 83.060% (4153/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s166ms | Loss: 0.493 | Acc: 83.020% (4234/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s471ms | Loss: 0.493 | Acc: 83.000% (4316/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s770ms | Loss: 0.491 | Acc: 83.038% (4401/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s82ms | Loss: 0.491 | Acc: 83.093% (4487/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s388ms | Loss: 0.494 | Acc: 83.000% (4565/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s696ms | Loss: 0.495 | Acc: 83.054% (4651/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s4ms | Loss: 0.494 | Acc: 83.070% (4735/5700) 57/100 [=====================================>...........................] Step: 313ms | Tot: 17s318ms | Loss: 0.493 | Acc: 83.086% (4819/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s617ms | Loss: 0.495 | Acc: 82.932% (4893/5900) 59/100 [======================================>..........................] Step: 296ms | Tot: 17s914ms | Loss: 0.496 | Acc: 82.933% (4976/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s219ms | Loss: 0.496 | Acc: 82.951% (5060/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s524ms | Loss: 0.496 | Acc: 83.000% (5146/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 18s839ms | Loss: 0.496 | Acc: 83.032% (5231/6300) 63/100 [========================================>........................] Step: 313ms | Tot: 19s153ms | Loss: 0.494 | Acc: 83.109% (5319/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s455ms | Loss: 0.496 | Acc: 83.046% (5398/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s758ms | Loss: 0.497 | Acc: 83.030% (5480/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s70ms | Loss: 0.494 | Acc: 83.134% (5570/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s371ms | Loss: 0.496 | Acc: 83.044% (5647/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s673ms | Loss: 0.496 | Acc: 83.000% (5727/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 20s978ms | Loss: 0.497 | Acc: 82.929% (5805/7000) 70/100 [=============================================>...................] Step: 314ms | Tot: 21s293ms | Loss: 0.496 | Acc: 82.986% (5892/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s602ms | Loss: 0.494 | Acc: 83.028% (5978/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 21s908ms | Loss: 0.491 | Acc: 83.137% (6069/7300) 73/100 [===============================================>.................] Step: 313ms | Tot: 22s221ms | Loss: 0.489 | Acc: 83.162% (6154/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s522ms | Loss: 0.493 | Acc: 83.080% (6231/7500) 75/100 [================================================>................] Step: 298ms | Tot: 22s820ms | Loss: 0.492 | Acc: 83.118% (6317/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s126ms | Loss: 0.492 | Acc: 83.091% (6398/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s433ms | Loss: 0.492 | Acc: 83.167% (6487/7800) 78/100 [==================================================>..............] Step: 299ms | Tot: 23s732ms | Loss: 0.493 | Acc: 83.127% (6567/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s32ms | Loss: 0.493 | Acc: 83.088% (6647/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s339ms | Loss: 0.493 | Acc: 83.074% (6729/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s648ms | Loss: 0.492 | Acc: 83.134% (6817/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 24s951ms | Loss: 0.491 | Acc: 83.133% (6900/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s254ms | Loss: 0.491 | Acc: 83.107% (6981/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s560ms | Loss: 0.493 | Acc: 83.047% (7059/8500) 85/100 [=======================================================>.........] Step: 297ms | Tot: 25s858ms | Loss: 0.493 | Acc: 83.012% (7139/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 26s170ms | Loss: 0.493 | Acc: 83.000% (7221/8700) 87/100 [========================================================>........] Step: 318ms | Tot: 26s489ms | Loss: 0.493 | Acc: 83.045% (7308/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 26s794ms | Loss: 0.494 | Acc: 82.955% (7383/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s96ms | Loss: 0.494 | Acc: 82.922% (7463/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s395ms | Loss: 0.493 | Acc: 82.945% (7548/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 27s706ms | Loss: 0.491 | Acc: 83.022% (7638/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 28s7ms | Loss: 0.492 | Acc: 83.022% (7721/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s308ms | Loss: 0.491 | Acc: 83.032% (7805/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s614ms | Loss: 0.492 | Acc: 83.011% (7886/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 28s917ms | Loss: 0.492 | Acc: 83.031% (7971/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s221ms | Loss: 0.491 | Acc: 83.103% (8061/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s521ms | Loss: 0.491 | Acc: 83.092% (8143/9800) 98/100 [===============================================================>.] Step: 302ms | Tot: 29s824ms | Loss: 0.492 | Acc: 83.071% (8224/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s131ms | Loss: 0.491 | Acc: 83.100% (8310/10000) 100/100 + +Epoch: 58 + [>................................................................] Step: 599ms | Tot: 2ms | Loss: 0.494 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 393ms | Tot: 395ms | Loss: 0.435 | Acc: 83.984% (215/256) 2/391 [>................................................................] Step: 386ms | Tot: 781ms | Loss: 0.476 | Acc: 82.552% (317/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s157ms | Loss: 0.505 | Acc: 82.227% (421/512) 4/391 [>................................................................] Step: 383ms | Tot: 1s540ms | Loss: 0.459 | Acc: 83.906% (537/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s915ms | Loss: 0.471 | Acc: 83.464% (641/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s282ms | Loss: 0.449 | Acc: 84.152% (754/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s651ms | Loss: 0.432 | Acc: 84.863% (869/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 3s13ms | Loss: 0.431 | Acc: 85.330% (983/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s381ms | Loss: 0.435 | Acc: 85.234% (1091/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s751ms | Loss: 0.418 | Acc: 85.866% (1209/1408) 11/391 [=>...............................................................] Step: 354ms | Tot: 4s106ms | Loss: 0.409 | Acc: 86.133% (1323/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s466ms | Loss: 0.407 | Acc: 86.478% (1439/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s825ms | Loss: 0.400 | Acc: 86.830% (1556/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s184ms | Loss: 0.400 | Acc: 86.875% (1668/1920) 15/391 [==>..............................................................] Step: 371ms | Tot: 5s555ms | Loss: 0.398 | Acc: 86.914% (1780/2048) 16/391 [==>..............................................................] Step: 371ms | Tot: 5s927ms | Loss: 0.397 | Acc: 86.949% (1892/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s287ms | Loss: 0.401 | Acc: 86.892% (2002/2304) 18/391 [==>..............................................................] Step: 364ms | Tot: 6s651ms | Loss: 0.403 | Acc: 86.637% (2107/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s15ms | Loss: 0.406 | Acc: 86.562% (2216/2560) 20/391 [===>.............................................................] Step: 365ms | Tot: 7s381ms | Loss: 0.404 | Acc: 86.607% (2328/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s744ms | Loss: 0.403 | Acc: 86.577% (2438/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s109ms | Loss: 0.397 | Acc: 86.719% (2553/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s473ms | Loss: 0.397 | Acc: 86.719% (2664/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s833ms | Loss: 0.395 | Acc: 86.812% (2778/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s192ms | Loss: 0.398 | Acc: 86.719% (2886/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s563ms | Loss: 0.396 | Acc: 86.777% (2999/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s929ms | Loss: 0.395 | Acc: 86.830% (3112/3584) 28/391 [====>............................................................] Step: 360ms | Tot: 10s289ms | Loss: 0.396 | Acc: 86.692% (3218/3712) 29/391 [====>............................................................] Step: 365ms | Tot: 10s654ms | Loss: 0.396 | Acc: 86.745% (3331/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s18ms | Loss: 0.392 | Acc: 86.870% (3447/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s386ms | Loss: 0.397 | Acc: 86.719% (3552/4096) 32/391 [=====>...........................................................] Step: 354ms | Tot: 11s740ms | Loss: 0.396 | Acc: 86.648% (3660/4224) 33/391 [=====>...........................................................] Step: 352ms | Tot: 12s93ms | Loss: 0.397 | Acc: 86.673% (3772/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s457ms | Loss: 0.395 | Acc: 86.741% (3886/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s822ms | Loss: 0.392 | Acc: 86.827% (4001/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s189ms | Loss: 0.395 | Acc: 86.761% (4109/4736) 37/391 [======>..........................................................] Step: 395ms | Tot: 13s584ms | Loss: 0.395 | Acc: 86.760% (4220/4864) 38/391 [======>..........................................................] Step: 410ms | Tot: 13s995ms | Loss: 0.397 | Acc: 86.639% (4325/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s351ms | Loss: 0.398 | Acc: 86.621% (4435/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s714ms | Loss: 0.398 | Acc: 86.566% (4543/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s76ms | Loss: 0.398 | Acc: 86.533% (4652/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s438ms | Loss: 0.397 | Acc: 86.555% (4764/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s803ms | Loss: 0.397 | Acc: 86.506% (4872/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 16s158ms | Loss: 0.397 | Acc: 86.510% (4983/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s528ms | Loss: 0.399 | Acc: 86.464% (5091/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 16s893ms | Loss: 0.399 | Acc: 86.436% (5200/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s251ms | Loss: 0.400 | Acc: 86.426% (5310/6144) 48/391 [=======>.........................................................] Step: 357ms | Tot: 17s609ms | Loss: 0.400 | Acc: 86.400% (5419/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s970ms | Loss: 0.399 | Acc: 86.359% (5527/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 18s326ms | Loss: 0.402 | Acc: 86.198% (5627/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s691ms | Loss: 0.401 | Acc: 86.223% (5739/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s54ms | Loss: 0.401 | Acc: 86.277% (5853/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s422ms | Loss: 0.400 | Acc: 86.285% (5964/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s788ms | Loss: 0.402 | Acc: 86.222% (6070/7040) 55/391 [=========>.......................................................] Step: 356ms | Tot: 20s145ms | Loss: 0.403 | Acc: 86.217% (6180/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s518ms | Loss: 0.406 | Acc: 86.143% (6285/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s884ms | Loss: 0.407 | Acc: 86.140% (6395/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s241ms | Loss: 0.408 | Acc: 86.123% (6504/7552) 59/391 [=========>.......................................................] Step: 361ms | Tot: 21s603ms | Loss: 0.407 | Acc: 86.172% (6618/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s964ms | Loss: 0.409 | Acc: 86.130% (6725/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s324ms | Loss: 0.410 | Acc: 86.089% (6832/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s686ms | Loss: 0.410 | Acc: 86.099% (6943/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 23s49ms | Loss: 0.413 | Acc: 85.962% (7042/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s415ms | Loss: 0.413 | Acc: 85.974% (7153/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s775ms | Loss: 0.414 | Acc: 85.938% (7260/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s137ms | Loss: 0.414 | Acc: 85.891% (7366/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s496ms | Loss: 0.414 | Acc: 85.938% (7480/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s860ms | Loss: 0.415 | Acc: 85.892% (7586/8832) 69/391 [===========>.....................................................] Step: 358ms | Tot: 25s219ms | Loss: 0.413 | Acc: 85.915% (7698/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s584ms | Loss: 0.412 | Acc: 85.926% (7809/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s953ms | Loss: 0.412 | Acc: 85.894% (7916/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s316ms | Loss: 0.412 | Acc: 85.884% (8025/9344) 73/391 [============>....................................................] Step: 357ms | Tot: 26s674ms | Loss: 0.413 | Acc: 85.821% (8129/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s34ms | Loss: 0.413 | Acc: 85.823% (8239/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s392ms | Loss: 0.411 | Acc: 85.927% (8359/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s755ms | Loss: 0.411 | Acc: 85.907% (8467/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s116ms | Loss: 0.411 | Acc: 85.867% (8573/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s483ms | Loss: 0.411 | Acc: 85.848% (8681/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s841ms | Loss: 0.412 | Acc: 85.781% (8784/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s204ms | Loss: 0.412 | Acc: 85.774% (8893/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s574ms | Loss: 0.412 | Acc: 85.823% (9008/10496) 82/391 [=============>...................................................] Step: 373ms | Tot: 29s947ms | Loss: 0.413 | Acc: 85.806% (9116/10624) 83/391 [=============>...................................................] Step: 356ms | Tot: 30s304ms | Loss: 0.413 | Acc: 85.798% (9225/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 30s675ms | Loss: 0.414 | Acc: 85.763% (9331/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s35ms | Loss: 0.416 | Acc: 85.656% (9429/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s400ms | Loss: 0.416 | Acc: 85.659% (9539/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s760ms | Loss: 0.416 | Acc: 85.662% (9649/11264) 88/391 [==============>..................................................] Step: 354ms | Tot: 32s114ms | Loss: 0.415 | Acc: 85.692% (9762/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s481ms | Loss: 0.417 | Acc: 85.651% (9867/11520) 90/391 [==============>..................................................] Step: 382ms | Tot: 32s863ms | Loss: 0.417 | Acc: 85.637% (9975/11648) 91/391 [===============>.................................................] Step: 372ms | Tot: 33s236ms | Loss: 0.417 | Acc: 85.666% (10088/11776) 92/391 [===============>.................................................] Step: 369ms | Tot: 33s606ms | Loss: 0.416 | Acc: 85.711% (10203/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s974ms | Loss: 0.416 | Acc: 85.680% (10309/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s336ms | Loss: 0.416 | Acc: 85.666% (10417/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s702ms | Loss: 0.417 | Acc: 85.636% (10523/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s69ms | Loss: 0.417 | Acc: 85.631% (10632/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s431ms | Loss: 0.417 | Acc: 85.643% (10743/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s797ms | Loss: 0.417 | Acc: 85.661% (10855/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s158ms | Loss: 0.418 | Acc: 85.617% (10959/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s518ms | Loss: 0.418 | Acc: 85.620% (11069/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s878ms | Loss: 0.418 | Acc: 85.616% (11178/13056) 102/391 [================>................................................] Step: 354ms | Tot: 37s232ms | Loss: 0.417 | Acc: 85.634% (11290/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s594ms | Loss: 0.418 | Acc: 85.599% (11395/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s955ms | Loss: 0.418 | Acc: 85.625% (11508/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s313ms | Loss: 0.418 | Acc: 85.621% (11617/13568) 106/391 [=================>...............................................] Step: 352ms | Tot: 38s666ms | Loss: 0.418 | Acc: 85.645% (11730/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 39s26ms | Loss: 0.419 | Acc: 85.655% (11841/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s392ms | Loss: 0.418 | Acc: 85.665% (11952/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s750ms | Loss: 0.419 | Acc: 85.661% (12061/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 40s105ms | Loss: 0.420 | Acc: 85.642% (12168/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 40s474ms | Loss: 0.420 | Acc: 85.631% (12276/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s838ms | Loss: 0.420 | Acc: 85.626% (12385/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 41s200ms | Loss: 0.419 | Acc: 85.663% (12500/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s565ms | Loss: 0.418 | Acc: 85.673% (12611/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 41s922ms | Loss: 0.418 | Acc: 85.715% (12727/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 42s290ms | Loss: 0.417 | Acc: 85.731% (12839/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s652ms | Loss: 0.417 | Acc: 85.759% (12953/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 43s10ms | Loss: 0.416 | Acc: 85.773% (13065/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 43s376ms | Loss: 0.416 | Acc: 85.729% (13168/15360) 120/391 [===================>.............................................] Step: 407ms | Tot: 43s784ms | Loss: 0.416 | Acc: 85.718% (13276/15488) 121/391 [====================>............................................] Step: 395ms | Tot: 44s179ms | Loss: 0.416 | Acc: 85.733% (13388/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s543ms | Loss: 0.416 | Acc: 85.760% (13502/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s903ms | Loss: 0.416 | Acc: 85.767% (13613/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s259ms | Loss: 0.417 | Acc: 85.763% (13722/16000) 125/391 [====================>............................................] Step: 385ms | Tot: 45s644ms | Loss: 0.418 | Acc: 85.733% (13827/16128) 126/391 [====================>............................................] Step: 362ms | Tot: 46s7ms | Loss: 0.418 | Acc: 85.728% (13936/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 46s365ms | Loss: 0.419 | Acc: 85.651% (14033/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s722ms | Loss: 0.419 | Acc: 85.647% (14142/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 47s83ms | Loss: 0.418 | Acc: 85.667% (14255/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s447ms | Loss: 0.417 | Acc: 85.705% (14371/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s812ms | Loss: 0.416 | Acc: 85.754% (14489/16896) 132/391 [=====================>...........................................] Step: 357ms | Tot: 48s169ms | Loss: 0.415 | Acc: 85.814% (14609/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s534ms | Loss: 0.414 | Acc: 85.838% (14723/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s903ms | Loss: 0.413 | Acc: 85.868% (14838/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s262ms | Loss: 0.413 | Acc: 85.863% (14947/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s623ms | Loss: 0.413 | Acc: 85.852% (15055/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 49s978ms | Loss: 0.413 | Acc: 85.858% (15166/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s337ms | Loss: 0.412 | Acc: 85.876% (15279/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 50s709ms | Loss: 0.413 | Acc: 85.865% (15387/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s71ms | Loss: 0.414 | Acc: 85.838% (15492/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s436ms | Loss: 0.414 | Acc: 85.822% (15599/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 51s792ms | Loss: 0.414 | Acc: 85.817% (15708/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s158ms | Loss: 0.414 | Acc: 85.824% (15819/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s525ms | Loss: 0.413 | Acc: 85.846% (15933/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 52s884ms | Loss: 0.414 | Acc: 85.830% (16040/18688) 146/391 [========================>........................................] Step: 355ms | Tot: 53s239ms | Loss: 0.414 | Acc: 85.805% (16145/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 53s597ms | Loss: 0.414 | Acc: 85.784% (16251/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 53s955ms | Loss: 0.413 | Acc: 85.812% (16366/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s320ms | Loss: 0.414 | Acc: 85.797% (16473/19200) 150/391 [========================>........................................] Step: 356ms | Tot: 54s676ms | Loss: 0.413 | Acc: 85.808% (16585/19328) 151/391 [=========================>.......................................] Step: 364ms | Tot: 55s41ms | Loss: 0.413 | Acc: 85.845% (16702/19456) 152/391 [=========================>.......................................] Step: 373ms | Tot: 55s414ms | Loss: 0.412 | Acc: 85.871% (16817/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 55s783ms | Loss: 0.414 | Acc: 85.846% (16922/19712) 154/391 [=========================>.......................................] Step: 353ms | Tot: 56s137ms | Loss: 0.413 | Acc: 85.862% (17035/19840) 155/391 [=========================>.......................................] Step: 370ms | Tot: 56s507ms | Loss: 0.414 | Acc: 85.832% (17139/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 56s872ms | Loss: 0.414 | Acc: 85.843% (17251/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s229ms | Loss: 0.414 | Acc: 85.799% (17352/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s589ms | Loss: 0.414 | Acc: 85.820% (17466/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 57s947ms | Loss: 0.414 | Acc: 85.815% (17575/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 58s303ms | Loss: 0.414 | Acc: 85.802% (17682/20608) 161/391 [==========================>......................................] Step: 374ms | Tot: 58s678ms | Loss: 0.414 | Acc: 85.812% (17794/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 59s37ms | Loss: 0.413 | Acc: 85.813% (17904/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s394ms | Loss: 0.413 | Acc: 85.818% (18015/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s750ms | Loss: 0.413 | Acc: 85.824% (18126/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 1m116ms | Loss: 0.412 | Acc: 85.867% (18245/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m485ms | Loss: 0.413 | Acc: 85.849% (18351/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m849ms | Loss: 0.413 | Acc: 85.840% (18459/21504) 168/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.813% (18563/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.800% (18670/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m1s | Loss: 0.413 | Acc: 85.819% (18784/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.413 | Acc: 85.815% (18893/22016) 172/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.413 | Acc: 85.811% (19002/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.413 | Acc: 85.807% (19111/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.821% (19224/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.844% (19339/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.412 | Acc: 85.836% (19447/22656) 177/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.411 | Acc: 85.858% (19562/22784) 178/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.411 | Acc: 85.872% (19675/22912) 179/391 [=============================>...................................] Step: 382ms | Tot: 1m5s | Loss: 0.411 | Acc: 85.877% (19786/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m5s | Loss: 0.412 | Acc: 85.855% (19891/23168) 181/391 [==============================>..................................] Step: 374ms | Tot: 1m5s | Loss: 0.412 | Acc: 85.843% (19998/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.412 | Acc: 85.848% (20109/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.412 | Acc: 85.844% (20218/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.413 | Acc: 85.823% (20323/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.413 | Acc: 85.832% (20435/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.412 | Acc: 85.841% (20547/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.412 | Acc: 85.829% (20654/24064) 188/391 [===============================>.................................] Step: 379ms | Tot: 1m8s | Loss: 0.412 | Acc: 85.842% (20767/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.412 | Acc: 85.851% (20879/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.412 | Acc: 85.876% (20995/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.411 | Acc: 85.881% (21106/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.412 | Acc: 85.881% (21216/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.412 | Acc: 85.861% (21321/24832) 194/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.412 | Acc: 85.861% (21431/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.412 | Acc: 85.850% (21538/25088) 196/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.412 | Acc: 85.846% (21647/25216) 197/391 [================================>................................] Step: 376ms | Tot: 1m11s | Loss: 0.412 | Acc: 85.839% (21755/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.413 | Acc: 85.828% (21862/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.412 | Acc: 85.848% (21977/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.412 | Acc: 85.860% (22090/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.411 | Acc: 85.887% (22207/25856) 202/391 [=================================>...............................] Step: 392ms | Tot: 1m13s | Loss: 0.412 | Acc: 85.891% (22318/25984) 203/391 [=================================>...............................] Step: 408ms | Tot: 1m14s | Loss: 0.412 | Acc: 85.880% (22425/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.412 | Acc: 85.873% (22533/26240) 205/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.412 | Acc: 85.881% (22645/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.412 | Acc: 85.858% (22749/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.412 | Acc: 85.874% (22863/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.412 | Acc: 85.866% (22971/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.412 | Acc: 85.878% (23084/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.412 | Acc: 85.867% (23191/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.412 | Acc: 85.875% (23303/27136) 212/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.412 | Acc: 85.871% (23412/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.413 | Acc: 85.846% (23515/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.413 | Acc: 85.854% (23627/27520) 215/391 [===================================>.............................] Step: 373ms | Tot: 1m18s | Loss: 0.413 | Acc: 85.851% (23736/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.413 | Acc: 85.869% (23851/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.412 | Acc: 85.894% (23968/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.413 | Acc: 85.870% (24071/28032) 219/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.413 | Acc: 85.849% (24175/28160) 220/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.413 | Acc: 85.842% (24283/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.414 | Acc: 85.832% (24390/28416) 222/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.415 | Acc: 85.797% (24490/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.415 | Acc: 85.795% (24599/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.415 | Acc: 85.778% (24704/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.416 | Acc: 85.765% (24810/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.415 | Acc: 85.765% (24920/29056) 227/391 [=====================================>...........................] Step: 349ms | Tot: 1m22s | Loss: 0.416 | Acc: 85.756% (25027/29184) 228/391 [=====================================>...........................] Step: 353ms | Tot: 1m23s | Loss: 0.416 | Acc: 85.760% (25138/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.416 | Acc: 85.757% (25247/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.415 | Acc: 85.789% (25366/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.415 | Acc: 85.806% (25481/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.415 | Acc: 85.800% (25589/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.415 | Acc: 85.817% (25704/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.415 | Acc: 85.818% (25814/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.415 | Acc: 85.812% (25922/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.416 | Acc: 85.802% (26029/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.416 | Acc: 85.783% (26133/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.417 | Acc: 85.781% (26242/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.417 | Acc: 85.785% (26353/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.416 | Acc: 85.808% (26470/30848) 241/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.416 | Acc: 85.825% (26585/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.416 | Acc: 85.815% (26692/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.416 | Acc: 85.819% (26803/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.416 | Acc: 85.826% (26915/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.417 | Acc: 85.820% (27023/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.416 | Acc: 85.836% (27138/31616) 247/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.416 | Acc: 85.834% (27247/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.416 | Acc: 85.837% (27358/31872) 249/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.416 | Acc: 85.831% (27466/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.416 | Acc: 85.825% (27574/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.416 | Acc: 85.823% (27683/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.416 | Acc: 85.826% (27794/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.417 | Acc: 85.827% (27904/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.417 | Acc: 85.824% (28013/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.417 | Acc: 85.809% (28118/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.417 | Acc: 85.816% (28230/32896) 257/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.417 | Acc: 85.838% (28347/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.417 | Acc: 85.832% (28455/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.417 | Acc: 85.841% (28568/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.417 | Acc: 85.833% (28675/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.417 | Acc: 85.821% (28781/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.417 | Acc: 85.828% (28893/33664) 263/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.417 | Acc: 85.846% (29009/33792) 264/391 [===========================================>.....................] Step: 356ms | Tot: 1m36s | Loss: 0.417 | Acc: 85.846% (29119/33920) 265/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.417 | Acc: 85.855% (29232/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.416 | Acc: 85.864% (29345/34176) 267/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.868% (29456/34304) 268/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.865% (29565/34432) 269/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.848% (29669/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.417 | Acc: 85.837% (29775/34688) 271/391 [=============================================>...................] Step: 370ms | Tot: 1m38s | Loss: 0.417 | Acc: 85.831% (29883/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.417 | Acc: 85.837% (29995/34944) 273/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.417 | Acc: 85.841% (30106/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.416 | Acc: 85.849% (30219/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.417 | Acc: 85.853% (30330/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.417 | Acc: 85.850% (30439/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.417 | Acc: 85.850% (30549/35584) 278/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.417 | Acc: 85.842% (30656/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.417 | Acc: 85.831% (30762/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.417 | Acc: 85.840% (30875/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.843% (30986/36096) 282/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.835% (31093/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.417 | Acc: 85.833% (31202/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.417 | Acc: 85.814% (31305/36480) 285/391 [===============================================>.................] Step: 405ms | Tot: 1m43s | Loss: 0.417 | Acc: 85.817% (31416/36608) 286/391 [===============================================>.................] Step: 393ms | Tot: 1m44s | Loss: 0.418 | Acc: 85.780% (31512/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.418 | Acc: 85.775% (31620/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.418 | Acc: 85.792% (31736/36992) 289/391 [================================================>................] Step: 349ms | Tot: 1m45s | Loss: 0.418 | Acc: 85.770% (31838/37120) 290/391 [================================================>................] Step: 375ms | Tot: 1m45s | Loss: 0.419 | Acc: 85.763% (31945/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.419 | Acc: 85.766% (32056/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.418 | Acc: 85.775% (32169/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.418 | Acc: 85.789% (32284/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.419 | Acc: 85.779% (32390/37760) 295/391 [=================================================>...............] Step: 354ms | Tot: 1m47s | Loss: 0.418 | Acc: 85.790% (32504/37888) 296/391 [=================================================>...............] Step: 372ms | Tot: 1m47s | Loss: 0.418 | Acc: 85.780% (32610/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.419 | Acc: 85.770% (32716/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.419 | Acc: 85.768% (32825/38272) 299/391 [=================================================>...............] Step: 354ms | Tot: 1m48s | Loss: 0.419 | Acc: 85.781% (32940/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.418 | Acc: 85.784% (33051/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.418 | Acc: 85.787% (33162/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.418 | Acc: 85.775% (33267/38784) 303/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.419 | Acc: 85.755% (33369/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.419 | Acc: 85.745% (33475/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.419 | Acc: 85.731% (33579/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.419 | Acc: 85.719% (33684/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.419 | Acc: 85.727% (33797/39424) 308/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.419 | Acc: 85.738% (33911/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.419 | Acc: 85.746% (34024/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.419 | Acc: 85.739% (34131/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.419 | Acc: 85.732% (34238/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.420 | Acc: 85.730% (34347/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.419 | Acc: 85.741% (34461/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.419 | Acc: 85.756% (34577/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.419 | Acc: 85.757% (34687/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.419 | Acc: 85.753% (34795/40576) 317/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.419 | Acc: 85.761% (34908/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.419 | Acc: 85.761% (35018/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.419 | Acc: 85.769% (35131/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.419 | Acc: 85.753% (35234/41088) 321/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.419 | Acc: 85.746% (35341/41216) 322/391 [=====================================================>...........] Step: 353ms | Tot: 1m57s | Loss: 0.420 | Acc: 85.734% (35446/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.420 | Acc: 85.718% (35549/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.420 | Acc: 85.726% (35662/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.420 | Acc: 85.724% (35771/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.420 | Acc: 85.734% (35885/41856) 327/391 [======================================================>..........] Step: 351ms | Tot: 1m58s | Loss: 0.421 | Acc: 85.716% (35987/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.421 | Acc: 85.719% (36098/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.420 | Acc: 85.734% (36214/42240) 330/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.420 | Acc: 85.727% (36321/42368) 331/391 [=======================================================>.........] Step: 350ms | Tot: 2m273ms | Loss: 0.420 | Acc: 85.733% (36433/42496) 332/391 [=======================================================>.........] Step: 380ms | Tot: 2m653ms | Loss: 0.420 | Acc: 85.724% (36539/42624) 333/391 [=======================================================>.........] Step: 353ms | Tot: 2m1s | Loss: 0.420 | Acc: 85.729% (36651/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.420 | Acc: 85.723% (36758/42880) 335/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.420 | Acc: 85.728% (36870/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.420 | Acc: 85.720% (36976/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.420 | Acc: 85.720% (37086/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.420 | Acc: 85.728% (37199/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.420 | Acc: 85.722% (37306/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.420 | Acc: 85.731% (37420/43648) 341/391 [========================================================>........] Step: 377ms | Tot: 2m3s | Loss: 0.420 | Acc: 85.720% (37525/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.420 | Acc: 85.714% (37632/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.733% (37750/44032) 344/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.420 | Acc: 85.729% (37858/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.420 | Acc: 85.728% (37967/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.420 | Acc: 85.735% (38080/44416) 347/391 [=========================================================>.......] Step: 355ms | Tot: 2m6s | Loss: 0.420 | Acc: 85.724% (38185/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.420 | Acc: 85.725% (38295/44672) 349/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.420 | Acc: 85.723% (38404/44800) 350/391 [==========================================================>......] Step: 374ms | Tot: 2m7s | Loss: 0.420 | Acc: 85.719% (38512/44928) 351/391 [==========================================================>......] Step: 368ms | Tot: 2m7s | Loss: 0.420 | Acc: 85.718% (38621/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.420 | Acc: 85.707% (38726/45184) 353/391 [==========================================================>......] Step: 354ms | Tot: 2m8s | Loss: 0.420 | Acc: 85.726% (38844/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.420 | Acc: 85.720% (38951/45440) 355/391 [===========================================================>.....] Step: 351ms | Tot: 2m8s | Loss: 0.420 | Acc: 85.718% (39060/45568) 356/391 [===========================================================>.....] Step: 387ms | Tot: 2m9s | Loss: 0.421 | Acc: 85.708% (39165/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.421 | Acc: 85.706% (39274/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.421 | Acc: 85.716% (39388/45952) 359/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.421 | Acc: 85.701% (39491/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.421 | Acc: 85.693% (39597/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.421 | Acc: 85.704% (39712/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.421 | Acc: 85.705% (39822/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.421 | Acc: 85.701% (39930/46592) 364/391 [============================================================>....] Step: 375ms | Tot: 2m12s | Loss: 0.421 | Acc: 85.702% (40040/46720) 365/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.420 | Acc: 85.716% (40156/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.421 | Acc: 85.691% (40254/46976) 367/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.421 | Acc: 85.702% (40369/47104) 368/391 [=============================================================>...] Step: 424ms | Tot: 2m13s | Loss: 0.420 | Acc: 85.713% (40484/47232) 369/391 [=============================================================>...] Step: 391ms | Tot: 2m14s | Loss: 0.420 | Acc: 85.718% (40596/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.420 | Acc: 85.718% (40706/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.420 | Acc: 85.723% (40818/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.420 | Acc: 85.715% (40924/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.420 | Acc: 85.697% (41025/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.420 | Acc: 85.692% (41132/48000) 375/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.420 | Acc: 85.680% (41236/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.420 | Acc: 85.683% (41347/48256) 377/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.420 | Acc: 85.696% (41463/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.420 | Acc: 85.696% (41573/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m17s | Loss: 0.420 | Acc: 85.709% (41689/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.420 | Acc: 85.693% (41791/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.420 | Acc: 85.682% (41895/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.420 | Acc: 85.683% (42005/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.420 | Acc: 85.689% (42118/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.420 | Acc: 85.686% (42226/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m19s | Loss: 0.420 | Acc: 85.687% (42336/49408) 386/391 [================================================================>] Step: 374ms | Tot: 2m20s | Loss: 0.420 | Acc: 85.677% (42441/49536) 387/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.420 | Acc: 85.666% (42545/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.420 | Acc: 85.644% (42644/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.420 | Acc: 85.645% (42754/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m21s | Loss: 0.421 | Acc: 85.640% (42820/50000) 391/391 + [>................................................................] Step: 473ms | Tot: 2ms | Loss: 0.614 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.666 | Acc: 77.500% (155/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 592ms | Loss: 0.602 | Acc: 78.667% (236/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 884ms | Loss: 0.612 | Acc: 78.500% (314/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s183ms | Loss: 0.616 | Acc: 78.800% (394/500) 5/100 [===>.............................................................] Step: 289ms | Tot: 1s472ms | Loss: 0.597 | Acc: 79.500% (477/600) 6/100 [===>.............................................................] Step: 289ms | Tot: 1s761ms | Loss: 0.587 | Acc: 79.714% (558/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s60ms | Loss: 0.612 | Acc: 78.875% (631/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s366ms | Loss: 0.623 | Acc: 78.778% (709/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s666ms | Loss: 0.629 | Acc: 78.800% (788/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s964ms | Loss: 0.630 | Acc: 78.818% (867/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s270ms | Loss: 0.628 | Acc: 79.000% (948/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s569ms | Loss: 0.614 | Acc: 79.385% (1032/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s870ms | Loss: 0.613 | Acc: 79.357% (1111/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s179ms | Loss: 0.604 | Acc: 79.667% (1195/1500) 15/100 [=========>.......................................................] Step: 293ms | Tot: 4s473ms | Loss: 0.607 | Acc: 79.625% (1274/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s775ms | Loss: 0.609 | Acc: 79.941% (1359/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s79ms | Loss: 0.606 | Acc: 80.278% (1445/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s383ms | Loss: 0.608 | Acc: 80.158% (1523/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s683ms | Loss: 0.614 | Acc: 80.050% (1601/2000) 20/100 [=============>...................................................] Step: 299ms | Tot: 5s982ms | Loss: 0.613 | Acc: 80.048% (1681/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s287ms | Loss: 0.611 | Acc: 80.045% (1761/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s591ms | Loss: 0.618 | Acc: 79.783% (1835/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s896ms | Loss: 0.615 | Acc: 79.792% (1915/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s205ms | Loss: 0.623 | Acc: 79.600% (1990/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s510ms | Loss: 0.628 | Acc: 79.462% (2066/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s818ms | Loss: 0.619 | Acc: 79.704% (2152/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s119ms | Loss: 0.620 | Acc: 79.714% (2232/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s426ms | Loss: 0.621 | Acc: 79.724% (2312/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s729ms | Loss: 0.621 | Acc: 79.667% (2390/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s33ms | Loss: 0.615 | Acc: 79.806% (2474/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s338ms | Loss: 0.613 | Acc: 79.812% (2554/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s643ms | Loss: 0.612 | Acc: 79.818% (2634/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 9s941ms | Loss: 0.610 | Acc: 79.735% (2711/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s243ms | Loss: 0.609 | Acc: 79.829% (2794/3500) 35/100 [======================>..........................................] Step: 294ms | Tot: 10s538ms | Loss: 0.605 | Acc: 79.889% (2876/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s840ms | Loss: 0.609 | Acc: 79.865% (2955/3700) 37/100 [========================>........................................] Step: 297ms | Tot: 11s138ms | Loss: 0.614 | Acc: 79.605% (3025/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s445ms | Loss: 0.610 | Acc: 79.821% (3113/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 11s757ms | Loss: 0.612 | Acc: 79.925% (3197/4000) 40/100 [==========================>......................................] Step: 312ms | Tot: 12s69ms | Loss: 0.614 | Acc: 79.927% (3277/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s375ms | Loss: 0.615 | Acc: 79.976% (3359/4200) 42/100 [===========================>.....................................] Step: 293ms | Tot: 12s669ms | Loss: 0.611 | Acc: 80.093% (3444/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 12s972ms | Loss: 0.611 | Acc: 80.068% (3523/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s276ms | Loss: 0.609 | Acc: 80.178% (3608/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 13s587ms | Loss: 0.609 | Acc: 80.130% (3686/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 13s894ms | Loss: 0.607 | Acc: 80.170% (3768/4700) 47/100 [==============================>..................................] Step: 308ms | Tot: 14s202ms | Loss: 0.612 | Acc: 80.104% (3845/4800) 48/100 [===============================>.................................] Step: 294ms | Tot: 14s497ms | Loss: 0.609 | Acc: 80.245% (3932/4900) 49/100 [===============================>.................................] Step: 296ms | Tot: 14s794ms | Loss: 0.611 | Acc: 80.160% (4008/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s104ms | Loss: 0.608 | Acc: 80.157% (4088/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s406ms | Loss: 0.609 | Acc: 80.115% (4166/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s712ms | Loss: 0.605 | Acc: 80.226% (4252/5300) 53/100 [==================================>..............................] Step: 298ms | Tot: 16s11ms | Loss: 0.604 | Acc: 80.222% (4332/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s319ms | Loss: 0.605 | Acc: 80.236% (4413/5500) 55/100 [===================================>.............................] Step: 301ms | Tot: 16s621ms | Loss: 0.607 | Acc: 80.143% (4488/5600) 56/100 [====================================>............................] Step: 299ms | Tot: 16s921ms | Loss: 0.609 | Acc: 80.035% (4562/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s226ms | Loss: 0.607 | Acc: 80.034% (4642/5800) 58/100 [=====================================>...........................] Step: 298ms | Tot: 17s524ms | Loss: 0.610 | Acc: 79.949% (4717/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 17s824ms | Loss: 0.610 | Acc: 79.900% (4794/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s131ms | Loss: 0.610 | Acc: 79.836% (4870/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s442ms | Loss: 0.609 | Acc: 79.823% (4949/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s748ms | Loss: 0.608 | Acc: 79.810% (5028/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s51ms | Loss: 0.605 | Acc: 79.938% (5116/6400) 64/100 [=========================================>.......................] Step: 306ms | Tot: 19s357ms | Loss: 0.608 | Acc: 79.923% (5195/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s660ms | Loss: 0.610 | Acc: 79.848% (5270/6600) 66/100 [==========================================>......................] Step: 319ms | Tot: 19s979ms | Loss: 0.608 | Acc: 79.836% (5349/6700) 67/100 [===========================================>.....................] Step: 324ms | Tot: 20s304ms | Loss: 0.609 | Acc: 79.794% (5426/6800) 68/100 [============================================>....................] Step: 321ms | Tot: 20s625ms | Loss: 0.607 | Acc: 79.826% (5508/6900) 69/100 [============================================>....................] Step: 318ms | Tot: 20s943ms | Loss: 0.608 | Acc: 79.757% (5583/7000) 70/100 [=============================================>...................] Step: 320ms | Tot: 21s263ms | Loss: 0.606 | Acc: 79.845% (5669/7100) 71/100 [==============================================>..................] Step: 346ms | Tot: 21s610ms | Loss: 0.606 | Acc: 79.861% (5750/7200) 72/100 [==============================================>..................] Step: 323ms | Tot: 21s933ms | Loss: 0.603 | Acc: 79.890% (5832/7300) 73/100 [===============================================>.................] Step: 325ms | Tot: 22s258ms | Loss: 0.602 | Acc: 79.919% (5914/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s569ms | Loss: 0.603 | Acc: 79.893% (5992/7500) 75/100 [================================================>................] Step: 301ms | Tot: 22s870ms | Loss: 0.602 | Acc: 79.921% (6074/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s175ms | Loss: 0.605 | Acc: 79.883% (6151/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s483ms | Loss: 0.605 | Acc: 79.859% (6229/7800) 78/100 [==================================================>..............] Step: 318ms | Tot: 23s802ms | Loss: 0.606 | Acc: 79.785% (6303/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s104ms | Loss: 0.605 | Acc: 79.812% (6385/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s408ms | Loss: 0.605 | Acc: 79.802% (6464/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s712ms | Loss: 0.603 | Acc: 79.841% (6547/8200) 82/100 [=====================================================>...........] Step: 300ms | Tot: 25s13ms | Loss: 0.602 | Acc: 79.855% (6628/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s321ms | Loss: 0.602 | Acc: 79.845% (6707/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s631ms | Loss: 0.604 | Acc: 79.765% (6780/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 25s939ms | Loss: 0.605 | Acc: 79.826% (6865/8600) 86/100 [=======================================================>.........] Step: 301ms | Tot: 26s240ms | Loss: 0.604 | Acc: 79.885% (6950/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s547ms | Loss: 0.605 | Acc: 79.875% (7029/8800) 88/100 [=========================================================>.......] Step: 301ms | Tot: 26s849ms | Loss: 0.604 | Acc: 79.899% (7111/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s153ms | Loss: 0.603 | Acc: 79.933% (7194/9000) 90/100 [==========================================================>......] Step: 300ms | Tot: 27s453ms | Loss: 0.603 | Acc: 79.912% (7272/9100) 91/100 [===========================================================>.....] Step: 300ms | Tot: 27s754ms | Loss: 0.601 | Acc: 80.000% (7360/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s58ms | Loss: 0.601 | Acc: 80.032% (7443/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s371ms | Loss: 0.600 | Acc: 80.032% (7523/9400) 94/100 [=============================================================>...] Step: 311ms | Tot: 28s682ms | Loss: 0.599 | Acc: 80.042% (7604/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 28s984ms | Loss: 0.600 | Acc: 80.021% (7682/9600) 96/100 [==============================================================>..] Step: 300ms | Tot: 29s285ms | Loss: 0.600 | Acc: 80.052% (7765/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s589ms | Loss: 0.601 | Acc: 80.010% (7841/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 29s889ms | Loss: 0.602 | Acc: 79.939% (7914/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s197ms | Loss: 0.601 | Acc: 80.000% (8000/10000) 100/100 + +Epoch: 59 + [>................................................................] Step: 632ms | Tot: 2ms | Loss: 0.379 | Acc: 89.844% (115/128) 1/391 [>................................................................] Step: 382ms | Tot: 384ms | Loss: 0.389 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 375ms | Tot: 759ms | Loss: 0.403 | Acc: 87.500% (336/384) 3/391 [>................................................................] Step: 364ms | Tot: 1s123ms | Loss: 0.385 | Acc: 87.695% (449/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s491ms | Loss: 0.383 | Acc: 87.812% (562/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s857ms | Loss: 0.397 | Acc: 86.979% (668/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s223ms | Loss: 0.390 | Acc: 87.165% (781/896) 7/391 [=>...............................................................] Step: 373ms | Tot: 2s597ms | Loss: 0.404 | Acc: 87.012% (891/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 2s968ms | Loss: 0.397 | Acc: 87.326% (1006/1152) 9/391 [=>...............................................................] Step: 358ms | Tot: 3s327ms | Loss: 0.406 | Acc: 86.953% (1113/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s681ms | Loss: 0.396 | Acc: 87.216% (1228/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s45ms | Loss: 0.398 | Acc: 87.044% (1337/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s403ms | Loss: 0.400 | Acc: 87.079% (1449/1664) 13/391 [==>..............................................................] Step: 358ms | Tot: 4s762ms | Loss: 0.399 | Acc: 86.998% (1559/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s120ms | Loss: 0.398 | Acc: 86.875% (1668/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s491ms | Loss: 0.398 | Acc: 86.816% (1778/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s854ms | Loss: 0.399 | Acc: 86.673% (1886/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s213ms | Loss: 0.400 | Acc: 86.632% (1996/2304) 18/391 [==>..............................................................] Step: 355ms | Tot: 6s569ms | Loss: 0.397 | Acc: 86.842% (2112/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 6s928ms | Loss: 0.398 | Acc: 86.641% (2218/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s285ms | Loss: 0.402 | Acc: 86.421% (2323/2688) 21/391 [===>.............................................................] Step: 369ms | Tot: 7s655ms | Loss: 0.406 | Acc: 86.009% (2422/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s17ms | Loss: 0.404 | Acc: 86.141% (2536/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s383ms | Loss: 0.401 | Acc: 86.328% (2652/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s745ms | Loss: 0.396 | Acc: 86.531% (2769/3200) 25/391 [====>............................................................] Step: 370ms | Tot: 9s115ms | Loss: 0.394 | Acc: 86.719% (2886/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s476ms | Loss: 0.396 | Acc: 86.632% (2994/3456) 27/391 [====>............................................................] Step: 354ms | Tot: 9s830ms | Loss: 0.397 | Acc: 86.579% (3103/3584) 28/391 [====>............................................................] Step: 352ms | Tot: 10s183ms | Loss: 0.403 | Acc: 86.395% (3207/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s547ms | Loss: 0.403 | Acc: 86.354% (3316/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s903ms | Loss: 0.400 | Acc: 86.467% (3431/3968) 31/391 [=====>...........................................................] Step: 374ms | Tot: 11s277ms | Loss: 0.399 | Acc: 86.475% (3542/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s635ms | Loss: 0.399 | Acc: 86.411% (3650/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 11s997ms | Loss: 0.398 | Acc: 86.489% (3764/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s356ms | Loss: 0.400 | Acc: 86.473% (3874/4480) 35/391 [=====>...........................................................] Step: 372ms | Tot: 12s729ms | Loss: 0.398 | Acc: 86.589% (3990/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s88ms | Loss: 0.398 | Acc: 86.592% (4101/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s450ms | Loss: 0.397 | Acc: 86.657% (4215/4864) 38/391 [======>..........................................................] Step: 351ms | Tot: 13s802ms | Loss: 0.396 | Acc: 86.739% (4330/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s159ms | Loss: 0.397 | Acc: 86.699% (4439/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s517ms | Loss: 0.400 | Acc: 86.604% (4545/5248) 41/391 [======>..........................................................] Step: 366ms | Tot: 14s884ms | Loss: 0.398 | Acc: 86.626% (4657/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s245ms | Loss: 0.399 | Acc: 86.537% (4763/5504) 43/391 [=======>.........................................................] Step: 371ms | Tot: 15s616ms | Loss: 0.398 | Acc: 86.541% (4874/5632) 44/391 [=======>.........................................................] Step: 356ms | Tot: 15s972ms | Loss: 0.395 | Acc: 86.649% (4991/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s330ms | Loss: 0.395 | Acc: 86.634% (5101/5888) 46/391 [=======>.........................................................] Step: 351ms | Tot: 16s681ms | Loss: 0.394 | Acc: 86.669% (5214/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s44ms | Loss: 0.395 | Acc: 86.637% (5323/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s408ms | Loss: 0.395 | Acc: 86.687% (5437/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 17s777ms | Loss: 0.395 | Acc: 86.641% (5545/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s141ms | Loss: 0.395 | Acc: 86.673% (5658/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s509ms | Loss: 0.396 | Acc: 86.629% (5766/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 18s869ms | Loss: 0.394 | Acc: 86.704% (5882/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s228ms | Loss: 0.395 | Acc: 86.617% (5987/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s595ms | Loss: 0.396 | Acc: 86.605% (6097/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 19s955ms | Loss: 0.398 | Acc: 86.454% (6197/7168) 56/391 [=========>.......................................................] Step: 363ms | Tot: 20s319ms | Loss: 0.398 | Acc: 86.499% (6311/7296) 57/391 [=========>.......................................................] Step: 391ms | Tot: 20s711ms | Loss: 0.396 | Acc: 86.598% (6429/7424) 58/391 [=========>.......................................................] Step: 371ms | Tot: 21s82ms | Loss: 0.397 | Acc: 86.560% (6537/7552) 59/391 [=========>.......................................................] Step: 378ms | Tot: 21s460ms | Loss: 0.396 | Acc: 86.602% (6651/7680) 60/391 [=========>.......................................................] Step: 375ms | Tot: 21s836ms | Loss: 0.399 | Acc: 86.539% (6757/7808) 61/391 [==========>......................................................] Step: 374ms | Tot: 22s210ms | Loss: 0.400 | Acc: 86.517% (6866/7936) 62/391 [==========>......................................................] Step: 375ms | Tot: 22s585ms | Loss: 0.399 | Acc: 86.508% (6976/8064) 63/391 [==========>......................................................] Step: 376ms | Tot: 22s962ms | Loss: 0.400 | Acc: 86.548% (7090/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s326ms | Loss: 0.398 | Acc: 86.587% (7204/8320) 65/391 [==========>......................................................] Step: 379ms | Tot: 23s706ms | Loss: 0.396 | Acc: 86.695% (7324/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s69ms | Loss: 0.397 | Acc: 86.649% (7431/8576) 67/391 [===========>.....................................................] Step: 370ms | Tot: 24s440ms | Loss: 0.396 | Acc: 86.650% (7542/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 24s809ms | Loss: 0.397 | Acc: 86.583% (7647/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s175ms | Loss: 0.398 | Acc: 86.562% (7756/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s534ms | Loss: 0.399 | Acc: 86.510% (7862/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 25s897ms | Loss: 0.401 | Acc: 86.480% (7970/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 26s256ms | Loss: 0.402 | Acc: 86.483% (8081/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s622ms | Loss: 0.402 | Acc: 86.518% (8195/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 26s982ms | Loss: 0.401 | Acc: 86.542% (8308/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s346ms | Loss: 0.401 | Acc: 86.575% (8422/9728) 76/391 [============>....................................................] Step: 365ms | Tot: 27s712ms | Loss: 0.401 | Acc: 86.536% (8529/9856) 77/391 [============>....................................................] Step: 371ms | Tot: 28s84ms | Loss: 0.401 | Acc: 86.538% (8640/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 28s455ms | Loss: 0.401 | Acc: 86.521% (8749/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s814ms | Loss: 0.401 | Acc: 86.543% (8862/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s175ms | Loss: 0.402 | Acc: 86.487% (8967/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s538ms | Loss: 0.402 | Acc: 86.462% (9075/10496) 82/391 [=============>...................................................] Step: 355ms | Tot: 29s893ms | Loss: 0.402 | Acc: 86.455% (9185/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s260ms | Loss: 0.402 | Acc: 86.449% (9295/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s620ms | Loss: 0.401 | Acc: 86.452% (9406/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s982ms | Loss: 0.402 | Acc: 86.419% (9513/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s343ms | Loss: 0.402 | Acc: 86.449% (9627/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s707ms | Loss: 0.402 | Acc: 86.461% (9739/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 32s63ms | Loss: 0.402 | Acc: 86.429% (9846/11392) 89/391 [==============>..................................................] Step: 369ms | Tot: 32s432ms | Loss: 0.403 | Acc: 86.415% (9955/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s800ms | Loss: 0.403 | Acc: 86.410% (10065/11648) 91/391 [===============>.................................................] Step: 353ms | Tot: 33s154ms | Loss: 0.404 | Acc: 86.396% (10174/11776) 92/391 [===============>.................................................] Step: 363ms | Tot: 33s518ms | Loss: 0.406 | Acc: 86.366% (10281/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 33s875ms | Loss: 0.405 | Acc: 86.378% (10393/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 34s233ms | Loss: 0.406 | Acc: 86.324% (10497/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s596ms | Loss: 0.405 | Acc: 86.385% (10615/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 34s960ms | Loss: 0.406 | Acc: 86.356% (10722/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s321ms | Loss: 0.406 | Acc: 86.336% (10830/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s683ms | Loss: 0.406 | Acc: 86.308% (10937/12672) 99/391 [================>................................................] Step: 353ms | Tot: 36s37ms | Loss: 0.406 | Acc: 86.336% (11051/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s395ms | Loss: 0.407 | Acc: 86.309% (11158/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s755ms | Loss: 0.407 | Acc: 86.313% (11269/13056) 102/391 [================>................................................] Step: 353ms | Tot: 37s108ms | Loss: 0.407 | Acc: 86.332% (11382/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 37s473ms | Loss: 0.407 | Acc: 86.306% (11489/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 37s833ms | Loss: 0.407 | Acc: 86.310% (11600/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s201ms | Loss: 0.406 | Acc: 86.365% (11718/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s562ms | Loss: 0.407 | Acc: 86.317% (11822/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 38s930ms | Loss: 0.407 | Acc: 86.321% (11933/13824) 108/391 [=================>...............................................] Step: 353ms | Tot: 39s284ms | Loss: 0.407 | Acc: 86.332% (12045/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 39s644ms | Loss: 0.406 | Acc: 86.349% (12158/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 40s3ms | Loss: 0.405 | Acc: 86.367% (12271/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s364ms | Loss: 0.405 | Acc: 86.363% (12381/14336) 112/391 [==================>..............................................] Step: 356ms | Tot: 40s721ms | Loss: 0.404 | Acc: 86.394% (12496/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s85ms | Loss: 0.404 | Acc: 86.369% (12603/14592) 114/391 [==================>..............................................] Step: 373ms | Tot: 41s459ms | Loss: 0.405 | Acc: 86.345% (12710/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 41s821ms | Loss: 0.404 | Acc: 86.355% (12822/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s178ms | Loss: 0.404 | Acc: 86.378% (12936/14976) 117/391 [===================>.............................................] Step: 372ms | Tot: 42s551ms | Loss: 0.403 | Acc: 86.388% (13048/15104) 118/391 [===================>.............................................] Step: 363ms | Tot: 42s914ms | Loss: 0.404 | Acc: 86.371% (13156/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s275ms | Loss: 0.404 | Acc: 86.354% (13264/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s633ms | Loss: 0.403 | Acc: 86.357% (13375/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 43s993ms | Loss: 0.403 | Acc: 86.392% (13491/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 44s353ms | Loss: 0.402 | Acc: 86.388% (13601/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s717ms | Loss: 0.403 | Acc: 86.385% (13711/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s75ms | Loss: 0.403 | Acc: 86.356% (13817/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s444ms | Loss: 0.403 | Acc: 86.347% (13926/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s802ms | Loss: 0.403 | Acc: 86.319% (14032/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s164ms | Loss: 0.404 | Acc: 86.304% (14140/16384) 128/391 [=====================>...........................................] Step: 368ms | Tot: 46s533ms | Loss: 0.404 | Acc: 86.283% (14247/16512) 129/391 [=====================>...........................................] Step: 358ms | Tot: 46s891ms | Loss: 0.404 | Acc: 86.286% (14358/16640) 130/391 [=====================>...........................................] Step: 354ms | Tot: 47s245ms | Loss: 0.403 | Acc: 86.313% (14473/16768) 131/391 [=====================>...........................................] Step: 375ms | Tot: 47s620ms | Loss: 0.404 | Acc: 86.287% (14579/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 47s992ms | Loss: 0.405 | Acc: 86.255% (14684/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s354ms | Loss: 0.405 | Acc: 86.229% (14790/17152) 134/391 [======================>..........................................] Step: 356ms | Tot: 48s710ms | Loss: 0.405 | Acc: 86.250% (14904/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 49s70ms | Loss: 0.406 | Acc: 86.236% (15012/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s431ms | Loss: 0.406 | Acc: 86.251% (15125/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 49s791ms | Loss: 0.406 | Acc: 86.249% (15235/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s151ms | Loss: 0.405 | Acc: 86.235% (15343/17792) 139/391 [=======================>.........................................] Step: 374ms | Tot: 50s525ms | Loss: 0.406 | Acc: 86.228% (15452/17920) 140/391 [=======================>.........................................] Step: 389ms | Tot: 50s915ms | Loss: 0.406 | Acc: 86.203% (15558/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s280ms | Loss: 0.407 | Acc: 86.213% (15670/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s643ms | Loss: 0.407 | Acc: 86.194% (15777/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 52s6ms | Loss: 0.407 | Acc: 86.182% (15885/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 52s361ms | Loss: 0.408 | Acc: 86.164% (15992/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 52s729ms | Loss: 0.407 | Acc: 86.184% (16106/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s92ms | Loss: 0.407 | Acc: 86.209% (16221/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 53s459ms | Loss: 0.408 | Acc: 86.180% (16326/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s817ms | Loss: 0.408 | Acc: 86.152% (16431/19072) 149/391 [========================>........................................] Step: 377ms | Tot: 54s194ms | Loss: 0.408 | Acc: 86.177% (16546/19200) 150/391 [========================>........................................] Step: 383ms | Tot: 54s578ms | Loss: 0.409 | Acc: 86.155% (16652/19328) 151/391 [=========================>.......................................] Step: 372ms | Tot: 54s950ms | Loss: 0.409 | Acc: 86.133% (16758/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s312ms | Loss: 0.410 | Acc: 86.101% (16862/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 55s672ms | Loss: 0.410 | Acc: 86.105% (16973/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s31ms | Loss: 0.411 | Acc: 86.109% (17084/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 56s403ms | Loss: 0.411 | Acc: 86.103% (17193/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 56s760ms | Loss: 0.411 | Acc: 86.077% (17298/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s121ms | Loss: 0.411 | Acc: 86.076% (17408/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 57s490ms | Loss: 0.410 | Acc: 86.105% (17524/20352) 159/391 [==========================>......................................] Step: 371ms | Tot: 57s862ms | Loss: 0.410 | Acc: 86.123% (17638/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 58s218ms | Loss: 0.411 | Acc: 86.098% (17743/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s580ms | Loss: 0.412 | Acc: 86.077% (17849/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 58s947ms | Loss: 0.411 | Acc: 86.100% (17964/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s308ms | Loss: 0.411 | Acc: 86.114% (18077/20992) 164/391 [===========================>.....................................] Step: 358ms | Tot: 59s666ms | Loss: 0.411 | Acc: 86.108% (18186/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 1m38ms | Loss: 0.411 | Acc: 86.107% (18296/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m403ms | Loss: 0.411 | Acc: 86.083% (18401/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 1m763ms | Loss: 0.411 | Acc: 86.096% (18514/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.411 | Acc: 86.081% (18621/21632) 169/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.411 | Acc: 86.075% (18730/21760) 170/391 [============================>....................................] Step: 373ms | Tot: 1m1s | Loss: 0.411 | Acc: 86.084% (18842/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.412 | Acc: 86.047% (18944/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.412 | Acc: 86.059% (19057/22144) 173/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.411 | Acc: 86.081% (19172/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.411 | Acc: 86.080% (19282/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.411 | Acc: 86.075% (19391/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.411 | Acc: 86.070% (19500/22656) 177/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.410 | Acc: 86.100% (19617/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.411 | Acc: 86.068% (19720/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.411 | Acc: 86.059% (19828/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.412 | Acc: 86.020% (19929/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.413 | Acc: 85.985% (20031/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.412 | Acc: 86.014% (20148/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.412 | Acc: 86.005% (20256/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.412 | Acc: 86.009% (20367/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.411 | Acc: 86.022% (20480/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.411 | Acc: 86.025% (20591/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.412 | Acc: 86.012% (20698/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.412 | Acc: 86.004% (20806/24192) 189/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.412 | Acc: 86.016% (20919/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.412 | Acc: 86.015% (21029/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.412 | Acc: 86.011% (21138/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.412 | Acc: 86.018% (21250/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.411 | Acc: 86.030% (21363/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.411 | Acc: 86.042% (21476/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.412 | Acc: 86.033% (21584/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.411 | Acc: 86.045% (21697/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.411 | Acc: 86.060% (21811/25344) 198/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.412 | Acc: 86.020% (21911/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.411 | Acc: 86.031% (22024/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.411 | Acc: 86.035% (22135/25728) 201/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.411 | Acc: 86.038% (22246/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.412 | Acc: 86.022% (22352/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.411 | Acc: 86.026% (22463/26112) 204/391 [=================================>...............................] Step: 356ms | Tot: 1m14s | Loss: 0.412 | Acc: 86.021% (22572/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.411 | Acc: 86.025% (22683/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.411 | Acc: 86.032% (22795/26496) 207/391 [==================================>..............................] Step: 353ms | Tot: 1m15s | Loss: 0.411 | Acc: 86.039% (22907/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.411 | Acc: 86.046% (23019/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.411 | Acc: 86.064% (23134/26880) 210/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.411 | Acc: 86.034% (23236/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.411 | Acc: 86.055% (23352/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.411 | Acc: 86.037% (23457/27264) 213/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.411 | Acc: 86.014% (23561/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.411 | Acc: 86.014% (23671/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.411 | Acc: 86.032% (23786/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.411 | Acc: 86.017% (23892/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m18s | Loss: 0.411 | Acc: 86.016% (24002/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.412 | Acc: 85.998% (24107/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.412 | Acc: 86.009% (24220/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.411 | Acc: 86.022% (24334/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.412 | Acc: 86.001% (24438/28416) 222/391 [====================================>............................] Step: 403ms | Tot: 1m20s | Loss: 0.411 | Acc: 86.022% (24554/28544) 223/391 [=====================================>...........................] Step: 377ms | Tot: 1m21s | Loss: 0.411 | Acc: 86.039% (24669/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.411 | Acc: 86.021% (24774/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.411 | Acc: 86.014% (24882/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.999% (24988/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.968% (25089/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.975% (25201/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.412 | Acc: 85.978% (25312/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.412 | Acc: 85.975% (25421/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.411 | Acc: 85.988% (25535/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.412 | Acc: 85.961% (25637/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.412 | Acc: 85.938% (25740/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.412 | Acc: 85.928% (25847/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.412 | Acc: 85.938% (25960/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.411 | Acc: 85.941% (26071/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.411 | Acc: 85.934% (26179/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.411 | Acc: 85.947% (26293/30592) 239/391 [=======================================>.........................] Step: 377ms | Tot: 1m26s | Loss: 0.411 | Acc: 85.947% (26403/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.411 | Acc: 85.931% (26508/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.411 | Acc: 85.941% (26621/30976) 242/391 [========================================>........................] Step: 372ms | Tot: 1m27s | Loss: 0.411 | Acc: 85.950% (26734/31104) 243/391 [========================================>........................] Step: 376ms | Tot: 1m28s | Loss: 0.411 | Acc: 85.941% (26841/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.411 | Acc: 85.938% (26950/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.411 | Acc: 85.934% (27059/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.411 | Acc: 85.934% (27169/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.411 | Acc: 85.941% (27281/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.412 | Acc: 85.925% (27386/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.412 | Acc: 85.909% (27491/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.412 | Acc: 85.906% (27600/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.894% (27706/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.888% (27814/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.870% (27918/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.413 | Acc: 85.885% (28033/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.413 | Acc: 85.876% (28140/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.413 | Acc: 85.868% (28247/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.413 | Acc: 85.883% (28362/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.413 | Acc: 85.877% (28470/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.413 | Acc: 85.874% (28579/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.413 | Acc: 85.866% (28686/33408) 261/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.413 | Acc: 85.869% (28797/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.413 | Acc: 85.872% (28908/33664) 263/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.413 | Acc: 85.884% (29022/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.413 | Acc: 85.893% (29135/33920) 265/391 [============================================>....................] Step: 351ms | Tot: 1m36s | Loss: 0.413 | Acc: 85.893% (29245/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.413 | Acc: 85.888% (29353/34176) 267/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.413 | Acc: 85.897% (29466/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.413 | Acc: 85.897% (29576/34432) 269/391 [============================================>....................] Step: 353ms | Tot: 1m37s | Loss: 0.413 | Acc: 85.909% (29690/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.413 | Acc: 85.914% (29802/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.414 | Acc: 85.909% (29910/34816) 272/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.413 | Acc: 85.915% (30022/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.413 | Acc: 85.915% (30132/35072) 274/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.413 | Acc: 85.909% (30240/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.413 | Acc: 85.904% (30348/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.414 | Acc: 85.884% (30451/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.414 | Acc: 85.893% (30564/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.867% (30665/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.857% (30771/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.865% (30884/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.857% (30991/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.852% (31099/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.855% (31210/36352) 284/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.415 | Acc: 85.877% (31328/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.415 | Acc: 85.866% (31434/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.415 | Acc: 85.875% (31547/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.878% (31658/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.867% (31764/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.859% (31871/37120) 290/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.854% (31979/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.844% (32085/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.415 | Acc: 85.836% (32192/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.415 | Acc: 85.844% (32305/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.415 | Acc: 85.847% (32416/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.415 | Acc: 85.845% (32525/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.415 | Acc: 85.840% (32633/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.814% (32733/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.812% (32842/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.826% (32957/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.828% (33068/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.416 | Acc: 85.824% (33176/38656) 302/391 [==================================================>..............] Step: 374ms | Tot: 1m49s | Loss: 0.416 | Acc: 85.801% (33277/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.416 | Acc: 85.801% (33387/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.416 | Acc: 85.802% (33497/39040) 305/391 [==================================================>..............] Step: 413ms | Tot: 1m50s | Loss: 0.416 | Acc: 85.784% (33600/39168) 306/391 [==================================================>..............] Step: 373ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.770% (33704/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.752% (33807/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.758% (33919/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.417 | Acc: 85.759% (34029/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.417 | Acc: 85.757% (34138/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.760% (34249/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.768% (34362/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.763% (34470/40192) 314/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.417 | Acc: 85.759% (34578/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.417 | Acc: 85.759% (34688/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.417 | Acc: 85.765% (34800/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.417 | Acc: 85.768% (34911/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.418 | Acc: 85.746% (35012/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.418 | Acc: 85.750% (35123/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.418 | Acc: 85.745% (35231/41088) 321/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.418 | Acc: 85.743% (35340/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.418 | Acc: 85.754% (35454/41344) 323/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.418 | Acc: 85.747% (35561/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.418 | Acc: 85.740% (35668/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.418 | Acc: 85.753% (35783/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.418 | Acc: 85.749% (35891/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.419 | Acc: 85.737% (35996/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.418 | Acc: 85.748% (36110/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.419 | Acc: 85.741% (36217/42240) 330/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.419 | Acc: 85.742% (36327/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 2m245ms | Loss: 0.419 | Acc: 85.723% (36429/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m608ms | Loss: 0.419 | Acc: 85.724% (36539/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m971ms | Loss: 0.419 | Acc: 85.725% (36649/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.419 | Acc: 85.718% (36756/42880) 335/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.419 | Acc: 85.710% (36862/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.720% (36976/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.729% (37090/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.739% (37204/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.738% (37313/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.761% (37433/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.757% (37541/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.418 | Acc: 85.767% (37655/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.418 | Acc: 85.774% (37768/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.418 | Acc: 85.772% (37877/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.418 | Acc: 85.782% (37991/44288) 346/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.418 | Acc: 85.775% (38098/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.419 | Acc: 85.769% (38205/44544) 348/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.419 | Acc: 85.772% (38316/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m6s | Loss: 0.418 | Acc: 85.788% (38433/44800) 350/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.418 | Acc: 85.777% (38538/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.419 | Acc: 85.782% (38650/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.419 | Acc: 85.783% (38760/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.419 | Acc: 85.787% (38872/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.419 | Acc: 85.786% (38981/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m8s | Loss: 0.419 | Acc: 85.790% (39093/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.419 | Acc: 85.784% (39200/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.419 | Acc: 85.789% (39312/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.419 | Acc: 85.783% (39419/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.419 | Acc: 85.786% (39530/46080) 360/391 [===========================================================>.....] Step: 354ms | Tot: 2m10s | Loss: 0.418 | Acc: 85.797% (39645/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.418 | Acc: 85.795% (39754/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.419 | Acc: 85.783% (39858/46464) 363/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.419 | Acc: 85.772% (39963/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.419 | Acc: 85.766% (40070/46720) 365/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.418 | Acc: 85.773% (40183/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.418 | Acc: 85.771% (40292/46976) 367/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.419 | Acc: 85.757% (40395/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.418 | Acc: 85.774% (40513/47232) 369/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.418 | Acc: 85.762% (40617/47360) 370/391 [=============================================================>...] Step: 354ms | Tot: 2m14s | Loss: 0.418 | Acc: 85.759% (40725/47488) 371/391 [=============================================================>...] Step: 352ms | Tot: 2m14s | Loss: 0.418 | Acc: 85.761% (40836/47616) 372/391 [=============================================================>...] Step: 350ms | Tot: 2m15s | Loss: 0.418 | Acc: 85.764% (40947/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.418 | Acc: 85.768% (41059/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m15s | Loss: 0.418 | Acc: 85.771% (41170/48000) 375/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.418 | Acc: 85.780% (41284/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.418 | Acc: 85.774% (41391/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.418 | Acc: 85.770% (41499/48384) 378/391 [==============================================================>..] Step: 354ms | Tot: 2m17s | Loss: 0.418 | Acc: 85.764% (41606/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.418 | Acc: 85.763% (41715/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.418 | Acc: 85.769% (41828/48768) 381/391 [===============================================================>.] Step: 352ms | Tot: 2m18s | Loss: 0.418 | Acc: 85.774% (41940/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.418 | Acc: 85.764% (42045/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.418 | Acc: 85.760% (42153/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.418 | Acc: 85.775% (42270/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m19s | Loss: 0.418 | Acc: 85.786% (42385/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.418 | Acc: 85.784% (42494/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.418 | Acc: 85.774% (42599/49664) 388/391 [================================================================>] Step: 405ms | Tot: 2m20s | Loss: 0.418 | Acc: 85.777% (42710/49792) 389/391 [================================================================>] Step: 386ms | Tot: 2m21s | Loss: 0.418 | Acc: 85.781% (42822/49920) 390/391 [================================================================>] Step: 339ms | Tot: 2m21s | Loss: 0.418 | Acc: 85.782% (42891/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.422 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 303ms | Tot: 306ms | Loss: 0.439 | Acc: 85.500% (171/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 599ms | Loss: 0.439 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 897ms | Loss: 0.458 | Acc: 83.750% (335/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s188ms | Loss: 0.444 | Acc: 83.800% (419/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s482ms | Loss: 0.423 | Acc: 84.500% (507/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s776ms | Loss: 0.420 | Acc: 85.143% (596/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s77ms | Loss: 0.463 | Acc: 83.750% (670/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s380ms | Loss: 0.474 | Acc: 83.444% (751/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s679ms | Loss: 0.468 | Acc: 83.800% (838/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 2s983ms | Loss: 0.467 | Acc: 83.909% (923/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s290ms | Loss: 0.473 | Acc: 83.750% (1005/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s592ms | Loss: 0.469 | Acc: 83.692% (1088/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s892ms | Loss: 0.469 | Acc: 83.643% (1171/1400) 14/100 [=========>.......................................................] Step: 308ms | Tot: 4s200ms | Loss: 0.465 | Acc: 83.800% (1257/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s502ms | Loss: 0.471 | Acc: 83.250% (1332/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s807ms | Loss: 0.468 | Acc: 83.471% (1419/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s110ms | Loss: 0.472 | Acc: 83.500% (1503/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s422ms | Loss: 0.473 | Acc: 83.421% (1585/1900) 19/100 [============>....................................................] Step: 301ms | Tot: 5s724ms | Loss: 0.484 | Acc: 83.250% (1665/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s26ms | Loss: 0.478 | Acc: 83.619% (1756/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s328ms | Loss: 0.482 | Acc: 83.727% (1842/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s634ms | Loss: 0.489 | Acc: 83.522% (1921/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s937ms | Loss: 0.487 | Acc: 83.417% (2002/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s245ms | Loss: 0.487 | Acc: 83.440% (2086/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s553ms | Loss: 0.497 | Acc: 83.154% (2162/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s857ms | Loss: 0.492 | Acc: 83.259% (2248/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s158ms | Loss: 0.490 | Acc: 83.393% (2335/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s460ms | Loss: 0.490 | Acc: 83.483% (2421/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s776ms | Loss: 0.487 | Acc: 83.600% (2508/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s77ms | Loss: 0.488 | Acc: 83.484% (2588/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s388ms | Loss: 0.482 | Acc: 83.531% (2673/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s689ms | Loss: 0.483 | Acc: 83.455% (2754/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 9s989ms | Loss: 0.485 | Acc: 83.294% (2832/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s294ms | Loss: 0.491 | Acc: 83.314% (2916/3500) 35/100 [======================>..........................................] Step: 299ms | Tot: 10s593ms | Loss: 0.491 | Acc: 83.389% (3002/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s902ms | Loss: 0.493 | Acc: 83.243% (3080/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s213ms | Loss: 0.495 | Acc: 83.184% (3161/3800) 38/100 [========================>........................................] Step: 317ms | Tot: 11s530ms | Loss: 0.493 | Acc: 83.359% (3251/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s829ms | Loss: 0.492 | Acc: 83.450% (3338/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s133ms | Loss: 0.494 | Acc: 83.415% (3420/4100) 41/100 [==========================>......................................] Step: 299ms | Tot: 12s432ms | Loss: 0.494 | Acc: 83.452% (3505/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s739ms | Loss: 0.492 | Acc: 83.605% (3595/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 13s41ms | Loss: 0.491 | Acc: 83.659% (3681/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s346ms | Loss: 0.489 | Acc: 83.733% (3768/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s651ms | Loss: 0.489 | Acc: 83.717% (3851/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 13s955ms | Loss: 0.491 | Acc: 83.681% (3933/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s259ms | Loss: 0.493 | Acc: 83.646% (4015/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s562ms | Loss: 0.488 | Acc: 83.816% (4107/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 14s867ms | Loss: 0.491 | Acc: 83.720% (4186/5000) 50/100 [================================>................................] Step: 302ms | Tot: 15s170ms | Loss: 0.490 | Acc: 83.686% (4268/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s476ms | Loss: 0.492 | Acc: 83.654% (4350/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s777ms | Loss: 0.492 | Acc: 83.679% (4435/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s82ms | Loss: 0.489 | Acc: 83.759% (4523/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s385ms | Loss: 0.491 | Acc: 83.727% (4605/5500) 55/100 [===================================>.............................] Step: 298ms | Tot: 16s683ms | Loss: 0.491 | Acc: 83.714% (4688/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 16s991ms | Loss: 0.491 | Acc: 83.702% (4771/5700) 57/100 [=====================================>...........................] Step: 315ms | Tot: 17s307ms | Loss: 0.490 | Acc: 83.741% (4857/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s607ms | Loss: 0.493 | Acc: 83.627% (4934/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 17s909ms | Loss: 0.496 | Acc: 83.583% (5015/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s218ms | Loss: 0.496 | Acc: 83.557% (5097/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s520ms | Loss: 0.494 | Acc: 83.629% (5185/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s824ms | Loss: 0.492 | Acc: 83.667% (5271/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s126ms | Loss: 0.490 | Acc: 83.766% (5361/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s436ms | Loss: 0.492 | Acc: 83.662% (5438/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s739ms | Loss: 0.490 | Acc: 83.712% (5525/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s46ms | Loss: 0.488 | Acc: 83.776% (5613/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s353ms | Loss: 0.487 | Acc: 83.824% (5700/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s656ms | Loss: 0.487 | Acc: 83.812% (5783/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 20s958ms | Loss: 0.490 | Acc: 83.714% (5860/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s257ms | Loss: 0.491 | Acc: 83.732% (5945/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s567ms | Loss: 0.491 | Acc: 83.708% (6027/7200) 72/100 [==============================================>..................] Step: 298ms | Tot: 21s866ms | Loss: 0.488 | Acc: 83.808% (6118/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s169ms | Loss: 0.485 | Acc: 83.892% (6208/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s476ms | Loss: 0.487 | Acc: 83.800% (6285/7500) 75/100 [================================================>................] Step: 313ms | Tot: 22s789ms | Loss: 0.486 | Acc: 83.829% (6371/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s95ms | Loss: 0.487 | Acc: 83.844% (6456/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s398ms | Loss: 0.490 | Acc: 83.782% (6535/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s707ms | Loss: 0.489 | Acc: 83.785% (6619/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s7ms | Loss: 0.487 | Acc: 83.800% (6704/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s316ms | Loss: 0.487 | Acc: 83.840% (6791/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s618ms | Loss: 0.486 | Acc: 83.829% (6874/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 24s923ms | Loss: 0.486 | Acc: 83.807% (6956/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s225ms | Loss: 0.486 | Acc: 83.810% (7040/8400) 84/100 [======================================================>..........] Step: 313ms | Tot: 25s538ms | Loss: 0.487 | Acc: 83.776% (7121/8500) 85/100 [=======================================================>.........] Step: 314ms | Tot: 25s853ms | Loss: 0.489 | Acc: 83.686% (7197/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 26s165ms | Loss: 0.490 | Acc: 83.690% (7281/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s475ms | Loss: 0.489 | Acc: 83.705% (7366/8800) 88/100 [=========================================================>.......] Step: 313ms | Tot: 26s789ms | Loss: 0.488 | Acc: 83.730% (7452/8900) 89/100 [=========================================================>.......] Step: 314ms | Tot: 27s104ms | Loss: 0.487 | Acc: 83.778% (7540/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s415ms | Loss: 0.486 | Acc: 83.791% (7625/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s725ms | Loss: 0.484 | Acc: 83.870% (7716/9200) 92/100 [===========================================================>.....] Step: 319ms | Tot: 28s45ms | Loss: 0.484 | Acc: 83.839% (7797/9300) 93/100 [============================================================>....] Step: 324ms | Tot: 28s369ms | Loss: 0.484 | Acc: 83.840% (7881/9400) 94/100 [=============================================================>...] Step: 317ms | Tot: 28s686ms | Loss: 0.483 | Acc: 83.821% (7963/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 28s996ms | Loss: 0.483 | Acc: 83.802% (8045/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s309ms | Loss: 0.481 | Acc: 83.856% (8134/9700) 97/100 [===============================================================>.] Step: 312ms | Tot: 29s622ms | Loss: 0.481 | Acc: 83.857% (8218/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 29s932ms | Loss: 0.481 | Acc: 83.848% (8301/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s242ms | Loss: 0.481 | Acc: 83.820% (8382/10000) 100/100 +Saving.. + +Epoch: 60 + [>................................................................] Step: 794ms | Tot: 2ms | Loss: 0.354 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 394ms | Tot: 396ms | Loss: 0.386 | Acc: 86.719% (222/256) 2/391 [>................................................................] Step: 390ms | Tot: 787ms | Loss: 0.378 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 384ms | Tot: 1s171ms | Loss: 0.399 | Acc: 85.547% (438/512) 4/391 [>................................................................] Step: 379ms | Tot: 1s551ms | Loss: 0.415 | Acc: 85.156% (545/640) 5/391 [>................................................................] Step: 378ms | Tot: 1s929ms | Loss: 0.396 | Acc: 86.068% (661/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s299ms | Loss: 0.397 | Acc: 86.384% (774/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s666ms | Loss: 0.394 | Acc: 86.621% (887/1024) 8/391 [=>...............................................................] Step: 370ms | Tot: 3s36ms | Loss: 0.396 | Acc: 86.545% (997/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s399ms | Loss: 0.412 | Acc: 85.859% (1099/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s764ms | Loss: 0.414 | Acc: 85.795% (1208/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 4s124ms | Loss: 0.407 | Acc: 86.068% (1322/1536) 12/391 [=>...............................................................] Step: 378ms | Tot: 4s502ms | Loss: 0.406 | Acc: 86.058% (1432/1664) 13/391 [==>..............................................................] Step: 372ms | Tot: 4s874ms | Loss: 0.402 | Acc: 86.217% (1545/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s245ms | Loss: 0.405 | Acc: 85.833% (1648/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s610ms | Loss: 0.397 | Acc: 85.986% (1761/2048) 16/391 [==>..............................................................] Step: 372ms | Tot: 5s983ms | Loss: 0.400 | Acc: 85.892% (1869/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s355ms | Loss: 0.403 | Acc: 85.938% (1980/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s725ms | Loss: 0.407 | Acc: 86.020% (2092/2432) 19/391 [===>.............................................................] Step: 367ms | Tot: 7s92ms | Loss: 0.403 | Acc: 86.211% (2207/2560) 20/391 [===>.............................................................] Step: 370ms | Tot: 7s463ms | Loss: 0.402 | Acc: 86.272% (2319/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s830ms | Loss: 0.403 | Acc: 86.222% (2428/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s195ms | Loss: 0.408 | Acc: 86.039% (2533/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s557ms | Loss: 0.405 | Acc: 86.165% (2647/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s919ms | Loss: 0.407 | Acc: 86.031% (2753/3200) 25/391 [====>............................................................] Step: 355ms | Tot: 9s274ms | Loss: 0.404 | Acc: 86.058% (2864/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s634ms | Loss: 0.398 | Acc: 86.256% (2981/3456) 27/391 [====>............................................................] Step: 355ms | Tot: 9s990ms | Loss: 0.400 | Acc: 86.217% (3090/3584) 28/391 [====>............................................................] Step: 372ms | Tot: 10s362ms | Loss: 0.400 | Acc: 86.180% (3199/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s731ms | Loss: 0.399 | Acc: 86.224% (3311/3840) 30/391 [====>............................................................] Step: 370ms | Tot: 11s102ms | Loss: 0.400 | Acc: 86.164% (3419/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s470ms | Loss: 0.397 | Acc: 86.328% (3536/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s830ms | Loss: 0.396 | Acc: 86.387% (3649/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 12s186ms | Loss: 0.396 | Acc: 86.374% (3759/4352) 34/391 [=====>...........................................................] Step: 368ms | Tot: 12s554ms | Loss: 0.394 | Acc: 86.429% (3872/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s916ms | Loss: 0.395 | Acc: 86.328% (3978/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s278ms | Loss: 0.394 | Acc: 86.339% (4089/4736) 37/391 [======>..........................................................] Step: 355ms | Tot: 13s633ms | Loss: 0.397 | Acc: 86.184% (4192/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s994ms | Loss: 0.394 | Acc: 86.278% (4307/4992) 39/391 [======>..........................................................] Step: 374ms | Tot: 14s369ms | Loss: 0.398 | Acc: 86.094% (4408/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s733ms | Loss: 0.398 | Acc: 86.090% (4518/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 15s91ms | Loss: 0.396 | Acc: 86.124% (4630/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s455ms | Loss: 0.393 | Acc: 86.265% (4748/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s813ms | Loss: 0.394 | Acc: 86.257% (4858/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s172ms | Loss: 0.395 | Acc: 86.285% (4970/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s544ms | Loss: 0.396 | Acc: 86.175% (5074/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s903ms | Loss: 0.398 | Acc: 86.154% (5183/6016) 47/391 [=======>.........................................................] Step: 361ms | Tot: 17s265ms | Loss: 0.398 | Acc: 86.100% (5290/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s628ms | Loss: 0.400 | Acc: 86.033% (5396/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s987ms | Loss: 0.400 | Acc: 86.031% (5506/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s353ms | Loss: 0.398 | Acc: 86.091% (5620/6528) 51/391 [========>........................................................] Step: 358ms | Tot: 18s711ms | Loss: 0.399 | Acc: 86.103% (5731/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s71ms | Loss: 0.399 | Acc: 86.159% (5845/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s435ms | Loss: 0.398 | Acc: 86.169% (5956/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s792ms | Loss: 0.397 | Acc: 86.179% (6067/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s153ms | Loss: 0.398 | Acc: 86.175% (6177/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s519ms | Loss: 0.397 | Acc: 86.253% (6293/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s884ms | Loss: 0.395 | Acc: 86.315% (6408/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s245ms | Loss: 0.395 | Acc: 86.348% (6521/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s604ms | Loss: 0.395 | Acc: 86.328% (6630/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s967ms | Loss: 0.394 | Acc: 86.360% (6743/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s331ms | Loss: 0.392 | Acc: 86.404% (6857/7936) 62/391 [==========>......................................................] Step: 360ms | Tot: 22s692ms | Loss: 0.392 | Acc: 86.372% (6965/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 23s47ms | Loss: 0.391 | Acc: 86.389% (7077/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s413ms | Loss: 0.391 | Acc: 86.406% (7189/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s781ms | Loss: 0.391 | Acc: 86.435% (7302/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 24s148ms | Loss: 0.391 | Acc: 86.416% (7411/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s516ms | Loss: 0.390 | Acc: 86.420% (7522/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s879ms | Loss: 0.391 | Acc: 86.402% (7631/8832) 69/391 [===========>.....................................................] Step: 352ms | Tot: 25s232ms | Loss: 0.392 | Acc: 86.406% (7742/8960) 70/391 [===========>.....................................................] Step: 356ms | Tot: 25s589ms | Loss: 0.392 | Acc: 86.411% (7853/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s949ms | Loss: 0.392 | Acc: 86.480% (7970/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s311ms | Loss: 0.392 | Acc: 86.419% (8075/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 26s671ms | Loss: 0.390 | Acc: 86.497% (8193/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s27ms | Loss: 0.390 | Acc: 86.531% (8307/9600) 75/391 [============>....................................................] Step: 372ms | Tot: 27s399ms | Loss: 0.390 | Acc: 86.544% (8419/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s767ms | Loss: 0.392 | Acc: 86.465% (8522/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 28s126ms | Loss: 0.394 | Acc: 86.438% (8630/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s489ms | Loss: 0.395 | Acc: 86.402% (8737/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s853ms | Loss: 0.395 | Acc: 86.377% (8845/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s212ms | Loss: 0.394 | Acc: 86.410% (8959/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s574ms | Loss: 0.394 | Acc: 86.404% (9069/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s935ms | Loss: 0.393 | Acc: 86.446% (9184/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 30s296ms | Loss: 0.393 | Acc: 86.440% (9294/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 30s658ms | Loss: 0.396 | Acc: 86.388% (9399/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 31s18ms | Loss: 0.396 | Acc: 86.437% (9515/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s377ms | Loss: 0.397 | Acc: 86.404% (9622/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s741ms | Loss: 0.397 | Acc: 86.426% (9735/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 32s99ms | Loss: 0.396 | Acc: 86.473% (9851/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s466ms | Loss: 0.395 | Acc: 86.519% (9967/11520) 90/391 [==============>..................................................] Step: 360ms | Tot: 32s827ms | Loss: 0.394 | Acc: 86.547% (10081/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s186ms | Loss: 0.394 | Acc: 86.591% (10197/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s548ms | Loss: 0.394 | Acc: 86.601% (10309/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 33s920ms | Loss: 0.393 | Acc: 86.594% (10419/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s281ms | Loss: 0.393 | Acc: 86.571% (10527/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 34s641ms | Loss: 0.392 | Acc: 86.613% (10643/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s6ms | Loss: 0.392 | Acc: 86.630% (10756/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s367ms | Loss: 0.391 | Acc: 86.655% (10870/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s722ms | Loss: 0.391 | Acc: 86.679% (10984/12672) 99/391 [================>................................................] Step: 355ms | Tot: 36s78ms | Loss: 0.392 | Acc: 86.648% (11091/12800) 100/391 [================>................................................] Step: 368ms | Tot: 36s446ms | Loss: 0.391 | Acc: 86.680% (11206/12928) 101/391 [================>................................................] Step: 358ms | Tot: 36s805ms | Loss: 0.392 | Acc: 86.627% (11310/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s167ms | Loss: 0.392 | Acc: 86.628% (11421/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s527ms | Loss: 0.391 | Acc: 86.629% (11532/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 37s887ms | Loss: 0.392 | Acc: 86.637% (11644/13440) 105/391 [=================>...............................................] Step: 358ms | Tot: 38s245ms | Loss: 0.392 | Acc: 86.638% (11755/13568) 106/391 [=================>...............................................] Step: 364ms | Tot: 38s609ms | Loss: 0.392 | Acc: 86.638% (11866/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 38s969ms | Loss: 0.390 | Acc: 86.668% (11981/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s330ms | Loss: 0.390 | Acc: 86.690% (12095/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s688ms | Loss: 0.391 | Acc: 86.655% (12201/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s51ms | Loss: 0.392 | Acc: 86.606% (12305/14208) 111/391 [==================>..............................................] Step: 367ms | Tot: 40s419ms | Loss: 0.391 | Acc: 86.621% (12418/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 40s783ms | Loss: 0.391 | Acc: 86.601% (12526/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 41s142ms | Loss: 0.392 | Acc: 86.602% (12637/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s506ms | Loss: 0.392 | Acc: 86.617% (12750/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 41s873ms | Loss: 0.392 | Acc: 86.611% (12860/14848) 116/391 [===================>.............................................] Step: 351ms | Tot: 42s225ms | Loss: 0.393 | Acc: 86.605% (12970/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s582ms | Loss: 0.392 | Acc: 86.639% (13086/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 42s950ms | Loss: 0.391 | Acc: 86.640% (13197/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 43s305ms | Loss: 0.390 | Acc: 86.660% (13311/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 43s673ms | Loss: 0.390 | Acc: 86.635% (13418/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s33ms | Loss: 0.391 | Acc: 86.623% (13527/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s392ms | Loss: 0.391 | Acc: 86.611% (13636/15744) 123/391 [====================>............................................] Step: 356ms | Tot: 44s748ms | Loss: 0.391 | Acc: 86.624% (13749/15872) 124/391 [====================>............................................] Step: 353ms | Tot: 45s102ms | Loss: 0.391 | Acc: 86.594% (13855/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s463ms | Loss: 0.391 | Acc: 86.570% (13962/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s827ms | Loss: 0.391 | Acc: 86.571% (14073/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s189ms | Loss: 0.392 | Acc: 86.554% (14181/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s556ms | Loss: 0.392 | Acc: 86.555% (14292/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 46s924ms | Loss: 0.391 | Acc: 86.562% (14404/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s290ms | Loss: 0.391 | Acc: 86.570% (14516/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 47s645ms | Loss: 0.390 | Acc: 86.630% (14637/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s9ms | Loss: 0.390 | Acc: 86.637% (14749/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s375ms | Loss: 0.390 | Acc: 86.625% (14858/17152) 134/391 [======================>..........................................] Step: 355ms | Tot: 48s730ms | Loss: 0.390 | Acc: 86.632% (14970/17280) 135/391 [======================>..........................................] Step: 354ms | Tot: 49s84ms | Loss: 0.390 | Acc: 86.615% (15078/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s445ms | Loss: 0.390 | Acc: 86.610% (15188/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 49s805ms | Loss: 0.391 | Acc: 86.600% (15297/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s172ms | Loss: 0.392 | Acc: 86.561% (15401/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s533ms | Loss: 0.392 | Acc: 86.585% (15516/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s893ms | Loss: 0.392 | Acc: 86.564% (15623/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 51s251ms | Loss: 0.393 | Acc: 86.521% (15726/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 51s607ms | Loss: 0.394 | Acc: 86.478% (15829/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 51s970ms | Loss: 0.393 | Acc: 86.502% (15944/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s334ms | Loss: 0.394 | Acc: 86.466% (16048/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 52s693ms | Loss: 0.394 | Acc: 86.467% (16159/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s57ms | Loss: 0.394 | Acc: 86.464% (16269/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 53s424ms | Loss: 0.394 | Acc: 86.481% (16383/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 53s789ms | Loss: 0.395 | Acc: 86.457% (16489/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s145ms | Loss: 0.395 | Acc: 86.464% (16601/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s509ms | Loss: 0.395 | Acc: 86.450% (16709/19328) 151/391 [=========================>.......................................] Step: 354ms | Tot: 54s864ms | Loss: 0.396 | Acc: 86.416% (16813/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 55s225ms | Loss: 0.397 | Acc: 86.402% (16921/19584) 153/391 [=========================>.......................................] Step: 356ms | Tot: 55s581ms | Loss: 0.397 | Acc: 86.404% (17032/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 55s943ms | Loss: 0.397 | Acc: 86.381% (17138/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 56s302ms | Loss: 0.398 | Acc: 86.358% (17244/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 56s668ms | Loss: 0.397 | Acc: 86.370% (17357/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s28ms | Loss: 0.398 | Acc: 86.343% (17462/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s393ms | Loss: 0.398 | Acc: 86.335% (17571/20352) 159/391 [==========================>......................................] Step: 392ms | Tot: 57s786ms | Loss: 0.398 | Acc: 86.309% (17676/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s145ms | Loss: 0.398 | Acc: 86.311% (17787/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s507ms | Loss: 0.398 | Acc: 86.309% (17897/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 58s868ms | Loss: 0.398 | Acc: 86.307% (18007/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s229ms | Loss: 0.398 | Acc: 86.309% (18118/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 59s590ms | Loss: 0.399 | Acc: 86.302% (18227/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 59s960ms | Loss: 0.399 | Acc: 86.286% (18334/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m326ms | Loss: 0.399 | Acc: 86.288% (18445/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 1m680ms | Loss: 0.398 | Acc: 86.314% (18561/21504) 168/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.399 | Acc: 86.284% (18665/21632) 169/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.400 | Acc: 86.278% (18774/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.400 | Acc: 86.262% (18881/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.400 | Acc: 86.274% (18994/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.400 | Acc: 86.281% (19106/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.400 | Acc: 86.261% (19212/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.399 | Acc: 86.295% (19330/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.399 | Acc: 86.306% (19443/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.399 | Acc: 86.317% (19556/22656) 177/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.399 | Acc: 86.319% (19667/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.400 | Acc: 86.282% (19769/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.400 | Acc: 86.272% (19877/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.400 | Acc: 86.287% (19991/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.400 | Acc: 86.294% (20103/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.400 | Acc: 86.292% (20213/23424) 183/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.400 | Acc: 86.290% (20323/23552) 184/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.400 | Acc: 86.284% (20432/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.401 | Acc: 86.269% (20539/23808) 186/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.401 | Acc: 86.251% (20645/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m7s | Loss: 0.401 | Acc: 86.262% (20758/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.401 | Acc: 86.252% (20866/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.402 | Acc: 86.242% (20974/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.402 | Acc: 86.212% (21077/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.402 | Acc: 86.218% (21189/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.402 | Acc: 86.213% (21298/24704) 193/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.402 | Acc: 86.227% (21412/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.402 | Acc: 86.210% (21518/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.402 | Acc: 86.209% (21628/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.402 | Acc: 86.235% (21745/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.402 | Acc: 86.229% (21854/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.403 | Acc: 86.204% (21958/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.403 | Acc: 86.191% (22065/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.403 | Acc: 86.186% (22174/25728) 201/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.403 | Acc: 86.173% (22281/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.403 | Acc: 86.184% (22394/25984) 203/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.403 | Acc: 86.194% (22507/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.197% (22618/26240) 205/391 [==================================>..............................] Step: 366ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.199% (22729/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.190% (22837/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.402 | Acc: 86.189% (22947/26624) 208/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.402 | Acc: 86.177% (23054/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.403 | Acc: 86.179% (23165/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.403 | Acc: 86.167% (23272/27008) 211/391 [===================================>.............................] Step: 367ms | Tot: 1m16s | Loss: 0.402 | Acc: 86.188% (23388/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.403 | Acc: 86.191% (23499/27264) 213/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.403 | Acc: 86.175% (23605/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.403 | Acc: 86.181% (23717/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.403 | Acc: 86.198% (23832/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.403 | Acc: 86.164% (23933/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m18s | Loss: 0.404 | Acc: 86.170% (24045/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.404 | Acc: 86.159% (24152/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.404 | Acc: 86.154% (24261/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.404 | Acc: 86.153% (24371/28288) 221/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.404 | Acc: 86.145% (24479/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.404 | Acc: 86.155% (24592/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.405 | Acc: 86.108% (24689/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.405 | Acc: 86.076% (24790/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.406 | Acc: 86.065% (24897/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.405 | Acc: 86.075% (25010/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.405 | Acc: 86.078% (25121/29184) 228/391 [=====================================>...........................] Step: 375ms | Tot: 1m22s | Loss: 0.406 | Acc: 86.067% (25228/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.406 | Acc: 86.067% (25338/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.406 | Acc: 86.076% (25451/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.405 | Acc: 86.079% (25562/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.405 | Acc: 86.082% (25673/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.405 | Acc: 86.088% (25785/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.405 | Acc: 86.080% (25893/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.406 | Acc: 86.086% (26005/30208) 236/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.406 | Acc: 86.066% (26109/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.406 | Acc: 86.066% (26219/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.406 | Acc: 86.042% (26322/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.406 | Acc: 86.042% (26432/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m27s | Loss: 0.406 | Acc: 86.044% (26543/30848) 241/391 [========================================>........................] Step: 382ms | Tot: 1m27s | Loss: 0.407 | Acc: 86.028% (26648/30976) 242/391 [========================================>........................] Step: 403ms | Tot: 1m27s | Loss: 0.408 | Acc: 85.989% (26746/31104) 243/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.408 | Acc: 85.976% (26852/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.409 | Acc: 85.966% (26959/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.408 | Acc: 85.972% (27071/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.409 | Acc: 85.963% (27178/31616) 247/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.409 | Acc: 85.941% (27281/31744) 248/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.409 | Acc: 85.947% (27393/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.409 | Acc: 85.941% (27501/32000) 250/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.409 | Acc: 85.947% (27613/32128) 251/391 [=========================================>.......................] Step: 352ms | Tot: 1m31s | Loss: 0.410 | Acc: 85.947% (27723/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.409 | Acc: 85.965% (27839/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.409 | Acc: 85.977% (27953/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.409 | Acc: 85.962% (28058/32640) 255/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.409 | Acc: 85.971% (28171/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.409 | Acc: 85.983% (28285/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.409 | Acc: 85.986% (28396/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.409 | Acc: 85.983% (28505/33152) 259/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.409 | Acc: 85.974% (28612/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.409 | Acc: 85.958% (28717/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.409 | Acc: 85.952% (28825/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.409 | Acc: 85.967% (28940/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.409 | Acc: 85.958% (29047/33792) 264/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.409 | Acc: 85.949% (29154/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.410 | Acc: 85.938% (29260/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.410 | Acc: 85.932% (29368/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.411 | Acc: 85.911% (29471/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.411 | Acc: 85.903% (29578/34432) 269/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.410 | Acc: 85.903% (29688/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.410 | Acc: 85.900% (29797/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.410 | Acc: 85.892% (29904/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.410 | Acc: 85.906% (30019/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.410 | Acc: 85.929% (30137/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.410 | Acc: 85.940% (30251/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.409 | Acc: 85.949% (30364/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.409 | Acc: 85.952% (30475/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m40s | Loss: 0.409 | Acc: 85.968% (30591/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.409 | Acc: 85.963% (30699/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.409 | Acc: 85.963% (30809/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.409 | Acc: 85.954% (30916/35968) 281/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.409 | Acc: 85.962% (31029/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.409 | Acc: 85.968% (31141/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m42s | Loss: 0.410 | Acc: 85.940% (31241/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.410 | Acc: 85.932% (31348/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.410 | Acc: 85.954% (31466/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.410 | Acc: 85.954% (31576/36736) 287/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.411 | Acc: 85.946% (31683/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.411 | Acc: 85.927% (31786/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.411 | Acc: 85.948% (31904/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.411 | Acc: 85.943% (32012/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.411 | Acc: 85.935% (32119/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.411 | Acc: 85.935% (32229/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.412 | Acc: 85.906% (32328/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.412 | Acc: 85.914% (32441/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.412 | Acc: 85.919% (32553/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.411 | Acc: 85.927% (32666/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.412 | Acc: 85.922% (32774/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.412 | Acc: 85.911% (32880/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.412 | Acc: 85.911% (32990/38400) 300/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.412 | Acc: 85.922% (33104/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.412 | Acc: 85.925% (33215/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.412 | Acc: 85.927% (33326/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.412 | Acc: 85.925% (33435/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.411 | Acc: 85.925% (33545/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.411 | Acc: 85.935% (33659/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.411 | Acc: 85.943% (33772/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.412 | Acc: 85.925% (33875/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.412 | Acc: 85.925% (33985/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.411 | Acc: 85.930% (34097/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.411 | Acc: 85.922% (34204/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.411 | Acc: 85.912% (34310/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.411 | Acc: 85.910% (34419/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.411 | Acc: 85.903% (34526/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.411 | Acc: 85.910% (34639/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.412 | Acc: 85.900% (34745/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.412 | Acc: 85.901% (34855/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.412 | Acc: 85.888% (34960/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.412 | Acc: 85.884% (35068/40832) 319/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.412 | Acc: 85.894% (35182/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.412 | Acc: 85.889% (35290/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.412 | Acc: 85.889% (35400/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.413 | Acc: 85.870% (35502/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.413 | Acc: 85.858% (35607/41472) 324/391 [=====================================================>...........] Step: 393ms | Tot: 1m57s | Loss: 0.414 | Acc: 85.829% (35705/41600) 325/391 [======================================================>..........] Step: 407ms | Tot: 1m58s | Loss: 0.414 | Acc: 85.830% (35815/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.414 | Acc: 85.828% (35924/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.414 | Acc: 85.806% (36025/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.414 | Acc: 85.793% (36129/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.414 | Acc: 85.800% (36242/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.414 | Acc: 85.796% (36350/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m168ms | Loss: 0.414 | Acc: 85.796% (36460/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m529ms | Loss: 0.414 | Acc: 85.804% (36573/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m890ms | Loss: 0.414 | Acc: 85.799% (36681/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.414 | Acc: 85.802% (36792/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.415 | Acc: 85.812% (36906/43008) 336/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.415 | Acc: 85.801% (37011/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.415 | Acc: 85.801% (37121/43264) 338/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.415 | Acc: 85.792% (37227/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.415 | Acc: 85.781% (37332/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.415 | Acc: 85.777% (37440/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.415 | Acc: 85.775% (37549/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.416 | Acc: 85.760% (37652/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.416 | Acc: 85.765% (37764/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.416 | Acc: 85.754% (37869/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.416 | Acc: 85.768% (37985/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.416 | Acc: 85.744% (38084/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.416 | Acc: 85.744% (38194/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.417 | Acc: 85.741% (38302/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.417 | Acc: 85.723% (38404/44800) 350/391 [==========================================================>......] Step: 349ms | Tot: 2m7s | Loss: 0.417 | Acc: 85.733% (38518/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.417 | Acc: 85.727% (38625/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.417 | Acc: 85.725% (38734/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.417 | Acc: 85.734% (38848/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.417 | Acc: 85.728% (38955/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m8s | Loss: 0.417 | Acc: 85.731% (39066/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.417 | Acc: 85.732% (39176/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.417 | Acc: 85.726% (39283/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.417 | Acc: 85.724% (39392/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.417 | Acc: 85.720% (39500/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.417 | Acc: 85.712% (39606/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.417 | Acc: 85.707% (39713/46336) 362/391 [============================================================>....] Step: 374ms | Tot: 2m11s | Loss: 0.417 | Acc: 85.712% (39825/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.417 | Acc: 85.714% (39936/46592) 364/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.417 | Acc: 85.721% (40049/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.416 | Acc: 85.720% (40158/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.416 | Acc: 85.718% (40267/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.416 | Acc: 85.723% (40379/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.417 | Acc: 85.715% (40485/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.416 | Acc: 85.716% (40595/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.416 | Acc: 85.721% (40707/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.416 | Acc: 85.725% (40819/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.416 | Acc: 85.736% (40934/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.416 | Acc: 85.735% (41043/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.416 | Acc: 85.740% (41155/48000) 375/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.417 | Acc: 85.713% (41252/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.417 | Acc: 85.716% (41363/48256) 377/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.417 | Acc: 85.712% (41471/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.417 | Acc: 85.703% (41576/48512) 379/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.417 | Acc: 85.709% (41689/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m17s | Loss: 0.417 | Acc: 85.698% (41793/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.417 | Acc: 85.708% (41908/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.417 | Acc: 85.711% (42019/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.417 | Acc: 85.714% (42130/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.417 | Acc: 85.716% (42241/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m19s | Loss: 0.417 | Acc: 85.717% (42351/49408) 386/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.417 | Acc: 85.717% (42461/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.417 | Acc: 85.720% (42572/49664) 388/391 [================================================================>] Step: 350ms | Tot: 2m20s | Loss: 0.417 | Acc: 85.735% (42689/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.417 | Acc: 85.741% (42802/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m21s | Loss: 0.417 | Acc: 85.744% (42872/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 2ms | Loss: 0.571 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 291ms | Tot: 293ms | Loss: 0.628 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 590ms | Loss: 0.626 | Acc: 78.667% (236/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 884ms | Loss: 0.633 | Acc: 78.750% (315/400) 4/100 [==>..............................................................] Step: 289ms | Tot: 1s174ms | Loss: 0.616 | Acc: 79.400% (397/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s476ms | Loss: 0.587 | Acc: 80.833% (485/600) 6/100 [===>.............................................................] Step: 289ms | Tot: 1s766ms | Loss: 0.582 | Acc: 80.857% (566/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s61ms | Loss: 0.609 | Acc: 80.375% (643/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s363ms | Loss: 0.618 | Acc: 80.333% (723/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s666ms | Loss: 0.614 | Acc: 80.500% (805/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 2s970ms | Loss: 0.616 | Acc: 80.455% (885/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s273ms | Loss: 0.628 | Acc: 80.167% (962/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s582ms | Loss: 0.614 | Acc: 80.385% (1045/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s890ms | Loss: 0.612 | Acc: 80.357% (1125/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s193ms | Loss: 0.607 | Acc: 80.400% (1206/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s495ms | Loss: 0.620 | Acc: 80.000% (1280/1600) 16/100 [==========>......................................................] Step: 298ms | Tot: 4s794ms | Loss: 0.625 | Acc: 79.824% (1357/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s102ms | Loss: 0.623 | Acc: 79.778% (1436/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s410ms | Loss: 0.630 | Acc: 79.684% (1514/1900) 19/100 [============>....................................................] Step: 351ms | Tot: 5s761ms | Loss: 0.657 | Acc: 79.400% (1588/2000) 20/100 [=============>...................................................] Step: 343ms | Tot: 6s104ms | Loss: 0.653 | Acc: 79.286% (1665/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s412ms | Loss: 0.656 | Acc: 79.000% (1738/2200) 22/100 [==============>..................................................] Step: 299ms | Tot: 6s711ms | Loss: 0.660 | Acc: 78.870% (1814/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 7s9ms | Loss: 0.660 | Acc: 78.833% (1892/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s317ms | Loss: 0.666 | Acc: 78.680% (1967/2500) 25/100 [================>................................................] Step: 297ms | Tot: 7s614ms | Loss: 0.674 | Acc: 78.500% (2041/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s924ms | Loss: 0.664 | Acc: 78.815% (2128/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s233ms | Loss: 0.667 | Acc: 78.679% (2203/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s539ms | Loss: 0.671 | Acc: 78.690% (2282/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s837ms | Loss: 0.671 | Acc: 78.733% (2362/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s140ms | Loss: 0.671 | Acc: 78.548% (2435/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s446ms | Loss: 0.669 | Acc: 78.656% (2517/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s749ms | Loss: 0.664 | Acc: 78.727% (2598/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 10s48ms | Loss: 0.663 | Acc: 78.706% (2676/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s357ms | Loss: 0.663 | Acc: 78.743% (2756/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s662ms | Loss: 0.661 | Acc: 78.806% (2837/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 10s967ms | Loss: 0.663 | Acc: 78.811% (2916/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s271ms | Loss: 0.668 | Acc: 78.632% (2988/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s574ms | Loss: 0.666 | Acc: 78.795% (3073/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 11s886ms | Loss: 0.667 | Acc: 78.775% (3151/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 12s188ms | Loss: 0.670 | Acc: 78.707% (3227/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s493ms | Loss: 0.670 | Acc: 78.762% (3308/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s799ms | Loss: 0.669 | Acc: 78.791% (3388/4300) 43/100 [===========================>.....................................] Step: 295ms | Tot: 13s95ms | Loss: 0.666 | Acc: 78.750% (3465/4400) 44/100 [============================>....................................] Step: 314ms | Tot: 13s409ms | Loss: 0.663 | Acc: 78.956% (3553/4500) 45/100 [=============================>...................................] Step: 296ms | Tot: 13s706ms | Loss: 0.660 | Acc: 78.957% (3632/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s6ms | Loss: 0.661 | Acc: 78.957% (3711/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s311ms | Loss: 0.664 | Acc: 78.875% (3786/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s611ms | Loss: 0.661 | Acc: 78.959% (3869/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s910ms | Loss: 0.663 | Acc: 78.840% (3942/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s215ms | Loss: 0.662 | Acc: 78.922% (4025/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s522ms | Loss: 0.663 | Acc: 78.846% (4100/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s820ms | Loss: 0.661 | Acc: 78.925% (4183/5300) 53/100 [==================================>..............................] Step: 301ms | Tot: 16s122ms | Loss: 0.662 | Acc: 78.889% (4260/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s433ms | Loss: 0.662 | Acc: 78.855% (4337/5500) 55/100 [===================================>.............................] Step: 296ms | Tot: 16s730ms | Loss: 0.663 | Acc: 78.893% (4418/5600) 56/100 [====================================>............................] Step: 298ms | Tot: 17s29ms | Loss: 0.663 | Acc: 78.912% (4498/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s338ms | Loss: 0.662 | Acc: 78.948% (4579/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s637ms | Loss: 0.662 | Acc: 78.814% (4650/5900) 59/100 [======================================>..........................] Step: 295ms | Tot: 17s933ms | Loss: 0.664 | Acc: 78.783% (4727/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s238ms | Loss: 0.662 | Acc: 78.754% (4804/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s546ms | Loss: 0.664 | Acc: 78.726% (4881/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s852ms | Loss: 0.662 | Acc: 78.825% (4966/6300) 63/100 [========================================>........................] Step: 299ms | Tot: 19s152ms | Loss: 0.661 | Acc: 78.875% (5048/6400) 64/100 [=========================================>.......................] Step: 314ms | Tot: 19s466ms | Loss: 0.663 | Acc: 78.877% (5127/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s767ms | Loss: 0.663 | Acc: 78.879% (5206/6600) 66/100 [==========================================>......................] Step: 299ms | Tot: 20s67ms | Loss: 0.660 | Acc: 78.970% (5291/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s375ms | Loss: 0.660 | Acc: 79.029% (5374/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s682ms | Loss: 0.658 | Acc: 79.058% (5455/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 20s985ms | Loss: 0.658 | Acc: 79.014% (5531/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s285ms | Loss: 0.659 | Acc: 79.000% (5609/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s593ms | Loss: 0.659 | Acc: 78.972% (5686/7200) 72/100 [==============================================>..................] Step: 309ms | Tot: 21s902ms | Loss: 0.656 | Acc: 79.014% (5768/7300) 73/100 [===============================================>.................] Step: 297ms | Tot: 22s199ms | Loss: 0.655 | Acc: 79.081% (5852/7400) 74/100 [================================================>................] Step: 309ms | Tot: 22s509ms | Loss: 0.657 | Acc: 79.013% (5926/7500) 75/100 [================================================>................] Step: 302ms | Tot: 22s811ms | Loss: 0.658 | Acc: 78.947% (6000/7600) 76/100 [=================================================>...............] Step: 294ms | Tot: 23s106ms | Loss: 0.658 | Acc: 78.961% (6080/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s409ms | Loss: 0.657 | Acc: 79.013% (6163/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s713ms | Loss: 0.657 | Acc: 79.051% (6245/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s13ms | Loss: 0.659 | Acc: 78.987% (6319/8000) 80/100 [====================================================>............] Step: 299ms | Tot: 24s312ms | Loss: 0.659 | Acc: 78.988% (6398/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s615ms | Loss: 0.660 | Acc: 78.976% (6476/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 24s921ms | Loss: 0.659 | Acc: 79.012% (6558/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s221ms | Loss: 0.659 | Acc: 79.000% (6636/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s525ms | Loss: 0.662 | Acc: 78.906% (6707/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 25s833ms | Loss: 0.666 | Acc: 78.872% (6783/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s131ms | Loss: 0.666 | Acc: 78.851% (6860/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s434ms | Loss: 0.669 | Acc: 78.807% (6935/8800) 88/100 [=========================================================>.......] Step: 299ms | Tot: 26s733ms | Loss: 0.668 | Acc: 78.843% (7017/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s37ms | Loss: 0.668 | Acc: 78.833% (7095/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s344ms | Loss: 0.667 | Acc: 78.868% (7177/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s646ms | Loss: 0.664 | Acc: 78.924% (7261/9200) 92/100 [===========================================================>.....] Step: 298ms | Tot: 27s944ms | Loss: 0.665 | Acc: 78.892% (7337/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s248ms | Loss: 0.665 | Acc: 78.872% (7414/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s551ms | Loss: 0.665 | Acc: 78.853% (7491/9500) 95/100 [=============================================================>...] Step: 299ms | Tot: 28s850ms | Loss: 0.664 | Acc: 78.896% (7574/9600) 96/100 [==============================================================>..] Step: 301ms | Tot: 29s152ms | Loss: 0.664 | Acc: 78.907% (7654/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s455ms | Loss: 0.666 | Acc: 78.847% (7727/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s755ms | Loss: 0.665 | Acc: 78.909% (7812/9900) 99/100 [================================================================>] Step: 302ms | Tot: 30s58ms | Loss: 0.663 | Acc: 78.960% (7896/10000) 100/100 + +Epoch: 61 + [>................................................................] Step: 619ms | Tot: 2ms | Loss: 0.275 | Acc: 89.844% (115/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.364 | Acc: 87.500% (224/256) 2/391 [>................................................................] Step: 384ms | Tot: 770ms | Loss: 0.386 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s140ms | Loss: 0.372 | Acc: 87.305% (447/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s509ms | Loss: 0.353 | Acc: 87.812% (562/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s876ms | Loss: 0.383 | Acc: 86.458% (664/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s245ms | Loss: 0.394 | Acc: 85.714% (768/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s605ms | Loss: 0.392 | Acc: 86.035% (881/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s968ms | Loss: 0.394 | Acc: 86.111% (992/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s333ms | Loss: 0.390 | Acc: 86.172% (1103/1280) 10/391 [=>...............................................................] Step: 355ms | Tot: 3s688ms | Loss: 0.387 | Acc: 86.293% (1215/1408) 11/391 [=>...............................................................] Step: 350ms | Tot: 4s39ms | Loss: 0.386 | Acc: 86.263% (1325/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s403ms | Loss: 0.385 | Acc: 86.298% (1436/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s770ms | Loss: 0.379 | Acc: 86.551% (1551/1792) 14/391 [==>..............................................................] Step: 410ms | Tot: 5s180ms | Loss: 0.393 | Acc: 86.094% (1653/1920) 15/391 [==>..............................................................] Step: 380ms | Tot: 5s561ms | Loss: 0.404 | Acc: 85.938% (1760/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s920ms | Loss: 0.407 | Acc: 85.938% (1870/2176) 17/391 [==>..............................................................] Step: 356ms | Tot: 6s276ms | Loss: 0.408 | Acc: 85.807% (1977/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s645ms | Loss: 0.404 | Acc: 86.143% (2095/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 7s11ms | Loss: 0.398 | Acc: 86.445% (2213/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s379ms | Loss: 0.398 | Acc: 86.198% (2317/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s739ms | Loss: 0.398 | Acc: 86.293% (2430/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s99ms | Loss: 0.396 | Acc: 86.345% (2542/2944) 23/391 [===>.............................................................] Step: 354ms | Tot: 8s454ms | Loss: 0.394 | Acc: 86.328% (2652/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s815ms | Loss: 0.396 | Acc: 86.281% (2761/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s173ms | Loss: 0.395 | Acc: 86.298% (2872/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s531ms | Loss: 0.395 | Acc: 86.227% (2980/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s898ms | Loss: 0.393 | Acc: 86.244% (3091/3584) 28/391 [====>............................................................] Step: 360ms | Tot: 10s258ms | Loss: 0.391 | Acc: 86.315% (3204/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s617ms | Loss: 0.394 | Acc: 86.250% (3312/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s977ms | Loss: 0.396 | Acc: 86.190% (3420/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 11s344ms | Loss: 0.393 | Acc: 86.328% (3536/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s706ms | Loss: 0.395 | Acc: 86.340% (3647/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s74ms | Loss: 0.398 | Acc: 86.282% (3755/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s440ms | Loss: 0.395 | Acc: 86.384% (3870/4480) 35/391 [=====>...........................................................] Step: 374ms | Tot: 12s815ms | Loss: 0.396 | Acc: 86.328% (3978/4608) 36/391 [=====>...........................................................] Step: 371ms | Tot: 13s186ms | Loss: 0.397 | Acc: 86.360% (4090/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s543ms | Loss: 0.399 | Acc: 86.349% (4200/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s904ms | Loss: 0.400 | Acc: 86.358% (4311/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s267ms | Loss: 0.404 | Acc: 86.191% (4413/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s629ms | Loss: 0.406 | Acc: 86.109% (4519/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 14s996ms | Loss: 0.405 | Acc: 86.031% (4625/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s357ms | Loss: 0.402 | Acc: 86.137% (4741/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s717ms | Loss: 0.399 | Acc: 86.222% (4856/5632) 44/391 [=======>.........................................................] Step: 356ms | Tot: 16s73ms | Loss: 0.402 | Acc: 86.111% (4960/5760) 45/391 [=======>.........................................................] Step: 380ms | Tot: 16s453ms | Loss: 0.404 | Acc: 85.971% (5062/5888) 46/391 [=======>.........................................................] Step: 368ms | Tot: 16s821ms | Loss: 0.404 | Acc: 85.971% (5172/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s190ms | Loss: 0.405 | Acc: 85.889% (5277/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s549ms | Loss: 0.405 | Acc: 85.858% (5385/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s905ms | Loss: 0.404 | Acc: 85.906% (5498/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s271ms | Loss: 0.403 | Acc: 85.999% (5614/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s635ms | Loss: 0.404 | Acc: 85.922% (5719/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s | Loss: 0.405 | Acc: 85.908% (5828/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s358ms | Loss: 0.406 | Acc: 85.851% (5934/6912) 54/391 [========>........................................................] Step: 370ms | Tot: 19s728ms | Loss: 0.405 | Acc: 85.881% (6046/7040) 55/391 [=========>.......................................................] Step: 353ms | Tot: 20s82ms | Loss: 0.406 | Acc: 85.882% (6156/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s448ms | Loss: 0.408 | Acc: 85.842% (6263/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s809ms | Loss: 0.408 | Acc: 85.857% (6374/7424) 58/391 [=========>.......................................................] Step: 359ms | Tot: 21s168ms | Loss: 0.412 | Acc: 85.779% (6478/7552) 59/391 [=========>.......................................................] Step: 357ms | Tot: 21s526ms | Loss: 0.411 | Acc: 85.807% (6590/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 21s892ms | Loss: 0.411 | Acc: 85.771% (6697/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s250ms | Loss: 0.412 | Acc: 85.673% (6799/7936) 62/391 [==========>......................................................] Step: 359ms | Tot: 22s610ms | Loss: 0.413 | Acc: 85.640% (6906/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 22s973ms | Loss: 0.412 | Acc: 85.657% (7017/8192) 64/391 [==========>......................................................] Step: 351ms | Tot: 23s324ms | Loss: 0.411 | Acc: 85.745% (7134/8320) 65/391 [==========>......................................................] Step: 357ms | Tot: 23s681ms | Loss: 0.411 | Acc: 85.724% (7242/8448) 66/391 [==========>......................................................] Step: 353ms | Tot: 24s35ms | Loss: 0.409 | Acc: 85.809% (7359/8576) 67/391 [===========>.....................................................] Step: 348ms | Tot: 24s383ms | Loss: 0.410 | Acc: 85.754% (7464/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s746ms | Loss: 0.411 | Acc: 85.722% (7571/8832) 69/391 [===========>.....................................................] Step: 395ms | Tot: 25s141ms | Loss: 0.412 | Acc: 85.647% (7674/8960) 70/391 [===========>.....................................................] Step: 396ms | Tot: 25s537ms | Loss: 0.411 | Acc: 85.673% (7786/9088) 71/391 [===========>.....................................................] Step: 372ms | Tot: 25s910ms | Loss: 0.412 | Acc: 85.590% (7888/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s275ms | Loss: 0.411 | Acc: 85.595% (7998/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s639ms | Loss: 0.411 | Acc: 85.568% (8105/9472) 74/391 [============>....................................................] Step: 370ms | Tot: 27s9ms | Loss: 0.410 | Acc: 85.573% (8215/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s366ms | Loss: 0.411 | Acc: 85.475% (8315/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s731ms | Loss: 0.409 | Acc: 85.582% (8435/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 28s84ms | Loss: 0.410 | Acc: 85.607% (8547/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s443ms | Loss: 0.408 | Acc: 85.680% (8664/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 28s806ms | Loss: 0.409 | Acc: 85.693% (8775/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s168ms | Loss: 0.409 | Acc: 85.687% (8884/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s539ms | Loss: 0.408 | Acc: 85.728% (8998/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s903ms | Loss: 0.408 | Acc: 85.749% (9110/10624) 83/391 [=============>...................................................] Step: 358ms | Tot: 30s262ms | Loss: 0.408 | Acc: 85.751% (9220/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s622ms | Loss: 0.407 | Acc: 85.818% (9337/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 30s984ms | Loss: 0.406 | Acc: 85.838% (9449/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s352ms | Loss: 0.406 | Acc: 85.866% (9562/11136) 87/391 [==============>..................................................] Step: 380ms | Tot: 31s733ms | Loss: 0.405 | Acc: 85.866% (9672/11264) 88/391 [==============>..................................................] Step: 373ms | Tot: 32s106ms | Loss: 0.404 | Acc: 85.929% (9789/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s468ms | Loss: 0.403 | Acc: 85.972% (9904/11520) 90/391 [==============>..................................................] Step: 369ms | Tot: 32s838ms | Loss: 0.404 | Acc: 85.938% (10010/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s199ms | Loss: 0.405 | Acc: 85.887% (10114/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s558ms | Loss: 0.404 | Acc: 85.921% (10228/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s922ms | Loss: 0.404 | Acc: 85.929% (10339/12032) 94/391 [===============>.................................................] Step: 356ms | Tot: 34s278ms | Loss: 0.404 | Acc: 85.962% (10453/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s638ms | Loss: 0.404 | Acc: 85.986% (10566/12288) 96/391 [===============>.................................................] Step: 401ms | Tot: 35s39ms | Loss: 0.404 | Acc: 85.978% (10675/12416) 97/391 [================>................................................] Step: 390ms | Tot: 35s430ms | Loss: 0.403 | Acc: 85.993% (10787/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s801ms | Loss: 0.403 | Acc: 85.961% (10893/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s168ms | Loss: 0.403 | Acc: 85.969% (11004/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s528ms | Loss: 0.402 | Acc: 86.007% (11119/12928) 101/391 [================>................................................] Step: 369ms | Tot: 36s897ms | Loss: 0.402 | Acc: 85.999% (11228/13056) 102/391 [================>................................................] Step: 355ms | Tot: 37s252ms | Loss: 0.402 | Acc: 86.021% (11341/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s611ms | Loss: 0.402 | Acc: 86.013% (11450/13312) 104/391 [=================>...............................................] Step: 358ms | Tot: 37s969ms | Loss: 0.402 | Acc: 86.019% (11561/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s328ms | Loss: 0.401 | Acc: 86.063% (11677/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s684ms | Loss: 0.403 | Acc: 86.040% (11784/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s45ms | Loss: 0.404 | Acc: 85.995% (11888/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 39s413ms | Loss: 0.404 | Acc: 85.973% (11995/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s779ms | Loss: 0.404 | Acc: 85.966% (12104/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 40s133ms | Loss: 0.404 | Acc: 85.952% (12212/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s495ms | Loss: 0.403 | Acc: 86.000% (12329/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s855ms | Loss: 0.404 | Acc: 85.986% (12437/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 41s214ms | Loss: 0.403 | Acc: 86.006% (12550/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s577ms | Loss: 0.404 | Acc: 85.971% (12655/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 41s946ms | Loss: 0.404 | Acc: 85.951% (12762/14848) 116/391 [===================>.............................................] Step: 358ms | Tot: 42s305ms | Loss: 0.404 | Acc: 85.958% (12873/14976) 117/391 [===================>.............................................] Step: 372ms | Tot: 42s677ms | Loss: 0.404 | Acc: 85.938% (12980/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 43s35ms | Loss: 0.404 | Acc: 85.951% (13092/15232) 119/391 [===================>.............................................] Step: 358ms | Tot: 43s394ms | Loss: 0.403 | Acc: 85.970% (13205/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s761ms | Loss: 0.404 | Acc: 86.002% (13320/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 44s119ms | Loss: 0.404 | Acc: 86.002% (13430/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s477ms | Loss: 0.404 | Acc: 86.026% (13544/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s846ms | Loss: 0.403 | Acc: 86.070% (13661/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s211ms | Loss: 0.402 | Acc: 86.106% (13777/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s570ms | Loss: 0.403 | Acc: 86.111% (13888/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 45s939ms | Loss: 0.403 | Acc: 86.097% (13996/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s302ms | Loss: 0.403 | Acc: 86.096% (14106/16384) 128/391 [=====================>...........................................] Step: 355ms | Tot: 46s657ms | Loss: 0.403 | Acc: 86.119% (14220/16512) 129/391 [=====================>...........................................] Step: 355ms | Tot: 47s12ms | Loss: 0.403 | Acc: 86.130% (14332/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s377ms | Loss: 0.403 | Acc: 86.104% (14438/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s736ms | Loss: 0.403 | Acc: 86.085% (14545/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s96ms | Loss: 0.403 | Acc: 86.078% (14654/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s454ms | Loss: 0.404 | Acc: 86.037% (14757/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s817ms | Loss: 0.403 | Acc: 86.047% (14869/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 49s183ms | Loss: 0.403 | Acc: 86.064% (14982/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 49s543ms | Loss: 0.403 | Acc: 86.074% (15094/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 49s912ms | Loss: 0.403 | Acc: 86.090% (15207/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s273ms | Loss: 0.402 | Acc: 86.106% (15320/17792) 139/391 [=======================>.........................................] Step: 361ms | Tot: 50s635ms | Loss: 0.402 | Acc: 86.099% (15429/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s995ms | Loss: 0.401 | Acc: 86.098% (15539/18048) 141/391 [=======================>.........................................] Step: 354ms | Tot: 51s349ms | Loss: 0.400 | Acc: 86.130% (15655/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 51s717ms | Loss: 0.401 | Acc: 86.112% (15762/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 52s84ms | Loss: 0.401 | Acc: 86.117% (15873/18432) 144/391 [=======================>.........................................] Step: 368ms | Tot: 52s453ms | Loss: 0.401 | Acc: 86.126% (15985/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s815ms | Loss: 0.401 | Acc: 86.125% (16095/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s173ms | Loss: 0.401 | Acc: 86.118% (16204/18816) 147/391 [========================>........................................] Step: 352ms | Tot: 53s525ms | Loss: 0.401 | Acc: 86.149% (16320/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s884ms | Loss: 0.400 | Acc: 86.158% (16432/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 54s245ms | Loss: 0.401 | Acc: 86.135% (16538/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s607ms | Loss: 0.401 | Acc: 86.129% (16647/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 54s968ms | Loss: 0.402 | Acc: 86.123% (16756/19456) 152/391 [=========================>.......................................] Step: 367ms | Tot: 55s335ms | Loss: 0.402 | Acc: 86.121% (16866/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 55s703ms | Loss: 0.402 | Acc: 86.120% (16976/19712) 154/391 [=========================>.......................................] Step: 352ms | Tot: 56s55ms | Loss: 0.402 | Acc: 86.114% (17085/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 56s418ms | Loss: 0.402 | Acc: 86.108% (17194/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s780ms | Loss: 0.402 | Acc: 86.087% (17300/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s148ms | Loss: 0.403 | Acc: 86.046% (17402/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s515ms | Loss: 0.403 | Acc: 86.060% (17515/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s880ms | Loss: 0.403 | Acc: 86.045% (17622/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 58s238ms | Loss: 0.403 | Acc: 86.049% (17733/20608) 161/391 [==========================>......................................] Step: 364ms | Tot: 58s603ms | Loss: 0.403 | Acc: 86.058% (17845/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 58s976ms | Loss: 0.403 | Acc: 86.062% (17956/20864) 163/391 [===========================>.....................................] Step: 365ms | Tot: 59s342ms | Loss: 0.403 | Acc: 86.066% (18067/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s708ms | Loss: 0.403 | Acc: 86.065% (18177/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 1m66ms | Loss: 0.403 | Acc: 86.060% (18286/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m438ms | Loss: 0.403 | Acc: 86.054% (18395/21376) 167/391 [===========================>.....................................] Step: 378ms | Tot: 1m817ms | Loss: 0.404 | Acc: 86.077% (18510/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.405 | Acc: 86.030% (18610/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.406 | Acc: 86.011% (18716/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.406 | Acc: 85.992% (18822/21888) 171/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.406 | Acc: 86.001% (18934/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.406 | Acc: 85.978% (19039/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.406 | Acc: 85.964% (19146/22272) 174/391 [============================>....................................] Step: 420ms | Tot: 1m3s | Loss: 0.406 | Acc: 85.955% (19254/22400) 175/391 [=============================>...................................] Step: 375ms | Tot: 1m3s | Loss: 0.407 | Acc: 85.955% (19364/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.407 | Acc: 85.955% (19474/22656) 177/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.407 | Acc: 85.924% (19577/22784) 178/391 [=============================>...................................] Step: 398ms | Tot: 1m4s | Loss: 0.408 | Acc: 85.885% (19678/22912) 179/391 [=============================>...................................] Step: 411ms | Tot: 1m5s | Loss: 0.407 | Acc: 85.907% (19793/23040) 180/391 [=============================>...................................] Step: 384ms | Tot: 1m5s | Loss: 0.408 | Acc: 85.899% (19901/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.408 | Acc: 85.877% (20006/23296) 182/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.408 | Acc: 85.878% (20116/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.408 | Acc: 85.870% (20224/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.408 | Acc: 85.861% (20332/23680) 185/391 [==============================>..................................] Step: 351ms | Tot: 1m7s | Loss: 0.409 | Acc: 85.811% (20430/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.409 | Acc: 85.804% (20538/23936) 187/391 [===============================>.................................] Step: 409ms | Tot: 1m8s | Loss: 0.410 | Acc: 85.780% (20642/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.411 | Acc: 85.764% (20748/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.411 | Acc: 85.773% (20860/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.410 | Acc: 85.786% (20973/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.411 | Acc: 85.767% (21078/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.410 | Acc: 85.767% (21188/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.411 | Acc: 85.736% (21290/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.411 | Acc: 85.721% (21396/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.411 | Acc: 85.734% (21509/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.411 | Acc: 85.731% (21618/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.411 | Acc: 85.744% (21731/25344) 198/391 [================================>................................] Step: 373ms | Tot: 1m12s | Loss: 0.412 | Acc: 85.726% (21836/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.412 | Acc: 85.707% (21941/25600) 200/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.412 | Acc: 85.708% (22051/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.412 | Acc: 85.702% (22159/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.411 | Acc: 85.726% (22275/25984) 203/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.411 | Acc: 85.735% (22387/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.412 | Acc: 85.732% (22496/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.412 | Acc: 85.721% (22603/26368) 206/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.412 | Acc: 85.704% (22708/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.412 | Acc: 85.705% (22818/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.412 | Acc: 85.695% (22925/26752) 209/391 [==================================>..............................] Step: 354ms | Tot: 1m16s | Loss: 0.411 | Acc: 85.714% (23040/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.412 | Acc: 85.704% (23147/27008) 211/391 [===================================>.............................] Step: 372ms | Tot: 1m16s | Loss: 0.412 | Acc: 85.683% (23251/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.412 | Acc: 85.677% (23359/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.412 | Acc: 85.664% (23465/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.413 | Acc: 85.650% (23571/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.414 | Acc: 85.630% (23675/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.414 | Acc: 85.639% (23787/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.413 | Acc: 85.658% (23902/27904) 218/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.413 | Acc: 85.663% (24013/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.413 | Acc: 85.671% (24125/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.413 | Acc: 85.669% (24234/28288) 221/391 [====================================>............................] Step: 352ms | Tot: 1m20s | Loss: 0.412 | Acc: 85.688% (24349/28416) 222/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.412 | Acc: 85.703% (24463/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.412 | Acc: 85.700% (24572/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.412 | Acc: 85.694% (24680/28800) 225/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.692% (24789/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.413 | Acc: 85.686% (24897/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.413 | Acc: 85.677% (25004/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.413 | Acc: 85.692% (25118/29312) 229/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.412 | Acc: 85.703% (25231/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.413 | Acc: 85.687% (25336/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.413 | Acc: 85.685% (25445/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.413 | Acc: 85.673% (25551/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.413 | Acc: 85.674% (25661/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.413 | Acc: 85.665% (25768/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.413 | Acc: 85.666% (25878/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.413 | Acc: 85.641% (25980/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.413 | Acc: 85.652% (26093/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.413 | Acc: 85.666% (26207/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.412 | Acc: 85.671% (26318/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.412 | Acc: 85.681% (26431/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.412 | Acc: 85.689% (26543/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.412 | Acc: 85.690% (26653/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.413 | Acc: 85.678% (26759/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.413 | Acc: 85.670% (26866/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.412 | Acc: 85.680% (26979/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.413 | Acc: 85.659% (27082/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.413 | Acc: 85.667% (27194/31744) 248/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.413 | Acc: 85.665% (27303/31872) 249/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.413 | Acc: 85.672% (27415/32000) 250/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.679% (27527/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.662% (27631/32256) 252/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.413 | Acc: 85.666% (27742/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.642% (27844/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.650% (27956/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.648% (28065/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.414 | Acc: 85.643% (28173/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.414 | Acc: 85.647% (28284/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.414 | Acc: 85.642% (28392/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.414 | Acc: 85.637% (28500/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.414 | Acc: 85.635% (28609/33408) 261/391 [===========================================>.....................] Step: 408ms | Tot: 1m35s | Loss: 0.414 | Acc: 85.642% (28721/33536) 262/391 [===========================================>.....................] Step: 393ms | Tot: 1m35s | Loss: 0.415 | Acc: 85.635% (28828/33664) 263/391 [===========================================>.....................] Step: 372ms | Tot: 1m35s | Loss: 0.415 | Acc: 85.627% (28935/33792) 264/391 [===========================================>.....................] Step: 378ms | Tot: 1m36s | Loss: 0.415 | Acc: 85.622% (29043/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.415 | Acc: 85.623% (29153/34048) 266/391 [============================================>....................] Step: 377ms | Tot: 1m36s | Loss: 0.415 | Acc: 85.619% (29261/34176) 267/391 [============================================>....................] Step: 374ms | Tot: 1m37s | Loss: 0.415 | Acc: 85.626% (29373/34304) 268/391 [============================================>....................] Step: 378ms | Tot: 1m37s | Loss: 0.415 | Acc: 85.618% (29480/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.619% (29590/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.632% (29704/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.414 | Acc: 85.630% (29813/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.634% (29924/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.632% (30033/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.645% (30147/35200) 275/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.415 | Acc: 85.632% (30252/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.415 | Acc: 85.644% (30366/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.415 | Acc: 85.645% (30476/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.657% (30590/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.653% (30698/35840) 280/391 [==============================================>..................] Step: 373ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.673% (30815/35968) 281/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.414 | Acc: 85.683% (30928/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.675% (31035/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.414 | Acc: 85.679% (31146/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.414 | Acc: 85.677% (31255/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.415 | Acc: 85.670% (31362/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.671% (31472/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.661% (31578/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.673% (31692/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.665% (31799/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.666% (31909/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.415 | Acc: 85.654% (32014/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.416 | Acc: 85.636% (32117/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.416 | Acc: 85.627% (32223/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.633% (32335/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.615% (32438/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.619% (32549/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.618% (32658/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.616% (32767/38272) 299/391 [=================================================>...............] Step: 353ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.591% (32867/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.417 | Acc: 85.566% (32967/38528) 301/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.417 | Acc: 85.555% (33072/38656) 302/391 [==================================================>..............] Step: 353ms | Tot: 1m50s | Loss: 0.418 | Acc: 85.540% (33176/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.417 | Acc: 85.547% (33288/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.417 | Acc: 85.553% (33400/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.565% (33514/39168) 306/391 [==================================================>..............] Step: 353ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.566% (33624/39296) 307/391 [===================================================>.............] Step: 373ms | Tot: 1m51s | Loss: 0.417 | Acc: 85.570% (33735/39424) 308/391 [===================================================>.............] Step: 373ms | Tot: 1m52s | Loss: 0.417 | Acc: 85.571% (33845/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.418 | Acc: 85.562% (33951/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.417 | Acc: 85.568% (34063/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.577% (34176/39936) 312/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.417 | Acc: 85.568% (34282/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.418 | Acc: 85.554% (34386/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.418 | Acc: 85.563% (34499/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.418 | Acc: 85.554% (34605/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.418 | Acc: 85.531% (34705/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.418 | Acc: 85.522% (34811/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.418 | Acc: 85.536% (34926/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.418 | Acc: 85.535% (35035/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.418 | Acc: 85.519% (35138/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m56s | Loss: 0.418 | Acc: 85.508% (35243/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.418 | Acc: 85.507% (35352/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.418 | Acc: 85.508% (35462/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m58s | Loss: 0.418 | Acc: 85.517% (35575/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.418 | Acc: 85.518% (35685/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m58s | Loss: 0.418 | Acc: 85.519% (35795/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.418 | Acc: 85.518% (35904/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.419 | Acc: 85.508% (36009/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.418 | Acc: 85.518% (36123/42240) 330/391 [======================================================>..........] Step: 354ms | Tot: 2m172ms | Loss: 0.419 | Acc: 85.527% (36236/42368) 331/391 [=======================================================>.........] Step: 348ms | Tot: 2m520ms | Loss: 0.419 | Acc: 85.526% (36345/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m891ms | Loss: 0.419 | Acc: 85.522% (36453/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.418 | Acc: 85.528% (36565/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.418 | Acc: 85.527% (36674/42880) 335/391 [=======================================================>.........] Step: 373ms | Tot: 2m1s | Loss: 0.419 | Acc: 85.521% (36781/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.520% (36890/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.419 | Acc: 85.503% (36992/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.495% (37098/43392) 339/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.501% (37210/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.419 | Acc: 85.502% (37320/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.506% (37431/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.514% (37544/43904) 343/391 [=========================================================>.......] Step: 386ms | Tot: 2m4s | Loss: 0.419 | Acc: 85.515% (37654/44032) 344/391 [=========================================================>.......] Step: 409ms | Tot: 2m5s | Loss: 0.419 | Acc: 85.521% (37766/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.419 | Acc: 85.522% (37876/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.419 | Acc: 85.519% (37984/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.419 | Acc: 85.515% (38092/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.419 | Acc: 85.523% (38205/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.419 | Acc: 85.522% (38314/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.419 | Acc: 85.530% (38427/44928) 351/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.419 | Acc: 85.527% (38535/45056) 352/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.419 | Acc: 85.504% (38634/45184) 353/391 [==========================================================>......] Step: 374ms | Tot: 2m8s | Loss: 0.419 | Acc: 85.503% (38743/45312) 354/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.419 | Acc: 85.511% (38856/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.419 | Acc: 85.505% (38963/45568) 356/391 [===========================================================>.....] Step: 372ms | Tot: 2m9s | Loss: 0.419 | Acc: 85.509% (39074/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.419 | Acc: 85.519% (39188/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.419 | Acc: 85.531% (39303/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.419 | Acc: 85.532% (39413/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.419 | Acc: 85.531% (39522/46208) 361/391 [============================================================>....] Step: 352ms | Tot: 2m11s | Loss: 0.419 | Acc: 85.534% (39633/46336) 362/391 [============================================================>....] Step: 374ms | Tot: 2m11s | Loss: 0.419 | Acc: 85.531% (39741/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.419 | Acc: 85.532% (39851/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.419 | Acc: 85.529% (39959/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.419 | Acc: 85.532% (40070/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.419 | Acc: 85.535% (40181/46976) 367/391 [=============================================================>...] Step: 361ms | Tot: 2m13s | Loss: 0.419 | Acc: 85.532% (40289/47104) 368/391 [=============================================================>...] Step: 374ms | Tot: 2m14s | Loss: 0.419 | Acc: 85.531% (40398/47232) 369/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.419 | Acc: 85.530% (40507/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.419 | Acc: 85.550% (40626/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.419 | Acc: 85.549% (40735/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.418 | Acc: 85.550% (40845/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.418 | Acc: 85.557% (40958/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.418 | Acc: 85.552% (41065/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.418 | Acc: 85.570% (41183/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.418 | Acc: 85.577% (41296/48256) 377/391 [==============================================================>..] Step: 377ms | Tot: 2m17s | Loss: 0.418 | Acc: 85.574% (41404/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.418 | Acc: 85.564% (41509/48512) 379/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.418 | Acc: 85.567% (41620/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.418 | Acc: 85.579% (41735/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.418 | Acc: 85.565% (41838/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.419 | Acc: 85.550% (41940/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.419 | Acc: 85.553% (42051/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.419 | Acc: 85.552% (42160/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.418 | Acc: 85.561% (42274/49408) 386/391 [================================================================>] Step: 373ms | Tot: 2m20s | Loss: 0.418 | Acc: 85.562% (42384/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.418 | Acc: 85.567% (42496/49664) 388/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.418 | Acc: 85.564% (42604/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.418 | Acc: 85.565% (42714/49920) 390/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.418 | Acc: 85.576% (42788/50000) 391/391 + [>................................................................] Step: 474ms | Tot: 2ms | Loss: 0.415 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 303ms | Tot: 305ms | Loss: 0.526 | Acc: 79.000% (158/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 601ms | Loss: 0.541 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 290ms | Tot: 892ms | Loss: 0.494 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s192ms | Loss: 0.503 | Acc: 81.800% (409/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s483ms | Loss: 0.485 | Acc: 82.667% (496/600) 6/100 [===>.............................................................] Step: 290ms | Tot: 1s773ms | Loss: 0.487 | Acc: 83.000% (581/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s67ms | Loss: 0.508 | Acc: 82.625% (661/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s370ms | Loss: 0.523 | Acc: 82.778% (745/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s672ms | Loss: 0.515 | Acc: 82.900% (829/1000) 10/100 [======>..........................................................] Step: 294ms | Tot: 2s966ms | Loss: 0.506 | Acc: 83.000% (913/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s274ms | Loss: 0.505 | Acc: 83.167% (998/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s580ms | Loss: 0.495 | Acc: 83.231% (1082/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s891ms | Loss: 0.489 | Acc: 83.143% (1164/1400) 14/100 [=========>.......................................................] Step: 323ms | Tot: 4s214ms | Loss: 0.485 | Acc: 83.333% (1250/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s518ms | Loss: 0.494 | Acc: 83.188% (1331/1600) 16/100 [==========>......................................................] Step: 312ms | Tot: 4s831ms | Loss: 0.496 | Acc: 83.059% (1412/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s137ms | Loss: 0.503 | Acc: 82.944% (1493/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s440ms | Loss: 0.508 | Acc: 82.895% (1575/1900) 19/100 [============>....................................................] Step: 298ms | Tot: 5s738ms | Loss: 0.514 | Acc: 82.700% (1654/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 6s40ms | Loss: 0.517 | Acc: 82.429% (1731/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s343ms | Loss: 0.512 | Acc: 82.591% (1817/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s647ms | Loss: 0.516 | Acc: 82.391% (1895/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s951ms | Loss: 0.517 | Acc: 82.292% (1975/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s261ms | Loss: 0.518 | Acc: 82.320% (2058/2500) 25/100 [================>................................................] Step: 301ms | Tot: 7s563ms | Loss: 0.523 | Acc: 82.115% (2135/2600) 26/100 [================>................................................] Step: 298ms | Tot: 7s862ms | Loss: 0.518 | Acc: 82.296% (2222/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s169ms | Loss: 0.519 | Acc: 82.464% (2309/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s474ms | Loss: 0.524 | Acc: 82.379% (2389/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s772ms | Loss: 0.519 | Acc: 82.533% (2476/3000) 30/100 [===================>.............................................] Step: 298ms | Tot: 9s71ms | Loss: 0.520 | Acc: 82.581% (2560/3100) 31/100 [====================>............................................] Step: 321ms | Tot: 9s392ms | Loss: 0.518 | Acc: 82.594% (2643/3200) 32/100 [====================>............................................] Step: 314ms | Tot: 9s707ms | Loss: 0.518 | Acc: 82.515% (2723/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 10s5ms | Loss: 0.520 | Acc: 82.382% (2801/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s314ms | Loss: 0.526 | Acc: 82.286% (2880/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s619ms | Loss: 0.524 | Acc: 82.361% (2965/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 10s922ms | Loss: 0.526 | Acc: 82.378% (3048/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s228ms | Loss: 0.527 | Acc: 82.395% (3131/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s525ms | Loss: 0.526 | Acc: 82.333% (3211/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s829ms | Loss: 0.522 | Acc: 82.425% (3297/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 12s131ms | Loss: 0.526 | Acc: 82.268% (3373/4100) 41/100 [==========================>......................................] Step: 348ms | Tot: 12s479ms | Loss: 0.525 | Acc: 82.357% (3459/4200) 42/100 [===========================>.....................................] Step: 339ms | Tot: 12s819ms | Loss: 0.522 | Acc: 82.442% (3545/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s120ms | Loss: 0.524 | Acc: 82.318% (3622/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s421ms | Loss: 0.523 | Acc: 82.400% (3708/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s725ms | Loss: 0.522 | Acc: 82.478% (3794/4600) 46/100 [=============================>...................................] Step: 320ms | Tot: 14s46ms | Loss: 0.521 | Acc: 82.468% (3876/4700) 47/100 [==============================>..................................] Step: 314ms | Tot: 14s361ms | Loss: 0.523 | Acc: 82.438% (3957/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s671ms | Loss: 0.518 | Acc: 82.571% (4046/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s974ms | Loss: 0.520 | Acc: 82.600% (4130/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s281ms | Loss: 0.521 | Acc: 82.627% (4214/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s586ms | Loss: 0.525 | Acc: 82.462% (4288/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 15s887ms | Loss: 0.524 | Acc: 82.415% (4368/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s191ms | Loss: 0.523 | Acc: 82.463% (4453/5400) 54/100 [===================================>.............................] Step: 296ms | Tot: 16s488ms | Loss: 0.528 | Acc: 82.273% (4525/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s796ms | Loss: 0.528 | Acc: 82.286% (4608/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s98ms | Loss: 0.530 | Acc: 82.193% (4685/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s410ms | Loss: 0.527 | Acc: 82.293% (4773/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s723ms | Loss: 0.530 | Acc: 82.153% (4847/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s32ms | Loss: 0.532 | Acc: 82.117% (4927/6000) 60/100 [=======================================>.........................] Step: 327ms | Tot: 18s360ms | Loss: 0.531 | Acc: 82.098% (5008/6100) 61/100 [=======================================>.........................] Step: 317ms | Tot: 18s677ms | Loss: 0.530 | Acc: 82.113% (5091/6200) 62/100 [========================================>........................] Step: 316ms | Tot: 18s993ms | Loss: 0.529 | Acc: 82.222% (5180/6300) 63/100 [========================================>........................] Step: 317ms | Tot: 19s311ms | Loss: 0.528 | Acc: 82.312% (5268/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s623ms | Loss: 0.528 | Acc: 82.338% (5352/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s935ms | Loss: 0.528 | Acc: 82.333% (5434/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s251ms | Loss: 0.525 | Acc: 82.403% (5521/6700) 67/100 [===========================================>.....................] Step: 298ms | Tot: 20s549ms | Loss: 0.525 | Acc: 82.441% (5606/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s856ms | Loss: 0.525 | Acc: 82.420% (5687/6900) 69/100 [============================================>....................] Step: 313ms | Tot: 21s169ms | Loss: 0.527 | Acc: 82.357% (5765/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s470ms | Loss: 0.526 | Acc: 82.380% (5849/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s771ms | Loss: 0.527 | Acc: 82.306% (5926/7200) 72/100 [==============================================>..................] Step: 296ms | Tot: 22s68ms | Loss: 0.525 | Acc: 82.329% (6010/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s371ms | Loss: 0.523 | Acc: 82.378% (6096/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s671ms | Loss: 0.523 | Acc: 82.333% (6175/7500) 75/100 [================================================>................] Step: 301ms | Tot: 22s973ms | Loss: 0.522 | Acc: 82.382% (6261/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s277ms | Loss: 0.523 | Acc: 82.364% (6342/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s587ms | Loss: 0.524 | Acc: 82.333% (6422/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s894ms | Loss: 0.523 | Acc: 82.354% (6506/7900) 79/100 [===================================================>.............] Step: 313ms | Tot: 24s207ms | Loss: 0.522 | Acc: 82.375% (6590/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s514ms | Loss: 0.520 | Acc: 82.420% (6676/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s819ms | Loss: 0.519 | Acc: 82.427% (6759/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s121ms | Loss: 0.518 | Acc: 82.458% (6844/8300) 83/100 [=====================================================>...........] Step: 297ms | Tot: 25s419ms | Loss: 0.518 | Acc: 82.464% (6927/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s723ms | Loss: 0.519 | Acc: 82.388% (7003/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 26s24ms | Loss: 0.519 | Acc: 82.395% (7086/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s331ms | Loss: 0.518 | Acc: 82.402% (7169/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s635ms | Loss: 0.518 | Acc: 82.364% (7248/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 26s933ms | Loss: 0.518 | Acc: 82.337% (7328/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s239ms | Loss: 0.519 | Acc: 82.289% (7406/9000) 90/100 [==========================================================>......] Step: 297ms | Tot: 27s536ms | Loss: 0.517 | Acc: 82.330% (7492/9100) 91/100 [===========================================================>.....] Step: 298ms | Tot: 27s835ms | Loss: 0.514 | Acc: 82.413% (7582/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s140ms | Loss: 0.515 | Acc: 82.376% (7661/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s442ms | Loss: 0.516 | Acc: 82.362% (7742/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s745ms | Loss: 0.514 | Acc: 82.432% (7831/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 29s46ms | Loss: 0.513 | Acc: 82.469% (7917/9600) 96/100 [==============================================================>..] Step: 313ms | Tot: 29s360ms | Loss: 0.511 | Acc: 82.567% (8009/9700) 97/100 [===============================================================>.] Step: 314ms | Tot: 29s674ms | Loss: 0.512 | Acc: 82.561% (8091/9800) 98/100 [===============================================================>.] Step: 296ms | Tot: 29s971ms | Loss: 0.514 | Acc: 82.515% (8169/9900) 99/100 [================================================================>] Step: 313ms | Tot: 30s284ms | Loss: 0.513 | Acc: 82.560% (8256/10000) 100/100 + +Epoch: 62 + [>................................................................] Step: 569ms | Tot: 2ms | Loss: 0.332 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 386ms | Tot: 389ms | Loss: 0.438 | Acc: 83.984% (215/256) 2/391 [>................................................................] Step: 362ms | Tot: 751ms | Loss: 0.465 | Acc: 83.073% (319/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s124ms | Loss: 0.478 | Acc: 82.422% (422/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s492ms | Loss: 0.469 | Acc: 82.812% (530/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s859ms | Loss: 0.435 | Acc: 84.505% (649/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s222ms | Loss: 0.438 | Acc: 84.821% (760/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s582ms | Loss: 0.435 | Acc: 84.863% (869/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s945ms | Loss: 0.431 | Acc: 84.983% (979/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s312ms | Loss: 0.422 | Acc: 85.156% (1090/1280) 10/391 [=>...............................................................] Step: 382ms | Tot: 3s694ms | Loss: 0.420 | Acc: 85.014% (1197/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 4s54ms | Loss: 0.413 | Acc: 85.417% (1312/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s420ms | Loss: 0.403 | Acc: 85.998% (1431/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s782ms | Loss: 0.398 | Acc: 86.105% (1543/1792) 14/391 [==>..............................................................] Step: 356ms | Tot: 5s138ms | Loss: 0.398 | Acc: 86.302% (1657/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s506ms | Loss: 0.409 | Acc: 85.986% (1761/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s865ms | Loss: 0.415 | Acc: 85.754% (1866/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s226ms | Loss: 0.417 | Acc: 85.720% (1975/2304) 18/391 [==>..............................................................] Step: 354ms | Tot: 6s581ms | Loss: 0.421 | Acc: 85.526% (2080/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s945ms | Loss: 0.416 | Acc: 85.859% (2198/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s303ms | Loss: 0.415 | Acc: 85.863% (2308/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s668ms | Loss: 0.411 | Acc: 85.866% (2418/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 8s24ms | Loss: 0.412 | Acc: 85.836% (2527/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s388ms | Loss: 0.413 | Acc: 85.872% (2638/3072) 24/391 [===>.............................................................] Step: 376ms | Tot: 8s765ms | Loss: 0.418 | Acc: 85.688% (2742/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s132ms | Loss: 0.417 | Acc: 85.817% (2856/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s496ms | Loss: 0.420 | Acc: 85.764% (2964/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s861ms | Loss: 0.419 | Acc: 85.826% (3076/3584) 28/391 [====>............................................................] Step: 361ms | Tot: 10s223ms | Loss: 0.418 | Acc: 85.911% (3189/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s583ms | Loss: 0.417 | Acc: 85.885% (3298/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 10s939ms | Loss: 0.414 | Acc: 85.988% (3412/3968) 31/391 [=====>...........................................................] Step: 354ms | Tot: 11s293ms | Loss: 0.415 | Acc: 85.938% (3520/4096) 32/391 [=====>...........................................................] Step: 413ms | Tot: 11s707ms | Loss: 0.410 | Acc: 86.080% (3636/4224) 33/391 [=====>...........................................................] Step: 394ms | Tot: 12s102ms | Loss: 0.408 | Acc: 86.098% (3747/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s464ms | Loss: 0.409 | Acc: 86.116% (3858/4480) 35/391 [=====>...........................................................] Step: 359ms | Tot: 12s824ms | Loss: 0.410 | Acc: 86.046% (3965/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s186ms | Loss: 0.408 | Acc: 86.170% (4081/4736) 37/391 [======>..........................................................] Step: 374ms | Tot: 13s560ms | Loss: 0.412 | Acc: 86.020% (4184/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s931ms | Loss: 0.409 | Acc: 86.158% (4301/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s288ms | Loss: 0.410 | Acc: 86.152% (4411/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s646ms | Loss: 0.410 | Acc: 86.185% (4523/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s7ms | Loss: 0.410 | Acc: 86.142% (4631/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s375ms | Loss: 0.411 | Acc: 86.156% (4742/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s740ms | Loss: 0.411 | Acc: 86.168% (4853/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s101ms | Loss: 0.409 | Acc: 86.198% (4965/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s458ms | Loss: 0.411 | Acc: 86.124% (5071/5888) 46/391 [=======>.........................................................] Step: 365ms | Tot: 16s824ms | Loss: 0.412 | Acc: 86.087% (5179/6016) 47/391 [=======>.........................................................] Step: 355ms | Tot: 17s179ms | Loss: 0.412 | Acc: 85.986% (5283/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s544ms | Loss: 0.413 | Acc: 85.922% (5389/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s902ms | Loss: 0.411 | Acc: 86.016% (5505/6400) 50/391 [========>........................................................] Step: 352ms | Tot: 18s255ms | Loss: 0.412 | Acc: 85.922% (5609/6528) 51/391 [========>........................................................] Step: 373ms | Tot: 18s629ms | Loss: 0.413 | Acc: 85.953% (5721/6656) 52/391 [========>........................................................] Step: 376ms | Tot: 19s5ms | Loss: 0.412 | Acc: 86.055% (5838/6784) 53/391 [========>........................................................] Step: 373ms | Tot: 19s379ms | Loss: 0.414 | Acc: 86.010% (5945/6912) 54/391 [========>........................................................] Step: 371ms | Tot: 19s750ms | Loss: 0.412 | Acc: 86.080% (6060/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s115ms | Loss: 0.411 | Acc: 86.091% (6171/7168) 56/391 [=========>.......................................................] Step: 371ms | Tot: 20s486ms | Loss: 0.410 | Acc: 86.129% (6284/7296) 57/391 [=========>.......................................................] Step: 369ms | Tot: 20s856ms | Loss: 0.406 | Acc: 86.288% (6406/7424) 58/391 [=========>.......................................................] Step: 373ms | Tot: 21s229ms | Loss: 0.406 | Acc: 86.308% (6518/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s595ms | Loss: 0.405 | Acc: 86.341% (6631/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 21s964ms | Loss: 0.411 | Acc: 86.130% (6725/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s328ms | Loss: 0.411 | Acc: 86.164% (6838/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s690ms | Loss: 0.410 | Acc: 86.173% (6949/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 23s51ms | Loss: 0.410 | Acc: 86.108% (7054/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s418ms | Loss: 0.410 | Acc: 86.142% (7167/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s787ms | Loss: 0.410 | Acc: 86.174% (7280/8448) 66/391 [==========>......................................................] Step: 355ms | Tot: 24s142ms | Loss: 0.409 | Acc: 86.194% (7392/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s506ms | Loss: 0.408 | Acc: 86.213% (7504/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s863ms | Loss: 0.408 | Acc: 86.221% (7615/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s227ms | Loss: 0.409 | Acc: 86.228% (7726/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s591ms | Loss: 0.408 | Acc: 86.246% (7838/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 25s948ms | Loss: 0.408 | Acc: 86.252% (7949/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 26s305ms | Loss: 0.408 | Acc: 86.259% (8060/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s663ms | Loss: 0.409 | Acc: 86.265% (8171/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 27s26ms | Loss: 0.410 | Acc: 86.281% (8283/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s388ms | Loss: 0.410 | Acc: 86.225% (8388/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s746ms | Loss: 0.411 | Acc: 86.242% (8500/9856) 77/391 [============>....................................................] Step: 356ms | Tot: 28s103ms | Loss: 0.413 | Acc: 86.198% (8606/9984) 78/391 [============>....................................................] Step: 383ms | Tot: 28s486ms | Loss: 0.412 | Acc: 86.195% (8716/10112) 79/391 [=============>...................................................] Step: 369ms | Tot: 28s856ms | Loss: 0.411 | Acc: 86.250% (8832/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s216ms | Loss: 0.411 | Acc: 86.227% (8940/10368) 81/391 [=============>...................................................] Step: 358ms | Tot: 29s575ms | Loss: 0.411 | Acc: 86.233% (9051/10496) 82/391 [=============>...................................................] Step: 355ms | Tot: 29s930ms | Loss: 0.410 | Acc: 86.220% (9160/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s296ms | Loss: 0.409 | Acc: 86.263% (9275/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s654ms | Loss: 0.410 | Acc: 86.232% (9382/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 31s16ms | Loss: 0.412 | Acc: 86.156% (9484/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s383ms | Loss: 0.411 | Acc: 86.162% (9595/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s748ms | Loss: 0.411 | Acc: 86.177% (9707/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 32s104ms | Loss: 0.412 | Acc: 86.113% (9810/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 32s475ms | Loss: 0.412 | Acc: 86.068% (9915/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 32s835ms | Loss: 0.412 | Acc: 86.058% (10024/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s196ms | Loss: 0.413 | Acc: 86.048% (10133/11776) 92/391 [===============>.................................................] Step: 369ms | Tot: 33s565ms | Loss: 0.414 | Acc: 86.022% (10240/11904) 93/391 [===============>.................................................] Step: 375ms | Tot: 33s941ms | Loss: 0.414 | Acc: 86.021% (10350/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s302ms | Loss: 0.413 | Acc: 85.987% (10456/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s668ms | Loss: 0.413 | Acc: 85.978% (10565/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s32ms | Loss: 0.413 | Acc: 85.978% (10675/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s394ms | Loss: 0.413 | Acc: 85.985% (10786/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s758ms | Loss: 0.413 | Acc: 85.977% (10895/12672) 99/391 [================>................................................] Step: 354ms | Tot: 36s113ms | Loss: 0.414 | Acc: 85.969% (11004/12800) 100/391 [================>................................................] Step: 370ms | Tot: 36s484ms | Loss: 0.413 | Acc: 85.968% (11114/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s846ms | Loss: 0.412 | Acc: 85.999% (11228/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s205ms | Loss: 0.413 | Acc: 85.968% (11334/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s570ms | Loss: 0.412 | Acc: 85.968% (11444/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 37s935ms | Loss: 0.413 | Acc: 85.945% (11551/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 38s303ms | Loss: 0.412 | Acc: 85.952% (11662/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 38s672ms | Loss: 0.413 | Acc: 85.908% (11766/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s35ms | Loss: 0.412 | Acc: 85.930% (11879/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s397ms | Loss: 0.413 | Acc: 85.894% (11984/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s763ms | Loss: 0.413 | Acc: 85.866% (12090/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 40s119ms | Loss: 0.413 | Acc: 85.874% (12201/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s485ms | Loss: 0.414 | Acc: 85.861% (12309/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s845ms | Loss: 0.414 | Acc: 85.875% (12421/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s205ms | Loss: 0.414 | Acc: 85.896% (12534/14592) 114/391 [==================>..............................................] Step: 412ms | Tot: 41s617ms | Loss: 0.414 | Acc: 85.910% (12646/14720) 115/391 [===================>.............................................] Step: 408ms | Tot: 42s26ms | Loss: 0.413 | Acc: 85.938% (12760/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s388ms | Loss: 0.413 | Acc: 85.938% (12870/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s747ms | Loss: 0.412 | Acc: 85.990% (12988/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 43s109ms | Loss: 0.413 | Acc: 85.964% (13094/15232) 119/391 [===================>.............................................] Step: 373ms | Tot: 43s483ms | Loss: 0.413 | Acc: 85.938% (13200/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s850ms | Loss: 0.415 | Acc: 85.925% (13308/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s211ms | Loss: 0.415 | Acc: 85.899% (13414/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s573ms | Loss: 0.415 | Acc: 85.899% (13524/15744) 123/391 [====================>............................................] Step: 370ms | Tot: 44s944ms | Loss: 0.414 | Acc: 85.919% (13637/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s308ms | Loss: 0.414 | Acc: 85.944% (13751/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s671ms | Loss: 0.415 | Acc: 85.900% (13854/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 46s26ms | Loss: 0.416 | Acc: 85.901% (13964/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s387ms | Loss: 0.415 | Acc: 85.919% (14077/16384) 128/391 [=====================>...........................................] Step: 354ms | Tot: 46s741ms | Loss: 0.415 | Acc: 85.901% (14184/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s103ms | Loss: 0.415 | Acc: 85.895% (14293/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s465ms | Loss: 0.414 | Acc: 85.920% (14407/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s829ms | Loss: 0.414 | Acc: 85.926% (14518/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s190ms | Loss: 0.413 | Acc: 85.967% (14635/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s556ms | Loss: 0.414 | Acc: 85.943% (14741/17152) 134/391 [======================>..........................................] Step: 353ms | Tot: 48s909ms | Loss: 0.414 | Acc: 85.943% (14851/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 49s270ms | Loss: 0.414 | Acc: 85.943% (14961/17408) 136/391 [======================>..........................................] Step: 354ms | Tot: 49s624ms | Loss: 0.413 | Acc: 85.966% (15075/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 49s984ms | Loss: 0.413 | Acc: 85.977% (15187/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 50s354ms | Loss: 0.413 | Acc: 85.966% (15295/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s717ms | Loss: 0.413 | Acc: 85.954% (15403/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 51s88ms | Loss: 0.413 | Acc: 85.926% (15508/18048) 141/391 [=======================>.........................................] Step: 371ms | Tot: 51s459ms | Loss: 0.413 | Acc: 85.960% (15624/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s822ms | Loss: 0.414 | Acc: 85.921% (15727/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s184ms | Loss: 0.413 | Acc: 85.938% (15840/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s548ms | Loss: 0.413 | Acc: 85.943% (15951/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 52s917ms | Loss: 0.413 | Acc: 85.932% (16059/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s283ms | Loss: 0.414 | Acc: 85.890% (16161/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s639ms | Loss: 0.415 | Acc: 85.869% (16267/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s2ms | Loss: 0.415 | Acc: 85.854% (16374/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s367ms | Loss: 0.415 | Acc: 85.870% (16487/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s731ms | Loss: 0.414 | Acc: 85.875% (16598/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s89ms | Loss: 0.414 | Acc: 85.855% (16704/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s457ms | Loss: 0.414 | Acc: 85.861% (16815/19584) 153/391 [=========================>.......................................] Step: 354ms | Tot: 55s812ms | Loss: 0.414 | Acc: 85.856% (16924/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s176ms | Loss: 0.414 | Acc: 85.872% (17037/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s542ms | Loss: 0.414 | Acc: 85.872% (17147/19968) 156/391 [=========================>.......................................] Step: 354ms | Tot: 56s897ms | Loss: 0.414 | Acc: 85.878% (17258/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s255ms | Loss: 0.413 | Acc: 85.888% (17370/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s618ms | Loss: 0.414 | Acc: 85.888% (17480/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 57s981ms | Loss: 0.414 | Acc: 85.889% (17590/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 58s352ms | Loss: 0.414 | Acc: 85.899% (17702/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 58s706ms | Loss: 0.413 | Acc: 85.918% (17816/20736) 162/391 [==========================>......................................] Step: 351ms | Tot: 59s58ms | Loss: 0.413 | Acc: 85.899% (17922/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s421ms | Loss: 0.414 | Acc: 85.904% (18033/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s776ms | Loss: 0.414 | Acc: 85.900% (18142/21120) 165/391 [===========================>.....................................] Step: 352ms | Tot: 1m129ms | Loss: 0.413 | Acc: 85.909% (18254/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m499ms | Loss: 0.412 | Acc: 85.933% (18369/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m861ms | Loss: 0.413 | Acc: 85.896% (18471/21504) 168/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.414 | Acc: 85.873% (18576/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.414 | Acc: 85.827% (18676/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.414 | Acc: 85.846% (18790/21888) 171/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.414 | Acc: 85.856% (18902/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.413 | Acc: 85.874% (19016/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.879% (19127/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.871% (19235/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.412 | Acc: 85.875% (19346/22528) 176/391 [=============================>...................................] Step: 382ms | Tot: 1m4s | Loss: 0.412 | Acc: 85.880% (19457/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.412 | Acc: 85.889% (19569/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.411 | Acc: 85.929% (19688/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.411 | Acc: 85.907% (19793/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.411 | Acc: 85.890% (19899/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.411 | Acc: 85.903% (20012/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.411 | Acc: 85.886% (20118/23424) 183/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.411 | Acc: 85.887% (20228/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m7s | Loss: 0.410 | Acc: 85.908% (20343/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.410 | Acc: 85.929% (20458/23808) 186/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.410 | Acc: 85.912% (20564/23936) 187/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.410 | Acc: 85.917% (20675/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.410 | Acc: 85.917% (20785/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.409 | Acc: 85.913% (20894/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.410 | Acc: 85.909% (21003/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.410 | Acc: 85.897% (21110/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.410 | Acc: 85.901% (21221/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.409 | Acc: 85.913% (21334/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.409 | Acc: 85.913% (21444/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.409 | Acc: 85.934% (21559/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.409 | Acc: 85.930% (21668/25216) 197/391 [================================>................................] Step: 412ms | Tot: 1m11s | Loss: 0.409 | Acc: 85.941% (21781/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.409 | Acc: 85.918% (21885/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.409 | Acc: 85.926% (21997/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.409 | Acc: 85.914% (22104/25728) 201/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.408 | Acc: 85.918% (22215/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.409 | Acc: 85.880% (22315/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.410 | Acc: 85.869% (22422/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.410 | Acc: 85.854% (22528/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.410 | Acc: 85.862% (22640/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.410 | Acc: 85.881% (22755/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.411 | Acc: 85.844% (22855/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.411 | Acc: 85.837% (22963/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.411 | Acc: 85.841% (23074/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.411 | Acc: 85.852% (23187/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.410 | Acc: 85.853% (23297/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.410 | Acc: 85.879% (23414/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.411 | Acc: 85.872% (23522/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.411 | Acc: 85.872% (23632/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.411 | Acc: 85.872% (23742/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.411 | Acc: 85.873% (23852/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.411 | Acc: 85.880% (23964/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.412 | Acc: 85.859% (24068/28032) 219/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.412 | Acc: 85.842% (24173/28160) 220/391 [====================================>............................] Step: 351ms | Tot: 1m20s | Loss: 0.411 | Acc: 85.863% (24289/28288) 221/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.411 | Acc: 85.864% (24399/28416) 222/391 [====================================>............................] Step: 372ms | Tot: 1m20s | Loss: 0.411 | Acc: 85.857% (24507/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.412 | Acc: 85.843% (24613/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.411 | Acc: 85.851% (24725/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.411 | Acc: 85.830% (24829/28928) 226/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.793% (24928/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.790% (25037/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.412 | Acc: 85.798% (25149/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.413 | Acc: 85.781% (25254/29440) 230/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.412 | Acc: 85.802% (25370/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.412 | Acc: 85.810% (25482/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.412 | Acc: 85.817% (25594/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.412 | Acc: 85.811% (25702/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.412 | Acc: 85.805% (25810/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.412 | Acc: 85.798% (25918/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.412 | Acc: 85.783% (26023/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.412 | Acc: 85.770% (26129/30464) 238/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.412 | Acc: 85.787% (26244/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.412 | Acc: 85.781% (26352/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.413 | Acc: 85.756% (26454/30848) 241/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.414 | Acc: 85.734% (26557/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.414 | Acc: 85.738% (26668/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.414 | Acc: 85.717% (26771/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.414 | Acc: 85.714% (26880/31360) 245/391 [========================================>........................] Step: 354ms | Tot: 1m29s | Loss: 0.414 | Acc: 85.725% (26993/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.414 | Acc: 85.710% (27098/31616) 247/391 [=========================================>.......................] Step: 354ms | Tot: 1m29s | Loss: 0.414 | Acc: 85.704% (27206/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.414 | Acc: 85.702% (27315/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.414 | Acc: 85.694% (27422/32000) 250/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.414 | Acc: 85.695% (27532/32128) 251/391 [=========================================>.......................] Step: 353ms | Tot: 1m31s | Loss: 0.414 | Acc: 85.711% (27647/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.414 | Acc: 85.690% (27750/32384) 253/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.415 | Acc: 85.688% (27859/32512) 254/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.705% (27974/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.414 | Acc: 85.706% (28084/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.415 | Acc: 85.694% (28190/32896) 257/391 [==========================================>......................] Step: 382ms | Tot: 1m33s | Loss: 0.415 | Acc: 85.701% (28302/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.415 | Acc: 85.669% (28401/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.415 | Acc: 85.670% (28511/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.415 | Acc: 85.662% (28618/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.416 | Acc: 85.648% (28723/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.416 | Acc: 85.661% (28837/33664) 263/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.416 | Acc: 85.671% (28950/33792) 264/391 [===========================================>.....................] Step: 355ms | Tot: 1m36s | Loss: 0.416 | Acc: 85.649% (29052/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.416 | Acc: 85.661% (29166/34048) 266/391 [============================================>....................] Step: 370ms | Tot: 1m36s | Loss: 0.416 | Acc: 85.668% (29278/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.675% (29390/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.682% (29502/34432) 269/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.416 | Acc: 85.660% (29604/34560) 270/391 [============================================>....................] Step: 353ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.669% (29717/34688) 271/391 [=============================================>...................] Step: 368ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.662% (29824/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.415 | Acc: 85.666% (29935/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.675% (30048/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.415 | Acc: 85.673% (30157/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.415 | Acc: 85.680% (30269/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.415 | Acc: 85.675% (30377/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.415 | Acc: 85.679% (30488/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.685% (30600/35712) 279/391 [==============================================>..................] Step: 374ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.695% (30713/35840) 280/391 [==============================================>..................] Step: 418ms | Tot: 1m41s | Loss: 0.415 | Acc: 85.710% (30828/35968) 281/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.702% (30935/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.415 | Acc: 85.714% (31049/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.414 | Acc: 85.720% (31161/36352) 284/391 [===============================================>.................] Step: 377ms | Tot: 1m43s | Loss: 0.414 | Acc: 85.737% (31277/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.414 | Acc: 85.752% (31392/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.414 | Acc: 85.742% (31498/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.414 | Acc: 85.739% (31607/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.415 | Acc: 85.732% (31714/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.711% (31816/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.712% (31926/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.415 | Acc: 85.715% (32037/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.416 | Acc: 85.700% (32141/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.416 | Acc: 85.701% (32251/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.416 | Acc: 85.689% (32356/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.674% (32460/37888) 296/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.416 | Acc: 85.672% (32569/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.686% (32684/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.679% (32791/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.416 | Acc: 85.669% (32897/38400) 300/391 [=================================================>...............] Step: 354ms | Tot: 1m49s | Loss: 0.416 | Acc: 85.681% (33011/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.416 | Acc: 85.661% (33113/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.416 | Acc: 85.664% (33224/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.416 | Acc: 85.665% (33334/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.416 | Acc: 85.681% (33450/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.416 | Acc: 85.667% (33554/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.416 | Acc: 85.680% (33669/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.416 | Acc: 85.674% (33776/39424) 308/391 [===================================================>.............] Step: 354ms | Tot: 1m52s | Loss: 0.416 | Acc: 85.672% (33885/39552) 309/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.416 | Acc: 85.663% (33991/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.416 | Acc: 85.671% (34104/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.416 | Acc: 85.667% (34212/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.416 | Acc: 85.653% (34316/40064) 313/391 [====================================================>............] Step: 355ms | Tot: 1m53s | Loss: 0.416 | Acc: 85.666% (34431/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.415 | Acc: 85.682% (34547/40320) 315/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.416 | Acc: 85.678% (34655/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.416 | Acc: 85.689% (34769/40576) 317/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.415 | Acc: 85.699% (34883/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.415 | Acc: 85.707% (34996/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m55s | Loss: 0.415 | Acc: 85.703% (35104/40960) 320/391 [=====================================================>...........] Step: 372ms | Tot: 1m56s | Loss: 0.415 | Acc: 85.718% (35220/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.415 | Acc: 85.719% (35330/41216) 322/391 [=====================================================>...........] Step: 374ms | Tot: 1m57s | Loss: 0.415 | Acc: 85.715% (35438/41344) 323/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.415 | Acc: 85.711% (35546/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.415 | Acc: 85.714% (35657/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.415 | Acc: 85.719% (35769/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.415 | Acc: 85.730% (35883/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.415 | Acc: 85.721% (35989/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.415 | Acc: 85.717% (36097/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.415 | Acc: 85.708% (36203/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.415 | Acc: 85.713% (36315/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m355ms | Loss: 0.415 | Acc: 85.709% (36423/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m713ms | Loss: 0.415 | Acc: 85.719% (36537/42624) 333/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.415 | Acc: 85.720% (36647/42752) 334/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.415 | Acc: 85.721% (36757/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.415 | Acc: 85.721% (36867/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.416 | Acc: 85.699% (36967/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.416 | Acc: 85.704% (37079/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.416 | Acc: 85.702% (37188/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.416 | Acc: 85.701% (37297/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m3s | Loss: 0.416 | Acc: 85.695% (37404/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.415 | Acc: 85.700% (37516/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.415 | Acc: 85.696% (37624/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m4s | Loss: 0.415 | Acc: 85.708% (37739/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.415 | Acc: 85.720% (37854/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.415 | Acc: 85.721% (37964/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.415 | Acc: 85.715% (38071/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.414 | Acc: 85.724% (38185/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.414 | Acc: 85.711% (38289/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.414 | Acc: 85.719% (38402/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.414 | Acc: 85.715% (38510/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.414 | Acc: 85.707% (38616/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.414 | Acc: 85.696% (38721/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.414 | Acc: 85.708% (38836/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.414 | Acc: 85.709% (38946/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.414 | Acc: 85.709% (39056/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m9s | Loss: 0.414 | Acc: 85.710% (39166/45696) 357/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.414 | Acc: 85.697% (39270/45824) 358/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.414 | Acc: 85.711% (39386/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.414 | Acc: 85.707% (39494/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.414 | Acc: 85.710% (39605/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.414 | Acc: 85.711% (39715/46336) 362/391 [============================================================>....] Step: 403ms | Tot: 2m11s | Loss: 0.415 | Acc: 85.694% (39817/46464) 363/391 [============================================================>....] Step: 394ms | Tot: 2m12s | Loss: 0.414 | Acc: 85.699% (39929/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.414 | Acc: 85.704% (40041/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.414 | Acc: 85.711% (40154/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.414 | Acc: 85.705% (40261/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.415 | Acc: 85.702% (40369/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.415 | Acc: 85.700% (40478/47232) 369/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.415 | Acc: 85.690% (40583/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.415 | Acc: 85.678% (40687/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.416 | Acc: 85.673% (40794/47616) 372/391 [=============================================================>...] Step: 355ms | Tot: 2m15s | Loss: 0.416 | Acc: 85.667% (40901/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.416 | Acc: 85.662% (41008/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m15s | Loss: 0.416 | Acc: 85.669% (41121/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.416 | Acc: 85.667% (41230/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.415 | Acc: 85.672% (41342/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.415 | Acc: 85.683% (41457/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.416 | Acc: 85.663% (41557/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.416 | Acc: 85.662% (41666/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m18s | Loss: 0.416 | Acc: 85.648% (41769/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.416 | Acc: 85.653% (41881/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.416 | Acc: 85.648% (41988/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.416 | Acc: 85.640% (42094/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.416 | Acc: 85.641% (42204/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m19s | Loss: 0.416 | Acc: 85.634% (42310/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.416 | Acc: 85.627% (42416/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.416 | Acc: 85.644% (42534/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m21s | Loss: 0.416 | Acc: 85.646% (42645/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.416 | Acc: 85.649% (42756/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m21s | Loss: 0.416 | Acc: 85.654% (42827/50000) 391/391 + [>................................................................] Step: 470ms | Tot: 2ms | Loss: 0.483 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.496 | Acc: 85.500% (171/200) 2/100 [=>...............................................................] Step: 291ms | Tot: 595ms | Loss: 0.497 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 289ms | Tot: 884ms | Loss: 0.510 | Acc: 84.250% (337/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s182ms | Loss: 0.519 | Acc: 83.400% (417/500) 5/100 [===>.............................................................] Step: 290ms | Tot: 1s472ms | Loss: 0.487 | Acc: 84.500% (507/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s768ms | Loss: 0.491 | Acc: 84.429% (591/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s63ms | Loss: 0.517 | Acc: 83.125% (665/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s363ms | Loss: 0.539 | Acc: 82.222% (740/900) 9/100 [=====>...........................................................] Step: 294ms | Tot: 2s658ms | Loss: 0.531 | Acc: 82.600% (826/1000) 10/100 [======>..........................................................] Step: 296ms | Tot: 2s954ms | Loss: 0.528 | Acc: 82.818% (911/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s260ms | Loss: 0.545 | Acc: 82.000% (984/1200) 12/100 [=======>.........................................................] Step: 294ms | Tot: 3s554ms | Loss: 0.537 | Acc: 82.000% (1066/1300) 13/100 [========>........................................................] Step: 293ms | Tot: 3s848ms | Loss: 0.535 | Acc: 82.071% (1149/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s148ms | Loss: 0.522 | Acc: 82.133% (1232/1500) 15/100 [=========>.......................................................] Step: 297ms | Tot: 4s446ms | Loss: 0.525 | Acc: 82.000% (1312/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s747ms | Loss: 0.525 | Acc: 82.059% (1395/1700) 17/100 [===========>.....................................................] Step: 295ms | Tot: 5s43ms | Loss: 0.529 | Acc: 82.056% (1477/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s344ms | Loss: 0.534 | Acc: 82.053% (1559/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s646ms | Loss: 0.554 | Acc: 81.700% (1634/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 5s948ms | Loss: 0.550 | Acc: 81.667% (1715/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s248ms | Loss: 0.547 | Acc: 81.818% (1800/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s551ms | Loss: 0.550 | Acc: 81.870% (1883/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s851ms | Loss: 0.548 | Acc: 82.167% (1972/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s153ms | Loss: 0.548 | Acc: 81.960% (2049/2500) 25/100 [================>................................................] Step: 296ms | Tot: 7s450ms | Loss: 0.554 | Acc: 81.885% (2129/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s758ms | Loss: 0.548 | Acc: 82.037% (2215/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s63ms | Loss: 0.545 | Acc: 82.179% (2301/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s370ms | Loss: 0.546 | Acc: 82.241% (2385/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s677ms | Loss: 0.542 | Acc: 82.333% (2470/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 8s978ms | Loss: 0.546 | Acc: 82.194% (2548/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s284ms | Loss: 0.540 | Acc: 82.406% (2637/3200) 32/100 [====================>............................................] Step: 298ms | Tot: 9s583ms | Loss: 0.539 | Acc: 82.455% (2721/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 9s888ms | Loss: 0.539 | Acc: 82.412% (2802/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s193ms | Loss: 0.539 | Acc: 82.371% (2883/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s493ms | Loss: 0.540 | Acc: 82.333% (2964/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s798ms | Loss: 0.543 | Acc: 82.351% (3047/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s102ms | Loss: 0.540 | Acc: 82.421% (3132/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s405ms | Loss: 0.536 | Acc: 82.590% (3221/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s705ms | Loss: 0.533 | Acc: 82.675% (3307/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s13ms | Loss: 0.534 | Acc: 82.585% (3386/4100) 41/100 [==========================>......................................] Step: 298ms | Tot: 12s312ms | Loss: 0.537 | Acc: 82.524% (3466/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s614ms | Loss: 0.533 | Acc: 82.628% (3553/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 12s914ms | Loss: 0.535 | Acc: 82.500% (3630/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s214ms | Loss: 0.534 | Acc: 82.511% (3713/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s516ms | Loss: 0.536 | Acc: 82.391% (3790/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 13s819ms | Loss: 0.536 | Acc: 82.383% (3872/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s129ms | Loss: 0.538 | Acc: 82.354% (3953/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s430ms | Loss: 0.536 | Acc: 82.367% (4036/4900) 49/100 [===============================>.................................] Step: 300ms | Tot: 14s730ms | Loss: 0.540 | Acc: 82.280% (4114/5000) 50/100 [================================>................................] Step: 297ms | Tot: 15s28ms | Loss: 0.540 | Acc: 82.294% (4197/5100) 51/100 [=================================>...............................] Step: 300ms | Tot: 15s328ms | Loss: 0.543 | Acc: 82.231% (4276/5200) 52/100 [=================================>...............................] Step: 296ms | Tot: 15s625ms | Loss: 0.543 | Acc: 82.151% (4354/5300) 53/100 [==================================>..............................] Step: 294ms | Tot: 15s920ms | Loss: 0.543 | Acc: 82.222% (4440/5400) 54/100 [===================================>.............................] Step: 298ms | Tot: 16s218ms | Loss: 0.544 | Acc: 82.109% (4516/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s524ms | Loss: 0.546 | Acc: 82.018% (4593/5600) 56/100 [====================================>............................] Step: 296ms | Tot: 16s821ms | Loss: 0.549 | Acc: 81.930% (4670/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s129ms | Loss: 0.546 | Acc: 82.069% (4760/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s430ms | Loss: 0.548 | Acc: 82.000% (4838/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 17s733ms | Loss: 0.551 | Acc: 81.933% (4916/6000) 60/100 [=======================================>.........................] Step: 297ms | Tot: 18s30ms | Loss: 0.552 | Acc: 81.885% (4995/6100) 61/100 [=======================================>.........................] Step: 298ms | Tot: 18s328ms | Loss: 0.553 | Acc: 81.823% (5073/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s635ms | Loss: 0.554 | Acc: 81.810% (5154/6300) 63/100 [========================================>........................] Step: 293ms | Tot: 18s928ms | Loss: 0.553 | Acc: 81.844% (5238/6400) 64/100 [=========================================>.......................] Step: 325ms | Tot: 19s254ms | Loss: 0.556 | Acc: 81.723% (5312/6500) 65/100 [==========================================>......................] Step: 366ms | Tot: 19s620ms | Loss: 0.557 | Acc: 81.652% (5389/6600) 66/100 [==========================================>......................] Step: 327ms | Tot: 19s948ms | Loss: 0.555 | Acc: 81.731% (5476/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s250ms | Loss: 0.556 | Acc: 81.691% (5555/6800) 68/100 [============================================>....................] Step: 296ms | Tot: 20s546ms | Loss: 0.557 | Acc: 81.623% (5632/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 20s855ms | Loss: 0.559 | Acc: 81.529% (5707/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s153ms | Loss: 0.559 | Acc: 81.507% (5787/7100) 71/100 [==============================================>..................] Step: 296ms | Tot: 21s450ms | Loss: 0.557 | Acc: 81.583% (5874/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 21s755ms | Loss: 0.556 | Acc: 81.616% (5958/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s58ms | Loss: 0.556 | Acc: 81.662% (6043/7400) 74/100 [================================================>................] Step: 299ms | Tot: 22s357ms | Loss: 0.556 | Acc: 81.627% (6122/7500) 75/100 [================================================>................] Step: 303ms | Tot: 22s661ms | Loss: 0.555 | Acc: 81.632% (6204/7600) 76/100 [=================================================>...............] Step: 295ms | Tot: 22s956ms | Loss: 0.556 | Acc: 81.610% (6284/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s262ms | Loss: 0.556 | Acc: 81.526% (6359/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 23s563ms | Loss: 0.556 | Acc: 81.544% (6442/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 23s864ms | Loss: 0.554 | Acc: 81.550% (6524/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s168ms | Loss: 0.552 | Acc: 81.654% (6614/8100) 81/100 [====================================================>............] Step: 292ms | Tot: 24s461ms | Loss: 0.551 | Acc: 81.671% (6697/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 24s765ms | Loss: 0.550 | Acc: 81.699% (6781/8300) 83/100 [=====================================================>...........] Step: 295ms | Tot: 25s61ms | Loss: 0.550 | Acc: 81.655% (6859/8400) 84/100 [======================================================>..........] Step: 312ms | Tot: 25s374ms | Loss: 0.552 | Acc: 81.576% (6934/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 25s677ms | Loss: 0.551 | Acc: 81.616% (7019/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 25s977ms | Loss: 0.550 | Acc: 81.609% (7100/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s282ms | Loss: 0.551 | Acc: 81.614% (7182/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 26s593ms | Loss: 0.551 | Acc: 81.618% (7264/8900) 89/100 [=========================================================>.......] Step: 299ms | Tot: 26s892ms | Loss: 0.552 | Acc: 81.644% (7348/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s195ms | Loss: 0.549 | Acc: 81.692% (7434/9100) 91/100 [===========================================================>.....] Step: 296ms | Tot: 27s492ms | Loss: 0.548 | Acc: 81.717% (7518/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 27s791ms | Loss: 0.548 | Acc: 81.677% (7596/9300) 93/100 [============================================================>....] Step: 297ms | Tot: 28s89ms | Loss: 0.550 | Acc: 81.670% (7677/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s394ms | Loss: 0.548 | Acc: 81.695% (7761/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 28s700ms | Loss: 0.548 | Acc: 81.688% (7842/9600) 96/100 [==============================================================>..] Step: 300ms | Tot: 29s | Loss: 0.545 | Acc: 81.804% (7935/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s301ms | Loss: 0.545 | Acc: 81.786% (8015/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 29s599ms | Loss: 0.546 | Acc: 81.747% (8093/9900) 99/100 [================================================================>] Step: 304ms | Tot: 29s903ms | Loss: 0.547 | Acc: 81.770% (8177/10000) 100/100 + +Epoch: 63 + [>................................................................] Step: 644ms | Tot: 2ms | Loss: 0.413 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 382ms | Tot: 384ms | Loss: 0.439 | Acc: 84.766% (217/256) 2/391 [>................................................................] Step: 376ms | Tot: 760ms | Loss: 0.444 | Acc: 84.896% (326/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s137ms | Loss: 0.434 | Acc: 85.938% (440/512) 4/391 [>................................................................] Step: 372ms | Tot: 1s509ms | Loss: 0.434 | Acc: 85.469% (547/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s871ms | Loss: 0.416 | Acc: 85.547% (657/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s232ms | Loss: 0.420 | Acc: 85.379% (765/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s591ms | Loss: 0.418 | Acc: 85.547% (876/1024) 8/391 [=>...............................................................] Step: 355ms | Tot: 2s946ms | Loss: 0.412 | Acc: 85.851% (989/1152) 9/391 [=>...............................................................] Step: 357ms | Tot: 3s303ms | Loss: 0.408 | Acc: 85.859% (1099/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s667ms | Loss: 0.410 | Acc: 85.866% (1209/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s30ms | Loss: 0.406 | Acc: 86.068% (1322/1536) 12/391 [=>...............................................................] Step: 365ms | Tot: 4s395ms | Loss: 0.403 | Acc: 85.938% (1430/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s757ms | Loss: 0.401 | Acc: 85.826% (1538/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s118ms | Loss: 0.403 | Acc: 85.625% (1644/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s472ms | Loss: 0.399 | Acc: 85.791% (1757/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s834ms | Loss: 0.399 | Acc: 85.938% (1870/2176) 17/391 [==>..............................................................] Step: 363ms | Tot: 6s197ms | Loss: 0.402 | Acc: 85.851% (1978/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s555ms | Loss: 0.406 | Acc: 85.855% (2088/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s910ms | Loss: 0.405 | Acc: 86.055% (2203/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s273ms | Loss: 0.407 | Acc: 85.975% (2311/2688) 21/391 [===>.............................................................] Step: 374ms | Tot: 7s647ms | Loss: 0.406 | Acc: 85.938% (2420/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s11ms | Loss: 0.398 | Acc: 86.311% (2541/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s371ms | Loss: 0.394 | Acc: 86.426% (2655/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s732ms | Loss: 0.392 | Acc: 86.438% (2766/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s95ms | Loss: 0.388 | Acc: 86.599% (2882/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s454ms | Loss: 0.388 | Acc: 86.661% (2995/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s818ms | Loss: 0.388 | Acc: 86.607% (3104/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s189ms | Loss: 0.385 | Acc: 86.719% (3219/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s549ms | Loss: 0.388 | Acc: 86.615% (3326/3840) 30/391 [====>............................................................] Step: 366ms | Tot: 10s915ms | Loss: 0.385 | Acc: 86.744% (3442/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s277ms | Loss: 0.382 | Acc: 86.865% (3558/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s642ms | Loss: 0.381 | Acc: 86.861% (3669/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 12s | Loss: 0.385 | Acc: 86.742% (3775/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s356ms | Loss: 0.384 | Acc: 86.808% (3889/4480) 35/391 [=====>...........................................................] Step: 376ms | Tot: 12s733ms | Loss: 0.383 | Acc: 86.784% (3999/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s100ms | Loss: 0.383 | Acc: 86.740% (4108/4736) 37/391 [======>..........................................................] Step: 355ms | Tot: 13s455ms | Loss: 0.385 | Acc: 86.637% (4214/4864) 38/391 [======>..........................................................] Step: 366ms | Tot: 13s822ms | Loss: 0.384 | Acc: 86.599% (4323/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s185ms | Loss: 0.381 | Acc: 86.719% (4440/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s544ms | Loss: 0.382 | Acc: 86.700% (4550/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 14s903ms | Loss: 0.382 | Acc: 86.644% (4658/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s266ms | Loss: 0.382 | Acc: 86.701% (4772/5504) 43/391 [=======>.........................................................] Step: 369ms | Tot: 15s635ms | Loss: 0.379 | Acc: 86.825% (4890/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 15s999ms | Loss: 0.379 | Acc: 86.858% (5003/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s355ms | Loss: 0.380 | Acc: 86.889% (5116/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s716ms | Loss: 0.380 | Acc: 86.868% (5226/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s84ms | Loss: 0.381 | Acc: 86.816% (5334/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s451ms | Loss: 0.381 | Acc: 86.830% (5446/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s813ms | Loss: 0.380 | Acc: 86.875% (5560/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s173ms | Loss: 0.379 | Acc: 86.918% (5674/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s534ms | Loss: 0.379 | Acc: 86.944% (5787/6656) 52/391 [========>........................................................] Step: 401ms | Tot: 18s935ms | Loss: 0.379 | Acc: 86.925% (5897/6784) 53/391 [========>........................................................] Step: 396ms | Tot: 19s332ms | Loss: 0.380 | Acc: 86.878% (6005/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s692ms | Loss: 0.380 | Acc: 86.861% (6115/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s50ms | Loss: 0.380 | Acc: 86.872% (6227/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s412ms | Loss: 0.379 | Acc: 86.938% (6343/7296) 57/391 [=========>.......................................................] Step: 367ms | Tot: 20s780ms | Loss: 0.377 | Acc: 86.988% (6458/7424) 58/391 [=========>.......................................................] Step: 354ms | Tot: 21s135ms | Loss: 0.377 | Acc: 86.984% (6569/7552) 59/391 [=========>.......................................................] Step: 371ms | Tot: 21s507ms | Loss: 0.377 | Acc: 86.953% (6678/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s870ms | Loss: 0.377 | Acc: 86.834% (6780/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s228ms | Loss: 0.378 | Acc: 86.807% (6889/7936) 62/391 [==========>......................................................] Step: 360ms | Tot: 22s588ms | Loss: 0.380 | Acc: 86.781% (6998/8064) 63/391 [==========>......................................................] Step: 358ms | Tot: 22s947ms | Loss: 0.380 | Acc: 86.755% (7107/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s304ms | Loss: 0.379 | Acc: 86.791% (7221/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s663ms | Loss: 0.380 | Acc: 86.778% (7331/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s27ms | Loss: 0.381 | Acc: 86.765% (7441/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s387ms | Loss: 0.382 | Acc: 86.673% (7544/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s751ms | Loss: 0.382 | Acc: 86.639% (7652/8832) 69/391 [===========>.....................................................] Step: 356ms | Tot: 25s107ms | Loss: 0.384 | Acc: 86.585% (7758/8960) 70/391 [===========>.....................................................] Step: 352ms | Tot: 25s460ms | Loss: 0.384 | Acc: 86.587% (7869/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 25s828ms | Loss: 0.383 | Acc: 86.589% (7980/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s186ms | Loss: 0.383 | Acc: 86.633% (8095/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s547ms | Loss: 0.383 | Acc: 86.603% (8203/9472) 74/391 [============>....................................................] Step: 354ms | Tot: 26s902ms | Loss: 0.383 | Acc: 86.604% (8314/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s268ms | Loss: 0.382 | Acc: 86.606% (8425/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s630ms | Loss: 0.383 | Acc: 86.597% (8535/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 27s990ms | Loss: 0.384 | Acc: 86.579% (8644/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s350ms | Loss: 0.385 | Acc: 86.580% (8755/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s713ms | Loss: 0.386 | Acc: 86.553% (8863/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 29s66ms | Loss: 0.386 | Acc: 86.526% (8971/10368) 81/391 [=============>...................................................] Step: 355ms | Tot: 29s421ms | Loss: 0.387 | Acc: 86.481% (9077/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s783ms | Loss: 0.387 | Acc: 86.465% (9186/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s149ms | Loss: 0.388 | Acc: 86.449% (9295/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 30s511ms | Loss: 0.387 | Acc: 86.498% (9411/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 30s874ms | Loss: 0.387 | Acc: 86.483% (9520/11008) 86/391 [==============>..................................................] Step: 360ms | Tot: 31s234ms | Loss: 0.387 | Acc: 86.476% (9630/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s596ms | Loss: 0.386 | Acc: 86.523% (9746/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 31s955ms | Loss: 0.386 | Acc: 86.552% (9860/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s316ms | Loss: 0.385 | Acc: 86.580% (9974/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s678ms | Loss: 0.387 | Acc: 86.556% (10082/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 33s34ms | Loss: 0.387 | Acc: 86.515% (10188/11776) 92/391 [===============>.................................................] Step: 355ms | Tot: 33s389ms | Loss: 0.388 | Acc: 86.517% (10299/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s754ms | Loss: 0.387 | Acc: 86.577% (10417/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s116ms | Loss: 0.387 | Acc: 86.579% (10528/12160) 95/391 [===============>.................................................] Step: 354ms | Tot: 34s470ms | Loss: 0.388 | Acc: 86.556% (10636/12288) 96/391 [===============>.................................................] Step: 367ms | Tot: 34s838ms | Loss: 0.388 | Acc: 86.550% (10746/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s197ms | Loss: 0.387 | Acc: 86.607% (10864/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s555ms | Loss: 0.387 | Acc: 86.616% (10976/12672) 99/391 [================>................................................] Step: 363ms | Tot: 35s919ms | Loss: 0.387 | Acc: 86.602% (11085/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s281ms | Loss: 0.388 | Acc: 86.564% (11191/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s640ms | Loss: 0.388 | Acc: 86.566% (11302/13056) 102/391 [================>................................................] Step: 367ms | Tot: 37s8ms | Loss: 0.388 | Acc: 86.544% (11410/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s364ms | Loss: 0.388 | Acc: 86.516% (11517/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 37s728ms | Loss: 0.388 | Acc: 86.548% (11632/13440) 105/391 [=================>...............................................] Step: 370ms | Tot: 38s99ms | Loss: 0.389 | Acc: 86.490% (11735/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s455ms | Loss: 0.388 | Acc: 86.507% (11848/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 38s813ms | Loss: 0.389 | Acc: 86.487% (11956/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s174ms | Loss: 0.389 | Acc: 86.475% (12065/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s532ms | Loss: 0.389 | Acc: 86.470% (12175/14080) 110/391 [==================>..............................................] Step: 377ms | Tot: 39s910ms | Loss: 0.388 | Acc: 86.522% (12293/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 40s282ms | Loss: 0.388 | Acc: 86.509% (12402/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s647ms | Loss: 0.389 | Acc: 86.518% (12514/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 41s6ms | Loss: 0.388 | Acc: 86.547% (12629/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s372ms | Loss: 0.388 | Acc: 86.583% (12745/14720) 115/391 [===================>.............................................] Step: 379ms | Tot: 41s751ms | Loss: 0.387 | Acc: 86.598% (12858/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s112ms | Loss: 0.387 | Acc: 86.565% (12964/14976) 117/391 [===================>.............................................] Step: 354ms | Tot: 42s467ms | Loss: 0.389 | Acc: 86.520% (13068/15104) 118/391 [===================>.............................................] Step: 380ms | Tot: 42s847ms | Loss: 0.390 | Acc: 86.489% (13174/15232) 119/391 [===================>.............................................] Step: 373ms | Tot: 43s221ms | Loss: 0.389 | Acc: 86.504% (13287/15360) 120/391 [===================>.............................................] Step: 379ms | Tot: 43s601ms | Loss: 0.389 | Acc: 86.506% (13398/15488) 121/391 [====================>............................................] Step: 368ms | Tot: 43s969ms | Loss: 0.389 | Acc: 86.507% (13509/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 44s330ms | Loss: 0.390 | Acc: 86.439% (13609/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s696ms | Loss: 0.390 | Acc: 86.454% (13722/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s55ms | Loss: 0.390 | Acc: 86.456% (13833/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s414ms | Loss: 0.390 | Acc: 86.458% (13944/16128) 126/391 [====================>............................................] Step: 368ms | Tot: 45s782ms | Loss: 0.390 | Acc: 86.448% (14053/16256) 127/391 [=====================>...........................................] Step: 371ms | Tot: 46s153ms | Loss: 0.390 | Acc: 86.462% (14166/16384) 128/391 [=====================>...........................................] Step: 354ms | Tot: 46s508ms | Loss: 0.391 | Acc: 86.422% (14270/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 46s875ms | Loss: 0.391 | Acc: 86.412% (14379/16640) 130/391 [=====================>...........................................] Step: 355ms | Tot: 47s231ms | Loss: 0.390 | Acc: 86.415% (14490/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 47s587ms | Loss: 0.391 | Acc: 86.405% (14599/16896) 132/391 [=====================>...........................................] Step: 350ms | Tot: 47s937ms | Loss: 0.391 | Acc: 86.384% (14706/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s294ms | Loss: 0.392 | Acc: 86.351% (14811/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s659ms | Loss: 0.392 | Acc: 86.360% (14923/17280) 135/391 [======================>..........................................] Step: 408ms | Tot: 49s68ms | Loss: 0.392 | Acc: 86.334% (15029/17408) 136/391 [======================>..........................................] Step: 381ms | Tot: 49s450ms | Loss: 0.392 | Acc: 86.359% (15144/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s814ms | Loss: 0.391 | Acc: 86.385% (15259/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s179ms | Loss: 0.392 | Acc: 86.365% (15366/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s543ms | Loss: 0.392 | Acc: 86.350% (15474/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 50s913ms | Loss: 0.393 | Acc: 86.342% (15583/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s273ms | Loss: 0.393 | Acc: 86.334% (15692/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s638ms | Loss: 0.394 | Acc: 86.293% (15795/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 51s999ms | Loss: 0.394 | Acc: 86.285% (15904/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 52s356ms | Loss: 0.395 | Acc: 86.250% (16008/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s717ms | Loss: 0.395 | Acc: 86.232% (16115/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s74ms | Loss: 0.396 | Acc: 86.230% (16225/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s439ms | Loss: 0.395 | Acc: 86.249% (16339/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s799ms | Loss: 0.395 | Acc: 86.242% (16448/19072) 149/391 [========================>........................................] Step: 354ms | Tot: 54s154ms | Loss: 0.395 | Acc: 86.250% (16560/19200) 150/391 [========================>........................................] Step: 351ms | Tot: 54s505ms | Loss: 0.395 | Acc: 86.227% (16666/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 54s869ms | Loss: 0.395 | Acc: 86.261% (16783/19456) 152/391 [=========================>.......................................] Step: 355ms | Tot: 55s225ms | Loss: 0.395 | Acc: 86.275% (16896/19584) 153/391 [=========================>.......................................] Step: 353ms | Tot: 55s578ms | Loss: 0.394 | Acc: 86.303% (17012/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 55s947ms | Loss: 0.395 | Acc: 86.280% (17118/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 56s308ms | Loss: 0.396 | Acc: 86.238% (17220/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 56s674ms | Loss: 0.396 | Acc: 86.221% (17327/20096) 157/391 [==========================>......................................] Step: 363ms | Tot: 57s38ms | Loss: 0.396 | Acc: 86.209% (17435/20224) 158/391 [==========================>......................................] Step: 356ms | Tot: 57s395ms | Loss: 0.396 | Acc: 86.227% (17549/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 57s758ms | Loss: 0.396 | Acc: 86.221% (17658/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s122ms | Loss: 0.396 | Acc: 86.229% (17770/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s483ms | Loss: 0.395 | Acc: 86.251% (17885/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 58s842ms | Loss: 0.395 | Acc: 86.244% (17994/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s200ms | Loss: 0.395 | Acc: 86.214% (18098/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 59s561ms | Loss: 0.396 | Acc: 86.212% (18208/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 59s923ms | Loss: 0.396 | Acc: 86.215% (18319/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m282ms | Loss: 0.396 | Acc: 86.209% (18428/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 1m648ms | Loss: 0.396 | Acc: 86.221% (18541/21504) 168/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.396 | Acc: 86.243% (18656/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.396 | Acc: 86.255% (18769/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m1s | Loss: 0.396 | Acc: 86.230% (18874/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.397 | Acc: 86.215% (18981/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.398 | Acc: 86.204% (19089/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.399 | Acc: 86.171% (19192/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.399 | Acc: 86.179% (19304/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.399 | Acc: 86.195% (19418/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.399 | Acc: 86.189% (19527/22656) 177/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.399 | Acc: 86.183% (19636/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.399 | Acc: 86.169% (19743/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.399 | Acc: 86.150% (19849/23040) 180/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.400 | Acc: 86.153% (19960/23168) 181/391 [==============================>..................................] Step: 370ms | Tot: 1m5s | Loss: 0.400 | Acc: 86.144% (20068/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.400 | Acc: 86.151% (20180/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.400 | Acc: 86.133% (20286/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.401 | Acc: 86.111% (20391/23680) 185/391 [==============================>..................................] Step: 353ms | Tot: 1m7s | Loss: 0.401 | Acc: 86.118% (20503/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.400 | Acc: 86.109% (20611/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m7s | Loss: 0.400 | Acc: 86.108% (20721/24064) 188/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.400 | Acc: 86.111% (20832/24192) 189/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.400 | Acc: 86.127% (20946/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.400 | Acc: 86.134% (21058/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.400 | Acc: 86.141% (21170/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.399 | Acc: 86.140% (21280/24704) 193/391 [================================>................................] Step: 354ms | Tot: 1m10s | Loss: 0.399 | Acc: 86.159% (21395/24832) 194/391 [================================>................................] Step: 350ms | Tot: 1m10s | Loss: 0.399 | Acc: 86.150% (21503/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m10s | Loss: 0.399 | Acc: 86.137% (21610/25088) 196/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.400 | Acc: 86.124% (21717/25216) 197/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.400 | Acc: 86.127% (21828/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.399 | Acc: 86.149% (21944/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.399 | Acc: 86.137% (22051/25600) 200/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.399 | Acc: 86.120% (22157/25728) 201/391 [=================================>...............................] Step: 374ms | Tot: 1m12s | Loss: 0.399 | Acc: 86.131% (22270/25856) 202/391 [=================================>...............................] Step: 382ms | Tot: 1m13s | Loss: 0.400 | Acc: 86.111% (22375/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.400 | Acc: 86.098% (22482/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.400 | Acc: 86.117% (22597/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.400 | Acc: 86.127% (22710/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.400 | Acc: 86.126% (22820/26496) 207/391 [==================================>..............................] Step: 379ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.114% (22927/26624) 208/391 [==================================>..............................] Step: 351ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.124% (23040/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.120% (23149/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.401 | Acc: 86.108% (23256/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.400 | Acc: 86.118% (23369/27136) 212/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.400 | Acc: 86.103% (23475/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.401 | Acc: 86.080% (23579/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.400 | Acc: 86.097% (23694/27520) 215/391 [===================================>.............................] Step: 354ms | Tot: 1m18s | Loss: 0.401 | Acc: 86.086% (23801/27648) 216/391 [===================================>.............................] Step: 353ms | Tot: 1m18s | Loss: 0.400 | Acc: 86.100% (23915/27776) 217/391 [====================================>............................] Step: 374ms | Tot: 1m18s | Loss: 0.400 | Acc: 86.084% (24021/27904) 218/391 [====================================>............................] Step: 418ms | Tot: 1m19s | Loss: 0.400 | Acc: 86.084% (24131/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.400 | Acc: 86.076% (24239/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.399 | Acc: 86.104% (24357/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.399 | Acc: 86.110% (24469/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.067% (24567/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.094% (24685/28672) 224/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.399 | Acc: 86.111% (24800/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.090% (24904/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.400 | Acc: 86.079% (25011/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m22s | Loss: 0.400 | Acc: 86.071% (25119/29184) 228/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.400 | Acc: 86.060% (25226/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.056% (25335/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.059% (25446/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.065% (25558/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.401 | Acc: 86.058% (25666/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.400 | Acc: 86.071% (25780/29952) 234/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.400 | Acc: 86.074% (25891/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.400 | Acc: 86.100% (26009/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.399 | Acc: 86.116% (26124/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.399 | Acc: 86.115% (26234/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.078% (26333/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.084% (26445/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.400 | Acc: 86.077% (26553/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.400 | Acc: 86.086% (26666/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.400 | Acc: 86.069% (26771/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.069% (26881/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.078% (26994/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.093% (27109/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.399 | Acc: 86.092% (27219/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.400 | Acc: 86.095% (27330/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.400 | Acc: 86.104% (27443/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.399 | Acc: 86.106% (27554/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.400 | Acc: 86.087% (27658/32128) 251/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.400 | Acc: 86.077% (27765/32256) 252/391 [=========================================>.......................] Step: 353ms | Tot: 1m31s | Loss: 0.400 | Acc: 86.080% (27876/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.400 | Acc: 86.091% (27990/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.400 | Acc: 86.091% (28100/32640) 255/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.401 | Acc: 86.072% (28204/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.401 | Acc: 86.059% (28310/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.043% (28415/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.402 | Acc: 86.028% (28520/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.031% (28631/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.401 | Acc: 86.039% (28744/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.401 | Acc: 86.030% (28851/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.402 | Acc: 86.015% (28956/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.402 | Acc: 86.006% (29063/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.402 | Acc: 86.011% (29175/33920) 265/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.402 | Acc: 85.999% (29281/34048) 266/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.403 | Acc: 85.967% (29380/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.403 | Acc: 85.972% (29492/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.403 | Acc: 85.981% (29605/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.403 | Acc: 85.981% (29715/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.403 | Acc: 85.978% (29824/34688) 271/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.402 | Acc: 86.001% (29942/34816) 272/391 [=============================================>...................] Step: 368ms | Tot: 1m38s | Loss: 0.403 | Acc: 85.992% (30049/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.403 | Acc: 85.980% (30155/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.403 | Acc: 85.963% (30259/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.403 | Acc: 85.966% (30370/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.403 | Acc: 85.977% (30484/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.403 | Acc: 85.968% (30591/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.403 | Acc: 85.963% (30699/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.403 | Acc: 85.979% (30815/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.403 | Acc: 85.982% (30926/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.403 | Acc: 85.968% (31031/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.403 | Acc: 85.982% (31146/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m42s | Loss: 0.403 | Acc: 85.982% (31256/36352) 284/391 [===============================================>.................] Step: 355ms | Tot: 1m42s | Loss: 0.403 | Acc: 85.973% (31363/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.403 | Acc: 85.970% (31472/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.403 | Acc: 85.970% (31582/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.403 | Acc: 85.954% (31686/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.403 | Acc: 85.959% (31798/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m44s | Loss: 0.404 | Acc: 85.954% (31906/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m45s | Loss: 0.404 | Acc: 85.954% (32016/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.403 | Acc: 85.956% (32127/37376) 292/391 [================================================>................] Step: 370ms | Tot: 1m45s | Loss: 0.403 | Acc: 85.972% (32243/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.403 | Acc: 85.964% (32350/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.403 | Acc: 85.980% (32466/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m46s | Loss: 0.403 | Acc: 85.982% (32577/37888) 296/391 [=================================================>...............] Step: 355ms | Tot: 1m47s | Loss: 0.403 | Acc: 85.985% (32688/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.404 | Acc: 85.948% (32784/38144) 298/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.404 | Acc: 85.943% (32892/38272) 299/391 [=================================================>...............] Step: 378ms | Tot: 1m48s | Loss: 0.404 | Acc: 85.932% (32998/38400) 300/391 [=================================================>...............] Step: 397ms | Tot: 1m48s | Loss: 0.404 | Acc: 85.935% (33109/38528) 301/391 [==================================================>..............] Step: 417ms | Tot: 1m49s | Loss: 0.404 | Acc: 85.930% (33217/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.404 | Acc: 85.935% (33329/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.404 | Acc: 85.930% (33437/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.404 | Acc: 85.938% (33550/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.404 | Acc: 85.932% (33658/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.405 | Acc: 85.935% (33769/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.405 | Acc: 85.920% (33873/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.405 | Acc: 85.927% (33986/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.406 | Acc: 85.917% (34092/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.406 | Acc: 85.910% (34199/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.406 | Acc: 85.905% (34307/39936) 312/391 [===================================================>.............] Step: 354ms | Tot: 1m53s | Loss: 0.406 | Acc: 85.900% (34415/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m53s | Loss: 0.406 | Acc: 85.898% (34524/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.406 | Acc: 85.873% (34624/40320) 315/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.407 | Acc: 85.856% (34727/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.407 | Acc: 85.859% (34838/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.407 | Acc: 85.847% (34943/40704) 318/391 [====================================================>............] Step: 351ms | Tot: 1m55s | Loss: 0.408 | Acc: 85.842% (35051/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.408 | Acc: 85.825% (35154/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.408 | Acc: 85.838% (35269/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.408 | Acc: 85.840% (35380/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.408 | Acc: 85.824% (35483/41344) 323/391 [=====================================================>...........] Step: 352ms | Tot: 1m57s | Loss: 0.409 | Acc: 85.800% (35583/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.409 | Acc: 85.786% (35687/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m57s | Loss: 0.410 | Acc: 85.772% (35791/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.410 | Acc: 85.761% (35896/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.409 | Acc: 85.776% (36012/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.410 | Acc: 85.771% (36120/42112) 329/391 [======================================================>..........] Step: 348ms | Tot: 1m59s | Loss: 0.410 | Acc: 85.772% (36230/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.410 | Acc: 85.768% (36338/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m62ms | Loss: 0.410 | Acc: 85.749% (36440/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 2m417ms | Loss: 0.410 | Acc: 85.752% (36551/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m782ms | Loss: 0.410 | Acc: 85.755% (36662/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.410 | Acc: 85.744% (36767/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.410 | Acc: 85.742% (36876/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.410 | Acc: 85.759% (36993/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.410 | Acc: 85.748% (37098/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.410 | Acc: 85.746% (37207/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.410 | Acc: 85.747% (37317/43520) 340/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.411 | Acc: 85.722% (37416/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.411 | Acc: 85.700% (37516/43776) 342/391 [========================================================>........] Step: 355ms | Tot: 2m4s | Loss: 0.412 | Acc: 85.678% (37616/43904) 343/391 [=========================================================>.......] Step: 353ms | Tot: 2m4s | Loss: 0.412 | Acc: 85.679% (37726/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.411 | Acc: 85.691% (37841/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.412 | Acc: 85.685% (37948/44288) 346/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.412 | Acc: 85.688% (38059/44416) 347/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.412 | Acc: 85.673% (38162/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.412 | Acc: 85.662% (38267/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m6s | Loss: 0.412 | Acc: 85.658% (38375/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.412 | Acc: 85.666% (38488/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.412 | Acc: 85.673% (38601/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.412 | Acc: 85.670% (38709/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.412 | Acc: 85.675% (38821/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.413 | Acc: 85.658% (38923/45440) 355/391 [===========================================================>.....] Step: 367ms | Tot: 2m8s | Loss: 0.412 | Acc: 85.665% (39036/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.412 | Acc: 85.681% (39153/45696) 357/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.412 | Acc: 85.673% (39259/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.412 | Acc: 85.665% (39365/45952) 359/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.412 | Acc: 85.666% (39475/46080) 360/391 [===========================================================>.....] Step: 352ms | Tot: 2m10s | Loss: 0.412 | Acc: 85.663% (39583/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m10s | Loss: 0.412 | Acc: 85.661% (39692/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.412 | Acc: 85.675% (39808/46464) 363/391 [============================================================>....] Step: 351ms | Tot: 2m11s | Loss: 0.412 | Acc: 85.674% (39917/46592) 364/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.412 | Acc: 85.670% (40025/46720) 365/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.412 | Acc: 85.669% (40134/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.412 | Acc: 85.669% (40244/46976) 367/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.412 | Acc: 85.668% (40353/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.412 | Acc: 85.671% (40464/47232) 369/391 [=============================================================>...] Step: 375ms | Tot: 2m13s | Loss: 0.413 | Acc: 85.646% (40562/47360) 370/391 [=============================================================>...] Step: 355ms | Tot: 2m14s | Loss: 0.413 | Acc: 85.641% (40669/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.413 | Acc: 85.641% (40779/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.413 | Acc: 85.636% (40886/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.413 | Acc: 85.626% (40991/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.414 | Acc: 85.606% (41091/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.414 | Acc: 85.607% (41201/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.414 | Acc: 85.598% (41306/48256) 377/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.414 | Acc: 85.607% (41420/48384) 378/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.414 | Acc: 85.604% (41528/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.414 | Acc: 85.615% (41643/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m17s | Loss: 0.414 | Acc: 85.622% (41756/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.414 | Acc: 85.616% (41863/48896) 382/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.414 | Acc: 85.621% (41975/49024) 383/391 [===============================================================>.] Step: 396ms | Tot: 2m18s | Loss: 0.414 | Acc: 85.651% (42099/49152) 384/391 [===============================================================>.] Step: 407ms | Tot: 2m19s | Loss: 0.413 | Acc: 85.657% (42212/49280) 385/391 [================================================================>] Step: 370ms | Tot: 2m19s | Loss: 0.413 | Acc: 85.660% (42323/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m19s | Loss: 0.413 | Acc: 85.653% (42429/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.414 | Acc: 85.637% (42531/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.414 | Acc: 85.636% (42640/49792) 389/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.414 | Acc: 85.635% (42749/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m21s | Loss: 0.413 | Acc: 85.640% (42820/50000) 391/391 + [>................................................................] Step: 468ms | Tot: 2ms | Loss: 0.521 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 296ms | Tot: 298ms | Loss: 0.490 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 598ms | Loss: 0.501 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 894ms | Loss: 0.476 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s186ms | Loss: 0.485 | Acc: 83.200% (416/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s487ms | Loss: 0.443 | Acc: 84.167% (505/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s791ms | Loss: 0.445 | Acc: 84.286% (590/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s90ms | Loss: 0.459 | Acc: 83.875% (671/800) 8/100 [=====>...........................................................] Step: 297ms | Tot: 2s387ms | Loss: 0.479 | Acc: 83.000% (747/900) 9/100 [=====>...........................................................] Step: 295ms | Tot: 2s683ms | Loss: 0.464 | Acc: 83.300% (833/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s985ms | Loss: 0.469 | Acc: 83.091% (914/1100) 11/100 [=======>.........................................................] Step: 297ms | Tot: 3s282ms | Loss: 0.475 | Acc: 83.083% (997/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s586ms | Loss: 0.468 | Acc: 83.077% (1080/1300) 13/100 [========>........................................................] Step: 314ms | Tot: 3s901ms | Loss: 0.465 | Acc: 83.357% (1167/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s210ms | Loss: 0.460 | Acc: 83.600% (1254/1500) 15/100 [=========>.......................................................] Step: 298ms | Tot: 4s509ms | Loss: 0.466 | Acc: 83.500% (1336/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s815ms | Loss: 0.465 | Acc: 83.706% (1423/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s128ms | Loss: 0.472 | Acc: 83.611% (1505/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s433ms | Loss: 0.473 | Acc: 83.579% (1588/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s746ms | Loss: 0.488 | Acc: 83.300% (1666/2000) 20/100 [=============>...................................................] Step: 299ms | Tot: 6s46ms | Loss: 0.487 | Acc: 83.333% (1750/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s353ms | Loss: 0.485 | Acc: 83.455% (1836/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s660ms | Loss: 0.490 | Acc: 83.522% (1921/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s964ms | Loss: 0.488 | Acc: 83.583% (2006/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s276ms | Loss: 0.491 | Acc: 83.520% (2088/2500) 25/100 [================>................................................] Step: 296ms | Tot: 7s572ms | Loss: 0.499 | Acc: 83.538% (2172/2600) 26/100 [================>................................................] Step: 315ms | Tot: 7s888ms | Loss: 0.499 | Acc: 83.444% (2253/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s195ms | Loss: 0.498 | Acc: 83.500% (2338/2800) 28/100 [==================>..............................................] Step: 294ms | Tot: 8s490ms | Loss: 0.498 | Acc: 83.483% (2421/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s803ms | Loss: 0.497 | Acc: 83.533% (2506/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s108ms | Loss: 0.499 | Acc: 83.484% (2588/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s410ms | Loss: 0.494 | Acc: 83.625% (2676/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s717ms | Loss: 0.492 | Acc: 83.727% (2763/3300) 33/100 [=====================>...........................................] Step: 295ms | Tot: 10s13ms | Loss: 0.490 | Acc: 83.853% (2851/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s314ms | Loss: 0.492 | Acc: 83.771% (2932/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s618ms | Loss: 0.494 | Acc: 83.778% (3016/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s922ms | Loss: 0.498 | Acc: 83.703% (3097/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s227ms | Loss: 0.500 | Acc: 83.658% (3179/3800) 38/100 [========================>........................................] Step: 295ms | Tot: 11s522ms | Loss: 0.498 | Acc: 83.692% (3264/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s830ms | Loss: 0.495 | Acc: 83.775% (3351/4000) 40/100 [==========================>......................................] Step: 298ms | Tot: 12s128ms | Loss: 0.496 | Acc: 83.805% (3436/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s430ms | Loss: 0.498 | Acc: 83.833% (3521/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s736ms | Loss: 0.495 | Acc: 83.860% (3606/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s38ms | Loss: 0.496 | Acc: 83.932% (3693/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s344ms | Loss: 0.494 | Acc: 83.933% (3777/4500) 45/100 [=============================>...................................] Step: 298ms | Tot: 13s643ms | Loss: 0.492 | Acc: 83.935% (3861/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 13s958ms | Loss: 0.492 | Acc: 83.894% (3943/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s263ms | Loss: 0.494 | Acc: 83.792% (4022/4800) 48/100 [===============================>.................................] Step: 294ms | Tot: 14s558ms | Loss: 0.491 | Acc: 83.796% (4106/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 14s866ms | Loss: 0.493 | Acc: 83.720% (4186/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s173ms | Loss: 0.493 | Acc: 83.706% (4269/5100) 51/100 [=================================>...............................] Step: 298ms | Tot: 15s471ms | Loss: 0.496 | Acc: 83.635% (4349/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s770ms | Loss: 0.496 | Acc: 83.585% (4430/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s73ms | Loss: 0.495 | Acc: 83.611% (4515/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s377ms | Loss: 0.494 | Acc: 83.636% (4600/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s690ms | Loss: 0.495 | Acc: 83.625% (4683/5600) 56/100 [====================================>............................] Step: 297ms | Tot: 16s988ms | Loss: 0.496 | Acc: 83.614% (4766/5700) 57/100 [=====================================>...........................] Step: 300ms | Tot: 17s288ms | Loss: 0.494 | Acc: 83.672% (4853/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s587ms | Loss: 0.495 | Acc: 83.610% (4933/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 17s885ms | Loss: 0.497 | Acc: 83.567% (5014/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s189ms | Loss: 0.498 | Acc: 83.541% (5096/6100) 61/100 [=======================================>.........................] Step: 299ms | Tot: 18s488ms | Loss: 0.499 | Acc: 83.452% (5174/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 18s803ms | Loss: 0.497 | Acc: 83.508% (5261/6300) 63/100 [========================================>........................] Step: 313ms | Tot: 19s117ms | Loss: 0.496 | Acc: 83.578% (5349/6400) 64/100 [=========================================>.......................] Step: 297ms | Tot: 19s414ms | Loss: 0.500 | Acc: 83.462% (5425/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 19s723ms | Loss: 0.499 | Acc: 83.470% (5509/6600) 66/100 [==========================================>......................] Step: 293ms | Tot: 20s17ms | Loss: 0.496 | Acc: 83.582% (5600/6700) 67/100 [===========================================>.....................] Step: 299ms | Tot: 20s317ms | Loss: 0.496 | Acc: 83.603% (5685/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s617ms | Loss: 0.497 | Acc: 83.551% (5765/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 20s925ms | Loss: 0.500 | Acc: 83.500% (5845/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s230ms | Loss: 0.501 | Acc: 83.493% (5928/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s530ms | Loss: 0.500 | Acc: 83.514% (6013/7200) 72/100 [==============================================>..................] Step: 310ms | Tot: 21s841ms | Loss: 0.499 | Acc: 83.534% (6098/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s149ms | Loss: 0.498 | Acc: 83.568% (6184/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s451ms | Loss: 0.500 | Acc: 83.507% (6263/7500) 75/100 [================================================>................] Step: 304ms | Tot: 22s755ms | Loss: 0.501 | Acc: 83.487% (6345/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s60ms | Loss: 0.502 | Acc: 83.403% (6422/7700) 77/100 [==================================================>..............] Step: 298ms | Tot: 23s358ms | Loss: 0.502 | Acc: 83.385% (6504/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s665ms | Loss: 0.502 | Acc: 83.405% (6589/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 23s974ms | Loss: 0.502 | Acc: 83.388% (6671/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s281ms | Loss: 0.501 | Acc: 83.420% (6757/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s585ms | Loss: 0.501 | Acc: 83.341% (6834/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 24s898ms | Loss: 0.500 | Acc: 83.337% (6917/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s198ms | Loss: 0.501 | Acc: 83.262% (6994/8400) 84/100 [======================================================>..........] Step: 295ms | Tot: 25s493ms | Loss: 0.502 | Acc: 83.235% (7075/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 25s800ms | Loss: 0.502 | Acc: 83.244% (7159/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 26s100ms | Loss: 0.503 | Acc: 83.253% (7243/8700) 87/100 [========================================================>........] Step: 297ms | Tot: 26s397ms | Loss: 0.502 | Acc: 83.284% (7329/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s701ms | Loss: 0.503 | Acc: 83.270% (7411/8900) 89/100 [=========================================================>.......] Step: 353ms | Tot: 27s55ms | Loss: 0.503 | Acc: 83.278% (7495/9000) 90/100 [==========================================================>......] Step: 344ms | Tot: 27s399ms | Loss: 0.502 | Acc: 83.297% (7580/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s703ms | Loss: 0.501 | Acc: 83.326% (7666/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s8ms | Loss: 0.502 | Acc: 83.333% (7750/9300) 93/100 [============================================================>....] Step: 317ms | Tot: 28s325ms | Loss: 0.502 | Acc: 83.287% (7829/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s637ms | Loss: 0.501 | Acc: 83.295% (7913/9500) 95/100 [=============================================================>...] Step: 314ms | Tot: 28s951ms | Loss: 0.500 | Acc: 83.344% (8001/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s263ms | Loss: 0.498 | Acc: 83.402% (8090/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s571ms | Loss: 0.499 | Acc: 83.337% (8167/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 29s888ms | Loss: 0.499 | Acc: 83.303% (8247/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s200ms | Loss: 0.500 | Acc: 83.300% (8330/10000) 100/100 + +Epoch: 64 + [>................................................................] Step: 601ms | Tot: 2ms | Loss: 0.488 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 384ms | Tot: 387ms | Loss: 0.420 | Acc: 85.156% (218/256) 2/391 [>................................................................] Step: 374ms | Tot: 762ms | Loss: 0.403 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s129ms | Loss: 0.398 | Acc: 86.523% (443/512) 4/391 [>................................................................] Step: 356ms | Tot: 1s485ms | Loss: 0.386 | Acc: 86.562% (554/640) 5/391 [>................................................................] Step: 355ms | Tot: 1s841ms | Loss: 0.387 | Acc: 86.458% (664/768) 6/391 [>................................................................] Step: 358ms | Tot: 2s199ms | Loss: 0.381 | Acc: 86.719% (777/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s559ms | Loss: 0.398 | Acc: 86.523% (886/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s922ms | Loss: 0.380 | Acc: 87.240% (1005/1152) 9/391 [=>...............................................................] Step: 375ms | Tot: 3s297ms | Loss: 0.391 | Acc: 86.875% (1112/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s662ms | Loss: 0.393 | Acc: 86.577% (1219/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 4s21ms | Loss: 0.390 | Acc: 86.849% (1334/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s387ms | Loss: 0.386 | Acc: 86.839% (1445/1664) 13/391 [==>..............................................................] Step: 354ms | Tot: 4s742ms | Loss: 0.379 | Acc: 87.109% (1561/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s104ms | Loss: 0.375 | Acc: 87.188% (1674/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s462ms | Loss: 0.372 | Acc: 87.256% (1787/2048) 16/391 [==>..............................................................] Step: 355ms | Tot: 5s818ms | Loss: 0.368 | Acc: 87.546% (1905/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s187ms | Loss: 0.366 | Acc: 87.674% (2020/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s551ms | Loss: 0.361 | Acc: 87.911% (2138/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s907ms | Loss: 0.359 | Acc: 88.125% (2256/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s269ms | Loss: 0.355 | Acc: 88.281% (2373/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s630ms | Loss: 0.359 | Acc: 88.175% (2483/2816) 22/391 [===>.............................................................] Step: 372ms | Tot: 8s3ms | Loss: 0.356 | Acc: 88.383% (2602/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s372ms | Loss: 0.359 | Acc: 88.216% (2710/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s730ms | Loss: 0.358 | Acc: 88.250% (2824/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s95ms | Loss: 0.362 | Acc: 88.161% (2934/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s457ms | Loss: 0.358 | Acc: 88.223% (3049/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s824ms | Loss: 0.361 | Acc: 88.225% (3162/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s180ms | Loss: 0.365 | Acc: 88.066% (3269/3712) 29/391 [====>............................................................] Step: 365ms | Tot: 10s545ms | Loss: 0.362 | Acc: 88.203% (3387/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s902ms | Loss: 0.358 | Acc: 88.357% (3506/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s259ms | Loss: 0.360 | Acc: 88.159% (3611/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s624ms | Loss: 0.361 | Acc: 88.163% (3724/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 11s988ms | Loss: 0.359 | Acc: 88.120% (3835/4352) 34/391 [=====>...........................................................] Step: 352ms | Tot: 12s340ms | Loss: 0.359 | Acc: 87.991% (3942/4480) 35/391 [=====>...........................................................] Step: 354ms | Tot: 12s695ms | Loss: 0.361 | Acc: 87.891% (4050/4608) 36/391 [=====>...........................................................] Step: 380ms | Tot: 13s75ms | Loss: 0.360 | Acc: 87.943% (4165/4736) 37/391 [======>..........................................................] Step: 369ms | Tot: 13s445ms | Loss: 0.358 | Acc: 87.993% (4280/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s806ms | Loss: 0.358 | Acc: 88.001% (4393/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s169ms | Loss: 0.357 | Acc: 87.969% (4504/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s527ms | Loss: 0.358 | Acc: 87.919% (4614/5248) 41/391 [======>..........................................................] Step: 353ms | Tot: 14s880ms | Loss: 0.359 | Acc: 87.891% (4725/5376) 42/391 [======>..........................................................] Step: 371ms | Tot: 15s252ms | Loss: 0.358 | Acc: 87.882% (4837/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s608ms | Loss: 0.358 | Acc: 87.837% (4947/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 15s970ms | Loss: 0.361 | Acc: 87.743% (5054/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s332ms | Loss: 0.360 | Acc: 87.806% (5170/5888) 46/391 [=======>.........................................................] Step: 349ms | Tot: 16s682ms | Loss: 0.360 | Acc: 87.749% (5279/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s46ms | Loss: 0.361 | Acc: 87.728% (5390/6144) 48/391 [=======>.........................................................] Step: 350ms | Tot: 17s397ms | Loss: 0.363 | Acc: 87.643% (5497/6272) 49/391 [========>........................................................] Step: 353ms | Tot: 17s750ms | Loss: 0.365 | Acc: 87.656% (5610/6400) 50/391 [========>........................................................] Step: 371ms | Tot: 18s122ms | Loss: 0.363 | Acc: 87.684% (5724/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s485ms | Loss: 0.365 | Acc: 87.620% (5832/6656) 52/391 [========>........................................................] Step: 355ms | Tot: 18s841ms | Loss: 0.366 | Acc: 87.603% (5943/6784) 53/391 [========>........................................................] Step: 355ms | Tot: 19s196ms | Loss: 0.367 | Acc: 87.543% (6051/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s560ms | Loss: 0.367 | Acc: 87.500% (6160/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 19s921ms | Loss: 0.365 | Acc: 87.598% (6279/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s282ms | Loss: 0.366 | Acc: 87.582% (6390/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s644ms | Loss: 0.368 | Acc: 87.581% (6502/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s3ms | Loss: 0.367 | Acc: 87.606% (6616/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s365ms | Loss: 0.368 | Acc: 87.591% (6727/7680) 60/391 [=========>.......................................................] Step: 359ms | Tot: 21s724ms | Loss: 0.369 | Acc: 87.577% (6838/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 22s96ms | Loss: 0.369 | Acc: 87.563% (6949/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s460ms | Loss: 0.369 | Acc: 87.574% (7062/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 22s824ms | Loss: 0.369 | Acc: 87.549% (7172/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s192ms | Loss: 0.369 | Acc: 87.548% (7284/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s556ms | Loss: 0.369 | Acc: 87.500% (7392/8448) 66/391 [==========>......................................................] Step: 350ms | Tot: 23s907ms | Loss: 0.368 | Acc: 87.500% (7504/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s269ms | Loss: 0.367 | Acc: 87.523% (7618/8704) 68/391 [===========>.....................................................] Step: 356ms | Tot: 24s625ms | Loss: 0.366 | Acc: 87.568% (7734/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 24s991ms | Loss: 0.367 | Acc: 87.533% (7843/8960) 70/391 [===========>.....................................................] Step: 353ms | Tot: 25s345ms | Loss: 0.368 | Acc: 87.500% (7952/9088) 71/391 [===========>.....................................................] Step: 353ms | Tot: 25s698ms | Loss: 0.371 | Acc: 87.446% (8059/9216) 72/391 [===========>.....................................................] Step: 386ms | Tot: 26s85ms | Loss: 0.370 | Acc: 87.436% (8170/9344) 73/391 [============>....................................................] Step: 406ms | Tot: 26s491ms | Loss: 0.370 | Acc: 87.394% (8278/9472) 74/391 [============>....................................................] Step: 353ms | Tot: 26s844ms | Loss: 0.371 | Acc: 87.354% (8386/9600) 75/391 [============>....................................................] Step: 356ms | Tot: 27s201ms | Loss: 0.370 | Acc: 87.387% (8501/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s561ms | Loss: 0.371 | Acc: 87.388% (8613/9856) 77/391 [============>....................................................] Step: 368ms | Tot: 27s929ms | Loss: 0.371 | Acc: 87.410% (8727/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s289ms | Loss: 0.371 | Acc: 87.401% (8838/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s651ms | Loss: 0.372 | Acc: 87.354% (8945/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s15ms | Loss: 0.372 | Acc: 87.317% (9053/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s383ms | Loss: 0.373 | Acc: 87.309% (9164/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s743ms | Loss: 0.373 | Acc: 87.302% (9275/10624) 83/391 [=============>...................................................] Step: 372ms | Tot: 30s116ms | Loss: 0.372 | Acc: 87.360% (9393/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s479ms | Loss: 0.372 | Acc: 87.399% (9509/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 30s849ms | Loss: 0.371 | Acc: 87.391% (9620/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s217ms | Loss: 0.371 | Acc: 87.356% (9728/11136) 87/391 [==============>..................................................] Step: 374ms | Tot: 31s591ms | Loss: 0.373 | Acc: 87.314% (9835/11264) 88/391 [==============>..................................................] Step: 368ms | Tot: 31s960ms | Loss: 0.373 | Acc: 87.289% (9944/11392) 89/391 [==============>..................................................] Step: 356ms | Tot: 32s316ms | Loss: 0.374 | Acc: 87.248% (10051/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s678ms | Loss: 0.375 | Acc: 87.200% (10157/11648) 91/391 [===============>.................................................] Step: 369ms | Tot: 33s48ms | Loss: 0.377 | Acc: 87.135% (10261/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s414ms | Loss: 0.377 | Acc: 87.130% (10372/11904) 93/391 [===============>.................................................] Step: 350ms | Tot: 33s765ms | Loss: 0.377 | Acc: 87.143% (10485/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 34s122ms | Loss: 0.375 | Acc: 87.188% (10602/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s483ms | Loss: 0.376 | Acc: 87.150% (10709/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 34s841ms | Loss: 0.376 | Acc: 87.154% (10821/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s202ms | Loss: 0.377 | Acc: 87.085% (10924/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s568ms | Loss: 0.379 | Acc: 87.019% (11027/12672) 99/391 [================>................................................] Step: 364ms | Tot: 35s932ms | Loss: 0.379 | Acc: 87.016% (11138/12800) 100/391 [================>................................................] Step: 355ms | Tot: 36s288ms | Loss: 0.378 | Acc: 87.028% (11251/12928) 101/391 [================>................................................] Step: 358ms | Tot: 36s647ms | Loss: 0.378 | Acc: 87.025% (11362/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s12ms | Loss: 0.379 | Acc: 87.045% (11476/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s367ms | Loss: 0.379 | Acc: 87.057% (11589/13312) 104/391 [=================>...............................................] Step: 358ms | Tot: 37s725ms | Loss: 0.378 | Acc: 87.076% (11703/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s93ms | Loss: 0.378 | Acc: 87.117% (11820/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s456ms | Loss: 0.381 | Acc: 87.055% (11923/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 38s819ms | Loss: 0.380 | Acc: 87.066% (12036/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s179ms | Loss: 0.381 | Acc: 87.020% (12141/13952) 109/391 [==================>..............................................] Step: 352ms | Tot: 39s532ms | Loss: 0.383 | Acc: 86.974% (12246/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 39s890ms | Loss: 0.384 | Acc: 86.944% (12353/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s251ms | Loss: 0.383 | Acc: 86.942% (12464/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s615ms | Loss: 0.383 | Acc: 86.940% (12575/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 40s977ms | Loss: 0.384 | Acc: 86.897% (12680/14592) 114/391 [==================>..............................................] Step: 354ms | Tot: 41s332ms | Loss: 0.384 | Acc: 86.875% (12788/14720) 115/391 [===================>.............................................] Step: 350ms | Tot: 41s682ms | Loss: 0.384 | Acc: 86.880% (12900/14848) 116/391 [===================>.............................................] Step: 364ms | Tot: 42s47ms | Loss: 0.385 | Acc: 86.866% (13009/14976) 117/391 [===================>.............................................] Step: 366ms | Tot: 42s413ms | Loss: 0.385 | Acc: 86.851% (13118/15104) 118/391 [===================>.............................................] Step: 357ms | Tot: 42s771ms | Loss: 0.386 | Acc: 86.824% (13225/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 43s143ms | Loss: 0.386 | Acc: 86.849% (13340/15360) 120/391 [===================>.............................................] Step: 374ms | Tot: 43s517ms | Loss: 0.386 | Acc: 86.829% (13448/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 43s872ms | Loss: 0.387 | Acc: 86.789% (13553/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s231ms | Loss: 0.388 | Acc: 86.757% (13659/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s591ms | Loss: 0.388 | Acc: 86.738% (13767/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 44s950ms | Loss: 0.389 | Acc: 86.681% (13869/16000) 125/391 [====================>............................................] Step: 350ms | Tot: 45s300ms | Loss: 0.390 | Acc: 86.644% (13974/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 45s663ms | Loss: 0.390 | Acc: 86.645% (14085/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 46s31ms | Loss: 0.390 | Acc: 86.652% (14197/16384) 128/391 [=====================>...........................................] Step: 355ms | Tot: 46s386ms | Loss: 0.390 | Acc: 86.664% (14310/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s750ms | Loss: 0.391 | Acc: 86.665% (14421/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s109ms | Loss: 0.391 | Acc: 86.647% (14529/16768) 131/391 [=====================>...........................................] Step: 357ms | Tot: 47s467ms | Loss: 0.391 | Acc: 86.648% (14640/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 47s832ms | Loss: 0.391 | Acc: 86.678% (14756/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 48s200ms | Loss: 0.391 | Acc: 86.660% (14864/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s566ms | Loss: 0.391 | Acc: 86.620% (14968/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 48s930ms | Loss: 0.391 | Acc: 86.621% (15079/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s292ms | Loss: 0.392 | Acc: 86.605% (15187/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 49s652ms | Loss: 0.392 | Acc: 86.589% (15295/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s16ms | Loss: 0.392 | Acc: 86.578% (15404/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 50s374ms | Loss: 0.392 | Acc: 86.574% (15514/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 50s729ms | Loss: 0.392 | Acc: 86.580% (15626/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 51s86ms | Loss: 0.392 | Acc: 86.576% (15736/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 51s451ms | Loss: 0.393 | Acc: 86.571% (15846/18304) 143/391 [=======================>.........................................] Step: 380ms | Tot: 51s832ms | Loss: 0.393 | Acc: 86.567% (15956/18432) 144/391 [=======================>.........................................] Step: 370ms | Tot: 52s202ms | Loss: 0.393 | Acc: 86.557% (16065/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s564ms | Loss: 0.394 | Acc: 86.553% (16175/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 52s924ms | Loss: 0.394 | Acc: 86.543% (16284/18816) 147/391 [========================>........................................] Step: 368ms | Tot: 53s292ms | Loss: 0.395 | Acc: 86.518% (16390/18944) 148/391 [========================>........................................] Step: 368ms | Tot: 53s661ms | Loss: 0.396 | Acc: 86.478% (16493/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s23ms | Loss: 0.396 | Acc: 86.495% (16607/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 54s388ms | Loss: 0.396 | Acc: 86.486% (16716/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 54s745ms | Loss: 0.395 | Acc: 86.508% (16831/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s107ms | Loss: 0.395 | Acc: 86.504% (16941/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s472ms | Loss: 0.395 | Acc: 86.506% (17052/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 55s835ms | Loss: 0.394 | Acc: 86.537% (17169/19840) 155/391 [=========================>.......................................] Step: 392ms | Tot: 56s228ms | Loss: 0.395 | Acc: 86.528% (17278/19968) 156/391 [=========================>.......................................] Step: 387ms | Tot: 56s616ms | Loss: 0.395 | Acc: 86.500% (17383/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 56s977ms | Loss: 0.396 | Acc: 86.481% (17490/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s336ms | Loss: 0.396 | Acc: 86.453% (17595/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 57s693ms | Loss: 0.396 | Acc: 86.440% (17703/20480) 160/391 [==========================>......................................] Step: 375ms | Tot: 58s68ms | Loss: 0.396 | Acc: 86.428% (17811/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 58s434ms | Loss: 0.396 | Acc: 86.444% (17925/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 58s800ms | Loss: 0.395 | Acc: 86.470% (18041/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s164ms | Loss: 0.395 | Acc: 86.481% (18154/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s519ms | Loss: 0.396 | Acc: 86.473% (18263/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 59s883ms | Loss: 0.396 | Acc: 86.465% (18372/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m246ms | Loss: 0.396 | Acc: 86.471% (18484/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 1m602ms | Loss: 0.396 | Acc: 86.463% (18593/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m970ms | Loss: 0.396 | Acc: 86.446% (18700/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.396 | Acc: 86.438% (18809/21760) 170/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.397 | Acc: 86.408% (18913/21888) 171/391 [============================>....................................] Step: 377ms | Tot: 1m2s | Loss: 0.398 | Acc: 86.396% (19021/22016) 172/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.398 | Acc: 86.385% (19129/22144) 173/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.397 | Acc: 86.413% (19246/22272) 174/391 [============================>....................................] Step: 376ms | Tot: 1m3s | Loss: 0.398 | Acc: 86.384% (19350/22400) 175/391 [=============================>...................................] Step: 371ms | Tot: 1m3s | Loss: 0.398 | Acc: 86.386% (19461/22528) 176/391 [=============================>...................................] Step: 370ms | Tot: 1m3s | Loss: 0.398 | Acc: 86.366% (19567/22656) 177/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.398 | Acc: 86.354% (19675/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.398 | Acc: 86.378% (19791/22912) 179/391 [=============================>...................................] Step: 377ms | Tot: 1m5s | Loss: 0.399 | Acc: 86.345% (19894/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.360% (20008/23168) 181/391 [==============================>..................................] Step: 354ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.375% (20122/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.398 | Acc: 86.381% (20234/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.397 | Acc: 86.396% (20348/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.398 | Acc: 86.389% (20457/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.370% (20563/23808) 186/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.393% (20679/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.378% (20786/24064) 188/391 [===============================>.................................] Step: 371ms | Tot: 1m8s | Loss: 0.398 | Acc: 86.409% (20904/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.398 | Acc: 86.406% (21014/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.398 | Acc: 86.375% (21117/24448) 191/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.398 | Acc: 86.389% (21231/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.398 | Acc: 86.354% (21333/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.398 | Acc: 86.368% (21447/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.398 | Acc: 86.354% (21554/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.398 | Acc: 86.356% (21665/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.398 | Acc: 86.374% (21780/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.399 | Acc: 86.368% (21889/25344) 198/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.399 | Acc: 86.361% (21998/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.400 | Acc: 86.336% (22102/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.399 | Acc: 86.361% (22219/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.400 | Acc: 86.344% (22325/25856) 202/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.400 | Acc: 86.342% (22435/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.400 | Acc: 86.336% (22544/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.400 | Acc: 86.334% (22654/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.400 | Acc: 86.355% (22770/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.401 | Acc: 86.334% (22875/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.401 | Acc: 86.358% (22992/26624) 208/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.360% (23103/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.362% (23214/26880) 210/391 [==================================>..............................] Step: 354ms | Tot: 1m16s | Loss: 0.400 | Acc: 86.374% (23328/27008) 211/391 [===================================>.............................] Step: 367ms | Tot: 1m16s | Loss: 0.399 | Acc: 86.387% (23442/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.400 | Acc: 86.359% (23545/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.400 | Acc: 86.365% (23657/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.399 | Acc: 86.374% (23770/27520) 215/391 [===================================>.............................] Step: 371ms | Tot: 1m18s | Loss: 0.399 | Acc: 86.372% (23880/27648) 216/391 [===================================>.............................] Step: 379ms | Tot: 1m18s | Loss: 0.400 | Acc: 86.355% (23986/27776) 217/391 [====================================>............................] Step: 371ms | Tot: 1m18s | Loss: 0.399 | Acc: 86.371% (24101/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.400 | Acc: 86.348% (24205/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.400 | Acc: 86.346% (24315/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.400 | Acc: 86.337% (24423/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.356% (24539/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.351% (24648/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.353% (24759/28672) 224/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.340% (24866/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.349% (24979/28928) 226/391 [=====================================>...........................] Step: 387ms | Tot: 1m22s | Loss: 0.400 | Acc: 86.337% (25086/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.400 | Acc: 86.342% (25198/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.400 | Acc: 86.340% (25308/29312) 229/391 [======================================>..........................] Step: 372ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.332% (25416/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.323% (25524/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.311% (25631/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.401 | Acc: 86.286% (25734/29824) 233/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.401 | Acc: 86.281% (25843/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.401 | Acc: 86.283% (25954/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.401 | Acc: 86.285% (26065/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.401 | Acc: 86.280% (26174/30336) 237/391 [=======================================>.........................] Step: 391ms | Tot: 1m26s | Loss: 0.401 | Acc: 86.285% (26286/30464) 238/391 [=======================================>.........................] Step: 414ms | Tot: 1m26s | Loss: 0.401 | Acc: 86.274% (26393/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.401 | Acc: 86.292% (26509/30720) 240/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.401 | Acc: 86.307% (26624/30848) 241/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.401 | Acc: 86.318% (26738/30976) 242/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.401 | Acc: 86.314% (26847/31104) 243/391 [========================================>........................] Step: 376ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.341% (26966/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.355% (27081/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.400 | Acc: 86.376% (27198/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.400 | Acc: 86.377% (27309/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.400 | Acc: 86.379% (27420/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.400 | Acc: 86.349% (27521/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.400 | Acc: 86.347% (27631/32000) 250/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.401 | Acc: 86.308% (27729/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.401 | Acc: 86.310% (27840/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.401 | Acc: 86.299% (27947/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.401 | Acc: 86.297% (28057/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.401 | Acc: 86.302% (28169/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.402 | Acc: 86.285% (28274/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.296% (28388/32896) 257/391 [==========================================>......................] Step: 373ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.289% (28496/33024) 258/391 [==========================================>......................] Step: 351ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.293% (28608/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.402 | Acc: 86.283% (28715/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.402 | Acc: 86.273% (28822/33408) 261/391 [===========================================>.....................] Step: 382ms | Tot: 1m34s | Loss: 0.402 | Acc: 86.257% (28927/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.403 | Acc: 86.240% (29032/33664) 263/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.403 | Acc: 86.230% (29139/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.403 | Acc: 86.212% (29243/33920) 265/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.403 | Acc: 86.225% (29358/34048) 266/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.207% (29462/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.188% (29566/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.202% (29681/34432) 269/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.198% (29790/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.194% (29899/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.199% (30011/34816) 272/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.189% (30118/34944) 273/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.180% (30225/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.405 | Acc: 86.162% (30329/35200) 275/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.405 | Acc: 86.167% (30441/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.405 | Acc: 86.174% (30554/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.405 | Acc: 86.185% (30668/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.190% (30780/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.180% (30887/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.179% (30997/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.405 | Acc: 86.176% (31106/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.405 | Acc: 86.161% (31211/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.405 | Acc: 86.169% (31324/36352) 284/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.405 | Acc: 86.154% (31429/36480) 285/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.405 | Acc: 86.153% (31539/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.405 | Acc: 86.136% (31643/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.405 | Acc: 86.152% (31759/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.405 | Acc: 86.146% (31867/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.142% (31976/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.147% (32088/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.406 | Acc: 86.133% (32193/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.406 | Acc: 86.121% (32299/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.142% (32417/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.149% (32530/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.406 | Acc: 86.146% (32639/37888) 296/391 [=================================================>...............] Step: 372ms | Tot: 1m47s | Loss: 0.406 | Acc: 86.140% (32747/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.406 | Acc: 86.139% (32857/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.406 | Acc: 86.147% (32970/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.406 | Acc: 86.135% (33076/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.406 | Acc: 86.130% (33184/38528) 301/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.406 | Acc: 86.126% (33293/38656) 302/391 [==================================================>..............] Step: 353ms | Tot: 1m49s | Loss: 0.407 | Acc: 86.110% (33397/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.407 | Acc: 86.105% (33505/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.406 | Acc: 86.114% (33619/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.406 | Acc: 86.114% (33729/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.407 | Acc: 86.103% (33835/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.407 | Acc: 86.100% (33944/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.407 | Acc: 86.094% (34052/39552) 309/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.406 | Acc: 86.109% (34168/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.406 | Acc: 86.113% (34280/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.406 | Acc: 86.108% (34388/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.406 | Acc: 86.110% (34499/40064) 313/391 [====================================================>............] Step: 373ms | Tot: 1m53s | Loss: 0.406 | Acc: 86.114% (34611/40192) 314/391 [====================================================>............] Step: 380ms | Tot: 1m54s | Loss: 0.406 | Acc: 86.109% (34719/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.407 | Acc: 86.098% (34825/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.406 | Acc: 86.095% (34934/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.406 | Acc: 86.109% (35050/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.406 | Acc: 86.116% (35163/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.406 | Acc: 86.118% (35274/40960) 320/391 [=====================================================>...........] Step: 416ms | Tot: 1m56s | Loss: 0.406 | Acc: 86.118% (35384/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.406 | Acc: 86.112% (35492/41216) 322/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.406 | Acc: 86.129% (35609/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.406 | Acc: 86.123% (35717/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.406 | Acc: 86.123% (35827/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.406 | Acc: 86.136% (35943/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.153% (36060/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.145% (36167/41984) 328/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.405 | Acc: 86.142% (36276/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.405 | Acc: 86.139% (36385/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m17ms | Loss: 0.406 | Acc: 86.119% (36487/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 2m381ms | Loss: 0.405 | Acc: 86.123% (36599/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m750ms | Loss: 0.406 | Acc: 86.120% (36708/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.134% (36824/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.138% (36936/42880) 335/391 [=======================================================>.........] Step: 353ms | Tot: 2m1s | Loss: 0.406 | Acc: 86.124% (37040/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.406 | Acc: 86.123% (37150/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.406 | Acc: 86.122% (37260/43264) 338/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.406 | Acc: 86.115% (37367/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.406 | Acc: 86.124% (37481/43520) 340/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.406 | Acc: 86.121% (37590/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.125% (37702/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.133% (37816/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.406 | Acc: 86.119% (37920/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.406 | Acc: 86.112% (38027/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.406 | Acc: 86.114% (38138/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.406 | Acc: 86.113% (38248/44416) 347/391 [=========================================================>.......] Step: 355ms | Tot: 2m6s | Loss: 0.406 | Acc: 86.113% (38358/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.406 | Acc: 86.108% (38466/44672) 349/391 [==========================================================>......] Step: 369ms | Tot: 2m6s | Loss: 0.406 | Acc: 86.109% (38577/44800) 350/391 [==========================================================>......] Step: 368ms | Tot: 2m7s | Loss: 0.406 | Acc: 86.107% (38686/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.406 | Acc: 86.088% (38788/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.406 | Acc: 86.092% (38900/45184) 353/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.406 | Acc: 86.092% (39010/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.406 | Acc: 86.114% (39130/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.406 | Acc: 86.120% (39243/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.405 | Acc: 86.132% (39359/45696) 357/391 [===========================================================>.....] Step: 354ms | Tot: 2m9s | Loss: 0.405 | Acc: 86.132% (39469/45824) 358/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.406 | Acc: 86.120% (39574/45952) 359/391 [===========================================================>.....] Step: 380ms | Tot: 2m10s | Loss: 0.407 | Acc: 86.105% (39677/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.407 | Acc: 86.108% (39789/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.407 | Acc: 86.106% (39898/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.407 | Acc: 86.105% (40008/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.407 | Acc: 86.111% (40121/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.407 | Acc: 86.100% (40226/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.407 | Acc: 86.113% (40342/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m13s | Loss: 0.407 | Acc: 86.125% (40458/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.407 | Acc: 86.129% (40570/47104) 368/391 [=============================================================>...] Step: 372ms | Tot: 2m13s | Loss: 0.406 | Acc: 86.132% (40682/47232) 369/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.407 | Acc: 86.115% (40784/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.407 | Acc: 86.110% (40892/47488) 371/391 [=============================================================>...] Step: 355ms | Tot: 2m14s | Loss: 0.408 | Acc: 86.101% (40998/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.408 | Acc: 86.097% (41106/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.408 | Acc: 86.080% (41208/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m15s | Loss: 0.408 | Acc: 86.083% (41320/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.408 | Acc: 86.070% (41424/48128) 376/391 [==============================================================>..] Step: 351ms | Tot: 2m16s | Loss: 0.408 | Acc: 86.078% (41538/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.408 | Acc: 86.074% (41646/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.409 | Acc: 86.061% (41750/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m17s | Loss: 0.409 | Acc: 86.059% (41859/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.409 | Acc: 86.038% (41959/48768) 381/391 [===============================================================>.] Step: 355ms | Tot: 2m18s | Loss: 0.409 | Acc: 86.036% (42068/48896) 382/391 [===============================================================>.] Step: 373ms | Tot: 2m18s | Loss: 0.410 | Acc: 86.035% (42178/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.410 | Acc: 86.029% (42285/49152) 384/391 [===============================================================>.] Step: 395ms | Tot: 2m19s | Loss: 0.410 | Acc: 86.025% (42393/49280) 385/391 [================================================================>] Step: 393ms | Tot: 2m20s | Loss: 0.410 | Acc: 86.023% (42502/49408) 386/391 [================================================================>] Step: 372ms | Tot: 2m20s | Loss: 0.411 | Acc: 86.010% (42606/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.411 | Acc: 86.000% (42711/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.411 | Acc: 85.976% (42809/49792) 389/391 [================================================================>] Step: 348ms | Tot: 2m21s | Loss: 0.411 | Acc: 85.972% (42917/49920) 390/391 [================================================================>] Step: 331ms | Tot: 2m21s | Loss: 0.412 | Acc: 85.966% (42983/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 2ms | Loss: 0.588 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 308ms | Tot: 310ms | Loss: 0.537 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 288ms | Tot: 599ms | Loss: 0.496 | Acc: 82.667% (248/300) 3/100 [=>...............................................................] Step: 281ms | Tot: 881ms | Loss: 0.492 | Acc: 83.000% (332/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s176ms | Loss: 0.508 | Acc: 82.400% (412/500) 5/100 [===>.............................................................] Step: 286ms | Tot: 1s463ms | Loss: 0.478 | Acc: 83.667% (502/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s759ms | Loss: 0.486 | Acc: 83.429% (584/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s62ms | Loss: 0.511 | Acc: 83.000% (664/800) 8/100 [=====>...........................................................] Step: 298ms | Tot: 2s360ms | Loss: 0.517 | Acc: 82.444% (742/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s660ms | Loss: 0.516 | Acc: 82.500% (825/1000) 10/100 [======>..........................................................] Step: 294ms | Tot: 2s954ms | Loss: 0.526 | Acc: 82.364% (906/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s254ms | Loss: 0.524 | Acc: 82.417% (989/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s554ms | Loss: 0.511 | Acc: 82.692% (1075/1300) 13/100 [========>........................................................] Step: 336ms | Tot: 3s890ms | Loss: 0.508 | Acc: 82.929% (1161/1400) 14/100 [=========>.......................................................] Step: 342ms | Tot: 4s233ms | Loss: 0.501 | Acc: 83.333% (1250/1500) 15/100 [=========>.......................................................] Step: 296ms | Tot: 4s529ms | Loss: 0.511 | Acc: 83.062% (1329/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s839ms | Loss: 0.511 | Acc: 83.118% (1413/1700) 17/100 [===========>.....................................................] Step: 291ms | Tot: 5s130ms | Loss: 0.510 | Acc: 83.111% (1496/1800) 18/100 [===========>.....................................................] Step: 293ms | Tot: 5s423ms | Loss: 0.519 | Acc: 82.789% (1573/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s723ms | Loss: 0.529 | Acc: 82.600% (1652/2000) 20/100 [=============>...................................................] Step: 294ms | Tot: 6s17ms | Loss: 0.531 | Acc: 82.429% (1731/2100) 21/100 [=============>...................................................] Step: 298ms | Tot: 6s316ms | Loss: 0.532 | Acc: 82.409% (1813/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s629ms | Loss: 0.534 | Acc: 82.435% (1896/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s931ms | Loss: 0.537 | Acc: 82.208% (1973/2400) 24/100 [===============>.................................................] Step: 298ms | Tot: 7s229ms | Loss: 0.539 | Acc: 82.040% (2051/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s530ms | Loss: 0.545 | Acc: 81.923% (2130/2600) 26/100 [================>................................................] Step: 299ms | Tot: 7s829ms | Loss: 0.542 | Acc: 82.111% (2217/2700) 27/100 [=================>...............................................] Step: 313ms | Tot: 8s142ms | Loss: 0.536 | Acc: 82.357% (2306/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s446ms | Loss: 0.535 | Acc: 82.345% (2388/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s747ms | Loss: 0.531 | Acc: 82.467% (2474/3000) 30/100 [===================>.............................................] Step: 298ms | Tot: 9s45ms | Loss: 0.530 | Acc: 82.419% (2555/3100) 31/100 [====================>............................................] Step: 297ms | Tot: 9s343ms | Loss: 0.525 | Acc: 82.594% (2643/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s645ms | Loss: 0.525 | Acc: 82.576% (2725/3300) 33/100 [=====================>...........................................] Step: 297ms | Tot: 9s942ms | Loss: 0.525 | Acc: 82.500% (2805/3400) 34/100 [======================>..........................................] Step: 299ms | Tot: 10s242ms | Loss: 0.525 | Acc: 82.514% (2888/3500) 35/100 [======================>..........................................] Step: 294ms | Tot: 10s536ms | Loss: 0.524 | Acc: 82.556% (2972/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s838ms | Loss: 0.528 | Acc: 82.405% (3049/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s139ms | Loss: 0.530 | Acc: 82.289% (3127/3800) 38/100 [========================>........................................] Step: 296ms | Tot: 11s435ms | Loss: 0.529 | Acc: 82.333% (3211/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s734ms | Loss: 0.529 | Acc: 82.350% (3294/4000) 40/100 [==========================>......................................] Step: 297ms | Tot: 12s31ms | Loss: 0.526 | Acc: 82.439% (3380/4100) 41/100 [==========================>......................................] Step: 298ms | Tot: 12s329ms | Loss: 0.527 | Acc: 82.429% (3462/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s635ms | Loss: 0.525 | Acc: 82.465% (3546/4300) 43/100 [===========================>.....................................] Step: 297ms | Tot: 12s932ms | Loss: 0.525 | Acc: 82.523% (3631/4400) 44/100 [============================>....................................] Step: 296ms | Tot: 13s229ms | Loss: 0.525 | Acc: 82.511% (3713/4500) 45/100 [=============================>...................................] Step: 295ms | Tot: 13s525ms | Loss: 0.523 | Acc: 82.500% (3795/4600) 46/100 [=============================>...................................] Step: 297ms | Tot: 13s822ms | Loss: 0.520 | Acc: 82.553% (3880/4700) 47/100 [==============================>..................................] Step: 294ms | Tot: 14s117ms | Loss: 0.522 | Acc: 82.479% (3959/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s415ms | Loss: 0.519 | Acc: 82.571% (4046/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 14s716ms | Loss: 0.520 | Acc: 82.580% (4129/5000) 50/100 [================================>................................] Step: 295ms | Tot: 15s12ms | Loss: 0.518 | Acc: 82.627% (4214/5100) 51/100 [=================================>...............................] Step: 296ms | Tot: 15s309ms | Loss: 0.519 | Acc: 82.615% (4296/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s612ms | Loss: 0.519 | Acc: 82.547% (4375/5300) 53/100 [==================================>..............................] Step: 296ms | Tot: 15s908ms | Loss: 0.521 | Acc: 82.481% (4454/5400) 54/100 [===================================>.............................] Step: 293ms | Tot: 16s202ms | Loss: 0.520 | Acc: 82.436% (4534/5500) 55/100 [===================================>.............................] Step: 295ms | Tot: 16s497ms | Loss: 0.523 | Acc: 82.339% (4611/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 16s799ms | Loss: 0.525 | Acc: 82.298% (4691/5700) 57/100 [=====================================>...........................] Step: 297ms | Tot: 17s97ms | Loss: 0.524 | Acc: 82.345% (4776/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s398ms | Loss: 0.526 | Acc: 82.186% (4849/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 17s706ms | Loss: 0.527 | Acc: 82.217% (4933/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s5ms | Loss: 0.528 | Acc: 82.164% (5012/6100) 61/100 [=======================================>.........................] Step: 297ms | Tot: 18s302ms | Loss: 0.527 | Acc: 82.113% (5091/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s609ms | Loss: 0.527 | Acc: 82.095% (5172/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 18s909ms | Loss: 0.525 | Acc: 82.172% (5259/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s215ms | Loss: 0.527 | Acc: 82.185% (5342/6500) 65/100 [==========================================>......................] Step: 300ms | Tot: 19s516ms | Loss: 0.530 | Acc: 82.152% (5422/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 19s818ms | Loss: 0.528 | Acc: 82.194% (5507/6700) 67/100 [===========================================>.....................] Step: 293ms | Tot: 20s111ms | Loss: 0.530 | Acc: 82.162% (5587/6800) 68/100 [============================================>....................] Step: 294ms | Tot: 20s406ms | Loss: 0.529 | Acc: 82.174% (5670/6900) 69/100 [============================================>....................] Step: 300ms | Tot: 20s706ms | Loss: 0.529 | Acc: 82.100% (5747/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s8ms | Loss: 0.529 | Acc: 82.141% (5832/7100) 71/100 [==============================================>..................] Step: 292ms | Tot: 21s300ms | Loss: 0.527 | Acc: 82.194% (5918/7200) 72/100 [==============================================>..................] Step: 297ms | Tot: 21s598ms | Loss: 0.526 | Acc: 82.247% (6004/7300) 73/100 [===============================================>.................] Step: 293ms | Tot: 21s891ms | Loss: 0.525 | Acc: 82.311% (6091/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s195ms | Loss: 0.526 | Acc: 82.227% (6167/7500) 75/100 [================================================>................] Step: 296ms | Tot: 22s492ms | Loss: 0.526 | Acc: 82.224% (6249/7600) 76/100 [=================================================>...............] Step: 297ms | Tot: 22s789ms | Loss: 0.526 | Acc: 82.221% (6331/7700) 77/100 [==================================================>..............] Step: 294ms | Tot: 23s83ms | Loss: 0.526 | Acc: 82.256% (6416/7800) 78/100 [==================================================>..............] Step: 298ms | Tot: 23s382ms | Loss: 0.526 | Acc: 82.278% (6500/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 23s682ms | Loss: 0.528 | Acc: 82.263% (6581/8000) 80/100 [====================================================>............] Step: 295ms | Tot: 23s978ms | Loss: 0.525 | Acc: 82.358% (6671/8100) 81/100 [====================================================>............] Step: 295ms | Tot: 24s273ms | Loss: 0.524 | Acc: 82.427% (6759/8200) 82/100 [=====================================================>...........] Step: 296ms | Tot: 24s569ms | Loss: 0.523 | Acc: 82.494% (6847/8300) 83/100 [=====================================================>...........] Step: 295ms | Tot: 24s865ms | Loss: 0.523 | Acc: 82.524% (6932/8400) 84/100 [======================================================>..........] Step: 295ms | Tot: 25s160ms | Loss: 0.525 | Acc: 82.412% (7005/8500) 85/100 [=======================================================>.........] Step: 293ms | Tot: 25s454ms | Loss: 0.526 | Acc: 82.360% (7083/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 25s752ms | Loss: 0.526 | Acc: 82.368% (7166/8700) 87/100 [========================================================>........] Step: 296ms | Tot: 26s49ms | Loss: 0.527 | Acc: 82.341% (7246/8800) 88/100 [=========================================================>.......] Step: 296ms | Tot: 26s346ms | Loss: 0.526 | Acc: 82.360% (7330/8900) 89/100 [=========================================================>.......] Step: 297ms | Tot: 26s643ms | Loss: 0.527 | Acc: 82.333% (7410/9000) 90/100 [==========================================================>......] Step: 291ms | Tot: 26s935ms | Loss: 0.527 | Acc: 82.264% (7486/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s232ms | Loss: 0.525 | Acc: 82.359% (7577/9200) 92/100 [===========================================================>.....] Step: 292ms | Tot: 27s524ms | Loss: 0.525 | Acc: 82.333% (7657/9300) 93/100 [============================================================>....] Step: 297ms | Tot: 27s822ms | Loss: 0.524 | Acc: 82.340% (7740/9400) 94/100 [=============================================================>...] Step: 297ms | Tot: 28s119ms | Loss: 0.525 | Acc: 82.305% (7819/9500) 95/100 [=============================================================>...] Step: 294ms | Tot: 28s413ms | Loss: 0.524 | Acc: 82.333% (7904/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 28s717ms | Loss: 0.523 | Acc: 82.381% (7991/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s16ms | Loss: 0.524 | Acc: 82.327% (8068/9800) 98/100 [===============================================================>.] Step: 302ms | Tot: 29s319ms | Loss: 0.526 | Acc: 82.303% (8148/9900) 99/100 [================================================================>] Step: 299ms | Tot: 29s618ms | Loss: 0.526 | Acc: 82.270% (8227/10000) 100/100 + +Epoch: 65 + [>................................................................] Step: 573ms | Tot: 2ms | Loss: 0.374 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 402ms | Tot: 404ms | Loss: 0.359 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 368ms | Tot: 773ms | Loss: 0.370 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 360ms | Tot: 1s134ms | Loss: 0.402 | Acc: 85.547% (438/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s497ms | Loss: 0.379 | Acc: 86.719% (555/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s868ms | Loss: 0.384 | Acc: 85.677% (658/768) 6/391 [>................................................................] Step: 358ms | Tot: 2s227ms | Loss: 0.389 | Acc: 85.714% (768/896) 7/391 [=>...............................................................] Step: 354ms | Tot: 2s581ms | Loss: 0.393 | Acc: 85.742% (878/1024) 8/391 [=>...............................................................] Step: 348ms | Tot: 2s930ms | Loss: 0.409 | Acc: 85.417% (984/1152) 9/391 [=>...............................................................] Step: 349ms | Tot: 3s280ms | Loss: 0.406 | Acc: 85.391% (1093/1280) 10/391 [=>...............................................................] Step: 392ms | Tot: 3s672ms | Loss: 0.404 | Acc: 85.653% (1206/1408) 11/391 [=>...............................................................] Step: 415ms | Tot: 4s88ms | Loss: 0.405 | Acc: 85.547% (1314/1536) 12/391 [=>...............................................................] Step: 352ms | Tot: 4s440ms | Loss: 0.408 | Acc: 85.577% (1424/1664) 13/391 [==>..............................................................] Step: 352ms | Tot: 4s792ms | Loss: 0.410 | Acc: 85.379% (1530/1792) 14/391 [==>..............................................................] Step: 353ms | Tot: 5s146ms | Loss: 0.408 | Acc: 85.521% (1642/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s515ms | Loss: 0.404 | Acc: 85.645% (1754/2048) 16/391 [==>..............................................................] Step: 349ms | Tot: 5s864ms | Loss: 0.403 | Acc: 85.754% (1866/2176) 17/391 [==>..............................................................] Step: 346ms | Tot: 6s211ms | Loss: 0.400 | Acc: 85.894% (1979/2304) 18/391 [==>..............................................................] Step: 353ms | Tot: 6s565ms | Loss: 0.406 | Acc: 85.732% (2085/2432) 19/391 [===>.............................................................] Step: 352ms | Tot: 6s917ms | Loss: 0.404 | Acc: 85.742% (2195/2560) 20/391 [===>.............................................................] Step: 352ms | Tot: 7s269ms | Loss: 0.404 | Acc: 85.751% (2305/2688) 21/391 [===>.............................................................] Step: 350ms | Tot: 7s620ms | Loss: 0.403 | Acc: 85.866% (2418/2816) 22/391 [===>.............................................................] Step: 350ms | Tot: 7s971ms | Loss: 0.403 | Acc: 85.870% (2528/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s331ms | Loss: 0.400 | Acc: 86.035% (2643/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s696ms | Loss: 0.399 | Acc: 86.062% (2754/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s57ms | Loss: 0.398 | Acc: 86.058% (2864/3328) 26/391 [====>............................................................] Step: 354ms | Tot: 9s411ms | Loss: 0.402 | Acc: 85.851% (2967/3456) 27/391 [====>............................................................] Step: 348ms | Tot: 9s760ms | Loss: 0.401 | Acc: 85.854% (3077/3584) 28/391 [====>............................................................] Step: 351ms | Tot: 10s112ms | Loss: 0.402 | Acc: 85.803% (3185/3712) 29/391 [====>............................................................] Step: 356ms | Tot: 10s469ms | Loss: 0.400 | Acc: 85.833% (3296/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 10s824ms | Loss: 0.397 | Acc: 85.887% (3408/3968) 31/391 [=====>...........................................................] Step: 347ms | Tot: 11s171ms | Loss: 0.394 | Acc: 86.060% (3525/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s528ms | Loss: 0.392 | Acc: 86.056% (3635/4224) 33/391 [=====>...........................................................] Step: 375ms | Tot: 11s904ms | Loss: 0.394 | Acc: 86.098% (3747/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s260ms | Loss: 0.393 | Acc: 86.071% (3856/4480) 35/391 [=====>...........................................................] Step: 359ms | Tot: 12s619ms | Loss: 0.395 | Acc: 85.981% (3962/4608) 36/391 [=====>...........................................................] Step: 356ms | Tot: 12s976ms | Loss: 0.392 | Acc: 86.106% (4078/4736) 37/391 [======>..........................................................] Step: 350ms | Tot: 13s326ms | Loss: 0.391 | Acc: 86.143% (4190/4864) 38/391 [======>..........................................................] Step: 358ms | Tot: 13s685ms | Loss: 0.388 | Acc: 86.258% (4306/4992) 39/391 [======>..........................................................] Step: 348ms | Tot: 14s34ms | Loss: 0.388 | Acc: 86.270% (4417/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s391ms | Loss: 0.387 | Acc: 86.338% (4531/5248) 41/391 [======>..........................................................] Step: 355ms | Tot: 14s747ms | Loss: 0.386 | Acc: 86.310% (4640/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s115ms | Loss: 0.387 | Acc: 86.228% (4746/5504) 43/391 [=======>.........................................................] Step: 362ms | Tot: 15s477ms | Loss: 0.390 | Acc: 86.133% (4851/5632) 44/391 [=======>.........................................................] Step: 356ms | Tot: 15s834ms | Loss: 0.390 | Acc: 86.094% (4959/5760) 45/391 [=======>.........................................................] Step: 354ms | Tot: 16s189ms | Loss: 0.389 | Acc: 86.141% (5072/5888) 46/391 [=======>.........................................................] Step: 355ms | Tot: 16s544ms | Loss: 0.392 | Acc: 86.087% (5179/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 16s903ms | Loss: 0.393 | Acc: 86.051% (5287/6144) 48/391 [=======>.........................................................] Step: 354ms | Tot: 17s257ms | Loss: 0.393 | Acc: 86.097% (5400/6272) 49/391 [========>........................................................] Step: 351ms | Tot: 17s609ms | Loss: 0.394 | Acc: 86.094% (5510/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 17s973ms | Loss: 0.394 | Acc: 86.106% (5621/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s331ms | Loss: 0.394 | Acc: 86.178% (5736/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s696ms | Loss: 0.395 | Acc: 86.144% (5844/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s63ms | Loss: 0.394 | Acc: 86.169% (5956/6912) 54/391 [========>........................................................] Step: 375ms | Tot: 19s438ms | Loss: 0.395 | Acc: 86.151% (6065/7040) 55/391 [=========>.......................................................] Step: 376ms | Tot: 19s815ms | Loss: 0.395 | Acc: 86.161% (6176/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 20s174ms | Loss: 0.395 | Acc: 86.198% (6289/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s539ms | Loss: 0.394 | Acc: 86.220% (6401/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 20s902ms | Loss: 0.392 | Acc: 86.308% (6518/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s267ms | Loss: 0.392 | Acc: 86.354% (6632/7680) 60/391 [=========>.......................................................] Step: 370ms | Tot: 21s638ms | Loss: 0.394 | Acc: 86.258% (6735/7808) 61/391 [==========>......................................................] Step: 354ms | Tot: 21s992ms | Loss: 0.395 | Acc: 86.240% (6844/7936) 62/391 [==========>......................................................] Step: 351ms | Tot: 22s344ms | Loss: 0.395 | Acc: 86.235% (6954/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 22s700ms | Loss: 0.396 | Acc: 86.169% (7059/8192) 64/391 [==========>......................................................] Step: 356ms | Tot: 23s56ms | Loss: 0.396 | Acc: 86.178% (7170/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s415ms | Loss: 0.397 | Acc: 86.151% (7278/8448) 66/391 [==========>......................................................] Step: 351ms | Tot: 23s766ms | Loss: 0.396 | Acc: 86.159% (7389/8576) 67/391 [===========>.....................................................] Step: 350ms | Tot: 24s117ms | Loss: 0.397 | Acc: 86.121% (7496/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s475ms | Loss: 0.399 | Acc: 86.085% (7603/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 24s832ms | Loss: 0.401 | Acc: 86.060% (7711/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s190ms | Loss: 0.401 | Acc: 86.037% (7819/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s550ms | Loss: 0.400 | Acc: 86.068% (7932/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 25s909ms | Loss: 0.401 | Acc: 86.055% (8041/9344) 73/391 [============>....................................................] Step: 353ms | Tot: 26s262ms | Loss: 0.401 | Acc: 86.075% (8153/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 26s621ms | Loss: 0.402 | Acc: 86.010% (8257/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 26s981ms | Loss: 0.402 | Acc: 86.030% (8369/9728) 76/391 [============>....................................................] Step: 349ms | Tot: 27s330ms | Loss: 0.404 | Acc: 85.998% (8476/9856) 77/391 [============>....................................................] Step: 357ms | Tot: 27s687ms | Loss: 0.404 | Acc: 86.018% (8588/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s48ms | Loss: 0.403 | Acc: 86.036% (8700/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s403ms | Loss: 0.402 | Acc: 86.074% (8814/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 28s761ms | Loss: 0.401 | Acc: 86.082% (8925/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s122ms | Loss: 0.401 | Acc: 86.099% (9037/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s480ms | Loss: 0.401 | Acc: 86.079% (9145/10624) 83/391 [=============>...................................................] Step: 356ms | Tot: 29s836ms | Loss: 0.400 | Acc: 86.086% (9256/10752) 84/391 [=============>...................................................] Step: 353ms | Tot: 30s190ms | Loss: 0.399 | Acc: 86.121% (9370/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 30s560ms | Loss: 0.400 | Acc: 86.119% (9480/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 30s933ms | Loss: 0.401 | Acc: 86.072% (9585/11136) 87/391 [==============>..................................................] Step: 355ms | Tot: 31s289ms | Loss: 0.401 | Acc: 86.097% (9698/11264) 88/391 [==============>..................................................] Step: 360ms | Tot: 31s649ms | Loss: 0.401 | Acc: 86.104% (9809/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s5ms | Loss: 0.401 | Acc: 86.102% (9919/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s362ms | Loss: 0.401 | Acc: 86.101% (10029/11648) 91/391 [===============>.................................................] Step: 352ms | Tot: 32s714ms | Loss: 0.401 | Acc: 86.133% (10143/11776) 92/391 [===============>.................................................] Step: 352ms | Tot: 33s67ms | Loss: 0.401 | Acc: 86.114% (10251/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s425ms | Loss: 0.400 | Acc: 86.154% (10366/12032) 94/391 [===============>.................................................] Step: 399ms | Tot: 33s825ms | Loss: 0.400 | Acc: 86.135% (10474/12160) 95/391 [===============>.................................................] Step: 381ms | Tot: 34s207ms | Loss: 0.401 | Acc: 86.125% (10583/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 34s568ms | Loss: 0.400 | Acc: 86.195% (10702/12416) 97/391 [================>................................................] Step: 355ms | Tot: 34s924ms | Loss: 0.399 | Acc: 86.185% (10811/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s279ms | Loss: 0.398 | Acc: 86.237% (10928/12672) 99/391 [================>................................................] Step: 368ms | Tot: 35s647ms | Loss: 0.400 | Acc: 86.172% (11030/12800) 100/391 [================>................................................] Step: 367ms | Tot: 36s15ms | Loss: 0.399 | Acc: 86.193% (11143/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s368ms | Loss: 0.400 | Acc: 86.167% (11250/13056) 102/391 [================>................................................] Step: 352ms | Tot: 36s721ms | Loss: 0.400 | Acc: 86.173% (11361/13184) 103/391 [=================>...............................................] Step: 349ms | Tot: 37s71ms | Loss: 0.400 | Acc: 86.193% (11474/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s428ms | Loss: 0.399 | Acc: 86.235% (11590/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 37s793ms | Loss: 0.399 | Acc: 86.240% (11701/13568) 106/391 [=================>...............................................] Step: 354ms | Tot: 38s148ms | Loss: 0.398 | Acc: 86.266% (11815/13696) 107/391 [=================>...............................................] Step: 371ms | Tot: 38s519ms | Loss: 0.398 | Acc: 86.263% (11925/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 38s878ms | Loss: 0.399 | Acc: 86.210% (12028/13952) 109/391 [==================>..............................................] Step: 349ms | Tot: 39s227ms | Loss: 0.399 | Acc: 86.214% (12139/14080) 110/391 [==================>..............................................] Step: 364ms | Tot: 39s591ms | Loss: 0.400 | Acc: 86.205% (12248/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 39s951ms | Loss: 0.399 | Acc: 86.237% (12363/14336) 112/391 [==================>..............................................] Step: 352ms | Tot: 40s303ms | Loss: 0.398 | Acc: 86.269% (12478/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 40s672ms | Loss: 0.397 | Acc: 86.266% (12588/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s37ms | Loss: 0.397 | Acc: 86.284% (12701/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s399ms | Loss: 0.397 | Acc: 86.274% (12810/14848) 116/391 [===================>.............................................] Step: 353ms | Tot: 41s753ms | Loss: 0.399 | Acc: 86.245% (12916/14976) 117/391 [===================>.............................................] Step: 350ms | Tot: 42s103ms | Loss: 0.398 | Acc: 86.282% (13032/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 42s462ms | Loss: 0.398 | Acc: 86.292% (13144/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 42s818ms | Loss: 0.399 | Acc: 86.263% (13250/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s181ms | Loss: 0.399 | Acc: 86.260% (13360/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 43s539ms | Loss: 0.399 | Acc: 86.238% (13467/15616) 122/391 [====================>............................................] Step: 356ms | Tot: 43s895ms | Loss: 0.399 | Acc: 86.249% (13579/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s259ms | Loss: 0.399 | Acc: 86.240% (13688/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 44s618ms | Loss: 0.399 | Acc: 86.219% (13795/16000) 125/391 [====================>............................................] Step: 354ms | Tot: 44s973ms | Loss: 0.400 | Acc: 86.204% (13903/16128) 126/391 [====================>............................................] Step: 351ms | Tot: 45s324ms | Loss: 0.400 | Acc: 86.220% (14016/16256) 127/391 [=====================>...........................................] Step: 377ms | Tot: 45s702ms | Loss: 0.399 | Acc: 86.237% (14129/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 46s64ms | Loss: 0.399 | Acc: 86.240% (14240/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s423ms | Loss: 0.400 | Acc: 86.214% (14346/16640) 130/391 [=====================>...........................................] Step: 354ms | Tot: 46s778ms | Loss: 0.400 | Acc: 86.212% (14456/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 47s135ms | Loss: 0.401 | Acc: 86.139% (14554/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 47s500ms | Loss: 0.402 | Acc: 86.131% (14663/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 47s858ms | Loss: 0.401 | Acc: 86.136% (14774/17152) 134/391 [======================>..........................................] Step: 353ms | Tot: 48s211ms | Loss: 0.402 | Acc: 86.076% (14874/17280) 135/391 [======================>..........................................] Step: 351ms | Tot: 48s563ms | Loss: 0.403 | Acc: 86.093% (14987/17408) 136/391 [======================>..........................................] Step: 352ms | Tot: 48s916ms | Loss: 0.404 | Acc: 86.063% (15092/17536) 137/391 [======================>..........................................] Step: 349ms | Tot: 49s265ms | Loss: 0.403 | Acc: 86.068% (15203/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 49s627ms | Loss: 0.403 | Acc: 86.078% (15315/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 49s983ms | Loss: 0.403 | Acc: 86.066% (15423/17920) 140/391 [=======================>.........................................] Step: 357ms | Tot: 50s341ms | Loss: 0.402 | Acc: 86.093% (15538/18048) 141/391 [=======================>.........................................] Step: 371ms | Tot: 50s712ms | Loss: 0.402 | Acc: 86.103% (15650/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s77ms | Loss: 0.401 | Acc: 86.140% (15767/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 51s448ms | Loss: 0.401 | Acc: 86.144% (15878/18432) 144/391 [=======================>.........................................] Step: 368ms | Tot: 51s817ms | Loss: 0.401 | Acc: 86.148% (15989/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 52s180ms | Loss: 0.402 | Acc: 86.125% (16095/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 52s550ms | Loss: 0.402 | Acc: 86.124% (16205/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 52s908ms | Loss: 0.401 | Acc: 86.133% (16317/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 53s270ms | Loss: 0.402 | Acc: 86.126% (16426/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 53s632ms | Loss: 0.402 | Acc: 86.130% (16537/19200) 150/391 [========================>........................................] Step: 356ms | Tot: 53s989ms | Loss: 0.401 | Acc: 86.155% (16652/19328) 151/391 [=========================>.......................................] Step: 354ms | Tot: 54s344ms | Loss: 0.401 | Acc: 86.148% (16761/19456) 152/391 [=========================>.......................................] Step: 354ms | Tot: 54s698ms | Loss: 0.402 | Acc: 86.126% (16867/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 55s60ms | Loss: 0.402 | Acc: 86.125% (16977/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 55s420ms | Loss: 0.403 | Acc: 86.079% (17078/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 55s782ms | Loss: 0.403 | Acc: 86.108% (17194/19968) 156/391 [=========================>.......................................] Step: 351ms | Tot: 56s133ms | Loss: 0.404 | Acc: 86.062% (17295/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 56s492ms | Loss: 0.404 | Acc: 86.066% (17406/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 56s852ms | Loss: 0.404 | Acc: 86.070% (17517/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 57s210ms | Loss: 0.404 | Acc: 86.079% (17629/20480) 160/391 [==========================>......................................] Step: 354ms | Tot: 57s564ms | Loss: 0.403 | Acc: 86.102% (17744/20608) 161/391 [==========================>......................................] Step: 352ms | Tot: 57s917ms | Loss: 0.403 | Acc: 86.111% (17856/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 58s274ms | Loss: 0.403 | Acc: 86.124% (17969/20864) 163/391 [===========================>.....................................] Step: 362ms | Tot: 58s636ms | Loss: 0.403 | Acc: 86.123% (18079/20992) 164/391 [===========================>.....................................] Step: 348ms | Tot: 58s985ms | Loss: 0.403 | Acc: 86.122% (18189/21120) 165/391 [===========================>.....................................] Step: 353ms | Tot: 59s339ms | Loss: 0.403 | Acc: 86.126% (18300/21248) 166/391 [===========================>.....................................] Step: 355ms | Tot: 59s694ms | Loss: 0.402 | Acc: 86.153% (18416/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m54ms | Loss: 0.403 | Acc: 86.137% (18523/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m422ms | Loss: 0.403 | Acc: 86.127% (18631/21632) 169/391 [============================>....................................] Step: 373ms | Tot: 1m796ms | Loss: 0.402 | Acc: 86.140% (18744/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.403 | Acc: 86.116% (18849/21888) 171/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.403 | Acc: 86.124% (18961/22016) 172/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.403 | Acc: 86.123% (19071/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.403 | Acc: 86.081% (19172/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.403 | Acc: 86.089% (19284/22400) 175/391 [=============================>...................................] Step: 353ms | Tot: 1m2s | Loss: 0.403 | Acc: 86.106% (19398/22528) 176/391 [=============================>...................................] Step: 353ms | Tot: 1m3s | Loss: 0.403 | Acc: 86.092% (19505/22656) 177/391 [=============================>...................................] Step: 406ms | Tot: 1m3s | Loss: 0.403 | Acc: 86.109% (19619/22784) 178/391 [=============================>...................................] Step: 425ms | Tot: 1m4s | Loss: 0.403 | Acc: 86.112% (19730/22912) 179/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.403 | Acc: 86.133% (19845/23040) 180/391 [=============================>...................................] Step: 350ms | Tot: 1m4s | Loss: 0.403 | Acc: 86.149% (19959/23168) 181/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.144% (20068/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.125% (20174/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.402 | Acc: 86.146% (20289/23552) 184/391 [==============================>..................................] Step: 350ms | Tot: 1m6s | Loss: 0.402 | Acc: 86.161% (20403/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.402 | Acc: 86.173% (20516/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.402 | Acc: 86.192% (20631/23936) 187/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.402 | Acc: 86.199% (20743/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.402 | Acc: 86.214% (20857/24192) 189/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.402 | Acc: 86.217% (20968/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.401 | Acc: 86.236% (21083/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.401 | Acc: 86.243% (21195/24576) 192/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.402 | Acc: 86.241% (21305/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m9s | Loss: 0.402 | Acc: 86.219% (21410/24832) 194/391 [================================>................................] Step: 354ms | Tot: 1m9s | Loss: 0.402 | Acc: 86.222% (21521/24960) 195/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.402 | Acc: 86.232% (21634/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.402 | Acc: 86.235% (21745/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.401 | Acc: 86.249% (21859/25344) 198/391 [================================>................................] Step: 349ms | Tot: 1m11s | Loss: 0.402 | Acc: 86.236% (21966/25472) 199/391 [=================================>...............................] Step: 355ms | Tot: 1m11s | Loss: 0.402 | Acc: 86.227% (22074/25600) 200/391 [=================================>...............................] Step: 351ms | Tot: 1m11s | Loss: 0.402 | Acc: 86.241% (22188/25728) 201/391 [=================================>...............................] Step: 352ms | Tot: 1m12s | Loss: 0.402 | Acc: 86.228% (22295/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.402 | Acc: 86.222% (22404/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.402 | Acc: 86.225% (22515/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.402 | Acc: 86.223% (22625/26240) 205/391 [==================================>..............................] Step: 354ms | Tot: 1m13s | Loss: 0.402 | Acc: 86.218% (22734/26368) 206/391 [==================================>..............................] Step: 348ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.217% (22844/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.215% (22954/26624) 208/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.214% (23064/26752) 209/391 [==================================>..............................] Step: 348ms | Tot: 1m15s | Loss: 0.403 | Acc: 86.172% (23163/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.403 | Acc: 86.156% (23269/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m15s | Loss: 0.403 | Acc: 86.184% (23387/27136) 212/391 [===================================>.............................] Step: 350ms | Tot: 1m16s | Loss: 0.402 | Acc: 86.202% (23502/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.403 | Acc: 86.178% (23606/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.403 | Acc: 86.177% (23716/27520) 215/391 [===================================>.............................] Step: 349ms | Tot: 1m17s | Loss: 0.404 | Acc: 86.155% (23820/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.403 | Acc: 86.164% (23933/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m18s | Loss: 0.403 | Acc: 86.156% (24041/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.404 | Acc: 86.155% (24151/28032) 219/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.404 | Acc: 86.140% (24257/28160) 220/391 [====================================>............................] Step: 349ms | Tot: 1m19s | Loss: 0.404 | Acc: 86.143% (24368/28288) 221/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.404 | Acc: 86.138% (24477/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.404 | Acc: 86.158% (24593/28544) 223/391 [=====================================>...........................] Step: 359ms | Tot: 1m20s | Loss: 0.404 | Acc: 86.164% (24705/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m20s | Loss: 0.404 | Acc: 86.160% (24814/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m20s | Loss: 0.404 | Acc: 86.159% (24924/28928) 226/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.404 | Acc: 86.158% (25034/29056) 227/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.404 | Acc: 86.157% (25144/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.403 | Acc: 86.190% (25264/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.403 | Acc: 86.196% (25376/29440) 230/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.402 | Acc: 86.211% (25491/29568) 231/391 [======================================>..........................] Step: 371ms | Tot: 1m23s | Loss: 0.403 | Acc: 86.214% (25602/29696) 232/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.223% (25715/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.228% (25827/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.223% (25936/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.229% (26048/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.241% (26162/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.239% (26272/30464) 238/391 [=======================================>.........................] Step: 380ms | Tot: 1m25s | Loss: 0.403 | Acc: 86.228% (26379/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.230% (26490/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.245% (26605/30848) 241/391 [========================================>........................] Step: 351ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.244% (26715/30976) 242/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.402 | Acc: 86.233% (26822/31104) 243/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.402 | Acc: 86.248% (26937/31232) 244/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.402 | Acc: 86.266% (27053/31360) 245/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.271% (27165/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.279% (27278/31616) 247/391 [=========================================>.......................] Step: 354ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.271% (27386/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.276% (27498/31872) 249/391 [=========================================>.......................] Step: 373ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.272% (27607/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.401 | Acc: 86.289% (27723/32128) 251/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.401 | Acc: 86.300% (27837/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.401 | Acc: 86.302% (27948/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.401 | Acc: 86.313% (28062/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m31s | Loss: 0.401 | Acc: 86.305% (28170/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.401 | Acc: 86.307% (28281/32768) 256/391 [==========================================>......................] Step: 350ms | Tot: 1m32s | Loss: 0.401 | Acc: 86.308% (28392/32896) 257/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.402 | Acc: 86.292% (28497/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.401 | Acc: 86.296% (28609/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m33s | Loss: 0.402 | Acc: 86.283% (28715/33280) 260/391 [===========================================>.....................] Step: 372ms | Tot: 1m33s | Loss: 0.403 | Acc: 86.252% (28815/33408) 261/391 [===========================================>.....................] Step: 403ms | Tot: 1m33s | Loss: 0.404 | Acc: 86.215% (28913/33536) 262/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.404 | Acc: 86.199% (29018/33664) 263/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.405 | Acc: 86.192% (29126/33792) 264/391 [===========================================>.....................] Step: 350ms | Tot: 1m34s | Loss: 0.405 | Acc: 86.188% (29235/33920) 265/391 [============================================>....................] Step: 348ms | Tot: 1m35s | Loss: 0.405 | Acc: 86.190% (29346/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m35s | Loss: 0.405 | Acc: 86.198% (29459/34176) 267/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.200% (29570/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.196% (29679/34432) 269/391 [============================================>....................] Step: 343ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.201% (29791/34560) 270/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.208% (29904/34688) 271/391 [=============================================>...................] Step: 397ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.213% (30016/34816) 272/391 [=============================================>...................] Step: 382ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.198% (30121/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.208% (30235/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.405 | Acc: 86.185% (30337/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.198% (30452/35328) 276/391 [=============================================>...................] Step: 354ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.211% (30567/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.210% (30677/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.192% (30781/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.183% (30888/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.185% (30999/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.179% (31107/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.186% (31220/36224) 283/391 [===============================================>.................] Step: 355ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.177% (31327/36352) 284/391 [===============================================>.................] Step: 349ms | Tot: 1m42s | Loss: 0.404 | Acc: 86.165% (31433/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.404 | Acc: 86.172% (31546/36608) 286/391 [===============================================>.................] Step: 349ms | Tot: 1m42s | Loss: 0.404 | Acc: 86.161% (31652/36736) 287/391 [===============================================>.................] Step: 350ms | Tot: 1m43s | Loss: 0.405 | Acc: 86.160% (31762/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.404 | Acc: 86.173% (31877/36992) 289/391 [================================================>................] Step: 350ms | Tot: 1m43s | Loss: 0.404 | Acc: 86.175% (31988/37120) 290/391 [================================================>................] Step: 349ms | Tot: 1m44s | Loss: 0.404 | Acc: 86.176% (32099/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m44s | Loss: 0.404 | Acc: 86.170% (32207/37376) 292/391 [================================================>................] Step: 353ms | Tot: 1m45s | Loss: 0.404 | Acc: 86.175% (32319/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.166% (32426/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.168% (32537/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.172% (32649/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.174% (32760/38016) 297/391 [=================================================>...............] Step: 351ms | Tot: 1m46s | Loss: 0.404 | Acc: 86.192% (32877/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.404 | Acc: 86.173% (32980/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.404 | Acc: 86.190% (33097/38400) 300/391 [=================================================>...............] Step: 354ms | Tot: 1m47s | Loss: 0.404 | Acc: 86.189% (33207/38528) 301/391 [==================================================>..............] Step: 351ms | Tot: 1m48s | Loss: 0.404 | Acc: 86.183% (33315/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.404 | Acc: 86.193% (33429/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m48s | Loss: 0.404 | Acc: 86.194% (33540/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.404 | Acc: 86.189% (33648/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.405 | Acc: 86.183% (33756/39168) 306/391 [==================================================>..............] Step: 350ms | Tot: 1m50s | Loss: 0.404 | Acc: 86.200% (33873/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m50s | Loss: 0.404 | Acc: 86.209% (33987/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m50s | Loss: 0.404 | Acc: 86.185% (34088/39552) 309/391 [===================================================>.............] Step: 352ms | Tot: 1m51s | Loss: 0.404 | Acc: 86.182% (34197/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.404 | Acc: 86.184% (34308/39808) 311/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.404 | Acc: 86.173% (34414/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.404 | Acc: 86.172% (34524/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m52s | Loss: 0.404 | Acc: 86.176% (34636/40192) 314/391 [====================================================>............] Step: 356ms | Tot: 1m52s | Loss: 0.404 | Acc: 86.183% (34749/40320) 315/391 [====================================================>............] Step: 348ms | Tot: 1m53s | Loss: 0.404 | Acc: 86.185% (34860/40448) 316/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.404 | Acc: 86.189% (34972/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.404 | Acc: 86.195% (35085/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.404 | Acc: 86.180% (35189/40832) 319/391 [=====================================================>...........] Step: 353ms | Tot: 1m54s | Loss: 0.405 | Acc: 86.167% (35294/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m55s | Loss: 0.404 | Acc: 86.166% (35404/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m55s | Loss: 0.405 | Acc: 86.149% (35507/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m55s | Loss: 0.405 | Acc: 86.146% (35616/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m56s | Loss: 0.405 | Acc: 86.145% (35726/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.405 | Acc: 86.154% (35840/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m56s | Loss: 0.405 | Acc: 86.156% (35951/41728) 326/391 [======================================================>..........] Step: 356ms | Tot: 1m57s | Loss: 0.405 | Acc: 86.167% (36066/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m57s | Loss: 0.404 | Acc: 86.166% (36176/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m57s | Loss: 0.404 | Acc: 86.168% (36287/42112) 329/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.165% (36396/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.166% (36507/42368) 331/391 [=======================================================>.........] Step: 349ms | Tot: 1m59s | Loss: 0.405 | Acc: 86.149% (36610/42496) 332/391 [=======================================================>.........] Step: 349ms | Tot: 1m59s | Loss: 0.404 | Acc: 86.156% (36723/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 1m59s | Loss: 0.404 | Acc: 86.155% (36833/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m108ms | Loss: 0.404 | Acc: 86.157% (36944/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m471ms | Loss: 0.405 | Acc: 86.140% (37047/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m837ms | Loss: 0.405 | Acc: 86.125% (37151/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.146% (37270/43264) 338/391 [========================================================>........] Step: 375ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.138% (37377/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.135% (37486/43520) 340/391 [========================================================>........] Step: 351ms | Tot: 2m2s | Loss: 0.405 | Acc: 86.137% (37597/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.405 | Acc: 86.134% (37706/43776) 342/391 [========================================================>........] Step: 354ms | Tot: 2m3s | Loss: 0.405 | Acc: 86.129% (37814/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m3s | Loss: 0.405 | Acc: 86.131% (37925/44032) 344/391 [=========================================================>.......] Step: 404ms | Tot: 2m3s | Loss: 0.405 | Acc: 86.123% (38032/44160) 345/391 [=========================================================>.......] Step: 371ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.118% (38140/44288) 346/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.118% (38250/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.124% (38363/44544) 348/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.405 | Acc: 86.112% (38468/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m5s | Loss: 0.406 | Acc: 86.107% (38576/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m5s | Loss: 0.406 | Acc: 86.104% (38685/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.406 | Acc: 86.084% (38786/45056) 352/391 [==========================================================>......] Step: 469ms | Tot: 2m6s | Loss: 0.406 | Acc: 86.081% (38895/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.407 | Acc: 86.074% (39002/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.407 | Acc: 86.065% (39108/45440) 355/391 [===========================================================>.....] Step: 350ms | Tot: 2m7s | Loss: 0.407 | Acc: 86.076% (39223/45568) 356/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.406 | Acc: 86.073% (39332/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m8s | Loss: 0.406 | Acc: 86.086% (39448/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.406 | Acc: 86.103% (39566/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.406 | Acc: 86.107% (39678/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.406 | Acc: 86.091% (39781/46208) 361/391 [============================================================>....] Step: 355ms | Tot: 2m9s | Loss: 0.407 | Acc: 86.080% (39886/46336) 362/391 [============================================================>....] Step: 357ms | Tot: 2m10s | Loss: 0.406 | Acc: 86.080% (39996/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m10s | Loss: 0.406 | Acc: 86.081% (40107/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.407 | Acc: 86.070% (40212/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.407 | Acc: 86.059% (40317/46848) 366/391 [============================================================>....] Step: 353ms | Tot: 2m11s | Loss: 0.407 | Acc: 86.059% (40427/46976) 367/391 [=============================================================>...] Step: 350ms | Tot: 2m12s | Loss: 0.407 | Acc: 86.037% (40527/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m12s | Loss: 0.407 | Acc: 86.052% (40644/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.407 | Acc: 86.056% (40756/47360) 370/391 [=============================================================>...] Step: 350ms | Tot: 2m13s | Loss: 0.407 | Acc: 86.045% (40861/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.407 | Acc: 86.049% (40973/47616) 372/391 [=============================================================>...] Step: 352ms | Tot: 2m13s | Loss: 0.407 | Acc: 86.057% (41087/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m14s | Loss: 0.407 | Acc: 86.052% (41195/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m14s | Loss: 0.407 | Acc: 86.048% (41303/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.407 | Acc: 86.054% (41416/48128) 376/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.407 | Acc: 86.056% (41527/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.407 | Acc: 86.057% (41638/48384) 378/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.407 | Acc: 86.063% (41751/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.407 | Acc: 86.059% (41859/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.407 | Acc: 86.067% (41973/48768) 381/391 [===============================================================>.] Step: 349ms | Tot: 2m17s | Loss: 0.407 | Acc: 86.062% (42081/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.407 | Acc: 86.060% (42190/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.407 | Acc: 86.047% (42294/49152) 384/391 [===============================================================>.] Step: 352ms | Tot: 2m18s | Loss: 0.407 | Acc: 86.031% (42396/49280) 385/391 [================================================================>] Step: 354ms | Tot: 2m18s | Loss: 0.407 | Acc: 86.035% (42508/49408) 386/391 [================================================================>] Step: 359ms | Tot: 2m18s | Loss: 0.407 | Acc: 86.055% (42628/49536) 387/391 [================================================================>] Step: 347ms | Tot: 2m19s | Loss: 0.407 | Acc: 86.048% (42735/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m19s | Loss: 0.408 | Acc: 86.034% (42838/49792) 389/391 [================================================================>] Step: 351ms | Tot: 2m19s | Loss: 0.408 | Acc: 86.024% (42943/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m20s | Loss: 0.408 | Acc: 86.022% (43011/50000) 391/391 + [>................................................................] Step: 508ms | Tot: 2ms | Loss: 0.554 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.483 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 591ms | Loss: 0.464 | Acc: 84.333% (253/300) 3/100 [=>...............................................................] Step: 288ms | Tot: 880ms | Loss: 0.464 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s178ms | Loss: 0.478 | Acc: 82.400% (412/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s471ms | Loss: 0.448 | Acc: 83.167% (499/600) 6/100 [===>.............................................................] Step: 287ms | Tot: 1s759ms | Loss: 0.445 | Acc: 83.429% (584/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s56ms | Loss: 0.470 | Acc: 82.750% (662/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s352ms | Loss: 0.498 | Acc: 82.000% (738/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s653ms | Loss: 0.505 | Acc: 81.800% (818/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s952ms | Loss: 0.510 | Acc: 81.909% (901/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s256ms | Loss: 0.513 | Acc: 81.917% (983/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s558ms | Loss: 0.510 | Acc: 82.154% (1068/1300) 13/100 [========>........................................................] Step: 294ms | Tot: 3s852ms | Loss: 0.510 | Acc: 82.357% (1153/1400) 14/100 [=========>.......................................................] Step: 295ms | Tot: 4s147ms | Loss: 0.504 | Acc: 82.733% (1241/1500) 15/100 [=========>.......................................................] Step: 293ms | Tot: 4s441ms | Loss: 0.511 | Acc: 82.500% (1320/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s752ms | Loss: 0.513 | Acc: 82.706% (1406/1700) 17/100 [===========>.....................................................] Step: 308ms | Tot: 5s60ms | Loss: 0.517 | Acc: 82.611% (1487/1800) 18/100 [===========>.....................................................] Step: 296ms | Tot: 5s357ms | Loss: 0.526 | Acc: 82.211% (1562/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s657ms | Loss: 0.532 | Acc: 82.050% (1641/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 5s959ms | Loss: 0.537 | Acc: 81.810% (1718/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s259ms | Loss: 0.536 | Acc: 81.818% (1800/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s561ms | Loss: 0.538 | Acc: 81.913% (1884/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 6s873ms | Loss: 0.541 | Acc: 81.958% (1967/2400) 24/100 [===============>.................................................] Step: 312ms | Tot: 7s186ms | Loss: 0.548 | Acc: 81.960% (2049/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s497ms | Loss: 0.550 | Acc: 82.000% (2132/2600) 26/100 [================>................................................] Step: 314ms | Tot: 7s812ms | Loss: 0.540 | Acc: 82.333% (2223/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s123ms | Loss: 0.536 | Acc: 82.393% (2307/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s427ms | Loss: 0.535 | Acc: 82.517% (2393/2900) 29/100 [==================>..............................................] Step: 320ms | Tot: 8s747ms | Loss: 0.537 | Acc: 82.400% (2472/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s58ms | Loss: 0.535 | Acc: 82.452% (2556/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s361ms | Loss: 0.532 | Acc: 82.438% (2638/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s668ms | Loss: 0.532 | Acc: 82.303% (2716/3300) 33/100 [=====================>...........................................] Step: 322ms | Tot: 9s990ms | Loss: 0.531 | Acc: 82.147% (2793/3400) 34/100 [======================>..........................................] Step: 298ms | Tot: 10s288ms | Loss: 0.532 | Acc: 82.114% (2874/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s593ms | Loss: 0.531 | Acc: 82.278% (2962/3600) 36/100 [=======================>.........................................] Step: 300ms | Tot: 10s893ms | Loss: 0.533 | Acc: 82.297% (3045/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s196ms | Loss: 0.536 | Acc: 82.184% (3123/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s497ms | Loss: 0.536 | Acc: 82.154% (3204/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s798ms | Loss: 0.532 | Acc: 82.250% (3290/4000) 40/100 [==========================>......................................] Step: 299ms | Tot: 12s98ms | Loss: 0.534 | Acc: 82.220% (3371/4100) 41/100 [==========================>......................................] Step: 294ms | Tot: 12s392ms | Loss: 0.535 | Acc: 82.238% (3454/4200) 42/100 [===========================>.....................................] Step: 325ms | Tot: 12s717ms | Loss: 0.531 | Acc: 82.302% (3539/4300) 43/100 [===========================>.....................................] Step: 348ms | Tot: 13s65ms | Loss: 0.532 | Acc: 82.341% (3623/4400) 44/100 [============================>....................................] Step: 328ms | Tot: 13s394ms | Loss: 0.531 | Acc: 82.444% (3710/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s701ms | Loss: 0.531 | Acc: 82.478% (3794/4600) 46/100 [=============================>...................................] Step: 297ms | Tot: 13s999ms | Loss: 0.530 | Acc: 82.426% (3874/4700) 47/100 [==============================>..................................] Step: 298ms | Tot: 14s297ms | Loss: 0.532 | Acc: 82.375% (3954/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s604ms | Loss: 0.529 | Acc: 82.469% (4041/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 14s914ms | Loss: 0.531 | Acc: 82.380% (4119/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s220ms | Loss: 0.530 | Acc: 82.373% (4201/5100) 51/100 [=================================>...............................] Step: 312ms | Tot: 15s532ms | Loss: 0.530 | Acc: 82.327% (4281/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s832ms | Loss: 0.526 | Acc: 82.415% (4368/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s135ms | Loss: 0.524 | Acc: 82.537% (4457/5400) 54/100 [===================================>.............................] Step: 292ms | Tot: 16s428ms | Loss: 0.522 | Acc: 82.600% (4543/5500) 55/100 [===================================>.............................] Step: 301ms | Tot: 16s730ms | Loss: 0.524 | Acc: 82.607% (4626/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s33ms | Loss: 0.524 | Acc: 82.632% (4710/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s334ms | Loss: 0.524 | Acc: 82.638% (4793/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s637ms | Loss: 0.526 | Acc: 82.542% (4870/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 17s935ms | Loss: 0.527 | Acc: 82.550% (4953/6000) 60/100 [=======================================>.........................] Step: 298ms | Tot: 18s234ms | Loss: 0.528 | Acc: 82.574% (5037/6100) 61/100 [=======================================>.........................] Step: 298ms | Tot: 18s532ms | Loss: 0.526 | Acc: 82.597% (5121/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 18s832ms | Loss: 0.527 | Acc: 82.603% (5204/6300) 63/100 [========================================>........................] Step: 298ms | Tot: 19s130ms | Loss: 0.526 | Acc: 82.688% (5292/6400) 64/100 [=========================================>.......................] Step: 293ms | Tot: 19s423ms | Loss: 0.528 | Acc: 82.677% (5374/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 19s737ms | Loss: 0.530 | Acc: 82.621% (5453/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s50ms | Loss: 0.527 | Acc: 82.642% (5537/6700) 67/100 [===========================================>.....................] Step: 296ms | Tot: 20s346ms | Loss: 0.528 | Acc: 82.603% (5617/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s648ms | Loss: 0.528 | Acc: 82.507% (5693/6900) 69/100 [============================================>....................] Step: 294ms | Tot: 20s943ms | Loss: 0.528 | Acc: 82.500% (5775/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s242ms | Loss: 0.528 | Acc: 82.535% (5860/7100) 71/100 [==============================================>..................] Step: 298ms | Tot: 21s540ms | Loss: 0.527 | Acc: 82.500% (5940/7200) 72/100 [==============================================>..................] Step: 293ms | Tot: 21s834ms | Loss: 0.524 | Acc: 82.616% (6031/7300) 73/100 [===============================================>.................] Step: 298ms | Tot: 22s132ms | Loss: 0.524 | Acc: 82.635% (6115/7400) 74/100 [================================================>................] Step: 298ms | Tot: 22s431ms | Loss: 0.524 | Acc: 82.707% (6203/7500) 75/100 [================================================>................] Step: 309ms | Tot: 22s741ms | Loss: 0.524 | Acc: 82.750% (6289/7600) 76/100 [=================================================>...............] Step: 297ms | Tot: 23s38ms | Loss: 0.525 | Acc: 82.714% (6369/7700) 77/100 [==================================================>..............] Step: 293ms | Tot: 23s332ms | Loss: 0.524 | Acc: 82.756% (6455/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s634ms | Loss: 0.525 | Acc: 82.709% (6534/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 23s938ms | Loss: 0.525 | Acc: 82.675% (6614/8000) 80/100 [====================================================>............] Step: 293ms | Tot: 24s232ms | Loss: 0.524 | Acc: 82.679% (6697/8100) 81/100 [====================================================>............] Step: 299ms | Tot: 24s531ms | Loss: 0.523 | Acc: 82.695% (6781/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 24s836ms | Loss: 0.523 | Acc: 82.675% (6862/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 25s138ms | Loss: 0.523 | Acc: 82.560% (6935/8400) 84/100 [======================================================>..........] Step: 294ms | Tot: 25s433ms | Loss: 0.525 | Acc: 82.459% (7009/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s737ms | Loss: 0.527 | Acc: 82.430% (7089/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s35ms | Loss: 0.526 | Acc: 82.391% (7168/8700) 87/100 [========================================================>........] Step: 298ms | Tot: 26s334ms | Loss: 0.528 | Acc: 82.341% (7246/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s638ms | Loss: 0.526 | Acc: 82.404% (7334/8900) 89/100 [=========================================================>.......] Step: 296ms | Tot: 26s934ms | Loss: 0.528 | Acc: 82.322% (7409/9000) 90/100 [==========================================================>......] Step: 297ms | Tot: 27s231ms | Loss: 0.528 | Acc: 82.286% (7488/9100) 91/100 [===========================================================>.....] Step: 296ms | Tot: 27s527ms | Loss: 0.526 | Acc: 82.315% (7573/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 27s829ms | Loss: 0.527 | Acc: 82.258% (7650/9300) 93/100 [============================================================>....] Step: 296ms | Tot: 28s125ms | Loss: 0.527 | Acc: 82.213% (7728/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s427ms | Loss: 0.527 | Acc: 82.211% (7810/9500) 95/100 [=============================================================>...] Step: 300ms | Tot: 28s727ms | Loss: 0.527 | Acc: 82.219% (7893/9600) 96/100 [==============================================================>..] Step: 295ms | Tot: 29s23ms | Loss: 0.526 | Acc: 82.278% (7981/9700) 97/100 [===============================================================>.] Step: 292ms | Tot: 29s315ms | Loss: 0.527 | Acc: 82.286% (8064/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 29s624ms | Loss: 0.530 | Acc: 82.202% (8138/9900) 99/100 [================================================================>] Step: 308ms | Tot: 29s932ms | Loss: 0.529 | Acc: 82.190% (8219/10000) 100/100 + +Epoch: 66 + [>................................................................] Step: 622ms | Tot: 2ms | Loss: 0.451 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 376ms | Tot: 378ms | Loss: 0.434 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 379ms | Tot: 757ms | Loss: 0.402 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s130ms | Loss: 0.390 | Acc: 87.305% (447/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s494ms | Loss: 0.405 | Acc: 86.719% (555/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s858ms | Loss: 0.393 | Acc: 87.109% (669/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s219ms | Loss: 0.396 | Acc: 87.165% (781/896) 7/391 [=>...............................................................] Step: 356ms | Tot: 2s575ms | Loss: 0.405 | Acc: 86.719% (888/1024) 8/391 [=>...............................................................] Step: 350ms | Tot: 2s925ms | Loss: 0.416 | Acc: 86.198% (993/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s285ms | Loss: 0.413 | Acc: 86.172% (1103/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s640ms | Loss: 0.415 | Acc: 86.080% (1212/1408) 11/391 [=>...............................................................] Step: 357ms | Tot: 3s997ms | Loss: 0.402 | Acc: 86.458% (1328/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s364ms | Loss: 0.403 | Acc: 86.358% (1437/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s720ms | Loss: 0.408 | Acc: 86.328% (1547/1792) 14/391 [==>..............................................................] Step: 355ms | Tot: 5s75ms | Loss: 0.407 | Acc: 86.146% (1654/1920) 15/391 [==>..............................................................] Step: 348ms | Tot: 5s424ms | Loss: 0.412 | Acc: 85.742% (1756/2048) 16/391 [==>..............................................................] Step: 352ms | Tot: 5s777ms | Loss: 0.418 | Acc: 85.478% (1860/2176) 17/391 [==>..............................................................] Step: 355ms | Tot: 6s132ms | Loss: 0.416 | Acc: 85.503% (1970/2304) 18/391 [==>..............................................................] Step: 351ms | Tot: 6s483ms | Loss: 0.416 | Acc: 85.567% (2081/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s838ms | Loss: 0.419 | Acc: 85.508% (2189/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s196ms | Loss: 0.417 | Acc: 85.565% (2300/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s557ms | Loss: 0.418 | Acc: 85.476% (2407/2816) 22/391 [===>.............................................................] Step: 349ms | Tot: 7s907ms | Loss: 0.411 | Acc: 85.802% (2526/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s268ms | Loss: 0.414 | Acc: 85.840% (2637/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s635ms | Loss: 0.411 | Acc: 85.938% (2750/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s2ms | Loss: 0.408 | Acc: 86.088% (2865/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s368ms | Loss: 0.409 | Acc: 85.938% (2970/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s730ms | Loss: 0.409 | Acc: 85.993% (3082/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s92ms | Loss: 0.406 | Acc: 86.045% (3194/3712) 29/391 [====>............................................................] Step: 365ms | Tot: 10s457ms | Loss: 0.406 | Acc: 86.146% (3308/3840) 30/391 [====>............................................................] Step: 383ms | Tot: 10s841ms | Loss: 0.403 | Acc: 86.240% (3422/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s205ms | Loss: 0.403 | Acc: 86.255% (3533/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s567ms | Loss: 0.403 | Acc: 86.340% (3647/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 11s924ms | Loss: 0.407 | Acc: 86.144% (3749/4352) 34/391 [=====>...........................................................] Step: 392ms | Tot: 12s316ms | Loss: 0.409 | Acc: 86.004% (3853/4480) 35/391 [=====>...........................................................] Step: 404ms | Tot: 12s720ms | Loss: 0.408 | Acc: 86.089% (3967/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s80ms | Loss: 0.405 | Acc: 86.128% (4079/4736) 37/391 [======>..........................................................] Step: 348ms | Tot: 13s428ms | Loss: 0.401 | Acc: 86.184% (4192/4864) 38/391 [======>..........................................................] Step: 348ms | Tot: 13s777ms | Loss: 0.398 | Acc: 86.218% (4304/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s144ms | Loss: 0.397 | Acc: 86.309% (4419/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s504ms | Loss: 0.396 | Acc: 86.338% (4531/5248) 41/391 [======>..........................................................] Step: 351ms | Tot: 14s855ms | Loss: 0.397 | Acc: 86.328% (4641/5376) 42/391 [======>..........................................................] Step: 353ms | Tot: 15s208ms | Loss: 0.396 | Acc: 86.355% (4753/5504) 43/391 [=======>.........................................................] Step: 350ms | Tot: 15s559ms | Loss: 0.398 | Acc: 86.275% (4859/5632) 44/391 [=======>.........................................................] Step: 351ms | Tot: 15s910ms | Loss: 0.398 | Acc: 86.319% (4972/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s267ms | Loss: 0.398 | Acc: 86.345% (5084/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s625ms | Loss: 0.399 | Acc: 86.386% (5197/6016) 47/391 [=======>.........................................................] Step: 354ms | Tot: 16s979ms | Loss: 0.400 | Acc: 86.393% (5308/6144) 48/391 [=======>.........................................................] Step: 357ms | Tot: 17s337ms | Loss: 0.402 | Acc: 86.368% (5417/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s697ms | Loss: 0.400 | Acc: 86.422% (5531/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s62ms | Loss: 0.399 | Acc: 86.443% (5643/6528) 51/391 [========>........................................................] Step: 354ms | Tot: 18s417ms | Loss: 0.398 | Acc: 86.493% (5757/6656) 52/391 [========>........................................................] Step: 349ms | Tot: 18s766ms | Loss: 0.397 | Acc: 86.483% (5867/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s127ms | Loss: 0.398 | Acc: 86.458% (5976/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s489ms | Loss: 0.400 | Acc: 86.420% (6084/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 19s846ms | Loss: 0.402 | Acc: 86.314% (6187/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s208ms | Loss: 0.401 | Acc: 86.335% (6299/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s565ms | Loss: 0.401 | Acc: 86.382% (6413/7424) 58/391 [=========>.......................................................] Step: 352ms | Tot: 20s917ms | Loss: 0.400 | Acc: 86.454% (6529/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s272ms | Loss: 0.400 | Acc: 86.432% (6638/7680) 60/391 [=========>.......................................................] Step: 349ms | Tot: 21s622ms | Loss: 0.399 | Acc: 86.424% (6748/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 21s983ms | Loss: 0.399 | Acc: 86.353% (6853/7936) 62/391 [==========>......................................................] Step: 349ms | Tot: 22s332ms | Loss: 0.399 | Acc: 86.384% (6966/8064) 63/391 [==========>......................................................] Step: 348ms | Tot: 22s681ms | Loss: 0.400 | Acc: 86.328% (7072/8192) 64/391 [==========>......................................................] Step: 351ms | Tot: 23s32ms | Loss: 0.400 | Acc: 86.310% (7181/8320) 65/391 [==========>......................................................] Step: 350ms | Tot: 23s383ms | Loss: 0.399 | Acc: 86.328% (7293/8448) 66/391 [==========>......................................................] Step: 357ms | Tot: 23s741ms | Loss: 0.399 | Acc: 86.311% (7402/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s107ms | Loss: 0.399 | Acc: 86.282% (7510/8704) 68/391 [===========>.....................................................] Step: 359ms | Tot: 24s467ms | Loss: 0.396 | Acc: 86.379% (7629/8832) 69/391 [===========>.....................................................] Step: 354ms | Tot: 24s821ms | Loss: 0.396 | Acc: 86.406% (7742/8960) 70/391 [===========>.....................................................] Step: 353ms | Tot: 25s174ms | Loss: 0.395 | Acc: 86.444% (7856/9088) 71/391 [===========>.....................................................] Step: 353ms | Tot: 25s528ms | Loss: 0.396 | Acc: 86.404% (7963/9216) 72/391 [===========>.....................................................] Step: 349ms | Tot: 25s877ms | Loss: 0.395 | Acc: 86.440% (8077/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s239ms | Loss: 0.396 | Acc: 86.370% (8181/9472) 74/391 [============>....................................................] Step: 353ms | Tot: 26s593ms | Loss: 0.396 | Acc: 86.375% (8292/9600) 75/391 [============>....................................................] Step: 355ms | Tot: 26s948ms | Loss: 0.395 | Acc: 86.390% (8404/9728) 76/391 [============>....................................................] Step: 349ms | Tot: 27s298ms | Loss: 0.395 | Acc: 86.394% (8515/9856) 77/391 [============>....................................................] Step: 351ms | Tot: 27s649ms | Loss: 0.395 | Acc: 86.398% (8626/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s6ms | Loss: 0.395 | Acc: 86.402% (8737/10112) 79/391 [=============>...................................................] Step: 347ms | Tot: 28s353ms | Loss: 0.395 | Acc: 86.396% (8847/10240) 80/391 [=============>...................................................] Step: 353ms | Tot: 28s707ms | Loss: 0.395 | Acc: 86.391% (8957/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s67ms | Loss: 0.395 | Acc: 86.385% (9067/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s431ms | Loss: 0.396 | Acc: 86.361% (9175/10624) 83/391 [=============>...................................................] Step: 351ms | Tot: 29s783ms | Loss: 0.397 | Acc: 86.337% (9283/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s143ms | Loss: 0.397 | Acc: 86.305% (9390/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s500ms | Loss: 0.396 | Acc: 86.337% (9504/11008) 86/391 [==============>..................................................] Step: 354ms | Tot: 30s855ms | Loss: 0.396 | Acc: 86.360% (9617/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s214ms | Loss: 0.396 | Acc: 86.355% (9727/11264) 88/391 [==============>..................................................] Step: 353ms | Tot: 31s567ms | Loss: 0.396 | Acc: 86.368% (9839/11392) 89/391 [==============>..................................................] Step: 348ms | Tot: 31s916ms | Loss: 0.397 | Acc: 86.319% (9944/11520) 90/391 [==============>..................................................] Step: 348ms | Tot: 32s264ms | Loss: 0.396 | Acc: 86.341% (10057/11648) 91/391 [===============>.................................................] Step: 353ms | Tot: 32s618ms | Loss: 0.396 | Acc: 86.345% (10168/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 32s976ms | Loss: 0.396 | Acc: 86.316% (10275/11904) 93/391 [===============>.................................................] Step: 356ms | Tot: 33s332ms | Loss: 0.397 | Acc: 86.303% (10384/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s684ms | Loss: 0.396 | Acc: 86.291% (10493/12160) 95/391 [===============>.................................................] Step: 355ms | Tot: 34s39ms | Loss: 0.396 | Acc: 86.296% (10604/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 34s400ms | Loss: 0.395 | Acc: 86.348% (10721/12416) 97/391 [================>................................................] Step: 354ms | Tot: 34s755ms | Loss: 0.395 | Acc: 86.312% (10827/12544) 98/391 [================>................................................] Step: 349ms | Tot: 35s105ms | Loss: 0.396 | Acc: 86.308% (10937/12672) 99/391 [================>................................................] Step: 346ms | Tot: 35s451ms | Loss: 0.395 | Acc: 86.352% (11053/12800) 100/391 [================>................................................] Step: 353ms | Tot: 35s804ms | Loss: 0.394 | Acc: 86.402% (11170/12928) 101/391 [================>................................................] Step: 356ms | Tot: 36s160ms | Loss: 0.393 | Acc: 86.458% (11288/13056) 102/391 [================>................................................] Step: 360ms | Tot: 36s521ms | Loss: 0.394 | Acc: 86.423% (11394/13184) 103/391 [=================>...............................................] Step: 348ms | Tot: 36s869ms | Loss: 0.393 | Acc: 86.471% (11511/13312) 104/391 [=================>...............................................] Step: 355ms | Tot: 37s225ms | Loss: 0.392 | Acc: 86.473% (11622/13440) 105/391 [=================>...............................................] Step: 351ms | Tot: 37s576ms | Loss: 0.393 | Acc: 86.439% (11728/13568) 106/391 [=================>...............................................] Step: 346ms | Tot: 37s922ms | Loss: 0.393 | Acc: 86.427% (11837/13696) 107/391 [=================>...............................................] Step: 352ms | Tot: 38s275ms | Loss: 0.394 | Acc: 86.429% (11948/13824) 108/391 [=================>...............................................] Step: 354ms | Tot: 38s629ms | Loss: 0.394 | Acc: 86.425% (12058/13952) 109/391 [==================>..............................................] Step: 352ms | Tot: 38s982ms | Loss: 0.394 | Acc: 86.463% (12174/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 39s353ms | Loss: 0.394 | Acc: 86.430% (12280/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 39s718ms | Loss: 0.395 | Acc: 86.412% (12388/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s76ms | Loss: 0.395 | Acc: 86.415% (12499/14464) 113/391 [==================>..............................................] Step: 352ms | Tot: 40s429ms | Loss: 0.394 | Acc: 86.445% (12614/14592) 114/391 [==================>..............................................] Step: 348ms | Tot: 40s778ms | Loss: 0.394 | Acc: 86.467% (12728/14720) 115/391 [===================>.............................................] Step: 372ms | Tot: 41s150ms | Loss: 0.395 | Acc: 86.476% (12840/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 41s514ms | Loss: 0.395 | Acc: 86.425% (12943/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 41s876ms | Loss: 0.396 | Acc: 86.355% (13043/15104) 118/391 [===================>.............................................] Step: 397ms | Tot: 42s274ms | Loss: 0.397 | Acc: 86.338% (13151/15232) 119/391 [===================>.............................................] Step: 410ms | Tot: 42s685ms | Loss: 0.397 | Acc: 86.348% (13263/15360) 120/391 [===================>.............................................] Step: 373ms | Tot: 43s58ms | Loss: 0.397 | Acc: 86.344% (13373/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 43s419ms | Loss: 0.397 | Acc: 86.315% (13479/15616) 122/391 [====================>............................................] Step: 354ms | Tot: 43s773ms | Loss: 0.397 | Acc: 86.287% (13585/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s135ms | Loss: 0.398 | Acc: 86.246% (13689/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 44s499ms | Loss: 0.399 | Acc: 86.219% (13795/16000) 125/391 [====================>............................................] Step: 348ms | Tot: 44s848ms | Loss: 0.399 | Acc: 86.198% (13902/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 45s203ms | Loss: 0.399 | Acc: 86.208% (14014/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 45s558ms | Loss: 0.400 | Acc: 86.163% (14117/16384) 128/391 [=====================>...........................................] Step: 348ms | Tot: 45s906ms | Loss: 0.401 | Acc: 86.149% (14225/16512) 129/391 [=====================>...........................................] Step: 356ms | Tot: 46s262ms | Loss: 0.400 | Acc: 86.178% (14340/16640) 130/391 [=====================>...........................................] Step: 354ms | Tot: 46s616ms | Loss: 0.401 | Acc: 86.152% (14446/16768) 131/391 [=====================>...........................................] Step: 349ms | Tot: 46s966ms | Loss: 0.401 | Acc: 86.162% (14558/16896) 132/391 [=====================>...........................................] Step: 351ms | Tot: 47s317ms | Loss: 0.401 | Acc: 86.178% (14671/17024) 133/391 [======================>..........................................] Step: 353ms | Tot: 47s671ms | Loss: 0.401 | Acc: 86.182% (14782/17152) 134/391 [======================>..........................................] Step: 351ms | Tot: 48s23ms | Loss: 0.400 | Acc: 86.215% (14898/17280) 135/391 [======================>..........................................] Step: 351ms | Tot: 48s374ms | Loss: 0.399 | Acc: 86.219% (15009/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 48s731ms | Loss: 0.399 | Acc: 86.234% (15122/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 49s96ms | Loss: 0.399 | Acc: 86.221% (15230/17664) 138/391 [======================>..........................................] Step: 365ms | Tot: 49s462ms | Loss: 0.400 | Acc: 86.196% (15336/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 49s818ms | Loss: 0.399 | Acc: 86.211% (15449/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 50s182ms | Loss: 0.399 | Acc: 86.237% (15564/18048) 141/391 [=======================>.........................................] Step: 352ms | Tot: 50s535ms | Loss: 0.399 | Acc: 86.218% (15671/18176) 142/391 [=======================>.........................................] Step: 354ms | Tot: 50s890ms | Loss: 0.399 | Acc: 86.243% (15786/18304) 143/391 [=======================>.........................................] Step: 355ms | Tot: 51s245ms | Loss: 0.398 | Acc: 86.268% (15901/18432) 144/391 [=======================>.........................................] Step: 351ms | Tot: 51s597ms | Loss: 0.398 | Acc: 86.282% (16014/18560) 145/391 [========================>........................................] Step: 355ms | Tot: 51s953ms | Loss: 0.397 | Acc: 86.323% (16132/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 52s313ms | Loss: 0.397 | Acc: 86.315% (16241/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 52s670ms | Loss: 0.397 | Acc: 86.323% (16353/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s29ms | Loss: 0.397 | Acc: 86.331% (16465/19072) 149/391 [========================>........................................] Step: 349ms | Tot: 53s379ms | Loss: 0.397 | Acc: 86.328% (16575/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 53s741ms | Loss: 0.397 | Acc: 86.357% (16691/19328) 151/391 [=========================>.......................................] Step: 367ms | Tot: 54s108ms | Loss: 0.397 | Acc: 86.369% (16804/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 54s467ms | Loss: 0.397 | Acc: 86.377% (16916/19584) 153/391 [=========================>.......................................] Step: 352ms | Tot: 54s819ms | Loss: 0.397 | Acc: 86.353% (17022/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 55s180ms | Loss: 0.398 | Acc: 86.341% (17130/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 55s536ms | Loss: 0.397 | Acc: 86.343% (17241/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 55s895ms | Loss: 0.397 | Acc: 86.365% (17356/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 56s250ms | Loss: 0.397 | Acc: 86.358% (17465/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 56s608ms | Loss: 0.397 | Acc: 86.360% (17576/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 56s965ms | Loss: 0.397 | Acc: 86.372% (17689/20480) 160/391 [==========================>......................................] Step: 353ms | Tot: 57s319ms | Loss: 0.398 | Acc: 86.345% (17794/20608) 161/391 [==========================>......................................] Step: 349ms | Tot: 57s668ms | Loss: 0.398 | Acc: 86.343% (17904/20736) 162/391 [==========================>......................................] Step: 351ms | Tot: 58s20ms | Loss: 0.398 | Acc: 86.369% (18020/20864) 163/391 [===========================>.....................................] Step: 349ms | Tot: 58s370ms | Loss: 0.398 | Acc: 86.347% (18126/20992) 164/391 [===========================>.....................................] Step: 357ms | Tot: 58s727ms | Loss: 0.398 | Acc: 86.330% (18233/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 59s96ms | Loss: 0.398 | Acc: 86.366% (18351/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 59s460ms | Loss: 0.398 | Acc: 86.368% (18462/21376) 167/391 [===========================>.....................................] Step: 350ms | Tot: 59s810ms | Loss: 0.398 | Acc: 86.379% (18575/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m164ms | Loss: 0.398 | Acc: 86.363% (18682/21632) 169/391 [============================>....................................] Step: 351ms | Tot: 1m515ms | Loss: 0.398 | Acc: 86.356% (18791/21760) 170/391 [============================>....................................] Step: 347ms | Tot: 1m863ms | Loss: 0.399 | Acc: 86.349% (18900/21888) 171/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.399 | Acc: 86.355% (19012/22016) 172/391 [============================>....................................] Step: 352ms | Tot: 1m1s | Loss: 0.398 | Acc: 86.371% (19126/22144) 173/391 [============================>....................................] Step: 349ms | Tot: 1m1s | Loss: 0.398 | Acc: 86.395% (19242/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.398 | Acc: 86.397% (19353/22400) 175/391 [=============================>...................................] Step: 351ms | Tot: 1m2s | Loss: 0.398 | Acc: 86.386% (19461/22528) 176/391 [=============================>...................................] Step: 353ms | Tot: 1m2s | Loss: 0.397 | Acc: 86.388% (19572/22656) 177/391 [=============================>...................................] Step: 348ms | Tot: 1m3s | Loss: 0.397 | Acc: 86.398% (19685/22784) 178/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.397 | Acc: 86.405% (19797/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.398 | Acc: 86.393% (19905/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.397 | Acc: 86.430% (20024/23168) 181/391 [==============================>..................................] Step: 353ms | Tot: 1m4s | Loss: 0.398 | Acc: 86.410% (20130/23296) 182/391 [==============================>..................................] Step: 353ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.424% (20244/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.430% (20356/23552) 184/391 [==============================>..................................] Step: 353ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.436% (20468/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.398 | Acc: 86.437% (20579/23808) 186/391 [==============================>..................................] Step: 347ms | Tot: 1m6s | Loss: 0.397 | Acc: 86.430% (20688/23936) 187/391 [===============================>.................................] Step: 351ms | Tot: 1m6s | Loss: 0.397 | Acc: 86.444% (20802/24064) 188/391 [===============================>.................................] Step: 354ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.425% (20908/24192) 189/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.406% (21014/24320) 190/391 [===============================>.................................] Step: 348ms | Tot: 1m7s | Loss: 0.399 | Acc: 86.371% (21116/24448) 191/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.399 | Acc: 86.369% (21226/24576) 192/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.400 | Acc: 86.322% (21325/24704) 193/391 [================================>................................] Step: 353ms | Tot: 1m8s | Loss: 0.400 | Acc: 86.332% (21438/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m9s | Loss: 0.400 | Acc: 86.350% (21553/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m9s | Loss: 0.400 | Acc: 86.336% (21660/25088) 196/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.400 | Acc: 86.314% (21765/25216) 197/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.400 | Acc: 86.308% (21874/25344) 198/391 [================================>................................] Step: 350ms | Tot: 1m10s | Loss: 0.399 | Acc: 86.334% (21991/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m11s | Loss: 0.399 | Acc: 86.332% (22101/25600) 200/391 [=================================>...............................] Step: 359ms | Tot: 1m11s | Loss: 0.399 | Acc: 86.334% (22212/25728) 201/391 [=================================>...............................] Step: 353ms | Tot: 1m11s | Loss: 0.399 | Acc: 86.355% (22328/25856) 202/391 [=================================>...............................] Step: 387ms | Tot: 1m12s | Loss: 0.399 | Acc: 86.345% (22436/25984) 203/391 [=================================>...............................] Step: 407ms | Tot: 1m12s | Loss: 0.399 | Acc: 86.355% (22549/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.399 | Acc: 86.330% (22653/26240) 205/391 [==================================>..............................] Step: 350ms | Tot: 1m13s | Loss: 0.399 | Acc: 86.340% (22766/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m13s | Loss: 0.399 | Acc: 86.349% (22879/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.399 | Acc: 86.362% (22993/26624) 208/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.399 | Acc: 86.367% (23105/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.400 | Acc: 86.332% (23206/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.341% (23319/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m15s | Loss: 0.400 | Acc: 86.365% (23436/27136) 212/391 [===================================>.............................] Step: 365ms | Tot: 1m15s | Loss: 0.401 | Acc: 86.356% (23544/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.401 | Acc: 86.365% (23657/27392) 214/391 [===================================>.............................] Step: 350ms | Tot: 1m16s | Loss: 0.401 | Acc: 86.359% (23766/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.401 | Acc: 86.357% (23876/27648) 216/391 [===================================>.............................] Step: 348ms | Tot: 1m17s | Loss: 0.401 | Acc: 86.362% (23988/27776) 217/391 [====================================>............................] Step: 350ms | Tot: 1m17s | Loss: 0.401 | Acc: 86.375% (24102/27904) 218/391 [====================================>............................] Step: 350ms | Tot: 1m18s | Loss: 0.400 | Acc: 86.369% (24211/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.401 | Acc: 86.371% (24322/28160) 220/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.400 | Acc: 86.365% (24431/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.401 | Acc: 86.349% (24537/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.401 | Acc: 86.337% (24644/28544) 223/391 [=====================================>...........................] Step: 352ms | Tot: 1m19s | Loss: 0.401 | Acc: 86.349% (24758/28672) 224/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.372% (24875/28800) 225/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.356% (24981/28928) 226/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.400 | Acc: 86.368% (25095/29056) 227/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.362% (25204/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.340% (25308/29312) 229/391 [======================================>..........................] Step: 348ms | Tot: 1m21s | Loss: 0.400 | Acc: 86.338% (25418/29440) 230/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.401 | Acc: 86.303% (25518/29568) 231/391 [======================================>..........................] Step: 349ms | Tot: 1m22s | Loss: 0.401 | Acc: 86.311% (25631/29696) 232/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.401 | Acc: 86.306% (25740/29824) 233/391 [======================================>..........................] Step: 348ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.265% (25838/29952) 234/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.273% (25951/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.275% (26062/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.274% (26172/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.279% (26284/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.261% (26389/30592) 239/391 [=======================================>.........................] Step: 350ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.263% (26500/30720) 240/391 [=======================================>.........................] Step: 348ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.255% (26608/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.247% (26716/30976) 242/391 [========================================>........................] Step: 352ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.243% (26825/31104) 243/391 [========================================>........................] Step: 354ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.254% (26939/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.401 | Acc: 86.263% (27052/31360) 245/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.402 | Acc: 86.242% (27156/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.402 | Acc: 86.225% (27261/31616) 247/391 [=========================================>.......................] Step: 355ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.224% (27371/31744) 248/391 [=========================================>.......................] Step: 350ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.220% (27480/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.228% (27593/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.208% (27697/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.403 | Acc: 86.201% (27805/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.194% (27913/32384) 253/391 [==========================================>......................] Step: 349ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.190% (28022/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.192% (28133/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m31s | Loss: 0.403 | Acc: 86.182% (28240/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.403 | Acc: 86.196% (28355/32896) 257/391 [==========================================>......................] Step: 350ms | Tot: 1m31s | Loss: 0.403 | Acc: 86.204% (28468/33024) 258/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.403 | Acc: 86.191% (28574/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m32s | Loss: 0.403 | Acc: 86.190% (28684/33280) 260/391 [===========================================>.....................] Step: 346ms | Tot: 1m32s | Loss: 0.403 | Acc: 86.210% (28801/33408) 261/391 [===========================================>.....................] Step: 353ms | Tot: 1m33s | Loss: 0.402 | Acc: 86.200% (28908/33536) 262/391 [===========================================>.....................] Step: 351ms | Tot: 1m33s | Loss: 0.402 | Acc: 86.202% (29019/33664) 263/391 [===========================================>.....................] Step: 352ms | Tot: 1m33s | Loss: 0.403 | Acc: 86.195% (29127/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m34s | Loss: 0.403 | Acc: 86.197% (29238/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m34s | Loss: 0.403 | Acc: 86.205% (29351/34048) 266/391 [============================================>....................] Step: 352ms | Tot: 1m35s | Loss: 0.403 | Acc: 86.198% (29459/34176) 267/391 [============================================>....................] Step: 349ms | Tot: 1m35s | Loss: 0.403 | Acc: 86.174% (29561/34304) 268/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.403 | Acc: 86.155% (29665/34432) 269/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.403 | Acc: 86.169% (29780/34560) 270/391 [============================================>....................] Step: 351ms | Tot: 1m36s | Loss: 0.403 | Acc: 86.151% (29884/34688) 271/391 [=============================================>...................] Step: 350ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.144% (29992/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.146% (30103/34944) 273/391 [=============================================>...................] Step: 363ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.143% (30212/35072) 274/391 [=============================================>...................] Step: 349ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.128% (30317/35200) 275/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.127% (30427/35328) 276/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.403 | Acc: 86.129% (30538/35456) 277/391 [==============================================>..................] Step: 349ms | Tot: 1m38s | Loss: 0.403 | Acc: 86.120% (30645/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.120% (30755/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m39s | Loss: 0.403 | Acc: 86.119% (30865/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.102% (30969/35968) 281/391 [==============================================>..................] Step: 349ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.104% (31080/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.098% (31188/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m41s | Loss: 0.405 | Acc: 86.070% (31288/36352) 284/391 [===============================================>.................] Step: 353ms | Tot: 1m41s | Loss: 0.405 | Acc: 86.072% (31399/36480) 285/391 [===============================================>.................] Step: 353ms | Tot: 1m41s | Loss: 0.405 | Acc: 86.071% (31509/36608) 286/391 [===============================================>.................] Step: 377ms | Tot: 1m42s | Loss: 0.405 | Acc: 86.055% (31613/36736) 287/391 [===============================================>.................] Step: 418ms | Tot: 1m42s | Loss: 0.405 | Acc: 86.046% (31720/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.405 | Acc: 86.040% (31828/36992) 289/391 [================================================>................] Step: 351ms | Tot: 1m43s | Loss: 0.405 | Acc: 86.045% (31940/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m43s | Loss: 0.405 | Acc: 86.037% (32047/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.405 | Acc: 86.042% (32159/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m44s | Loss: 0.405 | Acc: 86.031% (32265/37504) 293/391 [================================================>................] Step: 356ms | Tot: 1m44s | Loss: 0.405 | Acc: 86.046% (32381/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.033% (32486/37760) 295/391 [=================================================>...............] Step: 350ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.046% (32601/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m45s | Loss: 0.405 | Acc: 86.037% (32708/38016) 297/391 [=================================================>...............] Step: 372ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.040% (32819/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.047% (32932/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m46s | Loss: 0.405 | Acc: 86.047% (33042/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.405 | Acc: 86.054% (33155/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m47s | Loss: 0.405 | Acc: 86.062% (33268/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m48s | Loss: 0.404 | Acc: 86.069% (33381/38784) 303/391 [==================================================>..............] Step: 372ms | Tot: 1m48s | Loss: 0.404 | Acc: 86.066% (33490/38912) 304/391 [==================================================>..............] Step: 354ms | Tot: 1m48s | Loss: 0.405 | Acc: 86.058% (33597/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.404 | Acc: 86.070% (33712/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.405 | Acc: 86.049% (33814/39296) 307/391 [===================================================>.............] Step: 353ms | Tot: 1m49s | Loss: 0.404 | Acc: 86.059% (33928/39424) 308/391 [===================================================>.............] Step: 355ms | Tot: 1m50s | Loss: 0.404 | Acc: 86.069% (34042/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m50s | Loss: 0.404 | Acc: 86.066% (34151/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m50s | Loss: 0.405 | Acc: 86.063% (34260/39808) 311/391 [===================================================>.............] Step: 354ms | Tot: 1m51s | Loss: 0.405 | Acc: 86.058% (34368/39936) 312/391 [===================================================>.............] Step: 348ms | Tot: 1m51s | Loss: 0.405 | Acc: 86.060% (34479/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m51s | Loss: 0.404 | Acc: 86.084% (34599/40192) 314/391 [====================================================>............] Step: 347ms | Tot: 1m52s | Loss: 0.404 | Acc: 86.099% (34715/40320) 315/391 [====================================================>............] Step: 353ms | Tot: 1m52s | Loss: 0.404 | Acc: 86.086% (34820/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.404 | Acc: 86.093% (34933/40576) 317/391 [====================================================>............] Step: 355ms | Tot: 1m53s | Loss: 0.404 | Acc: 86.082% (35039/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.404 | Acc: 86.072% (35145/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m54s | Loss: 0.404 | Acc: 86.079% (35258/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m54s | Loss: 0.404 | Acc: 86.079% (35368/41088) 321/391 [=====================================================>...........] Step: 346ms | Tot: 1m54s | Loss: 0.404 | Acc: 86.069% (35474/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.404 | Acc: 86.073% (35586/41344) 323/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.405 | Acc: 86.063% (35692/41472) 324/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.405 | Acc: 86.062% (35802/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m56s | Loss: 0.405 | Acc: 86.033% (35900/41728) 326/391 [======================================================>..........] Step: 350ms | Tot: 1m56s | Loss: 0.405 | Acc: 86.033% (36010/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m56s | Loss: 0.405 | Acc: 86.045% (36125/41984) 328/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.405 | Acc: 86.049% (36237/42112) 329/391 [======================================================>..........] Step: 349ms | Tot: 1m57s | Loss: 0.404 | Acc: 86.065% (36354/42240) 330/391 [======================================================>..........] Step: 350ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.063% (36463/42368) 331/391 [=======================================================>.........] Step: 351ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.058% (36571/42496) 332/391 [=======================================================>.........] Step: 352ms | Tot: 1m58s | Loss: 0.405 | Acc: 86.041% (36674/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 1m59s | Loss: 0.405 | Acc: 86.038% (36783/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 1m59s | Loss: 0.406 | Acc: 86.021% (36886/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 1m59s | Loss: 0.406 | Acc: 86.012% (36992/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m163ms | Loss: 0.405 | Acc: 86.019% (37105/43136) 337/391 [========================================================>........] Step: 350ms | Tot: 2m513ms | Loss: 0.405 | Acc: 86.021% (37216/43264) 338/391 [========================================================>........] Step: 360ms | Tot: 2m874ms | Loss: 0.405 | Acc: 86.025% (37328/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.027% (37439/43520) 340/391 [========================================================>........] Step: 351ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.036% (37553/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m1s | Loss: 0.405 | Acc: 86.022% (37657/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.405 | Acc: 86.024% (37768/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 2m2s | Loss: 0.405 | Acc: 86.031% (37881/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m3s | Loss: 0.405 | Acc: 86.042% (37996/44160) 345/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.405 | Acc: 86.055% (38112/44288) 346/391 [=========================================================>.......] Step: 353ms | Tot: 2m3s | Loss: 0.405 | Acc: 86.073% (38230/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.068% (38338/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.063% (38446/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m4s | Loss: 0.405 | Acc: 86.060% (38555/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m5s | Loss: 0.405 | Acc: 86.055% (38663/44928) 351/391 [==========================================================>......] Step: 347ms | Tot: 2m5s | Loss: 0.405 | Acc: 86.064% (38777/45056) 352/391 [==========================================================>......] Step: 352ms | Tot: 2m5s | Loss: 0.404 | Acc: 86.079% (38894/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m6s | Loss: 0.404 | Acc: 86.092% (39010/45312) 354/391 [==========================================================>......] Step: 349ms | Tot: 2m6s | Loss: 0.404 | Acc: 86.103% (39125/45440) 355/391 [===========================================================>.....] Step: 354ms | Tot: 2m6s | Loss: 0.404 | Acc: 86.093% (39231/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m7s | Loss: 0.404 | Acc: 86.095% (39342/45696) 357/391 [===========================================================>.....] Step: 348ms | Tot: 2m7s | Loss: 0.404 | Acc: 86.097% (39453/45824) 358/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.404 | Acc: 86.101% (39565/45952) 359/391 [===========================================================>.....] Step: 350ms | Tot: 2m8s | Loss: 0.404 | Acc: 86.094% (39672/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.404 | Acc: 86.104% (39787/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m9s | Loss: 0.404 | Acc: 86.104% (39897/46336) 362/391 [============================================================>....] Step: 375ms | Tot: 2m9s | Loss: 0.404 | Acc: 86.088% (40000/46464) 363/391 [============================================================>....] Step: 353ms | Tot: 2m9s | Loss: 0.404 | Acc: 86.083% (40108/46592) 364/391 [============================================================>....] Step: 353ms | Tot: 2m10s | Loss: 0.404 | Acc: 86.077% (40215/46720) 365/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.404 | Acc: 86.098% (40335/46848) 366/391 [============================================================>....] Step: 351ms | Tot: 2m10s | Loss: 0.404 | Acc: 86.091% (40442/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m11s | Loss: 0.404 | Acc: 86.080% (40547/47104) 368/391 [=============================================================>...] Step: 352ms | Tot: 2m11s | Loss: 0.404 | Acc: 86.086% (40660/47232) 369/391 [=============================================================>...] Step: 374ms | Tot: 2m11s | Loss: 0.404 | Acc: 86.077% (40766/47360) 370/391 [=============================================================>...] Step: 406ms | Tot: 2m12s | Loss: 0.404 | Acc: 86.076% (40876/47488) 371/391 [=============================================================>...] Step: 406ms | Tot: 2m12s | Loss: 0.404 | Acc: 86.076% (40986/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.404 | Acc: 86.076% (41096/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m13s | Loss: 0.404 | Acc: 86.067% (41202/47872) 374/391 [==============================================================>..] Step: 345ms | Tot: 2m13s | Loss: 0.404 | Acc: 86.062% (41310/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m14s | Loss: 0.404 | Acc: 86.058% (41418/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m14s | Loss: 0.404 | Acc: 86.062% (41530/48256) 377/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.404 | Acc: 86.055% (41637/48384) 378/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.057% (41748/48512) 379/391 [===============================================================>.] Step: 352ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.071% (41865/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.083% (41981/48768) 381/391 [===============================================================>.] Step: 353ms | Tot: 2m16s | Loss: 0.403 | Acc: 86.075% (42087/48896) 382/391 [===============================================================>.] Step: 351ms | Tot: 2m16s | Loss: 0.404 | Acc: 86.064% (42192/49024) 383/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.404 | Acc: 86.062% (42301/49152) 384/391 [===============================================================>.] Step: 348ms | Tot: 2m17s | Loss: 0.404 | Acc: 86.057% (42409/49280) 385/391 [================================================================>] Step: 350ms | Tot: 2m17s | Loss: 0.404 | Acc: 86.069% (42525/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m18s | Loss: 0.404 | Acc: 86.057% (42629/49536) 387/391 [================================================================>] Step: 363ms | Tot: 2m18s | Loss: 0.404 | Acc: 86.054% (42738/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.404 | Acc: 86.044% (42843/49792) 389/391 [================================================================>] Step: 372ms | Tot: 2m19s | Loss: 0.404 | Acc: 86.050% (42956/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m19s | Loss: 0.404 | Acc: 86.038% (43019/50000) 391/391 + [>................................................................] Step: 481ms | Tot: 2ms | Loss: 0.536 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 306ms | Tot: 309ms | Loss: 0.463 | Acc: 83.500% (167/200) 2/100 [=>...............................................................] Step: 306ms | Tot: 615ms | Loss: 0.455 | Acc: 84.333% (253/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 919ms | Loss: 0.455 | Acc: 83.750% (335/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s218ms | Loss: 0.431 | Acc: 84.800% (424/500) 5/100 [===>.............................................................] Step: 292ms | Tot: 1s511ms | Loss: 0.419 | Acc: 85.667% (514/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s798ms | Loss: 0.428 | Acc: 85.571% (599/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s98ms | Loss: 0.453 | Acc: 84.750% (678/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s399ms | Loss: 0.474 | Acc: 84.111% (757/900) 9/100 [=====>...........................................................] Step: 296ms | Tot: 2s696ms | Loss: 0.475 | Acc: 83.900% (839/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s2ms | Loss: 0.491 | Acc: 83.636% (920/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s301ms | Loss: 0.489 | Acc: 83.917% (1007/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s600ms | Loss: 0.481 | Acc: 83.846% (1090/1300) 13/100 [========>........................................................] Step: 301ms | Tot: 3s902ms | Loss: 0.479 | Acc: 83.857% (1174/1400) 14/100 [=========>.......................................................] Step: 313ms | Tot: 4s215ms | Loss: 0.481 | Acc: 83.800% (1257/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s522ms | Loss: 0.483 | Acc: 83.688% (1339/1600) 16/100 [==========>......................................................] Step: 297ms | Tot: 4s820ms | Loss: 0.483 | Acc: 83.765% (1424/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s132ms | Loss: 0.489 | Acc: 83.722% (1507/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s436ms | Loss: 0.497 | Acc: 83.526% (1587/1900) 19/100 [============>....................................................] Step: 297ms | Tot: 5s733ms | Loss: 0.507 | Acc: 83.150% (1663/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s38ms | Loss: 0.504 | Acc: 83.190% (1747/2100) 21/100 [=============>...................................................] Step: 297ms | Tot: 6s335ms | Loss: 0.502 | Acc: 83.227% (1831/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s639ms | Loss: 0.510 | Acc: 83.174% (1913/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s941ms | Loss: 0.509 | Acc: 83.333% (2000/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s246ms | Loss: 0.512 | Acc: 83.200% (2080/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s551ms | Loss: 0.521 | Acc: 83.038% (2159/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s855ms | Loss: 0.516 | Acc: 83.185% (2246/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s156ms | Loss: 0.512 | Acc: 83.357% (2334/2800) 28/100 [==================>..............................................] Step: 298ms | Tot: 8s455ms | Loss: 0.514 | Acc: 83.483% (2421/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s755ms | Loss: 0.511 | Acc: 83.500% (2505/3000) 30/100 [===================>.............................................] Step: 317ms | Tot: 9s73ms | Loss: 0.517 | Acc: 83.419% (2586/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s382ms | Loss: 0.512 | Acc: 83.438% (2670/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s683ms | Loss: 0.512 | Acc: 83.545% (2757/3300) 33/100 [=====================>...........................................] Step: 310ms | Tot: 9s993ms | Loss: 0.515 | Acc: 83.441% (2837/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s298ms | Loss: 0.519 | Acc: 83.371% (2918/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s606ms | Loss: 0.518 | Acc: 83.472% (3005/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 10s910ms | Loss: 0.522 | Acc: 83.297% (3082/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s212ms | Loss: 0.522 | Acc: 83.184% (3161/3800) 38/100 [========================>........................................] Step: 299ms | Tot: 11s512ms | Loss: 0.518 | Acc: 83.308% (3249/3900) 39/100 [=========================>.......................................] Step: 294ms | Tot: 11s806ms | Loss: 0.515 | Acc: 83.350% (3334/4000) 40/100 [==========================>......................................] Step: 310ms | Tot: 12s116ms | Loss: 0.516 | Acc: 83.293% (3415/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s416ms | Loss: 0.515 | Acc: 83.333% (3500/4200) 42/100 [===========================>.....................................] Step: 299ms | Tot: 12s716ms | Loss: 0.514 | Acc: 83.279% (3581/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s22ms | Loss: 0.514 | Acc: 83.341% (3667/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s324ms | Loss: 0.517 | Acc: 83.356% (3751/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s631ms | Loss: 0.516 | Acc: 83.304% (3832/4600) 46/100 [=============================>...................................] Step: 301ms | Tot: 13s933ms | Loss: 0.515 | Acc: 83.340% (3917/4700) 47/100 [==============================>..................................] Step: 315ms | Tot: 14s248ms | Loss: 0.516 | Acc: 83.271% (3997/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s552ms | Loss: 0.513 | Acc: 83.327% (4083/4900) 49/100 [===============================>.................................] Step: 299ms | Tot: 14s851ms | Loss: 0.515 | Acc: 83.240% (4162/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s155ms | Loss: 0.514 | Acc: 83.294% (4248/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s457ms | Loss: 0.513 | Acc: 83.288% (4331/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s757ms | Loss: 0.512 | Acc: 83.245% (4412/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s69ms | Loss: 0.512 | Acc: 83.315% (4499/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s371ms | Loss: 0.512 | Acc: 83.291% (4581/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s674ms | Loss: 0.512 | Acc: 83.357% (4668/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 16s981ms | Loss: 0.517 | Acc: 83.228% (4744/5700) 57/100 [=====================================>...........................] Step: 295ms | Tot: 17s276ms | Loss: 0.516 | Acc: 83.224% (4827/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s579ms | Loss: 0.518 | Acc: 83.102% (4903/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 17s888ms | Loss: 0.517 | Acc: 83.167% (4990/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s195ms | Loss: 0.521 | Acc: 83.066% (5067/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s497ms | Loss: 0.519 | Acc: 83.129% (5154/6200) 62/100 [========================================>........................] Step: 297ms | Tot: 18s794ms | Loss: 0.518 | Acc: 83.095% (5235/6300) 63/100 [========================================>........................] Step: 322ms | Tot: 19s117ms | Loss: 0.516 | Acc: 83.109% (5319/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s430ms | Loss: 0.519 | Acc: 83.077% (5400/6500) 65/100 [==========================================>......................] Step: 297ms | Tot: 19s727ms | Loss: 0.519 | Acc: 83.061% (5482/6600) 66/100 [==========================================>......................] Step: 314ms | Tot: 20s42ms | Loss: 0.517 | Acc: 83.075% (5566/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s344ms | Loss: 0.517 | Acc: 83.147% (5654/6800) 68/100 [============================================>....................] Step: 299ms | Tot: 20s643ms | Loss: 0.514 | Acc: 83.217% (5742/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 20s948ms | Loss: 0.515 | Acc: 83.157% (5821/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s258ms | Loss: 0.514 | Acc: 83.239% (5910/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s563ms | Loss: 0.514 | Acc: 83.250% (5994/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 21s863ms | Loss: 0.512 | Acc: 83.288% (6080/7300) 73/100 [===============================================>.................] Step: 345ms | Tot: 22s209ms | Loss: 0.510 | Acc: 83.338% (6167/7400) 74/100 [================================================>................] Step: 361ms | Tot: 22s570ms | Loss: 0.511 | Acc: 83.307% (6248/7500) 75/100 [================================================>................] Step: 299ms | Tot: 22s870ms | Loss: 0.511 | Acc: 83.303% (6331/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s174ms | Loss: 0.511 | Acc: 83.312% (6415/7700) 77/100 [==================================================>..............] Step: 299ms | Tot: 23s473ms | Loss: 0.511 | Acc: 83.282% (6496/7800) 78/100 [==================================================>..............] Step: 295ms | Tot: 23s769ms | Loss: 0.511 | Acc: 83.253% (6577/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s78ms | Loss: 0.510 | Acc: 83.287% (6663/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s385ms | Loss: 0.508 | Acc: 83.309% (6748/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s686ms | Loss: 0.508 | Acc: 83.280% (6829/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 24s995ms | Loss: 0.508 | Acc: 83.253% (6910/8300) 83/100 [=====================================================>...........] Step: 294ms | Tot: 25s290ms | Loss: 0.507 | Acc: 83.250% (6993/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 25s590ms | Loss: 0.507 | Acc: 83.235% (7075/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 25s891ms | Loss: 0.507 | Acc: 83.267% (7161/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s197ms | Loss: 0.507 | Acc: 83.241% (7242/8700) 87/100 [========================================================>........] Step: 299ms | Tot: 26s496ms | Loss: 0.509 | Acc: 83.227% (7324/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 26s795ms | Loss: 0.510 | Acc: 83.202% (7405/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s99ms | Loss: 0.510 | Acc: 83.211% (7489/9000) 90/100 [==========================================================>......] Step: 295ms | Tot: 27s395ms | Loss: 0.509 | Acc: 83.154% (7567/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s701ms | Loss: 0.508 | Acc: 83.217% (7656/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s6ms | Loss: 0.507 | Acc: 83.226% (7740/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s304ms | Loss: 0.509 | Acc: 83.160% (7817/9400) 94/100 [=============================================================>...] Step: 313ms | Tot: 28s618ms | Loss: 0.510 | Acc: 83.137% (7898/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 28s924ms | Loss: 0.508 | Acc: 83.219% (7989/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 29s234ms | Loss: 0.506 | Acc: 83.268% (8077/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s541ms | Loss: 0.508 | Acc: 83.184% (8152/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s840ms | Loss: 0.508 | Acc: 83.152% (8232/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s147ms | Loss: 0.507 | Acc: 83.190% (8319/10000) 100/100 + +Epoch: 67 + [>................................................................] Step: 594ms | Tot: 2ms | Loss: 0.338 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.356 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 386ms | Tot: 774ms | Loss: 0.341 | Acc: 87.500% (336/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s144ms | Loss: 0.349 | Acc: 86.914% (445/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s512ms | Loss: 0.329 | Acc: 87.969% (563/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s874ms | Loss: 0.349 | Acc: 87.370% (671/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s243ms | Loss: 0.368 | Acc: 86.942% (779/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s608ms | Loss: 0.360 | Acc: 86.914% (890/1024) 8/391 [=>...............................................................] Step: 355ms | Tot: 2s963ms | Loss: 0.356 | Acc: 87.153% (1004/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s330ms | Loss: 0.362 | Acc: 87.109% (1115/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s692ms | Loss: 0.358 | Acc: 87.571% (1233/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s49ms | Loss: 0.357 | Acc: 87.500% (1344/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s409ms | Loss: 0.364 | Acc: 87.440% (1455/1664) 13/391 [==>..............................................................] Step: 354ms | Tot: 4s763ms | Loss: 0.368 | Acc: 86.998% (1559/1792) 14/391 [==>..............................................................] Step: 350ms | Tot: 5s114ms | Loss: 0.369 | Acc: 87.083% (1672/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s469ms | Loss: 0.373 | Acc: 86.816% (1778/2048) 16/391 [==>..............................................................] Step: 357ms | Tot: 5s826ms | Loss: 0.369 | Acc: 87.040% (1894/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s185ms | Loss: 0.371 | Acc: 86.892% (2002/2304) 18/391 [==>..............................................................] Step: 353ms | Tot: 6s538ms | Loss: 0.370 | Acc: 87.048% (2117/2432) 19/391 [===>.............................................................] Step: 347ms | Tot: 6s885ms | Loss: 0.375 | Acc: 86.914% (2225/2560) 20/391 [===>.............................................................] Step: 350ms | Tot: 7s236ms | Loss: 0.378 | Acc: 86.830% (2334/2688) 21/391 [===>.............................................................] Step: 355ms | Tot: 7s591ms | Loss: 0.382 | Acc: 86.719% (2442/2816) 22/391 [===>.............................................................] Step: 353ms | Tot: 7s945ms | Loss: 0.388 | Acc: 86.481% (2546/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s310ms | Loss: 0.384 | Acc: 86.523% (2658/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s672ms | Loss: 0.384 | Acc: 86.594% (2771/3200) 25/391 [====>............................................................] Step: 348ms | Tot: 9s20ms | Loss: 0.385 | Acc: 86.569% (2881/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s385ms | Loss: 0.384 | Acc: 86.545% (2991/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s749ms | Loss: 0.388 | Acc: 86.496% (3100/3584) 28/391 [====>............................................................] Step: 353ms | Tot: 10s102ms | Loss: 0.387 | Acc: 86.530% (3212/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s460ms | Loss: 0.387 | Acc: 86.510% (3322/3840) 30/391 [====>............................................................] Step: 350ms | Tot: 10s811ms | Loss: 0.393 | Acc: 86.391% (3428/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s168ms | Loss: 0.392 | Acc: 86.426% (3540/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s530ms | Loss: 0.392 | Acc: 86.435% (3651/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 11s885ms | Loss: 0.391 | Acc: 86.466% (3763/4352) 34/391 [=====>...........................................................] Step: 353ms | Tot: 12s238ms | Loss: 0.391 | Acc: 86.562% (3878/4480) 35/391 [=====>...........................................................] Step: 354ms | Tot: 12s593ms | Loss: 0.393 | Acc: 86.393% (3981/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 12s954ms | Loss: 0.391 | Acc: 86.529% (4098/4736) 37/391 [======>..........................................................] Step: 370ms | Tot: 13s325ms | Loss: 0.389 | Acc: 86.595% (4212/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s686ms | Loss: 0.388 | Acc: 86.659% (4326/4992) 39/391 [======>..........................................................] Step: 347ms | Tot: 14s34ms | Loss: 0.388 | Acc: 86.680% (4438/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s395ms | Loss: 0.389 | Acc: 86.643% (4547/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 14s757ms | Loss: 0.391 | Acc: 86.607% (4656/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s115ms | Loss: 0.392 | Acc: 86.573% (4765/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s471ms | Loss: 0.391 | Acc: 86.648% (4880/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 15s827ms | Loss: 0.387 | Acc: 86.788% (4999/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s184ms | Loss: 0.388 | Acc: 86.838% (5113/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s546ms | Loss: 0.389 | Acc: 86.802% (5222/6016) 47/391 [=======>.........................................................] Step: 356ms | Tot: 16s903ms | Loss: 0.388 | Acc: 86.768% (5331/6144) 48/391 [=======>.........................................................] Step: 352ms | Tot: 17s255ms | Loss: 0.388 | Acc: 86.767% (5442/6272) 49/391 [========>........................................................] Step: 351ms | Tot: 17s607ms | Loss: 0.391 | Acc: 86.719% (5550/6400) 50/391 [========>........................................................] Step: 350ms | Tot: 17s957ms | Loss: 0.390 | Acc: 86.765% (5664/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s325ms | Loss: 0.392 | Acc: 86.749% (5774/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 18s682ms | Loss: 0.394 | Acc: 86.630% (5877/6784) 53/391 [========>........................................................] Step: 356ms | Tot: 19s38ms | Loss: 0.394 | Acc: 86.646% (5989/6912) 54/391 [========>........................................................] Step: 370ms | Tot: 19s409ms | Loss: 0.393 | Acc: 86.619% (6098/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 19s770ms | Loss: 0.394 | Acc: 86.649% (6211/7168) 56/391 [=========>.......................................................] Step: 353ms | Tot: 20s124ms | Loss: 0.395 | Acc: 86.554% (6315/7296) 57/391 [=========>.......................................................] Step: 367ms | Tot: 20s492ms | Loss: 0.399 | Acc: 86.449% (6418/7424) 58/391 [=========>.......................................................] Step: 350ms | Tot: 20s842ms | Loss: 0.398 | Acc: 86.480% (6531/7552) 59/391 [=========>.......................................................] Step: 348ms | Tot: 21s191ms | Loss: 0.398 | Acc: 86.432% (6638/7680) 60/391 [=========>.......................................................] Step: 405ms | Tot: 21s596ms | Loss: 0.397 | Acc: 86.514% (6755/7808) 61/391 [==========>......................................................] Step: 391ms | Tot: 21s988ms | Loss: 0.397 | Acc: 86.492% (6864/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s355ms | Loss: 0.394 | Acc: 86.570% (6981/8064) 63/391 [==========>......................................................] Step: 358ms | Tot: 22s713ms | Loss: 0.394 | Acc: 86.633% (7097/8192) 64/391 [==========>......................................................] Step: 354ms | Tot: 23s68ms | Loss: 0.395 | Acc: 86.599% (7205/8320) 65/391 [==========>......................................................] Step: 369ms | Tot: 23s437ms | Loss: 0.393 | Acc: 86.636% (7319/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 23s805ms | Loss: 0.393 | Acc: 86.672% (7433/8576) 67/391 [===========>.....................................................] Step: 351ms | Tot: 24s156ms | Loss: 0.393 | Acc: 86.673% (7544/8704) 68/391 [===========>.....................................................] Step: 354ms | Tot: 24s511ms | Loss: 0.393 | Acc: 86.685% (7656/8832) 69/391 [===========>.....................................................] Step: 352ms | Tot: 24s863ms | Loss: 0.392 | Acc: 86.674% (7766/8960) 70/391 [===========>.....................................................] Step: 354ms | Tot: 25s217ms | Loss: 0.391 | Acc: 86.642% (7874/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 25s579ms | Loss: 0.392 | Acc: 86.578% (7979/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 25s943ms | Loss: 0.392 | Acc: 86.590% (8091/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s305ms | Loss: 0.391 | Acc: 86.613% (8204/9472) 74/391 [============>....................................................] Step: 351ms | Tot: 26s656ms | Loss: 0.391 | Acc: 86.583% (8312/9600) 75/391 [============>....................................................] Step: 351ms | Tot: 27s7ms | Loss: 0.391 | Acc: 86.637% (8428/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s371ms | Loss: 0.391 | Acc: 86.658% (8541/9856) 77/391 [============>....................................................] Step: 354ms | Tot: 27s725ms | Loss: 0.391 | Acc: 86.689% (8655/9984) 78/391 [============>....................................................] Step: 352ms | Tot: 28s77ms | Loss: 0.391 | Acc: 86.630% (8760/10112) 79/391 [=============>...................................................] Step: 374ms | Tot: 28s452ms | Loss: 0.389 | Acc: 86.670% (8875/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 28s812ms | Loss: 0.391 | Acc: 86.613% (8980/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s179ms | Loss: 0.393 | Acc: 86.547% (9084/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s537ms | Loss: 0.393 | Acc: 86.530% (9193/10624) 83/391 [=============>...................................................] Step: 355ms | Tot: 29s893ms | Loss: 0.393 | Acc: 86.589% (9310/10752) 84/391 [=============>...................................................] Step: 352ms | Tot: 30s245ms | Loss: 0.392 | Acc: 86.581% (9420/10880) 85/391 [==============>..................................................] Step: 351ms | Tot: 30s596ms | Loss: 0.392 | Acc: 86.546% (9527/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 30s954ms | Loss: 0.392 | Acc: 86.557% (9639/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s316ms | Loss: 0.394 | Acc: 86.541% (9748/11264) 88/391 [==============>..................................................] Step: 348ms | Tot: 31s665ms | Loss: 0.394 | Acc: 86.552% (9860/11392) 89/391 [==============>..................................................] Step: 365ms | Tot: 32s31ms | Loss: 0.394 | Acc: 86.536% (9969/11520) 90/391 [==============>..................................................] Step: 378ms | Tot: 32s409ms | Loss: 0.394 | Acc: 86.573% (10084/11648) 91/391 [===============>.................................................] Step: 374ms | Tot: 32s783ms | Loss: 0.393 | Acc: 86.591% (10197/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s151ms | Loss: 0.392 | Acc: 86.593% (10308/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s516ms | Loss: 0.393 | Acc: 86.594% (10419/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 33s881ms | Loss: 0.392 | Acc: 86.612% (10532/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s247ms | Loss: 0.392 | Acc: 86.613% (10643/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 34s612ms | Loss: 0.392 | Acc: 86.630% (10756/12416) 97/391 [================>................................................] Step: 355ms | Tot: 34s968ms | Loss: 0.392 | Acc: 86.599% (10863/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s332ms | Loss: 0.393 | Acc: 86.569% (10970/12672) 99/391 [================>................................................] Step: 357ms | Tot: 35s690ms | Loss: 0.393 | Acc: 86.586% (11083/12800) 100/391 [================>................................................] Step: 353ms | Tot: 36s44ms | Loss: 0.394 | Acc: 86.564% (11191/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s409ms | Loss: 0.394 | Acc: 86.550% (11300/13056) 102/391 [================>................................................] Step: 353ms | Tot: 36s762ms | Loss: 0.394 | Acc: 86.552% (11411/13184) 103/391 [=================>...............................................] Step: 354ms | Tot: 37s116ms | Loss: 0.394 | Acc: 86.553% (11522/13312) 104/391 [=================>...............................................] Step: 352ms | Tot: 37s468ms | Loss: 0.397 | Acc: 86.443% (11618/13440) 105/391 [=================>...............................................] Step: 358ms | Tot: 37s827ms | Loss: 0.398 | Acc: 86.387% (11721/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s186ms | Loss: 0.398 | Acc: 86.346% (11826/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s553ms | Loss: 0.398 | Acc: 86.357% (11938/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 38s921ms | Loss: 0.398 | Acc: 86.360% (12049/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s278ms | Loss: 0.397 | Acc: 86.406% (12166/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 39s642ms | Loss: 0.395 | Acc: 86.465% (12285/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s3ms | Loss: 0.397 | Acc: 86.433% (12391/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s363ms | Loss: 0.397 | Acc: 86.387% (12495/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 40s723ms | Loss: 0.397 | Acc: 86.376% (12604/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s80ms | Loss: 0.397 | Acc: 86.352% (12711/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s437ms | Loss: 0.397 | Acc: 86.362% (12823/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 41s797ms | Loss: 0.397 | Acc: 86.392% (12938/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s155ms | Loss: 0.397 | Acc: 86.414% (13052/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 42s514ms | Loss: 0.396 | Acc: 86.443% (13167/15232) 119/391 [===================>.............................................] Step: 356ms | Tot: 42s870ms | Loss: 0.397 | Acc: 86.432% (13276/15360) 120/391 [===================>.............................................] Step: 355ms | Tot: 43s226ms | Loss: 0.398 | Acc: 86.364% (13376/15488) 121/391 [====================>............................................] Step: 368ms | Tot: 43s595ms | Loss: 0.397 | Acc: 86.360% (13486/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 43s957ms | Loss: 0.398 | Acc: 86.344% (13594/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s319ms | Loss: 0.397 | Acc: 86.360% (13707/15872) 124/391 [====================>............................................] Step: 350ms | Tot: 44s670ms | Loss: 0.397 | Acc: 86.381% (13821/16000) 125/391 [====================>............................................] Step: 351ms | Tot: 45s22ms | Loss: 0.396 | Acc: 86.409% (13936/16128) 126/391 [====================>............................................] Step: 372ms | Tot: 45s394ms | Loss: 0.397 | Acc: 86.417% (14048/16256) 127/391 [=====================>...........................................] Step: 355ms | Tot: 45s749ms | Loss: 0.398 | Acc: 86.389% (14154/16384) 128/391 [=====================>...........................................] Step: 350ms | Tot: 46s100ms | Loss: 0.399 | Acc: 86.343% (14257/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 46s464ms | Loss: 0.399 | Acc: 86.334% (14366/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 46s820ms | Loss: 0.399 | Acc: 86.319% (14474/16768) 131/391 [=====================>...........................................] Step: 351ms | Tot: 47s172ms | Loss: 0.399 | Acc: 86.346% (14589/16896) 132/391 [=====================>...........................................] Step: 351ms | Tot: 47s523ms | Loss: 0.399 | Acc: 86.337% (14698/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 47s881ms | Loss: 0.400 | Acc: 86.334% (14808/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 48s239ms | Loss: 0.399 | Acc: 86.337% (14919/17280) 135/391 [======================>..........................................] Step: 373ms | Tot: 48s612ms | Loss: 0.399 | Acc: 86.340% (15030/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 48s972ms | Loss: 0.399 | Acc: 86.325% (15138/17536) 137/391 [======================>..........................................] Step: 354ms | Tot: 49s327ms | Loss: 0.399 | Acc: 86.334% (15250/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 49s689ms | Loss: 0.398 | Acc: 86.370% (15367/17792) 139/391 [=======================>.........................................] Step: 351ms | Tot: 50s41ms | Loss: 0.399 | Acc: 86.350% (15474/17920) 140/391 [=======================>.........................................] Step: 365ms | Tot: 50s406ms | Loss: 0.399 | Acc: 86.348% (15584/18048) 141/391 [=======================>.........................................] Step: 351ms | Tot: 50s758ms | Loss: 0.399 | Acc: 86.339% (15693/18176) 142/391 [=======================>.........................................] Step: 346ms | Tot: 51s104ms | Loss: 0.399 | Acc: 86.336% (15803/18304) 143/391 [=======================>.........................................] Step: 388ms | Tot: 51s493ms | Loss: 0.400 | Acc: 86.344% (15915/18432) 144/391 [=======================>.........................................] Step: 409ms | Tot: 51s903ms | Loss: 0.399 | Acc: 86.352% (16027/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 52s274ms | Loss: 0.399 | Acc: 86.360% (16139/18688) 146/391 [========================>........................................] Step: 348ms | Tot: 52s623ms | Loss: 0.399 | Acc: 86.357% (16249/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 52s980ms | Loss: 0.399 | Acc: 86.360% (16360/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s339ms | Loss: 0.398 | Acc: 86.388% (16476/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 53s704ms | Loss: 0.399 | Acc: 86.365% (16582/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s63ms | Loss: 0.398 | Acc: 86.398% (16699/19328) 151/391 [=========================>.......................................] Step: 373ms | Tot: 54s437ms | Loss: 0.398 | Acc: 86.410% (16812/19456) 152/391 [=========================>.......................................] Step: 354ms | Tot: 54s791ms | Loss: 0.398 | Acc: 86.392% (16919/19584) 153/391 [=========================>.......................................] Step: 354ms | Tot: 55s145ms | Loss: 0.398 | Acc: 86.389% (17029/19712) 154/391 [=========================>.......................................] Step: 350ms | Tot: 55s496ms | Loss: 0.398 | Acc: 86.406% (17143/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 55s855ms | Loss: 0.398 | Acc: 86.418% (17256/19968) 156/391 [=========================>.......................................] Step: 351ms | Tot: 56s207ms | Loss: 0.398 | Acc: 86.430% (17369/20096) 157/391 [==========================>......................................] Step: 346ms | Tot: 56s554ms | Loss: 0.398 | Acc: 86.407% (17475/20224) 158/391 [==========================>......................................] Step: 349ms | Tot: 56s903ms | Loss: 0.398 | Acc: 86.394% (17583/20352) 159/391 [==========================>......................................] Step: 347ms | Tot: 57s251ms | Loss: 0.398 | Acc: 86.411% (17697/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s609ms | Loss: 0.399 | Acc: 86.428% (17811/20608) 161/391 [==========================>......................................] Step: 351ms | Tot: 57s961ms | Loss: 0.399 | Acc: 86.396% (17915/20736) 162/391 [==========================>......................................] Step: 374ms | Tot: 58s335ms | Loss: 0.399 | Acc: 86.412% (18029/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 58s700ms | Loss: 0.399 | Acc: 86.400% (18137/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s55ms | Loss: 0.400 | Acc: 86.383% (18244/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 59s418ms | Loss: 0.400 | Acc: 86.385% (18355/21248) 166/391 [===========================>.....................................] Step: 357ms | Tot: 59s776ms | Loss: 0.400 | Acc: 86.382% (18465/21376) 167/391 [===========================>.....................................] Step: 347ms | Tot: 1m124ms | Loss: 0.399 | Acc: 86.403% (18580/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m485ms | Loss: 0.399 | Acc: 86.391% (18688/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m843ms | Loss: 0.398 | Acc: 86.429% (18807/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.398 | Acc: 86.440% (18920/21888) 171/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.397 | Acc: 86.469% (19037/22016) 172/391 [============================>....................................] Step: 354ms | Tot: 1m1s | Loss: 0.398 | Acc: 86.443% (19142/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.396 | Acc: 86.490% (19263/22272) 174/391 [============================>....................................] Step: 352ms | Tot: 1m2s | Loss: 0.396 | Acc: 86.491% (19374/22400) 175/391 [=============================>...................................] Step: 355ms | Tot: 1m2s | Loss: 0.397 | Acc: 86.483% (19483/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.397 | Acc: 86.467% (19590/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.397 | Acc: 86.477% (19703/22784) 178/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.397 | Acc: 86.470% (19812/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.397 | Acc: 86.437% (19915/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.398 | Acc: 86.434% (20025/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.410% (20130/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.424% (20244/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m5s | Loss: 0.398 | Acc: 86.426% (20355/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.398 | Acc: 86.427% (20466/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.399 | Acc: 86.391% (20568/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.398 | Acc: 86.393% (20679/23936) 187/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.407% (20793/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.398 | Acc: 86.409% (20904/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.398 | Acc: 86.402% (21013/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.398 | Acc: 86.404% (21124/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.398 | Acc: 86.414% (21237/24576) 192/391 [===============================>.................................] Step: 352ms | Tot: 1m9s | Loss: 0.399 | Acc: 86.399% (21344/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m9s | Loss: 0.399 | Acc: 86.393% (21453/24832) 194/391 [================================>................................] Step: 357ms | Tot: 1m9s | Loss: 0.399 | Acc: 86.390% (21563/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.398 | Acc: 86.412% (21679/25088) 196/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.398 | Acc: 86.425% (21793/25216) 197/391 [================================>................................] Step: 354ms | Tot: 1m10s | Loss: 0.398 | Acc: 86.415% (21901/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.398 | Acc: 86.409% (22010/25472) 199/391 [=================================>...............................] Step: 352ms | Tot: 1m11s | Loss: 0.398 | Acc: 86.418% (22123/25600) 200/391 [=================================>...............................] Step: 351ms | Tot: 1m12s | Loss: 0.398 | Acc: 86.439% (22239/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.398 | Acc: 86.409% (22342/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.398 | Acc: 86.415% (22454/25984) 203/391 [=================================>...............................] Step: 352ms | Tot: 1m13s | Loss: 0.399 | Acc: 86.401% (22561/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.398 | Acc: 86.421% (22677/26240) 205/391 [==================================>..............................] Step: 356ms | Tot: 1m13s | Loss: 0.398 | Acc: 86.419% (22787/26368) 206/391 [==================================>..............................] Step: 348ms | Tot: 1m14s | Loss: 0.398 | Acc: 86.405% (22894/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.398 | Acc: 86.411% (23006/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.398 | Acc: 86.412% (23117/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.398 | Acc: 86.403% (23225/26880) 210/391 [==================================>..............................] Step: 349ms | Tot: 1m15s | Loss: 0.398 | Acc: 86.411% (23338/27008) 211/391 [===================================>.............................] Step: 352ms | Tot: 1m15s | Loss: 0.398 | Acc: 86.406% (23447/27136) 212/391 [===================================>.............................] Step: 355ms | Tot: 1m16s | Loss: 0.397 | Acc: 86.403% (23557/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.398 | Acc: 86.405% (23668/27392) 214/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.398 | Acc: 86.403% (23778/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.398 | Acc: 86.408% (23890/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.398 | Acc: 86.406% (24000/27776) 217/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.398 | Acc: 86.389% (24106/27904) 218/391 [====================================>............................] Step: 375ms | Tot: 1m18s | Loss: 0.398 | Acc: 86.394% (24218/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m18s | Loss: 0.398 | Acc: 86.406% (24332/28160) 220/391 [====================================>............................] Step: 349ms | Tot: 1m19s | Loss: 0.398 | Acc: 86.422% (24447/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.398 | Acc: 86.437% (24562/28416) 222/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.398 | Acc: 86.435% (24672/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m20s | Loss: 0.398 | Acc: 86.408% (24775/28672) 224/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.398 | Acc: 86.406% (24885/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m20s | Loss: 0.398 | Acc: 86.404% (24995/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.399 | Acc: 86.392% (25102/29056) 227/391 [=====================================>...........................] Step: 401ms | Tot: 1m21s | Loss: 0.399 | Acc: 86.373% (25207/29184) 228/391 [=====================================>...........................] Step: 402ms | Tot: 1m22s | Loss: 0.399 | Acc: 86.378% (25319/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m22s | Loss: 0.399 | Acc: 86.365% (25426/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m22s | Loss: 0.399 | Acc: 86.384% (25542/29568) 231/391 [======================================>..........................] Step: 348ms | Tot: 1m23s | Loss: 0.399 | Acc: 86.392% (25655/29696) 232/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.399 | Acc: 86.394% (25766/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.399 | Acc: 86.382% (25873/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.399 | Acc: 86.356% (25976/30080) 235/391 [=======================================>.........................] Step: 348ms | Tot: 1m24s | Loss: 0.399 | Acc: 86.348% (26084/30208) 236/391 [=======================================>.........................] Step: 355ms | Tot: 1m24s | Loss: 0.399 | Acc: 86.353% (26196/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.399 | Acc: 86.348% (26305/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.399 | Acc: 86.346% (26415/30592) 239/391 [=======================================>.........................] Step: 351ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.344% (26525/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.339% (26634/30848) 241/391 [========================================>........................] Step: 353ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.322% (26739/30976) 242/391 [========================================>........................] Step: 349ms | Tot: 1m27s | Loss: 0.400 | Acc: 86.317% (26848/31104) 243/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.400 | Acc: 86.296% (26952/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.401 | Acc: 86.279% (27057/31360) 245/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.280% (27168/31488) 246/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.295% (27283/31616) 247/391 [=========================================>.......................] Step: 350ms | Tot: 1m28s | Loss: 0.400 | Acc: 86.293% (27393/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.401 | Acc: 86.286% (27501/31872) 249/391 [=========================================>.......................] Step: 347ms | Tot: 1m29s | Loss: 0.400 | Acc: 86.297% (27615/32000) 250/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.401 | Acc: 86.280% (27720/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.401 | Acc: 86.266% (27826/32256) 252/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.400 | Acc: 86.280% (27941/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m31s | Loss: 0.400 | Acc: 86.294% (28056/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.400 | Acc: 86.296% (28167/32640) 255/391 [==========================================>......................] Step: 351ms | Tot: 1m31s | Loss: 0.400 | Acc: 86.298% (28278/32768) 256/391 [==========================================>......................] Step: 349ms | Tot: 1m32s | Loss: 0.400 | Acc: 86.293% (28387/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.400 | Acc: 86.298% (28499/33024) 258/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.400 | Acc: 86.293% (28608/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m33s | Loss: 0.400 | Acc: 86.310% (28724/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.400 | Acc: 86.303% (28832/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.400 | Acc: 86.289% (28938/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.400 | Acc: 86.291% (29049/33664) 263/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.400 | Acc: 86.281% (29156/33792) 264/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.400 | Acc: 86.288% (29269/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m35s | Loss: 0.400 | Acc: 86.281% (29377/34048) 266/391 [============================================>....................] Step: 352ms | Tot: 1m35s | Loss: 0.400 | Acc: 86.292% (29491/34176) 267/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.400 | Acc: 86.284% (29599/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.400 | Acc: 86.301% (29715/34432) 269/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.399 | Acc: 86.319% (29832/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.399 | Acc: 86.335% (29948/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m37s | Loss: 0.399 | Acc: 86.328% (30056/34816) 272/391 [=============================================>...................] Step: 353ms | Tot: 1m37s | Loss: 0.399 | Acc: 86.321% (30164/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.399 | Acc: 86.322% (30275/35072) 274/391 [=============================================>...................] Step: 350ms | Tot: 1m38s | Loss: 0.399 | Acc: 86.327% (30387/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.399 | Acc: 86.303% (30489/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.399 | Acc: 86.307% (30601/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m39s | Loss: 0.399 | Acc: 86.314% (30714/35584) 278/391 [==============================================>..................] Step: 351ms | Tot: 1m39s | Loss: 0.399 | Acc: 86.304% (30821/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.399 | Acc: 86.306% (30932/35840) 280/391 [==============================================>..................] Step: 350ms | Tot: 1m40s | Loss: 0.399 | Acc: 86.304% (31042/35968) 281/391 [==============================================>..................] Step: 347ms | Tot: 1m41s | Loss: 0.400 | Acc: 86.295% (31149/36096) 282/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.400 | Acc: 86.258% (31246/36224) 283/391 [===============================================>.................] Step: 355ms | Tot: 1m41s | Loss: 0.400 | Acc: 86.265% (31359/36352) 284/391 [===============================================>.................] Step: 346ms | Tot: 1m42s | Loss: 0.400 | Acc: 86.247% (31463/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.400 | Acc: 86.252% (31575/36608) 286/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.400 | Acc: 86.253% (31686/36736) 287/391 [===============================================>.................] Step: 350ms | Tot: 1m43s | Loss: 0.400 | Acc: 86.258% (31798/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.399 | Acc: 86.259% (31909/36992) 289/391 [================================================>................] Step: 355ms | Tot: 1m43s | Loss: 0.400 | Acc: 86.255% (32018/37120) 290/391 [================================================>................] Step: 353ms | Tot: 1m44s | Loss: 0.399 | Acc: 86.260% (32130/37248) 291/391 [================================================>................] Step: 346ms | Tot: 1m44s | Loss: 0.399 | Acc: 86.267% (32243/37376) 292/391 [================================================>................] Step: 352ms | Tot: 1m44s | Loss: 0.399 | Acc: 86.268% (32354/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.399 | Acc: 86.278% (32468/37632) 294/391 [================================================>................] Step: 346ms | Tot: 1m45s | Loss: 0.399 | Acc: 86.279% (32579/37760) 295/391 [=================================================>...............] Step: 349ms | Tot: 1m46s | Loss: 0.399 | Acc: 86.296% (32696/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.399 | Acc: 86.306% (32810/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m46s | Loss: 0.399 | Acc: 86.310% (32922/38144) 298/391 [=================================================>...............] Step: 353ms | Tot: 1m47s | Loss: 0.399 | Acc: 86.319% (33036/38272) 299/391 [=================================================>...............] Step: 355ms | Tot: 1m47s | Loss: 0.399 | Acc: 86.307% (33142/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.399 | Acc: 86.293% (33247/38528) 301/391 [==================================================>..............] Step: 349ms | Tot: 1m48s | Loss: 0.399 | Acc: 86.313% (33365/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m48s | Loss: 0.399 | Acc: 86.298% (33470/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m48s | Loss: 0.399 | Acc: 86.287% (33576/38912) 304/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.399 | Acc: 86.296% (33690/39040) 305/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.399 | Acc: 86.290% (33798/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.399 | Acc: 86.296% (33911/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m50s | Loss: 0.399 | Acc: 86.300% (34023/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m50s | Loss: 0.399 | Acc: 86.302% (34134/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.399 | Acc: 86.308% (34247/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.399 | Acc: 86.302% (34355/39808) 311/391 [===================================================>.............] Step: 390ms | Tot: 1m51s | Loss: 0.399 | Acc: 86.298% (34464/39936) 312/391 [===================================================>.............] Step: 350ms | Tot: 1m52s | Loss: 0.399 | Acc: 86.287% (34570/40064) 313/391 [====================================================>............] Step: 370ms | Tot: 1m52s | Loss: 0.400 | Acc: 86.271% (34674/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m52s | Loss: 0.400 | Acc: 86.277% (34787/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.400 | Acc: 86.279% (34898/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.400 | Acc: 86.275% (35007/40576) 317/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.399 | Acc: 86.286% (35122/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.399 | Acc: 86.290% (35234/40832) 319/391 [=====================================================>...........] Step: 348ms | Tot: 1m54s | Loss: 0.399 | Acc: 86.289% (35344/40960) 320/391 [=====================================================>...........] Step: 353ms | Tot: 1m54s | Loss: 0.399 | Acc: 86.293% (35456/41088) 321/391 [=====================================================>...........] Step: 354ms | Tot: 1m55s | Loss: 0.399 | Acc: 86.282% (35562/41216) 322/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.399 | Acc: 86.274% (35669/41344) 323/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.400 | Acc: 86.265% (35776/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.400 | Acc: 86.262% (35885/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.399 | Acc: 86.271% (35999/41728) 326/391 [======================================================>..........] Step: 352ms | Tot: 1m57s | Loss: 0.399 | Acc: 86.270% (36109/41856) 327/391 [======================================================>..........] Step: 356ms | Tot: 1m57s | Loss: 0.399 | Acc: 86.266% (36218/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.399 | Acc: 86.263% (36327/42112) 329/391 [======================================================>..........] Step: 350ms | Tot: 1m58s | Loss: 0.399 | Acc: 86.274% (36442/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.399 | Acc: 86.266% (36549/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 1m58s | Loss: 0.400 | Acc: 86.255% (36655/42496) 332/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.400 | Acc: 86.254% (36765/42624) 333/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.400 | Acc: 86.258% (36877/42752) 334/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.399 | Acc: 86.269% (36992/42880) 335/391 [=======================================================>.........] Step: 358ms | Tot: 2m337ms | Loss: 0.399 | Acc: 86.270% (37103/43008) 336/391 [=======================================================>.........] Step: 349ms | Tot: 2m687ms | Loss: 0.399 | Acc: 86.274% (37215/43136) 337/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.399 | Acc: 86.266% (37322/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m1s | Loss: 0.399 | Acc: 86.272% (37435/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.399 | Acc: 86.278% (37548/43520) 340/391 [========================================================>........] Step: 349ms | Tot: 2m2s | Loss: 0.399 | Acc: 86.272% (37656/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m2s | Loss: 0.399 | Acc: 86.278% (37769/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.399 | Acc: 86.286% (37883/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m3s | Loss: 0.399 | Acc: 86.287% (37994/44032) 344/391 [=========================================================>.......] Step: 352ms | Tot: 2m3s | Loss: 0.399 | Acc: 86.302% (38111/44160) 345/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.399 | Acc: 86.292% (38217/44288) 346/391 [=========================================================>.......] Step: 349ms | Tot: 2m4s | Loss: 0.399 | Acc: 86.289% (38326/44416) 347/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.399 | Acc: 86.294% (38439/44544) 348/391 [=========================================================>.......] Step: 355ms | Tot: 2m4s | Loss: 0.399 | Acc: 86.287% (38546/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m5s | Loss: 0.399 | Acc: 86.283% (38655/44800) 350/391 [==========================================================>......] Step: 346ms | Tot: 2m5s | Loss: 0.399 | Acc: 86.285% (38766/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m6s | Loss: 0.399 | Acc: 86.293% (38880/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.399 | Acc: 86.294% (38991/45184) 353/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.399 | Acc: 86.299% (39104/45312) 354/391 [==========================================================>......] Step: 351ms | Tot: 2m7s | Loss: 0.398 | Acc: 86.309% (39219/45440) 355/391 [===========================================================>.....] Step: 352ms | Tot: 2m7s | Loss: 0.398 | Acc: 86.313% (39331/45568) 356/391 [===========================================================>.....] Step: 346ms | Tot: 2m7s | Loss: 0.399 | Acc: 86.312% (39441/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.399 | Acc: 86.293% (39543/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.399 | Acc: 86.275% (39645/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m8s | Loss: 0.399 | Acc: 86.272% (39754/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.400 | Acc: 86.271% (39864/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m9s | Loss: 0.400 | Acc: 86.274% (39976/46336) 362/391 [============================================================>....] Step: 357ms | Tot: 2m9s | Loss: 0.400 | Acc: 86.273% (40086/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.400 | Acc: 86.274% (40197/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.400 | Acc: 86.289% (40314/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.400 | Acc: 86.294% (40427/46848) 366/391 [============================================================>....] Step: 371ms | Tot: 2m11s | Loss: 0.399 | Acc: 86.295% (40538/46976) 367/391 [=============================================================>...] Step: 353ms | Tot: 2m11s | Loss: 0.399 | Acc: 86.296% (40649/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.399 | Acc: 86.306% (40764/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m12s | Loss: 0.399 | Acc: 86.294% (40869/47360) 370/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.399 | Acc: 86.287% (40976/47488) 371/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.399 | Acc: 86.295% (41090/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.399 | Acc: 86.294% (41200/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m13s | Loss: 0.400 | Acc: 86.268% (41298/47872) 374/391 [==============================================================>..] Step: 352ms | Tot: 2m14s | Loss: 0.400 | Acc: 86.267% (41408/48000) 375/391 [==============================================================>..] Step: 351ms | Tot: 2m14s | Loss: 0.400 | Acc: 86.262% (41516/48128) 376/391 [==============================================================>..] Step: 353ms | Tot: 2m14s | Loss: 0.400 | Acc: 86.261% (41626/48256) 377/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.400 | Acc: 86.262% (41737/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.400 | Acc: 86.263% (41848/48512) 379/391 [===============================================================>.] Step: 348ms | Tot: 2m16s | Loss: 0.400 | Acc: 86.256% (41955/48640) 380/391 [===============================================================>.] Step: 357ms | Tot: 2m16s | Loss: 0.400 | Acc: 86.249% (42062/48768) 381/391 [===============================================================>.] Step: 351ms | Tot: 2m16s | Loss: 0.401 | Acc: 86.232% (42164/48896) 382/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.401 | Acc: 86.221% (42269/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.401 | Acc: 86.216% (42377/49152) 384/391 [===============================================================>.] Step: 352ms | Tot: 2m17s | Loss: 0.401 | Acc: 86.232% (42495/49280) 385/391 [================================================================>] Step: 350ms | Tot: 2m18s | Loss: 0.401 | Acc: 86.213% (42596/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m18s | Loss: 0.401 | Acc: 86.210% (42705/49536) 387/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.401 | Acc: 86.219% (42820/49664) 388/391 [================================================================>] Step: 350ms | Tot: 2m19s | Loss: 0.402 | Acc: 86.205% (42923/49792) 389/391 [================================================================>] Step: 345ms | Tot: 2m19s | Loss: 0.402 | Acc: 86.206% (43034/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m19s | Loss: 0.402 | Acc: 86.204% (43102/50000) 391/391 + [>................................................................] Step: 490ms | Tot: 2ms | Loss: 0.435 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 288ms | Tot: 291ms | Loss: 0.473 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 284ms | Tot: 575ms | Loss: 0.473 | Acc: 84.333% (253/300) 3/100 [=>...............................................................] Step: 288ms | Tot: 864ms | Loss: 0.454 | Acc: 84.250% (337/400) 4/100 [==>..............................................................] Step: 326ms | Tot: 1s190ms | Loss: 0.465 | Acc: 83.400% (417/500) 5/100 [===>.............................................................] Step: 318ms | Tot: 1s509ms | Loss: 0.426 | Acc: 84.500% (507/600) 6/100 [===>.............................................................] Step: 281ms | Tot: 1s791ms | Loss: 0.442 | Acc: 84.143% (589/700) 7/100 [====>............................................................] Step: 292ms | Tot: 2s83ms | Loss: 0.454 | Acc: 83.625% (669/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s393ms | Loss: 0.481 | Acc: 83.000% (747/900) 9/100 [=====>...........................................................] Step: 290ms | Tot: 2s683ms | Loss: 0.486 | Acc: 82.800% (828/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 2s988ms | Loss: 0.498 | Acc: 82.455% (907/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s296ms | Loss: 0.525 | Acc: 82.000% (984/1200) 12/100 [=======>.........................................................] Step: 294ms | Tot: 3s590ms | Loss: 0.513 | Acc: 82.231% (1069/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s889ms | Loss: 0.509 | Acc: 82.357% (1153/1400) 14/100 [=========>.......................................................] Step: 297ms | Tot: 4s187ms | Loss: 0.500 | Acc: 82.800% (1242/1500) 15/100 [=========>.......................................................] Step: 293ms | Tot: 4s481ms | Loss: 0.509 | Acc: 82.562% (1321/1600) 16/100 [==========>......................................................] Step: 291ms | Tot: 4s773ms | Loss: 0.505 | Acc: 82.765% (1407/1700) 17/100 [===========>.....................................................] Step: 299ms | Tot: 5s72ms | Loss: 0.514 | Acc: 82.500% (1485/1800) 18/100 [===========>.....................................................] Step: 293ms | Tot: 5s365ms | Loss: 0.519 | Acc: 82.263% (1563/1900) 19/100 [============>....................................................] Step: 291ms | Tot: 5s656ms | Loss: 0.528 | Acc: 82.100% (1642/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 5s959ms | Loss: 0.527 | Acc: 82.190% (1726/2100) 21/100 [=============>...................................................] Step: 289ms | Tot: 6s248ms | Loss: 0.526 | Acc: 82.182% (1808/2200) 22/100 [==============>..................................................] Step: 294ms | Tot: 6s543ms | Loss: 0.528 | Acc: 82.174% (1890/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s849ms | Loss: 0.527 | Acc: 82.250% (1974/2400) 24/100 [===============>.................................................] Step: 295ms | Tot: 7s145ms | Loss: 0.528 | Acc: 82.360% (2059/2500) 25/100 [================>................................................] Step: 296ms | Tot: 7s441ms | Loss: 0.535 | Acc: 82.192% (2137/2600) 26/100 [================>................................................] Step: 295ms | Tot: 7s737ms | Loss: 0.530 | Acc: 82.259% (2221/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s48ms | Loss: 0.526 | Acc: 82.429% (2308/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s357ms | Loss: 0.523 | Acc: 82.586% (2395/2900) 29/100 [==================>..............................................] Step: 296ms | Tot: 8s653ms | Loss: 0.522 | Acc: 82.500% (2475/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 8s957ms | Loss: 0.523 | Acc: 82.484% (2557/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s257ms | Loss: 0.518 | Acc: 82.500% (2640/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s557ms | Loss: 0.515 | Acc: 82.545% (2724/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 9s864ms | Loss: 0.513 | Acc: 82.559% (2807/3400) 34/100 [======================>..........................................] Step: 292ms | Tot: 10s157ms | Loss: 0.513 | Acc: 82.486% (2887/3500) 35/100 [======================>..........................................] Step: 295ms | Tot: 10s452ms | Loss: 0.509 | Acc: 82.556% (2972/3600) 36/100 [=======================>.........................................] Step: 293ms | Tot: 10s746ms | Loss: 0.511 | Acc: 82.459% (3051/3700) 37/100 [========================>........................................] Step: 297ms | Tot: 11s43ms | Loss: 0.511 | Acc: 82.500% (3135/3800) 38/100 [========================>........................................] Step: 293ms | Tot: 11s337ms | Loss: 0.508 | Acc: 82.641% (3223/3900) 39/100 [=========================>.......................................] Step: 289ms | Tot: 11s627ms | Loss: 0.508 | Acc: 82.700% (3308/4000) 40/100 [==========================>......................................] Step: 300ms | Tot: 11s927ms | Loss: 0.507 | Acc: 82.732% (3392/4100) 41/100 [==========================>......................................] Step: 294ms | Tot: 12s221ms | Loss: 0.509 | Acc: 82.714% (3474/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s529ms | Loss: 0.507 | Acc: 82.767% (3559/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 12s841ms | Loss: 0.508 | Acc: 82.818% (3644/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s149ms | Loss: 0.510 | Acc: 82.867% (3729/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s458ms | Loss: 0.510 | Acc: 82.826% (3810/4600) 46/100 [=============================>...................................] Step: 299ms | Tot: 13s757ms | Loss: 0.508 | Acc: 82.851% (3894/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s64ms | Loss: 0.513 | Acc: 82.750% (3972/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s368ms | Loss: 0.508 | Acc: 82.837% (4059/4900) 49/100 [===============================>.................................] Step: 297ms | Tot: 14s666ms | Loss: 0.510 | Acc: 82.760% (4138/5000) 50/100 [================================>................................] Step: 303ms | Tot: 14s969ms | Loss: 0.506 | Acc: 82.843% (4225/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s271ms | Loss: 0.507 | Acc: 82.808% (4306/5200) 52/100 [=================================>...............................] Step: 297ms | Tot: 15s568ms | Loss: 0.507 | Acc: 82.830% (4390/5300) 53/100 [==================================>..............................] Step: 308ms | Tot: 15s876ms | Loss: 0.508 | Acc: 82.870% (4475/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s179ms | Loss: 0.507 | Acc: 82.873% (4558/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s483ms | Loss: 0.509 | Acc: 82.857% (4640/5600) 56/100 [====================================>............................] Step: 300ms | Tot: 16s783ms | Loss: 0.511 | Acc: 82.807% (4720/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s91ms | Loss: 0.509 | Acc: 82.897% (4808/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s393ms | Loss: 0.511 | Acc: 82.864% (4889/5900) 59/100 [======================================>..........................] Step: 300ms | Tot: 17s693ms | Loss: 0.509 | Acc: 82.917% (4975/6000) 60/100 [=======================================>.........................] Step: 313ms | Tot: 18s7ms | Loss: 0.509 | Acc: 82.951% (5060/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s315ms | Loss: 0.506 | Acc: 82.968% (5144/6200) 62/100 [========================================>........................] Step: 295ms | Tot: 18s610ms | Loss: 0.505 | Acc: 83.016% (5230/6300) 63/100 [========================================>........................] Step: 298ms | Tot: 18s908ms | Loss: 0.505 | Acc: 83.047% (5315/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s212ms | Loss: 0.506 | Acc: 83.000% (5395/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s516ms | Loss: 0.507 | Acc: 82.970% (5476/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 19s827ms | Loss: 0.504 | Acc: 83.045% (5564/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s129ms | Loss: 0.504 | Acc: 83.015% (5645/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s430ms | Loss: 0.502 | Acc: 83.029% (5729/6900) 69/100 [============================================>....................] Step: 318ms | Tot: 20s749ms | Loss: 0.504 | Acc: 83.014% (5811/7000) 70/100 [=============================================>...................] Step: 323ms | Tot: 21s72ms | Loss: 0.505 | Acc: 82.958% (5890/7100) 71/100 [==============================================>..................] Step: 319ms | Tot: 21s392ms | Loss: 0.505 | Acc: 82.917% (5970/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 21s700ms | Loss: 0.503 | Acc: 83.014% (6060/7300) 73/100 [===============================================>.................] Step: 314ms | Tot: 22s15ms | Loss: 0.504 | Acc: 82.959% (6139/7400) 74/100 [================================================>................] Step: 318ms | Tot: 22s333ms | Loss: 0.505 | Acc: 82.933% (6220/7500) 75/100 [================================================>................] Step: 314ms | Tot: 22s648ms | Loss: 0.505 | Acc: 82.934% (6303/7600) 76/100 [=================================================>...............] Step: 320ms | Tot: 22s968ms | Loss: 0.507 | Acc: 82.935% (6386/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s278ms | Loss: 0.507 | Acc: 82.949% (6470/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s585ms | Loss: 0.508 | Acc: 82.911% (6550/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 23s896ms | Loss: 0.509 | Acc: 82.900% (6632/8000) 80/100 [====================================================>............] Step: 301ms | Tot: 24s198ms | Loss: 0.506 | Acc: 83.000% (6723/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s501ms | Loss: 0.505 | Acc: 82.988% (6805/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 24s806ms | Loss: 0.504 | Acc: 83.012% (6890/8300) 83/100 [=====================================================>...........] Step: 300ms | Tot: 25s106ms | Loss: 0.503 | Acc: 83.012% (6973/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s412ms | Loss: 0.505 | Acc: 82.929% (7049/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 25s711ms | Loss: 0.507 | Acc: 82.895% (7129/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s17ms | Loss: 0.506 | Acc: 82.920% (7214/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s326ms | Loss: 0.507 | Acc: 82.909% (7296/8800) 88/100 [=========================================================>.......] Step: 299ms | Tot: 26s626ms | Loss: 0.506 | Acc: 82.944% (7382/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 26s929ms | Loss: 0.507 | Acc: 82.933% (7464/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s234ms | Loss: 0.506 | Acc: 82.945% (7548/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s536ms | Loss: 0.503 | Acc: 83.000% (7636/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 27s845ms | Loss: 0.503 | Acc: 82.989% (7718/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s147ms | Loss: 0.502 | Acc: 83.011% (7803/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s450ms | Loss: 0.504 | Acc: 82.989% (7884/9500) 95/100 [=============================================================>...] Step: 296ms | Tot: 28s746ms | Loss: 0.503 | Acc: 83.000% (7968/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s49ms | Loss: 0.503 | Acc: 83.000% (8051/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s356ms | Loss: 0.503 | Acc: 82.980% (8132/9800) 98/100 [===============================================================>.] Step: 296ms | Tot: 29s652ms | Loss: 0.503 | Acc: 82.960% (8213/9900) 99/100 [================================================================>] Step: 313ms | Tot: 29s965ms | Loss: 0.502 | Acc: 82.980% (8298/10000) 100/100 + +Epoch: 68 + [>................................................................] Step: 580ms | Tot: 2ms | Loss: 0.384 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 382ms | Tot: 384ms | Loss: 0.409 | Acc: 86.328% (221/256) 2/391 [>................................................................] Step: 410ms | Tot: 794ms | Loss: 0.417 | Acc: 85.677% (329/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s164ms | Loss: 0.410 | Acc: 85.352% (437/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s534ms | Loss: 0.405 | Acc: 85.938% (550/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s900ms | Loss: 0.422 | Acc: 85.156% (654/768) 6/391 [>................................................................] Step: 373ms | Tot: 2s274ms | Loss: 0.414 | Acc: 85.491% (766/896) 7/391 [=>...............................................................] Step: 357ms | Tot: 2s631ms | Loss: 0.417 | Acc: 85.352% (874/1024) 8/391 [=>...............................................................] Step: 355ms | Tot: 2s987ms | Loss: 0.413 | Acc: 85.590% (986/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s352ms | Loss: 0.416 | Acc: 85.859% (1099/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s710ms | Loss: 0.408 | Acc: 86.151% (1213/1408) 11/391 [=>...............................................................] Step: 349ms | Tot: 4s59ms | Loss: 0.413 | Acc: 86.133% (1323/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s417ms | Loss: 0.415 | Acc: 86.298% (1436/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s774ms | Loss: 0.408 | Acc: 86.607% (1552/1792) 14/391 [==>..............................................................] Step: 350ms | Tot: 5s125ms | Loss: 0.412 | Acc: 86.250% (1656/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s490ms | Loss: 0.406 | Acc: 86.572% (1773/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s849ms | Loss: 0.400 | Acc: 86.811% (1889/2176) 17/391 [==>..............................................................] Step: 352ms | Tot: 6s202ms | Loss: 0.401 | Acc: 86.892% (2002/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s563ms | Loss: 0.399 | Acc: 87.007% (2116/2432) 19/391 [===>.............................................................] Step: 351ms | Tot: 6s915ms | Loss: 0.395 | Acc: 87.070% (2229/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s275ms | Loss: 0.396 | Acc: 86.942% (2337/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s632ms | Loss: 0.391 | Acc: 87.216% (2456/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 7s986ms | Loss: 0.391 | Acc: 87.092% (2564/2944) 23/391 [===>.............................................................] Step: 355ms | Tot: 8s342ms | Loss: 0.391 | Acc: 86.979% (2672/3072) 24/391 [===>.............................................................] Step: 353ms | Tot: 8s696ms | Loss: 0.387 | Acc: 86.969% (2783/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s53ms | Loss: 0.384 | Acc: 87.019% (2896/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s411ms | Loss: 0.383 | Acc: 87.037% (3008/3456) 27/391 [====>............................................................] Step: 353ms | Tot: 9s764ms | Loss: 0.384 | Acc: 86.886% (3114/3584) 28/391 [====>............................................................] Step: 353ms | Tot: 10s117ms | Loss: 0.387 | Acc: 86.746% (3220/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s477ms | Loss: 0.387 | Acc: 86.693% (3329/3840) 30/391 [====>............................................................] Step: 354ms | Tot: 10s831ms | Loss: 0.387 | Acc: 86.593% (3436/3968) 31/391 [=====>...........................................................] Step: 350ms | Tot: 11s182ms | Loss: 0.386 | Acc: 86.670% (3550/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s539ms | Loss: 0.390 | Acc: 86.529% (3655/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 11s898ms | Loss: 0.388 | Acc: 86.627% (3770/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s253ms | Loss: 0.390 | Acc: 86.585% (3879/4480) 35/391 [=====>...........................................................] Step: 357ms | Tot: 12s610ms | Loss: 0.391 | Acc: 86.523% (3987/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 12s968ms | Loss: 0.389 | Acc: 86.550% (4099/4736) 37/391 [======>..........................................................] Step: 352ms | Tot: 13s321ms | Loss: 0.392 | Acc: 86.451% (4205/4864) 38/391 [======>..........................................................] Step: 354ms | Tot: 13s676ms | Loss: 0.393 | Acc: 86.298% (4308/4992) 39/391 [======>..........................................................] Step: 351ms | Tot: 14s27ms | Loss: 0.393 | Acc: 86.348% (4421/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s388ms | Loss: 0.393 | Acc: 86.357% (4532/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 14s744ms | Loss: 0.392 | Acc: 86.365% (4643/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s105ms | Loss: 0.396 | Acc: 86.228% (4746/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s467ms | Loss: 0.395 | Acc: 86.275% (4859/5632) 44/391 [=======>.........................................................] Step: 358ms | Tot: 15s825ms | Loss: 0.395 | Acc: 86.319% (4972/5760) 45/391 [=======>.........................................................] Step: 351ms | Tot: 16s176ms | Loss: 0.395 | Acc: 86.396% (5087/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s533ms | Loss: 0.396 | Acc: 86.320% (5193/6016) 47/391 [=======>.........................................................] Step: 355ms | Tot: 16s889ms | Loss: 0.398 | Acc: 86.247% (5299/6144) 48/391 [=======>.........................................................] Step: 355ms | Tot: 17s244ms | Loss: 0.399 | Acc: 86.272% (5411/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s601ms | Loss: 0.399 | Acc: 86.188% (5516/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 17s961ms | Loss: 0.400 | Acc: 86.152% (5624/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s321ms | Loss: 0.402 | Acc: 86.088% (5730/6656) 52/391 [========>........................................................] Step: 354ms | Tot: 18s676ms | Loss: 0.402 | Acc: 86.055% (5838/6784) 53/391 [========>........................................................] Step: 352ms | Tot: 19s29ms | Loss: 0.402 | Acc: 86.053% (5948/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s391ms | Loss: 0.401 | Acc: 86.065% (6059/7040) 55/391 [=========>.......................................................] Step: 351ms | Tot: 19s743ms | Loss: 0.399 | Acc: 86.161% (6176/7168) 56/391 [=========>.......................................................] Step: 345ms | Tot: 20s88ms | Loss: 0.398 | Acc: 86.157% (6286/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s450ms | Loss: 0.398 | Acc: 86.153% (6396/7424) 58/391 [=========>.......................................................] Step: 351ms | Tot: 20s802ms | Loss: 0.399 | Acc: 86.123% (6504/7552) 59/391 [=========>.......................................................] Step: 350ms | Tot: 21s153ms | Loss: 0.397 | Acc: 86.172% (6618/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s516ms | Loss: 0.399 | Acc: 86.155% (6727/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 21s877ms | Loss: 0.398 | Acc: 86.152% (6837/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s240ms | Loss: 0.397 | Acc: 86.210% (6952/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s599ms | Loss: 0.398 | Acc: 86.182% (7060/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 22s960ms | Loss: 0.400 | Acc: 86.166% (7169/8320) 65/391 [==========>......................................................] Step: 354ms | Tot: 23s315ms | Loss: 0.402 | Acc: 86.032% (7268/8448) 66/391 [==========>......................................................] Step: 353ms | Tot: 23s668ms | Loss: 0.402 | Acc: 86.031% (7378/8576) 67/391 [===========>.....................................................] Step: 353ms | Tot: 24s21ms | Loss: 0.402 | Acc: 86.029% (7488/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s382ms | Loss: 0.400 | Acc: 86.096% (7604/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 24s745ms | Loss: 0.400 | Acc: 86.127% (7717/8960) 70/391 [===========>.....................................................] Step: 354ms | Tot: 25s100ms | Loss: 0.401 | Acc: 86.147% (7829/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s468ms | Loss: 0.401 | Acc: 86.209% (7945/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 25s832ms | Loss: 0.401 | Acc: 86.162% (8051/9344) 73/391 [============>....................................................] Step: 349ms | Tot: 26s181ms | Loss: 0.403 | Acc: 86.085% (8154/9472) 74/391 [============>....................................................] Step: 351ms | Tot: 26s532ms | Loss: 0.404 | Acc: 86.083% (8264/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 26s889ms | Loss: 0.405 | Acc: 86.030% (8369/9728) 76/391 [============>....................................................] Step: 349ms | Tot: 27s239ms | Loss: 0.407 | Acc: 85.948% (8471/9856) 77/391 [============>....................................................] Step: 377ms | Tot: 27s617ms | Loss: 0.405 | Acc: 85.958% (8582/9984) 78/391 [============>....................................................] Step: 368ms | Tot: 27s985ms | Loss: 0.405 | Acc: 85.957% (8692/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s345ms | Loss: 0.405 | Acc: 85.996% (8806/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 28s698ms | Loss: 0.405 | Acc: 85.986% (8915/10368) 81/391 [=============>...................................................] Step: 352ms | Tot: 29s51ms | Loss: 0.403 | Acc: 86.071% (9034/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 29s416ms | Loss: 0.404 | Acc: 86.050% (9142/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 29s773ms | Loss: 0.405 | Acc: 86.058% (9253/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s127ms | Loss: 0.404 | Acc: 86.121% (9370/10880) 85/391 [==============>..................................................] Step: 371ms | Tot: 30s499ms | Loss: 0.404 | Acc: 86.119% (9480/11008) 86/391 [==============>..................................................] Step: 400ms | Tot: 30s899ms | Loss: 0.403 | Acc: 86.153% (9594/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s261ms | Loss: 0.404 | Acc: 86.151% (9704/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 31s616ms | Loss: 0.406 | Acc: 86.087% (9807/11392) 89/391 [==============>..................................................] Step: 356ms | Tot: 31s973ms | Loss: 0.406 | Acc: 86.076% (9916/11520) 90/391 [==============>..................................................] Step: 377ms | Tot: 32s351ms | Loss: 0.406 | Acc: 86.083% (10027/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 32s705ms | Loss: 0.404 | Acc: 86.141% (10144/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s64ms | Loss: 0.404 | Acc: 86.131% (10253/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 33s421ms | Loss: 0.406 | Acc: 86.029% (10351/12032) 94/391 [===============>.................................................] Step: 352ms | Tot: 33s774ms | Loss: 0.405 | Acc: 86.053% (10464/12160) 95/391 [===============>.................................................] Step: 356ms | Tot: 34s130ms | Loss: 0.406 | Acc: 86.011% (10569/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 34s501ms | Loss: 0.406 | Acc: 86.002% (10678/12416) 97/391 [================>................................................] Step: 360ms | Tot: 34s861ms | Loss: 0.404 | Acc: 86.033% (10792/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s216ms | Loss: 0.403 | Acc: 86.064% (10906/12672) 99/391 [================>................................................] Step: 356ms | Tot: 35s573ms | Loss: 0.403 | Acc: 86.094% (11020/12800) 100/391 [================>................................................] Step: 354ms | Tot: 35s928ms | Loss: 0.404 | Acc: 86.054% (11125/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s282ms | Loss: 0.404 | Acc: 86.075% (11238/13056) 102/391 [================>................................................] Step: 347ms | Tot: 36s630ms | Loss: 0.404 | Acc: 86.074% (11348/13184) 103/391 [=================>...............................................] Step: 354ms | Tot: 36s984ms | Loss: 0.404 | Acc: 86.088% (11460/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s341ms | Loss: 0.404 | Acc: 86.094% (11571/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 37s698ms | Loss: 0.403 | Acc: 86.085% (11680/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s63ms | Loss: 0.403 | Acc: 86.120% (11795/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s425ms | Loss: 0.403 | Acc: 86.097% (11902/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 38s783ms | Loss: 0.403 | Acc: 86.117% (12015/13952) 109/391 [==================>..............................................] Step: 351ms | Tot: 39s135ms | Loss: 0.403 | Acc: 86.101% (12123/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 39s493ms | Loss: 0.404 | Acc: 86.064% (12228/14208) 111/391 [==================>..............................................] Step: 349ms | Tot: 39s842ms | Loss: 0.404 | Acc: 86.056% (12337/14336) 112/391 [==================>..............................................] Step: 350ms | Tot: 40s193ms | Loss: 0.405 | Acc: 86.027% (12443/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 40s552ms | Loss: 0.406 | Acc: 86.006% (12550/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 40s911ms | Loss: 0.406 | Acc: 85.999% (12659/14720) 115/391 [===================>.............................................] Step: 355ms | Tot: 41s266ms | Loss: 0.407 | Acc: 85.951% (12762/14848) 116/391 [===================>.............................................] Step: 353ms | Tot: 41s620ms | Loss: 0.407 | Acc: 85.951% (12872/14976) 117/391 [===================>.............................................] Step: 351ms | Tot: 41s971ms | Loss: 0.407 | Acc: 85.944% (12981/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 42s328ms | Loss: 0.407 | Acc: 85.918% (13087/15232) 119/391 [===================>.............................................] Step: 344ms | Tot: 42s672ms | Loss: 0.407 | Acc: 85.905% (13195/15360) 120/391 [===================>.............................................] Step: 353ms | Tot: 43s26ms | Loss: 0.407 | Acc: 85.912% (13306/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 43s387ms | Loss: 0.406 | Acc: 85.912% (13416/15616) 122/391 [====================>............................................] Step: 350ms | Tot: 43s738ms | Loss: 0.407 | Acc: 85.906% (13525/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s100ms | Loss: 0.406 | Acc: 85.925% (13638/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 44s458ms | Loss: 0.405 | Acc: 85.944% (13751/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 44s813ms | Loss: 0.405 | Acc: 85.956% (13863/16128) 126/391 [====================>............................................] Step: 350ms | Tot: 45s164ms | Loss: 0.404 | Acc: 85.925% (13968/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 45s518ms | Loss: 0.404 | Acc: 85.944% (14081/16384) 128/391 [=====================>...........................................] Step: 353ms | Tot: 45s872ms | Loss: 0.405 | Acc: 85.938% (14190/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 46s226ms | Loss: 0.404 | Acc: 85.956% (14303/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 46s582ms | Loss: 0.404 | Acc: 85.955% (14413/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 46s941ms | Loss: 0.405 | Acc: 85.938% (14520/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 47s301ms | Loss: 0.404 | Acc: 85.955% (14633/17024) 133/391 [======================>..........................................] Step: 351ms | Tot: 47s652ms | Loss: 0.404 | Acc: 85.972% (14746/17152) 134/391 [======================>..........................................] Step: 351ms | Tot: 48s3ms | Loss: 0.404 | Acc: 85.943% (14851/17280) 135/391 [======================>..........................................] Step: 357ms | Tot: 48s360ms | Loss: 0.406 | Acc: 85.915% (14956/17408) 136/391 [======================>..........................................] Step: 354ms | Tot: 48s714ms | Loss: 0.406 | Acc: 85.943% (15071/17536) 137/391 [======================>..........................................] Step: 347ms | Tot: 49s62ms | Loss: 0.406 | Acc: 85.921% (15177/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 49s423ms | Loss: 0.406 | Acc: 85.926% (15288/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 49s781ms | Loss: 0.406 | Acc: 85.915% (15396/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 50s140ms | Loss: 0.407 | Acc: 85.882% (15500/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 50s506ms | Loss: 0.408 | Acc: 85.882% (15610/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 50s863ms | Loss: 0.407 | Acc: 85.894% (15722/18304) 143/391 [=======================>.........................................] Step: 350ms | Tot: 51s213ms | Loss: 0.408 | Acc: 85.889% (15831/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 51s568ms | Loss: 0.407 | Acc: 85.927% (15948/18560) 145/391 [========================>........................................] Step: 352ms | Tot: 51s920ms | Loss: 0.407 | Acc: 85.921% (16057/18688) 146/391 [========================>........................................] Step: 348ms | Tot: 52s268ms | Loss: 0.406 | Acc: 85.953% (16173/18816) 147/391 [========================>........................................] Step: 351ms | Tot: 52s620ms | Loss: 0.407 | Acc: 85.932% (16279/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 52s978ms | Loss: 0.406 | Acc: 85.953% (16393/19072) 149/391 [========================>........................................] Step: 355ms | Tot: 53s334ms | Loss: 0.406 | Acc: 85.969% (16506/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 53s691ms | Loss: 0.406 | Acc: 85.963% (16615/19328) 151/391 [=========================>.......................................] Step: 351ms | Tot: 54s42ms | Loss: 0.407 | Acc: 85.963% (16725/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 54s403ms | Loss: 0.406 | Acc: 85.978% (16838/19584) 153/391 [=========================>.......................................] Step: 351ms | Tot: 54s754ms | Loss: 0.406 | Acc: 85.993% (16951/19712) 154/391 [=========================>.......................................] Step: 354ms | Tot: 55s109ms | Loss: 0.406 | Acc: 85.983% (17059/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 55s468ms | Loss: 0.407 | Acc: 85.953% (17163/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 55s827ms | Loss: 0.406 | Acc: 85.972% (17277/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 56s187ms | Loss: 0.406 | Acc: 85.977% (17388/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 56s546ms | Loss: 0.406 | Acc: 85.967% (17496/20352) 159/391 [==========================>......................................] Step: 368ms | Tot: 56s914ms | Loss: 0.406 | Acc: 85.967% (17606/20480) 160/391 [==========================>......................................] Step: 367ms | Tot: 57s282ms | Loss: 0.406 | Acc: 85.957% (17714/20608) 161/391 [==========================>......................................] Step: 354ms | Tot: 57s636ms | Loss: 0.406 | Acc: 85.962% (17825/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 57s995ms | Loss: 0.405 | Acc: 85.985% (17940/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 58s355ms | Loss: 0.405 | Acc: 85.976% (18048/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 58s710ms | Loss: 0.405 | Acc: 85.985% (18160/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 59s65ms | Loss: 0.405 | Acc: 85.994% (18272/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 59s427ms | Loss: 0.405 | Acc: 85.994% (18382/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 59s784ms | Loss: 0.404 | Acc: 85.984% (18490/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m151ms | Loss: 0.403 | Acc: 86.021% (18608/21632) 169/391 [============================>....................................] Step: 383ms | Tot: 1m534ms | Loss: 0.403 | Acc: 86.016% (18717/21760) 170/391 [============================>....................................] Step: 397ms | Tot: 1m932ms | Loss: 0.404 | Acc: 85.997% (18823/21888) 171/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.404 | Acc: 85.987% (18931/22016) 172/391 [============================>....................................] Step: 344ms | Tot: 1m1s | Loss: 0.404 | Acc: 85.965% (19036/22144) 173/391 [============================>....................................] Step: 348ms | Tot: 1m1s | Loss: 0.404 | Acc: 85.991% (19152/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.404 | Acc: 85.982% (19260/22400) 175/391 [=============================>...................................] Step: 384ms | Tot: 1m2s | Loss: 0.404 | Acc: 85.986% (19371/22528) 176/391 [=============================>...................................] Step: 354ms | Tot: 1m3s | Loss: 0.404 | Acc: 85.995% (19483/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.404 | Acc: 85.999% (19594/22784) 178/391 [=============================>...................................] Step: 345ms | Tot: 1m3s | Loss: 0.403 | Acc: 86.003% (19705/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.403 | Acc: 86.029% (19821/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.402 | Acc: 86.037% (19933/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m4s | Loss: 0.403 | Acc: 86.023% (20040/23296) 182/391 [==============================>..................................] Step: 350ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.031% (20152/23424) 183/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.061% (20269/23552) 184/391 [==============================>..................................] Step: 353ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.047% (20376/23680) 185/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.403 | Acc: 86.047% (20486/23808) 186/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.404 | Acc: 86.013% (20588/23936) 187/391 [===============================>.................................] Step: 352ms | Tot: 1m6s | Loss: 0.404 | Acc: 86.037% (20704/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.404 | Acc: 86.037% (20814/24192) 189/391 [===============================>.................................] Step: 350ms | Tot: 1m7s | Loss: 0.405 | Acc: 86.020% (20920/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.404 | Acc: 86.023% (21031/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.404 | Acc: 86.019% (21140/24576) 192/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.404 | Acc: 86.031% (21253/24704) 193/391 [================================>................................] Step: 348ms | Tot: 1m9s | Loss: 0.404 | Acc: 86.034% (21364/24832) 194/391 [================================>................................] Step: 357ms | Tot: 1m9s | Loss: 0.403 | Acc: 86.042% (21476/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.404 | Acc: 86.025% (21582/25088) 196/391 [================================>................................] Step: 348ms | Tot: 1m10s | Loss: 0.403 | Acc: 86.037% (21695/25216) 197/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.403 | Acc: 86.032% (21804/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.403 | Acc: 86.043% (21917/25472) 199/391 [=================================>...............................] Step: 348ms | Tot: 1m11s | Loss: 0.403 | Acc: 86.055% (22030/25600) 200/391 [=================================>...............................] Step: 353ms | Tot: 1m11s | Loss: 0.402 | Acc: 86.070% (22144/25728) 201/391 [=================================>...............................] Step: 354ms | Tot: 1m11s | Loss: 0.403 | Acc: 86.046% (22248/25856) 202/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.403 | Acc: 86.038% (22356/25984) 203/391 [=================================>...............................] Step: 348ms | Tot: 1m12s | Loss: 0.403 | Acc: 86.037% (22466/26112) 204/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.403 | Acc: 86.052% (22580/26240) 205/391 [==================================>..............................] Step: 354ms | Tot: 1m13s | Loss: 0.403 | Acc: 86.047% (22689/26368) 206/391 [==================================>..............................] Step: 348ms | Tot: 1m13s | Loss: 0.403 | Acc: 86.047% (22799/26496) 207/391 [==================================>..............................] Step: 350ms | Tot: 1m14s | Loss: 0.403 | Acc: 86.058% (22912/26624) 208/391 [==================================>..............................] Step: 350ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.091% (23031/26752) 209/391 [==================================>..............................] Step: 346ms | Tot: 1m14s | Loss: 0.402 | Acc: 86.086% (23140/26880) 210/391 [==================================>..............................] Step: 347ms | Tot: 1m15s | Loss: 0.402 | Acc: 86.086% (23250/27008) 211/391 [===================================>.............................] Step: 354ms | Tot: 1m15s | Loss: 0.403 | Acc: 86.074% (23357/27136) 212/391 [===================================>.............................] Step: 352ms | Tot: 1m15s | Loss: 0.402 | Acc: 86.103% (23475/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.401 | Acc: 86.116% (23589/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.401 | Acc: 86.137% (23705/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.402 | Acc: 86.126% (23812/27648) 216/391 [===================================>.............................] Step: 349ms | Tot: 1m17s | Loss: 0.402 | Acc: 86.132% (23924/27776) 217/391 [====================================>............................] Step: 355ms | Tot: 1m17s | Loss: 0.402 | Acc: 86.124% (24032/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m17s | Loss: 0.402 | Acc: 86.123% (24142/28032) 219/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.402 | Acc: 86.119% (24251/28160) 220/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.402 | Acc: 86.114% (24360/28288) 221/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.402 | Acc: 86.117% (24471/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.402 | Acc: 86.116% (24581/28544) 223/391 [=====================================>...........................] Step: 351ms | Tot: 1m19s | Loss: 0.402 | Acc: 86.101% (24687/28672) 224/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.402 | Acc: 86.118% (24802/28800) 225/391 [=====================================>...........................] Step: 355ms | Tot: 1m20s | Loss: 0.402 | Acc: 86.110% (24910/28928) 226/391 [=====================================>...........................] Step: 351ms | Tot: 1m20s | Loss: 0.401 | Acc: 86.130% (25026/29056) 227/391 [=====================================>...........................] Step: 350ms | Tot: 1m21s | Loss: 0.402 | Acc: 86.123% (25134/29184) 228/391 [=====================================>...........................] Step: 351ms | Tot: 1m21s | Loss: 0.401 | Acc: 86.129% (25246/29312) 229/391 [======================================>..........................] Step: 348ms | Tot: 1m21s | Loss: 0.401 | Acc: 86.138% (25359/29440) 230/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.401 | Acc: 86.127% (25466/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m22s | Loss: 0.401 | Acc: 86.123% (25575/29696) 232/391 [======================================>..........................] Step: 348ms | Tot: 1m22s | Loss: 0.402 | Acc: 86.092% (25676/29824) 233/391 [======================================>..........................] Step: 350ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.098% (25788/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.080% (25893/30080) 235/391 [=======================================>.........................] Step: 349ms | Tot: 1m23s | Loss: 0.402 | Acc: 86.093% (26007/30208) 236/391 [=======================================>.........................] Step: 354ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.086% (26115/30336) 237/391 [=======================================>.........................] Step: 347ms | Tot: 1m24s | Loss: 0.402 | Acc: 86.098% (26229/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.101% (26340/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.087% (26446/30720) 240/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.402 | Acc: 86.087% (26556/30848) 241/391 [========================================>........................] Step: 352ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.083% (26665/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.079% (26774/31104) 243/391 [========================================>........................] Step: 350ms | Tot: 1m26s | Loss: 0.402 | Acc: 86.078% (26884/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.402 | Acc: 86.094% (26999/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.403 | Acc: 86.077% (27104/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.403 | Acc: 86.074% (27213/31616) 247/391 [=========================================>.......................] Step: 374ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.082% (27326/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m28s | Loss: 0.402 | Acc: 86.091% (27439/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m28s | Loss: 0.403 | Acc: 86.066% (27541/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.078% (27655/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.074% (27764/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.058% (27869/32384) 253/391 [==========================================>......................] Step: 373ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.076% (27985/32512) 254/391 [==========================================>......................] Step: 416ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.078% (28096/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.403 | Acc: 86.063% (28201/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.403 | Acc: 86.071% (28314/32896) 257/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.403 | Acc: 86.059% (28420/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.403 | Acc: 86.046% (28526/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m32s | Loss: 0.403 | Acc: 86.049% (28637/33280) 260/391 [===========================================>.....................] Step: 377ms | Tot: 1m33s | Loss: 0.404 | Acc: 86.006% (28733/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m33s | Loss: 0.404 | Acc: 85.991% (28838/33536) 262/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.404 | Acc: 86.009% (28954/33664) 263/391 [===========================================>.....................] Step: 347ms | Tot: 1m34s | Loss: 0.404 | Acc: 86.020% (29068/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.403 | Acc: 86.026% (29180/33920) 265/391 [============================================>....................] Step: 354ms | Tot: 1m34s | Loss: 0.404 | Acc: 86.026% (29290/34048) 266/391 [============================================>....................] Step: 354ms | Tot: 1m35s | Loss: 0.404 | Acc: 86.034% (29403/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m35s | Loss: 0.404 | Acc: 86.031% (29512/34304) 268/391 [============================================>....................] Step: 352ms | Tot: 1m35s | Loss: 0.404 | Acc: 86.030% (29622/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.033% (29733/34560) 270/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.015% (29837/34688) 271/391 [=============================================>...................] Step: 352ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.021% (29949/34816) 272/391 [=============================================>...................] Step: 354ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.018% (30058/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.403 | Acc: 86.032% (30173/35072) 274/391 [=============================================>...................] Step: 372ms | Tot: 1m38s | Loss: 0.403 | Acc: 86.031% (30283/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.403 | Acc: 86.025% (30391/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.011% (30496/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.013% (30607/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m39s | Loss: 0.403 | Acc: 86.022% (30720/35712) 279/391 [==============================================>..................] Step: 354ms | Tot: 1m39s | Loss: 0.403 | Acc: 86.013% (30827/35840) 280/391 [==============================================>..................] Step: 353ms | Tot: 1m40s | Loss: 0.403 | Acc: 86.010% (30936/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.404 | Acc: 85.996% (31041/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.404 | Acc: 85.990% (31149/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m41s | Loss: 0.404 | Acc: 85.982% (31256/36352) 284/391 [===============================================>.................] Step: 352ms | Tot: 1m41s | Loss: 0.404 | Acc: 85.954% (31356/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m41s | Loss: 0.404 | Acc: 85.951% (31465/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m42s | Loss: 0.404 | Acc: 85.959% (31578/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m42s | Loss: 0.404 | Acc: 85.973% (31693/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.404 | Acc: 85.967% (31801/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m43s | Loss: 0.404 | Acc: 85.973% (31913/37120) 290/391 [================================================>................] Step: 353ms | Tot: 1m43s | Loss: 0.404 | Acc: 85.980% (32026/37248) 291/391 [================================================>................] Step: 348ms | Tot: 1m44s | Loss: 0.404 | Acc: 85.975% (32134/37376) 292/391 [================================================>................] Step: 364ms | Tot: 1m44s | Loss: 0.404 | Acc: 85.980% (32246/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m44s | Loss: 0.404 | Acc: 85.967% (32351/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.404 | Acc: 85.948% (32454/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m45s | Loss: 0.405 | Acc: 85.938% (32560/37888) 296/391 [=================================================>...............] Step: 351ms | Tot: 1m45s | Loss: 0.405 | Acc: 85.938% (32670/38016) 297/391 [=================================================>...............] Step: 355ms | Tot: 1m46s | Loss: 0.405 | Acc: 85.927% (32776/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.405 | Acc: 85.930% (32887/38272) 299/391 [=================================================>...............] Step: 356ms | Tot: 1m46s | Loss: 0.405 | Acc: 85.922% (32994/38400) 300/391 [=================================================>...............] Step: 368ms | Tot: 1m47s | Loss: 0.405 | Acc: 85.914% (33101/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m47s | Loss: 0.405 | Acc: 85.919% (33213/38656) 302/391 [==================================================>..............] Step: 350ms | Tot: 1m48s | Loss: 0.405 | Acc: 85.919% (33323/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m48s | Loss: 0.405 | Acc: 85.914% (33431/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.405 | Acc: 85.917% (33542/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.405 | Acc: 85.915% (33651/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.405 | Acc: 85.915% (33761/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m49s | Loss: 0.405 | Acc: 85.907% (33868/39424) 308/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.405 | Acc: 85.915% (33981/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m50s | Loss: 0.405 | Acc: 85.925% (34095/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m50s | Loss: 0.405 | Acc: 85.920% (34203/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.405 | Acc: 85.922% (34314/39936) 312/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.405 | Acc: 85.913% (34420/40064) 313/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.405 | Acc: 85.920% (34533/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m52s | Loss: 0.405 | Acc: 85.925% (34645/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m52s | Loss: 0.405 | Acc: 85.933% (34758/40448) 316/391 [====================================================>............] Step: 355ms | Tot: 1m53s | Loss: 0.405 | Acc: 85.933% (34868/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.405 | Acc: 85.928% (34976/40704) 318/391 [====================================================>............] Step: 347ms | Tot: 1m53s | Loss: 0.405 | Acc: 85.938% (35090/40832) 319/391 [=====================================================>...........] Step: 346ms | Tot: 1m54s | Loss: 0.406 | Acc: 85.928% (35196/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m54s | Loss: 0.406 | Acc: 85.918% (35302/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m54s | Loss: 0.406 | Acc: 85.923% (35414/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.406 | Acc: 85.925% (35525/41344) 323/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.406 | Acc: 85.935% (35639/41472) 324/391 [=====================================================>...........] Step: 347ms | Tot: 1m55s | Loss: 0.407 | Acc: 85.911% (35739/41600) 325/391 [======================================================>..........] Step: 353ms | Tot: 1m56s | Loss: 0.406 | Acc: 85.911% (35849/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 1m56s | Loss: 0.406 | Acc: 85.916% (35961/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m57s | Loss: 0.407 | Acc: 85.895% (36062/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m57s | Loss: 0.407 | Acc: 85.911% (36179/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 1m57s | Loss: 0.407 | Acc: 85.904% (36286/42240) 330/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.406 | Acc: 85.912% (36399/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 1m58s | Loss: 0.406 | Acc: 85.912% (36509/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 1m58s | Loss: 0.407 | Acc: 85.909% (36618/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 1m59s | Loss: 0.406 | Acc: 85.923% (36734/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 1m59s | Loss: 0.406 | Acc: 85.914% (36840/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 1m59s | Loss: 0.407 | Acc: 85.903% (36945/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m300ms | Loss: 0.407 | Acc: 85.893% (37051/43136) 337/391 [========================================================>........] Step: 413ms | Tot: 2m714ms | Loss: 0.407 | Acc: 85.903% (37165/43264) 338/391 [========================================================>........] Step: 390ms | Tot: 2m1s | Loss: 0.407 | Acc: 85.894% (37271/43392) 339/391 [========================================================>........] Step: 374ms | Tot: 2m1s | Loss: 0.407 | Acc: 85.894% (37381/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m1s | Loss: 0.407 | Acc: 85.889% (37489/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.408 | Acc: 85.880% (37595/43776) 342/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.407 | Acc: 85.881% (37705/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m2s | Loss: 0.408 | Acc: 85.878% (37814/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m3s | Loss: 0.408 | Acc: 85.856% (37914/44160) 345/391 [=========================================================>.......] Step: 342ms | Tot: 2m3s | Loss: 0.408 | Acc: 85.852% (38022/44288) 346/391 [=========================================================>.......] Step: 354ms | Tot: 2m3s | Loss: 0.408 | Acc: 85.856% (38134/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.408 | Acc: 85.857% (38244/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.408 | Acc: 85.861% (38356/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m5s | Loss: 0.408 | Acc: 85.857% (38464/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m5s | Loss: 0.408 | Acc: 85.869% (38579/44928) 351/391 [==========================================================>......] Step: 350ms | Tot: 2m5s | Loss: 0.408 | Acc: 85.878% (38693/45056) 352/391 [==========================================================>......] Step: 347ms | Tot: 2m6s | Loss: 0.408 | Acc: 85.858% (38794/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m6s | Loss: 0.408 | Acc: 85.856% (38903/45312) 354/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.408 | Acc: 85.865% (39017/45440) 355/391 [===========================================================>.....] Step: 349ms | Tot: 2m7s | Loss: 0.408 | Acc: 85.865% (39127/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m7s | Loss: 0.408 | Acc: 85.850% (39230/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m7s | Loss: 0.408 | Acc: 85.846% (39338/45824) 358/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.408 | Acc: 85.844% (39447/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.408 | Acc: 85.849% (39559/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.408 | Acc: 85.847% (39668/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m9s | Loss: 0.408 | Acc: 85.851% (39780/46336) 362/391 [============================================================>....] Step: 348ms | Tot: 2m9s | Loss: 0.408 | Acc: 85.856% (39892/46464) 363/391 [============================================================>....] Step: 350ms | Tot: 2m10s | Loss: 0.408 | Acc: 85.865% (40006/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.408 | Acc: 85.858% (40113/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.408 | Acc: 85.869% (40228/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.408 | Acc: 85.854% (40331/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m11s | Loss: 0.408 | Acc: 85.861% (40444/47104) 368/391 [=============================================================>...] Step: 355ms | Tot: 2m11s | Loss: 0.408 | Acc: 85.849% (40548/47232) 369/391 [=============================================================>...] Step: 350ms | Tot: 2m12s | Loss: 0.409 | Acc: 85.834% (40651/47360) 370/391 [=============================================================>...] Step: 375ms | Tot: 2m12s | Loss: 0.409 | Acc: 85.836% (40762/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m12s | Loss: 0.408 | Acc: 85.843% (40875/47616) 372/391 [=============================================================>...] Step: 371ms | Tot: 2m13s | Loss: 0.408 | Acc: 85.852% (40989/47744) 373/391 [==============================================================>..] Step: 353ms | Tot: 2m13s | Loss: 0.408 | Acc: 85.852% (41099/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.409 | Acc: 85.833% (41200/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m14s | Loss: 0.409 | Acc: 85.825% (41306/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m14s | Loss: 0.409 | Acc: 85.821% (41414/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.409 | Acc: 85.816% (41521/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.409 | Acc: 85.797% (41622/48512) 379/391 [===============================================================>.] Step: 351ms | Tot: 2m15s | Loss: 0.410 | Acc: 85.779% (41723/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.410 | Acc: 85.792% (41839/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m16s | Loss: 0.410 | Acc: 85.790% (41948/48896) 382/391 [===============================================================>.] Step: 356ms | Tot: 2m16s | Loss: 0.409 | Acc: 85.801% (42063/49024) 383/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.409 | Acc: 85.801% (42173/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.410 | Acc: 85.806% (42285/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m18s | Loss: 0.410 | Acc: 85.810% (42397/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m18s | Loss: 0.410 | Acc: 85.798% (42501/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m18s | Loss: 0.410 | Acc: 85.803% (42613/49664) 388/391 [================================================================>] Step: 347ms | Tot: 2m19s | Loss: 0.410 | Acc: 85.805% (42724/49792) 389/391 [================================================================>] Step: 349ms | Tot: 2m19s | Loss: 0.410 | Acc: 85.803% (42833/49920) 390/391 [================================================================>] Step: 331ms | Tot: 2m19s | Loss: 0.410 | Acc: 85.790% (42895/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 2ms | Loss: 0.632 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 305ms | Tot: 308ms | Loss: 0.600 | Acc: 81.000% (162/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 601ms | Loss: 0.579 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 899ms | Loss: 0.576 | Acc: 81.250% (325/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s194ms | Loss: 0.570 | Acc: 80.800% (404/500) 5/100 [===>.............................................................] Step: 282ms | Tot: 1s477ms | Loss: 0.552 | Acc: 80.833% (485/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s771ms | Loss: 0.539 | Acc: 81.429% (570/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s78ms | Loss: 0.558 | Acc: 81.000% (648/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s386ms | Loss: 0.572 | Acc: 80.556% (725/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s691ms | Loss: 0.580 | Acc: 80.500% (805/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 2s989ms | Loss: 0.589 | Acc: 80.545% (886/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s293ms | Loss: 0.598 | Acc: 80.083% (961/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s591ms | Loss: 0.587 | Acc: 80.385% (1045/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s899ms | Loss: 0.587 | Acc: 80.571% (1128/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s208ms | Loss: 0.585 | Acc: 80.467% (1207/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s510ms | Loss: 0.600 | Acc: 80.062% (1281/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s816ms | Loss: 0.605 | Acc: 80.176% (1363/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s121ms | Loss: 0.612 | Acc: 79.889% (1438/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s428ms | Loss: 0.613 | Acc: 79.895% (1518/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s740ms | Loss: 0.614 | Acc: 79.850% (1597/2000) 20/100 [=============>...................................................] Step: 320ms | Tot: 6s61ms | Loss: 0.612 | Acc: 79.810% (1676/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s366ms | Loss: 0.614 | Acc: 79.773% (1755/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s678ms | Loss: 0.621 | Acc: 79.870% (1837/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s982ms | Loss: 0.621 | Acc: 80.000% (1920/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s296ms | Loss: 0.624 | Acc: 79.920% (1998/2500) 25/100 [================>................................................] Step: 315ms | Tot: 7s612ms | Loss: 0.634 | Acc: 79.769% (2074/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s916ms | Loss: 0.626 | Acc: 80.037% (2161/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s226ms | Loss: 0.621 | Acc: 80.143% (2244/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s535ms | Loss: 0.623 | Acc: 80.172% (2325/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s844ms | Loss: 0.621 | Acc: 80.200% (2406/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s152ms | Loss: 0.621 | Acc: 80.161% (2485/3100) 31/100 [====================>............................................] Step: 296ms | Tot: 9s448ms | Loss: 0.618 | Acc: 80.250% (2568/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s749ms | Loss: 0.615 | Acc: 80.303% (2650/3300) 33/100 [=====================>...........................................] Step: 315ms | Tot: 10s64ms | Loss: 0.621 | Acc: 80.118% (2724/3400) 34/100 [======================>..........................................] Step: 364ms | Tot: 10s429ms | Loss: 0.623 | Acc: 80.057% (2802/3500) 35/100 [======================>..........................................] Step: 350ms | Tot: 10s779ms | Loss: 0.622 | Acc: 80.028% (2881/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s89ms | Loss: 0.625 | Acc: 79.946% (2958/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s393ms | Loss: 0.629 | Acc: 79.763% (3031/3800) 38/100 [========================>........................................] Step: 314ms | Tot: 11s707ms | Loss: 0.626 | Acc: 79.821% (3113/3900) 39/100 [=========================>.......................................] Step: 328ms | Tot: 12s36ms | Loss: 0.627 | Acc: 79.725% (3189/4000) 40/100 [==========================>......................................] Step: 317ms | Tot: 12s353ms | Loss: 0.626 | Acc: 79.707% (3268/4100) 41/100 [==========================>......................................] Step: 321ms | Tot: 12s675ms | Loss: 0.624 | Acc: 79.762% (3350/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s983ms | Loss: 0.623 | Acc: 79.837% (3433/4300) 43/100 [===========================>.....................................] Step: 329ms | Tot: 13s313ms | Loss: 0.625 | Acc: 79.864% (3514/4400) 44/100 [============================>....................................] Step: 314ms | Tot: 13s627ms | Loss: 0.622 | Acc: 80.022% (3601/4500) 45/100 [=============================>...................................] Step: 322ms | Tot: 13s949ms | Loss: 0.621 | Acc: 80.087% (3684/4600) 46/100 [=============================>...................................] Step: 319ms | Tot: 14s268ms | Loss: 0.619 | Acc: 80.085% (3764/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s575ms | Loss: 0.621 | Acc: 80.000% (3840/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s882ms | Loss: 0.616 | Acc: 80.163% (3928/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 15s188ms | Loss: 0.619 | Acc: 80.020% (4001/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s492ms | Loss: 0.619 | Acc: 80.020% (4081/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s803ms | Loss: 0.620 | Acc: 79.981% (4159/5200) 52/100 [=================================>...............................] Step: 315ms | Tot: 16s118ms | Loss: 0.619 | Acc: 79.943% (4237/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s420ms | Loss: 0.619 | Acc: 79.926% (4316/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s730ms | Loss: 0.619 | Acc: 79.836% (4391/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 17s32ms | Loss: 0.619 | Acc: 79.875% (4473/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s342ms | Loss: 0.618 | Acc: 79.860% (4552/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s654ms | Loss: 0.618 | Acc: 79.862% (4632/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 17s966ms | Loss: 0.621 | Acc: 79.712% (4703/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s277ms | Loss: 0.619 | Acc: 79.833% (4790/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s585ms | Loss: 0.619 | Acc: 79.754% (4865/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s893ms | Loss: 0.618 | Acc: 79.774% (4946/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s203ms | Loss: 0.619 | Acc: 79.762% (5025/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s507ms | Loss: 0.616 | Acc: 79.859% (5111/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s816ms | Loss: 0.618 | Acc: 79.785% (5186/6500) 65/100 [==========================================>......................] Step: 316ms | Tot: 20s132ms | Loss: 0.619 | Acc: 79.773% (5265/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s438ms | Loss: 0.615 | Acc: 79.896% (5353/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s744ms | Loss: 0.613 | Acc: 79.956% (5437/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 21s49ms | Loss: 0.612 | Acc: 79.986% (5519/6900) 69/100 [============================================>....................] Step: 299ms | Tot: 21s348ms | Loss: 0.613 | Acc: 79.971% (5598/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s651ms | Loss: 0.614 | Acc: 79.901% (5673/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s958ms | Loss: 0.613 | Acc: 79.958% (5757/7200) 72/100 [==============================================>..................] Step: 322ms | Tot: 22s280ms | Loss: 0.611 | Acc: 80.014% (5841/7300) 73/100 [===============================================>.................] Step: 318ms | Tot: 22s599ms | Loss: 0.609 | Acc: 80.041% (5923/7400) 74/100 [================================================>................] Step: 297ms | Tot: 22s896ms | Loss: 0.612 | Acc: 79.933% (5995/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s209ms | Loss: 0.611 | Acc: 79.987% (6079/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s512ms | Loss: 0.613 | Acc: 79.948% (6156/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s819ms | Loss: 0.613 | Acc: 79.949% (6236/7800) 78/100 [==================================================>..............] Step: 313ms | Tot: 24s133ms | Loss: 0.613 | Acc: 79.949% (6316/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s440ms | Loss: 0.611 | Acc: 79.963% (6397/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s742ms | Loss: 0.611 | Acc: 79.914% (6473/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 25s47ms | Loss: 0.611 | Acc: 79.927% (6554/8200) 82/100 [=====================================================>...........] Step: 296ms | Tot: 25s343ms | Loss: 0.610 | Acc: 79.928% (6634/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s647ms | Loss: 0.611 | Acc: 79.917% (6713/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s957ms | Loss: 0.613 | Acc: 79.847% (6787/8500) 85/100 [=======================================================>.........] Step: 317ms | Tot: 26s274ms | Loss: 0.614 | Acc: 79.872% (6869/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s578ms | Loss: 0.612 | Acc: 79.874% (6949/8700) 87/100 [========================================================>........] Step: 299ms | Tot: 26s878ms | Loss: 0.613 | Acc: 79.875% (7029/8800) 88/100 [=========================================================>.......] Step: 316ms | Tot: 27s194ms | Loss: 0.611 | Acc: 79.955% (7116/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s501ms | Loss: 0.611 | Acc: 79.978% (7198/9000) 90/100 [==========================================================>......] Step: 315ms | Tot: 27s816ms | Loss: 0.612 | Acc: 79.945% (7275/9100) 91/100 [===========================================================>.....] Step: 321ms | Tot: 28s137ms | Loss: 0.609 | Acc: 80.011% (7361/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 28s451ms | Loss: 0.609 | Acc: 80.011% (7441/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s759ms | Loss: 0.608 | Acc: 80.000% (7520/9400) 94/100 [=============================================================>...] Step: 311ms | Tot: 29s70ms | Loss: 0.609 | Acc: 79.989% (7599/9500) 95/100 [=============================================================>...] Step: 297ms | Tot: 29s368ms | Loss: 0.610 | Acc: 79.969% (7677/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s674ms | Loss: 0.609 | Acc: 79.979% (7758/9700) 97/100 [===============================================================>.] Step: 316ms | Tot: 29s990ms | Loss: 0.610 | Acc: 79.929% (7833/9800) 98/100 [===============================================================>.] Step: 315ms | Tot: 30s306ms | Loss: 0.612 | Acc: 79.879% (7908/9900) 99/100 [================================================================>] Step: 304ms | Tot: 30s610ms | Loss: 0.611 | Acc: 79.930% (7993/10000) 100/100 + +Epoch: 69 + [>................................................................] Step: 607ms | Tot: 2ms | Loss: 0.379 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.440 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 378ms | Tot: 764ms | Loss: 0.427 | Acc: 83.333% (320/384) 3/391 [>................................................................] Step: 385ms | Tot: 1s150ms | Loss: 0.384 | Acc: 85.938% (440/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s521ms | Loss: 0.403 | Acc: 85.312% (546/640) 5/391 [>................................................................] Step: 352ms | Tot: 1s873ms | Loss: 0.433 | Acc: 84.375% (648/768) 6/391 [>................................................................] Step: 343ms | Tot: 2s217ms | Loss: 0.440 | Acc: 84.263% (755/896) 7/391 [=>...............................................................] Step: 353ms | Tot: 2s571ms | Loss: 0.438 | Acc: 84.473% (865/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s934ms | Loss: 0.432 | Acc: 84.722% (976/1152) 9/391 [=>...............................................................] Step: 357ms | Tot: 3s292ms | Loss: 0.433 | Acc: 85.234% (1091/1280) 10/391 [=>...............................................................] Step: 350ms | Tot: 3s643ms | Loss: 0.426 | Acc: 85.369% (1202/1408) 11/391 [=>...............................................................] Step: 357ms | Tot: 4s | Loss: 0.426 | Acc: 85.221% (1309/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s359ms | Loss: 0.429 | Acc: 85.337% (1420/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s720ms | Loss: 0.427 | Acc: 85.435% (1531/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s83ms | Loss: 0.423 | Acc: 85.521% (1642/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s442ms | Loss: 0.415 | Acc: 85.889% (1759/2048) 16/391 [==>..............................................................] Step: 350ms | Tot: 5s793ms | Loss: 0.415 | Acc: 86.075% (1873/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s154ms | Loss: 0.415 | Acc: 86.111% (1984/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s514ms | Loss: 0.415 | Acc: 85.938% (2090/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 6s880ms | Loss: 0.418 | Acc: 85.898% (2199/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s239ms | Loss: 0.418 | Acc: 85.789% (2306/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s598ms | Loss: 0.414 | Acc: 85.938% (2420/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 7s960ms | Loss: 0.416 | Acc: 85.836% (2527/2944) 23/391 [===>.............................................................] Step: 350ms | Tot: 8s311ms | Loss: 0.414 | Acc: 85.905% (2639/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s672ms | Loss: 0.413 | Acc: 85.969% (2751/3200) 25/391 [====>............................................................] Step: 390ms | Tot: 9s63ms | Loss: 0.413 | Acc: 85.938% (2860/3328) 26/391 [====>............................................................] Step: 412ms | Tot: 9s476ms | Loss: 0.409 | Acc: 86.024% (2973/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s839ms | Loss: 0.407 | Acc: 86.105% (3086/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s193ms | Loss: 0.406 | Acc: 86.126% (3197/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s552ms | Loss: 0.406 | Acc: 86.042% (3304/3840) 30/391 [====>............................................................] Step: 370ms | Tot: 10s923ms | Loss: 0.405 | Acc: 86.114% (3417/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s283ms | Loss: 0.408 | Acc: 86.108% (3527/4096) 32/391 [=====>...........................................................] Step: 352ms | Tot: 11s636ms | Loss: 0.408 | Acc: 86.056% (3635/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 11s991ms | Loss: 0.407 | Acc: 86.075% (3746/4352) 34/391 [=====>...........................................................] Step: 373ms | Tot: 12s364ms | Loss: 0.406 | Acc: 86.161% (3860/4480) 35/391 [=====>...........................................................] Step: 359ms | Tot: 12s724ms | Loss: 0.407 | Acc: 86.111% (3968/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s87ms | Loss: 0.406 | Acc: 86.170% (4081/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s448ms | Loss: 0.404 | Acc: 86.205% (4193/4864) 38/391 [======>..........................................................] Step: 372ms | Tot: 13s820ms | Loss: 0.402 | Acc: 86.318% (4309/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s188ms | Loss: 0.403 | Acc: 86.250% (4416/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s550ms | Loss: 0.404 | Acc: 86.185% (4523/5248) 41/391 [======>..........................................................] Step: 375ms | Tot: 14s926ms | Loss: 0.403 | Acc: 86.272% (4638/5376) 42/391 [======>..........................................................] Step: 356ms | Tot: 15s282ms | Loss: 0.404 | Acc: 86.246% (4747/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s637ms | Loss: 0.402 | Acc: 86.328% (4862/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 15s999ms | Loss: 0.402 | Acc: 86.302% (4971/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s360ms | Loss: 0.402 | Acc: 86.277% (5080/5888) 46/391 [=======>.........................................................] Step: 347ms | Tot: 16s708ms | Loss: 0.402 | Acc: 86.320% (5193/6016) 47/391 [=======>.........................................................] Step: 355ms | Tot: 17s64ms | Loss: 0.401 | Acc: 86.361% (5306/6144) 48/391 [=======>.........................................................] Step: 356ms | Tot: 17s421ms | Loss: 0.401 | Acc: 86.256% (5410/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s780ms | Loss: 0.399 | Acc: 86.297% (5523/6400) 50/391 [========>........................................................] Step: 354ms | Tot: 18s134ms | Loss: 0.398 | Acc: 86.366% (5638/6528) 51/391 [========>........................................................] Step: 350ms | Tot: 18s485ms | Loss: 0.401 | Acc: 86.253% (5741/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 18s842ms | Loss: 0.399 | Acc: 86.350% (5858/6784) 53/391 [========>........................................................] Step: 349ms | Tot: 19s192ms | Loss: 0.398 | Acc: 86.372% (5970/6912) 54/391 [========>........................................................] Step: 353ms | Tot: 19s545ms | Loss: 0.396 | Acc: 86.392% (6082/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 19s904ms | Loss: 0.395 | Acc: 86.398% (6193/7168) 56/391 [=========>.......................................................] Step: 354ms | Tot: 20s259ms | Loss: 0.395 | Acc: 86.417% (6305/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s617ms | Loss: 0.394 | Acc: 86.476% (6420/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 20s983ms | Loss: 0.397 | Acc: 86.374% (6523/7552) 59/391 [=========>.......................................................] Step: 352ms | Tot: 21s336ms | Loss: 0.397 | Acc: 86.367% (6633/7680) 60/391 [=========>.......................................................] Step: 349ms | Tot: 21s685ms | Loss: 0.396 | Acc: 86.450% (6750/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s44ms | Loss: 0.397 | Acc: 86.379% (6855/7936) 62/391 [==========>......................................................] Step: 350ms | Tot: 22s394ms | Loss: 0.396 | Acc: 86.409% (6968/8064) 63/391 [==========>......................................................] Step: 354ms | Tot: 22s748ms | Loss: 0.395 | Acc: 86.450% (7082/8192) 64/391 [==========>......................................................] Step: 356ms | Tot: 23s104ms | Loss: 0.395 | Acc: 86.478% (7195/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s460ms | Loss: 0.395 | Acc: 86.506% (7308/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 23s821ms | Loss: 0.395 | Acc: 86.579% (7425/8576) 67/391 [===========>.....................................................] Step: 351ms | Tot: 24s172ms | Loss: 0.395 | Acc: 86.523% (7531/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s530ms | Loss: 0.396 | Acc: 86.515% (7641/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 24s890ms | Loss: 0.396 | Acc: 86.551% (7755/8960) 70/391 [===========>.....................................................] Step: 349ms | Tot: 25s239ms | Loss: 0.396 | Acc: 86.554% (7866/9088) 71/391 [===========>.....................................................] Step: 354ms | Tot: 25s594ms | Loss: 0.396 | Acc: 86.556% (7977/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 25s957ms | Loss: 0.396 | Acc: 86.537% (8086/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s321ms | Loss: 0.398 | Acc: 86.497% (8193/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 26s680ms | Loss: 0.397 | Acc: 86.510% (8305/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s44ms | Loss: 0.398 | Acc: 86.493% (8414/9728) 76/391 [============>....................................................] Step: 349ms | Tot: 27s394ms | Loss: 0.397 | Acc: 86.506% (8526/9856) 77/391 [============>....................................................] Step: 350ms | Tot: 27s744ms | Loss: 0.399 | Acc: 86.428% (8629/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s103ms | Loss: 0.399 | Acc: 86.452% (8742/10112) 79/391 [=============>...................................................] Step: 349ms | Tot: 28s452ms | Loss: 0.400 | Acc: 86.406% (8848/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 28s807ms | Loss: 0.401 | Acc: 86.372% (8955/10368) 81/391 [=============>...................................................] Step: 350ms | Tot: 29s157ms | Loss: 0.402 | Acc: 86.404% (9069/10496) 82/391 [=============>...................................................] Step: 350ms | Tot: 29s508ms | Loss: 0.402 | Acc: 86.399% (9179/10624) 83/391 [=============>...................................................] Step: 354ms | Tot: 29s862ms | Loss: 0.402 | Acc: 86.384% (9288/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s221ms | Loss: 0.402 | Acc: 86.388% (9399/10880) 85/391 [==============>..................................................] Step: 353ms | Tot: 30s575ms | Loss: 0.401 | Acc: 86.446% (9516/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 30s940ms | Loss: 0.403 | Acc: 86.386% (9620/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s302ms | Loss: 0.403 | Acc: 86.390% (9731/11264) 88/391 [==============>..................................................] Step: 354ms | Tot: 31s657ms | Loss: 0.403 | Acc: 86.412% (9844/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s12ms | Loss: 0.404 | Acc: 86.363% (9949/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s374ms | Loss: 0.403 | Acc: 86.384% (10062/11648) 91/391 [===============>.................................................] Step: 350ms | Tot: 32s724ms | Loss: 0.404 | Acc: 86.396% (10174/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s84ms | Loss: 0.404 | Acc: 86.358% (10280/11904) 93/391 [===============>.................................................] Step: 361ms | Tot: 33s446ms | Loss: 0.404 | Acc: 86.386% (10394/12032) 94/391 [===============>.................................................] Step: 355ms | Tot: 33s802ms | Loss: 0.404 | Acc: 86.390% (10505/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 34s162ms | Loss: 0.404 | Acc: 86.442% (10622/12288) 96/391 [===============>.................................................] Step: 351ms | Tot: 34s514ms | Loss: 0.404 | Acc: 86.421% (10730/12416) 97/391 [================>................................................] Step: 358ms | Tot: 34s872ms | Loss: 0.404 | Acc: 86.416% (10840/12544) 98/391 [================>................................................] Step: 352ms | Tot: 35s224ms | Loss: 0.403 | Acc: 86.443% (10954/12672) 99/391 [================>................................................] Step: 361ms | Tot: 35s586ms | Loss: 0.403 | Acc: 86.430% (11063/12800) 100/391 [================>................................................] Step: 363ms | Tot: 35s949ms | Loss: 0.403 | Acc: 86.471% (11179/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s313ms | Loss: 0.402 | Acc: 86.527% (11297/13056) 102/391 [================>................................................] Step: 356ms | Tot: 36s670ms | Loss: 0.401 | Acc: 86.544% (11410/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s30ms | Loss: 0.401 | Acc: 86.531% (11519/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 37s393ms | Loss: 0.402 | Acc: 86.525% (11629/13440) 105/391 [=================>...............................................] Step: 351ms | Tot: 37s745ms | Loss: 0.400 | Acc: 86.557% (11744/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s103ms | Loss: 0.400 | Acc: 86.544% (11853/13696) 107/391 [=================>...............................................] Step: 351ms | Tot: 38s454ms | Loss: 0.400 | Acc: 86.567% (11967/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 38s811ms | Loss: 0.400 | Acc: 86.547% (12075/13952) 109/391 [==================>..............................................] Step: 413ms | Tot: 39s225ms | Loss: 0.399 | Acc: 86.548% (12186/14080) 110/391 [==================>..............................................] Step: 395ms | Tot: 39s620ms | Loss: 0.400 | Acc: 86.522% (12293/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 39s986ms | Loss: 0.399 | Acc: 86.530% (12405/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s341ms | Loss: 0.399 | Acc: 86.539% (12517/14464) 113/391 [==================>..............................................] Step: 349ms | Tot: 40s691ms | Loss: 0.399 | Acc: 86.541% (12628/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s51ms | Loss: 0.399 | Acc: 86.535% (12738/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 41s417ms | Loss: 0.398 | Acc: 86.510% (12845/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 41s771ms | Loss: 0.398 | Acc: 86.498% (12954/14976) 117/391 [===================>.............................................] Step: 354ms | Tot: 42s125ms | Loss: 0.399 | Acc: 86.461% (13059/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 42s481ms | Loss: 0.398 | Acc: 86.489% (13174/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 42s849ms | Loss: 0.398 | Acc: 86.504% (13287/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 43s205ms | Loss: 0.398 | Acc: 86.493% (13396/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 43s559ms | Loss: 0.399 | Acc: 86.463% (13502/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 43s920ms | Loss: 0.398 | Acc: 86.471% (13614/15744) 123/391 [====================>............................................] Step: 353ms | Tot: 44s273ms | Loss: 0.399 | Acc: 86.454% (13722/15872) 124/391 [====================>............................................] Step: 349ms | Tot: 44s623ms | Loss: 0.398 | Acc: 86.456% (13833/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 44s988ms | Loss: 0.398 | Acc: 86.465% (13945/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 45s355ms | Loss: 0.398 | Acc: 86.454% (14054/16256) 127/391 [=====================>...........................................] Step: 370ms | Tot: 45s726ms | Loss: 0.398 | Acc: 86.469% (14167/16384) 128/391 [=====================>...........................................] Step: 372ms | Tot: 46s98ms | Loss: 0.397 | Acc: 86.483% (14280/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 46s466ms | Loss: 0.397 | Acc: 86.460% (14387/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 46s827ms | Loss: 0.398 | Acc: 86.409% (14489/16768) 131/391 [=====================>...........................................] Step: 353ms | Tot: 47s181ms | Loss: 0.397 | Acc: 86.446% (14606/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 47s540ms | Loss: 0.396 | Acc: 86.472% (14721/17024) 133/391 [======================>..........................................] Step: 371ms | Tot: 47s911ms | Loss: 0.397 | Acc: 86.439% (14826/17152) 134/391 [======================>..........................................] Step: 352ms | Tot: 48s264ms | Loss: 0.397 | Acc: 86.470% (14942/17280) 135/391 [======================>..........................................] Step: 351ms | Tot: 48s616ms | Loss: 0.397 | Acc: 86.455% (15050/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 48s976ms | Loss: 0.398 | Acc: 86.445% (15159/17536) 137/391 [======================>..........................................] Step: 354ms | Tot: 49s331ms | Loss: 0.397 | Acc: 86.458% (15272/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 49s690ms | Loss: 0.397 | Acc: 86.455% (15382/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s48ms | Loss: 0.398 | Acc: 86.434% (15489/17920) 140/391 [=======================>.........................................] Step: 353ms | Tot: 50s402ms | Loss: 0.398 | Acc: 86.420% (15597/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 50s759ms | Loss: 0.398 | Acc: 86.449% (15713/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s118ms | Loss: 0.397 | Acc: 86.495% (15832/18304) 143/391 [=======================>.........................................] Step: 353ms | Tot: 51s471ms | Loss: 0.397 | Acc: 86.496% (15943/18432) 144/391 [=======================>.........................................] Step: 353ms | Tot: 51s824ms | Loss: 0.397 | Acc: 86.498% (16054/18560) 145/391 [========================>........................................] Step: 351ms | Tot: 52s175ms | Loss: 0.397 | Acc: 86.483% (16162/18688) 146/391 [========================>........................................] Step: 355ms | Tot: 52s531ms | Loss: 0.398 | Acc: 86.458% (16268/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 52s897ms | Loss: 0.397 | Acc: 86.476% (16382/18944) 148/391 [========================>........................................] Step: 350ms | Tot: 53s248ms | Loss: 0.398 | Acc: 86.441% (16486/19072) 149/391 [========================>........................................] Step: 351ms | Tot: 53s599ms | Loss: 0.397 | Acc: 86.453% (16599/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 53s955ms | Loss: 0.397 | Acc: 86.445% (16708/19328) 151/391 [=========================>.......................................] Step: 348ms | Tot: 54s303ms | Loss: 0.398 | Acc: 86.416% (16813/19456) 152/391 [=========================>.......................................] Step: 348ms | Tot: 54s651ms | Loss: 0.398 | Acc: 86.423% (16925/19584) 153/391 [=========================>.......................................] Step: 354ms | Tot: 55s5ms | Loss: 0.398 | Acc: 86.414% (17034/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s356ms | Loss: 0.397 | Acc: 86.416% (17145/19840) 155/391 [=========================>.......................................] Step: 349ms | Tot: 55s705ms | Loss: 0.397 | Acc: 86.443% (17261/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 56s69ms | Loss: 0.397 | Acc: 86.455% (17374/20096) 157/391 [==========================>......................................] Step: 353ms | Tot: 56s423ms | Loss: 0.396 | Acc: 86.491% (17492/20224) 158/391 [==========================>......................................] Step: 354ms | Tot: 56s777ms | Loss: 0.396 | Acc: 86.503% (17605/20352) 159/391 [==========================>......................................] Step: 353ms | Tot: 57s131ms | Loss: 0.396 | Acc: 86.494% (17714/20480) 160/391 [==========================>......................................] Step: 354ms | Tot: 57s485ms | Loss: 0.396 | Acc: 86.476% (17821/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 57s840ms | Loss: 0.397 | Acc: 86.454% (17927/20736) 162/391 [==========================>......................................] Step: 347ms | Tot: 58s188ms | Loss: 0.396 | Acc: 86.465% (18040/20864) 163/391 [===========================>.....................................] Step: 350ms | Tot: 58s539ms | Loss: 0.396 | Acc: 86.485% (18155/20992) 164/391 [===========================>.....................................] Step: 357ms | Tot: 58s896ms | Loss: 0.396 | Acc: 86.496% (18268/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 59s252ms | Loss: 0.395 | Acc: 86.493% (18378/21248) 166/391 [===========================>.....................................] Step: 352ms | Tot: 59s605ms | Loss: 0.395 | Acc: 86.504% (18491/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 59s971ms | Loss: 0.396 | Acc: 86.486% (18598/21504) 168/391 [===========================>.....................................] Step: 349ms | Tot: 1m320ms | Loss: 0.396 | Acc: 86.474% (18706/21632) 169/391 [============================>....................................] Step: 347ms | Tot: 1m668ms | Loss: 0.395 | Acc: 86.484% (18819/21760) 170/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.396 | Acc: 86.490% (18931/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.395 | Acc: 86.510% (19046/22016) 172/391 [============================>....................................] Step: 351ms | Tot: 1m1s | Loss: 0.395 | Acc: 86.520% (19159/22144) 173/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.394 | Acc: 86.544% (19275/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.395 | Acc: 86.540% (19385/22400) 175/391 [=============================>...................................] Step: 354ms | Tot: 1m2s | Loss: 0.395 | Acc: 86.510% (19489/22528) 176/391 [=============================>...................................] Step: 353ms | Tot: 1m3s | Loss: 0.395 | Acc: 86.511% (19600/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.395 | Acc: 86.517% (19712/22784) 178/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.395 | Acc: 86.522% (19824/22912) 179/391 [=============================>...................................] Step: 350ms | Tot: 1m4s | Loss: 0.395 | Acc: 86.493% (19928/23040) 180/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.396 | Acc: 86.464% (20032/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m4s | Loss: 0.396 | Acc: 86.478% (20146/23296) 182/391 [==============================>..................................] Step: 354ms | Tot: 1m5s | Loss: 0.395 | Acc: 86.480% (20257/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.395 | Acc: 86.489% (20370/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.395 | Acc: 86.508% (20485/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.395 | Acc: 86.479% (20589/23808) 186/391 [==============================>..................................] Step: 351ms | Tot: 1m6s | Loss: 0.395 | Acc: 86.493% (20703/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.396 | Acc: 86.482% (20811/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m7s | Loss: 0.396 | Acc: 86.467% (20918/24192) 189/391 [===============================>.................................] Step: 351ms | Tot: 1m7s | Loss: 0.396 | Acc: 86.464% (21028/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.396 | Acc: 86.453% (21136/24448) 191/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.396 | Acc: 86.475% (21252/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.396 | Acc: 86.464% (21360/24704) 193/391 [================================>................................] Step: 411ms | Tot: 1m9s | Loss: 0.397 | Acc: 86.433% (21463/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m9s | Loss: 0.396 | Acc: 86.450% (21578/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m9s | Loss: 0.396 | Acc: 86.452% (21689/25088) 196/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.396 | Acc: 86.469% (21804/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.396 | Acc: 86.466% (21914/25344) 198/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.396 | Acc: 86.491% (22031/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m11s | Loss: 0.395 | Acc: 86.508% (22146/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m11s | Loss: 0.395 | Acc: 86.513% (22258/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.395 | Acc: 86.518% (22370/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.395 | Acc: 86.519% (22481/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m12s | Loss: 0.396 | Acc: 86.500% (22587/26112) 204/391 [=================================>...............................] Step: 349ms | Tot: 1m13s | Loss: 0.397 | Acc: 86.471% (22690/26240) 205/391 [==================================>..............................] Step: 353ms | Tot: 1m13s | Loss: 0.397 | Acc: 86.457% (22797/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m13s | Loss: 0.397 | Acc: 86.466% (22910/26496) 207/391 [==================================>..............................] Step: 349ms | Tot: 1m14s | Loss: 0.397 | Acc: 86.475% (23023/26624) 208/391 [==================================>..............................] Step: 350ms | Tot: 1m14s | Loss: 0.397 | Acc: 86.435% (23123/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.397 | Acc: 86.440% (23235/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.397 | Acc: 86.437% (23345/27008) 211/391 [===================================>.............................] Step: 484ms | Tot: 1m15s | Loss: 0.398 | Acc: 86.417% (23450/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.398 | Acc: 86.407% (23558/27264) 213/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.398 | Acc: 86.405% (23668/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.398 | Acc: 86.403% (23778/27520) 215/391 [===================================>.............................] Step: 349ms | Tot: 1m17s | Loss: 0.398 | Acc: 86.408% (23890/27648) 216/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.398 | Acc: 86.424% (24005/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m17s | Loss: 0.397 | Acc: 86.428% (24117/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.398 | Acc: 86.419% (24225/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.397 | Acc: 86.442% (24342/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.398 | Acc: 86.422% (24447/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.398 | Acc: 86.416% (24556/28416) 222/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.398 | Acc: 86.435% (24672/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m20s | Loss: 0.398 | Acc: 86.436% (24783/28672) 224/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.398 | Acc: 86.434% (24893/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.398 | Acc: 86.425% (25001/28928) 226/391 [=====================================>...........................] Step: 352ms | Tot: 1m21s | Loss: 0.398 | Acc: 86.423% (25111/29056) 227/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.399 | Acc: 86.407% (25217/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.398 | Acc: 86.398% (25325/29312) 229/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.399 | Acc: 86.382% (25431/29440) 230/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.399 | Acc: 86.367% (25537/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m22s | Loss: 0.399 | Acc: 86.352% (25643/29696) 232/391 [======================================>..........................] Step: 349ms | Tot: 1m23s | Loss: 0.399 | Acc: 86.347% (25752/29824) 233/391 [======================================>..........................] Step: 350ms | Tot: 1m23s | Loss: 0.400 | Acc: 86.315% (25853/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.400 | Acc: 86.273% (25951/30080) 235/391 [=======================================>.........................] Step: 353ms | Tot: 1m24s | Loss: 0.400 | Acc: 86.298% (26069/30208) 236/391 [=======================================>.........................] Step: 352ms | Tot: 1m24s | Loss: 0.400 | Acc: 86.287% (26176/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.400 | Acc: 86.285% (26286/30464) 238/391 [=======================================>.........................] Step: 350ms | Tot: 1m25s | Loss: 0.400 | Acc: 86.274% (26393/30592) 239/391 [=======================================>.........................] Step: 347ms | Tot: 1m25s | Loss: 0.400 | Acc: 86.276% (26504/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.281% (26616/30848) 241/391 [========================================>........................] Step: 354ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.276% (26725/30976) 242/391 [========================================>........................] Step: 353ms | Tot: 1m26s | Loss: 0.400 | Acc: 86.262% (26831/31104) 243/391 [========================================>........................] Step: 347ms | Tot: 1m27s | Loss: 0.400 | Acc: 86.280% (26947/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.401 | Acc: 86.240% (27045/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.401 | Acc: 86.249% (27158/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.401 | Acc: 86.257% (27271/31616) 247/391 [=========================================>.......................] Step: 352ms | Tot: 1m28s | Loss: 0.401 | Acc: 86.265% (27384/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m28s | Loss: 0.401 | Acc: 86.270% (27496/31872) 249/391 [=========================================>.......................] Step: 350ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.237% (27596/32000) 250/391 [=========================================>.......................] Step: 348ms | Tot: 1m29s | Loss: 0.402 | Acc: 86.239% (27707/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.402 | Acc: 86.238% (27817/32256) 252/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.402 | Acc: 86.219% (27921/32384) 253/391 [==========================================>......................] Step: 353ms | Tot: 1m30s | Loss: 0.403 | Acc: 86.214% (28030/32512) 254/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.402 | Acc: 86.229% (28145/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.402 | Acc: 86.221% (28253/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.402 | Acc: 86.217% (28362/32896) 257/391 [==========================================>......................] Step: 348ms | Tot: 1m32s | Loss: 0.402 | Acc: 86.204% (28468/33024) 258/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.402 | Acc: 86.215% (28582/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m32s | Loss: 0.402 | Acc: 86.214% (28692/33280) 260/391 [===========================================>.....................] Step: 349ms | Tot: 1m33s | Loss: 0.402 | Acc: 86.222% (28805/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.227% (28917/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m33s | Loss: 0.401 | Acc: 86.240% (29032/33664) 263/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.401 | Acc: 86.228% (29138/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.401 | Acc: 86.223% (29247/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.402 | Acc: 86.225% (29358/34048) 266/391 [============================================>....................] Step: 351ms | Tot: 1m35s | Loss: 0.401 | Acc: 86.236% (29472/34176) 267/391 [============================================>....................] Step: 354ms | Tot: 1m35s | Loss: 0.401 | Acc: 86.247% (29586/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.401 | Acc: 86.271% (29705/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.400 | Acc: 86.285% (29820/34560) 270/391 [============================================>....................] Step: 353ms | Tot: 1m36s | Loss: 0.401 | Acc: 86.272% (29926/34688) 271/391 [=============================================>...................] Step: 352ms | Tot: 1m37s | Loss: 0.401 | Acc: 86.274% (30037/34816) 272/391 [=============================================>...................] Step: 354ms | Tot: 1m37s | Loss: 0.401 | Acc: 86.269% (30146/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m37s | Loss: 0.401 | Acc: 86.277% (30259/35072) 274/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.401 | Acc: 86.278% (30370/35200) 275/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.401 | Acc: 86.286% (30483/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.401 | Acc: 86.262% (30585/35456) 277/391 [==============================================>..................] Step: 419ms | Tot: 1m39s | Loss: 0.401 | Acc: 86.249% (30691/35584) 278/391 [==============================================>..................] Step: 367ms | Tot: 1m39s | Loss: 0.401 | Acc: 86.248% (30801/35712) 279/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.401 | Acc: 86.244% (30910/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.402 | Acc: 86.249% (31022/35968) 281/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.401 | Acc: 86.256% (31135/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.401 | Acc: 86.252% (31244/36224) 283/391 [===============================================>.................] Step: 351ms | Tot: 1m41s | Loss: 0.402 | Acc: 86.218% (31342/36352) 284/391 [===============================================>.................] Step: 356ms | Tot: 1m41s | Loss: 0.402 | Acc: 86.223% (31454/36480) 285/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.402 | Acc: 86.222% (31564/36608) 286/391 [===============================================>.................] Step: 354ms | Tot: 1m42s | Loss: 0.402 | Acc: 86.212% (31671/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m42s | Loss: 0.402 | Acc: 86.201% (31777/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.402 | Acc: 86.208% (31890/36992) 289/391 [================================================>................] Step: 349ms | Tot: 1m43s | Loss: 0.402 | Acc: 86.228% (32008/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m43s | Loss: 0.402 | Acc: 86.230% (32119/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m44s | Loss: 0.402 | Acc: 86.234% (32231/37376) 292/391 [================================================>................] Step: 355ms | Tot: 1m44s | Loss: 0.402 | Acc: 86.228% (32339/37504) 293/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.402 | Acc: 86.230% (32450/37632) 294/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.402 | Acc: 86.237% (32563/37760) 295/391 [=================================================>...............] Step: 350ms | Tot: 1m45s | Loss: 0.402 | Acc: 86.223% (32668/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m46s | Loss: 0.402 | Acc: 86.248% (32788/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m46s | Loss: 0.401 | Acc: 86.244% (32897/38144) 298/391 [=================================================>...............] Step: 353ms | Tot: 1m46s | Loss: 0.401 | Acc: 86.241% (33006/38272) 299/391 [=================================================>...............] Step: 351ms | Tot: 1m47s | Loss: 0.401 | Acc: 86.253% (33121/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.402 | Acc: 86.241% (33227/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m47s | Loss: 0.401 | Acc: 86.256% (33343/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m48s | Loss: 0.401 | Acc: 86.255% (33453/38784) 303/391 [==================================================>..............] Step: 351ms | Tot: 1m48s | Loss: 0.401 | Acc: 86.243% (33559/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m48s | Loss: 0.401 | Acc: 86.242% (33669/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.401 | Acc: 86.259% (33786/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.401 | Acc: 86.258% (33896/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m50s | Loss: 0.401 | Acc: 86.247% (34002/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m50s | Loss: 0.401 | Acc: 86.241% (34110/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m50s | Loss: 0.401 | Acc: 86.255% (34226/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.401 | Acc: 86.249% (34334/39808) 311/391 [===================================================>.............] Step: 354ms | Tot: 1m51s | Loss: 0.401 | Acc: 86.258% (34448/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.401 | Acc: 86.247% (34554/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m52s | Loss: 0.401 | Acc: 86.241% (34662/40192) 314/391 [====================================================>............] Step: 353ms | Tot: 1m52s | Loss: 0.400 | Acc: 86.248% (34775/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m52s | Loss: 0.400 | Acc: 86.261% (34891/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.400 | Acc: 86.268% (35004/40576) 317/391 [====================================================>............] Step: 353ms | Tot: 1m53s | Loss: 0.401 | Acc: 86.254% (35109/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.401 | Acc: 86.251% (35218/40832) 319/391 [=====================================================>...........] Step: 356ms | Tot: 1m54s | Loss: 0.401 | Acc: 86.238% (35323/40960) 320/391 [=====================================================>...........] Step: 348ms | Tot: 1m54s | Loss: 0.401 | Acc: 86.244% (35436/41088) 321/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.401 | Acc: 86.246% (35547/41216) 322/391 [=====================================================>...........] Step: 353ms | Tot: 1m55s | Loss: 0.401 | Acc: 86.242% (35656/41344) 323/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.401 | Acc: 86.244% (35767/41472) 324/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.401 | Acc: 86.245% (35878/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.401 | Acc: 86.254% (35992/41728) 326/391 [======================================================>..........] Step: 356ms | Tot: 1m56s | Loss: 0.401 | Acc: 86.258% (36104/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m57s | Loss: 0.401 | Acc: 86.257% (36214/41984) 328/391 [======================================================>..........] Step: 351ms | Tot: 1m57s | Loss: 0.401 | Acc: 86.251% (36322/42112) 329/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.401 | Acc: 86.250% (36432/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.401 | Acc: 86.244% (36540/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 1m58s | Loss: 0.401 | Acc: 86.250% (36653/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 1m58s | Loss: 0.400 | Acc: 86.259% (36767/42624) 333/391 [=======================================================>.........] Step: 353ms | Tot: 1m59s | Loss: 0.401 | Acc: 86.249% (36873/42752) 334/391 [=======================================================>.........] Step: 350ms | Tot: 1m59s | Loss: 0.400 | Acc: 86.257% (36987/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m31ms | Loss: 0.400 | Acc: 86.254% (37096/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m401ms | Loss: 0.400 | Acc: 86.255% (37207/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m766ms | Loss: 0.400 | Acc: 86.254% (37317/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m1s | Loss: 0.400 | Acc: 86.262% (37431/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.400 | Acc: 86.273% (37546/43520) 340/391 [========================================================>........] Step: 355ms | Tot: 2m1s | Loss: 0.400 | Acc: 86.270% (37655/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.400 | Acc: 86.262% (37762/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.400 | Acc: 86.236% (37861/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m2s | Loss: 0.400 | Acc: 86.233% (37970/44032) 344/391 [=========================================================>.......] Step: 350ms | Tot: 2m3s | Loss: 0.400 | Acc: 86.234% (38081/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m3s | Loss: 0.400 | Acc: 86.245% (38196/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m3s | Loss: 0.400 | Acc: 86.235% (38302/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.400 | Acc: 86.238% (38414/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.400 | Acc: 86.224% (38518/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m5s | Loss: 0.400 | Acc: 86.219% (38626/44800) 350/391 [==========================================================>......] Step: 353ms | Tot: 2m5s | Loss: 0.400 | Acc: 86.220% (38737/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m5s | Loss: 0.400 | Acc: 86.213% (38844/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.401 | Acc: 86.210% (38953/45184) 353/391 [==========================================================>......] Step: 367ms | Tot: 2m6s | Loss: 0.400 | Acc: 86.218% (39067/45312) 354/391 [==========================================================>......] Step: 370ms | Tot: 2m6s | Loss: 0.401 | Acc: 86.213% (39175/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m7s | Loss: 0.401 | Acc: 86.212% (39285/45568) 356/391 [===========================================================>.....] Step: 352ms | Tot: 2m7s | Loss: 0.401 | Acc: 86.211% (39395/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m7s | Loss: 0.401 | Acc: 86.204% (39502/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m8s | Loss: 0.401 | Acc: 86.199% (39610/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.402 | Acc: 86.178% (39711/46080) 360/391 [===========================================================>.....] Step: 387ms | Tot: 2m9s | Loss: 0.402 | Acc: 86.176% (39820/46208) 361/391 [============================================================>....] Step: 412ms | Tot: 2m9s | Loss: 0.402 | Acc: 86.177% (39931/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m9s | Loss: 0.402 | Acc: 86.185% (40045/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m10s | Loss: 0.402 | Acc: 86.176% (40151/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m10s | Loss: 0.402 | Acc: 86.173% (40260/46720) 365/391 [============================================================>....] Step: 371ms | Tot: 2m10s | Loss: 0.402 | Acc: 86.162% (40365/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m11s | Loss: 0.402 | Acc: 86.170% (40479/46976) 367/391 [=============================================================>...] Step: 351ms | Tot: 2m11s | Loss: 0.402 | Acc: 86.184% (40596/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m11s | Loss: 0.402 | Acc: 86.181% (40705/47232) 369/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.402 | Acc: 86.180% (40815/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m12s | Loss: 0.402 | Acc: 86.171% (40921/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.403 | Acc: 86.164% (41028/47616) 372/391 [=============================================================>...] Step: 375ms | Tot: 2m13s | Loss: 0.402 | Acc: 86.168% (41140/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m13s | Loss: 0.402 | Acc: 86.171% (41252/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.402 | Acc: 86.165% (41359/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m14s | Loss: 0.402 | Acc: 86.174% (41474/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m14s | Loss: 0.403 | Acc: 86.176% (41585/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.175% (41695/48384) 378/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.175% (41805/48512) 379/391 [===============================================================>.] Step: 375ms | Tot: 2m15s | Loss: 0.402 | Acc: 86.180% (41918/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m16s | Loss: 0.402 | Acc: 86.190% (42033/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m16s | Loss: 0.402 | Acc: 86.197% (42147/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.402 | Acc: 86.205% (42261/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.402 | Acc: 86.210% (42374/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.402 | Acc: 86.218% (42488/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m18s | Loss: 0.402 | Acc: 86.223% (42601/49408) 386/391 [================================================================>] Step: 366ms | Tot: 2m18s | Loss: 0.402 | Acc: 86.230% (42715/49536) 387/391 [================================================================>] Step: 363ms | Tot: 2m18s | Loss: 0.401 | Acc: 86.233% (42827/49664) 388/391 [================================================================>] Step: 348ms | Tot: 2m19s | Loss: 0.402 | Acc: 86.223% (42932/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.401 | Acc: 86.232% (43047/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m19s | Loss: 0.401 | Acc: 86.230% (43115/50000) 391/391 + [>................................................................] Step: 459ms | Tot: 2ms | Loss: 0.515 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 307ms | Tot: 310ms | Loss: 0.558 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 605ms | Loss: 0.521 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 904ms | Loss: 0.506 | Acc: 82.250% (329/400) 4/100 [==>..............................................................] Step: 284ms | Tot: 1s189ms | Loss: 0.509 | Acc: 81.000% (405/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s493ms | Loss: 0.465 | Acc: 82.667% (496/600) 6/100 [===>.............................................................] Step: 311ms | Tot: 1s805ms | Loss: 0.456 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 309ms | Tot: 2s114ms | Loss: 0.473 | Acc: 83.000% (664/800) 8/100 [=====>...........................................................] Step: 316ms | Tot: 2s430ms | Loss: 0.489 | Acc: 82.556% (743/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s738ms | Loss: 0.486 | Acc: 82.800% (828/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 3s41ms | Loss: 0.482 | Acc: 83.000% (913/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s347ms | Loss: 0.483 | Acc: 83.000% (996/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s652ms | Loss: 0.484 | Acc: 83.000% (1079/1300) 13/100 [========>........................................................] Step: 309ms | Tot: 3s962ms | Loss: 0.476 | Acc: 83.643% (1171/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s265ms | Loss: 0.464 | Acc: 83.867% (1258/1500) 15/100 [=========>.......................................................] Step: 310ms | Tot: 4s576ms | Loss: 0.468 | Acc: 83.812% (1341/1600) 16/100 [==========>......................................................] Step: 296ms | Tot: 4s872ms | Loss: 0.469 | Acc: 83.824% (1425/1700) 17/100 [===========>.....................................................] Step: 297ms | Tot: 5s169ms | Loss: 0.469 | Acc: 83.889% (1510/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s474ms | Loss: 0.475 | Acc: 83.895% (1594/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s778ms | Loss: 0.486 | Acc: 83.700% (1674/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s84ms | Loss: 0.488 | Acc: 83.571% (1755/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s389ms | Loss: 0.491 | Acc: 83.455% (1836/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s698ms | Loss: 0.496 | Acc: 83.261% (1915/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 6s995ms | Loss: 0.493 | Acc: 83.458% (2003/2400) 24/100 [===============>.................................................] Step: 298ms | Tot: 7s293ms | Loss: 0.492 | Acc: 83.640% (2091/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s597ms | Loss: 0.495 | Acc: 83.462% (2170/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s905ms | Loss: 0.489 | Acc: 83.556% (2256/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s206ms | Loss: 0.489 | Acc: 83.536% (2339/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s519ms | Loss: 0.488 | Acc: 83.621% (2425/2900) 29/100 [==================>..............................................] Step: 295ms | Tot: 8s814ms | Loss: 0.486 | Acc: 83.533% (2506/3000) 30/100 [===================>.............................................] Step: 298ms | Tot: 9s113ms | Loss: 0.489 | Acc: 83.290% (2582/3100) 31/100 [====================>............................................] Step: 293ms | Tot: 9s406ms | Loss: 0.485 | Acc: 83.406% (2669/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s710ms | Loss: 0.485 | Acc: 83.455% (2754/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s16ms | Loss: 0.486 | Acc: 83.324% (2833/3400) 34/100 [======================>..........................................] Step: 298ms | Tot: 10s315ms | Loss: 0.487 | Acc: 83.400% (2919/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s624ms | Loss: 0.485 | Acc: 83.472% (3005/3600) 36/100 [=======================>.........................................] Step: 296ms | Tot: 10s920ms | Loss: 0.487 | Acc: 83.405% (3086/3700) 37/100 [========================>........................................] Step: 287ms | Tot: 11s207ms | Loss: 0.487 | Acc: 83.421% (3170/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s505ms | Loss: 0.486 | Acc: 83.436% (3254/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s803ms | Loss: 0.486 | Acc: 83.525% (3341/4000) 40/100 [==========================>......................................] Step: 322ms | Tot: 12s126ms | Loss: 0.486 | Acc: 83.561% (3426/4100) 41/100 [==========================>......................................] Step: 346ms | Tot: 12s472ms | Loss: 0.486 | Acc: 83.548% (3509/4200) 42/100 [===========================>.....................................] Step: 330ms | Tot: 12s803ms | Loss: 0.484 | Acc: 83.651% (3597/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 13s103ms | Loss: 0.486 | Acc: 83.705% (3683/4400) 44/100 [============================>....................................] Step: 296ms | Tot: 13s399ms | Loss: 0.485 | Acc: 83.822% (3772/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s705ms | Loss: 0.486 | Acc: 83.739% (3852/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s10ms | Loss: 0.486 | Acc: 83.766% (3937/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s316ms | Loss: 0.488 | Acc: 83.750% (4020/4800) 48/100 [===============================>.................................] Step: 312ms | Tot: 14s628ms | Loss: 0.482 | Acc: 83.939% (4113/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s927ms | Loss: 0.481 | Acc: 84.000% (4200/5000) 50/100 [================================>................................] Step: 291ms | Tot: 15s218ms | Loss: 0.478 | Acc: 84.078% (4288/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s520ms | Loss: 0.479 | Acc: 84.077% (4372/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s821ms | Loss: 0.479 | Acc: 84.038% (4454/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s126ms | Loss: 0.478 | Acc: 84.056% (4539/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s439ms | Loss: 0.479 | Acc: 84.000% (4620/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s746ms | Loss: 0.479 | Acc: 84.018% (4705/5600) 56/100 [====================================>............................] Step: 298ms | Tot: 17s44ms | Loss: 0.481 | Acc: 83.947% (4785/5700) 57/100 [=====================================>...........................] Step: 296ms | Tot: 17s341ms | Loss: 0.479 | Acc: 83.983% (4871/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s647ms | Loss: 0.479 | Acc: 83.864% (4948/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 17s949ms | Loss: 0.480 | Acc: 83.800% (5028/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s254ms | Loss: 0.479 | Acc: 83.803% (5112/6100) 61/100 [=======================================>.........................] Step: 317ms | Tot: 18s572ms | Loss: 0.478 | Acc: 83.871% (5200/6200) 62/100 [========================================>........................] Step: 339ms | Tot: 18s911ms | Loss: 0.477 | Acc: 83.921% (5287/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s222ms | Loss: 0.474 | Acc: 84.031% (5378/6400) 64/100 [=========================================>.......................] Step: 297ms | Tot: 19s520ms | Loss: 0.475 | Acc: 84.000% (5460/6500) 65/100 [==========================================>......................] Step: 299ms | Tot: 19s819ms | Loss: 0.477 | Acc: 83.970% (5542/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s122ms | Loss: 0.473 | Acc: 84.060% (5632/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s427ms | Loss: 0.473 | Acc: 84.029% (5714/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s729ms | Loss: 0.474 | Acc: 84.029% (5798/6900) 69/100 [============================================>....................] Step: 294ms | Tot: 21s24ms | Loss: 0.476 | Acc: 83.929% (5875/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s326ms | Loss: 0.477 | Acc: 83.915% (5958/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s629ms | Loss: 0.477 | Acc: 83.944% (6044/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 21s933ms | Loss: 0.476 | Acc: 83.973% (6130/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s235ms | Loss: 0.475 | Acc: 84.027% (6218/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s537ms | Loss: 0.477 | Acc: 83.920% (6294/7500) 75/100 [================================================>................] Step: 302ms | Tot: 22s839ms | Loss: 0.478 | Acc: 83.934% (6379/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s142ms | Loss: 0.480 | Acc: 83.922% (6462/7700) 77/100 [==================================================>..............] Step: 316ms | Tot: 23s458ms | Loss: 0.481 | Acc: 83.846% (6540/7800) 78/100 [==================================================>..............] Step: 292ms | Tot: 23s750ms | Loss: 0.480 | Acc: 83.873% (6626/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s54ms | Loss: 0.481 | Acc: 83.787% (6703/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s361ms | Loss: 0.479 | Acc: 83.852% (6792/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s668ms | Loss: 0.477 | Acc: 83.902% (6880/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 24s971ms | Loss: 0.477 | Acc: 83.916% (6965/8300) 83/100 [=====================================================>...........] Step: 293ms | Tot: 25s265ms | Loss: 0.477 | Acc: 83.869% (7045/8400) 84/100 [======================================================>..........] Step: 299ms | Tot: 25s564ms | Loss: 0.478 | Acc: 83.788% (7122/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 25s864ms | Loss: 0.478 | Acc: 83.814% (7208/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s167ms | Loss: 0.479 | Acc: 83.805% (7291/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s472ms | Loss: 0.479 | Acc: 83.830% (7377/8800) 88/100 [=========================================================>.......] Step: 299ms | Tot: 26s771ms | Loss: 0.478 | Acc: 83.809% (7459/8900) 89/100 [=========================================================>.......] Step: 294ms | Tot: 27s66ms | Loss: 0.478 | Acc: 83.833% (7545/9000) 90/100 [==========================================================>......] Step: 291ms | Tot: 27s357ms | Loss: 0.478 | Acc: 83.846% (7630/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s657ms | Loss: 0.475 | Acc: 83.935% (7722/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 27s962ms | Loss: 0.475 | Acc: 83.914% (7804/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s266ms | Loss: 0.474 | Acc: 83.872% (7884/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s569ms | Loss: 0.473 | Acc: 83.884% (7969/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 28s873ms | Loss: 0.472 | Acc: 83.896% (8054/9600) 96/100 [==============================================================>..] Step: 290ms | Tot: 29s164ms | Loss: 0.471 | Acc: 83.918% (8140/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 29s466ms | Loss: 0.471 | Acc: 83.908% (8223/9800) 98/100 [===============================================================>.] Step: 295ms | Tot: 29s761ms | Loss: 0.471 | Acc: 83.909% (8307/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s68ms | Loss: 0.470 | Acc: 83.940% (8394/10000) 100/100 +Saving.. + +Epoch: 70 + [>................................................................] Step: 710ms | Tot: 2ms | Loss: 0.558 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.448 | Acc: 83.984% (215/256) 2/391 [>................................................................] Step: 372ms | Tot: 760ms | Loss: 0.408 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 362ms | Tot: 1s122ms | Loss: 0.401 | Acc: 86.328% (442/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s483ms | Loss: 0.398 | Acc: 86.562% (554/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s857ms | Loss: 0.400 | Acc: 85.677% (658/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s217ms | Loss: 0.393 | Acc: 85.938% (770/896) 7/391 [=>...............................................................] Step: 357ms | Tot: 2s574ms | Loss: 0.394 | Acc: 86.035% (881/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 2s933ms | Loss: 0.390 | Acc: 86.198% (993/1152) 9/391 [=>...............................................................] Step: 374ms | Tot: 3s307ms | Loss: 0.382 | Acc: 86.641% (1109/1280) 10/391 [=>...............................................................] Step: 372ms | Tot: 3s680ms | Loss: 0.376 | Acc: 86.577% (1219/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s42ms | Loss: 0.379 | Acc: 86.784% (1333/1536) 12/391 [=>...............................................................] Step: 353ms | Tot: 4s396ms | Loss: 0.385 | Acc: 86.298% (1436/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s764ms | Loss: 0.383 | Acc: 86.440% (1549/1792) 14/391 [==>..............................................................] Step: 359ms | Tot: 5s123ms | Loss: 0.386 | Acc: 86.302% (1657/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s491ms | Loss: 0.388 | Acc: 86.133% (1764/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s856ms | Loss: 0.387 | Acc: 86.305% (1878/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s217ms | Loss: 0.392 | Acc: 86.155% (1985/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s581ms | Loss: 0.398 | Acc: 85.650% (2083/2432) 19/391 [===>.............................................................] Step: 355ms | Tot: 6s936ms | Loss: 0.403 | Acc: 85.586% (2191/2560) 20/391 [===>.............................................................] Step: 355ms | Tot: 7s292ms | Loss: 0.409 | Acc: 85.379% (2295/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s656ms | Loss: 0.405 | Acc: 85.511% (2408/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s18ms | Loss: 0.404 | Acc: 85.496% (2517/2944) 23/391 [===>.............................................................] Step: 349ms | Tot: 8s367ms | Loss: 0.407 | Acc: 85.579% (2629/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s729ms | Loss: 0.405 | Acc: 85.594% (2739/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s90ms | Loss: 0.405 | Acc: 85.607% (2849/3328) 26/391 [====>............................................................] Step: 374ms | Tot: 9s465ms | Loss: 0.403 | Acc: 85.677% (2961/3456) 27/391 [====>............................................................] Step: 390ms | Tot: 9s855ms | Loss: 0.405 | Acc: 85.463% (3063/3584) 28/391 [====>............................................................] Step: 368ms | Tot: 10s224ms | Loss: 0.409 | Acc: 85.291% (3166/3712) 29/391 [====>............................................................] Step: 349ms | Tot: 10s574ms | Loss: 0.413 | Acc: 85.078% (3267/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s931ms | Loss: 0.412 | Acc: 85.106% (3377/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s289ms | Loss: 0.415 | Acc: 84.888% (3477/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s651ms | Loss: 0.416 | Acc: 84.801% (3582/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s7ms | Loss: 0.416 | Acc: 84.858% (3693/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s363ms | Loss: 0.417 | Acc: 84.911% (3804/4480) 35/391 [=====>...........................................................] Step: 358ms | Tot: 12s722ms | Loss: 0.424 | Acc: 84.614% (3899/4608) 36/391 [=====>...........................................................] Step: 371ms | Tot: 13s94ms | Loss: 0.424 | Acc: 84.649% (4009/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s453ms | Loss: 0.422 | Acc: 84.745% (4122/4864) 38/391 [======>..........................................................] Step: 366ms | Tot: 13s820ms | Loss: 0.425 | Acc: 84.756% (4231/4992) 39/391 [======>..........................................................] Step: 353ms | Tot: 14s173ms | Loss: 0.422 | Acc: 84.883% (4346/5120) 40/391 [======>..........................................................] Step: 355ms | Tot: 14s529ms | Loss: 0.422 | Acc: 84.870% (4454/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 14s896ms | Loss: 0.423 | Acc: 84.840% (4561/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s263ms | Loss: 0.421 | Acc: 84.866% (4671/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s623ms | Loss: 0.420 | Acc: 84.925% (4783/5632) 44/391 [=======>.........................................................] Step: 358ms | Tot: 15s981ms | Loss: 0.418 | Acc: 84.983% (4895/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s341ms | Loss: 0.416 | Acc: 85.020% (5006/5888) 46/391 [=======>.........................................................] Step: 354ms | Tot: 16s696ms | Loss: 0.417 | Acc: 85.057% (5117/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s56ms | Loss: 0.415 | Acc: 85.059% (5226/6144) 48/391 [=======>.........................................................] Step: 355ms | Tot: 17s412ms | Loss: 0.414 | Acc: 85.045% (5334/6272) 49/391 [========>........................................................] Step: 371ms | Tot: 17s783ms | Loss: 0.414 | Acc: 85.062% (5444/6400) 50/391 [========>........................................................] Step: 382ms | Tot: 18s165ms | Loss: 0.412 | Acc: 85.126% (5557/6528) 51/391 [========>........................................................] Step: 355ms | Tot: 18s520ms | Loss: 0.411 | Acc: 85.141% (5667/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 18s881ms | Loss: 0.414 | Acc: 85.083% (5772/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s240ms | Loss: 0.414 | Acc: 85.041% (5878/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s606ms | Loss: 0.414 | Acc: 85.043% (5987/7040) 55/391 [=========>.......................................................] Step: 371ms | Tot: 19s978ms | Loss: 0.414 | Acc: 85.059% (6097/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s340ms | Loss: 0.415 | Acc: 85.047% (6205/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s704ms | Loss: 0.416 | Acc: 85.062% (6315/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s68ms | Loss: 0.415 | Acc: 85.130% (6429/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s427ms | Loss: 0.413 | Acc: 85.234% (6546/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s791ms | Loss: 0.412 | Acc: 85.323% (6662/7808) 61/391 [==========>......................................................] Step: 349ms | Tot: 22s140ms | Loss: 0.412 | Acc: 85.307% (6770/7936) 62/391 [==========>......................................................] Step: 349ms | Tot: 22s490ms | Loss: 0.412 | Acc: 85.342% (6882/8064) 63/391 [==========>......................................................] Step: 382ms | Tot: 22s872ms | Loss: 0.413 | Acc: 85.315% (6989/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s235ms | Loss: 0.413 | Acc: 85.312% (7098/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s598ms | Loss: 0.414 | Acc: 85.334% (7209/8448) 66/391 [==========>......................................................] Step: 357ms | Tot: 23s956ms | Loss: 0.414 | Acc: 85.354% (7320/8576) 67/391 [===========>.....................................................] Step: 352ms | Tot: 24s308ms | Loss: 0.412 | Acc: 85.409% (7434/8704) 68/391 [===========>.....................................................] Step: 356ms | Tot: 24s664ms | Loss: 0.413 | Acc: 85.394% (7542/8832) 69/391 [===========>.....................................................] Step: 369ms | Tot: 25s34ms | Loss: 0.411 | Acc: 85.446% (7656/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s396ms | Loss: 0.411 | Acc: 85.398% (7761/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 25s762ms | Loss: 0.412 | Acc: 85.395% (7870/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 26s121ms | Loss: 0.410 | Acc: 85.467% (7986/9344) 73/391 [============>....................................................] Step: 349ms | Tot: 26s470ms | Loss: 0.410 | Acc: 85.462% (8095/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 26s834ms | Loss: 0.409 | Acc: 85.500% (8208/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s193ms | Loss: 0.408 | Acc: 85.495% (8317/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 27s563ms | Loss: 0.409 | Acc: 85.461% (8423/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 27s930ms | Loss: 0.410 | Acc: 85.417% (8528/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s290ms | Loss: 0.409 | Acc: 85.453% (8641/10112) 79/391 [=============>...................................................] Step: 356ms | Tot: 28s646ms | Loss: 0.408 | Acc: 85.498% (8755/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 29s1ms | Loss: 0.408 | Acc: 85.494% (8864/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s368ms | Loss: 0.409 | Acc: 85.461% (8970/10496) 82/391 [=============>...................................................] Step: 369ms | Tot: 29s737ms | Loss: 0.410 | Acc: 85.420% (9075/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s103ms | Loss: 0.411 | Acc: 85.454% (9188/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s459ms | Loss: 0.410 | Acc: 85.450% (9297/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s816ms | Loss: 0.410 | Acc: 85.474% (9409/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s176ms | Loss: 0.410 | Acc: 85.480% (9519/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s533ms | Loss: 0.410 | Acc: 85.502% (9631/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 31s893ms | Loss: 0.410 | Acc: 85.490% (9739/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s252ms | Loss: 0.409 | Acc: 85.530% (9853/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s614ms | Loss: 0.409 | Acc: 85.543% (9964/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 32s974ms | Loss: 0.408 | Acc: 85.572% (10077/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s337ms | Loss: 0.407 | Acc: 85.576% (10187/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 33s699ms | Loss: 0.408 | Acc: 85.588% (10298/12032) 94/391 [===============>.................................................] Step: 355ms | Tot: 34s55ms | Loss: 0.408 | Acc: 85.617% (10411/12160) 95/391 [===============>.................................................] Step: 356ms | Tot: 34s411ms | Loss: 0.406 | Acc: 85.710% (10532/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 34s777ms | Loss: 0.407 | Acc: 85.736% (10645/12416) 97/391 [================>................................................] Step: 373ms | Tot: 35s151ms | Loss: 0.407 | Acc: 85.754% (10757/12544) 98/391 [================>................................................] Step: 380ms | Tot: 35s532ms | Loss: 0.407 | Acc: 85.740% (10865/12672) 99/391 [================>................................................] Step: 383ms | Tot: 35s915ms | Loss: 0.406 | Acc: 85.781% (10980/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s280ms | Loss: 0.406 | Acc: 85.806% (11093/12928) 101/391 [================>................................................] Step: 368ms | Tot: 36s648ms | Loss: 0.405 | Acc: 85.830% (11206/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s8ms | Loss: 0.405 | Acc: 85.839% (11317/13184) 103/391 [=================>...............................................] Step: 379ms | Tot: 37s388ms | Loss: 0.405 | Acc: 85.855% (11429/13312) 104/391 [=================>...............................................] Step: 376ms | Tot: 37s765ms | Loss: 0.405 | Acc: 85.871% (11541/13440) 105/391 [=================>...............................................] Step: 352ms | Tot: 38s118ms | Loss: 0.405 | Acc: 85.879% (11652/13568) 106/391 [=================>...............................................] Step: 354ms | Tot: 38s472ms | Loss: 0.406 | Acc: 85.821% (11754/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 38s838ms | Loss: 0.405 | Acc: 85.851% (11868/13824) 108/391 [=================>...............................................] Step: 373ms | Tot: 39s211ms | Loss: 0.405 | Acc: 85.859% (11979/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s577ms | Loss: 0.405 | Acc: 85.852% (12088/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 39s945ms | Loss: 0.405 | Acc: 85.860% (12199/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s305ms | Loss: 0.406 | Acc: 85.819% (12303/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 40s672ms | Loss: 0.405 | Acc: 85.799% (12410/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s33ms | Loss: 0.405 | Acc: 85.821% (12523/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s393ms | Loss: 0.405 | Acc: 85.829% (12634/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 41s763ms | Loss: 0.404 | Acc: 85.857% (12748/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 42s118ms | Loss: 0.404 | Acc: 85.857% (12858/14976) 117/391 [===================>.............................................] Step: 353ms | Tot: 42s472ms | Loss: 0.403 | Acc: 85.871% (12970/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 42s840ms | Loss: 0.404 | Acc: 85.852% (13077/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s203ms | Loss: 0.403 | Acc: 85.885% (13192/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s567ms | Loss: 0.403 | Acc: 85.886% (13302/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 43s928ms | Loss: 0.404 | Acc: 85.861% (13408/15616) 122/391 [====================>............................................] Step: 354ms | Tot: 44s283ms | Loss: 0.404 | Acc: 85.874% (13520/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s643ms | Loss: 0.403 | Acc: 85.900% (13634/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 45s16ms | Loss: 0.403 | Acc: 85.925% (13748/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 45s383ms | Loss: 0.402 | Acc: 85.931% (13859/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 45s753ms | Loss: 0.402 | Acc: 85.950% (13972/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s111ms | Loss: 0.402 | Acc: 85.950% (14082/16384) 128/391 [=====================>...........................................] Step: 356ms | Tot: 46s467ms | Loss: 0.402 | Acc: 85.931% (14189/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 46s828ms | Loss: 0.402 | Acc: 85.968% (14305/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s192ms | Loss: 0.402 | Acc: 85.961% (14414/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 47s554ms | Loss: 0.402 | Acc: 85.967% (14525/16896) 132/391 [=====================>...........................................] Step: 367ms | Tot: 47s922ms | Loss: 0.401 | Acc: 85.984% (14638/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s284ms | Loss: 0.402 | Acc: 85.961% (14744/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 48s643ms | Loss: 0.401 | Acc: 85.978% (14857/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s6ms | Loss: 0.401 | Acc: 86.006% (14972/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s370ms | Loss: 0.400 | Acc: 86.017% (15084/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 49s739ms | Loss: 0.400 | Acc: 85.988% (15189/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s106ms | Loss: 0.400 | Acc: 85.971% (15296/17792) 139/391 [=======================>.........................................] Step: 354ms | Tot: 50s460ms | Loss: 0.400 | Acc: 85.988% (15409/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s821ms | Loss: 0.401 | Acc: 85.954% (15513/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s185ms | Loss: 0.401 | Acc: 85.982% (15628/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s545ms | Loss: 0.401 | Acc: 85.965% (15735/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 51s905ms | Loss: 0.400 | Acc: 85.965% (15845/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s265ms | Loss: 0.401 | Acc: 85.943% (15951/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s627ms | Loss: 0.401 | Acc: 85.943% (16061/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 52s995ms | Loss: 0.402 | Acc: 85.932% (16169/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 53s361ms | Loss: 0.402 | Acc: 85.938% (16280/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 53s725ms | Loss: 0.402 | Acc: 85.958% (16394/19072) 149/391 [========================>........................................] Step: 352ms | Tot: 54s78ms | Loss: 0.401 | Acc: 85.979% (16508/19200) 150/391 [========================>........................................] Step: 352ms | Tot: 54s431ms | Loss: 0.402 | Acc: 85.979% (16618/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 54s797ms | Loss: 0.401 | Acc: 85.999% (16732/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 55s169ms | Loss: 0.401 | Acc: 86.040% (16850/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 55s531ms | Loss: 0.400 | Acc: 86.049% (16962/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 55s894ms | Loss: 0.401 | Acc: 86.058% (17074/19840) 155/391 [=========================>.......................................] Step: 354ms | Tot: 56s249ms | Loss: 0.401 | Acc: 86.053% (17183/19968) 156/391 [=========================>.......................................] Step: 351ms | Tot: 56s600ms | Loss: 0.400 | Acc: 86.092% (17301/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 56s957ms | Loss: 0.400 | Acc: 86.086% (17410/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s317ms | Loss: 0.399 | Acc: 86.105% (17524/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 57s675ms | Loss: 0.400 | Acc: 86.089% (17631/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 58s31ms | Loss: 0.401 | Acc: 86.083% (17740/20608) 161/391 [==========================>......................................] Step: 356ms | Tot: 58s387ms | Loss: 0.401 | Acc: 86.087% (17851/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s751ms | Loss: 0.402 | Acc: 86.057% (17955/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s110ms | Loss: 0.402 | Acc: 86.080% (18070/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 59s475ms | Loss: 0.402 | Acc: 86.075% (18179/21120) 165/391 [===========================>.....................................] Step: 379ms | Tot: 59s855ms | Loss: 0.403 | Acc: 86.069% (18288/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m218ms | Loss: 0.403 | Acc: 86.068% (18398/21376) 167/391 [===========================>.....................................] Step: 354ms | Tot: 1m573ms | Loss: 0.403 | Acc: 86.072% (18509/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m938ms | Loss: 0.403 | Acc: 86.076% (18620/21632) 169/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.403 | Acc: 86.089% (18733/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.404 | Acc: 86.061% (18837/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.404 | Acc: 86.069% (18949/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.404 | Acc: 86.082% (19062/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.403 | Acc: 86.104% (19177/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.403 | Acc: 86.112% (19289/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.403 | Acc: 86.106% (19398/22528) 176/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.403 | Acc: 86.083% (19503/22656) 177/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.403 | Acc: 86.069% (19610/22784) 178/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.404 | Acc: 86.047% (19715/22912) 179/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.404 | Acc: 86.055% (19827/23040) 180/391 [=============================>...................................] Step: 376ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.089% (19945/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.403 | Acc: 86.088% (20055/23296) 182/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.403 | Acc: 86.095% (20167/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.403 | Acc: 86.124% (20284/23552) 184/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.403 | Acc: 86.123% (20394/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.404 | Acc: 86.080% (20494/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.405 | Acc: 86.054% (20598/23936) 187/391 [===============================>.................................] Step: 375ms | Tot: 1m7s | Loss: 0.405 | Acc: 86.070% (20712/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.404 | Acc: 86.086% (20826/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.405 | Acc: 86.086% (20936/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.405 | Acc: 86.068% (21042/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.405 | Acc: 86.060% (21150/24576) 192/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.405 | Acc: 86.051% (21258/24704) 193/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.405 | Acc: 86.046% (21367/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.406 | Acc: 86.022% (21471/24960) 195/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.405 | Acc: 86.045% (21587/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.405 | Acc: 86.060% (21701/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.405 | Acc: 86.064% (21812/25344) 198/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.405 | Acc: 86.067% (21923/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.405 | Acc: 86.074% (22035/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.405 | Acc: 86.050% (22139/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.406 | Acc: 86.030% (22244/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.406 | Acc: 86.022% (22352/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.406 | Acc: 86.006% (22458/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.406 | Acc: 86.010% (22569/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.405 | Acc: 86.021% (22682/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.406 | Acc: 86.002% (22787/26496) 207/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.405 | Acc: 86.020% (22902/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.405 | Acc: 86.020% (23012/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.405 | Acc: 86.031% (23125/26880) 210/391 [==================================>..............................] Step: 352ms | Tot: 1m16s | Loss: 0.406 | Acc: 86.012% (23230/27008) 211/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.406 | Acc: 86.015% (23341/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.406 | Acc: 86.007% (23449/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.406 | Acc: 86.003% (23558/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.405 | Acc: 86.014% (23671/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.406 | Acc: 86.017% (23782/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.405 | Acc: 86.035% (23897/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.405 | Acc: 86.027% (24005/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.405 | Acc: 86.045% (24120/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.405 | Acc: 86.062% (24235/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.405 | Acc: 86.026% (24335/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.405 | Acc: 86.040% (24449/28416) 222/391 [====================================>............................] Step: 352ms | Tot: 1m20s | Loss: 0.404 | Acc: 86.050% (24562/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m20s | Loss: 0.405 | Acc: 86.035% (24668/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.405 | Acc: 86.038% (24779/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.405 | Acc: 86.045% (24891/28928) 226/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.405 | Acc: 86.034% (24998/29056) 227/391 [=====================================>...........................] Step: 352ms | Tot: 1m22s | Loss: 0.406 | Acc: 86.027% (25106/29184) 228/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.406 | Acc: 86.013% (25212/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.407 | Acc: 85.999% (25318/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.407 | Acc: 86.022% (25435/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.406 | Acc: 86.045% (25552/29696) 232/391 [======================================>..........................] Step: 347ms | Tot: 1m24s | Loss: 0.406 | Acc: 86.038% (25660/29824) 233/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.406 | Acc: 86.041% (25771/29952) 234/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.407 | Acc: 86.027% (25877/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.406 | Acc: 86.040% (25991/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.406 | Acc: 86.053% (26105/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.406 | Acc: 86.059% (26217/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.406 | Acc: 86.052% (26325/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.406 | Acc: 86.061% (26438/30720) 240/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.406 | Acc: 86.051% (26545/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.406 | Acc: 86.060% (26658/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m27s | Loss: 0.406 | Acc: 86.056% (26767/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.406 | Acc: 86.040% (26872/31232) 244/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.406 | Acc: 86.040% (26982/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.406 | Acc: 86.058% (27098/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.406 | Acc: 86.061% (27209/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.406 | Acc: 86.060% (27319/31744) 248/391 [=========================================>.......................] Step: 371ms | Tot: 1m29s | Loss: 0.406 | Acc: 86.060% (27429/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.406 | Acc: 86.053% (27537/32000) 250/391 [=========================================>.......................] Step: 351ms | Tot: 1m30s | Loss: 0.406 | Acc: 86.065% (27651/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.406 | Acc: 86.074% (27764/32256) 252/391 [=========================================>.......................] Step: 372ms | Tot: 1m31s | Loss: 0.406 | Acc: 86.070% (27873/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m31s | Loss: 0.406 | Acc: 86.064% (27981/32512) 254/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.405 | Acc: 86.060% (28090/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.405 | Acc: 86.066% (28202/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.404 | Acc: 86.086% (28319/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.404 | Acc: 86.080% (28427/33024) 258/391 [==========================================>......................] Step: 352ms | Tot: 1m33s | Loss: 0.404 | Acc: 86.088% (28540/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m33s | Loss: 0.404 | Acc: 86.088% (28650/33280) 260/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.404 | Acc: 86.090% (28761/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.404 | Acc: 86.075% (28866/33536) 262/391 [===========================================>.....................] Step: 373ms | Tot: 1m34s | Loss: 0.404 | Acc: 86.089% (28981/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.404 | Acc: 86.088% (29091/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.404 | Acc: 86.085% (29200/33920) 265/391 [============================================>....................] Step: 347ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.093% (29313/34048) 266/391 [============================================>....................] Step: 350ms | Tot: 1m36s | Loss: 0.404 | Acc: 86.084% (29420/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.403 | Acc: 86.107% (29538/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.097% (29645/34432) 269/391 [============================================>....................] Step: 353ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.088% (29752/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.404 | Acc: 86.090% (29863/34688) 271/391 [=============================================>...................] Step: 353ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.093% (29974/34816) 272/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.095% (30085/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m38s | Loss: 0.404 | Acc: 86.074% (30188/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.071% (30297/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.082% (30411/35328) 276/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.404 | Acc: 86.095% (30526/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.106% (30640/35584) 278/391 [==============================================>..................] Step: 371ms | Tot: 1m40s | Loss: 0.404 | Acc: 86.089% (30744/35712) 279/391 [==============================================>..................] Step: 378ms | Tot: 1m41s | Loss: 0.404 | Acc: 86.094% (30856/35840) 280/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.403 | Acc: 86.099% (30968/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.403 | Acc: 86.109% (31082/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.403 | Acc: 86.109% (31192/36224) 283/391 [===============================================>.................] Step: 355ms | Tot: 1m42s | Loss: 0.403 | Acc: 86.105% (31301/36352) 284/391 [===============================================>.................] Step: 355ms | Tot: 1m42s | Loss: 0.403 | Acc: 86.096% (31408/36480) 285/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.403 | Acc: 86.101% (31520/36608) 286/391 [===============================================>.................] Step: 355ms | Tot: 1m43s | Loss: 0.403 | Acc: 86.098% (31629/36736) 287/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.403 | Acc: 86.100% (31740/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.403 | Acc: 86.092% (31847/36992) 289/391 [================================================>................] Step: 353ms | Tot: 1m44s | Loss: 0.403 | Acc: 86.091% (31957/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m45s | Loss: 0.403 | Acc: 86.093% (32068/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.404 | Acc: 86.071% (32170/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.404 | Acc: 86.073% (32281/37504) 293/391 [================================================>................] Step: 353ms | Tot: 1m46s | Loss: 0.403 | Acc: 86.089% (32397/37632) 294/391 [================================================>................] Step: 353ms | Tot: 1m46s | Loss: 0.404 | Acc: 86.091% (32508/37760) 295/391 [=================================================>...............] Step: 355ms | Tot: 1m46s | Loss: 0.403 | Acc: 86.106% (32624/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.403 | Acc: 86.114% (32737/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.403 | Acc: 86.129% (32853/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.403 | Acc: 86.123% (32961/38272) 299/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.403 | Acc: 86.146% (33080/38400) 300/391 [=================================================>...............] Step: 350ms | Tot: 1m48s | Loss: 0.403 | Acc: 86.148% (33191/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m48s | Loss: 0.402 | Acc: 86.160% (33306/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.402 | Acc: 86.177% (33423/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.402 | Acc: 86.192% (33539/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.402 | Acc: 86.194% (33650/39040) 305/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.402 | Acc: 86.195% (33761/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.401 | Acc: 86.202% (33874/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.401 | Acc: 86.214% (33989/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.401 | Acc: 86.208% (34097/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.401 | Acc: 86.195% (34202/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.401 | Acc: 86.209% (34318/39808) 311/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.401 | Acc: 86.208% (34428/39936) 312/391 [===================================================>.............] Step: 354ms | Tot: 1m52s | Loss: 0.401 | Acc: 86.230% (34547/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.401 | Acc: 86.241% (34662/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.401 | Acc: 86.230% (34768/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.401 | Acc: 86.239% (34882/40448) 316/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.400 | Acc: 86.243% (34994/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.400 | Acc: 86.252% (35108/40704) 318/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.401 | Acc: 86.241% (35214/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m55s | Loss: 0.401 | Acc: 86.226% (35318/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m55s | Loss: 0.401 | Acc: 86.222% (35427/41088) 321/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.401 | Acc: 86.234% (35542/41216) 322/391 [=====================================================>...........] Step: 352ms | Tot: 1m56s | Loss: 0.401 | Acc: 86.230% (35651/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.401 | Acc: 86.227% (35760/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.401 | Acc: 86.216% (35866/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.402 | Acc: 86.215% (35976/41728) 326/391 [======================================================>..........] Step: 357ms | Tot: 1m57s | Loss: 0.402 | Acc: 86.210% (36084/41856) 327/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.402 | Acc: 86.200% (36190/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.402 | Acc: 86.189% (36296/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.402 | Acc: 86.186% (36405/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.402 | Acc: 86.178% (36512/42368) 331/391 [=======================================================>.........] Step: 371ms | Tot: 1m59s | Loss: 0.402 | Acc: 86.185% (36625/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m161ms | Loss: 0.402 | Acc: 86.172% (36730/42624) 333/391 [=======================================================>.........] Step: 365ms | Tot: 2m527ms | Loss: 0.402 | Acc: 86.181% (36844/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m892ms | Loss: 0.402 | Acc: 86.175% (36952/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.402 | Acc: 86.182% (37065/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.402 | Acc: 86.162% (37167/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m1s | Loss: 0.403 | Acc: 86.150% (37272/43264) 338/391 [========================================================>........] Step: 351ms | Tot: 2m2s | Loss: 0.403 | Acc: 86.154% (37384/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.403 | Acc: 86.131% (37484/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.403 | Acc: 86.130% (37594/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.403 | Acc: 86.127% (37703/43776) 342/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.403 | Acc: 86.140% (37819/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.403 | Acc: 86.131% (37925/44032) 344/391 [=========================================================>.......] Step: 349ms | Tot: 2m4s | Loss: 0.403 | Acc: 86.119% (38030/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m4s | Loss: 0.403 | Acc: 86.123% (38142/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.403 | Acc: 86.122% (38252/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.403 | Acc: 86.115% (38359/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.403 | Acc: 86.126% (38474/44672) 349/391 [==========================================================>......] Step: 351ms | Tot: 2m6s | Loss: 0.403 | Acc: 86.141% (38591/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.403 | Acc: 86.138% (38700/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m7s | Loss: 0.403 | Acc: 86.139% (38811/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.403 | Acc: 86.139% (38921/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.403 | Acc: 86.145% (39034/45312) 354/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.403 | Acc: 86.129% (39137/45440) 355/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.403 | Acc: 86.133% (39249/45568) 356/391 [===========================================================>.....] Step: 356ms | Tot: 2m8s | Loss: 0.403 | Acc: 86.139% (39362/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.403 | Acc: 86.143% (39474/45824) 358/391 [===========================================================>.....] Step: 354ms | Tot: 2m9s | Loss: 0.404 | Acc: 86.129% (39578/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.404 | Acc: 86.126% (39687/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.404 | Acc: 86.132% (39800/46208) 361/391 [============================================================>....] Step: 353ms | Tot: 2m10s | Loss: 0.404 | Acc: 86.127% (39908/46336) 362/391 [============================================================>....] Step: 357ms | Tot: 2m10s | Loss: 0.404 | Acc: 86.129% (40019/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.404 | Acc: 86.135% (40132/46592) 364/391 [============================================================>....] Step: 367ms | Tot: 2m11s | Loss: 0.404 | Acc: 86.132% (40241/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.403 | Acc: 86.145% (40357/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.404 | Acc: 86.123% (40457/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m12s | Loss: 0.404 | Acc: 86.131% (40571/47104) 368/391 [=============================================================>...] Step: 372ms | Tot: 2m13s | Loss: 0.404 | Acc: 86.113% (40673/47232) 369/391 [=============================================================>...] Step: 376ms | Tot: 2m13s | Loss: 0.404 | Acc: 86.121% (40787/47360) 370/391 [=============================================================>...] Step: 373ms | Tot: 2m13s | Loss: 0.404 | Acc: 86.110% (40892/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.404 | Acc: 86.114% (41004/47616) 372/391 [=============================================================>...] Step: 354ms | Tot: 2m14s | Loss: 0.403 | Acc: 86.132% (41123/47744) 373/391 [==============================================================>..] Step: 373ms | Tot: 2m14s | Loss: 0.403 | Acc: 86.119% (41227/47872) 374/391 [==============================================================>..] Step: 373ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.117% (41336/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.403 | Acc: 86.127% (41451/48128) 376/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.403 | Acc: 86.128% (41562/48256) 377/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.403 | Acc: 86.130% (41673/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.403 | Acc: 86.133% (41785/48512) 379/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.403 | Acc: 86.137% (41897/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.403 | Acc: 86.155% (42016/48768) 381/391 [===============================================================>.] Step: 369ms | Tot: 2m17s | Loss: 0.403 | Acc: 86.146% (42122/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.403 | Acc: 86.152% (42235/49024) 383/391 [===============================================================>.] Step: 349ms | Tot: 2m18s | Loss: 0.403 | Acc: 86.163% (42351/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.403 | Acc: 86.165% (42462/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m19s | Loss: 0.403 | Acc: 86.166% (42573/49408) 386/391 [================================================================>] Step: 371ms | Tot: 2m19s | Loss: 0.403 | Acc: 86.170% (42685/49536) 387/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.403 | Acc: 86.169% (42795/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.403 | Acc: 86.174% (42908/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.403 | Acc: 86.180% (43021/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m21s | Loss: 0.403 | Acc: 86.188% (43094/50000) 391/391 + [>................................................................] Step: 480ms | Tot: 2ms | Loss: 0.462 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 290ms | Tot: 293ms | Loss: 0.461 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 288ms | Tot: 582ms | Loss: 0.452 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 283ms | Tot: 865ms | Loss: 0.459 | Acc: 83.000% (332/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s161ms | Loss: 0.451 | Acc: 83.000% (415/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s462ms | Loss: 0.423 | Acc: 84.333% (506/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s758ms | Loss: 0.448 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s61ms | Loss: 0.489 | Acc: 82.125% (657/800) 8/100 [=====>...........................................................] Step: 295ms | Tot: 2s356ms | Loss: 0.504 | Acc: 82.000% (738/900) 9/100 [=====>...........................................................] Step: 288ms | Tot: 2s644ms | Loss: 0.496 | Acc: 82.200% (822/1000) 10/100 [======>..........................................................] Step: 291ms | Tot: 2s935ms | Loss: 0.499 | Acc: 82.273% (905/1100) 11/100 [=======>.........................................................] Step: 310ms | Tot: 3s245ms | Loss: 0.504 | Acc: 82.500% (990/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s551ms | Loss: 0.497 | Acc: 82.923% (1078/1300) 13/100 [========>........................................................] Step: 297ms | Tot: 3s848ms | Loss: 0.504 | Acc: 82.786% (1159/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s154ms | Loss: 0.493 | Acc: 83.000% (1245/1500) 15/100 [=========>.......................................................] Step: 286ms | Tot: 4s440ms | Loss: 0.499 | Acc: 82.938% (1327/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s740ms | Loss: 0.497 | Acc: 83.176% (1414/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s46ms | Loss: 0.501 | Acc: 83.167% (1497/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s354ms | Loss: 0.499 | Acc: 83.211% (1581/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s658ms | Loss: 0.505 | Acc: 83.000% (1660/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 5s961ms | Loss: 0.503 | Acc: 82.857% (1740/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s268ms | Loss: 0.502 | Acc: 82.955% (1825/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s570ms | Loss: 0.510 | Acc: 82.783% (1904/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s873ms | Loss: 0.514 | Acc: 82.583% (1982/2400) 24/100 [===============>.................................................] Step: 299ms | Tot: 7s172ms | Loss: 0.510 | Acc: 82.760% (2069/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s476ms | Loss: 0.517 | Acc: 82.654% (2149/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s783ms | Loss: 0.512 | Acc: 82.704% (2233/2700) 27/100 [=================>...............................................] Step: 312ms | Tot: 8s96ms | Loss: 0.512 | Acc: 82.750% (2317/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s405ms | Loss: 0.512 | Acc: 82.862% (2403/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s708ms | Loss: 0.513 | Acc: 82.933% (2488/3000) 30/100 [===================>.............................................] Step: 297ms | Tot: 9s6ms | Loss: 0.514 | Acc: 82.903% (2570/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s308ms | Loss: 0.507 | Acc: 83.031% (2657/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s616ms | Loss: 0.508 | Acc: 83.000% (2739/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 9s918ms | Loss: 0.513 | Acc: 82.794% (2815/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s228ms | Loss: 0.513 | Acc: 82.857% (2900/3500) 35/100 [======================>..........................................] Step: 295ms | Tot: 10s524ms | Loss: 0.512 | Acc: 82.972% (2987/3600) 36/100 [=======================>.........................................] Step: 298ms | Tot: 10s822ms | Loss: 0.515 | Acc: 82.838% (3065/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s124ms | Loss: 0.519 | Acc: 82.763% (3145/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s426ms | Loss: 0.516 | Acc: 82.923% (3234/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s732ms | Loss: 0.515 | Acc: 82.975% (3319/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s38ms | Loss: 0.517 | Acc: 82.951% (3401/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s344ms | Loss: 0.519 | Acc: 82.881% (3481/4200) 42/100 [===========================>.....................................] Step: 298ms | Tot: 12s642ms | Loss: 0.517 | Acc: 82.907% (3565/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 12s941ms | Loss: 0.518 | Acc: 82.841% (3645/4400) 44/100 [============================>....................................] Step: 314ms | Tot: 13s256ms | Loss: 0.516 | Acc: 82.956% (3733/4500) 45/100 [=============================>...................................] Step: 311ms | Tot: 13s567ms | Loss: 0.513 | Acc: 82.957% (3816/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 13s869ms | Loss: 0.512 | Acc: 82.957% (3899/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s180ms | Loss: 0.517 | Acc: 82.854% (3977/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s478ms | Loss: 0.513 | Acc: 82.918% (4063/4900) 49/100 [===============================>.................................] Step: 299ms | Tot: 14s778ms | Loss: 0.516 | Acc: 82.820% (4141/5000) 50/100 [================================>................................] Step: 300ms | Tot: 15s78ms | Loss: 0.514 | Acc: 82.882% (4227/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s385ms | Loss: 0.512 | Acc: 82.942% (4313/5200) 52/100 [=================================>...............................] Step: 309ms | Tot: 15s694ms | Loss: 0.513 | Acc: 82.887% (4393/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 15s999ms | Loss: 0.513 | Acc: 82.870% (4475/5400) 54/100 [===================================>.............................] Step: 303ms | Tot: 16s302ms | Loss: 0.513 | Acc: 82.782% (4553/5500) 55/100 [===================================>.............................] Step: 296ms | Tot: 16s599ms | Loss: 0.514 | Acc: 82.839% (4639/5600) 56/100 [====================================>............................] Step: 295ms | Tot: 16s894ms | Loss: 0.516 | Acc: 82.825% (4721/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s197ms | Loss: 0.514 | Acc: 82.948% (4811/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s503ms | Loss: 0.515 | Acc: 82.915% (4892/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 17s809ms | Loss: 0.517 | Acc: 82.867% (4972/6000) 60/100 [=======================================>.........................] Step: 321ms | Tot: 18s130ms | Loss: 0.518 | Acc: 82.836% (5053/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s434ms | Loss: 0.517 | Acc: 82.806% (5134/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s736ms | Loss: 0.516 | Acc: 82.825% (5218/6300) 63/100 [========================================>........................] Step: 296ms | Tot: 19s32ms | Loss: 0.515 | Acc: 82.797% (5299/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s332ms | Loss: 0.515 | Acc: 82.831% (5384/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s641ms | Loss: 0.516 | Acc: 82.803% (5465/6600) 66/100 [==========================================>......................] Step: 298ms | Tot: 19s939ms | Loss: 0.514 | Acc: 82.896% (5554/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s249ms | Loss: 0.514 | Acc: 82.853% (5634/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s550ms | Loss: 0.512 | Acc: 82.942% (5723/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 20s854ms | Loss: 0.515 | Acc: 82.857% (5800/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s158ms | Loss: 0.518 | Acc: 82.831% (5881/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s461ms | Loss: 0.518 | Acc: 82.889% (5968/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 21s766ms | Loss: 0.515 | Acc: 83.000% (6059/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s73ms | Loss: 0.515 | Acc: 83.014% (6143/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s376ms | Loss: 0.516 | Acc: 82.987% (6224/7500) 75/100 [================================================>................] Step: 309ms | Tot: 22s685ms | Loss: 0.515 | Acc: 83.013% (6309/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 22s993ms | Loss: 0.516 | Acc: 82.974% (6389/7700) 77/100 [==================================================>..............] Step: 321ms | Tot: 23s314ms | Loss: 0.517 | Acc: 82.962% (6471/7800) 78/100 [==================================================>..............] Step: 325ms | Tot: 23s640ms | Loss: 0.516 | Acc: 82.937% (6552/7900) 79/100 [===================================================>.............] Step: 323ms | Tot: 23s963ms | Loss: 0.516 | Acc: 82.950% (6636/8000) 80/100 [====================================================>............] Step: 324ms | Tot: 24s288ms | Loss: 0.514 | Acc: 83.000% (6723/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 24s600ms | Loss: 0.512 | Acc: 83.037% (6809/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 24s904ms | Loss: 0.512 | Acc: 83.024% (6891/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s209ms | Loss: 0.510 | Acc: 83.083% (6979/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s520ms | Loss: 0.511 | Acc: 83.071% (7061/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 25s829ms | Loss: 0.512 | Acc: 83.058% (7143/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s139ms | Loss: 0.512 | Acc: 83.011% (7222/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 26s448ms | Loss: 0.512 | Acc: 83.011% (7305/8800) 88/100 [=========================================================>.......] Step: 301ms | Tot: 26s749ms | Loss: 0.511 | Acc: 83.011% (7388/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s56ms | Loss: 0.510 | Acc: 83.033% (7473/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s359ms | Loss: 0.511 | Acc: 83.011% (7554/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s669ms | Loss: 0.508 | Acc: 83.087% (7644/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 27s981ms | Loss: 0.508 | Acc: 83.118% (7730/9300) 93/100 [============================================================>....] Step: 316ms | Tot: 28s297ms | Loss: 0.508 | Acc: 83.128% (7814/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 28s608ms | Loss: 0.507 | Acc: 83.137% (7898/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 28s909ms | Loss: 0.506 | Acc: 83.167% (7984/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s212ms | Loss: 0.506 | Acc: 83.186% (8069/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s523ms | Loss: 0.508 | Acc: 83.173% (8151/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 29s827ms | Loss: 0.510 | Acc: 83.091% (8226/9900) 99/100 [================================================================>] Step: 310ms | Tot: 30s138ms | Loss: 0.510 | Acc: 83.110% (8311/10000) 100/100 + +Epoch: 71 + [>................................................................] Step: 612ms | Tot: 2ms | Loss: 0.426 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.415 | Acc: 85.547% (219/256) 2/391 [>................................................................] Step: 370ms | Tot: 756ms | Loss: 0.370 | Acc: 87.500% (336/384) 3/391 [>................................................................] Step: 368ms | Tot: 1s125ms | Loss: 0.368 | Acc: 87.500% (448/512) 4/391 [>................................................................] Step: 377ms | Tot: 1s502ms | Loss: 0.364 | Acc: 87.500% (560/640) 5/391 [>................................................................] Step: 358ms | Tot: 1s861ms | Loss: 0.362 | Acc: 87.240% (670/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s223ms | Loss: 0.374 | Acc: 86.607% (776/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s594ms | Loss: 0.379 | Acc: 85.840% (879/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 2s961ms | Loss: 0.381 | Acc: 85.851% (989/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s317ms | Loss: 0.373 | Acc: 86.172% (1103/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s676ms | Loss: 0.367 | Acc: 86.506% (1218/1408) 11/391 [=>...............................................................] Step: 354ms | Tot: 4s31ms | Loss: 0.365 | Acc: 86.654% (1331/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s390ms | Loss: 0.367 | Acc: 86.599% (1441/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s750ms | Loss: 0.370 | Acc: 86.328% (1547/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s113ms | Loss: 0.373 | Acc: 86.198% (1655/1920) 15/391 [==>..............................................................] Step: 373ms | Tot: 5s486ms | Loss: 0.376 | Acc: 86.230% (1766/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s845ms | Loss: 0.372 | Acc: 86.443% (1881/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s206ms | Loss: 0.369 | Acc: 86.632% (1996/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s566ms | Loss: 0.367 | Acc: 86.801% (2111/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 6s933ms | Loss: 0.373 | Acc: 86.641% (2218/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s300ms | Loss: 0.376 | Acc: 86.570% (2327/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s665ms | Loss: 0.378 | Acc: 86.612% (2439/2816) 22/391 [===>.............................................................] Step: 355ms | Tot: 8s21ms | Loss: 0.376 | Acc: 86.617% (2550/2944) 23/391 [===>.............................................................] Step: 355ms | Tot: 8s377ms | Loss: 0.377 | Acc: 86.719% (2664/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s744ms | Loss: 0.375 | Acc: 86.719% (2775/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s108ms | Loss: 0.375 | Acc: 86.779% (2888/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s474ms | Loss: 0.374 | Acc: 86.777% (2999/3456) 27/391 [====>............................................................] Step: 349ms | Tot: 9s823ms | Loss: 0.376 | Acc: 86.775% (3110/3584) 28/391 [====>............................................................] Step: 352ms | Tot: 10s176ms | Loss: 0.377 | Acc: 86.853% (3224/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s540ms | Loss: 0.370 | Acc: 87.109% (3345/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 10s902ms | Loss: 0.369 | Acc: 87.223% (3461/3968) 31/391 [=====>...........................................................] Step: 353ms | Tot: 11s255ms | Loss: 0.370 | Acc: 87.231% (3573/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s615ms | Loss: 0.372 | Acc: 87.192% (3683/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 11s977ms | Loss: 0.374 | Acc: 86.994% (3786/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s337ms | Loss: 0.374 | Acc: 87.054% (3900/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 12s709ms | Loss: 0.371 | Acc: 87.153% (4016/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s75ms | Loss: 0.370 | Acc: 87.162% (4128/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s439ms | Loss: 0.371 | Acc: 87.007% (4232/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s793ms | Loss: 0.375 | Acc: 86.859% (4336/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s148ms | Loss: 0.377 | Acc: 86.836% (4446/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s513ms | Loss: 0.377 | Acc: 86.833% (4557/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 14s877ms | Loss: 0.374 | Acc: 86.923% (4673/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s248ms | Loss: 0.375 | Acc: 86.882% (4782/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s607ms | Loss: 0.376 | Acc: 86.808% (4889/5632) 44/391 [=======>.........................................................] Step: 352ms | Tot: 15s959ms | Loss: 0.376 | Acc: 86.875% (5004/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s318ms | Loss: 0.382 | Acc: 86.668% (5103/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s676ms | Loss: 0.386 | Acc: 86.586% (5209/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s40ms | Loss: 0.385 | Acc: 86.589% (5320/6144) 48/391 [=======>.........................................................] Step: 373ms | Tot: 17s414ms | Loss: 0.386 | Acc: 86.591% (5431/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 17s777ms | Loss: 0.386 | Acc: 86.625% (5544/6400) 50/391 [========>........................................................] Step: 350ms | Tot: 18s128ms | Loss: 0.385 | Acc: 86.642% (5656/6528) 51/391 [========>........................................................] Step: 374ms | Tot: 18s502ms | Loss: 0.386 | Acc: 86.538% (5760/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s865ms | Loss: 0.385 | Acc: 86.557% (5872/6784) 53/391 [========>........................................................] Step: 353ms | Tot: 19s218ms | Loss: 0.383 | Acc: 86.661% (5990/6912) 54/391 [========>........................................................] Step: 355ms | Tot: 19s573ms | Loss: 0.383 | Acc: 86.634% (6099/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 19s931ms | Loss: 0.384 | Acc: 86.621% (6209/7168) 56/391 [=========>.......................................................] Step: 351ms | Tot: 20s283ms | Loss: 0.384 | Acc: 86.568% (6316/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s644ms | Loss: 0.383 | Acc: 86.624% (6431/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s5ms | Loss: 0.384 | Acc: 86.639% (6543/7552) 59/391 [=========>.......................................................] Step: 366ms | Tot: 21s372ms | Loss: 0.383 | Acc: 86.693% (6658/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s732ms | Loss: 0.381 | Acc: 86.808% (6778/7808) 61/391 [==========>......................................................] Step: 354ms | Tot: 22s87ms | Loss: 0.382 | Acc: 86.769% (6886/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s452ms | Loss: 0.382 | Acc: 86.768% (6997/8064) 63/391 [==========>......................................................] Step: 382ms | Tot: 22s835ms | Loss: 0.382 | Acc: 86.731% (7105/8192) 64/391 [==========>......................................................] Step: 354ms | Tot: 23s189ms | Loss: 0.383 | Acc: 86.755% (7218/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 23s551ms | Loss: 0.383 | Acc: 86.731% (7327/8448) 66/391 [==========>......................................................] Step: 355ms | Tot: 23s906ms | Loss: 0.381 | Acc: 86.824% (7446/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s270ms | Loss: 0.381 | Acc: 86.834% (7558/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s639ms | Loss: 0.380 | Acc: 86.798% (7666/8832) 69/391 [===========>.....................................................] Step: 379ms | Tot: 25s18ms | Loss: 0.382 | Acc: 86.730% (7771/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s389ms | Loss: 0.382 | Acc: 86.741% (7883/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 25s756ms | Loss: 0.381 | Acc: 86.751% (7995/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s119ms | Loss: 0.382 | Acc: 86.783% (8109/9344) 73/391 [============>....................................................] Step: 369ms | Tot: 26s488ms | Loss: 0.382 | Acc: 86.782% (8220/9472) 74/391 [============>....................................................] Step: 373ms | Tot: 26s861ms | Loss: 0.381 | Acc: 86.854% (8338/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s225ms | Loss: 0.382 | Acc: 86.760% (8440/9728) 76/391 [============>....................................................] Step: 369ms | Tot: 27s594ms | Loss: 0.382 | Acc: 86.739% (8549/9856) 77/391 [============>....................................................] Step: 358ms | Tot: 27s953ms | Loss: 0.381 | Acc: 86.759% (8662/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s316ms | Loss: 0.382 | Acc: 86.709% (8768/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s683ms | Loss: 0.384 | Acc: 86.641% (8872/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s45ms | Loss: 0.383 | Acc: 86.671% (8986/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s413ms | Loss: 0.383 | Acc: 86.652% (9095/10496) 82/391 [=============>...................................................] Step: 353ms | Tot: 29s767ms | Loss: 0.383 | Acc: 86.691% (9210/10624) 83/391 [=============>...................................................] Step: 350ms | Tot: 30s117ms | Loss: 0.382 | Acc: 86.728% (9325/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s481ms | Loss: 0.382 | Acc: 86.756% (9439/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s843ms | Loss: 0.381 | Acc: 86.764% (9551/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s206ms | Loss: 0.380 | Acc: 86.773% (9663/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s571ms | Loss: 0.380 | Acc: 86.754% (9772/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 31s929ms | Loss: 0.380 | Acc: 86.807% (9889/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s284ms | Loss: 0.380 | Acc: 86.823% (10002/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s652ms | Loss: 0.380 | Acc: 86.822% (10113/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s17ms | Loss: 0.379 | Acc: 86.863% (10229/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s382ms | Loss: 0.378 | Acc: 86.853% (10339/11904) 93/391 [===============>.................................................] Step: 351ms | Tot: 33s734ms | Loss: 0.377 | Acc: 86.910% (10457/12032) 94/391 [===============>.................................................] Step: 349ms | Tot: 34s83ms | Loss: 0.377 | Acc: 86.924% (10570/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s443ms | Loss: 0.376 | Acc: 86.963% (10686/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 34s805ms | Loss: 0.376 | Acc: 86.944% (10795/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s168ms | Loss: 0.377 | Acc: 86.950% (10907/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s528ms | Loss: 0.376 | Acc: 87.003% (11025/12672) 99/391 [================>................................................] Step: 354ms | Tot: 35s883ms | Loss: 0.376 | Acc: 86.977% (11133/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s241ms | Loss: 0.375 | Acc: 87.005% (11248/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s600ms | Loss: 0.376 | Acc: 86.964% (11354/13056) 102/391 [================>................................................] Step: 364ms | Tot: 36s964ms | Loss: 0.376 | Acc: 86.961% (11465/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 37s329ms | Loss: 0.377 | Acc: 86.974% (11578/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 37s692ms | Loss: 0.378 | Acc: 86.927% (11683/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s58ms | Loss: 0.379 | Acc: 86.874% (11787/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s420ms | Loss: 0.378 | Acc: 86.887% (11900/13696) 107/391 [=================>...............................................] Step: 359ms | Tot: 38s779ms | Loss: 0.378 | Acc: 86.900% (12013/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s140ms | Loss: 0.377 | Acc: 86.941% (12130/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 39s504ms | Loss: 0.377 | Acc: 86.953% (12243/14080) 110/391 [==================>..............................................] Step: 349ms | Tot: 39s854ms | Loss: 0.377 | Acc: 86.972% (12357/14208) 111/391 [==================>..............................................] Step: 348ms | Tot: 40s203ms | Loss: 0.376 | Acc: 87.005% (12473/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s565ms | Loss: 0.375 | Acc: 87.044% (12590/14464) 113/391 [==================>..............................................] Step: 357ms | Tot: 40s923ms | Loss: 0.375 | Acc: 87.068% (12705/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s287ms | Loss: 0.374 | Acc: 87.079% (12818/14720) 115/391 [===================>.............................................] Step: 352ms | Tot: 41s640ms | Loss: 0.374 | Acc: 87.082% (12930/14848) 116/391 [===================>.............................................] Step: 353ms | Tot: 41s994ms | Loss: 0.374 | Acc: 87.066% (13039/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s356ms | Loss: 0.373 | Acc: 87.076% (13152/15104) 118/391 [===================>.............................................] Step: 373ms | Tot: 42s729ms | Loss: 0.374 | Acc: 87.047% (13259/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s90ms | Loss: 0.373 | Acc: 87.070% (13374/15360) 120/391 [===================>.............................................] Step: 359ms | Tot: 43s450ms | Loss: 0.373 | Acc: 87.042% (13481/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 43s804ms | Loss: 0.373 | Acc: 87.058% (13595/15616) 122/391 [====================>............................................] Step: 354ms | Tot: 44s158ms | Loss: 0.372 | Acc: 87.087% (13711/15744) 123/391 [====================>............................................] Step: 375ms | Tot: 44s534ms | Loss: 0.372 | Acc: 87.078% (13821/15872) 124/391 [====================>............................................] Step: 365ms | Tot: 44s900ms | Loss: 0.371 | Acc: 87.094% (13935/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 45s256ms | Loss: 0.373 | Acc: 87.060% (14041/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s614ms | Loss: 0.372 | Acc: 87.069% (14154/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 45s968ms | Loss: 0.373 | Acc: 87.054% (14263/16384) 128/391 [=====================>...........................................] Step: 364ms | Tot: 46s332ms | Loss: 0.372 | Acc: 87.064% (14376/16512) 129/391 [=====================>...........................................] Step: 358ms | Tot: 46s690ms | Loss: 0.372 | Acc: 87.049% (14485/16640) 130/391 [=====================>...........................................] Step: 357ms | Tot: 47s48ms | Loss: 0.374 | Acc: 86.999% (14588/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s413ms | Loss: 0.373 | Acc: 87.021% (14703/16896) 132/391 [=====================>...........................................] Step: 370ms | Tot: 47s783ms | Loss: 0.374 | Acc: 87.024% (14815/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s142ms | Loss: 0.374 | Acc: 87.039% (14929/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s511ms | Loss: 0.374 | Acc: 87.020% (15037/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 48s872ms | Loss: 0.374 | Acc: 87.012% (15147/17408) 136/391 [======================>..........................................] Step: 355ms | Tot: 49s228ms | Loss: 0.374 | Acc: 86.992% (15255/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 49s587ms | Loss: 0.374 | Acc: 86.974% (15363/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 49s948ms | Loss: 0.373 | Acc: 86.977% (15475/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s312ms | Loss: 0.374 | Acc: 86.975% (15586/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 50s674ms | Loss: 0.374 | Acc: 86.957% (15694/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s39ms | Loss: 0.375 | Acc: 86.961% (15806/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s397ms | Loss: 0.374 | Acc: 86.992% (15923/18304) 143/391 [=======================>.........................................] Step: 352ms | Tot: 51s749ms | Loss: 0.376 | Acc: 86.974% (16031/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s108ms | Loss: 0.376 | Acc: 86.950% (16138/18560) 145/391 [========================>........................................] Step: 373ms | Tot: 52s481ms | Loss: 0.375 | Acc: 86.965% (16252/18688) 146/391 [========================>........................................] Step: 378ms | Tot: 52s860ms | Loss: 0.375 | Acc: 86.953% (16361/18816) 147/391 [========================>........................................] Step: 349ms | Tot: 53s209ms | Loss: 0.375 | Acc: 86.962% (16474/18944) 148/391 [========================>........................................] Step: 354ms | Tot: 53s564ms | Loss: 0.375 | Acc: 86.928% (16579/19072) 149/391 [========================>........................................] Step: 351ms | Tot: 53s915ms | Loss: 0.375 | Acc: 86.948% (16694/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 54s285ms | Loss: 0.374 | Acc: 86.977% (16811/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s643ms | Loss: 0.375 | Acc: 86.960% (16919/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 55s | Loss: 0.375 | Acc: 86.938% (17026/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 55s359ms | Loss: 0.376 | Acc: 86.922% (17134/19712) 154/391 [=========================>.......................................] Step: 350ms | Tot: 55s709ms | Loss: 0.376 | Acc: 86.915% (17244/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 56s72ms | Loss: 0.376 | Acc: 86.879% (17348/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 56s439ms | Loss: 0.377 | Acc: 86.883% (17460/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 56s803ms | Loss: 0.376 | Acc: 86.892% (17573/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s167ms | Loss: 0.377 | Acc: 86.861% (17678/20352) 159/391 [==========================>......................................] Step: 379ms | Tot: 57s547ms | Loss: 0.377 | Acc: 86.855% (17788/20480) 160/391 [==========================>......................................] Step: 372ms | Tot: 57s919ms | Loss: 0.377 | Acc: 86.874% (17903/20608) 161/391 [==========================>......................................] Step: 377ms | Tot: 58s297ms | Loss: 0.377 | Acc: 86.883% (18016/20736) 162/391 [==========================>......................................] Step: 369ms | Tot: 58s667ms | Loss: 0.376 | Acc: 86.896% (18130/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 59s23ms | Loss: 0.377 | Acc: 86.876% (18237/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s390ms | Loss: 0.377 | Acc: 86.894% (18352/21120) 165/391 [===========================>.....................................] Step: 352ms | Tot: 59s743ms | Loss: 0.377 | Acc: 86.893% (18463/21248) 166/391 [===========================>.....................................] Step: 355ms | Tot: 1m99ms | Loss: 0.376 | Acc: 86.901% (18576/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m464ms | Loss: 0.377 | Acc: 86.863% (18679/21504) 168/391 [===========================>.....................................] Step: 359ms | Tot: 1m824ms | Loss: 0.378 | Acc: 86.848% (18787/21632) 169/391 [============================>....................................] Step: 349ms | Tot: 1m1s | Loss: 0.378 | Acc: 86.866% (18902/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.378 | Acc: 86.865% (19013/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.378 | Acc: 86.855% (19122/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.378 | Acc: 86.854% (19233/22144) 173/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.378 | Acc: 86.853% (19344/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.379 | Acc: 86.848% (19454/22400) 175/391 [=============================>...................................] Step: 354ms | Tot: 1m3s | Loss: 0.379 | Acc: 86.839% (19563/22528) 176/391 [=============================>...................................] Step: 353ms | Tot: 1m3s | Loss: 0.380 | Acc: 86.811% (19668/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.380 | Acc: 86.802% (19777/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.380 | Acc: 86.797% (19887/22912) 179/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.380 | Acc: 86.797% (19998/23040) 180/391 [=============================>...................................] Step: 352ms | Tot: 1m5s | Loss: 0.380 | Acc: 86.801% (20110/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.380 | Acc: 86.809% (20223/23296) 182/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.380 | Acc: 86.821% (20337/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.381 | Acc: 86.791% (20441/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.381 | Acc: 86.782% (20550/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.380 | Acc: 86.790% (20663/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.381 | Acc: 86.769% (20769/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m7s | Loss: 0.381 | Acc: 86.781% (20883/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.381 | Acc: 86.748% (20986/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.381 | Acc: 86.748% (21097/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.382 | Acc: 86.751% (21209/24448) 191/391 [===============================>.................................] Step: 348ms | Tot: 1m9s | Loss: 0.382 | Acc: 86.739% (21317/24576) 192/391 [===============================>.................................] Step: 353ms | Tot: 1m9s | Loss: 0.382 | Acc: 86.727% (21425/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m9s | Loss: 0.383 | Acc: 86.711% (21532/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.382 | Acc: 86.707% (21642/24960) 195/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.383 | Acc: 86.699% (21751/25088) 196/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.383 | Acc: 86.711% (21865/25216) 197/391 [================================>................................] Step: 348ms | Tot: 1m11s | Loss: 0.383 | Acc: 86.707% (21975/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.699% (22084/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.703% (22196/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.384 | Acc: 86.676% (22300/25728) 201/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.384 | Acc: 86.688% (22414/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.700% (22528/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.383 | Acc: 86.711% (22642/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.383 | Acc: 86.707% (22752/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.383 | Acc: 86.707% (22863/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.383 | Acc: 86.696% (22971/26496) 207/391 [==================================>..............................] Step: 350ms | Tot: 1m14s | Loss: 0.384 | Acc: 86.696% (23082/26624) 208/391 [==================================>..............................] Step: 345ms | Tot: 1m15s | Loss: 0.384 | Acc: 86.674% (23187/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.384 | Acc: 86.682% (23300/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.656% (23404/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.667% (23518/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.660% (23627/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.664% (23739/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.657% (23848/27520) 215/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.384 | Acc: 86.657% (23959/27648) 216/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.640% (24065/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.640% (24176/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.644% (24288/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.630% (24395/28160) 220/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.386 | Acc: 86.606% (24499/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.613% (24612/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.386 | Acc: 86.610% (24722/28544) 223/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.386 | Acc: 86.607% (24832/28672) 224/391 [=====================================>...........................] Step: 351ms | Tot: 1m20s | Loss: 0.386 | Acc: 86.590% (24938/28800) 225/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.386 | Acc: 86.598% (25051/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.386 | Acc: 86.612% (25166/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.602% (25274/29184) 228/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.387 | Acc: 86.603% (25385/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.600% (25495/29440) 230/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.386 | Acc: 86.597% (25605/29568) 231/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.387 | Acc: 86.574% (25709/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.387 | Acc: 86.571% (25819/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.387 | Acc: 86.582% (25933/29952) 234/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.387 | Acc: 86.562% (26038/30080) 235/391 [=======================================>.........................] Step: 347ms | Tot: 1m24s | Loss: 0.387 | Acc: 86.557% (26147/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.387 | Acc: 86.544% (26254/30336) 237/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.387 | Acc: 86.551% (26367/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.388 | Acc: 86.542% (26475/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.388 | Acc: 86.540% (26585/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.388 | Acc: 86.537% (26695/30848) 241/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.388 | Acc: 86.528% (26803/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.389 | Acc: 86.503% (26906/31104) 243/391 [========================================>........................] Step: 371ms | Tot: 1m27s | Loss: 0.389 | Acc: 86.488% (27012/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.389 | Acc: 86.489% (27123/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.389 | Acc: 86.493% (27235/31488) 246/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.389 | Acc: 86.513% (27352/31616) 247/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.389 | Acc: 86.495% (27457/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m29s | Loss: 0.390 | Acc: 86.474% (27561/31872) 249/391 [=========================================>.......................] Step: 376ms | Tot: 1m29s | Loss: 0.390 | Acc: 86.463% (27668/32000) 250/391 [=========================================>.......................] Step: 376ms | Tot: 1m30s | Loss: 0.390 | Acc: 86.451% (27775/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.390 | Acc: 86.458% (27888/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.391 | Acc: 86.459% (27999/32384) 253/391 [==========================================>......................] Step: 365ms | Tot: 1m31s | Loss: 0.390 | Acc: 86.460% (28110/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.391 | Acc: 86.440% (28214/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.391 | Acc: 86.444% (28326/32768) 256/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.391 | Acc: 86.457% (28441/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.392 | Acc: 86.446% (28548/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.392 | Acc: 86.435% (28655/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m33s | Loss: 0.392 | Acc: 86.448% (28770/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.392 | Acc: 86.446% (28880/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.392 | Acc: 86.441% (28989/33536) 262/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.392 | Acc: 86.431% (29096/33664) 263/391 [===========================================>.....................] Step: 350ms | Tot: 1m35s | Loss: 0.392 | Acc: 86.435% (29208/33792) 264/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.393 | Acc: 86.415% (29312/33920) 265/391 [============================================>....................] Step: 355ms | Tot: 1m35s | Loss: 0.394 | Acc: 86.404% (29419/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.394 | Acc: 86.417% (29534/34176) 267/391 [============================================>....................] Step: 376ms | Tot: 1m36s | Loss: 0.394 | Acc: 86.421% (29646/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.394 | Acc: 86.408% (29752/34432) 269/391 [============================================>....................] Step: 353ms | Tot: 1m37s | Loss: 0.394 | Acc: 86.403% (29861/34560) 270/391 [============================================>....................] Step: 376ms | Tot: 1m37s | Loss: 0.394 | Acc: 86.410% (29974/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m37s | Loss: 0.394 | Acc: 86.403% (30082/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.394 | Acc: 86.410% (30195/34944) 273/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.394 | Acc: 86.417% (30308/35072) 274/391 [=============================================>...................] Step: 351ms | Tot: 1m39s | Loss: 0.393 | Acc: 86.423% (30421/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.394 | Acc: 86.416% (30529/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.394 | Acc: 86.423% (30642/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.394 | Acc: 86.432% (30756/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.393 | Acc: 86.444% (30871/35712) 279/391 [==============================================>..................] Step: 347ms | Tot: 1m40s | Loss: 0.393 | Acc: 86.456% (30986/35840) 280/391 [==============================================>..................] Step: 349ms | Tot: 1m41s | Loss: 0.393 | Acc: 86.444% (31092/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.393 | Acc: 86.444% (31203/36096) 282/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.393 | Acc: 86.434% (31310/36224) 283/391 [===============================================>.................] Step: 354ms | Tot: 1m42s | Loss: 0.394 | Acc: 86.419% (31415/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m42s | Loss: 0.393 | Acc: 86.436% (31532/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.393 | Acc: 86.448% (31647/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.393 | Acc: 86.449% (31758/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.393 | Acc: 86.456% (31871/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.393 | Acc: 86.459% (31983/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.393 | Acc: 86.471% (32098/37120) 290/391 [================================================>................] Step: 347ms | Tot: 1m44s | Loss: 0.393 | Acc: 86.474% (32210/37248) 291/391 [================================================>................] Step: 351ms | Tot: 1m45s | Loss: 0.394 | Acc: 86.473% (32320/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.394 | Acc: 86.468% (32429/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.394 | Acc: 86.461% (32537/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.394 | Acc: 86.441% (32640/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m46s | Loss: 0.395 | Acc: 86.413% (32740/37888) 296/391 [=================================================>...............] Step: 353ms | Tot: 1m46s | Loss: 0.395 | Acc: 86.419% (32853/38016) 297/391 [=================================================>...............] Step: 348ms | Tot: 1m47s | Loss: 0.395 | Acc: 86.428% (32967/38144) 298/391 [=================================================>...............] Step: 371ms | Tot: 1m47s | Loss: 0.395 | Acc: 86.439% (33082/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.395 | Acc: 86.451% (33197/38400) 300/391 [=================================================>...............] Step: 354ms | Tot: 1m48s | Loss: 0.395 | Acc: 86.438% (33303/38528) 301/391 [==================================================>..............] Step: 348ms | Tot: 1m48s | Loss: 0.394 | Acc: 86.439% (33414/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.394 | Acc: 86.443% (33526/38784) 303/391 [==================================================>..............] Step: 371ms | Tot: 1m49s | Loss: 0.395 | Acc: 86.441% (33636/38912) 304/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.395 | Acc: 86.429% (33742/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.395 | Acc: 86.428% (33852/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.394 | Acc: 86.434% (33965/39296) 307/391 [===================================================>.............] Step: 355ms | Tot: 1m50s | Loss: 0.394 | Acc: 86.435% (34076/39424) 308/391 [===================================================>.............] Step: 354ms | Tot: 1m51s | Loss: 0.394 | Acc: 86.438% (34188/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.394 | Acc: 86.439% (34299/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.394 | Acc: 86.440% (34410/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.395 | Acc: 86.433% (34518/39936) 312/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.395 | Acc: 86.437% (34630/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m52s | Loss: 0.395 | Acc: 86.450% (34746/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.395 | Acc: 86.441% (34853/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.395 | Acc: 86.447% (34966/40448) 316/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.394 | Acc: 86.455% (35080/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.394 | Acc: 86.458% (35192/40704) 318/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.394 | Acc: 86.479% (35311/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.394 | Acc: 86.470% (35418/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m55s | Loss: 0.395 | Acc: 86.456% (35523/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.395 | Acc: 86.459% (35635/41216) 322/391 [=====================================================>...........] Step: 348ms | Tot: 1m56s | Loss: 0.395 | Acc: 86.450% (35742/41344) 323/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.396 | Acc: 86.444% (35850/41472) 324/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.396 | Acc: 86.440% (35959/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.396 | Acc: 86.431% (36066/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m57s | Loss: 0.396 | Acc: 86.437% (36179/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.397 | Acc: 86.414% (36280/41984) 328/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.397 | Acc: 86.410% (36389/42112) 329/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.396 | Acc: 86.416% (36502/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.397 | Acc: 86.412% (36611/42368) 331/391 [=======================================================>.........] Step: 371ms | Tot: 1m59s | Loss: 0.396 | Acc: 86.418% (36724/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.396 | Acc: 86.418% (36835/42624) 333/391 [=======================================================>.........] Step: 359ms | Tot: 2m190ms | Loss: 0.396 | Acc: 86.426% (36949/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 2m546ms | Loss: 0.396 | Acc: 86.444% (37067/42880) 335/391 [=======================================================>.........] Step: 353ms | Tot: 2m899ms | Loss: 0.396 | Acc: 86.437% (37175/43008) 336/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.396 | Acc: 86.434% (37284/43136) 337/391 [========================================================>........] Step: 371ms | Tot: 2m1s | Loss: 0.397 | Acc: 86.414% (37386/43264) 338/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.397 | Acc: 86.421% (37500/43392) 339/391 [========================================================>........] Step: 377ms | Tot: 2m2s | Loss: 0.396 | Acc: 86.422% (37611/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.396 | Acc: 86.439% (37729/43648) 341/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.396 | Acc: 86.431% (37836/43776) 342/391 [========================================================>........] Step: 381ms | Tot: 2m3s | Loss: 0.396 | Acc: 86.436% (37949/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 2m3s | Loss: 0.397 | Acc: 86.412% (38049/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m4s | Loss: 0.396 | Acc: 86.422% (38164/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.396 | Acc: 86.427% (38277/44288) 346/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.396 | Acc: 86.426% (38387/44416) 347/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.397 | Acc: 86.413% (38492/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.397 | Acc: 86.405% (38599/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m6s | Loss: 0.397 | Acc: 86.400% (38707/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.397 | Acc: 86.392% (38814/44928) 351/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.397 | Acc: 86.384% (38921/45056) 352/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.397 | Acc: 86.387% (39033/45184) 353/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.397 | Acc: 86.377% (39139/45312) 354/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.397 | Acc: 86.371% (39247/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m8s | Loss: 0.397 | Acc: 86.379% (39361/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m8s | Loss: 0.397 | Acc: 86.369% (39467/45696) 357/391 [===========================================================>.....] Step: 355ms | Tot: 2m8s | Loss: 0.398 | Acc: 86.372% (39579/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.398 | Acc: 86.364% (39686/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.398 | Acc: 86.354% (39792/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.398 | Acc: 86.368% (39909/46208) 361/391 [============================================================>....] Step: 351ms | Tot: 2m10s | Loss: 0.398 | Acc: 86.360% (40016/46336) 362/391 [============================================================>....] Step: 349ms | Tot: 2m10s | Loss: 0.398 | Acc: 86.359% (40126/46464) 363/391 [============================================================>....] Step: 350ms | Tot: 2m11s | Loss: 0.397 | Acc: 86.371% (40242/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.398 | Acc: 86.370% (40352/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.398 | Acc: 86.354% (40455/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.398 | Acc: 86.348% (40563/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m12s | Loss: 0.398 | Acc: 86.345% (40672/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m12s | Loss: 0.398 | Acc: 86.346% (40783/47232) 369/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.398 | Acc: 86.326% (40884/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m13s | Loss: 0.398 | Acc: 86.321% (40992/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.398 | Acc: 86.322% (41103/47616) 372/391 [=============================================================>...] Step: 352ms | Tot: 2m14s | Loss: 0.399 | Acc: 86.315% (41210/47744) 373/391 [==============================================================>..] Step: 351ms | Tot: 2m14s | Loss: 0.398 | Acc: 86.328% (41327/47872) 374/391 [==============================================================>..] Step: 353ms | Tot: 2m14s | Loss: 0.398 | Acc: 86.346% (41446/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.398 | Acc: 86.355% (41561/48128) 376/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.398 | Acc: 86.354% (41671/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.398 | Acc: 86.361% (41785/48384) 378/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.398 | Acc: 86.352% (41891/48512) 379/391 [===============================================================>.] Step: 347ms | Tot: 2m16s | Loss: 0.398 | Acc: 86.359% (42005/48640) 380/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.398 | Acc: 86.356% (42114/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m17s | Loss: 0.398 | Acc: 86.349% (42221/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.398 | Acc: 86.356% (42335/49024) 383/391 [===============================================================>.] Step: 351ms | Tot: 2m18s | Loss: 0.397 | Acc: 86.361% (42448/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.397 | Acc: 86.376% (42566/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m18s | Loss: 0.397 | Acc: 86.375% (42676/49408) 386/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.397 | Acc: 86.382% (42790/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m19s | Loss: 0.397 | Acc: 86.380% (42900/49664) 388/391 [================================================================>] Step: 341ms | Tot: 2m19s | Loss: 0.397 | Acc: 86.379% (43010/49792) 389/391 [================================================================>] Step: 344ms | Tot: 2m20s | Loss: 0.397 | Acc: 86.380% (43121/49920) 390/391 [================================================================>] Step: 333ms | Tot: 2m20s | Loss: 0.397 | Acc: 86.378% (43189/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.422 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.442 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 288ms | Tot: 588ms | Loss: 0.485 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 286ms | Tot: 874ms | Loss: 0.488 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 283ms | Tot: 1s158ms | Loss: 0.490 | Acc: 83.000% (415/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s459ms | Loss: 0.461 | Acc: 84.000% (504/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s756ms | Loss: 0.461 | Acc: 84.571% (592/700) 7/100 [====>............................................................] Step: 295ms | Tot: 2s52ms | Loss: 0.470 | Acc: 83.875% (671/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s358ms | Loss: 0.506 | Acc: 83.111% (748/900) 9/100 [=====>...........................................................] Step: 295ms | Tot: 2s654ms | Loss: 0.514 | Acc: 82.800% (828/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s951ms | Loss: 0.531 | Acc: 82.636% (909/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s258ms | Loss: 0.551 | Acc: 82.583% (991/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s557ms | Loss: 0.541 | Acc: 82.846% (1077/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s860ms | Loss: 0.534 | Acc: 83.143% (1164/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s163ms | Loss: 0.526 | Acc: 83.333% (1250/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s466ms | Loss: 0.526 | Acc: 83.438% (1335/1600) 16/100 [==========>......................................................] Step: 295ms | Tot: 4s762ms | Loss: 0.525 | Acc: 83.529% (1420/1700) 17/100 [===========>.....................................................] Step: 300ms | Tot: 5s63ms | Loss: 0.538 | Acc: 83.278% (1499/1800) 18/100 [===========>.....................................................] Step: 299ms | Tot: 5s362ms | Loss: 0.537 | Acc: 83.263% (1582/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s668ms | Loss: 0.546 | Acc: 82.900% (1658/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 5s974ms | Loss: 0.553 | Acc: 82.762% (1738/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s285ms | Loss: 0.552 | Acc: 82.773% (1821/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s596ms | Loss: 0.570 | Acc: 82.435% (1896/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s896ms | Loss: 0.568 | Acc: 82.500% (1980/2400) 24/100 [===============>.................................................] Step: 297ms | Tot: 7s194ms | Loss: 0.573 | Acc: 82.480% (2062/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s496ms | Loss: 0.583 | Acc: 82.192% (2137/2600) 26/100 [================>................................................] Step: 299ms | Tot: 7s795ms | Loss: 0.581 | Acc: 82.296% (2222/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s94ms | Loss: 0.576 | Acc: 82.250% (2303/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s404ms | Loss: 0.574 | Acc: 82.310% (2387/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s708ms | Loss: 0.569 | Acc: 82.433% (2473/3000) 30/100 [===================>.............................................] Step: 294ms | Tot: 9s2ms | Loss: 0.569 | Acc: 82.387% (2554/3100) 31/100 [====================>............................................] Step: 296ms | Tot: 9s298ms | Loss: 0.564 | Acc: 82.500% (2640/3200) 32/100 [====================>............................................] Step: 297ms | Tot: 9s596ms | Loss: 0.560 | Acc: 82.545% (2724/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 9s898ms | Loss: 0.564 | Acc: 82.324% (2799/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s208ms | Loss: 0.563 | Acc: 82.343% (2882/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s512ms | Loss: 0.563 | Acc: 82.417% (2967/3600) 36/100 [=======================>.........................................] Step: 293ms | Tot: 10s806ms | Loss: 0.566 | Acc: 82.351% (3047/3700) 37/100 [========================>........................................] Step: 291ms | Tot: 11s97ms | Loss: 0.568 | Acc: 82.237% (3125/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s406ms | Loss: 0.566 | Acc: 82.333% (3211/3900) 39/100 [=========================>.......................................] Step: 313ms | Tot: 11s719ms | Loss: 0.564 | Acc: 82.475% (3299/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 12s21ms | Loss: 0.558 | Acc: 82.537% (3384/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s331ms | Loss: 0.559 | Acc: 82.500% (3465/4200) 42/100 [===========================>.....................................] Step: 298ms | Tot: 12s629ms | Loss: 0.556 | Acc: 82.581% (3551/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 12s933ms | Loss: 0.561 | Acc: 82.614% (3635/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s242ms | Loss: 0.562 | Acc: 82.622% (3718/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s546ms | Loss: 0.561 | Acc: 82.609% (3800/4600) 46/100 [=============================>...................................] Step: 313ms | Tot: 13s859ms | Loss: 0.559 | Acc: 82.638% (3884/4700) 47/100 [==============================>..................................] Step: 313ms | Tot: 14s172ms | Loss: 0.562 | Acc: 82.625% (3966/4800) 48/100 [===============================>.................................] Step: 317ms | Tot: 14s490ms | Loss: 0.559 | Acc: 82.735% (4054/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 14s795ms | Loss: 0.558 | Acc: 82.760% (4138/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s94ms | Loss: 0.557 | Acc: 82.745% (4220/5100) 51/100 [=================================>...............................] Step: 298ms | Tot: 15s393ms | Loss: 0.556 | Acc: 82.731% (4302/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s698ms | Loss: 0.558 | Acc: 82.604% (4378/5300) 53/100 [==================================>..............................] Step: 290ms | Tot: 15s988ms | Loss: 0.558 | Acc: 82.648% (4463/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s294ms | Loss: 0.556 | Acc: 82.655% (4546/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s601ms | Loss: 0.556 | Acc: 82.696% (4631/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 16s906ms | Loss: 0.557 | Acc: 82.737% (4716/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s210ms | Loss: 0.554 | Acc: 82.776% (4801/5800) 58/100 [=====================================>...........................] Step: 293ms | Tot: 17s504ms | Loss: 0.555 | Acc: 82.695% (4879/5900) 59/100 [======================================>..........................] Step: 295ms | Tot: 17s799ms | Loss: 0.554 | Acc: 82.750% (4965/6000) 60/100 [=======================================>.........................] Step: 295ms | Tot: 18s95ms | Loss: 0.552 | Acc: 82.787% (5050/6100) 61/100 [=======================================>.........................] Step: 298ms | Tot: 18s393ms | Loss: 0.550 | Acc: 82.839% (5136/6200) 62/100 [========================================>........................] Step: 294ms | Tot: 18s688ms | Loss: 0.547 | Acc: 82.857% (5220/6300) 63/100 [========================================>........................] Step: 291ms | Tot: 18s980ms | Loss: 0.543 | Acc: 83.000% (5312/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s281ms | Loss: 0.547 | Acc: 82.954% (5392/6500) 65/100 [==========================================>......................] Step: 292ms | Tot: 19s573ms | Loss: 0.548 | Acc: 82.909% (5472/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 19s874ms | Loss: 0.546 | Acc: 82.940% (5557/6700) 67/100 [===========================================>.....................] Step: 297ms | Tot: 20s171ms | Loss: 0.548 | Acc: 82.853% (5634/6800) 68/100 [============================================>....................] Step: 299ms | Tot: 20s471ms | Loss: 0.549 | Acc: 82.739% (5709/6900) 69/100 [============================================>....................] Step: 296ms | Tot: 20s767ms | Loss: 0.549 | Acc: 82.671% (5787/7000) 70/100 [=============================================>...................] Step: 292ms | Tot: 21s59ms | Loss: 0.548 | Acc: 82.690% (5871/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s366ms | Loss: 0.546 | Acc: 82.736% (5957/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 21s672ms | Loss: 0.544 | Acc: 82.836% (6047/7300) 73/100 [===============================================>.................] Step: 297ms | Tot: 21s969ms | Loss: 0.544 | Acc: 82.838% (6130/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s269ms | Loss: 0.547 | Acc: 82.733% (6205/7500) 75/100 [================================================>................] Step: 290ms | Tot: 22s560ms | Loss: 0.547 | Acc: 82.763% (6290/7600) 76/100 [=================================================>...............] Step: 298ms | Tot: 22s858ms | Loss: 0.549 | Acc: 82.727% (6370/7700) 77/100 [==================================================>..............] Step: 294ms | Tot: 23s152ms | Loss: 0.549 | Acc: 82.744% (6454/7800) 78/100 [==================================================>..............] Step: 294ms | Tot: 23s446ms | Loss: 0.552 | Acc: 82.646% (6529/7900) 79/100 [===================================================>.............] Step: 295ms | Tot: 23s742ms | Loss: 0.551 | Acc: 82.662% (6613/8000) 80/100 [====================================================>............] Step: 290ms | Tot: 24s33ms | Loss: 0.548 | Acc: 82.716% (6700/8100) 81/100 [====================================================>............] Step: 298ms | Tot: 24s332ms | Loss: 0.546 | Acc: 82.732% (6784/8200) 82/100 [=====================================================>...........] Step: 292ms | Tot: 24s624ms | Loss: 0.546 | Acc: 82.663% (6861/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 24s924ms | Loss: 0.546 | Acc: 82.690% (6946/8400) 84/100 [======================================================>..........] Step: 296ms | Tot: 25s220ms | Loss: 0.550 | Acc: 82.612% (7022/8500) 85/100 [=======================================================>.........] Step: 298ms | Tot: 25s518ms | Loss: 0.553 | Acc: 82.570% (7101/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 25s817ms | Loss: 0.552 | Acc: 82.575% (7184/8700) 87/100 [========================================================>........] Step: 293ms | Tot: 26s111ms | Loss: 0.552 | Acc: 82.591% (7268/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s415ms | Loss: 0.552 | Acc: 82.573% (7349/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 26s720ms | Loss: 0.552 | Acc: 82.567% (7431/9000) 90/100 [==========================================================>......] Step: 293ms | Tot: 27s13ms | Loss: 0.551 | Acc: 82.582% (7515/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s315ms | Loss: 0.549 | Acc: 82.663% (7605/9200) 92/100 [===========================================================>.....] Step: 296ms | Tot: 27s611ms | Loss: 0.550 | Acc: 82.656% (7687/9300) 93/100 [============================================================>....] Step: 292ms | Tot: 27s904ms | Loss: 0.548 | Acc: 82.670% (7771/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s208ms | Loss: 0.548 | Acc: 82.695% (7856/9500) 95/100 [=============================================================>...] Step: 297ms | Tot: 28s506ms | Loss: 0.547 | Acc: 82.719% (7941/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 28s803ms | Loss: 0.546 | Acc: 82.763% (8028/9700) 97/100 [===============================================================>.] Step: 294ms | Tot: 29s98ms | Loss: 0.546 | Acc: 82.745% (8109/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 29s398ms | Loss: 0.547 | Acc: 82.737% (8191/9900) 99/100 [================================================================>] Step: 300ms | Tot: 29s699ms | Loss: 0.547 | Acc: 82.750% (8275/10000) 100/100 + +Epoch: 72 + [>................................................................] Step: 603ms | Tot: 2ms | Loss: 0.357 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 370ms | Tot: 372ms | Loss: 0.363 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 359ms | Tot: 732ms | Loss: 0.385 | Acc: 86.979% (334/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s108ms | Loss: 0.402 | Acc: 86.719% (444/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s474ms | Loss: 0.395 | Acc: 86.719% (555/640) 5/391 [>................................................................] Step: 353ms | Tot: 1s827ms | Loss: 0.387 | Acc: 87.109% (669/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s188ms | Loss: 0.375 | Acc: 87.835% (787/896) 7/391 [=>...............................................................] Step: 352ms | Tot: 2s540ms | Loss: 0.381 | Acc: 87.012% (891/1024) 8/391 [=>...............................................................] Step: 352ms | Tot: 2s892ms | Loss: 0.377 | Acc: 86.979% (1002/1152) 9/391 [=>...............................................................] Step: 349ms | Tot: 3s242ms | Loss: 0.367 | Acc: 87.344% (1118/1280) 10/391 [=>...............................................................] Step: 348ms | Tot: 3s590ms | Loss: 0.368 | Acc: 87.500% (1232/1408) 11/391 [=>...............................................................] Step: 352ms | Tot: 3s942ms | Loss: 0.359 | Acc: 87.826% (1349/1536) 12/391 [=>...............................................................] Step: 354ms | Tot: 4s297ms | Loss: 0.364 | Acc: 87.861% (1462/1664) 13/391 [==>..............................................................] Step: 353ms | Tot: 4s650ms | Loss: 0.357 | Acc: 88.170% (1580/1792) 14/391 [==>..............................................................] Step: 357ms | Tot: 5s8ms | Loss: 0.368 | Acc: 87.656% (1683/1920) 15/391 [==>..............................................................] Step: 348ms | Tot: 5s357ms | Loss: 0.367 | Acc: 87.695% (1796/2048) 16/391 [==>..............................................................] Step: 355ms | Tot: 5s712ms | Loss: 0.375 | Acc: 87.316% (1900/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s82ms | Loss: 0.372 | Acc: 87.413% (2014/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s448ms | Loss: 0.371 | Acc: 87.294% (2123/2432) 19/391 [===>.............................................................] Step: 350ms | Tot: 6s798ms | Loss: 0.377 | Acc: 87.109% (2230/2560) 20/391 [===>.............................................................] Step: 351ms | Tot: 7s150ms | Loss: 0.378 | Acc: 86.979% (2338/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s510ms | Loss: 0.380 | Acc: 86.825% (2445/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 7s875ms | Loss: 0.380 | Acc: 86.889% (2558/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s235ms | Loss: 0.380 | Acc: 86.849% (2668/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s594ms | Loss: 0.381 | Acc: 86.906% (2781/3200) 25/391 [====>............................................................] Step: 355ms | Tot: 8s950ms | Loss: 0.378 | Acc: 86.959% (2894/3328) 26/391 [====>............................................................] Step: 348ms | Tot: 9s298ms | Loss: 0.380 | Acc: 86.892% (3003/3456) 27/391 [====>............................................................] Step: 350ms | Tot: 9s649ms | Loss: 0.380 | Acc: 86.970% (3117/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s4ms | Loss: 0.378 | Acc: 87.015% (3230/3712) 29/391 [====>............................................................] Step: 356ms | Tot: 10s360ms | Loss: 0.376 | Acc: 87.135% (3346/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s719ms | Loss: 0.374 | Acc: 87.198% (3460/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s83ms | Loss: 0.377 | Acc: 87.134% (3569/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s439ms | Loss: 0.378 | Acc: 87.121% (3680/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 11s793ms | Loss: 0.377 | Acc: 87.155% (3793/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s155ms | Loss: 0.374 | Acc: 87.277% (3910/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s511ms | Loss: 0.376 | Acc: 87.218% (4019/4608) 36/391 [=====>...........................................................] Step: 350ms | Tot: 12s861ms | Loss: 0.376 | Acc: 87.247% (4132/4736) 37/391 [======>..........................................................] Step: 354ms | Tot: 13s216ms | Loss: 0.378 | Acc: 87.274% (4245/4864) 38/391 [======>..........................................................] Step: 355ms | Tot: 13s572ms | Loss: 0.376 | Acc: 87.340% (4360/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 13s943ms | Loss: 0.378 | Acc: 87.266% (4468/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s303ms | Loss: 0.377 | Acc: 87.329% (4583/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 14s660ms | Loss: 0.376 | Acc: 87.333% (4695/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s28ms | Loss: 0.376 | Acc: 87.300% (4805/5504) 43/391 [=======>.........................................................] Step: 362ms | Tot: 15s391ms | Loss: 0.377 | Acc: 87.287% (4916/5632) 44/391 [=======>.........................................................] Step: 375ms | Tot: 15s766ms | Loss: 0.376 | Acc: 87.326% (5030/5760) 45/391 [=======>.........................................................] Step: 372ms | Tot: 16s138ms | Loss: 0.373 | Acc: 87.398% (5146/5888) 46/391 [=======>.........................................................] Step: 370ms | Tot: 16s509ms | Loss: 0.373 | Acc: 87.434% (5260/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 16s876ms | Loss: 0.375 | Acc: 87.337% (5366/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s246ms | Loss: 0.378 | Acc: 87.261% (5473/6272) 49/391 [========>........................................................] Step: 353ms | Tot: 17s599ms | Loss: 0.378 | Acc: 87.219% (5582/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 17s959ms | Loss: 0.375 | Acc: 87.270% (5697/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s319ms | Loss: 0.379 | Acc: 87.094% (5797/6656) 52/391 [========>........................................................] Step: 348ms | Tot: 18s667ms | Loss: 0.379 | Acc: 87.073% (5907/6784) 53/391 [========>........................................................] Step: 352ms | Tot: 19s20ms | Loss: 0.379 | Acc: 87.052% (6017/6912) 54/391 [========>........................................................] Step: 350ms | Tot: 19s370ms | Loss: 0.377 | Acc: 87.145% (6135/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 19s729ms | Loss: 0.377 | Acc: 87.165% (6248/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s95ms | Loss: 0.377 | Acc: 87.116% (6356/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s461ms | Loss: 0.377 | Acc: 87.136% (6469/7424) 58/391 [=========>.......................................................] Step: 352ms | Tot: 20s814ms | Loss: 0.377 | Acc: 87.103% (6578/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s181ms | Loss: 0.377 | Acc: 87.018% (6683/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s540ms | Loss: 0.377 | Acc: 87.077% (6799/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 21s903ms | Loss: 0.375 | Acc: 87.109% (6913/7936) 62/391 [==========>......................................................] Step: 354ms | Tot: 22s257ms | Loss: 0.375 | Acc: 87.103% (7024/8064) 63/391 [==========>......................................................] Step: 352ms | Tot: 22s609ms | Loss: 0.376 | Acc: 87.073% (7133/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 22s968ms | Loss: 0.376 | Acc: 87.091% (7246/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s325ms | Loss: 0.377 | Acc: 87.109% (7359/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 23s693ms | Loss: 0.376 | Acc: 87.150% (7474/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s58ms | Loss: 0.375 | Acc: 87.155% (7586/8704) 68/391 [===========>.....................................................] Step: 353ms | Tot: 24s412ms | Loss: 0.374 | Acc: 87.160% (7698/8832) 69/391 [===========>.....................................................] Step: 352ms | Tot: 24s764ms | Loss: 0.374 | Acc: 87.210% (7814/8960) 70/391 [===========>.....................................................] Step: 360ms | Tot: 25s125ms | Loss: 0.375 | Acc: 87.192% (7924/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s485ms | Loss: 0.375 | Acc: 87.229% (8039/9216) 72/391 [===========>.....................................................] Step: 354ms | Tot: 25s840ms | Loss: 0.374 | Acc: 87.265% (8154/9344) 73/391 [============>....................................................] Step: 372ms | Tot: 26s212ms | Loss: 0.375 | Acc: 87.204% (8260/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 26s571ms | Loss: 0.377 | Acc: 87.135% (8365/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 26s931ms | Loss: 0.375 | Acc: 87.202% (8483/9728) 76/391 [============>....................................................] Step: 352ms | Tot: 27s284ms | Loss: 0.374 | Acc: 87.175% (8592/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 27s650ms | Loss: 0.375 | Acc: 87.159% (8702/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s12ms | Loss: 0.375 | Acc: 87.164% (8814/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s367ms | Loss: 0.374 | Acc: 87.197% (8929/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 28s719ms | Loss: 0.374 | Acc: 87.211% (9042/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 29s77ms | Loss: 0.374 | Acc: 87.195% (9152/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s435ms | Loss: 0.376 | Acc: 87.161% (9260/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 29s796ms | Loss: 0.376 | Acc: 87.147% (9370/10752) 84/391 [=============>...................................................] Step: 372ms | Tot: 30s168ms | Loss: 0.375 | Acc: 87.197% (9487/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s525ms | Loss: 0.375 | Acc: 87.191% (9598/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 30s883ms | Loss: 0.375 | Acc: 87.186% (9709/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s248ms | Loss: 0.376 | Acc: 87.109% (9812/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 31s612ms | Loss: 0.376 | Acc: 87.123% (9925/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 31s979ms | Loss: 0.376 | Acc: 87.109% (10035/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 32s338ms | Loss: 0.376 | Acc: 87.131% (10149/11648) 91/391 [===============>.................................................] Step: 353ms | Tot: 32s691ms | Loss: 0.376 | Acc: 87.143% (10262/11776) 92/391 [===============>.................................................] Step: 356ms | Tot: 33s47ms | Loss: 0.375 | Acc: 87.147% (10374/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s410ms | Loss: 0.375 | Acc: 87.134% (10484/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 33s771ms | Loss: 0.375 | Acc: 87.113% (10593/12160) 95/391 [===============>.................................................] Step: 364ms | Tot: 34s135ms | Loss: 0.376 | Acc: 87.069% (10699/12288) 96/391 [===============>.................................................] Step: 356ms | Tot: 34s492ms | Loss: 0.377 | Acc: 87.057% (10809/12416) 97/391 [================>................................................] Step: 353ms | Tot: 34s846ms | Loss: 0.377 | Acc: 87.077% (10923/12544) 98/391 [================>................................................] Step: 352ms | Tot: 35s199ms | Loss: 0.377 | Acc: 87.105% (11038/12672) 99/391 [================>................................................] Step: 362ms | Tot: 35s561ms | Loss: 0.377 | Acc: 87.094% (11148/12800) 100/391 [================>................................................] Step: 365ms | Tot: 35s926ms | Loss: 0.377 | Acc: 87.090% (11259/12928) 101/391 [================>................................................] Step: 369ms | Tot: 36s296ms | Loss: 0.377 | Acc: 87.102% (11372/13056) 102/391 [================>................................................] Step: 364ms | Tot: 36s660ms | Loss: 0.377 | Acc: 87.128% (11487/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s24ms | Loss: 0.376 | Acc: 87.124% (11598/13312) 104/391 [=================>...............................................] Step: 351ms | Tot: 37s375ms | Loss: 0.376 | Acc: 87.106% (11707/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 37s739ms | Loss: 0.376 | Acc: 87.131% (11822/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 38s111ms | Loss: 0.377 | Acc: 87.113% (11931/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 38s472ms | Loss: 0.377 | Acc: 87.095% (12040/13824) 108/391 [=================>...............................................] Step: 354ms | Tot: 38s827ms | Loss: 0.377 | Acc: 87.113% (12154/13952) 109/391 [==================>..............................................] Step: 356ms | Tot: 39s184ms | Loss: 0.378 | Acc: 87.074% (12260/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 39s548ms | Loss: 0.376 | Acc: 87.134% (12380/14208) 111/391 [==================>..............................................] Step: 367ms | Tot: 39s916ms | Loss: 0.376 | Acc: 87.130% (12491/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s271ms | Loss: 0.375 | Acc: 87.168% (12608/14464) 113/391 [==================>..............................................] Step: 354ms | Tot: 40s626ms | Loss: 0.375 | Acc: 87.150% (12717/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 40s994ms | Loss: 0.376 | Acc: 87.147% (12828/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 41s362ms | Loss: 0.375 | Acc: 87.177% (12944/14848) 116/391 [===================>.............................................] Step: 364ms | Tot: 41s727ms | Loss: 0.375 | Acc: 87.146% (13051/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 42s95ms | Loss: 0.374 | Acc: 87.195% (13170/15104) 118/391 [===================>.............................................] Step: 349ms | Tot: 42s445ms | Loss: 0.374 | Acc: 87.224% (13286/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 42s801ms | Loss: 0.373 | Acc: 87.233% (13399/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s165ms | Loss: 0.374 | Acc: 87.216% (13508/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 43s529ms | Loss: 0.374 | Acc: 87.205% (13618/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 43s890ms | Loss: 0.373 | Acc: 87.252% (13737/15744) 123/391 [====================>............................................] Step: 350ms | Tot: 44s241ms | Loss: 0.373 | Acc: 87.279% (13853/15872) 124/391 [====================>............................................] Step: 352ms | Tot: 44s594ms | Loss: 0.372 | Acc: 87.275% (13964/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 44s957ms | Loss: 0.373 | Acc: 87.264% (14074/16128) 126/391 [====================>............................................] Step: 359ms | Tot: 45s317ms | Loss: 0.374 | Acc: 87.242% (14182/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 45s682ms | Loss: 0.373 | Acc: 87.286% (14301/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 46s51ms | Loss: 0.373 | Acc: 87.258% (14408/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 46s420ms | Loss: 0.374 | Acc: 87.248% (14518/16640) 130/391 [=====================>...........................................] Step: 352ms | Tot: 46s772ms | Loss: 0.374 | Acc: 87.244% (14629/16768) 131/391 [=====================>...........................................] Step: 371ms | Tot: 47s144ms | Loss: 0.375 | Acc: 87.210% (14735/16896) 132/391 [=====================>...........................................] Step: 369ms | Tot: 47s514ms | Loss: 0.375 | Acc: 87.195% (14844/17024) 133/391 [======================>..........................................] Step: 370ms | Tot: 47s884ms | Loss: 0.376 | Acc: 87.179% (14953/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 48s249ms | Loss: 0.376 | Acc: 87.199% (15068/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 48s608ms | Loss: 0.376 | Acc: 87.190% (15178/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 48s973ms | Loss: 0.377 | Acc: 87.152% (15283/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 49s343ms | Loss: 0.377 | Acc: 87.155% (15395/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 49s703ms | Loss: 0.377 | Acc: 87.152% (15506/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s63ms | Loss: 0.376 | Acc: 87.188% (15624/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 50s419ms | Loss: 0.375 | Acc: 87.195% (15737/18048) 141/391 [=======================>.........................................] Step: 351ms | Tot: 50s770ms | Loss: 0.376 | Acc: 87.142% (15839/18176) 142/391 [=======================>.........................................] Step: 374ms | Tot: 51s145ms | Loss: 0.376 | Acc: 87.150% (15952/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 51s515ms | Loss: 0.376 | Acc: 87.147% (16063/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 51s870ms | Loss: 0.376 | Acc: 87.139% (16173/18560) 145/391 [========================>........................................] Step: 354ms | Tot: 52s224ms | Loss: 0.377 | Acc: 87.120% (16281/18688) 146/391 [========================>........................................] Step: 348ms | Tot: 52s573ms | Loss: 0.378 | Acc: 87.101% (16389/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 52s935ms | Loss: 0.378 | Acc: 87.083% (16497/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s295ms | Loss: 0.378 | Acc: 87.075% (16607/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 53s652ms | Loss: 0.379 | Acc: 87.047% (16713/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s16ms | Loss: 0.380 | Acc: 87.045% (16824/19328) 151/391 [=========================>.......................................] Step: 351ms | Tot: 54s368ms | Loss: 0.380 | Acc: 87.032% (16933/19456) 152/391 [=========================>.......................................] Step: 351ms | Tot: 54s720ms | Loss: 0.380 | Acc: 87.035% (17045/19584) 153/391 [=========================>.......................................] Step: 353ms | Tot: 55s73ms | Loss: 0.381 | Acc: 86.993% (17148/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 55s433ms | Loss: 0.380 | Acc: 87.016% (17264/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 55s793ms | Loss: 0.381 | Acc: 87.014% (17375/19968) 156/391 [=========================>.......................................] Step: 377ms | Tot: 56s170ms | Loss: 0.381 | Acc: 87.027% (17489/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 56s532ms | Loss: 0.380 | Acc: 87.040% (17603/20224) 158/391 [==========================>......................................] Step: 352ms | Tot: 56s885ms | Loss: 0.380 | Acc: 87.048% (17716/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 57s243ms | Loss: 0.379 | Acc: 87.070% (17832/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 57s600ms | Loss: 0.380 | Acc: 87.058% (17941/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 57s960ms | Loss: 0.379 | Acc: 87.085% (18058/20736) 162/391 [==========================>......................................] Step: 349ms | Tot: 58s309ms | Loss: 0.379 | Acc: 87.093% (18171/20864) 163/391 [===========================>.....................................] Step: 354ms | Tot: 58s664ms | Loss: 0.379 | Acc: 87.100% (18284/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 59s26ms | Loss: 0.379 | Acc: 87.088% (18393/21120) 165/391 [===========================>.....................................] Step: 379ms | Tot: 59s405ms | Loss: 0.379 | Acc: 87.095% (18506/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 59s766ms | Loss: 0.378 | Acc: 87.126% (18624/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m129ms | Loss: 0.378 | Acc: 87.123% (18735/21504) 168/391 [===========================>.....................................] Step: 355ms | Tot: 1m484ms | Loss: 0.377 | Acc: 87.158% (18854/21632) 169/391 [============================>....................................] Step: 354ms | Tot: 1m839ms | Loss: 0.378 | Acc: 87.128% (18959/21760) 170/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.378 | Acc: 87.148% (19075/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.378 | Acc: 87.128% (19182/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.378 | Acc: 87.094% (19286/22144) 173/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.378 | Acc: 87.114% (19402/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.379 | Acc: 87.089% (19508/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m3s | Loss: 0.378 | Acc: 87.100% (19622/22528) 176/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.379 | Acc: 87.085% (19730/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.379 | Acc: 87.048% (19833/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.380 | Acc: 87.046% (19944/22912) 179/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.379 | Acc: 87.044% (20055/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.380 | Acc: 87.012% (20159/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m5s | Loss: 0.380 | Acc: 86.998% (20267/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.381 | Acc: 86.979% (20374/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.381 | Acc: 86.986% (20487/23552) 184/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.381 | Acc: 86.985% (20598/23680) 185/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.383 | Acc: 86.925% (20695/23808) 186/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.383 | Acc: 86.915% (20804/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m7s | Loss: 0.383 | Acc: 86.906% (20913/24064) 188/391 [===============================>.................................] Step: 353ms | Tot: 1m7s | Loss: 0.383 | Acc: 86.901% (21023/24192) 189/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.383 | Acc: 86.900% (21134/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.383 | Acc: 86.923% (21251/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.382 | Acc: 86.922% (21362/24576) 192/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.383 | Acc: 86.925% (21474/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m9s | Loss: 0.383 | Acc: 86.944% (21590/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.383 | Acc: 86.947% (21702/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.382 | Acc: 86.954% (21815/25088) 196/391 [================================>................................] Step: 348ms | Tot: 1m10s | Loss: 0.383 | Acc: 86.945% (21924/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.383 | Acc: 86.948% (22036/25344) 198/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.927% (22142/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.941% (22257/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.384 | Acc: 86.940% (22368/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.383 | Acc: 86.955% (22483/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.383 | Acc: 86.954% (22594/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.383 | Acc: 86.952% (22705/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.955% (22817/26240) 205/391 [==================================>..............................] Step: 352ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.946% (22926/26368) 206/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.384 | Acc: 86.953% (23039/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.384 | Acc: 86.944% (23148/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.384 | Acc: 86.962% (23264/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.383 | Acc: 86.972% (23378/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.383 | Acc: 86.978% (23491/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m15s | Loss: 0.384 | Acc: 86.973% (23601/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.979% (23714/27264) 213/391 [===================================>.............................] Step: 384ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.974% (23824/27392) 214/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.384 | Acc: 87.002% (23943/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.384 | Acc: 86.983% (24049/27648) 216/391 [===================================>.............................] Step: 349ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.956% (24153/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.945% (24261/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.940% (24371/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.950% (24485/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.945% (24595/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.384 | Acc: 86.940% (24705/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.925% (24812/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m20s | Loss: 0.385 | Acc: 86.918% (24921/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m20s | Loss: 0.386 | Acc: 86.885% (25023/28800) 225/391 [=====================================>...........................] Step: 379ms | Tot: 1m21s | Loss: 0.385 | Acc: 86.909% (25141/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.385 | Acc: 86.908% (25252/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.385 | Acc: 86.907% (25363/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.385 | Acc: 86.906% (25474/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.889% (25580/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.878% (25688/29568) 231/391 [======================================>..........................] Step: 347ms | Tot: 1m23s | Loss: 0.386 | Acc: 86.870% (25797/29696) 232/391 [======================================>..........................] Step: 344ms | Tot: 1m23s | Loss: 0.386 | Acc: 86.873% (25909/29824) 233/391 [======================================>..........................] Step: 347ms | Tot: 1m23s | Loss: 0.386 | Acc: 86.869% (26019/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.386 | Acc: 86.885% (26135/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m24s | Loss: 0.385 | Acc: 86.894% (26249/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.386 | Acc: 86.864% (26351/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.386 | Acc: 86.883% (26468/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.386 | Acc: 86.856% (26571/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.387 | Acc: 86.842% (26678/30720) 240/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.386 | Acc: 86.842% (26789/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m26s | Loss: 0.386 | Acc: 86.838% (26899/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.386 | Acc: 86.825% (27006/31104) 243/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.387 | Acc: 86.808% (27112/31232) 244/391 [========================================>........................] Step: 349ms | Tot: 1m27s | Loss: 0.387 | Acc: 86.798% (27220/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.387 | Acc: 86.782% (27326/31488) 246/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.387 | Acc: 86.788% (27439/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m28s | Loss: 0.387 | Acc: 86.785% (27549/31744) 248/391 [=========================================>.......................] Step: 348ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.785% (27660/31872) 249/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.388 | Acc: 86.766% (27765/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.388 | Acc: 86.762% (27875/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.388 | Acc: 86.747% (27981/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.389 | Acc: 86.722% (28084/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m31s | Loss: 0.389 | Acc: 86.728% (28197/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m31s | Loss: 0.389 | Acc: 86.728% (28308/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.389 | Acc: 86.728% (28419/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.389 | Acc: 86.713% (28525/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.388 | Acc: 86.725% (28640/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.388 | Acc: 86.731% (28753/33152) 259/391 [===========================================>.....................] Step: 355ms | Tot: 1m33s | Loss: 0.388 | Acc: 86.725% (28862/33280) 260/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.388 | Acc: 86.734% (28976/33408) 261/391 [===========================================>.....................] Step: 353ms | Tot: 1m33s | Loss: 0.388 | Acc: 86.704% (29077/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.388 | Acc: 86.707% (29189/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.388 | Acc: 86.713% (29302/33792) 264/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.389 | Acc: 86.701% (29409/33920) 265/391 [============================================>....................] Step: 347ms | Tot: 1m35s | Loss: 0.389 | Acc: 86.689% (29516/34048) 266/391 [============================================>....................] Step: 349ms | Tot: 1m35s | Loss: 0.389 | Acc: 86.678% (29623/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.389 | Acc: 86.663% (29729/34304) 268/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.389 | Acc: 86.649% (29835/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.389 | Acc: 86.658% (29949/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.389 | Acc: 86.667% (30063/34688) 271/391 [=============================================>...................] Step: 348ms | Tot: 1m37s | Loss: 0.389 | Acc: 86.656% (30170/34816) 272/391 [=============================================>...................] Step: 351ms | Tot: 1m37s | Loss: 0.389 | Acc: 86.673% (30287/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.389 | Acc: 86.667% (30396/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.389 | Acc: 86.665% (30506/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.389 | Acc: 86.637% (30607/35328) 276/391 [=============================================>...................] Step: 351ms | Tot: 1m39s | Loss: 0.389 | Acc: 86.640% (30719/35456) 277/391 [==============================================>..................] Step: 352ms | Tot: 1m39s | Loss: 0.389 | Acc: 86.626% (30825/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.389 | Acc: 86.635% (30939/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.389 | Acc: 86.627% (31047/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.389 | Acc: 86.633% (31160/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.390 | Acc: 86.605% (31261/36096) 282/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.390 | Acc: 86.595% (31368/36224) 283/391 [===============================================>.................] Step: 350ms | Tot: 1m41s | Loss: 0.390 | Acc: 86.598% (31480/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.390 | Acc: 86.612% (31596/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.390 | Acc: 86.612% (31707/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.390 | Acc: 86.626% (31823/36736) 287/391 [===============================================>.................] Step: 354ms | Tot: 1m43s | Loss: 0.389 | Acc: 86.627% (31934/36864) 288/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.390 | Acc: 86.632% (32047/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.390 | Acc: 86.611% (32150/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.390 | Acc: 86.603% (32258/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m44s | Loss: 0.390 | Acc: 86.609% (32371/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.390 | Acc: 86.623% (32487/37504) 293/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.390 | Acc: 86.612% (32594/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.390 | Acc: 86.618% (32707/37760) 295/391 [=================================================>...............] Step: 372ms | Tot: 1m46s | Loss: 0.390 | Acc: 86.624% (32820/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.390 | Acc: 86.624% (32931/38016) 297/391 [=================================================>...............] Step: 355ms | Tot: 1m46s | Loss: 0.391 | Acc: 86.606% (33035/38144) 298/391 [=================================================>...............] Step: 351ms | Tot: 1m47s | Loss: 0.391 | Acc: 86.585% (33138/38272) 299/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.391 | Acc: 86.578% (33246/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.391 | Acc: 86.566% (33352/38528) 301/391 [==================================================>..............] Step: 349ms | Tot: 1m48s | Loss: 0.391 | Acc: 86.566% (33463/38656) 302/391 [==================================================>..............] Step: 353ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.559% (33571/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.541% (33675/38912) 304/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.537% (33784/39040) 305/391 [==================================================>..............] Step: 350ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.537% (33895/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.393 | Acc: 86.530% (34003/39296) 307/391 [===================================================>.............] Step: 353ms | Tot: 1m50s | Loss: 0.393 | Acc: 86.521% (34110/39424) 308/391 [===================================================>.............] Step: 353ms | Tot: 1m50s | Loss: 0.393 | Acc: 86.519% (34220/39552) 309/391 [===================================================>.............] Step: 373ms | Tot: 1m51s | Loss: 0.393 | Acc: 86.510% (34327/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.393 | Acc: 86.508% (34437/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.393 | Acc: 86.501% (34545/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.393 | Acc: 86.497% (34654/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m52s | Loss: 0.393 | Acc: 86.502% (34767/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m53s | Loss: 0.393 | Acc: 86.513% (34882/40320) 315/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.393 | Acc: 86.528% (34999/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.393 | Acc: 86.536% (35113/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.393 | Acc: 86.530% (35221/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.393 | Acc: 86.533% (35333/40832) 319/391 [=====================================================>...........] Step: 353ms | Tot: 1m54s | Loss: 0.393 | Acc: 86.531% (35443/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.393 | Acc: 86.526% (35552/41088) 321/391 [=====================================================>...........] Step: 353ms | Tot: 1m55s | Loss: 0.393 | Acc: 86.515% (35658/41216) 322/391 [=====================================================>...........] Step: 347ms | Tot: 1m55s | Loss: 0.393 | Acc: 86.518% (35770/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.393 | Acc: 86.516% (35880/41472) 324/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.393 | Acc: 86.507% (35987/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.393 | Acc: 86.496% (36093/41728) 326/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.393 | Acc: 86.487% (36200/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 1m57s | Loss: 0.393 | Acc: 86.502% (36317/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.496% (36425/42112) 329/391 [======================================================>..........] Step: 346ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.491% (36534/42240) 330/391 [======================================================>..........] Step: 348ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.483% (36641/42368) 331/391 [=======================================================>.........] Step: 353ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.483% (36752/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.479% (36861/42624) 333/391 [=======================================================>.........] Step: 352ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.487% (36975/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m138ms | Loss: 0.393 | Acc: 86.483% (37084/42880) 335/391 [=======================================================>.........] Step: 350ms | Tot: 2m488ms | Loss: 0.393 | Acc: 86.479% (37193/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m855ms | Loss: 0.393 | Acc: 86.485% (37306/43136) 337/391 [========================================================>........] Step: 372ms | Tot: 2m1s | Loss: 0.393 | Acc: 86.492% (37420/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m1s | Loss: 0.392 | Acc: 86.504% (37536/43392) 339/391 [========================================================>........] Step: 346ms | Tot: 2m1s | Loss: 0.393 | Acc: 86.491% (37641/43520) 340/391 [========================================================>........] Step: 350ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.480% (37747/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.483% (37859/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.480% (37968/43904) 343/391 [=========================================================>.......] Step: 348ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.478% (38078/44032) 344/391 [=========================================================>.......] Step: 352ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.467% (38184/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.393 | Acc: 86.475% (38298/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m4s | Loss: 0.393 | Acc: 86.478% (38410/44416) 347/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.394 | Acc: 86.463% (38514/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.394 | Acc: 86.464% (38625/44672) 349/391 [==========================================================>......] Step: 351ms | Tot: 2m5s | Loss: 0.393 | Acc: 86.480% (38743/44800) 350/391 [==========================================================>......] Step: 351ms | Tot: 2m5s | Loss: 0.394 | Acc: 86.474% (38851/44928) 351/391 [==========================================================>......] Step: 369ms | Tot: 2m6s | Loss: 0.394 | Acc: 86.461% (38956/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m6s | Loss: 0.394 | Acc: 86.466% (39069/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.394 | Acc: 86.461% (39177/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.394 | Acc: 86.452% (39284/45440) 355/391 [===========================================================>.....] Step: 351ms | Tot: 2m7s | Loss: 0.395 | Acc: 86.431% (39385/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.394 | Acc: 86.436% (39498/45696) 357/391 [===========================================================>.....] Step: 355ms | Tot: 2m8s | Loss: 0.394 | Acc: 86.450% (39615/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.394 | Acc: 86.449% (39725/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.394 | Acc: 86.434% (39829/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.394 | Acc: 86.429% (39937/46208) 361/391 [============================================================>....] Step: 350ms | Tot: 2m9s | Loss: 0.394 | Acc: 86.425% (40046/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m10s | Loss: 0.395 | Acc: 86.420% (40154/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.394 | Acc: 86.429% (40269/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m10s | Loss: 0.395 | Acc: 86.423% (40377/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.395 | Acc: 86.426% (40489/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.394 | Acc: 86.448% (40610/46976) 367/391 [=============================================================>...] Step: 356ms | Tot: 2m11s | Loss: 0.394 | Acc: 86.460% (40726/47104) 368/391 [=============================================================>...] Step: 353ms | Tot: 2m12s | Loss: 0.394 | Acc: 86.463% (40838/47232) 369/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.394 | Acc: 86.453% (40944/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.394 | Acc: 86.466% (41061/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.394 | Acc: 86.463% (41170/47616) 372/391 [=============================================================>...] Step: 353ms | Tot: 2m13s | Loss: 0.395 | Acc: 86.453% (41276/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m14s | Loss: 0.395 | Acc: 86.460% (41390/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m14s | Loss: 0.395 | Acc: 86.454% (41498/48000) 375/391 [==============================================================>..] Step: 352ms | Tot: 2m14s | Loss: 0.395 | Acc: 86.442% (41603/48128) 376/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.395 | Acc: 86.435% (41710/48256) 377/391 [==============================================================>..] Step: 352ms | Tot: 2m15s | Loss: 0.395 | Acc: 86.452% (41829/48384) 378/391 [==============================================================>..] Step: 350ms | Tot: 2m15s | Loss: 0.395 | Acc: 86.440% (41934/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m16s | Loss: 0.395 | Acc: 86.427% (42038/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m16s | Loss: 0.395 | Acc: 86.413% (42142/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m17s | Loss: 0.396 | Acc: 86.402% (42247/48896) 382/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.396 | Acc: 86.409% (42361/49024) 383/391 [===============================================================>.] Step: 347ms | Tot: 2m17s | Loss: 0.395 | Acc: 86.420% (42477/49152) 384/391 [===============================================================>.] Step: 355ms | Tot: 2m18s | Loss: 0.395 | Acc: 86.418% (42587/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.395 | Acc: 86.429% (42703/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m18s | Loss: 0.395 | Acc: 86.434% (42816/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.396 | Acc: 86.433% (42926/49664) 388/391 [================================================================>] Step: 346ms | Tot: 2m19s | Loss: 0.396 | Acc: 86.424% (43032/49792) 389/391 [================================================================>] Step: 345ms | Tot: 2m19s | Loss: 0.396 | Acc: 86.422% (43142/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m20s | Loss: 0.396 | Acc: 86.420% (43210/50000) 391/391 + [>................................................................] Step: 456ms | Tot: 2ms | Loss: 0.656 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 300ms | Tot: 303ms | Loss: 0.625 | Acc: 78.000% (156/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 602ms | Loss: 0.616 | Acc: 78.667% (236/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 897ms | Loss: 0.603 | Acc: 79.500% (318/400) 4/100 [==>..............................................................] Step: 286ms | Tot: 1s183ms | Loss: 0.640 | Acc: 78.600% (393/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s474ms | Loss: 0.598 | Acc: 80.167% (481/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s768ms | Loss: 0.603 | Acc: 80.571% (564/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s66ms | Loss: 0.628 | Acc: 80.125% (641/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s376ms | Loss: 0.633 | Acc: 80.333% (723/900) 9/100 [=====>...........................................................] Step: 296ms | Tot: 2s673ms | Loss: 0.635 | Acc: 80.100% (801/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s975ms | Loss: 0.623 | Acc: 80.273% (883/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s283ms | Loss: 0.623 | Acc: 80.500% (966/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s589ms | Loss: 0.609 | Acc: 80.692% (1049/1300) 13/100 [========>........................................................] Step: 313ms | Tot: 3s902ms | Loss: 0.606 | Acc: 81.071% (1135/1400) 14/100 [=========>.......................................................] Step: 318ms | Tot: 4s221ms | Loss: 0.598 | Acc: 81.333% (1220/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s532ms | Loss: 0.601 | Acc: 81.250% (1300/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s837ms | Loss: 0.604 | Acc: 81.235% (1381/1700) 17/100 [===========>.....................................................] Step: 316ms | Tot: 5s154ms | Loss: 0.602 | Acc: 81.167% (1461/1800) 18/100 [===========>.....................................................] Step: 317ms | Tot: 5s471ms | Loss: 0.608 | Acc: 80.947% (1538/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s784ms | Loss: 0.626 | Acc: 80.450% (1609/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s91ms | Loss: 0.630 | Acc: 80.429% (1689/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s403ms | Loss: 0.626 | Acc: 80.500% (1771/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s702ms | Loss: 0.631 | Acc: 80.348% (1848/2300) 23/100 [==============>..................................................] Step: 292ms | Tot: 6s995ms | Loss: 0.636 | Acc: 80.125% (1923/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s298ms | Loss: 0.637 | Acc: 80.160% (2004/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s598ms | Loss: 0.640 | Acc: 80.192% (2085/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s904ms | Loss: 0.633 | Acc: 80.333% (2169/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s209ms | Loss: 0.633 | Acc: 80.250% (2247/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s518ms | Loss: 0.636 | Acc: 80.138% (2324/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s819ms | Loss: 0.637 | Acc: 79.967% (2399/3000) 30/100 [===================>.............................................] Step: 293ms | Tot: 9s113ms | Loss: 0.634 | Acc: 80.032% (2481/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s411ms | Loss: 0.628 | Acc: 80.156% (2565/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s713ms | Loss: 0.630 | Acc: 80.030% (2641/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s19ms | Loss: 0.633 | Acc: 80.000% (2720/3400) 34/100 [======================>..........................................] Step: 317ms | Tot: 10s336ms | Loss: 0.633 | Acc: 79.971% (2799/3500) 35/100 [======================>..........................................] Step: 310ms | Tot: 10s647ms | Loss: 0.630 | Acc: 80.083% (2883/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s955ms | Loss: 0.630 | Acc: 80.000% (2960/3700) 37/100 [========================>........................................] Step: 297ms | Tot: 11s252ms | Loss: 0.635 | Acc: 79.868% (3035/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s554ms | Loss: 0.635 | Acc: 79.949% (3118/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 11s858ms | Loss: 0.632 | Acc: 80.050% (3202/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s162ms | Loss: 0.630 | Acc: 80.098% (3284/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s463ms | Loss: 0.631 | Acc: 80.095% (3364/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s765ms | Loss: 0.626 | Acc: 80.233% (3450/4300) 43/100 [===========================>.....................................] Step: 291ms | Tot: 13s57ms | Loss: 0.624 | Acc: 80.318% (3534/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s360ms | Loss: 0.624 | Acc: 80.311% (3614/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s665ms | Loss: 0.624 | Acc: 80.304% (3694/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 13s973ms | Loss: 0.623 | Acc: 80.340% (3776/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s284ms | Loss: 0.626 | Acc: 80.354% (3857/4800) 48/100 [===============================>.................................] Step: 297ms | Tot: 14s582ms | Loss: 0.623 | Acc: 80.449% (3942/4900) 49/100 [===============================>.................................] Step: 296ms | Tot: 14s879ms | Loss: 0.623 | Acc: 80.480% (4024/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s177ms | Loss: 0.620 | Acc: 80.569% (4109/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s485ms | Loss: 0.619 | Acc: 80.577% (4190/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s790ms | Loss: 0.617 | Acc: 80.604% (4272/5300) 53/100 [==================================>..............................] Step: 295ms | Tot: 16s85ms | Loss: 0.613 | Acc: 80.667% (4356/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s393ms | Loss: 0.615 | Acc: 80.636% (4435/5500) 55/100 [===================================>.............................] Step: 298ms | Tot: 16s692ms | Loss: 0.617 | Acc: 80.554% (4511/5600) 56/100 [====================================>............................] Step: 294ms | Tot: 16s986ms | Loss: 0.618 | Acc: 80.526% (4590/5700) 57/100 [=====================================>...........................] Step: 296ms | Tot: 17s282ms | Loss: 0.617 | Acc: 80.552% (4672/5800) 58/100 [=====================================>...........................] Step: 295ms | Tot: 17s578ms | Loss: 0.617 | Acc: 80.475% (4748/5900) 59/100 [======================================>..........................] Step: 295ms | Tot: 17s873ms | Loss: 0.617 | Acc: 80.483% (4829/6000) 60/100 [=======================================>.........................] Step: 297ms | Tot: 18s171ms | Loss: 0.616 | Acc: 80.492% (4910/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s474ms | Loss: 0.615 | Acc: 80.403% (4985/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 18s777ms | Loss: 0.612 | Acc: 80.429% (5067/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s79ms | Loss: 0.611 | Acc: 80.516% (5153/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s382ms | Loss: 0.613 | Acc: 80.508% (5233/6500) 65/100 [==========================================>......................] Step: 295ms | Tot: 19s678ms | Loss: 0.617 | Acc: 80.439% (5309/6600) 66/100 [==========================================>......................] Step: 292ms | Tot: 19s971ms | Loss: 0.615 | Acc: 80.478% (5392/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s278ms | Loss: 0.619 | Acc: 80.294% (5460/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s580ms | Loss: 0.618 | Acc: 80.261% (5538/6900) 69/100 [============================================>....................] Step: 299ms | Tot: 20s880ms | Loss: 0.620 | Acc: 80.200% (5614/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s178ms | Loss: 0.621 | Acc: 80.155% (5691/7100) 71/100 [==============================================>..................] Step: 299ms | Tot: 21s477ms | Loss: 0.620 | Acc: 80.167% (5772/7200) 72/100 [==============================================>..................] Step: 297ms | Tot: 21s775ms | Loss: 0.618 | Acc: 80.233% (5857/7300) 73/100 [===============================================>.................] Step: 298ms | Tot: 22s73ms | Loss: 0.617 | Acc: 80.189% (5934/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s377ms | Loss: 0.620 | Acc: 80.107% (6008/7500) 75/100 [================================================>................] Step: 294ms | Tot: 22s671ms | Loss: 0.620 | Acc: 80.105% (6088/7600) 76/100 [=================================================>...............] Step: 299ms | Tot: 22s971ms | Loss: 0.622 | Acc: 80.039% (6163/7700) 77/100 [==================================================>..............] Step: 298ms | Tot: 23s269ms | Loss: 0.622 | Acc: 80.051% (6244/7800) 78/100 [==================================================>..............] Step: 291ms | Tot: 23s561ms | Loss: 0.622 | Acc: 80.013% (6321/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 23s863ms | Loss: 0.622 | Acc: 79.963% (6397/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s170ms | Loss: 0.622 | Acc: 80.012% (6481/8100) 81/100 [====================================================>............] Step: 299ms | Tot: 24s470ms | Loss: 0.620 | Acc: 80.049% (6564/8200) 82/100 [=====================================================>...........] Step: 301ms | Tot: 24s771ms | Loss: 0.620 | Acc: 80.048% (6644/8300) 83/100 [=====================================================>...........] Step: 295ms | Tot: 25s66ms | Loss: 0.619 | Acc: 80.071% (6726/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s372ms | Loss: 0.623 | Acc: 79.965% (6797/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 25s682ms | Loss: 0.624 | Acc: 79.988% (6879/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 25s987ms | Loss: 0.624 | Acc: 79.966% (6957/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s291ms | Loss: 0.625 | Acc: 79.943% (7035/8800) 88/100 [=========================================================>.......] Step: 299ms | Tot: 26s590ms | Loss: 0.625 | Acc: 79.944% (7115/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 26s890ms | Loss: 0.627 | Acc: 79.922% (7193/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s194ms | Loss: 0.626 | Acc: 79.956% (7276/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s503ms | Loss: 0.624 | Acc: 80.000% (7360/9200) 92/100 [===========================================================>.....] Step: 298ms | Tot: 27s802ms | Loss: 0.625 | Acc: 79.968% (7437/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s101ms | Loss: 0.623 | Acc: 79.979% (7518/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s406ms | Loss: 0.625 | Acc: 79.937% (7594/9500) 95/100 [=============================================================>...] Step: 299ms | Tot: 28s706ms | Loss: 0.625 | Acc: 79.906% (7671/9600) 96/100 [==============================================================>..] Step: 299ms | Tot: 29s5ms | Loss: 0.624 | Acc: 79.907% (7751/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s307ms | Loss: 0.626 | Acc: 79.837% (7824/9800) 98/100 [===============================================================>.] Step: 296ms | Tot: 29s603ms | Loss: 0.628 | Acc: 79.798% (7900/9900) 99/100 [================================================================>] Step: 296ms | Tot: 29s900ms | Loss: 0.626 | Acc: 79.830% (7983/10000) 100/100 + +Epoch: 73 + [>................................................................] Step: 613ms | Tot: 2ms | Loss: 0.376 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.401 | Acc: 85.156% (218/256) 2/391 [>................................................................] Step: 377ms | Tot: 763ms | Loss: 0.402 | Acc: 85.156% (327/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s129ms | Loss: 0.407 | Acc: 85.547% (438/512) 4/391 [>................................................................] Step: 357ms | Tot: 1s486ms | Loss: 0.408 | Acc: 85.781% (549/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s848ms | Loss: 0.404 | Acc: 86.068% (661/768) 6/391 [>................................................................] Step: 347ms | Tot: 2s195ms | Loss: 0.397 | Acc: 86.384% (774/896) 7/391 [=>...............................................................] Step: 348ms | Tot: 2s544ms | Loss: 0.408 | Acc: 86.133% (882/1024) 8/391 [=>...............................................................] Step: 353ms | Tot: 2s897ms | Loss: 0.407 | Acc: 86.458% (996/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s258ms | Loss: 0.405 | Acc: 86.406% (1106/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s612ms | Loss: 0.419 | Acc: 86.080% (1212/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 3s973ms | Loss: 0.408 | Acc: 86.198% (1324/1536) 12/391 [=>...............................................................] Step: 352ms | Tot: 4s326ms | Loss: 0.409 | Acc: 85.998% (1431/1664) 13/391 [==>..............................................................] Step: 351ms | Tot: 4s678ms | Loss: 0.411 | Acc: 85.882% (1539/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s41ms | Loss: 0.406 | Acc: 86.198% (1655/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s402ms | Loss: 0.408 | Acc: 85.986% (1761/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s766ms | Loss: 0.413 | Acc: 85.800% (1867/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s126ms | Loss: 0.412 | Acc: 85.981% (1981/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s492ms | Loss: 0.410 | Acc: 86.020% (2092/2432) 19/391 [===>.............................................................] Step: 367ms | Tot: 6s859ms | Loss: 0.413 | Acc: 85.781% (2196/2560) 20/391 [===>.............................................................] Step: 355ms | Tot: 7s214ms | Loss: 0.413 | Acc: 85.826% (2307/2688) 21/391 [===>.............................................................] Step: 351ms | Tot: 7s565ms | Loss: 0.412 | Acc: 86.044% (2423/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 7s920ms | Loss: 0.410 | Acc: 86.243% (2539/2944) 23/391 [===>.............................................................] Step: 354ms | Tot: 8s274ms | Loss: 0.409 | Acc: 86.100% (2645/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s633ms | Loss: 0.408 | Acc: 86.031% (2753/3200) 25/391 [====>............................................................] Step: 351ms | Tot: 8s984ms | Loss: 0.404 | Acc: 86.148% (2867/3328) 26/391 [====>............................................................] Step: 347ms | Tot: 9s332ms | Loss: 0.403 | Acc: 86.140% (2977/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s691ms | Loss: 0.404 | Acc: 86.161% (3088/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s54ms | Loss: 0.403 | Acc: 86.180% (3199/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s409ms | Loss: 0.401 | Acc: 86.172% (3309/3840) 30/391 [====>............................................................] Step: 351ms | Tot: 10s760ms | Loss: 0.405 | Acc: 86.114% (3417/3968) 31/391 [=====>...........................................................] Step: 347ms | Tot: 11s108ms | Loss: 0.404 | Acc: 86.206% (3531/4096) 32/391 [=====>...........................................................] Step: 349ms | Tot: 11s458ms | Loss: 0.403 | Acc: 86.174% (3640/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 11s816ms | Loss: 0.401 | Acc: 86.305% (3756/4352) 34/391 [=====>...........................................................] Step: 342ms | Tot: 12s159ms | Loss: 0.400 | Acc: 86.295% (3866/4480) 35/391 [=====>...........................................................] Step: 348ms | Tot: 12s507ms | Loss: 0.406 | Acc: 86.089% (3967/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 12s867ms | Loss: 0.405 | Acc: 86.085% (4077/4736) 37/391 [======>..........................................................] Step: 350ms | Tot: 13s218ms | Loss: 0.403 | Acc: 86.143% (4190/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s572ms | Loss: 0.401 | Acc: 86.218% (4304/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 13s929ms | Loss: 0.400 | Acc: 86.250% (4416/5120) 40/391 [======>..........................................................] Step: 351ms | Tot: 14s280ms | Loss: 0.399 | Acc: 86.280% (4528/5248) 41/391 [======>..........................................................] Step: 346ms | Tot: 14s626ms | Loss: 0.402 | Acc: 86.235% (4636/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 14s991ms | Loss: 0.402 | Acc: 86.192% (4744/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s346ms | Loss: 0.402 | Acc: 86.115% (4850/5632) 44/391 [=======>.........................................................] Step: 348ms | Tot: 15s694ms | Loss: 0.401 | Acc: 86.094% (4959/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s56ms | Loss: 0.403 | Acc: 86.022% (5065/5888) 46/391 [=======>.........................................................] Step: 350ms | Tot: 16s406ms | Loss: 0.402 | Acc: 86.170% (5184/6016) 47/391 [=======>.........................................................] Step: 346ms | Tot: 16s752ms | Loss: 0.400 | Acc: 86.263% (5300/6144) 48/391 [=======>.........................................................] Step: 348ms | Tot: 17s100ms | Loss: 0.400 | Acc: 86.209% (5407/6272) 49/391 [========>........................................................] Step: 348ms | Tot: 17s449ms | Loss: 0.399 | Acc: 86.266% (5521/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 17s810ms | Loss: 0.398 | Acc: 86.320% (5635/6528) 51/391 [========>........................................................] Step: 344ms | Tot: 18s154ms | Loss: 0.400 | Acc: 86.253% (5741/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 18s511ms | Loss: 0.402 | Acc: 86.203% (5848/6784) 53/391 [========>........................................................] Step: 355ms | Tot: 18s867ms | Loss: 0.400 | Acc: 86.241% (5961/6912) 54/391 [========>........................................................] Step: 354ms | Tot: 19s221ms | Loss: 0.400 | Acc: 86.278% (6074/7040) 55/391 [=========>.......................................................] Step: 351ms | Tot: 19s573ms | Loss: 0.402 | Acc: 86.161% (6176/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 19s935ms | Loss: 0.401 | Acc: 86.253% (6293/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s295ms | Loss: 0.401 | Acc: 86.301% (6407/7424) 58/391 [=========>.......................................................] Step: 346ms | Tot: 20s641ms | Loss: 0.401 | Acc: 86.216% (6511/7552) 59/391 [=========>.......................................................] Step: 352ms | Tot: 20s994ms | Loss: 0.399 | Acc: 86.315% (6629/7680) 60/391 [=========>.......................................................] Step: 351ms | Tot: 21s346ms | Loss: 0.399 | Acc: 86.335% (6741/7808) 61/391 [==========>......................................................] Step: 350ms | Tot: 21s696ms | Loss: 0.397 | Acc: 86.391% (6856/7936) 62/391 [==========>......................................................] Step: 354ms | Tot: 22s50ms | Loss: 0.396 | Acc: 86.421% (6969/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 22s408ms | Loss: 0.393 | Acc: 86.511% (7087/8192) 64/391 [==========>......................................................] Step: 359ms | Tot: 22s767ms | Loss: 0.394 | Acc: 86.526% (7199/8320) 65/391 [==========>......................................................] Step: 351ms | Tot: 23s119ms | Loss: 0.393 | Acc: 86.553% (7312/8448) 66/391 [==========>......................................................] Step: 351ms | Tot: 23s470ms | Loss: 0.392 | Acc: 86.579% (7425/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 23s829ms | Loss: 0.391 | Acc: 86.615% (7539/8704) 68/391 [===========>.....................................................] Step: 350ms | Tot: 24s179ms | Loss: 0.390 | Acc: 86.662% (7654/8832) 69/391 [===========>.....................................................] Step: 348ms | Tot: 24s528ms | Loss: 0.391 | Acc: 86.596% (7759/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 24s888ms | Loss: 0.390 | Acc: 86.631% (7873/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s248ms | Loss: 0.389 | Acc: 86.632% (7984/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 25s606ms | Loss: 0.390 | Acc: 86.580% (8090/9344) 73/391 [============>....................................................] Step: 357ms | Tot: 25s963ms | Loss: 0.389 | Acc: 86.592% (8202/9472) 74/391 [============>....................................................] Step: 349ms | Tot: 26s312ms | Loss: 0.388 | Acc: 86.656% (8319/9600) 75/391 [============>....................................................] Step: 353ms | Tot: 26s665ms | Loss: 0.387 | Acc: 86.708% (8435/9728) 76/391 [============>....................................................] Step: 354ms | Tot: 27s20ms | Loss: 0.386 | Acc: 86.749% (8550/9856) 77/391 [============>....................................................] Step: 349ms | Tot: 27s369ms | Loss: 0.385 | Acc: 86.789% (8665/9984) 78/391 [============>....................................................] Step: 354ms | Tot: 27s724ms | Loss: 0.388 | Acc: 86.689% (8766/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s80ms | Loss: 0.389 | Acc: 86.699% (8878/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 28s433ms | Loss: 0.388 | Acc: 86.709% (8990/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 28s794ms | Loss: 0.389 | Acc: 86.681% (9098/10496) 82/391 [=============>...................................................] Step: 344ms | Tot: 29s138ms | Loss: 0.389 | Acc: 86.615% (9202/10624) 83/391 [=============>...................................................] Step: 349ms | Tot: 29s487ms | Loss: 0.389 | Acc: 86.589% (9310/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 29s847ms | Loss: 0.387 | Acc: 86.645% (9427/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s208ms | Loss: 0.386 | Acc: 86.691% (9543/11008) 86/391 [==============>..................................................] Step: 352ms | Tot: 30s561ms | Loss: 0.386 | Acc: 86.683% (9653/11136) 87/391 [==============>..................................................] Step: 356ms | Tot: 30s917ms | Loss: 0.387 | Acc: 86.692% (9765/11264) 88/391 [==============>..................................................] Step: 350ms | Tot: 31s268ms | Loss: 0.388 | Acc: 86.657% (9872/11392) 89/391 [==============>..................................................] Step: 352ms | Tot: 31s621ms | Loss: 0.388 | Acc: 86.632% (9980/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 31s988ms | Loss: 0.389 | Acc: 86.616% (10089/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 32s342ms | Loss: 0.388 | Acc: 86.659% (10205/11776) 92/391 [===============>.................................................] Step: 352ms | Tot: 32s695ms | Loss: 0.388 | Acc: 86.643% (10314/11904) 93/391 [===============>.................................................] Step: 352ms | Tot: 33s48ms | Loss: 0.389 | Acc: 86.644% (10425/12032) 94/391 [===============>.................................................] Step: 356ms | Tot: 33s404ms | Loss: 0.388 | Acc: 86.661% (10538/12160) 95/391 [===============>.................................................] Step: 348ms | Tot: 33s752ms | Loss: 0.388 | Acc: 86.646% (10647/12288) 96/391 [===============>.................................................] Step: 349ms | Tot: 34s102ms | Loss: 0.387 | Acc: 86.662% (10760/12416) 97/391 [================>................................................] Step: 350ms | Tot: 34s453ms | Loss: 0.387 | Acc: 86.663% (10871/12544) 98/391 [================>................................................] Step: 359ms | Tot: 34s813ms | Loss: 0.388 | Acc: 86.616% (10976/12672) 99/391 [================>................................................] Step: 369ms | Tot: 35s182ms | Loss: 0.388 | Acc: 86.625% (11088/12800) 100/391 [================>................................................] Step: 347ms | Tot: 35s529ms | Loss: 0.389 | Acc: 86.580% (11193/12928) 101/391 [================>................................................] Step: 357ms | Tot: 35s886ms | Loss: 0.387 | Acc: 86.634% (11311/13056) 102/391 [================>................................................] Step: 348ms | Tot: 36s235ms | Loss: 0.387 | Acc: 86.635% (11422/13184) 103/391 [=================>...............................................] Step: 351ms | Tot: 36s586ms | Loss: 0.386 | Acc: 86.674% (11538/13312) 104/391 [=================>...............................................] Step: 352ms | Tot: 36s939ms | Loss: 0.387 | Acc: 86.622% (11642/13440) 105/391 [=================>...............................................] Step: 352ms | Tot: 37s292ms | Loss: 0.387 | Acc: 86.652% (11757/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 37s648ms | Loss: 0.387 | Acc: 86.646% (11867/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 38s12ms | Loss: 0.387 | Acc: 86.632% (11976/13824) 108/391 [=================>...............................................] Step: 376ms | Tot: 38s388ms | Loss: 0.388 | Acc: 86.583% (12080/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 38s754ms | Loss: 0.388 | Acc: 86.562% (12188/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 39s114ms | Loss: 0.387 | Acc: 86.571% (12300/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 39s478ms | Loss: 0.388 | Acc: 86.572% (12411/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 39s838ms | Loss: 0.387 | Acc: 86.580% (12523/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 40s198ms | Loss: 0.387 | Acc: 86.595% (12636/14592) 114/391 [==================>..............................................] Step: 351ms | Tot: 40s550ms | Loss: 0.388 | Acc: 86.569% (12743/14720) 115/391 [===================>.............................................] Step: 354ms | Tot: 40s905ms | Loss: 0.389 | Acc: 86.550% (12851/14848) 116/391 [===================>.............................................] Step: 349ms | Tot: 41s254ms | Loss: 0.388 | Acc: 86.579% (12966/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 41s610ms | Loss: 0.390 | Acc: 86.527% (13069/15104) 118/391 [===================>.............................................] Step: 357ms | Tot: 41s968ms | Loss: 0.390 | Acc: 86.528% (13180/15232) 119/391 [===================>.............................................] Step: 351ms | Tot: 42s319ms | Loss: 0.390 | Acc: 86.536% (13292/15360) 120/391 [===================>.............................................] Step: 349ms | Tot: 42s668ms | Loss: 0.390 | Acc: 86.506% (13398/15488) 121/391 [====================>............................................] Step: 355ms | Tot: 43s24ms | Loss: 0.389 | Acc: 86.507% (13509/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 43s384ms | Loss: 0.389 | Acc: 86.490% (13617/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 43s745ms | Loss: 0.389 | Acc: 86.505% (13730/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 44s101ms | Loss: 0.387 | Acc: 86.562% (13850/16000) 125/391 [====================>............................................] Step: 349ms | Tot: 44s451ms | Loss: 0.387 | Acc: 86.570% (13962/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 44s811ms | Loss: 0.388 | Acc: 86.534% (14067/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 45s177ms | Loss: 0.388 | Acc: 86.517% (14175/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 45s534ms | Loss: 0.387 | Acc: 86.537% (14289/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 45s898ms | Loss: 0.387 | Acc: 86.532% (14399/16640) 130/391 [=====================>...........................................] Step: 354ms | Tot: 46s252ms | Loss: 0.388 | Acc: 86.522% (14508/16768) 131/391 [=====================>...........................................] Step: 349ms | Tot: 46s602ms | Loss: 0.388 | Acc: 86.500% (14615/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 46s963ms | Loss: 0.388 | Acc: 86.490% (14724/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 47s319ms | Loss: 0.387 | Acc: 86.503% (14837/17152) 134/391 [======================>..........................................] Step: 361ms | Tot: 47s680ms | Loss: 0.388 | Acc: 86.505% (14948/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 48s52ms | Loss: 0.389 | Acc: 86.472% (15053/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 48s410ms | Loss: 0.389 | Acc: 86.451% (15160/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 48s768ms | Loss: 0.390 | Acc: 86.430% (15267/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 49s123ms | Loss: 0.391 | Acc: 86.421% (15376/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 49s484ms | Loss: 0.391 | Acc: 86.434% (15489/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 49s847ms | Loss: 0.390 | Acc: 86.442% (15601/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 50s207ms | Loss: 0.390 | Acc: 86.449% (15713/18176) 142/391 [=======================>.........................................] Step: 351ms | Tot: 50s559ms | Loss: 0.389 | Acc: 86.484% (15830/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 50s920ms | Loss: 0.390 | Acc: 86.491% (15942/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 51s284ms | Loss: 0.390 | Acc: 86.487% (16052/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 51s643ms | Loss: 0.389 | Acc: 86.515% (16168/18688) 146/391 [========================>........................................] Step: 358ms | Tot: 52s1ms | Loss: 0.390 | Acc: 86.480% (16272/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 52s359ms | Loss: 0.390 | Acc: 86.508% (16388/18944) 148/391 [========================>........................................] Step: 352ms | Tot: 52s711ms | Loss: 0.390 | Acc: 86.504% (16498/19072) 149/391 [========================>........................................] Step: 358ms | Tot: 53s70ms | Loss: 0.390 | Acc: 86.510% (16610/19200) 150/391 [========================>........................................] Step: 356ms | Tot: 53s426ms | Loss: 0.389 | Acc: 86.532% (16725/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 53s788ms | Loss: 0.391 | Acc: 86.493% (16828/19456) 152/391 [=========================>.......................................] Step: 354ms | Tot: 54s142ms | Loss: 0.391 | Acc: 86.499% (16940/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 54s498ms | Loss: 0.391 | Acc: 86.531% (17057/19712) 154/391 [=========================>.......................................] Step: 366ms | Tot: 54s864ms | Loss: 0.391 | Acc: 86.512% (17164/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 55s231ms | Loss: 0.391 | Acc: 86.483% (17269/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 55s594ms | Loss: 0.392 | Acc: 86.470% (17377/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 55s954ms | Loss: 0.391 | Acc: 86.462% (17486/20224) 158/391 [==========================>......................................] Step: 353ms | Tot: 56s308ms | Loss: 0.392 | Acc: 86.453% (17595/20352) 159/391 [==========================>......................................] Step: 348ms | Tot: 56s657ms | Loss: 0.392 | Acc: 86.450% (17705/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 57s18ms | Loss: 0.392 | Acc: 86.432% (17812/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 57s381ms | Loss: 0.391 | Acc: 86.439% (17924/20736) 162/391 [==========================>......................................] Step: 368ms | Tot: 57s749ms | Loss: 0.391 | Acc: 86.470% (18041/20864) 163/391 [===========================>.....................................] Step: 354ms | Tot: 58s104ms | Loss: 0.390 | Acc: 86.490% (18156/20992) 164/391 [===========================>.....................................] Step: 351ms | Tot: 58s455ms | Loss: 0.391 | Acc: 86.482% (18265/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 58s810ms | Loss: 0.391 | Acc: 86.502% (18380/21248) 166/391 [===========================>.....................................] Step: 347ms | Tot: 59s158ms | Loss: 0.391 | Acc: 86.490% (18488/21376) 167/391 [===========================>.....................................] Step: 355ms | Tot: 59s514ms | Loss: 0.391 | Acc: 86.514% (18604/21504) 168/391 [===========================>.....................................] Step: 371ms | Tot: 59s885ms | Loss: 0.391 | Acc: 86.529% (18718/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m242ms | Loss: 0.391 | Acc: 86.530% (18829/21760) 170/391 [============================>....................................] Step: 348ms | Tot: 1m590ms | Loss: 0.390 | Acc: 86.550% (18944/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m956ms | Loss: 0.390 | Acc: 86.551% (19055/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.390 | Acc: 86.534% (19162/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.390 | Acc: 86.539% (19274/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.389 | Acc: 86.571% (19392/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m2s | Loss: 0.390 | Acc: 86.559% (19500/22528) 176/391 [=============================>...................................] Step: 345ms | Tot: 1m2s | Loss: 0.390 | Acc: 86.551% (19609/22656) 177/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.390 | Acc: 86.583% (19727/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.390 | Acc: 86.570% (19835/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.390 | Acc: 86.580% (19948/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.389 | Acc: 86.607% (20065/23168) 181/391 [==============================>..................................] Step: 350ms | Tot: 1m4s | Loss: 0.389 | Acc: 86.607% (20176/23296) 182/391 [==============================>..................................] Step: 369ms | Tot: 1m4s | Loss: 0.390 | Acc: 86.582% (20281/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m5s | Loss: 0.390 | Acc: 86.587% (20393/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.390 | Acc: 86.605% (20508/23680) 185/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.390 | Acc: 86.618% (20622/23808) 186/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.390 | Acc: 86.631% (20736/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m6s | Loss: 0.390 | Acc: 86.602% (20840/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.390 | Acc: 86.582% (20946/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m7s | Loss: 0.390 | Acc: 86.575% (21055/24320) 190/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.390 | Acc: 86.567% (21164/24448) 191/391 [===============================>.................................] Step: 348ms | Tot: 1m8s | Loss: 0.389 | Acc: 86.584% (21279/24576) 192/391 [===============================>.................................] Step: 350ms | Tot: 1m8s | Loss: 0.390 | Acc: 86.565% (21385/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m8s | Loss: 0.390 | Acc: 86.546% (21491/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m9s | Loss: 0.390 | Acc: 86.542% (21601/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m9s | Loss: 0.390 | Acc: 86.539% (21711/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m9s | Loss: 0.391 | Acc: 86.536% (21821/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.390 | Acc: 86.533% (21931/25344) 198/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.391 | Acc: 86.503% (22034/25472) 199/391 [=================================>...............................] Step: 372ms | Tot: 1m11s | Loss: 0.391 | Acc: 86.480% (22139/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m11s | Loss: 0.391 | Acc: 86.486% (22251/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m11s | Loss: 0.391 | Acc: 86.463% (22356/25856) 202/391 [=================================>...............................] Step: 350ms | Tot: 1m12s | Loss: 0.391 | Acc: 86.442% (22461/25984) 203/391 [=================================>...............................] Step: 349ms | Tot: 1m12s | Loss: 0.391 | Acc: 86.443% (22572/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.391 | Acc: 86.437% (22681/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m13s | Loss: 0.392 | Acc: 86.419% (22787/26368) 206/391 [==================================>..............................] Step: 354ms | Tot: 1m13s | Loss: 0.391 | Acc: 86.417% (22897/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m13s | Loss: 0.392 | Acc: 86.396% (23002/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.392 | Acc: 86.397% (23113/26752) 209/391 [==================================>..............................] Step: 351ms | Tot: 1m14s | Loss: 0.392 | Acc: 86.395% (23223/26880) 210/391 [==================================>..............................] Step: 372ms | Tot: 1m14s | Loss: 0.392 | Acc: 86.374% (23328/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m15s | Loss: 0.393 | Acc: 86.347% (23431/27136) 212/391 [===================================>.............................] Step: 350ms | Tot: 1m15s | Loss: 0.393 | Acc: 86.356% (23544/27264) 213/391 [===================================>.............................] Step: 352ms | Tot: 1m16s | Loss: 0.393 | Acc: 86.368% (23658/27392) 214/391 [===================================>.............................] Step: 347ms | Tot: 1m16s | Loss: 0.393 | Acc: 86.374% (23770/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.393 | Acc: 86.335% (23870/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.393 | Acc: 86.323% (23977/27776) 217/391 [====================================>............................] Step: 355ms | Tot: 1m17s | Loss: 0.393 | Acc: 86.339% (24092/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m17s | Loss: 0.394 | Acc: 86.330% (24200/28032) 219/391 [====================================>............................] Step: 347ms | Tot: 1m18s | Loss: 0.394 | Acc: 86.303% (24303/28160) 220/391 [====================================>............................] Step: 349ms | Tot: 1m18s | Loss: 0.394 | Acc: 86.309% (24415/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.394 | Acc: 86.296% (24522/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.394 | Acc: 86.291% (24631/28544) 223/391 [=====================================>...........................] Step: 348ms | Tot: 1m19s | Loss: 0.394 | Acc: 86.293% (24742/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m19s | Loss: 0.394 | Acc: 86.302% (24855/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m20s | Loss: 0.394 | Acc: 86.304% (24966/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m20s | Loss: 0.393 | Acc: 86.320% (25081/29056) 227/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.393 | Acc: 86.325% (25193/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.393 | Acc: 86.323% (25303/29312) 229/391 [======================================>..........................] Step: 354ms | Tot: 1m21s | Loss: 0.393 | Acc: 86.318% (25412/29440) 230/391 [======================================>..........................] Step: 354ms | Tot: 1m22s | Loss: 0.393 | Acc: 86.313% (25521/29568) 231/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.393 | Acc: 86.328% (25636/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m22s | Loss: 0.393 | Acc: 86.343% (25751/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.393 | Acc: 86.341% (25861/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.393 | Acc: 86.320% (25965/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m23s | Loss: 0.393 | Acc: 86.331% (26079/30208) 236/391 [=======================================>.........................] Step: 351ms | Tot: 1m24s | Loss: 0.393 | Acc: 86.340% (26192/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m24s | Loss: 0.393 | Acc: 86.341% (26303/30464) 238/391 [=======================================>.........................] Step: 373ms | Tot: 1m25s | Loss: 0.393 | Acc: 86.320% (26407/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.393 | Acc: 86.325% (26519/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m25s | Loss: 0.393 | Acc: 86.317% (26627/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m26s | Loss: 0.394 | Acc: 86.286% (26728/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m26s | Loss: 0.394 | Acc: 86.294% (26841/31104) 243/391 [========================================>........................] Step: 371ms | Tot: 1m26s | Loss: 0.394 | Acc: 86.293% (26951/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.394 | Acc: 86.282% (27058/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.393 | Acc: 86.293% (27172/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.393 | Acc: 86.295% (27283/31616) 247/391 [=========================================>.......................] Step: 352ms | Tot: 1m28s | Loss: 0.394 | Acc: 86.275% (27387/31744) 248/391 [=========================================>.......................] Step: 356ms | Tot: 1m28s | Loss: 0.393 | Acc: 86.286% (27501/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m28s | Loss: 0.394 | Acc: 86.281% (27610/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.394 | Acc: 86.283% (27721/32128) 251/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.394 | Acc: 86.282% (27831/32256) 252/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.393 | Acc: 86.290% (27944/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m30s | Loss: 0.394 | Acc: 86.282% (28052/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m30s | Loss: 0.394 | Acc: 86.284% (28163/32640) 255/391 [==========================================>......................] Step: 349ms | Tot: 1m31s | Loss: 0.394 | Acc: 86.292% (28276/32768) 256/391 [==========================================>......................] Step: 354ms | Tot: 1m31s | Loss: 0.393 | Acc: 86.302% (28390/32896) 257/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.393 | Acc: 86.304% (28501/33024) 258/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.393 | Acc: 86.284% (28605/33152) 259/391 [===========================================>.....................] Step: 347ms | Tot: 1m32s | Loss: 0.393 | Acc: 86.298% (28720/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m32s | Loss: 0.393 | Acc: 86.303% (28832/33408) 261/391 [===========================================>.....................] Step: 354ms | Tot: 1m33s | Loss: 0.393 | Acc: 86.310% (28945/33536) 262/391 [===========================================>.....................] Step: 352ms | Tot: 1m33s | Loss: 0.393 | Acc: 86.303% (29053/33664) 263/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.393 | Acc: 86.310% (29166/33792) 264/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.393 | Acc: 86.318% (29279/33920) 265/391 [============================================>....................] Step: 350ms | Tot: 1m34s | Loss: 0.392 | Acc: 86.337% (29396/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m35s | Loss: 0.392 | Acc: 86.347% (29510/34176) 267/391 [============================================>....................] Step: 357ms | Tot: 1m35s | Loss: 0.393 | Acc: 86.331% (29615/34304) 268/391 [============================================>....................] Step: 346ms | Tot: 1m35s | Loss: 0.392 | Acc: 86.341% (29729/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.393 | Acc: 86.331% (29836/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.392 | Acc: 86.327% (29945/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m36s | Loss: 0.393 | Acc: 86.302% (30047/34816) 272/391 [=============================================>...................] Step: 352ms | Tot: 1m37s | Loss: 0.392 | Acc: 86.315% (30162/34944) 273/391 [=============================================>...................] Step: 346ms | Tot: 1m37s | Loss: 0.393 | Acc: 86.308% (30270/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m37s | Loss: 0.393 | Acc: 86.298% (30377/35200) 275/391 [=============================================>...................] Step: 348ms | Tot: 1m38s | Loss: 0.392 | Acc: 86.317% (30494/35328) 276/391 [=============================================>...................] Step: 349ms | Tot: 1m38s | Loss: 0.392 | Acc: 86.330% (30609/35456) 277/391 [==============================================>..................] Step: 354ms | Tot: 1m38s | Loss: 0.391 | Acc: 86.353% (30728/35584) 278/391 [==============================================>..................] Step: 352ms | Tot: 1m39s | Loss: 0.391 | Acc: 86.377% (30847/35712) 279/391 [==============================================>..................] Step: 354ms | Tot: 1m39s | Loss: 0.391 | Acc: 86.373% (30956/35840) 280/391 [==============================================>..................] Step: 371ms | Tot: 1m39s | Loss: 0.392 | Acc: 86.349% (31058/35968) 281/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.392 | Acc: 86.328% (31161/36096) 282/391 [==============================================>..................] Step: 352ms | Tot: 1m40s | Loss: 0.392 | Acc: 86.343% (31277/36224) 283/391 [===============================================>.................] Step: 355ms | Tot: 1m41s | Loss: 0.392 | Acc: 86.336% (31385/36352) 284/391 [===============================================>.................] Step: 349ms | Tot: 1m41s | Loss: 0.392 | Acc: 86.332% (31494/36480) 285/391 [===============================================>.................] Step: 352ms | Tot: 1m41s | Loss: 0.392 | Acc: 86.339% (31607/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.392 | Acc: 86.349% (31721/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.392 | Acc: 86.336% (31827/36864) 288/391 [===============================================>.................] Step: 377ms | Tot: 1m42s | Loss: 0.393 | Acc: 86.332% (31936/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m43s | Loss: 0.393 | Acc: 86.317% (32041/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m43s | Loss: 0.393 | Acc: 86.329% (32156/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m43s | Loss: 0.393 | Acc: 86.331% (32267/37376) 292/391 [================================================>................] Step: 354ms | Tot: 1m44s | Loss: 0.393 | Acc: 86.327% (32376/37504) 293/391 [================================================>................] Step: 350ms | Tot: 1m44s | Loss: 0.393 | Acc: 86.323% (32485/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.393 | Acc: 86.314% (32592/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m45s | Loss: 0.393 | Acc: 86.302% (32698/37888) 296/391 [=================================================>...............] Step: 355ms | Tot: 1m45s | Loss: 0.393 | Acc: 86.314% (32813/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.393 | Acc: 86.326% (32928/38144) 298/391 [=================================================>...............] Step: 352ms | Tot: 1m46s | Loss: 0.393 | Acc: 86.324% (33038/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.393 | Acc: 86.328% (33150/38400) 300/391 [=================================================>...............] Step: 348ms | Tot: 1m47s | Loss: 0.392 | Acc: 86.342% (33266/38528) 301/391 [==================================================>..............] Step: 350ms | Tot: 1m47s | Loss: 0.393 | Acc: 86.331% (33372/38656) 302/391 [==================================================>..............] Step: 356ms | Tot: 1m47s | Loss: 0.392 | Acc: 86.345% (33488/38784) 303/391 [==================================================>..............] Step: 347ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.359% (33604/38912) 304/391 [==================================================>..............] Step: 353ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.342% (33708/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.366% (33828/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.368% (33939/39296) 307/391 [===================================================>.............] Step: 348ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.371% (34051/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.382% (34166/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m50s | Loss: 0.392 | Acc: 86.363% (34269/39680) 310/391 [===================================================>.............] Step: 350ms | Tot: 1m50s | Loss: 0.392 | Acc: 86.357% (34377/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.392 | Acc: 86.356% (34487/39936) 312/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.392 | Acc: 86.359% (34599/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m51s | Loss: 0.392 | Acc: 86.368% (34713/40192) 314/391 [====================================================>............] Step: 352ms | Tot: 1m52s | Loss: 0.392 | Acc: 86.367% (34823/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m52s | Loss: 0.392 | Acc: 86.378% (34938/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m52s | Loss: 0.392 | Acc: 86.369% (35045/40576) 317/391 [====================================================>............] Step: 348ms | Tot: 1m53s | Loss: 0.392 | Acc: 86.377% (35159/40704) 318/391 [====================================================>............] Step: 353ms | Tot: 1m53s | Loss: 0.392 | Acc: 86.373% (35268/40832) 319/391 [=====================================================>...........] Step: 353ms | Tot: 1m53s | Loss: 0.392 | Acc: 86.370% (35377/40960) 320/391 [=====================================================>...........] Step: 352ms | Tot: 1m54s | Loss: 0.392 | Acc: 86.385% (35494/41088) 321/391 [=====================================================>...........] Step: 348ms | Tot: 1m54s | Loss: 0.391 | Acc: 86.396% (35609/41216) 322/391 [=====================================================>...........] Step: 371ms | Tot: 1m54s | Loss: 0.392 | Acc: 86.399% (35721/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.391 | Acc: 86.413% (35837/41472) 324/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.392 | Acc: 86.409% (35946/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m56s | Loss: 0.392 | Acc: 86.400% (36053/41728) 326/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.392 | Acc: 86.394% (36161/41856) 327/391 [======================================================>..........] Step: 353ms | Tot: 1m56s | Loss: 0.392 | Acc: 86.390% (36270/41984) 328/391 [======================================================>..........] Step: 346ms | Tot: 1m57s | Loss: 0.392 | Acc: 86.393% (36382/42112) 329/391 [======================================================>..........] Step: 352ms | Tot: 1m57s | Loss: 0.392 | Acc: 86.390% (36491/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 1m57s | Loss: 0.392 | Acc: 86.388% (36601/42368) 331/391 [=======================================================>.........] Step: 347ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.378% (36707/42496) 332/391 [=======================================================>.........] Step: 349ms | Tot: 1m58s | Loss: 0.392 | Acc: 86.388% (36822/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.382% (36930/42752) 334/391 [=======================================================>.........] Step: 350ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.383% (37041/42880) 335/391 [=======================================================>.........] Step: 350ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.372% (37147/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.376% (37259/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m310ms | Loss: 0.393 | Acc: 86.381% (37372/43264) 338/391 [========================================================>........] Step: 350ms | Tot: 2m661ms | Loss: 0.392 | Acc: 86.385% (37484/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.393 | Acc: 86.383% (37594/43520) 340/391 [========================================================>........] Step: 353ms | Tot: 2m1s | Loss: 0.392 | Acc: 86.398% (37711/43648) 341/391 [========================================================>........] Step: 355ms | Tot: 2m1s | Loss: 0.392 | Acc: 86.404% (37824/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.392 | Acc: 86.400% (37933/43904) 343/391 [=========================================================>.......] Step: 350ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.392% (38040/44032) 344/391 [=========================================================>.......] Step: 358ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.402% (38155/44160) 345/391 [=========================================================>.......] Step: 348ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.405% (38267/44288) 346/391 [=========================================================>.......] Step: 353ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.399% (38375/44416) 347/391 [=========================================================>.......] Step: 354ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.391% (38482/44544) 348/391 [=========================================================>.......] Step: 347ms | Tot: 2m4s | Loss: 0.393 | Acc: 86.387% (38591/44672) 349/391 [==========================================================>......] Step: 352ms | Tot: 2m4s | Loss: 0.393 | Acc: 86.386% (38701/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m4s | Loss: 0.393 | Acc: 86.380% (38809/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m5s | Loss: 0.393 | Acc: 86.390% (38924/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m5s | Loss: 0.393 | Acc: 86.389% (39034/45184) 353/391 [==========================================================>......] Step: 353ms | Tot: 2m5s | Loss: 0.393 | Acc: 86.392% (39146/45312) 354/391 [==========================================================>......] Step: 349ms | Tot: 2m6s | Loss: 0.393 | Acc: 86.386% (39254/45440) 355/391 [===========================================================>.....] Step: 353ms | Tot: 2m6s | Loss: 0.393 | Acc: 86.381% (39362/45568) 356/391 [===========================================================>.....] Step: 353ms | Tot: 2m7s | Loss: 0.393 | Acc: 86.386% (39475/45696) 357/391 [===========================================================>.....] Step: 356ms | Tot: 2m7s | Loss: 0.393 | Acc: 86.398% (39591/45824) 358/391 [===========================================================>.....] Step: 351ms | Tot: 2m7s | Loss: 0.393 | Acc: 86.399% (39702/45952) 359/391 [===========================================================>.....] Step: 352ms | Tot: 2m8s | Loss: 0.393 | Acc: 86.404% (39815/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m8s | Loss: 0.393 | Acc: 86.401% (39924/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m8s | Loss: 0.393 | Acc: 86.399% (40034/46336) 362/391 [============================================================>....] Step: 348ms | Tot: 2m9s | Loss: 0.393 | Acc: 86.400% (40145/46464) 363/391 [============================================================>....] Step: 350ms | Tot: 2m9s | Loss: 0.393 | Acc: 86.401% (40256/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m9s | Loss: 0.393 | Acc: 86.400% (40366/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.393 | Acc: 86.405% (40479/46848) 366/391 [============================================================>....] Step: 347ms | Tot: 2m10s | Loss: 0.393 | Acc: 86.404% (40589/46976) 367/391 [=============================================================>...] Step: 352ms | Tot: 2m10s | Loss: 0.393 | Acc: 86.398% (40697/47104) 368/391 [=============================================================>...] Step: 353ms | Tot: 2m11s | Loss: 0.393 | Acc: 86.399% (40808/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m11s | Loss: 0.393 | Acc: 86.404% (40921/47360) 370/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.393 | Acc: 86.386% (41023/47488) 371/391 [=============================================================>...] Step: 348ms | Tot: 2m12s | Loss: 0.393 | Acc: 86.385% (41133/47616) 372/391 [=============================================================>...] Step: 349ms | Tot: 2m12s | Loss: 0.394 | Acc: 86.379% (41241/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m13s | Loss: 0.394 | Acc: 86.374% (41349/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m13s | Loss: 0.394 | Acc: 86.373% (41459/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m13s | Loss: 0.394 | Acc: 86.359% (41563/48128) 376/391 [==============================================================>..] Step: 352ms | Tot: 2m14s | Loss: 0.394 | Acc: 86.369% (41678/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m14s | Loss: 0.394 | Acc: 86.353% (41781/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m14s | Loss: 0.394 | Acc: 86.344% (41887/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m15s | Loss: 0.394 | Acc: 86.353% (42002/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m15s | Loss: 0.394 | Acc: 86.350% (42111/48768) 381/391 [===============================================================>.] Step: 372ms | Tot: 2m15s | Loss: 0.394 | Acc: 86.363% (42228/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.394 | Acc: 86.362% (42338/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.394 | Acc: 86.367% (42451/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.394 | Acc: 86.372% (42564/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m17s | Loss: 0.394 | Acc: 86.373% (42675/49408) 386/391 [================================================================>] Step: 353ms | Tot: 2m17s | Loss: 0.394 | Acc: 86.378% (42788/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m18s | Loss: 0.394 | Acc: 86.368% (42894/49664) 388/391 [================================================================>] Step: 350ms | Tot: 2m18s | Loss: 0.394 | Acc: 86.353% (42997/49792) 389/391 [================================================================>] Step: 346ms | Tot: 2m18s | Loss: 0.394 | Acc: 86.370% (43116/49920) 390/391 [================================================================>] Step: 329ms | Tot: 2m19s | Loss: 0.394 | Acc: 86.362% (43181/50000) 391/391 + [>................................................................] Step: 474ms | Tot: 2ms | Loss: 0.608 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 304ms | Tot: 306ms | Loss: 0.536 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 291ms | Tot: 598ms | Loss: 0.576 | Acc: 77.667% (233/300) 3/100 [=>...............................................................] Step: 283ms | Tot: 882ms | Loss: 0.561 | Acc: 78.750% (315/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s175ms | Loss: 0.575 | Acc: 78.200% (391/500) 5/100 [===>.............................................................] Step: 286ms | Tot: 1s462ms | Loss: 0.535 | Acc: 79.333% (476/600) 6/100 [===>.............................................................] Step: 287ms | Tot: 1s749ms | Loss: 0.540 | Acc: 79.714% (558/700) 7/100 [====>............................................................] Step: 288ms | Tot: 2s37ms | Loss: 0.552 | Acc: 79.625% (637/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s337ms | Loss: 0.576 | Acc: 79.444% (715/900) 9/100 [=====>...........................................................] Step: 292ms | Tot: 2s630ms | Loss: 0.581 | Acc: 79.800% (798/1000) 10/100 [======>..........................................................] Step: 293ms | Tot: 2s924ms | Loss: 0.594 | Acc: 79.727% (877/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s222ms | Loss: 0.598 | Acc: 79.750% (957/1200) 12/100 [=======>.........................................................] Step: 290ms | Tot: 3s513ms | Loss: 0.582 | Acc: 80.231% (1043/1300) 13/100 [========>........................................................] Step: 295ms | Tot: 3s808ms | Loss: 0.586 | Acc: 80.214% (1123/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s108ms | Loss: 0.583 | Acc: 80.267% (1204/1500) 15/100 [=========>.......................................................] Step: 295ms | Tot: 4s403ms | Loss: 0.589 | Acc: 80.062% (1281/1600) 16/100 [==========>......................................................] Step: 297ms | Tot: 4s701ms | Loss: 0.585 | Acc: 80.294% (1365/1700) 17/100 [===========>.....................................................] Step: 293ms | Tot: 4s994ms | Loss: 0.587 | Acc: 80.389% (1447/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s306ms | Loss: 0.588 | Acc: 80.368% (1527/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s611ms | Loss: 0.597 | Acc: 80.300% (1606/2000) 20/100 [=============>...................................................] Step: 296ms | Tot: 5s907ms | Loss: 0.601 | Acc: 80.190% (1684/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s208ms | Loss: 0.601 | Acc: 80.182% (1764/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s510ms | Loss: 0.605 | Acc: 80.043% (1841/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 6s815ms | Loss: 0.603 | Acc: 80.208% (1925/2400) 24/100 [===============>.................................................] Step: 295ms | Tot: 7s110ms | Loss: 0.605 | Acc: 80.240% (2006/2500) 25/100 [================>................................................] Step: 295ms | Tot: 7s406ms | Loss: 0.607 | Acc: 80.423% (2091/2600) 26/100 [================>................................................] Step: 296ms | Tot: 7s702ms | Loss: 0.603 | Acc: 80.370% (2170/2700) 27/100 [=================>...............................................] Step: 296ms | Tot: 7s998ms | Loss: 0.601 | Acc: 80.286% (2248/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s300ms | Loss: 0.603 | Acc: 80.379% (2331/2900) 29/100 [==================>..............................................] Step: 295ms | Tot: 8s596ms | Loss: 0.605 | Acc: 80.400% (2412/3000) 30/100 [===================>.............................................] Step: 294ms | Tot: 8s890ms | Loss: 0.607 | Acc: 80.387% (2492/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s195ms | Loss: 0.608 | Acc: 80.344% (2571/3200) 32/100 [====================>............................................] Step: 298ms | Tot: 9s494ms | Loss: 0.605 | Acc: 80.576% (2659/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 9s797ms | Loss: 0.604 | Acc: 80.647% (2742/3400) 34/100 [======================>..........................................] Step: 298ms | Tot: 10s96ms | Loss: 0.614 | Acc: 80.429% (2815/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s404ms | Loss: 0.614 | Acc: 80.583% (2901/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s712ms | Loss: 0.616 | Acc: 80.514% (2979/3700) 37/100 [========================>........................................] Step: 291ms | Tot: 11s4ms | Loss: 0.617 | Acc: 80.500% (3059/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s305ms | Loss: 0.617 | Acc: 80.538% (3141/3900) 39/100 [=========================>.......................................] Step: 294ms | Tot: 11s600ms | Loss: 0.615 | Acc: 80.600% (3224/4000) 40/100 [==========================>......................................] Step: 297ms | Tot: 11s898ms | Loss: 0.613 | Acc: 80.634% (3306/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s201ms | Loss: 0.614 | Acc: 80.643% (3387/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s504ms | Loss: 0.608 | Acc: 80.837% (3476/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 12s806ms | Loss: 0.610 | Acc: 80.818% (3556/4400) 44/100 [============================>....................................] Step: 293ms | Tot: 13s99ms | Loss: 0.611 | Acc: 80.667% (3630/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s403ms | Loss: 0.612 | Acc: 80.522% (3704/4600) 46/100 [=============================>...................................] Step: 299ms | Tot: 13s702ms | Loss: 0.610 | Acc: 80.596% (3788/4700) 47/100 [==============================>..................................] Step: 290ms | Tot: 13s993ms | Loss: 0.614 | Acc: 80.521% (3865/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s296ms | Loss: 0.613 | Acc: 80.592% (3949/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s594ms | Loss: 0.615 | Acc: 80.580% (4029/5000) 50/100 [================================>................................] Step: 303ms | Tot: 14s898ms | Loss: 0.614 | Acc: 80.647% (4113/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s208ms | Loss: 0.616 | Acc: 80.692% (4196/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s511ms | Loss: 0.614 | Acc: 80.792% (4282/5300) 53/100 [==================================>..............................] Step: 297ms | Tot: 15s809ms | Loss: 0.615 | Acc: 80.815% (4364/5400) 54/100 [===================================>.............................] Step: 294ms | Tot: 16s103ms | Loss: 0.614 | Acc: 80.891% (4449/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 16s408ms | Loss: 0.617 | Acc: 80.768% (4523/5600) 56/100 [====================================>............................] Step: 296ms | Tot: 16s704ms | Loss: 0.618 | Acc: 80.719% (4601/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s6ms | Loss: 0.616 | Acc: 80.741% (4683/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s309ms | Loss: 0.614 | Acc: 80.780% (4766/5900) 59/100 [======================================>..........................] Step: 296ms | Tot: 17s606ms | Loss: 0.613 | Acc: 80.833% (4850/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 17s905ms | Loss: 0.612 | Acc: 80.902% (4935/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s208ms | Loss: 0.610 | Acc: 80.935% (5018/6200) 62/100 [========================================>........................] Step: 296ms | Tot: 18s505ms | Loss: 0.609 | Acc: 80.921% (5098/6300) 63/100 [========================================>........................] Step: 291ms | Tot: 18s796ms | Loss: 0.609 | Acc: 80.969% (5182/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s98ms | Loss: 0.611 | Acc: 80.938% (5261/6500) 65/100 [==========================================>......................] Step: 300ms | Tot: 19s398ms | Loss: 0.612 | Acc: 80.924% (5341/6600) 66/100 [==========================================>......................] Step: 298ms | Tot: 19s697ms | Loss: 0.609 | Acc: 80.970% (5425/6700) 67/100 [===========================================>.....................] Step: 296ms | Tot: 19s994ms | Loss: 0.612 | Acc: 81.000% (5508/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 20s308ms | Loss: 0.613 | Acc: 80.913% (5583/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 20s613ms | Loss: 0.614 | Acc: 80.886% (5662/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 20s912ms | Loss: 0.615 | Acc: 80.930% (5746/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s217ms | Loss: 0.613 | Acc: 80.972% (5830/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 21s517ms | Loss: 0.614 | Acc: 80.959% (5910/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 21s818ms | Loss: 0.614 | Acc: 80.946% (5990/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s129ms | Loss: 0.615 | Acc: 80.933% (6070/7500) 75/100 [================================================>................] Step: 299ms | Tot: 22s429ms | Loss: 0.616 | Acc: 80.934% (6151/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 22s731ms | Loss: 0.615 | Acc: 80.909% (6230/7700) 77/100 [==================================================>..............] Step: 296ms | Tot: 23s28ms | Loss: 0.616 | Acc: 80.897% (6310/7800) 78/100 [==================================================>..............] Step: 316ms | Tot: 23s344ms | Loss: 0.616 | Acc: 80.949% (6395/7900) 79/100 [===================================================>.............] Step: 325ms | Tot: 23s670ms | Loss: 0.615 | Acc: 81.037% (6483/8000) 80/100 [====================================================>............] Step: 296ms | Tot: 23s966ms | Loss: 0.613 | Acc: 81.062% (6566/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s269ms | Loss: 0.612 | Acc: 81.049% (6646/8200) 82/100 [=====================================================>...........] Step: 298ms | Tot: 24s568ms | Loss: 0.611 | Acc: 81.036% (6726/8300) 83/100 [=====================================================>...........] Step: 295ms | Tot: 24s863ms | Loss: 0.611 | Acc: 80.988% (6803/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s171ms | Loss: 0.615 | Acc: 80.871% (6874/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 25s478ms | Loss: 0.615 | Acc: 80.860% (6954/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 25s779ms | Loss: 0.616 | Acc: 80.782% (7028/8700) 87/100 [========================================================>........] Step: 298ms | Tot: 26s77ms | Loss: 0.614 | Acc: 80.830% (7113/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s384ms | Loss: 0.614 | Acc: 80.798% (7191/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 26s684ms | Loss: 0.616 | Acc: 80.756% (7268/9000) 90/100 [==========================================================>......] Step: 297ms | Tot: 26s981ms | Loss: 0.614 | Acc: 80.824% (7355/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 27s289ms | Loss: 0.612 | Acc: 80.891% (7442/9200) 92/100 [===========================================================>.....] Step: 317ms | Tot: 27s607ms | Loss: 0.613 | Acc: 80.871% (7521/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 27s917ms | Loss: 0.613 | Acc: 80.851% (7600/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s230ms | Loss: 0.613 | Acc: 80.800% (7676/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 28s537ms | Loss: 0.612 | Acc: 80.812% (7758/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 28s847ms | Loss: 0.609 | Acc: 80.856% (7843/9700) 97/100 [===============================================================>.] Step: 319ms | Tot: 29s166ms | Loss: 0.609 | Acc: 80.888% (7927/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 29s473ms | Loss: 0.610 | Acc: 80.889% (8008/9900) 99/100 [================================================================>] Step: 300ms | Tot: 29s774ms | Loss: 0.611 | Acc: 80.850% (8085/10000) 100/100 + +Epoch: 74 + [>................................................................] Step: 628ms | Tot: 2ms | Loss: 0.285 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 375ms | Tot: 377ms | Loss: 0.301 | Acc: 92.188% (236/256) 2/391 [>................................................................] Step: 359ms | Tot: 737ms | Loss: 0.345 | Acc: 89.062% (342/384) 3/391 [>................................................................] Step: 355ms | Tot: 1s92ms | Loss: 0.368 | Acc: 87.695% (449/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s453ms | Loss: 0.363 | Acc: 87.656% (561/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s814ms | Loss: 0.350 | Acc: 88.021% (676/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s173ms | Loss: 0.349 | Acc: 88.058% (789/896) 7/391 [=>...............................................................] Step: 348ms | Tot: 2s522ms | Loss: 0.355 | Acc: 87.695% (898/1024) 8/391 [=>...............................................................] Step: 356ms | Tot: 2s879ms | Loss: 0.376 | Acc: 86.979% (1002/1152) 9/391 [=>...............................................................] Step: 349ms | Tot: 3s228ms | Loss: 0.373 | Acc: 87.109% (1115/1280) 10/391 [=>...............................................................] Step: 350ms | Tot: 3s579ms | Loss: 0.373 | Acc: 87.074% (1226/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 3s940ms | Loss: 0.371 | Acc: 87.174% (1339/1536) 12/391 [=>...............................................................] Step: 356ms | Tot: 4s297ms | Loss: 0.365 | Acc: 87.500% (1456/1664) 13/391 [==>..............................................................] Step: 348ms | Tot: 4s645ms | Loss: 0.360 | Acc: 87.556% (1569/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s10ms | Loss: 0.360 | Acc: 87.500% (1680/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s376ms | Loss: 0.360 | Acc: 87.354% (1789/2048) 16/391 [==>..............................................................] Step: 353ms | Tot: 5s729ms | Loss: 0.363 | Acc: 87.132% (1896/2176) 17/391 [==>..............................................................] Step: 351ms | Tot: 6s80ms | Loss: 0.361 | Acc: 87.283% (2011/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s440ms | Loss: 0.369 | Acc: 87.007% (2116/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s800ms | Loss: 0.367 | Acc: 87.031% (2228/2560) 20/391 [===>.............................................................] Step: 353ms | Tot: 7s153ms | Loss: 0.364 | Acc: 87.165% (2343/2688) 21/391 [===>.............................................................] Step: 349ms | Tot: 7s502ms | Loss: 0.360 | Acc: 87.322% (2459/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 7s869ms | Loss: 0.356 | Acc: 87.500% (2576/2944) 23/391 [===>.............................................................] Step: 348ms | Tot: 8s218ms | Loss: 0.359 | Acc: 87.370% (2684/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s575ms | Loss: 0.361 | Acc: 87.281% (2793/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 8s934ms | Loss: 0.365 | Acc: 87.230% (2903/3328) 26/391 [====>............................................................] Step: 351ms | Tot: 9s285ms | Loss: 0.367 | Acc: 87.066% (3009/3456) 27/391 [====>............................................................] Step: 347ms | Tot: 9s632ms | Loss: 0.368 | Acc: 87.081% (3121/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s4ms | Loss: 0.369 | Acc: 87.069% (3232/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s365ms | Loss: 0.367 | Acc: 87.083% (3344/3840) 30/391 [====>............................................................] Step: 349ms | Tot: 10s715ms | Loss: 0.371 | Acc: 86.946% (3450/3968) 31/391 [=====>...........................................................] Step: 350ms | Tot: 11s66ms | Loss: 0.371 | Acc: 86.987% (3563/4096) 32/391 [=====>...........................................................] Step: 353ms | Tot: 11s420ms | Loss: 0.370 | Acc: 87.003% (3675/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 11s783ms | Loss: 0.372 | Acc: 86.926% (3783/4352) 34/391 [=====>...........................................................] Step: 351ms | Tot: 12s135ms | Loss: 0.372 | Acc: 86.987% (3897/4480) 35/391 [=====>...........................................................] Step: 350ms | Tot: 12s486ms | Loss: 0.371 | Acc: 87.066% (4012/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 12s846ms | Loss: 0.371 | Acc: 86.993% (4120/4736) 37/391 [======>..........................................................] Step: 350ms | Tot: 13s197ms | Loss: 0.369 | Acc: 87.130% (4238/4864) 38/391 [======>..........................................................] Step: 354ms | Tot: 13s552ms | Loss: 0.370 | Acc: 87.119% (4349/4992) 39/391 [======>..........................................................] Step: 354ms | Tot: 13s907ms | Loss: 0.369 | Acc: 87.129% (4461/5120) 40/391 [======>..........................................................] Step: 352ms | Tot: 14s260ms | Loss: 0.368 | Acc: 87.271% (4580/5248) 41/391 [======>..........................................................] Step: 351ms | Tot: 14s611ms | Loss: 0.369 | Acc: 87.202% (4688/5376) 42/391 [======>..........................................................] Step: 374ms | Tot: 14s985ms | Loss: 0.373 | Acc: 87.064% (4792/5504) 43/391 [=======>.........................................................] Step: 363ms | Tot: 15s349ms | Loss: 0.372 | Acc: 87.127% (4907/5632) 44/391 [=======>.........................................................] Step: 350ms | Tot: 15s699ms | Loss: 0.372 | Acc: 87.170% (5021/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s57ms | Loss: 0.373 | Acc: 87.126% (5130/5888) 46/391 [=======>.........................................................] Step: 355ms | Tot: 16s412ms | Loss: 0.377 | Acc: 86.885% (5227/6016) 47/391 [=======>.........................................................] Step: 353ms | Tot: 16s766ms | Loss: 0.379 | Acc: 86.768% (5331/6144) 48/391 [=======>.........................................................] Step: 350ms | Tot: 17s116ms | Loss: 0.376 | Acc: 86.846% (5447/6272) 49/391 [========>........................................................] Step: 350ms | Tot: 17s467ms | Loss: 0.375 | Acc: 86.859% (5559/6400) 50/391 [========>........................................................] Step: 354ms | Tot: 17s822ms | Loss: 0.375 | Acc: 86.857% (5670/6528) 51/391 [========>........................................................] Step: 356ms | Tot: 18s178ms | Loss: 0.374 | Acc: 86.899% (5784/6656) 52/391 [========>........................................................] Step: 349ms | Tot: 18s528ms | Loss: 0.375 | Acc: 86.851% (5892/6784) 53/391 [========>........................................................] Step: 356ms | Tot: 18s884ms | Loss: 0.374 | Acc: 86.849% (6003/6912) 54/391 [========>........................................................] Step: 350ms | Tot: 19s235ms | Loss: 0.374 | Acc: 86.818% (6112/7040) 55/391 [=========>.......................................................] Step: 351ms | Tot: 19s586ms | Loss: 0.374 | Acc: 86.802% (6222/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 19s956ms | Loss: 0.373 | Acc: 86.842% (6336/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s317ms | Loss: 0.374 | Acc: 86.773% (6442/7424) 58/391 [=========>.......................................................] Step: 350ms | Tot: 20s667ms | Loss: 0.376 | Acc: 86.732% (6550/7552) 59/391 [=========>.......................................................] Step: 356ms | Tot: 21s24ms | Loss: 0.377 | Acc: 86.667% (6656/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 21s393ms | Loss: 0.378 | Acc: 86.629% (6764/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 21s765ms | Loss: 0.379 | Acc: 86.618% (6874/7936) 62/391 [==========>......................................................] Step: 349ms | Tot: 22s114ms | Loss: 0.380 | Acc: 86.582% (6982/8064) 63/391 [==========>......................................................] Step: 349ms | Tot: 22s464ms | Loss: 0.379 | Acc: 86.609% (7095/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 22s822ms | Loss: 0.378 | Acc: 86.599% (7205/8320) 65/391 [==========>......................................................] Step: 379ms | Tot: 23s201ms | Loss: 0.377 | Acc: 86.660% (7321/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 23s568ms | Loss: 0.377 | Acc: 86.637% (7430/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 23s931ms | Loss: 0.375 | Acc: 86.707% (7547/8704) 68/391 [===========>.....................................................] Step: 351ms | Tot: 24s282ms | Loss: 0.374 | Acc: 86.764% (7663/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 24s640ms | Loss: 0.376 | Acc: 86.741% (7772/8960) 70/391 [===========>.....................................................] Step: 377ms | Tot: 25s18ms | Loss: 0.377 | Acc: 86.719% (7881/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 25s381ms | Loss: 0.377 | Acc: 86.730% (7993/9216) 72/391 [===========>.....................................................] Step: 351ms | Tot: 25s733ms | Loss: 0.376 | Acc: 86.751% (8106/9344) 73/391 [============>....................................................] Step: 355ms | Tot: 26s88ms | Loss: 0.378 | Acc: 86.708% (8213/9472) 74/391 [============>....................................................] Step: 353ms | Tot: 26s442ms | Loss: 0.379 | Acc: 86.708% (8324/9600) 75/391 [============>....................................................] Step: 353ms | Tot: 26s796ms | Loss: 0.379 | Acc: 86.647% (8429/9728) 76/391 [============>....................................................] Step: 351ms | Tot: 27s147ms | Loss: 0.377 | Acc: 86.719% (8547/9856) 77/391 [============>....................................................] Step: 355ms | Tot: 27s503ms | Loss: 0.379 | Acc: 86.639% (8650/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 27s868ms | Loss: 0.378 | Acc: 86.669% (8764/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s227ms | Loss: 0.378 | Acc: 86.729% (8881/10240) 80/391 [=============>...................................................] Step: 350ms | Tot: 28s577ms | Loss: 0.377 | Acc: 86.728% (8992/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 28s948ms | Loss: 0.378 | Acc: 86.662% (9096/10496) 82/391 [=============>...................................................] Step: 371ms | Tot: 29s319ms | Loss: 0.377 | Acc: 86.672% (9208/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 29s685ms | Loss: 0.376 | Acc: 86.700% (9322/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 30s57ms | Loss: 0.379 | Acc: 86.590% (9421/10880) 85/391 [==============>..................................................] Step: 371ms | Tot: 30s428ms | Loss: 0.380 | Acc: 86.555% (9528/11008) 86/391 [==============>..................................................] Step: 358ms | Tot: 30s787ms | Loss: 0.380 | Acc: 86.548% (9638/11136) 87/391 [==============>..................................................] Step: 373ms | Tot: 31s160ms | Loss: 0.379 | Acc: 86.568% (9751/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 31s525ms | Loss: 0.380 | Acc: 86.552% (9860/11392) 89/391 [==============>..................................................] Step: 374ms | Tot: 31s899ms | Loss: 0.381 | Acc: 86.554% (9971/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s260ms | Loss: 0.381 | Acc: 86.504% (10076/11648) 91/391 [===============>.................................................] Step: 352ms | Tot: 32s613ms | Loss: 0.381 | Acc: 86.549% (10192/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 32s976ms | Loss: 0.380 | Acc: 86.542% (10302/11904) 93/391 [===============>.................................................] Step: 351ms | Tot: 33s327ms | Loss: 0.380 | Acc: 86.544% (10413/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s678ms | Loss: 0.381 | Acc: 86.505% (10519/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s35ms | Loss: 0.381 | Acc: 86.507% (10630/12288) 96/391 [===============>.................................................] Step: 383ms | Tot: 34s419ms | Loss: 0.382 | Acc: 86.477% (10737/12416) 97/391 [================>................................................] Step: 364ms | Tot: 34s783ms | Loss: 0.381 | Acc: 86.472% (10847/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s145ms | Loss: 0.381 | Acc: 86.521% (10964/12672) 99/391 [================>................................................] Step: 355ms | Tot: 35s500ms | Loss: 0.380 | Acc: 86.516% (11074/12800) 100/391 [================>................................................] Step: 361ms | Tot: 35s862ms | Loss: 0.380 | Acc: 86.533% (11187/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s221ms | Loss: 0.381 | Acc: 86.520% (11296/13056) 102/391 [================>................................................] Step: 360ms | Tot: 36s582ms | Loss: 0.381 | Acc: 86.514% (11406/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 36s938ms | Loss: 0.381 | Acc: 86.553% (11522/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 37s291ms | Loss: 0.380 | Acc: 86.600% (11639/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 37s648ms | Loss: 0.380 | Acc: 86.593% (11749/13568) 106/391 [=================>...............................................] Step: 353ms | Tot: 38s2ms | Loss: 0.380 | Acc: 86.580% (11858/13696) 107/391 [=================>...............................................] Step: 349ms | Tot: 38s352ms | Loss: 0.381 | Acc: 86.567% (11967/13824) 108/391 [=================>...............................................] Step: 351ms | Tot: 38s703ms | Loss: 0.381 | Acc: 86.561% (12077/13952) 109/391 [==================>..............................................] Step: 354ms | Tot: 39s58ms | Loss: 0.381 | Acc: 86.555% (12187/14080) 110/391 [==================>..............................................] Step: 396ms | Tot: 39s454ms | Loss: 0.381 | Acc: 86.515% (12292/14208) 111/391 [==================>..............................................] Step: 405ms | Tot: 39s860ms | Loss: 0.382 | Acc: 86.489% (12399/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s223ms | Loss: 0.382 | Acc: 86.470% (12507/14464) 113/391 [==================>..............................................] Step: 351ms | Tot: 40s574ms | Loss: 0.383 | Acc: 86.438% (12613/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 40s940ms | Loss: 0.384 | Acc: 86.406% (12719/14720) 115/391 [===================>.............................................] Step: 358ms | Tot: 41s298ms | Loss: 0.385 | Acc: 86.389% (12827/14848) 116/391 [===================>.............................................] Step: 351ms | Tot: 41s650ms | Loss: 0.384 | Acc: 86.405% (12940/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s8ms | Loss: 0.384 | Acc: 86.388% (13048/15104) 118/391 [===================>.............................................] Step: 352ms | Tot: 42s361ms | Loss: 0.385 | Acc: 86.377% (13157/15232) 119/391 [===================>.............................................] Step: 349ms | Tot: 42s710ms | Loss: 0.385 | Acc: 86.328% (13260/15360) 120/391 [===================>.............................................] Step: 350ms | Tot: 43s61ms | Loss: 0.384 | Acc: 86.364% (13376/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 43s415ms | Loss: 0.384 | Acc: 86.379% (13489/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 43s773ms | Loss: 0.384 | Acc: 86.408% (13604/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s133ms | Loss: 0.384 | Acc: 86.404% (13714/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 44s488ms | Loss: 0.384 | Acc: 86.388% (13822/16000) 125/391 [====================>............................................] Step: 375ms | Tot: 44s864ms | Loss: 0.383 | Acc: 86.427% (13939/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 45s228ms | Loss: 0.384 | Acc: 86.393% (14044/16256) 127/391 [=====================>...........................................] Step: 352ms | Tot: 45s580ms | Loss: 0.385 | Acc: 86.346% (14147/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 45s937ms | Loss: 0.385 | Acc: 86.349% (14258/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 46s292ms | Loss: 0.385 | Acc: 86.358% (14370/16640) 130/391 [=====================>...........................................] Step: 352ms | Tot: 46s644ms | Loss: 0.385 | Acc: 86.397% (14487/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 46s999ms | Loss: 0.385 | Acc: 86.399% (14598/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 47s361ms | Loss: 0.385 | Acc: 86.407% (14710/17024) 133/391 [======================>..........................................] Step: 354ms | Tot: 47s715ms | Loss: 0.385 | Acc: 86.398% (14819/17152) 134/391 [======================>..........................................] Step: 351ms | Tot: 48s66ms | Loss: 0.385 | Acc: 86.389% (14928/17280) 135/391 [======================>..........................................] Step: 351ms | Tot: 48s418ms | Loss: 0.385 | Acc: 86.426% (15045/17408) 136/391 [======================>..........................................] Step: 353ms | Tot: 48s771ms | Loss: 0.385 | Acc: 86.422% (15155/17536) 137/391 [======================>..........................................] Step: 353ms | Tot: 49s125ms | Loss: 0.386 | Acc: 86.407% (15263/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 49s482ms | Loss: 0.386 | Acc: 86.404% (15373/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 49s846ms | Loss: 0.385 | Acc: 86.440% (15490/17920) 140/391 [=======================>.........................................] Step: 367ms | Tot: 50s214ms | Loss: 0.385 | Acc: 86.447% (15602/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 50s578ms | Loss: 0.384 | Acc: 86.466% (15716/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 50s933ms | Loss: 0.383 | Acc: 86.495% (15832/18304) 143/391 [=======================>.........................................] Step: 349ms | Tot: 51s283ms | Loss: 0.382 | Acc: 86.523% (15948/18432) 144/391 [=======================>.........................................] Step: 352ms | Tot: 51s635ms | Loss: 0.383 | Acc: 86.482% (16051/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 51s993ms | Loss: 0.383 | Acc: 86.483% (16162/18688) 146/391 [========================>........................................] Step: 353ms | Tot: 52s346ms | Loss: 0.383 | Acc: 86.496% (16275/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 52s703ms | Loss: 0.383 | Acc: 86.486% (16384/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 53s65ms | Loss: 0.383 | Acc: 86.478% (16493/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 53s425ms | Loss: 0.383 | Acc: 86.484% (16605/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 53s794ms | Loss: 0.382 | Acc: 86.496% (16718/19328) 151/391 [=========================>.......................................] Step: 355ms | Tot: 54s150ms | Loss: 0.382 | Acc: 86.503% (16830/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 54s508ms | Loss: 0.383 | Acc: 86.474% (16935/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 54s872ms | Loss: 0.383 | Acc: 86.460% (17043/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 55s232ms | Loss: 0.383 | Acc: 86.457% (17153/19840) 155/391 [=========================>.......................................] Step: 353ms | Tot: 55s586ms | Loss: 0.383 | Acc: 86.453% (17263/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 55s946ms | Loss: 0.383 | Acc: 86.445% (17372/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 56s304ms | Loss: 0.383 | Acc: 86.467% (17487/20224) 158/391 [==========================>......................................] Step: 353ms | Tot: 56s658ms | Loss: 0.382 | Acc: 86.488% (17602/20352) 159/391 [==========================>......................................] Step: 371ms | Tot: 57s29ms | Loss: 0.382 | Acc: 86.489% (17713/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s388ms | Loss: 0.382 | Acc: 86.481% (17822/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 57s744ms | Loss: 0.382 | Acc: 86.482% (17933/20736) 162/391 [==========================>......................................] Step: 350ms | Tot: 58s94ms | Loss: 0.382 | Acc: 86.503% (18048/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 58s454ms | Loss: 0.382 | Acc: 86.504% (18159/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 58s814ms | Loss: 0.382 | Acc: 86.477% (18264/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 59s170ms | Loss: 0.383 | Acc: 86.488% (18377/21248) 166/391 [===========================>.....................................] Step: 351ms | Tot: 59s522ms | Loss: 0.383 | Acc: 86.480% (18486/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 59s889ms | Loss: 0.383 | Acc: 86.486% (18598/21504) 168/391 [===========================>.....................................] Step: 377ms | Tot: 1m267ms | Loss: 0.382 | Acc: 86.497% (18711/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m624ms | Loss: 0.383 | Acc: 86.457% (18813/21760) 170/391 [============================>....................................] Step: 354ms | Tot: 1m979ms | Loss: 0.384 | Acc: 86.445% (18921/21888) 171/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.384 | Acc: 86.446% (19032/22016) 172/391 [============================>....................................] Step: 346ms | Tot: 1m1s | Loss: 0.384 | Acc: 86.443% (19142/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.385 | Acc: 86.418% (19247/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.384 | Acc: 86.433% (19361/22400) 175/391 [=============================>...................................] Step: 370ms | Tot: 1m2s | Loss: 0.385 | Acc: 86.412% (19467/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.384 | Acc: 86.419% (19579/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m3s | Loss: 0.385 | Acc: 86.398% (19685/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m3s | Loss: 0.386 | Acc: 86.391% (19794/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.386 | Acc: 86.376% (19901/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.386 | Acc: 86.373% (20011/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m4s | Loss: 0.386 | Acc: 86.384% (20124/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.386 | Acc: 86.373% (20232/23424) 183/391 [==============================>..................................] Step: 349ms | Tot: 1m5s | Loss: 0.385 | Acc: 86.400% (20349/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.386 | Acc: 86.372% (20453/23680) 185/391 [==============================>..................................] Step: 347ms | Tot: 1m6s | Loss: 0.387 | Acc: 86.337% (20555/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.387 | Acc: 86.364% (20672/23936) 187/391 [===============================>.................................] Step: 348ms | Tot: 1m7s | Loss: 0.387 | Acc: 86.361% (20782/24064) 188/391 [===============================>.................................] Step: 350ms | Tot: 1m7s | Loss: 0.387 | Acc: 86.338% (20887/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.387 | Acc: 86.345% (20999/24320) 190/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.387 | Acc: 86.367% (21115/24448) 191/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.387 | Acc: 86.373% (21227/24576) 192/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.387 | Acc: 86.387% (21341/24704) 193/391 [================================>................................] Step: 353ms | Tot: 1m9s | Loss: 0.387 | Acc: 86.372% (21448/24832) 194/391 [================================>................................] Step: 349ms | Tot: 1m9s | Loss: 0.387 | Acc: 86.394% (21564/24960) 195/391 [================================>................................] Step: 374ms | Tot: 1m9s | Loss: 0.387 | Acc: 86.384% (21672/25088) 196/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.388 | Acc: 86.362% (21777/25216) 197/391 [================================>................................] Step: 349ms | Tot: 1m10s | Loss: 0.388 | Acc: 86.360% (21887/25344) 198/391 [================================>................................] Step: 351ms | Tot: 1m11s | Loss: 0.388 | Acc: 86.365% (21999/25472) 199/391 [=================================>...............................] Step: 350ms | Tot: 1m11s | Loss: 0.388 | Acc: 86.359% (22108/25600) 200/391 [=================================>...............................] Step: 352ms | Tot: 1m11s | Loss: 0.388 | Acc: 86.361% (22219/25728) 201/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.389 | Acc: 86.359% (22329/25856) 202/391 [=================================>...............................] Step: 352ms | Tot: 1m12s | Loss: 0.389 | Acc: 86.349% (22437/25984) 203/391 [=================================>...............................] Step: 349ms | Tot: 1m12s | Loss: 0.389 | Acc: 86.340% (22545/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.388 | Acc: 86.364% (22662/26240) 205/391 [==================================>..............................] Step: 351ms | Tot: 1m13s | Loss: 0.388 | Acc: 86.385% (22778/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m13s | Loss: 0.388 | Acc: 86.402% (22893/26496) 207/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.388 | Acc: 86.392% (23001/26624) 208/391 [==================================>..............................] Step: 347ms | Tot: 1m14s | Loss: 0.388 | Acc: 86.390% (23111/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.388 | Acc: 86.384% (23220/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.388 | Acc: 86.389% (23332/27008) 211/391 [===================================>.............................] Step: 352ms | Tot: 1m15s | Loss: 0.387 | Acc: 86.398% (23445/27136) 212/391 [===================================>.............................] Step: 354ms | Tot: 1m15s | Loss: 0.388 | Acc: 86.403% (23557/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.388 | Acc: 86.397% (23666/27392) 214/391 [===================================>.............................] Step: 350ms | Tot: 1m16s | Loss: 0.388 | Acc: 86.388% (23774/27520) 215/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.388 | Acc: 86.415% (23892/27648) 216/391 [===================================>.............................] Step: 350ms | Tot: 1m17s | Loss: 0.388 | Acc: 86.424% (24005/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m17s | Loss: 0.388 | Acc: 86.414% (24113/27904) 218/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.388 | Acc: 86.408% (24222/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.387 | Acc: 86.417% (24335/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.387 | Acc: 86.415% (24445/28288) 221/391 [====================================>............................] Step: 349ms | Tot: 1m19s | Loss: 0.387 | Acc: 86.427% (24559/28416) 222/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.387 | Acc: 86.442% (24674/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m19s | Loss: 0.387 | Acc: 86.457% (24789/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m20s | Loss: 0.387 | Acc: 86.462% (24901/28800) 225/391 [=====================================>...........................] Step: 347ms | Tot: 1m20s | Loss: 0.387 | Acc: 86.456% (25010/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m20s | Loss: 0.387 | Acc: 86.450% (25119/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.387 | Acc: 86.421% (25221/29184) 228/391 [=====================================>...........................] Step: 348ms | Tot: 1m21s | Loss: 0.387 | Acc: 86.432% (25335/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m22s | Loss: 0.387 | Acc: 86.454% (25452/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m22s | Loss: 0.387 | Acc: 86.438% (25558/29568) 231/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.387 | Acc: 86.459% (25675/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.388 | Acc: 86.454% (25784/29824) 233/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.388 | Acc: 86.452% (25894/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.388 | Acc: 86.433% (25999/30080) 235/391 [=======================================>.........................] Step: 351ms | Tot: 1m24s | Loss: 0.388 | Acc: 86.427% (26108/30208) 236/391 [=======================================>.........................] Step: 350ms | Tot: 1m24s | Loss: 0.388 | Acc: 86.429% (26219/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m24s | Loss: 0.388 | Acc: 86.417% (26326/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.388 | Acc: 86.408% (26434/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.388 | Acc: 86.410% (26545/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.388 | Acc: 86.408% (26655/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m26s | Loss: 0.388 | Acc: 86.406% (26765/30976) 242/391 [========================================>........................] Step: 349ms | Tot: 1m26s | Loss: 0.388 | Acc: 86.400% (26874/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m26s | Loss: 0.389 | Acc: 86.373% (26976/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.389 | Acc: 86.368% (27085/31360) 245/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.389 | Acc: 86.385% (27201/31488) 246/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.389 | Acc: 86.387% (27312/31616) 247/391 [=========================================>.......................] Step: 352ms | Tot: 1m28s | Loss: 0.388 | Acc: 86.410% (27430/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m28s | Loss: 0.388 | Acc: 86.411% (27541/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m29s | Loss: 0.389 | Acc: 86.394% (27646/32000) 250/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.388 | Acc: 86.407% (27761/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m29s | Loss: 0.388 | Acc: 86.424% (27877/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.388 | Acc: 86.416% (27985/32384) 253/391 [==========================================>......................] Step: 348ms | Tot: 1m30s | Loss: 0.388 | Acc: 86.402% (28091/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m30s | Loss: 0.388 | Acc: 86.415% (28206/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.388 | Acc: 86.423% (28319/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.388 | Acc: 86.418% (28428/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.389 | Acc: 86.383% (28527/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.389 | Acc: 86.399% (28643/33152) 259/391 [===========================================>.....................] Step: 353ms | Tot: 1m32s | Loss: 0.389 | Acc: 86.397% (28753/33280) 260/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.389 | Acc: 86.398% (28864/33408) 261/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.389 | Acc: 86.388% (28971/33536) 262/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.389 | Acc: 86.386% (29081/33664) 263/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.389 | Acc: 86.390% (29193/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.389 | Acc: 86.374% (29298/33920) 265/391 [============================================>....................] Step: 383ms | Tot: 1m34s | Loss: 0.389 | Acc: 86.384% (29412/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m35s | Loss: 0.389 | Acc: 86.368% (29517/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m35s | Loss: 0.390 | Acc: 86.354% (29623/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.389 | Acc: 86.356% (29734/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.390 | Acc: 86.328% (29835/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.390 | Acc: 86.321% (29943/34688) 271/391 [=============================================>...................] Step: 352ms | Tot: 1m37s | Loss: 0.391 | Acc: 86.302% (30047/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.391 | Acc: 86.289% (30153/34944) 273/391 [=============================================>...................] Step: 367ms | Tot: 1m37s | Loss: 0.391 | Acc: 86.297% (30266/35072) 274/391 [=============================================>...................] Step: 352ms | Tot: 1m38s | Loss: 0.391 | Acc: 86.321% (30385/35200) 275/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.391 | Acc: 86.325% (30497/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.391 | Acc: 86.318% (30605/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m39s | Loss: 0.391 | Acc: 86.323% (30717/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m39s | Loss: 0.391 | Acc: 86.318% (30826/35712) 279/391 [==============================================>..................] Step: 375ms | Tot: 1m39s | Loss: 0.392 | Acc: 86.306% (30932/35840) 280/391 [==============================================>..................] Step: 352ms | Tot: 1m40s | Loss: 0.391 | Acc: 86.318% (31047/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.391 | Acc: 86.328% (31161/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.391 | Acc: 86.327% (31271/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m41s | Loss: 0.391 | Acc: 86.320% (31379/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m41s | Loss: 0.391 | Acc: 86.308% (31485/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.392 | Acc: 86.304% (31594/36608) 286/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.392 | Acc: 86.297% (31702/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.392 | Acc: 86.290% (31810/36864) 288/391 [===============================================>.................] Step: 353ms | Tot: 1m43s | Loss: 0.392 | Acc: 86.300% (31924/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m43s | Loss: 0.392 | Acc: 86.301% (32035/37120) 290/391 [================================================>................] Step: 359ms | Tot: 1m43s | Loss: 0.392 | Acc: 86.300% (32145/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.392 | Acc: 86.309% (32259/37376) 292/391 [================================================>................] Step: 348ms | Tot: 1m44s | Loss: 0.392 | Acc: 86.316% (32372/37504) 293/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.392 | Acc: 86.294% (32474/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.392 | Acc: 86.300% (32587/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m45s | Loss: 0.393 | Acc: 86.294% (32695/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m46s | Loss: 0.393 | Acc: 86.298% (32807/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m46s | Loss: 0.392 | Acc: 86.307% (32921/38144) 298/391 [=================================================>...............] Step: 348ms | Tot: 1m46s | Loss: 0.393 | Acc: 86.298% (33028/38272) 299/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.393 | Acc: 86.305% (33141/38400) 300/391 [=================================================>...............] Step: 353ms | Tot: 1m47s | Loss: 0.393 | Acc: 86.309% (33253/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m47s | Loss: 0.393 | Acc: 86.307% (33363/38656) 302/391 [==================================================>..............] Step: 356ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.306% (33473/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.313% (33586/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m48s | Loss: 0.392 | Acc: 86.327% (33702/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.391 | Acc: 86.333% (33815/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.392 | Acc: 86.334% (33926/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m49s | Loss: 0.391 | Acc: 86.341% (34039/39424) 308/391 [===================================================>.............] Step: 353ms | Tot: 1m50s | Loss: 0.392 | Acc: 86.332% (34146/39552) 309/391 [===================================================>.............] Step: 348ms | Tot: 1m50s | Loss: 0.391 | Acc: 86.348% (34263/39680) 310/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.391 | Acc: 86.352% (34375/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.391 | Acc: 86.346% (34483/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.391 | Acc: 86.349% (34595/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m52s | Loss: 0.392 | Acc: 86.338% (34701/40192) 314/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.392 | Acc: 86.334% (34810/40320) 315/391 [====================================================>............] Step: 350ms | Tot: 1m52s | Loss: 0.392 | Acc: 86.350% (34927/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.392 | Acc: 86.354% (35039/40576) 317/391 [====================================================>............] Step: 350ms | Tot: 1m53s | Loss: 0.392 | Acc: 86.370% (35156/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.392 | Acc: 86.349% (35258/40832) 319/391 [=====================================================>...........] Step: 356ms | Tot: 1m54s | Loss: 0.392 | Acc: 86.328% (35360/40960) 320/391 [=====================================================>...........] Step: 351ms | Tot: 1m54s | Loss: 0.392 | Acc: 86.337% (35474/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m54s | Loss: 0.392 | Acc: 86.343% (35587/41216) 322/391 [=====================================================>...........] Step: 354ms | Tot: 1m55s | Loss: 0.392 | Acc: 86.339% (35696/41344) 323/391 [=====================================================>...........] Step: 348ms | Tot: 1m55s | Loss: 0.392 | Acc: 86.338% (35806/41472) 324/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.392 | Acc: 86.327% (35912/41600) 325/391 [======================================================>..........] Step: 353ms | Tot: 1m56s | Loss: 0.392 | Acc: 86.333% (36025/41728) 326/391 [======================================================>..........] Step: 345ms | Tot: 1m56s | Loss: 0.392 | Acc: 86.329% (36134/41856) 327/391 [======================================================>..........] Step: 349ms | Tot: 1m57s | Loss: 0.392 | Acc: 86.338% (36248/41984) 328/391 [======================================================>..........] Step: 351ms | Tot: 1m57s | Loss: 0.392 | Acc: 86.341% (36360/42112) 329/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.392 | Acc: 86.307% (36456/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.392 | Acc: 86.299% (36563/42368) 331/391 [=======================================================>.........] Step: 352ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.283% (36667/42496) 332/391 [=======================================================>.........] Step: 351ms | Tot: 1m58s | Loss: 0.393 | Acc: 86.280% (36776/42624) 333/391 [=======================================================>.........] Step: 346ms | Tot: 1m59s | Loss: 0.393 | Acc: 86.286% (36889/42752) 334/391 [=======================================================>.........] Step: 349ms | Tot: 1m59s | Loss: 0.392 | Acc: 86.301% (37006/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 1m59s | Loss: 0.392 | Acc: 86.296% (37114/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m237ms | Loss: 0.392 | Acc: 86.304% (37228/43136) 337/391 [========================================================>........] Step: 349ms | Tot: 2m586ms | Loss: 0.392 | Acc: 86.296% (37335/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m945ms | Loss: 0.392 | Acc: 86.292% (37444/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.392 | Acc: 86.291% (37554/43520) 340/391 [========================================================>........] Step: 347ms | Tot: 2m1s | Loss: 0.392 | Acc: 86.290% (37664/43648) 341/391 [========================================================>........] Step: 351ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.278% (37769/43776) 342/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.268% (37875/43904) 343/391 [=========================================================>.......] Step: 353ms | Tot: 2m2s | Loss: 0.393 | Acc: 86.271% (37987/44032) 344/391 [=========================================================>.......] Step: 350ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.264% (38094/44160) 345/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.393 | Acc: 86.260% (38203/44288) 346/391 [=========================================================>.......] Step: 352ms | Tot: 2m3s | Loss: 0.394 | Acc: 86.264% (38315/44416) 347/391 [=========================================================>.......] Step: 348ms | Tot: 2m4s | Loss: 0.394 | Acc: 86.250% (38419/44544) 348/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.394 | Acc: 86.242% (38526/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m4s | Loss: 0.394 | Acc: 86.246% (38638/44800) 350/391 [==========================================================>......] Step: 370ms | Tot: 2m5s | Loss: 0.394 | Acc: 86.238% (38745/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m5s | Loss: 0.394 | Acc: 86.246% (38859/45056) 352/391 [==========================================================>......] Step: 356ms | Tot: 2m5s | Loss: 0.394 | Acc: 86.256% (38974/45184) 353/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.393 | Acc: 86.255% (39084/45312) 354/391 [==========================================================>......] Step: 349ms | Tot: 2m6s | Loss: 0.393 | Acc: 86.257% (39195/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m6s | Loss: 0.394 | Acc: 86.251% (39303/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m7s | Loss: 0.393 | Acc: 86.255% (39415/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m7s | Loss: 0.394 | Acc: 86.263% (39529/45824) 358/391 [===========================================================>.....] Step: 352ms | Tot: 2m8s | Loss: 0.394 | Acc: 86.253% (39635/45952) 359/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.394 | Acc: 86.261% (39749/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.394 | Acc: 86.251% (39855/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m9s | Loss: 0.394 | Acc: 86.244% (39962/46336) 362/391 [============================================================>....] Step: 349ms | Tot: 2m9s | Loss: 0.394 | Acc: 86.252% (40076/46464) 363/391 [============================================================>....] Step: 356ms | Tot: 2m9s | Loss: 0.394 | Acc: 86.244% (40183/46592) 364/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.394 | Acc: 86.244% (40293/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.394 | Acc: 86.247% (40405/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m10s | Loss: 0.394 | Acc: 86.248% (40516/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m11s | Loss: 0.394 | Acc: 86.243% (40624/47104) 368/391 [=============================================================>...] Step: 351ms | Tot: 2m11s | Loss: 0.394 | Acc: 86.238% (40732/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m11s | Loss: 0.395 | Acc: 86.239% (40843/47360) 370/391 [=============================================================>...] Step: 350ms | Tot: 2m12s | Loss: 0.395 | Acc: 86.237% (40952/47488) 371/391 [=============================================================>...] Step: 343ms | Tot: 2m12s | Loss: 0.396 | Acc: 86.208% (41049/47616) 372/391 [=============================================================>...] Step: 351ms | Tot: 2m13s | Loss: 0.396 | Acc: 86.208% (41159/47744) 373/391 [==============================================================>..] Step: 351ms | Tot: 2m13s | Loss: 0.396 | Acc: 86.209% (41270/47872) 374/391 [==============================================================>..] Step: 355ms | Tot: 2m13s | Loss: 0.396 | Acc: 86.200% (41376/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m14s | Loss: 0.397 | Acc: 86.181% (41477/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.397 | Acc: 86.165% (41580/48256) 377/391 [==============================================================>..] Step: 353ms | Tot: 2m14s | Loss: 0.397 | Acc: 86.161% (41688/48384) 378/391 [==============================================================>..] Step: 348ms | Tot: 2m15s | Loss: 0.397 | Acc: 86.148% (41792/48512) 379/391 [===============================================================>.] Step: 346ms | Tot: 2m15s | Loss: 0.397 | Acc: 86.143% (41900/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m15s | Loss: 0.397 | Acc: 86.134% (42006/48768) 381/391 [===============================================================>.] Step: 345ms | Tot: 2m16s | Loss: 0.397 | Acc: 86.132% (42115/48896) 382/391 [===============================================================>.] Step: 351ms | Tot: 2m16s | Loss: 0.397 | Acc: 86.121% (42220/49024) 383/391 [===============================================================>.] Step: 357ms | Tot: 2m16s | Loss: 0.397 | Acc: 86.129% (42334/49152) 384/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.397 | Acc: 86.138% (42449/49280) 385/391 [================================================================>] Step: 349ms | Tot: 2m17s | Loss: 0.397 | Acc: 86.148% (42564/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m17s | Loss: 0.397 | Acc: 86.149% (42675/49536) 387/391 [================================================================>] Step: 347ms | Tot: 2m18s | Loss: 0.397 | Acc: 86.153% (42787/49664) 388/391 [================================================================>] Step: 345ms | Tot: 2m18s | Loss: 0.397 | Acc: 86.154% (42898/49792) 389/391 [================================================================>] Step: 347ms | Tot: 2m19s | Loss: 0.397 | Acc: 86.150% (43006/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m19s | Loss: 0.397 | Acc: 86.162% (43081/50000) 391/391 + [>................................................................] Step: 479ms | Tot: 2ms | Loss: 0.625 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 286ms | Tot: 288ms | Loss: 0.654 | Acc: 79.500% (159/200) 2/100 [=>...............................................................] Step: 291ms | Tot: 580ms | Loss: 0.660 | Acc: 78.333% (235/300) 3/100 [=>...............................................................] Step: 284ms | Tot: 864ms | Loss: 0.671 | Acc: 77.750% (311/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s156ms | Loss: 0.681 | Acc: 76.400% (382/500) 5/100 [===>.............................................................] Step: 286ms | Tot: 1s443ms | Loss: 0.642 | Acc: 77.333% (464/600) 6/100 [===>.............................................................] Step: 282ms | Tot: 1s725ms | Loss: 0.634 | Acc: 78.143% (547/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s20ms | Loss: 0.639 | Acc: 77.750% (622/800) 8/100 [=====>...........................................................] Step: 293ms | Tot: 2s314ms | Loss: 0.660 | Acc: 77.111% (694/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s612ms | Loss: 0.649 | Acc: 77.400% (774/1000) 10/100 [======>..........................................................] Step: 295ms | Tot: 2s907ms | Loss: 0.650 | Acc: 77.818% (856/1100) 11/100 [=======>.........................................................] Step: 293ms | Tot: 3s201ms | Loss: 0.653 | Acc: 77.750% (933/1200) 12/100 [=======>.........................................................] Step: 294ms | Tot: 3s495ms | Loss: 0.648 | Acc: 78.000% (1014/1300) 13/100 [========>........................................................] Step: 294ms | Tot: 3s789ms | Loss: 0.632 | Acc: 78.500% (1099/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s88ms | Loss: 0.617 | Acc: 78.933% (1184/1500) 15/100 [=========>.......................................................] Step: 294ms | Tot: 4s383ms | Loss: 0.623 | Acc: 78.625% (1258/1600) 16/100 [==========>......................................................] Step: 291ms | Tot: 4s674ms | Loss: 0.630 | Acc: 78.588% (1336/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 4s978ms | Loss: 0.634 | Acc: 78.667% (1416/1800) 18/100 [===========>.....................................................] Step: 294ms | Tot: 5s272ms | Loss: 0.633 | Acc: 78.895% (1499/1900) 19/100 [============>....................................................] Step: 301ms | Tot: 5s574ms | Loss: 0.631 | Acc: 79.000% (1580/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 5s877ms | Loss: 0.636 | Acc: 78.952% (1658/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s177ms | Loss: 0.633 | Acc: 78.909% (1736/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s476ms | Loss: 0.646 | Acc: 78.739% (1811/2300) 23/100 [==============>..................................................] Step: 298ms | Tot: 6s774ms | Loss: 0.645 | Acc: 78.750% (1890/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s78ms | Loss: 0.650 | Acc: 78.600% (1965/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s377ms | Loss: 0.651 | Acc: 78.692% (2046/2600) 26/100 [================>................................................] Step: 296ms | Tot: 7s674ms | Loss: 0.646 | Acc: 78.815% (2128/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 7s979ms | Loss: 0.644 | Acc: 78.714% (2204/2800) 28/100 [==================>..............................................] Step: 295ms | Tot: 8s275ms | Loss: 0.647 | Acc: 78.759% (2284/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s575ms | Loss: 0.649 | Acc: 78.833% (2365/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 8s877ms | Loss: 0.645 | Acc: 78.935% (2447/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s179ms | Loss: 0.645 | Acc: 78.938% (2526/3200) 32/100 [====================>............................................] Step: 298ms | Tot: 9s477ms | Loss: 0.644 | Acc: 78.879% (2603/3300) 33/100 [=====================>...........................................] Step: 295ms | Tot: 9s773ms | Loss: 0.645 | Acc: 78.882% (2682/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s78ms | Loss: 0.647 | Acc: 78.771% (2757/3500) 35/100 [======================>..........................................] Step: 295ms | Tot: 10s374ms | Loss: 0.644 | Acc: 78.833% (2838/3600) 36/100 [=======================>.........................................] Step: 295ms | Tot: 10s670ms | Loss: 0.642 | Acc: 78.865% (2918/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 10s982ms | Loss: 0.648 | Acc: 78.711% (2991/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s279ms | Loss: 0.647 | Acc: 78.769% (3072/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s580ms | Loss: 0.647 | Acc: 78.800% (3152/4000) 40/100 [==========================>......................................] Step: 299ms | Tot: 11s879ms | Loss: 0.646 | Acc: 78.829% (3232/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s181ms | Loss: 0.647 | Acc: 78.810% (3310/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s481ms | Loss: 0.637 | Acc: 79.093% (3401/4300) 43/100 [===========================>.....................................] Step: 295ms | Tot: 12s777ms | Loss: 0.637 | Acc: 79.205% (3485/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s78ms | Loss: 0.639 | Acc: 79.244% (3566/4500) 45/100 [=============================>...................................] Step: 294ms | Tot: 13s372ms | Loss: 0.641 | Acc: 79.174% (3642/4600) 46/100 [=============================>...................................] Step: 296ms | Tot: 13s669ms | Loss: 0.644 | Acc: 79.106% (3718/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 13s975ms | Loss: 0.642 | Acc: 79.167% (3800/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s273ms | Loss: 0.640 | Acc: 79.224% (3882/4900) 49/100 [===============================>.................................] Step: 299ms | Tot: 14s573ms | Loss: 0.644 | Acc: 79.080% (3954/5000) 50/100 [================================>................................] Step: 295ms | Tot: 14s869ms | Loss: 0.641 | Acc: 79.157% (4037/5100) 51/100 [=================================>...............................] Step: 297ms | Tot: 15s167ms | Loss: 0.643 | Acc: 79.154% (4116/5200) 52/100 [=================================>...............................] Step: 308ms | Tot: 15s475ms | Loss: 0.643 | Acc: 79.189% (4197/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 15s781ms | Loss: 0.640 | Acc: 79.296% (4282/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s83ms | Loss: 0.642 | Acc: 79.255% (4359/5500) 55/100 [===================================>.............................] Step: 299ms | Tot: 16s382ms | Loss: 0.643 | Acc: 79.214% (4436/5600) 56/100 [====================================>............................] Step: 298ms | Tot: 16s681ms | Loss: 0.642 | Acc: 79.228% (4516/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 16s991ms | Loss: 0.638 | Acc: 79.379% (4604/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s300ms | Loss: 0.639 | Acc: 79.288% (4678/5900) 59/100 [======================================>..........................] Step: 293ms | Tot: 17s594ms | Loss: 0.641 | Acc: 79.267% (4756/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 17s897ms | Loss: 0.641 | Acc: 79.230% (4833/6100) 61/100 [=======================================>.........................] Step: 296ms | Tot: 18s194ms | Loss: 0.641 | Acc: 79.194% (4910/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 18s493ms | Loss: 0.641 | Acc: 79.143% (4986/6300) 63/100 [========================================>........................] Step: 297ms | Tot: 18s790ms | Loss: 0.638 | Acc: 79.234% (5071/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s98ms | Loss: 0.641 | Acc: 79.185% (5147/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 19s402ms | Loss: 0.643 | Acc: 79.167% (5225/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 19s706ms | Loss: 0.639 | Acc: 79.299% (5313/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s17ms | Loss: 0.638 | Acc: 79.338% (5395/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s317ms | Loss: 0.639 | Acc: 79.348% (5475/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 20s619ms | Loss: 0.640 | Acc: 79.286% (5550/7000) 70/100 [=============================================>...................] Step: 315ms | Tot: 20s934ms | Loss: 0.640 | Acc: 79.324% (5632/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s241ms | Loss: 0.640 | Acc: 79.347% (5713/7200) 72/100 [==============================================>..................] Step: 301ms | Tot: 21s542ms | Loss: 0.640 | Acc: 79.411% (5797/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 21s852ms | Loss: 0.638 | Acc: 79.486% (5882/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s158ms | Loss: 0.638 | Acc: 79.480% (5961/7500) 75/100 [================================================>................] Step: 304ms | Tot: 22s463ms | Loss: 0.635 | Acc: 79.592% (6049/7600) 76/100 [=================================================>...............] Step: 316ms | Tot: 22s779ms | Loss: 0.637 | Acc: 79.597% (6129/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s84ms | Loss: 0.636 | Acc: 79.641% (6212/7800) 78/100 [==================================================>..............] Step: 293ms | Tot: 23s377ms | Loss: 0.637 | Acc: 79.633% (6291/7900) 79/100 [===================================================>.............] Step: 297ms | Tot: 23s674ms | Loss: 0.637 | Acc: 79.612% (6369/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 23s979ms | Loss: 0.635 | Acc: 79.667% (6453/8100) 81/100 [====================================================>............] Step: 297ms | Tot: 24s277ms | Loss: 0.634 | Acc: 79.646% (6531/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 24s581ms | Loss: 0.634 | Acc: 79.602% (6607/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 24s883ms | Loss: 0.633 | Acc: 79.607% (6687/8400) 84/100 [======================================================>..........] Step: 299ms | Tot: 25s182ms | Loss: 0.636 | Acc: 79.494% (6757/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 25s484ms | Loss: 0.638 | Acc: 79.512% (6838/8600) 86/100 [=======================================================>.........] Step: 297ms | Tot: 25s781ms | Loss: 0.640 | Acc: 79.483% (6915/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s92ms | Loss: 0.639 | Acc: 79.500% (6996/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s395ms | Loss: 0.637 | Acc: 79.539% (7079/8900) 89/100 [=========================================================>.......] Step: 295ms | Tot: 26s690ms | Loss: 0.637 | Acc: 79.611% (7165/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 26s997ms | Loss: 0.633 | Acc: 79.703% (7253/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s295ms | Loss: 0.632 | Acc: 79.772% (7339/9200) 92/100 [===========================================================>.....] Step: 297ms | Tot: 27s593ms | Loss: 0.631 | Acc: 79.806% (7422/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 27s891ms | Loss: 0.632 | Acc: 79.798% (7501/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s193ms | Loss: 0.633 | Acc: 79.768% (7578/9500) 95/100 [=============================================================>...] Step: 295ms | Tot: 28s489ms | Loss: 0.632 | Acc: 79.802% (7661/9600) 96/100 [==============================================================>..] Step: 296ms | Tot: 28s785ms | Loss: 0.631 | Acc: 79.845% (7745/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s87ms | Loss: 0.631 | Acc: 79.827% (7823/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s386ms | Loss: 0.633 | Acc: 79.768% (7897/9900) 99/100 [================================================================>] Step: 301ms | Tot: 29s688ms | Loss: 0.634 | Acc: 79.800% (7980/10000) 100/100 + +Epoch: 75 + [>................................................................] Step: 607ms | Tot: 2ms | Loss: 0.416 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 370ms | Tot: 372ms | Loss: 0.372 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 368ms | Tot: 740ms | Loss: 0.389 | Acc: 87.760% (337/384) 3/391 [>................................................................] Step: 368ms | Tot: 1s108ms | Loss: 0.389 | Acc: 87.891% (450/512) 4/391 [>................................................................] Step: 352ms | Tot: 1s461ms | Loss: 0.377 | Acc: 88.750% (568/640) 5/391 [>................................................................] Step: 358ms | Tot: 1s819ms | Loss: 0.389 | Acc: 88.411% (679/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s180ms | Loss: 0.381 | Acc: 88.504% (793/896) 7/391 [=>...............................................................] Step: 351ms | Tot: 2s532ms | Loss: 0.384 | Acc: 87.891% (900/1024) 8/391 [=>...............................................................] Step: 354ms | Tot: 2s886ms | Loss: 0.384 | Acc: 87.760% (1011/1152) 9/391 [=>...............................................................] Step: 354ms | Tot: 3s241ms | Loss: 0.381 | Acc: 87.500% (1120/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s596ms | Loss: 0.376 | Acc: 87.571% (1233/1408) 11/391 [=>...............................................................] Step: 350ms | Tot: 3s946ms | Loss: 0.379 | Acc: 87.565% (1345/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s309ms | Loss: 0.377 | Acc: 87.200% (1451/1664) 13/391 [==>..............................................................] Step: 355ms | Tot: 4s665ms | Loss: 0.369 | Acc: 87.500% (1568/1792) 14/391 [==>..............................................................] Step: 351ms | Tot: 5s16ms | Loss: 0.376 | Acc: 87.188% (1674/1920) 15/391 [==>..............................................................] Step: 350ms | Tot: 5s366ms | Loss: 0.379 | Acc: 86.914% (1780/2048) 16/391 [==>..............................................................] Step: 357ms | Tot: 5s723ms | Loss: 0.378 | Acc: 87.040% (1894/2176) 17/391 [==>..............................................................] Step: 352ms | Tot: 6s75ms | Loss: 0.382 | Acc: 86.719% (1998/2304) 18/391 [==>..............................................................] Step: 355ms | Tot: 6s430ms | Loss: 0.384 | Acc: 86.595% (2106/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s791ms | Loss: 0.382 | Acc: 86.641% (2218/2560) 20/391 [===>.............................................................] Step: 350ms | Tot: 7s141ms | Loss: 0.383 | Acc: 86.719% (2331/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s503ms | Loss: 0.382 | Acc: 86.648% (2440/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 7s861ms | Loss: 0.385 | Acc: 86.481% (2546/2944) 23/391 [===>.............................................................] Step: 353ms | Tot: 8s215ms | Loss: 0.380 | Acc: 86.751% (2665/3072) 24/391 [===>.............................................................] Step: 349ms | Tot: 8s565ms | Loss: 0.382 | Acc: 86.625% (2772/3200) 25/391 [====>............................................................] Step: 355ms | Tot: 8s920ms | Loss: 0.378 | Acc: 86.869% (2891/3328) 26/391 [====>............................................................] Step: 352ms | Tot: 9s272ms | Loss: 0.381 | Acc: 86.632% (2994/3456) 27/391 [====>............................................................] Step: 352ms | Tot: 9s625ms | Loss: 0.388 | Acc: 86.300% (3093/3584) 28/391 [====>............................................................] Step: 355ms | Tot: 9s980ms | Loss: 0.385 | Acc: 86.476% (3210/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s339ms | Loss: 0.382 | Acc: 86.589% (3325/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 10s709ms | Loss: 0.380 | Acc: 86.618% (3437/3968) 31/391 [=====>...........................................................] Step: 352ms | Tot: 11s61ms | Loss: 0.383 | Acc: 86.499% (3543/4096) 32/391 [=====>...........................................................] Step: 352ms | Tot: 11s413ms | Loss: 0.384 | Acc: 86.435% (3651/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 11s778ms | Loss: 0.381 | Acc: 86.558% (3767/4352) 34/391 [=====>...........................................................] Step: 353ms | Tot: 12s131ms | Loss: 0.381 | Acc: 86.473% (3874/4480) 35/391 [=====>...........................................................] Step: 353ms | Tot: 12s485ms | Loss: 0.384 | Acc: 86.393% (3981/4608) 36/391 [=====>...........................................................] Step: 355ms | Tot: 12s841ms | Loss: 0.385 | Acc: 86.465% (4095/4736) 37/391 [======>..........................................................] Step: 349ms | Tot: 13s190ms | Loss: 0.384 | Acc: 86.513% (4208/4864) 38/391 [======>..........................................................] Step: 349ms | Tot: 13s540ms | Loss: 0.386 | Acc: 86.378% (4312/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 13s900ms | Loss: 0.386 | Acc: 86.309% (4419/5120) 40/391 [======>..........................................................] Step: 352ms | Tot: 14s252ms | Loss: 0.386 | Acc: 86.338% (4531/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 14s610ms | Loss: 0.386 | Acc: 86.328% (4641/5376) 42/391 [======>..........................................................] Step: 354ms | Tot: 14s964ms | Loss: 0.384 | Acc: 86.355% (4753/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s323ms | Loss: 0.383 | Acc: 86.328% (4862/5632) 44/391 [=======>.........................................................] Step: 379ms | Tot: 15s702ms | Loss: 0.382 | Acc: 86.372% (4975/5760) 45/391 [=======>.........................................................] Step: 350ms | Tot: 16s53ms | Loss: 0.381 | Acc: 86.379% (5086/5888) 46/391 [=======>.........................................................] Step: 348ms | Tot: 16s401ms | Loss: 0.382 | Acc: 86.303% (5192/6016) 47/391 [=======>.........................................................] Step: 350ms | Tot: 16s752ms | Loss: 0.383 | Acc: 86.230% (5298/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s117ms | Loss: 0.381 | Acc: 86.288% (5412/6272) 49/391 [========>........................................................] Step: 350ms | Tot: 17s467ms | Loss: 0.382 | Acc: 86.312% (5524/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 17s822ms | Loss: 0.383 | Acc: 86.336% (5636/6528) 51/391 [========>........................................................] Step: 347ms | Tot: 18s169ms | Loss: 0.382 | Acc: 86.358% (5748/6656) 52/391 [========>........................................................] Step: 349ms | Tot: 18s519ms | Loss: 0.382 | Acc: 86.321% (5856/6784) 53/391 [========>........................................................] Step: 354ms | Tot: 18s874ms | Loss: 0.380 | Acc: 86.386% (5971/6912) 54/391 [========>........................................................] Step: 354ms | Tot: 19s228ms | Loss: 0.379 | Acc: 86.435% (6085/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 19s583ms | Loss: 0.380 | Acc: 86.412% (6194/7168) 56/391 [=========>.......................................................] Step: 352ms | Tot: 19s936ms | Loss: 0.380 | Acc: 86.390% (6303/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s295ms | Loss: 0.381 | Acc: 86.422% (6416/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 20s653ms | Loss: 0.382 | Acc: 86.427% (6527/7552) 59/391 [=========>.......................................................] Step: 354ms | Tot: 21s7ms | Loss: 0.384 | Acc: 86.367% (6633/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s368ms | Loss: 0.382 | Acc: 86.437% (6749/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 21s729ms | Loss: 0.383 | Acc: 86.416% (6858/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s93ms | Loss: 0.383 | Acc: 86.409% (6968/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 22s450ms | Loss: 0.384 | Acc: 86.401% (7078/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 22s812ms | Loss: 0.385 | Acc: 86.358% (7185/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s169ms | Loss: 0.384 | Acc: 86.399% (7299/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 23s529ms | Loss: 0.383 | Acc: 86.416% (7411/8576) 67/391 [===========>.....................................................] Step: 352ms | Tot: 23s881ms | Loss: 0.383 | Acc: 86.409% (7521/8704) 68/391 [===========>.....................................................] Step: 352ms | Tot: 24s234ms | Loss: 0.383 | Acc: 86.413% (7632/8832) 69/391 [===========>.....................................................] Step: 355ms | Tot: 24s590ms | Loss: 0.384 | Acc: 86.406% (7742/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 24s946ms | Loss: 0.383 | Acc: 86.444% (7856/9088) 71/391 [===========>.....................................................] Step: 350ms | Tot: 25s296ms | Loss: 0.383 | Acc: 86.458% (7968/9216) 72/391 [===========>.....................................................] Step: 355ms | Tot: 25s651ms | Loss: 0.383 | Acc: 86.462% (8079/9344) 73/391 [============>....................................................] Step: 354ms | Tot: 26s6ms | Loss: 0.383 | Acc: 86.508% (8194/9472) 74/391 [============>....................................................] Step: 352ms | Tot: 26s358ms | Loss: 0.382 | Acc: 86.521% (8306/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 26s725ms | Loss: 0.381 | Acc: 86.565% (8421/9728) 76/391 [============>....................................................] Step: 353ms | Tot: 27s79ms | Loss: 0.381 | Acc: 86.587% (8534/9856) 77/391 [============>....................................................] Step: 352ms | Tot: 27s431ms | Loss: 0.381 | Acc: 86.619% (8648/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 27s798ms | Loss: 0.379 | Acc: 86.679% (8765/10112) 79/391 [=============>...................................................] Step: 352ms | Tot: 28s150ms | Loss: 0.379 | Acc: 86.709% (8879/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 28s502ms | Loss: 0.379 | Acc: 86.709% (8990/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 28s859ms | Loss: 0.380 | Acc: 86.690% (9099/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s218ms | Loss: 0.380 | Acc: 86.691% (9210/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 29s575ms | Loss: 0.382 | Acc: 86.626% (9314/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 29s937ms | Loss: 0.382 | Acc: 86.636% (9426/10880) 85/391 [==============>..................................................] Step: 351ms | Tot: 30s289ms | Loss: 0.380 | Acc: 86.682% (9542/11008) 86/391 [==============>..................................................] Step: 353ms | Tot: 30s642ms | Loss: 0.379 | Acc: 86.737% (9659/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s2ms | Loss: 0.380 | Acc: 86.701% (9766/11264) 88/391 [==============>..................................................] Step: 351ms | Tot: 31s354ms | Loss: 0.380 | Acc: 86.675% (9874/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 31s719ms | Loss: 0.380 | Acc: 86.667% (9984/11520) 90/391 [==============>..................................................] Step: 352ms | Tot: 32s71ms | Loss: 0.380 | Acc: 86.684% (10097/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 32s427ms | Loss: 0.379 | Acc: 86.719% (10212/11776) 92/391 [===============>.................................................] Step: 354ms | Tot: 32s782ms | Loss: 0.379 | Acc: 86.736% (10325/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 33s146ms | Loss: 0.379 | Acc: 86.769% (10440/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s498ms | Loss: 0.379 | Acc: 86.768% (10551/12160) 95/391 [===============>.................................................] Step: 356ms | Tot: 33s854ms | Loss: 0.380 | Acc: 86.751% (10660/12288) 96/391 [===============>.................................................] Step: 354ms | Tot: 34s208ms | Loss: 0.381 | Acc: 86.711% (10766/12416) 97/391 [================>................................................] Step: 347ms | Tot: 34s556ms | Loss: 0.381 | Acc: 86.727% (10879/12544) 98/391 [================>................................................] Step: 359ms | Tot: 34s915ms | Loss: 0.381 | Acc: 86.735% (10991/12672) 99/391 [================>................................................] Step: 353ms | Tot: 35s269ms | Loss: 0.381 | Acc: 86.750% (11104/12800) 100/391 [================>................................................] Step: 355ms | Tot: 35s624ms | Loss: 0.381 | Acc: 86.788% (11220/12928) 101/391 [================>................................................] Step: 352ms | Tot: 35s977ms | Loss: 0.381 | Acc: 86.811% (11334/13056) 102/391 [================>................................................] Step: 364ms | Tot: 36s341ms | Loss: 0.382 | Acc: 86.779% (11441/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 36s703ms | Loss: 0.381 | Acc: 86.779% (11552/13312) 104/391 [=================>...............................................] Step: 349ms | Tot: 37s52ms | Loss: 0.381 | Acc: 86.793% (11665/13440) 105/391 [=================>...............................................] Step: 347ms | Tot: 37s399ms | Loss: 0.381 | Acc: 86.763% (11772/13568) 106/391 [=================>...............................................] Step: 355ms | Tot: 37s755ms | Loss: 0.383 | Acc: 86.726% (11878/13696) 107/391 [=================>...............................................] Step: 353ms | Tot: 38s109ms | Loss: 0.383 | Acc: 86.733% (11990/13824) 108/391 [=================>...............................................] Step: 354ms | Tot: 38s464ms | Loss: 0.384 | Acc: 86.704% (12097/13952) 109/391 [==================>..............................................] Step: 354ms | Tot: 38s818ms | Loss: 0.384 | Acc: 86.690% (12206/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 39s172ms | Loss: 0.384 | Acc: 86.719% (12321/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 39s533ms | Loss: 0.383 | Acc: 86.733% (12434/14336) 112/391 [==================>..............................................] Step: 352ms | Tot: 39s885ms | Loss: 0.383 | Acc: 86.753% (12548/14464) 113/391 [==================>..............................................] Step: 348ms | Tot: 40s233ms | Loss: 0.384 | Acc: 86.726% (12655/14592) 114/391 [==================>..............................................] Step: 353ms | Tot: 40s587ms | Loss: 0.383 | Acc: 86.766% (12772/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 40s945ms | Loss: 0.384 | Acc: 86.746% (12880/14848) 116/391 [===================>.............................................] Step: 355ms | Tot: 41s300ms | Loss: 0.385 | Acc: 86.699% (12984/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 41s660ms | Loss: 0.384 | Acc: 86.712% (13097/15104) 118/391 [===================>.............................................] Step: 350ms | Tot: 42s10ms | Loss: 0.384 | Acc: 86.738% (13212/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 42s365ms | Loss: 0.384 | Acc: 86.738% (13323/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 42s735ms | Loss: 0.384 | Acc: 86.719% (13431/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 43s88ms | Loss: 0.384 | Acc: 86.712% (13541/15616) 122/391 [====================>............................................] Step: 352ms | Tot: 43s441ms | Loss: 0.385 | Acc: 86.674% (13646/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 43s801ms | Loss: 0.384 | Acc: 86.668% (13756/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 44s159ms | Loss: 0.384 | Acc: 86.675% (13868/16000) 125/391 [====================>............................................] Step: 354ms | Tot: 44s513ms | Loss: 0.384 | Acc: 86.675% (13979/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 44s870ms | Loss: 0.383 | Acc: 86.694% (14093/16256) 127/391 [=====================>...........................................] Step: 355ms | Tot: 45s226ms | Loss: 0.383 | Acc: 86.707% (14206/16384) 128/391 [=====================>...........................................] Step: 350ms | Tot: 45s576ms | Loss: 0.383 | Acc: 86.682% (14313/16512) 129/391 [=====================>...........................................] Step: 389ms | Tot: 45s965ms | Loss: 0.382 | Acc: 86.713% (14429/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 46s322ms | Loss: 0.381 | Acc: 86.737% (14544/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 46s687ms | Loss: 0.382 | Acc: 86.731% (14654/16896) 132/391 [=====================>...........................................] Step: 352ms | Tot: 47s39ms | Loss: 0.381 | Acc: 86.748% (14768/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 47s403ms | Loss: 0.381 | Acc: 86.742% (14878/17152) 134/391 [======================>..........................................] Step: 361ms | Tot: 47s764ms | Loss: 0.382 | Acc: 86.707% (14983/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 48s120ms | Loss: 0.382 | Acc: 86.690% (15091/17408) 136/391 [======================>..........................................] Step: 351ms | Tot: 48s471ms | Loss: 0.382 | Acc: 86.696% (15203/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 48s830ms | Loss: 0.381 | Acc: 86.741% (15322/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 49s197ms | Loss: 0.382 | Acc: 86.736% (15432/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 49s553ms | Loss: 0.381 | Acc: 86.758% (15547/17920) 140/391 [=======================>.........................................] Step: 359ms | Tot: 49s913ms | Loss: 0.381 | Acc: 86.780% (15662/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 50s270ms | Loss: 0.380 | Acc: 86.785% (15774/18176) 142/391 [=======================>.........................................] Step: 354ms | Tot: 50s625ms | Loss: 0.380 | Acc: 86.768% (15882/18304) 143/391 [=======================>.........................................] Step: 355ms | Tot: 50s981ms | Loss: 0.380 | Acc: 86.778% (15995/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 51s335ms | Loss: 0.381 | Acc: 86.756% (16102/18560) 145/391 [========================>........................................] Step: 357ms | Tot: 51s692ms | Loss: 0.381 | Acc: 86.767% (16215/18688) 146/391 [========================>........................................] Step: 351ms | Tot: 52s44ms | Loss: 0.381 | Acc: 86.761% (16325/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 52s400ms | Loss: 0.381 | Acc: 86.729% (16430/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 52s758ms | Loss: 0.381 | Acc: 86.734% (16542/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 53s117ms | Loss: 0.381 | Acc: 86.745% (16655/19200) 150/391 [========================>........................................] Step: 353ms | Tot: 53s471ms | Loss: 0.381 | Acc: 86.739% (16765/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 53s833ms | Loss: 0.381 | Acc: 86.729% (16874/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 54s194ms | Loss: 0.381 | Acc: 86.734% (16986/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 54s560ms | Loss: 0.381 | Acc: 86.704% (17091/19712) 154/391 [=========================>.......................................] Step: 370ms | Tot: 54s930ms | Loss: 0.381 | Acc: 86.704% (17202/19840) 155/391 [=========================>.......................................] Step: 374ms | Tot: 55s305ms | Loss: 0.381 | Acc: 86.689% (17310/19968) 156/391 [=========================>.......................................] Step: 381ms | Tot: 55s687ms | Loss: 0.381 | Acc: 86.704% (17424/20096) 157/391 [==========================>......................................] Step: 353ms | Tot: 56s40ms | Loss: 0.381 | Acc: 86.684% (17531/20224) 158/391 [==========================>......................................] Step: 352ms | Tot: 56s392ms | Loss: 0.382 | Acc: 86.675% (17640/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 56s748ms | Loss: 0.383 | Acc: 86.670% (17750/20480) 160/391 [==========================>......................................] Step: 347ms | Tot: 57s95ms | Loss: 0.383 | Acc: 86.631% (17853/20608) 161/391 [==========================>......................................] Step: 349ms | Tot: 57s444ms | Loss: 0.384 | Acc: 86.598% (17957/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 57s802ms | Loss: 0.384 | Acc: 86.561% (18060/20864) 163/391 [===========================>.....................................] Step: 354ms | Tot: 58s157ms | Loss: 0.384 | Acc: 86.562% (18171/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 58s510ms | Loss: 0.383 | Acc: 86.581% (18286/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 58s871ms | Loss: 0.383 | Acc: 86.592% (18399/21248) 166/391 [===========================>.....................................] Step: 354ms | Tot: 59s225ms | Loss: 0.383 | Acc: 86.578% (18507/21376) 167/391 [===========================>.....................................] Step: 354ms | Tot: 59s579ms | Loss: 0.383 | Acc: 86.579% (18618/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 59s946ms | Loss: 0.383 | Acc: 86.557% (18724/21632) 169/391 [============================>....................................] Step: 356ms | Tot: 1m303ms | Loss: 0.383 | Acc: 86.558% (18835/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m662ms | Loss: 0.383 | Acc: 86.550% (18944/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.383 | Acc: 86.537% (19052/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.383 | Acc: 86.534% (19162/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.384 | Acc: 86.548% (19276/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.383 | Acc: 86.571% (19392/22400) 175/391 [=============================>...................................] Step: 354ms | Tot: 1m2s | Loss: 0.383 | Acc: 86.550% (19498/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m2s | Loss: 0.384 | Acc: 86.538% (19606/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.385 | Acc: 86.521% (19713/22784) 178/391 [=============================>...................................] Step: 350ms | Tot: 1m3s | Loss: 0.385 | Acc: 86.531% (19826/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.385 | Acc: 86.497% (19929/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.385 | Acc: 86.512% (20043/23168) 181/391 [==============================>..................................] Step: 352ms | Tot: 1m4s | Loss: 0.385 | Acc: 86.517% (20155/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m4s | Loss: 0.385 | Acc: 86.522% (20267/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m5s | Loss: 0.386 | Acc: 86.506% (20374/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m5s | Loss: 0.386 | Acc: 86.508% (20485/23680) 185/391 [==============================>..................................] Step: 351ms | Tot: 1m6s | Loss: 0.386 | Acc: 86.484% (20590/23808) 186/391 [==============================>..................................] Step: 352ms | Tot: 1m6s | Loss: 0.386 | Acc: 86.476% (20699/23936) 187/391 [===============================>.................................] Step: 354ms | Tot: 1m6s | Loss: 0.387 | Acc: 86.478% (20810/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.386 | Acc: 86.508% (20928/24192) 189/391 [===============================>.................................] Step: 347ms | Tot: 1m7s | Loss: 0.386 | Acc: 86.505% (21038/24320) 190/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.385 | Acc: 86.510% (21150/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.385 | Acc: 86.532% (21266/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.385 | Acc: 86.537% (21378/24704) 193/391 [================================>................................] Step: 354ms | Tot: 1m8s | Loss: 0.385 | Acc: 86.534% (21488/24832) 194/391 [================================>................................] Step: 355ms | Tot: 1m9s | Loss: 0.385 | Acc: 86.562% (21606/24960) 195/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.384 | Acc: 86.559% (21716/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m9s | Loss: 0.384 | Acc: 86.572% (21830/25216) 197/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.384 | Acc: 86.569% (21940/25344) 198/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.384 | Acc: 86.573% (22052/25472) 199/391 [=================================>...............................] Step: 351ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.566% (22161/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.536% (22264/25728) 201/391 [=================================>...............................] Step: 381ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.564% (22382/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.383 | Acc: 86.592% (22500/25984) 203/391 [=================================>...............................] Step: 349ms | Tot: 1m12s | Loss: 0.383 | Acc: 86.604% (22614/26112) 204/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.383 | Acc: 86.612% (22727/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m13s | Loss: 0.383 | Acc: 86.620% (22840/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.587% (22942/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.569% (23048/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.384 | Acc: 86.558% (23156/26752) 209/391 [==================================>..............................] Step: 352ms | Tot: 1m14s | Loss: 0.385 | Acc: 86.540% (23262/26880) 210/391 [==================================>..............................] Step: 378ms | Tot: 1m14s | Loss: 0.385 | Acc: 86.523% (23368/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.538% (23483/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m15s | Loss: 0.384 | Acc: 86.550% (23597/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.551% (23708/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.530% (23813/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.531% (23924/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.514% (24030/27776) 217/391 [====================================>............................] Step: 371ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.504% (24138/27904) 218/391 [====================================>............................] Step: 362ms | Tot: 1m17s | Loss: 0.386 | Acc: 86.498% (24247/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.506% (24360/28160) 220/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.514% (24473/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.532% (24589/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.530% (24699/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.544% (24814/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m20s | Loss: 0.385 | Acc: 86.545% (24925/28800) 225/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.385 | Acc: 86.546% (25036/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m20s | Loss: 0.385 | Acc: 86.526% (25141/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.385 | Acc: 86.527% (25252/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.385 | Acc: 86.514% (25359/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m21s | Loss: 0.385 | Acc: 86.525% (25473/29440) 230/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.385 | Acc: 86.506% (25578/29568) 231/391 [======================================>..........................] Step: 349ms | Tot: 1m22s | Loss: 0.385 | Acc: 86.520% (25693/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m22s | Loss: 0.385 | Acc: 86.531% (25807/29824) 233/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.385 | Acc: 86.538% (25920/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.384 | Acc: 86.549% (26034/30080) 235/391 [=======================================>.........................] Step: 349ms | Tot: 1m23s | Loss: 0.385 | Acc: 86.553% (26146/30208) 236/391 [=======================================>.........................] Step: 351ms | Tot: 1m24s | Loss: 0.385 | Acc: 86.561% (26259/30336) 237/391 [=======================================>.........................] Step: 370ms | Tot: 1m24s | Loss: 0.385 | Acc: 86.551% (26367/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m25s | Loss: 0.385 | Acc: 86.536% (26473/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.385 | Acc: 86.523% (26580/30720) 240/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.386 | Acc: 86.524% (26691/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m26s | Loss: 0.386 | Acc: 86.535% (26805/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m26s | Loss: 0.386 | Acc: 86.532% (26915/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m26s | Loss: 0.386 | Acc: 86.501% (27016/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.386 | Acc: 86.511% (27130/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m27s | Loss: 0.386 | Acc: 86.509% (27240/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.386 | Acc: 86.516% (27353/31616) 247/391 [=========================================>.......................] Step: 351ms | Tot: 1m28s | Loss: 0.387 | Acc: 86.511% (27462/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m28s | Loss: 0.386 | Acc: 86.515% (27574/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.503% (27681/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.498% (27790/32128) 251/391 [=========================================>.......................] Step: 372ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.489% (27898/32256) 252/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.387 | Acc: 86.496% (28011/32384) 253/391 [==========================================>......................] Step: 342ms | Tot: 1m30s | Loss: 0.387 | Acc: 86.507% (28125/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m30s | Loss: 0.386 | Acc: 86.535% (28245/32640) 255/391 [==========================================>......................] Step: 368ms | Tot: 1m31s | Loss: 0.386 | Acc: 86.536% (28356/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m31s | Loss: 0.387 | Acc: 86.521% (28462/32896) 257/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.387 | Acc: 86.519% (28572/33024) 258/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.387 | Acc: 86.520% (28683/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m32s | Loss: 0.387 | Acc: 86.523% (28795/33280) 260/391 [===========================================>.....................] Step: 354ms | Tot: 1m32s | Loss: 0.387 | Acc: 86.545% (28913/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.387 | Acc: 86.534% (29020/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m33s | Loss: 0.387 | Acc: 86.535% (29131/33664) 263/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.386 | Acc: 86.550% (29247/33792) 264/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.386 | Acc: 86.548% (29357/33920) 265/391 [============================================>....................] Step: 370ms | Tot: 1m34s | Loss: 0.387 | Acc: 86.540% (29465/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m35s | Loss: 0.387 | Acc: 86.543% (29577/34176) 267/391 [============================================>....................] Step: 357ms | Tot: 1m35s | Loss: 0.387 | Acc: 86.538% (29686/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m35s | Loss: 0.387 | Acc: 86.542% (29798/34432) 269/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.387 | Acc: 86.534% (29906/34560) 270/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.387 | Acc: 86.537% (30018/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m36s | Loss: 0.387 | Acc: 86.541% (30130/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.387 | Acc: 86.541% (30241/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m37s | Loss: 0.386 | Acc: 86.548% (30354/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.386 | Acc: 86.554% (30467/35200) 275/391 [=============================================>...................] Step: 353ms | Tot: 1m38s | Loss: 0.386 | Acc: 86.560% (30580/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.387 | Acc: 86.550% (30687/35456) 277/391 [==============================================>..................] Step: 356ms | Tot: 1m39s | Loss: 0.387 | Acc: 86.542% (30795/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m39s | Loss: 0.387 | Acc: 86.545% (30907/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m39s | Loss: 0.387 | Acc: 86.546% (31018/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.386 | Acc: 86.563% (31135/35968) 281/391 [==============================================>..................] Step: 351ms | Tot: 1m40s | Loss: 0.386 | Acc: 86.575% (31250/36096) 282/391 [==============================================>..................] Step: 372ms | Tot: 1m40s | Loss: 0.386 | Acc: 86.581% (31363/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m41s | Loss: 0.386 | Acc: 86.598% (31480/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m41s | Loss: 0.386 | Acc: 86.598% (31591/36480) 285/391 [===============================================>.................] Step: 353ms | Tot: 1m41s | Loss: 0.387 | Acc: 86.582% (31696/36608) 286/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.387 | Acc: 86.577% (31805/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.387 | Acc: 86.567% (31912/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m43s | Loss: 0.388 | Acc: 86.559% (32020/36992) 289/391 [================================================>................] Step: 355ms | Tot: 1m43s | Loss: 0.388 | Acc: 86.562% (32132/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m43s | Loss: 0.387 | Acc: 86.571% (32246/37248) 291/391 [================================================>................] Step: 353ms | Tot: 1m44s | Loss: 0.387 | Acc: 86.582% (32361/37376) 292/391 [================================================>................] Step: 352ms | Tot: 1m44s | Loss: 0.387 | Acc: 86.585% (32473/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m44s | Loss: 0.387 | Acc: 86.604% (32591/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.386 | Acc: 86.621% (32708/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m45s | Loss: 0.386 | Acc: 86.637% (32825/37888) 296/391 [=================================================>...............] Step: 355ms | Tot: 1m45s | Loss: 0.386 | Acc: 86.642% (32938/38016) 297/391 [=================================================>...............] Step: 352ms | Tot: 1m46s | Loss: 0.386 | Acc: 86.658% (33055/38144) 298/391 [=================================================>...............] Step: 377ms | Tot: 1m46s | Loss: 0.386 | Acc: 86.640% (33159/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.386 | Acc: 86.654% (33275/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.385 | Acc: 86.669% (33392/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m47s | Loss: 0.385 | Acc: 86.685% (33509/38656) 302/391 [==================================================>..............] Step: 348ms | Tot: 1m48s | Loss: 0.385 | Acc: 86.677% (33617/38784) 303/391 [==================================================>..............] Step: 352ms | Tot: 1m48s | Loss: 0.385 | Acc: 86.685% (33731/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m48s | Loss: 0.384 | Acc: 86.698% (33847/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.385 | Acc: 86.675% (33949/39168) 306/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.385 | Acc: 86.678% (34061/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m49s | Loss: 0.385 | Acc: 86.681% (34173/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m50s | Loss: 0.385 | Acc: 86.691% (34288/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m50s | Loss: 0.385 | Acc: 86.686% (34397/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m50s | Loss: 0.385 | Acc: 86.694% (34511/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.385 | Acc: 86.691% (34621/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.385 | Acc: 86.689% (34731/40064) 313/391 [====================================================>............] Step: 347ms | Tot: 1m52s | Loss: 0.385 | Acc: 86.694% (34844/40192) 314/391 [====================================================>............] Step: 354ms | Tot: 1m52s | Loss: 0.385 | Acc: 86.682% (34950/40320) 315/391 [====================================================>............] Step: 366ms | Tot: 1m52s | Loss: 0.385 | Acc: 86.692% (35065/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.385 | Acc: 86.697% (35178/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.385 | Acc: 86.682% (35283/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m53s | Loss: 0.385 | Acc: 86.687% (35396/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m54s | Loss: 0.384 | Acc: 86.702% (35513/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m54s | Loss: 0.384 | Acc: 86.707% (35626/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m54s | Loss: 0.384 | Acc: 86.702% (35735/41216) 322/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.384 | Acc: 86.714% (35851/41344) 323/391 [=====================================================>...........] Step: 353ms | Tot: 1m55s | Loss: 0.384 | Acc: 86.714% (35962/41472) 324/391 [=====================================================>...........] Step: 354ms | Tot: 1m55s | Loss: 0.384 | Acc: 86.716% (36074/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m56s | Loss: 0.384 | Acc: 86.721% (36187/41728) 326/391 [======================================================>..........] Step: 370ms | Tot: 1m56s | Loss: 0.383 | Acc: 86.738% (36305/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.383 | Acc: 86.743% (36418/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.383 | Acc: 86.759% (36536/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 1m57s | Loss: 0.383 | Acc: 86.747% (36642/42240) 330/391 [======================================================>..........] Step: 374ms | Tot: 1m58s | Loss: 0.383 | Acc: 86.757% (36757/42368) 331/391 [=======================================================>.........] Step: 375ms | Tot: 1m58s | Loss: 0.383 | Acc: 86.771% (36874/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 1m58s | Loss: 0.383 | Acc: 86.770% (36985/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 1m59s | Loss: 0.383 | Acc: 86.780% (37100/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 1m59s | Loss: 0.383 | Acc: 86.777% (37210/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 2m18ms | Loss: 0.383 | Acc: 86.777% (37321/43008) 336/391 [=======================================================>.........] Step: 370ms | Tot: 2m389ms | Loss: 0.383 | Acc: 86.781% (37434/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m756ms | Loss: 0.382 | Acc: 86.786% (37547/43264) 338/391 [========================================================>........] Step: 360ms | Tot: 2m1s | Loss: 0.383 | Acc: 86.781% (37656/43392) 339/391 [========================================================>........] Step: 350ms | Tot: 2m1s | Loss: 0.382 | Acc: 86.797% (37774/43520) 340/391 [========================================================>........] Step: 356ms | Tot: 2m1s | Loss: 0.382 | Acc: 86.783% (37879/43648) 341/391 [========================================================>........] Step: 350ms | Tot: 2m2s | Loss: 0.383 | Acc: 86.776% (37987/43776) 342/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.382 | Acc: 86.787% (38103/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m2s | Loss: 0.383 | Acc: 86.780% (38211/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m3s | Loss: 0.383 | Acc: 86.775% (38320/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m3s | Loss: 0.383 | Acc: 86.777% (38432/44288) 346/391 [=========================================================>.......] Step: 352ms | Tot: 2m3s | Loss: 0.383 | Acc: 86.780% (38544/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.383 | Acc: 86.770% (38651/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m4s | Loss: 0.383 | Acc: 86.764% (38759/44672) 349/391 [==========================================================>......] Step: 375ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.770% (38873/44800) 350/391 [==========================================================>......] Step: 352ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.777% (38987/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.776% (39098/45056) 352/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.383 | Acc: 86.772% (39207/45184) 353/391 [==========================================================>......] Step: 367ms | Tot: 2m6s | Loss: 0.383 | Acc: 86.765% (39315/45312) 354/391 [==========================================================>......] Step: 369ms | Tot: 2m6s | Loss: 0.383 | Acc: 86.765% (39426/45440) 355/391 [===========================================================>.....] Step: 351ms | Tot: 2m7s | Loss: 0.383 | Acc: 86.756% (39533/45568) 356/391 [===========================================================>.....] Step: 354ms | Tot: 2m7s | Loss: 0.383 | Acc: 86.752% (39642/45696) 357/391 [===========================================================>.....] Step: 355ms | Tot: 2m7s | Loss: 0.384 | Acc: 86.738% (39747/45824) 358/391 [===========================================================>.....] Step: 355ms | Tot: 2m8s | Loss: 0.383 | Acc: 86.754% (39865/45952) 359/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.383 | Acc: 86.762% (39980/46080) 360/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.383 | Acc: 86.769% (40094/46208) 361/391 [============================================================>....] Step: 348ms | Tot: 2m9s | Loss: 0.383 | Acc: 86.768% (40205/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m9s | Loss: 0.384 | Acc: 86.751% (40308/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.740% (40414/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.740% (40525/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.736% (40634/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.727% (40741/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.738% (40857/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.740% (40969/47232) 369/391 [=============================================================>...] Step: 353ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.748% (41084/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.742% (41192/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.729% (41297/47616) 372/391 [=============================================================>...] Step: 377ms | Tot: 2m13s | Loss: 0.384 | Acc: 86.736% (41411/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m13s | Loss: 0.384 | Acc: 86.742% (41525/47872) 374/391 [==============================================================>..] Step: 351ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.742% (41636/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.742% (41747/48128) 376/391 [==============================================================>..] Step: 371ms | Tot: 2m14s | Loss: 0.383 | Acc: 86.752% (41863/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.754% (41975/48384) 378/391 [==============================================================>..] Step: 351ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.739% (42079/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.739% (42190/48640) 380/391 [===============================================================>.] Step: 352ms | Tot: 2m16s | Loss: 0.384 | Acc: 86.747% (42305/48768) 381/391 [===============================================================>.] Step: 378ms | Tot: 2m16s | Loss: 0.384 | Acc: 86.741% (42413/48896) 382/391 [===============================================================>.] Step: 373ms | Tot: 2m16s | Loss: 0.384 | Acc: 86.729% (42518/49024) 383/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.384 | Acc: 86.721% (42625/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.384 | Acc: 86.721% (42736/49280) 385/391 [================================================================>] Step: 356ms | Tot: 2m18s | Loss: 0.384 | Acc: 86.731% (42852/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m18s | Loss: 0.384 | Acc: 86.725% (42960/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m18s | Loss: 0.384 | Acc: 86.727% (43072/49664) 388/391 [================================================================>] Step: 350ms | Tot: 2m19s | Loss: 0.385 | Acc: 86.717% (43178/49792) 389/391 [================================================================>] Step: 342ms | Tot: 2m19s | Loss: 0.384 | Acc: 86.717% (43289/49920) 390/391 [================================================================>] Step: 347ms | Tot: 2m19s | Loss: 0.385 | Acc: 86.714% (43357/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.424 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.455 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 594ms | Loss: 0.429 | Acc: 86.333% (259/300) 3/100 [=>...............................................................] Step: 283ms | Tot: 877ms | Loss: 0.440 | Acc: 85.750% (343/400) 4/100 [==>..............................................................] Step: 287ms | Tot: 1s164ms | Loss: 0.462 | Acc: 84.200% (421/500) 5/100 [===>.............................................................] Step: 292ms | Tot: 1s457ms | Loss: 0.429 | Acc: 85.167% (511/600) 6/100 [===>.............................................................] Step: 285ms | Tot: 1s742ms | Loss: 0.438 | Acc: 84.857% (594/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s43ms | Loss: 0.443 | Acc: 83.625% (669/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s354ms | Loss: 0.476 | Acc: 83.111% (748/900) 9/100 [=====>...........................................................] Step: 296ms | Tot: 2s651ms | Loss: 0.497 | Acc: 82.700% (827/1000) 10/100 [======>..........................................................] Step: 294ms | Tot: 2s946ms | Loss: 0.505 | Acc: 82.727% (910/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s245ms | Loss: 0.506 | Acc: 82.583% (991/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s545ms | Loss: 0.495 | Acc: 82.846% (1077/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s847ms | Loss: 0.487 | Acc: 83.429% (1168/1400) 14/100 [=========>.......................................................] Step: 301ms | Tot: 4s148ms | Loss: 0.473 | Acc: 83.733% (1256/1500) 15/100 [=========>.......................................................] Step: 312ms | Tot: 4s461ms | Loss: 0.476 | Acc: 83.812% (1341/1600) 16/100 [==========>......................................................] Step: 307ms | Tot: 4s769ms | Loss: 0.470 | Acc: 84.059% (1429/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s73ms | Loss: 0.471 | Acc: 84.056% (1513/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s374ms | Loss: 0.477 | Acc: 83.789% (1592/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s673ms | Loss: 0.487 | Acc: 83.550% (1671/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 5s977ms | Loss: 0.494 | Acc: 83.476% (1753/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s287ms | Loss: 0.492 | Acc: 83.545% (1838/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s596ms | Loss: 0.503 | Acc: 83.348% (1917/2300) 23/100 [==============>..................................................] Step: 296ms | Tot: 6s893ms | Loss: 0.506 | Acc: 83.333% (2000/2400) 24/100 [===============>.................................................] Step: 295ms | Tot: 7s188ms | Loss: 0.512 | Acc: 83.360% (2084/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s491ms | Loss: 0.518 | Acc: 83.269% (2165/2600) 26/100 [================>................................................] Step: 313ms | Tot: 7s804ms | Loss: 0.518 | Acc: 83.259% (2248/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s107ms | Loss: 0.512 | Acc: 83.393% (2335/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s418ms | Loss: 0.511 | Acc: 83.448% (2420/2900) 29/100 [==================>..............................................] Step: 295ms | Tot: 8s714ms | Loss: 0.512 | Acc: 83.433% (2503/3000) 30/100 [===================>.............................................] Step: 295ms | Tot: 9s10ms | Loss: 0.514 | Acc: 83.419% (2586/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s322ms | Loss: 0.511 | Acc: 83.531% (2673/3200) 32/100 [====================>............................................] Step: 320ms | Tot: 9s642ms | Loss: 0.509 | Acc: 83.394% (2752/3300) 33/100 [=====================>...........................................] Step: 320ms | Tot: 9s962ms | Loss: 0.509 | Acc: 83.500% (2839/3400) 34/100 [======================>..........................................] Step: 314ms | Tot: 10s276ms | Loss: 0.511 | Acc: 83.457% (2921/3500) 35/100 [======================>..........................................] Step: 318ms | Tot: 10s595ms | Loss: 0.510 | Acc: 83.556% (3008/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 10s910ms | Loss: 0.516 | Acc: 83.351% (3084/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s221ms | Loss: 0.518 | Acc: 83.316% (3166/3800) 38/100 [========================>........................................] Step: 317ms | Tot: 11s538ms | Loss: 0.515 | Acc: 83.385% (3252/3900) 39/100 [=========================>.......................................] Step: 315ms | Tot: 11s854ms | Loss: 0.513 | Acc: 83.425% (3337/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s161ms | Loss: 0.513 | Acc: 83.512% (3424/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s471ms | Loss: 0.514 | Acc: 83.500% (3507/4200) 42/100 [===========================>.....................................] Step: 294ms | Tot: 12s765ms | Loss: 0.508 | Acc: 83.698% (3599/4300) 43/100 [===========================>.....................................] Step: 292ms | Tot: 13s57ms | Loss: 0.510 | Acc: 83.659% (3681/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s360ms | Loss: 0.509 | Acc: 83.644% (3764/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s664ms | Loss: 0.509 | Acc: 83.565% (3844/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 13s971ms | Loss: 0.507 | Acc: 83.532% (3926/4700) 47/100 [==============================>..................................] Step: 301ms | Tot: 14s272ms | Loss: 0.511 | Acc: 83.458% (4006/4800) 48/100 [===============================>.................................] Step: 314ms | Tot: 14s586ms | Loss: 0.509 | Acc: 83.449% (4089/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 14s891ms | Loss: 0.510 | Acc: 83.440% (4172/5000) 50/100 [================================>................................] Step: 296ms | Tot: 15s188ms | Loss: 0.509 | Acc: 83.490% (4258/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s490ms | Loss: 0.509 | Acc: 83.462% (4340/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s792ms | Loss: 0.506 | Acc: 83.509% (4426/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s103ms | Loss: 0.505 | Acc: 83.574% (4513/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s414ms | Loss: 0.505 | Acc: 83.582% (4597/5500) 55/100 [===================================>.............................] Step: 291ms | Tot: 16s706ms | Loss: 0.507 | Acc: 83.464% (4674/5600) 56/100 [====================================>............................] Step: 297ms | Tot: 17s4ms | Loss: 0.508 | Acc: 83.439% (4756/5700) 57/100 [=====================================>...........................] Step: 297ms | Tot: 17s301ms | Loss: 0.507 | Acc: 83.483% (4842/5800) 58/100 [=====================================>...........................] Step: 314ms | Tot: 17s616ms | Loss: 0.508 | Acc: 83.356% (4918/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 17s923ms | Loss: 0.508 | Acc: 83.350% (5001/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s222ms | Loss: 0.510 | Acc: 83.344% (5084/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s535ms | Loss: 0.508 | Acc: 83.435% (5173/6200) 62/100 [========================================>........................] Step: 297ms | Tot: 18s833ms | Loss: 0.510 | Acc: 83.365% (5252/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s135ms | Loss: 0.509 | Acc: 83.422% (5339/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s446ms | Loss: 0.512 | Acc: 83.385% (5420/6500) 65/100 [==========================================>......................] Step: 315ms | Tot: 19s762ms | Loss: 0.514 | Acc: 83.258% (5495/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s65ms | Loss: 0.513 | Acc: 83.313% (5582/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s373ms | Loss: 0.516 | Acc: 83.221% (5659/6800) 68/100 [============================================>....................] Step: 296ms | Tot: 20s670ms | Loss: 0.517 | Acc: 83.188% (5740/6900) 69/100 [============================================>....................] Step: 298ms | Tot: 20s968ms | Loss: 0.517 | Acc: 83.143% (5820/7000) 70/100 [=============================================>...................] Step: 294ms | Tot: 21s262ms | Loss: 0.519 | Acc: 83.141% (5903/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 21s576ms | Loss: 0.517 | Acc: 83.153% (5987/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s879ms | Loss: 0.517 | Acc: 83.164% (6071/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s183ms | Loss: 0.518 | Acc: 83.135% (6152/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s489ms | Loss: 0.519 | Acc: 83.107% (6233/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s790ms | Loss: 0.519 | Acc: 83.145% (6319/7600) 76/100 [=================================================>...............] Step: 294ms | Tot: 23s85ms | Loss: 0.518 | Acc: 83.169% (6404/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s391ms | Loss: 0.519 | Acc: 83.179% (6488/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s695ms | Loss: 0.519 | Acc: 83.203% (6573/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 23s999ms | Loss: 0.519 | Acc: 83.162% (6653/8000) 80/100 [====================================================>............] Step: 299ms | Tot: 24s298ms | Loss: 0.517 | Acc: 83.222% (6741/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s607ms | Loss: 0.517 | Acc: 83.232% (6825/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 24s913ms | Loss: 0.518 | Acc: 83.265% (6911/8300) 83/100 [=====================================================>...........] Step: 296ms | Tot: 25s209ms | Loss: 0.517 | Acc: 83.226% (6991/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s515ms | Loss: 0.519 | Acc: 83.188% (7071/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s818ms | Loss: 0.519 | Acc: 83.233% (7158/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s120ms | Loss: 0.520 | Acc: 83.230% (7241/8700) 87/100 [========================================================>........] Step: 316ms | Tot: 26s436ms | Loss: 0.519 | Acc: 83.216% (7323/8800) 88/100 [=========================================================>.......] Step: 313ms | Tot: 26s750ms | Loss: 0.519 | Acc: 83.236% (7408/8900) 89/100 [=========================================================>.......] Step: 298ms | Tot: 27s48ms | Loss: 0.519 | Acc: 83.211% (7489/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s353ms | Loss: 0.516 | Acc: 83.286% (7579/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s663ms | Loss: 0.515 | Acc: 83.315% (7665/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 27s965ms | Loss: 0.516 | Acc: 83.280% (7745/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s278ms | Loss: 0.517 | Acc: 83.255% (7826/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s582ms | Loss: 0.517 | Acc: 83.242% (7908/9500) 95/100 [=============================================================>...] Step: 297ms | Tot: 28s880ms | Loss: 0.518 | Acc: 83.229% (7990/9600) 96/100 [==============================================================>..] Step: 292ms | Tot: 29s173ms | Loss: 0.516 | Acc: 83.247% (8075/9700) 97/100 [===============================================================>.] Step: 312ms | Tot: 29s486ms | Loss: 0.516 | Acc: 83.255% (8159/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 29s802ms | Loss: 0.517 | Acc: 83.192% (8236/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s108ms | Loss: 0.517 | Acc: 83.190% (8319/10000) 100/100 + +Epoch: 76 + [>................................................................] Step: 604ms | Tot: 2ms | Loss: 0.274 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 373ms | Tot: 375ms | Loss: 0.322 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 374ms | Tot: 750ms | Loss: 0.336 | Acc: 89.844% (345/384) 3/391 [>................................................................] Step: 363ms | Tot: 1s113ms | Loss: 0.351 | Acc: 89.062% (456/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s480ms | Loss: 0.353 | Acc: 88.438% (566/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s843ms | Loss: 0.364 | Acc: 87.630% (673/768) 6/391 [>................................................................] Step: 353ms | Tot: 2s196ms | Loss: 0.372 | Acc: 87.500% (784/896) 7/391 [=>...............................................................] Step: 353ms | Tot: 2s550ms | Loss: 0.361 | Acc: 87.988% (901/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 2s918ms | Loss: 0.353 | Acc: 88.368% (1018/1152) 9/391 [=>...............................................................] Step: 376ms | Tot: 3s294ms | Loss: 0.352 | Acc: 88.438% (1132/1280) 10/391 [=>...............................................................] Step: 360ms | Tot: 3s655ms | Loss: 0.353 | Acc: 88.494% (1246/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s20ms | Loss: 0.353 | Acc: 88.542% (1360/1536) 12/391 [=>...............................................................] Step: 351ms | Tot: 4s371ms | Loss: 0.356 | Acc: 88.221% (1468/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s731ms | Loss: 0.359 | Acc: 87.891% (1575/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s92ms | Loss: 0.361 | Acc: 87.760% (1685/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s452ms | Loss: 0.365 | Acc: 87.549% (1793/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s812ms | Loss: 0.369 | Acc: 87.362% (1901/2176) 17/391 [==>..............................................................] Step: 354ms | Tot: 6s167ms | Loss: 0.371 | Acc: 87.283% (2011/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s526ms | Loss: 0.373 | Acc: 87.048% (2117/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 6s891ms | Loss: 0.368 | Acc: 87.227% (2233/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s251ms | Loss: 0.366 | Acc: 87.277% (2346/2688) 21/391 [===>.............................................................] Step: 354ms | Tot: 7s606ms | Loss: 0.365 | Acc: 87.358% (2460/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 7s960ms | Loss: 0.360 | Acc: 87.466% (2575/2944) 23/391 [===>.............................................................] Step: 346ms | Tot: 8s307ms | Loss: 0.360 | Acc: 87.467% (2687/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s664ms | Loss: 0.359 | Acc: 87.500% (2800/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s29ms | Loss: 0.355 | Acc: 87.620% (2916/3328) 26/391 [====>............................................................] Step: 355ms | Tot: 9s385ms | Loss: 0.354 | Acc: 87.731% (3032/3456) 27/391 [====>............................................................] Step: 369ms | Tot: 9s754ms | Loss: 0.355 | Acc: 87.723% (3144/3584) 28/391 [====>............................................................] Step: 350ms | Tot: 10s105ms | Loss: 0.356 | Acc: 87.769% (3258/3712) 29/391 [====>............................................................] Step: 347ms | Tot: 10s453ms | Loss: 0.357 | Acc: 87.656% (3366/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 10s809ms | Loss: 0.358 | Acc: 87.727% (3481/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s168ms | Loss: 0.358 | Acc: 87.695% (3592/4096) 32/391 [=====>...........................................................] Step: 364ms | Tot: 11s532ms | Loss: 0.357 | Acc: 87.760% (3707/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 11s897ms | Loss: 0.356 | Acc: 87.799% (3821/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s259ms | Loss: 0.357 | Acc: 87.790% (3933/4480) 35/391 [=====>...........................................................] Step: 368ms | Tot: 12s627ms | Loss: 0.360 | Acc: 87.695% (4041/4608) 36/391 [=====>...........................................................] Step: 378ms | Tot: 13s6ms | Loss: 0.360 | Acc: 87.627% (4150/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s373ms | Loss: 0.358 | Acc: 87.726% (4267/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s741ms | Loss: 0.361 | Acc: 87.620% (4374/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s103ms | Loss: 0.360 | Acc: 87.695% (4490/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s466ms | Loss: 0.360 | Acc: 87.729% (4604/5248) 41/391 [======>..........................................................] Step: 363ms | Tot: 14s829ms | Loss: 0.359 | Acc: 87.742% (4717/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s188ms | Loss: 0.360 | Acc: 87.718% (4828/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s545ms | Loss: 0.363 | Acc: 87.607% (4934/5632) 44/391 [=======>.........................................................] Step: 353ms | Tot: 15s898ms | Loss: 0.363 | Acc: 87.622% (5047/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s256ms | Loss: 0.362 | Acc: 87.653% (5161/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s613ms | Loss: 0.362 | Acc: 87.650% (5273/6016) 47/391 [=======>.........................................................] Step: 356ms | Tot: 16s970ms | Loss: 0.362 | Acc: 87.614% (5383/6144) 48/391 [=======>.........................................................] Step: 353ms | Tot: 17s323ms | Loss: 0.363 | Acc: 87.548% (5491/6272) 49/391 [========>........................................................] Step: 351ms | Tot: 17s675ms | Loss: 0.363 | Acc: 87.625% (5608/6400) 50/391 [========>........................................................] Step: 343ms | Tot: 18s18ms | Loss: 0.363 | Acc: 87.638% (5721/6528) 51/391 [========>........................................................] Step: 349ms | Tot: 18s368ms | Loss: 0.363 | Acc: 87.710% (5838/6656) 52/391 [========>........................................................] Step: 371ms | Tot: 18s740ms | Loss: 0.365 | Acc: 87.618% (5944/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s106ms | Loss: 0.366 | Acc: 87.616% (6056/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s472ms | Loss: 0.364 | Acc: 87.685% (6173/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 19s830ms | Loss: 0.365 | Acc: 87.640% (6282/7168) 56/391 [=========>.......................................................] Step: 351ms | Tot: 20s181ms | Loss: 0.366 | Acc: 87.651% (6395/7296) 57/391 [=========>.......................................................] Step: 348ms | Tot: 20s530ms | Loss: 0.367 | Acc: 87.581% (6502/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 20s892ms | Loss: 0.367 | Acc: 87.632% (6618/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s254ms | Loss: 0.367 | Acc: 87.630% (6730/7680) 60/391 [=========>.......................................................] Step: 355ms | Tot: 21s609ms | Loss: 0.368 | Acc: 87.628% (6842/7808) 61/391 [==========>......................................................] Step: 352ms | Tot: 21s962ms | Loss: 0.370 | Acc: 87.588% (6951/7936) 62/391 [==========>......................................................] Step: 359ms | Tot: 22s321ms | Loss: 0.369 | Acc: 87.661% (7069/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 22s689ms | Loss: 0.371 | Acc: 87.573% (7174/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s49ms | Loss: 0.372 | Acc: 87.572% (7286/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s408ms | Loss: 0.374 | Acc: 87.547% (7396/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 23s774ms | Loss: 0.374 | Acc: 87.488% (7503/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s135ms | Loss: 0.375 | Acc: 87.534% (7619/8704) 68/391 [===========>.....................................................] Step: 348ms | Tot: 24s483ms | Loss: 0.375 | Acc: 87.511% (7729/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 24s843ms | Loss: 0.375 | Acc: 87.467% (7837/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s204ms | Loss: 0.374 | Acc: 87.456% (7948/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s557ms | Loss: 0.376 | Acc: 87.413% (8056/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 25s921ms | Loss: 0.379 | Acc: 87.318% (8159/9344) 73/391 [============>....................................................] Step: 364ms | Tot: 26s286ms | Loss: 0.379 | Acc: 87.352% (8274/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 26s648ms | Loss: 0.380 | Acc: 87.302% (8381/9600) 75/391 [============>....................................................] Step: 354ms | Tot: 27s3ms | Loss: 0.379 | Acc: 87.336% (8496/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s364ms | Loss: 0.378 | Acc: 87.338% (8608/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 27s728ms | Loss: 0.377 | Acc: 87.340% (8720/9984) 78/391 [============>....................................................] Step: 348ms | Tot: 28s77ms | Loss: 0.378 | Acc: 87.273% (8825/10112) 79/391 [=============>...................................................] Step: 345ms | Tot: 28s423ms | Loss: 0.378 | Acc: 87.256% (8935/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 28s793ms | Loss: 0.378 | Acc: 87.240% (9045/10368) 81/391 [=============>...................................................] Step: 376ms | Tot: 29s170ms | Loss: 0.378 | Acc: 87.262% (9159/10496) 82/391 [=============>...................................................] Step: 353ms | Tot: 29s524ms | Loss: 0.378 | Acc: 87.227% (9267/10624) 83/391 [=============>...................................................] Step: 352ms | Tot: 29s876ms | Loss: 0.378 | Acc: 87.258% (9382/10752) 84/391 [=============>...................................................] Step: 351ms | Tot: 30s227ms | Loss: 0.378 | Acc: 87.252% (9493/10880) 85/391 [==============>..................................................] Step: 351ms | Tot: 30s579ms | Loss: 0.377 | Acc: 87.291% (9609/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 30s941ms | Loss: 0.378 | Acc: 87.302% (9722/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s302ms | Loss: 0.378 | Acc: 87.296% (9833/11264) 88/391 [==============>..................................................] Step: 351ms | Tot: 31s654ms | Loss: 0.377 | Acc: 87.289% (9944/11392) 89/391 [==============>..................................................] Step: 353ms | Tot: 32s7ms | Loss: 0.378 | Acc: 87.248% (10051/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s370ms | Loss: 0.378 | Acc: 87.234% (10161/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 32s738ms | Loss: 0.379 | Acc: 87.169% (10265/11776) 92/391 [===============>.................................................] Step: 354ms | Tot: 33s92ms | Loss: 0.378 | Acc: 87.223% (10383/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s452ms | Loss: 0.378 | Acc: 87.176% (10489/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 33s815ms | Loss: 0.377 | Acc: 87.204% (10604/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s173ms | Loss: 0.377 | Acc: 87.174% (10712/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 34s541ms | Loss: 0.378 | Acc: 87.138% (10819/12416) 97/391 [================>................................................] Step: 370ms | Tot: 34s912ms | Loss: 0.379 | Acc: 87.093% (10925/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s282ms | Loss: 0.380 | Acc: 87.074% (11034/12672) 99/391 [================>................................................] Step: 366ms | Tot: 35s648ms | Loss: 0.379 | Acc: 87.102% (11149/12800) 100/391 [================>................................................] Step: 366ms | Tot: 36s15ms | Loss: 0.379 | Acc: 87.075% (11257/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s377ms | Loss: 0.380 | Acc: 87.033% (11363/13056) 102/391 [================>................................................] Step: 369ms | Tot: 36s746ms | Loss: 0.380 | Acc: 87.037% (11475/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s111ms | Loss: 0.379 | Acc: 87.094% (11594/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s468ms | Loss: 0.378 | Acc: 87.128% (11710/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 37s832ms | Loss: 0.378 | Acc: 87.124% (11821/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s192ms | Loss: 0.378 | Acc: 87.128% (11933/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 38s556ms | Loss: 0.377 | Acc: 87.131% (12045/13824) 108/391 [=================>...............................................] Step: 385ms | Tot: 38s942ms | Loss: 0.378 | Acc: 87.099% (12152/13952) 109/391 [==================>..............................................] Step: 366ms | Tot: 39s308ms | Loss: 0.379 | Acc: 87.074% (12260/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 39s664ms | Loss: 0.378 | Acc: 87.120% (12378/14208) 111/391 [==================>..............................................] Step: 353ms | Tot: 40s17ms | Loss: 0.378 | Acc: 87.130% (12491/14336) 112/391 [==================>..............................................] Step: 356ms | Tot: 40s374ms | Loss: 0.378 | Acc: 87.120% (12601/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 40s740ms | Loss: 0.378 | Acc: 87.109% (12711/14592) 114/391 [==================>..............................................] Step: 358ms | Tot: 41s99ms | Loss: 0.378 | Acc: 87.147% (12828/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s456ms | Loss: 0.378 | Acc: 87.150% (12940/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 41s818ms | Loss: 0.377 | Acc: 87.179% (13056/14976) 117/391 [===================>.............................................] Step: 367ms | Tot: 42s185ms | Loss: 0.378 | Acc: 87.176% (13167/15104) 118/391 [===================>.............................................] Step: 361ms | Tot: 42s546ms | Loss: 0.377 | Acc: 87.198% (13282/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 42s910ms | Loss: 0.377 | Acc: 87.214% (13396/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s269ms | Loss: 0.378 | Acc: 87.171% (13501/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 43s634ms | Loss: 0.378 | Acc: 87.135% (13607/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 44s5ms | Loss: 0.379 | Acc: 87.106% (13714/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s374ms | Loss: 0.380 | Acc: 87.090% (13823/15872) 124/391 [====================>............................................] Step: 376ms | Tot: 44s751ms | Loss: 0.379 | Acc: 87.119% (13939/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 45s118ms | Loss: 0.379 | Acc: 87.128% (14052/16128) 126/391 [====================>............................................] Step: 372ms | Tot: 45s491ms | Loss: 0.379 | Acc: 87.131% (14164/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 45s859ms | Loss: 0.379 | Acc: 87.109% (14272/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 46s221ms | Loss: 0.379 | Acc: 87.082% (14379/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s585ms | Loss: 0.379 | Acc: 87.097% (14493/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 46s949ms | Loss: 0.378 | Acc: 87.100% (14605/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 47s305ms | Loss: 0.378 | Acc: 87.074% (14712/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s660ms | Loss: 0.377 | Acc: 87.112% (14830/17024) 133/391 [======================>..........................................] Step: 350ms | Tot: 48s11ms | Loss: 0.378 | Acc: 87.109% (14941/17152) 134/391 [======================>..........................................] Step: 353ms | Tot: 48s364ms | Loss: 0.378 | Acc: 87.095% (15050/17280) 135/391 [======================>..........................................] Step: 376ms | Tot: 48s740ms | Loss: 0.378 | Acc: 87.098% (15162/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 49s111ms | Loss: 0.379 | Acc: 87.078% (15270/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 49s466ms | Loss: 0.379 | Acc: 87.053% (15377/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 49s824ms | Loss: 0.379 | Acc: 87.050% (15488/17792) 139/391 [=======================>.........................................] Step: 352ms | Tot: 50s177ms | Loss: 0.379 | Acc: 87.059% (15601/17920) 140/391 [=======================>.........................................] Step: 354ms | Tot: 50s531ms | Loss: 0.379 | Acc: 87.068% (15714/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 50s898ms | Loss: 0.378 | Acc: 87.071% (15826/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s259ms | Loss: 0.379 | Acc: 87.057% (15935/18304) 143/391 [=======================>.........................................] Step: 351ms | Tot: 51s610ms | Loss: 0.380 | Acc: 87.044% (16044/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 51s972ms | Loss: 0.380 | Acc: 87.010% (16149/18560) 145/391 [========================>........................................] Step: 352ms | Tot: 52s325ms | Loss: 0.380 | Acc: 87.034% (16265/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 52s692ms | Loss: 0.380 | Acc: 87.016% (16373/18816) 147/391 [========================>........................................] Step: 353ms | Tot: 53s46ms | Loss: 0.381 | Acc: 86.999% (16481/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s405ms | Loss: 0.380 | Acc: 87.028% (16598/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 53s773ms | Loss: 0.380 | Acc: 87.026% (16709/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s138ms | Loss: 0.381 | Acc: 87.019% (16819/19328) 151/391 [=========================>.......................................] Step: 352ms | Tot: 54s490ms | Loss: 0.381 | Acc: 87.012% (16929/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 54s858ms | Loss: 0.381 | Acc: 87.025% (17043/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s224ms | Loss: 0.382 | Acc: 86.998% (17149/19712) 154/391 [=========================>.......................................] Step: 349ms | Tot: 55s574ms | Loss: 0.382 | Acc: 86.996% (17260/19840) 155/391 [=========================>.......................................] Step: 352ms | Tot: 55s927ms | Loss: 0.382 | Acc: 86.999% (17372/19968) 156/391 [=========================>.......................................] Step: 354ms | Tot: 56s281ms | Loss: 0.383 | Acc: 86.987% (17481/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 56s648ms | Loss: 0.382 | Acc: 87.001% (17595/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 57s10ms | Loss: 0.381 | Acc: 87.033% (17713/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s373ms | Loss: 0.381 | Acc: 87.041% (17826/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 57s729ms | Loss: 0.382 | Acc: 87.039% (17937/20608) 161/391 [==========================>......................................] Step: 349ms | Tot: 58s79ms | Loss: 0.381 | Acc: 87.052% (18051/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s443ms | Loss: 0.381 | Acc: 87.030% (18158/20864) 163/391 [===========================>.....................................] Step: 376ms | Tot: 58s819ms | Loss: 0.381 | Acc: 87.057% (18275/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s185ms | Loss: 0.381 | Acc: 87.055% (18386/21120) 165/391 [===========================>.....................................] Step: 348ms | Tot: 59s534ms | Loss: 0.381 | Acc: 87.058% (18498/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 59s893ms | Loss: 0.381 | Acc: 87.060% (18610/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m252ms | Loss: 0.382 | Acc: 87.044% (18718/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m615ms | Loss: 0.383 | Acc: 87.015% (18823/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m976ms | Loss: 0.383 | Acc: 87.008% (18933/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.383 | Acc: 87.007% (19044/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.383 | Acc: 87.009% (19156/22016) 172/391 [============================>....................................] Step: 352ms | Tot: 1m2s | Loss: 0.383 | Acc: 87.012% (19268/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.383 | Acc: 87.029% (19383/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.383 | Acc: 87.013% (19491/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.383 | Acc: 86.998% (19599/22528) 176/391 [=============================>...................................] Step: 351ms | Tot: 1m3s | Loss: 0.383 | Acc: 86.988% (19708/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.383 | Acc: 86.991% (19820/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.383 | Acc: 86.981% (19929/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.382 | Acc: 86.997% (20044/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.382 | Acc: 87.004% (20157/23168) 181/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.382 | Acc: 87.011% (20270/23296) 182/391 [==============================>..................................] Step: 348ms | Tot: 1m5s | Loss: 0.383 | Acc: 86.988% (20376/23424) 183/391 [==============================>..................................] Step: 344ms | Tot: 1m5s | Loss: 0.383 | Acc: 86.974% (20484/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.383 | Acc: 86.972% (20595/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.383 | Acc: 86.979% (20708/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.383 | Acc: 86.969% (20817/23936) 187/391 [===============================>.................................] Step: 347ms | Tot: 1m7s | Loss: 0.383 | Acc: 86.972% (20929/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.384 | Acc: 86.958% (21037/24192) 189/391 [===============================>.................................] Step: 375ms | Tot: 1m8s | Loss: 0.384 | Acc: 86.924% (21140/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.384 | Acc: 86.919% (21250/24448) 191/391 [===============================>.................................] Step: 374ms | Tot: 1m8s | Loss: 0.384 | Acc: 86.951% (21369/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.384 | Acc: 86.937% (21477/24704) 193/391 [================================>................................] Step: 349ms | Tot: 1m9s | Loss: 0.384 | Acc: 86.948% (21591/24832) 194/391 [================================>................................] Step: 356ms | Tot: 1m9s | Loss: 0.383 | Acc: 86.979% (21710/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.384 | Acc: 86.958% (21816/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.383 | Acc: 86.984% (21934/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.967% (22041/25344) 198/391 [================================>................................] Step: 374ms | Tot: 1m11s | Loss: 0.383 | Acc: 86.970% (22153/25472) 199/391 [=================================>...............................] Step: 351ms | Tot: 1m11s | Loss: 0.384 | Acc: 86.953% (22260/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.384 | Acc: 86.936% (22367/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.384 | Acc: 86.939% (22479/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.384 | Acc: 86.923% (22586/25984) 203/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.926% (22698/26112) 204/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.384 | Acc: 86.902% (22803/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m13s | Loss: 0.385 | Acc: 86.886% (22910/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.385 | Acc: 86.866% (23016/26496) 207/391 [==================================>..............................] Step: 372ms | Tot: 1m14s | Loss: 0.385 | Acc: 86.865% (23127/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.868% (23239/26752) 209/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.879% (23353/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.859% (23459/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.855% (23569/27136) 212/391 [===================================>.............................] Step: 373ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.851% (23679/27264) 213/391 [===================================>.............................] Step: 379ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.861% (23793/27392) 214/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.857% (23903/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.874% (24019/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.385 | Acc: 86.881% (24132/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.876% (24242/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.901% (24360/28032) 219/391 [====================================>............................] Step: 370ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.900% (24471/28160) 220/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.892% (24580/28288) 221/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.895% (24692/28416) 222/391 [====================================>............................] Step: 351ms | Tot: 1m20s | Loss: 0.385 | Acc: 86.873% (24797/28544) 223/391 [=====================================>...........................] Step: 359ms | Tot: 1m20s | Loss: 0.386 | Acc: 86.851% (24902/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m20s | Loss: 0.385 | Acc: 86.851% (25013/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.386 | Acc: 86.836% (25120/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.386 | Acc: 86.836% (25231/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.386 | Acc: 86.842% (25344/29184) 228/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.828% (25451/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.827% (25562/29440) 230/391 [======================================>..........................] Step: 354ms | Tot: 1m22s | Loss: 0.386 | Acc: 86.834% (25675/29568) 231/391 [======================================>..........................] Step: 350ms | Tot: 1m23s | Loss: 0.386 | Acc: 86.837% (25787/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.386 | Acc: 86.819% (25893/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.386 | Acc: 86.822% (26005/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.386 | Acc: 86.832% (26119/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m24s | Loss: 0.386 | Acc: 86.838% (26232/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.387 | Acc: 86.811% (26335/30336) 237/391 [=======================================>.........................] Step: 346ms | Tot: 1m25s | Loss: 0.387 | Acc: 86.817% (26448/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.387 | Acc: 86.817% (26559/30592) 239/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.388 | Acc: 86.794% (26663/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.387 | Acc: 86.803% (26777/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m26s | Loss: 0.387 | Acc: 86.819% (26893/30976) 242/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.387 | Acc: 86.812% (27002/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.387 | Acc: 86.805% (27111/31232) 244/391 [========================================>........................] Step: 350ms | Tot: 1m27s | Loss: 0.387 | Acc: 86.814% (27225/31360) 245/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.387 | Acc: 86.827% (27340/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.387 | Acc: 86.829% (27452/31616) 247/391 [=========================================>.......................] Step: 366ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.816% (27559/31744) 248/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.819% (27671/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.387 | Acc: 86.822% (27783/32000) 250/391 [=========================================>.......................] Step: 349ms | Tot: 1m30s | Loss: 0.387 | Acc: 86.837% (27899/32128) 251/391 [=========================================>.......................] Step: 351ms | Tot: 1m30s | Loss: 0.387 | Acc: 86.824% (28006/32256) 252/391 [=========================================>.......................] Step: 372ms | Tot: 1m30s | Loss: 0.387 | Acc: 86.827% (28118/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.387 | Acc: 86.842% (28234/32512) 254/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.387 | Acc: 86.832% (28342/32640) 255/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.387 | Acc: 86.826% (28451/32768) 256/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.387 | Acc: 86.819% (28560/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.387 | Acc: 86.816% (28670/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.387 | Acc: 86.821% (28783/33152) 259/391 [===========================================>.....................] Step: 355ms | Tot: 1m33s | Loss: 0.387 | Acc: 86.827% (28896/33280) 260/391 [===========================================>.....................] Step: 363ms | Tot: 1m33s | Loss: 0.387 | Acc: 86.830% (29008/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.386 | Acc: 86.838% (29122/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.386 | Acc: 86.838% (29233/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.386 | Acc: 86.843% (29346/33792) 264/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.386 | Acc: 86.851% (29460/33920) 265/391 [============================================>....................] Step: 354ms | Tot: 1m35s | Loss: 0.386 | Acc: 86.851% (29571/34048) 266/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.386 | Acc: 86.847% (29681/34176) 267/391 [============================================>....................] Step: 351ms | Tot: 1m36s | Loss: 0.385 | Acc: 86.853% (29794/34304) 268/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.385 | Acc: 86.855% (29906/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.386 | Acc: 86.846% (30014/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.386 | Acc: 86.831% (30120/34688) 271/391 [=============================================>...................] Step: 354ms | Tot: 1m37s | Loss: 0.386 | Acc: 86.831% (30231/34816) 272/391 [=============================================>...................] Step: 351ms | Tot: 1m38s | Loss: 0.385 | Acc: 86.848% (30348/34944) 273/391 [=============================================>...................] Step: 353ms | Tot: 1m38s | Loss: 0.385 | Acc: 86.850% (30460/35072) 274/391 [=============================================>...................] Step: 382ms | Tot: 1m38s | Loss: 0.386 | Acc: 86.835% (30566/35200) 275/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.386 | Acc: 86.835% (30677/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.386 | Acc: 86.837% (30789/35456) 277/391 [==============================================>..................] Step: 354ms | Tot: 1m39s | Loss: 0.386 | Acc: 86.851% (30905/35584) 278/391 [==============================================>..................] Step: 351ms | Tot: 1m40s | Loss: 0.386 | Acc: 86.825% (31007/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.386 | Acc: 86.819% (31116/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m40s | Loss: 0.387 | Acc: 86.791% (31217/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.387 | Acc: 86.799% (31331/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.387 | Acc: 86.799% (31442/36224) 283/391 [===============================================>.................] Step: 350ms | Tot: 1m41s | Loss: 0.387 | Acc: 86.812% (31558/36352) 284/391 [===============================================>.................] Step: 348ms | Tot: 1m42s | Loss: 0.387 | Acc: 86.826% (31674/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.387 | Acc: 86.823% (31784/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.387 | Acc: 86.811% (31891/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.387 | Acc: 86.803% (31999/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.387 | Acc: 86.805% (32111/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.387 | Acc: 86.805% (32222/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.387 | Acc: 86.805% (32333/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m44s | Loss: 0.387 | Acc: 86.802% (32443/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.387 | Acc: 86.799% (32553/37504) 293/391 [================================================>................] Step: 349ms | Tot: 1m45s | Loss: 0.387 | Acc: 86.788% (32660/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.388 | Acc: 86.777% (32767/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m46s | Loss: 0.388 | Acc: 86.758% (32871/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m46s | Loss: 0.388 | Acc: 86.758% (32982/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.388 | Acc: 86.769% (33097/38144) 298/391 [=================================================>...............] Step: 353ms | Tot: 1m47s | Loss: 0.388 | Acc: 86.758% (33204/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.388 | Acc: 86.755% (33314/38400) 300/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.388 | Acc: 86.758% (33426/38528) 301/391 [==================================================>..............] Step: 369ms | Tot: 1m48s | Loss: 0.388 | Acc: 86.765% (33540/38656) 302/391 [==================================================>..............] Step: 376ms | Tot: 1m48s | Loss: 0.388 | Acc: 86.773% (33654/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m49s | Loss: 0.388 | Acc: 86.773% (33765/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.387 | Acc: 86.783% (33880/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.388 | Acc: 86.783% (33991/39168) 306/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.388 | Acc: 86.762% (34094/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m50s | Loss: 0.388 | Acc: 86.764% (34206/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.388 | Acc: 86.772% (34320/39552) 309/391 [===================================================>.............] Step: 348ms | Tot: 1m51s | Loss: 0.388 | Acc: 86.777% (34433/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.388 | Acc: 86.789% (34549/39808) 311/391 [===================================================>.............] Step: 349ms | Tot: 1m52s | Loss: 0.388 | Acc: 86.781% (34657/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.388 | Acc: 86.774% (34765/40064) 313/391 [====================================================>............] Step: 373ms | Tot: 1m52s | Loss: 0.388 | Acc: 86.771% (34875/40192) 314/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.388 | Acc: 86.771% (34986/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.388 | Acc: 86.766% (35095/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m53s | Loss: 0.388 | Acc: 86.773% (35209/40576) 317/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.387 | Acc: 86.785% (35325/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.387 | Acc: 86.778% (35433/40832) 319/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.387 | Acc: 86.785% (35547/40960) 320/391 [=====================================================>...........] Step: 353ms | Tot: 1m55s | Loss: 0.387 | Acc: 86.772% (35653/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.387 | Acc: 86.775% (35765/41216) 322/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.387 | Acc: 86.770% (35874/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.387 | Acc: 86.755% (35979/41472) 324/391 [=====================================================>...........] Step: 373ms | Tot: 1m56s | Loss: 0.388 | Acc: 86.760% (36092/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m57s | Loss: 0.387 | Acc: 86.774% (36209/41728) 326/391 [======================================================>..........] Step: 349ms | Tot: 1m57s | Loss: 0.387 | Acc: 86.778% (36322/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.387 | Acc: 86.778% (36433/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.387 | Acc: 86.788% (36548/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.387 | Acc: 86.792% (36661/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.387 | Acc: 86.780% (36767/42368) 331/391 [=======================================================>.........] Step: 351ms | Tot: 1m59s | Loss: 0.387 | Acc: 86.778% (36877/42496) 332/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.387 | Acc: 86.768% (36984/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m67ms | Loss: 0.387 | Acc: 86.766% (37094/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m429ms | Loss: 0.388 | Acc: 86.744% (37196/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m793ms | Loss: 0.388 | Acc: 86.763% (37315/43008) 336/391 [=======================================================>.........] Step: 350ms | Tot: 2m1s | Loss: 0.387 | Acc: 86.772% (37430/43136) 337/391 [========================================================>........] Step: 348ms | Tot: 2m1s | Loss: 0.387 | Acc: 86.788% (37548/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m1s | Loss: 0.387 | Acc: 86.788% (37659/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.387 | Acc: 86.801% (37776/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.387 | Acc: 86.810% (37891/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.387 | Acc: 86.794% (37995/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.387 | Acc: 86.801% (38109/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m3s | Loss: 0.387 | Acc: 86.801% (38220/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m4s | Loss: 0.387 | Acc: 86.798% (38330/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.387 | Acc: 86.791% (38438/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.387 | Acc: 86.775% (38542/44416) 347/391 [=========================================================>.......] Step: 349ms | Tot: 2m5s | Loss: 0.388 | Acc: 86.764% (38648/44544) 348/391 [=========================================================>.......] Step: 350ms | Tot: 2m5s | Loss: 0.388 | Acc: 86.761% (38758/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m5s | Loss: 0.387 | Acc: 86.768% (38872/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.387 | Acc: 86.763% (38981/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m6s | Loss: 0.387 | Acc: 86.763% (39092/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.388 | Acc: 86.756% (39200/45184) 353/391 [==========================================================>......] Step: 351ms | Tot: 2m7s | Loss: 0.387 | Acc: 86.770% (39317/45312) 354/391 [==========================================================>......] Step: 345ms | Tot: 2m7s | Loss: 0.387 | Acc: 86.765% (39426/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m7s | Loss: 0.387 | Acc: 86.771% (39540/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m8s | Loss: 0.387 | Acc: 86.758% (39645/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.387 | Acc: 86.767% (39760/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.388 | Acc: 86.749% (39863/45952) 359/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.388 | Acc: 86.751% (39975/46080) 360/391 [===========================================================>.....] Step: 367ms | Tot: 2m9s | Loss: 0.387 | Acc: 86.762% (40091/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.387 | Acc: 86.755% (40199/46336) 362/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.387 | Acc: 86.762% (40313/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m10s | Loss: 0.388 | Acc: 86.757% (40422/46592) 364/391 [============================================================>....] Step: 352ms | Tot: 2m11s | Loss: 0.388 | Acc: 86.755% (40532/46720) 365/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.387 | Acc: 86.761% (40646/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.387 | Acc: 86.766% (40759/46976) 367/391 [=============================================================>...] Step: 368ms | Tot: 2m12s | Loss: 0.387 | Acc: 86.772% (40873/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.387 | Acc: 86.774% (40985/47232) 369/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.387 | Acc: 86.767% (41093/47360) 370/391 [=============================================================>...] Step: 352ms | Tot: 2m13s | Loss: 0.387 | Acc: 86.765% (41203/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.387 | Acc: 86.761% (41312/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.387 | Acc: 86.771% (41428/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m14s | Loss: 0.387 | Acc: 86.777% (41542/47872) 374/391 [==============================================================>..] Step: 358ms | Tot: 2m14s | Loss: 0.387 | Acc: 86.763% (41646/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.387 | Acc: 86.769% (41760/48128) 376/391 [==============================================================>..] Step: 350ms | Tot: 2m15s | Loss: 0.387 | Acc: 86.773% (41873/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.387 | Acc: 86.768% (41982/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.387 | Acc: 86.770% (42094/48512) 379/391 [===============================================================>.] Step: 356ms | Tot: 2m16s | Loss: 0.387 | Acc: 86.766% (42203/48640) 380/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.387 | Acc: 86.764% (42313/48768) 381/391 [===============================================================>.] Step: 356ms | Tot: 2m17s | Loss: 0.387 | Acc: 86.760% (42422/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.387 | Acc: 86.760% (42533/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.386 | Acc: 86.764% (42646/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.386 | Acc: 86.763% (42757/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m18s | Loss: 0.387 | Acc: 86.763% (42868/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m19s | Loss: 0.387 | Acc: 86.759% (42977/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.387 | Acc: 86.753% (43085/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.387 | Acc: 86.757% (43198/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.387 | Acc: 86.765% (43313/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m20s | Loss: 0.386 | Acc: 86.766% (43383/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.506 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.474 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 603ms | Loss: 0.463 | Acc: 84.000% (252/300) 3/100 [=>...............................................................] Step: 307ms | Tot: 911ms | Loss: 0.485 | Acc: 84.000% (336/400) 4/100 [==>..............................................................] Step: 308ms | Tot: 1s219ms | Loss: 0.477 | Acc: 83.800% (419/500) 5/100 [===>.............................................................] Step: 309ms | Tot: 1s528ms | Loss: 0.450 | Acc: 84.500% (507/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s823ms | Loss: 0.454 | Acc: 84.571% (592/700) 7/100 [====>............................................................] Step: 287ms | Tot: 2s111ms | Loss: 0.452 | Acc: 84.500% (676/800) 8/100 [=====>...........................................................] Step: 284ms | Tot: 2s396ms | Loss: 0.483 | Acc: 83.889% (755/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s700ms | Loss: 0.481 | Acc: 83.900% (839/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 3s8ms | Loss: 0.487 | Acc: 83.818% (922/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s307ms | Loss: 0.490 | Acc: 83.667% (1004/1200) 12/100 [=======>.........................................................] Step: 291ms | Tot: 3s598ms | Loss: 0.487 | Acc: 83.692% (1088/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s898ms | Loss: 0.480 | Acc: 83.857% (1174/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s199ms | Loss: 0.475 | Acc: 84.067% (1261/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s499ms | Loss: 0.471 | Acc: 84.125% (1346/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s808ms | Loss: 0.467 | Acc: 84.294% (1433/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s110ms | Loss: 0.477 | Acc: 84.111% (1514/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s411ms | Loss: 0.484 | Acc: 83.632% (1589/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s713ms | Loss: 0.495 | Acc: 83.500% (1670/2000) 20/100 [=============>...................................................] Step: 298ms | Tot: 6s12ms | Loss: 0.499 | Acc: 83.286% (1749/2100) 21/100 [=============>...................................................] Step: 293ms | Tot: 6s306ms | Loss: 0.503 | Acc: 83.227% (1831/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s615ms | Loss: 0.510 | Acc: 83.043% (1910/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 6s927ms | Loss: 0.510 | Acc: 83.042% (1993/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s232ms | Loss: 0.519 | Acc: 82.800% (2070/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s533ms | Loss: 0.526 | Acc: 82.538% (2146/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s840ms | Loss: 0.519 | Acc: 82.741% (2234/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s144ms | Loss: 0.518 | Acc: 82.786% (2318/2800) 28/100 [==================>..............................................] Step: 298ms | Tot: 8s442ms | Loss: 0.516 | Acc: 82.897% (2404/2900) 29/100 [==================>..............................................] Step: 313ms | Tot: 8s756ms | Loss: 0.516 | Acc: 82.867% (2486/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s63ms | Loss: 0.512 | Acc: 82.968% (2572/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s364ms | Loss: 0.512 | Acc: 82.875% (2652/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s667ms | Loss: 0.512 | Acc: 82.848% (2734/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 9s965ms | Loss: 0.512 | Acc: 82.824% (2816/3400) 34/100 [======================>..........................................] Step: 297ms | Tot: 10s263ms | Loss: 0.516 | Acc: 82.743% (2896/3500) 35/100 [======================>..........................................] Step: 297ms | Tot: 10s560ms | Loss: 0.511 | Acc: 82.944% (2986/3600) 36/100 [=======================>.........................................] Step: 312ms | Tot: 10s872ms | Loss: 0.518 | Acc: 82.757% (3062/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s176ms | Loss: 0.517 | Acc: 82.816% (3147/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s474ms | Loss: 0.516 | Acc: 82.795% (3229/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s777ms | Loss: 0.514 | Acc: 82.825% (3313/4000) 40/100 [==========================>......................................] Step: 299ms | Tot: 12s77ms | Loss: 0.513 | Acc: 82.902% (3399/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s377ms | Loss: 0.512 | Acc: 82.857% (3480/4200) 42/100 [===========================>.....................................] Step: 314ms | Tot: 12s691ms | Loss: 0.508 | Acc: 82.977% (3568/4300) 43/100 [===========================>.....................................] Step: 314ms | Tot: 13s6ms | Loss: 0.510 | Acc: 82.932% (3649/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s317ms | Loss: 0.509 | Acc: 83.022% (3736/4500) 45/100 [=============================>...................................] Step: 294ms | Tot: 13s611ms | Loss: 0.512 | Acc: 82.848% (3811/4600) 46/100 [=============================>...................................] Step: 299ms | Tot: 13s910ms | Loss: 0.509 | Acc: 82.851% (3894/4700) 47/100 [==============================>..................................] Step: 298ms | Tot: 14s209ms | Loss: 0.511 | Acc: 82.750% (3972/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s511ms | Loss: 0.506 | Acc: 82.837% (4059/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 14s821ms | Loss: 0.507 | Acc: 82.820% (4141/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s128ms | Loss: 0.509 | Acc: 82.706% (4218/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s433ms | Loss: 0.510 | Acc: 82.692% (4300/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s735ms | Loss: 0.509 | Acc: 82.566% (4376/5300) 53/100 [==================================>..............................] Step: 298ms | Tot: 16s33ms | Loss: 0.509 | Acc: 82.593% (4460/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 16s331ms | Loss: 0.508 | Acc: 82.600% (4543/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s637ms | Loss: 0.509 | Acc: 82.714% (4632/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 16s938ms | Loss: 0.512 | Acc: 82.684% (4713/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s241ms | Loss: 0.508 | Acc: 82.810% (4803/5800) 58/100 [=====================================>...........................] Step: 296ms | Tot: 17s537ms | Loss: 0.507 | Acc: 82.831% (4887/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 17s846ms | Loss: 0.510 | Acc: 82.767% (4966/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s156ms | Loss: 0.512 | Acc: 82.705% (5045/6100) 61/100 [=======================================>.........................] Step: 298ms | Tot: 18s454ms | Loss: 0.512 | Acc: 82.661% (5125/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 18s762ms | Loss: 0.511 | Acc: 82.714% (5211/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s63ms | Loss: 0.508 | Acc: 82.766% (5297/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s363ms | Loss: 0.510 | Acc: 82.677% (5374/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s666ms | Loss: 0.510 | Acc: 82.682% (5457/6600) 66/100 [==========================================>......................] Step: 295ms | Tot: 19s961ms | Loss: 0.507 | Acc: 82.761% (5545/6700) 67/100 [===========================================>.....................] Step: 297ms | Tot: 20s259ms | Loss: 0.509 | Acc: 82.735% (5626/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s561ms | Loss: 0.509 | Acc: 82.739% (5709/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 20s872ms | Loss: 0.508 | Acc: 82.771% (5794/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s184ms | Loss: 0.508 | Acc: 82.775% (5877/7100) 71/100 [==============================================>..................] Step: 295ms | Tot: 21s479ms | Loss: 0.509 | Acc: 82.722% (5956/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 21s785ms | Loss: 0.507 | Acc: 82.795% (6044/7300) 73/100 [===============================================>.................] Step: 292ms | Tot: 22s78ms | Loss: 0.506 | Acc: 82.770% (6125/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s381ms | Loss: 0.508 | Acc: 82.707% (6203/7500) 75/100 [================================================>................] Step: 319ms | Tot: 22s700ms | Loss: 0.508 | Acc: 82.724% (6287/7600) 76/100 [=================================================>...............] Step: 315ms | Tot: 23s15ms | Loss: 0.507 | Acc: 82.766% (6373/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s315ms | Loss: 0.510 | Acc: 82.679% (6449/7800) 78/100 [==================================================>..............] Step: 296ms | Tot: 23s612ms | Loss: 0.509 | Acc: 82.709% (6534/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 23s920ms | Loss: 0.509 | Acc: 82.713% (6617/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s222ms | Loss: 0.507 | Acc: 82.790% (6706/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s528ms | Loss: 0.506 | Acc: 82.780% (6788/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 24s835ms | Loss: 0.506 | Acc: 82.735% (6867/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s140ms | Loss: 0.507 | Acc: 82.667% (6944/8400) 84/100 [======================================================>..........] Step: 297ms | Tot: 25s437ms | Loss: 0.508 | Acc: 82.600% (7021/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 25s738ms | Loss: 0.509 | Acc: 82.605% (7104/8600) 86/100 [=======================================================>.........] Step: 292ms | Tot: 26s31ms | Loss: 0.510 | Acc: 82.632% (7189/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 26s343ms | Loss: 0.510 | Acc: 82.636% (7272/8800) 88/100 [=========================================================>.......] Step: 315ms | Tot: 26s659ms | Loss: 0.510 | Acc: 82.584% (7350/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 26s961ms | Loss: 0.510 | Acc: 82.644% (7438/9000) 90/100 [==========================================================>......] Step: 297ms | Tot: 27s258ms | Loss: 0.508 | Acc: 82.714% (7527/9100) 91/100 [===========================================================>.....] Step: 294ms | Tot: 27s553ms | Loss: 0.506 | Acc: 82.772% (7615/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 27s863ms | Loss: 0.506 | Acc: 82.763% (7697/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s179ms | Loss: 0.506 | Acc: 82.766% (7780/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s483ms | Loss: 0.505 | Acc: 82.800% (7866/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 28s790ms | Loss: 0.504 | Acc: 82.823% (7951/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s94ms | Loss: 0.503 | Acc: 82.866% (8038/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 29s396ms | Loss: 0.503 | Acc: 82.837% (8118/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 29s698ms | Loss: 0.504 | Acc: 82.788% (8196/9900) 99/100 [================================================================>] Step: 295ms | Tot: 29s993ms | Loss: 0.503 | Acc: 82.800% (8280/10000) 100/100 + +Epoch: 77 + [>................................................................] Step: 649ms | Tot: 2ms | Loss: 0.310 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 374ms | Tot: 377ms | Loss: 0.323 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 364ms | Tot: 742ms | Loss: 0.322 | Acc: 87.240% (335/384) 3/391 [>................................................................] Step: 363ms | Tot: 1s106ms | Loss: 0.310 | Acc: 88.086% (451/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s476ms | Loss: 0.298 | Acc: 88.906% (569/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s849ms | Loss: 0.296 | Acc: 89.062% (684/768) 6/391 [>................................................................] Step: 394ms | Tot: 2s244ms | Loss: 0.315 | Acc: 89.062% (798/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s609ms | Loss: 0.314 | Acc: 89.062% (912/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s971ms | Loss: 0.315 | Acc: 88.976% (1025/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s337ms | Loss: 0.321 | Acc: 88.750% (1136/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s700ms | Loss: 0.320 | Acc: 88.778% (1250/1408) 11/391 [=>...............................................................] Step: 375ms | Tot: 4s76ms | Loss: 0.318 | Acc: 88.802% (1364/1536) 12/391 [=>...............................................................] Step: 356ms | Tot: 4s433ms | Loss: 0.312 | Acc: 89.062% (1482/1664) 13/391 [==>..............................................................] Step: 351ms | Tot: 4s785ms | Loss: 0.313 | Acc: 88.951% (1594/1792) 14/391 [==>..............................................................] Step: 356ms | Tot: 5s141ms | Loss: 0.327 | Acc: 88.385% (1697/1920) 15/391 [==>..............................................................] Step: 373ms | Tot: 5s514ms | Loss: 0.325 | Acc: 88.525% (1813/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s876ms | Loss: 0.327 | Acc: 88.235% (1920/2176) 17/391 [==>..............................................................] Step: 373ms | Tot: 6s250ms | Loss: 0.327 | Acc: 88.281% (2034/2304) 18/391 [==>..............................................................] Step: 351ms | Tot: 6s601ms | Loss: 0.328 | Acc: 88.322% (2148/2432) 19/391 [===>.............................................................] Step: 349ms | Tot: 6s950ms | Loss: 0.323 | Acc: 88.555% (2267/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s319ms | Loss: 0.323 | Acc: 88.690% (2384/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s683ms | Loss: 0.325 | Acc: 88.494% (2492/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s41ms | Loss: 0.324 | Acc: 88.485% (2605/2944) 23/391 [===>.............................................................] Step: 354ms | Tot: 8s396ms | Loss: 0.330 | Acc: 88.184% (2709/3072) 24/391 [===>.............................................................] Step: 356ms | Tot: 8s753ms | Loss: 0.336 | Acc: 88.031% (2817/3200) 25/391 [====>............................................................] Step: 354ms | Tot: 9s107ms | Loss: 0.337 | Acc: 88.011% (2929/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s465ms | Loss: 0.335 | Acc: 88.108% (3045/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s823ms | Loss: 0.340 | Acc: 88.086% (3157/3584) 28/391 [====>............................................................] Step: 368ms | Tot: 10s191ms | Loss: 0.340 | Acc: 88.173% (3273/3712) 29/391 [====>............................................................] Step: 354ms | Tot: 10s546ms | Loss: 0.344 | Acc: 88.073% (3382/3840) 30/391 [====>............................................................] Step: 348ms | Tot: 10s895ms | Loss: 0.347 | Acc: 87.954% (3490/3968) 31/391 [=====>...........................................................] Step: 351ms | Tot: 11s246ms | Loss: 0.346 | Acc: 87.964% (3603/4096) 32/391 [=====>...........................................................] Step: 354ms | Tot: 11s600ms | Loss: 0.349 | Acc: 87.831% (3710/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 11s967ms | Loss: 0.350 | Acc: 87.776% (3820/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s330ms | Loss: 0.349 | Acc: 87.768% (3932/4480) 35/391 [=====>...........................................................] Step: 353ms | Tot: 12s684ms | Loss: 0.350 | Acc: 87.739% (4043/4608) 36/391 [=====>...........................................................] Step: 352ms | Tot: 13s37ms | Loss: 0.351 | Acc: 87.732% (4155/4736) 37/391 [======>..........................................................] Step: 353ms | Tot: 13s390ms | Loss: 0.352 | Acc: 87.685% (4265/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s751ms | Loss: 0.357 | Acc: 87.540% (4370/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s107ms | Loss: 0.359 | Acc: 87.539% (4482/5120) 40/391 [======>..........................................................] Step: 351ms | Tot: 14s458ms | Loss: 0.361 | Acc: 87.481% (4591/5248) 41/391 [======>..........................................................] Step: 351ms | Tot: 14s809ms | Loss: 0.359 | Acc: 87.537% (4706/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s171ms | Loss: 0.360 | Acc: 87.573% (4820/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s530ms | Loss: 0.360 | Acc: 87.553% (4931/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 15s891ms | Loss: 0.361 | Acc: 87.569% (5044/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s249ms | Loss: 0.364 | Acc: 87.466% (5150/5888) 46/391 [=======>.........................................................] Step: 353ms | Tot: 16s602ms | Loss: 0.363 | Acc: 87.517% (5265/6016) 47/391 [=======>.........................................................] Step: 351ms | Tot: 16s954ms | Loss: 0.363 | Acc: 87.549% (5379/6144) 48/391 [=======>.........................................................] Step: 368ms | Tot: 17s322ms | Loss: 0.364 | Acc: 87.452% (5485/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s686ms | Loss: 0.366 | Acc: 87.359% (5591/6400) 50/391 [========>........................................................] Step: 353ms | Tot: 18s39ms | Loss: 0.367 | Acc: 87.347% (5702/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s397ms | Loss: 0.369 | Acc: 87.230% (5806/6656) 52/391 [========>........................................................] Step: 350ms | Tot: 18s748ms | Loss: 0.371 | Acc: 87.205% (5916/6784) 53/391 [========>........................................................] Step: 355ms | Tot: 19s103ms | Loss: 0.369 | Acc: 87.225% (6029/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s463ms | Loss: 0.368 | Acc: 87.259% (6143/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 19s817ms | Loss: 0.368 | Acc: 87.249% (6254/7168) 56/391 [=========>.......................................................] Step: 363ms | Tot: 20s181ms | Loss: 0.369 | Acc: 87.212% (6363/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s539ms | Loss: 0.367 | Acc: 87.311% (6482/7424) 58/391 [=========>.......................................................] Step: 351ms | Tot: 20s890ms | Loss: 0.368 | Acc: 87.328% (6595/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s253ms | Loss: 0.366 | Acc: 87.357% (6709/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 21s619ms | Loss: 0.365 | Acc: 87.410% (6825/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 21s972ms | Loss: 0.362 | Acc: 87.538% (6947/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s334ms | Loss: 0.363 | Acc: 87.488% (7055/8064) 63/391 [==========>......................................................] Step: 350ms | Tot: 22s684ms | Loss: 0.363 | Acc: 87.463% (7165/8192) 64/391 [==========>......................................................] Step: 352ms | Tot: 23s36ms | Loss: 0.366 | Acc: 87.356% (7268/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 23s398ms | Loss: 0.366 | Acc: 87.370% (7381/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 23s765ms | Loss: 0.367 | Acc: 87.383% (7494/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s127ms | Loss: 0.367 | Acc: 87.362% (7604/8704) 68/391 [===========>.....................................................] Step: 349ms | Tot: 24s477ms | Loss: 0.368 | Acc: 87.353% (7715/8832) 69/391 [===========>.....................................................] Step: 358ms | Tot: 24s835ms | Loss: 0.368 | Acc: 87.344% (7826/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s194ms | Loss: 0.368 | Acc: 87.357% (7939/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s547ms | Loss: 0.370 | Acc: 87.283% (8044/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 25s903ms | Loss: 0.371 | Acc: 87.243% (8152/9344) 73/391 [============>....................................................] Step: 351ms | Tot: 26s255ms | Loss: 0.371 | Acc: 87.247% (8264/9472) 74/391 [============>....................................................] Step: 351ms | Tot: 26s607ms | Loss: 0.371 | Acc: 87.240% (8375/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 26s966ms | Loss: 0.371 | Acc: 87.212% (8484/9728) 76/391 [============>....................................................] Step: 365ms | Tot: 27s332ms | Loss: 0.371 | Acc: 87.206% (8595/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 27s697ms | Loss: 0.370 | Acc: 87.240% (8710/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s59ms | Loss: 0.368 | Acc: 87.292% (8827/10112) 79/391 [=============>...................................................] Step: 348ms | Tot: 28s408ms | Loss: 0.368 | Acc: 87.305% (8940/10240) 80/391 [=============>...................................................] Step: 347ms | Tot: 28s755ms | Loss: 0.369 | Acc: 87.288% (9050/10368) 81/391 [=============>...................................................] Step: 353ms | Tot: 29s109ms | Loss: 0.368 | Acc: 87.319% (9165/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s469ms | Loss: 0.370 | Acc: 87.284% (9273/10624) 83/391 [=============>...................................................] Step: 351ms | Tot: 29s820ms | Loss: 0.369 | Acc: 87.305% (9387/10752) 84/391 [=============>...................................................] Step: 352ms | Tot: 30s172ms | Loss: 0.369 | Acc: 87.344% (9503/10880) 85/391 [==============>..................................................] Step: 351ms | Tot: 30s523ms | Loss: 0.370 | Acc: 87.336% (9614/11008) 86/391 [==============>..................................................] Step: 354ms | Tot: 30s878ms | Loss: 0.372 | Acc: 87.240% (9715/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s245ms | Loss: 0.372 | Acc: 87.225% (9825/11264) 88/391 [==============>..................................................] Step: 360ms | Tot: 31s605ms | Loss: 0.374 | Acc: 87.158% (9929/11392) 89/391 [==============>..................................................] Step: 354ms | Tot: 31s959ms | Loss: 0.375 | Acc: 87.118% (10036/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s327ms | Loss: 0.375 | Acc: 87.148% (10151/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 32s681ms | Loss: 0.374 | Acc: 87.160% (10264/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 33s39ms | Loss: 0.375 | Acc: 87.139% (10373/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 33s396ms | Loss: 0.374 | Acc: 87.184% (10490/12032) 94/391 [===============>.................................................] Step: 371ms | Tot: 33s768ms | Loss: 0.374 | Acc: 87.204% (10604/12160) 95/391 [===============>.................................................] Step: 373ms | Tot: 34s141ms | Loss: 0.374 | Acc: 87.215% (10717/12288) 96/391 [===============>.................................................] Step: 376ms | Tot: 34s518ms | Loss: 0.374 | Acc: 87.202% (10827/12416) 97/391 [================>................................................] Step: 377ms | Tot: 34s895ms | Loss: 0.375 | Acc: 87.165% (10934/12544) 98/391 [================>................................................] Step: 375ms | Tot: 35s271ms | Loss: 0.375 | Acc: 87.153% (11044/12672) 99/391 [================>................................................] Step: 378ms | Tot: 35s650ms | Loss: 0.376 | Acc: 87.141% (11154/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s13ms | Loss: 0.377 | Acc: 87.136% (11265/12928) 101/391 [================>................................................] Step: 380ms | Tot: 36s394ms | Loss: 0.375 | Acc: 87.178% (11382/13056) 102/391 [================>................................................] Step: 357ms | Tot: 36s751ms | Loss: 0.376 | Acc: 87.181% (11494/13184) 103/391 [=================>...............................................] Step: 371ms | Tot: 37s122ms | Loss: 0.376 | Acc: 87.184% (11606/13312) 104/391 [=================>...............................................] Step: 373ms | Tot: 37s496ms | Loss: 0.377 | Acc: 87.173% (11716/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 37s862ms | Loss: 0.377 | Acc: 87.146% (11824/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s218ms | Loss: 0.377 | Acc: 87.142% (11935/13696) 107/391 [=================>...............................................] Step: 352ms | Tot: 38s571ms | Loss: 0.379 | Acc: 87.109% (12042/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 38s928ms | Loss: 0.379 | Acc: 87.048% (12145/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s290ms | Loss: 0.381 | Acc: 87.003% (12250/14080) 110/391 [==================>..............................................] Step: 357ms | Tot: 39s648ms | Loss: 0.380 | Acc: 87.007% (12362/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s9ms | Loss: 0.380 | Acc: 86.998% (12472/14336) 112/391 [==================>..............................................] Step: 352ms | Tot: 40s361ms | Loss: 0.380 | Acc: 86.988% (12582/14464) 113/391 [==================>..............................................] Step: 354ms | Tot: 40s716ms | Loss: 0.381 | Acc: 86.972% (12691/14592) 114/391 [==================>..............................................] Step: 375ms | Tot: 41s91ms | Loss: 0.381 | Acc: 86.984% (12804/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 41s455ms | Loss: 0.381 | Acc: 87.002% (12918/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 41s815ms | Loss: 0.380 | Acc: 87.026% (13033/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s181ms | Loss: 0.380 | Acc: 87.017% (13143/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 42s543ms | Loss: 0.380 | Acc: 87.008% (13253/15232) 119/391 [===================>.............................................] Step: 352ms | Tot: 42s895ms | Loss: 0.380 | Acc: 87.018% (13366/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s260ms | Loss: 0.381 | Acc: 87.016% (13477/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 43s621ms | Loss: 0.381 | Acc: 86.988% (13584/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 43s979ms | Loss: 0.380 | Acc: 87.005% (13698/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s339ms | Loss: 0.379 | Acc: 87.015% (13811/15872) 124/391 [====================>............................................] Step: 352ms | Tot: 44s692ms | Loss: 0.382 | Acc: 86.950% (13912/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s51ms | Loss: 0.381 | Acc: 86.954% (14024/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s416ms | Loss: 0.381 | Acc: 86.971% (14138/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 45s781ms | Loss: 0.381 | Acc: 86.975% (14250/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 46s144ms | Loss: 0.381 | Acc: 86.991% (14364/16512) 129/391 [=====================>...........................................] Step: 349ms | Tot: 46s494ms | Loss: 0.380 | Acc: 87.007% (14478/16640) 130/391 [=====================>...........................................] Step: 350ms | Tot: 46s844ms | Loss: 0.380 | Acc: 87.029% (14593/16768) 131/391 [=====================>...........................................] Step: 368ms | Tot: 47s212ms | Loss: 0.379 | Acc: 87.027% (14704/16896) 132/391 [=====================>...........................................] Step: 378ms | Tot: 47s590ms | Loss: 0.380 | Acc: 86.989% (14809/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 47s951ms | Loss: 0.380 | Acc: 87.010% (14924/17152) 134/391 [======================>..........................................] Step: 352ms | Tot: 48s303ms | Loss: 0.380 | Acc: 87.008% (15035/17280) 135/391 [======================>..........................................] Step: 346ms | Tot: 48s650ms | Loss: 0.379 | Acc: 87.052% (15154/17408) 136/391 [======================>..........................................] Step: 351ms | Tot: 49s1ms | Loss: 0.380 | Acc: 87.027% (15261/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 49s363ms | Loss: 0.381 | Acc: 86.996% (15367/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 49s722ms | Loss: 0.381 | Acc: 86.994% (15478/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s87ms | Loss: 0.381 | Acc: 86.992% (15589/17920) 140/391 [=======================>.........................................] Step: 348ms | Tot: 50s435ms | Loss: 0.381 | Acc: 86.979% (15698/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 50s796ms | Loss: 0.381 | Acc: 86.966% (15807/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 51s155ms | Loss: 0.381 | Acc: 86.981% (15921/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 51s517ms | Loss: 0.381 | Acc: 86.990% (16034/18432) 144/391 [=======================>.........................................] Step: 353ms | Tot: 51s870ms | Loss: 0.382 | Acc: 86.967% (16141/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 52s240ms | Loss: 0.381 | Acc: 86.981% (16255/18688) 146/391 [========================>........................................] Step: 356ms | Tot: 52s596ms | Loss: 0.381 | Acc: 87.011% (16372/18816) 147/391 [========================>........................................] Step: 349ms | Tot: 52s946ms | Loss: 0.382 | Acc: 86.967% (16475/18944) 148/391 [========================>........................................] Step: 356ms | Tot: 53s303ms | Loss: 0.382 | Acc: 86.960% (16585/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 53s662ms | Loss: 0.382 | Acc: 86.984% (16701/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 54s29ms | Loss: 0.381 | Acc: 86.983% (16812/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 54s387ms | Loss: 0.381 | Acc: 86.965% (16920/19456) 152/391 [=========================>.......................................] Step: 353ms | Tot: 54s741ms | Loss: 0.382 | Acc: 86.923% (17023/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s101ms | Loss: 0.382 | Acc: 86.947% (17139/19712) 154/391 [=========================>.......................................] Step: 353ms | Tot: 55s455ms | Loss: 0.381 | Acc: 86.981% (17257/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 55s814ms | Loss: 0.380 | Acc: 87.024% (17377/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 56s173ms | Loss: 0.380 | Acc: 87.022% (17488/20096) 157/391 [==========================>......................................] Step: 347ms | Tot: 56s520ms | Loss: 0.379 | Acc: 87.060% (17607/20224) 158/391 [==========================>......................................] Step: 350ms | Tot: 56s870ms | Loss: 0.379 | Acc: 87.068% (17720/20352) 159/391 [==========================>......................................] Step: 384ms | Tot: 57s255ms | Loss: 0.379 | Acc: 87.051% (17828/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 57s623ms | Loss: 0.379 | Acc: 87.034% (17936/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 57s979ms | Loss: 0.379 | Acc: 87.047% (18050/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 58s335ms | Loss: 0.379 | Acc: 87.045% (18161/20864) 163/391 [===========================>.....................................] Step: 347ms | Tot: 58s683ms | Loss: 0.380 | Acc: 87.033% (18270/20992) 164/391 [===========================>.....................................] Step: 358ms | Tot: 59s41ms | Loss: 0.380 | Acc: 87.027% (18380/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 59s406ms | Loss: 0.379 | Acc: 87.029% (18492/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 59s768ms | Loss: 0.379 | Acc: 87.032% (18604/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m131ms | Loss: 0.379 | Acc: 87.068% (18723/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m494ms | Loss: 0.378 | Acc: 87.079% (18837/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m853ms | Loss: 0.378 | Acc: 87.096% (18952/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.377 | Acc: 87.121% (19069/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.376 | Acc: 87.164% (19190/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.376 | Acc: 87.152% (19299/22144) 173/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.377 | Acc: 87.150% (19410/22272) 174/391 [============================>....................................] Step: 352ms | Tot: 1m2s | Loss: 0.377 | Acc: 87.156% (19523/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.376 | Acc: 87.167% (19637/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.377 | Acc: 87.160% (19747/22656) 177/391 [=============================>...................................] Step: 367ms | Tot: 1m3s | Loss: 0.377 | Acc: 87.144% (19855/22784) 178/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.378 | Acc: 87.129% (19963/22912) 179/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.377 | Acc: 87.144% (20078/23040) 180/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.377 | Acc: 87.150% (20191/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m5s | Loss: 0.377 | Acc: 87.174% (20308/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.376 | Acc: 87.197% (20425/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m5s | Loss: 0.376 | Acc: 87.194% (20536/23552) 184/391 [==============================>..................................] Step: 375ms | Tot: 1m6s | Loss: 0.376 | Acc: 87.204% (20650/23680) 185/391 [==============================>..................................] Step: 381ms | Tot: 1m6s | Loss: 0.375 | Acc: 87.214% (20764/23808) 186/391 [==============================>..................................] Step: 386ms | Tot: 1m7s | Loss: 0.375 | Acc: 87.203% (20873/23936) 187/391 [===============================>.................................] Step: 372ms | Tot: 1m7s | Loss: 0.375 | Acc: 87.226% (20990/24064) 188/391 [===============================>.................................] Step: 379ms | Tot: 1m7s | Loss: 0.375 | Acc: 87.215% (21099/24192) 189/391 [===============================>.................................] Step: 374ms | Tot: 1m8s | Loss: 0.375 | Acc: 87.208% (21209/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.375 | Acc: 87.210% (21321/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.374 | Acc: 87.231% (21438/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.375 | Acc: 87.225% (21548/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m9s | Loss: 0.375 | Acc: 87.222% (21659/24832) 194/391 [================================>................................] Step: 362ms | Tot: 1m9s | Loss: 0.375 | Acc: 87.236% (21774/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.375 | Acc: 87.245% (21888/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.375 | Acc: 87.258% (22003/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.375 | Acc: 87.240% (22110/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.376 | Acc: 87.221% (22217/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m11s | Loss: 0.375 | Acc: 87.230% (22331/25600) 200/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.375 | Acc: 87.224% (22441/25728) 201/391 [=================================>...............................] Step: 374ms | Tot: 1m12s | Loss: 0.375 | Acc: 87.229% (22554/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.375 | Acc: 87.227% (22665/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.375 | Acc: 87.251% (22783/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.375 | Acc: 87.260% (22897/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m13s | Loss: 0.375 | Acc: 87.276% (23013/26368) 206/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.375 | Acc: 87.255% (23119/26496) 207/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.375 | Acc: 87.260% (23232/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.375 | Acc: 87.265% (23345/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.374 | Acc: 87.292% (23464/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.375 | Acc: 87.274% (23571/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.375 | Acc: 87.268% (23681/27136) 212/391 [===================================>.............................] Step: 348ms | Tot: 1m16s | Loss: 0.375 | Acc: 87.262% (23791/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.374 | Acc: 87.266% (23904/27392) 214/391 [===================================>.............................] Step: 376ms | Tot: 1m17s | Loss: 0.374 | Acc: 87.278% (24019/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.375 | Acc: 87.279% (24131/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.375 | Acc: 87.266% (24239/27776) 217/391 [====================================>............................] Step: 352ms | Tot: 1m18s | Loss: 0.375 | Acc: 87.256% (24348/27904) 218/391 [====================================>............................] Step: 350ms | Tot: 1m18s | Loss: 0.376 | Acc: 87.222% (24450/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.375 | Acc: 87.219% (24561/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.375 | Acc: 87.231% (24676/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.375 | Acc: 87.243% (24791/28416) 222/391 [====================================>............................] Step: 372ms | Tot: 1m20s | Loss: 0.375 | Acc: 87.248% (24904/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m20s | Loss: 0.375 | Acc: 87.256% (25018/28672) 224/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.375 | Acc: 87.264% (25132/28800) 225/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.374 | Acc: 87.258% (25242/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.374 | Acc: 87.263% (25355/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.374 | Acc: 87.274% (25470/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.374 | Acc: 87.271% (25581/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.375 | Acc: 87.262% (25690/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.375 | Acc: 87.256% (25800/29568) 231/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.375 | Acc: 87.258% (25912/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.375 | Acc: 87.255% (26023/29824) 233/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.375 | Acc: 87.266% (26138/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.375 | Acc: 87.267% (26250/30080) 235/391 [=======================================>.........................] Step: 354ms | Tot: 1m24s | Loss: 0.374 | Acc: 87.282% (26366/30208) 236/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.375 | Acc: 87.266% (26473/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.375 | Acc: 87.241% (26577/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.375 | Acc: 87.261% (26695/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.375 | Acc: 87.249% (26803/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.375 | Acc: 87.237% (26911/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m26s | Loss: 0.376 | Acc: 87.232% (27021/30976) 242/391 [========================================>........................] Step: 373ms | Tot: 1m27s | Loss: 0.375 | Acc: 87.246% (27137/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.376 | Acc: 87.218% (27240/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.376 | Acc: 87.216% (27351/31360) 245/391 [========================================>........................] Step: 349ms | Tot: 1m28s | Loss: 0.376 | Acc: 87.227% (27466/31488) 246/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.376 | Acc: 87.212% (27573/31616) 247/391 [=========================================>.......................] Step: 371ms | Tot: 1m29s | Loss: 0.376 | Acc: 87.216% (27686/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m29s | Loss: 0.376 | Acc: 87.189% (27789/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.376 | Acc: 87.188% (27900/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.377 | Acc: 87.176% (28008/32128) 251/391 [=========================================>.......................] Step: 347ms | Tot: 1m30s | Loss: 0.376 | Acc: 87.184% (28122/32256) 252/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.376 | Acc: 87.188% (28235/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m31s | Loss: 0.376 | Acc: 87.195% (28349/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.377 | Acc: 87.169% (28452/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.377 | Acc: 87.167% (28563/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.377 | Acc: 87.160% (28672/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.377 | Acc: 87.121% (28771/33024) 258/391 [==========================================>......................] Step: 376ms | Tot: 1m33s | Loss: 0.377 | Acc: 87.117% (28881/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.377 | Acc: 87.109% (28990/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m33s | Loss: 0.377 | Acc: 87.105% (29100/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.377 | Acc: 87.109% (29213/33536) 262/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.377 | Acc: 87.123% (29329/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.376 | Acc: 87.139% (29446/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.377 | Acc: 87.134% (29556/33920) 265/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.377 | Acc: 87.130% (29666/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m35s | Loss: 0.377 | Acc: 87.128% (29777/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.377 | Acc: 87.112% (29883/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.378 | Acc: 87.096% (29989/34432) 269/391 [============================================>....................] Step: 395ms | Tot: 1m37s | Loss: 0.378 | Acc: 87.092% (30099/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.378 | Acc: 87.085% (30208/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m37s | Loss: 0.379 | Acc: 87.072% (30315/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.379 | Acc: 87.051% (30419/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.380 | Acc: 87.038% (30526/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m38s | Loss: 0.380 | Acc: 87.045% (30640/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.380 | Acc: 87.030% (30746/35328) 276/391 [=============================================>...................] Step: 375ms | Tot: 1m39s | Loss: 0.380 | Acc: 86.995% (30845/35456) 277/391 [==============================================>..................] Step: 373ms | Tot: 1m40s | Loss: 0.381 | Acc: 86.986% (30953/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.381 | Acc: 86.976% (31061/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.381 | Acc: 86.978% (31173/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.381 | Acc: 86.963% (31279/35968) 281/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.381 | Acc: 86.960% (31389/36096) 282/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.382 | Acc: 86.962% (31501/36224) 283/391 [===============================================>.................] Step: 371ms | Tot: 1m42s | Loss: 0.382 | Acc: 86.966% (31614/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.382 | Acc: 86.974% (31728/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.382 | Acc: 86.973% (31839/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.382 | Acc: 86.966% (31948/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.382 | Acc: 86.966% (32059/36864) 288/391 [===============================================>.................] Step: 352ms | Tot: 1m44s | Loss: 0.382 | Acc: 86.965% (32170/36992) 289/391 [================================================>................] Step: 347ms | Tot: 1m44s | Loss: 0.382 | Acc: 86.969% (32283/37120) 290/391 [================================================>................] Step: 346ms | Tot: 1m44s | Loss: 0.382 | Acc: 86.976% (32397/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.382 | Acc: 86.978% (32509/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.382 | Acc: 86.980% (32621/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.382 | Acc: 86.977% (32731/37632) 294/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.382 | Acc: 86.978% (32843/37760) 295/391 [=================================================>...............] Step: 353ms | Tot: 1m46s | Loss: 0.382 | Acc: 86.985% (32957/37888) 296/391 [=================================================>...............] Step: 348ms | Tot: 1m46s | Loss: 0.382 | Acc: 86.982% (33067/38016) 297/391 [=================================================>...............] Step: 377ms | Tot: 1m47s | Loss: 0.381 | Acc: 87.002% (33186/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.382 | Acc: 86.996% (33295/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.382 | Acc: 86.995% (33406/38400) 300/391 [=================================================>...............] Step: 351ms | Tot: 1m48s | Loss: 0.382 | Acc: 86.991% (33516/38528) 301/391 [==================================================>..............] Step: 348ms | Tot: 1m48s | Loss: 0.382 | Acc: 86.993% (33628/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.382 | Acc: 86.982% (33735/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.382 | Acc: 86.991% (33850/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.382 | Acc: 87.001% (33965/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.382 | Acc: 87.002% (34077/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.382 | Acc: 86.988% (34183/39296) 307/391 [===================================================>.............] Step: 348ms | Tot: 1m50s | Loss: 0.382 | Acc: 86.980% (34291/39424) 308/391 [===================================================>.............] Step: 373ms | Tot: 1m51s | Loss: 0.382 | Acc: 86.982% (34403/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.383 | Acc: 86.973% (34511/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.383 | Acc: 86.983% (34626/39808) 311/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.382 | Acc: 86.987% (34739/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.383 | Acc: 86.963% (34841/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.383 | Acc: 86.968% (34954/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m53s | Loss: 0.383 | Acc: 86.967% (35065/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.382 | Acc: 86.971% (35178/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.383 | Acc: 86.965% (35287/40576) 317/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.383 | Acc: 86.974% (35402/40704) 318/391 [====================================================>............] Step: 347ms | Tot: 1m54s | Loss: 0.383 | Acc: 86.973% (35513/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.382 | Acc: 86.978% (35626/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.382 | Acc: 86.972% (35735/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.383 | Acc: 86.961% (35842/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.383 | Acc: 86.965% (35955/41344) 323/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.383 | Acc: 86.960% (36064/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.383 | Acc: 86.974% (36181/41600) 325/391 [======================================================>..........] Step: 371ms | Tot: 1m57s | Loss: 0.383 | Acc: 86.968% (36290/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m57s | Loss: 0.383 | Acc: 86.970% (36402/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.382 | Acc: 86.976% (36516/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.382 | Acc: 86.985% (36631/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.382 | Acc: 86.989% (36744/42240) 330/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.382 | Acc: 86.978% (36851/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 1m59s | Loss: 0.382 | Acc: 86.985% (36965/42496) 332/391 [=======================================================>.........] Step: 351ms | Tot: 1m59s | Loss: 0.383 | Acc: 86.960% (37066/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 2m209ms | Loss: 0.383 | Acc: 86.957% (37176/42752) 334/391 [=======================================================>.........] Step: 349ms | Tot: 2m558ms | Loss: 0.383 | Acc: 86.940% (37280/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 2m915ms | Loss: 0.383 | Acc: 86.954% (37397/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.383 | Acc: 86.946% (37505/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m1s | Loss: 0.383 | Acc: 86.952% (37619/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.383 | Acc: 86.945% (37727/43392) 339/391 [========================================================>........] Step: 369ms | Tot: 2m2s | Loss: 0.384 | Acc: 86.914% (37825/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.383 | Acc: 86.916% (37937/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.384 | Acc: 86.908% (38045/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.384 | Acc: 86.908% (38156/43904) 343/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.384 | Acc: 86.914% (38270/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.384 | Acc: 86.911% (38380/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.384 | Acc: 86.929% (38499/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.383 | Acc: 86.933% (38612/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.950% (38731/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.945% (38840/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.935% (38947/44800) 350/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.384 | Acc: 86.924% (39053/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m6s | Loss: 0.384 | Acc: 86.914% (39160/45056) 352/391 [==========================================================>......] Step: 372ms | Tot: 2m7s | Loss: 0.384 | Acc: 86.905% (39267/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m7s | Loss: 0.384 | Acc: 86.909% (39380/45312) 354/391 [==========================================================>......] Step: 353ms | Tot: 2m7s | Loss: 0.384 | Acc: 86.899% (39487/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m8s | Loss: 0.384 | Acc: 86.907% (39602/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.384 | Acc: 86.909% (39714/45696) 357/391 [===========================================================>.....] Step: 367ms | Tot: 2m8s | Loss: 0.384 | Acc: 86.915% (39828/45824) 358/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.384 | Acc: 86.932% (39947/45952) 359/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.384 | Acc: 86.929% (40057/46080) 360/391 [===========================================================>.....] Step: 352ms | Tot: 2m9s | Loss: 0.384 | Acc: 86.935% (40171/46208) 361/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.932% (40281/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.936% (40394/46464) 363/391 [============================================================>....] Step: 360ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.931% (40503/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.926% (40612/46720) 365/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.936% (40728/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.942% (40842/46976) 367/391 [=============================================================>...] Step: 352ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.931% (40948/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.933% (41060/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.384 | Acc: 86.932% (41171/47360) 370/391 [=============================================================>...] Step: 351ms | Tot: 2m13s | Loss: 0.384 | Acc: 86.938% (41285/47488) 371/391 [=============================================================>...] Step: 349ms | Tot: 2m13s | Loss: 0.384 | Acc: 86.929% (41392/47616) 372/391 [=============================================================>...] Step: 355ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.918% (41498/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.911% (41606/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.908% (41716/48000) 375/391 [==============================================================>..] Step: 369ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.914% (41830/48128) 376/391 [==============================================================>..] Step: 352ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.918% (41943/48256) 377/391 [==============================================================>..] Step: 349ms | Tot: 2m16s | Loss: 0.384 | Acc: 86.917% (42054/48384) 378/391 [==============================================================>..] Step: 352ms | Tot: 2m16s | Loss: 0.384 | Acc: 86.913% (42163/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.384 | Acc: 86.922% (42279/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m17s | Loss: 0.385 | Acc: 86.914% (42386/48768) 381/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.385 | Acc: 86.905% (42493/48896) 382/391 [===============================================================>.] Step: 347ms | Tot: 2m17s | Loss: 0.385 | Acc: 86.906% (42605/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.385 | Acc: 86.906% (42716/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.385 | Acc: 86.895% (42822/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m18s | Loss: 0.385 | Acc: 86.875% (42923/49408) 386/391 [================================================================>] Step: 373ms | Tot: 2m19s | Loss: 0.385 | Acc: 86.878% (43036/49536) 387/391 [================================================================>] Step: 346ms | Tot: 2m19s | Loss: 0.385 | Acc: 86.874% (43145/49664) 388/391 [================================================================>] Step: 346ms | Tot: 2m19s | Loss: 0.385 | Acc: 86.871% (43255/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.385 | Acc: 86.859% (43360/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m20s | Loss: 0.385 | Acc: 86.856% (43428/50000) 391/391 + [>................................................................] Step: 494ms | Tot: 2ms | Loss: 0.421 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 280ms | Tot: 282ms | Loss: 0.409 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 572ms | Loss: 0.372 | Acc: 87.333% (262/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 866ms | Loss: 0.378 | Acc: 86.750% (347/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s164ms | Loss: 0.365 | Acc: 87.400% (437/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s460ms | Loss: 0.343 | Acc: 88.333% (530/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s761ms | Loss: 0.362 | Acc: 88.000% (616/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s59ms | Loss: 0.387 | Acc: 87.250% (698/800) 8/100 [=====>...........................................................] Step: 288ms | Tot: 2s347ms | Loss: 0.424 | Acc: 86.000% (774/900) 9/100 [=====>...........................................................] Step: 291ms | Tot: 2s638ms | Loss: 0.424 | Acc: 85.800% (858/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 2s937ms | Loss: 0.433 | Acc: 85.545% (941/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s246ms | Loss: 0.444 | Acc: 85.167% (1022/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s547ms | Loss: 0.437 | Acc: 85.308% (1109/1300) 13/100 [========>........................................................] Step: 309ms | Tot: 3s856ms | Loss: 0.429 | Acc: 85.571% (1198/1400) 14/100 [=========>.......................................................] Step: 294ms | Tot: 4s150ms | Loss: 0.425 | Acc: 85.733% (1286/1500) 15/100 [=========>.......................................................] Step: 289ms | Tot: 4s440ms | Loss: 0.428 | Acc: 85.625% (1370/1600) 16/100 [==========>......................................................] Step: 291ms | Tot: 4s731ms | Loss: 0.425 | Acc: 85.824% (1459/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s44ms | Loss: 0.434 | Acc: 85.444% (1538/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s344ms | Loss: 0.443 | Acc: 85.211% (1619/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s655ms | Loss: 0.453 | Acc: 85.150% (1703/2000) 20/100 [=============>...................................................] Step: 313ms | Tot: 5s968ms | Loss: 0.458 | Acc: 84.952% (1784/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s273ms | Loss: 0.455 | Acc: 84.955% (1869/2200) 22/100 [==============>..................................................] Step: 295ms | Tot: 6s569ms | Loss: 0.461 | Acc: 84.783% (1950/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s868ms | Loss: 0.461 | Acc: 84.750% (2034/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s171ms | Loss: 0.466 | Acc: 84.640% (2116/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s473ms | Loss: 0.474 | Acc: 84.423% (2195/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s776ms | Loss: 0.469 | Acc: 84.444% (2280/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s81ms | Loss: 0.465 | Acc: 84.679% (2371/2800) 28/100 [==================>..............................................] Step: 298ms | Tot: 8s380ms | Loss: 0.464 | Acc: 84.724% (2457/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s679ms | Loss: 0.467 | Acc: 84.667% (2540/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 8s990ms | Loss: 0.467 | Acc: 84.645% (2624/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s293ms | Loss: 0.464 | Acc: 84.656% (2709/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s598ms | Loss: 0.464 | Acc: 84.606% (2792/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 9s906ms | Loss: 0.465 | Acc: 84.618% (2877/3400) 34/100 [======================>..........................................] Step: 295ms | Tot: 10s202ms | Loss: 0.468 | Acc: 84.571% (2960/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s503ms | Loss: 0.468 | Acc: 84.556% (3044/3600) 36/100 [=======================>.........................................] Step: 294ms | Tot: 10s797ms | Loss: 0.474 | Acc: 84.378% (3122/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s107ms | Loss: 0.477 | Acc: 84.342% (3205/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s412ms | Loss: 0.476 | Acc: 84.333% (3289/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s722ms | Loss: 0.473 | Acc: 84.425% (3377/4000) 40/100 [==========================>......................................] Step: 311ms | Tot: 12s33ms | Loss: 0.476 | Acc: 84.268% (3455/4100) 41/100 [==========================>......................................] Step: 295ms | Tot: 12s328ms | Loss: 0.476 | Acc: 84.286% (3540/4200) 42/100 [===========================>.....................................] Step: 292ms | Tot: 12s621ms | Loss: 0.475 | Acc: 84.395% (3629/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 12s926ms | Loss: 0.475 | Acc: 84.477% (3717/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s231ms | Loss: 0.475 | Acc: 84.467% (3801/4500) 45/100 [=============================>...................................] Step: 300ms | Tot: 13s532ms | Loss: 0.477 | Acc: 84.391% (3882/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 13s832ms | Loss: 0.475 | Acc: 84.468% (3970/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s132ms | Loss: 0.479 | Acc: 84.417% (4052/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s436ms | Loss: 0.476 | Acc: 84.469% (4139/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s734ms | Loss: 0.479 | Acc: 84.420% (4221/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s41ms | Loss: 0.477 | Acc: 84.451% (4307/5100) 51/100 [=================================>...............................] Step: 299ms | Tot: 15s340ms | Loss: 0.475 | Acc: 84.481% (4393/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s643ms | Loss: 0.474 | Acc: 84.472% (4477/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 15s954ms | Loss: 0.474 | Acc: 84.519% (4564/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s254ms | Loss: 0.474 | Acc: 84.473% (4646/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s560ms | Loss: 0.476 | Acc: 84.429% (4728/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 16s861ms | Loss: 0.476 | Acc: 84.386% (4810/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s163ms | Loss: 0.474 | Acc: 84.397% (4895/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s469ms | Loss: 0.474 | Acc: 84.373% (4978/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 17s777ms | Loss: 0.476 | Acc: 84.350% (5061/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s81ms | Loss: 0.474 | Acc: 84.426% (5150/6100) 61/100 [=======================================>.........................] Step: 299ms | Tot: 18s381ms | Loss: 0.474 | Acc: 84.403% (5233/6200) 62/100 [========================================>........................] Step: 291ms | Tot: 18s672ms | Loss: 0.474 | Acc: 84.429% (5319/6300) 63/100 [========================================>........................] Step: 298ms | Tot: 18s970ms | Loss: 0.470 | Acc: 84.484% (5407/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 19s278ms | Loss: 0.472 | Acc: 84.431% (5488/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 19s583ms | Loss: 0.473 | Acc: 84.409% (5571/6600) 66/100 [==========================================>......................] Step: 310ms | Tot: 19s893ms | Loss: 0.471 | Acc: 84.448% (5658/6700) 67/100 [===========================================>.....................] Step: 300ms | Tot: 20s193ms | Loss: 0.473 | Acc: 84.441% (5742/6800) 68/100 [============================================>....................] Step: 299ms | Tot: 20s493ms | Loss: 0.472 | Acc: 84.449% (5827/6900) 69/100 [============================================>....................] Step: 295ms | Tot: 20s789ms | Loss: 0.475 | Acc: 84.371% (5906/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s87ms | Loss: 0.474 | Acc: 84.380% (5991/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s393ms | Loss: 0.473 | Acc: 84.375% (6075/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s696ms | Loss: 0.472 | Acc: 84.438% (6164/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s5ms | Loss: 0.471 | Acc: 84.473% (6251/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s307ms | Loss: 0.472 | Acc: 84.453% (6334/7500) 75/100 [================================================>................] Step: 297ms | Tot: 22s605ms | Loss: 0.472 | Acc: 84.461% (6419/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 22s915ms | Loss: 0.472 | Acc: 84.455% (6503/7700) 77/100 [==================================================>..............] Step: 297ms | Tot: 23s212ms | Loss: 0.472 | Acc: 84.449% (6587/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s520ms | Loss: 0.473 | Acc: 84.418% (6669/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 23s826ms | Loss: 0.472 | Acc: 84.375% (6750/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s126ms | Loss: 0.471 | Acc: 84.420% (6838/8100) 81/100 [====================================================>............] Step: 302ms | Tot: 24s428ms | Loss: 0.470 | Acc: 84.415% (6922/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 24s734ms | Loss: 0.469 | Acc: 84.386% (7004/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s39ms | Loss: 0.468 | Acc: 84.405% (7090/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s343ms | Loss: 0.470 | Acc: 84.318% (7167/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 25s652ms | Loss: 0.472 | Acc: 84.337% (7253/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 25s961ms | Loss: 0.474 | Acc: 84.253% (7330/8700) 87/100 [========================================================>........] Step: 302ms | Tot: 26s263ms | Loss: 0.474 | Acc: 84.250% (7414/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 26s562ms | Loss: 0.474 | Acc: 84.281% (7501/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 26s862ms | Loss: 0.474 | Acc: 84.267% (7584/9000) 90/100 [==========================================================>......] Step: 297ms | Tot: 27s160ms | Loss: 0.474 | Acc: 84.242% (7666/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s464ms | Loss: 0.474 | Acc: 84.239% (7750/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 27s771ms | Loss: 0.474 | Acc: 84.204% (7831/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s78ms | Loss: 0.473 | Acc: 84.202% (7915/9400) 94/100 [=============================================================>...] Step: 299ms | Tot: 28s377ms | Loss: 0.474 | Acc: 84.147% (7994/9500) 95/100 [=============================================================>...] Step: 292ms | Tot: 28s670ms | Loss: 0.473 | Acc: 84.177% (8081/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 28s977ms | Loss: 0.472 | Acc: 84.227% (8170/9700) 97/100 [===============================================================>.] Step: 313ms | Tot: 29s290ms | Loss: 0.472 | Acc: 84.173% (8249/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 29s596ms | Loss: 0.472 | Acc: 84.141% (8330/9900) 99/100 [================================================================>] Step: 306ms | Tot: 29s902ms | Loss: 0.472 | Acc: 84.170% (8417/10000) 100/100 +Saving.. + +Epoch: 78 + [>................................................................] Step: 1s261ms | Tot: 2ms | Loss: 0.368 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.435 | Acc: 83.984% (215/256) 2/391 [>................................................................] Step: 376ms | Tot: 762ms | Loss: 0.407 | Acc: 85.677% (329/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s134ms | Loss: 0.392 | Acc: 86.719% (444/512) 4/391 [>................................................................] Step: 358ms | Tot: 1s493ms | Loss: 0.391 | Acc: 85.938% (550/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s857ms | Loss: 0.365 | Acc: 87.109% (669/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s218ms | Loss: 0.362 | Acc: 87.277% (782/896) 7/391 [=>...............................................................] Step: 356ms | Tot: 2s575ms | Loss: 0.355 | Acc: 87.402% (895/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 2s935ms | Loss: 0.349 | Acc: 87.500% (1008/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s291ms | Loss: 0.355 | Acc: 87.578% (1121/1280) 10/391 [=>...............................................................] Step: 347ms | Tot: 3s639ms | Loss: 0.347 | Acc: 87.784% (1236/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 3s997ms | Loss: 0.343 | Acc: 87.891% (1350/1536) 12/391 [=>...............................................................] Step: 370ms | Tot: 4s367ms | Loss: 0.348 | Acc: 87.800% (1461/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s733ms | Loss: 0.348 | Acc: 87.835% (1574/1792) 14/391 [==>..............................................................] Step: 352ms | Tot: 5s86ms | Loss: 0.344 | Acc: 88.021% (1690/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s441ms | Loss: 0.352 | Acc: 87.793% (1798/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s804ms | Loss: 0.355 | Acc: 87.546% (1905/2176) 17/391 [==>..............................................................] Step: 363ms | Tot: 6s168ms | Loss: 0.356 | Acc: 87.457% (2015/2304) 18/391 [==>..............................................................] Step: 356ms | Tot: 6s524ms | Loss: 0.356 | Acc: 87.377% (2125/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 6s887ms | Loss: 0.360 | Acc: 87.422% (2238/2560) 20/391 [===>.............................................................] Step: 351ms | Tot: 7s238ms | Loss: 0.362 | Acc: 87.240% (2345/2688) 21/391 [===>.............................................................] Step: 355ms | Tot: 7s594ms | Loss: 0.368 | Acc: 87.003% (2450/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 7s952ms | Loss: 0.372 | Acc: 86.923% (2559/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s313ms | Loss: 0.370 | Acc: 86.882% (2669/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s670ms | Loss: 0.371 | Acc: 86.938% (2782/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s24ms | Loss: 0.370 | Acc: 86.779% (2888/3328) 26/391 [====>............................................................] Step: 354ms | Tot: 9s378ms | Loss: 0.366 | Acc: 86.979% (3006/3456) 27/391 [====>............................................................] Step: 353ms | Tot: 9s731ms | Loss: 0.368 | Acc: 86.886% (3114/3584) 28/391 [====>............................................................] Step: 358ms | Tot: 10s90ms | Loss: 0.363 | Acc: 87.096% (3233/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s454ms | Loss: 0.374 | Acc: 86.901% (3337/3840) 30/391 [====>............................................................] Step: 370ms | Tot: 10s824ms | Loss: 0.375 | Acc: 86.870% (3447/3968) 31/391 [=====>...........................................................] Step: 352ms | Tot: 11s177ms | Loss: 0.370 | Acc: 87.085% (3567/4096) 32/391 [=====>...........................................................] Step: 350ms | Tot: 11s527ms | Loss: 0.370 | Acc: 87.050% (3677/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 11s884ms | Loss: 0.370 | Acc: 87.040% (3788/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s243ms | Loss: 0.369 | Acc: 87.076% (3901/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s599ms | Loss: 0.371 | Acc: 86.914% (4005/4608) 36/391 [=====>...........................................................] Step: 357ms | Tot: 12s957ms | Loss: 0.371 | Acc: 86.845% (4113/4736) 37/391 [======>..........................................................] Step: 349ms | Tot: 13s307ms | Loss: 0.370 | Acc: 86.924% (4228/4864) 38/391 [======>..........................................................] Step: 350ms | Tot: 13s657ms | Loss: 0.370 | Acc: 86.959% (4341/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 14s25ms | Loss: 0.370 | Acc: 86.914% (4450/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s390ms | Loss: 0.371 | Acc: 86.947% (4563/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 14s752ms | Loss: 0.372 | Acc: 86.942% (4674/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s113ms | Loss: 0.373 | Acc: 86.937% (4785/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s473ms | Loss: 0.373 | Acc: 86.932% (4896/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 15s830ms | Loss: 0.372 | Acc: 87.014% (5012/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s190ms | Loss: 0.372 | Acc: 87.024% (5124/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s546ms | Loss: 0.371 | Acc: 87.051% (5237/6016) 47/391 [=======>.........................................................] Step: 356ms | Tot: 16s903ms | Loss: 0.372 | Acc: 86.995% (5345/6144) 48/391 [=======>.........................................................] Step: 356ms | Tot: 17s260ms | Loss: 0.372 | Acc: 86.990% (5456/6272) 49/391 [========>........................................................] Step: 353ms | Tot: 17s613ms | Loss: 0.372 | Acc: 86.969% (5566/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 17s978ms | Loss: 0.372 | Acc: 87.010% (5680/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s342ms | Loss: 0.373 | Acc: 87.004% (5791/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 18s702ms | Loss: 0.370 | Acc: 87.117% (5910/6784) 53/391 [========>........................................................] Step: 349ms | Tot: 19s51ms | Loss: 0.370 | Acc: 87.153% (6024/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s408ms | Loss: 0.372 | Acc: 87.159% (6136/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 19s772ms | Loss: 0.372 | Acc: 87.179% (6249/7168) 56/391 [=========>.......................................................] Step: 371ms | Tot: 20s144ms | Loss: 0.373 | Acc: 87.144% (6358/7296) 57/391 [=========>.......................................................] Step: 367ms | Tot: 20s511ms | Loss: 0.371 | Acc: 87.244% (6477/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 20s873ms | Loss: 0.369 | Acc: 87.288% (6592/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s229ms | Loss: 0.368 | Acc: 87.331% (6707/7680) 60/391 [=========>.......................................................] Step: 349ms | Tot: 21s578ms | Loss: 0.368 | Acc: 87.321% (6818/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 21s947ms | Loss: 0.367 | Acc: 87.349% (6932/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s311ms | Loss: 0.367 | Acc: 87.314% (7041/8064) 63/391 [==========>......................................................] Step: 368ms | Tot: 22s679ms | Loss: 0.366 | Acc: 87.366% (7157/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s45ms | Loss: 0.367 | Acc: 87.308% (7264/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 23s411ms | Loss: 0.367 | Acc: 87.275% (7373/8448) 66/391 [==========>......................................................] Step: 373ms | Tot: 23s785ms | Loss: 0.366 | Acc: 87.302% (7487/8576) 67/391 [===========>.....................................................] Step: 369ms | Tot: 24s154ms | Loss: 0.367 | Acc: 87.282% (7597/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s515ms | Loss: 0.366 | Acc: 87.319% (7712/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 24s882ms | Loss: 0.365 | Acc: 87.333% (7825/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s251ms | Loss: 0.365 | Acc: 87.357% (7939/9088) 71/391 [===========>.....................................................] Step: 353ms | Tot: 25s604ms | Loss: 0.365 | Acc: 87.402% (8055/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 25s967ms | Loss: 0.366 | Acc: 87.350% (8162/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s328ms | Loss: 0.366 | Acc: 87.352% (8274/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s686ms | Loss: 0.366 | Acc: 87.271% (8378/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s46ms | Loss: 0.366 | Acc: 87.284% (8491/9728) 76/391 [============>....................................................] Step: 354ms | Tot: 27s400ms | Loss: 0.365 | Acc: 87.348% (8609/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 27s762ms | Loss: 0.366 | Acc: 87.310% (8717/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s129ms | Loss: 0.366 | Acc: 87.302% (8828/10112) 79/391 [=============>...................................................] Step: 357ms | Tot: 28s486ms | Loss: 0.366 | Acc: 87.275% (8937/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 28s844ms | Loss: 0.366 | Acc: 87.288% (9050/10368) 81/391 [=============>...................................................] Step: 353ms | Tot: 29s198ms | Loss: 0.364 | Acc: 87.348% (9168/10496) 82/391 [=============>...................................................] Step: 352ms | Tot: 29s551ms | Loss: 0.364 | Acc: 87.387% (9284/10624) 83/391 [=============>...................................................] Step: 370ms | Tot: 29s921ms | Loss: 0.363 | Acc: 87.398% (9397/10752) 84/391 [=============>...................................................] Step: 375ms | Tot: 30s296ms | Loss: 0.364 | Acc: 87.381% (9507/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s653ms | Loss: 0.365 | Acc: 87.382% (9619/11008) 86/391 [==============>..................................................] Step: 351ms | Tot: 31s5ms | Loss: 0.368 | Acc: 87.293% (9721/11136) 87/391 [==============>..................................................] Step: 352ms | Tot: 31s357ms | Loss: 0.368 | Acc: 87.278% (9831/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 31s719ms | Loss: 0.369 | Acc: 87.281% (9943/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s80ms | Loss: 0.372 | Acc: 87.170% (10042/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 32s440ms | Loss: 0.372 | Acc: 87.182% (10155/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 32s799ms | Loss: 0.371 | Acc: 87.194% (10268/11776) 92/391 [===============>.................................................] Step: 354ms | Tot: 33s154ms | Loss: 0.371 | Acc: 87.198% (10380/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s513ms | Loss: 0.370 | Acc: 87.242% (10497/12032) 94/391 [===============>.................................................] Step: 370ms | Tot: 33s884ms | Loss: 0.370 | Acc: 87.253% (10610/12160) 95/391 [===============>.................................................] Step: 355ms | Tot: 34s239ms | Loss: 0.371 | Acc: 87.207% (10716/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s599ms | Loss: 0.369 | Acc: 87.258% (10834/12416) 97/391 [================>................................................] Step: 365ms | Tot: 34s965ms | Loss: 0.369 | Acc: 87.269% (10947/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s320ms | Loss: 0.369 | Acc: 87.279% (11060/12672) 99/391 [================>................................................] Step: 365ms | Tot: 35s686ms | Loss: 0.369 | Acc: 87.273% (11171/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s49ms | Loss: 0.368 | Acc: 87.314% (11288/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s407ms | Loss: 0.368 | Acc: 87.286% (11396/13056) 102/391 [================>................................................] Step: 365ms | Tot: 36s772ms | Loss: 0.368 | Acc: 87.280% (11507/13184) 103/391 [=================>...............................................] Step: 352ms | Tot: 37s125ms | Loss: 0.368 | Acc: 87.267% (11617/13312) 104/391 [=================>...............................................] Step: 354ms | Tot: 37s479ms | Loss: 0.368 | Acc: 87.277% (11730/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 37s848ms | Loss: 0.368 | Acc: 87.294% (11844/13568) 106/391 [=================>...............................................] Step: 355ms | Tot: 38s204ms | Loss: 0.368 | Acc: 87.266% (11952/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 38s562ms | Loss: 0.368 | Acc: 87.283% (12066/13824) 108/391 [=================>...............................................] Step: 352ms | Tot: 38s914ms | Loss: 0.367 | Acc: 87.314% (12182/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s272ms | Loss: 0.368 | Acc: 87.287% (12290/14080) 110/391 [==================>..............................................] Step: 352ms | Tot: 39s625ms | Loss: 0.367 | Acc: 87.310% (12405/14208) 111/391 [==================>..............................................] Step: 380ms | Tot: 40s6ms | Loss: 0.367 | Acc: 87.340% (12521/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 40s368ms | Loss: 0.367 | Acc: 87.362% (12636/14464) 113/391 [==================>..............................................] Step: 354ms | Tot: 40s723ms | Loss: 0.367 | Acc: 87.377% (12750/14592) 114/391 [==================>..............................................] Step: 348ms | Tot: 41s72ms | Loss: 0.366 | Acc: 87.391% (12864/14720) 115/391 [===================>.............................................] Step: 351ms | Tot: 41s423ms | Loss: 0.366 | Acc: 87.379% (12974/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 41s786ms | Loss: 0.365 | Acc: 87.407% (13090/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s143ms | Loss: 0.367 | Acc: 87.354% (13194/15104) 118/391 [===================>.............................................] Step: 351ms | Tot: 42s494ms | Loss: 0.366 | Acc: 87.336% (13303/15232) 119/391 [===================>.............................................] Step: 357ms | Tot: 42s852ms | Loss: 0.366 | Acc: 87.344% (13416/15360) 120/391 [===================>.............................................] Step: 354ms | Tot: 43s206ms | Loss: 0.368 | Acc: 87.319% (13524/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 43s560ms | Loss: 0.367 | Acc: 87.340% (13639/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 43s926ms | Loss: 0.366 | Acc: 87.386% (13758/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s288ms | Loss: 0.365 | Acc: 87.399% (13872/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 44s650ms | Loss: 0.365 | Acc: 87.388% (13982/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s14ms | Loss: 0.365 | Acc: 87.364% (14090/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s378ms | Loss: 0.365 | Acc: 87.377% (14204/16256) 127/391 [=====================>...........................................] Step: 371ms | Tot: 45s749ms | Loss: 0.365 | Acc: 87.360% (14313/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s109ms | Loss: 0.367 | Acc: 87.324% (14419/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 46s476ms | Loss: 0.367 | Acc: 87.302% (14527/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 46s838ms | Loss: 0.368 | Acc: 87.285% (14636/16768) 131/391 [=====================>...........................................] Step: 350ms | Tot: 47s189ms | Loss: 0.367 | Acc: 87.299% (14750/16896) 132/391 [=====================>...........................................] Step: 348ms | Tot: 47s538ms | Loss: 0.368 | Acc: 87.294% (14861/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 47s905ms | Loss: 0.367 | Acc: 87.308% (14975/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 48s268ms | Loss: 0.367 | Acc: 87.303% (15086/17280) 135/391 [======================>..........................................] Step: 355ms | Tot: 48s623ms | Loss: 0.368 | Acc: 87.270% (15192/17408) 136/391 [======================>..........................................] Step: 351ms | Tot: 48s975ms | Loss: 0.368 | Acc: 87.249% (15300/17536) 137/391 [======================>..........................................] Step: 350ms | Tot: 49s325ms | Loss: 0.368 | Acc: 87.228% (15408/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 49s692ms | Loss: 0.368 | Acc: 87.236% (15521/17792) 139/391 [=======================>.........................................] Step: 373ms | Tot: 50s65ms | Loss: 0.368 | Acc: 87.243% (15634/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 50s426ms | Loss: 0.369 | Acc: 87.234% (15744/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 50s782ms | Loss: 0.369 | Acc: 87.241% (15857/18176) 142/391 [=======================>.........................................] Step: 354ms | Tot: 51s137ms | Loss: 0.369 | Acc: 87.221% (15965/18304) 143/391 [=======================>.........................................] Step: 352ms | Tot: 51s489ms | Loss: 0.369 | Acc: 87.234% (16079/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 51s853ms | Loss: 0.368 | Acc: 87.231% (16190/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s215ms | Loss: 0.369 | Acc: 87.238% (16303/18688) 146/391 [========================>........................................] Step: 355ms | Tot: 52s571ms | Loss: 0.368 | Acc: 87.266% (16420/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 52s933ms | Loss: 0.369 | Acc: 87.268% (16532/18944) 148/391 [========================>........................................] Step: 353ms | Tot: 53s287ms | Loss: 0.368 | Acc: 87.264% (16643/19072) 149/391 [========================>........................................] Step: 351ms | Tot: 53s639ms | Loss: 0.369 | Acc: 87.245% (16751/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 54s2ms | Loss: 0.369 | Acc: 87.257% (16865/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 54s368ms | Loss: 0.368 | Acc: 87.269% (16979/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 54s739ms | Loss: 0.369 | Acc: 87.255% (17088/19584) 153/391 [=========================>.......................................] Step: 369ms | Tot: 55s109ms | Loss: 0.368 | Acc: 87.282% (17205/19712) 154/391 [=========================>.......................................] Step: 366ms | Tot: 55s475ms | Loss: 0.368 | Acc: 87.278% (17316/19840) 155/391 [=========================>.......................................] Step: 374ms | Tot: 55s850ms | Loss: 0.368 | Acc: 87.275% (17427/19968) 156/391 [=========================>.......................................] Step: 383ms | Tot: 56s234ms | Loss: 0.369 | Acc: 87.261% (17536/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 56s600ms | Loss: 0.369 | Acc: 87.248% (17645/20224) 158/391 [==========================>......................................] Step: 367ms | Tot: 56s967ms | Loss: 0.369 | Acc: 87.225% (17752/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 57s325ms | Loss: 0.369 | Acc: 87.227% (17864/20480) 160/391 [==========================>......................................] Step: 350ms | Tot: 57s676ms | Loss: 0.369 | Acc: 87.204% (17971/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s37ms | Loss: 0.370 | Acc: 87.162% (18074/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 58s399ms | Loss: 0.370 | Acc: 87.160% (18185/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 58s759ms | Loss: 0.369 | Acc: 87.167% (18298/20992) 164/391 [===========================>.....................................] Step: 350ms | Tot: 59s109ms | Loss: 0.370 | Acc: 87.159% (18408/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 59s472ms | Loss: 0.370 | Acc: 87.156% (18519/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 59s842ms | Loss: 0.370 | Acc: 87.140% (18627/21376) 167/391 [===========================>.....................................] Step: 374ms | Tot: 1m217ms | Loss: 0.370 | Acc: 87.147% (18740/21504) 168/391 [===========================>.....................................] Step: 355ms | Tot: 1m572ms | Loss: 0.370 | Acc: 87.139% (18850/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m930ms | Loss: 0.370 | Acc: 87.174% (18969/21760) 170/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.370 | Acc: 87.162% (19078/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.370 | Acc: 87.137% (19184/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.372 | Acc: 87.094% (19286/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.373 | Acc: 87.055% (19389/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.373 | Acc: 87.036% (19496/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.374 | Acc: 87.003% (19600/22528) 176/391 [=============================>...................................] Step: 351ms | Tot: 1m3s | Loss: 0.374 | Acc: 87.010% (19713/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.374 | Acc: 87.000% (19822/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.374 | Acc: 87.016% (19937/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.374 | Acc: 86.988% (20042/23040) 180/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.374 | Acc: 86.978% (20151/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.375 | Acc: 86.972% (20261/23296) 182/391 [==============================>..................................] Step: 353ms | Tot: 1m5s | Loss: 0.375 | Acc: 86.949% (20367/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m5s | Loss: 0.375 | Acc: 86.948% (20478/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.375 | Acc: 86.947% (20589/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.375 | Acc: 86.946% (20700/23808) 186/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.376 | Acc: 86.932% (20808/23936) 187/391 [===============================>.................................] Step: 349ms | Tot: 1m7s | Loss: 0.376 | Acc: 86.931% (20919/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m7s | Loss: 0.376 | Acc: 86.942% (21033/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.376 | Acc: 86.937% (21143/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.375 | Acc: 86.960% (21260/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.376 | Acc: 86.943% (21367/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.376 | Acc: 86.954% (21481/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m9s | Loss: 0.376 | Acc: 86.952% (21592/24832) 194/391 [================================>................................] Step: 374ms | Tot: 1m9s | Loss: 0.376 | Acc: 86.975% (21709/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m10s | Loss: 0.377 | Acc: 86.934% (21810/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.377 | Acc: 86.905% (21914/25216) 197/391 [================================>................................] Step: 351ms | Tot: 1m11s | Loss: 0.378 | Acc: 86.900% (22024/25344) 198/391 [================================>................................] Step: 351ms | Tot: 1m11s | Loss: 0.378 | Acc: 86.911% (22138/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m11s | Loss: 0.378 | Acc: 86.898% (22246/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.378 | Acc: 86.913% (22361/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.378 | Acc: 86.916% (22473/25856) 202/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.378 | Acc: 86.911% (22583/25984) 203/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.378 | Acc: 86.899% (22691/26112) 204/391 [=================================>...............................] Step: 345ms | Tot: 1m13s | Loss: 0.377 | Acc: 86.928% (22810/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m13s | Loss: 0.378 | Acc: 86.920% (22919/26368) 206/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.378 | Acc: 86.919% (23030/26496) 207/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.378 | Acc: 86.918% (23141/26624) 208/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.378 | Acc: 86.928% (23255/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.378 | Acc: 86.916% (23363/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.377 | Acc: 86.930% (23478/27008) 211/391 [===================================>.............................] Step: 377ms | Tot: 1m16s | Loss: 0.377 | Acc: 86.944% (23593/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.377 | Acc: 86.946% (23705/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.377 | Acc: 86.938% (23814/27392) 214/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.378 | Acc: 86.915% (23919/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.377 | Acc: 86.921% (24032/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.377 | Acc: 86.928% (24145/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.377 | Acc: 86.919% (24254/27904) 218/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.378 | Acc: 86.897% (24359/28032) 219/391 [====================================>............................] Step: 372ms | Tot: 1m18s | Loss: 0.378 | Acc: 86.889% (24468/28160) 220/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.377 | Acc: 86.924% (24589/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.378 | Acc: 86.912% (24697/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.378 | Acc: 86.918% (24810/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m20s | Loss: 0.378 | Acc: 86.928% (24924/28672) 224/391 [=====================================>...........................] Step: 360ms | Tot: 1m20s | Loss: 0.379 | Acc: 86.906% (25029/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.379 | Acc: 86.899% (25138/28928) 226/391 [=====================================>...........................] Step: 349ms | Tot: 1m21s | Loss: 0.379 | Acc: 86.908% (25252/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.380 | Acc: 86.897% (25360/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.379 | Acc: 86.903% (25473/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.380 | Acc: 86.902% (25584/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.379 | Acc: 86.925% (25702/29568) 231/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.379 | Acc: 86.938% (25817/29696) 232/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.379 | Acc: 86.930% (25926/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.379 | Acc: 86.912% (26032/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.380 | Acc: 86.908% (26142/30080) 235/391 [=======================================>.........................] Step: 354ms | Tot: 1m24s | Loss: 0.379 | Acc: 86.921% (26257/30208) 236/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.380 | Acc: 86.917% (26367/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.380 | Acc: 86.906% (26475/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.379 | Acc: 86.925% (26592/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.380 | Acc: 86.895% (26694/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.380 | Acc: 86.897% (26806/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m26s | Loss: 0.380 | Acc: 86.893% (26916/30976) 242/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.380 | Acc: 86.883% (27024/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.380 | Acc: 86.882% (27135/31232) 244/391 [========================================>........................] Step: 377ms | Tot: 1m27s | Loss: 0.380 | Acc: 86.891% (27249/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m28s | Loss: 0.380 | Acc: 86.893% (27361/31488) 246/391 [========================================>........................] Step: 381ms | Tot: 1m28s | Loss: 0.380 | Acc: 86.893% (27472/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.380 | Acc: 86.886% (27581/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.380 | Acc: 86.885% (27692/31872) 249/391 [=========================================>.......................] Step: 378ms | Tot: 1m29s | Loss: 0.381 | Acc: 86.875% (27800/32000) 250/391 [=========================================>.......................] Step: 379ms | Tot: 1m30s | Loss: 0.381 | Acc: 86.859% (27906/32128) 251/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.381 | Acc: 86.846% (28013/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.381 | Acc: 86.842% (28123/32384) 253/391 [==========================================>......................] Step: 349ms | Tot: 1m31s | Loss: 0.381 | Acc: 86.851% (28237/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.381 | Acc: 86.854% (28349/32640) 255/391 [==========================================>......................] Step: 372ms | Tot: 1m31s | Loss: 0.382 | Acc: 86.847% (28458/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.382 | Acc: 86.819% (28560/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.382 | Acc: 86.834% (28676/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.381 | Acc: 86.824% (28784/33152) 259/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.381 | Acc: 86.845% (28902/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.382 | Acc: 86.815% (29003/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.382 | Acc: 86.805% (29111/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.382 | Acc: 86.817% (29226/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m34s | Loss: 0.381 | Acc: 86.819% (29338/33792) 264/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.381 | Acc: 86.831% (29453/33920) 265/391 [============================================>....................] Step: 351ms | Tot: 1m35s | Loss: 0.382 | Acc: 86.824% (29562/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.382 | Acc: 86.818% (29671/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.382 | Acc: 86.812% (29780/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.382 | Acc: 86.806% (29889/34432) 269/391 [============================================>....................] Step: 348ms | Tot: 1m37s | Loss: 0.382 | Acc: 86.782% (29992/34560) 270/391 [============================================>....................] Step: 347ms | Tot: 1m37s | Loss: 0.382 | Acc: 86.765% (30097/34688) 271/391 [=============================================>...................] Step: 353ms | Tot: 1m37s | Loss: 0.382 | Acc: 86.768% (30209/34816) 272/391 [=============================================>...................] Step: 353ms | Tot: 1m38s | Loss: 0.383 | Acc: 86.747% (30313/34944) 273/391 [=============================================>...................] Step: 393ms | Tot: 1m38s | Loss: 0.383 | Acc: 86.750% (30425/35072) 274/391 [=============================================>...................] Step: 400ms | Tot: 1m38s | Loss: 0.382 | Acc: 86.753% (30537/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.382 | Acc: 86.753% (30648/35328) 276/391 [=============================================>...................] Step: 349ms | Tot: 1m39s | Loss: 0.382 | Acc: 86.744% (30756/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m39s | Loss: 0.383 | Acc: 86.724% (30860/35584) 278/391 [==============================================>..................] Step: 367ms | Tot: 1m40s | Loss: 0.384 | Acc: 86.696% (30961/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.384 | Acc: 86.691% (31070/35840) 280/391 [==============================================>..................] Step: 352ms | Tot: 1m41s | Loss: 0.384 | Acc: 86.674% (31175/35968) 281/391 [==============================================>..................] Step: 353ms | Tot: 1m41s | Loss: 0.385 | Acc: 86.658% (31280/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.385 | Acc: 86.641% (31385/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.385 | Acc: 86.644% (31497/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.385 | Acc: 86.653% (31611/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.385 | Acc: 86.642% (31718/36608) 286/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.385 | Acc: 86.670% (31839/36736) 287/391 [===============================================>.................] Step: 353ms | Tot: 1m43s | Loss: 0.385 | Acc: 86.670% (31950/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.385 | Acc: 86.675% (32063/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.385 | Acc: 86.681% (32176/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.385 | Acc: 86.676% (32285/37248) 291/391 [================================================>................] Step: 370ms | Tot: 1m45s | Loss: 0.385 | Acc: 86.663% (32391/37376) 292/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.385 | Acc: 86.663% (32502/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.386 | Acc: 86.652% (32609/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.386 | Acc: 86.642% (32716/37760) 295/391 [=================================================>...............] Step: 378ms | Tot: 1m46s | Loss: 0.385 | Acc: 86.650% (32830/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m46s | Loss: 0.386 | Acc: 86.640% (32937/38016) 297/391 [=================================================>...............] Step: 354ms | Tot: 1m47s | Loss: 0.386 | Acc: 86.637% (33047/38144) 298/391 [=================================================>...............] Step: 348ms | Tot: 1m47s | Loss: 0.385 | Acc: 86.646% (33161/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.385 | Acc: 86.633% (33267/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.386 | Acc: 86.633% (33378/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.386 | Acc: 86.626% (33486/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m48s | Loss: 0.386 | Acc: 86.618% (33594/38784) 303/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.386 | Acc: 86.616% (33704/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.386 | Acc: 86.621% (33817/39040) 305/391 [==================================================>..............] Step: 372ms | Tot: 1m50s | Loss: 0.387 | Acc: 86.604% (33921/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.386 | Acc: 86.614% (34036/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.387 | Acc: 86.605% (34143/39424) 308/391 [===================================================>.............] Step: 354ms | Tot: 1m51s | Loss: 0.387 | Acc: 86.610% (34256/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.386 | Acc: 86.613% (34368/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.387 | Acc: 86.598% (34473/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.387 | Acc: 86.594% (34582/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.387 | Acc: 86.589% (34691/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m52s | Loss: 0.387 | Acc: 86.579% (34798/40192) 314/391 [====================================================>............] Step: 353ms | Tot: 1m53s | Loss: 0.387 | Acc: 86.580% (34909/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.387 | Acc: 86.580% (35020/40448) 316/391 [====================================================>............] Step: 351ms | Tot: 1m54s | Loss: 0.387 | Acc: 86.573% (35128/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.387 | Acc: 86.574% (35239/40704) 318/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.387 | Acc: 86.582% (35353/40832) 319/391 [=====================================================>...........] Step: 369ms | Tot: 1m55s | Loss: 0.387 | Acc: 86.582% (35464/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.387 | Acc: 86.590% (35578/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.387 | Acc: 86.590% (35689/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.386 | Acc: 86.595% (35802/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.386 | Acc: 86.593% (35912/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.386 | Acc: 86.599% (36025/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.387 | Acc: 86.592% (36133/41728) 326/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.387 | Acc: 86.590% (36243/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m57s | Loss: 0.387 | Acc: 86.588% (36353/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 1m58s | Loss: 0.387 | Acc: 86.588% (36464/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.387 | Acc: 86.591% (36576/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.387 | Acc: 86.572% (36679/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 1m59s | Loss: 0.387 | Acc: 86.573% (36790/42496) 332/391 [=======================================================>.........] Step: 371ms | Tot: 1m59s | Loss: 0.387 | Acc: 86.576% (36902/42624) 333/391 [=======================================================>.........] Step: 380ms | Tot: 2m212ms | Loss: 0.386 | Acc: 86.588% (37018/42752) 334/391 [=======================================================>.........] Step: 372ms | Tot: 2m584ms | Loss: 0.386 | Acc: 86.593% (37131/42880) 335/391 [=======================================================>.........] Step: 373ms | Tot: 2m957ms | Loss: 0.386 | Acc: 86.591% (37241/43008) 336/391 [=======================================================>.........] Step: 375ms | Tot: 2m1s | Loss: 0.387 | Acc: 86.577% (37346/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m1s | Loss: 0.387 | Acc: 86.585% (37460/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.387 | Acc: 86.583% (37570/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.387 | Acc: 86.581% (37680/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.387 | Acc: 86.579% (37790/43648) 341/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.387 | Acc: 86.554% (37890/43776) 342/391 [========================================================>........] Step: 350ms | Tot: 2m3s | Loss: 0.388 | Acc: 86.550% (37999/43904) 343/391 [=========================================================>.......] Step: 355ms | Tot: 2m3s | Loss: 0.388 | Acc: 86.542% (38106/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.388 | Acc: 86.553% (38222/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m4s | Loss: 0.388 | Acc: 86.558% (38335/44288) 346/391 [=========================================================>.......] Step: 379ms | Tot: 2m4s | Loss: 0.387 | Acc: 86.568% (38450/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.387 | Acc: 86.573% (38563/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.387 | Acc: 86.564% (38670/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m6s | Loss: 0.387 | Acc: 86.569% (38783/44800) 350/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.387 | Acc: 86.570% (38894/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.387 | Acc: 86.563% (39002/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.387 | Acc: 86.568% (39115/45184) 353/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.387 | Acc: 86.575% (39229/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.387 | Acc: 86.574% (39339/45440) 355/391 [===========================================================>.....] Step: 349ms | Tot: 2m8s | Loss: 0.388 | Acc: 86.559% (39443/45568) 356/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.388 | Acc: 86.566% (39557/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m8s | Loss: 0.388 | Acc: 86.557% (39664/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.388 | Acc: 86.553% (39773/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.388 | Acc: 86.532% (39874/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.388 | Acc: 86.520% (39979/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.389 | Acc: 86.518% (40089/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m10s | Loss: 0.389 | Acc: 86.519% (40200/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.389 | Acc: 86.519% (40311/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.389 | Acc: 86.513% (40419/46720) 365/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.389 | Acc: 86.529% (40537/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.389 | Acc: 86.542% (40654/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m12s | Loss: 0.389 | Acc: 86.540% (40764/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.388 | Acc: 86.549% (40879/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.388 | Acc: 86.552% (40991/47360) 370/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.388 | Acc: 86.554% (41103/47488) 371/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.388 | Acc: 86.555% (41214/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.388 | Acc: 86.566% (41330/47744) 373/391 [==============================================================>..] Step: 364ms | Tot: 2m14s | Loss: 0.388 | Acc: 86.566% (41441/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.388 | Acc: 86.569% (41553/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.388 | Acc: 86.575% (41667/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.387 | Acc: 86.578% (41779/48256) 377/391 [==============================================================>..] Step: 349ms | Tot: 2m16s | Loss: 0.387 | Acc: 86.591% (41896/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.387 | Acc: 86.583% (42003/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m16s | Loss: 0.387 | Acc: 86.581% (42113/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.387 | Acc: 86.583% (42225/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.387 | Acc: 86.596% (42342/48896) 382/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.387 | Acc: 86.592% (42451/49024) 383/391 [===============================================================>.] Step: 351ms | Tot: 2m18s | Loss: 0.387 | Acc: 86.599% (42565/49152) 384/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.387 | Acc: 86.593% (42673/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m18s | Loss: 0.387 | Acc: 86.575% (42775/49408) 386/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.387 | Acc: 86.596% (42896/49536) 387/391 [================================================================>] Step: 343ms | Tot: 2m19s | Loss: 0.386 | Acc: 86.600% (43009/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.386 | Acc: 86.604% (43122/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.386 | Acc: 86.597% (43229/49920) 390/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.386 | Acc: 86.594% (43297/50000) 391/391 + [>................................................................] Step: 467ms | Tot: 2ms | Loss: 0.550 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 288ms | Tot: 290ms | Loss: 0.534 | Acc: 84.500% (169/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 584ms | Loss: 0.571 | Acc: 82.667% (248/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 876ms | Loss: 0.570 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s168ms | Loss: 0.590 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s469ms | Loss: 0.564 | Acc: 82.500% (495/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s763ms | Loss: 0.568 | Acc: 82.429% (577/700) 7/100 [====>............................................................] Step: 291ms | Tot: 2s55ms | Loss: 0.569 | Acc: 82.125% (657/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s351ms | Loss: 0.597 | Acc: 81.444% (733/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s649ms | Loss: 0.587 | Acc: 81.900% (819/1000) 10/100 [======>..........................................................] Step: 295ms | Tot: 2s945ms | Loss: 0.593 | Acc: 81.818% (900/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s244ms | Loss: 0.592 | Acc: 81.833% (982/1200) 12/100 [=======>.........................................................] Step: 314ms | Tot: 3s559ms | Loss: 0.589 | Acc: 81.846% (1064/1300) 13/100 [========>........................................................] Step: 313ms | Tot: 3s872ms | Loss: 0.592 | Acc: 81.500% (1141/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s170ms | Loss: 0.588 | Acc: 81.600% (1224/1500) 15/100 [=========>.......................................................] Step: 297ms | Tot: 4s468ms | Loss: 0.593 | Acc: 81.438% (1303/1600) 16/100 [==========>......................................................] Step: 298ms | Tot: 4s766ms | Loss: 0.589 | Acc: 81.529% (1386/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s72ms | Loss: 0.590 | Acc: 81.500% (1467/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s377ms | Loss: 0.587 | Acc: 81.579% (1550/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s689ms | Loss: 0.594 | Acc: 81.450% (1629/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 5s991ms | Loss: 0.598 | Acc: 81.333% (1708/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s291ms | Loss: 0.593 | Acc: 81.273% (1788/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s596ms | Loss: 0.593 | Acc: 81.130% (1866/2300) 23/100 [==============>..................................................] Step: 328ms | Tot: 6s925ms | Loss: 0.593 | Acc: 81.125% (1947/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s233ms | Loss: 0.601 | Acc: 80.960% (2024/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s549ms | Loss: 0.606 | Acc: 80.885% (2103/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s855ms | Loss: 0.601 | Acc: 81.000% (2187/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s157ms | Loss: 0.599 | Acc: 81.036% (2269/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s464ms | Loss: 0.600 | Acc: 81.172% (2354/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s769ms | Loss: 0.598 | Acc: 81.167% (2435/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s77ms | Loss: 0.593 | Acc: 81.194% (2517/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s379ms | Loss: 0.591 | Acc: 81.312% (2602/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s686ms | Loss: 0.590 | Acc: 81.212% (2680/3300) 33/100 [=====================>...........................................] Step: 301ms | Tot: 9s987ms | Loss: 0.589 | Acc: 81.118% (2758/3400) 34/100 [======================>..........................................] Step: 296ms | Tot: 10s284ms | Loss: 0.591 | Acc: 81.171% (2841/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s598ms | Loss: 0.591 | Acc: 81.278% (2926/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 10s913ms | Loss: 0.594 | Acc: 81.108% (3001/3700) 37/100 [========================>........................................] Step: 314ms | Tot: 11s228ms | Loss: 0.598 | Acc: 81.000% (3078/3800) 38/100 [========================>........................................] Step: 324ms | Tot: 11s552ms | Loss: 0.595 | Acc: 81.103% (3163/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 11s863ms | Loss: 0.594 | Acc: 81.125% (3245/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s170ms | Loss: 0.594 | Acc: 81.171% (3328/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s481ms | Loss: 0.597 | Acc: 81.071% (3405/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s790ms | Loss: 0.590 | Acc: 81.233% (3493/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s95ms | Loss: 0.588 | Acc: 81.364% (3580/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s400ms | Loss: 0.587 | Acc: 81.511% (3668/4500) 45/100 [=============================>...................................] Step: 323ms | Tot: 13s723ms | Loss: 0.587 | Acc: 81.522% (3750/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 14s29ms | Loss: 0.585 | Acc: 81.617% (3836/4700) 47/100 [==============================>..................................] Step: 295ms | Tot: 14s325ms | Loss: 0.586 | Acc: 81.583% (3916/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s627ms | Loss: 0.584 | Acc: 81.633% (4000/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s935ms | Loss: 0.587 | Acc: 81.540% (4077/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s233ms | Loss: 0.586 | Acc: 81.627% (4163/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s545ms | Loss: 0.589 | Acc: 81.519% (4239/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s848ms | Loss: 0.587 | Acc: 81.623% (4326/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s152ms | Loss: 0.584 | Acc: 81.722% (4413/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s454ms | Loss: 0.582 | Acc: 81.764% (4497/5500) 55/100 [===================================>.............................] Step: 295ms | Tot: 16s750ms | Loss: 0.585 | Acc: 81.750% (4578/5600) 56/100 [====================================>............................] Step: 296ms | Tot: 17s46ms | Loss: 0.588 | Acc: 81.702% (4657/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s351ms | Loss: 0.588 | Acc: 81.741% (4741/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s659ms | Loss: 0.588 | Acc: 81.627% (4816/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 17s957ms | Loss: 0.590 | Acc: 81.567% (4894/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s259ms | Loss: 0.590 | Acc: 81.590% (4977/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s568ms | Loss: 0.590 | Acc: 81.516% (5054/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s869ms | Loss: 0.590 | Acc: 81.540% (5137/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s178ms | Loss: 0.590 | Acc: 81.609% (5223/6400) 64/100 [=========================================>.......................] Step: 314ms | Tot: 19s493ms | Loss: 0.593 | Acc: 81.585% (5303/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 19s798ms | Loss: 0.595 | Acc: 81.530% (5381/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s100ms | Loss: 0.592 | Acc: 81.597% (5467/6700) 67/100 [===========================================>.....................] Step: 297ms | Tot: 20s398ms | Loss: 0.594 | Acc: 81.574% (5547/6800) 68/100 [============================================>....................] Step: 298ms | Tot: 20s696ms | Loss: 0.595 | Acc: 81.594% (5630/6900) 69/100 [============================================>....................] Step: 297ms | Tot: 20s994ms | Loss: 0.597 | Acc: 81.543% (5708/7000) 70/100 [=============================================>...................] Step: 305ms | Tot: 21s299ms | Loss: 0.598 | Acc: 81.521% (5788/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 21s611ms | Loss: 0.598 | Acc: 81.500% (5868/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 21s916ms | Loss: 0.600 | Acc: 81.466% (5947/7300) 73/100 [===============================================>.................] Step: 298ms | Tot: 22s214ms | Loss: 0.601 | Acc: 81.500% (6031/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s516ms | Loss: 0.602 | Acc: 81.453% (6109/7500) 75/100 [================================================>................] Step: 294ms | Tot: 22s811ms | Loss: 0.600 | Acc: 81.526% (6196/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 23s112ms | Loss: 0.599 | Acc: 81.468% (6273/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s422ms | Loss: 0.600 | Acc: 81.397% (6349/7800) 78/100 [==================================================>..............] Step: 314ms | Tot: 23s736ms | Loss: 0.601 | Acc: 81.430% (6433/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s43ms | Loss: 0.601 | Acc: 81.450% (6516/8000) 80/100 [====================================================>............] Step: 296ms | Tot: 24s339ms | Loss: 0.599 | Acc: 81.531% (6604/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s650ms | Loss: 0.599 | Acc: 81.512% (6684/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 24s952ms | Loss: 0.601 | Acc: 81.458% (6761/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s256ms | Loss: 0.600 | Acc: 81.440% (6841/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s564ms | Loss: 0.602 | Acc: 81.341% (6914/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 25s871ms | Loss: 0.603 | Acc: 81.337% (6995/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s170ms | Loss: 0.604 | Acc: 81.322% (7075/8700) 87/100 [========================================================>........] Step: 302ms | Tot: 26s472ms | Loss: 0.605 | Acc: 81.318% (7156/8800) 88/100 [=========================================================>.......] Step: 297ms | Tot: 26s770ms | Loss: 0.605 | Acc: 81.326% (7238/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 27s71ms | Loss: 0.605 | Acc: 81.289% (7316/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s378ms | Loss: 0.602 | Acc: 81.374% (7405/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 27s689ms | Loss: 0.601 | Acc: 81.402% (7489/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 27s990ms | Loss: 0.601 | Acc: 81.355% (7566/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s289ms | Loss: 0.602 | Acc: 81.330% (7645/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 28s599ms | Loss: 0.602 | Acc: 81.326% (7726/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 28s902ms | Loss: 0.601 | Acc: 81.375% (7812/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s208ms | Loss: 0.599 | Acc: 81.402% (7896/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s514ms | Loss: 0.601 | Acc: 81.327% (7970/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 29s816ms | Loss: 0.602 | Acc: 81.273% (8046/9900) 99/100 [================================================================>] Step: 296ms | Tot: 30s113ms | Loss: 0.603 | Acc: 81.260% (8126/10000) 100/100 + +Epoch: 79 + [>................................................................] Step: 590ms | Tot: 2ms | Loss: 0.320 | Acc: 89.844% (115/128) 1/391 [>................................................................] Step: 379ms | Tot: 381ms | Loss: 0.388 | Acc: 86.328% (221/256) 2/391 [>................................................................] Step: 377ms | Tot: 758ms | Loss: 0.379 | Acc: 86.979% (334/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s131ms | Loss: 0.375 | Acc: 87.305% (447/512) 4/391 [>................................................................] Step: 358ms | Tot: 1s489ms | Loss: 0.375 | Acc: 87.031% (557/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s850ms | Loss: 0.370 | Acc: 86.849% (667/768) 6/391 [>................................................................] Step: 353ms | Tot: 2s204ms | Loss: 0.376 | Acc: 86.607% (776/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s566ms | Loss: 0.389 | Acc: 86.426% (885/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 2s942ms | Loss: 0.393 | Acc: 86.458% (996/1152) 9/391 [=>...............................................................] Step: 376ms | Tot: 3s319ms | Loss: 0.391 | Acc: 86.641% (1109/1280) 10/391 [=>...............................................................] Step: 351ms | Tot: 3s670ms | Loss: 0.382 | Acc: 86.932% (1224/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s26ms | Loss: 0.386 | Acc: 86.654% (1331/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s387ms | Loss: 0.380 | Acc: 86.839% (1445/1664) 13/391 [==>..............................................................] Step: 357ms | Tot: 4s745ms | Loss: 0.384 | Acc: 86.496% (1550/1792) 14/391 [==>..............................................................] Step: 357ms | Tot: 5s102ms | Loss: 0.386 | Acc: 86.354% (1658/1920) 15/391 [==>..............................................................] Step: 350ms | Tot: 5s452ms | Loss: 0.384 | Acc: 86.475% (1771/2048) 16/391 [==>..............................................................] Step: 353ms | Tot: 5s806ms | Loss: 0.380 | Acc: 86.627% (1885/2176) 17/391 [==>..............................................................] Step: 405ms | Tot: 6s212ms | Loss: 0.380 | Acc: 86.545% (1994/2304) 18/391 [==>..............................................................] Step: 389ms | Tot: 6s602ms | Loss: 0.380 | Acc: 86.513% (2104/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 6s964ms | Loss: 0.382 | Acc: 86.367% (2211/2560) 20/391 [===>.............................................................] Step: 356ms | Tot: 7s320ms | Loss: 0.383 | Acc: 86.384% (2322/2688) 21/391 [===>.............................................................] Step: 348ms | Tot: 7s669ms | Loss: 0.382 | Acc: 86.293% (2430/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s39ms | Loss: 0.388 | Acc: 86.039% (2533/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s408ms | Loss: 0.385 | Acc: 86.230% (2649/3072) 24/391 [===>.............................................................] Step: 356ms | Tot: 8s765ms | Loss: 0.382 | Acc: 86.406% (2765/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s123ms | Loss: 0.386 | Acc: 86.268% (2871/3328) 26/391 [====>............................................................] Step: 353ms | Tot: 9s477ms | Loss: 0.384 | Acc: 86.314% (2983/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s842ms | Loss: 0.381 | Acc: 86.468% (3099/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s204ms | Loss: 0.380 | Acc: 86.638% (3216/3712) 29/391 [====>............................................................] Step: 353ms | Tot: 10s558ms | Loss: 0.377 | Acc: 86.745% (3331/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 10s922ms | Loss: 0.375 | Acc: 86.769% (3443/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s280ms | Loss: 0.375 | Acc: 86.841% (3557/4096) 32/391 [=====>...........................................................] Step: 355ms | Tot: 11s636ms | Loss: 0.376 | Acc: 86.837% (3668/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 11s997ms | Loss: 0.380 | Acc: 86.650% (3771/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s358ms | Loss: 0.377 | Acc: 86.786% (3888/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 12s732ms | Loss: 0.379 | Acc: 86.719% (3996/4608) 36/391 [=====>...........................................................] Step: 372ms | Tot: 13s105ms | Loss: 0.379 | Acc: 86.782% (4110/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s466ms | Loss: 0.373 | Acc: 86.965% (4230/4864) 38/391 [======>..........................................................] Step: 358ms | Tot: 13s825ms | Loss: 0.372 | Acc: 87.059% (4346/4992) 39/391 [======>..........................................................] Step: 353ms | Tot: 14s178ms | Loss: 0.369 | Acc: 87.129% (4461/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s542ms | Loss: 0.367 | Acc: 87.252% (4579/5248) 41/391 [======>..........................................................] Step: 371ms | Tot: 14s914ms | Loss: 0.368 | Acc: 87.221% (4689/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s274ms | Loss: 0.370 | Acc: 87.082% (4793/5504) 43/391 [=======>.........................................................] Step: 347ms | Tot: 15s622ms | Loss: 0.368 | Acc: 87.163% (4909/5632) 44/391 [=======>.........................................................] Step: 351ms | Tot: 15s973ms | Loss: 0.365 | Acc: 87.222% (5024/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s335ms | Loss: 0.371 | Acc: 87.109% (5129/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s693ms | Loss: 0.369 | Acc: 87.118% (5241/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s60ms | Loss: 0.367 | Acc: 87.191% (5357/6144) 48/391 [=======>.........................................................] Step: 351ms | Tot: 17s412ms | Loss: 0.368 | Acc: 87.149% (5466/6272) 49/391 [========>........................................................] Step: 353ms | Tot: 17s765ms | Loss: 0.367 | Acc: 87.156% (5578/6400) 50/391 [========>........................................................] Step: 353ms | Tot: 18s119ms | Loss: 0.366 | Acc: 87.163% (5690/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s486ms | Loss: 0.366 | Acc: 87.215% (5805/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s849ms | Loss: 0.366 | Acc: 87.264% (5920/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s209ms | Loss: 0.366 | Acc: 87.254% (6031/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s569ms | Loss: 0.364 | Acc: 87.372% (6151/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 19s923ms | Loss: 0.363 | Acc: 87.402% (6265/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s281ms | Loss: 0.363 | Acc: 87.431% (6379/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s639ms | Loss: 0.364 | Acc: 87.392% (6488/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 20s997ms | Loss: 0.366 | Acc: 87.328% (6595/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s356ms | Loss: 0.367 | Acc: 87.292% (6704/7680) 60/391 [=========>.......................................................] Step: 345ms | Tot: 21s702ms | Loss: 0.366 | Acc: 87.282% (6815/7808) 61/391 [==========>......................................................] Step: 352ms | Tot: 22s54ms | Loss: 0.367 | Acc: 87.185% (6919/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s418ms | Loss: 0.368 | Acc: 87.153% (7028/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 22s785ms | Loss: 0.367 | Acc: 87.207% (7144/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s143ms | Loss: 0.368 | Acc: 87.163% (7252/8320) 65/391 [==========>......................................................] Step: 350ms | Tot: 23s493ms | Loss: 0.366 | Acc: 87.204% (7367/8448) 66/391 [==========>......................................................] Step: 357ms | Tot: 23s850ms | Loss: 0.365 | Acc: 87.267% (7484/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s212ms | Loss: 0.366 | Acc: 87.305% (7599/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s572ms | Loss: 0.365 | Acc: 87.319% (7712/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 24s931ms | Loss: 0.364 | Acc: 87.377% (7829/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 25s287ms | Loss: 0.363 | Acc: 87.390% (7942/9088) 71/391 [===========>.....................................................] Step: 349ms | Tot: 25s636ms | Loss: 0.365 | Acc: 87.326% (8048/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s3ms | Loss: 0.365 | Acc: 87.339% (8161/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s364ms | Loss: 0.364 | Acc: 87.416% (8280/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s721ms | Loss: 0.367 | Acc: 87.354% (8386/9600) 75/391 [============>....................................................] Step: 355ms | Tot: 27s77ms | Loss: 0.367 | Acc: 87.325% (8495/9728) 76/391 [============>....................................................] Step: 349ms | Tot: 27s426ms | Loss: 0.369 | Acc: 87.287% (8603/9856) 77/391 [============>....................................................] Step: 351ms | Tot: 27s777ms | Loss: 0.368 | Acc: 87.340% (8720/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s133ms | Loss: 0.368 | Acc: 87.342% (8832/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s493ms | Loss: 0.367 | Acc: 87.373% (8947/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 28s854ms | Loss: 0.368 | Acc: 87.346% (9056/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s218ms | Loss: 0.369 | Acc: 87.319% (9165/10496) 82/391 [=============>...................................................] Step: 354ms | Tot: 29s573ms | Loss: 0.369 | Acc: 87.340% (9279/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 29s930ms | Loss: 0.368 | Acc: 87.351% (9392/10752) 84/391 [=============>...................................................] Step: 357ms | Tot: 30s288ms | Loss: 0.368 | Acc: 87.408% (9510/10880) 85/391 [==============>..................................................] Step: 355ms | Tot: 30s643ms | Loss: 0.369 | Acc: 87.364% (9617/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s3ms | Loss: 0.371 | Acc: 87.311% (9723/11136) 87/391 [==============>..................................................] Step: 349ms | Tot: 31s352ms | Loss: 0.371 | Acc: 87.331% (9837/11264) 88/391 [==============>..................................................] Step: 345ms | Tot: 31s697ms | Loss: 0.369 | Acc: 87.377% (9954/11392) 89/391 [==============>..................................................] Step: 354ms | Tot: 32s52ms | Loss: 0.371 | Acc: 87.309% (10058/11520) 90/391 [==============>..................................................] Step: 369ms | Tot: 32s421ms | Loss: 0.371 | Acc: 87.294% (10168/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 32s782ms | Loss: 0.371 | Acc: 87.271% (10277/11776) 92/391 [===============>.................................................] Step: 363ms | Tot: 33s146ms | Loss: 0.371 | Acc: 87.265% (10388/11904) 93/391 [===============>.................................................] Step: 355ms | Tot: 33s501ms | Loss: 0.370 | Acc: 87.309% (10505/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 33s860ms | Loss: 0.370 | Acc: 87.311% (10617/12160) 95/391 [===============>.................................................] Step: 350ms | Tot: 34s210ms | Loss: 0.371 | Acc: 87.305% (10728/12288) 96/391 [===============>.................................................] Step: 355ms | Tot: 34s565ms | Loss: 0.370 | Acc: 87.323% (10842/12416) 97/391 [================>................................................] Step: 362ms | Tot: 34s928ms | Loss: 0.369 | Acc: 87.349% (10957/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s283ms | Loss: 0.368 | Acc: 87.358% (11070/12672) 99/391 [================>................................................] Step: 362ms | Tot: 35s646ms | Loss: 0.368 | Acc: 87.352% (11181/12800) 100/391 [================>................................................] Step: 393ms | Tot: 36s39ms | Loss: 0.368 | Acc: 87.322% (11289/12928) 101/391 [================>................................................] Step: 420ms | Tot: 36s460ms | Loss: 0.368 | Acc: 87.331% (11402/13056) 102/391 [================>................................................] Step: 362ms | Tot: 36s822ms | Loss: 0.368 | Acc: 87.310% (11511/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s178ms | Loss: 0.368 | Acc: 87.297% (11621/13312) 104/391 [=================>...............................................] Step: 354ms | Tot: 37s533ms | Loss: 0.367 | Acc: 87.321% (11736/13440) 105/391 [=================>...............................................] Step: 349ms | Tot: 37s882ms | Loss: 0.368 | Acc: 87.338% (11850/13568) 106/391 [=================>...............................................] Step: 346ms | Tot: 38s229ms | Loss: 0.369 | Acc: 87.296% (11956/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 38s586ms | Loss: 0.369 | Acc: 87.297% (12068/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 38s955ms | Loss: 0.368 | Acc: 87.342% (12186/13952) 109/391 [==================>..............................................] Step: 350ms | Tot: 39s306ms | Loss: 0.367 | Acc: 87.365% (12301/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 39s661ms | Loss: 0.366 | Acc: 87.380% (12415/14208) 111/391 [==================>..............................................] Step: 350ms | Tot: 40s11ms | Loss: 0.366 | Acc: 87.409% (12531/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s375ms | Loss: 0.366 | Acc: 87.376% (12638/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 40s732ms | Loss: 0.367 | Acc: 87.329% (12743/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 41s90ms | Loss: 0.367 | Acc: 87.330% (12855/14720) 115/391 [===================>.............................................] Step: 349ms | Tot: 41s439ms | Loss: 0.367 | Acc: 87.305% (12963/14848) 116/391 [===================>.............................................] Step: 351ms | Tot: 41s791ms | Loss: 0.367 | Acc: 87.313% (13076/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s150ms | Loss: 0.366 | Acc: 87.361% (13195/15104) 118/391 [===================>.............................................] Step: 361ms | Tot: 42s511ms | Loss: 0.366 | Acc: 87.336% (13303/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 42s876ms | Loss: 0.366 | Acc: 87.357% (13418/15360) 120/391 [===================>.............................................] Step: 353ms | Tot: 43s229ms | Loss: 0.366 | Acc: 87.345% (13528/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 43s582ms | Loss: 0.366 | Acc: 87.327% (13637/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 43s942ms | Loss: 0.366 | Acc: 87.322% (13748/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 44s309ms | Loss: 0.366 | Acc: 87.330% (13861/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 44s672ms | Loss: 0.365 | Acc: 87.338% (13974/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s31ms | Loss: 0.365 | Acc: 87.339% (14086/16128) 126/391 [====================>............................................] Step: 377ms | Tot: 45s409ms | Loss: 0.365 | Acc: 87.328% (14196/16256) 127/391 [=====================>...........................................] Step: 369ms | Tot: 45s779ms | Loss: 0.364 | Acc: 87.347% (14311/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s139ms | Loss: 0.365 | Acc: 87.294% (14414/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 46s506ms | Loss: 0.366 | Acc: 87.272% (14522/16640) 130/391 [=====================>...........................................] Step: 373ms | Tot: 46s880ms | Loss: 0.366 | Acc: 87.267% (14633/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s238ms | Loss: 0.366 | Acc: 87.263% (14744/16896) 132/391 [=====================>...........................................] Step: 350ms | Tot: 47s589ms | Loss: 0.366 | Acc: 87.283% (14859/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 47s951ms | Loss: 0.367 | Acc: 87.238% (14963/17152) 134/391 [======================>..........................................] Step: 361ms | Tot: 48s312ms | Loss: 0.367 | Acc: 87.251% (15077/17280) 135/391 [======================>..........................................] Step: 372ms | Tot: 48s685ms | Loss: 0.367 | Acc: 87.270% (15192/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s42ms | Loss: 0.367 | Acc: 87.278% (15305/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 49s402ms | Loss: 0.368 | Acc: 87.228% (15408/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 49s758ms | Loss: 0.368 | Acc: 87.230% (15520/17792) 139/391 [=======================>.........................................] Step: 353ms | Tot: 50s112ms | Loss: 0.367 | Acc: 87.249% (15635/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s472ms | Loss: 0.368 | Acc: 87.256% (15748/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 50s840ms | Loss: 0.368 | Acc: 87.269% (15862/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 51s197ms | Loss: 0.367 | Acc: 87.271% (15974/18304) 143/391 [=======================>.........................................] Step: 348ms | Tot: 51s545ms | Loss: 0.367 | Acc: 87.267% (16085/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 51s910ms | Loss: 0.367 | Acc: 87.263% (16196/18560) 145/391 [========================>........................................] Step: 355ms | Tot: 52s266ms | Loss: 0.368 | Acc: 87.232% (16302/18688) 146/391 [========================>........................................] Step: 358ms | Tot: 52s624ms | Loss: 0.367 | Acc: 87.271% (16421/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 52s995ms | Loss: 0.367 | Acc: 87.273% (16533/18944) 148/391 [========================>........................................] Step: 368ms | Tot: 53s363ms | Loss: 0.367 | Acc: 87.269% (16644/19072) 149/391 [========================>........................................] Step: 352ms | Tot: 53s716ms | Loss: 0.367 | Acc: 87.266% (16755/19200) 150/391 [========================>........................................] Step: 354ms | Tot: 54s71ms | Loss: 0.367 | Acc: 87.262% (16866/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 54s433ms | Loss: 0.367 | Acc: 87.248% (16975/19456) 152/391 [=========================>.......................................] Step: 359ms | Tot: 54s792ms | Loss: 0.367 | Acc: 87.265% (17090/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s153ms | Loss: 0.367 | Acc: 87.246% (17198/19712) 154/391 [=========================>.......................................] Step: 354ms | Tot: 55s507ms | Loss: 0.368 | Acc: 87.223% (17305/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 55s867ms | Loss: 0.368 | Acc: 87.225% (17417/19968) 156/391 [=========================>.......................................] Step: 349ms | Tot: 56s216ms | Loss: 0.368 | Acc: 87.231% (17530/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 56s578ms | Loss: 0.367 | Acc: 87.233% (17642/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 56s936ms | Loss: 0.367 | Acc: 87.230% (17753/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 57s291ms | Loss: 0.368 | Acc: 87.222% (17863/20480) 160/391 [==========================>......................................] Step: 346ms | Tot: 57s638ms | Loss: 0.369 | Acc: 87.204% (17971/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 57s998ms | Loss: 0.368 | Acc: 87.215% (18085/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 58s371ms | Loss: 0.369 | Acc: 87.212% (18196/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 58s734ms | Loss: 0.369 | Acc: 87.200% (18305/20992) 164/391 [===========================>.....................................] Step: 356ms | Tot: 59s91ms | Loss: 0.369 | Acc: 87.206% (18418/21120) 165/391 [===========================>.....................................] Step: 352ms | Tot: 59s444ms | Loss: 0.368 | Acc: 87.227% (18534/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 59s800ms | Loss: 0.369 | Acc: 87.215% (18643/21376) 167/391 [===========================>.....................................] Step: 349ms | Tot: 1m150ms | Loss: 0.369 | Acc: 87.212% (18754/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m511ms | Loss: 0.368 | Acc: 87.227% (18869/21632) 169/391 [============================>....................................] Step: 367ms | Tot: 1m879ms | Loss: 0.369 | Acc: 87.201% (18975/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.369 | Acc: 87.208% (19088/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.369 | Acc: 87.182% (19194/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.369 | Acc: 87.161% (19301/22144) 173/391 [============================>....................................] Step: 352ms | Tot: 1m2s | Loss: 0.369 | Acc: 87.199% (19421/22272) 174/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.369 | Acc: 87.188% (19530/22400) 175/391 [=============================>...................................] Step: 370ms | Tot: 1m3s | Loss: 0.369 | Acc: 87.172% (19638/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.369 | Acc: 87.165% (19748/22656) 177/391 [=============================>...................................] Step: 348ms | Tot: 1m3s | Loss: 0.369 | Acc: 87.193% (19866/22784) 178/391 [=============================>...................................] Step: 350ms | Tot: 1m4s | Loss: 0.368 | Acc: 87.216% (19983/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.369 | Acc: 87.222% (20096/23040) 180/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.368 | Acc: 87.241% (20212/23168) 181/391 [==============================>..................................] Step: 351ms | Tot: 1m5s | Loss: 0.368 | Acc: 87.242% (20324/23296) 182/391 [==============================>..................................] Step: 348ms | Tot: 1m5s | Loss: 0.369 | Acc: 87.235% (20434/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m5s | Loss: 0.369 | Acc: 87.237% (20546/23552) 184/391 [==============================>..................................] Step: 415ms | Tot: 1m6s | Loss: 0.369 | Acc: 87.234% (20657/23680) 185/391 [==============================>..................................] Step: 381ms | Tot: 1m6s | Loss: 0.368 | Acc: 87.256% (20774/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.369 | Acc: 87.233% (20880/23936) 187/391 [===============================>.................................] Step: 353ms | Tot: 1m7s | Loss: 0.369 | Acc: 87.242% (20994/24064) 188/391 [===============================>.................................] Step: 353ms | Tot: 1m7s | Loss: 0.368 | Acc: 87.252% (21108/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.368 | Acc: 87.257% (21221/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.369 | Acc: 87.214% (21322/24448) 191/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.370 | Acc: 87.199% (21430/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.370 | Acc: 87.180% (21537/24704) 193/391 [================================>................................] Step: 349ms | Tot: 1m9s | Loss: 0.371 | Acc: 87.186% (21650/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m9s | Loss: 0.370 | Acc: 87.200% (21765/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.370 | Acc: 87.205% (21878/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.371 | Acc: 87.191% (21986/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.371 | Acc: 87.188% (22097/25344) 198/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.371 | Acc: 87.186% (22208/25472) 199/391 [=================================>...............................] Step: 353ms | Tot: 1m11s | Loss: 0.371 | Acc: 87.176% (22317/25600) 200/391 [=================================>...............................] Step: 346ms | Tot: 1m12s | Loss: 0.372 | Acc: 87.170% (22427/25728) 201/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.371 | Acc: 87.191% (22544/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.372 | Acc: 87.161% (22648/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.372 | Acc: 87.178% (22764/26112) 204/391 [=================================>...............................] Step: 350ms | Tot: 1m13s | Loss: 0.372 | Acc: 87.165% (22872/26240) 205/391 [==================================>..............................] Step: 356ms | Tot: 1m13s | Loss: 0.372 | Acc: 87.151% (22980/26368) 206/391 [==================================>..............................] Step: 346ms | Tot: 1m14s | Loss: 0.371 | Acc: 87.172% (23097/26496) 207/391 [==================================>..............................] Step: 370ms | Tot: 1m14s | Loss: 0.371 | Acc: 87.162% (23206/26624) 208/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.371 | Acc: 87.175% (23321/26752) 209/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.371 | Acc: 87.180% (23434/26880) 210/391 [==================================>..............................] Step: 345ms | Tot: 1m15s | Loss: 0.371 | Acc: 87.182% (23546/27008) 211/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.371 | Acc: 87.161% (23652/27136) 212/391 [===================================>.............................] Step: 350ms | Tot: 1m16s | Loss: 0.371 | Acc: 87.166% (23765/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.372 | Acc: 87.150% (23872/27392) 214/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.372 | Acc: 87.158% (23986/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.371 | Acc: 87.160% (24098/27648) 216/391 [===================================>.............................] Step: 376ms | Tot: 1m17s | Loss: 0.371 | Acc: 87.162% (24210/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m18s | Loss: 0.371 | Acc: 87.156% (24320/27904) 218/391 [====================================>............................] Step: 373ms | Tot: 1m18s | Loss: 0.371 | Acc: 87.143% (24428/28032) 219/391 [====================================>............................] Step: 372ms | Tot: 1m18s | Loss: 0.371 | Acc: 87.145% (24540/28160) 220/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.371 | Acc: 87.132% (24648/28288) 221/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.371 | Acc: 87.141% (24762/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.370 | Acc: 87.167% (24881/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.371 | Acc: 87.137% (24984/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m20s | Loss: 0.371 | Acc: 87.128% (25093/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.372 | Acc: 87.113% (25200/28928) 226/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.372 | Acc: 87.090% (25305/29056) 227/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.372 | Acc: 87.085% (25415/29184) 228/391 [=====================================>...........................] Step: 355ms | Tot: 1m22s | Loss: 0.372 | Acc: 87.094% (25529/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m22s | Loss: 0.373 | Acc: 87.082% (25637/29440) 230/391 [======================================>..........................] Step: 370ms | Tot: 1m22s | Loss: 0.372 | Acc: 87.098% (25753/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.372 | Acc: 87.116% (25870/29696) 232/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.372 | Acc: 87.111% (25980/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.372 | Acc: 87.133% (26098/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.372 | Acc: 87.134% (26210/30080) 235/391 [=======================================>.........................] Step: 372ms | Tot: 1m24s | Loss: 0.372 | Acc: 87.126% (26319/30208) 236/391 [=======================================>.........................] Step: 352ms | Tot: 1m25s | Loss: 0.372 | Acc: 87.134% (26433/30336) 237/391 [=======================================>.........................] Step: 355ms | Tot: 1m25s | Loss: 0.372 | Acc: 87.149% (26549/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.371 | Acc: 87.157% (26663/30592) 239/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.371 | Acc: 87.158% (26775/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.371 | Acc: 87.140% (26881/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m26s | Loss: 0.372 | Acc: 87.142% (26993/30976) 242/391 [========================================>........................] Step: 348ms | Tot: 1m27s | Loss: 0.372 | Acc: 87.130% (27101/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.371 | Acc: 87.135% (27214/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.371 | Acc: 87.136% (27326/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.371 | Acc: 87.138% (27438/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.372 | Acc: 87.127% (27546/31616) 247/391 [=========================================>.......................] Step: 354ms | Tot: 1m29s | Loss: 0.372 | Acc: 87.109% (27652/31744) 248/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.372 | Acc: 87.114% (27765/31872) 249/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.372 | Acc: 87.119% (27878/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.371 | Acc: 87.123% (27991/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.371 | Acc: 87.122% (28102/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.372 | Acc: 87.102% (28207/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.372 | Acc: 87.103% (28319/32512) 254/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.372 | Acc: 87.105% (28431/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m31s | Loss: 0.372 | Acc: 87.100% (28541/32768) 256/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.372 | Acc: 87.105% (28654/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.372 | Acc: 87.094% (28762/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.373 | Acc: 87.099% (28875/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m33s | Loss: 0.373 | Acc: 87.091% (28984/33280) 260/391 [===========================================>.....................] Step: 353ms | Tot: 1m33s | Loss: 0.373 | Acc: 87.093% (29096/33408) 261/391 [===========================================>.....................] Step: 372ms | Tot: 1m34s | Loss: 0.373 | Acc: 87.086% (29205/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.373 | Acc: 87.087% (29317/33664) 263/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.373 | Acc: 87.080% (29426/33792) 264/391 [===========================================>.....................] Step: 348ms | Tot: 1m35s | Loss: 0.373 | Acc: 87.081% (29538/33920) 265/391 [============================================>....................] Step: 355ms | Tot: 1m35s | Loss: 0.374 | Acc: 87.074% (29647/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.374 | Acc: 87.087% (29763/34176) 267/391 [============================================>....................] Step: 400ms | Tot: 1m36s | Loss: 0.374 | Acc: 87.080% (29872/34304) 268/391 [============================================>....................] Step: 370ms | Tot: 1m36s | Loss: 0.374 | Acc: 87.088% (29986/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.374 | Acc: 87.080% (30095/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.374 | Acc: 87.056% (30198/34688) 271/391 [=============================================>...................] Step: 367ms | Tot: 1m37s | Loss: 0.374 | Acc: 87.081% (30318/34816) 272/391 [=============================================>...................] Step: 374ms | Tot: 1m38s | Loss: 0.373 | Acc: 87.082% (30430/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.374 | Acc: 87.064% (30535/35072) 274/391 [=============================================>...................] Step: 351ms | Tot: 1m38s | Loss: 0.374 | Acc: 87.068% (30648/35200) 275/391 [=============================================>...................] Step: 349ms | Tot: 1m39s | Loss: 0.373 | Acc: 87.084% (30765/35328) 276/391 [=============================================>...................] Step: 346ms | Tot: 1m39s | Loss: 0.373 | Acc: 87.102% (30883/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m39s | Loss: 0.373 | Acc: 87.095% (30992/35584) 278/391 [==============================================>..................] Step: 347ms | Tot: 1m40s | Loss: 0.373 | Acc: 87.083% (31099/35712) 279/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.373 | Acc: 87.081% (31210/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.373 | Acc: 87.097% (31327/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.373 | Acc: 87.098% (31439/36096) 282/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.373 | Acc: 87.091% (31548/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m41s | Loss: 0.373 | Acc: 87.087% (31658/36352) 284/391 [===============================================>.................] Step: 348ms | Tot: 1m42s | Loss: 0.373 | Acc: 87.089% (31770/36480) 285/391 [===============================================>.................] Step: 349ms | Tot: 1m42s | Loss: 0.374 | Acc: 87.088% (31881/36608) 286/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.374 | Acc: 87.078% (31989/36736) 287/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.374 | Acc: 87.080% (32101/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.374 | Acc: 87.076% (32211/36992) 289/391 [================================================>................] Step: 352ms | Tot: 1m44s | Loss: 0.374 | Acc: 87.061% (32317/37120) 290/391 [================================================>................] Step: 348ms | Tot: 1m44s | Loss: 0.374 | Acc: 87.073% (32433/37248) 291/391 [================================================>................] Step: 352ms | Tot: 1m44s | Loss: 0.374 | Acc: 87.072% (32544/37376) 292/391 [================================================>................] Step: 348ms | Tot: 1m45s | Loss: 0.374 | Acc: 87.063% (32652/37504) 293/391 [================================================>................] Step: 353ms | Tot: 1m45s | Loss: 0.374 | Acc: 87.059% (32762/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.374 | Acc: 87.055% (32872/37760) 295/391 [=================================================>...............] Step: 347ms | Tot: 1m46s | Loss: 0.374 | Acc: 87.054% (32983/37888) 296/391 [=================================================>...............] Step: 350ms | Tot: 1m46s | Loss: 0.375 | Acc: 87.040% (33089/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m46s | Loss: 0.375 | Acc: 87.031% (33197/38144) 298/391 [=================================================>...............] Step: 355ms | Tot: 1m47s | Loss: 0.375 | Acc: 87.019% (33304/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.375 | Acc: 87.008% (33411/38400) 300/391 [=================================================>...............] Step: 379ms | Tot: 1m48s | Loss: 0.376 | Acc: 87.009% (33523/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m48s | Loss: 0.375 | Acc: 87.011% (33635/38656) 302/391 [==================================================>..............] Step: 349ms | Tot: 1m48s | Loss: 0.375 | Acc: 87.018% (33749/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.375 | Acc: 87.009% (33857/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.376 | Acc: 86.988% (33960/39040) 305/391 [==================================================>..............] Step: 387ms | Tot: 1m49s | Loss: 0.376 | Acc: 86.972% (34065/39168) 306/391 [==================================================>..............] Step: 372ms | Tot: 1m50s | Loss: 0.376 | Acc: 86.978% (34179/39296) 307/391 [===================================================>.............] Step: 367ms | Tot: 1m50s | Loss: 0.376 | Acc: 86.975% (34289/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m50s | Loss: 0.376 | Acc: 86.987% (34405/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.376 | Acc: 86.968% (34509/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.376 | Acc: 86.975% (34623/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.376 | Acc: 86.989% (34740/39936) 312/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.376 | Acc: 86.991% (34852/40064) 313/391 [====================================================>............] Step: 353ms | Tot: 1m52s | Loss: 0.376 | Acc: 86.995% (34965/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.376 | Acc: 86.989% (35074/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m53s | Loss: 0.376 | Acc: 86.983% (35183/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m53s | Loss: 0.376 | Acc: 86.987% (35296/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.376 | Acc: 86.984% (35406/40704) 318/391 [====================================================>............] Step: 350ms | Tot: 1m54s | Loss: 0.376 | Acc: 86.991% (35520/40832) 319/391 [=====================================================>...........] Step: 365ms | Tot: 1m54s | Loss: 0.376 | Acc: 86.990% (35631/40960) 320/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.376 | Acc: 86.994% (35744/41088) 321/391 [=====================================================>...........] Step: 363ms | Tot: 1m55s | Loss: 0.376 | Acc: 86.990% (35854/41216) 322/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.376 | Acc: 86.994% (35967/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.376 | Acc: 86.984% (36074/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.376 | Acc: 86.976% (36182/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.376 | Acc: 86.968% (36290/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m57s | Loss: 0.376 | Acc: 86.962% (36399/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 1m57s | Loss: 0.376 | Acc: 86.966% (36512/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.376 | Acc: 86.982% (36630/42112) 329/391 [======================================================>..........] Step: 352ms | Tot: 1m58s | Loss: 0.376 | Acc: 86.984% (36742/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.376 | Acc: 86.981% (36852/42368) 331/391 [=======================================================>.........] Step: 359ms | Tot: 1m59s | Loss: 0.376 | Acc: 86.975% (36961/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 1m59s | Loss: 0.376 | Acc: 86.965% (37068/42624) 333/391 [=======================================================>.........] Step: 379ms | Tot: 1m59s | Loss: 0.376 | Acc: 86.962% (37178/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m344ms | Loss: 0.376 | Acc: 86.966% (37291/42880) 335/391 [=======================================================>.........] Step: 349ms | Tot: 2m694ms | Loss: 0.376 | Acc: 86.958% (37399/43008) 336/391 [=======================================================>.........] Step: 352ms | Tot: 2m1s | Loss: 0.376 | Acc: 86.944% (37504/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m1s | Loss: 0.376 | Acc: 86.948% (37617/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m1s | Loss: 0.376 | Acc: 86.942% (37726/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.376 | Acc: 86.939% (37836/43520) 340/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.376 | Acc: 86.948% (37951/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.376 | Acc: 86.945% (38061/43776) 342/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.377 | Acc: 86.917% (38160/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m3s | Loss: 0.377 | Acc: 86.916% (38271/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m3s | Loss: 0.377 | Acc: 86.911% (38380/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.377 | Acc: 86.906% (38489/44288) 346/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.377 | Acc: 86.901% (38598/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.377 | Acc: 86.892% (38705/44544) 348/391 [=========================================================>.......] Step: 353ms | Tot: 2m5s | Loss: 0.377 | Acc: 86.889% (38815/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m5s | Loss: 0.377 | Acc: 86.888% (38926/44800) 350/391 [==========================================================>......] Step: 382ms | Tot: 2m6s | Loss: 0.377 | Acc: 86.886% (39036/44928) 351/391 [==========================================================>......] Step: 390ms | Tot: 2m6s | Loss: 0.377 | Acc: 86.887% (39148/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.377 | Acc: 86.889% (39260/45184) 353/391 [==========================================================>......] Step: 350ms | Tot: 2m7s | Loss: 0.377 | Acc: 86.893% (39373/45312) 354/391 [==========================================================>......] Step: 349ms | Tot: 2m7s | Loss: 0.377 | Acc: 86.882% (39479/45440) 355/391 [===========================================================>.....] Step: 374ms | Tot: 2m7s | Loss: 0.377 | Acc: 86.879% (39589/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m8s | Loss: 0.377 | Acc: 86.876% (39699/45696) 357/391 [===========================================================>.....] Step: 351ms | Tot: 2m8s | Loss: 0.377 | Acc: 86.885% (39814/45824) 358/391 [===========================================================>.....] Step: 356ms | Tot: 2m9s | Loss: 0.377 | Acc: 86.884% (39925/45952) 359/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.377 | Acc: 86.892% (40040/46080) 360/391 [===========================================================>.....] Step: 367ms | Tot: 2m9s | Loss: 0.377 | Acc: 86.894% (40152/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.377 | Acc: 86.885% (40259/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.377 | Acc: 86.897% (40376/46464) 363/391 [============================================================>....] Step: 354ms | Tot: 2m10s | Loss: 0.377 | Acc: 86.899% (40488/46592) 364/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.377 | Acc: 86.905% (40602/46720) 365/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.377 | Acc: 86.909% (40715/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m11s | Loss: 0.377 | Acc: 86.910% (40827/46976) 367/391 [=============================================================>...] Step: 359ms | Tot: 2m12s | Loss: 0.377 | Acc: 86.918% (40942/47104) 368/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.377 | Acc: 86.924% (41056/47232) 369/391 [=============================================================>...] Step: 376ms | Tot: 2m12s | Loss: 0.377 | Acc: 86.928% (41169/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.376 | Acc: 86.929% (41281/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m13s | Loss: 0.376 | Acc: 86.939% (41397/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.376 | Acc: 86.939% (41508/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m14s | Loss: 0.376 | Acc: 86.932% (41616/47872) 374/391 [==============================================================>..] Step: 350ms | Tot: 2m14s | Loss: 0.377 | Acc: 86.925% (41724/48000) 375/391 [==============================================================>..] Step: 352ms | Tot: 2m15s | Loss: 0.377 | Acc: 86.918% (41832/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.377 | Acc: 86.909% (41939/48256) 377/391 [==============================================================>..] Step: 372ms | Tot: 2m15s | Loss: 0.377 | Acc: 86.903% (42047/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.377 | Acc: 86.902% (42158/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m16s | Loss: 0.378 | Acc: 86.885% (42261/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m16s | Loss: 0.377 | Acc: 86.895% (42377/48768) 381/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.377 | Acc: 86.895% (42488/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.377 | Acc: 86.896% (42600/49024) 383/391 [===============================================================>.] Step: 375ms | Tot: 2m18s | Loss: 0.377 | Acc: 86.892% (42709/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.378 | Acc: 86.881% (42815/49280) 385/391 [================================================================>] Step: 352ms | Tot: 2m18s | Loss: 0.378 | Acc: 86.871% (42921/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.378 | Acc: 86.868% (43031/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.378 | Acc: 86.874% (43145/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.378 | Acc: 86.871% (43255/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.378 | Acc: 86.885% (43373/49920) 390/391 [================================================================>] Step: 332ms | Tot: 2m20s | Loss: 0.378 | Acc: 86.886% (43443/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 2ms | Loss: 0.416 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.430 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 602ms | Loss: 0.469 | Acc: 83.000% (249/300) 3/100 [=>...............................................................] Step: 307ms | Tot: 910ms | Loss: 0.463 | Acc: 83.000% (332/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s213ms | Loss: 0.478 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 302ms | Tot: 1s516ms | Loss: 0.464 | Acc: 82.833% (497/600) 6/100 [===>.............................................................] Step: 302ms | Tot: 1s818ms | Loss: 0.466 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 307ms | Tot: 2s126ms | Loss: 0.479 | Acc: 82.750% (662/800) 8/100 [=====>...........................................................] Step: 319ms | Tot: 2s445ms | Loss: 0.512 | Acc: 81.778% (736/900) 9/100 [=====>...........................................................] Step: 311ms | Tot: 2s756ms | Loss: 0.513 | Acc: 81.900% (819/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s58ms | Loss: 0.515 | Acc: 81.909% (901/1100) 11/100 [=======>.........................................................] Step: 295ms | Tot: 3s353ms | Loss: 0.522 | Acc: 81.833% (982/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s650ms | Loss: 0.521 | Acc: 81.923% (1065/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s957ms | Loss: 0.521 | Acc: 82.143% (1150/1400) 14/100 [=========>.......................................................] Step: 311ms | Tot: 4s269ms | Loss: 0.523 | Acc: 82.067% (1231/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s572ms | Loss: 0.535 | Acc: 81.750% (1308/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s879ms | Loss: 0.528 | Acc: 82.000% (1394/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s188ms | Loss: 0.533 | Acc: 82.056% (1477/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s498ms | Loss: 0.539 | Acc: 82.053% (1559/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s798ms | Loss: 0.539 | Acc: 81.950% (1639/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s99ms | Loss: 0.543 | Acc: 81.857% (1719/2100) 21/100 [=============>...................................................] Step: 316ms | Tot: 6s416ms | Loss: 0.549 | Acc: 81.773% (1799/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s723ms | Loss: 0.555 | Acc: 81.652% (1878/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 7s32ms | Loss: 0.552 | Acc: 81.667% (1960/2400) 24/100 [===============>.................................................] Step: 297ms | Tot: 7s330ms | Loss: 0.558 | Acc: 81.360% (2034/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s629ms | Loss: 0.567 | Acc: 81.077% (2108/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s934ms | Loss: 0.557 | Acc: 81.333% (2196/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s235ms | Loss: 0.555 | Acc: 81.536% (2283/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s537ms | Loss: 0.552 | Acc: 81.690% (2369/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s848ms | Loss: 0.549 | Acc: 81.733% (2452/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s157ms | Loss: 0.550 | Acc: 81.645% (2531/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s459ms | Loss: 0.546 | Acc: 81.719% (2615/3200) 32/100 [====================>............................................] Step: 298ms | Tot: 9s757ms | Loss: 0.546 | Acc: 81.727% (2697/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s60ms | Loss: 0.545 | Acc: 81.735% (2779/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s370ms | Loss: 0.550 | Acc: 81.514% (2853/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s673ms | Loss: 0.550 | Acc: 81.583% (2937/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s982ms | Loss: 0.551 | Acc: 81.568% (3018/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s281ms | Loss: 0.552 | Acc: 81.421% (3094/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s590ms | Loss: 0.549 | Acc: 81.538% (3180/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s893ms | Loss: 0.548 | Acc: 81.550% (3262/4000) 40/100 [==========================>......................................] Step: 300ms | Tot: 12s193ms | Loss: 0.551 | Acc: 81.512% (3342/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s495ms | Loss: 0.551 | Acc: 81.595% (3427/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s802ms | Loss: 0.546 | Acc: 81.767% (3516/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 13s104ms | Loss: 0.545 | Acc: 81.886% (3603/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s407ms | Loss: 0.546 | Acc: 81.822% (3682/4500) 45/100 [=============================>...................................] Step: 297ms | Tot: 13s704ms | Loss: 0.545 | Acc: 81.848% (3765/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 14s2ms | Loss: 0.546 | Acc: 81.787% (3844/4700) 47/100 [==============================>..................................] Step: 298ms | Tot: 14s301ms | Loss: 0.549 | Acc: 81.688% (3921/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s602ms | Loss: 0.547 | Acc: 81.714% (4004/4900) 49/100 [===============================>.................................] Step: 314ms | Tot: 14s916ms | Loss: 0.552 | Acc: 81.560% (4078/5000) 50/100 [================================>................................] Step: 334ms | Tot: 15s251ms | Loss: 0.550 | Acc: 81.647% (4164/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s553ms | Loss: 0.552 | Acc: 81.635% (4245/5200) 52/100 [=================================>...............................] Step: 297ms | Tot: 15s851ms | Loss: 0.550 | Acc: 81.660% (4328/5300) 53/100 [==================================>..............................] Step: 291ms | Tot: 16s142ms | Loss: 0.549 | Acc: 81.704% (4412/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s448ms | Loss: 0.548 | Acc: 81.673% (4492/5500) 55/100 [===================================>.............................] Step: 297ms | Tot: 16s746ms | Loss: 0.548 | Acc: 81.696% (4575/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s49ms | Loss: 0.550 | Acc: 81.632% (4653/5700) 57/100 [=====================================>...........................] Step: 298ms | Tot: 17s347ms | Loss: 0.549 | Acc: 81.707% (4739/5800) 58/100 [=====================================>...........................] Step: 292ms | Tot: 17s640ms | Loss: 0.549 | Acc: 81.661% (4818/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 17s940ms | Loss: 0.551 | Acc: 81.633% (4898/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s243ms | Loss: 0.552 | Acc: 81.557% (4975/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s543ms | Loss: 0.552 | Acc: 81.565% (5057/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 18s853ms | Loss: 0.551 | Acc: 81.651% (5144/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s154ms | Loss: 0.550 | Acc: 81.688% (5228/6400) 64/100 [=========================================>.......................] Step: 298ms | Tot: 19s452ms | Loss: 0.551 | Acc: 81.646% (5307/6500) 65/100 [==========================================>......................] Step: 290ms | Tot: 19s743ms | Loss: 0.552 | Acc: 81.621% (5387/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 20s43ms | Loss: 0.550 | Acc: 81.672% (5472/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s352ms | Loss: 0.550 | Acc: 81.647% (5552/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s654ms | Loss: 0.546 | Acc: 81.725% (5639/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 20s964ms | Loss: 0.549 | Acc: 81.657% (5716/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s272ms | Loss: 0.547 | Acc: 81.732% (5803/7100) 71/100 [==============================================>..................] Step: 290ms | Tot: 21s563ms | Loss: 0.547 | Acc: 81.750% (5886/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 21s862ms | Loss: 0.546 | Acc: 81.836% (5974/7300) 73/100 [===============================================>.................] Step: 293ms | Tot: 22s156ms | Loss: 0.545 | Acc: 81.865% (6058/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s459ms | Loss: 0.548 | Acc: 81.733% (6130/7500) 75/100 [================================================>................] Step: 308ms | Tot: 22s767ms | Loss: 0.546 | Acc: 81.724% (6211/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s72ms | Loss: 0.547 | Acc: 81.714% (6292/7700) 77/100 [==================================================>..............] Step: 296ms | Tot: 23s369ms | Loss: 0.547 | Acc: 81.731% (6375/7800) 78/100 [==================================================>..............] Step: 294ms | Tot: 23s663ms | Loss: 0.548 | Acc: 81.709% (6455/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 23s966ms | Loss: 0.546 | Acc: 81.713% (6537/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s269ms | Loss: 0.545 | Acc: 81.778% (6624/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s571ms | Loss: 0.546 | Acc: 81.683% (6698/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 24s875ms | Loss: 0.547 | Acc: 81.639% (6776/8300) 83/100 [=====================================================>...........] Step: 294ms | Tot: 25s169ms | Loss: 0.547 | Acc: 81.607% (6855/8400) 84/100 [======================================================>..........] Step: 296ms | Tot: 25s466ms | Loss: 0.549 | Acc: 81.494% (6927/8500) 85/100 [=======================================================>.........] Step: 298ms | Tot: 25s764ms | Loss: 0.551 | Acc: 81.477% (7007/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 26s64ms | Loss: 0.550 | Acc: 81.483% (7089/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s371ms | Loss: 0.551 | Acc: 81.500% (7172/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 26s678ms | Loss: 0.551 | Acc: 81.517% (7255/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 26s985ms | Loss: 0.552 | Acc: 81.544% (7339/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s284ms | Loss: 0.551 | Acc: 81.571% (7423/9100) 91/100 [===========================================================>.....] Step: 294ms | Tot: 27s579ms | Loss: 0.549 | Acc: 81.620% (7509/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 27s878ms | Loss: 0.550 | Acc: 81.591% (7588/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s180ms | Loss: 0.550 | Acc: 81.543% (7665/9400) 94/100 [=============================================================>...] Step: 298ms | Tot: 28s479ms | Loss: 0.550 | Acc: 81.526% (7745/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 28s791ms | Loss: 0.549 | Acc: 81.542% (7828/9600) 96/100 [==============================================================>..] Step: 293ms | Tot: 29s84ms | Loss: 0.548 | Acc: 81.588% (7914/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s386ms | Loss: 0.548 | Acc: 81.561% (7993/9800) 98/100 [===============================================================>.] Step: 296ms | Tot: 29s683ms | Loss: 0.550 | Acc: 81.515% (8070/9900) 99/100 [================================================================>] Step: 301ms | Tot: 29s985ms | Loss: 0.548 | Acc: 81.570% (8157/10000) 100/100 + +Epoch: 80 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.373 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.313 | Acc: 89.844% (230/256) 2/391 [>................................................................] Step: 356ms | Tot: 739ms | Loss: 0.335 | Acc: 89.583% (344/384) 3/391 [>................................................................] Step: 355ms | Tot: 1s95ms | Loss: 0.325 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 357ms | Tot: 1s453ms | Loss: 0.338 | Acc: 88.438% (566/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s816ms | Loss: 0.357 | Acc: 87.891% (675/768) 6/391 [>................................................................] Step: 369ms | Tot: 2s185ms | Loss: 0.333 | Acc: 88.616% (794/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s555ms | Loss: 0.336 | Acc: 88.281% (904/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s916ms | Loss: 0.352 | Acc: 87.934% (1013/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s286ms | Loss: 0.360 | Acc: 87.578% (1121/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s650ms | Loss: 0.354 | Acc: 87.713% (1235/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s11ms | Loss: 0.356 | Acc: 87.500% (1344/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s374ms | Loss: 0.356 | Acc: 87.440% (1455/1664) 13/391 [==>..............................................................] Step: 353ms | Tot: 4s727ms | Loss: 0.364 | Acc: 87.277% (1564/1792) 14/391 [==>..............................................................] Step: 351ms | Tot: 5s78ms | Loss: 0.367 | Acc: 87.135% (1673/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s444ms | Loss: 0.365 | Acc: 87.012% (1782/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s810ms | Loss: 0.361 | Acc: 87.316% (1900/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s172ms | Loss: 0.365 | Acc: 87.240% (2010/2304) 18/391 [==>..............................................................] Step: 355ms | Tot: 6s527ms | Loss: 0.362 | Acc: 87.459% (2127/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s882ms | Loss: 0.363 | Acc: 87.305% (2235/2560) 20/391 [===>.............................................................] Step: 355ms | Tot: 7s237ms | Loss: 0.362 | Acc: 87.388% (2349/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s596ms | Loss: 0.363 | Acc: 87.393% (2461/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 7s955ms | Loss: 0.365 | Acc: 87.194% (2567/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s317ms | Loss: 0.366 | Acc: 87.207% (2679/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s677ms | Loss: 0.374 | Acc: 86.844% (2779/3200) 25/391 [====>............................................................] Step: 348ms | Tot: 9s26ms | Loss: 0.373 | Acc: 86.809% (2889/3328) 26/391 [====>............................................................] Step: 372ms | Tot: 9s398ms | Loss: 0.373 | Acc: 86.863% (3002/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s761ms | Loss: 0.375 | Acc: 86.775% (3110/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s117ms | Loss: 0.375 | Acc: 86.692% (3218/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s475ms | Loss: 0.380 | Acc: 86.458% (3320/3840) 30/391 [====>............................................................] Step: 353ms | Tot: 10s828ms | Loss: 0.380 | Acc: 86.416% (3429/3968) 31/391 [=====>...........................................................] Step: 351ms | Tot: 11s180ms | Loss: 0.379 | Acc: 86.572% (3546/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s538ms | Loss: 0.382 | Acc: 86.458% (3652/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 11s905ms | Loss: 0.389 | Acc: 86.305% (3756/4352) 34/391 [=====>...........................................................] Step: 368ms | Tot: 12s274ms | Loss: 0.388 | Acc: 86.205% (3862/4480) 35/391 [=====>...........................................................] Step: 351ms | Tot: 12s626ms | Loss: 0.387 | Acc: 86.220% (3973/4608) 36/391 [=====>...........................................................] Step: 349ms | Tot: 12s976ms | Loss: 0.388 | Acc: 86.212% (4083/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s335ms | Loss: 0.385 | Acc: 86.266% (4196/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s699ms | Loss: 0.384 | Acc: 86.398% (4313/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s59ms | Loss: 0.385 | Acc: 86.348% (4421/5120) 40/391 [======>..........................................................] Step: 373ms | Tot: 14s432ms | Loss: 0.388 | Acc: 86.280% (4528/5248) 41/391 [======>..........................................................] Step: 386ms | Tot: 14s819ms | Loss: 0.389 | Acc: 86.235% (4636/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s184ms | Loss: 0.392 | Acc: 86.246% (4747/5504) 43/391 [=======>.........................................................] Step: 366ms | Tot: 15s551ms | Loss: 0.394 | Acc: 86.168% (4853/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 15s908ms | Loss: 0.398 | Acc: 86.128% (4961/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s272ms | Loss: 0.398 | Acc: 86.158% (5073/5888) 46/391 [=======>.........................................................] Step: 347ms | Tot: 16s619ms | Loss: 0.397 | Acc: 86.203% (5186/6016) 47/391 [=======>.........................................................] Step: 352ms | Tot: 16s972ms | Loss: 0.398 | Acc: 86.214% (5297/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s331ms | Loss: 0.397 | Acc: 86.240% (5409/6272) 49/391 [========>........................................................] Step: 357ms | Tot: 17s688ms | Loss: 0.398 | Acc: 86.172% (5515/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s47ms | Loss: 0.399 | Acc: 86.137% (5623/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s412ms | Loss: 0.397 | Acc: 86.208% (5738/6656) 52/391 [========>........................................................] Step: 353ms | Tot: 18s765ms | Loss: 0.398 | Acc: 86.114% (5842/6784) 53/391 [========>........................................................] Step: 347ms | Tot: 19s112ms | Loss: 0.396 | Acc: 86.198% (5958/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s474ms | Loss: 0.394 | Acc: 86.293% (6075/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 19s835ms | Loss: 0.391 | Acc: 86.384% (6192/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s195ms | Loss: 0.392 | Acc: 86.431% (6306/7296) 57/391 [=========>.......................................................] Step: 351ms | Tot: 20s547ms | Loss: 0.392 | Acc: 86.436% (6417/7424) 58/391 [=========>.......................................................] Step: 350ms | Tot: 20s898ms | Loss: 0.392 | Acc: 86.441% (6528/7552) 59/391 [=========>.......................................................] Step: 354ms | Tot: 21s252ms | Loss: 0.393 | Acc: 86.458% (6640/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 21s621ms | Loss: 0.391 | Acc: 86.501% (6754/7808) 61/391 [==========>......................................................] Step: 356ms | Tot: 21s977ms | Loss: 0.390 | Acc: 86.542% (6868/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s339ms | Loss: 0.390 | Acc: 86.520% (6977/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 22s694ms | Loss: 0.391 | Acc: 86.499% (7086/8192) 64/391 [==========>......................................................] Step: 349ms | Tot: 23s44ms | Loss: 0.389 | Acc: 86.550% (7201/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s411ms | Loss: 0.389 | Acc: 86.541% (7311/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 23s772ms | Loss: 0.390 | Acc: 86.544% (7422/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 24s130ms | Loss: 0.391 | Acc: 86.558% (7534/8704) 68/391 [===========>.....................................................] Step: 352ms | Tot: 24s482ms | Loss: 0.389 | Acc: 86.617% (7650/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 24s844ms | Loss: 0.390 | Acc: 86.562% (7756/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s206ms | Loss: 0.391 | Acc: 86.521% (7863/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 25s568ms | Loss: 0.393 | Acc: 86.426% (7965/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 25s929ms | Loss: 0.392 | Acc: 86.440% (8077/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s288ms | Loss: 0.391 | Acc: 86.423% (8186/9472) 74/391 [============>....................................................] Step: 349ms | Tot: 26s637ms | Loss: 0.390 | Acc: 86.469% (8301/9600) 75/391 [============>....................................................] Step: 349ms | Tot: 26s986ms | Loss: 0.388 | Acc: 86.544% (8419/9728) 76/391 [============>....................................................] Step: 366ms | Tot: 27s353ms | Loss: 0.389 | Acc: 86.506% (8526/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 27s713ms | Loss: 0.390 | Acc: 86.488% (8635/9984) 78/391 [============>....................................................] Step: 368ms | Tot: 28s81ms | Loss: 0.390 | Acc: 86.442% (8741/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s443ms | Loss: 0.391 | Acc: 86.445% (8852/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 28s800ms | Loss: 0.390 | Acc: 86.449% (8963/10368) 81/391 [=============>...................................................] Step: 353ms | Tot: 29s154ms | Loss: 0.391 | Acc: 86.442% (9073/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s513ms | Loss: 0.391 | Acc: 86.465% (9186/10624) 83/391 [=============>...................................................] Step: 356ms | Tot: 29s869ms | Loss: 0.390 | Acc: 86.468% (9297/10752) 84/391 [=============>...................................................] Step: 349ms | Tot: 30s218ms | Loss: 0.389 | Acc: 86.526% (9414/10880) 85/391 [==============>..................................................] Step: 346ms | Tot: 30s564ms | Loss: 0.389 | Acc: 86.564% (9529/11008) 86/391 [==============>..................................................] Step: 356ms | Tot: 30s921ms | Loss: 0.389 | Acc: 86.584% (9642/11136) 87/391 [==============>..................................................] Step: 371ms | Tot: 31s292ms | Loss: 0.388 | Acc: 86.559% (9750/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 31s650ms | Loss: 0.388 | Acc: 86.587% (9864/11392) 89/391 [==============>..................................................] Step: 348ms | Tot: 31s999ms | Loss: 0.389 | Acc: 86.580% (9974/11520) 90/391 [==============>..................................................] Step: 353ms | Tot: 32s352ms | Loss: 0.390 | Acc: 86.530% (10079/11648) 91/391 [===============>.................................................] Step: 346ms | Tot: 32s699ms | Loss: 0.391 | Acc: 86.489% (10185/11776) 92/391 [===============>.................................................] Step: 355ms | Tot: 33s54ms | Loss: 0.391 | Acc: 86.500% (10297/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 33s419ms | Loss: 0.391 | Acc: 86.444% (10401/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 33s780ms | Loss: 0.389 | Acc: 86.521% (10521/12160) 95/391 [===============>.................................................] Step: 346ms | Tot: 34s126ms | Loss: 0.388 | Acc: 86.540% (10634/12288) 96/391 [===============>.................................................] Step: 356ms | Tot: 34s483ms | Loss: 0.388 | Acc: 86.582% (10750/12416) 97/391 [================>................................................] Step: 351ms | Tot: 34s834ms | Loss: 0.389 | Acc: 86.519% (10853/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s193ms | Loss: 0.390 | Acc: 86.514% (10963/12672) 99/391 [================>................................................] Step: 359ms | Tot: 35s552ms | Loss: 0.389 | Acc: 86.516% (11074/12800) 100/391 [================>................................................] Step: 360ms | Tot: 35s912ms | Loss: 0.389 | Acc: 86.502% (11183/12928) 101/391 [================>................................................] Step: 355ms | Tot: 36s268ms | Loss: 0.388 | Acc: 86.543% (11299/13056) 102/391 [================>................................................] Step: 347ms | Tot: 36s615ms | Loss: 0.388 | Acc: 86.544% (11410/13184) 103/391 [=================>...............................................] Step: 352ms | Tot: 36s968ms | Loss: 0.389 | Acc: 86.523% (11518/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s329ms | Loss: 0.388 | Acc: 86.555% (11633/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 37s696ms | Loss: 0.387 | Acc: 86.571% (11746/13568) 106/391 [=================>...............................................] Step: 346ms | Tot: 38s43ms | Loss: 0.386 | Acc: 86.638% (11866/13696) 107/391 [=================>...............................................] Step: 355ms | Tot: 38s398ms | Loss: 0.386 | Acc: 86.646% (11978/13824) 108/391 [=================>...............................................] Step: 351ms | Tot: 38s750ms | Loss: 0.387 | Acc: 86.633% (12087/13952) 109/391 [==================>..............................................] Step: 354ms | Tot: 39s105ms | Loss: 0.386 | Acc: 86.662% (12202/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 39s467ms | Loss: 0.386 | Acc: 86.677% (12315/14208) 111/391 [==================>..............................................] Step: 353ms | Tot: 39s821ms | Loss: 0.385 | Acc: 86.712% (12431/14336) 112/391 [==================>..............................................] Step: 347ms | Tot: 40s168ms | Loss: 0.385 | Acc: 86.746% (12547/14464) 113/391 [==================>..............................................] Step: 349ms | Tot: 40s518ms | Loss: 0.384 | Acc: 86.746% (12658/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 40s882ms | Loss: 0.384 | Acc: 86.739% (12768/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 41s248ms | Loss: 0.383 | Acc: 86.766% (12883/14848) 116/391 [===================>.............................................] Step: 355ms | Tot: 41s604ms | Loss: 0.383 | Acc: 86.739% (12990/14976) 117/391 [===================>.............................................] Step: 349ms | Tot: 41s954ms | Loss: 0.384 | Acc: 86.719% (13098/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 42s310ms | Loss: 0.385 | Acc: 86.699% (13206/15232) 119/391 [===================>.............................................] Step: 347ms | Tot: 42s658ms | Loss: 0.385 | Acc: 86.699% (13317/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s16ms | Loss: 0.384 | Acc: 86.732% (13433/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 43s379ms | Loss: 0.385 | Acc: 86.674% (13535/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 43s737ms | Loss: 0.385 | Acc: 86.687% (13648/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s96ms | Loss: 0.385 | Acc: 86.681% (13758/15872) 124/391 [====================>............................................] Step: 374ms | Tot: 44s470ms | Loss: 0.387 | Acc: 86.662% (13866/16000) 125/391 [====================>............................................] Step: 394ms | Tot: 44s864ms | Loss: 0.387 | Acc: 86.644% (13974/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s223ms | Loss: 0.387 | Acc: 86.645% (14085/16256) 127/391 [=====================>...........................................] Step: 351ms | Tot: 45s574ms | Loss: 0.387 | Acc: 86.652% (14197/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 45s937ms | Loss: 0.387 | Acc: 86.616% (14302/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 46s292ms | Loss: 0.388 | Acc: 86.569% (14405/16640) 130/391 [=====================>...........................................] Step: 348ms | Tot: 46s640ms | Loss: 0.389 | Acc: 86.528% (14509/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 46s996ms | Loss: 0.389 | Acc: 86.523% (14619/16896) 132/391 [=====================>...........................................] Step: 374ms | Tot: 47s371ms | Loss: 0.390 | Acc: 86.490% (14724/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 47s734ms | Loss: 0.389 | Acc: 86.509% (14838/17152) 134/391 [======================>..........................................] Step: 352ms | Tot: 48s87ms | Loss: 0.389 | Acc: 86.505% (14948/17280) 135/391 [======================>..........................................] Step: 351ms | Tot: 48s439ms | Loss: 0.388 | Acc: 86.552% (15067/17408) 136/391 [======================>..........................................] Step: 353ms | Tot: 48s792ms | Loss: 0.388 | Acc: 86.542% (15176/17536) 137/391 [======================>..........................................] Step: 354ms | Tot: 49s147ms | Loss: 0.387 | Acc: 86.543% (15287/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 49s506ms | Loss: 0.388 | Acc: 86.539% (15397/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 49s865ms | Loss: 0.388 | Acc: 86.535% (15507/17920) 140/391 [=======================>.........................................] Step: 352ms | Tot: 50s218ms | Loss: 0.387 | Acc: 86.558% (15622/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 50s575ms | Loss: 0.387 | Acc: 86.576% (15736/18176) 142/391 [=======================>.........................................] Step: 349ms | Tot: 50s925ms | Loss: 0.387 | Acc: 86.566% (15845/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s290ms | Loss: 0.386 | Acc: 86.589% (15960/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 51s649ms | Loss: 0.386 | Acc: 86.568% (16067/18560) 145/391 [========================>........................................] Step: 350ms | Tot: 51s999ms | Loss: 0.385 | Acc: 86.612% (16186/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 52s357ms | Loss: 0.385 | Acc: 86.644% (16303/18816) 147/391 [========================>........................................] Step: 346ms | Tot: 52s704ms | Loss: 0.385 | Acc: 86.645% (16414/18944) 148/391 [========================>........................................] Step: 343ms | Tot: 53s47ms | Loss: 0.385 | Acc: 86.656% (16527/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 53s410ms | Loss: 0.384 | Acc: 86.677% (16642/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 53s778ms | Loss: 0.384 | Acc: 86.708% (16759/19328) 151/391 [=========================>.......................................] Step: 353ms | Tot: 54s132ms | Loss: 0.383 | Acc: 86.739% (16876/19456) 152/391 [=========================>.......................................] Step: 349ms | Tot: 54s481ms | Loss: 0.383 | Acc: 86.760% (16991/19584) 153/391 [=========================>.......................................] Step: 352ms | Tot: 54s834ms | Loss: 0.382 | Acc: 86.780% (17106/19712) 154/391 [=========================>.......................................] Step: 356ms | Tot: 55s190ms | Loss: 0.383 | Acc: 86.774% (17216/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 55s548ms | Loss: 0.383 | Acc: 86.754% (17323/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 55s906ms | Loss: 0.383 | Acc: 86.749% (17433/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 56s266ms | Loss: 0.383 | Acc: 86.734% (17541/20224) 158/391 [==========================>......................................] Step: 344ms | Tot: 56s611ms | Loss: 0.383 | Acc: 86.763% (17658/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 56s967ms | Loss: 0.382 | Acc: 86.782% (17773/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 57s329ms | Loss: 0.382 | Acc: 86.787% (17885/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 57s685ms | Loss: 0.383 | Acc: 86.781% (17995/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 58s42ms | Loss: 0.382 | Acc: 86.781% (18106/20864) 163/391 [===========================>.....................................] Step: 353ms | Tot: 58s395ms | Loss: 0.382 | Acc: 86.804% (18222/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 58s749ms | Loss: 0.382 | Acc: 86.809% (18334/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 59s106ms | Loss: 0.382 | Acc: 86.818% (18447/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 59s467ms | Loss: 0.382 | Acc: 86.803% (18555/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 59s827ms | Loss: 0.382 | Acc: 86.793% (18664/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m194ms | Loss: 0.383 | Acc: 86.774% (18771/21632) 169/391 [============================>....................................] Step: 349ms | Tot: 1m543ms | Loss: 0.383 | Acc: 86.778% (18883/21760) 170/391 [============================>....................................] Step: 346ms | Tot: 1m890ms | Loss: 0.382 | Acc: 86.796% (18998/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.383 | Acc: 86.778% (19105/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.383 | Acc: 86.791% (19219/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.383 | Acc: 86.773% (19326/22272) 174/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.383 | Acc: 86.795% (19442/22400) 175/391 [=============================>...................................] Step: 347ms | Tot: 1m2s | Loss: 0.382 | Acc: 86.803% (19555/22528) 176/391 [=============================>...................................] Step: 348ms | Tot: 1m3s | Loss: 0.383 | Acc: 86.785% (19662/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m3s | Loss: 0.384 | Acc: 86.758% (19767/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m3s | Loss: 0.384 | Acc: 86.754% (19877/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.384 | Acc: 86.753% (19988/23040) 180/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.384 | Acc: 86.749% (20098/23168) 181/391 [==============================>..................................] Step: 353ms | Tot: 1m4s | Loss: 0.385 | Acc: 86.732% (20205/23296) 182/391 [==============================>..................................] Step: 350ms | Tot: 1m5s | Loss: 0.384 | Acc: 86.749% (20320/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.384 | Acc: 86.757% (20433/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m5s | Loss: 0.384 | Acc: 86.753% (20543/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.384 | Acc: 86.761% (20656/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.385 | Acc: 86.744% (20763/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m6s | Loss: 0.385 | Acc: 86.735% (20872/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m7s | Loss: 0.385 | Acc: 86.698% (20974/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.385 | Acc: 86.711% (21088/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.384 | Acc: 86.731% (21204/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.384 | Acc: 86.735% (21316/24576) 192/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.384 | Acc: 86.719% (21423/24704) 193/391 [================================>................................] Step: 357ms | Tot: 1m9s | Loss: 0.384 | Acc: 86.711% (21532/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m9s | Loss: 0.384 | Acc: 86.719% (21645/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m9s | Loss: 0.385 | Acc: 86.707% (21753/25088) 196/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.384 | Acc: 86.715% (21866/25216) 197/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.384 | Acc: 86.723% (21979/25344) 198/391 [================================>................................] Step: 373ms | Tot: 1m10s | Loss: 0.385 | Acc: 86.707% (22086/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m11s | Loss: 0.385 | Acc: 86.691% (22193/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m11s | Loss: 0.385 | Acc: 86.664% (22297/25728) 201/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.385 | Acc: 86.680% (22412/25856) 202/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.385 | Acc: 86.680% (22523/25984) 203/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.385 | Acc: 86.657% (22628/26112) 204/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.385 | Acc: 86.677% (22744/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m13s | Loss: 0.385 | Acc: 86.673% (22854/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m13s | Loss: 0.385 | Acc: 86.666% (22963/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.385 | Acc: 86.674% (23076/26624) 208/391 [==================================>..............................] Step: 379ms | Tot: 1m14s | Loss: 0.385 | Acc: 86.670% (23186/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.384 | Acc: 86.685% (23301/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.656% (23404/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m15s | Loss: 0.385 | Acc: 86.660% (23516/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.664% (23628/27264) 213/391 [===================================>.............................] Step: 370ms | Tot: 1m16s | Loss: 0.384 | Acc: 86.675% (23742/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m16s | Loss: 0.385 | Acc: 86.653% (23847/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.384 | Acc: 86.686% (23967/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.384 | Acc: 86.672% (24074/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m17s | Loss: 0.384 | Acc: 86.665% (24183/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.384 | Acc: 86.655% (24291/28032) 219/391 [====================================>............................] Step: 348ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.658% (24403/28160) 220/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.385 | Acc: 86.659% (24514/28288) 221/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.666% (24627/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.385 | Acc: 86.659% (24736/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m19s | Loss: 0.384 | Acc: 86.691% (24856/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m20s | Loss: 0.383 | Acc: 86.719% (24975/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.383 | Acc: 86.729% (25089/28928) 226/391 [=====================================>...........................] Step: 344ms | Tot: 1m21s | Loss: 0.384 | Acc: 86.746% (25205/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.383 | Acc: 86.756% (25319/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.383 | Acc: 86.777% (25436/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m22s | Loss: 0.383 | Acc: 86.773% (25546/29440) 230/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.383 | Acc: 86.773% (25657/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m22s | Loss: 0.382 | Acc: 86.789% (25773/29696) 232/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.382 | Acc: 86.796% (25886/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.382 | Acc: 86.806% (26000/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.382 | Acc: 86.802% (26110/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m24s | Loss: 0.382 | Acc: 86.818% (26226/30208) 236/391 [=======================================>.........................] Step: 352ms | Tot: 1m24s | Loss: 0.381 | Acc: 86.831% (26341/30336) 237/391 [=======================================>.........................] Step: 350ms | Tot: 1m24s | Loss: 0.382 | Acc: 86.817% (26448/30464) 238/391 [=======================================>.........................] Step: 372ms | Tot: 1m25s | Loss: 0.382 | Acc: 86.820% (26560/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.381 | Acc: 86.833% (26675/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.381 | Acc: 86.829% (26785/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m26s | Loss: 0.381 | Acc: 86.835% (26898/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m26s | Loss: 0.381 | Acc: 86.834% (27009/31104) 243/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.381 | Acc: 86.840% (27122/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.381 | Acc: 86.862% (27240/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.381 | Acc: 86.865% (27352/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.380 | Acc: 86.877% (27467/31616) 247/391 [=========================================>.......................] Step: 355ms | Tot: 1m28s | Loss: 0.381 | Acc: 86.870% (27576/31744) 248/391 [=========================================>.......................] Step: 354ms | Tot: 1m28s | Loss: 0.381 | Acc: 86.872% (27688/31872) 249/391 [=========================================>.......................] Step: 375ms | Tot: 1m29s | Loss: 0.380 | Acc: 86.878% (27801/32000) 250/391 [=========================================>.......................] Step: 366ms | Tot: 1m29s | Loss: 0.381 | Acc: 86.868% (27909/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.380 | Acc: 86.883% (28025/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.380 | Acc: 86.898% (28141/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m30s | Loss: 0.380 | Acc: 86.909% (28256/32512) 254/391 [==========================================>......................] Step: 351ms | Tot: 1m31s | Loss: 0.380 | Acc: 86.903% (28365/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.380 | Acc: 86.884% (28470/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.380 | Acc: 86.883% (28581/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.380 | Acc: 86.882% (28692/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.380 | Acc: 86.888% (28805/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m32s | Loss: 0.380 | Acc: 86.896% (28919/33280) 260/391 [===========================================>.....................] Step: 363ms | Tot: 1m33s | Loss: 0.379 | Acc: 86.919% (29038/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m33s | Loss: 0.379 | Acc: 86.904% (29144/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m33s | Loss: 0.379 | Acc: 86.903% (29255/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.379 | Acc: 86.926% (29374/33792) 264/391 [===========================================>.....................] Step: 350ms | Tot: 1m34s | Loss: 0.379 | Acc: 86.943% (29491/33920) 265/391 [============================================>....................] Step: 354ms | Tot: 1m35s | Loss: 0.379 | Acc: 86.951% (29605/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m35s | Loss: 0.379 | Acc: 86.950% (29716/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m35s | Loss: 0.379 | Acc: 86.946% (29826/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.379 | Acc: 86.954% (29940/34432) 269/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.379 | Acc: 86.965% (30055/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.378 | Acc: 86.972% (30169/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m37s | Loss: 0.379 | Acc: 86.963% (30277/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.379 | Acc: 86.968% (30390/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.379 | Acc: 86.970% (30502/35072) 274/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.379 | Acc: 86.966% (30612/35200) 275/391 [=============================================>...................] Step: 347ms | Tot: 1m38s | Loss: 0.379 | Acc: 86.965% (30723/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.379 | Acc: 86.964% (30834/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m39s | Loss: 0.380 | Acc: 86.944% (30938/35584) 278/391 [==============================================>..................] Step: 363ms | Tot: 1m39s | Loss: 0.379 | Acc: 86.934% (31046/35712) 279/391 [==============================================>..................] Step: 344ms | Tot: 1m40s | Loss: 0.379 | Acc: 86.942% (31160/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.380 | Acc: 86.936% (31269/35968) 281/391 [==============================================>..................] Step: 353ms | Tot: 1m40s | Loss: 0.380 | Acc: 86.929% (31378/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.379 | Acc: 86.945% (31495/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m41s | Loss: 0.380 | Acc: 86.925% (31599/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m41s | Loss: 0.380 | Acc: 86.916% (31707/36480) 285/391 [===============================================>.................] Step: 371ms | Tot: 1m42s | Loss: 0.380 | Acc: 86.915% (31818/36608) 286/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.380 | Acc: 86.920% (31931/36736) 287/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.380 | Acc: 86.925% (32044/36864) 288/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.380 | Acc: 86.930% (32157/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m43s | Loss: 0.380 | Acc: 86.932% (32269/37120) 290/391 [================================================>................] Step: 351ms | Tot: 1m44s | Loss: 0.380 | Acc: 86.939% (32383/37248) 291/391 [================================================>................] Step: 367ms | Tot: 1m44s | Loss: 0.380 | Acc: 86.919% (32487/37376) 292/391 [================================================>................] Step: 375ms | Tot: 1m44s | Loss: 0.380 | Acc: 86.921% (32599/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.380 | Acc: 86.923% (32711/37632) 294/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.380 | Acc: 86.917% (32820/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m45s | Loss: 0.380 | Acc: 86.917% (32931/37888) 296/391 [=================================================>...............] Step: 349ms | Tot: 1m46s | Loss: 0.380 | Acc: 86.929% (33047/38016) 297/391 [=================================================>...............] Step: 348ms | Tot: 1m46s | Loss: 0.379 | Acc: 86.944% (33164/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.379 | Acc: 86.936% (33272/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.380 | Acc: 86.930% (33381/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.380 | Acc: 86.926% (33491/38528) 301/391 [==================================================>..............] Step: 352ms | Tot: 1m48s | Loss: 0.380 | Acc: 86.915% (33598/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m48s | Loss: 0.380 | Acc: 86.922% (33712/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.380 | Acc: 86.924% (33824/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.380 | Acc: 86.926% (33936/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.380 | Acc: 86.926% (34047/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.380 | Acc: 86.917% (34155/39296) 307/391 [===================================================>.............] Step: 352ms | Tot: 1m50s | Loss: 0.380 | Acc: 86.909% (34263/39424) 308/391 [===================================================>.............] Step: 350ms | Tot: 1m50s | Loss: 0.380 | Acc: 86.913% (34376/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.380 | Acc: 86.900% (34482/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.380 | Acc: 86.912% (34598/39808) 311/391 [===================================================>.............] Step: 345ms | Tot: 1m51s | Loss: 0.380 | Acc: 86.907% (34707/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.380 | Acc: 86.903% (34817/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m52s | Loss: 0.380 | Acc: 86.898% (34926/40192) 314/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.380 | Acc: 86.910% (35042/40320) 315/391 [====================================================>............] Step: 366ms | Tot: 1m53s | Loss: 0.380 | Acc: 86.921% (35158/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.380 | Acc: 86.928% (35272/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.380 | Acc: 86.913% (35377/40704) 318/391 [====================================================>............] Step: 351ms | Tot: 1m54s | Loss: 0.381 | Acc: 86.902% (35484/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m54s | Loss: 0.381 | Acc: 86.892% (35591/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m54s | Loss: 0.381 | Acc: 86.896% (35704/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.381 | Acc: 86.903% (35818/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.380 | Acc: 86.920% (35936/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m55s | Loss: 0.380 | Acc: 86.924% (36049/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.380 | Acc: 86.918% (36158/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m56s | Loss: 0.380 | Acc: 86.925% (36272/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m56s | Loss: 0.380 | Acc: 86.943% (36391/41856) 327/391 [======================================================>..........] Step: 362ms | Tot: 1m57s | Loss: 0.380 | Acc: 86.926% (36495/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.380 | Acc: 86.921% (36604/42112) 329/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.381 | Acc: 86.915% (36713/42240) 330/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.381 | Acc: 86.922% (36827/42368) 331/391 [=======================================================>.........] Step: 359ms | Tot: 1m58s | Loss: 0.381 | Acc: 86.926% (36940/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 1m59s | Loss: 0.381 | Acc: 86.932% (37054/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 1m59s | Loss: 0.381 | Acc: 86.927% (37163/42752) 334/391 [=======================================================>.........] Step: 353ms | Tot: 1m59s | Loss: 0.381 | Acc: 86.922% (37272/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m231ms | Loss: 0.381 | Acc: 86.919% (37382/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m587ms | Loss: 0.381 | Acc: 86.909% (37489/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m946ms | Loss: 0.381 | Acc: 86.897% (37595/43264) 338/391 [========================================================>........] Step: 369ms | Tot: 2m1s | Loss: 0.382 | Acc: 86.889% (37703/43392) 339/391 [========================================================>........] Step: 369ms | Tot: 2m1s | Loss: 0.381 | Acc: 86.891% (37815/43520) 340/391 [========================================================>........] Step: 348ms | Tot: 2m2s | Loss: 0.382 | Acc: 86.877% (37920/43648) 341/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.382 | Acc: 86.874% (38030/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.382 | Acc: 86.867% (38138/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m3s | Loss: 0.382 | Acc: 86.853% (38243/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m3s | Loss: 0.382 | Acc: 86.850% (38353/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m3s | Loss: 0.382 | Acc: 86.841% (38460/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m4s | Loss: 0.382 | Acc: 86.843% (38572/44416) 347/391 [=========================================================>.......] Step: 350ms | Tot: 2m4s | Loss: 0.383 | Acc: 86.835% (38680/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m4s | Loss: 0.382 | Acc: 86.842% (38794/44672) 349/391 [==========================================================>......] Step: 369ms | Tot: 2m5s | Loss: 0.383 | Acc: 86.826% (38898/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m5s | Loss: 0.382 | Acc: 86.832% (39012/44928) 351/391 [==========================================================>......] Step: 350ms | Tot: 2m5s | Loss: 0.382 | Acc: 86.841% (39127/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m6s | Loss: 0.383 | Acc: 86.818% (39228/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.383 | Acc: 86.822% (39341/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.383 | Acc: 86.824% (39453/45440) 355/391 [===========================================================>.....] Step: 367ms | Tot: 2m7s | Loss: 0.383 | Acc: 86.811% (39558/45568) 356/391 [===========================================================>.....] Step: 352ms | Tot: 2m7s | Loss: 0.383 | Acc: 86.804% (39666/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.383 | Acc: 86.797% (39774/45824) 358/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.383 | Acc: 86.806% (39889/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m8s | Loss: 0.383 | Acc: 86.810% (40002/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.383 | Acc: 86.797% (40107/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m9s | Loss: 0.383 | Acc: 86.801% (40220/46336) 362/391 [============================================================>....] Step: 348ms | Tot: 2m9s | Loss: 0.383 | Acc: 86.798% (40330/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.792% (40438/46592) 364/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.384 | Acc: 86.785% (40546/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.787% (40658/46848) 366/391 [============================================================>....] Step: 380ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.787% (40769/46976) 367/391 [=============================================================>...] Step: 371ms | Tot: 2m11s | Loss: 0.384 | Acc: 86.782% (40878/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.787% (40991/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.791% (41104/47360) 370/391 [=============================================================>...] Step: 374ms | Tot: 2m12s | Loss: 0.384 | Acc: 86.774% (41207/47488) 371/391 [=============================================================>...] Step: 378ms | Tot: 2m13s | Loss: 0.385 | Acc: 86.763% (41313/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m13s | Loss: 0.385 | Acc: 86.748% (41417/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m13s | Loss: 0.385 | Acc: 86.744% (41526/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.760% (41645/48000) 375/391 [==============================================================>..] Step: 394ms | Tot: 2m14s | Loss: 0.384 | Acc: 86.764% (41758/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.777% (41875/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.772% (41984/48384) 378/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.384 | Acc: 86.779% (42098/48512) 379/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.385 | Acc: 86.758% (42199/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.385 | Acc: 86.735% (42299/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m16s | Loss: 0.385 | Acc: 86.731% (42408/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m17s | Loss: 0.386 | Acc: 86.713% (42510/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.386 | Acc: 86.709% (42619/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.386 | Acc: 86.709% (42730/49280) 385/391 [================================================================>] Step: 353ms | Tot: 2m18s | Loss: 0.385 | Acc: 86.713% (42843/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m18s | Loss: 0.386 | Acc: 86.701% (42948/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m19s | Loss: 0.386 | Acc: 86.685% (43051/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m19s | Loss: 0.386 | Acc: 86.687% (43163/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.386 | Acc: 86.697% (43279/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m20s | Loss: 0.386 | Acc: 86.696% (43348/50000) 391/391 + [>................................................................] Step: 464ms | Tot: 2ms | Loss: 0.408 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 300ms | Tot: 303ms | Loss: 0.454 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 306ms | Tot: 609ms | Loss: 0.472 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 309ms | Tot: 919ms | Loss: 0.460 | Acc: 84.000% (336/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s213ms | Loss: 0.480 | Acc: 82.600% (413/500) 5/100 [===>.............................................................] Step: 285ms | Tot: 1s499ms | Loss: 0.436 | Acc: 84.167% (505/600) 6/100 [===>.............................................................] Step: 308ms | Tot: 1s807ms | Loss: 0.420 | Acc: 84.429% (591/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s104ms | Loss: 0.451 | Acc: 83.500% (668/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s407ms | Loss: 0.478 | Acc: 82.556% (743/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s712ms | Loss: 0.476 | Acc: 83.100% (831/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 3s9ms | Loss: 0.482 | Acc: 82.818% (911/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s314ms | Loss: 0.482 | Acc: 82.667% (992/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s613ms | Loss: 0.483 | Acc: 82.538% (1073/1300) 13/100 [========>........................................................] Step: 295ms | Tot: 3s909ms | Loss: 0.479 | Acc: 82.643% (1157/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s212ms | Loss: 0.476 | Acc: 83.000% (1245/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s515ms | Loss: 0.486 | Acc: 82.812% (1325/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s817ms | Loss: 0.479 | Acc: 83.235% (1415/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s119ms | Loss: 0.486 | Acc: 83.167% (1497/1800) 18/100 [===========>.....................................................] Step: 297ms | Tot: 5s416ms | Loss: 0.485 | Acc: 83.053% (1578/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s723ms | Loss: 0.492 | Acc: 82.850% (1657/2000) 20/100 [=============>...................................................] Step: 315ms | Tot: 6s38ms | Loss: 0.496 | Acc: 82.667% (1736/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s347ms | Loss: 0.496 | Acc: 82.591% (1817/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s654ms | Loss: 0.498 | Acc: 82.478% (1897/2300) 23/100 [==============>..................................................] Step: 296ms | Tot: 6s951ms | Loss: 0.497 | Acc: 82.625% (1983/2400) 24/100 [===============>.................................................] Step: 297ms | Tot: 7s249ms | Loss: 0.503 | Acc: 82.560% (2064/2500) 25/100 [================>................................................] Step: 292ms | Tot: 7s542ms | Loss: 0.507 | Acc: 82.500% (2145/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s842ms | Loss: 0.503 | Acc: 82.630% (2231/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s143ms | Loss: 0.498 | Acc: 82.750% (2317/2800) 28/100 [==================>..............................................] Step: 296ms | Tot: 8s439ms | Loss: 0.502 | Acc: 82.759% (2400/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s749ms | Loss: 0.501 | Acc: 82.733% (2482/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s56ms | Loss: 0.499 | Acc: 82.710% (2564/3100) 31/100 [====================>............................................] Step: 299ms | Tot: 9s355ms | Loss: 0.499 | Acc: 82.750% (2648/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s656ms | Loss: 0.497 | Acc: 82.909% (2736/3300) 33/100 [=====================>...........................................] Step: 297ms | Tot: 9s953ms | Loss: 0.496 | Acc: 82.853% (2817/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s254ms | Loss: 0.499 | Acc: 82.857% (2900/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s557ms | Loss: 0.500 | Acc: 82.806% (2981/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s866ms | Loss: 0.500 | Acc: 82.892% (3067/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s177ms | Loss: 0.504 | Acc: 82.842% (3148/3800) 38/100 [========================>........................................] Step: 293ms | Tot: 11s470ms | Loss: 0.503 | Acc: 82.872% (3232/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s776ms | Loss: 0.502 | Acc: 82.900% (3316/4000) 40/100 [==========================>......................................] Step: 297ms | Tot: 12s74ms | Loss: 0.502 | Acc: 82.878% (3398/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s374ms | Loss: 0.502 | Acc: 82.952% (3484/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s685ms | Loss: 0.498 | Acc: 83.093% (3573/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 12s985ms | Loss: 0.500 | Acc: 83.182% (3660/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s288ms | Loss: 0.497 | Acc: 83.311% (3749/4500) 45/100 [=============================>...................................] Step: 295ms | Tot: 13s583ms | Loss: 0.496 | Acc: 83.391% (3836/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 13s882ms | Loss: 0.495 | Acc: 83.404% (3920/4700) 47/100 [==============================>..................................] Step: 295ms | Tot: 14s177ms | Loss: 0.497 | Acc: 83.375% (4002/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s487ms | Loss: 0.494 | Acc: 83.469% (4090/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 14s798ms | Loss: 0.495 | Acc: 83.420% (4171/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s105ms | Loss: 0.493 | Acc: 83.471% (4257/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s409ms | Loss: 0.492 | Acc: 83.481% (4341/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 15s721ms | Loss: 0.492 | Acc: 83.509% (4426/5300) 53/100 [==================================>..............................] Step: 315ms | Tot: 16s36ms | Loss: 0.490 | Acc: 83.574% (4513/5400) 54/100 [===================================>.............................] Step: 299ms | Tot: 16s335ms | Loss: 0.490 | Acc: 83.564% (4596/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 16s644ms | Loss: 0.491 | Acc: 83.554% (4679/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 16s947ms | Loss: 0.490 | Acc: 83.596% (4765/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s252ms | Loss: 0.488 | Acc: 83.690% (4854/5800) 58/100 [=====================================>...........................] Step: 296ms | Tot: 17s549ms | Loss: 0.489 | Acc: 83.627% (4934/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 17s850ms | Loss: 0.490 | Acc: 83.583% (5015/6000) 60/100 [=======================================>.........................] Step: 292ms | Tot: 18s142ms | Loss: 0.488 | Acc: 83.639% (5102/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s447ms | Loss: 0.486 | Acc: 83.677% (5188/6200) 62/100 [========================================>........................] Step: 309ms | Tot: 18s756ms | Loss: 0.486 | Acc: 83.698% (5273/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s57ms | Loss: 0.484 | Acc: 83.781% (5362/6400) 64/100 [=========================================>.......................] Step: 299ms | Tot: 19s357ms | Loss: 0.486 | Acc: 83.738% (5443/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s663ms | Loss: 0.485 | Acc: 83.788% (5530/6600) 66/100 [==========================================>......................] Step: 299ms | Tot: 19s963ms | Loss: 0.483 | Acc: 83.821% (5616/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s265ms | Loss: 0.485 | Acc: 83.706% (5692/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s572ms | Loss: 0.485 | Acc: 83.652% (5772/6900) 69/100 [============================================>....................] Step: 316ms | Tot: 20s888ms | Loss: 0.486 | Acc: 83.657% (5856/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s197ms | Loss: 0.487 | Acc: 83.676% (5941/7100) 71/100 [==============================================>..................] Step: 292ms | Tot: 21s489ms | Loss: 0.488 | Acc: 83.639% (6022/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 21s790ms | Loss: 0.486 | Acc: 83.767% (6115/7300) 73/100 [===============================================>.................] Step: 297ms | Tot: 22s87ms | Loss: 0.486 | Acc: 83.757% (6198/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s388ms | Loss: 0.488 | Acc: 83.680% (6276/7500) 75/100 [================================================>................] Step: 305ms | Tot: 22s694ms | Loss: 0.486 | Acc: 83.711% (6362/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s4ms | Loss: 0.488 | Acc: 83.662% (6442/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s311ms | Loss: 0.487 | Acc: 83.679% (6527/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 23s621ms | Loss: 0.488 | Acc: 83.658% (6609/7900) 79/100 [===================================================>.............] Step: 337ms | Tot: 23s959ms | Loss: 0.488 | Acc: 83.662% (6693/8000) 80/100 [====================================================>............] Step: 331ms | Tot: 24s291ms | Loss: 0.486 | Acc: 83.716% (6781/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s602ms | Loss: 0.486 | Acc: 83.671% (6861/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 24s918ms | Loss: 0.487 | Acc: 83.651% (6943/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s224ms | Loss: 0.486 | Acc: 83.667% (7028/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s525ms | Loss: 0.488 | Acc: 83.600% (7106/8500) 85/100 [=======================================================>.........] Step: 319ms | Tot: 25s845ms | Loss: 0.490 | Acc: 83.535% (7184/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s153ms | Loss: 0.491 | Acc: 83.517% (7266/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s456ms | Loss: 0.491 | Acc: 83.523% (7350/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s760ms | Loss: 0.490 | Acc: 83.528% (7434/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s64ms | Loss: 0.490 | Acc: 83.511% (7516/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s367ms | Loss: 0.488 | Acc: 83.593% (7607/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s664ms | Loss: 0.487 | Acc: 83.620% (7693/9200) 92/100 [===========================================================>.....] Step: 298ms | Tot: 27s962ms | Loss: 0.488 | Acc: 83.613% (7776/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s261ms | Loss: 0.488 | Acc: 83.596% (7858/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s569ms | Loss: 0.488 | Acc: 83.579% (7940/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 28s878ms | Loss: 0.488 | Acc: 83.573% (8023/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 29s176ms | Loss: 0.486 | Acc: 83.639% (8113/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s477ms | Loss: 0.486 | Acc: 83.653% (8198/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 29s775ms | Loss: 0.486 | Acc: 83.616% (8278/9900) 99/100 [================================================================>] Step: 294ms | Tot: 30s69ms | Loss: 0.486 | Acc: 83.600% (8360/10000) 100/100 + +Epoch: 81 + [>................................................................] Step: 610ms | Tot: 2ms | Loss: 0.446 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 378ms | Tot: 380ms | Loss: 0.353 | Acc: 85.938% (220/256) 2/391 [>................................................................] Step: 365ms | Tot: 745ms | Loss: 0.339 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 363ms | Tot: 1s108ms | Loss: 0.361 | Acc: 87.305% (447/512) 4/391 [>................................................................] Step: 353ms | Tot: 1s462ms | Loss: 0.375 | Acc: 87.188% (558/640) 5/391 [>................................................................] Step: 347ms | Tot: 1s810ms | Loss: 0.366 | Acc: 87.630% (673/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s178ms | Loss: 0.361 | Acc: 87.277% (782/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s538ms | Loss: 0.356 | Acc: 87.598% (897/1024) 8/391 [=>...............................................................] Step: 353ms | Tot: 2s892ms | Loss: 0.367 | Acc: 87.240% (1005/1152) 9/391 [=>...............................................................] Step: 348ms | Tot: 3s240ms | Loss: 0.364 | Acc: 87.500% (1120/1280) 10/391 [=>...............................................................] Step: 351ms | Tot: 3s591ms | Loss: 0.369 | Acc: 87.287% (1229/1408) 11/391 [=>...............................................................] Step: 353ms | Tot: 3s944ms | Loss: 0.363 | Acc: 87.630% (1346/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s306ms | Loss: 0.362 | Acc: 87.620% (1458/1664) 13/391 [==>..............................................................] Step: 355ms | Tot: 4s662ms | Loss: 0.361 | Acc: 87.667% (1571/1792) 14/391 [==>..............................................................] Step: 356ms | Tot: 5s18ms | Loss: 0.356 | Acc: 87.812% (1686/1920) 15/391 [==>..............................................................] Step: 345ms | Tot: 5s364ms | Loss: 0.356 | Acc: 87.842% (1799/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s724ms | Loss: 0.350 | Acc: 88.281% (1921/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s94ms | Loss: 0.353 | Acc: 88.194% (2032/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s452ms | Loss: 0.352 | Acc: 88.076% (2142/2432) 19/391 [===>.............................................................] Step: 346ms | Tot: 6s799ms | Loss: 0.351 | Acc: 88.086% (2255/2560) 20/391 [===>.............................................................] Step: 348ms | Tot: 7s147ms | Loss: 0.351 | Acc: 88.095% (2368/2688) 21/391 [===>.............................................................] Step: 355ms | Tot: 7s502ms | Loss: 0.350 | Acc: 88.033% (2479/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 7s859ms | Loss: 0.357 | Acc: 87.840% (2586/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s219ms | Loss: 0.358 | Acc: 87.858% (2699/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s577ms | Loss: 0.361 | Acc: 87.656% (2805/3200) 25/391 [====>............................................................] Step: 346ms | Tot: 8s923ms | Loss: 0.361 | Acc: 87.710% (2919/3328) 26/391 [====>............................................................] Step: 347ms | Tot: 9s270ms | Loss: 0.360 | Acc: 87.703% (3031/3456) 27/391 [====>............................................................] Step: 347ms | Tot: 9s618ms | Loss: 0.355 | Acc: 87.891% (3150/3584) 28/391 [====>............................................................] Step: 352ms | Tot: 9s970ms | Loss: 0.355 | Acc: 87.877% (3262/3712) 29/391 [====>............................................................] Step: 353ms | Tot: 10s324ms | Loss: 0.359 | Acc: 87.760% (3370/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s684ms | Loss: 0.364 | Acc: 87.550% (3474/3968) 31/391 [=====>...........................................................] Step: 354ms | Tot: 11s39ms | Loss: 0.365 | Acc: 87.598% (3588/4096) 32/391 [=====>...........................................................] Step: 344ms | Tot: 11s383ms | Loss: 0.363 | Acc: 87.666% (3703/4224) 33/391 [=====>...........................................................] Step: 349ms | Tot: 11s732ms | Loss: 0.362 | Acc: 87.799% (3821/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s97ms | Loss: 0.361 | Acc: 87.790% (3933/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s453ms | Loss: 0.362 | Acc: 87.826% (4047/4608) 36/391 [=====>...........................................................] Step: 350ms | Tot: 12s804ms | Loss: 0.362 | Acc: 87.880% (4162/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s167ms | Loss: 0.361 | Acc: 87.891% (4275/4864) 38/391 [======>..........................................................] Step: 351ms | Tot: 13s519ms | Loss: 0.361 | Acc: 87.921% (4389/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 13s887ms | Loss: 0.362 | Acc: 87.910% (4501/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s248ms | Loss: 0.363 | Acc: 87.881% (4612/5248) 41/391 [======>..........................................................] Step: 351ms | Tot: 14s600ms | Loss: 0.362 | Acc: 87.965% (4729/5376) 42/391 [======>..........................................................] Step: 353ms | Tot: 14s954ms | Loss: 0.363 | Acc: 87.918% (4839/5504) 43/391 [=======>.........................................................] Step: 349ms | Tot: 15s303ms | Loss: 0.361 | Acc: 87.979% (4955/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 15s666ms | Loss: 0.359 | Acc: 88.056% (5072/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s24ms | Loss: 0.359 | Acc: 88.111% (5188/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s381ms | Loss: 0.358 | Acc: 88.115% (5301/6016) 47/391 [=======>.........................................................] Step: 351ms | Tot: 16s732ms | Loss: 0.358 | Acc: 88.184% (5418/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s97ms | Loss: 0.358 | Acc: 88.154% (5529/6272) 49/391 [========>........................................................] Step: 352ms | Tot: 17s450ms | Loss: 0.360 | Acc: 88.078% (5637/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 17s805ms | Loss: 0.360 | Acc: 88.036% (5747/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s169ms | Loss: 0.361 | Acc: 88.041% (5860/6656) 52/391 [========>........................................................] Step: 354ms | Tot: 18s524ms | Loss: 0.365 | Acc: 87.898% (5963/6784) 53/391 [========>........................................................] Step: 348ms | Tot: 18s872ms | Loss: 0.365 | Acc: 87.891% (6075/6912) 54/391 [========>........................................................] Step: 350ms | Tot: 19s222ms | Loss: 0.365 | Acc: 87.841% (6184/7040) 55/391 [=========>.......................................................] Step: 351ms | Tot: 19s573ms | Loss: 0.365 | Acc: 87.835% (6296/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 19s931ms | Loss: 0.365 | Acc: 87.774% (6404/7296) 57/391 [=========>.......................................................] Step: 369ms | Tot: 20s300ms | Loss: 0.364 | Acc: 87.796% (6518/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 20s658ms | Loss: 0.363 | Acc: 87.791% (6630/7552) 59/391 [=========>.......................................................] Step: 351ms | Tot: 21s10ms | Loss: 0.363 | Acc: 87.747% (6739/7680) 60/391 [=========>.......................................................] Step: 346ms | Tot: 21s357ms | Loss: 0.365 | Acc: 87.692% (6847/7808) 61/391 [==========>......................................................] Step: 354ms | Tot: 21s711ms | Loss: 0.365 | Acc: 87.714% (6961/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s74ms | Loss: 0.366 | Acc: 87.686% (7071/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s435ms | Loss: 0.367 | Acc: 87.646% (7180/8192) 64/391 [==========>......................................................] Step: 349ms | Tot: 22s784ms | Loss: 0.368 | Acc: 87.620% (7290/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s146ms | Loss: 0.366 | Acc: 87.654% (7405/8448) 66/391 [==========>......................................................] Step: 384ms | Tot: 23s531ms | Loss: 0.367 | Acc: 87.605% (7513/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 23s896ms | Loss: 0.367 | Acc: 87.592% (7624/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s255ms | Loss: 0.367 | Acc: 87.625% (7739/8832) 69/391 [===========>.....................................................] Step: 353ms | Tot: 24s609ms | Loss: 0.368 | Acc: 87.578% (7847/8960) 70/391 [===========>.....................................................] Step: 354ms | Tot: 24s963ms | Loss: 0.368 | Acc: 87.544% (7956/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s315ms | Loss: 0.368 | Acc: 87.565% (8070/9216) 72/391 [===========>.....................................................] Step: 355ms | Tot: 25s670ms | Loss: 0.368 | Acc: 87.564% (8182/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s35ms | Loss: 0.368 | Acc: 87.574% (8295/9472) 74/391 [============>....................................................] Step: 354ms | Tot: 26s390ms | Loss: 0.367 | Acc: 87.615% (8411/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 26s752ms | Loss: 0.368 | Acc: 87.582% (8520/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s110ms | Loss: 0.368 | Acc: 87.571% (8631/9856) 77/391 [============>....................................................] Step: 356ms | Tot: 27s466ms | Loss: 0.368 | Acc: 87.560% (8742/9984) 78/391 [============>....................................................] Step: 354ms | Tot: 27s820ms | Loss: 0.368 | Acc: 87.540% (8852/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s184ms | Loss: 0.370 | Acc: 87.402% (8950/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 28s544ms | Loss: 0.370 | Acc: 87.413% (9063/10368) 81/391 [=============>...................................................] Step: 353ms | Tot: 28s898ms | Loss: 0.370 | Acc: 87.414% (9175/10496) 82/391 [=============>...................................................] Step: 352ms | Tot: 29s251ms | Loss: 0.368 | Acc: 87.472% (9293/10624) 83/391 [=============>...................................................] Step: 352ms | Tot: 29s603ms | Loss: 0.368 | Acc: 87.509% (9409/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 29s963ms | Loss: 0.368 | Acc: 87.491% (9519/10880) 85/391 [==============>..................................................] Step: 353ms | Tot: 30s316ms | Loss: 0.367 | Acc: 87.509% (9633/11008) 86/391 [==============>..................................................] Step: 352ms | Tot: 30s669ms | Loss: 0.366 | Acc: 87.536% (9748/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s26ms | Loss: 0.366 | Acc: 87.553% (9862/11264) 88/391 [==============>..................................................] Step: 346ms | Tot: 31s373ms | Loss: 0.366 | Acc: 87.570% (9976/11392) 89/391 [==============>..................................................] Step: 349ms | Tot: 31s723ms | Loss: 0.366 | Acc: 87.535% (10084/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 32s89ms | Loss: 0.365 | Acc: 87.577% (10201/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 32s451ms | Loss: 0.366 | Acc: 87.542% (10309/11776) 92/391 [===============>.................................................] Step: 349ms | Tot: 32s800ms | Loss: 0.365 | Acc: 87.601% (10428/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 33s165ms | Loss: 0.364 | Acc: 87.633% (10544/12032) 94/391 [===============>.................................................] Step: 352ms | Tot: 33s518ms | Loss: 0.364 | Acc: 87.599% (10652/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 33s875ms | Loss: 0.363 | Acc: 87.590% (10763/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 34s242ms | Loss: 0.364 | Acc: 87.564% (10872/12416) 97/391 [================>................................................] Step: 350ms | Tot: 34s592ms | Loss: 0.364 | Acc: 87.556% (10983/12544) 98/391 [================>................................................] Step: 353ms | Tot: 34s946ms | Loss: 0.364 | Acc: 87.555% (11095/12672) 99/391 [================>................................................] Step: 347ms | Tot: 35s293ms | Loss: 0.365 | Acc: 87.531% (11204/12800) 100/391 [================>................................................] Step: 360ms | Tot: 35s654ms | Loss: 0.364 | Acc: 87.523% (11315/12928) 101/391 [================>................................................] Step: 368ms | Tot: 36s23ms | Loss: 0.364 | Acc: 87.546% (11430/13056) 102/391 [================>................................................] Step: 361ms | Tot: 36s385ms | Loss: 0.364 | Acc: 87.553% (11543/13184) 103/391 [=================>...............................................] Step: 353ms | Tot: 36s738ms | Loss: 0.364 | Acc: 87.590% (11660/13312) 104/391 [=================>...............................................] Step: 355ms | Tot: 37s94ms | Loss: 0.364 | Acc: 87.545% (11766/13440) 105/391 [=================>...............................................] Step: 351ms | Tot: 37s446ms | Loss: 0.365 | Acc: 87.537% (11877/13568) 106/391 [=================>...............................................] Step: 352ms | Tot: 37s798ms | Loss: 0.364 | Acc: 87.566% (11993/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s164ms | Loss: 0.363 | Acc: 87.558% (12104/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 38s524ms | Loss: 0.363 | Acc: 87.550% (12215/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 38s881ms | Loss: 0.363 | Acc: 87.585% (12332/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 39s236ms | Loss: 0.363 | Acc: 87.563% (12441/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 39s596ms | Loss: 0.363 | Acc: 87.563% (12553/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 39s959ms | Loss: 0.363 | Acc: 87.590% (12669/14464) 113/391 [==================>..............................................] Step: 354ms | Tot: 40s313ms | Loss: 0.364 | Acc: 87.521% (12771/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 40s670ms | Loss: 0.363 | Acc: 87.568% (12890/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s26ms | Loss: 0.363 | Acc: 87.608% (13008/14848) 116/391 [===================>.............................................] Step: 350ms | Tot: 41s376ms | Loss: 0.362 | Acc: 87.627% (13123/14976) 117/391 [===================>.............................................] Step: 352ms | Tot: 41s729ms | Loss: 0.362 | Acc: 87.586% (13229/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 42s95ms | Loss: 0.363 | Acc: 87.553% (13336/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 42s456ms | Loss: 0.362 | Acc: 87.604% (13456/15360) 120/391 [===================>.............................................] Step: 355ms | Tot: 42s812ms | Loss: 0.362 | Acc: 87.590% (13566/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 43s166ms | Loss: 0.363 | Acc: 87.602% (13680/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 43s523ms | Loss: 0.363 | Acc: 87.589% (13790/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 43s885ms | Loss: 0.362 | Acc: 87.588% (13902/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 44s242ms | Loss: 0.362 | Acc: 87.581% (14013/16000) 125/391 [====================>............................................] Step: 352ms | Tot: 44s594ms | Loss: 0.361 | Acc: 87.587% (14126/16128) 126/391 [====================>............................................] Step: 352ms | Tot: 44s947ms | Loss: 0.362 | Acc: 87.586% (14238/16256) 127/391 [=====================>...........................................] Step: 350ms | Tot: 45s297ms | Loss: 0.362 | Acc: 87.592% (14351/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 45s656ms | Loss: 0.361 | Acc: 87.627% (14469/16512) 129/391 [=====================>...........................................] Step: 376ms | Tot: 46s32ms | Loss: 0.362 | Acc: 87.608% (14578/16640) 130/391 [=====================>...........................................] Step: 357ms | Tot: 46s390ms | Loss: 0.363 | Acc: 87.566% (14683/16768) 131/391 [=====================>...........................................] Step: 348ms | Tot: 46s739ms | Loss: 0.362 | Acc: 87.612% (14803/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 47s98ms | Loss: 0.361 | Acc: 87.635% (14919/17024) 133/391 [======================>..........................................] Step: 351ms | Tot: 47s449ms | Loss: 0.361 | Acc: 87.617% (15028/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 47s810ms | Loss: 0.361 | Acc: 87.622% (15141/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 48s176ms | Loss: 0.361 | Acc: 87.626% (15254/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 48s534ms | Loss: 0.362 | Acc: 87.586% (15359/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 48s889ms | Loss: 0.361 | Acc: 87.591% (15472/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 49s251ms | Loss: 0.362 | Acc: 87.584% (15583/17792) 139/391 [=======================>.........................................] Step: 353ms | Tot: 49s604ms | Loss: 0.361 | Acc: 87.595% (15697/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 49s963ms | Loss: 0.362 | Acc: 87.572% (15805/18048) 141/391 [=======================>.........................................] Step: 358ms | Tot: 50s322ms | Loss: 0.362 | Acc: 87.577% (15918/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 50s678ms | Loss: 0.362 | Acc: 87.560% (16027/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 51s37ms | Loss: 0.362 | Acc: 87.560% (16139/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 51s391ms | Loss: 0.362 | Acc: 87.565% (16252/18560) 145/391 [========================>........................................] Step: 352ms | Tot: 51s743ms | Loss: 0.362 | Acc: 87.570% (16365/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 52s101ms | Loss: 0.362 | Acc: 87.553% (16474/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 52s463ms | Loss: 0.362 | Acc: 87.542% (16584/18944) 148/391 [========================>........................................] Step: 353ms | Tot: 52s816ms | Loss: 0.362 | Acc: 87.542% (16696/19072) 149/391 [========================>........................................] Step: 377ms | Tot: 53s194ms | Loss: 0.362 | Acc: 87.531% (16806/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 53s559ms | Loss: 0.362 | Acc: 87.541% (16920/19328) 151/391 [=========================>.......................................] Step: 351ms | Tot: 53s911ms | Loss: 0.362 | Acc: 87.551% (17034/19456) 152/391 [=========================>.......................................] Step: 352ms | Tot: 54s264ms | Loss: 0.363 | Acc: 87.531% (17142/19584) 153/391 [=========================>.......................................] Step: 354ms | Tot: 54s618ms | Loss: 0.363 | Acc: 87.546% (17257/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 54s978ms | Loss: 0.362 | Acc: 87.576% (17375/19840) 155/391 [=========================>.......................................] Step: 349ms | Tot: 55s327ms | Loss: 0.362 | Acc: 87.585% (17489/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 55s690ms | Loss: 0.361 | Acc: 87.604% (17605/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 56s58ms | Loss: 0.361 | Acc: 87.604% (17717/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 56s418ms | Loss: 0.361 | Acc: 87.613% (17831/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 56s774ms | Loss: 0.361 | Acc: 87.593% (17939/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s133ms | Loss: 0.361 | Acc: 87.582% (18049/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 57s486ms | Loss: 0.361 | Acc: 87.601% (18165/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 57s848ms | Loss: 0.361 | Acc: 87.610% (18279/20864) 163/391 [===========================>.....................................] Step: 370ms | Tot: 58s219ms | Loss: 0.362 | Acc: 87.605% (18390/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 58s584ms | Loss: 0.361 | Acc: 87.614% (18504/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 58s947ms | Loss: 0.361 | Acc: 87.618% (18617/21248) 166/391 [===========================>.....................................] Step: 354ms | Tot: 59s302ms | Loss: 0.361 | Acc: 87.636% (18733/21376) 167/391 [===========================>.....................................] Step: 352ms | Tot: 59s654ms | Loss: 0.361 | Acc: 87.640% (18846/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m20ms | Loss: 0.360 | Acc: 87.616% (18953/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m377ms | Loss: 0.360 | Acc: 87.606% (19063/21760) 170/391 [============================>....................................] Step: 356ms | Tot: 1m733ms | Loss: 0.361 | Acc: 87.587% (19171/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.361 | Acc: 87.614% (19289/22016) 172/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.361 | Acc: 87.599% (19398/22144) 173/391 [============================>....................................] Step: 352ms | Tot: 1m1s | Loss: 0.362 | Acc: 87.594% (19509/22272) 174/391 [============================>....................................] Step: 377ms | Tot: 1m2s | Loss: 0.361 | Acc: 87.585% (19619/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m2s | Loss: 0.362 | Acc: 87.593% (19733/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m2s | Loss: 0.362 | Acc: 87.588% (19844/22656) 177/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.361 | Acc: 87.592% (19957/22784) 178/391 [=============================>...................................] Step: 350ms | Tot: 1m3s | Loss: 0.361 | Acc: 87.596% (20070/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.361 | Acc: 87.609% (20185/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.362 | Acc: 87.586% (20292/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m4s | Loss: 0.361 | Acc: 87.599% (20407/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.361 | Acc: 87.594% (20518/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.361 | Acc: 87.593% (20630/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m5s | Loss: 0.361 | Acc: 87.580% (20739/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.361 | Acc: 87.567% (20848/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.361 | Acc: 87.592% (20966/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m6s | Loss: 0.361 | Acc: 87.571% (21073/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.360 | Acc: 87.579% (21187/24192) 189/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.360 | Acc: 87.570% (21297/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.360 | Acc: 87.578% (21411/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.360 | Acc: 87.573% (21522/24576) 192/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.360 | Acc: 87.573% (21634/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m8s | Loss: 0.361 | Acc: 87.556% (21742/24832) 194/391 [================================>................................] Step: 351ms | Tot: 1m9s | Loss: 0.361 | Acc: 87.556% (21854/24960) 195/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.361 | Acc: 87.572% (21970/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.361 | Acc: 87.591% (22087/25216) 197/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.361 | Acc: 87.595% (22200/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.361 | Acc: 87.594% (22312/25472) 199/391 [=================================>...............................] Step: 355ms | Tot: 1m11s | Loss: 0.361 | Acc: 87.602% (22426/25600) 200/391 [=================================>...............................] Step: 350ms | Tot: 1m11s | Loss: 0.361 | Acc: 87.624% (22544/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m11s | Loss: 0.361 | Acc: 87.635% (22659/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.361 | Acc: 87.623% (22768/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.361 | Acc: 87.626% (22881/26112) 204/391 [=================================>...............................] Step: 350ms | Tot: 1m12s | Loss: 0.360 | Acc: 87.630% (22994/26240) 205/391 [==================================>..............................] Step: 351ms | Tot: 1m13s | Loss: 0.360 | Acc: 87.618% (23103/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m13s | Loss: 0.360 | Acc: 87.636% (23220/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m13s | Loss: 0.361 | Acc: 87.605% (23324/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.361 | Acc: 87.593% (23433/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.361 | Acc: 87.608% (23549/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.361 | Acc: 87.607% (23661/27008) 211/391 [===================================>.............................] Step: 348ms | Tot: 1m15s | Loss: 0.361 | Acc: 87.618% (23776/27136) 212/391 [===================================>.............................] Step: 353ms | Tot: 1m15s | Loss: 0.360 | Acc: 87.621% (23889/27264) 213/391 [===================================>.............................] Step: 374ms | Tot: 1m16s | Loss: 0.360 | Acc: 87.613% (23999/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.361 | Acc: 87.613% (24111/27520) 215/391 [===================================>.............................] Step: 344ms | Tot: 1m16s | Loss: 0.360 | Acc: 87.623% (24226/27648) 216/391 [===================================>.............................] Step: 349ms | Tot: 1m17s | Loss: 0.360 | Acc: 87.622% (24338/27776) 217/391 [====================================>............................] Step: 355ms | Tot: 1m17s | Loss: 0.361 | Acc: 87.618% (24449/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m17s | Loss: 0.361 | Acc: 87.607% (24558/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m18s | Loss: 0.361 | Acc: 87.607% (24670/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.362 | Acc: 87.603% (24781/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m18s | Loss: 0.362 | Acc: 87.588% (24889/28416) 222/391 [====================================>............................] Step: 350ms | Tot: 1m19s | Loss: 0.361 | Acc: 87.609% (25007/28544) 223/391 [=====================================>...........................] Step: 355ms | Tot: 1m19s | Loss: 0.362 | Acc: 87.591% (25114/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m20s | Loss: 0.361 | Acc: 87.601% (25229/28800) 225/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.361 | Acc: 87.607% (25343/28928) 226/391 [=====================================>...........................] Step: 348ms | Tot: 1m20s | Loss: 0.361 | Acc: 87.596% (25452/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.361 | Acc: 87.620% (25571/29184) 228/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.361 | Acc: 87.602% (25678/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m21s | Loss: 0.361 | Acc: 87.595% (25788/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m22s | Loss: 0.362 | Acc: 87.581% (25896/29568) 231/391 [======================================>..........................] Step: 350ms | Tot: 1m22s | Loss: 0.363 | Acc: 87.551% (25999/29696) 232/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.364 | Acc: 87.537% (26107/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.364 | Acc: 87.540% (26220/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.364 | Acc: 87.547% (26334/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m24s | Loss: 0.364 | Acc: 87.526% (26440/30208) 236/391 [=======================================>.........................] Step: 355ms | Tot: 1m24s | Loss: 0.365 | Acc: 87.513% (26548/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m24s | Loss: 0.365 | Acc: 87.513% (26660/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.365 | Acc: 87.520% (26774/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.365 | Acc: 87.490% (26877/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.365 | Acc: 87.487% (26988/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m26s | Loss: 0.365 | Acc: 87.494% (27102/30976) 242/391 [========================================>........................] Step: 351ms | Tot: 1m26s | Loss: 0.365 | Acc: 87.458% (27203/31104) 243/391 [========================================>........................] Step: 350ms | Tot: 1m26s | Loss: 0.365 | Acc: 87.455% (27314/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.365 | Acc: 87.459% (27427/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.365 | Acc: 87.452% (27537/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.365 | Acc: 87.472% (27655/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m28s | Loss: 0.365 | Acc: 87.478% (27769/31744) 248/391 [=========================================>.......................] Step: 353ms | Tot: 1m28s | Loss: 0.365 | Acc: 87.459% (27875/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.365 | Acc: 87.456% (27986/32000) 250/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.365 | Acc: 87.469% (28102/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.365 | Acc: 87.457% (28210/32256) 252/391 [=========================================>.......................] Step: 378ms | Tot: 1m30s | Loss: 0.365 | Acc: 87.454% (28321/32384) 253/391 [==========================================>......................] Step: 353ms | Tot: 1m30s | Loss: 0.365 | Acc: 87.448% (28431/32512) 254/391 [==========================================>......................] Step: 353ms | Tot: 1m30s | Loss: 0.366 | Acc: 87.426% (28536/32640) 255/391 [==========================================>......................] Step: 376ms | Tot: 1m31s | Loss: 0.366 | Acc: 87.433% (28650/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m31s | Loss: 0.365 | Acc: 87.448% (28767/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.365 | Acc: 87.461% (28883/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.364 | Acc: 87.476% (29000/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m32s | Loss: 0.365 | Acc: 87.470% (29110/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m33s | Loss: 0.365 | Acc: 87.473% (29223/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m33s | Loss: 0.365 | Acc: 87.494% (29342/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.365 | Acc: 87.488% (29452/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.364 | Acc: 87.500% (29568/33792) 264/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.364 | Acc: 87.500% (29680/33920) 265/391 [============================================>....................] Step: 349ms | Tot: 1m34s | Loss: 0.365 | Acc: 87.500% (29792/34048) 266/391 [============================================>....................] Step: 372ms | Tot: 1m35s | Loss: 0.365 | Acc: 87.497% (29903/34176) 267/391 [============================================>....................] Step: 364ms | Tot: 1m35s | Loss: 0.365 | Acc: 87.485% (30011/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m35s | Loss: 0.365 | Acc: 87.471% (30118/34432) 269/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.366 | Acc: 87.439% (30219/34560) 270/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.366 | Acc: 87.431% (30328/34688) 271/391 [=============================================>...................] Step: 348ms | Tot: 1m36s | Loss: 0.366 | Acc: 87.431% (30440/34816) 272/391 [=============================================>...................] Step: 352ms | Tot: 1m37s | Loss: 0.366 | Acc: 87.428% (30551/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m37s | Loss: 0.366 | Acc: 87.437% (30666/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.366 | Acc: 87.423% (30773/35200) 275/391 [=============================================>...................] Step: 346ms | Tot: 1m38s | Loss: 0.366 | Acc: 87.421% (30884/35328) 276/391 [=============================================>...................] Step: 350ms | Tot: 1m38s | Loss: 0.366 | Acc: 87.410% (30992/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m39s | Loss: 0.366 | Acc: 87.413% (31105/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m39s | Loss: 0.366 | Acc: 87.413% (31217/35712) 279/391 [==============================================>..................] Step: 354ms | Tot: 1m39s | Loss: 0.366 | Acc: 87.408% (31327/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.366 | Acc: 87.414% (31441/35968) 281/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.366 | Acc: 87.411% (31552/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.366 | Acc: 87.403% (31661/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m41s | Loss: 0.367 | Acc: 87.387% (31767/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m41s | Loss: 0.367 | Acc: 87.388% (31879/36480) 285/391 [===============================================>.................] Step: 354ms | Tot: 1m41s | Loss: 0.367 | Acc: 87.366% (31983/36608) 286/391 [===============================================>.................] Step: 347ms | Tot: 1m42s | Loss: 0.368 | Acc: 87.345% (32087/36736) 287/391 [===============================================>.................] Step: 348ms | Tot: 1m42s | Loss: 0.368 | Acc: 87.351% (32201/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.367 | Acc: 87.349% (32312/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m43s | Loss: 0.368 | Acc: 87.336% (32419/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m43s | Loss: 0.368 | Acc: 87.328% (32528/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m44s | Loss: 0.368 | Acc: 87.318% (32636/37376) 292/391 [================================================>................] Step: 350ms | Tot: 1m44s | Loss: 0.368 | Acc: 87.319% (32748/37504) 293/391 [================================================>................] Step: 351ms | Tot: 1m44s | Loss: 0.368 | Acc: 87.317% (32859/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.369 | Acc: 87.304% (32966/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m45s | Loss: 0.368 | Acc: 87.313% (33081/37888) 296/391 [=================================================>...............] Step: 353ms | Tot: 1m45s | Loss: 0.369 | Acc: 87.308% (33191/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m46s | Loss: 0.369 | Acc: 87.296% (33298/38144) 298/391 [=================================================>...............] Step: 352ms | Tot: 1m46s | Loss: 0.369 | Acc: 87.294% (33409/38272) 299/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.369 | Acc: 87.297% (33522/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.369 | Acc: 87.295% (33633/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m47s | Loss: 0.369 | Acc: 87.293% (33744/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m48s | Loss: 0.369 | Acc: 87.291% (33855/38784) 303/391 [==================================================>..............] Step: 353ms | Tot: 1m48s | Loss: 0.369 | Acc: 87.282% (33963/38912) 304/391 [==================================================>..............] Step: 355ms | Tot: 1m48s | Loss: 0.369 | Acc: 87.275% (34072/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.369 | Acc: 87.260% (34178/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.369 | Acc: 87.268% (34293/39296) 307/391 [===================================================>.............] Step: 355ms | Tot: 1m49s | Loss: 0.369 | Acc: 87.262% (34402/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m50s | Loss: 0.369 | Acc: 87.270% (34517/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m50s | Loss: 0.369 | Acc: 87.266% (34627/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.369 | Acc: 87.254% (34734/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.369 | Acc: 87.262% (34849/39936) 312/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.369 | Acc: 87.278% (34967/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m51s | Loss: 0.369 | Acc: 87.271% (35076/40192) 314/391 [====================================================>............] Step: 346ms | Tot: 1m52s | Loss: 0.369 | Acc: 87.257% (35182/40320) 315/391 [====================================================>............] Step: 353ms | Tot: 1m52s | Loss: 0.369 | Acc: 87.268% (35298/40448) 316/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.369 | Acc: 87.268% (35410/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.369 | Acc: 87.264% (35520/40704) 318/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.369 | Acc: 87.253% (35627/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m54s | Loss: 0.370 | Acc: 87.236% (35732/40960) 320/391 [=====================================================>...........] Step: 350ms | Tot: 1m54s | Loss: 0.369 | Acc: 87.240% (35845/41088) 321/391 [=====================================================>...........] Step: 363ms | Tot: 1m54s | Loss: 0.369 | Acc: 87.236% (35955/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m55s | Loss: 0.369 | Acc: 87.236% (36067/41344) 323/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.369 | Acc: 87.237% (36179/41472) 324/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.369 | Acc: 87.233% (36289/41600) 325/391 [======================================================>..........] Step: 352ms | Tot: 1m56s | Loss: 0.369 | Acc: 87.239% (36403/41728) 326/391 [======================================================>..........] Step: 350ms | Tot: 1m56s | Loss: 0.369 | Acc: 87.254% (36521/41856) 327/391 [======================================================>..........] Step: 373ms | Tot: 1m56s | Loss: 0.369 | Acc: 87.252% (36632/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.369 | Acc: 87.258% (36746/42112) 329/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.369 | Acc: 87.259% (36858/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.369 | Acc: 87.257% (36969/42368) 331/391 [=======================================================>.........] Step: 352ms | Tot: 1m58s | Loss: 0.369 | Acc: 87.253% (37079/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 1m58s | Loss: 0.369 | Acc: 87.249% (37189/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 1m59s | Loss: 0.369 | Acc: 87.240% (37297/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.369 | Acc: 87.248% (37412/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.369 | Acc: 87.237% (37519/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m208ms | Loss: 0.369 | Acc: 87.231% (37628/43136) 337/391 [========================================================>........] Step: 357ms | Tot: 2m566ms | Loss: 0.369 | Acc: 87.239% (37743/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m928ms | Loss: 0.369 | Acc: 87.223% (37848/43392) 339/391 [========================================================>........] Step: 353ms | Tot: 2m1s | Loss: 0.369 | Acc: 87.227% (37961/43520) 340/391 [========================================================>........] Step: 350ms | Tot: 2m1s | Loss: 0.370 | Acc: 87.207% (38064/43648) 341/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.370 | Acc: 87.189% (38168/43776) 342/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.370 | Acc: 87.204% (38286/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m2s | Loss: 0.370 | Acc: 87.193% (38393/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m3s | Loss: 0.369 | Acc: 87.203% (38509/44160) 345/391 [=========================================================>.......] Step: 369ms | Tot: 2m3s | Loss: 0.370 | Acc: 87.193% (38616/44288) 346/391 [=========================================================>.......] Step: 354ms | Tot: 2m3s | Loss: 0.370 | Acc: 87.192% (38727/44416) 347/391 [=========================================================>.......] Step: 353ms | Tot: 2m4s | Loss: 0.370 | Acc: 87.201% (38843/44544) 348/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.369 | Acc: 87.211% (38959/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m4s | Loss: 0.369 | Acc: 87.228% (39078/44800) 350/391 [==========================================================>......] Step: 372ms | Tot: 2m5s | Loss: 0.369 | Acc: 87.226% (39189/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m5s | Loss: 0.369 | Acc: 87.231% (39303/45056) 352/391 [==========================================================>......] Step: 352ms | Tot: 2m5s | Loss: 0.369 | Acc: 87.226% (39412/45184) 353/391 [==========================================================>......] Step: 351ms | Tot: 2m6s | Loss: 0.369 | Acc: 87.220% (39521/45312) 354/391 [==========================================================>......] Step: 372ms | Tot: 2m6s | Loss: 0.369 | Acc: 87.207% (39627/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m7s | Loss: 0.369 | Acc: 87.217% (39743/45568) 356/391 [===========================================================>.....] Step: 359ms | Tot: 2m7s | Loss: 0.369 | Acc: 87.200% (39847/45696) 357/391 [===========================================================>.....] Step: 345ms | Tot: 2m7s | Loss: 0.369 | Acc: 87.199% (39958/45824) 358/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.369 | Acc: 87.206% (40073/45952) 359/391 [===========================================================>.....] Step: 353ms | Tot: 2m8s | Loss: 0.369 | Acc: 87.203% (40183/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m8s | Loss: 0.370 | Acc: 87.197% (40292/46208) 361/391 [============================================================>....] Step: 360ms | Tot: 2m9s | Loss: 0.369 | Acc: 87.204% (40407/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m9s | Loss: 0.370 | Acc: 87.192% (40513/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m9s | Loss: 0.370 | Acc: 87.176% (40617/46592) 364/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.370 | Acc: 87.177% (40729/46720) 365/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.370 | Acc: 87.167% (40836/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m10s | Loss: 0.370 | Acc: 87.164% (40946/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m11s | Loss: 0.371 | Acc: 87.152% (41052/47104) 368/391 [=============================================================>...] Step: 350ms | Tot: 2m11s | Loss: 0.371 | Acc: 87.159% (41167/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.371 | Acc: 87.154% (41276/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.371 | Acc: 87.155% (41388/47488) 371/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.371 | Acc: 87.137% (41491/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m13s | Loss: 0.371 | Acc: 87.146% (41607/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m13s | Loss: 0.371 | Acc: 87.132% (41712/47872) 374/391 [==============================================================>..] Step: 356ms | Tot: 2m13s | Loss: 0.371 | Acc: 87.127% (41821/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.372 | Acc: 87.111% (41925/48128) 376/391 [==============================================================>..] Step: 352ms | Tot: 2m14s | Loss: 0.372 | Acc: 87.106% (42034/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m14s | Loss: 0.372 | Acc: 87.109% (42147/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.372 | Acc: 87.102% (42255/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m15s | Loss: 0.372 | Acc: 87.101% (42366/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m15s | Loss: 0.372 | Acc: 87.100% (42477/48768) 381/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.372 | Acc: 87.087% (42582/48896) 382/391 [===============================================================>.] Step: 373ms | Tot: 2m16s | Loss: 0.372 | Acc: 87.088% (42694/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m17s | Loss: 0.372 | Acc: 87.087% (42805/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.372 | Acc: 87.092% (42919/49280) 385/391 [================================================================>] Step: 349ms | Tot: 2m17s | Loss: 0.372 | Acc: 87.089% (43029/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.372 | Acc: 87.090% (43141/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m18s | Loss: 0.372 | Acc: 87.081% (43248/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m18s | Loss: 0.372 | Acc: 87.078% (43358/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m19s | Loss: 0.372 | Acc: 87.083% (43472/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m19s | Loss: 0.372 | Acc: 87.088% (43544/50000) 391/391 + [>................................................................] Step: 474ms | Tot: 2ms | Loss: 0.505 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 294ms | Tot: 296ms | Loss: 0.575 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 591ms | Loss: 0.491 | Acc: 83.667% (251/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 890ms | Loss: 0.507 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 286ms | Tot: 1s177ms | Loss: 0.517 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s471ms | Loss: 0.487 | Acc: 83.000% (498/600) 6/100 [===>.............................................................] Step: 285ms | Tot: 1s756ms | Loss: 0.497 | Acc: 82.429% (577/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s52ms | Loss: 0.506 | Acc: 82.625% (661/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s359ms | Loss: 0.534 | Acc: 82.333% (741/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s663ms | Loss: 0.524 | Acc: 82.800% (828/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 2s968ms | Loss: 0.531 | Acc: 82.364% (906/1100) 11/100 [=======>.........................................................] Step: 296ms | Tot: 3s264ms | Loss: 0.536 | Acc: 82.083% (985/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s561ms | Loss: 0.538 | Acc: 81.846% (1064/1300) 13/100 [========>........................................................] Step: 297ms | Tot: 3s859ms | Loss: 0.531 | Acc: 82.000% (1148/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s159ms | Loss: 0.527 | Acc: 82.067% (1231/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s461ms | Loss: 0.524 | Acc: 82.062% (1313/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s766ms | Loss: 0.521 | Acc: 82.176% (1397/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s78ms | Loss: 0.524 | Acc: 81.889% (1474/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s385ms | Loss: 0.528 | Acc: 81.842% (1555/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s685ms | Loss: 0.543 | Acc: 81.450% (1629/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 5s985ms | Loss: 0.540 | Acc: 81.381% (1709/2100) 21/100 [=============>...................................................] Step: 301ms | Tot: 6s286ms | Loss: 0.538 | Acc: 81.364% (1790/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s592ms | Loss: 0.547 | Acc: 81.217% (1868/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 6s903ms | Loss: 0.546 | Acc: 81.292% (1951/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s203ms | Loss: 0.549 | Acc: 81.320% (2033/2500) 25/100 [================>................................................] Step: 297ms | Tot: 7s500ms | Loss: 0.557 | Acc: 81.077% (2108/2600) 26/100 [================>................................................] Step: 298ms | Tot: 7s799ms | Loss: 0.554 | Acc: 81.185% (2192/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s103ms | Loss: 0.549 | Acc: 81.286% (2276/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s410ms | Loss: 0.551 | Acc: 81.310% (2358/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s714ms | Loss: 0.549 | Acc: 81.433% (2443/3000) 30/100 [===================>.............................................] Step: 314ms | Tot: 9s29ms | Loss: 0.549 | Acc: 81.419% (2524/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s329ms | Loss: 0.550 | Acc: 81.312% (2602/3200) 32/100 [====================>............................................] Step: 296ms | Tot: 9s626ms | Loss: 0.550 | Acc: 81.303% (2683/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 9s933ms | Loss: 0.550 | Acc: 81.265% (2763/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s239ms | Loss: 0.553 | Acc: 81.143% (2840/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s546ms | Loss: 0.550 | Acc: 81.278% (2926/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 10s853ms | Loss: 0.554 | Acc: 81.135% (3002/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s161ms | Loss: 0.552 | Acc: 81.211% (3086/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s461ms | Loss: 0.550 | Acc: 81.205% (3167/3900) 39/100 [=========================>.......................................] Step: 293ms | Tot: 11s755ms | Loss: 0.550 | Acc: 81.150% (3246/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s60ms | Loss: 0.553 | Acc: 81.073% (3324/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s368ms | Loss: 0.553 | Acc: 81.167% (3409/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s671ms | Loss: 0.551 | Acc: 81.186% (3491/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 12s980ms | Loss: 0.554 | Acc: 81.091% (3568/4400) 44/100 [============================>....................................] Step: 296ms | Tot: 13s277ms | Loss: 0.552 | Acc: 81.200% (3654/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s580ms | Loss: 0.554 | Acc: 81.130% (3732/4600) 46/100 [=============================>...................................] Step: 299ms | Tot: 13s880ms | Loss: 0.553 | Acc: 81.170% (3815/4700) 47/100 [==============================>..................................] Step: 299ms | Tot: 14s179ms | Loss: 0.554 | Acc: 81.250% (3900/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s482ms | Loss: 0.550 | Acc: 81.347% (3986/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s786ms | Loss: 0.554 | Acc: 81.280% (4064/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s98ms | Loss: 0.550 | Acc: 81.431% (4153/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s399ms | Loss: 0.552 | Acc: 81.365% (4231/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s697ms | Loss: 0.550 | Acc: 81.377% (4313/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s4ms | Loss: 0.549 | Acc: 81.537% (4403/5400) 54/100 [===================================>.............................] Step: 326ms | Tot: 16s330ms | Loss: 0.549 | Acc: 81.527% (4484/5500) 55/100 [===================================>.............................] Step: 315ms | Tot: 16s646ms | Loss: 0.551 | Acc: 81.446% (4561/5600) 56/100 [====================================>............................] Step: 312ms | Tot: 16s958ms | Loss: 0.552 | Acc: 81.491% (4645/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s266ms | Loss: 0.550 | Acc: 81.517% (4728/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s566ms | Loss: 0.554 | Acc: 81.390% (4802/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 17s869ms | Loss: 0.554 | Acc: 81.383% (4883/6000) 60/100 [=======================================>.........................] Step: 294ms | Tot: 18s163ms | Loss: 0.553 | Acc: 81.492% (4971/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s469ms | Loss: 0.552 | Acc: 81.613% (5060/6200) 62/100 [========================================>........................] Step: 308ms | Tot: 18s778ms | Loss: 0.551 | Acc: 81.603% (5141/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s87ms | Loss: 0.550 | Acc: 81.625% (5224/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s393ms | Loss: 0.550 | Acc: 81.600% (5304/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s695ms | Loss: 0.551 | Acc: 81.530% (5381/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s5ms | Loss: 0.548 | Acc: 81.657% (5471/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s318ms | Loss: 0.549 | Acc: 81.588% (5548/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s628ms | Loss: 0.548 | Acc: 81.609% (5631/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 20s934ms | Loss: 0.551 | Acc: 81.543% (5708/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s233ms | Loss: 0.552 | Acc: 81.563% (5791/7100) 71/100 [==============================================>..................] Step: 297ms | Tot: 21s530ms | Loss: 0.552 | Acc: 81.528% (5870/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 21s830ms | Loss: 0.550 | Acc: 81.534% (5952/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s135ms | Loss: 0.550 | Acc: 81.459% (6028/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s439ms | Loss: 0.550 | Acc: 81.400% (6105/7500) 75/100 [================================================>................] Step: 308ms | Tot: 22s747ms | Loss: 0.551 | Acc: 81.434% (6189/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s57ms | Loss: 0.551 | Acc: 81.442% (6271/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s359ms | Loss: 0.550 | Acc: 81.449% (6353/7800) 78/100 [==================================================>..............] Step: 299ms | Tot: 23s659ms | Loss: 0.549 | Acc: 81.519% (6440/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 23s964ms | Loss: 0.549 | Acc: 81.525% (6522/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s267ms | Loss: 0.549 | Acc: 81.531% (6604/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s572ms | Loss: 0.549 | Acc: 81.500% (6683/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 24s885ms | Loss: 0.550 | Acc: 81.398% (6756/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s195ms | Loss: 0.549 | Acc: 81.417% (6839/8400) 84/100 [======================================================>..........] Step: 303ms | Tot: 25s499ms | Loss: 0.550 | Acc: 81.412% (6920/8500) 85/100 [=======================================================>.........] Step: 298ms | Tot: 25s797ms | Loss: 0.551 | Acc: 81.442% (7004/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 26s97ms | Loss: 0.552 | Acc: 81.368% (7079/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s397ms | Loss: 0.552 | Acc: 81.341% (7158/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s701ms | Loss: 0.553 | Acc: 81.326% (7238/8900) 89/100 [=========================================================>.......] Step: 317ms | Tot: 27s18ms | Loss: 0.553 | Acc: 81.367% (7323/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s321ms | Loss: 0.553 | Acc: 81.385% (7406/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s618ms | Loss: 0.551 | Acc: 81.446% (7493/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 27s920ms | Loss: 0.551 | Acc: 81.419% (7572/9300) 93/100 [============================================================>....] Step: 300ms | Tot: 28s221ms | Loss: 0.552 | Acc: 81.383% (7650/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s527ms | Loss: 0.551 | Acc: 81.389% (7732/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 28s833ms | Loss: 0.550 | Acc: 81.438% (7818/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s142ms | Loss: 0.549 | Acc: 81.515% (7907/9700) 97/100 [===============================================================>.] Step: 298ms | Tot: 29s441ms | Loss: 0.550 | Acc: 81.480% (7985/9800) 98/100 [===============================================================>.] Step: 298ms | Tot: 29s739ms | Loss: 0.551 | Acc: 81.414% (8060/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s50ms | Loss: 0.549 | Acc: 81.450% (8145/10000) 100/100 + +Epoch: 82 + [>................................................................] Step: 610ms | Tot: 2ms | Loss: 0.297 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 391ms | Tot: 394ms | Loss: 0.329 | Acc: 89.062% (228/256) 2/391 [>................................................................] Step: 369ms | Tot: 763ms | Loss: 0.339 | Acc: 88.802% (341/384) 3/391 [>................................................................] Step: 351ms | Tot: 1s115ms | Loss: 0.333 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s478ms | Loss: 0.338 | Acc: 89.531% (573/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s842ms | Loss: 0.338 | Acc: 89.193% (685/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s209ms | Loss: 0.339 | Acc: 89.174% (799/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s571ms | Loss: 0.344 | Acc: 88.770% (909/1024) 8/391 [=>...............................................................] Step: 353ms | Tot: 2s924ms | Loss: 0.339 | Acc: 88.976% (1025/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s291ms | Loss: 0.340 | Acc: 88.906% (1138/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s646ms | Loss: 0.332 | Acc: 89.134% (1255/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s6ms | Loss: 0.328 | Acc: 89.258% (1371/1536) 12/391 [=>...............................................................] Step: 369ms | Tot: 4s375ms | Loss: 0.325 | Acc: 89.423% (1488/1664) 13/391 [==>..............................................................] Step: 369ms | Tot: 4s745ms | Loss: 0.332 | Acc: 89.286% (1600/1792) 14/391 [==>..............................................................] Step: 350ms | Tot: 5s95ms | Loss: 0.327 | Acc: 89.427% (1717/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s450ms | Loss: 0.325 | Acc: 89.355% (1830/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s808ms | Loss: 0.325 | Acc: 89.430% (1946/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s167ms | Loss: 0.340 | Acc: 89.106% (2053/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s536ms | Loss: 0.337 | Acc: 89.104% (2167/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s894ms | Loss: 0.328 | Acc: 89.492% (2291/2560) 20/391 [===>.............................................................] Step: 352ms | Tot: 7s246ms | Loss: 0.331 | Acc: 89.249% (2399/2688) 21/391 [===>.............................................................] Step: 350ms | Tot: 7s597ms | Loss: 0.332 | Acc: 89.098% (2509/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 7s956ms | Loss: 0.333 | Acc: 89.096% (2623/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s320ms | Loss: 0.331 | Acc: 89.258% (2742/3072) 24/391 [===>.............................................................] Step: 350ms | Tot: 8s671ms | Loss: 0.332 | Acc: 89.188% (2854/3200) 25/391 [====>............................................................] Step: 356ms | Tot: 9s28ms | Loss: 0.335 | Acc: 89.062% (2964/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s391ms | Loss: 0.336 | Acc: 88.976% (3075/3456) 27/391 [====>............................................................] Step: 377ms | Tot: 9s768ms | Loss: 0.336 | Acc: 89.062% (3192/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s124ms | Loss: 0.334 | Acc: 88.982% (3303/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s489ms | Loss: 0.331 | Acc: 89.062% (3420/3840) 30/391 [====>............................................................] Step: 352ms | Tot: 10s842ms | Loss: 0.330 | Acc: 89.138% (3537/3968) 31/391 [=====>...........................................................] Step: 350ms | Tot: 11s193ms | Loss: 0.335 | Acc: 88.965% (3644/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s551ms | Loss: 0.336 | Acc: 88.897% (3755/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 11s912ms | Loss: 0.336 | Acc: 88.879% (3868/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s273ms | Loss: 0.337 | Acc: 88.884% (3982/4480) 35/391 [=====>...........................................................] Step: 355ms | Tot: 12s628ms | Loss: 0.338 | Acc: 88.824% (4093/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 12s986ms | Loss: 0.337 | Acc: 88.809% (4206/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s343ms | Loss: 0.338 | Acc: 88.795% (4319/4864) 38/391 [======>..........................................................] Step: 355ms | Tot: 13s699ms | Loss: 0.338 | Acc: 88.742% (4430/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s61ms | Loss: 0.337 | Acc: 88.730% (4543/5120) 40/391 [======>..........................................................] Step: 370ms | Tot: 14s431ms | Loss: 0.338 | Acc: 88.605% (4650/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 14s792ms | Loss: 0.340 | Acc: 88.504% (4758/5376) 42/391 [======>..........................................................] Step: 347ms | Tot: 15s140ms | Loss: 0.338 | Acc: 88.572% (4875/5504) 43/391 [=======>.........................................................] Step: 351ms | Tot: 15s492ms | Loss: 0.338 | Acc: 88.530% (4986/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 15s850ms | Loss: 0.336 | Acc: 88.594% (5103/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s222ms | Loss: 0.335 | Acc: 88.570% (5215/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s584ms | Loss: 0.336 | Acc: 88.547% (5327/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 16s954ms | Loss: 0.336 | Acc: 88.525% (5439/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s324ms | Loss: 0.337 | Acc: 88.504% (5551/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s690ms | Loss: 0.338 | Acc: 88.469% (5662/6400) 50/391 [========>........................................................] Step: 370ms | Tot: 18s60ms | Loss: 0.339 | Acc: 88.465% (5775/6528) 51/391 [========>........................................................] Step: 373ms | Tot: 18s434ms | Loss: 0.340 | Acc: 88.477% (5889/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s799ms | Loss: 0.344 | Acc: 88.355% (5994/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s157ms | Loss: 0.345 | Acc: 88.310% (6104/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s524ms | Loss: 0.343 | Acc: 88.352% (6220/7040) 55/391 [=========>.......................................................] Step: 370ms | Tot: 19s895ms | Loss: 0.344 | Acc: 88.323% (6331/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s256ms | Loss: 0.343 | Acc: 88.336% (6445/7296) 57/391 [=========>.......................................................] Step: 353ms | Tot: 20s609ms | Loss: 0.342 | Acc: 88.362% (6560/7424) 58/391 [=========>.......................................................] Step: 348ms | Tot: 20s957ms | Loss: 0.342 | Acc: 88.321% (6670/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s315ms | Loss: 0.343 | Acc: 88.294% (6781/7680) 60/391 [=========>.......................................................] Step: 355ms | Tot: 21s671ms | Loss: 0.344 | Acc: 88.230% (6889/7808) 61/391 [==========>......................................................] Step: 355ms | Tot: 22s27ms | Loss: 0.346 | Acc: 88.155% (6996/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s388ms | Loss: 0.346 | Acc: 88.194% (7112/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 22s750ms | Loss: 0.349 | Acc: 88.098% (7217/8192) 64/391 [==========>......................................................] Step: 351ms | Tot: 23s102ms | Loss: 0.351 | Acc: 88.101% (7330/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s469ms | Loss: 0.349 | Acc: 88.175% (7449/8448) 66/391 [==========>......................................................] Step: 359ms | Tot: 23s829ms | Loss: 0.349 | Acc: 88.176% (7562/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s190ms | Loss: 0.350 | Acc: 88.132% (7671/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s559ms | Loss: 0.350 | Acc: 88.111% (7782/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 24s922ms | Loss: 0.350 | Acc: 88.103% (7894/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s284ms | Loss: 0.351 | Acc: 88.072% (8004/9088) 71/391 [===========>.....................................................] Step: 356ms | Tot: 25s641ms | Loss: 0.351 | Acc: 88.053% (8115/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s7ms | Loss: 0.349 | Acc: 88.121% (8234/9344) 73/391 [============>....................................................] Step: 375ms | Tot: 26s382ms | Loss: 0.349 | Acc: 88.112% (8346/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 26s744ms | Loss: 0.348 | Acc: 88.156% (8463/9600) 75/391 [============>....................................................] Step: 356ms | Tot: 27s100ms | Loss: 0.349 | Acc: 88.148% (8575/9728) 76/391 [============>....................................................] Step: 353ms | Tot: 27s453ms | Loss: 0.349 | Acc: 88.149% (8688/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 27s818ms | Loss: 0.350 | Acc: 88.121% (8798/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s177ms | Loss: 0.349 | Acc: 88.143% (8913/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s541ms | Loss: 0.350 | Acc: 88.096% (9021/10240) 80/391 [=============>...................................................] Step: 349ms | Tot: 28s890ms | Loss: 0.350 | Acc: 88.059% (9130/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s256ms | Loss: 0.351 | Acc: 88.024% (9239/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 29s624ms | Loss: 0.351 | Acc: 87.971% (9346/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 29s986ms | Loss: 0.353 | Acc: 87.946% (9456/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 30s348ms | Loss: 0.353 | Acc: 87.950% (9569/10880) 85/391 [==============>..................................................] Step: 347ms | Tot: 30s696ms | Loss: 0.354 | Acc: 87.918% (9678/11008) 86/391 [==============>..................................................] Step: 355ms | Tot: 31s51ms | Loss: 0.354 | Acc: 87.895% (9788/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s413ms | Loss: 0.354 | Acc: 87.891% (9900/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 31s770ms | Loss: 0.354 | Acc: 87.904% (10014/11392) 89/391 [==============>..................................................] Step: 363ms | Tot: 32s133ms | Loss: 0.353 | Acc: 87.908% (10127/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s499ms | Loss: 0.354 | Acc: 87.895% (10238/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 32s853ms | Loss: 0.354 | Acc: 87.891% (10350/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 33s210ms | Loss: 0.353 | Acc: 87.928% (10467/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s570ms | Loss: 0.353 | Acc: 87.899% (10576/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 33s931ms | Loss: 0.353 | Acc: 87.862% (10684/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s293ms | Loss: 0.352 | Acc: 87.891% (10800/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 34s656ms | Loss: 0.354 | Acc: 87.846% (10907/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s14ms | Loss: 0.354 | Acc: 87.803% (11014/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s375ms | Loss: 0.354 | Acc: 87.824% (11129/12672) 99/391 [================>................................................] Step: 362ms | Tot: 35s737ms | Loss: 0.353 | Acc: 87.828% (11242/12800) 100/391 [================>................................................] Step: 355ms | Tot: 36s92ms | Loss: 0.352 | Acc: 87.871% (11360/12928) 101/391 [================>................................................] Step: 355ms | Tot: 36s448ms | Loss: 0.353 | Acc: 87.829% (11467/13056) 102/391 [================>................................................] Step: 347ms | Tot: 36s795ms | Loss: 0.352 | Acc: 87.872% (11585/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s157ms | Loss: 0.352 | Acc: 87.838% (11693/13312) 104/391 [=================>...............................................] Step: 367ms | Tot: 37s525ms | Loss: 0.352 | Acc: 87.820% (11803/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 37s884ms | Loss: 0.351 | Acc: 87.839% (11918/13568) 106/391 [=================>...............................................] Step: 358ms | Tot: 38s242ms | Loss: 0.352 | Acc: 87.858% (12033/13696) 107/391 [=================>...............................................] Step: 348ms | Tot: 38s591ms | Loss: 0.352 | Acc: 87.811% (12139/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 38s953ms | Loss: 0.352 | Acc: 87.830% (12254/13952) 109/391 [==================>..............................................] Step: 368ms | Tot: 39s321ms | Loss: 0.352 | Acc: 87.820% (12365/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 39s690ms | Loss: 0.352 | Acc: 87.852% (12482/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s49ms | Loss: 0.352 | Acc: 87.814% (12589/14336) 112/391 [==================>..............................................] Step: 352ms | Tot: 40s402ms | Loss: 0.353 | Acc: 87.783% (12697/14464) 113/391 [==================>..............................................] Step: 355ms | Tot: 40s757ms | Loss: 0.354 | Acc: 87.733% (12802/14592) 114/391 [==================>..............................................] Step: 351ms | Tot: 41s109ms | Loss: 0.355 | Acc: 87.711% (12911/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 41s477ms | Loss: 0.355 | Acc: 87.702% (13022/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 41s840ms | Loss: 0.355 | Acc: 87.694% (13133/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s203ms | Loss: 0.355 | Acc: 87.705% (13247/15104) 118/391 [===================>.............................................] Step: 351ms | Tot: 42s555ms | Loss: 0.356 | Acc: 87.677% (13355/15232) 119/391 [===================>.............................................] Step: 353ms | Tot: 42s909ms | Loss: 0.355 | Acc: 87.682% (13468/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s272ms | Loss: 0.356 | Acc: 87.661% (13577/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 43s632ms | Loss: 0.356 | Acc: 87.660% (13689/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 43s994ms | Loss: 0.356 | Acc: 87.652% (13800/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s357ms | Loss: 0.356 | Acc: 87.658% (13913/15872) 124/391 [====================>............................................] Step: 365ms | Tot: 44s722ms | Loss: 0.356 | Acc: 87.669% (14027/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s80ms | Loss: 0.357 | Acc: 87.624% (14132/16128) 126/391 [====================>............................................] Step: 371ms | Tot: 45s452ms | Loss: 0.357 | Acc: 87.635% (14246/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 45s810ms | Loss: 0.357 | Acc: 87.604% (14353/16384) 128/391 [=====================>...........................................] Step: 354ms | Tot: 46s164ms | Loss: 0.358 | Acc: 87.579% (14461/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 46s522ms | Loss: 0.357 | Acc: 87.578% (14573/16640) 130/391 [=====================>...........................................] Step: 351ms | Tot: 46s874ms | Loss: 0.356 | Acc: 87.607% (14690/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 47s236ms | Loss: 0.356 | Acc: 87.601% (14801/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 47s598ms | Loss: 0.358 | Acc: 87.541% (14903/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 47s957ms | Loss: 0.359 | Acc: 87.500% (15008/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s317ms | Loss: 0.359 | Acc: 87.500% (15120/17280) 135/391 [======================>..........................................] Step: 372ms | Tot: 48s690ms | Loss: 0.360 | Acc: 87.489% (15230/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s56ms | Loss: 0.360 | Acc: 87.500% (15344/17536) 137/391 [======================>..........................................] Step: 380ms | Tot: 49s437ms | Loss: 0.360 | Acc: 87.506% (15457/17664) 138/391 [======================>..........................................] Step: 371ms | Tot: 49s808ms | Loss: 0.361 | Acc: 87.494% (15567/17792) 139/391 [=======================>.........................................] Step: 367ms | Tot: 50s176ms | Loss: 0.360 | Acc: 87.517% (15683/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 50s545ms | Loss: 0.360 | Acc: 87.528% (15797/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 50s910ms | Loss: 0.361 | Acc: 87.494% (15903/18176) 142/391 [=======================>.........................................] Step: 368ms | Tot: 51s278ms | Loss: 0.361 | Acc: 87.484% (16013/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s642ms | Loss: 0.361 | Acc: 87.489% (16126/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 52s8ms | Loss: 0.361 | Acc: 87.500% (16240/18560) 145/391 [========================>........................................] Step: 354ms | Tot: 52s362ms | Loss: 0.361 | Acc: 87.500% (16352/18688) 146/391 [========================>........................................] Step: 350ms | Tot: 52s713ms | Loss: 0.360 | Acc: 87.500% (16464/18816) 147/391 [========================>........................................] Step: 355ms | Tot: 53s68ms | Loss: 0.360 | Acc: 87.505% (16577/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 53s438ms | Loss: 0.360 | Acc: 87.531% (16694/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 53s799ms | Loss: 0.360 | Acc: 87.526% (16805/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 54s157ms | Loss: 0.360 | Acc: 87.521% (16916/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 54s519ms | Loss: 0.360 | Acc: 87.526% (17029/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 54s876ms | Loss: 0.360 | Acc: 87.510% (17138/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 55s238ms | Loss: 0.360 | Acc: 87.520% (17252/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 55s597ms | Loss: 0.360 | Acc: 87.525% (17365/19840) 155/391 [=========================>.......................................] Step: 353ms | Tot: 55s951ms | Loss: 0.359 | Acc: 87.525% (17477/19968) 156/391 [=========================>.......................................] Step: 356ms | Tot: 56s307ms | Loss: 0.360 | Acc: 87.510% (17586/20096) 157/391 [==========================>......................................] Step: 353ms | Tot: 56s661ms | Loss: 0.360 | Acc: 87.505% (17697/20224) 158/391 [==========================>......................................] Step: 352ms | Tot: 57s14ms | Loss: 0.360 | Acc: 87.500% (17808/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 57s377ms | Loss: 0.361 | Acc: 87.515% (17923/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s736ms | Loss: 0.361 | Acc: 87.510% (18034/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 58s92ms | Loss: 0.361 | Acc: 87.524% (18149/20736) 162/391 [==========================>......................................] Step: 371ms | Tot: 58s463ms | Loss: 0.360 | Acc: 87.519% (18260/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 58s819ms | Loss: 0.361 | Acc: 87.500% (18368/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s175ms | Loss: 0.362 | Acc: 87.472% (18474/21120) 165/391 [===========================>.....................................] Step: 374ms | Tot: 59s549ms | Loss: 0.361 | Acc: 87.495% (18591/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 59s917ms | Loss: 0.362 | Acc: 87.467% (18697/21376) 167/391 [===========================>.....................................] Step: 357ms | Tot: 1m275ms | Loss: 0.362 | Acc: 87.491% (18814/21504) 168/391 [===========================>.....................................] Step: 351ms | Tot: 1m626ms | Loss: 0.362 | Acc: 87.472% (18922/21632) 169/391 [============================>....................................] Step: 349ms | Tot: 1m976ms | Loss: 0.362 | Acc: 87.445% (19028/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m1s | Loss: 0.363 | Acc: 87.431% (19137/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m1s | Loss: 0.362 | Acc: 87.445% (19252/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.362 | Acc: 87.441% (19363/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.363 | Acc: 87.415% (19469/22272) 174/391 [============================>....................................] Step: 350ms | Tot: 1m2s | Loss: 0.363 | Acc: 87.397% (19577/22400) 175/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.363 | Acc: 87.407% (19691/22528) 176/391 [=============================>...................................] Step: 370ms | Tot: 1m3s | Loss: 0.363 | Acc: 87.403% (19802/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.362 | Acc: 87.421% (19918/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.362 | Acc: 87.421% (20030/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.362 | Acc: 87.439% (20146/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.362 | Acc: 87.448% (20260/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.362 | Acc: 87.427% (20367/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.363 | Acc: 87.423% (20478/23424) 183/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.363 | Acc: 87.411% (20587/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.363 | Acc: 87.399% (20696/23680) 185/391 [==============================>..................................] Step: 348ms | Tot: 1m6s | Loss: 0.364 | Acc: 87.387% (20805/23808) 186/391 [==============================>..................................] Step: 349ms | Tot: 1m7s | Loss: 0.363 | Acc: 87.404% (20921/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m7s | Loss: 0.364 | Acc: 87.388% (21029/24064) 188/391 [===============================>.................................] Step: 357ms | Tot: 1m7s | Loss: 0.364 | Acc: 87.372% (21137/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.364 | Acc: 87.377% (21250/24320) 190/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.364 | Acc: 87.349% (21355/24448) 191/391 [===============================>.................................] Step: 348ms | Tot: 1m8s | Loss: 0.364 | Acc: 87.349% (21467/24576) 192/391 [===============================>.................................] Step: 352ms | Tot: 1m9s | Loss: 0.364 | Acc: 87.346% (21578/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m9s | Loss: 0.365 | Acc: 87.343% (21689/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m9s | Loss: 0.365 | Acc: 87.332% (21798/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.365 | Acc: 87.329% (21909/25088) 196/391 [================================>................................] Step: 350ms | Tot: 1m10s | Loss: 0.365 | Acc: 87.322% (22019/25216) 197/391 [================================>................................] Step: 350ms | Tot: 1m11s | Loss: 0.366 | Acc: 87.318% (22130/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.366 | Acc: 87.312% (22240/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m11s | Loss: 0.366 | Acc: 87.312% (22352/25600) 200/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.365 | Acc: 87.341% (22471/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.365 | Acc: 87.341% (22583/25856) 202/391 [=================================>...............................] Step: 348ms | Tot: 1m12s | Loss: 0.366 | Acc: 87.331% (22692/25984) 203/391 [=================================>...............................] Step: 347ms | Tot: 1m13s | Loss: 0.366 | Acc: 87.324% (22802/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.366 | Acc: 87.329% (22915/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m13s | Loss: 0.366 | Acc: 87.322% (23025/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.366 | Acc: 87.326% (23138/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.366 | Acc: 87.320% (23248/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.366 | Acc: 87.332% (23363/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.365 | Acc: 87.351% (23480/26880) 210/391 [==================================>..............................] Step: 352ms | Tot: 1m15s | Loss: 0.365 | Acc: 87.356% (23593/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.364% (23707/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.372% (23821/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.365% (23931/27392) 214/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.364 | Acc: 87.376% (24046/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.364 | Acc: 87.395% (24163/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.363 | Acc: 87.410% (24279/27776) 217/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.364 | Acc: 87.400% (24388/27904) 218/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.364 | Acc: 87.404% (24501/28032) 219/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.364 | Acc: 87.386% (24608/28160) 220/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.364 | Acc: 87.380% (24718/28288) 221/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.364 | Acc: 87.373% (24828/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.364 | Acc: 87.384% (24943/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.364 | Acc: 87.374% (25052/28672) 224/391 [=====================================>...........................] Step: 348ms | Tot: 1m20s | Loss: 0.365 | Acc: 87.365% (25161/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.366 | Acc: 87.348% (25268/28928) 226/391 [=====================================>...........................] Step: 374ms | Tot: 1m21s | Loss: 0.366 | Acc: 87.338% (25377/29056) 227/391 [=====================================>...........................] Step: 373ms | Tot: 1m21s | Loss: 0.366 | Acc: 87.339% (25489/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.366 | Acc: 87.350% (25604/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m22s | Loss: 0.366 | Acc: 87.364% (25720/29440) 230/391 [======================================>..........................] Step: 355ms | Tot: 1m22s | Loss: 0.366 | Acc: 87.358% (25830/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.366 | Acc: 87.355% (25941/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.367 | Acc: 87.349% (26051/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.367 | Acc: 87.336% (26159/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.367 | Acc: 87.314% (26264/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m24s | Loss: 0.368 | Acc: 87.315% (26376/30208) 236/391 [=======================================>.........................] Step: 350ms | Tot: 1m25s | Loss: 0.368 | Acc: 87.309% (26486/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.368 | Acc: 87.306% (26597/30464) 238/391 [=======================================>.........................] Step: 355ms | Tot: 1m25s | Loss: 0.368 | Acc: 87.278% (26700/30592) 239/391 [=======================================>.........................] Step: 345ms | Tot: 1m26s | Loss: 0.368 | Acc: 87.292% (26816/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.368 | Acc: 87.276% (26923/30848) 241/391 [========================================>........................] Step: 347ms | Tot: 1m26s | Loss: 0.368 | Acc: 87.261% (27030/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.368 | Acc: 87.278% (27147/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.368 | Acc: 87.282% (27260/31232) 244/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.369 | Acc: 87.290% (27374/31360) 245/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.368 | Acc: 87.303% (27490/31488) 246/391 [========================================>........................] Step: 348ms | Tot: 1m28s | Loss: 0.368 | Acc: 87.310% (27604/31616) 247/391 [=========================================>.......................] Step: 350ms | Tot: 1m28s | Loss: 0.368 | Acc: 87.317% (27718/31744) 248/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.368 | Acc: 87.312% (27828/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.368 | Acc: 87.309% (27939/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.368 | Acc: 87.316% (28053/32128) 251/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.369 | Acc: 87.314% (28164/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.369 | Acc: 87.302% (28272/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.369 | Acc: 87.309% (28386/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.369 | Acc: 87.295% (28493/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.369 | Acc: 87.292% (28604/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.369 | Acc: 87.293% (28716/32896) 257/391 [==========================================>......................] Step: 354ms | Tot: 1m32s | Loss: 0.369 | Acc: 87.285% (28825/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.370 | Acc: 87.280% (28935/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m33s | Loss: 0.369 | Acc: 87.281% (29047/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m33s | Loss: 0.370 | Acc: 87.267% (29154/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m33s | Loss: 0.370 | Acc: 87.261% (29264/33536) 262/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.370 | Acc: 87.253% (29373/33664) 263/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.370 | Acc: 87.257% (29486/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.370 | Acc: 87.258% (29598/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.371 | Acc: 87.227% (29699/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m35s | Loss: 0.371 | Acc: 87.225% (29810/34176) 267/391 [============================================>....................] Step: 349ms | Tot: 1m36s | Loss: 0.370 | Acc: 87.235% (29925/34304) 268/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.370 | Acc: 87.250% (30042/34432) 269/391 [============================================>....................] Step: 345ms | Tot: 1m36s | Loss: 0.370 | Acc: 87.251% (30154/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.370 | Acc: 87.238% (30261/34688) 271/391 [=============================================>...................] Step: 367ms | Tot: 1m37s | Loss: 0.370 | Acc: 87.250% (30377/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.370 | Acc: 87.268% (30495/34944) 273/391 [=============================================>...................] Step: 351ms | Tot: 1m38s | Loss: 0.369 | Acc: 87.260% (30604/35072) 274/391 [=============================================>...................] Step: 347ms | Tot: 1m38s | Loss: 0.369 | Acc: 87.281% (30723/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.369 | Acc: 87.274% (30832/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.369 | Acc: 87.274% (30944/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m39s | Loss: 0.369 | Acc: 87.292% (31062/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.370 | Acc: 87.268% (31165/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.369 | Acc: 87.260% (31274/35840) 280/391 [==============================================>..................] Step: 351ms | Tot: 1m40s | Loss: 0.370 | Acc: 87.241% (31379/35968) 281/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.370 | Acc: 87.234% (31488/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.370 | Acc: 87.232% (31599/36224) 283/391 [===============================================>.................] Step: 357ms | Tot: 1m41s | Loss: 0.371 | Acc: 87.230% (31710/36352) 284/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.370 | Acc: 87.242% (31826/36480) 285/391 [===============================================>.................] Step: 352ms | Tot: 1m42s | Loss: 0.370 | Acc: 87.249% (31940/36608) 286/391 [===============================================>.................] Step: 354ms | Tot: 1m42s | Loss: 0.370 | Acc: 87.250% (32052/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.370 | Acc: 87.253% (32165/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.370 | Acc: 87.257% (32278/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m43s | Loss: 0.370 | Acc: 87.266% (32393/37120) 290/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.370 | Acc: 87.272% (32507/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m44s | Loss: 0.370 | Acc: 87.254% (32612/37376) 292/391 [================================================>................] Step: 352ms | Tot: 1m45s | Loss: 0.370 | Acc: 87.252% (32723/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.370 | Acc: 87.258% (32837/37632) 294/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.371 | Acc: 87.246% (32944/37760) 295/391 [=================================================>...............] Step: 354ms | Tot: 1m46s | Loss: 0.371 | Acc: 87.252% (33058/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m46s | Loss: 0.371 | Acc: 87.240% (33165/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.371 | Acc: 87.238% (33276/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.371 | Acc: 87.239% (33388/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.371 | Acc: 87.253% (33505/38400) 300/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.371 | Acc: 87.259% (33619/38528) 301/391 [==================================================>..............] Step: 352ms | Tot: 1m48s | Loss: 0.371 | Acc: 87.246% (33726/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m48s | Loss: 0.371 | Acc: 87.229% (33831/38784) 303/391 [==================================================>..............] Step: 352ms | Tot: 1m48s | Loss: 0.371 | Acc: 87.207% (33934/38912) 304/391 [==================================================>..............] Step: 376ms | Tot: 1m49s | Loss: 0.371 | Acc: 87.221% (34051/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.371 | Acc: 87.199% (34154/39168) 306/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.372 | Acc: 87.195% (34264/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m50s | Loss: 0.371 | Acc: 87.201% (34378/39424) 308/391 [===================================================>.............] Step: 352ms | Tot: 1m50s | Loss: 0.372 | Acc: 87.199% (34489/39552) 309/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.175% (34591/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.181% (34705/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.373 | Acc: 87.169% (34812/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.373 | Acc: 87.173% (34925/40064) 313/391 [====================================================>............] Step: 350ms | Tot: 1m52s | Loss: 0.372 | Acc: 87.182% (35040/40192) 314/391 [====================================================>............] Step: 347ms | Tot: 1m52s | Loss: 0.372 | Acc: 87.190% (35155/40320) 315/391 [====================================================>............] Step: 379ms | Tot: 1m53s | Loss: 0.372 | Acc: 87.196% (35269/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m53s | Loss: 0.372 | Acc: 87.187% (35377/40576) 317/391 [====================================================>............] Step: 382ms | Tot: 1m54s | Loss: 0.373 | Acc: 87.156% (35476/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.373 | Acc: 87.147% (35584/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m54s | Loss: 0.373 | Acc: 87.151% (35697/40960) 320/391 [=====================================================>...........] Step: 348ms | Tot: 1m55s | Loss: 0.373 | Acc: 87.135% (35802/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.374 | Acc: 87.124% (35909/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m55s | Loss: 0.374 | Acc: 87.125% (36021/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.373 | Acc: 87.131% (36135/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.373 | Acc: 87.142% (36251/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m56s | Loss: 0.373 | Acc: 87.143% (36363/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m57s | Loss: 0.373 | Acc: 87.125% (36467/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.374 | Acc: 87.119% (36576/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.374 | Acc: 87.108% (36683/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.374 | Acc: 87.100% (36791/42240) 330/391 [======================================================>..........] Step: 348ms | Tot: 1m58s | Loss: 0.374 | Acc: 87.120% (36911/42368) 331/391 [=======================================================>.........] Step: 353ms | Tot: 1m59s | Loss: 0.374 | Acc: 87.123% (37024/42496) 332/391 [=======================================================>.........] Step: 359ms | Tot: 1m59s | Loss: 0.374 | Acc: 87.120% (37134/42624) 333/391 [=======================================================>.........] Step: 369ms | Tot: 1m59s | Loss: 0.374 | Acc: 87.116% (37244/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m185ms | Loss: 0.374 | Acc: 87.108% (37352/42880) 335/391 [=======================================================>.........] Step: 355ms | Tot: 2m541ms | Loss: 0.374 | Acc: 87.128% (37472/43008) 336/391 [=======================================================>.........] Step: 349ms | Tot: 2m890ms | Loss: 0.374 | Acc: 87.134% (37586/43136) 337/391 [========================================================>........] Step: 353ms | Tot: 2m1s | Loss: 0.374 | Acc: 87.128% (37695/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.374 | Acc: 87.117% (37802/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.375 | Acc: 87.096% (37904/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.374 | Acc: 87.104% (38019/43648) 341/391 [========================================================>........] Step: 350ms | Tot: 2m2s | Loss: 0.374 | Acc: 87.100% (38129/43776) 342/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.374 | Acc: 87.090% (38236/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m3s | Loss: 0.374 | Acc: 87.100% (38352/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m3s | Loss: 0.374 | Acc: 87.106% (38466/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.374 | Acc: 87.127% (38587/44288) 346/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.374 | Acc: 87.108% (38690/44416) 347/391 [=========================================================>.......] Step: 350ms | Tot: 2m4s | Loss: 0.374 | Acc: 87.103% (38799/44544) 348/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.374 | Acc: 87.099% (38909/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m5s | Loss: 0.374 | Acc: 87.100% (39021/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m5s | Loss: 0.375 | Acc: 87.073% (39120/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.375 | Acc: 87.074% (39232/45056) 352/391 [==========================================================>......] Step: 351ms | Tot: 2m6s | Loss: 0.375 | Acc: 87.068% (39341/45184) 353/391 [==========================================================>......] Step: 348ms | Tot: 2m6s | Loss: 0.375 | Acc: 87.072% (39454/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.375 | Acc: 87.062% (39561/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m7s | Loss: 0.375 | Acc: 87.068% (39675/45568) 356/391 [===========================================================>.....] Step: 350ms | Tot: 2m8s | Loss: 0.375 | Acc: 87.045% (39776/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.375 | Acc: 87.037% (39884/45824) 358/391 [===========================================================>.....] Step: 347ms | Tot: 2m8s | Loss: 0.375 | Acc: 87.036% (39995/45952) 359/391 [===========================================================>.....] Step: 352ms | Tot: 2m9s | Loss: 0.375 | Acc: 87.044% (40110/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.375 | Acc: 87.033% (40216/46208) 361/391 [============================================================>....] Step: 357ms | Tot: 2m9s | Loss: 0.375 | Acc: 87.023% (40323/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.375 | Acc: 87.027% (40436/46464) 363/391 [============================================================>....] Step: 354ms | Tot: 2m10s | Loss: 0.376 | Acc: 87.008% (40539/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.375 | Acc: 87.010% (40651/46720) 365/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.375 | Acc: 87.018% (40766/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.375 | Acc: 87.019% (40878/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m11s | Loss: 0.376 | Acc: 87.007% (40984/47104) 368/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.375 | Acc: 87.017% (41100/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.376 | Acc: 87.006% (41206/47360) 370/391 [=============================================================>...] Step: 342ms | Tot: 2m13s | Loss: 0.376 | Acc: 87.001% (41315/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.376 | Acc: 87.009% (41430/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.376 | Acc: 86.999% (41537/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m14s | Loss: 0.376 | Acc: 87.003% (41650/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.375 | Acc: 87.013% (41766/48000) 375/391 [==============================================================>..] Step: 349ms | Tot: 2m14s | Loss: 0.375 | Acc: 87.016% (41879/48128) 376/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.375 | Acc: 87.019% (41992/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.375 | Acc: 87.025% (42106/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.375 | Acc: 87.022% (42216/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.375 | Acc: 87.027% (42330/48640) 380/391 [===============================================================>.] Step: 347ms | Tot: 2m16s | Loss: 0.375 | Acc: 87.028% (42442/48768) 381/391 [===============================================================>.] Step: 346ms | Tot: 2m16s | Loss: 0.376 | Acc: 87.021% (42550/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.376 | Acc: 87.027% (42664/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.375 | Acc: 87.032% (42778/49152) 384/391 [===============================================================>.] Step: 356ms | Tot: 2m17s | Loss: 0.375 | Acc: 87.031% (42889/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m18s | Loss: 0.376 | Acc: 87.030% (43000/49408) 386/391 [================================================================>] Step: 355ms | Tot: 2m18s | Loss: 0.375 | Acc: 87.030% (43111/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m19s | Loss: 0.375 | Acc: 87.049% (43232/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m19s | Loss: 0.375 | Acc: 87.040% (43339/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m19s | Loss: 0.375 | Acc: 87.047% (43454/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m20s | Loss: 0.375 | Acc: 87.040% (43520/50000) 391/391 + [>................................................................] Step: 465ms | Tot: 2ms | Loss: 0.426 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 287ms | Tot: 290ms | Loss: 0.436 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 587ms | Loss: 0.420 | Acc: 85.333% (256/300) 3/100 [=>...............................................................] Step: 290ms | Tot: 877ms | Loss: 0.408 | Acc: 85.750% (343/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s168ms | Loss: 0.434 | Acc: 84.800% (424/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s466ms | Loss: 0.416 | Acc: 85.000% (510/600) 6/100 [===>.............................................................] Step: 290ms | Tot: 1s756ms | Loss: 0.420 | Acc: 85.143% (596/700) 7/100 [====>............................................................] Step: 287ms | Tot: 2s43ms | Loss: 0.443 | Acc: 84.875% (679/800) 8/100 [=====>...........................................................] Step: 292ms | Tot: 2s336ms | Loss: 0.462 | Acc: 84.778% (763/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s642ms | Loss: 0.460 | Acc: 84.600% (846/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s945ms | Loss: 0.472 | Acc: 84.545% (930/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s245ms | Loss: 0.468 | Acc: 84.167% (1010/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s546ms | Loss: 0.460 | Acc: 84.385% (1097/1300) 13/100 [========>........................................................] Step: 301ms | Tot: 3s847ms | Loss: 0.464 | Acc: 84.214% (1179/1400) 14/100 [=========>.......................................................] Step: 297ms | Tot: 4s145ms | Loss: 0.458 | Acc: 84.400% (1266/1500) 15/100 [=========>.......................................................] Step: 294ms | Tot: 4s440ms | Loss: 0.468 | Acc: 84.125% (1346/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s754ms | Loss: 0.460 | Acc: 84.412% (1435/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s58ms | Loss: 0.459 | Acc: 84.333% (1518/1800) 18/100 [===========>.....................................................] Step: 299ms | Tot: 5s357ms | Loss: 0.462 | Acc: 84.105% (1598/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s665ms | Loss: 0.473 | Acc: 83.750% (1675/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 5s967ms | Loss: 0.472 | Acc: 83.714% (1758/2100) 21/100 [=============>...................................................] Step: 293ms | Tot: 6s260ms | Loss: 0.466 | Acc: 83.955% (1847/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s564ms | Loss: 0.475 | Acc: 83.696% (1925/2300) 23/100 [==============>..................................................] Step: 314ms | Tot: 6s879ms | Loss: 0.476 | Acc: 83.708% (2009/2400) 24/100 [===============>.................................................] Step: 318ms | Tot: 7s198ms | Loss: 0.482 | Acc: 83.640% (2091/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s506ms | Loss: 0.491 | Acc: 83.538% (2172/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s817ms | Loss: 0.486 | Acc: 83.667% (2259/2700) 27/100 [=================>...............................................] Step: 295ms | Tot: 8s112ms | Loss: 0.481 | Acc: 83.821% (2347/2800) 28/100 [==================>..............................................] Step: 299ms | Tot: 8s411ms | Loss: 0.488 | Acc: 83.759% (2429/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s724ms | Loss: 0.486 | Acc: 83.833% (2515/3000) 30/100 [===================>.............................................] Step: 298ms | Tot: 9s22ms | Loss: 0.486 | Acc: 83.903% (2601/3100) 31/100 [====================>............................................] Step: 296ms | Tot: 9s319ms | Loss: 0.484 | Acc: 83.906% (2685/3200) 32/100 [====================>............................................] Step: 299ms | Tot: 9s618ms | Loss: 0.485 | Acc: 83.758% (2764/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 9s925ms | Loss: 0.484 | Acc: 83.794% (2849/3400) 34/100 [======================>..........................................] Step: 296ms | Tot: 10s222ms | Loss: 0.490 | Acc: 83.743% (2931/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s523ms | Loss: 0.486 | Acc: 83.889% (3020/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 10s830ms | Loss: 0.490 | Acc: 83.811% (3101/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s131ms | Loss: 0.491 | Acc: 83.711% (3181/3800) 38/100 [========================>........................................] Step: 296ms | Tot: 11s427ms | Loss: 0.489 | Acc: 83.769% (3267/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s727ms | Loss: 0.490 | Acc: 83.750% (3350/4000) 40/100 [==========================>......................................] Step: 300ms | Tot: 12s28ms | Loss: 0.492 | Acc: 83.732% (3433/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s329ms | Loss: 0.493 | Acc: 83.762% (3518/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s642ms | Loss: 0.489 | Acc: 83.860% (3606/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 12s943ms | Loss: 0.492 | Acc: 83.750% (3685/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s246ms | Loss: 0.490 | Acc: 83.822% (3772/4500) 45/100 [=============================>...................................] Step: 295ms | Tot: 13s541ms | Loss: 0.489 | Acc: 83.804% (3855/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 13s840ms | Loss: 0.487 | Acc: 83.872% (3942/4700) 47/100 [==============================>..................................] Step: 293ms | Tot: 14s133ms | Loss: 0.489 | Acc: 83.771% (4021/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s432ms | Loss: 0.485 | Acc: 83.837% (4108/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 14s739ms | Loss: 0.485 | Acc: 83.920% (4196/5000) 50/100 [================================>................................] Step: 297ms | Tot: 15s36ms | Loss: 0.485 | Acc: 83.843% (4276/5100) 51/100 [=================================>...............................] Step: 297ms | Tot: 15s334ms | Loss: 0.485 | Acc: 83.788% (4357/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s632ms | Loss: 0.484 | Acc: 83.811% (4442/5300) 53/100 [==================================>..............................] Step: 286ms | Tot: 15s918ms | Loss: 0.487 | Acc: 83.778% (4524/5400) 54/100 [===================================>.............................] Step: 290ms | Tot: 16s209ms | Loss: 0.488 | Acc: 83.709% (4604/5500) 55/100 [===================================>.............................] Step: 290ms | Tot: 16s499ms | Loss: 0.488 | Acc: 83.679% (4686/5600) 56/100 [====================================>............................] Step: 295ms | Tot: 16s795ms | Loss: 0.488 | Acc: 83.684% (4770/5700) 57/100 [=====================================>...........................] Step: 290ms | Tot: 17s86ms | Loss: 0.486 | Acc: 83.724% (4856/5800) 58/100 [=====================================>...........................] Step: 289ms | Tot: 17s376ms | Loss: 0.487 | Acc: 83.610% (4933/5900) 59/100 [======================================>..........................] Step: 321ms | Tot: 17s697ms | Loss: 0.487 | Acc: 83.633% (5018/6000) 60/100 [=======================================>.........................] Step: 329ms | Tot: 18s26ms | Loss: 0.490 | Acc: 83.574% (5098/6100) 61/100 [=======================================>.........................] Step: 327ms | Tot: 18s354ms | Loss: 0.490 | Acc: 83.532% (5179/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 18s653ms | Loss: 0.489 | Acc: 83.635% (5269/6300) 63/100 [========================================>........................] Step: 293ms | Tot: 18s946ms | Loss: 0.487 | Acc: 83.641% (5353/6400) 64/100 [=========================================>.......................] Step: 298ms | Tot: 19s245ms | Loss: 0.488 | Acc: 83.615% (5435/6500) 65/100 [==========================================>......................] Step: 293ms | Tot: 19s539ms | Loss: 0.489 | Acc: 83.591% (5517/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 19s842ms | Loss: 0.488 | Acc: 83.597% (5601/6700) 67/100 [===========================================>.....................] Step: 298ms | Tot: 20s140ms | Loss: 0.489 | Acc: 83.588% (5684/6800) 68/100 [============================================>....................] Step: 293ms | Tot: 20s434ms | Loss: 0.487 | Acc: 83.623% (5770/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 20s736ms | Loss: 0.489 | Acc: 83.543% (5848/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s35ms | Loss: 0.488 | Acc: 83.549% (5932/7100) 71/100 [==============================================>..................] Step: 299ms | Tot: 21s335ms | Loss: 0.488 | Acc: 83.500% (6012/7200) 72/100 [==============================================>..................] Step: 292ms | Tot: 21s627ms | Loss: 0.485 | Acc: 83.548% (6099/7300) 73/100 [===============================================>.................] Step: 299ms | Tot: 21s926ms | Loss: 0.483 | Acc: 83.622% (6188/7400) 74/100 [================================================>................] Step: 296ms | Tot: 22s223ms | Loss: 0.483 | Acc: 83.640% (6273/7500) 75/100 [================================================>................] Step: 294ms | Tot: 22s518ms | Loss: 0.482 | Acc: 83.671% (6359/7600) 76/100 [=================================================>...............] Step: 298ms | Tot: 22s816ms | Loss: 0.483 | Acc: 83.649% (6441/7700) 77/100 [==================================================>..............] Step: 296ms | Tot: 23s113ms | Loss: 0.483 | Acc: 83.603% (6521/7800) 78/100 [==================================================>..............] Step: 298ms | Tot: 23s411ms | Loss: 0.482 | Acc: 83.595% (6604/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 23s718ms | Loss: 0.483 | Acc: 83.600% (6688/8000) 80/100 [====================================================>............] Step: 294ms | Tot: 24s13ms | Loss: 0.483 | Acc: 83.617% (6773/8100) 81/100 [====================================================>............] Step: 293ms | Tot: 24s306ms | Loss: 0.482 | Acc: 83.622% (6857/8200) 82/100 [=====================================================>...........] Step: 294ms | Tot: 24s601ms | Loss: 0.482 | Acc: 83.639% (6942/8300) 83/100 [=====================================================>...........] Step: 297ms | Tot: 24s898ms | Loss: 0.481 | Acc: 83.655% (7027/8400) 84/100 [======================================================>..........] Step: 297ms | Tot: 25s196ms | Loss: 0.483 | Acc: 83.553% (7102/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 25s502ms | Loss: 0.484 | Acc: 83.512% (7182/8600) 86/100 [=======================================================>.........] Step: 301ms | Tot: 25s804ms | Loss: 0.484 | Acc: 83.517% (7266/8700) 87/100 [========================================================>........] Step: 296ms | Tot: 26s101ms | Loss: 0.485 | Acc: 83.466% (7345/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s403ms | Loss: 0.485 | Acc: 83.438% (7426/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 26s706ms | Loss: 0.486 | Acc: 83.444% (7510/9000) 90/100 [==========================================================>......] Step: 296ms | Tot: 27s3ms | Loss: 0.484 | Acc: 83.484% (7597/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s304ms | Loss: 0.482 | Acc: 83.576% (7689/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 27s606ms | Loss: 0.483 | Acc: 83.538% (7769/9300) 93/100 [============================================================>....] Step: 295ms | Tot: 27s902ms | Loss: 0.483 | Acc: 83.511% (7850/9400) 94/100 [=============================================================>...] Step: 295ms | Tot: 28s197ms | Loss: 0.483 | Acc: 83.474% (7930/9500) 95/100 [=============================================================>...] Step: 293ms | Tot: 28s490ms | Loss: 0.483 | Acc: 83.479% (8014/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 28s801ms | Loss: 0.482 | Acc: 83.495% (8099/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s108ms | Loss: 0.482 | Acc: 83.449% (8178/9800) 98/100 [===============================================================>.] Step: 293ms | Tot: 29s401ms | Loss: 0.483 | Acc: 83.434% (8260/9900) 99/100 [================================================================>] Step: 302ms | Tot: 29s704ms | Loss: 0.483 | Acc: 83.440% (8344/10000) 100/100 + +Epoch: 83 + [>................................................................] Step: 606ms | Tot: 2ms | Loss: 0.498 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 373ms | Tot: 375ms | Loss: 0.426 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 369ms | Tot: 745ms | Loss: 0.352 | Acc: 87.500% (336/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s115ms | Loss: 0.332 | Acc: 88.672% (454/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s490ms | Loss: 0.376 | Acc: 87.031% (557/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s853ms | Loss: 0.382 | Acc: 86.979% (668/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s221ms | Loss: 0.375 | Acc: 87.277% (782/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s588ms | Loss: 0.376 | Acc: 87.109% (892/1024) 8/391 [=>...............................................................] Step: 358ms | Tot: 2s947ms | Loss: 0.360 | Acc: 87.674% (1010/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s303ms | Loss: 0.370 | Acc: 87.266% (1117/1280) 10/391 [=>...............................................................] Step: 368ms | Tot: 3s671ms | Loss: 0.370 | Acc: 87.216% (1228/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s34ms | Loss: 0.374 | Acc: 87.240% (1340/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s398ms | Loss: 0.373 | Acc: 87.260% (1452/1664) 13/391 [==>..............................................................] Step: 357ms | Tot: 4s755ms | Loss: 0.373 | Acc: 87.054% (1560/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s116ms | Loss: 0.373 | Acc: 86.979% (1670/1920) 15/391 [==>..............................................................] Step: 374ms | Tot: 5s491ms | Loss: 0.367 | Acc: 87.207% (1786/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s849ms | Loss: 0.373 | Acc: 87.132% (1896/2176) 17/391 [==>..............................................................] Step: 356ms | Tot: 6s205ms | Loss: 0.375 | Acc: 87.023% (2005/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s570ms | Loss: 0.374 | Acc: 87.048% (2117/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 6s936ms | Loss: 0.375 | Acc: 86.836% (2223/2560) 20/391 [===>.............................................................] Step: 378ms | Tot: 7s314ms | Loss: 0.370 | Acc: 87.016% (2339/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s681ms | Loss: 0.375 | Acc: 86.825% (2445/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s48ms | Loss: 0.372 | Acc: 86.990% (2561/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s418ms | Loss: 0.375 | Acc: 86.882% (2669/3072) 24/391 [===>.............................................................] Step: 384ms | Tot: 8s802ms | Loss: 0.373 | Acc: 86.969% (2783/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s165ms | Loss: 0.369 | Acc: 87.139% (2900/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s527ms | Loss: 0.369 | Acc: 87.124% (3011/3456) 27/391 [====>............................................................] Step: 350ms | Tot: 9s877ms | Loss: 0.368 | Acc: 87.277% (3128/3584) 28/391 [====>............................................................] Step: 346ms | Tot: 10s224ms | Loss: 0.366 | Acc: 87.365% (3243/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s583ms | Loss: 0.364 | Acc: 87.344% (3354/3840) 30/391 [====>............................................................] Step: 352ms | Tot: 10s935ms | Loss: 0.361 | Acc: 87.500% (3472/3968) 31/391 [=====>...........................................................] Step: 348ms | Tot: 11s283ms | Loss: 0.360 | Acc: 87.622% (3589/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s640ms | Loss: 0.362 | Acc: 87.547% (3698/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s1ms | Loss: 0.365 | Acc: 87.408% (3804/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s356ms | Loss: 0.364 | Acc: 87.433% (3917/4480) 35/391 [=====>...........................................................] Step: 351ms | Tot: 12s708ms | Loss: 0.363 | Acc: 87.435% (4029/4608) 36/391 [=====>...........................................................] Step: 350ms | Tot: 13s58ms | Loss: 0.364 | Acc: 87.458% (4142/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s415ms | Loss: 0.369 | Acc: 87.315% (4247/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s772ms | Loss: 0.370 | Acc: 87.280% (4357/4992) 39/391 [======>..........................................................] Step: 347ms | Tot: 14s120ms | Loss: 0.369 | Acc: 87.363% (4473/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s481ms | Loss: 0.369 | Acc: 87.290% (4581/5248) 41/391 [======>..........................................................] Step: 350ms | Tot: 14s831ms | Loss: 0.368 | Acc: 87.295% (4693/5376) 42/391 [======>..........................................................] Step: 358ms | Tot: 15s190ms | Loss: 0.364 | Acc: 87.391% (4810/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s550ms | Loss: 0.363 | Acc: 87.411% (4923/5632) 44/391 [=======>.........................................................] Step: 347ms | Tot: 15s897ms | Loss: 0.363 | Acc: 87.344% (5031/5760) 45/391 [=======>.........................................................] Step: 352ms | Tot: 16s250ms | Loss: 0.362 | Acc: 87.364% (5144/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s607ms | Loss: 0.360 | Acc: 87.434% (5260/6016) 47/391 [=======>.........................................................] Step: 353ms | Tot: 16s961ms | Loss: 0.358 | Acc: 87.533% (5378/6144) 48/391 [=======>.........................................................] Step: 351ms | Tot: 17s312ms | Loss: 0.360 | Acc: 87.452% (5485/6272) 49/391 [========>........................................................] Step: 355ms | Tot: 17s668ms | Loss: 0.361 | Acc: 87.406% (5594/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s27ms | Loss: 0.361 | Acc: 87.362% (5703/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s396ms | Loss: 0.359 | Acc: 87.425% (5819/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 18s755ms | Loss: 0.358 | Acc: 87.485% (5935/6784) 53/391 [========>........................................................] Step: 352ms | Tot: 19s107ms | Loss: 0.355 | Acc: 87.587% (6054/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s466ms | Loss: 0.358 | Acc: 87.500% (6160/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 19s821ms | Loss: 0.357 | Acc: 87.542% (6275/7168) 56/391 [=========>.......................................................] Step: 348ms | Tot: 20s170ms | Loss: 0.357 | Acc: 87.500% (6384/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s528ms | Loss: 0.356 | Acc: 87.540% (6499/7424) 58/391 [=========>.......................................................] Step: 351ms | Tot: 20s879ms | Loss: 0.356 | Acc: 87.566% (6613/7552) 59/391 [=========>.......................................................] Step: 345ms | Tot: 21s225ms | Loss: 0.356 | Acc: 87.565% (6725/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 21s597ms | Loss: 0.354 | Acc: 87.654% (6844/7808) 61/391 [==========>......................................................] Step: 351ms | Tot: 21s949ms | Loss: 0.355 | Acc: 87.639% (6955/7936) 62/391 [==========>......................................................] Step: 350ms | Tot: 22s299ms | Loss: 0.356 | Acc: 87.574% (7062/8064) 63/391 [==========>......................................................] Step: 348ms | Tot: 22s647ms | Loss: 0.357 | Acc: 87.476% (7166/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s3ms | Loss: 0.357 | Acc: 87.476% (7278/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s366ms | Loss: 0.358 | Acc: 87.453% (7388/8448) 66/391 [==========>......................................................] Step: 359ms | Tot: 23s725ms | Loss: 0.358 | Acc: 87.465% (7501/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 24s81ms | Loss: 0.359 | Acc: 87.443% (7611/8704) 68/391 [===========>.....................................................] Step: 354ms | Tot: 24s436ms | Loss: 0.358 | Acc: 87.421% (7721/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 24s799ms | Loss: 0.356 | Acc: 87.478% (7838/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s157ms | Loss: 0.355 | Acc: 87.456% (7948/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 25s515ms | Loss: 0.355 | Acc: 87.478% (8062/9216) 72/391 [===========>.....................................................] Step: 350ms | Tot: 25s865ms | Loss: 0.356 | Acc: 87.425% (8169/9344) 73/391 [============>....................................................] Step: 355ms | Tot: 26s221ms | Loss: 0.354 | Acc: 87.500% (8288/9472) 74/391 [============>....................................................] Step: 354ms | Tot: 26s575ms | Loss: 0.354 | Acc: 87.479% (8398/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 26s933ms | Loss: 0.353 | Acc: 87.551% (8517/9728) 76/391 [============>....................................................] Step: 351ms | Tot: 27s284ms | Loss: 0.353 | Acc: 87.571% (8631/9856) 77/391 [============>....................................................] Step: 354ms | Tot: 27s638ms | Loss: 0.353 | Acc: 87.530% (8739/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s1ms | Loss: 0.353 | Acc: 87.520% (8850/10112) 79/391 [=============>...................................................] Step: 352ms | Tot: 28s354ms | Loss: 0.353 | Acc: 87.529% (8963/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 28s722ms | Loss: 0.353 | Acc: 87.548% (9077/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s79ms | Loss: 0.354 | Acc: 87.548% (9189/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s437ms | Loss: 0.355 | Acc: 87.500% (9296/10624) 83/391 [=============>...................................................] Step: 351ms | Tot: 29s789ms | Loss: 0.355 | Acc: 87.528% (9411/10752) 84/391 [=============>...................................................] Step: 353ms | Tot: 30s142ms | Loss: 0.355 | Acc: 87.518% (9522/10880) 85/391 [==============>..................................................] Step: 367ms | Tot: 30s510ms | Loss: 0.354 | Acc: 87.573% (9640/11008) 86/391 [==============>..................................................] Step: 354ms | Tot: 30s864ms | Loss: 0.353 | Acc: 87.626% (9758/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s224ms | Loss: 0.354 | Acc: 87.669% (9875/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 31s583ms | Loss: 0.355 | Acc: 87.658% (9986/11392) 89/391 [==============>..................................................] Step: 353ms | Tot: 31s937ms | Loss: 0.356 | Acc: 87.613% (10093/11520) 90/391 [==============>..................................................] Step: 356ms | Tot: 32s293ms | Loss: 0.359 | Acc: 87.543% (10197/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 32s655ms | Loss: 0.357 | Acc: 87.585% (10314/11776) 92/391 [===============>.................................................] Step: 353ms | Tot: 33s8ms | Loss: 0.357 | Acc: 87.601% (10428/11904) 93/391 [===============>.................................................] Step: 354ms | Tot: 33s363ms | Loss: 0.357 | Acc: 87.575% (10537/12032) 94/391 [===============>.................................................] Step: 369ms | Tot: 33s732ms | Loss: 0.358 | Acc: 87.541% (10645/12160) 95/391 [===============>.................................................] Step: 355ms | Tot: 34s88ms | Loss: 0.358 | Acc: 87.573% (10761/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 34s457ms | Loss: 0.358 | Acc: 87.524% (10867/12416) 97/391 [================>................................................] Step: 348ms | Tot: 34s805ms | Loss: 0.359 | Acc: 87.492% (10975/12544) 98/391 [================>................................................] Step: 345ms | Tot: 35s151ms | Loss: 0.359 | Acc: 87.516% (11090/12672) 99/391 [================>................................................] Step: 357ms | Tot: 35s509ms | Loss: 0.358 | Acc: 87.523% (11203/12800) 100/391 [================>................................................] Step: 356ms | Tot: 35s865ms | Loss: 0.360 | Acc: 87.508% (11313/12928) 101/391 [================>................................................] Step: 346ms | Tot: 36s211ms | Loss: 0.362 | Acc: 87.446% (11417/13056) 102/391 [================>................................................] Step: 350ms | Tot: 36s562ms | Loss: 0.362 | Acc: 87.432% (11527/13184) 103/391 [=================>...............................................] Step: 354ms | Tot: 36s917ms | Loss: 0.361 | Acc: 87.425% (11638/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 37s288ms | Loss: 0.361 | Acc: 87.411% (11748/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 37s655ms | Loss: 0.361 | Acc: 87.426% (11862/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s12ms | Loss: 0.362 | Acc: 87.390% (11969/13696) 107/391 [=================>...............................................] Step: 354ms | Tot: 38s366ms | Loss: 0.363 | Acc: 87.420% (12085/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 38s725ms | Loss: 0.363 | Acc: 87.385% (12192/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s90ms | Loss: 0.363 | Acc: 87.393% (12305/14080) 110/391 [==================>..............................................] Step: 372ms | Tot: 39s463ms | Loss: 0.363 | Acc: 87.359% (12412/14208) 111/391 [==================>..............................................] Step: 352ms | Tot: 39s815ms | Loss: 0.363 | Acc: 87.395% (12529/14336) 112/391 [==================>..............................................] Step: 352ms | Tot: 40s167ms | Loss: 0.363 | Acc: 87.389% (12640/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 40s529ms | Loss: 0.363 | Acc: 87.404% (12754/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 40s896ms | Loss: 0.364 | Acc: 87.357% (12859/14720) 115/391 [===================>.............................................] Step: 371ms | Tot: 41s267ms | Loss: 0.363 | Acc: 87.379% (12974/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 41s628ms | Loss: 0.363 | Acc: 87.380% (13086/14976) 117/391 [===================>.............................................] Step: 360ms | Tot: 41s988ms | Loss: 0.364 | Acc: 87.374% (13197/15104) 118/391 [===================>.............................................] Step: 353ms | Tot: 42s342ms | Loss: 0.364 | Acc: 87.369% (13308/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 42s697ms | Loss: 0.364 | Acc: 87.376% (13421/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s62ms | Loss: 0.365 | Acc: 87.351% (13529/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 43s427ms | Loss: 0.364 | Acc: 87.372% (13644/15616) 122/391 [====================>............................................] Step: 349ms | Tot: 43s777ms | Loss: 0.364 | Acc: 87.373% (13756/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s135ms | Loss: 0.365 | Acc: 87.342% (13863/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 44s498ms | Loss: 0.365 | Acc: 87.325% (13972/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 44s854ms | Loss: 0.364 | Acc: 87.320% (14083/16128) 126/391 [====================>............................................] Step: 352ms | Tot: 45s206ms | Loss: 0.364 | Acc: 87.315% (14194/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 45s564ms | Loss: 0.364 | Acc: 87.335% (14309/16384) 128/391 [=====================>...........................................] Step: 352ms | Tot: 45s917ms | Loss: 0.364 | Acc: 87.343% (14422/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 46s271ms | Loss: 0.363 | Acc: 87.398% (14543/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 46s636ms | Loss: 0.363 | Acc: 87.399% (14655/16768) 131/391 [=====================>...........................................] Step: 348ms | Tot: 46s985ms | Loss: 0.363 | Acc: 87.399% (14767/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 47s348ms | Loss: 0.364 | Acc: 87.394% (14878/17024) 133/391 [======================>..........................................] Step: 347ms | Tot: 47s696ms | Loss: 0.364 | Acc: 87.418% (14994/17152) 134/391 [======================>..........................................] Step: 353ms | Tot: 48s50ms | Loss: 0.364 | Acc: 87.407% (15104/17280) 135/391 [======================>..........................................] Step: 363ms | Tot: 48s413ms | Loss: 0.364 | Acc: 87.397% (15214/17408) 136/391 [======================>..........................................] Step: 352ms | Tot: 48s766ms | Loss: 0.364 | Acc: 87.409% (15328/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 49s124ms | Loss: 0.363 | Acc: 87.409% (15440/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 49s485ms | Loss: 0.364 | Acc: 87.410% (15552/17792) 139/391 [=======================>.........................................] Step: 353ms | Tot: 49s839ms | Loss: 0.363 | Acc: 87.394% (15661/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 50s194ms | Loss: 0.363 | Acc: 87.384% (15771/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 50s559ms | Loss: 0.364 | Acc: 87.384% (15883/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 50s916ms | Loss: 0.363 | Acc: 87.418% (16001/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 51s276ms | Loss: 0.363 | Acc: 87.413% (16112/18432) 144/391 [=======================>.........................................] Step: 350ms | Tot: 51s626ms | Loss: 0.363 | Acc: 87.419% (16225/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 51s986ms | Loss: 0.363 | Acc: 87.425% (16338/18688) 146/391 [========================>........................................] Step: 354ms | Tot: 52s341ms | Loss: 0.363 | Acc: 87.415% (16448/18816) 147/391 [========================>........................................] Step: 346ms | Tot: 52s688ms | Loss: 0.362 | Acc: 87.442% (16565/18944) 148/391 [========================>........................................] Step: 351ms | Tot: 53s39ms | Loss: 0.363 | Acc: 87.411% (16671/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 53s396ms | Loss: 0.363 | Acc: 87.411% (16783/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 53s760ms | Loss: 0.363 | Acc: 87.391% (16891/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 54s120ms | Loss: 0.363 | Acc: 87.387% (17002/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 54s480ms | Loss: 0.364 | Acc: 87.377% (17112/19584) 153/391 [=========================>.......................................] Step: 351ms | Tot: 54s832ms | Loss: 0.364 | Acc: 87.404% (17229/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s183ms | Loss: 0.363 | Acc: 87.399% (17340/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 55s543ms | Loss: 0.363 | Acc: 87.410% (17454/19968) 156/391 [=========================>.......................................] Step: 354ms | Tot: 55s898ms | Loss: 0.363 | Acc: 87.396% (17563/20096) 157/391 [==========================>......................................] Step: 348ms | Tot: 56s246ms | Loss: 0.363 | Acc: 87.411% (17678/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 56s608ms | Loss: 0.364 | Acc: 87.416% (17791/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 56s970ms | Loss: 0.363 | Acc: 87.427% (17905/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 57s332ms | Loss: 0.363 | Acc: 87.437% (18019/20608) 161/391 [==========================>......................................] Step: 352ms | Tot: 57s684ms | Loss: 0.363 | Acc: 87.437% (18131/20736) 162/391 [==========================>......................................] Step: 354ms | Tot: 58s38ms | Loss: 0.363 | Acc: 87.447% (18245/20864) 163/391 [===========================>.....................................] Step: 355ms | Tot: 58s394ms | Loss: 0.363 | Acc: 87.409% (18349/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 58s747ms | Loss: 0.364 | Acc: 87.391% (18457/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 59s107ms | Loss: 0.364 | Acc: 87.401% (18571/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 59s467ms | Loss: 0.364 | Acc: 87.406% (18684/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 59s825ms | Loss: 0.363 | Acc: 87.421% (18799/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m190ms | Loss: 0.363 | Acc: 87.440% (18915/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m553ms | Loss: 0.363 | Acc: 87.472% (19034/21760) 170/391 [============================>....................................] Step: 355ms | Tot: 1m909ms | Loss: 0.363 | Acc: 87.450% (19141/21888) 171/391 [============================>....................................] Step: 352ms | Tot: 1m1s | Loss: 0.363 | Acc: 87.459% (19255/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.363 | Acc: 87.446% (19364/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.363 | Acc: 87.460% (19479/22272) 174/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.362 | Acc: 87.487% (19597/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m2s | Loss: 0.362 | Acc: 87.478% (19707/22528) 176/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.363 | Acc: 87.456% (19814/22656) 177/391 [=============================>...................................] Step: 370ms | Tot: 1m3s | Loss: 0.362 | Acc: 87.469% (19929/22784) 178/391 [=============================>...................................] Step: 372ms | Tot: 1m3s | Loss: 0.362 | Acc: 87.461% (20039/22912) 179/391 [=============================>...................................] Step: 349ms | Tot: 1m4s | Loss: 0.362 | Acc: 87.474% (20154/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.363 | Acc: 87.453% (20261/23168) 181/391 [==============================>..................................] Step: 352ms | Tot: 1m4s | Loss: 0.363 | Acc: 87.461% (20375/23296) 182/391 [==============================>..................................] Step: 349ms | Tot: 1m5s | Loss: 0.364 | Acc: 87.419% (20477/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.364 | Acc: 87.398% (20584/23552) 184/391 [==============================>..................................] Step: 351ms | Tot: 1m5s | Loss: 0.364 | Acc: 87.390% (20694/23680) 185/391 [==============================>..................................] Step: 351ms | Tot: 1m6s | Loss: 0.365 | Acc: 87.382% (20804/23808) 186/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.364 | Acc: 87.404% (20921/23936) 187/391 [===============================>.................................] Step: 352ms | Tot: 1m6s | Loss: 0.365 | Acc: 87.392% (21030/24064) 188/391 [===============================>.................................] Step: 352ms | Tot: 1m7s | Loss: 0.365 | Acc: 87.359% (21134/24192) 189/391 [===============================>.................................] Step: 367ms | Tot: 1m7s | Loss: 0.365 | Acc: 87.360% (21246/24320) 190/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.365 | Acc: 87.365% (21359/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.365 | Acc: 87.378% (21474/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.364 | Acc: 87.383% (21587/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m9s | Loss: 0.364 | Acc: 87.379% (21698/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m9s | Loss: 0.364 | Acc: 87.384% (21811/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m9s | Loss: 0.364 | Acc: 87.380% (21922/25088) 196/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.364 | Acc: 87.373% (22032/25216) 197/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.364 | Acc: 87.378% (22145/25344) 198/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.364 | Acc: 87.394% (22261/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m11s | Loss: 0.363 | Acc: 87.418% (22379/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m11s | Loss: 0.364 | Acc: 87.407% (22488/25728) 201/391 [=================================>...............................] Step: 373ms | Tot: 1m12s | Loss: 0.364 | Acc: 87.415% (22602/25856) 202/391 [=================================>...............................] Step: 374ms | Tot: 1m12s | Loss: 0.364 | Acc: 87.415% (22714/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.364 | Acc: 87.412% (22825/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.364 | Acc: 87.386% (22930/26240) 205/391 [==================================>..............................] Step: 380ms | Tot: 1m13s | Loss: 0.365 | Acc: 87.363% (23036/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m13s | Loss: 0.365 | Acc: 87.372% (23150/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.364 | Acc: 87.387% (23266/26624) 208/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.365 | Acc: 87.373% (23374/26752) 209/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.365 | Acc: 87.374% (23486/26880) 210/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.364 | Acc: 87.374% (23598/27008) 211/391 [===================================>.............................] Step: 353ms | Tot: 1m15s | Loss: 0.365 | Acc: 87.360% (23706/27136) 212/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.361% (23818/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.372% (23933/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.362% (24042/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.364 | Acc: 87.381% (24159/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.365 | Acc: 87.356% (24264/27776) 217/391 [====================================>............................] Step: 349ms | Tot: 1m17s | Loss: 0.365 | Acc: 87.367% (24379/27904) 218/391 [====================================>............................] Step: 350ms | Tot: 1m18s | Loss: 0.365 | Acc: 87.357% (24488/28032) 219/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.366 | Acc: 87.340% (24595/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.366 | Acc: 87.323% (24702/28288) 221/391 [====================================>............................] Step: 349ms | Tot: 1m19s | Loss: 0.366 | Acc: 87.328% (24815/28416) 222/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.366 | Acc: 87.300% (24919/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m19s | Loss: 0.366 | Acc: 87.319% (25036/28672) 224/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.366 | Acc: 87.323% (25149/28800) 225/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.366 | Acc: 87.324% (25261/28928) 226/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.366 | Acc: 87.318% (25371/29056) 227/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.366 | Acc: 87.315% (25482/29184) 228/391 [=====================================>...........................] Step: 348ms | Tot: 1m21s | Loss: 0.367 | Acc: 87.309% (25592/29312) 229/391 [======================================>..........................] Step: 350ms | Tot: 1m22s | Loss: 0.368 | Acc: 87.293% (25699/29440) 230/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.368 | Acc: 87.290% (25810/29568) 231/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.368 | Acc: 87.258% (25912/29696) 232/391 [======================================>..........................] Step: 353ms | Tot: 1m23s | Loss: 0.368 | Acc: 87.275% (26029/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.368 | Acc: 87.273% (26140/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.368 | Acc: 87.257% (26247/30080) 235/391 [=======================================>.........................] Step: 354ms | Tot: 1m24s | Loss: 0.368 | Acc: 87.255% (26358/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m24s | Loss: 0.368 | Acc: 87.253% (26469/30336) 237/391 [=======================================>.........................] Step: 351ms | Tot: 1m24s | Loss: 0.369 | Acc: 87.237% (26576/30464) 238/391 [=======================================>.........................] Step: 351ms | Tot: 1m25s | Loss: 0.369 | Acc: 87.212% (26680/30592) 239/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.369 | Acc: 87.230% (26797/30720) 240/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.369 | Acc: 87.215% (26904/30848) 241/391 [========================================>........................] Step: 355ms | Tot: 1m26s | Loss: 0.370 | Acc: 87.197% (27010/30976) 242/391 [========================================>........................] Step: 351ms | Tot: 1m26s | Loss: 0.370 | Acc: 87.198% (27122/31104) 243/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.370 | Acc: 87.209% (27237/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.370 | Acc: 87.207% (27348/31360) 245/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.370 | Acc: 87.208% (27460/31488) 246/391 [========================================>........................] Step: 350ms | Tot: 1m28s | Loss: 0.370 | Acc: 87.203% (27570/31616) 247/391 [=========================================>.......................] Step: 354ms | Tot: 1m28s | Loss: 0.371 | Acc: 87.194% (27679/31744) 248/391 [=========================================>.......................] Step: 355ms | Tot: 1m28s | Loss: 0.371 | Acc: 87.164% (27781/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.371 | Acc: 87.181% (27898/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.371 | Acc: 87.179% (28009/32128) 251/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.371 | Acc: 87.178% (28120/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.371 | Acc: 87.173% (28230/32384) 253/391 [==========================================>......................] Step: 357ms | Tot: 1m30s | Loss: 0.370 | Acc: 87.183% (28345/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m30s | Loss: 0.371 | Acc: 87.178% (28455/32640) 255/391 [==========================================>......................] Step: 354ms | Tot: 1m31s | Loss: 0.370 | Acc: 87.201% (28574/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.370 | Acc: 87.211% (28689/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.370 | Acc: 87.212% (28801/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.370 | Acc: 87.204% (28910/33152) 259/391 [===========================================>.....................] Step: 355ms | Tot: 1m32s | Loss: 0.370 | Acc: 87.200% (29020/33280) 260/391 [===========================================>.....................] Step: 353ms | Tot: 1m33s | Loss: 0.370 | Acc: 87.192% (29129/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.370 | Acc: 87.172% (29234/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m33s | Loss: 0.370 | Acc: 87.170% (29345/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.371 | Acc: 87.169% (29456/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.370 | Acc: 87.182% (29572/33920) 265/391 [============================================>....................] Step: 354ms | Tot: 1m34s | Loss: 0.371 | Acc: 87.165% (29678/34048) 266/391 [============================================>....................] Step: 352ms | Tot: 1m35s | Loss: 0.370 | Acc: 87.169% (29791/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m35s | Loss: 0.371 | Acc: 87.153% (29897/34304) 268/391 [============================================>....................] Step: 351ms | Tot: 1m35s | Loss: 0.371 | Acc: 87.146% (30006/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.371 | Acc: 87.147% (30118/34560) 270/391 [============================================>....................] Step: 349ms | Tot: 1m36s | Loss: 0.371 | Acc: 87.140% (30227/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.371 | Acc: 87.141% (30339/34816) 272/391 [=============================================>...................] Step: 355ms | Tot: 1m37s | Loss: 0.370 | Acc: 87.151% (30454/34944) 273/391 [=============================================>...................] Step: 354ms | Tot: 1m37s | Loss: 0.370 | Acc: 87.149% (30565/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.370 | Acc: 87.148% (30676/35200) 275/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.370 | Acc: 87.149% (30788/35328) 276/391 [=============================================>...................] Step: 375ms | Tot: 1m38s | Loss: 0.370 | Acc: 87.156% (30902/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m39s | Loss: 0.370 | Acc: 87.163% (31016/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m39s | Loss: 0.370 | Acc: 87.167% (31129/35712) 279/391 [==============================================>..................] Step: 355ms | Tot: 1m39s | Loss: 0.370 | Acc: 87.157% (31237/35840) 280/391 [==============================================>..................] Step: 354ms | Tot: 1m40s | Loss: 0.370 | Acc: 87.152% (31347/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.371 | Acc: 87.143% (31455/36096) 282/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.370 | Acc: 87.155% (31571/36224) 283/391 [===============================================>.................] Step: 351ms | Tot: 1m41s | Loss: 0.371 | Acc: 87.137% (31676/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m41s | Loss: 0.370 | Acc: 87.141% (31789/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.370 | Acc: 87.156% (31906/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.370 | Acc: 87.160% (32019/36736) 287/391 [===============================================>.................] Step: 355ms | Tot: 1m42s | Loss: 0.370 | Acc: 87.169% (32134/36864) 288/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.370 | Acc: 87.167% (32245/36992) 289/391 [================================================>................] Step: 370ms | Tot: 1m43s | Loss: 0.370 | Acc: 87.171% (32358/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m43s | Loss: 0.370 | Acc: 87.186% (32475/37248) 291/391 [================================================>................] Step: 374ms | Tot: 1m44s | Loss: 0.370 | Acc: 87.190% (32588/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.370 | Acc: 87.199% (32703/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m44s | Loss: 0.370 | Acc: 87.194% (32813/37632) 294/391 [================================================>................] Step: 374ms | Tot: 1m45s | Loss: 0.370 | Acc: 87.211% (32931/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m45s | Loss: 0.370 | Acc: 87.210% (33042/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m46s | Loss: 0.370 | Acc: 87.216% (33156/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m46s | Loss: 0.370 | Acc: 87.209% (33265/38144) 298/391 [=================================================>...............] Step: 354ms | Tot: 1m46s | Loss: 0.371 | Acc: 87.197% (33372/38272) 299/391 [=================================================>...............] Step: 349ms | Tot: 1m47s | Loss: 0.371 | Acc: 87.195% (33483/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.371 | Acc: 87.207% (33599/38528) 301/391 [==================================================>..............] Step: 353ms | Tot: 1m47s | Loss: 0.371 | Acc: 87.210% (33712/38656) 302/391 [==================================================>..............] Step: 347ms | Tot: 1m48s | Loss: 0.371 | Acc: 87.196% (33818/38784) 303/391 [==================================================>..............] Step: 373ms | Tot: 1m48s | Loss: 0.371 | Acc: 87.194% (33929/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m48s | Loss: 0.371 | Acc: 87.200% (34043/39040) 305/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.371 | Acc: 87.191% (34151/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.371 | Acc: 87.197% (34265/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m49s | Loss: 0.371 | Acc: 87.201% (34378/39424) 308/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.371 | Acc: 87.204% (34491/39552) 309/391 [===================================================>.............] Step: 349ms | Tot: 1m50s | Loss: 0.371 | Acc: 87.205% (34603/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.199% (34712/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.202% (34825/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.195% (34934/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m52s | Loss: 0.371 | Acc: 87.211% (35052/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m52s | Loss: 0.371 | Acc: 87.215% (35165/40320) 315/391 [====================================================>............] Step: 353ms | Tot: 1m52s | Loss: 0.371 | Acc: 87.203% (35272/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.371 | Acc: 87.204% (35384/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m53s | Loss: 0.371 | Acc: 87.222% (35503/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.371 | Acc: 87.231% (35618/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m54s | Loss: 0.371 | Acc: 87.234% (35731/40960) 320/391 [=====================================================>...........] Step: 354ms | Tot: 1m54s | Loss: 0.371 | Acc: 87.237% (35844/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m54s | Loss: 0.371 | Acc: 87.214% (35946/41216) 322/391 [=====================================================>...........] Step: 355ms | Tot: 1m55s | Loss: 0.371 | Acc: 87.207% (36055/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.371 | Acc: 87.223% (36173/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.371 | Acc: 87.216% (36282/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m56s | Loss: 0.371 | Acc: 87.234% (36401/41728) 326/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.370 | Acc: 87.230% (36511/41856) 327/391 [======================================================>..........] Step: 356ms | Tot: 1m57s | Loss: 0.370 | Acc: 87.231% (36623/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m57s | Loss: 0.370 | Acc: 87.244% (36740/42112) 329/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.371 | Acc: 87.232% (36847/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.371 | Acc: 87.243% (36963/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 1m58s | Loss: 0.371 | Acc: 87.229% (37069/42496) 332/391 [=======================================================>.........] Step: 359ms | Tot: 1m58s | Loss: 0.371 | Acc: 87.223% (37178/42624) 333/391 [=======================================================>.........] Step: 353ms | Tot: 1m59s | Loss: 0.371 | Acc: 87.231% (37293/42752) 334/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.371 | Acc: 87.243% (37410/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.371 | Acc: 87.228% (37515/43008) 336/391 [=======================================================>.........] Step: 355ms | Tot: 2m354ms | Loss: 0.371 | Acc: 87.224% (37625/43136) 337/391 [========================================================>........] Step: 348ms | Tot: 2m702ms | Loss: 0.371 | Acc: 87.225% (37737/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.371 | Acc: 87.221% (37847/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m1s | Loss: 0.371 | Acc: 87.229% (37962/43520) 340/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.371 | Acc: 87.202% (38062/43648) 341/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.371 | Acc: 87.198% (38172/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.371 | Acc: 87.211% (38289/43904) 343/391 [=========================================================>.......] Step: 355ms | Tot: 2m2s | Loss: 0.371 | Acc: 87.212% (38401/44032) 344/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.371 | Acc: 87.224% (38518/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m3s | Loss: 0.371 | Acc: 87.227% (38631/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m3s | Loss: 0.372 | Acc: 87.223% (38741/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.372 | Acc: 87.217% (38850/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.371 | Acc: 87.229% (38967/44672) 349/391 [==========================================================>......] Step: 352ms | Tot: 2m5s | Loss: 0.372 | Acc: 87.221% (39075/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m5s | Loss: 0.372 | Acc: 87.220% (39186/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m5s | Loss: 0.372 | Acc: 87.243% (39308/45056) 352/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.371 | Acc: 87.252% (39424/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.371 | Acc: 87.244% (39532/45312) 354/391 [==========================================================>......] Step: 349ms | Tot: 2m6s | Loss: 0.372 | Acc: 87.240% (39642/45440) 355/391 [===========================================================>.....] Step: 351ms | Tot: 2m7s | Loss: 0.372 | Acc: 87.241% (39754/45568) 356/391 [===========================================================>.....] Step: 359ms | Tot: 2m7s | Loss: 0.372 | Acc: 87.246% (39868/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m7s | Loss: 0.372 | Acc: 87.249% (39981/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m8s | Loss: 0.372 | Acc: 87.239% (40088/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m8s | Loss: 0.371 | Acc: 87.242% (40201/46080) 360/391 [===========================================================>.....] Step: 374ms | Tot: 2m8s | Loss: 0.371 | Acc: 87.251% (40317/46208) 361/391 [============================================================>....] Step: 352ms | Tot: 2m9s | Loss: 0.371 | Acc: 87.247% (40427/46336) 362/391 [============================================================>....] Step: 354ms | Tot: 2m9s | Loss: 0.371 | Acc: 87.246% (40538/46464) 363/391 [============================================================>....] Step: 353ms | Tot: 2m10s | Loss: 0.372 | Acc: 87.240% (40647/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.371 | Acc: 87.252% (40764/46720) 365/391 [============================================================>....] Step: 348ms | Tot: 2m10s | Loss: 0.371 | Acc: 87.248% (40874/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.372 | Acc: 87.234% (40979/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m11s | Loss: 0.372 | Acc: 87.235% (41091/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m11s | Loss: 0.372 | Acc: 87.231% (41201/47232) 369/391 [=============================================================>...] Step: 354ms | Tot: 2m12s | Loss: 0.372 | Acc: 87.221% (41308/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.372 | Acc: 87.220% (41419/47488) 371/391 [=============================================================>...] Step: 351ms | Tot: 2m12s | Loss: 0.372 | Acc: 87.214% (41528/47616) 372/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.372 | Acc: 87.217% (41641/47744) 373/391 [==============================================================>..] Step: 371ms | Tot: 2m13s | Loss: 0.373 | Acc: 87.210% (41749/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m13s | Loss: 0.373 | Acc: 87.190% (41851/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m14s | Loss: 0.373 | Acc: 87.197% (41966/48128) 376/391 [==============================================================>..] Step: 349ms | Tot: 2m14s | Loss: 0.373 | Acc: 87.200% (42079/48256) 377/391 [==============================================================>..] Step: 351ms | Tot: 2m15s | Loss: 0.373 | Acc: 87.204% (42193/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.373 | Acc: 87.195% (42300/48512) 379/391 [===============================================================>.] Step: 350ms | Tot: 2m15s | Loss: 0.373 | Acc: 87.190% (42409/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m16s | Loss: 0.373 | Acc: 87.203% (42527/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m16s | Loss: 0.373 | Acc: 87.197% (42636/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m16s | Loss: 0.373 | Acc: 87.182% (42740/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m17s | Loss: 0.373 | Acc: 87.172% (42847/49152) 384/391 [===============================================================>.] Step: 377ms | Tot: 2m17s | Loss: 0.373 | Acc: 87.171% (42958/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m17s | Loss: 0.373 | Acc: 87.172% (43070/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m18s | Loss: 0.373 | Acc: 87.175% (43183/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m18s | Loss: 0.373 | Acc: 87.162% (43288/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.373 | Acc: 87.167% (43402/49792) 389/391 [================================================================>] Step: 357ms | Tot: 2m19s | Loss: 0.373 | Acc: 87.163% (43512/49920) 390/391 [================================================================>] Step: 329ms | Tot: 2m19s | Loss: 0.374 | Acc: 87.152% (43576/50000) 391/391 + [>................................................................] Step: 458ms | Tot: 2ms | Loss: 0.423 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.502 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 285ms | Tot: 584ms | Loss: 0.506 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 876ms | Loss: 0.529 | Acc: 83.000% (332/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s170ms | Loss: 0.551 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 285ms | Tot: 1s456ms | Loss: 0.500 | Acc: 84.000% (504/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s750ms | Loss: 0.504 | Acc: 83.429% (584/700) 7/100 [====>............................................................] Step: 291ms | Tot: 2s41ms | Loss: 0.537 | Acc: 82.500% (660/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s338ms | Loss: 0.558 | Acc: 82.111% (739/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s635ms | Loss: 0.546 | Acc: 82.300% (823/1000) 10/100 [======>..........................................................] Step: 292ms | Tot: 2s928ms | Loss: 0.543 | Acc: 82.182% (904/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s236ms | Loss: 0.537 | Acc: 82.417% (989/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s537ms | Loss: 0.531 | Acc: 82.615% (1074/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s838ms | Loss: 0.526 | Acc: 82.714% (1158/1400) 14/100 [=========>.......................................................] Step: 291ms | Tot: 4s129ms | Loss: 0.522 | Acc: 82.733% (1241/1500) 15/100 [=========>.......................................................] Step: 294ms | Tot: 4s423ms | Loss: 0.522 | Acc: 82.875% (1326/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s724ms | Loss: 0.525 | Acc: 82.882% (1409/1700) 17/100 [===========>.....................................................] Step: 296ms | Tot: 5s20ms | Loss: 0.525 | Acc: 83.056% (1495/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s333ms | Loss: 0.530 | Acc: 83.000% (1577/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s633ms | Loss: 0.538 | Acc: 82.550% (1651/2000) 20/100 [=============>...................................................] Step: 298ms | Tot: 5s932ms | Loss: 0.543 | Acc: 82.524% (1733/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s236ms | Loss: 0.538 | Acc: 82.682% (1819/2200) 22/100 [==============>..................................................] Step: 293ms | Tot: 6s530ms | Loss: 0.545 | Acc: 82.565% (1899/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 6s827ms | Loss: 0.542 | Acc: 82.667% (1984/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s129ms | Loss: 0.551 | Acc: 82.480% (2062/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s436ms | Loss: 0.558 | Acc: 82.423% (2143/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s737ms | Loss: 0.556 | Acc: 82.370% (2224/2700) 27/100 [=================>...............................................] Step: 294ms | Tot: 8s31ms | Loss: 0.552 | Acc: 82.393% (2307/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s340ms | Loss: 0.558 | Acc: 82.241% (2385/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s648ms | Loss: 0.559 | Acc: 82.200% (2466/3000) 30/100 [===================>.............................................] Step: 299ms | Tot: 8s947ms | Loss: 0.556 | Acc: 82.258% (2550/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s248ms | Loss: 0.553 | Acc: 82.312% (2634/3200) 32/100 [====================>............................................] Step: 292ms | Tot: 9s540ms | Loss: 0.552 | Acc: 82.182% (2712/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 9s840ms | Loss: 0.551 | Acc: 82.235% (2796/3400) 34/100 [======================>..........................................] Step: 299ms | Tot: 10s139ms | Loss: 0.553 | Acc: 82.200% (2877/3500) 35/100 [======================>..........................................] Step: 298ms | Tot: 10s438ms | Loss: 0.552 | Acc: 82.278% (2962/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s741ms | Loss: 0.553 | Acc: 82.297% (3045/3700) 37/100 [========================>........................................] Step: 298ms | Tot: 11s39ms | Loss: 0.554 | Acc: 82.211% (3124/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s341ms | Loss: 0.553 | Acc: 82.282% (3209/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s644ms | Loss: 0.553 | Acc: 82.275% (3291/4000) 40/100 [==========================>......................................] Step: 290ms | Tot: 11s934ms | Loss: 0.552 | Acc: 82.390% (3378/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s240ms | Loss: 0.552 | Acc: 82.500% (3465/4200) 42/100 [===========================>.....................................] Step: 292ms | Tot: 12s533ms | Loss: 0.547 | Acc: 82.628% (3553/4300) 43/100 [===========================>.....................................] Step: 296ms | Tot: 12s829ms | Loss: 0.546 | Acc: 82.727% (3640/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s130ms | Loss: 0.543 | Acc: 82.778% (3725/4500) 45/100 [=============================>...................................] Step: 311ms | Tot: 13s442ms | Loss: 0.541 | Acc: 82.783% (3808/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 13s748ms | Loss: 0.540 | Acc: 82.809% (3892/4700) 47/100 [==============================>..................................] Step: 308ms | Tot: 14s57ms | Loss: 0.543 | Acc: 82.708% (3970/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s366ms | Loss: 0.539 | Acc: 82.837% (4059/4900) 49/100 [===============================>.................................] Step: 300ms | Tot: 14s667ms | Loss: 0.541 | Acc: 82.740% (4137/5000) 50/100 [================================>................................] Step: 297ms | Tot: 14s965ms | Loss: 0.539 | Acc: 82.804% (4223/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s268ms | Loss: 0.540 | Acc: 82.846% (4308/5200) 52/100 [=================================>...............................] Step: 296ms | Tot: 15s565ms | Loss: 0.539 | Acc: 82.830% (4390/5300) 53/100 [==================================>..............................] Step: 300ms | Tot: 15s865ms | Loss: 0.538 | Acc: 82.833% (4473/5400) 54/100 [===================================>.............................] Step: 299ms | Tot: 16s164ms | Loss: 0.538 | Acc: 82.745% (4551/5500) 55/100 [===================================>.............................] Step: 301ms | Tot: 16s466ms | Loss: 0.540 | Acc: 82.768% (4635/5600) 56/100 [====================================>............................] Step: 299ms | Tot: 16s765ms | Loss: 0.540 | Acc: 82.754% (4717/5700) 57/100 [=====================================>...........................] Step: 299ms | Tot: 17s65ms | Loss: 0.538 | Acc: 82.862% (4806/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s369ms | Loss: 0.541 | Acc: 82.814% (4886/5900) 59/100 [======================================>..........................] Step: 297ms | Tot: 17s667ms | Loss: 0.541 | Acc: 82.800% (4968/6000) 60/100 [=======================================>.........................] Step: 295ms | Tot: 17s962ms | Loss: 0.540 | Acc: 82.787% (5050/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s272ms | Loss: 0.541 | Acc: 82.694% (5127/6200) 62/100 [========================================>........................] Step: 317ms | Tot: 18s590ms | Loss: 0.541 | Acc: 82.651% (5207/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 18s895ms | Loss: 0.539 | Acc: 82.688% (5292/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s200ms | Loss: 0.538 | Acc: 82.692% (5375/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s506ms | Loss: 0.538 | Acc: 82.682% (5457/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 19s811ms | Loss: 0.534 | Acc: 82.791% (5547/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s116ms | Loss: 0.534 | Acc: 82.765% (5628/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s425ms | Loss: 0.535 | Acc: 82.725% (5708/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 20s729ms | Loss: 0.537 | Acc: 82.671% (5787/7000) 70/100 [=============================================>...................] Step: 295ms | Tot: 21s25ms | Loss: 0.537 | Acc: 82.732% (5874/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s331ms | Loss: 0.536 | Acc: 82.778% (5960/7200) 72/100 [==============================================>..................] Step: 296ms | Tot: 21s628ms | Loss: 0.533 | Acc: 82.849% (6048/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 21s929ms | Loss: 0.532 | Acc: 82.878% (6133/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s238ms | Loss: 0.533 | Acc: 82.853% (6214/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s538ms | Loss: 0.533 | Acc: 82.882% (6299/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 22s845ms | Loss: 0.534 | Acc: 82.857% (6380/7700) 77/100 [==================================================>..............] Step: 314ms | Tot: 23s160ms | Loss: 0.535 | Acc: 82.833% (6461/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 23s471ms | Loss: 0.535 | Acc: 82.873% (6547/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 23s778ms | Loss: 0.536 | Acc: 82.825% (6626/8000) 80/100 [====================================================>............] Step: 301ms | Tot: 24s80ms | Loss: 0.535 | Acc: 82.852% (6711/8100) 81/100 [====================================================>............] Step: 299ms | Tot: 24s379ms | Loss: 0.533 | Acc: 82.866% (6795/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 24s684ms | Loss: 0.534 | Acc: 82.843% (6876/8300) 83/100 [=====================================================>...........] Step: 300ms | Tot: 24s984ms | Loss: 0.532 | Acc: 82.857% (6960/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s289ms | Loss: 0.534 | Acc: 82.835% (7041/8500) 85/100 [=======================================================>.........] Step: 310ms | Tot: 25s600ms | Loss: 0.535 | Acc: 82.814% (7122/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 25s898ms | Loss: 0.536 | Acc: 82.736% (7198/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s211ms | Loss: 0.536 | Acc: 82.739% (7281/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 26s509ms | Loss: 0.535 | Acc: 82.775% (7367/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 26s814ms | Loss: 0.536 | Acc: 82.767% (7449/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s117ms | Loss: 0.535 | Acc: 82.813% (7536/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 27s424ms | Loss: 0.533 | Acc: 82.870% (7624/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 27s735ms | Loss: 0.533 | Acc: 82.849% (7705/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s46ms | Loss: 0.534 | Acc: 82.851% (7788/9400) 94/100 [=============================================================>...] Step: 323ms | Tot: 28s369ms | Loss: 0.534 | Acc: 82.811% (7867/9500) 95/100 [=============================================================>...] Step: 316ms | Tot: 28s686ms | Loss: 0.533 | Acc: 82.833% (7952/9600) 96/100 [==============================================================>..] Step: 311ms | Tot: 28s997ms | Loss: 0.532 | Acc: 82.845% (8036/9700) 97/100 [===============================================================>.] Step: 320ms | Tot: 29s317ms | Loss: 0.532 | Acc: 82.857% (8120/9800) 98/100 [===============================================================>.] Step: 317ms | Tot: 29s635ms | Loss: 0.534 | Acc: 82.859% (8203/9900) 99/100 [================================================================>] Step: 313ms | Tot: 29s948ms | Loss: 0.535 | Acc: 82.860% (8286/10000) 100/100 + +Epoch: 84 + [>................................................................] Step: 588ms | Tot: 2ms | Loss: 0.449 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.341 | Acc: 86.719% (222/256) 2/391 [>................................................................] Step: 368ms | Tot: 751ms | Loss: 0.363 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 362ms | Tot: 1s114ms | Loss: 0.372 | Acc: 86.914% (445/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s476ms | Loss: 0.361 | Acc: 87.500% (560/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s837ms | Loss: 0.364 | Acc: 87.240% (670/768) 6/391 [>................................................................] Step: 356ms | Tot: 2s194ms | Loss: 0.362 | Acc: 87.277% (782/896) 7/391 [=>...............................................................] Step: 352ms | Tot: 2s546ms | Loss: 0.352 | Acc: 87.695% (898/1024) 8/391 [=>...............................................................] Step: 364ms | Tot: 2s911ms | Loss: 0.363 | Acc: 87.413% (1007/1152) 9/391 [=>...............................................................] Step: 354ms | Tot: 3s266ms | Loss: 0.366 | Acc: 87.188% (1116/1280) 10/391 [=>...............................................................] Step: 351ms | Tot: 3s617ms | Loss: 0.357 | Acc: 87.287% (1229/1408) 11/391 [=>...............................................................] Step: 349ms | Tot: 3s967ms | Loss: 0.349 | Acc: 87.500% (1344/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s327ms | Loss: 0.348 | Acc: 87.440% (1455/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s689ms | Loss: 0.351 | Acc: 87.277% (1564/1792) 14/391 [==>..............................................................] Step: 348ms | Tot: 5s37ms | Loss: 0.345 | Acc: 87.500% (1680/1920) 15/391 [==>..............................................................] Step: 349ms | Tot: 5s386ms | Loss: 0.339 | Acc: 87.793% (1798/2048) 16/391 [==>..............................................................] Step: 354ms | Tot: 5s741ms | Loss: 0.339 | Acc: 87.822% (1911/2176) 17/391 [==>..............................................................] Step: 347ms | Tot: 6s88ms | Loss: 0.340 | Acc: 87.717% (2021/2304) 18/391 [==>..............................................................] Step: 350ms | Tot: 6s439ms | Loss: 0.343 | Acc: 87.582% (2130/2432) 19/391 [===>.............................................................] Step: 353ms | Tot: 6s793ms | Loss: 0.348 | Acc: 87.227% (2233/2560) 20/391 [===>.............................................................] Step: 354ms | Tot: 7s147ms | Loss: 0.351 | Acc: 87.277% (2346/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s509ms | Loss: 0.348 | Acc: 87.464% (2463/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 7s879ms | Loss: 0.350 | Acc: 87.262% (2569/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s239ms | Loss: 0.346 | Acc: 87.435% (2686/3072) 24/391 [===>.............................................................] Step: 352ms | Tot: 8s591ms | Loss: 0.345 | Acc: 87.562% (2802/3200) 25/391 [====>............................................................] Step: 349ms | Tot: 8s941ms | Loss: 0.343 | Acc: 87.710% (2919/3328) 26/391 [====>............................................................] Step: 347ms | Tot: 9s288ms | Loss: 0.343 | Acc: 87.703% (3031/3456) 27/391 [====>............................................................] Step: 349ms | Tot: 9s637ms | Loss: 0.344 | Acc: 87.723% (3144/3584) 28/391 [====>............................................................] Step: 351ms | Tot: 9s989ms | Loss: 0.346 | Acc: 87.581% (3251/3712) 29/391 [====>............................................................] Step: 349ms | Tot: 10s339ms | Loss: 0.350 | Acc: 87.500% (3360/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 10s701ms | Loss: 0.348 | Acc: 87.525% (3473/3968) 31/391 [=====>...........................................................] Step: 354ms | Tot: 11s55ms | Loss: 0.347 | Acc: 87.598% (3588/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s414ms | Loss: 0.344 | Acc: 87.713% (3705/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 11s769ms | Loss: 0.347 | Acc: 87.615% (3813/4352) 34/391 [=====>...........................................................] Step: 350ms | Tot: 12s119ms | Loss: 0.347 | Acc: 87.589% (3924/4480) 35/391 [=====>...........................................................] Step: 353ms | Tot: 12s473ms | Loss: 0.348 | Acc: 87.522% (4033/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 12s838ms | Loss: 0.349 | Acc: 87.458% (4142/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s197ms | Loss: 0.352 | Acc: 87.418% (4252/4864) 38/391 [======>..........................................................] Step: 351ms | Tot: 13s549ms | Loss: 0.350 | Acc: 87.560% (4371/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 13s918ms | Loss: 0.348 | Acc: 87.559% (4483/5120) 40/391 [======>..........................................................] Step: 351ms | Tot: 14s269ms | Loss: 0.349 | Acc: 87.557% (4595/5248) 41/391 [======>..........................................................] Step: 352ms | Tot: 14s621ms | Loss: 0.348 | Acc: 87.630% (4711/5376) 42/391 [======>..........................................................] Step: 352ms | Tot: 14s974ms | Loss: 0.349 | Acc: 87.573% (4820/5504) 43/391 [=======>.........................................................] Step: 350ms | Tot: 15s324ms | Loss: 0.348 | Acc: 87.589% (4933/5632) 44/391 [=======>.........................................................] Step: 353ms | Tot: 15s678ms | Loss: 0.345 | Acc: 87.726% (5053/5760) 45/391 [=======>.........................................................] Step: 349ms | Tot: 16s28ms | Loss: 0.343 | Acc: 87.823% (5171/5888) 46/391 [=======>.........................................................] Step: 352ms | Tot: 16s380ms | Loss: 0.344 | Acc: 87.816% (5283/6016) 47/391 [=======>.........................................................] Step: 353ms | Tot: 16s734ms | Loss: 0.343 | Acc: 87.858% (5398/6144) 48/391 [=======>.........................................................] Step: 356ms | Tot: 17s91ms | Loss: 0.344 | Acc: 87.883% (5512/6272) 49/391 [========>........................................................] Step: 351ms | Tot: 17s443ms | Loss: 0.344 | Acc: 87.891% (5625/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 17s809ms | Loss: 0.342 | Acc: 87.960% (5742/6528) 51/391 [========>........................................................] Step: 374ms | Tot: 18s183ms | Loss: 0.342 | Acc: 87.921% (5852/6656) 52/391 [========>........................................................] Step: 353ms | Tot: 18s537ms | Loss: 0.343 | Acc: 87.839% (5959/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 18s896ms | Loss: 0.342 | Acc: 87.934% (6078/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s256ms | Loss: 0.343 | Acc: 87.969% (6193/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 19s615ms | Loss: 0.344 | Acc: 87.919% (6302/7168) 56/391 [=========>.......................................................] Step: 350ms | Tot: 19s965ms | Loss: 0.346 | Acc: 87.884% (6412/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s325ms | Loss: 0.346 | Acc: 87.904% (6526/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 20s682ms | Loss: 0.345 | Acc: 87.950% (6642/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s37ms | Loss: 0.345 | Acc: 87.943% (6754/7680) 60/391 [=========>.......................................................] Step: 357ms | Tot: 21s395ms | Loss: 0.344 | Acc: 87.948% (6867/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 21s753ms | Loss: 0.343 | Acc: 87.979% (6982/7936) 62/391 [==========>......................................................] Step: 350ms | Tot: 22s104ms | Loss: 0.346 | Acc: 87.946% (7092/8064) 63/391 [==========>......................................................] Step: 348ms | Tot: 22s452ms | Loss: 0.346 | Acc: 87.964% (7206/8192) 64/391 [==========>......................................................] Step: 371ms | Tot: 22s823ms | Loss: 0.344 | Acc: 88.005% (7322/8320) 65/391 [==========>......................................................] Step: 369ms | Tot: 23s193ms | Loss: 0.344 | Acc: 88.009% (7435/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 23s558ms | Loss: 0.343 | Acc: 88.036% (7550/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 23s917ms | Loss: 0.345 | Acc: 87.971% (7657/8704) 68/391 [===========>.....................................................] Step: 354ms | Tot: 24s271ms | Loss: 0.345 | Acc: 87.998% (7772/8832) 69/391 [===========>.....................................................] Step: 351ms | Tot: 24s623ms | Loss: 0.344 | Acc: 88.036% (7888/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 24s978ms | Loss: 0.345 | Acc: 87.984% (7996/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s331ms | Loss: 0.345 | Acc: 87.988% (8109/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 25s692ms | Loss: 0.345 | Acc: 87.982% (8221/9344) 73/391 [============>....................................................] Step: 352ms | Tot: 26s44ms | Loss: 0.345 | Acc: 87.975% (8333/9472) 74/391 [============>....................................................] Step: 349ms | Tot: 26s393ms | Loss: 0.345 | Acc: 87.938% (8442/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 26s760ms | Loss: 0.345 | Acc: 87.963% (8557/9728) 76/391 [============>....................................................] Step: 354ms | Tot: 27s115ms | Loss: 0.344 | Acc: 87.997% (8673/9856) 77/391 [============>....................................................] Step: 349ms | Tot: 27s464ms | Loss: 0.343 | Acc: 87.991% (8785/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 27s828ms | Loss: 0.344 | Acc: 87.955% (8894/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 28s191ms | Loss: 0.344 | Acc: 87.959% (9007/10240) 80/391 [=============>...................................................] Step: 347ms | Tot: 28s538ms | Loss: 0.345 | Acc: 87.895% (9113/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 28s896ms | Loss: 0.346 | Acc: 87.881% (9224/10496) 82/391 [=============>...................................................] Step: 353ms | Tot: 29s249ms | Loss: 0.346 | Acc: 87.933% (9342/10624) 83/391 [=============>...................................................] Step: 348ms | Tot: 29s598ms | Loss: 0.348 | Acc: 87.872% (9448/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 29s957ms | Loss: 0.347 | Acc: 87.914% (9565/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 30s317ms | Loss: 0.348 | Acc: 87.872% (9673/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 30s687ms | Loss: 0.347 | Acc: 87.895% (9788/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s52ms | Loss: 0.347 | Acc: 87.917% (9903/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 31s412ms | Loss: 0.348 | Acc: 87.913% (10015/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 31s776ms | Loss: 0.349 | Acc: 87.865% (10122/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s139ms | Loss: 0.349 | Acc: 87.861% (10234/11648) 91/391 [===============>.................................................] Step: 356ms | Tot: 32s495ms | Loss: 0.349 | Acc: 87.874% (10348/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 32s854ms | Loss: 0.350 | Acc: 87.853% (10458/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 33s214ms | Loss: 0.349 | Acc: 87.841% (10569/12032) 94/391 [===============>.................................................] Step: 350ms | Tot: 33s564ms | Loss: 0.349 | Acc: 87.796% (10676/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 33s923ms | Loss: 0.350 | Acc: 87.752% (10783/12288) 96/391 [===============>.................................................] Step: 351ms | Tot: 34s275ms | Loss: 0.350 | Acc: 87.750% (10895/12416) 97/391 [================>................................................] Step: 354ms | Tot: 34s629ms | Loss: 0.351 | Acc: 87.739% (11006/12544) 98/391 [================>................................................] Step: 353ms | Tot: 34s982ms | Loss: 0.350 | Acc: 87.729% (11117/12672) 99/391 [================>................................................] Step: 355ms | Tot: 35s338ms | Loss: 0.350 | Acc: 87.742% (11231/12800) 100/391 [================>................................................] Step: 365ms | Tot: 35s703ms | Loss: 0.349 | Acc: 87.763% (11346/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s57ms | Loss: 0.350 | Acc: 87.699% (11450/13056) 102/391 [================>................................................] Step: 363ms | Tot: 36s420ms | Loss: 0.350 | Acc: 87.690% (11561/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 36s782ms | Loss: 0.349 | Acc: 87.725% (11678/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s139ms | Loss: 0.349 | Acc: 87.701% (11787/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 37s499ms | Loss: 0.349 | Acc: 87.721% (11902/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 37s866ms | Loss: 0.351 | Acc: 87.668% (12007/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 38s223ms | Loss: 0.350 | Acc: 87.695% (12123/13824) 108/391 [=================>...............................................] Step: 345ms | Tot: 38s568ms | Loss: 0.349 | Acc: 87.708% (12237/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 38s931ms | Loss: 0.348 | Acc: 87.741% (12354/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 39s287ms | Loss: 0.349 | Acc: 87.697% (12460/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 39s645ms | Loss: 0.349 | Acc: 87.723% (12576/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s1ms | Loss: 0.349 | Acc: 87.763% (12694/14464) 113/391 [==================>..............................................] Step: 350ms | Tot: 40s351ms | Loss: 0.348 | Acc: 87.829% (12816/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 40s712ms | Loss: 0.348 | Acc: 87.806% (12925/14720) 115/391 [===================>.............................................] Step: 351ms | Tot: 41s63ms | Loss: 0.348 | Acc: 87.817% (13039/14848) 116/391 [===================>.............................................] Step: 348ms | Tot: 41s412ms | Loss: 0.348 | Acc: 87.807% (13150/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 41s769ms | Loss: 0.348 | Acc: 87.805% (13262/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 42s124ms | Loss: 0.349 | Acc: 87.809% (13375/15232) 119/391 [===================>.............................................] Step: 354ms | Tot: 42s479ms | Loss: 0.349 | Acc: 87.780% (13483/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 42s845ms | Loss: 0.350 | Acc: 87.752% (13591/15488) 121/391 [====================>............................................] Step: 352ms | Tot: 43s197ms | Loss: 0.350 | Acc: 87.750% (13703/15616) 122/391 [====================>............................................] Step: 351ms | Tot: 43s549ms | Loss: 0.349 | Acc: 87.773% (13819/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 43s916ms | Loss: 0.351 | Acc: 87.739% (13926/15872) 124/391 [====================>............................................] Step: 352ms | Tot: 44s269ms | Loss: 0.351 | Acc: 87.744% (14039/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 44s625ms | Loss: 0.351 | Acc: 87.742% (14151/16128) 126/391 [====================>............................................] Step: 353ms | Tot: 44s978ms | Loss: 0.351 | Acc: 87.740% (14263/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 45s336ms | Loss: 0.351 | Acc: 87.744% (14376/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 45s696ms | Loss: 0.351 | Acc: 87.742% (14488/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 46s54ms | Loss: 0.353 | Acc: 87.710% (14595/16640) 130/391 [=====================>...........................................] Step: 349ms | Tot: 46s403ms | Loss: 0.353 | Acc: 87.721% (14709/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 46s759ms | Loss: 0.353 | Acc: 87.713% (14820/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s114ms | Loss: 0.353 | Acc: 87.717% (14933/17024) 133/391 [======================>..........................................] Step: 345ms | Tot: 47s460ms | Loss: 0.353 | Acc: 87.722% (15046/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 47s821ms | Loss: 0.352 | Acc: 87.737% (15161/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 48s180ms | Loss: 0.351 | Acc: 87.753% (15276/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 48s537ms | Loss: 0.352 | Acc: 87.740% (15386/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 48s902ms | Loss: 0.351 | Acc: 87.749% (15500/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 49s260ms | Loss: 0.351 | Acc: 87.787% (15619/17792) 139/391 [=======================>.........................................] Step: 349ms | Tot: 49s609ms | Loss: 0.351 | Acc: 87.779% (15730/17920) 140/391 [=======================>.........................................] Step: 348ms | Tot: 49s958ms | Loss: 0.352 | Acc: 87.766% (15840/18048) 141/391 [=======================>.........................................] Step: 349ms | Tot: 50s307ms | Loss: 0.352 | Acc: 87.786% (15956/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 50s662ms | Loss: 0.352 | Acc: 87.751% (16062/18304) 143/391 [=======================>.........................................] Step: 346ms | Tot: 51s9ms | Loss: 0.352 | Acc: 87.733% (16171/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 51s367ms | Loss: 0.353 | Acc: 87.716% (16280/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 51s727ms | Loss: 0.353 | Acc: 87.741% (16397/18688) 146/391 [========================>........................................] Step: 347ms | Tot: 52s74ms | Loss: 0.352 | Acc: 87.760% (16513/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 52s436ms | Loss: 0.351 | Acc: 87.780% (16629/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 52s801ms | Loss: 0.352 | Acc: 87.731% (16732/19072) 149/391 [========================>........................................] Step: 350ms | Tot: 53s151ms | Loss: 0.352 | Acc: 87.771% (16852/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 53s507ms | Loss: 0.353 | Acc: 87.728% (16956/19328) 151/391 [=========================>.......................................] Step: 352ms | Tot: 53s859ms | Loss: 0.353 | Acc: 87.711% (17065/19456) 152/391 [=========================>.......................................] Step: 355ms | Tot: 54s215ms | Loss: 0.353 | Acc: 87.699% (17175/19584) 153/391 [=========================>.......................................] Step: 354ms | Tot: 54s569ms | Loss: 0.354 | Acc: 87.672% (17282/19712) 154/391 [=========================>.......................................] Step: 361ms | Tot: 54s931ms | Loss: 0.355 | Acc: 87.641% (17388/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 55s287ms | Loss: 0.355 | Acc: 87.610% (17494/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 55s648ms | Loss: 0.356 | Acc: 87.609% (17606/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 56s5ms | Loss: 0.357 | Acc: 87.584% (17713/20224) 158/391 [==========================>......................................] Step: 355ms | Tot: 56s360ms | Loss: 0.356 | Acc: 87.598% (17828/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 56s717ms | Loss: 0.356 | Acc: 87.612% (17943/20480) 160/391 [==========================>......................................] Step: 350ms | Tot: 57s67ms | Loss: 0.356 | Acc: 87.612% (18055/20608) 161/391 [==========================>......................................] Step: 347ms | Tot: 57s415ms | Loss: 0.356 | Acc: 87.601% (18165/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 57s771ms | Loss: 0.356 | Acc: 87.610% (18279/20864) 163/391 [===========================>.....................................] Step: 350ms | Tot: 58s122ms | Loss: 0.357 | Acc: 87.576% (18384/20992) 164/391 [===========================>.....................................] Step: 352ms | Tot: 58s474ms | Loss: 0.357 | Acc: 87.562% (18493/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 58s846ms | Loss: 0.357 | Acc: 87.571% (18607/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 59s207ms | Loss: 0.358 | Acc: 87.542% (18713/21376) 167/391 [===========================>.....................................] Step: 351ms | Tot: 59s559ms | Loss: 0.359 | Acc: 87.533% (18823/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 59s915ms | Loss: 0.359 | Acc: 87.518% (18932/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m274ms | Loss: 0.360 | Acc: 87.509% (19042/21760) 170/391 [============================>....................................] Step: 346ms | Tot: 1m620ms | Loss: 0.360 | Acc: 87.527% (19158/21888) 171/391 [============================>....................................] Step: 351ms | Tot: 1m972ms | Loss: 0.360 | Acc: 87.532% (19271/22016) 172/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.360 | Acc: 87.527% (19382/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.360 | Acc: 87.518% (19492/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.360 | Acc: 87.540% (19609/22400) 175/391 [=============================>...................................] Step: 356ms | Tot: 1m2s | Loss: 0.360 | Acc: 87.527% (19718/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m2s | Loss: 0.360 | Acc: 87.531% (19831/22656) 177/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.360 | Acc: 87.526% (19942/22784) 178/391 [=============================>...................................] Step: 353ms | Tot: 1m3s | Loss: 0.360 | Acc: 87.544% (20058/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.359 | Acc: 87.548% (20171/23040) 180/391 [=============================>...................................] Step: 349ms | Tot: 1m4s | Loss: 0.359 | Acc: 87.530% (20279/23168) 181/391 [==============================>..................................] Step: 349ms | Tot: 1m4s | Loss: 0.359 | Acc: 87.547% (20395/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m4s | Loss: 0.360 | Acc: 87.517% (20500/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.359 | Acc: 87.525% (20614/23552) 184/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.359 | Acc: 87.530% (20727/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m5s | Loss: 0.360 | Acc: 87.525% (20838/23808) 186/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.360 | Acc: 87.508% (20946/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m6s | Loss: 0.360 | Acc: 87.521% (21061/24064) 188/391 [===============================>.................................] Step: 344ms | Tot: 1m7s | Loss: 0.360 | Acc: 87.533% (21176/24192) 189/391 [===============================>.................................] Step: 348ms | Tot: 1m7s | Loss: 0.360 | Acc: 87.537% (21289/24320) 190/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.360 | Acc: 87.525% (21398/24448) 191/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.361 | Acc: 87.500% (21504/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.361 | Acc: 87.492% (21614/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m8s | Loss: 0.361 | Acc: 87.500% (21728/24832) 194/391 [================================>................................] Step: 356ms | Tot: 1m9s | Loss: 0.362 | Acc: 87.492% (21838/24960) 195/391 [================================>................................] Step: 350ms | Tot: 1m9s | Loss: 0.362 | Acc: 87.468% (21944/25088) 196/391 [================================>................................] Step: 355ms | Tot: 1m9s | Loss: 0.363 | Acc: 87.460% (22054/25216) 197/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.363 | Acc: 87.453% (22164/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.363 | Acc: 87.473% (22281/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m10s | Loss: 0.363 | Acc: 87.465% (22391/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m11s | Loss: 0.363 | Acc: 87.453% (22500/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m11s | Loss: 0.363 | Acc: 87.454% (22612/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.363 | Acc: 87.454% (22724/25984) 203/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.363 | Acc: 87.454% (22836/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.364 | Acc: 87.439% (22944/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m13s | Loss: 0.363 | Acc: 87.443% (23057/26368) 206/391 [==================================>..............................] Step: 345ms | Tot: 1m13s | Loss: 0.363 | Acc: 87.447% (23170/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m13s | Loss: 0.364 | Acc: 87.421% (23275/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.365 | Acc: 87.392% (23379/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.365 | Acc: 87.362% (23483/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m14s | Loss: 0.365 | Acc: 87.356% (23593/27008) 211/391 [===================================>.............................] Step: 354ms | Tot: 1m15s | Loss: 0.366 | Acc: 87.345% (23702/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m15s | Loss: 0.366 | Acc: 87.331% (23810/27264) 213/391 [===================================>.............................] Step: 351ms | Tot: 1m15s | Loss: 0.365 | Acc: 87.350% (23927/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.347% (24038/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.365 | Acc: 87.355% (24152/27648) 216/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.365 | Acc: 87.367% (24267/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m17s | Loss: 0.365 | Acc: 87.360% (24377/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m17s | Loss: 0.366 | Acc: 87.336% (24482/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.366 | Acc: 87.347% (24597/28160) 220/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.365 | Acc: 87.355% (24711/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m18s | Loss: 0.365 | Acc: 87.359% (24824/28416) 222/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.365 | Acc: 87.356% (24935/28544) 223/391 [=====================================>...........................] Step: 350ms | Tot: 1m19s | Loss: 0.365 | Acc: 87.350% (25045/28672) 224/391 [=====================================>...........................] Step: 355ms | Tot: 1m19s | Loss: 0.366 | Acc: 87.340% (25154/28800) 225/391 [=====================================>...........................] Step: 351ms | Tot: 1m20s | Loss: 0.366 | Acc: 87.355% (25270/28928) 226/391 [=====================================>...........................] Step: 350ms | Tot: 1m20s | Loss: 0.365 | Acc: 87.373% (25387/29056) 227/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.366 | Acc: 87.370% (25498/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.366 | Acc: 87.360% (25607/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m21s | Loss: 0.365 | Acc: 87.368% (25721/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.365 | Acc: 87.365% (25832/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m22s | Loss: 0.365 | Acc: 87.375% (25947/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m22s | Loss: 0.366 | Acc: 87.383% (26061/29824) 233/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.366 | Acc: 87.373% (26170/29952) 234/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.366 | Acc: 87.374% (26282/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m23s | Loss: 0.365 | Acc: 87.381% (26396/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m24s | Loss: 0.366 | Acc: 87.368% (26504/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m24s | Loss: 0.365 | Acc: 87.385% (26621/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m24s | Loss: 0.365 | Acc: 87.376% (26730/30592) 239/391 [=======================================>.........................] Step: 349ms | Tot: 1m25s | Loss: 0.365 | Acc: 87.389% (26846/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.365 | Acc: 87.406% (26963/30848) 241/391 [========================================>........................] Step: 355ms | Tot: 1m25s | Loss: 0.365 | Acc: 87.381% (27067/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m26s | Loss: 0.366 | Acc: 87.378% (27178/31104) 243/391 [========================================>........................] Step: 356ms | Tot: 1m26s | Loss: 0.366 | Acc: 87.372% (27288/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.366 | Acc: 87.369% (27399/31360) 245/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.367 | Acc: 87.351% (27505/31488) 246/391 [========================================>........................] Step: 370ms | Tot: 1m27s | Loss: 0.367 | Acc: 87.323% (27608/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m28s | Loss: 0.367 | Acc: 87.314% (27717/31744) 248/391 [=========================================>.......................] Step: 347ms | Tot: 1m28s | Loss: 0.368 | Acc: 87.309% (27827/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m28s | Loss: 0.368 | Acc: 87.312% (27940/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.368 | Acc: 87.316% (28053/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.368 | Acc: 87.305% (28161/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m29s | Loss: 0.369 | Acc: 87.290% (28268/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m30s | Loss: 0.370 | Acc: 87.269% (28373/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m30s | Loss: 0.370 | Acc: 87.267% (28484/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m30s | Loss: 0.370 | Acc: 87.256% (28592/32768) 256/391 [==========================================>......................] Step: 349ms | Tot: 1m31s | Loss: 0.370 | Acc: 87.260% (28705/32896) 257/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.370 | Acc: 87.261% (28817/33024) 258/391 [==========================================>......................] Step: 348ms | Tot: 1m32s | Loss: 0.371 | Acc: 87.241% (28922/33152) 259/391 [===========================================>.....................] Step: 346ms | Tot: 1m32s | Loss: 0.371 | Acc: 87.224% (29028/33280) 260/391 [===========================================>.....................] Step: 355ms | Tot: 1m32s | Loss: 0.371 | Acc: 87.234% (29143/33408) 261/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.371 | Acc: 87.232% (29254/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.372 | Acc: 87.212% (29359/33664) 263/391 [===========================================>.....................] Step: 354ms | Tot: 1m33s | Loss: 0.371 | Acc: 87.216% (29472/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.371 | Acc: 87.214% (29583/33920) 265/391 [============================================>....................] Step: 353ms | Tot: 1m34s | Loss: 0.371 | Acc: 87.212% (29694/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m34s | Loss: 0.371 | Acc: 87.213% (29806/34176) 267/391 [============================================>....................] Step: 364ms | Tot: 1m35s | Loss: 0.371 | Acc: 87.191% (29910/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m35s | Loss: 0.372 | Acc: 87.175% (30016/34432) 269/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.372 | Acc: 87.167% (30125/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.371 | Acc: 87.168% (30237/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m36s | Loss: 0.371 | Acc: 87.170% (30349/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m37s | Loss: 0.372 | Acc: 87.159% (30457/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m37s | Loss: 0.371 | Acc: 87.166% (30571/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m37s | Loss: 0.372 | Acc: 87.148% (30676/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.372 | Acc: 87.129% (30781/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.372 | Acc: 87.147% (30899/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m38s | Loss: 0.372 | Acc: 87.135% (31006/35584) 278/391 [==============================================>..................] Step: 353ms | Tot: 1m39s | Loss: 0.372 | Acc: 87.119% (31112/35712) 279/391 [==============================================>..................] Step: 349ms | Tot: 1m39s | Loss: 0.372 | Acc: 87.134% (31229/35840) 280/391 [==============================================>..................] Step: 353ms | Tot: 1m39s | Loss: 0.371 | Acc: 87.147% (31345/35968) 281/391 [==============================================>..................] Step: 350ms | Tot: 1m40s | Loss: 0.371 | Acc: 87.154% (31459/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.371 | Acc: 87.160% (31573/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m40s | Loss: 0.371 | Acc: 87.164% (31686/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m41s | Loss: 0.371 | Acc: 87.168% (31799/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m41s | Loss: 0.371 | Acc: 87.169% (31911/36608) 286/391 [===============================================>.................] Step: 348ms | Tot: 1m42s | Loss: 0.371 | Acc: 87.176% (32025/36736) 287/391 [===============================================>.................] Step: 354ms | Tot: 1m42s | Loss: 0.371 | Acc: 87.183% (32139/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m42s | Loss: 0.371 | Acc: 87.165% (32244/36992) 289/391 [================================================>................] Step: 384ms | Tot: 1m43s | Loss: 0.371 | Acc: 87.166% (32356/37120) 290/391 [================================================>................] Step: 377ms | Tot: 1m43s | Loss: 0.371 | Acc: 87.175% (32471/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m43s | Loss: 0.371 | Acc: 87.182% (32585/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m44s | Loss: 0.371 | Acc: 87.177% (32695/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.371 | Acc: 87.173% (32805/37632) 294/391 [================================================>................] Step: 350ms | Tot: 1m44s | Loss: 0.371 | Acc: 87.182% (32920/37760) 295/391 [=================================================>...............] Step: 352ms | Tot: 1m45s | Loss: 0.371 | Acc: 87.183% (33032/37888) 296/391 [=================================================>...............] Step: 352ms | Tot: 1m45s | Loss: 0.371 | Acc: 87.187% (33145/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m45s | Loss: 0.371 | Acc: 87.170% (33250/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m46s | Loss: 0.371 | Acc: 87.173% (33363/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m46s | Loss: 0.372 | Acc: 87.154% (33467/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.372 | Acc: 87.139% (33573/38528) 301/391 [==================================================>..............] Step: 355ms | Tot: 1m47s | Loss: 0.372 | Acc: 87.135% (33683/38656) 302/391 [==================================================>..............] Step: 371ms | Tot: 1m47s | Loss: 0.372 | Acc: 87.139% (33796/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.372 | Acc: 87.153% (33913/38912) 304/391 [==================================================>..............] Step: 355ms | Tot: 1m48s | Loss: 0.372 | Acc: 87.154% (34025/39040) 305/391 [==================================================>..............] Step: 373ms | Tot: 1m48s | Loss: 0.372 | Acc: 87.148% (34134/39168) 306/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.372 | Acc: 87.134% (34240/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m49s | Loss: 0.372 | Acc: 87.130% (34350/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m49s | Loss: 0.372 | Acc: 87.136% (34464/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m50s | Loss: 0.372 | Acc: 87.142% (34578/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m50s | Loss: 0.372 | Acc: 87.146% (34691/39808) 311/391 [===================================================>.............] Step: 346ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.119% (34792/39936) 312/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.126% (34906/40064) 313/391 [====================================================>............] Step: 355ms | Tot: 1m51s | Loss: 0.372 | Acc: 87.124% (35017/40192) 314/391 [====================================================>............] Step: 343ms | Tot: 1m52s | Loss: 0.372 | Acc: 87.111% (35123/40320) 315/391 [====================================================>............] Step: 352ms | Tot: 1m52s | Loss: 0.372 | Acc: 87.114% (35236/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m52s | Loss: 0.372 | Acc: 87.086% (35336/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.372 | Acc: 87.102% (35454/40704) 318/391 [====================================================>............] Step: 350ms | Tot: 1m53s | Loss: 0.372 | Acc: 87.091% (35561/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m53s | Loss: 0.372 | Acc: 87.095% (35674/40960) 320/391 [=====================================================>...........] Step: 350ms | Tot: 1m54s | Loss: 0.372 | Acc: 87.106% (35790/41088) 321/391 [=====================================================>...........] Step: 352ms | Tot: 1m54s | Loss: 0.372 | Acc: 87.109% (35903/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m54s | Loss: 0.372 | Acc: 87.120% (36019/41344) 323/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.372 | Acc: 87.133% (36136/41472) 324/391 [=====================================================>...........] Step: 350ms | Tot: 1m55s | Loss: 0.372 | Acc: 87.130% (36246/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.372 | Acc: 87.136% (36360/41728) 326/391 [======================================================>..........] Step: 355ms | Tot: 1m56s | Loss: 0.372 | Acc: 87.142% (36474/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m56s | Loss: 0.372 | Acc: 87.140% (36585/41984) 328/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.372 | Acc: 87.151% (36701/42112) 329/391 [======================================================>..........] Step: 350ms | Tot: 1m57s | Loss: 0.372 | Acc: 87.150% (36812/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 1m57s | Loss: 0.372 | Acc: 87.155% (36926/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 1m58s | Loss: 0.372 | Acc: 87.159% (37039/42496) 332/391 [=======================================================>.........] Step: 353ms | Tot: 1m58s | Loss: 0.372 | Acc: 87.167% (37154/42624) 333/391 [=======================================================>.........] Step: 351ms | Tot: 1m58s | Loss: 0.372 | Acc: 87.158% (37262/42752) 334/391 [=======================================================>.........] Step: 356ms | Tot: 1m59s | Loss: 0.372 | Acc: 87.134% (37363/42880) 335/391 [=======================================================>.........] Step: 351ms | Tot: 1m59s | Loss: 0.373 | Acc: 87.116% (37467/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 1m59s | Loss: 0.373 | Acc: 87.122% (37581/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m310ms | Loss: 0.372 | Acc: 87.123% (37693/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m670ms | Loss: 0.372 | Acc: 87.115% (37801/43392) 339/391 [========================================================>........] Step: 346ms | Tot: 2m1s | Loss: 0.372 | Acc: 87.114% (37912/43520) 340/391 [========================================================>........] Step: 347ms | Tot: 2m1s | Loss: 0.373 | Acc: 87.113% (38023/43648) 341/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.373 | Acc: 87.105% (38131/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.373 | Acc: 87.113% (38246/43904) 343/391 [=========================================================>.......] Step: 351ms | Tot: 2m2s | Loss: 0.372 | Acc: 87.123% (38362/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m2s | Loss: 0.373 | Acc: 87.111% (38468/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m3s | Loss: 0.372 | Acc: 87.123% (38585/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m3s | Loss: 0.372 | Acc: 87.129% (38699/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m3s | Loss: 0.372 | Acc: 87.127% (38810/44544) 348/391 [=========================================================>.......] Step: 353ms | Tot: 2m4s | Loss: 0.372 | Acc: 87.128% (38922/44672) 349/391 [==========================================================>......] Step: 354ms | Tot: 2m4s | Loss: 0.372 | Acc: 87.129% (39034/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m4s | Loss: 0.372 | Acc: 87.128% (39145/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m5s | Loss: 0.372 | Acc: 87.116% (39251/45056) 352/391 [==========================================================>......] Step: 354ms | Tot: 2m5s | Loss: 0.372 | Acc: 87.126% (39367/45184) 353/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.372 | Acc: 87.103% (39468/45312) 354/391 [==========================================================>......] Step: 354ms | Tot: 2m6s | Loss: 0.372 | Acc: 87.106% (39581/45440) 355/391 [===========================================================>.....] Step: 351ms | Tot: 2m6s | Loss: 0.372 | Acc: 87.101% (39690/45568) 356/391 [===========================================================>.....] Step: 353ms | Tot: 2m7s | Loss: 0.372 | Acc: 87.110% (39806/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m7s | Loss: 0.372 | Acc: 87.105% (39915/45824) 358/391 [===========================================================>.....] Step: 371ms | Tot: 2m7s | Loss: 0.372 | Acc: 87.104% (40026/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.372 | Acc: 87.096% (40134/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m8s | Loss: 0.372 | Acc: 87.093% (40244/46208) 361/391 [============================================================>....] Step: 373ms | Tot: 2m8s | Loss: 0.372 | Acc: 87.090% (40354/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m9s | Loss: 0.372 | Acc: 87.095% (40468/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m9s | Loss: 0.372 | Acc: 87.088% (40576/46592) 364/391 [============================================================>....] Step: 352ms | Tot: 2m9s | Loss: 0.372 | Acc: 87.074% (40681/46720) 365/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.372 | Acc: 87.079% (40795/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.372 | Acc: 87.083% (40908/46976) 367/391 [=============================================================>...] Step: 353ms | Tot: 2m11s | Loss: 0.372 | Acc: 87.071% (41014/47104) 368/391 [=============================================================>...] Step: 348ms | Tot: 2m11s | Loss: 0.372 | Acc: 87.077% (41128/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m11s | Loss: 0.372 | Acc: 87.080% (41241/47360) 370/391 [=============================================================>...] Step: 352ms | Tot: 2m12s | Loss: 0.372 | Acc: 87.079% (41352/47488) 371/391 [=============================================================>...] Step: 349ms | Tot: 2m12s | Loss: 0.372 | Acc: 87.076% (41462/47616) 372/391 [=============================================================>...] Step: 378ms | Tot: 2m12s | Loss: 0.372 | Acc: 87.069% (41570/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m13s | Loss: 0.372 | Acc: 87.078% (41686/47872) 374/391 [==============================================================>..] Step: 347ms | Tot: 2m13s | Loss: 0.372 | Acc: 87.075% (41796/48000) 375/391 [==============================================================>..] Step: 354ms | Tot: 2m13s | Loss: 0.372 | Acc: 87.070% (41905/48128) 376/391 [==============================================================>..] Step: 351ms | Tot: 2m14s | Loss: 0.372 | Acc: 87.073% (42018/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m14s | Loss: 0.372 | Acc: 87.083% (42134/48384) 378/391 [==============================================================>..] Step: 350ms | Tot: 2m14s | Loss: 0.372 | Acc: 87.082% (42245/48512) 379/391 [===============================================================>.] Step: 351ms | Tot: 2m15s | Loss: 0.371 | Acc: 87.095% (42363/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m15s | Loss: 0.372 | Acc: 87.094% (42474/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m16s | Loss: 0.372 | Acc: 87.095% (42586/48896) 382/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.372 | Acc: 87.088% (42694/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.371 | Acc: 87.103% (42813/49152) 384/391 [===============================================================>.] Step: 347ms | Tot: 2m17s | Loss: 0.371 | Acc: 87.112% (42929/49280) 385/391 [================================================================>] Step: 349ms | Tot: 2m17s | Loss: 0.371 | Acc: 87.107% (43038/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m17s | Loss: 0.371 | Acc: 87.110% (43151/49536) 387/391 [================================================================>] Step: 367ms | Tot: 2m18s | Loss: 0.371 | Acc: 87.105% (43260/49664) 388/391 [================================================================>] Step: 344ms | Tot: 2m18s | Loss: 0.371 | Acc: 87.108% (43373/49792) 389/391 [================================================================>] Step: 349ms | Tot: 2m18s | Loss: 0.371 | Acc: 87.113% (43487/49920) 390/391 [================================================================>] Step: 362ms | Tot: 2m19s | Loss: 0.371 | Acc: 87.114% (43557/50000) 391/391 + [>................................................................] Step: 481ms | Tot: 2ms | Loss: 0.655 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 292ms | Tot: 294ms | Loss: 0.600 | Acc: 82.000% (164/200) 2/100 [=>...............................................................] Step: 290ms | Tot: 585ms | Loss: 0.602 | Acc: 83.000% (249/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 878ms | Loss: 0.588 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s174ms | Loss: 0.591 | Acc: 81.600% (408/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s467ms | Loss: 0.548 | Acc: 83.167% (499/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s761ms | Loss: 0.557 | Acc: 82.714% (579/700) 7/100 [====>............................................................] Step: 314ms | Tot: 2s75ms | Loss: 0.577 | Acc: 82.125% (657/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s385ms | Loss: 0.572 | Acc: 82.444% (742/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s687ms | Loss: 0.580 | Acc: 81.900% (819/1000) 10/100 [======>..........................................................] Step: 313ms | Tot: 3s | Loss: 0.583 | Acc: 81.818% (900/1100) 11/100 [=======>.........................................................] Step: 314ms | Tot: 3s315ms | Loss: 0.596 | Acc: 81.583% (979/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s620ms | Loss: 0.587 | Acc: 81.615% (1061/1300) 13/100 [========>........................................................] Step: 311ms | Tot: 3s931ms | Loss: 0.575 | Acc: 81.786% (1145/1400) 14/100 [=========>.......................................................] Step: 295ms | Tot: 4s227ms | Loss: 0.572 | Acc: 81.867% (1228/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s529ms | Loss: 0.579 | Acc: 81.625% (1306/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s833ms | Loss: 0.573 | Acc: 81.824% (1391/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s145ms | Loss: 0.579 | Acc: 81.722% (1471/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s454ms | Loss: 0.587 | Acc: 81.579% (1550/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s754ms | Loss: 0.598 | Acc: 81.350% (1627/2000) 20/100 [=============>...................................................] Step: 313ms | Tot: 6s68ms | Loss: 0.596 | Acc: 81.333% (1708/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s372ms | Loss: 0.596 | Acc: 81.409% (1791/2200) 22/100 [==============>..................................................] Step: 300ms | Tot: 6s673ms | Loss: 0.607 | Acc: 81.391% (1872/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 6s985ms | Loss: 0.609 | Acc: 81.375% (1953/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s292ms | Loss: 0.617 | Acc: 81.400% (2035/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s595ms | Loss: 0.625 | Acc: 81.269% (2113/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s904ms | Loss: 0.620 | Acc: 81.222% (2193/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s215ms | Loss: 0.614 | Acc: 81.393% (2279/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s522ms | Loss: 0.613 | Acc: 81.414% (2361/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s821ms | Loss: 0.607 | Acc: 81.433% (2443/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s128ms | Loss: 0.610 | Acc: 81.419% (2524/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s429ms | Loss: 0.607 | Acc: 81.469% (2607/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s730ms | Loss: 0.605 | Acc: 81.545% (2691/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s44ms | Loss: 0.606 | Acc: 81.412% (2768/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s350ms | Loss: 0.605 | Acc: 81.400% (2849/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s656ms | Loss: 0.602 | Acc: 81.500% (2934/3600) 36/100 [=======================>.........................................] Step: 322ms | Tot: 10s978ms | Loss: 0.607 | Acc: 81.432% (3013/3700) 37/100 [========================>........................................] Step: 318ms | Tot: 11s296ms | Loss: 0.608 | Acc: 81.421% (3094/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s606ms | Loss: 0.604 | Acc: 81.564% (3181/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s911ms | Loss: 0.601 | Acc: 81.575% (3263/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s217ms | Loss: 0.600 | Acc: 81.634% (3347/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s520ms | Loss: 0.599 | Acc: 81.690% (3431/4200) 42/100 [===========================>.....................................] Step: 296ms | Tot: 12s817ms | Loss: 0.596 | Acc: 81.814% (3518/4300) 43/100 [===========================>.....................................] Step: 316ms | Tot: 13s133ms | Loss: 0.594 | Acc: 81.864% (3602/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s441ms | Loss: 0.594 | Acc: 81.933% (3687/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s746ms | Loss: 0.590 | Acc: 82.043% (3774/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 14s52ms | Loss: 0.588 | Acc: 82.064% (3857/4700) 47/100 [==============================>..................................] Step: 299ms | Tot: 14s352ms | Loss: 0.589 | Acc: 81.979% (3935/4800) 48/100 [===============================>.................................] Step: 296ms | Tot: 14s649ms | Loss: 0.586 | Acc: 82.061% (4021/4900) 49/100 [===============================>.................................] Step: 299ms | Tot: 14s949ms | Loss: 0.585 | Acc: 82.080% (4104/5000) 50/100 [================================>................................] Step: 294ms | Tot: 15s243ms | Loss: 0.585 | Acc: 82.137% (4189/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s545ms | Loss: 0.586 | Acc: 82.096% (4269/5200) 52/100 [=================================>...............................] Step: 295ms | Tot: 15s841ms | Loss: 0.586 | Acc: 82.132% (4353/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s143ms | Loss: 0.585 | Acc: 82.111% (4434/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s448ms | Loss: 0.585 | Acc: 82.018% (4511/5500) 55/100 [===================================>.............................] Step: 294ms | Tot: 16s742ms | Loss: 0.585 | Acc: 82.071% (4596/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 17s43ms | Loss: 0.585 | Acc: 82.070% (4678/5700) 57/100 [=====================================>...........................] Step: 296ms | Tot: 17s340ms | Loss: 0.583 | Acc: 82.086% (4761/5800) 58/100 [=====================================>...........................] Step: 296ms | Tot: 17s636ms | Loss: 0.587 | Acc: 82.034% (4840/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 17s939ms | Loss: 0.586 | Acc: 82.083% (4925/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s244ms | Loss: 0.586 | Acc: 82.033% (5004/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s547ms | Loss: 0.586 | Acc: 82.048% (5087/6200) 62/100 [========================================>........................] Step: 295ms | Tot: 18s842ms | Loss: 0.585 | Acc: 82.063% (5170/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s154ms | Loss: 0.580 | Acc: 82.188% (5260/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s465ms | Loss: 0.583 | Acc: 82.138% (5339/6500) 65/100 [==========================================>......................] Step: 299ms | Tot: 19s765ms | Loss: 0.581 | Acc: 82.167% (5423/6600) 66/100 [==========================================>......................] Step: 317ms | Tot: 20s82ms | Loss: 0.578 | Acc: 82.269% (5512/6700) 67/100 [===========================================>.....................] Step: 315ms | Tot: 20s398ms | Loss: 0.578 | Acc: 82.250% (5593/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s706ms | Loss: 0.576 | Acc: 82.246% (5675/6900) 69/100 [============================================>....................] Step: 312ms | Tot: 21s19ms | Loss: 0.579 | Acc: 82.114% (5748/7000) 70/100 [=============================================>...................] Step: 305ms | Tot: 21s325ms | Loss: 0.579 | Acc: 82.127% (5831/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s634ms | Loss: 0.579 | Acc: 82.194% (5918/7200) 72/100 [==============================================>..................] Step: 309ms | Tot: 21s944ms | Loss: 0.577 | Acc: 82.247% (6004/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s244ms | Loss: 0.575 | Acc: 82.270% (6088/7400) 74/100 [================================================>................] Step: 299ms | Tot: 22s543ms | Loss: 0.577 | Acc: 82.253% (6169/7500) 75/100 [================================================>................] Step: 297ms | Tot: 22s841ms | Loss: 0.578 | Acc: 82.250% (6251/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s154ms | Loss: 0.579 | Acc: 82.260% (6334/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s459ms | Loss: 0.580 | Acc: 82.282% (6418/7800) 78/100 [==================================================>..............] Step: 294ms | Tot: 23s754ms | Loss: 0.581 | Acc: 82.266% (6499/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s53ms | Loss: 0.579 | Acc: 82.250% (6580/8000) 80/100 [====================================================>............] Step: 297ms | Tot: 24s351ms | Loss: 0.579 | Acc: 82.284% (6665/8100) 81/100 [====================================================>............] Step: 299ms | Tot: 24s651ms | Loss: 0.579 | Acc: 82.268% (6746/8200) 82/100 [=====================================================>...........] Step: 317ms | Tot: 24s968ms | Loss: 0.578 | Acc: 82.253% (6827/8300) 83/100 [=====================================================>...........] Step: 298ms | Tot: 25s267ms | Loss: 0.578 | Acc: 82.286% (6912/8400) 84/100 [======================================================>..........] Step: 295ms | Tot: 25s562ms | Loss: 0.579 | Acc: 82.235% (6990/8500) 85/100 [=======================================================>.........] Step: 296ms | Tot: 25s859ms | Loss: 0.582 | Acc: 82.128% (7063/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s163ms | Loss: 0.583 | Acc: 82.126% (7145/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s463ms | Loss: 0.585 | Acc: 82.114% (7226/8800) 88/100 [=========================================================>.......] Step: 297ms | Tot: 26s760ms | Loss: 0.585 | Acc: 82.146% (7311/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s63ms | Loss: 0.585 | Acc: 82.144% (7393/9000) 90/100 [==========================================================>......] Step: 301ms | Tot: 27s364ms | Loss: 0.583 | Acc: 82.154% (7476/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s664ms | Loss: 0.581 | Acc: 82.174% (7560/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 27s970ms | Loss: 0.581 | Acc: 82.118% (7637/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s273ms | Loss: 0.580 | Acc: 82.138% (7721/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s575ms | Loss: 0.580 | Acc: 82.105% (7800/9500) 95/100 [=============================================================>...] Step: 296ms | Tot: 28s871ms | Loss: 0.581 | Acc: 82.104% (7882/9600) 96/100 [==============================================================>..] Step: 298ms | Tot: 29s170ms | Loss: 0.580 | Acc: 82.113% (7965/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s473ms | Loss: 0.582 | Acc: 82.071% (8043/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 29s784ms | Loss: 0.583 | Acc: 82.040% (8122/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s84ms | Loss: 0.582 | Acc: 82.080% (8208/10000) 100/100 + +Epoch: 85 + [>................................................................] Step: 606ms | Tot: 2ms | Loss: 0.254 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 387ms | Tot: 390ms | Loss: 0.287 | Acc: 89.844% (230/256) 2/391 [>................................................................] Step: 385ms | Tot: 775ms | Loss: 0.265 | Acc: 91.667% (352/384) 3/391 [>................................................................] Step: 365ms | Tot: 1s140ms | Loss: 0.287 | Acc: 90.430% (463/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s510ms | Loss: 0.271 | Acc: 91.250% (584/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s876ms | Loss: 0.293 | Acc: 90.755% (697/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s242ms | Loss: 0.311 | Acc: 90.179% (808/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s609ms | Loss: 0.325 | Acc: 89.648% (918/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s970ms | Loss: 0.336 | Acc: 89.236% (1028/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s341ms | Loss: 0.357 | Acc: 88.516% (1133/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s702ms | Loss: 0.362 | Acc: 88.352% (1244/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s61ms | Loss: 0.372 | Acc: 88.151% (1354/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s434ms | Loss: 0.379 | Acc: 87.921% (1463/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s802ms | Loss: 0.383 | Acc: 87.779% (1573/1792) 14/391 [==>..............................................................] Step: 359ms | Tot: 5s162ms | Loss: 0.383 | Acc: 87.760% (1685/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s524ms | Loss: 0.378 | Acc: 87.842% (1799/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s883ms | Loss: 0.379 | Acc: 87.730% (1909/2176) 17/391 [==>..............................................................] Step: 363ms | Tot: 6s246ms | Loss: 0.376 | Acc: 87.847% (2024/2304) 18/391 [==>..............................................................] Step: 390ms | Tot: 6s636ms | Loss: 0.371 | Acc: 87.870% (2137/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s | Loss: 0.368 | Acc: 87.969% (2252/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s367ms | Loss: 0.365 | Acc: 88.021% (2366/2688) 21/391 [===>.............................................................] Step: 356ms | Tot: 7s724ms | Loss: 0.362 | Acc: 88.104% (2481/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s87ms | Loss: 0.360 | Acc: 88.111% (2594/2944) 23/391 [===>.............................................................] Step: 376ms | Tot: 8s463ms | Loss: 0.363 | Acc: 88.086% (2706/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s829ms | Loss: 0.360 | Acc: 88.156% (2821/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s193ms | Loss: 0.359 | Acc: 88.071% (2931/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s551ms | Loss: 0.359 | Acc: 88.050% (3043/3456) 27/391 [====>............................................................] Step: 383ms | Tot: 9s934ms | Loss: 0.362 | Acc: 87.946% (3152/3584) 28/391 [====>............................................................] Step: 375ms | Tot: 10s309ms | Loss: 0.363 | Acc: 87.985% (3266/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s675ms | Loss: 0.362 | Acc: 87.969% (3378/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s39ms | Loss: 0.359 | Acc: 88.054% (3494/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s407ms | Loss: 0.356 | Acc: 88.184% (3612/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s766ms | Loss: 0.353 | Acc: 88.258% (3728/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s126ms | Loss: 0.352 | Acc: 88.258% (3841/4352) 34/391 [=====>...........................................................] Step: 370ms | Tot: 12s497ms | Loss: 0.353 | Acc: 88.125% (3948/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s861ms | Loss: 0.352 | Acc: 88.129% (4061/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s224ms | Loss: 0.350 | Acc: 88.260% (4180/4736) 37/391 [======>..........................................................] Step: 354ms | Tot: 13s578ms | Loss: 0.351 | Acc: 88.240% (4292/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s939ms | Loss: 0.350 | Acc: 88.221% (4404/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s297ms | Loss: 0.347 | Acc: 88.379% (4525/5120) 40/391 [======>..........................................................] Step: 351ms | Tot: 14s649ms | Loss: 0.346 | Acc: 88.415% (4640/5248) 41/391 [======>..........................................................] Step: 354ms | Tot: 15s3ms | Loss: 0.347 | Acc: 88.411% (4753/5376) 42/391 [======>..........................................................] Step: 354ms | Tot: 15s357ms | Loss: 0.347 | Acc: 88.445% (4868/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s715ms | Loss: 0.347 | Acc: 88.406% (4979/5632) 44/391 [=======>.........................................................] Step: 348ms | Tot: 16s63ms | Loss: 0.347 | Acc: 88.420% (5093/5760) 45/391 [=======>.........................................................] Step: 368ms | Tot: 16s432ms | Loss: 0.349 | Acc: 88.315% (5200/5888) 46/391 [=======>.........................................................] Step: 353ms | Tot: 16s785ms | Loss: 0.350 | Acc: 88.248% (5309/6016) 47/391 [=======>.........................................................] Step: 350ms | Tot: 17s136ms | Loss: 0.350 | Acc: 88.265% (5423/6144) 48/391 [=======>.........................................................] Step: 357ms | Tot: 17s494ms | Loss: 0.349 | Acc: 88.313% (5539/6272) 49/391 [========>........................................................] Step: 351ms | Tot: 17s845ms | Loss: 0.349 | Acc: 88.297% (5651/6400) 50/391 [========>........................................................] Step: 350ms | Tot: 18s196ms | Loss: 0.351 | Acc: 88.266% (5762/6528) 51/391 [========>........................................................] Step: 355ms | Tot: 18s551ms | Loss: 0.350 | Acc: 88.281% (5876/6656) 52/391 [========>........................................................] Step: 348ms | Tot: 18s900ms | Loss: 0.351 | Acc: 88.222% (5985/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s258ms | Loss: 0.351 | Acc: 88.209% (6097/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s619ms | Loss: 0.350 | Acc: 88.239% (6212/7040) 55/391 [=========>.......................................................] Step: 351ms | Tot: 19s970ms | Loss: 0.348 | Acc: 88.239% (6325/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s331ms | Loss: 0.349 | Acc: 88.199% (6435/7296) 57/391 [=========>.......................................................] Step: 353ms | Tot: 20s684ms | Loss: 0.346 | Acc: 88.295% (6555/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s41ms | Loss: 0.346 | Acc: 88.228% (6663/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s401ms | Loss: 0.344 | Acc: 88.268% (6779/7680) 60/391 [=========>.......................................................] Step: 354ms | Tot: 21s756ms | Loss: 0.343 | Acc: 88.320% (6896/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 22s110ms | Loss: 0.344 | Acc: 88.332% (7010/7936) 62/391 [==========>......................................................] Step: 356ms | Tot: 22s466ms | Loss: 0.343 | Acc: 88.380% (7127/8064) 63/391 [==========>......................................................] Step: 370ms | Tot: 22s836ms | Loss: 0.342 | Acc: 88.452% (7246/8192) 64/391 [==========>......................................................] Step: 352ms | Tot: 23s188ms | Loss: 0.343 | Acc: 88.353% (7351/8320) 65/391 [==========>......................................................] Step: 354ms | Tot: 23s543ms | Loss: 0.342 | Acc: 88.423% (7470/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 23s910ms | Loss: 0.342 | Acc: 88.386% (7580/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s272ms | Loss: 0.342 | Acc: 88.362% (7691/8704) 68/391 [===========>.....................................................] Step: 355ms | Tot: 24s628ms | Loss: 0.341 | Acc: 88.372% (7805/8832) 69/391 [===========>.....................................................] Step: 354ms | Tot: 24s982ms | Loss: 0.341 | Acc: 88.404% (7921/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s340ms | Loss: 0.341 | Acc: 88.424% (8036/9088) 71/391 [===========>.....................................................] Step: 358ms | Tot: 25s699ms | Loss: 0.341 | Acc: 88.422% (8149/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s56ms | Loss: 0.343 | Acc: 88.367% (8257/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s420ms | Loss: 0.342 | Acc: 88.387% (8372/9472) 74/391 [============>....................................................] Step: 351ms | Tot: 26s771ms | Loss: 0.342 | Acc: 88.365% (8483/9600) 75/391 [============>....................................................] Step: 353ms | Tot: 27s125ms | Loss: 0.342 | Acc: 88.415% (8601/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s486ms | Loss: 0.343 | Acc: 88.373% (8710/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 27s849ms | Loss: 0.345 | Acc: 88.311% (8817/9984) 78/391 [============>....................................................] Step: 355ms | Tot: 28s205ms | Loss: 0.344 | Acc: 88.350% (8934/10112) 79/391 [=============>...................................................] Step: 352ms | Tot: 28s557ms | Loss: 0.343 | Acc: 88.389% (9051/10240) 80/391 [=============>...................................................] Step: 347ms | Tot: 28s905ms | Loss: 0.343 | Acc: 88.349% (9160/10368) 81/391 [=============>...................................................] Step: 380ms | Tot: 29s285ms | Loss: 0.344 | Acc: 88.338% (9272/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s642ms | Loss: 0.345 | Acc: 88.319% (9383/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s4ms | Loss: 0.348 | Acc: 88.179% (9481/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s367ms | Loss: 0.347 | Acc: 88.217% (9598/10880) 85/391 [==============>..................................................] Step: 386ms | Tot: 30s754ms | Loss: 0.348 | Acc: 88.172% (9706/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s113ms | Loss: 0.349 | Acc: 88.156% (9817/11136) 87/391 [==============>..................................................] Step: 354ms | Tot: 31s467ms | Loss: 0.348 | Acc: 88.139% (9928/11264) 88/391 [==============>..................................................] Step: 353ms | Tot: 31s821ms | Loss: 0.348 | Acc: 88.150% (10042/11392) 89/391 [==============>..................................................] Step: 353ms | Tot: 32s174ms | Loss: 0.347 | Acc: 88.168% (10157/11520) 90/391 [==============>..................................................] Step: 372ms | Tot: 32s547ms | Loss: 0.348 | Acc: 88.161% (10269/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 32s908ms | Loss: 0.347 | Acc: 88.179% (10384/11776) 92/391 [===============>.................................................] Step: 360ms | Tot: 33s269ms | Loss: 0.347 | Acc: 88.222% (10502/11904) 93/391 [===============>.................................................] Step: 353ms | Tot: 33s622ms | Loss: 0.348 | Acc: 88.190% (10611/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 33s980ms | Loss: 0.348 | Acc: 88.191% (10724/12160) 95/391 [===============>.................................................] Step: 358ms | Tot: 34s338ms | Loss: 0.348 | Acc: 88.184% (10836/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 34s699ms | Loss: 0.348 | Acc: 88.185% (10949/12416) 97/391 [================>................................................] Step: 355ms | Tot: 35s55ms | Loss: 0.348 | Acc: 88.202% (11064/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s417ms | Loss: 0.348 | Acc: 88.163% (11172/12672) 99/391 [================>................................................] Step: 361ms | Tot: 35s779ms | Loss: 0.349 | Acc: 88.117% (11279/12800) 100/391 [================>................................................] Step: 354ms | Tot: 36s133ms | Loss: 0.349 | Acc: 88.134% (11394/12928) 101/391 [================>................................................] Step: 360ms | Tot: 36s494ms | Loss: 0.348 | Acc: 88.189% (11514/13056) 102/391 [================>................................................] Step: 354ms | Tot: 36s848ms | Loss: 0.347 | Acc: 88.213% (11630/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s204ms | Loss: 0.347 | Acc: 88.236% (11746/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 37s557ms | Loss: 0.347 | Acc: 88.237% (11859/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 37s913ms | Loss: 0.347 | Acc: 88.230% (11971/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s270ms | Loss: 0.347 | Acc: 88.230% (12084/13696) 107/391 [=================>...............................................] Step: 352ms | Tot: 38s623ms | Loss: 0.347 | Acc: 88.238% (12198/13824) 108/391 [=================>...............................................] Step: 363ms | Tot: 38s987ms | Loss: 0.347 | Acc: 88.202% (12306/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 39s352ms | Loss: 0.346 | Acc: 88.232% (12423/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 39s706ms | Loss: 0.347 | Acc: 88.246% (12538/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s66ms | Loss: 0.346 | Acc: 88.267% (12654/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s424ms | Loss: 0.346 | Acc: 88.274% (12768/14464) 113/391 [==================>..............................................] Step: 353ms | Tot: 40s777ms | Loss: 0.347 | Acc: 88.220% (12873/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s134ms | Loss: 0.349 | Acc: 88.152% (12976/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s493ms | Loss: 0.349 | Acc: 88.120% (13084/14848) 116/391 [===================>.............................................] Step: 373ms | Tot: 41s866ms | Loss: 0.350 | Acc: 88.068% (13189/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s230ms | Loss: 0.349 | Acc: 88.096% (13306/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 42s591ms | Loss: 0.351 | Acc: 88.038% (13410/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 42s946ms | Loss: 0.350 | Acc: 88.079% (13529/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 43s303ms | Loss: 0.350 | Acc: 88.075% (13641/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 43s661ms | Loss: 0.349 | Acc: 88.070% (13753/15616) 122/391 [====================>............................................] Step: 352ms | Tot: 44s14ms | Loss: 0.349 | Acc: 88.084% (13868/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s376ms | Loss: 0.349 | Acc: 88.099% (13983/15872) 124/391 [====================>............................................] Step: 350ms | Tot: 44s726ms | Loss: 0.350 | Acc: 88.069% (14091/16000) 125/391 [====================>............................................] Step: 357ms | Tot: 45s83ms | Loss: 0.350 | Acc: 88.077% (14205/16128) 126/391 [====================>............................................] Step: 371ms | Tot: 45s455ms | Loss: 0.349 | Acc: 88.072% (14317/16256) 127/391 [=====================>...........................................] Step: 356ms | Tot: 45s812ms | Loss: 0.350 | Acc: 88.086% (14432/16384) 128/391 [=====================>...........................................] Step: 352ms | Tot: 46s164ms | Loss: 0.350 | Acc: 88.045% (14538/16512) 129/391 [=====================>...........................................] Step: 351ms | Tot: 46s515ms | Loss: 0.351 | Acc: 88.029% (14648/16640) 130/391 [=====================>...........................................] Step: 352ms | Tot: 46s868ms | Loss: 0.350 | Acc: 88.043% (14763/16768) 131/391 [=====================>...........................................] Step: 366ms | Tot: 47s234ms | Loss: 0.351 | Acc: 88.015% (14871/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 47s594ms | Loss: 0.353 | Acc: 87.946% (14972/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 47s950ms | Loss: 0.353 | Acc: 87.943% (15084/17152) 134/391 [======================>..........................................] Step: 356ms | Tot: 48s307ms | Loss: 0.353 | Acc: 87.911% (15191/17280) 135/391 [======================>..........................................] Step: 363ms | Tot: 48s670ms | Loss: 0.354 | Acc: 87.902% (15302/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 49s28ms | Loss: 0.354 | Acc: 87.899% (15414/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 49s386ms | Loss: 0.354 | Acc: 87.896% (15526/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 49s741ms | Loss: 0.354 | Acc: 87.899% (15639/17792) 139/391 [=======================>.........................................] Step: 349ms | Tot: 50s91ms | Loss: 0.353 | Acc: 87.924% (15756/17920) 140/391 [=======================>.........................................] Step: 352ms | Tot: 50s444ms | Loss: 0.354 | Acc: 87.910% (15866/18048) 141/391 [=======================>.........................................] Step: 358ms | Tot: 50s802ms | Loss: 0.354 | Acc: 87.891% (15975/18176) 142/391 [=======================>.........................................] Step: 352ms | Tot: 51s155ms | Loss: 0.353 | Acc: 87.893% (16088/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 51s518ms | Loss: 0.353 | Acc: 87.907% (16203/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 51s878ms | Loss: 0.353 | Acc: 87.909% (16316/18560) 145/391 [========================>........................................] Step: 352ms | Tot: 52s231ms | Loss: 0.353 | Acc: 87.875% (16422/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 52s592ms | Loss: 0.353 | Acc: 87.883% (16536/18816) 147/391 [========================>........................................] Step: 354ms | Tot: 52s946ms | Loss: 0.353 | Acc: 87.896% (16651/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 53s306ms | Loss: 0.353 | Acc: 87.878% (16760/19072) 149/391 [========================>........................................] Step: 346ms | Tot: 53s653ms | Loss: 0.353 | Acc: 87.870% (16871/19200) 150/391 [========================>........................................] Step: 356ms | Tot: 54s9ms | Loss: 0.352 | Acc: 87.888% (16987/19328) 151/391 [=========================>.......................................] Step: 375ms | Tot: 54s385ms | Loss: 0.352 | Acc: 87.870% (17096/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 54s753ms | Loss: 0.353 | Acc: 87.868% (17208/19584) 153/391 [=========================>.......................................] Step: 372ms | Tot: 55s126ms | Loss: 0.352 | Acc: 87.896% (17326/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 55s487ms | Loss: 0.352 | Acc: 87.873% (17434/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 55s843ms | Loss: 0.352 | Acc: 87.861% (17544/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 56s201ms | Loss: 0.352 | Acc: 87.873% (17659/20096) 157/391 [==========================>......................................] Step: 354ms | Tot: 56s555ms | Loss: 0.353 | Acc: 87.866% (17770/20224) 158/391 [==========================>......................................] Step: 355ms | Tot: 56s911ms | Loss: 0.353 | Acc: 87.869% (17883/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 57s267ms | Loss: 0.353 | Acc: 87.852% (17992/20480) 160/391 [==========================>......................................] Step: 350ms | Tot: 57s618ms | Loss: 0.354 | Acc: 87.801% (18094/20608) 161/391 [==========================>......................................] Step: 356ms | Tot: 57s974ms | Loss: 0.353 | Acc: 87.813% (18209/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 58s336ms | Loss: 0.353 | Acc: 87.845% (18328/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 58s695ms | Loss: 0.353 | Acc: 87.833% (18438/20992) 164/391 [===========================>.....................................] Step: 348ms | Tot: 59s43ms | Loss: 0.353 | Acc: 87.827% (18549/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 59s409ms | Loss: 0.353 | Acc: 87.815% (18659/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 59s775ms | Loss: 0.352 | Acc: 87.818% (18772/21376) 167/391 [===========================>.....................................] Step: 346ms | Tot: 1m121ms | Loss: 0.352 | Acc: 87.839% (18889/21504) 168/391 [===========================>.....................................] Step: 392ms | Tot: 1m513ms | Loss: 0.352 | Acc: 87.833% (19000/21632) 169/391 [============================>....................................] Step: 392ms | Tot: 1m906ms | Loss: 0.352 | Acc: 87.840% (19114/21760) 170/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.792% (19216/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.795% (19329/22016) 172/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.771% (19436/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.353 | Acc: 87.756% (19545/22272) 174/391 [============================>....................................] Step: 351ms | Tot: 1m2s | Loss: 0.354 | Acc: 87.750% (19656/22400) 175/391 [=============================>...................................] Step: 345ms | Tot: 1m3s | Loss: 0.354 | Acc: 87.749% (19768/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.354 | Acc: 87.730% (19876/22656) 177/391 [=============================>...................................] Step: 348ms | Tot: 1m3s | Loss: 0.354 | Acc: 87.719% (19986/22784) 178/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.354 | Acc: 87.731% (20101/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.355 | Acc: 87.721% (20211/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.354 | Acc: 87.733% (20326/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.354 | Acc: 87.766% (20446/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.354 | Acc: 87.752% (20555/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.354 | Acc: 87.746% (20666/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.354 | Acc: 87.720% (20772/23680) 185/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.354 | Acc: 87.748% (20891/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.354 | Acc: 87.751% (21004/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.749% (21116/24064) 188/391 [===============================>.................................] Step: 351ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.736% (21225/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.354 | Acc: 87.730% (21336/24320) 190/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.354 | Acc: 87.717% (21445/24448) 191/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.353 | Acc: 87.740% (21563/24576) 192/391 [===============================>.................................] Step: 347ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.719% (21670/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.717% (21782/24832) 194/391 [================================>................................] Step: 351ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.700% (21890/24960) 195/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.723% (22008/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.718% (22119/25216) 197/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.354 | Acc: 87.705% (22228/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.353 | Acc: 87.724% (22345/25472) 199/391 [=================================>...............................] Step: 348ms | Tot: 1m11s | Loss: 0.354 | Acc: 87.691% (22449/25600) 200/391 [=================================>...............................] Step: 347ms | Tot: 1m11s | Loss: 0.355 | Acc: 87.652% (22551/25728) 201/391 [=================================>...............................] Step: 371ms | Tot: 1m12s | Loss: 0.356 | Acc: 87.639% (22660/25856) 202/391 [=================================>...............................] Step: 353ms | Tot: 1m12s | Loss: 0.355 | Acc: 87.642% (22773/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.355 | Acc: 87.638% (22884/26112) 204/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.355 | Acc: 87.675% (23006/26240) 205/391 [==================================>..............................] Step: 350ms | Tot: 1m13s | Loss: 0.355 | Acc: 87.652% (23112/26368) 206/391 [==================================>..............................] Step: 349ms | Tot: 1m14s | Loss: 0.355 | Acc: 87.651% (23224/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.355 | Acc: 87.650% (23336/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.356 | Acc: 87.635% (23444/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.355 | Acc: 87.649% (23560/26880) 210/391 [==================================>..............................] Step: 352ms | Tot: 1m15s | Loss: 0.356 | Acc: 87.644% (23671/27008) 211/391 [===================================>.............................] Step: 351ms | Tot: 1m15s | Loss: 0.356 | Acc: 87.647% (23784/27136) 212/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.356 | Acc: 87.628% (23891/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.357 | Acc: 87.620% (24001/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.357 | Acc: 87.616% (24112/27520) 215/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.356 | Acc: 87.623% (24226/27648) 216/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.357 | Acc: 87.612% (24335/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m17s | Loss: 0.357 | Acc: 87.611% (24447/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m18s | Loss: 0.357 | Acc: 87.614% (24560/28032) 219/391 [====================================>............................] Step: 350ms | Tot: 1m18s | Loss: 0.357 | Acc: 87.617% (24673/28160) 220/391 [====================================>............................] Step: 349ms | Tot: 1m19s | Loss: 0.357 | Acc: 87.588% (24777/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.357 | Acc: 87.602% (24893/28416) 222/391 [====================================>............................] Step: 350ms | Tot: 1m19s | Loss: 0.357 | Acc: 87.595% (25003/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m20s | Loss: 0.357 | Acc: 87.587% (25113/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m20s | Loss: 0.358 | Acc: 87.580% (25223/28800) 225/391 [=====================================>...........................] Step: 358ms | Tot: 1m20s | Loss: 0.358 | Acc: 87.559% (25329/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.358 | Acc: 87.552% (25439/29056) 227/391 [=====================================>...........................] Step: 349ms | Tot: 1m21s | Loss: 0.358 | Acc: 87.538% (25547/29184) 228/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.359 | Acc: 87.524% (25655/29312) 229/391 [======================================>..........................] Step: 349ms | Tot: 1m22s | Loss: 0.359 | Acc: 87.520% (25766/29440) 230/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.359 | Acc: 87.517% (25877/29568) 231/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.359 | Acc: 87.530% (25993/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.359 | Acc: 87.523% (26103/29824) 233/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.359 | Acc: 87.520% (26214/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.360 | Acc: 87.513% (26324/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m24s | Loss: 0.359 | Acc: 87.517% (26437/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m24s | Loss: 0.360 | Acc: 87.510% (26547/30336) 237/391 [=======================================>.........................] Step: 348ms | Tot: 1m25s | Loss: 0.360 | Acc: 87.513% (26660/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.359 | Acc: 87.529% (26777/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.360 | Acc: 87.523% (26887/30720) 240/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.360 | Acc: 87.523% (26999/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m26s | Loss: 0.361 | Acc: 87.490% (27101/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m26s | Loss: 0.360 | Acc: 87.510% (27219/31104) 243/391 [========================================>........................] Step: 377ms | Tot: 1m27s | Loss: 0.360 | Acc: 87.510% (27331/31232) 244/391 [========================================>........................] Step: 349ms | Tot: 1m27s | Loss: 0.360 | Acc: 87.513% (27444/31360) 245/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.360 | Acc: 87.535% (27563/31488) 246/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.360 | Acc: 87.541% (27677/31616) 247/391 [=========================================>.......................] Step: 347ms | Tot: 1m28s | Loss: 0.360 | Acc: 87.557% (27794/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.360 | Acc: 87.556% (27906/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.360 | Acc: 87.553% (28017/32000) 250/391 [=========================================>.......................] Step: 371ms | Tot: 1m29s | Loss: 0.361 | Acc: 87.525% (28120/32128) 251/391 [=========================================>.......................] Step: 350ms | Tot: 1m30s | Loss: 0.361 | Acc: 87.528% (28233/32256) 252/391 [=========================================>.......................] Step: 390ms | Tot: 1m30s | Loss: 0.360 | Acc: 87.543% (28350/32384) 253/391 [==========================================>......................] Step: 401ms | Tot: 1m30s | Loss: 0.360 | Acc: 87.555% (28466/32512) 254/391 [==========================================>......................] Step: 348ms | Tot: 1m31s | Loss: 0.361 | Acc: 87.525% (28568/32640) 255/391 [==========================================>......................] Step: 348ms | Tot: 1m31s | Loss: 0.361 | Acc: 87.494% (28670/32768) 256/391 [==========================================>......................] Step: 345ms | Tot: 1m31s | Loss: 0.361 | Acc: 87.491% (28781/32896) 257/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.362 | Acc: 87.491% (28893/33024) 258/391 [==========================================>......................] Step: 348ms | Tot: 1m32s | Loss: 0.362 | Acc: 87.488% (29004/33152) 259/391 [===========================================>.....................] Step: 350ms | Tot: 1m32s | Loss: 0.362 | Acc: 87.485% (29115/33280) 260/391 [===========================================>.....................] Step: 355ms | Tot: 1m33s | Loss: 0.361 | Acc: 87.497% (29231/33408) 261/391 [===========================================>.....................] Step: 352ms | Tot: 1m33s | Loss: 0.362 | Acc: 87.482% (29338/33536) 262/391 [===========================================>.....................] Step: 348ms | Tot: 1m34s | Loss: 0.361 | Acc: 87.488% (29452/33664) 263/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.361 | Acc: 87.497% (29567/33792) 264/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.361 | Acc: 87.491% (29677/33920) 265/391 [============================================>....................] Step: 348ms | Tot: 1m35s | Loss: 0.361 | Acc: 87.494% (29790/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m35s | Loss: 0.361 | Acc: 87.503% (29905/34176) 267/391 [============================================>....................] Step: 348ms | Tot: 1m35s | Loss: 0.361 | Acc: 87.503% (30017/34304) 268/391 [============================================>....................] Step: 349ms | Tot: 1m36s | Loss: 0.362 | Acc: 87.471% (30118/34432) 269/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.362 | Acc: 87.465% (30228/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.362 | Acc: 87.465% (30340/34688) 271/391 [=============================================>...................] Step: 352ms | Tot: 1m37s | Loss: 0.362 | Acc: 87.474% (30455/34816) 272/391 [=============================================>...................] Step: 350ms | Tot: 1m37s | Loss: 0.362 | Acc: 87.469% (30565/34944) 273/391 [=============================================>...................] Step: 348ms | Tot: 1m37s | Loss: 0.362 | Acc: 87.480% (30681/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.361 | Acc: 87.506% (30802/35200) 275/391 [=============================================>...................] Step: 348ms | Tot: 1m38s | Loss: 0.362 | Acc: 87.492% (30909/35328) 276/391 [=============================================>...................] Step: 347ms | Tot: 1m38s | Loss: 0.362 | Acc: 87.500% (31024/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m39s | Loss: 0.362 | Acc: 87.508% (31139/35584) 278/391 [==============================================>..................] Step: 348ms | Tot: 1m39s | Loss: 0.362 | Acc: 87.517% (31254/35712) 279/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.361 | Acc: 87.522% (31368/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.362 | Acc: 87.503% (31473/35968) 281/391 [==============================================>..................] Step: 348ms | Tot: 1m40s | Loss: 0.362 | Acc: 87.506% (31586/36096) 282/391 [==============================================>..................] Step: 351ms | Tot: 1m41s | Loss: 0.362 | Acc: 87.517% (31702/36224) 283/391 [===============================================>.................] Step: 357ms | Tot: 1m41s | Loss: 0.362 | Acc: 87.503% (31809/36352) 284/391 [===============================================>.................] Step: 349ms | Tot: 1m41s | Loss: 0.362 | Acc: 87.495% (31918/36480) 285/391 [===============================================>.................] Step: 347ms | Tot: 1m42s | Loss: 0.363 | Acc: 87.481% (32025/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.363 | Acc: 87.481% (32137/36736) 287/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.363 | Acc: 87.481% (32249/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.363 | Acc: 87.478% (32360/36992) 289/391 [================================================>................] Step: 351ms | Tot: 1m43s | Loss: 0.363 | Acc: 87.473% (32470/37120) 290/391 [================================================>................] Step: 354ms | Tot: 1m43s | Loss: 0.363 | Acc: 87.462% (32578/37248) 291/391 [================================================>................] Step: 356ms | Tot: 1m44s | Loss: 0.363 | Acc: 87.455% (32687/37376) 292/391 [================================================>................] Step: 351ms | Tot: 1m44s | Loss: 0.364 | Acc: 87.447% (32796/37504) 293/391 [================================================>................] Step: 349ms | Tot: 1m44s | Loss: 0.364 | Acc: 87.455% (32911/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.363 | Acc: 87.471% (33029/37760) 295/391 [=================================================>...............] Step: 351ms | Tot: 1m45s | Loss: 0.363 | Acc: 87.476% (33143/37888) 296/391 [=================================================>...............] Step: 346ms | Tot: 1m46s | Loss: 0.363 | Acc: 87.482% (33257/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.363 | Acc: 87.474% (33366/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.363 | Acc: 87.487% (33483/38272) 299/391 [=================================================>...............] Step: 348ms | Tot: 1m47s | Loss: 0.363 | Acc: 87.495% (33598/38400) 300/391 [=================================================>...............] Step: 353ms | Tot: 1m47s | Loss: 0.363 | Acc: 87.484% (33706/38528) 301/391 [==================================================>..............] Step: 355ms | Tot: 1m47s | Loss: 0.363 | Acc: 87.484% (33818/38656) 302/391 [==================================================>..............] Step: 347ms | Tot: 1m48s | Loss: 0.363 | Acc: 87.490% (33932/38784) 303/391 [==================================================>..............] Step: 349ms | Tot: 1m48s | Loss: 0.363 | Acc: 87.495% (34046/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m48s | Loss: 0.363 | Acc: 87.497% (34159/39040) 305/391 [==================================================>..............] Step: 351ms | Tot: 1m49s | Loss: 0.363 | Acc: 87.487% (34267/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.363 | Acc: 87.477% (34375/39296) 307/391 [===================================================>.............] Step: 352ms | Tot: 1m49s | Loss: 0.363 | Acc: 87.485% (34490/39424) 308/391 [===================================================>.............] Step: 358ms | Tot: 1m50s | Loss: 0.363 | Acc: 87.492% (34605/39552) 309/391 [===================================================>.............] Step: 348ms | Tot: 1m50s | Loss: 0.363 | Acc: 87.492% (34717/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.363 | Acc: 87.472% (34821/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.363 | Acc: 87.472% (34933/39936) 312/391 [===================================================>.............] Step: 349ms | Tot: 1m51s | Loss: 0.364 | Acc: 87.453% (35037/40064) 313/391 [====================================================>............] Step: 352ms | Tot: 1m52s | Loss: 0.364 | Acc: 87.453% (35149/40192) 314/391 [====================================================>............] Step: 354ms | Tot: 1m52s | Loss: 0.364 | Acc: 87.455% (35262/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m52s | Loss: 0.363 | Acc: 87.458% (35375/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.363 | Acc: 87.456% (35486/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.363 | Acc: 87.466% (35602/40704) 318/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.363 | Acc: 87.476% (35718/40832) 319/391 [=====================================================>...........] Step: 346ms | Tot: 1m54s | Loss: 0.363 | Acc: 87.485% (35834/40960) 320/391 [=====================================================>...........] Step: 351ms | Tot: 1m54s | Loss: 0.363 | Acc: 87.490% (35948/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m54s | Loss: 0.362 | Acc: 87.510% (36068/41216) 322/391 [=====================================================>...........] Step: 349ms | Tot: 1m55s | Loss: 0.363 | Acc: 87.510% (36180/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.362 | Acc: 87.517% (36295/41472) 324/391 [=====================================================>...........] Step: 372ms | Tot: 1m55s | Loss: 0.362 | Acc: 87.524% (36410/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m56s | Loss: 0.362 | Acc: 87.522% (36521/41728) 326/391 [======================================================>..........] Step: 348ms | Tot: 1m56s | Loss: 0.362 | Acc: 87.519% (36632/41856) 327/391 [======================================================>..........] Step: 349ms | Tot: 1m57s | Loss: 0.363 | Acc: 87.498% (36735/41984) 328/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.363 | Acc: 87.491% (36844/42112) 329/391 [======================================================>..........] Step: 351ms | Tot: 1m57s | Loss: 0.363 | Acc: 87.483% (36953/42240) 330/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.363 | Acc: 87.476% (37062/42368) 331/391 [=======================================================>.........] Step: 359ms | Tot: 1m58s | Loss: 0.364 | Acc: 87.467% (37170/42496) 332/391 [=======================================================>.........] Step: 354ms | Tot: 1m58s | Loss: 0.364 | Acc: 87.465% (37281/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 1m59s | Loss: 0.363 | Acc: 87.472% (37396/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.363 | Acc: 87.477% (37510/42880) 335/391 [=======================================================>.........] Step: 357ms | Tot: 1m59s | Loss: 0.364 | Acc: 87.460% (37615/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m246ms | Loss: 0.363 | Acc: 87.458% (37726/43136) 337/391 [========================================================>........] Step: 412ms | Tot: 2m658ms | Loss: 0.363 | Acc: 87.477% (37846/43264) 338/391 [========================================================>........] Step: 395ms | Tot: 2m1s | Loss: 0.363 | Acc: 87.486% (37962/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m1s | Loss: 0.363 | Acc: 87.489% (38075/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m1s | Loss: 0.362 | Acc: 87.493% (38189/43648) 341/391 [========================================================>........] Step: 348ms | Tot: 2m2s | Loss: 0.362 | Acc: 87.489% (38299/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.362 | Acc: 87.500% (38416/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m2s | Loss: 0.362 | Acc: 87.511% (38533/44032) 344/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.362 | Acc: 87.529% (38653/44160) 345/391 [=========================================================>.......] Step: 355ms | Tot: 2m3s | Loss: 0.362 | Acc: 87.523% (38762/44288) 346/391 [=========================================================>.......] Step: 350ms | Tot: 2m3s | Loss: 0.362 | Acc: 87.525% (38875/44416) 347/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.362 | Acc: 87.513% (38982/44544) 348/391 [=========================================================>.......] Step: 350ms | Tot: 2m4s | Loss: 0.362 | Acc: 87.511% (39093/44672) 349/391 [==========================================================>......] Step: 351ms | Tot: 2m4s | Loss: 0.363 | Acc: 87.500% (39200/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m5s | Loss: 0.363 | Acc: 87.496% (39310/44928) 351/391 [==========================================================>......] Step: 363ms | Tot: 2m5s | Loss: 0.362 | Acc: 87.507% (39427/45056) 352/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.362 | Acc: 87.511% (39541/45184) 353/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.362 | Acc: 87.504% (39650/45312) 354/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.362 | Acc: 87.522% (39770/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m7s | Loss: 0.362 | Acc: 87.507% (39875/45568) 356/391 [===========================================================>.....] Step: 354ms | Tot: 2m7s | Loss: 0.362 | Acc: 87.504% (39986/45696) 357/391 [===========================================================>.....] Step: 349ms | Tot: 2m7s | Loss: 0.362 | Acc: 87.498% (40095/45824) 358/391 [===========================================================>.....] Step: 346ms | Tot: 2m8s | Loss: 0.362 | Acc: 87.511% (40213/45952) 359/391 [===========================================================>.....] Step: 351ms | Tot: 2m8s | Loss: 0.363 | Acc: 87.491% (40316/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.363 | Acc: 87.470% (40418/46208) 361/391 [============================================================>....] Step: 353ms | Tot: 2m9s | Loss: 0.363 | Acc: 87.468% (40529/46336) 362/391 [============================================================>....] Step: 356ms | Tot: 2m9s | Loss: 0.363 | Acc: 87.461% (40638/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m9s | Loss: 0.363 | Acc: 87.448% (40744/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.364 | Acc: 87.434% (40849/46720) 365/391 [============================================================>....] Step: 359ms | Tot: 2m10s | Loss: 0.364 | Acc: 87.423% (40956/46848) 366/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.365 | Acc: 87.423% (41068/46976) 367/391 [=============================================================>...] Step: 356ms | Tot: 2m11s | Loss: 0.365 | Acc: 87.415% (41176/47104) 368/391 [=============================================================>...] Step: 349ms | Tot: 2m11s | Loss: 0.365 | Acc: 87.405% (41283/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.365 | Acc: 87.407% (41396/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m12s | Loss: 0.365 | Acc: 87.409% (41509/47488) 371/391 [=============================================================>...] Step: 352ms | Tot: 2m12s | Loss: 0.365 | Acc: 87.410% (41621/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.365 | Acc: 87.423% (41739/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m13s | Loss: 0.365 | Acc: 87.416% (41848/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m13s | Loss: 0.365 | Acc: 87.419% (41961/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m14s | Loss: 0.365 | Acc: 87.421% (42074/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m14s | Loss: 0.365 | Acc: 87.427% (42189/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m14s | Loss: 0.365 | Acc: 87.426% (42300/48384) 378/391 [==============================================================>..] Step: 371ms | Tot: 2m15s | Loss: 0.365 | Acc: 87.422% (42410/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m15s | Loss: 0.365 | Acc: 87.403% (42513/48640) 380/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.365 | Acc: 87.402% (42624/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m16s | Loss: 0.365 | Acc: 87.402% (42736/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m16s | Loss: 0.366 | Acc: 87.388% (42841/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.366 | Acc: 87.384% (42951/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.366 | Acc: 87.382% (43062/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m17s | Loss: 0.366 | Acc: 87.383% (43174/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m18s | Loss: 0.366 | Acc: 87.379% (43284/49536) 387/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.366 | Acc: 87.387% (43400/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m18s | Loss: 0.366 | Acc: 87.394% (43515/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.366 | Acc: 87.394% (43627/49920) 390/391 [================================================================>] Step: 331ms | Tot: 2m19s | Loss: 0.366 | Acc: 87.392% (43696/50000) 391/391 + [>................................................................] Step: 493ms | Tot: 2ms | Loss: 0.736 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 296ms | Tot: 298ms | Loss: 0.641 | Acc: 79.000% (158/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 590ms | Loss: 0.630 | Acc: 79.667% (239/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 884ms | Loss: 0.649 | Acc: 78.500% (314/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s183ms | Loss: 0.643 | Acc: 78.600% (393/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s476ms | Loss: 0.625 | Acc: 78.667% (472/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s773ms | Loss: 0.627 | Acc: 78.857% (552/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s77ms | Loss: 0.639 | Acc: 78.375% (627/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s381ms | Loss: 0.646 | Acc: 78.000% (702/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s688ms | Loss: 0.652 | Acc: 77.700% (777/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s985ms | Loss: 0.669 | Acc: 77.545% (853/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s289ms | Loss: 0.675 | Acc: 77.417% (929/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s586ms | Loss: 0.656 | Acc: 77.846% (1012/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s896ms | Loss: 0.652 | Acc: 78.214% (1095/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s213ms | Loss: 0.642 | Acc: 78.467% (1177/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s516ms | Loss: 0.647 | Acc: 78.250% (1252/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s830ms | Loss: 0.628 | Acc: 78.941% (1342/1700) 17/100 [===========>.....................................................] Step: 305ms | Tot: 5s135ms | Loss: 0.634 | Acc: 79.000% (1422/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s441ms | Loss: 0.640 | Acc: 78.895% (1499/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s744ms | Loss: 0.649 | Acc: 78.750% (1575/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s54ms | Loss: 0.646 | Acc: 78.524% (1649/2100) 21/100 [=============>...................................................] Step: 313ms | Tot: 6s368ms | Loss: 0.644 | Acc: 78.682% (1731/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s666ms | Loss: 0.653 | Acc: 78.565% (1807/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s969ms | Loss: 0.658 | Acc: 78.583% (1886/2400) 24/100 [===============>.................................................] Step: 324ms | Tot: 7s294ms | Loss: 0.663 | Acc: 78.480% (1962/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s602ms | Loss: 0.673 | Acc: 78.423% (2039/2600) 26/100 [================>................................................] Step: 302ms | Tot: 7s904ms | Loss: 0.669 | Acc: 78.593% (2122/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s206ms | Loss: 0.663 | Acc: 78.714% (2204/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s508ms | Loss: 0.660 | Acc: 78.931% (2289/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s810ms | Loss: 0.656 | Acc: 78.967% (2369/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s121ms | Loss: 0.657 | Acc: 79.000% (2449/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s422ms | Loss: 0.652 | Acc: 78.969% (2527/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s727ms | Loss: 0.648 | Acc: 79.242% (2615/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s42ms | Loss: 0.647 | Acc: 79.235% (2694/3400) 34/100 [======================>..........................................] Step: 357ms | Tot: 10s400ms | Loss: 0.652 | Acc: 79.114% (2769/3500) 35/100 [======================>..........................................] Step: 367ms | Tot: 10s768ms | Loss: 0.654 | Acc: 79.139% (2849/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s77ms | Loss: 0.656 | Acc: 79.081% (2926/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s390ms | Loss: 0.657 | Acc: 79.026% (3003/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s698ms | Loss: 0.654 | Acc: 79.231% (3090/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s10ms | Loss: 0.651 | Acc: 79.250% (3170/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s325ms | Loss: 0.651 | Acc: 79.268% (3250/4100) 41/100 [==========================>......................................] Step: 319ms | Tot: 12s644ms | Loss: 0.650 | Acc: 79.286% (3330/4200) 42/100 [===========================>.....................................] Step: 318ms | Tot: 12s962ms | Loss: 0.646 | Acc: 79.419% (3415/4300) 43/100 [===========================>.....................................] Step: 319ms | Tot: 13s282ms | Loss: 0.647 | Acc: 79.455% (3496/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s584ms | Loss: 0.648 | Acc: 79.422% (3574/4500) 45/100 [=============================>...................................] Step: 299ms | Tot: 13s883ms | Loss: 0.648 | Acc: 79.326% (3649/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s192ms | Loss: 0.646 | Acc: 79.255% (3725/4700) 47/100 [==============================>..................................] Step: 298ms | Tot: 14s491ms | Loss: 0.650 | Acc: 79.083% (3796/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s794ms | Loss: 0.645 | Acc: 79.184% (3880/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 15s105ms | Loss: 0.647 | Acc: 79.140% (3957/5000) 50/100 [================================>................................] Step: 299ms | Tot: 15s405ms | Loss: 0.647 | Acc: 79.255% (4042/5100) 51/100 [=================================>...............................] Step: 300ms | Tot: 15s706ms | Loss: 0.651 | Acc: 79.231% (4120/5200) 52/100 [=================================>...............................] Step: 305ms | Tot: 16s11ms | Loss: 0.649 | Acc: 79.283% (4202/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s316ms | Loss: 0.651 | Acc: 79.278% (4281/5400) 54/100 [===================================>.............................] Step: 296ms | Tot: 16s612ms | Loss: 0.651 | Acc: 79.255% (4359/5500) 55/100 [===================================>.............................] Step: 296ms | Tot: 16s909ms | Loss: 0.651 | Acc: 79.304% (4441/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s220ms | Loss: 0.652 | Acc: 79.140% (4511/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s528ms | Loss: 0.653 | Acc: 79.034% (4584/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s829ms | Loss: 0.657 | Acc: 78.881% (4654/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s137ms | Loss: 0.653 | Acc: 78.983% (4739/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s436ms | Loss: 0.654 | Acc: 78.984% (4818/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s741ms | Loss: 0.651 | Acc: 79.097% (4904/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 19s44ms | Loss: 0.651 | Acc: 79.111% (4984/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s349ms | Loss: 0.648 | Acc: 79.203% (5069/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s652ms | Loss: 0.651 | Acc: 79.185% (5147/6500) 65/100 [==========================================>......................] Step: 299ms | Tot: 19s952ms | Loss: 0.651 | Acc: 79.242% (5230/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s258ms | Loss: 0.650 | Acc: 79.313% (5314/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s567ms | Loss: 0.652 | Acc: 79.265% (5390/6800) 68/100 [============================================>....................] Step: 294ms | Tot: 20s861ms | Loss: 0.655 | Acc: 79.159% (5462/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s169ms | Loss: 0.657 | Acc: 79.143% (5540/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s467ms | Loss: 0.657 | Acc: 79.155% (5620/7100) 71/100 [==============================================>..................] Step: 298ms | Tot: 21s765ms | Loss: 0.656 | Acc: 79.153% (5699/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 22s65ms | Loss: 0.654 | Acc: 79.260% (5786/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s373ms | Loss: 0.655 | Acc: 79.243% (5864/7400) 74/100 [================================================>................] Step: 313ms | Tot: 22s686ms | Loss: 0.656 | Acc: 79.187% (5939/7500) 75/100 [================================================>................] Step: 299ms | Tot: 22s986ms | Loss: 0.659 | Acc: 79.132% (6014/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 23s287ms | Loss: 0.659 | Acc: 79.117% (6092/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s599ms | Loss: 0.658 | Acc: 79.154% (6174/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 23s899ms | Loss: 0.661 | Acc: 79.089% (6248/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s210ms | Loss: 0.661 | Acc: 79.025% (6322/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s514ms | Loss: 0.660 | Acc: 79.037% (6402/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s820ms | Loss: 0.658 | Acc: 79.073% (6484/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s128ms | Loss: 0.656 | Acc: 79.133% (6568/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s427ms | Loss: 0.658 | Acc: 79.060% (6641/8400) 84/100 [======================================================>..........] Step: 298ms | Tot: 25s725ms | Loss: 0.658 | Acc: 79.035% (6718/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 26s28ms | Loss: 0.661 | Acc: 78.977% (6792/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s331ms | Loss: 0.662 | Acc: 78.943% (6868/8700) 87/100 [========================================================>........] Step: 302ms | Tot: 26s633ms | Loss: 0.664 | Acc: 78.830% (6937/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 26s939ms | Loss: 0.664 | Acc: 78.820% (7015/8900) 89/100 [=========================================================>.......] Step: 314ms | Tot: 27s253ms | Loss: 0.665 | Acc: 78.778% (7090/9000) 90/100 [==========================================================>......] Step: 316ms | Tot: 27s569ms | Loss: 0.663 | Acc: 78.835% (7174/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s867ms | Loss: 0.660 | Acc: 78.913% (7260/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s172ms | Loss: 0.661 | Acc: 78.892% (7337/9300) 93/100 [============================================================>....] Step: 299ms | Tot: 28s472ms | Loss: 0.660 | Acc: 78.915% (7418/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s773ms | Loss: 0.661 | Acc: 78.853% (7491/9500) 95/100 [=============================================================>...] Step: 298ms | Tot: 29s71ms | Loss: 0.662 | Acc: 78.844% (7569/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s374ms | Loss: 0.660 | Acc: 78.897% (7653/9700) 97/100 [===============================================================>.] Step: 316ms | Tot: 29s690ms | Loss: 0.662 | Acc: 78.837% (7726/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 29s990ms | Loss: 0.662 | Acc: 78.798% (7801/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s298ms | Loss: 0.660 | Acc: 78.820% (7882/10000) 100/100 + +Epoch: 86 + [>................................................................] Step: 595ms | Tot: 2ms | Loss: 0.380 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 372ms | Tot: 374ms | Loss: 0.405 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 371ms | Tot: 745ms | Loss: 0.389 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s121ms | Loss: 0.370 | Acc: 87.500% (448/512) 4/391 [>................................................................] Step: 378ms | Tot: 1s500ms | Loss: 0.350 | Acc: 88.281% (565/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s865ms | Loss: 0.349 | Acc: 88.151% (677/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s229ms | Loss: 0.350 | Acc: 87.946% (788/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s597ms | Loss: 0.356 | Acc: 87.793% (899/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s964ms | Loss: 0.348 | Acc: 88.108% (1015/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s327ms | Loss: 0.342 | Acc: 88.359% (1131/1280) 10/391 [=>...............................................................] Step: 359ms | Tot: 3s686ms | Loss: 0.336 | Acc: 88.565% (1247/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s57ms | Loss: 0.330 | Acc: 88.672% (1362/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s424ms | Loss: 0.333 | Acc: 88.582% (1474/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s787ms | Loss: 0.336 | Acc: 88.504% (1586/1792) 14/391 [==>..............................................................] Step: 355ms | Tot: 5s142ms | Loss: 0.339 | Acc: 88.177% (1693/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s504ms | Loss: 0.349 | Acc: 87.939% (1801/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s866ms | Loss: 0.347 | Acc: 87.960% (1914/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s234ms | Loss: 0.347 | Acc: 87.934% (2026/2304) 18/391 [==>..............................................................] Step: 380ms | Tot: 6s614ms | Loss: 0.349 | Acc: 87.870% (2137/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s975ms | Loss: 0.353 | Acc: 87.695% (2245/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s338ms | Loss: 0.351 | Acc: 87.723% (2358/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s697ms | Loss: 0.348 | Acc: 87.820% (2473/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s60ms | Loss: 0.349 | Acc: 87.806% (2585/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s433ms | Loss: 0.355 | Acc: 87.663% (2693/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s797ms | Loss: 0.349 | Acc: 87.938% (2814/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s158ms | Loss: 0.347 | Acc: 88.011% (2929/3328) 26/391 [====>............................................................] Step: 413ms | Tot: 9s572ms | Loss: 0.349 | Acc: 88.021% (3042/3456) 27/391 [====>............................................................] Step: 417ms | Tot: 9s989ms | Loss: 0.349 | Acc: 88.058% (3156/3584) 28/391 [====>............................................................] Step: 374ms | Tot: 10s363ms | Loss: 0.353 | Acc: 87.823% (3260/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s721ms | Loss: 0.357 | Acc: 87.734% (3369/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 11s80ms | Loss: 0.352 | Acc: 87.928% (3489/3968) 31/391 [=====>...........................................................] Step: 377ms | Tot: 11s458ms | Loss: 0.353 | Acc: 87.866% (3599/4096) 32/391 [=====>...........................................................] Step: 380ms | Tot: 11s839ms | Loss: 0.353 | Acc: 87.784% (3708/4224) 33/391 [=====>...........................................................] Step: 380ms | Tot: 12s219ms | Loss: 0.351 | Acc: 87.822% (3822/4352) 34/391 [=====>...........................................................] Step: 383ms | Tot: 12s602ms | Loss: 0.348 | Acc: 87.902% (3938/4480) 35/391 [=====>...........................................................] Step: 378ms | Tot: 12s980ms | Loss: 0.346 | Acc: 88.021% (4056/4608) 36/391 [=====>...........................................................] Step: 377ms | Tot: 13s357ms | Loss: 0.348 | Acc: 87.986% (4167/4736) 37/391 [======>..........................................................] Step: 385ms | Tot: 13s743ms | Loss: 0.347 | Acc: 88.076% (4284/4864) 38/391 [======>..........................................................] Step: 381ms | Tot: 14s125ms | Loss: 0.348 | Acc: 88.021% (4394/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s493ms | Loss: 0.349 | Acc: 88.027% (4507/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s853ms | Loss: 0.349 | Acc: 87.995% (4618/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s213ms | Loss: 0.347 | Acc: 88.077% (4735/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s583ms | Loss: 0.348 | Acc: 88.027% (4845/5504) 43/391 [=======>.........................................................] Step: 380ms | Tot: 15s964ms | Loss: 0.348 | Acc: 88.033% (4958/5632) 44/391 [=======>.........................................................] Step: 378ms | Tot: 16s343ms | Loss: 0.348 | Acc: 88.021% (5070/5760) 45/391 [=======>.........................................................] Step: 372ms | Tot: 16s715ms | Loss: 0.348 | Acc: 88.043% (5184/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 17s71ms | Loss: 0.350 | Acc: 87.982% (5293/6016) 47/391 [=======>.........................................................] Step: 372ms | Tot: 17s444ms | Loss: 0.352 | Acc: 87.842% (5397/6144) 48/391 [=======>.........................................................] Step: 375ms | Tot: 17s819ms | Loss: 0.351 | Acc: 87.899% (5513/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 18s188ms | Loss: 0.352 | Acc: 87.781% (5618/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s551ms | Loss: 0.352 | Acc: 87.776% (5730/6528) 51/391 [========>........................................................] Step: 356ms | Tot: 18s908ms | Loss: 0.353 | Acc: 87.785% (5843/6656) 52/391 [========>........................................................] Step: 374ms | Tot: 19s283ms | Loss: 0.354 | Acc: 87.736% (5952/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s658ms | Loss: 0.355 | Acc: 87.703% (6062/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 20s26ms | Loss: 0.354 | Acc: 87.756% (6178/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s392ms | Loss: 0.355 | Acc: 87.709% (6287/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s752ms | Loss: 0.353 | Acc: 87.774% (6404/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 21s116ms | Loss: 0.352 | Acc: 87.810% (6519/7424) 58/391 [=========>.......................................................] Step: 386ms | Tot: 21s502ms | Loss: 0.352 | Acc: 87.884% (6637/7552) 59/391 [=========>.......................................................] Step: 373ms | Tot: 21s876ms | Loss: 0.353 | Acc: 87.865% (6748/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 22s239ms | Loss: 0.353 | Acc: 87.897% (6863/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s598ms | Loss: 0.354 | Acc: 87.878% (6974/7936) 62/391 [==========>......................................................] Step: 353ms | Tot: 22s952ms | Loss: 0.354 | Acc: 87.909% (7089/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s319ms | Loss: 0.356 | Acc: 87.781% (7191/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s681ms | Loss: 0.356 | Acc: 87.728% (7299/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 24s41ms | Loss: 0.355 | Acc: 87.784% (7416/8448) 66/391 [==========>......................................................] Step: 371ms | Tot: 24s412ms | Loss: 0.356 | Acc: 87.733% (7524/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s774ms | Loss: 0.357 | Acc: 87.707% (7634/8704) 68/391 [===========>.....................................................] Step: 353ms | Tot: 25s128ms | Loss: 0.358 | Acc: 87.647% (7741/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s491ms | Loss: 0.358 | Acc: 87.645% (7853/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s858ms | Loss: 0.357 | Acc: 87.676% (7968/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 26s221ms | Loss: 0.358 | Acc: 87.674% (8080/9216) 72/391 [===========>.....................................................] Step: 370ms | Tot: 26s592ms | Loss: 0.358 | Acc: 87.703% (8195/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s950ms | Loss: 0.357 | Acc: 87.743% (8311/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 27s310ms | Loss: 0.355 | Acc: 87.781% (8427/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s672ms | Loss: 0.353 | Acc: 87.829% (8544/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 28s33ms | Loss: 0.354 | Acc: 87.794% (8653/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s400ms | Loss: 0.354 | Acc: 87.841% (8770/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s760ms | Loss: 0.353 | Acc: 87.876% (8886/10112) 79/391 [=============>...................................................] Step: 357ms | Tot: 29s117ms | Loss: 0.354 | Acc: 87.842% (8995/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s480ms | Loss: 0.354 | Acc: 87.809% (9104/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s840ms | Loss: 0.355 | Acc: 87.729% (9208/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s204ms | Loss: 0.355 | Acc: 87.726% (9320/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s567ms | Loss: 0.355 | Acc: 87.770% (9437/10752) 84/391 [=============>...................................................] Step: 349ms | Tot: 30s916ms | Loss: 0.355 | Acc: 87.739% (9546/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 31s278ms | Loss: 0.354 | Acc: 87.745% (9659/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 31s649ms | Loss: 0.355 | Acc: 87.751% (9772/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 32s14ms | Loss: 0.356 | Acc: 87.704% (9879/11264) 88/391 [==============>..................................................] Step: 376ms | Tot: 32s390ms | Loss: 0.355 | Acc: 87.728% (9994/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s748ms | Loss: 0.355 | Acc: 87.752% (10109/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 33s106ms | Loss: 0.355 | Acc: 87.723% (10218/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s467ms | Loss: 0.356 | Acc: 87.712% (10329/11776) 92/391 [===============>.................................................] Step: 361ms | Tot: 33s828ms | Loss: 0.357 | Acc: 87.660% (10435/11904) 93/391 [===============>.................................................] Step: 361ms | Tot: 34s189ms | Loss: 0.356 | Acc: 87.691% (10551/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 34s541ms | Loss: 0.356 | Acc: 87.689% (10663/12160) 95/391 [===============>.................................................] Step: 350ms | Tot: 34s892ms | Loss: 0.356 | Acc: 87.744% (10782/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s256ms | Loss: 0.357 | Acc: 87.717% (10891/12416) 97/391 [================>................................................] Step: 370ms | Tot: 35s626ms | Loss: 0.356 | Acc: 87.699% (11001/12544) 98/391 [================>................................................] Step: 370ms | Tot: 35s996ms | Loss: 0.356 | Acc: 87.745% (11119/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s357ms | Loss: 0.355 | Acc: 87.773% (11235/12800) 100/391 [================>................................................] Step: 372ms | Tot: 36s729ms | Loss: 0.355 | Acc: 87.778% (11348/12928) 101/391 [================>................................................] Step: 356ms | Tot: 37s86ms | Loss: 0.354 | Acc: 87.806% (11464/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s457ms | Loss: 0.355 | Acc: 87.765% (11571/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s816ms | Loss: 0.355 | Acc: 87.725% (11678/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 38s174ms | Loss: 0.355 | Acc: 87.746% (11793/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s540ms | Loss: 0.355 | Acc: 87.721% (11902/13568) 106/391 [=================>...............................................] Step: 358ms | Tot: 38s899ms | Loss: 0.354 | Acc: 87.712% (12013/13696) 107/391 [=================>...............................................] Step: 378ms | Tot: 39s277ms | Loss: 0.354 | Acc: 87.695% (12123/13824) 108/391 [=================>...............................................] Step: 402ms | Tot: 39s680ms | Loss: 0.354 | Acc: 87.686% (12234/13952) 109/391 [==================>..............................................] Step: 385ms | Tot: 40s65ms | Loss: 0.355 | Acc: 87.656% (12342/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 40s426ms | Loss: 0.354 | Acc: 87.690% (12459/14208) 111/391 [==================>..............................................] Step: 350ms | Tot: 40s777ms | Loss: 0.354 | Acc: 87.716% (12575/14336) 112/391 [==================>..............................................] Step: 356ms | Tot: 41s133ms | Loss: 0.355 | Acc: 87.673% (12681/14464) 113/391 [==================>..............................................] Step: 376ms | Tot: 41s509ms | Loss: 0.354 | Acc: 87.706% (12798/14592) 114/391 [==================>..............................................] Step: 376ms | Tot: 41s886ms | Loss: 0.355 | Acc: 87.677% (12906/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 42s246ms | Loss: 0.355 | Acc: 87.675% (13018/14848) 116/391 [===================>.............................................] Step: 351ms | Tot: 42s597ms | Loss: 0.355 | Acc: 87.667% (13129/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 42s954ms | Loss: 0.355 | Acc: 87.666% (13241/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s323ms | Loss: 0.356 | Acc: 87.651% (13351/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s682ms | Loss: 0.356 | Acc: 87.637% (13461/15360) 120/391 [===================>.............................................] Step: 355ms | Tot: 44s38ms | Loss: 0.356 | Acc: 87.636% (13573/15488) 121/391 [====================>............................................] Step: 368ms | Tot: 44s406ms | Loss: 0.357 | Acc: 87.622% (13683/15616) 122/391 [====================>............................................] Step: 376ms | Tot: 44s782ms | Loss: 0.357 | Acc: 87.627% (13796/15744) 123/391 [====================>............................................] Step: 387ms | Tot: 45s170ms | Loss: 0.358 | Acc: 87.620% (13907/15872) 124/391 [====================>............................................] Step: 379ms | Tot: 45s549ms | Loss: 0.357 | Acc: 87.631% (14021/16000) 125/391 [====================>............................................] Step: 370ms | Tot: 45s920ms | Loss: 0.358 | Acc: 87.593% (14127/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s290ms | Loss: 0.358 | Acc: 87.605% (14241/16256) 127/391 [=====================>...........................................] Step: 370ms | Tot: 46s660ms | Loss: 0.358 | Acc: 87.604% (14353/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 47s21ms | Loss: 0.359 | Acc: 87.573% (14460/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 47s388ms | Loss: 0.359 | Acc: 87.554% (14569/16640) 130/391 [=====================>...........................................] Step: 354ms | Tot: 47s743ms | Loss: 0.360 | Acc: 87.524% (14676/16768) 131/391 [=====================>...........................................] Step: 352ms | Tot: 48s95ms | Loss: 0.360 | Acc: 87.512% (14786/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 48s467ms | Loss: 0.360 | Acc: 87.500% (14896/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s830ms | Loss: 0.359 | Acc: 87.523% (15012/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s190ms | Loss: 0.359 | Acc: 87.517% (15123/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 49s549ms | Loss: 0.358 | Acc: 87.563% (15243/17408) 136/391 [======================>..........................................] Step: 355ms | Tot: 49s905ms | Loss: 0.358 | Acc: 87.574% (15357/17536) 137/391 [======================>..........................................] Step: 381ms | Tot: 50s286ms | Loss: 0.358 | Acc: 87.551% (15465/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s642ms | Loss: 0.358 | Acc: 87.545% (15576/17792) 139/391 [=======================>.........................................] Step: 349ms | Tot: 50s992ms | Loss: 0.359 | Acc: 87.506% (15681/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s353ms | Loss: 0.359 | Acc: 87.506% (15793/18048) 141/391 [=======================>.........................................] Step: 375ms | Tot: 51s729ms | Loss: 0.360 | Acc: 87.467% (15898/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 52s92ms | Loss: 0.359 | Acc: 87.484% (16013/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 52s452ms | Loss: 0.360 | Acc: 87.467% (16122/18432) 144/391 [=======================>.........................................] Step: 352ms | Tot: 52s805ms | Loss: 0.360 | Acc: 87.457% (16232/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 53s169ms | Loss: 0.360 | Acc: 87.484% (16349/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s532ms | Loss: 0.360 | Acc: 87.489% (16462/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s891ms | Loss: 0.359 | Acc: 87.500% (16576/18944) 148/391 [========================>........................................] Step: 367ms | Tot: 54s259ms | Loss: 0.359 | Acc: 87.505% (16689/19072) 149/391 [========================>........................................] Step: 349ms | Tot: 54s608ms | Loss: 0.360 | Acc: 87.448% (16790/19200) 150/391 [========================>........................................] Step: 373ms | Tot: 54s981ms | Loss: 0.361 | Acc: 87.397% (16892/19328) 151/391 [=========================>.......................................] Step: 371ms | Tot: 55s353ms | Loss: 0.362 | Acc: 87.387% (17002/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s718ms | Loss: 0.360 | Acc: 87.434% (17123/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 56s79ms | Loss: 0.361 | Acc: 87.429% (17234/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 56s447ms | Loss: 0.360 | Acc: 87.429% (17346/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s813ms | Loss: 0.360 | Acc: 87.435% (17459/19968) 156/391 [=========================>.......................................] Step: 353ms | Tot: 57s167ms | Loss: 0.360 | Acc: 87.435% (17571/20096) 157/391 [==========================>......................................] Step: 370ms | Tot: 57s537ms | Loss: 0.360 | Acc: 87.451% (17686/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s901ms | Loss: 0.360 | Acc: 87.446% (17797/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s264ms | Loss: 0.360 | Acc: 87.456% (17911/20480) 160/391 [==========================>......................................] Step: 353ms | Tot: 58s618ms | Loss: 0.359 | Acc: 87.451% (18022/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s976ms | Loss: 0.360 | Acc: 87.452% (18134/20736) 162/391 [==========================>......................................] Step: 372ms | Tot: 59s349ms | Loss: 0.360 | Acc: 87.452% (18246/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 59s721ms | Loss: 0.360 | Acc: 87.443% (18356/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 1m75ms | Loss: 0.359 | Acc: 87.443% (18468/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 1m440ms | Loss: 0.359 | Acc: 87.434% (18578/21248) 166/391 [===========================>.....................................] Step: 350ms | Tot: 1m791ms | Loss: 0.359 | Acc: 87.458% (18695/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.359 | Acc: 87.435% (18802/21504) 168/391 [===========================>.....................................] Step: 387ms | Tot: 1m1s | Loss: 0.358 | Acc: 87.458% (18919/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.358 | Acc: 87.459% (19031/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.358 | Acc: 87.473% (19146/21888) 171/391 [============================>....................................] Step: 345ms | Tot: 1m2s | Loss: 0.358 | Acc: 87.473% (19258/22016) 172/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.358 | Acc: 87.473% (19370/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.358 | Acc: 87.487% (19485/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.358 | Acc: 87.513% (19603/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.357 | Acc: 87.527% (19718/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.358 | Acc: 87.531% (19831/22656) 177/391 [=============================>...................................] Step: 374ms | Tot: 1m4s | Loss: 0.358 | Acc: 87.544% (19946/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.357 | Acc: 87.570% (20064/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.357 | Acc: 87.569% (20176/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.356 | Acc: 87.599% (20295/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.356 | Acc: 87.607% (20409/23296) 182/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.356 | Acc: 87.620% (20524/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.356 | Acc: 87.649% (20643/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.356 | Acc: 87.639% (20753/23680) 185/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.356 | Acc: 87.609% (20858/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m8s | Loss: 0.356 | Acc: 87.604% (20969/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.356 | Acc: 87.604% (21081/24064) 188/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.355 | Acc: 87.632% (21200/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.356 | Acc: 87.627% (21311/24320) 190/391 [===============================>.................................] Step: 401ms | Tot: 1m9s | Loss: 0.357 | Acc: 87.610% (21419/24448) 191/391 [===============================>.................................] Step: 393ms | Tot: 1m9s | Loss: 0.356 | Acc: 87.626% (21535/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m10s | Loss: 0.356 | Acc: 87.621% (21646/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.356 | Acc: 87.609% (21755/24832) 194/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.356 | Acc: 87.624% (21871/24960) 195/391 [================================>................................] Step: 381ms | Tot: 1m11s | Loss: 0.356 | Acc: 87.624% (21983/25088) 196/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.356 | Acc: 87.611% (22092/25216) 197/391 [================================>................................] Step: 354ms | Tot: 1m12s | Loss: 0.356 | Acc: 87.638% (22211/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.355 | Acc: 87.661% (22329/25472) 199/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.354 | Acc: 87.672% (22444/25600) 200/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.354 | Acc: 87.667% (22555/25728) 201/391 [=================================>...............................] Step: 351ms | Tot: 1m13s | Loss: 0.355 | Acc: 87.647% (22662/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.355 | Acc: 87.654% (22776/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.356 | Acc: 87.630% (22882/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.356 | Acc: 87.641% (22997/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.356 | Acc: 87.652% (23112/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.356 | Acc: 87.651% (23224/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.356 | Acc: 87.669% (23341/26624) 208/391 [==================================>..............................] Step: 350ms | Tot: 1m16s | Loss: 0.356 | Acc: 87.672% (23454/26752) 209/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.355 | Acc: 87.682% (23569/26880) 210/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.355 | Acc: 87.674% (23679/27008) 211/391 [===================================>.............................] Step: 376ms | Tot: 1m17s | Loss: 0.355 | Acc: 87.688% (23795/27136) 212/391 [===================================>.............................] Step: 379ms | Tot: 1m17s | Loss: 0.355 | Acc: 87.672% (23903/27264) 213/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.356 | Acc: 87.646% (24008/27392) 214/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.356 | Acc: 87.645% (24120/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.356 | Acc: 87.641% (24231/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.640% (24343/27776) 217/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.633% (24453/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.646% (24569/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.356 | Acc: 87.638% (24679/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.356 | Acc: 87.641% (24792/28288) 221/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.355 | Acc: 87.641% (24904/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.355 | Acc: 87.644% (25017/28544) 223/391 [=====================================>...........................] Step: 374ms | Tot: 1m21s | Loss: 0.355 | Acc: 87.657% (25133/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.355 | Acc: 87.653% (25244/28800) 225/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.355 | Acc: 87.635% (25351/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.356 | Acc: 87.624% (25460/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.356 | Acc: 87.613% (25569/29184) 228/391 [=====================================>...........................] Step: 376ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.623% (25684/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.636% (25800/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.622% (25908/29568) 231/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.614% (26018/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.624% (26133/29824) 233/391 [======================================>..........................] Step: 382ms | Tot: 1m25s | Loss: 0.355 | Acc: 87.624% (26245/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.355 | Acc: 87.616% (26355/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.356 | Acc: 87.619% (26468/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.356 | Acc: 87.612% (26578/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.356 | Acc: 87.595% (26685/30464) 238/391 [=======================================>.........................] Step: 379ms | Tot: 1m27s | Loss: 0.356 | Acc: 87.601% (26799/30592) 239/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.357 | Acc: 87.578% (26904/30720) 240/391 [=======================================>.........................] Step: 376ms | Tot: 1m27s | Loss: 0.357 | Acc: 87.571% (27014/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.357 | Acc: 87.558% (27122/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.357 | Acc: 87.564% (27236/31104) 243/391 [========================================>........................] Step: 373ms | Tot: 1m28s | Loss: 0.357 | Acc: 87.554% (27345/31232) 244/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.358 | Acc: 87.545% (27454/31360) 245/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.358 | Acc: 87.519% (27558/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m30s | Loss: 0.359 | Acc: 87.522% (27671/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.359 | Acc: 87.519% (27782/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.358 | Acc: 87.541% (27901/31872) 249/391 [=========================================>.......................] Step: 377ms | Tot: 1m31s | Loss: 0.358 | Acc: 87.550% (28016/32000) 250/391 [=========================================>.......................] Step: 387ms | Tot: 1m31s | Loss: 0.358 | Acc: 87.568% (28134/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.358 | Acc: 87.571% (28247/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.358 | Acc: 87.574% (28360/32384) 253/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.358 | Acc: 87.577% (28473/32512) 254/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.358 | Acc: 87.570% (28583/32640) 255/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.359 | Acc: 87.561% (28692/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.359 | Acc: 87.555% (28802/32896) 257/391 [==========================================>......................] Step: 353ms | Tot: 1m34s | Loss: 0.359 | Acc: 87.555% (28914/33024) 258/391 [==========================================>......................] Step: 376ms | Tot: 1m34s | Loss: 0.359 | Acc: 87.578% (29034/33152) 259/391 [===========================================>.....................] Step: 378ms | Tot: 1m34s | Loss: 0.359 | Acc: 87.584% (29148/33280) 260/391 [===========================================>.....................] Step: 378ms | Tot: 1m35s | Loss: 0.358 | Acc: 87.587% (29261/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.358 | Acc: 87.578% (29370/33536) 262/391 [===========================================>.....................] Step: 352ms | Tot: 1m36s | Loss: 0.359 | Acc: 87.565% (29478/33664) 263/391 [===========================================>.....................] Step: 372ms | Tot: 1m36s | Loss: 0.360 | Acc: 87.541% (29582/33792) 264/391 [===========================================>.....................] Step: 375ms | Tot: 1m36s | Loss: 0.360 | Acc: 87.529% (29690/33920) 265/391 [============================================>....................] Step: 375ms | Tot: 1m37s | Loss: 0.360 | Acc: 87.532% (29803/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.360 | Acc: 87.541% (29918/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.360 | Acc: 87.535% (30028/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.360 | Acc: 87.512% (30132/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.360 | Acc: 87.514% (30245/34560) 270/391 [============================================>....................] Step: 375ms | Tot: 1m38s | Loss: 0.361 | Acc: 87.509% (30355/34688) 271/391 [=============================================>...................] Step: 374ms | Tot: 1m39s | Loss: 0.361 | Acc: 87.506% (30466/34816) 272/391 [=============================================>...................] Step: 402ms | Tot: 1m39s | Loss: 0.360 | Acc: 87.514% (30581/34944) 273/391 [=============================================>...................] Step: 385ms | Tot: 1m40s | Loss: 0.361 | Acc: 87.497% (30687/35072) 274/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.361 | Acc: 87.509% (30803/35200) 275/391 [=============================================>...................] Step: 373ms | Tot: 1m40s | Loss: 0.361 | Acc: 87.511% (30916/35328) 276/391 [=============================================>...................] Step: 380ms | Tot: 1m41s | Loss: 0.361 | Acc: 87.511% (31028/35456) 277/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.361 | Acc: 87.520% (31143/35584) 278/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.360 | Acc: 87.542% (31263/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.360 | Acc: 87.547% (31377/35840) 280/391 [==============================================>..................] Step: 379ms | Tot: 1m42s | Loss: 0.361 | Acc: 87.531% (31483/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.361 | Acc: 87.514% (31589/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.361 | Acc: 87.511% (31700/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.361 | Acc: 87.530% (31819/36352) 284/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.361 | Acc: 87.536% (31933/36480) 285/391 [===============================================>.................] Step: 378ms | Tot: 1m44s | Loss: 0.361 | Acc: 87.538% (32046/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.361 | Acc: 87.524% (32153/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.361 | Acc: 87.530% (32267/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.361 | Acc: 87.516% (32374/36992) 289/391 [================================================>................] Step: 355ms | Tot: 1m46s | Loss: 0.362 | Acc: 87.511% (32484/37120) 290/391 [================================================>................] Step: 379ms | Tot: 1m46s | Loss: 0.361 | Acc: 87.519% (32599/37248) 291/391 [================================================>................] Step: 375ms | Tot: 1m46s | Loss: 0.361 | Acc: 87.511% (32708/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.362 | Acc: 87.505% (32818/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.361 | Acc: 87.516% (32934/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.362 | Acc: 87.516% (33046/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.362 | Acc: 87.513% (33157/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.362 | Acc: 87.503% (33265/38016) 297/391 [=================================================>...............] Step: 382ms | Tot: 1m48s | Loss: 0.362 | Acc: 87.503% (33377/38144) 298/391 [=================================================>...............] Step: 382ms | Tot: 1m49s | Loss: 0.362 | Acc: 87.510% (33492/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.362 | Acc: 87.510% (33604/38400) 300/391 [=================================================>...............] Step: 368ms | Tot: 1m50s | Loss: 0.362 | Acc: 87.510% (33716/38528) 301/391 [==================================================>..............] Step: 380ms | Tot: 1m50s | Loss: 0.362 | Acc: 87.510% (33828/38656) 302/391 [==================================================>..............] Step: 377ms | Tot: 1m50s | Loss: 0.362 | Acc: 87.500% (33936/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.362 | Acc: 87.500% (34048/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m51s | Loss: 0.363 | Acc: 87.482% (34153/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.363 | Acc: 87.487% (34267/39168) 306/391 [==================================================>..............] Step: 373ms | Tot: 1m52s | Loss: 0.362 | Acc: 87.497% (34383/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.362 | Acc: 87.508% (34499/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.362 | Acc: 87.520% (34616/39552) 309/391 [===================================================>.............] Step: 354ms | Tot: 1m53s | Loss: 0.363 | Acc: 87.510% (34724/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.362 | Acc: 87.515% (34838/39808) 311/391 [===================================================>.............] Step: 354ms | Tot: 1m54s | Loss: 0.362 | Acc: 87.518% (34951/39936) 312/391 [===================================================>.............] Step: 370ms | Tot: 1m54s | Loss: 0.362 | Acc: 87.525% (35066/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.362 | Acc: 87.522% (35177/40192) 314/391 [====================================================>............] Step: 349ms | Tot: 1m55s | Loss: 0.362 | Acc: 87.520% (35288/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.362 | Acc: 87.515% (35398/40448) 316/391 [====================================================>............] Step: 353ms | Tot: 1m55s | Loss: 0.363 | Acc: 87.512% (35509/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.363 | Acc: 87.502% (35617/40704) 318/391 [====================================================>............] Step: 379ms | Tot: 1m56s | Loss: 0.362 | Acc: 87.505% (35730/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.362 | Acc: 87.505% (35842/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.363 | Acc: 87.502% (35953/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.363 | Acc: 87.498% (36063/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.362 | Acc: 87.512% (36181/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.362 | Acc: 87.519% (36296/41472) 324/391 [=====================================================>...........] Step: 354ms | Tot: 1m58s | Loss: 0.362 | Acc: 87.507% (36403/41600) 325/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.362 | Acc: 87.507% (36515/41728) 326/391 [======================================================>..........] Step: 351ms | Tot: 1m59s | Loss: 0.363 | Acc: 87.493% (36621/41856) 327/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.363 | Acc: 87.488% (36731/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 2m279ms | Loss: 0.363 | Acc: 87.486% (36842/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 2m641ms | Loss: 0.363 | Acc: 87.481% (36952/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m1s | Loss: 0.363 | Acc: 87.488% (37067/42368) 331/391 [=======================================================>.........] Step: 371ms | Tot: 2m1s | Loss: 0.362 | Acc: 87.491% (37180/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.362 | Acc: 87.505% (37298/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.362 | Acc: 87.507% (37411/42752) 334/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.362 | Acc: 87.523% (37530/42880) 335/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.362 | Acc: 87.514% (37638/43008) 336/391 [=======================================================>.........] Step: 353ms | Tot: 2m3s | Loss: 0.362 | Acc: 87.521% (37753/43136) 337/391 [========================================================>........] Step: 348ms | Tot: 2m3s | Loss: 0.362 | Acc: 87.523% (37866/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.362 | Acc: 87.512% (37973/43392) 339/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.362 | Acc: 87.507% (38083/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.363 | Acc: 87.489% (38187/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.363 | Acc: 87.473% (38292/43776) 342/391 [========================================================>........] Step: 356ms | Tot: 2m5s | Loss: 0.363 | Acc: 87.477% (38406/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.363 | Acc: 87.477% (38518/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.362 | Acc: 87.484% (38633/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.363 | Acc: 87.480% (38743/44288) 346/391 [=========================================================>.......] Step: 371ms | Tot: 2m6s | Loss: 0.362 | Acc: 87.480% (38855/44416) 347/391 [=========================================================>.......] Step: 353ms | Tot: 2m7s | Loss: 0.363 | Acc: 87.478% (38966/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.363 | Acc: 87.478% (39078/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.363 | Acc: 87.480% (39191/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.363 | Acc: 87.482% (39304/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.363 | Acc: 87.473% (39412/45056) 352/391 [==========================================================>......] Step: 351ms | Tot: 2m8s | Loss: 0.363 | Acc: 87.462% (39519/45184) 353/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.363 | Acc: 87.460% (39630/45312) 354/391 [==========================================================>......] Step: 416ms | Tot: 2m9s | Loss: 0.363 | Acc: 87.460% (39742/45440) 355/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.363 | Acc: 87.465% (39856/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.363 | Acc: 87.461% (39966/45696) 357/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.363 | Acc: 87.461% (40078/45824) 358/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.363 | Acc: 87.465% (40192/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.363 | Acc: 87.476% (40309/46080) 360/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.363 | Acc: 87.485% (40425/46208) 361/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.363 | Acc: 87.494% (40541/46336) 362/391 [============================================================>....] Step: 351ms | Tot: 2m12s | Loss: 0.363 | Acc: 87.491% (40652/46464) 363/391 [============================================================>....] Step: 351ms | Tot: 2m13s | Loss: 0.363 | Acc: 87.485% (40761/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m13s | Loss: 0.363 | Acc: 87.481% (40871/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.363 | Acc: 87.489% (40987/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.363 | Acc: 87.474% (41092/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.363 | Acc: 87.472% (41203/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.363 | Acc: 87.472% (41315/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.363 | Acc: 87.477% (41429/47360) 370/391 [=============================================================>...] Step: 351ms | Tot: 2m15s | Loss: 0.363 | Acc: 87.487% (41546/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.363 | Acc: 87.483% (41656/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m16s | Loss: 0.363 | Acc: 87.487% (41770/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.363 | Acc: 87.479% (41878/47872) 374/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.363 | Acc: 87.479% (41990/48000) 375/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.363 | Acc: 87.479% (42102/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.363 | Acc: 87.481% (42215/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m18s | Loss: 0.363 | Acc: 87.486% (42329/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.363 | Acc: 87.484% (42440/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.364 | Acc: 87.471% (42546/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.364 | Acc: 87.467% (42656/48768) 381/391 [===============================================================>.] Step: 354ms | Tot: 2m19s | Loss: 0.364 | Acc: 87.461% (42765/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.364 | Acc: 87.463% (42878/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.364 | Acc: 87.457% (42987/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.364 | Acc: 87.459% (43100/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.364 | Acc: 87.457% (43211/49408) 386/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.364 | Acc: 87.448% (43318/49536) 387/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.364 | Acc: 87.452% (43432/49664) 388/391 [================================================================>] Step: 376ms | Tot: 2m22s | Loss: 0.364 | Acc: 87.452% (43544/49792) 389/391 [================================================================>] Step: 377ms | Tot: 2m22s | Loss: 0.364 | Acc: 87.448% (43654/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m22s | Loss: 0.364 | Acc: 87.456% (43728/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 2ms | Loss: 0.430 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 307ms | Tot: 310ms | Loss: 0.518 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 307ms | Tot: 617ms | Loss: 0.525 | Acc: 82.333% (247/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 917ms | Loss: 0.549 | Acc: 82.750% (331/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s212ms | Loss: 0.588 | Acc: 81.600% (408/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s506ms | Loss: 0.548 | Acc: 83.000% (498/600) 6/100 [===>.............................................................] Step: 287ms | Tot: 1s794ms | Loss: 0.538 | Acc: 83.000% (581/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s92ms | Loss: 0.534 | Acc: 82.750% (662/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s400ms | Loss: 0.583 | Acc: 81.778% (736/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s701ms | Loss: 0.573 | Acc: 82.200% (822/1000) 10/100 [======>..........................................................] Step: 312ms | Tot: 3s13ms | Loss: 0.578 | Acc: 82.364% (906/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s321ms | Loss: 0.583 | Acc: 82.083% (985/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s619ms | Loss: 0.577 | Acc: 81.923% (1065/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s926ms | Loss: 0.581 | Acc: 81.643% (1143/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s243ms | Loss: 0.569 | Acc: 82.000% (1230/1500) 15/100 [=========>.......................................................] Step: 314ms | Tot: 4s557ms | Loss: 0.577 | Acc: 81.688% (1307/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s863ms | Loss: 0.576 | Acc: 81.824% (1391/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s166ms | Loss: 0.584 | Acc: 81.444% (1466/1800) 18/100 [===========>.....................................................] Step: 299ms | Tot: 5s465ms | Loss: 0.583 | Acc: 81.526% (1549/1900) 19/100 [============>....................................................] Step: 297ms | Tot: 5s762ms | Loss: 0.592 | Acc: 81.350% (1627/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s72ms | Loss: 0.593 | Acc: 81.286% (1707/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s384ms | Loss: 0.593 | Acc: 81.273% (1788/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s692ms | Loss: 0.597 | Acc: 81.304% (1870/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 7s3ms | Loss: 0.596 | Acc: 81.333% (1952/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s309ms | Loss: 0.597 | Acc: 81.280% (2032/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s607ms | Loss: 0.602 | Acc: 81.115% (2109/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s911ms | Loss: 0.596 | Acc: 81.111% (2190/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s222ms | Loss: 0.598 | Acc: 81.179% (2273/2800) 28/100 [==================>..............................................] Step: 313ms | Tot: 8s536ms | Loss: 0.599 | Acc: 81.276% (2357/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s841ms | Loss: 0.596 | Acc: 81.400% (2442/3000) 30/100 [===================>.............................................] Step: 320ms | Tot: 9s161ms | Loss: 0.598 | Acc: 81.323% (2521/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s460ms | Loss: 0.602 | Acc: 81.156% (2597/3200) 32/100 [====================>............................................] Step: 296ms | Tot: 9s756ms | Loss: 0.603 | Acc: 81.152% (2678/3300) 33/100 [=====================>...........................................] Step: 312ms | Tot: 10s69ms | Loss: 0.604 | Acc: 81.029% (2755/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s378ms | Loss: 0.610 | Acc: 80.914% (2832/3500) 35/100 [======================>..........................................] Step: 312ms | Tot: 10s691ms | Loss: 0.604 | Acc: 81.028% (2917/3600) 36/100 [=======================>.........................................] Step: 312ms | Tot: 11s4ms | Loss: 0.610 | Acc: 80.838% (2991/3700) 37/100 [========================>........................................] Step: 294ms | Tot: 11s298ms | Loss: 0.609 | Acc: 80.974% (3077/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s599ms | Loss: 0.603 | Acc: 81.077% (3162/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 11s912ms | Loss: 0.600 | Acc: 81.200% (3248/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s218ms | Loss: 0.604 | Acc: 81.049% (3323/4100) 41/100 [==========================>......................................] Step: 318ms | Tot: 12s537ms | Loss: 0.603 | Acc: 81.071% (3405/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s843ms | Loss: 0.599 | Acc: 81.186% (3491/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s149ms | Loss: 0.600 | Acc: 81.205% (3573/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s458ms | Loss: 0.599 | Acc: 81.156% (3652/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s763ms | Loss: 0.598 | Acc: 81.174% (3734/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s73ms | Loss: 0.598 | Acc: 81.170% (3815/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s377ms | Loss: 0.598 | Acc: 81.146% (3895/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s680ms | Loss: 0.597 | Acc: 81.204% (3979/4900) 49/100 [===============================>.................................] Step: 297ms | Tot: 14s977ms | Loss: 0.602 | Acc: 81.080% (4054/5000) 50/100 [================================>................................] Step: 295ms | Tot: 15s272ms | Loss: 0.602 | Acc: 81.059% (4134/5100) 51/100 [=================================>...............................] Step: 295ms | Tot: 15s568ms | Loss: 0.605 | Acc: 80.981% (4211/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s870ms | Loss: 0.606 | Acc: 80.981% (4292/5300) 53/100 [==================================>..............................] Step: 341ms | Tot: 16s211ms | Loss: 0.608 | Acc: 80.944% (4371/5400) 54/100 [===================================>.............................] Step: 351ms | Tot: 16s563ms | Loss: 0.608 | Acc: 80.945% (4452/5500) 55/100 [===================================>.............................] Step: 294ms | Tot: 16s858ms | Loss: 0.611 | Acc: 80.946% (4533/5600) 56/100 [====================================>............................] Step: 299ms | Tot: 17s157ms | Loss: 0.612 | Acc: 80.965% (4615/5700) 57/100 [=====================================>...........................] Step: 297ms | Tot: 17s455ms | Loss: 0.610 | Acc: 81.017% (4699/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 17s766ms | Loss: 0.610 | Acc: 80.898% (4773/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s77ms | Loss: 0.614 | Acc: 80.917% (4855/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s384ms | Loss: 0.616 | Acc: 80.820% (4930/6100) 61/100 [=======================================>.........................] Step: 295ms | Tot: 18s679ms | Loss: 0.618 | Acc: 80.790% (5009/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 18s979ms | Loss: 0.618 | Acc: 80.825% (5092/6300) 63/100 [========================================>........................] Step: 292ms | Tot: 19s271ms | Loss: 0.618 | Acc: 80.859% (5175/6400) 64/100 [=========================================>.......................] Step: 296ms | Tot: 19s568ms | Loss: 0.621 | Acc: 80.815% (5253/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s869ms | Loss: 0.619 | Acc: 80.833% (5335/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s176ms | Loss: 0.618 | Acc: 80.836% (5416/6700) 67/100 [===========================================>.....................] Step: 299ms | Tot: 20s475ms | Loss: 0.619 | Acc: 80.882% (5500/6800) 68/100 [============================================>....................] Step: 297ms | Tot: 20s773ms | Loss: 0.619 | Acc: 80.812% (5576/6900) 69/100 [============================================>....................] Step: 297ms | Tot: 21s70ms | Loss: 0.621 | Acc: 80.714% (5650/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s369ms | Loss: 0.622 | Acc: 80.718% (5731/7100) 71/100 [==============================================>..................] Step: 295ms | Tot: 21s664ms | Loss: 0.622 | Acc: 80.736% (5813/7200) 72/100 [==============================================>..................] Step: 292ms | Tot: 21s957ms | Loss: 0.623 | Acc: 80.753% (5895/7300) 73/100 [===============================================>.................] Step: 290ms | Tot: 22s247ms | Loss: 0.623 | Acc: 80.797% (5979/7400) 74/100 [================================================>................] Step: 298ms | Tot: 22s545ms | Loss: 0.624 | Acc: 80.707% (6053/7500) 75/100 [================================================>................] Step: 292ms | Tot: 22s838ms | Loss: 0.623 | Acc: 80.697% (6133/7600) 76/100 [=================================================>...............] Step: 317ms | Tot: 23s156ms | Loss: 0.622 | Acc: 80.740% (6217/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s463ms | Loss: 0.624 | Acc: 80.654% (6291/7800) 78/100 [==================================================>..............] Step: 292ms | Tot: 23s756ms | Loss: 0.623 | Acc: 80.646% (6371/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s56ms | Loss: 0.622 | Acc: 80.600% (6448/8000) 80/100 [====================================================>............] Step: 299ms | Tot: 24s356ms | Loss: 0.621 | Acc: 80.630% (6531/8100) 81/100 [====================================================>............] Step: 296ms | Tot: 24s652ms | Loss: 0.621 | Acc: 80.634% (6612/8200) 82/100 [=====================================================>...........] Step: 298ms | Tot: 24s950ms | Loss: 0.620 | Acc: 80.687% (6697/8300) 83/100 [=====================================================>...........] Step: 294ms | Tot: 25s244ms | Loss: 0.620 | Acc: 80.667% (6776/8400) 84/100 [======================================================>..........] Step: 295ms | Tot: 25s540ms | Loss: 0.622 | Acc: 80.553% (6847/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s843ms | Loss: 0.622 | Acc: 80.570% (6929/8600) 86/100 [=======================================================>.........] Step: 294ms | Tot: 26s137ms | Loss: 0.621 | Acc: 80.598% (7012/8700) 87/100 [========================================================>........] Step: 296ms | Tot: 26s434ms | Loss: 0.621 | Acc: 80.580% (7091/8800) 88/100 [=========================================================>.......] Step: 291ms | Tot: 26s725ms | Loss: 0.624 | Acc: 80.539% (7168/8900) 89/100 [=========================================================>.......] Step: 297ms | Tot: 27s23ms | Loss: 0.624 | Acc: 80.578% (7252/9000) 90/100 [==========================================================>......] Step: 292ms | Tot: 27s315ms | Loss: 0.623 | Acc: 80.593% (7334/9100) 91/100 [===========================================================>.....] Step: 298ms | Tot: 27s613ms | Loss: 0.620 | Acc: 80.630% (7418/9200) 92/100 [===========================================================>.....] Step: 297ms | Tot: 27s910ms | Loss: 0.620 | Acc: 80.656% (7501/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s214ms | Loss: 0.621 | Acc: 80.617% (7578/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s522ms | Loss: 0.619 | Acc: 80.632% (7660/9500) 95/100 [=============================================================>...] Step: 291ms | Tot: 28s814ms | Loss: 0.619 | Acc: 80.656% (7743/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 29s112ms | Loss: 0.617 | Acc: 80.701% (7828/9700) 97/100 [===============================================================>.] Step: 293ms | Tot: 29s406ms | Loss: 0.615 | Acc: 80.735% (7912/9800) 98/100 [===============================================================>.] Step: 292ms | Tot: 29s698ms | Loss: 0.617 | Acc: 80.697% (7989/9900) 99/100 [================================================================>] Step: 299ms | Tot: 29s998ms | Loss: 0.617 | Acc: 80.700% (8070/10000) 100/100 + +Epoch: 87 + [>................................................................] Step: 610ms | Tot: 2ms | Loss: 0.397 | Acc: 89.844% (115/128) 1/391 [>................................................................] Step: 396ms | Tot: 398ms | Loss: 0.393 | Acc: 88.281% (226/256) 2/391 [>................................................................] Step: 363ms | Tot: 762ms | Loss: 0.370 | Acc: 87.760% (337/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s133ms | Loss: 0.333 | Acc: 88.477% (453/512) 4/391 [>................................................................] Step: 374ms | Tot: 1s508ms | Loss: 0.316 | Acc: 89.062% (570/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s882ms | Loss: 0.312 | Acc: 89.323% (686/768) 6/391 [>................................................................] Step: 355ms | Tot: 2s238ms | Loss: 0.307 | Acc: 89.509% (802/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s598ms | Loss: 0.303 | Acc: 89.258% (914/1024) 8/391 [=>...............................................................] Step: 354ms | Tot: 2s952ms | Loss: 0.307 | Acc: 89.236% (1028/1152) 9/391 [=>...............................................................] Step: 350ms | Tot: 3s303ms | Loss: 0.311 | Acc: 89.141% (1141/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s661ms | Loss: 0.325 | Acc: 88.991% (1253/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s17ms | Loss: 0.327 | Acc: 88.932% (1366/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s379ms | Loss: 0.336 | Acc: 88.702% (1476/1664) 13/391 [==>..............................................................] Step: 355ms | Tot: 4s735ms | Loss: 0.339 | Acc: 88.616% (1588/1792) 14/391 [==>..............................................................] Step: 347ms | Tot: 5s83ms | Loss: 0.350 | Acc: 88.333% (1696/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s442ms | Loss: 0.356 | Acc: 87.988% (1802/2048) 16/391 [==>..............................................................] Step: 351ms | Tot: 5s794ms | Loss: 0.352 | Acc: 88.051% (1916/2176) 17/391 [==>..............................................................] Step: 349ms | Tot: 6s144ms | Loss: 0.346 | Acc: 88.064% (2029/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s504ms | Loss: 0.344 | Acc: 88.240% (2146/2432) 19/391 [===>.............................................................] Step: 349ms | Tot: 6s853ms | Loss: 0.340 | Acc: 88.516% (2266/2560) 20/391 [===>.............................................................] Step: 352ms | Tot: 7s206ms | Loss: 0.340 | Acc: 88.504% (2379/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s571ms | Loss: 0.339 | Acc: 88.388% (2489/2816) 22/391 [===>.............................................................] Step: 368ms | Tot: 7s939ms | Loss: 0.338 | Acc: 88.349% (2601/2944) 23/391 [===>.............................................................] Step: 351ms | Tot: 8s291ms | Loss: 0.338 | Acc: 88.281% (2712/3072) 24/391 [===>.............................................................] Step: 348ms | Tot: 8s639ms | Loss: 0.346 | Acc: 87.969% (2815/3200) 25/391 [====>............................................................] Step: 354ms | Tot: 8s994ms | Loss: 0.347 | Acc: 87.891% (2925/3328) 26/391 [====>............................................................] Step: 348ms | Tot: 9s342ms | Loss: 0.348 | Acc: 87.963% (3040/3456) 27/391 [====>............................................................] Step: 349ms | Tot: 9s691ms | Loss: 0.350 | Acc: 87.891% (3150/3584) 28/391 [====>............................................................] Step: 352ms | Tot: 10s44ms | Loss: 0.351 | Acc: 87.796% (3259/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s401ms | Loss: 0.349 | Acc: 87.865% (3374/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s759ms | Loss: 0.349 | Acc: 87.903% (3488/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s118ms | Loss: 0.350 | Acc: 87.842% (3598/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s479ms | Loss: 0.350 | Acc: 87.784% (3708/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 11s836ms | Loss: 0.349 | Acc: 87.799% (3821/4352) 34/391 [=====>...........................................................] Step: 345ms | Tot: 12s182ms | Loss: 0.350 | Acc: 87.768% (3932/4480) 35/391 [=====>...........................................................] Step: 372ms | Tot: 12s554ms | Loss: 0.350 | Acc: 87.782% (4045/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 12s914ms | Loss: 0.350 | Acc: 87.753% (4156/4736) 37/391 [======>..........................................................] Step: 353ms | Tot: 13s267ms | Loss: 0.347 | Acc: 87.891% (4275/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s621ms | Loss: 0.349 | Acc: 87.901% (4388/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 13s981ms | Loss: 0.347 | Acc: 87.969% (4504/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s344ms | Loss: 0.348 | Acc: 87.919% (4614/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 14s703ms | Loss: 0.350 | Acc: 87.816% (4721/5376) 42/391 [======>..........................................................] Step: 352ms | Tot: 15s55ms | Loss: 0.349 | Acc: 87.936% (4840/5504) 43/391 [=======>.........................................................] Step: 353ms | Tot: 15s408ms | Loss: 0.349 | Acc: 87.837% (4947/5632) 44/391 [=======>.........................................................] Step: 399ms | Tot: 15s807ms | Loss: 0.348 | Acc: 87.917% (5064/5760) 45/391 [=======>.........................................................] Step: 377ms | Tot: 16s185ms | Loss: 0.348 | Acc: 87.942% (5178/5888) 46/391 [=======>.........................................................] Step: 353ms | Tot: 16s538ms | Loss: 0.346 | Acc: 88.015% (5295/6016) 47/391 [=======>.........................................................] Step: 352ms | Tot: 16s890ms | Loss: 0.347 | Acc: 88.005% (5407/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s248ms | Loss: 0.348 | Acc: 87.994% (5519/6272) 49/391 [========>........................................................] Step: 369ms | Tot: 17s618ms | Loss: 0.348 | Acc: 87.922% (5627/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 17s984ms | Loss: 0.350 | Acc: 87.868% (5736/6528) 51/391 [========>........................................................] Step: 348ms | Tot: 18s333ms | Loss: 0.350 | Acc: 87.906% (5851/6656) 52/391 [========>........................................................] Step: 353ms | Tot: 18s686ms | Loss: 0.350 | Acc: 87.913% (5964/6784) 53/391 [========>........................................................] Step: 351ms | Tot: 19s38ms | Loss: 0.349 | Acc: 88.006% (6083/6912) 54/391 [========>........................................................] Step: 355ms | Tot: 19s393ms | Loss: 0.348 | Acc: 88.040% (6198/7040) 55/391 [=========>.......................................................] Step: 356ms | Tot: 19s749ms | Loss: 0.348 | Acc: 88.072% (6313/7168) 56/391 [=========>.......................................................] Step: 348ms | Tot: 20s98ms | Loss: 0.349 | Acc: 88.035% (6423/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s455ms | Loss: 0.349 | Acc: 88.012% (6534/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 20s814ms | Loss: 0.349 | Acc: 88.030% (6648/7552) 59/391 [=========>.......................................................] Step: 352ms | Tot: 21s166ms | Loss: 0.350 | Acc: 88.008% (6759/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s531ms | Loss: 0.350 | Acc: 88.012% (6872/7808) 61/391 [==========>......................................................] Step: 349ms | Tot: 21s880ms | Loss: 0.349 | Acc: 87.991% (6983/7936) 62/391 [==========>......................................................] Step: 352ms | Tot: 22s233ms | Loss: 0.349 | Acc: 87.996% (7096/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 22s598ms | Loss: 0.351 | Acc: 87.976% (7207/8192) 64/391 [==========>......................................................] Step: 356ms | Tot: 22s954ms | Loss: 0.351 | Acc: 87.945% (7317/8320) 65/391 [==========>......................................................] Step: 355ms | Tot: 23s310ms | Loss: 0.351 | Acc: 87.938% (7429/8448) 66/391 [==========>......................................................] Step: 348ms | Tot: 23s659ms | Loss: 0.351 | Acc: 87.908% (7539/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s16ms | Loss: 0.352 | Acc: 87.856% (7647/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s375ms | Loss: 0.354 | Acc: 87.794% (7754/8832) 69/391 [===========>.....................................................] Step: 355ms | Tot: 24s730ms | Loss: 0.355 | Acc: 87.812% (7868/8960) 70/391 [===========>.....................................................] Step: 356ms | Tot: 25s86ms | Loss: 0.354 | Acc: 87.841% (7983/9088) 71/391 [===========>.....................................................] Step: 355ms | Tot: 25s442ms | Loss: 0.355 | Acc: 87.815% (8093/9216) 72/391 [===========>.....................................................] Step: 353ms | Tot: 25s795ms | Loss: 0.355 | Acc: 87.800% (8204/9344) 73/391 [============>....................................................] Step: 346ms | Tot: 26s141ms | Loss: 0.357 | Acc: 87.722% (8309/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 26s498ms | Loss: 0.358 | Acc: 87.667% (8416/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 26s860ms | Loss: 0.358 | Acc: 87.675% (8529/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s219ms | Loss: 0.357 | Acc: 87.693% (8643/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 27s586ms | Loss: 0.356 | Acc: 87.730% (8759/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 27s943ms | Loss: 0.356 | Acc: 87.698% (8868/10112) 79/391 [=============>...................................................] Step: 347ms | Tot: 28s291ms | Loss: 0.358 | Acc: 87.627% (8973/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 28s646ms | Loss: 0.358 | Acc: 87.625% (9085/10368) 81/391 [=============>...................................................] Step: 352ms | Tot: 28s998ms | Loss: 0.360 | Acc: 87.614% (9196/10496) 82/391 [=============>...................................................] Step: 354ms | Tot: 29s352ms | Loss: 0.360 | Acc: 87.585% (9305/10624) 83/391 [=============>...................................................] Step: 344ms | Tot: 29s697ms | Loss: 0.360 | Acc: 87.593% (9418/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s51ms | Loss: 0.360 | Acc: 87.610% (9532/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 30s418ms | Loss: 0.361 | Acc: 87.609% (9644/11008) 86/391 [==============>..................................................] Step: 351ms | Tot: 30s769ms | Loss: 0.361 | Acc: 87.608% (9756/11136) 87/391 [==============>..................................................] Step: 351ms | Tot: 31s120ms | Loss: 0.362 | Acc: 87.571% (9864/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 31s476ms | Loss: 0.362 | Acc: 87.597% (9979/11392) 89/391 [==============>..................................................] Step: 353ms | Tot: 31s829ms | Loss: 0.362 | Acc: 87.595% (10091/11520) 90/391 [==============>..................................................] Step: 368ms | Tot: 32s198ms | Loss: 0.362 | Acc: 87.586% (10202/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 32s567ms | Loss: 0.361 | Acc: 87.636% (10320/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 32s934ms | Loss: 0.361 | Acc: 87.643% (10433/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 33s296ms | Loss: 0.360 | Acc: 87.650% (10546/12032) 94/391 [===============>.................................................] Step: 376ms | Tot: 33s673ms | Loss: 0.361 | Acc: 87.623% (10655/12160) 95/391 [===============>.................................................] Step: 374ms | Tot: 34s47ms | Loss: 0.361 | Acc: 87.598% (10764/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 34s411ms | Loss: 0.362 | Acc: 87.556% (10871/12416) 97/391 [================>................................................] Step: 363ms | Tot: 34s775ms | Loss: 0.362 | Acc: 87.540% (10981/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s133ms | Loss: 0.362 | Acc: 87.547% (11094/12672) 99/391 [================>................................................] Step: 357ms | Tot: 35s490ms | Loss: 0.362 | Acc: 87.523% (11203/12800) 100/391 [================>................................................] Step: 356ms | Tot: 35s846ms | Loss: 0.363 | Acc: 87.485% (11310/12928) 101/391 [================>................................................] Step: 354ms | Tot: 36s201ms | Loss: 0.363 | Acc: 87.492% (11423/13056) 102/391 [================>................................................] Step: 362ms | Tot: 36s564ms | Loss: 0.363 | Acc: 87.470% (11532/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 36s921ms | Loss: 0.363 | Acc: 87.455% (11642/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 37s274ms | Loss: 0.364 | Acc: 87.440% (11752/13440) 105/391 [=================>...............................................] Step: 371ms | Tot: 37s646ms | Loss: 0.364 | Acc: 87.412% (11860/13568) 106/391 [=================>...............................................] Step: 353ms | Tot: 38s | Loss: 0.364 | Acc: 87.405% (11971/13696) 107/391 [=================>...............................................] Step: 348ms | Tot: 38s348ms | Loss: 0.364 | Acc: 87.449% (12089/13824) 108/391 [=================>...............................................] Step: 347ms | Tot: 38s696ms | Loss: 0.364 | Acc: 87.435% (12199/13952) 109/391 [==================>..............................................] Step: 352ms | Tot: 39s49ms | Loss: 0.364 | Acc: 87.457% (12314/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 39s408ms | Loss: 0.363 | Acc: 87.479% (12429/14208) 111/391 [==================>..............................................] Step: 347ms | Tot: 39s755ms | Loss: 0.363 | Acc: 87.451% (12537/14336) 112/391 [==================>..............................................] Step: 353ms | Tot: 40s109ms | Loss: 0.363 | Acc: 87.459% (12650/14464) 113/391 [==================>..............................................] Step: 355ms | Tot: 40s464ms | Loss: 0.363 | Acc: 87.466% (12763/14592) 114/391 [==================>..............................................] Step: 349ms | Tot: 40s813ms | Loss: 0.363 | Acc: 87.480% (12877/14720) 115/391 [===================>.............................................] Step: 349ms | Tot: 41s163ms | Loss: 0.362 | Acc: 87.500% (12992/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 41s526ms | Loss: 0.362 | Acc: 87.520% (13107/14976) 117/391 [===================>.............................................] Step: 351ms | Tot: 41s878ms | Loss: 0.361 | Acc: 87.546% (13223/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 42s245ms | Loss: 0.362 | Acc: 87.520% (13331/15232) 119/391 [===================>.............................................] Step: 398ms | Tot: 42s644ms | Loss: 0.361 | Acc: 87.539% (13446/15360) 120/391 [===================>.............................................] Step: 386ms | Tot: 43s31ms | Loss: 0.360 | Acc: 87.558% (13561/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 43s395ms | Loss: 0.360 | Acc: 87.583% (13677/15616) 122/391 [====================>............................................] Step: 348ms | Tot: 43s744ms | Loss: 0.360 | Acc: 87.576% (13788/15744) 123/391 [====================>............................................] Step: 356ms | Tot: 44s100ms | Loss: 0.361 | Acc: 87.525% (13892/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 44s460ms | Loss: 0.361 | Acc: 87.531% (14005/16000) 125/391 [====================>............................................] Step: 354ms | Tot: 44s815ms | Loss: 0.360 | Acc: 87.556% (14121/16128) 126/391 [====================>............................................] Step: 352ms | Tot: 45s167ms | Loss: 0.360 | Acc: 87.543% (14231/16256) 127/391 [=====================>...........................................] Step: 370ms | Tot: 45s537ms | Loss: 0.360 | Acc: 87.537% (14342/16384) 128/391 [=====================>...........................................] Step: 400ms | Tot: 45s937ms | Loss: 0.361 | Acc: 87.494% (14447/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 46s297ms | Loss: 0.361 | Acc: 87.488% (14558/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 46s658ms | Loss: 0.362 | Acc: 87.488% (14670/16768) 131/391 [=====================>...........................................] Step: 353ms | Tot: 47s12ms | Loss: 0.362 | Acc: 87.482% (14781/16896) 132/391 [=====================>...........................................] Step: 367ms | Tot: 47s380ms | Loss: 0.362 | Acc: 87.482% (14893/17024) 133/391 [======================>..........................................] Step: 373ms | Tot: 47s753ms | Loss: 0.362 | Acc: 87.494% (15007/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s113ms | Loss: 0.361 | Acc: 87.494% (15119/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 48s473ms | Loss: 0.361 | Acc: 87.471% (15227/17408) 136/391 [======================>..........................................] Step: 348ms | Tot: 48s822ms | Loss: 0.362 | Acc: 87.466% (15338/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 49s183ms | Loss: 0.361 | Acc: 87.483% (15453/17664) 138/391 [======================>..........................................] Step: 378ms | Tot: 49s562ms | Loss: 0.362 | Acc: 87.494% (15567/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 49s921ms | Loss: 0.362 | Acc: 87.506% (15681/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 50s284ms | Loss: 0.361 | Acc: 87.494% (15791/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 50s641ms | Loss: 0.361 | Acc: 87.506% (15905/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 50s999ms | Loss: 0.362 | Acc: 87.495% (16015/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 51s368ms | Loss: 0.362 | Acc: 87.495% (16127/18432) 144/391 [=======================>.........................................] Step: 352ms | Tot: 51s720ms | Loss: 0.362 | Acc: 87.495% (16239/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s81ms | Loss: 0.361 | Acc: 87.505% (16353/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 52s447ms | Loss: 0.361 | Acc: 87.532% (16470/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 52s805ms | Loss: 0.361 | Acc: 87.537% (16583/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s164ms | Loss: 0.362 | Acc: 87.510% (16690/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 53s527ms | Loss: 0.362 | Acc: 87.469% (16794/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 53s895ms | Loss: 0.363 | Acc: 87.438% (16900/19328) 151/391 [=========================>.......................................] Step: 344ms | Tot: 54s239ms | Loss: 0.362 | Acc: 87.454% (17015/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 54s596ms | Loss: 0.362 | Acc: 87.459% (17128/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 54s956ms | Loss: 0.362 | Acc: 87.444% (17237/19712) 154/391 [=========================>.......................................] Step: 356ms | Tot: 55s312ms | Loss: 0.362 | Acc: 87.445% (17349/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 55s675ms | Loss: 0.362 | Acc: 87.455% (17463/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 56s42ms | Loss: 0.362 | Acc: 87.435% (17571/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 56s403ms | Loss: 0.361 | Acc: 87.451% (17686/20224) 158/391 [==========================>......................................] Step: 351ms | Tot: 56s755ms | Loss: 0.362 | Acc: 87.421% (17792/20352) 159/391 [==========================>......................................] Step: 351ms | Tot: 57s106ms | Loss: 0.362 | Acc: 87.417% (17903/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 57s475ms | Loss: 0.363 | Acc: 87.422% (18016/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 57s830ms | Loss: 0.363 | Acc: 87.408% (18125/20736) 162/391 [==========================>......................................] Step: 350ms | Tot: 58s181ms | Loss: 0.364 | Acc: 87.399% (18235/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 58s542ms | Loss: 0.364 | Acc: 87.386% (18344/20992) 164/391 [===========================>.....................................] Step: 347ms | Tot: 58s889ms | Loss: 0.363 | Acc: 87.415% (18462/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 59s253ms | Loss: 0.363 | Acc: 87.434% (18578/21248) 166/391 [===========================>.....................................] Step: 364ms | Tot: 59s618ms | Loss: 0.363 | Acc: 87.449% (18693/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 59s972ms | Loss: 0.363 | Acc: 87.426% (18800/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m334ms | Loss: 0.363 | Acc: 87.426% (18912/21632) 169/391 [============================>....................................] Step: 347ms | Tot: 1m682ms | Loss: 0.364 | Acc: 87.390% (19016/21760) 170/391 [============================>....................................] Step: 351ms | Tot: 1m1s | Loss: 0.365 | Acc: 87.372% (19124/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.364 | Acc: 87.386% (19239/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.364 | Acc: 87.378% (19349/22144) 173/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.364 | Acc: 87.343% (19453/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.365 | Acc: 87.308% (19557/22400) 175/391 [=============================>...................................] Step: 349ms | Tot: 1m2s | Loss: 0.366 | Acc: 87.305% (19668/22528) 176/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.367 | Acc: 87.279% (19774/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.366 | Acc: 87.285% (19887/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.367 | Acc: 87.264% (19994/22912) 179/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.367 | Acc: 87.248% (20102/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.368 | Acc: 87.237% (20211/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m4s | Loss: 0.367 | Acc: 87.242% (20324/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.367 | Acc: 87.248% (20437/23424) 183/391 [==============================>..................................] Step: 375ms | Tot: 1m5s | Loss: 0.367 | Acc: 87.233% (20545/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.367 | Acc: 87.255% (20662/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.367 | Acc: 87.273% (20778/23808) 186/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.366 | Acc: 87.283% (20892/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m7s | Loss: 0.366 | Acc: 87.296% (21007/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m7s | Loss: 0.366 | Acc: 87.277% (21114/24192) 189/391 [===============================>.................................] Step: 353ms | Tot: 1m7s | Loss: 0.366 | Acc: 87.282% (21227/24320) 190/391 [===============================>.................................] Step: 347ms | Tot: 1m8s | Loss: 0.367 | Acc: 87.267% (21335/24448) 191/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.367 | Acc: 87.260% (21445/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.367 | Acc: 87.253% (21555/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m9s | Loss: 0.368 | Acc: 87.242% (21664/24832) 194/391 [================================>................................] Step: 354ms | Tot: 1m9s | Loss: 0.367 | Acc: 87.272% (21783/24960) 195/391 [================================>................................] Step: 349ms | Tot: 1m10s | Loss: 0.367 | Acc: 87.265% (21893/25088) 196/391 [================================>................................] Step: 348ms | Tot: 1m10s | Loss: 0.367 | Acc: 87.266% (22005/25216) 197/391 [================================>................................] Step: 349ms | Tot: 1m10s | Loss: 0.368 | Acc: 87.247% (22112/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.367 | Acc: 87.245% (22223/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m11s | Loss: 0.367 | Acc: 87.242% (22334/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m11s | Loss: 0.367 | Acc: 87.224% (22441/25728) 201/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.368 | Acc: 87.225% (22553/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.368 | Acc: 87.223% (22664/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.368 | Acc: 87.228% (22777/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.368 | Acc: 87.229% (22889/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m13s | Loss: 0.368 | Acc: 87.219% (22998/26368) 206/391 [==================================>..............................] Step: 350ms | Tot: 1m13s | Loss: 0.368 | Acc: 87.224% (23111/26496) 207/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.368 | Acc: 87.237% (23226/26624) 208/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.368 | Acc: 87.246% (23340/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.368 | Acc: 87.243% (23451/26880) 210/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.368 | Acc: 87.259% (23567/27008) 211/391 [===================================>.............................] Step: 400ms | Tot: 1m15s | Loss: 0.368 | Acc: 87.257% (23678/27136) 212/391 [===================================>.............................] Step: 376ms | Tot: 1m16s | Loss: 0.367 | Acc: 87.276% (23795/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.368 | Acc: 87.263% (23903/27392) 214/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.368 | Acc: 87.257% (24013/27520) 215/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.368 | Acc: 87.243% (24121/27648) 216/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.368 | Acc: 87.223% (24227/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m17s | Loss: 0.368 | Acc: 87.235% (24342/27904) 218/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.368 | Acc: 87.243% (24456/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.368 | Acc: 87.251% (24570/28160) 220/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.368 | Acc: 87.253% (24682/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.368 | Acc: 87.226% (24786/28416) 222/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.368 | Acc: 87.220% (24896/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m20s | Loss: 0.368 | Acc: 87.228% (25010/28672) 224/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.368 | Acc: 87.222% (25120/28800) 225/391 [=====================================>...........................] Step: 348ms | Tot: 1m20s | Loss: 0.368 | Acc: 87.223% (25232/28928) 226/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.368 | Acc: 87.221% (25343/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.367 | Acc: 87.229% (25457/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.367 | Acc: 87.203% (25561/29312) 229/391 [======================================>..........................] Step: 349ms | Tot: 1m22s | Loss: 0.367 | Acc: 87.235% (25682/29440) 230/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.367 | Acc: 87.236% (25794/29568) 231/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.366 | Acc: 87.261% (25913/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.366 | Acc: 87.262% (26025/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.366 | Acc: 87.253% (26134/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.366 | Acc: 87.271% (26251/30080) 235/391 [=======================================>.........................] Step: 368ms | Tot: 1m24s | Loss: 0.367 | Acc: 87.262% (26360/30208) 236/391 [=======================================>.........................] Step: 351ms | Tot: 1m24s | Loss: 0.367 | Acc: 87.253% (26469/30336) 237/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.367 | Acc: 87.254% (26581/30464) 238/391 [=======================================>.........................] Step: 374ms | Tot: 1m25s | Loss: 0.367 | Acc: 87.268% (26697/30592) 239/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.366 | Acc: 87.282% (26813/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.367 | Acc: 87.280% (26924/30848) 241/391 [========================================>........................] Step: 353ms | Tot: 1m26s | Loss: 0.366 | Acc: 87.303% (27043/30976) 242/391 [========================================>........................] Step: 346ms | Tot: 1m26s | Loss: 0.366 | Acc: 87.317% (27159/31104) 243/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.366 | Acc: 87.334% (27276/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m27s | Loss: 0.366 | Acc: 87.331% (27387/31360) 245/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.365 | Acc: 87.351% (27505/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.365 | Acc: 87.355% (27618/31616) 247/391 [=========================================>.......................] Step: 347ms | Tot: 1m28s | Loss: 0.365 | Acc: 87.346% (27727/31744) 248/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.365 | Acc: 87.365% (27845/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m29s | Loss: 0.365 | Acc: 87.375% (27960/32000) 250/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.365 | Acc: 87.366% (28069/32128) 251/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.366 | Acc: 87.357% (28178/32256) 252/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.365 | Acc: 87.361% (28291/32384) 253/391 [==========================================>......................] Step: 354ms | Tot: 1m30s | Loss: 0.366 | Acc: 87.349% (28399/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.366 | Acc: 87.356% (28513/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m31s | Loss: 0.366 | Acc: 87.357% (28625/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.366 | Acc: 87.339% (28731/32896) 257/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.366 | Acc: 87.336% (28842/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.366 | Acc: 87.319% (28948/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m32s | Loss: 0.366 | Acc: 87.329% (29063/33280) 260/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.366 | Acc: 87.320% (29172/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.367 | Acc: 87.306% (29279/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.367 | Acc: 87.292% (29386/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.367 | Acc: 87.296% (29499/33792) 264/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.366 | Acc: 87.311% (29616/33920) 265/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.366 | Acc: 87.312% (29728/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m35s | Loss: 0.367 | Acc: 87.298% (29835/34176) 267/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.367 | Acc: 87.284% (29942/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.367 | Acc: 87.276% (30051/34432) 269/391 [============================================>....................] Step: 370ms | Tot: 1m36s | Loss: 0.367 | Acc: 87.274% (30162/34560) 270/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.367 | Acc: 87.281% (30276/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m37s | Loss: 0.367 | Acc: 87.285% (30389/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.367 | Acc: 87.288% (30502/34944) 273/391 [=============================================>...................] Step: 370ms | Tot: 1m37s | Loss: 0.367 | Acc: 87.300% (30618/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.366 | Acc: 87.307% (30732/35200) 275/391 [=============================================>...................] Step: 349ms | Tot: 1m38s | Loss: 0.366 | Acc: 87.310% (30845/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.366 | Acc: 87.317% (30959/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m39s | Loss: 0.366 | Acc: 87.315% (31070/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m39s | Loss: 0.366 | Acc: 87.324% (31185/35712) 279/391 [==============================================>..................] Step: 354ms | Tot: 1m40s | Loss: 0.366 | Acc: 87.321% (31296/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.366 | Acc: 87.330% (31411/35968) 281/391 [==============================================>..................] Step: 348ms | Tot: 1m40s | Loss: 0.366 | Acc: 87.337% (31525/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.365 | Acc: 87.362% (31646/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m41s | Loss: 0.366 | Acc: 87.346% (31752/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m41s | Loss: 0.366 | Acc: 87.338% (31861/36480) 285/391 [===============================================>.................] Step: 348ms | Tot: 1m42s | Loss: 0.365 | Acc: 87.350% (31977/36608) 286/391 [===============================================>.................] Step: 346ms | Tot: 1m42s | Loss: 0.365 | Acc: 87.364% (32094/36736) 287/391 [===============================================>.................] Step: 355ms | Tot: 1m43s | Loss: 0.365 | Acc: 87.370% (32208/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.365 | Acc: 87.368% (32319/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m43s | Loss: 0.365 | Acc: 87.368% (32431/37120) 290/391 [================================================>................] Step: 346ms | Tot: 1m44s | Loss: 0.365 | Acc: 87.363% (32541/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.366 | Acc: 87.347% (32647/37376) 292/391 [================================================>................] Step: 346ms | Tot: 1m44s | Loss: 0.366 | Acc: 87.337% (32755/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.366 | Acc: 87.354% (32873/37632) 294/391 [================================================>................] Step: 383ms | Tot: 1m45s | Loss: 0.365 | Acc: 87.360% (32987/37760) 295/391 [=================================================>...............] Step: 402ms | Tot: 1m45s | Loss: 0.365 | Acc: 87.365% (33101/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m46s | Loss: 0.366 | Acc: 87.350% (33207/38016) 297/391 [=================================================>...............] Step: 345ms | Tot: 1m46s | Loss: 0.366 | Acc: 87.340% (33315/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.366 | Acc: 87.330% (33423/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.366 | Acc: 87.326% (33533/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.366 | Acc: 87.324% (33644/38528) 301/391 [==================================================>..............] Step: 354ms | Tot: 1m48s | Loss: 0.366 | Acc: 87.342% (33763/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.365 | Acc: 87.363% (33883/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m48s | Loss: 0.365 | Acc: 87.354% (33991/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.366 | Acc: 87.331% (34094/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.366 | Acc: 87.337% (34208/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.366 | Acc: 87.335% (34319/39296) 307/391 [===================================================>.............] Step: 346ms | Tot: 1m50s | Loss: 0.366 | Acc: 87.335% (34431/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m50s | Loss: 0.366 | Acc: 87.315% (34535/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m50s | Loss: 0.366 | Acc: 87.314% (34646/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.366 | Acc: 87.312% (34757/39808) 311/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.366 | Acc: 87.312% (34869/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.366 | Acc: 87.295% (34974/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m52s | Loss: 0.367 | Acc: 87.286% (35082/40192) 314/391 [====================================================>............] Step: 354ms | Tot: 1m52s | Loss: 0.367 | Acc: 87.284% (35193/40320) 315/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.366 | Acc: 87.285% (35305/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m53s | Loss: 0.366 | Acc: 87.293% (35420/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.367 | Acc: 87.281% (35527/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.367 | Acc: 87.284% (35640/40832) 319/391 [=====================================================>...........] Step: 365ms | Tot: 1m54s | Loss: 0.366 | Acc: 87.302% (35759/40960) 320/391 [=====================================================>...........] Step: 349ms | Tot: 1m54s | Loss: 0.367 | Acc: 87.283% (35863/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m55s | Loss: 0.367 | Acc: 87.296% (35980/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.367 | Acc: 87.294% (36091/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m56s | Loss: 0.367 | Acc: 87.290% (36201/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.366 | Acc: 87.303% (36318/41600) 325/391 [======================================================>..........] Step: 350ms | Tot: 1m56s | Loss: 0.366 | Acc: 87.318% (36436/41728) 326/391 [======================================================>..........] Step: 348ms | Tot: 1m57s | Loss: 0.366 | Acc: 87.314% (36546/41856) 327/391 [======================================================>..........] Step: 375ms | Tot: 1m57s | Loss: 0.366 | Acc: 87.319% (36660/41984) 328/391 [======================================================>..........] Step: 371ms | Tot: 1m57s | Loss: 0.366 | Acc: 87.320% (36772/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.367 | Acc: 87.304% (36877/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.367 | Acc: 87.314% (36993/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 1m58s | Loss: 0.367 | Acc: 87.286% (37093/42496) 332/391 [=======================================================>.........] Step: 357ms | Tot: 1m59s | Loss: 0.367 | Acc: 87.289% (37206/42624) 333/391 [=======================================================>.........] Step: 377ms | Tot: 1m59s | Loss: 0.367 | Acc: 87.278% (37313/42752) 334/391 [=======================================================>.........] Step: 367ms | Tot: 2m | Loss: 0.367 | Acc: 87.283% (37427/42880) 335/391 [=======================================================>.........] Step: 355ms | Tot: 2m355ms | Loss: 0.367 | Acc: 87.277% (37536/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m713ms | Loss: 0.367 | Acc: 87.266% (37643/43136) 337/391 [========================================================>........] Step: 352ms | Tot: 2m1s | Loss: 0.367 | Acc: 87.260% (37752/43264) 338/391 [========================================================>........] Step: 375ms | Tot: 2m1s | Loss: 0.367 | Acc: 87.283% (37874/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m1s | Loss: 0.367 | Acc: 87.300% (37993/43520) 340/391 [========================================================>........] Step: 354ms | Tot: 2m2s | Loss: 0.367 | Acc: 87.289% (38100/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.367 | Acc: 87.283% (38209/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.367 | Acc: 87.279% (38319/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m3s | Loss: 0.367 | Acc: 87.280% (38431/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m3s | Loss: 0.367 | Acc: 87.280% (38543/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m3s | Loss: 0.367 | Acc: 87.288% (38658/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.367 | Acc: 87.286% (38769/44416) 347/391 [=========================================================>.......] Step: 353ms | Tot: 2m4s | Loss: 0.367 | Acc: 87.276% (38876/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.368 | Acc: 87.263% (38982/44672) 349/391 [==========================================================>......] Step: 375ms | Tot: 2m5s | Loss: 0.368 | Acc: 87.266% (39095/44800) 350/391 [==========================================================>......] Step: 356ms | Tot: 2m5s | Loss: 0.368 | Acc: 87.271% (39209/44928) 351/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.368 | Acc: 87.280% (39325/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.368 | Acc: 87.279% (39436/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.368 | Acc: 87.270% (39544/45312) 354/391 [==========================================================>......] Step: 381ms | Tot: 2m7s | Loss: 0.368 | Acc: 87.269% (39655/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m7s | Loss: 0.368 | Acc: 87.270% (39767/45568) 356/391 [===========================================================>.....] Step: 355ms | Tot: 2m7s | Loss: 0.368 | Acc: 87.270% (39879/45696) 357/391 [===========================================================>.....] Step: 350ms | Tot: 2m8s | Loss: 0.368 | Acc: 87.253% (39983/45824) 358/391 [===========================================================>.....] Step: 357ms | Tot: 2m8s | Loss: 0.368 | Acc: 87.261% (40098/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.368 | Acc: 87.255% (40207/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.368 | Acc: 87.260% (40321/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m9s | Loss: 0.368 | Acc: 87.256% (40431/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.368 | Acc: 87.248% (40539/46464) 363/391 [============================================================>....] Step: 380ms | Tot: 2m10s | Loss: 0.368 | Acc: 87.251% (40652/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.368 | Acc: 87.250% (40763/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.368 | Acc: 87.250% (40875/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m11s | Loss: 0.368 | Acc: 87.253% (40988/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m11s | Loss: 0.368 | Acc: 87.258% (41102/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.368 | Acc: 87.248% (41209/47232) 369/391 [=============================================================>...] Step: 357ms | Tot: 2m12s | Loss: 0.368 | Acc: 87.247% (41320/47360) 370/391 [=============================================================>...] Step: 353ms | Tot: 2m13s | Loss: 0.368 | Acc: 87.245% (41431/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.369 | Acc: 87.233% (41537/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m13s | Loss: 0.369 | Acc: 87.230% (41647/47744) 373/391 [==============================================================>..] Step: 352ms | Tot: 2m14s | Loss: 0.369 | Acc: 87.237% (41762/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m14s | Loss: 0.369 | Acc: 87.240% (41875/48000) 375/391 [==============================================================>..] Step: 352ms | Tot: 2m14s | Loss: 0.369 | Acc: 87.242% (41988/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.369 | Acc: 87.239% (42098/48256) 377/391 [==============================================================>..] Step: 381ms | Tot: 2m15s | Loss: 0.369 | Acc: 87.231% (42206/48384) 378/391 [==============================================================>..] Step: 403ms | Tot: 2m15s | Loss: 0.368 | Acc: 87.240% (42322/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m16s | Loss: 0.368 | Acc: 87.243% (42435/48640) 380/391 [===============================================================>.] Step: 346ms | Tot: 2m16s | Loss: 0.368 | Acc: 87.235% (42543/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.368 | Acc: 87.236% (42655/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.368 | Acc: 87.235% (42766/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.368 | Acc: 87.246% (42883/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.368 | Acc: 87.252% (42998/49280) 385/391 [================================================================>] Step: 356ms | Tot: 2m18s | Loss: 0.368 | Acc: 87.265% (43116/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m18s | Loss: 0.368 | Acc: 87.268% (43229/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.368 | Acc: 87.272% (43343/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.368 | Acc: 87.267% (43452/49792) 389/391 [================================================================>] Step: 350ms | Tot: 2m19s | Loss: 0.368 | Acc: 87.266% (43563/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m20s | Loss: 0.367 | Acc: 87.272% (43636/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.517 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 290ms | Tot: 293ms | Loss: 0.502 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 587ms | Loss: 0.470 | Acc: 82.333% (247/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 888ms | Loss: 0.508 | Acc: 81.500% (326/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s186ms | Loss: 0.504 | Acc: 81.400% (407/500) 5/100 [===>.............................................................] Step: 290ms | Tot: 1s477ms | Loss: 0.460 | Acc: 83.167% (499/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s770ms | Loss: 0.482 | Acc: 83.286% (583/700) 7/100 [====>............................................................] Step: 291ms | Tot: 2s61ms | Loss: 0.516 | Acc: 82.375% (659/800) 8/100 [=====>...........................................................] Step: 293ms | Tot: 2s355ms | Loss: 0.546 | Acc: 81.889% (737/900) 9/100 [=====>...........................................................] Step: 296ms | Tot: 2s652ms | Loss: 0.544 | Acc: 82.000% (820/1000) 10/100 [======>..........................................................] Step: 294ms | Tot: 2s946ms | Loss: 0.533 | Acc: 82.364% (906/1100) 11/100 [=======>.........................................................] Step: 292ms | Tot: 3s238ms | Loss: 0.544 | Acc: 82.167% (986/1200) 12/100 [=======>.........................................................] Step: 293ms | Tot: 3s531ms | Loss: 0.535 | Acc: 82.154% (1068/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s835ms | Loss: 0.535 | Acc: 82.071% (1149/1400) 14/100 [=========>.......................................................] Step: 297ms | Tot: 4s133ms | Loss: 0.529 | Acc: 82.333% (1235/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s435ms | Loss: 0.533 | Acc: 82.312% (1317/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s744ms | Loss: 0.533 | Acc: 82.412% (1401/1700) 17/100 [===========>.....................................................] Step: 299ms | Tot: 5s44ms | Loss: 0.537 | Acc: 82.500% (1485/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s347ms | Loss: 0.540 | Acc: 82.579% (1569/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s646ms | Loss: 0.546 | Acc: 82.450% (1649/2000) 20/100 [=============>...................................................] Step: 295ms | Tot: 5s942ms | Loss: 0.542 | Acc: 82.619% (1735/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s242ms | Loss: 0.542 | Acc: 82.545% (1816/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s548ms | Loss: 0.536 | Acc: 82.826% (1905/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 6s856ms | Loss: 0.533 | Acc: 82.833% (1988/2400) 24/100 [===============>.................................................] Step: 299ms | Tot: 7s156ms | Loss: 0.527 | Acc: 83.040% (2076/2500) 25/100 [================>................................................] Step: 295ms | Tot: 7s451ms | Loss: 0.533 | Acc: 82.923% (2156/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s756ms | Loss: 0.528 | Acc: 83.111% (2244/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s58ms | Loss: 0.529 | Acc: 83.179% (2329/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s359ms | Loss: 0.530 | Acc: 83.310% (2416/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s667ms | Loss: 0.530 | Acc: 83.267% (2498/3000) 30/100 [===================>.............................................] Step: 298ms | Tot: 8s965ms | Loss: 0.529 | Acc: 83.258% (2581/3100) 31/100 [====================>............................................] Step: 297ms | Tot: 9s263ms | Loss: 0.522 | Acc: 83.500% (2672/3200) 32/100 [====================>............................................] Step: 291ms | Tot: 9s555ms | Loss: 0.521 | Acc: 83.515% (2756/3300) 33/100 [=====================>...........................................] Step: 296ms | Tot: 9s851ms | Loss: 0.523 | Acc: 83.471% (2838/3400) 34/100 [======================>..........................................] Step: 296ms | Tot: 10s148ms | Loss: 0.521 | Acc: 83.571% (2925/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s454ms | Loss: 0.523 | Acc: 83.639% (3011/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 10s762ms | Loss: 0.524 | Acc: 83.568% (3092/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s64ms | Loss: 0.525 | Acc: 83.421% (3170/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s365ms | Loss: 0.522 | Acc: 83.487% (3256/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s668ms | Loss: 0.519 | Acc: 83.525% (3341/4000) 40/100 [==========================>......................................] Step: 292ms | Tot: 11s960ms | Loss: 0.522 | Acc: 83.390% (3419/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s264ms | Loss: 0.527 | Acc: 83.333% (3500/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s572ms | Loss: 0.523 | Acc: 83.465% (3589/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 12s877ms | Loss: 0.522 | Acc: 83.591% (3678/4400) 44/100 [============================>....................................] Step: 298ms | Tot: 13s175ms | Loss: 0.521 | Acc: 83.689% (3766/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s480ms | Loss: 0.523 | Acc: 83.630% (3847/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 13s779ms | Loss: 0.522 | Acc: 83.638% (3931/4700) 47/100 [==============================>..................................] Step: 291ms | Tot: 14s70ms | Loss: 0.526 | Acc: 83.521% (4009/4800) 48/100 [===============================>.................................] Step: 292ms | Tot: 14s363ms | Loss: 0.525 | Acc: 83.469% (4090/4900) 49/100 [===============================>.................................] Step: 317ms | Tot: 14s680ms | Loss: 0.529 | Acc: 83.320% (4166/5000) 50/100 [================================>................................] Step: 306ms | Tot: 14s987ms | Loss: 0.527 | Acc: 83.412% (4254/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s292ms | Loss: 0.527 | Acc: 83.442% (4339/5200) 52/100 [=================================>...............................] Step: 297ms | Tot: 15s589ms | Loss: 0.528 | Acc: 83.377% (4419/5300) 53/100 [==================================>..............................] Step: 295ms | Tot: 15s885ms | Loss: 0.529 | Acc: 83.370% (4502/5400) 54/100 [===================================>.............................] Step: 296ms | Tot: 16s181ms | Loss: 0.529 | Acc: 83.309% (4582/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s491ms | Loss: 0.530 | Acc: 83.286% (4664/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 16s799ms | Loss: 0.531 | Acc: 83.316% (4749/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s104ms | Loss: 0.529 | Acc: 83.379% (4836/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s406ms | Loss: 0.529 | Acc: 83.339% (4917/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 17s706ms | Loss: 0.529 | Acc: 83.300% (4998/6000) 60/100 [=======================================>.........................] Step: 294ms | Tot: 18s | Loss: 0.531 | Acc: 83.295% (5081/6100) 61/100 [=======================================>.........................] Step: 298ms | Tot: 18s299ms | Loss: 0.532 | Acc: 83.290% (5164/6200) 62/100 [========================================>........................] Step: 309ms | Tot: 18s608ms | Loss: 0.530 | Acc: 83.333% (5250/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 18s913ms | Loss: 0.530 | Acc: 83.359% (5335/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s222ms | Loss: 0.531 | Acc: 83.308% (5415/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s525ms | Loss: 0.532 | Acc: 83.333% (5500/6600) 66/100 [==========================================>......................] Step: 301ms | Tot: 19s827ms | Loss: 0.529 | Acc: 83.433% (5590/6700) 67/100 [===========================================>.....................] Step: 297ms | Tot: 20s124ms | Loss: 0.531 | Acc: 83.412% (5672/6800) 68/100 [============================================>....................] Step: 298ms | Tot: 20s423ms | Loss: 0.532 | Acc: 83.319% (5749/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 20s734ms | Loss: 0.532 | Acc: 83.271% (5829/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s37ms | Loss: 0.535 | Acc: 83.282% (5913/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s344ms | Loss: 0.535 | Acc: 83.236% (5993/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s648ms | Loss: 0.534 | Acc: 83.260% (6078/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 21s957ms | Loss: 0.534 | Acc: 83.270% (6162/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s269ms | Loss: 0.534 | Acc: 83.227% (6242/7500) 75/100 [================================================>................] Step: 311ms | Tot: 22s580ms | Loss: 0.536 | Acc: 83.184% (6322/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 22s889ms | Loss: 0.536 | Acc: 83.104% (6399/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s197ms | Loss: 0.536 | Acc: 83.103% (6482/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s504ms | Loss: 0.536 | Acc: 83.101% (6565/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 23s805ms | Loss: 0.536 | Acc: 83.075% (6646/8000) 80/100 [====================================================>............] Step: 294ms | Tot: 24s100ms | Loss: 0.535 | Acc: 83.099% (6731/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s402ms | Loss: 0.534 | Acc: 83.146% (6818/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 24s719ms | Loss: 0.536 | Acc: 83.096% (6897/8300) 83/100 [=====================================================>...........] Step: 339ms | Tot: 25s58ms | Loss: 0.535 | Acc: 83.107% (6981/8400) 84/100 [======================================================>..........] Step: 315ms | Tot: 25s374ms | Loss: 0.534 | Acc: 83.094% (7063/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s678ms | Loss: 0.537 | Acc: 83.093% (7146/8600) 86/100 [=======================================================>.........] Step: 296ms | Tot: 25s975ms | Loss: 0.538 | Acc: 83.046% (7225/8700) 87/100 [========================================================>........] Step: 298ms | Tot: 26s273ms | Loss: 0.537 | Acc: 83.080% (7311/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 26s579ms | Loss: 0.536 | Acc: 83.079% (7394/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 26s892ms | Loss: 0.535 | Acc: 83.100% (7479/9000) 90/100 [==========================================================>......] Step: 330ms | Tot: 27s222ms | Loss: 0.534 | Acc: 83.121% (7564/9100) 91/100 [===========================================================>.....] Step: 315ms | Tot: 27s538ms | Loss: 0.533 | Acc: 83.163% (7651/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 27s839ms | Loss: 0.534 | Acc: 83.129% (7731/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s150ms | Loss: 0.536 | Acc: 83.074% (7809/9400) 94/100 [=============================================================>...] Step: 297ms | Tot: 28s447ms | Loss: 0.536 | Acc: 83.074% (7892/9500) 95/100 [=============================================================>...] Step: 313ms | Tot: 28s761ms | Loss: 0.537 | Acc: 83.052% (7973/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s67ms | Loss: 0.536 | Acc: 83.031% (8054/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s371ms | Loss: 0.538 | Acc: 82.980% (8132/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s671ms | Loss: 0.539 | Acc: 82.970% (8214/9900) 99/100 [================================================================>] Step: 294ms | Tot: 29s965ms | Loss: 0.539 | Acc: 82.930% (8293/10000) 100/100 + +Epoch: 88 + [>................................................................] Step: 599ms | Tot: 3ms | Loss: 0.285 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 388ms | Tot: 391ms | Loss: 0.300 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 378ms | Tot: 770ms | Loss: 0.375 | Acc: 88.542% (340/384) 3/391 [>................................................................] Step: 377ms | Tot: 1s147ms | Loss: 0.405 | Acc: 87.500% (448/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s519ms | Loss: 0.401 | Acc: 87.031% (557/640) 5/391 [>................................................................] Step: 354ms | Tot: 1s874ms | Loss: 0.376 | Acc: 87.630% (673/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s240ms | Loss: 0.378 | Acc: 87.277% (782/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s604ms | Loss: 0.372 | Acc: 87.305% (894/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 2s969ms | Loss: 0.374 | Acc: 87.500% (1008/1152) 9/391 [=>...............................................................] Step: 394ms | Tot: 3s364ms | Loss: 0.358 | Acc: 87.891% (1125/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s728ms | Loss: 0.349 | Acc: 88.352% (1244/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s92ms | Loss: 0.361 | Acc: 88.021% (1352/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s455ms | Loss: 0.356 | Acc: 88.101% (1466/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s820ms | Loss: 0.357 | Acc: 88.058% (1578/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s180ms | Loss: 0.357 | Acc: 87.865% (1687/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s536ms | Loss: 0.355 | Acc: 87.988% (1802/2048) 16/391 [==>..............................................................] Step: 352ms | Tot: 5s888ms | Loss: 0.353 | Acc: 88.006% (1915/2176) 17/391 [==>..............................................................] Step: 377ms | Tot: 6s266ms | Loss: 0.355 | Acc: 87.891% (2025/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s638ms | Loss: 0.355 | Acc: 87.870% (2137/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s1ms | Loss: 0.355 | Acc: 87.852% (2249/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s362ms | Loss: 0.358 | Acc: 87.760% (2359/2688) 21/391 [===>.............................................................] Step: 351ms | Tot: 7s713ms | Loss: 0.353 | Acc: 87.962% (2477/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s77ms | Loss: 0.353 | Acc: 87.942% (2589/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s440ms | Loss: 0.356 | Acc: 87.858% (2699/3072) 24/391 [===>.............................................................] Step: 349ms | Tot: 8s789ms | Loss: 0.361 | Acc: 87.750% (2808/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s156ms | Loss: 0.356 | Acc: 87.891% (2925/3328) 26/391 [====>............................................................] Step: 349ms | Tot: 9s506ms | Loss: 0.355 | Acc: 87.847% (3036/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s864ms | Loss: 0.356 | Acc: 87.723% (3144/3584) 28/391 [====>............................................................] Step: 376ms | Tot: 10s241ms | Loss: 0.358 | Acc: 87.608% (3252/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s598ms | Loss: 0.363 | Acc: 87.396% (3356/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s962ms | Loss: 0.359 | Acc: 87.601% (3476/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s326ms | Loss: 0.355 | Acc: 87.744% (3594/4096) 32/391 [=====>...........................................................] Step: 368ms | Tot: 11s695ms | Loss: 0.351 | Acc: 87.855% (3711/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 12s59ms | Loss: 0.353 | Acc: 87.799% (3821/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s418ms | Loss: 0.350 | Acc: 87.902% (3938/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s783ms | Loss: 0.348 | Acc: 87.977% (4054/4608) 36/391 [=====>...........................................................] Step: 356ms | Tot: 13s140ms | Loss: 0.349 | Acc: 87.986% (4167/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s501ms | Loss: 0.347 | Acc: 88.055% (4283/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s863ms | Loss: 0.348 | Acc: 87.901% (4388/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s229ms | Loss: 0.347 | Acc: 87.891% (4500/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s593ms | Loss: 0.346 | Acc: 87.938% (4615/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 14s949ms | Loss: 0.345 | Acc: 87.984% (4730/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s311ms | Loss: 0.345 | Acc: 87.972% (4842/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s673ms | Loss: 0.347 | Acc: 87.926% (4952/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 16s28ms | Loss: 0.348 | Acc: 87.917% (5064/5760) 45/391 [=======>.........................................................] Step: 382ms | Tot: 16s411ms | Loss: 0.347 | Acc: 87.925% (5177/5888) 46/391 [=======>.........................................................] Step: 376ms | Tot: 16s787ms | Loss: 0.349 | Acc: 87.849% (5285/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s151ms | Loss: 0.348 | Acc: 87.858% (5398/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s514ms | Loss: 0.346 | Acc: 87.915% (5514/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s870ms | Loss: 0.347 | Acc: 87.906% (5626/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s237ms | Loss: 0.347 | Acc: 87.929% (5740/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s600ms | Loss: 0.347 | Acc: 87.951% (5854/6656) 52/391 [========>........................................................] Step: 354ms | Tot: 18s955ms | Loss: 0.347 | Acc: 87.957% (5967/6784) 53/391 [========>........................................................] Step: 368ms | Tot: 19s324ms | Loss: 0.348 | Acc: 87.876% (6074/6912) 54/391 [========>........................................................] Step: 351ms | Tot: 19s675ms | Loss: 0.348 | Acc: 87.841% (6184/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s41ms | Loss: 0.350 | Acc: 87.821% (6295/7168) 56/391 [=========>.......................................................] Step: 349ms | Tot: 20s391ms | Loss: 0.349 | Acc: 87.843% (6409/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s750ms | Loss: 0.350 | Acc: 87.796% (6518/7424) 58/391 [=========>.......................................................] Step: 389ms | Tot: 21s140ms | Loss: 0.349 | Acc: 87.831% (6633/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s507ms | Loss: 0.350 | Acc: 87.812% (6744/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 21s872ms | Loss: 0.349 | Acc: 87.846% (6859/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s239ms | Loss: 0.349 | Acc: 87.865% (6973/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s605ms | Loss: 0.349 | Acc: 87.847% (7084/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 22s970ms | Loss: 0.350 | Acc: 87.830% (7195/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s335ms | Loss: 0.350 | Acc: 87.800% (7305/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s697ms | Loss: 0.351 | Acc: 87.772% (7415/8448) 66/391 [==========>......................................................] Step: 353ms | Tot: 24s51ms | Loss: 0.350 | Acc: 87.803% (7530/8576) 67/391 [===========>.....................................................] Step: 395ms | Tot: 24s446ms | Loss: 0.350 | Acc: 87.776% (7640/8704) 68/391 [===========>.....................................................] Step: 381ms | Tot: 24s828ms | Loss: 0.351 | Acc: 87.726% (7748/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s188ms | Loss: 0.352 | Acc: 87.679% (7856/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s547ms | Loss: 0.351 | Acc: 87.687% (7969/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s900ms | Loss: 0.351 | Acc: 87.674% (8080/9216) 72/391 [===========>.....................................................] Step: 372ms | Tot: 26s272ms | Loss: 0.351 | Acc: 87.671% (8192/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s640ms | Loss: 0.350 | Acc: 87.701% (8307/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s | Loss: 0.349 | Acc: 87.708% (8420/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s363ms | Loss: 0.348 | Acc: 87.778% (8539/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s721ms | Loss: 0.348 | Acc: 87.764% (8650/9856) 77/391 [============>....................................................] Step: 376ms | Tot: 28s98ms | Loss: 0.347 | Acc: 87.800% (8766/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s454ms | Loss: 0.348 | Acc: 87.777% (8876/10112) 79/391 [=============>...................................................] Step: 357ms | Tot: 28s811ms | Loss: 0.351 | Acc: 87.705% (8981/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s170ms | Loss: 0.351 | Acc: 87.741% (9097/10368) 81/391 [=============>...................................................] Step: 350ms | Tot: 29s521ms | Loss: 0.351 | Acc: 87.729% (9208/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 29s884ms | Loss: 0.351 | Acc: 87.745% (9322/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s249ms | Loss: 0.352 | Acc: 87.742% (9434/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s619ms | Loss: 0.352 | Acc: 87.748% (9547/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s981ms | Loss: 0.354 | Acc: 87.654% (9649/11008) 86/391 [==============>..................................................] Step: 352ms | Tot: 31s334ms | Loss: 0.353 | Acc: 87.671% (9763/11136) 87/391 [==============>..................................................] Step: 354ms | Tot: 31s688ms | Loss: 0.353 | Acc: 87.678% (9876/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s51ms | Loss: 0.353 | Acc: 87.640% (9984/11392) 89/391 [==============>..................................................] Step: 383ms | Tot: 32s434ms | Loss: 0.354 | Acc: 87.648% (10097/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 32s794ms | Loss: 0.354 | Acc: 87.620% (10206/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s154ms | Loss: 0.354 | Acc: 87.602% (10316/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s513ms | Loss: 0.355 | Acc: 87.584% (10426/11904) 93/391 [===============>.................................................] Step: 348ms | Tot: 33s861ms | Loss: 0.354 | Acc: 87.641% (10545/12032) 94/391 [===============>.................................................] Step: 370ms | Tot: 34s232ms | Loss: 0.353 | Acc: 87.681% (10662/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 34s601ms | Loss: 0.354 | Acc: 87.614% (10766/12288) 96/391 [===============>.................................................] Step: 352ms | Tot: 34s954ms | Loss: 0.354 | Acc: 87.581% (10874/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s319ms | Loss: 0.354 | Acc: 87.580% (10986/12544) 98/391 [================>................................................] Step: 351ms | Tot: 35s670ms | Loss: 0.354 | Acc: 87.626% (11104/12672) 99/391 [================>................................................] Step: 352ms | Tot: 36s22ms | Loss: 0.354 | Acc: 87.602% (11213/12800) 100/391 [================>................................................] Step: 374ms | Tot: 36s396ms | Loss: 0.353 | Acc: 87.655% (11332/12928) 101/391 [================>................................................] Step: 363ms | Tot: 36s760ms | Loss: 0.352 | Acc: 87.653% (11444/13056) 102/391 [================>................................................] Step: 371ms | Tot: 37s131ms | Loss: 0.352 | Acc: 87.667% (11558/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s489ms | Loss: 0.353 | Acc: 87.643% (11667/13312) 104/391 [=================>...............................................] Step: 352ms | Tot: 37s841ms | Loss: 0.352 | Acc: 87.686% (11785/13440) 105/391 [=================>...............................................] Step: 371ms | Tot: 38s213ms | Loss: 0.351 | Acc: 87.736% (11904/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s578ms | Loss: 0.350 | Acc: 87.770% (12021/13696) 107/391 [=================>...............................................] Step: 372ms | Tot: 38s950ms | Loss: 0.351 | Acc: 87.768% (12133/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s311ms | Loss: 0.352 | Acc: 87.715% (12238/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s677ms | Loss: 0.351 | Acc: 87.756% (12356/14080) 110/391 [==================>..............................................] Step: 372ms | Tot: 40s50ms | Loss: 0.351 | Acc: 87.774% (12471/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 40s420ms | Loss: 0.350 | Acc: 87.814% (12589/14336) 112/391 [==================>..............................................] Step: 376ms | Tot: 40s796ms | Loss: 0.350 | Acc: 87.839% (12705/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s158ms | Loss: 0.349 | Acc: 87.884% (12824/14592) 114/391 [==================>..............................................] Step: 352ms | Tot: 41s511ms | Loss: 0.349 | Acc: 87.880% (12936/14720) 115/391 [===================>.............................................] Step: 358ms | Tot: 41s869ms | Loss: 0.349 | Acc: 87.897% (13051/14848) 116/391 [===================>.............................................] Step: 373ms | Tot: 42s242ms | Loss: 0.348 | Acc: 87.927% (13168/14976) 117/391 [===================>.............................................] Step: 376ms | Tot: 42s618ms | Loss: 0.348 | Acc: 87.937% (13282/15104) 118/391 [===================>.............................................] Step: 374ms | Tot: 42s992ms | Loss: 0.348 | Acc: 87.933% (13394/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 43s358ms | Loss: 0.348 | Acc: 87.936% (13507/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s719ms | Loss: 0.348 | Acc: 87.946% (13621/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 44s82ms | Loss: 0.348 | Acc: 87.948% (13734/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 44s453ms | Loss: 0.347 | Acc: 87.989% (13853/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 44s818ms | Loss: 0.347 | Acc: 87.991% (13966/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s182ms | Loss: 0.347 | Acc: 87.981% (14077/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 45s547ms | Loss: 0.348 | Acc: 87.946% (14184/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s904ms | Loss: 0.347 | Acc: 87.961% (14299/16256) 127/391 [=====================>...........................................] Step: 384ms | Tot: 46s288ms | Loss: 0.348 | Acc: 87.927% (14406/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s655ms | Loss: 0.347 | Acc: 87.960% (14524/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s20ms | Loss: 0.347 | Acc: 87.981% (14640/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s386ms | Loss: 0.347 | Acc: 87.995% (14755/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 47s747ms | Loss: 0.347 | Acc: 87.991% (14867/16896) 132/391 [=====================>...........................................] Step: 375ms | Tot: 48s122ms | Loss: 0.346 | Acc: 88.005% (14982/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s488ms | Loss: 0.346 | Acc: 88.031% (15099/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 48s854ms | Loss: 0.345 | Acc: 88.050% (15215/17280) 135/391 [======================>..........................................] Step: 373ms | Tot: 49s228ms | Loss: 0.346 | Acc: 88.023% (15323/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s591ms | Loss: 0.347 | Acc: 87.979% (15428/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s955ms | Loss: 0.347 | Acc: 87.970% (15539/17664) 138/391 [======================>..........................................] Step: 375ms | Tot: 50s331ms | Loss: 0.347 | Acc: 87.967% (15651/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s694ms | Loss: 0.347 | Acc: 88.013% (15772/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 51s60ms | Loss: 0.347 | Acc: 88.010% (15884/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s426ms | Loss: 0.347 | Acc: 87.979% (15991/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s788ms | Loss: 0.347 | Acc: 87.981% (16104/18304) 143/391 [=======================>.........................................] Step: 373ms | Tot: 52s161ms | Loss: 0.347 | Acc: 88.010% (16222/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s529ms | Loss: 0.346 | Acc: 88.033% (16339/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 52s900ms | Loss: 0.346 | Acc: 88.024% (16450/18688) 146/391 [========================>........................................] Step: 366ms | Tot: 53s266ms | Loss: 0.346 | Acc: 88.000% (16558/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s627ms | Loss: 0.347 | Acc: 87.970% (16665/18944) 148/391 [========================>........................................] Step: 377ms | Tot: 54s5ms | Loss: 0.347 | Acc: 87.961% (16776/19072) 149/391 [========================>........................................] Step: 383ms | Tot: 54s388ms | Loss: 0.347 | Acc: 87.943% (16885/19200) 150/391 [========================>........................................] Step: 380ms | Tot: 54s768ms | Loss: 0.347 | Acc: 87.945% (16998/19328) 151/391 [=========================>.......................................] Step: 373ms | Tot: 55s142ms | Loss: 0.348 | Acc: 87.932% (17108/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s511ms | Loss: 0.348 | Acc: 87.929% (17220/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 55s872ms | Loss: 0.348 | Acc: 87.936% (17334/19712) 154/391 [=========================>.......................................] Step: 381ms | Tot: 56s254ms | Loss: 0.348 | Acc: 87.908% (17441/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 56s625ms | Loss: 0.349 | Acc: 87.911% (17554/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 56s991ms | Loss: 0.349 | Acc: 87.898% (17664/20096) 157/391 [==========================>......................................] Step: 375ms | Tot: 57s367ms | Loss: 0.350 | Acc: 87.876% (17772/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s729ms | Loss: 0.349 | Acc: 87.869% (17883/20352) 159/391 [==========================>......................................] Step: 378ms | Tot: 58s108ms | Loss: 0.350 | Acc: 87.827% (17987/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 58s476ms | Loss: 0.350 | Acc: 87.806% (18095/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s839ms | Loss: 0.349 | Acc: 87.847% (18216/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 59s213ms | Loss: 0.349 | Acc: 87.874% (18334/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s577ms | Loss: 0.349 | Acc: 87.900% (18452/20992) 164/391 [===========================>.....................................] Step: 358ms | Tot: 59s936ms | Loss: 0.349 | Acc: 87.888% (18562/21120) 165/391 [===========================>.....................................] Step: 375ms | Tot: 1m312ms | Loss: 0.349 | Acc: 87.881% (18673/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m677ms | Loss: 0.350 | Acc: 87.865% (18782/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.350 | Acc: 87.863% (18894/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.350 | Acc: 87.851% (19004/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.351 | Acc: 87.794% (19104/21760) 170/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.352 | Acc: 87.783% (19214/21888) 171/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.352 | Acc: 87.782% (19326/22016) 172/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.352 | Acc: 87.794% (19441/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.352 | Acc: 87.787% (19552/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.352 | Acc: 87.795% (19666/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.352 | Acc: 87.784% (19776/22528) 176/391 [=============================>...................................] Step: 374ms | Tot: 1m4s | Loss: 0.352 | Acc: 87.782% (19888/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.352 | Acc: 87.794% (20003/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.352 | Acc: 87.792% (20115/22912) 179/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.352 | Acc: 87.782% (20225/23040) 180/391 [=============================>...................................] Step: 380ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.772% (20335/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.775% (20448/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.354 | Acc: 87.743% (20553/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.354 | Acc: 87.738% (20664/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.758% (20781/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.760% (20894/23808) 186/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.746% (21003/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.355 | Acc: 87.737% (21113/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.354 | Acc: 87.748% (21228/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.355 | Acc: 87.726% (21335/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.355 | Acc: 87.737% (21450/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.356 | Acc: 87.708% (21555/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.356 | Acc: 87.698% (21665/24704) 193/391 [================================>................................] Step: 348ms | Tot: 1m10s | Loss: 0.356 | Acc: 87.669% (21770/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.357 | Acc: 87.652% (21878/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.357 | Acc: 87.624% (21983/25088) 196/391 [================================>................................] Step: 351ms | Tot: 1m11s | Loss: 0.357 | Acc: 87.647% (22101/25216) 197/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.357 | Acc: 87.650% (22214/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.356 | Acc: 87.653% (22327/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.357 | Acc: 87.648% (22438/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.357 | Acc: 87.652% (22551/25728) 201/391 [=================================>...............................] Step: 351ms | Tot: 1m13s | Loss: 0.357 | Acc: 87.635% (22659/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.357 | Acc: 87.631% (22770/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.357 | Acc: 87.619% (22879/26112) 204/391 [=================================>...............................] Step: 356ms | Tot: 1m14s | Loss: 0.357 | Acc: 87.626% (22993/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.357 | Acc: 87.595% (23097/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.357 | Acc: 87.613% (23214/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.357 | Acc: 87.609% (23325/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.357 | Acc: 87.593% (23433/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.356 | Acc: 87.623% (23553/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.356 | Acc: 87.637% (23669/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m16s | Loss: 0.356 | Acc: 87.622% (23777/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.356 | Acc: 87.621% (23889/27264) 213/391 [===================================>.............................] Step: 350ms | Tot: 1m17s | Loss: 0.356 | Acc: 87.628% (24003/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.356 | Acc: 87.649% (24121/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.356 | Acc: 87.648% (24233/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.355 | Acc: 87.651% (24346/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.355 | Acc: 87.665% (24462/27904) 218/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.628% (24564/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.635% (24678/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.355 | Acc: 87.659% (24797/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.355 | Acc: 87.662% (24910/28416) 222/391 [====================================>............................] Step: 353ms | Tot: 1m20s | Loss: 0.356 | Acc: 87.626% (25012/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.355 | Acc: 87.643% (25129/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.355 | Acc: 87.642% (25241/28800) 225/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.356 | Acc: 87.628% (25349/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.355 | Acc: 87.655% (25469/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.355 | Acc: 87.654% (25581/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.643% (25690/29312) 229/391 [======================================>..........................] Step: 346ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.656% (25806/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.672% (25923/29568) 231/391 [======================================>..........................] Step: 371ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.672% (26035/29696) 232/391 [======================================>..........................] Step: 378ms | Tot: 1m24s | Loss: 0.354 | Acc: 87.698% (26155/29824) 233/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.354 | Acc: 87.700% (26268/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.354 | Acc: 87.693% (26378/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.354 | Acc: 87.705% (26494/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.355 | Acc: 87.688% (26601/30336) 237/391 [=======================================>.........................] Step: 380ms | Tot: 1m26s | Loss: 0.354 | Acc: 87.700% (26717/30464) 238/391 [=======================================>.........................] Step: 375ms | Tot: 1m26s | Loss: 0.354 | Acc: 87.699% (26829/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.354 | Acc: 87.725% (26949/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.354 | Acc: 87.724% (27061/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.354 | Acc: 87.729% (27175/30976) 242/391 [========================================>........................] Step: 385ms | Tot: 1m28s | Loss: 0.353 | Acc: 87.754% (27295/31104) 243/391 [========================================>........................] Step: 386ms | Tot: 1m28s | Loss: 0.354 | Acc: 87.731% (27400/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.354 | Acc: 87.714% (27507/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.354 | Acc: 87.716% (27620/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.354 | Acc: 87.728% (27736/31616) 247/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.355 | Acc: 87.708% (27842/31744) 248/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.355 | Acc: 87.698% (27951/31872) 249/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.355 | Acc: 87.694% (28062/32000) 250/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.355 | Acc: 87.665% (28165/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.355 | Acc: 87.671% (28279/32256) 252/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.356 | Acc: 87.639% (28381/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m32s | Loss: 0.356 | Acc: 87.626% (28489/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.356 | Acc: 87.623% (28600/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.356 | Acc: 87.619% (28711/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.356 | Acc: 87.619% (28823/32896) 257/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.356 | Acc: 87.612% (28933/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.357 | Acc: 87.575% (29033/33152) 259/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.357 | Acc: 87.566% (29142/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.358 | Acc: 87.545% (29247/33408) 261/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.358 | Acc: 87.545% (29359/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.358 | Acc: 87.550% (29473/33664) 263/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.358 | Acc: 87.544% (29583/33792) 264/391 [===========================================>.....................] Step: 376ms | Tot: 1m36s | Loss: 0.358 | Acc: 87.532% (29691/33920) 265/391 [============================================>....................] Step: 372ms | Tot: 1m36s | Loss: 0.358 | Acc: 87.541% (29806/34048) 266/391 [============================================>....................] Step: 353ms | Tot: 1m36s | Loss: 0.358 | Acc: 87.541% (29918/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.358 | Acc: 87.547% (30032/34304) 268/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.358 | Acc: 87.558% (30148/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.358 | Acc: 87.552% (30258/34560) 270/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.358 | Acc: 87.558% (30372/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.358 | Acc: 87.549% (30481/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.358 | Acc: 87.543% (30591/34944) 273/391 [=============================================>...................] Step: 352ms | Tot: 1m39s | Loss: 0.358 | Acc: 87.543% (30703/35072) 274/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.358 | Acc: 87.537% (30813/35200) 275/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.358 | Acc: 87.545% (30928/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.358 | Acc: 87.551% (31042/35456) 277/391 [==============================================>..................] Step: 353ms | Tot: 1m40s | Loss: 0.358 | Acc: 87.551% (31154/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.358 | Acc: 87.539% (31262/35712) 279/391 [==============================================>..................] Step: 376ms | Tot: 1m41s | Loss: 0.358 | Acc: 87.539% (31374/35840) 280/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.358 | Acc: 87.531% (31483/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.359 | Acc: 87.536% (31597/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.358 | Acc: 87.550% (31714/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.359 | Acc: 87.528% (31818/36352) 284/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.359 | Acc: 87.533% (31932/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.359 | Acc: 87.533% (32044/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.359 | Acc: 87.524% (32153/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.359 | Acc: 87.519% (32263/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.359 | Acc: 87.527% (32378/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.359 | Acc: 87.527% (32490/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.359 | Acc: 87.535% (32605/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.359 | Acc: 87.540% (32719/37376) 292/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.359 | Acc: 87.548% (32834/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.360 | Acc: 87.527% (32938/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.360 | Acc: 87.529% (33051/37760) 295/391 [=================================================>...............] Step: 347ms | Tot: 1m47s | Loss: 0.360 | Acc: 87.529% (33163/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.360 | Acc: 87.526% (33274/38016) 297/391 [=================================================>...............] Step: 379ms | Tot: 1m48s | Loss: 0.360 | Acc: 87.524% (33385/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.360 | Acc: 87.534% (33501/38272) 299/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.360 | Acc: 87.526% (33610/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.359 | Acc: 87.544% (33729/38528) 301/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.359 | Acc: 87.559% (33847/38656) 302/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.359 | Acc: 87.562% (33960/38784) 303/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.359 | Acc: 87.549% (34067/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.359 | Acc: 87.561% (34184/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.359 | Acc: 87.559% (34295/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.359 | Acc: 87.569% (34411/39296) 307/391 [===================================================>.............] Step: 369ms | Tot: 1m51s | Loss: 0.359 | Acc: 87.576% (34526/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.359 | Acc: 87.571% (34636/39552) 309/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.359 | Acc: 87.578% (34751/39680) 310/391 [===================================================>.............] Step: 350ms | Tot: 1m52s | Loss: 0.358 | Acc: 87.578% (34863/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.358 | Acc: 87.598% (34983/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.358 | Acc: 87.612% (35101/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.358 | Acc: 87.614% (35214/40192) 314/391 [====================================================>............] Step: 370ms | Tot: 1m54s | Loss: 0.358 | Acc: 87.609% (35324/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.358 | Acc: 87.609% (35436/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.358 | Acc: 87.611% (35549/40576) 317/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.358 | Acc: 87.586% (35651/40704) 318/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.358 | Acc: 87.561% (35753/40832) 319/391 [=====================================================>...........] Step: 374ms | Tot: 1m56s | Loss: 0.359 | Acc: 87.556% (35863/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.359 | Acc: 87.558% (35976/41088) 321/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.359 | Acc: 87.546% (36083/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.359 | Acc: 87.541% (36193/41344) 323/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.359 | Acc: 87.551% (36309/41472) 324/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.359 | Acc: 87.558% (36424/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.359 | Acc: 87.555% (36535/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.359 | Acc: 87.557% (36648/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.359 | Acc: 87.564% (36763/41984) 328/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.359 | Acc: 87.552% (36870/42112) 329/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.359 | Acc: 87.559% (36985/42240) 330/391 [======================================================>..........] Step: 365ms | Tot: 2m192ms | Loss: 0.359 | Acc: 87.566% (37100/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m554ms | Loss: 0.359 | Acc: 87.571% (37214/42496) 332/391 [=======================================================>.........] Step: 372ms | Tot: 2m927ms | Loss: 0.359 | Acc: 87.573% (37327/42624) 333/391 [=======================================================>.........] Step: 381ms | Tot: 2m1s | Loss: 0.359 | Acc: 87.565% (37436/42752) 334/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.359 | Acc: 87.570% (37550/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.359 | Acc: 87.553% (37655/43008) 336/391 [=======================================================>.........] Step: 355ms | Tot: 2m2s | Loss: 0.359 | Acc: 87.546% (37764/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.359 | Acc: 87.542% (37874/43264) 338/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.359 | Acc: 87.546% (37988/43392) 339/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.359 | Acc: 87.541% (38098/43520) 340/391 [========================================================>........] Step: 349ms | Tot: 2m3s | Loss: 0.359 | Acc: 87.518% (38200/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.359 | Acc: 87.511% (38309/43776) 342/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.359 | Acc: 87.509% (38420/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.360 | Acc: 87.505% (38530/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.359 | Acc: 87.514% (38646/44160) 345/391 [=========================================================>.......] Step: 345ms | Tot: 2m5s | Loss: 0.359 | Acc: 87.514% (38758/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.360 | Acc: 87.502% (38865/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.360 | Acc: 87.513% (38982/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.359 | Acc: 87.511% (39093/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.522% (39210/44800) 350/391 [==========================================================>......] Step: 350ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.533% (39327/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.538% (39441/45056) 352/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.359 | Acc: 87.542% (39555/45184) 353/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.358 | Acc: 87.557% (39674/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.358 | Acc: 87.551% (39783/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.542% (39891/45568) 356/391 [===========================================================>.....] Step: 351ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.542% (40003/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.535% (40112/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.359 | Acc: 87.541% (40227/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.359 | Acc: 87.526% (40332/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.359 | Acc: 87.519% (40441/46208) 361/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.359 | Acc: 87.528% (40557/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.359 | Acc: 87.524% (40667/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.359 | Acc: 87.524% (40779/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.359 | Acc: 87.524% (40891/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.359 | Acc: 87.526% (41004/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.359 | Acc: 87.521% (41114/46976) 367/391 [=============================================================>...] Step: 352ms | Tot: 2m13s | Loss: 0.359 | Acc: 87.502% (41217/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.359 | Acc: 87.500% (41328/47232) 369/391 [=============================================================>...] Step: 378ms | Tot: 2m14s | Loss: 0.360 | Acc: 87.489% (41435/47360) 370/391 [=============================================================>...] Step: 352ms | Tot: 2m14s | Loss: 0.360 | Acc: 87.483% (41544/47488) 371/391 [=============================================================>...] Step: 354ms | Tot: 2m15s | Loss: 0.360 | Acc: 87.477% (41653/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.360 | Acc: 87.479% (41766/47744) 373/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.360 | Acc: 87.479% (41878/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.360 | Acc: 87.473% (41987/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.360 | Acc: 87.473% (42099/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.360 | Acc: 87.471% (42210/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.360 | Acc: 87.467% (42320/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.361 | Acc: 87.461% (42429/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.360 | Acc: 87.463% (42542/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.360 | Acc: 87.459% (42652/48768) 381/391 [===============================================================>.] Step: 355ms | Tot: 2m18s | Loss: 0.360 | Acc: 87.465% (42767/48896) 382/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.360 | Acc: 87.461% (42877/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.360 | Acc: 87.465% (42991/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.360 | Acc: 87.468% (43104/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.360 | Acc: 87.482% (43223/49408) 386/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.360 | Acc: 87.494% (43341/49536) 387/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.360 | Acc: 87.500% (43456/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.360 | Acc: 87.496% (43566/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.359 | Acc: 87.504% (43682/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m21s | Loss: 0.359 | Acc: 87.500% (43750/50000) 391/391 + [>................................................................] Step: 492ms | Tot: 2ms | Loss: 0.471 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 302ms | Tot: 304ms | Loss: 0.394 | Acc: 88.000% (176/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 594ms | Loss: 0.368 | Acc: 88.333% (265/300) 3/100 [=>...............................................................] Step: 290ms | Tot: 884ms | Loss: 0.373 | Acc: 88.000% (352/400) 4/100 [==>..............................................................] Step: 283ms | Tot: 1s168ms | Loss: 0.383 | Acc: 88.000% (440/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s466ms | Loss: 0.376 | Acc: 87.667% (526/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s765ms | Loss: 0.388 | Acc: 87.429% (612/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s68ms | Loss: 0.411 | Acc: 86.750% (694/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s370ms | Loss: 0.435 | Acc: 86.222% (776/900) 9/100 [=====>...........................................................] Step: 293ms | Tot: 2s664ms | Loss: 0.447 | Acc: 86.100% (861/1000) 10/100 [======>..........................................................] Step: 296ms | Tot: 2s960ms | Loss: 0.447 | Acc: 86.364% (950/1100) 11/100 [=======>.........................................................] Step: 293ms | Tot: 3s254ms | Loss: 0.452 | Acc: 86.167% (1034/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s556ms | Loss: 0.443 | Acc: 86.231% (1121/1300) 13/100 [========>........................................................] Step: 317ms | Tot: 3s873ms | Loss: 0.442 | Acc: 86.214% (1207/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s176ms | Loss: 0.435 | Acc: 86.400% (1296/1500) 15/100 [=========>.......................................................] Step: 298ms | Tot: 4s474ms | Loss: 0.441 | Acc: 86.188% (1379/1600) 16/100 [==========>......................................................] Step: 296ms | Tot: 4s771ms | Loss: 0.432 | Acc: 86.412% (1469/1700) 17/100 [===========>.....................................................] Step: 289ms | Tot: 5s60ms | Loss: 0.442 | Acc: 85.833% (1545/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s364ms | Loss: 0.446 | Acc: 85.842% (1631/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s669ms | Loss: 0.460 | Acc: 85.450% (1709/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 5s972ms | Loss: 0.461 | Acc: 85.286% (1791/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s272ms | Loss: 0.456 | Acc: 85.455% (1880/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s571ms | Loss: 0.463 | Acc: 85.391% (1964/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s872ms | Loss: 0.463 | Acc: 85.458% (2051/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s181ms | Loss: 0.465 | Acc: 85.280% (2132/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s491ms | Loss: 0.476 | Acc: 84.846% (2206/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s799ms | Loss: 0.472 | Acc: 84.889% (2292/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s98ms | Loss: 0.471 | Acc: 84.964% (2379/2800) 28/100 [==================>..............................................] Step: 299ms | Tot: 8s397ms | Loss: 0.472 | Acc: 85.034% (2466/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s703ms | Loss: 0.470 | Acc: 85.067% (2552/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s7ms | Loss: 0.470 | Acc: 85.161% (2640/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s316ms | Loss: 0.468 | Acc: 85.188% (2726/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 9s628ms | Loss: 0.467 | Acc: 85.212% (2812/3300) 33/100 [=====================>...........................................] Step: 317ms | Tot: 9s946ms | Loss: 0.466 | Acc: 85.147% (2895/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s252ms | Loss: 0.471 | Acc: 85.143% (2980/3500) 35/100 [======================>..........................................] Step: 310ms | Tot: 10s563ms | Loss: 0.467 | Acc: 85.167% (3066/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 10s879ms | Loss: 0.468 | Acc: 85.135% (3150/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s195ms | Loss: 0.469 | Acc: 85.105% (3234/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s505ms | Loss: 0.466 | Acc: 85.231% (3324/3900) 39/100 [=========================>.......................................] Step: 316ms | Tot: 11s822ms | Loss: 0.465 | Acc: 85.225% (3409/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s125ms | Loss: 0.467 | Acc: 85.244% (3495/4100) 41/100 [==========================>......................................] Step: 294ms | Tot: 12s419ms | Loss: 0.467 | Acc: 85.262% (3581/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s722ms | Loss: 0.464 | Acc: 85.326% (3669/4300) 43/100 [===========================>.....................................] Step: 298ms | Tot: 13s21ms | Loss: 0.466 | Acc: 85.341% (3755/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s328ms | Loss: 0.467 | Acc: 85.378% (3842/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s635ms | Loss: 0.465 | Acc: 85.413% (3929/4600) 46/100 [=============================>...................................] Step: 314ms | Tot: 13s949ms | Loss: 0.465 | Acc: 85.468% (4017/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s252ms | Loss: 0.469 | Acc: 85.250% (4092/4800) 48/100 [===============================>.................................] Step: 293ms | Tot: 14s546ms | Loss: 0.465 | Acc: 85.388% (4184/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 14s854ms | Loss: 0.468 | Acc: 85.260% (4263/5000) 50/100 [================================>................................] Step: 301ms | Tot: 15s155ms | Loss: 0.468 | Acc: 85.255% (4348/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s458ms | Loss: 0.469 | Acc: 85.250% (4433/5200) 52/100 [=================================>...............................] Step: 314ms | Tot: 15s773ms | Loss: 0.469 | Acc: 85.170% (4514/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s79ms | Loss: 0.469 | Acc: 85.204% (4601/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 16s377ms | Loss: 0.472 | Acc: 85.127% (4682/5500) 55/100 [===================================>.............................] Step: 300ms | Tot: 16s677ms | Loss: 0.472 | Acc: 85.143% (4768/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 16s979ms | Loss: 0.473 | Acc: 85.105% (4851/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s287ms | Loss: 0.472 | Acc: 85.155% (4939/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s590ms | Loss: 0.474 | Acc: 85.136% (5023/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 17s900ms | Loss: 0.476 | Acc: 85.050% (5103/6000) 60/100 [=======================================>.........................] Step: 295ms | Tot: 18s196ms | Loss: 0.477 | Acc: 85.049% (5188/6100) 61/100 [=======================================>.........................] Step: 298ms | Tot: 18s494ms | Loss: 0.476 | Acc: 84.968% (5268/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 18s797ms | Loss: 0.476 | Acc: 84.952% (5352/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s105ms | Loss: 0.474 | Acc: 85.031% (5442/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s414ms | Loss: 0.474 | Acc: 85.077% (5530/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s726ms | Loss: 0.473 | Acc: 85.030% (5612/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s29ms | Loss: 0.472 | Acc: 85.045% (5698/6700) 67/100 [===========================================>.....................] Step: 298ms | Tot: 20s327ms | Loss: 0.471 | Acc: 85.074% (5785/6800) 68/100 [============================================>....................] Step: 297ms | Tot: 20s624ms | Loss: 0.472 | Acc: 85.029% (5867/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 20s925ms | Loss: 0.472 | Acc: 85.029% (5952/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s227ms | Loss: 0.471 | Acc: 85.014% (6036/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s528ms | Loss: 0.471 | Acc: 85.042% (6123/7200) 72/100 [==============================================>..................] Step: 315ms | Tot: 21s843ms | Loss: 0.468 | Acc: 85.123% (6214/7300) 73/100 [===============================================>.................] Step: 296ms | Tot: 22s140ms | Loss: 0.468 | Acc: 85.108% (6298/7400) 74/100 [================================================>................] Step: 297ms | Tot: 22s438ms | Loss: 0.468 | Acc: 85.027% (6377/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s739ms | Loss: 0.468 | Acc: 85.039% (6463/7600) 76/100 [=================================================>...............] Step: 296ms | Tot: 23s36ms | Loss: 0.466 | Acc: 85.091% (6552/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s336ms | Loss: 0.466 | Acc: 85.077% (6636/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 23s642ms | Loss: 0.467 | Acc: 85.025% (6717/7900) 79/100 [===================================================>.............] Step: 319ms | Tot: 23s962ms | Loss: 0.466 | Acc: 84.987% (6799/8000) 80/100 [====================================================>............] Step: 301ms | Tot: 24s264ms | Loss: 0.465 | Acc: 85.037% (6888/8100) 81/100 [====================================================>............] Step: 299ms | Tot: 24s563ms | Loss: 0.464 | Acc: 85.049% (6974/8200) 82/100 [=====================================================>...........] Step: 299ms | Tot: 24s862ms | Loss: 0.464 | Acc: 85.084% (7062/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s163ms | Loss: 0.464 | Acc: 85.060% (7145/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s468ms | Loss: 0.465 | Acc: 84.965% (7222/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 25s771ms | Loss: 0.467 | Acc: 84.895% (7301/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 26s70ms | Loss: 0.469 | Acc: 84.793% (7377/8700) 87/100 [========================================================>........] Step: 292ms | Tot: 26s363ms | Loss: 0.470 | Acc: 84.761% (7459/8800) 88/100 [=========================================================>.......] Step: 299ms | Tot: 26s662ms | Loss: 0.470 | Acc: 84.753% (7543/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 26s965ms | Loss: 0.471 | Acc: 84.744% (7627/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s271ms | Loss: 0.470 | Acc: 84.780% (7715/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 27s573ms | Loss: 0.469 | Acc: 84.826% (7804/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 27s877ms | Loss: 0.470 | Acc: 84.817% (7888/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s179ms | Loss: 0.469 | Acc: 84.851% (7976/9400) 94/100 [=============================================================>...] Step: 296ms | Tot: 28s476ms | Loss: 0.468 | Acc: 84.884% (8064/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 28s782ms | Loss: 0.467 | Acc: 84.927% (8153/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s88ms | Loss: 0.466 | Acc: 84.938% (8239/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s398ms | Loss: 0.466 | Acc: 84.949% (8325/9800) 98/100 [===============================================================>.] Step: 314ms | Tot: 29s712ms | Loss: 0.467 | Acc: 84.909% (8406/9900) 99/100 [================================================================>] Step: 302ms | Tot: 30s14ms | Loss: 0.466 | Acc: 84.930% (8493/10000) 100/100 +Saving.. + +Epoch: 89 + [>................................................................] Step: 717ms | Tot: 2ms | Loss: 0.419 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 372ms | Tot: 374ms | Loss: 0.376 | Acc: 87.891% (225/256) 2/391 [>................................................................] Step: 366ms | Tot: 741ms | Loss: 0.363 | Acc: 87.240% (335/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s115ms | Loss: 0.358 | Acc: 88.086% (451/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s480ms | Loss: 0.384 | Acc: 87.188% (558/640) 5/391 [>................................................................] Step: 355ms | Tot: 1s836ms | Loss: 0.375 | Acc: 87.240% (670/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s201ms | Loss: 0.365 | Acc: 87.500% (784/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s563ms | Loss: 0.355 | Acc: 87.793% (899/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s929ms | Loss: 0.345 | Acc: 87.847% (1012/1152) 9/391 [=>...............................................................] Step: 369ms | Tot: 3s298ms | Loss: 0.343 | Acc: 88.047% (1127/1280) 10/391 [=>...............................................................] Step: 357ms | Tot: 3s655ms | Loss: 0.347 | Acc: 87.926% (1238/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s12ms | Loss: 0.343 | Acc: 88.216% (1355/1536) 12/391 [=>...............................................................] Step: 353ms | Tot: 4s365ms | Loss: 0.340 | Acc: 88.341% (1470/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s732ms | Loss: 0.347 | Acc: 88.114% (1579/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s100ms | Loss: 0.353 | Acc: 87.865% (1687/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s457ms | Loss: 0.356 | Acc: 87.695% (1796/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s824ms | Loss: 0.358 | Acc: 87.684% (1908/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s193ms | Loss: 0.360 | Acc: 87.543% (2017/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s557ms | Loss: 0.359 | Acc: 87.664% (2132/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s918ms | Loss: 0.357 | Acc: 87.812% (2248/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s279ms | Loss: 0.360 | Acc: 87.686% (2357/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s640ms | Loss: 0.358 | Acc: 87.749% (2471/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 7s994ms | Loss: 0.358 | Acc: 87.670% (2581/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s361ms | Loss: 0.363 | Acc: 87.370% (2684/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s725ms | Loss: 0.363 | Acc: 87.375% (2796/3200) 25/391 [====>............................................................] Step: 372ms | Tot: 9s98ms | Loss: 0.364 | Acc: 87.350% (2907/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s458ms | Loss: 0.364 | Acc: 87.500% (3024/3456) 27/391 [====>............................................................] Step: 359ms | Tot: 9s818ms | Loss: 0.363 | Acc: 87.472% (3135/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s182ms | Loss: 0.363 | Acc: 87.500% (3248/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s544ms | Loss: 0.362 | Acc: 87.474% (3359/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 10s909ms | Loss: 0.364 | Acc: 87.475% (3471/3968) 31/391 [=====>...........................................................] Step: 374ms | Tot: 11s284ms | Loss: 0.361 | Acc: 87.500% (3584/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s650ms | Loss: 0.363 | Acc: 87.429% (3693/4224) 33/391 [=====>...........................................................] Step: 378ms | Tot: 12s28ms | Loss: 0.364 | Acc: 87.408% (3804/4352) 34/391 [=====>...........................................................] Step: 375ms | Tot: 12s403ms | Loss: 0.364 | Acc: 87.411% (3916/4480) 35/391 [=====>...........................................................] Step: 372ms | Tot: 12s776ms | Loss: 0.363 | Acc: 87.370% (4026/4608) 36/391 [=====>...........................................................] Step: 373ms | Tot: 13s150ms | Loss: 0.363 | Acc: 87.394% (4139/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s521ms | Loss: 0.364 | Acc: 87.315% (4247/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 13s889ms | Loss: 0.367 | Acc: 87.159% (4351/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s249ms | Loss: 0.368 | Acc: 87.148% (4462/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s608ms | Loss: 0.365 | Acc: 87.176% (4575/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 14s966ms | Loss: 0.367 | Acc: 87.109% (4683/5376) 42/391 [======>..........................................................] Step: 353ms | Tot: 15s320ms | Loss: 0.368 | Acc: 87.064% (4792/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s687ms | Loss: 0.369 | Acc: 87.038% (4902/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s50ms | Loss: 0.366 | Acc: 87.153% (5020/5760) 45/391 [=======>.........................................................] Step: 346ms | Tot: 16s397ms | Loss: 0.367 | Acc: 87.177% (5133/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s754ms | Loss: 0.366 | Acc: 87.184% (5245/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s118ms | Loss: 0.364 | Acc: 87.223% (5359/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s483ms | Loss: 0.364 | Acc: 87.293% (5475/6272) 49/391 [========>........................................................] Step: 350ms | Tot: 17s833ms | Loss: 0.362 | Acc: 87.391% (5593/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s196ms | Loss: 0.361 | Acc: 87.423% (5707/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s558ms | Loss: 0.363 | Acc: 87.365% (5815/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 18s925ms | Loss: 0.366 | Acc: 87.190% (5915/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s291ms | Loss: 0.368 | Acc: 87.167% (6025/6912) 54/391 [========>........................................................] Step: 354ms | Tot: 19s645ms | Loss: 0.367 | Acc: 87.188% (6138/7040) 55/391 [=========>.......................................................] Step: 353ms | Tot: 19s999ms | Loss: 0.366 | Acc: 87.249% (6254/7168) 56/391 [=========>.......................................................] Step: 350ms | Tot: 20s350ms | Loss: 0.365 | Acc: 87.267% (6367/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s706ms | Loss: 0.366 | Acc: 87.271% (6479/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s72ms | Loss: 0.369 | Acc: 87.169% (6583/7552) 59/391 [=========>.......................................................] Step: 352ms | Tot: 21s425ms | Loss: 0.368 | Acc: 87.201% (6697/7680) 60/391 [=========>.......................................................] Step: 353ms | Tot: 21s779ms | Loss: 0.369 | Acc: 87.154% (6805/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s140ms | Loss: 0.367 | Acc: 87.261% (6925/7936) 62/391 [==========>......................................................] Step: 350ms | Tot: 22s491ms | Loss: 0.366 | Acc: 87.252% (7036/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 22s854ms | Loss: 0.365 | Acc: 87.280% (7150/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s222ms | Loss: 0.365 | Acc: 87.344% (7267/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s583ms | Loss: 0.367 | Acc: 87.216% (7368/8448) 66/391 [==========>......................................................] Step: 346ms | Tot: 23s930ms | Loss: 0.364 | Acc: 87.348% (7491/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 24s289ms | Loss: 0.366 | Acc: 87.328% (7601/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s652ms | Loss: 0.365 | Acc: 87.319% (7712/8832) 69/391 [===========>.....................................................] Step: 371ms | Tot: 25s23ms | Loss: 0.366 | Acc: 87.355% (7827/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s394ms | Loss: 0.366 | Acc: 87.379% (7941/9088) 71/391 [===========>.....................................................] Step: 356ms | Tot: 25s751ms | Loss: 0.366 | Acc: 87.359% (8051/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s112ms | Loss: 0.367 | Acc: 87.350% (8162/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s479ms | Loss: 0.367 | Acc: 87.321% (8271/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 26s836ms | Loss: 0.366 | Acc: 87.323% (8383/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s198ms | Loss: 0.366 | Acc: 87.366% (8499/9728) 76/391 [============>....................................................] Step: 352ms | Tot: 27s551ms | Loss: 0.365 | Acc: 87.409% (8615/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 27s904ms | Loss: 0.365 | Acc: 87.380% (8724/9984) 78/391 [============>....................................................] Step: 372ms | Tot: 28s276ms | Loss: 0.364 | Acc: 87.421% (8840/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s640ms | Loss: 0.363 | Acc: 87.451% (8955/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 29s4ms | Loss: 0.363 | Acc: 87.461% (9068/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s364ms | Loss: 0.363 | Acc: 87.443% (9178/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s721ms | Loss: 0.362 | Acc: 87.472% (9293/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s87ms | Loss: 0.362 | Acc: 87.481% (9406/10752) 84/391 [=============>...................................................] Step: 348ms | Tot: 30s435ms | Loss: 0.363 | Acc: 87.482% (9518/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s793ms | Loss: 0.361 | Acc: 87.527% (9635/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s158ms | Loss: 0.362 | Acc: 87.491% (9743/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s522ms | Loss: 0.362 | Acc: 87.500% (9856/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 31s889ms | Loss: 0.363 | Acc: 87.439% (9961/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s250ms | Loss: 0.362 | Acc: 87.465% (10076/11520) 90/391 [==============>..................................................] Step: 352ms | Tot: 32s603ms | Loss: 0.362 | Acc: 87.466% (10188/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 32s957ms | Loss: 0.363 | Acc: 87.449% (10298/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s322ms | Loss: 0.361 | Acc: 87.517% (10418/11904) 93/391 [===============>.................................................] Step: 373ms | Tot: 33s695ms | Loss: 0.362 | Acc: 87.525% (10531/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s58ms | Loss: 0.364 | Acc: 87.484% (10638/12160) 95/391 [===============>.................................................] Step: 352ms | Tot: 34s410ms | Loss: 0.363 | Acc: 87.484% (10750/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 34s771ms | Loss: 0.363 | Acc: 87.468% (10860/12416) 97/391 [================>................................................] Step: 379ms | Tot: 35s150ms | Loss: 0.362 | Acc: 87.468% (10972/12544) 98/391 [================>................................................] Step: 368ms | Tot: 35s518ms | Loss: 0.363 | Acc: 87.461% (11083/12672) 99/391 [================>................................................] Step: 349ms | Tot: 35s867ms | Loss: 0.363 | Acc: 87.461% (11195/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s227ms | Loss: 0.361 | Acc: 87.515% (11314/12928) 101/391 [================>................................................] Step: 354ms | Tot: 36s582ms | Loss: 0.361 | Acc: 87.538% (11429/13056) 102/391 [================>................................................] Step: 360ms | Tot: 36s942ms | Loss: 0.362 | Acc: 87.530% (11540/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s305ms | Loss: 0.361 | Acc: 87.508% (11649/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s668ms | Loss: 0.361 | Acc: 87.507% (11761/13440) 105/391 [=================>...............................................] Step: 355ms | Tot: 38s23ms | Loss: 0.362 | Acc: 87.485% (11870/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s381ms | Loss: 0.362 | Acc: 87.478% (11981/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s743ms | Loss: 0.362 | Acc: 87.464% (12091/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s111ms | Loss: 0.362 | Acc: 87.478% (12205/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 39s470ms | Loss: 0.362 | Acc: 87.443% (12312/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 39s824ms | Loss: 0.362 | Acc: 87.444% (12424/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s184ms | Loss: 0.362 | Acc: 87.472% (12540/14336) 112/391 [==================>..............................................] Step: 354ms | Tot: 40s538ms | Loss: 0.362 | Acc: 87.493% (12655/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 40s901ms | Loss: 0.361 | Acc: 87.527% (12772/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 41s269ms | Loss: 0.361 | Acc: 87.548% (12887/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 41s635ms | Loss: 0.360 | Acc: 87.554% (13000/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 41s989ms | Loss: 0.360 | Acc: 87.580% (13116/14976) 117/391 [===================>.............................................] Step: 346ms | Tot: 42s336ms | Loss: 0.360 | Acc: 87.566% (13226/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 42s695ms | Loss: 0.360 | Acc: 87.553% (13336/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 43s62ms | Loss: 0.360 | Acc: 87.533% (13445/15360) 120/391 [===================>.............................................] Step: 354ms | Tot: 43s416ms | Loss: 0.360 | Acc: 87.539% (13558/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 43s774ms | Loss: 0.360 | Acc: 87.551% (13672/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s132ms | Loss: 0.360 | Acc: 87.570% (13787/15744) 123/391 [====================>............................................] Step: 357ms | Tot: 44s490ms | Loss: 0.359 | Acc: 87.595% (13903/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 44s858ms | Loss: 0.358 | Acc: 87.612% (14018/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s221ms | Loss: 0.358 | Acc: 87.649% (14136/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s579ms | Loss: 0.358 | Acc: 87.629% (14245/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 45s934ms | Loss: 0.357 | Acc: 87.653% (14361/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s295ms | Loss: 0.357 | Acc: 87.676% (14477/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s655ms | Loss: 0.356 | Acc: 87.710% (14595/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s19ms | Loss: 0.355 | Acc: 87.739% (14712/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 47s375ms | Loss: 0.355 | Acc: 87.766% (14829/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 47s738ms | Loss: 0.356 | Acc: 87.735% (14936/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 48s111ms | Loss: 0.356 | Acc: 87.727% (15047/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 48s468ms | Loss: 0.355 | Acc: 87.743% (15162/17280) 135/391 [======================>..........................................] Step: 350ms | Tot: 48s818ms | Loss: 0.354 | Acc: 87.770% (15279/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s187ms | Loss: 0.355 | Acc: 87.751% (15388/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s552ms | Loss: 0.355 | Acc: 87.749% (15500/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 49s914ms | Loss: 0.355 | Acc: 87.747% (15612/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s275ms | Loss: 0.355 | Acc: 87.729% (15721/17920) 140/391 [=======================>.........................................] Step: 351ms | Tot: 50s626ms | Loss: 0.356 | Acc: 87.694% (15827/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 50s985ms | Loss: 0.356 | Acc: 87.682% (15937/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s349ms | Loss: 0.356 | Acc: 87.675% (16048/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 51s713ms | Loss: 0.356 | Acc: 87.679% (16161/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s77ms | Loss: 0.356 | Acc: 87.705% (16278/18560) 145/391 [========================>........................................] Step: 347ms | Tot: 52s424ms | Loss: 0.355 | Acc: 87.719% (16393/18688) 146/391 [========================>........................................] Step: 355ms | Tot: 52s780ms | Loss: 0.355 | Acc: 87.729% (16507/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 53s148ms | Loss: 0.355 | Acc: 87.743% (16622/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 53s513ms | Loss: 0.354 | Acc: 87.767% (16739/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 53s872ms | Loss: 0.355 | Acc: 87.755% (16849/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s234ms | Loss: 0.355 | Acc: 87.738% (16958/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 54s593ms | Loss: 0.355 | Acc: 87.731% (17069/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 54s954ms | Loss: 0.355 | Acc: 87.745% (17184/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 55s321ms | Loss: 0.355 | Acc: 87.738% (17295/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 55s689ms | Loss: 0.356 | Acc: 87.732% (17406/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 56s44ms | Loss: 0.355 | Acc: 87.760% (17524/19968) 156/391 [=========================>.......................................] Step: 351ms | Tot: 56s395ms | Loss: 0.355 | Acc: 87.779% (17640/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 56s756ms | Loss: 0.354 | Acc: 87.782% (17753/20224) 158/391 [==========================>......................................] Step: 372ms | Tot: 57s129ms | Loss: 0.354 | Acc: 87.800% (17869/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 57s495ms | Loss: 0.355 | Acc: 87.793% (17980/20480) 160/391 [==========================>......................................] Step: 352ms | Tot: 57s847ms | Loss: 0.354 | Acc: 87.815% (18097/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s207ms | Loss: 0.355 | Acc: 87.804% (18207/20736) 162/391 [==========================>......................................] Step: 355ms | Tot: 58s563ms | Loss: 0.354 | Acc: 87.802% (18319/20864) 163/391 [===========================>.....................................] Step: 372ms | Tot: 58s935ms | Loss: 0.355 | Acc: 87.795% (18430/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s302ms | Loss: 0.355 | Acc: 87.794% (18542/21120) 165/391 [===========================>.....................................] Step: 353ms | Tot: 59s656ms | Loss: 0.354 | Acc: 87.801% (18656/21248) 166/391 [===========================>.....................................] Step: 349ms | Tot: 1m6ms | Loss: 0.354 | Acc: 87.795% (18767/21376) 167/391 [===========================>.....................................] Step: 351ms | Tot: 1m358ms | Loss: 0.353 | Acc: 87.826% (18886/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m721ms | Loss: 0.353 | Acc: 87.833% (19000/21632) 169/391 [============================>....................................] Step: 382ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.835% (19113/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.847% (19228/21888) 171/391 [============================>....................................] Step: 352ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.841% (19339/22016) 172/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.353 | Acc: 87.830% (19449/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.353 | Acc: 87.819% (19559/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.353 | Acc: 87.839% (19676/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m3s | Loss: 0.353 | Acc: 87.860% (19793/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.353 | Acc: 87.853% (19904/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.354 | Acc: 87.847% (20015/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.353 | Acc: 87.862% (20131/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.353 | Acc: 87.873% (20246/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.906% (20366/23168) 181/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.856% (20467/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.871% (20583/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.869% (20695/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.859% (20805/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.865% (20919/23808) 186/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.859% (21030/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.857% (21142/24064) 188/391 [===============================>.................................] Step: 354ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.868% (21257/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.354 | Acc: 87.882% (21373/24320) 190/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.354 | Acc: 87.868% (21482/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.354 | Acc: 87.874% (21596/24576) 192/391 [===============================>.................................] Step: 351ms | Tot: 1m9s | Loss: 0.354 | Acc: 87.868% (21707/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.870% (21820/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.354 | Acc: 87.853% (21928/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.354 | Acc: 87.855% (22041/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.877% (22159/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.353 | Acc: 87.879% (22272/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.353 | Acc: 87.889% (22387/25472) 199/391 [=================================>...............................] Step: 350ms | Tot: 1m11s | Loss: 0.353 | Acc: 87.875% (22496/25600) 200/391 [=================================>...............................] Step: 352ms | Tot: 1m12s | Loss: 0.353 | Acc: 87.893% (22613/25728) 201/391 [=================================>...............................] Step: 351ms | Tot: 1m12s | Loss: 0.353 | Acc: 87.894% (22726/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.353 | Acc: 87.912% (22843/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.352 | Acc: 87.921% (22958/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.352 | Acc: 87.942% (23076/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.351 | Acc: 87.948% (23190/26368) 206/391 [==================================>..............................] Step: 348ms | Tot: 1m14s | Loss: 0.351 | Acc: 87.938% (23300/26496) 207/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.351 | Acc: 87.951% (23416/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.352 | Acc: 87.937% (23525/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.352 | Acc: 87.928% (23635/26880) 210/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.352 | Acc: 87.926% (23747/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m16s | Loss: 0.351 | Acc: 87.927% (23860/27136) 212/391 [===================================>.............................] Step: 352ms | Tot: 1m16s | Loss: 0.351 | Acc: 87.936% (23975/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.351 | Acc: 87.953% (24092/27392) 214/391 [===================================>.............................] Step: 377ms | Tot: 1m17s | Loss: 0.350 | Acc: 87.972% (24210/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.351 | Acc: 87.952% (24317/27648) 216/391 [===================================>.............................] Step: 354ms | Tot: 1m18s | Loss: 0.350 | Acc: 87.975% (24436/27776) 217/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.350 | Acc: 87.991% (24553/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.350 | Acc: 88.007% (24670/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m19s | Loss: 0.349 | Acc: 88.029% (24789/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.349 | Acc: 88.034% (24903/28288) 221/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.349 | Acc: 88.049% (25020/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.349 | Acc: 88.057% (25135/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.349 | Acc: 88.041% (25243/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m20s | Loss: 0.349 | Acc: 88.049% (25358/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.349 | Acc: 88.039% (25468/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.349 | Acc: 88.033% (25579/29056) 227/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.349 | Acc: 88.031% (25691/29184) 228/391 [=====================================>...........................] Step: 351ms | Tot: 1m22s | Loss: 0.349 | Acc: 88.029% (25803/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.349 | Acc: 88.040% (25919/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.349 | Acc: 88.038% (26031/29568) 231/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.349 | Acc: 88.052% (26148/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.349 | Acc: 88.057% (26262/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.349 | Acc: 88.054% (26374/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.349 | Acc: 88.059% (26488/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m24s | Loss: 0.349 | Acc: 88.043% (26596/30208) 236/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.349 | Acc: 88.021% (26702/30336) 237/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.350 | Acc: 88.002% (26809/30464) 238/391 [=======================================>.........................] Step: 355ms | Tot: 1m25s | Loss: 0.350 | Acc: 88.003% (26922/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.349 | Acc: 88.021% (27040/30720) 240/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.350 | Acc: 88.002% (27147/30848) 241/391 [========================================>........................] Step: 371ms | Tot: 1m27s | Loss: 0.350 | Acc: 88.017% (27264/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.350 | Acc: 88.021% (27378/31104) 243/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.350 | Acc: 88.022% (27491/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.350 | Acc: 88.023% (27604/31360) 245/391 [========================================>........................] Step: 354ms | Tot: 1m28s | Loss: 0.350 | Acc: 88.011% (27713/31488) 246/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.350 | Acc: 88.016% (27827/31616) 247/391 [=========================================>.......................] Step: 478ms | Tot: 1m29s | Loss: 0.350 | Acc: 88.032% (27945/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.349 | Acc: 88.058% (28066/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.349 | Acc: 88.062% (28180/32000) 250/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.349 | Acc: 88.085% (28300/32128) 251/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.349 | Acc: 88.067% (28407/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.349 | Acc: 88.096% (28529/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m31s | Loss: 0.349 | Acc: 88.094% (28641/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.349 | Acc: 88.079% (28749/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.349 | Acc: 88.080% (28862/32768) 256/391 [==========================================>......................] Step: 349ms | Tot: 1m32s | Loss: 0.348 | Acc: 88.084% (28976/32896) 257/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.348 | Acc: 88.103% (29095/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.348 | Acc: 88.103% (29208/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m33s | Loss: 0.347 | Acc: 88.113% (29324/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m33s | Loss: 0.348 | Acc: 88.108% (29435/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.348 | Acc: 88.102% (29546/33536) 262/391 [===========================================>.....................] Step: 347ms | Tot: 1m34s | Loss: 0.348 | Acc: 88.103% (29659/33664) 263/391 [===========================================>.....................] Step: 353ms | Tot: 1m35s | Loss: 0.348 | Acc: 88.104% (29772/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.348 | Acc: 88.116% (29889/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m35s | Loss: 0.348 | Acc: 88.108% (29999/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.348 | Acc: 88.097% (30108/34176) 267/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.348 | Acc: 88.086% (30217/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.348 | Acc: 88.095% (30333/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.349 | Acc: 88.087% (30443/34560) 270/391 [============================================>....................] Step: 352ms | Tot: 1m37s | Loss: 0.349 | Acc: 88.082% (30554/34688) 271/391 [=============================================>...................] Step: 356ms | Tot: 1m37s | Loss: 0.349 | Acc: 88.080% (30666/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.349 | Acc: 88.067% (30774/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.349 | Acc: 88.070% (30888/35072) 274/391 [=============================================>...................] Step: 351ms | Tot: 1m38s | Loss: 0.349 | Acc: 88.077% (31003/35200) 275/391 [=============================================>...................] Step: 351ms | Tot: 1m39s | Loss: 0.348 | Acc: 88.089% (31120/35328) 276/391 [=============================================>...................] Step: 353ms | Tot: 1m39s | Loss: 0.349 | Acc: 88.073% (31227/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m40s | Loss: 0.349 | Acc: 88.076% (31341/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.349 | Acc: 88.074% (31453/35712) 279/391 [==============================================>..................] Step: 348ms | Tot: 1m40s | Loss: 0.349 | Acc: 88.072% (31565/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.349 | Acc: 88.064% (31675/35968) 281/391 [==============================================>..................] Step: 350ms | Tot: 1m41s | Loss: 0.349 | Acc: 88.060% (31786/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.349 | Acc: 88.063% (31900/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.350 | Acc: 88.050% (32008/36352) 284/391 [===============================================>.................] Step: 354ms | Tot: 1m42s | Loss: 0.349 | Acc: 88.065% (32126/36480) 285/391 [===============================================>.................] Step: 348ms | Tot: 1m42s | Loss: 0.350 | Acc: 88.052% (32234/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.350 | Acc: 88.039% (32342/36736) 287/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.351 | Acc: 88.021% (32448/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.351 | Acc: 88.016% (32559/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.351 | Acc: 88.001% (32666/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m44s | Loss: 0.351 | Acc: 87.999% (32778/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.351 | Acc: 87.992% (32888/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.352 | Acc: 87.985% (32998/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.352 | Acc: 87.984% (33110/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.351 | Acc: 87.987% (33224/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m46s | Loss: 0.351 | Acc: 87.978% (33333/37888) 296/391 [=================================================>...............] Step: 390ms | Tot: 1m46s | Loss: 0.352 | Acc: 87.968% (33442/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.352 | Acc: 87.954% (33549/38144) 298/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.352 | Acc: 87.947% (33659/38272) 299/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.352 | Acc: 87.938% (33768/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.352 | Acc: 87.928% (33877/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m48s | Loss: 0.352 | Acc: 87.927% (33989/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.352 | Acc: 87.918% (34098/38784) 303/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.353 | Acc: 87.909% (34207/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.353 | Acc: 87.918% (34323/39040) 305/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.353 | Acc: 87.919% (34436/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.353 | Acc: 87.920% (34549/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.353 | Acc: 87.911% (34658/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.353 | Acc: 87.915% (34772/39552) 309/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.354 | Acc: 87.896% (34877/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.354 | Acc: 87.904% (34993/39808) 311/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.353 | Acc: 87.916% (35110/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.353 | Acc: 87.907% (35219/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.354 | Acc: 87.888% (35324/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m53s | Loss: 0.354 | Acc: 87.879% (35433/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.355 | Acc: 87.856% (35536/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.355 | Acc: 87.862% (35651/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.355 | Acc: 87.866% (35765/40704) 318/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.354 | Acc: 87.877% (35882/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m55s | Loss: 0.355 | Acc: 87.871% (35992/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.355 | Acc: 87.870% (36104/41088) 321/391 [=====================================================>...........] Step: 373ms | Tot: 1m55s | Loss: 0.355 | Acc: 87.876% (36219/41216) 322/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.354 | Acc: 87.882% (36334/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.354 | Acc: 87.893% (36451/41472) 324/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.354 | Acc: 87.897% (36565/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m57s | Loss: 0.355 | Acc: 87.874% (36668/41728) 326/391 [======================================================>..........] Step: 358ms | Tot: 1m57s | Loss: 0.355 | Acc: 87.861% (36775/41856) 327/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.355 | Acc: 87.860% (36887/41984) 328/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.355 | Acc: 87.868% (37003/42112) 329/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.355 | Acc: 87.860% (37112/42240) 330/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.355 | Acc: 87.871% (37229/42368) 331/391 [=======================================================>.........] Step: 366ms | Tot: 1m59s | Loss: 0.355 | Acc: 87.874% (37343/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 1m59s | Loss: 0.355 | Acc: 87.878% (37457/42624) 333/391 [=======================================================>.........] Step: 353ms | Tot: 2m339ms | Loss: 0.355 | Acc: 87.877% (37569/42752) 334/391 [=======================================================>.........] Step: 353ms | Tot: 2m693ms | Loss: 0.356 | Acc: 87.859% (37674/42880) 335/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.356 | Acc: 87.863% (37788/43008) 336/391 [=======================================================>.........] Step: 383ms | Tot: 2m1s | Loss: 0.356 | Acc: 87.862% (37900/43136) 337/391 [========================================================>........] Step: 381ms | Tot: 2m1s | Loss: 0.356 | Acc: 87.856% (38010/43264) 338/391 [========================================================>........] Step: 354ms | Tot: 2m2s | Loss: 0.356 | Acc: 87.853% (38121/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m2s | Loss: 0.356 | Acc: 87.849% (38232/43520) 340/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.356 | Acc: 87.844% (38342/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.356 | Acc: 87.840% (38453/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.356 | Acc: 87.835% (38563/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m3s | Loss: 0.356 | Acc: 87.832% (38674/44032) 344/391 [=========================================================>.......] Step: 349ms | Tot: 2m4s | Loss: 0.356 | Acc: 87.831% (38786/44160) 345/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.356 | Acc: 87.825% (38896/44288) 346/391 [=========================================================>.......] Step: 349ms | Tot: 2m5s | Loss: 0.356 | Acc: 87.820% (39006/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.356 | Acc: 87.832% (39124/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.356 | Acc: 87.834% (39237/44672) 349/391 [==========================================================>......] Step: 368ms | Tot: 2m6s | Loss: 0.356 | Acc: 87.815% (39341/44800) 350/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.356 | Acc: 87.812% (39452/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.356 | Acc: 87.811% (39564/45056) 352/391 [==========================================================>......] Step: 381ms | Tot: 2m7s | Loss: 0.356 | Acc: 87.808% (39675/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.356 | Acc: 87.811% (39789/45312) 354/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.356 | Acc: 87.817% (39904/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.356 | Acc: 87.803% (40010/45568) 356/391 [===========================================================>.....] Step: 349ms | Tot: 2m8s | Loss: 0.357 | Acc: 87.780% (40112/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.357 | Acc: 87.773% (40221/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.357 | Acc: 87.770% (40332/45952) 359/391 [===========================================================>.....] Step: 354ms | Tot: 2m9s | Loss: 0.358 | Acc: 87.773% (40446/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.358 | Acc: 87.771% (40557/46208) 361/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.358 | Acc: 87.774% (40671/46336) 362/391 [============================================================>....] Step: 359ms | Tot: 2m10s | Loss: 0.358 | Acc: 87.769% (40781/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.358 | Acc: 87.773% (40895/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.358 | Acc: 87.765% (41004/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.358 | Acc: 87.758% (41113/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.358 | Acc: 87.758% (41225/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.358 | Acc: 87.757% (41337/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m12s | Loss: 0.358 | Acc: 87.758% (41450/47232) 369/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.358 | Acc: 87.755% (41561/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.358 | Acc: 87.761% (41676/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.358 | Acc: 87.756% (41786/47616) 372/391 [=============================================================>...] Step: 350ms | Tot: 2m14s | Loss: 0.358 | Acc: 87.741% (41891/47744) 373/391 [==============================================================>..] Step: 350ms | Tot: 2m14s | Loss: 0.359 | Acc: 87.726% (41996/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m15s | Loss: 0.359 | Acc: 87.723% (42107/48000) 375/391 [==============================================================>..] Step: 374ms | Tot: 2m15s | Loss: 0.359 | Acc: 87.716% (42216/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.359 | Acc: 87.713% (42327/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.359 | Acc: 87.711% (42438/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.359 | Acc: 87.708% (42549/48512) 379/391 [===============================================================>.] Step: 355ms | Tot: 2m16s | Loss: 0.359 | Acc: 87.710% (42662/48640) 380/391 [===============================================================>.] Step: 372ms | Tot: 2m17s | Loss: 0.359 | Acc: 87.719% (42779/48768) 381/391 [===============================================================>.] Step: 349ms | Tot: 2m17s | Loss: 0.359 | Acc: 87.715% (42889/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.359 | Acc: 87.698% (42993/49024) 383/391 [===============================================================>.] Step: 351ms | Tot: 2m18s | Loss: 0.359 | Acc: 87.703% (43108/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.359 | Acc: 87.703% (43220/49280) 385/391 [================================================================>] Step: 372ms | Tot: 2m19s | Loss: 0.359 | Acc: 87.706% (43334/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m19s | Loss: 0.359 | Acc: 87.696% (43441/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.359 | Acc: 87.709% (43560/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.359 | Acc: 87.713% (43674/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.359 | Acc: 87.706% (43783/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m20s | Loss: 0.359 | Acc: 87.706% (43853/50000) 391/391 + [>................................................................] Step: 517ms | Tot: 2ms | Loss: 0.475 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 307ms | Tot: 310ms | Loss: 0.504 | Acc: 82.000% (164/200) 2/100 [=>...............................................................] Step: 306ms | Tot: 617ms | Loss: 0.416 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 921ms | Loss: 0.435 | Acc: 85.500% (342/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s218ms | Loss: 0.443 | Acc: 85.000% (425/500) 5/100 [===>.............................................................] Step: 315ms | Tot: 1s533ms | Loss: 0.405 | Acc: 86.167% (517/600) 6/100 [===>.............................................................] Step: 319ms | Tot: 1s853ms | Loss: 0.399 | Acc: 86.429% (605/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s157ms | Loss: 0.436 | Acc: 85.500% (684/800) 8/100 [=====>...........................................................] Step: 294ms | Tot: 2s452ms | Loss: 0.453 | Acc: 84.889% (764/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s750ms | Loss: 0.440 | Acc: 85.300% (853/1000) 10/100 [======>..........................................................] Step: 316ms | Tot: 3s66ms | Loss: 0.434 | Acc: 85.545% (941/1100) 11/100 [=======>.........................................................] Step: 294ms | Tot: 3s360ms | Loss: 0.431 | Acc: 85.667% (1028/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s670ms | Loss: 0.430 | Acc: 85.462% (1111/1300) 13/100 [========>........................................................] Step: 301ms | Tot: 3s972ms | Loss: 0.434 | Acc: 85.500% (1197/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s275ms | Loss: 0.425 | Acc: 85.733% (1286/1500) 15/100 [=========>.......................................................] Step: 318ms | Tot: 4s594ms | Loss: 0.432 | Acc: 85.438% (1367/1600) 16/100 [==========>......................................................] Step: 299ms | Tot: 4s893ms | Loss: 0.428 | Acc: 85.706% (1457/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s197ms | Loss: 0.435 | Acc: 85.333% (1536/1800) 18/100 [===========>.....................................................] Step: 294ms | Tot: 5s491ms | Loss: 0.439 | Acc: 85.211% (1619/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s803ms | Loss: 0.444 | Acc: 85.150% (1703/2000) 20/100 [=============>...................................................] Step: 311ms | Tot: 6s115ms | Loss: 0.444 | Acc: 85.048% (1786/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s419ms | Loss: 0.443 | Acc: 85.091% (1872/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s735ms | Loss: 0.449 | Acc: 85.000% (1955/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 7s42ms | Loss: 0.449 | Acc: 85.083% (2042/2400) 24/100 [===============>.................................................] Step: 295ms | Tot: 7s338ms | Loss: 0.449 | Acc: 85.040% (2126/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s644ms | Loss: 0.455 | Acc: 84.846% (2206/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s951ms | Loss: 0.451 | Acc: 84.963% (2294/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s260ms | Loss: 0.450 | Acc: 84.964% (2379/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s571ms | Loss: 0.448 | Acc: 85.034% (2466/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s873ms | Loss: 0.449 | Acc: 84.967% (2549/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s174ms | Loss: 0.453 | Acc: 84.871% (2631/3100) 31/100 [====================>............................................] Step: 292ms | Tot: 9s466ms | Loss: 0.450 | Acc: 84.969% (2719/3200) 32/100 [====================>............................................] Step: 317ms | Tot: 9s783ms | Loss: 0.448 | Acc: 85.061% (2807/3300) 33/100 [=====================>...........................................] Step: 334ms | Tot: 10s118ms | Loss: 0.449 | Acc: 84.882% (2886/3400) 34/100 [======================>..........................................] Step: 313ms | Tot: 10s431ms | Loss: 0.451 | Acc: 84.829% (2969/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s739ms | Loss: 0.449 | Acc: 84.972% (3059/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 11s41ms | Loss: 0.450 | Acc: 84.973% (3144/3700) 37/100 [========================>........................................] Step: 296ms | Tot: 11s338ms | Loss: 0.450 | Acc: 84.921% (3227/3800) 38/100 [========================>........................................] Step: 304ms | Tot: 11s642ms | Loss: 0.448 | Acc: 84.974% (3314/3900) 39/100 [=========================>.......................................] Step: 317ms | Tot: 11s959ms | Loss: 0.447 | Acc: 85.000% (3400/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s267ms | Loss: 0.448 | Acc: 85.049% (3487/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s571ms | Loss: 0.450 | Acc: 85.071% (3573/4200) 42/100 [===========================>.....................................] Step: 295ms | Tot: 12s866ms | Loss: 0.446 | Acc: 85.186% (3663/4300) 43/100 [===========================>.....................................] Step: 297ms | Tot: 13s163ms | Loss: 0.448 | Acc: 85.227% (3750/4400) 44/100 [============================>....................................] Step: 292ms | Tot: 13s456ms | Loss: 0.444 | Acc: 85.378% (3842/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s763ms | Loss: 0.443 | Acc: 85.391% (3928/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 14s68ms | Loss: 0.443 | Acc: 85.383% (4013/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s373ms | Loss: 0.445 | Acc: 85.438% (4101/4800) 48/100 [===============================>.................................] Step: 314ms | Tot: 14s688ms | Loss: 0.441 | Acc: 85.469% (4188/4900) 49/100 [===============================>.................................] Step: 319ms | Tot: 15s7ms | Loss: 0.445 | Acc: 85.400% (4270/5000) 50/100 [================================>................................] Step: 301ms | Tot: 15s309ms | Loss: 0.447 | Acc: 85.373% (4354/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s612ms | Loss: 0.445 | Acc: 85.481% (4445/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s916ms | Loss: 0.444 | Acc: 85.472% (4530/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s231ms | Loss: 0.444 | Acc: 85.519% (4618/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s536ms | Loss: 0.443 | Acc: 85.473% (4701/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 16s849ms | Loss: 0.444 | Acc: 85.482% (4787/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s154ms | Loss: 0.444 | Acc: 85.456% (4871/5700) 57/100 [=====================================>...........................] Step: 300ms | Tot: 17s455ms | Loss: 0.444 | Acc: 85.466% (4957/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 17s766ms | Loss: 0.445 | Acc: 85.356% (5036/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s75ms | Loss: 0.447 | Acc: 85.300% (5118/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s378ms | Loss: 0.447 | Acc: 85.344% (5206/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s687ms | Loss: 0.447 | Acc: 85.323% (5290/6200) 62/100 [========================================>........................] Step: 296ms | Tot: 18s983ms | Loss: 0.445 | Acc: 85.365% (5378/6300) 63/100 [========================================>........................] Step: 298ms | Tot: 19s281ms | Loss: 0.443 | Acc: 85.422% (5467/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s586ms | Loss: 0.443 | Acc: 85.369% (5549/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s893ms | Loss: 0.444 | Acc: 85.348% (5633/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s196ms | Loss: 0.441 | Acc: 85.418% (5723/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s505ms | Loss: 0.443 | Acc: 85.397% (5807/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s808ms | Loss: 0.441 | Acc: 85.420% (5894/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s115ms | Loss: 0.442 | Acc: 85.371% (5976/7000) 70/100 [=============================================>...................] Step: 294ms | Tot: 21s410ms | Loss: 0.445 | Acc: 85.324% (6058/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s720ms | Loss: 0.443 | Acc: 85.347% (6145/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s36ms | Loss: 0.443 | Acc: 85.356% (6231/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s342ms | Loss: 0.443 | Acc: 85.365% (6317/7400) 74/100 [================================================>................] Step: 309ms | Tot: 22s652ms | Loss: 0.443 | Acc: 85.333% (6400/7500) 75/100 [================================================>................] Step: 306ms | Tot: 22s958ms | Loss: 0.443 | Acc: 85.329% (6485/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s261ms | Loss: 0.445 | Acc: 85.312% (6569/7700) 77/100 [==================================================>..............] Step: 298ms | Tot: 23s559ms | Loss: 0.447 | Acc: 85.269% (6651/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s862ms | Loss: 0.447 | Acc: 85.203% (6731/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s169ms | Loss: 0.447 | Acc: 85.225% (6818/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s471ms | Loss: 0.445 | Acc: 85.284% (6908/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s780ms | Loss: 0.444 | Acc: 85.305% (6995/8200) 82/100 [=====================================================>...........] Step: 290ms | Tot: 25s70ms | Loss: 0.444 | Acc: 85.313% (7081/8300) 83/100 [=====================================================>...........] Step: 291ms | Tot: 25s361ms | Loss: 0.444 | Acc: 85.357% (7170/8400) 84/100 [======================================================>..........] Step: 298ms | Tot: 25s660ms | Loss: 0.444 | Acc: 85.306% (7251/8500) 85/100 [=======================================================>.........] Step: 322ms | Tot: 25s982ms | Loss: 0.446 | Acc: 85.244% (7331/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s289ms | Loss: 0.448 | Acc: 85.207% (7413/8700) 87/100 [========================================================>........] Step: 316ms | Tot: 26s606ms | Loss: 0.448 | Acc: 85.205% (7498/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s914ms | Loss: 0.447 | Acc: 85.169% (7580/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s215ms | Loss: 0.448 | Acc: 85.189% (7667/9000) 90/100 [==========================================================>......] Step: 293ms | Tot: 27s509ms | Loss: 0.448 | Acc: 85.154% (7749/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s815ms | Loss: 0.447 | Acc: 85.174% (7836/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s115ms | Loss: 0.448 | Acc: 85.183% (7922/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s418ms | Loss: 0.447 | Acc: 85.181% (8007/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 28s727ms | Loss: 0.446 | Acc: 85.211% (8095/9500) 95/100 [=============================================================>...] Step: 297ms | Tot: 29s24ms | Loss: 0.445 | Acc: 85.260% (8185/9600) 96/100 [==============================================================>..] Step: 293ms | Tot: 29s317ms | Loss: 0.445 | Acc: 85.289% (8273/9700) 97/100 [===============================================================>.] Step: 297ms | Tot: 29s615ms | Loss: 0.446 | Acc: 85.235% (8353/9800) 98/100 [===============================================================>.] Step: 298ms | Tot: 29s913ms | Loss: 0.447 | Acc: 85.202% (8435/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s215ms | Loss: 0.448 | Acc: 85.190% (8519/10000) 100/100 +Saving.. + +Epoch: 90 + [>................................................................] Step: 729ms | Tot: 2ms | Loss: 0.265 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 392ms | Tot: 394ms | Loss: 0.288 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 384ms | Tot: 779ms | Loss: 0.306 | Acc: 88.542% (340/384) 3/391 [>................................................................] Step: 395ms | Tot: 1s175ms | Loss: 0.317 | Acc: 88.281% (452/512) 4/391 [>................................................................] Step: 374ms | Tot: 1s550ms | Loss: 0.320 | Acc: 87.969% (563/640) 5/391 [>................................................................] Step: 381ms | Tot: 1s932ms | Loss: 0.309 | Acc: 88.542% (680/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s299ms | Loss: 0.332 | Acc: 87.835% (787/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s665ms | Loss: 0.327 | Acc: 88.379% (905/1024) 8/391 [=>...............................................................] Step: 372ms | Tot: 3s37ms | Loss: 0.347 | Acc: 87.674% (1010/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s404ms | Loss: 0.344 | Acc: 87.734% (1123/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s775ms | Loss: 0.342 | Acc: 87.784% (1236/1408) 11/391 [=>...............................................................] Step: 352ms | Tot: 4s128ms | Loss: 0.341 | Acc: 87.826% (1349/1536) 12/391 [=>...............................................................] Step: 350ms | Tot: 4s478ms | Loss: 0.342 | Acc: 87.800% (1461/1664) 13/391 [==>..............................................................] Step: 372ms | Tot: 4s851ms | Loss: 0.338 | Acc: 88.170% (1580/1792) 14/391 [==>..............................................................] Step: 373ms | Tot: 5s224ms | Loss: 0.343 | Acc: 87.865% (1687/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s585ms | Loss: 0.360 | Acc: 87.109% (1784/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s947ms | Loss: 0.360 | Acc: 87.178% (1897/2176) 17/391 [==>..............................................................] Step: 357ms | Tot: 6s304ms | Loss: 0.354 | Acc: 87.370% (2013/2304) 18/391 [==>..............................................................] Step: 358ms | Tot: 6s662ms | Loss: 0.350 | Acc: 87.664% (2132/2432) 19/391 [===>.............................................................] Step: 357ms | Tot: 7s19ms | Loss: 0.349 | Acc: 87.656% (2244/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s378ms | Loss: 0.353 | Acc: 87.500% (2352/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s737ms | Loss: 0.349 | Acc: 87.536% (2465/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 8s93ms | Loss: 0.351 | Acc: 87.432% (2574/2944) 23/391 [===>.............................................................] Step: 350ms | Tot: 8s443ms | Loss: 0.352 | Acc: 87.337% (2683/3072) 24/391 [===>.............................................................] Step: 369ms | Tot: 8s813ms | Loss: 0.348 | Acc: 87.438% (2798/3200) 25/391 [====>............................................................] Step: 399ms | Tot: 9s212ms | Loss: 0.350 | Acc: 87.440% (2910/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s572ms | Loss: 0.346 | Acc: 87.645% (3029/3456) 27/391 [====>............................................................] Step: 355ms | Tot: 9s928ms | Loss: 0.341 | Acc: 87.863% (3149/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s287ms | Loss: 0.343 | Acc: 87.904% (3263/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s643ms | Loss: 0.339 | Acc: 88.047% (3381/3840) 30/391 [====>............................................................] Step: 375ms | Tot: 11s19ms | Loss: 0.341 | Acc: 87.928% (3489/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s386ms | Loss: 0.342 | Acc: 87.866% (3599/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s747ms | Loss: 0.343 | Acc: 87.831% (3710/4224) 33/391 [=====>...........................................................] Step: 352ms | Tot: 12s100ms | Loss: 0.342 | Acc: 87.868% (3824/4352) 34/391 [=====>...........................................................] Step: 349ms | Tot: 12s449ms | Loss: 0.341 | Acc: 87.902% (3938/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s811ms | Loss: 0.344 | Acc: 87.739% (4043/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s172ms | Loss: 0.343 | Acc: 87.859% (4161/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s532ms | Loss: 0.344 | Acc: 87.829% (4272/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s890ms | Loss: 0.345 | Acc: 87.720% (4379/4992) 39/391 [======>..........................................................] Step: 354ms | Tot: 14s244ms | Loss: 0.346 | Acc: 87.656% (4488/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s609ms | Loss: 0.345 | Acc: 87.710% (4603/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 14s971ms | Loss: 0.346 | Acc: 87.723% (4716/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s329ms | Loss: 0.347 | Acc: 87.700% (4827/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s693ms | Loss: 0.346 | Acc: 87.784% (4944/5632) 44/391 [=======>.........................................................] Step: 358ms | Tot: 16s51ms | Loss: 0.346 | Acc: 87.760% (5055/5760) 45/391 [=======>.........................................................] Step: 349ms | Tot: 16s401ms | Loss: 0.347 | Acc: 87.772% (5168/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s764ms | Loss: 0.344 | Acc: 87.882% (5287/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s123ms | Loss: 0.343 | Acc: 87.923% (5402/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s489ms | Loss: 0.342 | Acc: 87.962% (5517/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s853ms | Loss: 0.341 | Acc: 88.016% (5633/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s212ms | Loss: 0.339 | Acc: 88.113% (5752/6528) 51/391 [========>........................................................] Step: 347ms | Tot: 18s559ms | Loss: 0.341 | Acc: 88.056% (5861/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 18s923ms | Loss: 0.340 | Acc: 88.060% (5974/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s283ms | Loss: 0.338 | Acc: 88.122% (6091/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s641ms | Loss: 0.338 | Acc: 88.125% (6204/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s | Loss: 0.339 | Acc: 88.058% (6312/7168) 56/391 [=========>.......................................................] Step: 349ms | Tot: 20s349ms | Loss: 0.339 | Acc: 88.089% (6427/7296) 57/391 [=========>.......................................................] Step: 367ms | Tot: 20s716ms | Loss: 0.339 | Acc: 88.093% (6540/7424) 58/391 [=========>.......................................................] Step: 375ms | Tot: 21s91ms | Loss: 0.340 | Acc: 88.083% (6652/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s452ms | Loss: 0.339 | Acc: 88.138% (6769/7680) 60/391 [=========>.......................................................] Step: 367ms | Tot: 21s819ms | Loss: 0.338 | Acc: 88.192% (6886/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s176ms | Loss: 0.336 | Acc: 88.256% (7004/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s535ms | Loss: 0.336 | Acc: 88.256% (7117/8064) 63/391 [==========>......................................................] Step: 380ms | Tot: 22s915ms | Loss: 0.336 | Acc: 88.318% (7235/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s282ms | Loss: 0.337 | Acc: 88.293% (7346/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s647ms | Loss: 0.339 | Acc: 88.281% (7458/8448) 66/391 [==========>......................................................] Step: 354ms | Tot: 24s1ms | Loss: 0.341 | Acc: 88.246% (7568/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s366ms | Loss: 0.340 | Acc: 88.247% (7681/8704) 68/391 [===========>.....................................................] Step: 380ms | Tot: 24s746ms | Loss: 0.342 | Acc: 88.213% (7791/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s109ms | Loss: 0.341 | Acc: 88.248% (7907/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s474ms | Loss: 0.342 | Acc: 88.127% (8009/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 25s839ms | Loss: 0.342 | Acc: 88.097% (8119/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 26s198ms | Loss: 0.343 | Acc: 88.057% (8228/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s565ms | Loss: 0.343 | Acc: 88.070% (8342/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 26s936ms | Loss: 0.344 | Acc: 88.031% (8451/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s298ms | Loss: 0.343 | Acc: 88.024% (8563/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s666ms | Loss: 0.344 | Acc: 88.007% (8674/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s26ms | Loss: 0.343 | Acc: 88.011% (8787/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s390ms | Loss: 0.343 | Acc: 88.034% (8902/10112) 79/391 [=============>...................................................] Step: 372ms | Tot: 28s762ms | Loss: 0.343 | Acc: 88.027% (9014/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s127ms | Loss: 0.343 | Acc: 88.021% (9126/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s483ms | Loss: 0.343 | Acc: 88.043% (9241/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 29s851ms | Loss: 0.342 | Acc: 88.084% (9358/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s219ms | Loss: 0.344 | Acc: 88.058% (9468/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 30s590ms | Loss: 0.343 | Acc: 88.088% (9584/10880) 85/391 [==============>..................................................] Step: 380ms | Tot: 30s971ms | Loss: 0.344 | Acc: 88.118% (9700/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s343ms | Loss: 0.344 | Acc: 88.102% (9811/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s711ms | Loss: 0.344 | Acc: 88.113% (9925/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s73ms | Loss: 0.344 | Acc: 88.132% (10040/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s436ms | Loss: 0.344 | Acc: 88.099% (10149/11520) 90/391 [==============>..................................................] Step: 370ms | Tot: 32s806ms | Loss: 0.345 | Acc: 88.084% (10260/11648) 91/391 [===============>.................................................] Step: 375ms | Tot: 33s182ms | Loss: 0.343 | Acc: 88.120% (10377/11776) 92/391 [===============>.................................................] Step: 368ms | Tot: 33s550ms | Loss: 0.345 | Acc: 88.071% (10484/11904) 93/391 [===============>.................................................] Step: 380ms | Tot: 33s931ms | Loss: 0.345 | Acc: 88.024% (10591/12032) 94/391 [===============>.................................................] Step: 383ms | Tot: 34s314ms | Loss: 0.346 | Acc: 87.969% (10697/12160) 95/391 [===============>.................................................] Step: 387ms | Tot: 34s701ms | Loss: 0.346 | Acc: 87.964% (10809/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s62ms | Loss: 0.347 | Acc: 87.951% (10920/12416) 97/391 [================>................................................] Step: 369ms | Tot: 35s432ms | Loss: 0.347 | Acc: 87.915% (11028/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s798ms | Loss: 0.347 | Acc: 87.855% (11133/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s159ms | Loss: 0.346 | Acc: 87.906% (11252/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s522ms | Loss: 0.345 | Acc: 87.933% (11368/12928) 101/391 [================>................................................] Step: 371ms | Tot: 36s894ms | Loss: 0.346 | Acc: 87.914% (11478/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s256ms | Loss: 0.346 | Acc: 87.917% (11591/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s614ms | Loss: 0.346 | Acc: 87.936% (11706/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s971ms | Loss: 0.346 | Acc: 87.932% (11818/13440) 105/391 [=================>...............................................] Step: 352ms | Tot: 38s323ms | Loss: 0.346 | Acc: 87.942% (11932/13568) 106/391 [=================>...............................................] Step: 369ms | Tot: 38s693ms | Loss: 0.346 | Acc: 87.916% (12041/13696) 107/391 [=================>...............................................] Step: 401ms | Tot: 39s94ms | Loss: 0.345 | Acc: 87.963% (12160/13824) 108/391 [=================>...............................................] Step: 384ms | Tot: 39s479ms | Loss: 0.347 | Acc: 87.916% (12266/13952) 109/391 [==================>..............................................] Step: 353ms | Tot: 39s832ms | Loss: 0.347 | Acc: 87.898% (12376/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 40s185ms | Loss: 0.348 | Acc: 87.866% (12484/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s550ms | Loss: 0.348 | Acc: 87.856% (12595/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 40s919ms | Loss: 0.348 | Acc: 87.811% (12701/14464) 113/391 [==================>..............................................] Step: 357ms | Tot: 41s277ms | Loss: 0.347 | Acc: 87.836% (12817/14592) 114/391 [==================>..............................................] Step: 347ms | Tot: 41s624ms | Loss: 0.348 | Acc: 87.833% (12929/14720) 115/391 [===================>.............................................] Step: 352ms | Tot: 41s977ms | Loss: 0.348 | Acc: 87.830% (13041/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s343ms | Loss: 0.348 | Acc: 87.834% (13154/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s708ms | Loss: 0.348 | Acc: 87.838% (13267/15104) 118/391 [===================>.............................................] Step: 354ms | Tot: 43s63ms | Loss: 0.348 | Acc: 87.848% (13381/15232) 119/391 [===================>.............................................] Step: 350ms | Tot: 43s413ms | Loss: 0.348 | Acc: 87.858% (13495/15360) 120/391 [===================>.............................................] Step: 355ms | Tot: 43s769ms | Loss: 0.347 | Acc: 87.894% (13613/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s130ms | Loss: 0.348 | Acc: 87.891% (13725/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s492ms | Loss: 0.347 | Acc: 87.887% (13837/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s857ms | Loss: 0.347 | Acc: 87.916% (13954/15872) 124/391 [====================>............................................] Step: 352ms | Tot: 45s210ms | Loss: 0.347 | Acc: 87.931% (14069/16000) 125/391 [====================>............................................] Step: 351ms | Tot: 45s561ms | Loss: 0.349 | Acc: 87.903% (14177/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s919ms | Loss: 0.349 | Acc: 87.900% (14289/16256) 127/391 [=====================>...........................................] Step: 352ms | Tot: 46s271ms | Loss: 0.349 | Acc: 87.897% (14401/16384) 128/391 [=====================>...........................................] Step: 353ms | Tot: 46s624ms | Loss: 0.349 | Acc: 87.906% (14515/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s988ms | Loss: 0.349 | Acc: 87.903% (14627/16640) 130/391 [=====================>...........................................] Step: 355ms | Tot: 47s344ms | Loss: 0.349 | Acc: 87.900% (14739/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s709ms | Loss: 0.349 | Acc: 87.891% (14850/16896) 132/391 [=====================>...........................................] Step: 354ms | Tot: 48s64ms | Loss: 0.350 | Acc: 87.876% (14960/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s423ms | Loss: 0.351 | Acc: 87.873% (15072/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 48s789ms | Loss: 0.351 | Acc: 87.859% (15182/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s148ms | Loss: 0.352 | Acc: 87.833% (15290/17408) 136/391 [======================>..........................................] Step: 353ms | Tot: 49s501ms | Loss: 0.352 | Acc: 87.836% (15403/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 49s861ms | Loss: 0.351 | Acc: 87.885% (15524/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s219ms | Loss: 0.352 | Acc: 87.854% (15631/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 50s584ms | Loss: 0.353 | Acc: 87.807% (15735/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 50s950ms | Loss: 0.352 | Acc: 87.816% (15849/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 51s308ms | Loss: 0.352 | Acc: 87.803% (15959/18176) 142/391 [=======================>.........................................] Step: 349ms | Tot: 51s658ms | Loss: 0.353 | Acc: 87.800% (16071/18304) 143/391 [=======================>.........................................] Step: 349ms | Tot: 52s8ms | Loss: 0.352 | Acc: 87.793% (16182/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s369ms | Loss: 0.353 | Acc: 87.780% (16292/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s731ms | Loss: 0.353 | Acc: 87.778% (16404/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s93ms | Loss: 0.353 | Acc: 87.755% (16512/18816) 147/391 [========================>........................................] Step: 346ms | Tot: 53s440ms | Loss: 0.353 | Acc: 87.743% (16622/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 53s805ms | Loss: 0.353 | Acc: 87.762% (16738/19072) 149/391 [========================>........................................] Step: 354ms | Tot: 54s160ms | Loss: 0.353 | Acc: 87.771% (16852/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s521ms | Loss: 0.353 | Acc: 87.759% (16962/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 54s890ms | Loss: 0.353 | Acc: 87.762% (17075/19456) 152/391 [=========================>.......................................] Step: 352ms | Tot: 55s243ms | Loss: 0.353 | Acc: 87.755% (17186/19584) 153/391 [=========================>.......................................] Step: 353ms | Tot: 55s596ms | Loss: 0.353 | Acc: 87.779% (17303/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s947ms | Loss: 0.352 | Acc: 87.777% (17415/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s312ms | Loss: 0.353 | Acc: 87.745% (17521/19968) 156/391 [=========================>.......................................] Step: 376ms | Tot: 56s688ms | Loss: 0.353 | Acc: 87.724% (17629/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s53ms | Loss: 0.353 | Acc: 87.727% (17742/20224) 158/391 [==========================>......................................] Step: 356ms | Tot: 57s409ms | Loss: 0.353 | Acc: 87.746% (17858/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 57s773ms | Loss: 0.352 | Acc: 87.764% (17974/20480) 160/391 [==========================>......................................] Step: 354ms | Tot: 58s128ms | Loss: 0.353 | Acc: 87.767% (18087/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s490ms | Loss: 0.352 | Acc: 87.785% (18203/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 58s853ms | Loss: 0.352 | Acc: 87.778% (18314/20864) 163/391 [===========================>.....................................] Step: 355ms | Tot: 59s208ms | Loss: 0.352 | Acc: 87.776% (18426/20992) 164/391 [===========================>.....................................] Step: 349ms | Tot: 59s558ms | Loss: 0.352 | Acc: 87.765% (18536/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 59s912ms | Loss: 0.353 | Acc: 87.764% (18648/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m283ms | Loss: 0.353 | Acc: 87.753% (18758/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m649ms | Loss: 0.352 | Acc: 87.788% (18878/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.354 | Acc: 87.750% (18982/21632) 169/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.767% (19098/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.353 | Acc: 87.792% (19216/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.352 | Acc: 87.800% (19330/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.352 | Acc: 87.812% (19445/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.352 | Acc: 87.787% (19552/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.353 | Acc: 87.741% (19654/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.352 | Acc: 87.771% (19773/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.352 | Acc: 87.778% (19887/22656) 177/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.353 | Acc: 87.768% (19997/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.352 | Acc: 87.788% (20114/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.352 | Acc: 87.786% (20226/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.352 | Acc: 87.781% (20337/23168) 181/391 [==============================>..................................] Step: 374ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.770% (20447/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.748% (20554/23424) 183/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.738% (20664/23552) 184/391 [==============================>..................................] Step: 379ms | Tot: 1m6s | Loss: 0.354 | Acc: 87.728% (20774/23680) 185/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.731% (20887/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.746% (21003/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.354 | Acc: 87.758% (21118/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.353 | Acc: 87.773% (21234/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.354 | Acc: 87.738% (21338/24320) 190/391 [===============================>.................................] Step: 399ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.766% (21457/24448) 191/391 [===============================>.................................] Step: 388ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.740% (21563/24576) 192/391 [===============================>.................................] Step: 351ms | Tot: 1m9s | Loss: 0.354 | Acc: 87.735% (21674/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.746% (21789/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.756% (21904/24960) 195/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.354 | Acc: 87.743% (22013/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.354 | Acc: 87.738% (22124/25216) 197/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.354 | Acc: 87.741% (22237/25344) 198/391 [================================>................................] Step: 352ms | Tot: 1m11s | Loss: 0.354 | Acc: 87.771% (22357/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.354 | Acc: 87.770% (22469/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.354 | Acc: 87.760% (22579/25728) 201/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.354 | Acc: 87.759% (22691/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.354 | Acc: 87.762% (22804/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.354 | Acc: 87.764% (22917/26112) 204/391 [=================================>...............................] Step: 350ms | Tot: 1m14s | Loss: 0.355 | Acc: 87.748% (23025/26240) 205/391 [==================================>..............................] Step: 351ms | Tot: 1m14s | Loss: 0.355 | Acc: 87.743% (23136/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.355 | Acc: 87.738% (23247/26496) 207/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.355 | Acc: 87.748% (23362/26624) 208/391 [==================================>..............................] Step: 344ms | Tot: 1m15s | Loss: 0.354 | Acc: 87.750% (23475/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.354 | Acc: 87.760% (23590/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.355 | Acc: 87.763% (23703/27008) 211/391 [===================================>.............................] Step: 375ms | Tot: 1m16s | Loss: 0.355 | Acc: 87.747% (23811/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.355 | Acc: 87.724% (23917/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.355 | Acc: 87.730% (24031/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.355 | Acc: 87.722% (24141/27520) 215/391 [===================================>.............................] Step: 352ms | Tot: 1m18s | Loss: 0.355 | Acc: 87.742% (24259/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.355 | Acc: 87.720% (24365/27776) 217/391 [====================================>............................] Step: 366ms | Tot: 1m18s | Loss: 0.355 | Acc: 87.715% (24476/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.675% (24577/28032) 219/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.688% (24693/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.356 | Acc: 87.673% (24801/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.356 | Acc: 87.683% (24916/28416) 222/391 [====================================>............................] Step: 353ms | Tot: 1m20s | Loss: 0.356 | Acc: 87.665% (25023/28544) 223/391 [=====================================>...........................] Step: 375ms | Tot: 1m20s | Loss: 0.356 | Acc: 87.685% (25141/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.356 | Acc: 87.698% (25257/28800) 225/391 [=====================================>...........................] Step: 352ms | Tot: 1m21s | Loss: 0.356 | Acc: 87.690% (25367/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.356 | Acc: 87.710% (25485/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.356 | Acc: 87.699% (25594/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.356 | Acc: 87.715% (25711/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.724% (25826/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.727% (25939/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.355 | Acc: 87.736% (26054/29696) 232/391 [======================================>..........................] Step: 350ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.738% (26167/29824) 233/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.747% (26282/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.355 | Acc: 87.756% (26397/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.354 | Acc: 87.771% (26514/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.355 | Acc: 87.760% (26623/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.356 | Acc: 87.710% (26720/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.356 | Acc: 87.709% (26832/30592) 239/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.356 | Acc: 87.712% (26945/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.357 | Acc: 87.688% (27050/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m27s | Loss: 0.357 | Acc: 87.678% (27159/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.357 | Acc: 87.667% (27268/31104) 243/391 [========================================>........................] Step: 347ms | Tot: 1m28s | Loss: 0.358 | Acc: 87.660% (27378/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m28s | Loss: 0.357 | Acc: 87.669% (27493/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.357 | Acc: 87.668% (27605/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.357 | Acc: 87.683% (27722/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.358 | Acc: 87.670% (27830/31744) 248/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.357 | Acc: 87.666% (27941/31872) 249/391 [=========================================>.......................] Step: 351ms | Tot: 1m30s | Loss: 0.358 | Acc: 87.653% (28049/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.357 | Acc: 87.674% (28168/32128) 251/391 [=========================================>.......................] Step: 381ms | Tot: 1m31s | Loss: 0.357 | Acc: 87.674% (28280/32256) 252/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.358 | Acc: 87.661% (28388/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m31s | Loss: 0.358 | Acc: 87.678% (28506/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m32s | Loss: 0.358 | Acc: 87.684% (28620/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.358 | Acc: 87.695% (28736/32768) 256/391 [==========================================>......................] Step: 382ms | Tot: 1m32s | Loss: 0.357 | Acc: 87.707% (28852/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.357 | Acc: 87.718% (28968/33024) 258/391 [==========================================>......................] Step: 352ms | Tot: 1m33s | Loss: 0.357 | Acc: 87.738% (29087/33152) 259/391 [===========================================>.....................] Step: 355ms | Tot: 1m33s | Loss: 0.357 | Acc: 87.740% (29200/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.356 | Acc: 87.754% (29317/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.356 | Acc: 87.759% (29431/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.356 | Acc: 87.770% (29547/33664) 263/391 [===========================================>.....................] Step: 352ms | Tot: 1m35s | Loss: 0.356 | Acc: 87.775% (29661/33792) 264/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.356 | Acc: 87.783% (29776/33920) 265/391 [============================================>....................] Step: 377ms | Tot: 1m36s | Loss: 0.357 | Acc: 87.782% (29888/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.357 | Acc: 87.784% (30001/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.357 | Acc: 87.768% (30108/34304) 268/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.357 | Acc: 87.764% (30219/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.357 | Acc: 87.772% (30334/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.357 | Acc: 87.762% (30443/34688) 271/391 [=============================================>...................] Step: 379ms | Tot: 1m38s | Loss: 0.358 | Acc: 87.753% (30552/34816) 272/391 [=============================================>...................] Step: 378ms | Tot: 1m38s | Loss: 0.358 | Acc: 87.735% (30658/34944) 273/391 [=============================================>...................] Step: 408ms | Tot: 1m39s | Loss: 0.358 | Acc: 87.742% (30773/35072) 274/391 [=============================================>...................] Step: 409ms | Tot: 1m39s | Loss: 0.357 | Acc: 87.753% (30889/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.358 | Acc: 87.755% (31002/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.357 | Acc: 87.765% (31118/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.357 | Acc: 87.767% (31231/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m41s | Loss: 0.357 | Acc: 87.769% (31344/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.357 | Acc: 87.765% (31455/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.357 | Acc: 87.764% (31567/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.357 | Acc: 87.766% (31680/36096) 282/391 [==============================================>..................] Step: 355ms | Tot: 1m42s | Loss: 0.358 | Acc: 87.751% (31787/36224) 283/391 [===============================================>.................] Step: 374ms | Tot: 1m42s | Loss: 0.357 | Acc: 87.770% (31906/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.358 | Acc: 87.755% (32013/36480) 285/391 [===============================================>.................] Step: 354ms | Tot: 1m43s | Loss: 0.358 | Acc: 87.760% (32127/36608) 286/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.358 | Acc: 87.769% (32243/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.357 | Acc: 87.777% (32358/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.357 | Acc: 87.784% (32473/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m44s | Loss: 0.357 | Acc: 87.775% (32582/37120) 290/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.357 | Acc: 87.790% (32700/37248) 291/391 [================================================>................] Step: 406ms | Tot: 1m45s | Loss: 0.357 | Acc: 87.786% (32811/37376) 292/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.357 | Acc: 87.791% (32925/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.357 | Acc: 87.787% (33036/37632) 294/391 [================================================>................] Step: 375ms | Tot: 1m46s | Loss: 0.356 | Acc: 87.789% (33149/37760) 295/391 [=================================================>...............] Step: 350ms | Tot: 1m47s | Loss: 0.357 | Acc: 87.777% (33257/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.357 | Acc: 87.760% (33363/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.357 | Acc: 87.762% (33476/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.357 | Acc: 87.753% (33585/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.357 | Acc: 87.758% (33699/38400) 300/391 [=================================================>...............] Step: 354ms | Tot: 1m49s | Loss: 0.358 | Acc: 87.739% (33804/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.357 | Acc: 87.754% (33922/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.357 | Acc: 87.753% (34034/38784) 303/391 [==================================================>..............] Step: 353ms | Tot: 1m50s | Loss: 0.357 | Acc: 87.757% (34148/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.357 | Acc: 87.764% (34263/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.357 | Acc: 87.783% (34383/39168) 306/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.357 | Acc: 87.782% (34495/39296) 307/391 [===================================================>.............] Step: 351ms | Tot: 1m51s | Loss: 0.357 | Acc: 87.769% (34602/39424) 308/391 [===================================================>.............] Step: 355ms | Tot: 1m51s | Loss: 0.357 | Acc: 87.773% (34716/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.357 | Acc: 87.775% (34829/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.358 | Acc: 87.751% (34932/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.358 | Acc: 87.750% (35044/39936) 312/391 [===================================================>.............] Step: 352ms | Tot: 1m53s | Loss: 0.358 | Acc: 87.760% (35160/40064) 313/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.357 | Acc: 87.776% (35279/40192) 314/391 [====================================================>............] Step: 347ms | Tot: 1m54s | Loss: 0.357 | Acc: 87.795% (35399/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.357 | Acc: 87.782% (35506/40448) 316/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.357 | Acc: 87.776% (35616/40576) 317/391 [====================================================>............] Step: 352ms | Tot: 1m55s | Loss: 0.357 | Acc: 87.785% (35732/40704) 318/391 [====================================================>............] Step: 351ms | Tot: 1m55s | Loss: 0.357 | Acc: 87.794% (35848/40832) 319/391 [=====================================================>...........] Step: 377ms | Tot: 1m55s | Loss: 0.356 | Acc: 87.808% (35966/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.356 | Acc: 87.812% (36080/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.357 | Acc: 87.808% (36191/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.356 | Acc: 87.822% (36309/41344) 323/391 [=====================================================>...........] Step: 350ms | Tot: 1m57s | Loss: 0.357 | Acc: 87.813% (36418/41472) 324/391 [=====================================================>...........] Step: 355ms | Tot: 1m57s | Loss: 0.357 | Acc: 87.808% (36528/41600) 325/391 [======================================================>..........] Step: 349ms | Tot: 1m57s | Loss: 0.357 | Acc: 87.804% (36639/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.357 | Acc: 87.794% (36747/41856) 327/391 [======================================================>..........] Step: 369ms | Tot: 1m58s | Loss: 0.357 | Acc: 87.786% (36856/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.358 | Acc: 87.778% (36965/42112) 329/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.357 | Acc: 87.786% (37081/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 1m59s | Loss: 0.357 | Acc: 87.786% (37193/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 2m161ms | Loss: 0.358 | Acc: 87.780% (37303/42496) 332/391 [=======================================================>.........] Step: 351ms | Tot: 2m512ms | Loss: 0.358 | Acc: 87.779% (37415/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m876ms | Loss: 0.358 | Acc: 87.781% (37528/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.358 | Acc: 87.780% (37640/42880) 335/391 [=======================================================>.........] Step: 348ms | Tot: 2m1s | Loss: 0.357 | Acc: 87.793% (37758/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.358 | Acc: 87.785% (37867/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.358 | Acc: 87.775% (37975/43264) 338/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.358 | Acc: 87.772% (38086/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.358 | Acc: 87.771% (38198/43520) 340/391 [========================================================>........] Step: 349ms | Tot: 2m3s | Loss: 0.358 | Acc: 87.775% (38312/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.358 | Acc: 87.776% (38425/43776) 342/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.358 | Acc: 87.771% (38535/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.358 | Acc: 87.775% (38649/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.358 | Acc: 87.788% (38767/44160) 345/391 [=========================================================>.......] Step: 352ms | Tot: 2m5s | Loss: 0.358 | Acc: 87.782% (38877/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.358 | Acc: 87.777% (38987/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.358 | Acc: 87.785% (39103/44544) 348/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.357 | Acc: 87.789% (39217/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m6s | Loss: 0.358 | Acc: 87.781% (39326/44800) 350/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.358 | Acc: 87.767% (39432/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.755% (39539/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.358 | Acc: 87.759% (39653/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.358 | Acc: 87.767% (39769/45312) 354/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.358 | Acc: 87.764% (39880/45440) 355/391 [===========================================================>.....] Step: 383ms | Tot: 2m8s | Loss: 0.358 | Acc: 87.759% (39990/45568) 356/391 [===========================================================>.....] Step: 421ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.752% (40099/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.358 | Acc: 87.755% (40213/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.358 | Acc: 87.761% (40328/45952) 359/391 [===========================================================>.....] Step: 378ms | Tot: 2m10s | Loss: 0.358 | Acc: 87.767% (40443/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.358 | Acc: 87.768% (40556/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m11s | Loss: 0.358 | Acc: 87.770% (40669/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.358 | Acc: 87.788% (40790/46464) 363/391 [============================================================>....] Step: 373ms | Tot: 2m11s | Loss: 0.358 | Acc: 87.783% (40900/46592) 364/391 [============================================================>....] Step: 380ms | Tot: 2m12s | Loss: 0.358 | Acc: 87.785% (41013/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.358 | Acc: 87.775% (41121/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.358 | Acc: 87.770% (41231/46976) 367/391 [=============================================================>...] Step: 346ms | Tot: 2m13s | Loss: 0.358 | Acc: 87.761% (41339/47104) 368/391 [=============================================================>...] Step: 348ms | Tot: 2m13s | Loss: 0.358 | Acc: 87.752% (41447/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.358 | Acc: 87.745% (41556/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.359 | Acc: 87.736% (41664/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.358 | Acc: 87.737% (41777/47616) 372/391 [=============================================================>...] Step: 353ms | Tot: 2m15s | Loss: 0.358 | Acc: 87.735% (41888/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.358 | Acc: 87.730% (41998/47872) 374/391 [==============================================================>..] Step: 370ms | Tot: 2m15s | Loss: 0.358 | Acc: 87.733% (42112/48000) 375/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.358 | Acc: 87.737% (42226/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.358 | Acc: 87.745% (42342/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.358 | Acc: 87.738% (42451/48384) 378/391 [==============================================================>..] Step: 351ms | Tot: 2m17s | Loss: 0.358 | Acc: 87.745% (42567/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m17s | Loss: 0.358 | Acc: 87.753% (42683/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.358 | Acc: 87.744% (42791/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.358 | Acc: 87.741% (42902/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.358 | Acc: 87.735% (43011/49024) 383/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.358 | Acc: 87.742% (43127/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.358 | Acc: 87.737% (43237/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m19s | Loss: 0.358 | Acc: 87.735% (43348/49408) 386/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.358 | Acc: 87.746% (43466/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.358 | Acc: 87.748% (43579/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.358 | Acc: 87.733% (43684/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.358 | Acc: 87.728% (43794/49920) 390/391 [================================================================>] Step: 330ms | Tot: 2m21s | Loss: 0.358 | Acc: 87.734% (43867/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 2ms | Loss: 0.398 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 291ms | Tot: 294ms | Loss: 0.440 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 596ms | Loss: 0.399 | Acc: 88.000% (264/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 897ms | Loss: 0.410 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s189ms | Loss: 0.426 | Acc: 86.200% (431/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s484ms | Loss: 0.400 | Acc: 86.833% (521/600) 6/100 [===>.............................................................] Step: 315ms | Tot: 1s800ms | Loss: 0.385 | Acc: 87.571% (613/700) 7/100 [====>............................................................] Step: 311ms | Tot: 2s112ms | Loss: 0.409 | Acc: 86.625% (693/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s420ms | Loss: 0.431 | Acc: 86.111% (775/900) 9/100 [=====>...........................................................] Step: 310ms | Tot: 2s731ms | Loss: 0.428 | Acc: 86.200% (862/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 3s29ms | Loss: 0.436 | Acc: 86.182% (948/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s332ms | Loss: 0.454 | Acc: 85.667% (1028/1200) 12/100 [=======>.........................................................] Step: 321ms | Tot: 3s653ms | Loss: 0.445 | Acc: 85.769% (1115/1300) 13/100 [========>........................................................] Step: 322ms | Tot: 3s976ms | Loss: 0.447 | Acc: 85.714% (1200/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s292ms | Loss: 0.437 | Acc: 85.867% (1288/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s591ms | Loss: 0.444 | Acc: 85.625% (1370/1600) 16/100 [==========>......................................................] Step: 307ms | Tot: 4s899ms | Loss: 0.435 | Acc: 85.882% (1460/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s206ms | Loss: 0.443 | Acc: 85.722% (1543/1800) 18/100 [===========>.....................................................] Step: 316ms | Tot: 5s523ms | Loss: 0.442 | Acc: 85.737% (1629/1900) 19/100 [============>....................................................] Step: 318ms | Tot: 5s842ms | Loss: 0.445 | Acc: 85.800% (1716/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s154ms | Loss: 0.453 | Acc: 85.619% (1798/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s463ms | Loss: 0.457 | Acc: 85.409% (1879/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s773ms | Loss: 0.469 | Acc: 85.087% (1957/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s79ms | Loss: 0.470 | Acc: 85.125% (2043/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s388ms | Loss: 0.476 | Acc: 84.920% (2123/2500) 25/100 [================>................................................] Step: 321ms | Tot: 7s709ms | Loss: 0.477 | Acc: 84.923% (2208/2600) 26/100 [================>................................................] Step: 314ms | Tot: 8s23ms | Loss: 0.475 | Acc: 84.889% (2292/2700) 27/100 [=================>...............................................] Step: 316ms | Tot: 8s340ms | Loss: 0.472 | Acc: 84.964% (2379/2800) 28/100 [==================>..............................................] Step: 315ms | Tot: 8s656ms | Loss: 0.473 | Acc: 84.966% (2464/2900) 29/100 [==================>..............................................] Step: 317ms | Tot: 8s973ms | Loss: 0.470 | Acc: 85.033% (2551/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s281ms | Loss: 0.469 | Acc: 85.065% (2637/3100) 31/100 [====================>............................................] Step: 316ms | Tot: 9s597ms | Loss: 0.467 | Acc: 85.062% (2722/3200) 32/100 [====================>............................................] Step: 316ms | Tot: 9s914ms | Loss: 0.465 | Acc: 85.091% (2808/3300) 33/100 [=====================>...........................................] Step: 317ms | Tot: 10s232ms | Loss: 0.462 | Acc: 85.059% (2892/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s547ms | Loss: 0.467 | Acc: 84.886% (2971/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s859ms | Loss: 0.465 | Acc: 85.028% (3061/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s170ms | Loss: 0.465 | Acc: 85.027% (3146/3700) 37/100 [========================>........................................] Step: 315ms | Tot: 11s485ms | Loss: 0.470 | Acc: 84.868% (3225/3800) 38/100 [========================>........................................] Step: 328ms | Tot: 11s814ms | Loss: 0.467 | Acc: 84.897% (3311/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 12s129ms | Loss: 0.467 | Acc: 84.850% (3394/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s433ms | Loss: 0.466 | Acc: 84.878% (3480/4100) 41/100 [==========================>......................................] Step: 312ms | Tot: 12s746ms | Loss: 0.467 | Acc: 84.905% (3566/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 13s49ms | Loss: 0.463 | Acc: 85.000% (3655/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s361ms | Loss: 0.466 | Acc: 85.045% (3742/4400) 44/100 [============================>....................................] Step: 328ms | Tot: 13s690ms | Loss: 0.465 | Acc: 85.156% (3832/4500) 45/100 [=============================>...................................] Step: 328ms | Tot: 14s18ms | Loss: 0.463 | Acc: 85.174% (3918/4600) 46/100 [=============================>...................................] Step: 316ms | Tot: 14s335ms | Loss: 0.460 | Acc: 85.234% (4006/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s647ms | Loss: 0.464 | Acc: 85.146% (4087/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s956ms | Loss: 0.461 | Acc: 85.204% (4175/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s266ms | Loss: 0.463 | Acc: 85.100% (4255/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s577ms | Loss: 0.461 | Acc: 85.118% (4341/5100) 51/100 [=================================>...............................] Step: 314ms | Tot: 15s892ms | Loss: 0.462 | Acc: 85.058% (4423/5200) 52/100 [=================================>...............................] Step: 317ms | Tot: 16s209ms | Loss: 0.461 | Acc: 85.057% (4508/5300) 53/100 [==================================>..............................] Step: 308ms | Tot: 16s517ms | Loss: 0.459 | Acc: 85.148% (4598/5400) 54/100 [===================================>.............................] Step: 337ms | Tot: 16s855ms | Loss: 0.461 | Acc: 85.073% (4679/5500) 55/100 [===================================>.............................] Step: 366ms | Tot: 17s222ms | Loss: 0.460 | Acc: 85.179% (4770/5600) 56/100 [====================================>............................] Step: 332ms | Tot: 17s554ms | Loss: 0.462 | Acc: 85.105% (4851/5700) 57/100 [=====================================>...........................] Step: 320ms | Tot: 17s874ms | Loss: 0.462 | Acc: 85.121% (4937/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 18s188ms | Loss: 0.463 | Acc: 85.051% (5018/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s495ms | Loss: 0.462 | Acc: 85.117% (5107/6000) 60/100 [=======================================>.........................] Step: 314ms | Tot: 18s810ms | Loss: 0.462 | Acc: 85.082% (5190/6100) 61/100 [=======================================>.........................] Step: 317ms | Tot: 19s127ms | Loss: 0.462 | Acc: 85.048% (5273/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 19s441ms | Loss: 0.461 | Acc: 85.079% (5360/6300) 63/100 [========================================>........................] Step: 318ms | Tot: 19s759ms | Loss: 0.458 | Acc: 85.188% (5452/6400) 64/100 [=========================================>.......................] Step: 320ms | Tot: 20s80ms | Loss: 0.460 | Acc: 85.123% (5533/6500) 65/100 [==========================================>......................] Step: 317ms | Tot: 20s398ms | Loss: 0.460 | Acc: 85.136% (5619/6600) 66/100 [==========================================>......................] Step: 318ms | Tot: 20s716ms | Loss: 0.458 | Acc: 85.179% (5707/6700) 67/100 [===========================================>.....................] Step: 315ms | Tot: 21s32ms | Loss: 0.458 | Acc: 85.191% (5793/6800) 68/100 [============================================>....................] Step: 328ms | Tot: 21s361ms | Loss: 0.457 | Acc: 85.174% (5877/6900) 69/100 [============================================>....................] Step: 331ms | Tot: 21s692ms | Loss: 0.459 | Acc: 85.071% (5955/7000) 70/100 [=============================================>...................] Step: 323ms | Tot: 22s16ms | Loss: 0.459 | Acc: 85.085% (6041/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 22s331ms | Loss: 0.459 | Acc: 85.125% (6129/7200) 72/100 [==============================================>..................] Step: 319ms | Tot: 22s651ms | Loss: 0.457 | Acc: 85.164% (6217/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s956ms | Loss: 0.455 | Acc: 85.216% (6306/7400) 74/100 [================================================>................] Step: 321ms | Tot: 23s277ms | Loss: 0.456 | Acc: 85.227% (6392/7500) 75/100 [================================================>................] Step: 316ms | Tot: 23s594ms | Loss: 0.454 | Acc: 85.303% (6483/7600) 76/100 [=================================================>...............] Step: 328ms | Tot: 23s922ms | Loss: 0.456 | Acc: 85.260% (6565/7700) 77/100 [==================================================>..............] Step: 318ms | Tot: 24s241ms | Loss: 0.456 | Acc: 85.231% (6648/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s551ms | Loss: 0.457 | Acc: 85.190% (6730/7900) 79/100 [===================================================>.............] Step: 318ms | Tot: 24s869ms | Loss: 0.457 | Acc: 85.213% (6817/8000) 80/100 [====================================================>............] Step: 312ms | Tot: 25s182ms | Loss: 0.455 | Acc: 85.247% (6905/8100) 81/100 [====================================================>............] Step: 320ms | Tot: 25s502ms | Loss: 0.454 | Acc: 85.256% (6991/8200) 82/100 [=====================================================>...........] Step: 324ms | Tot: 25s827ms | Loss: 0.452 | Acc: 85.301% (7080/8300) 83/100 [=====================================================>...........] Step: 320ms | Tot: 26s147ms | Loss: 0.452 | Acc: 85.310% (7166/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 26s450ms | Loss: 0.453 | Acc: 85.212% (7243/8500) 85/100 [=======================================================>.........] Step: 314ms | Tot: 26s765ms | Loss: 0.454 | Acc: 85.198% (7327/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 27s78ms | Loss: 0.454 | Acc: 85.195% (7412/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 27s392ms | Loss: 0.454 | Acc: 85.193% (7497/8800) 88/100 [=========================================================>.......] Step: 324ms | Tot: 27s717ms | Loss: 0.453 | Acc: 85.258% (7588/8900) 89/100 [=========================================================>.......] Step: 318ms | Tot: 28s35ms | Loss: 0.453 | Acc: 85.256% (7673/9000) 90/100 [==========================================================>......] Step: 309ms | Tot: 28s344ms | Loss: 0.453 | Acc: 85.242% (7757/9100) 91/100 [===========================================================>.....] Step: 313ms | Tot: 28s657ms | Loss: 0.451 | Acc: 85.304% (7848/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s972ms | Loss: 0.451 | Acc: 85.323% (7935/9300) 93/100 [============================================================>....] Step: 321ms | Tot: 29s293ms | Loss: 0.451 | Acc: 85.330% (8021/9400) 94/100 [=============================================================>...] Step: 326ms | Tot: 29s620ms | Loss: 0.451 | Acc: 85.337% (8107/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s930ms | Loss: 0.450 | Acc: 85.333% (8192/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 30s239ms | Loss: 0.449 | Acc: 85.381% (8282/9700) 97/100 [===============================================================>.] Step: 300ms | Tot: 30s540ms | Loss: 0.449 | Acc: 85.388% (8368/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 30s850ms | Loss: 0.450 | Acc: 85.374% (8452/9900) 99/100 [================================================================>] Step: 301ms | Tot: 31s151ms | Loss: 0.449 | Acc: 85.360% (8536/10000) 100/100 +Saving.. + +Epoch: 91 + [>................................................................] Step: 720ms | Tot: 2ms | Loss: 0.244 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 395ms | Tot: 397ms | Loss: 0.240 | Acc: 93.359% (239/256) 2/391 [>................................................................] Step: 377ms | Tot: 774ms | Loss: 0.280 | Acc: 91.146% (350/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s144ms | Loss: 0.303 | Acc: 90.625% (464/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s516ms | Loss: 0.296 | Acc: 90.625% (580/640) 5/391 [>................................................................] Step: 388ms | Tot: 1s904ms | Loss: 0.315 | Acc: 89.974% (691/768) 6/391 [>................................................................] Step: 375ms | Tot: 2s280ms | Loss: 0.311 | Acc: 89.955% (806/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s642ms | Loss: 0.296 | Acc: 90.625% (928/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 3s7ms | Loss: 0.291 | Acc: 90.799% (1046/1152) 9/391 [=>...............................................................] Step: 359ms | Tot: 3s366ms | Loss: 0.302 | Acc: 90.234% (1155/1280) 10/391 [=>...............................................................] Step: 379ms | Tot: 3s746ms | Loss: 0.305 | Acc: 89.915% (1266/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s117ms | Loss: 0.315 | Acc: 89.323% (1372/1536) 12/391 [=>...............................................................] Step: 369ms | Tot: 4s487ms | Loss: 0.313 | Acc: 89.243% (1485/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s849ms | Loss: 0.324 | Acc: 88.951% (1594/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s213ms | Loss: 0.323 | Acc: 88.958% (1708/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s576ms | Loss: 0.322 | Acc: 89.014% (1823/2048) 16/391 [==>..............................................................] Step: 372ms | Tot: 5s949ms | Loss: 0.318 | Acc: 88.971% (1936/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s309ms | Loss: 0.323 | Acc: 88.845% (2047/2304) 18/391 [==>..............................................................] Step: 354ms | Tot: 6s664ms | Loss: 0.321 | Acc: 88.898% (2162/2432) 19/391 [===>.............................................................] Step: 373ms | Tot: 7s37ms | Loss: 0.320 | Acc: 88.984% (2278/2560) 20/391 [===>.............................................................] Step: 371ms | Tot: 7s409ms | Loss: 0.319 | Acc: 89.137% (2396/2688) 21/391 [===>.............................................................] Step: 372ms | Tot: 7s782ms | Loss: 0.316 | Acc: 89.205% (2512/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s146ms | Loss: 0.318 | Acc: 89.029% (2621/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s505ms | Loss: 0.319 | Acc: 89.030% (2735/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s871ms | Loss: 0.322 | Acc: 89.000% (2848/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s233ms | Loss: 0.326 | Acc: 88.822% (2956/3328) 26/391 [====>............................................................] Step: 373ms | Tot: 9s606ms | Loss: 0.327 | Acc: 88.715% (3066/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 9s979ms | Loss: 0.325 | Acc: 88.700% (3179/3584) 28/391 [====>............................................................] Step: 369ms | Tot: 10s348ms | Loss: 0.325 | Acc: 88.712% (3293/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s708ms | Loss: 0.324 | Acc: 88.776% (3409/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s77ms | Loss: 0.330 | Acc: 88.584% (3515/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s440ms | Loss: 0.329 | Acc: 88.672% (3632/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s814ms | Loss: 0.325 | Acc: 88.802% (3751/4224) 33/391 [=====>...........................................................] Step: 370ms | Tot: 12s184ms | Loss: 0.324 | Acc: 88.902% (3869/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s542ms | Loss: 0.323 | Acc: 88.973% (3986/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s907ms | Loss: 0.327 | Acc: 88.845% (4094/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s275ms | Loss: 0.328 | Acc: 88.809% (4206/4736) 37/391 [======>..........................................................] Step: 373ms | Tot: 13s649ms | Loss: 0.328 | Acc: 88.775% (4318/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 14s17ms | Loss: 0.330 | Acc: 88.802% (4433/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s375ms | Loss: 0.330 | Acc: 88.828% (4548/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s744ms | Loss: 0.331 | Acc: 88.815% (4661/5248) 41/391 [======>..........................................................] Step: 409ms | Tot: 15s153ms | Loss: 0.331 | Acc: 88.876% (4778/5376) 42/391 [======>..........................................................] Step: 409ms | Tot: 15s563ms | Loss: 0.330 | Acc: 88.863% (4891/5504) 43/391 [=======>.........................................................] Step: 373ms | Tot: 15s937ms | Loss: 0.332 | Acc: 88.743% (4998/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s303ms | Loss: 0.334 | Acc: 88.646% (5106/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s663ms | Loss: 0.337 | Acc: 88.502% (5211/5888) 46/391 [=======>.........................................................] Step: 380ms | Tot: 17s44ms | Loss: 0.336 | Acc: 88.514% (5325/6016) 47/391 [=======>.........................................................] Step: 372ms | Tot: 17s416ms | Loss: 0.335 | Acc: 88.509% (5438/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s787ms | Loss: 0.335 | Acc: 88.473% (5549/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 18s149ms | Loss: 0.339 | Acc: 88.359% (5655/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s515ms | Loss: 0.340 | Acc: 88.388% (5770/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s884ms | Loss: 0.341 | Acc: 88.296% (5877/6656) 52/391 [========>........................................................] Step: 352ms | Tot: 19s237ms | Loss: 0.340 | Acc: 88.355% (5994/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s597ms | Loss: 0.341 | Acc: 88.296% (6103/6912) 54/391 [========>........................................................] Step: 369ms | Tot: 19s967ms | Loss: 0.341 | Acc: 88.352% (6220/7040) 55/391 [=========>.......................................................] Step: 378ms | Tot: 20s346ms | Loss: 0.339 | Acc: 88.449% (6340/7168) 56/391 [=========>.......................................................] Step: 372ms | Tot: 20s718ms | Loss: 0.338 | Acc: 88.542% (6460/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 21s87ms | Loss: 0.336 | Acc: 88.591% (6577/7424) 58/391 [=========>.......................................................] Step: 373ms | Tot: 21s460ms | Loss: 0.336 | Acc: 88.626% (6693/7552) 59/391 [=========>.......................................................] Step: 381ms | Tot: 21s842ms | Loss: 0.337 | Acc: 88.555% (6801/7680) 60/391 [=========>.......................................................] Step: 382ms | Tot: 22s224ms | Loss: 0.336 | Acc: 88.589% (6917/7808) 61/391 [==========>......................................................] Step: 372ms | Tot: 22s597ms | Loss: 0.337 | Acc: 88.533% (7026/7936) 62/391 [==========>......................................................] Step: 375ms | Tot: 22s972ms | Loss: 0.337 | Acc: 88.566% (7142/8064) 63/391 [==========>......................................................] Step: 371ms | Tot: 23s343ms | Loss: 0.335 | Acc: 88.611% (7259/8192) 64/391 [==========>......................................................] Step: 376ms | Tot: 23s720ms | Loss: 0.337 | Acc: 88.534% (7366/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 24s96ms | Loss: 0.337 | Acc: 88.482% (7475/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s461ms | Loss: 0.336 | Acc: 88.503% (7590/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s827ms | Loss: 0.337 | Acc: 88.477% (7701/8704) 68/391 [===========>.....................................................] Step: 353ms | Tot: 25s180ms | Loss: 0.338 | Acc: 88.474% (7814/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s541ms | Loss: 0.339 | Acc: 88.438% (7924/8960) 70/391 [===========>.....................................................] Step: 380ms | Tot: 25s921ms | Loss: 0.340 | Acc: 88.413% (8035/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 26s285ms | Loss: 0.339 | Acc: 88.444% (8151/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s642ms | Loss: 0.340 | Acc: 88.378% (8258/9344) 73/391 [============>....................................................] Step: 376ms | Tot: 27s19ms | Loss: 0.339 | Acc: 88.450% (8378/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s391ms | Loss: 0.340 | Acc: 88.438% (8490/9600) 75/391 [============>....................................................] Step: 375ms | Tot: 27s767ms | Loss: 0.340 | Acc: 88.435% (8603/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 28s131ms | Loss: 0.340 | Acc: 88.444% (8717/9856) 77/391 [============>....................................................] Step: 352ms | Tot: 28s484ms | Loss: 0.339 | Acc: 88.492% (8835/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s845ms | Loss: 0.340 | Acc: 88.430% (8942/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 29s203ms | Loss: 0.341 | Acc: 88.418% (9054/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s568ms | Loss: 0.341 | Acc: 88.445% (9170/10368) 81/391 [=============>...................................................] Step: 373ms | Tot: 29s942ms | Loss: 0.340 | Acc: 88.472% (9286/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s307ms | Loss: 0.339 | Acc: 88.507% (9403/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s665ms | Loss: 0.340 | Acc: 88.486% (9514/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 31s30ms | Loss: 0.340 | Acc: 88.465% (9625/10880) 85/391 [==============>..................................................] Step: 368ms | Tot: 31s399ms | Loss: 0.339 | Acc: 88.527% (9745/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s771ms | Loss: 0.338 | Acc: 88.542% (9860/11136) 87/391 [==============>..................................................] Step: 369ms | Tot: 32s141ms | Loss: 0.340 | Acc: 88.485% (9967/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 32s497ms | Loss: 0.339 | Acc: 88.518% (10084/11392) 89/391 [==============>..................................................] Step: 356ms | Tot: 32s854ms | Loss: 0.339 | Acc: 88.524% (10198/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 33s217ms | Loss: 0.339 | Acc: 88.522% (10311/11648) 91/391 [===============>.................................................] Step: 375ms | Tot: 33s593ms | Loss: 0.339 | Acc: 88.502% (10422/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s959ms | Loss: 0.339 | Acc: 88.483% (10533/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 34s322ms | Loss: 0.340 | Acc: 88.456% (10643/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 34s673ms | Loss: 0.340 | Acc: 88.438% (10754/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 35s33ms | Loss: 0.340 | Acc: 88.444% (10868/12288) 96/391 [===============>.................................................] Step: 371ms | Tot: 35s405ms | Loss: 0.341 | Acc: 88.434% (10980/12416) 97/391 [================>................................................] Step: 388ms | Tot: 35s793ms | Loss: 0.341 | Acc: 88.441% (11094/12544) 98/391 [================>................................................] Step: 397ms | Tot: 36s191ms | Loss: 0.341 | Acc: 88.423% (11205/12672) 99/391 [================>................................................] Step: 350ms | Tot: 36s541ms | Loss: 0.342 | Acc: 88.359% (11310/12800) 100/391 [================>................................................] Step: 371ms | Tot: 36s912ms | Loss: 0.342 | Acc: 88.335% (11420/12928) 101/391 [================>................................................] Step: 369ms | Tot: 37s281ms | Loss: 0.341 | Acc: 88.335% (11533/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s645ms | Loss: 0.342 | Acc: 88.327% (11645/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 38s15ms | Loss: 0.342 | Acc: 88.274% (11751/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 38s379ms | Loss: 0.343 | Acc: 88.229% (11858/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 38s739ms | Loss: 0.345 | Acc: 88.193% (11966/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 39s100ms | Loss: 0.345 | Acc: 88.194% (12079/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s462ms | Loss: 0.346 | Acc: 88.166% (12188/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s827ms | Loss: 0.346 | Acc: 88.138% (12297/13952) 109/391 [==================>..............................................] Step: 371ms | Tot: 40s199ms | Loss: 0.347 | Acc: 88.118% (12407/14080) 110/391 [==================>..............................................] Step: 374ms | Tot: 40s573ms | Loss: 0.347 | Acc: 88.105% (12518/14208) 111/391 [==================>..............................................] Step: 379ms | Tot: 40s953ms | Loss: 0.348 | Acc: 88.128% (12634/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 41s320ms | Loss: 0.347 | Acc: 88.157% (12751/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s685ms | Loss: 0.347 | Acc: 88.144% (12862/14592) 114/391 [==================>..............................................] Step: 373ms | Tot: 42s59ms | Loss: 0.347 | Acc: 88.111% (12970/14720) 115/391 [===================>.............................................] Step: 373ms | Tot: 42s432ms | Loss: 0.348 | Acc: 88.079% (13078/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s800ms | Loss: 0.348 | Acc: 88.094% (13193/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 43s157ms | Loss: 0.348 | Acc: 88.069% (13302/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s524ms | Loss: 0.348 | Acc: 88.078% (13416/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 43s896ms | Loss: 0.347 | Acc: 88.105% (13533/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 44s265ms | Loss: 0.347 | Acc: 88.107% (13646/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 44s630ms | Loss: 0.346 | Acc: 88.128% (13762/15616) 122/391 [====================>............................................] Step: 389ms | Tot: 45s20ms | Loss: 0.345 | Acc: 88.148% (13878/15744) 123/391 [====================>............................................] Step: 400ms | Tot: 45s420ms | Loss: 0.345 | Acc: 88.143% (13990/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s783ms | Loss: 0.345 | Acc: 88.119% (14099/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 46s145ms | Loss: 0.345 | Acc: 88.114% (14211/16128) 126/391 [====================>............................................] Step: 359ms | Tot: 46s504ms | Loss: 0.346 | Acc: 88.066% (14316/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s871ms | Loss: 0.345 | Acc: 88.098% (14434/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 47s234ms | Loss: 0.345 | Acc: 88.094% (14546/16512) 129/391 [=====================>...........................................] Step: 347ms | Tot: 47s581ms | Loss: 0.345 | Acc: 88.101% (14660/16640) 130/391 [=====================>...........................................] Step: 368ms | Tot: 47s950ms | Loss: 0.346 | Acc: 88.090% (14771/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 48s310ms | Loss: 0.345 | Acc: 88.127% (14890/16896) 132/391 [=====================>...........................................] Step: 349ms | Tot: 48s659ms | Loss: 0.345 | Acc: 88.129% (15003/17024) 133/391 [======================>..........................................] Step: 352ms | Tot: 49s12ms | Loss: 0.345 | Acc: 88.135% (15117/17152) 134/391 [======================>..........................................] Step: 350ms | Tot: 49s362ms | Loss: 0.345 | Acc: 88.108% (15225/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s730ms | Loss: 0.345 | Acc: 88.126% (15341/17408) 136/391 [======================>..........................................] Step: 374ms | Tot: 50s104ms | Loss: 0.346 | Acc: 88.110% (15451/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 50s465ms | Loss: 0.346 | Acc: 88.083% (15559/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s827ms | Loss: 0.346 | Acc: 88.090% (15673/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 51s183ms | Loss: 0.346 | Acc: 88.097% (15787/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s547ms | Loss: 0.346 | Acc: 88.093% (15899/18048) 141/391 [=======================>.........................................] Step: 377ms | Tot: 51s924ms | Loss: 0.346 | Acc: 88.067% (16007/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 52s291ms | Loss: 0.346 | Acc: 88.063% (16119/18304) 143/391 [=======================>.........................................] Step: 356ms | Tot: 52s648ms | Loss: 0.347 | Acc: 88.053% (16230/18432) 144/391 [=======================>.........................................] Step: 356ms | Tot: 53s4ms | Loss: 0.348 | Acc: 88.028% (16338/18560) 145/391 [========================>........................................] Step: 377ms | Tot: 53s381ms | Loss: 0.348 | Acc: 88.019% (16449/18688) 146/391 [========================>........................................] Step: 380ms | Tot: 53s762ms | Loss: 0.348 | Acc: 88.026% (16563/18816) 147/391 [========================>........................................] Step: 372ms | Tot: 54s134ms | Loss: 0.348 | Acc: 88.023% (16675/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s503ms | Loss: 0.348 | Acc: 88.019% (16787/19072) 149/391 [========================>........................................] Step: 372ms | Tot: 54s876ms | Loss: 0.348 | Acc: 88.005% (16897/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 55s243ms | Loss: 0.348 | Acc: 88.007% (17010/19328) 151/391 [=========================>.......................................] Step: 367ms | Tot: 55s610ms | Loss: 0.349 | Acc: 87.973% (17116/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s979ms | Loss: 0.349 | Acc: 87.965% (17227/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 56s335ms | Loss: 0.349 | Acc: 87.977% (17342/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s698ms | Loss: 0.348 | Acc: 87.979% (17455/19840) 155/391 [=========================>.......................................] Step: 370ms | Tot: 57s68ms | Loss: 0.348 | Acc: 87.991% (17570/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 57s436ms | Loss: 0.348 | Acc: 88.008% (17686/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s803ms | Loss: 0.349 | Acc: 87.970% (17791/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 58s164ms | Loss: 0.349 | Acc: 87.967% (17903/20352) 159/391 [==========================>......................................] Step: 353ms | Tot: 58s518ms | Loss: 0.348 | Acc: 87.988% (18020/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s877ms | Loss: 0.349 | Acc: 87.980% (18131/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 59s234ms | Loss: 0.350 | Acc: 87.968% (18241/20736) 162/391 [==========================>......................................] Step: 354ms | Tot: 59s589ms | Loss: 0.349 | Acc: 87.994% (18359/20864) 163/391 [===========================>.....................................] Step: 368ms | Tot: 59s957ms | Loss: 0.349 | Acc: 88.005% (18474/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 1m322ms | Loss: 0.349 | Acc: 87.983% (18582/21120) 165/391 [===========================>.....................................] Step: 352ms | Tot: 1m675ms | Loss: 0.349 | Acc: 87.985% (18695/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.349 | Acc: 87.991% (18809/21376) 167/391 [===========================>.....................................] Step: 357ms | Tot: 1m1s | Loss: 0.350 | Acc: 87.951% (18913/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.350 | Acc: 87.939% (19023/21632) 169/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.350 | Acc: 87.904% (19128/21760) 170/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.350 | Acc: 87.920% (19244/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.350 | Acc: 87.918% (19356/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.351 | Acc: 87.888% (19462/22144) 173/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.351 | Acc: 87.891% (19575/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.351 | Acc: 87.888% (19687/22400) 175/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.351 | Acc: 87.895% (19801/22528) 176/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.352 | Acc: 87.893% (19913/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.352 | Acc: 87.877% (20022/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.884% (20136/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.353 | Acc: 87.878% (20247/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m6s | Loss: 0.352 | Acc: 87.876% (20359/23168) 181/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.352 | Acc: 87.878% (20472/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.353 | Acc: 87.867% (20582/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.353 | Acc: 87.861% (20693/23552) 184/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.353 | Acc: 87.855% (20804/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.353 | Acc: 87.891% (20925/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m8s | Loss: 0.352 | Acc: 87.914% (21043/23936) 187/391 [===============================>.................................] Step: 349ms | Tot: 1m8s | Loss: 0.353 | Acc: 87.874% (21146/24064) 188/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.353 | Acc: 87.847% (21252/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.829% (21360/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.353 | Acc: 87.844% (21476/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.846% (21589/24576) 192/391 [===============================>.................................] Step: 352ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.840% (21700/24704) 193/391 [================================>................................] Step: 354ms | Tot: 1m10s | Loss: 0.353 | Acc: 87.846% (21814/24832) 194/391 [================================>................................] Step: 354ms | Tot: 1m11s | Loss: 0.353 | Acc: 87.845% (21926/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.352 | Acc: 87.851% (22040/25088) 196/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.353 | Acc: 87.841% (22150/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.352 | Acc: 87.847% (22264/25344) 198/391 [================================>................................] Step: 350ms | Tot: 1m12s | Loss: 0.352 | Acc: 87.853% (22378/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.353 | Acc: 87.832% (22485/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.352 | Acc: 87.842% (22600/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.353 | Acc: 87.813% (22705/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.353 | Acc: 87.804% (22815/25984) 203/391 [=================================>...............................] Step: 352ms | Tot: 1m14s | Loss: 0.353 | Acc: 87.760% (22916/26112) 204/391 [=================================>...............................] Step: 353ms | Tot: 1m14s | Loss: 0.353 | Acc: 87.744% (23024/26240) 205/391 [==================================>..............................] Step: 402ms | Tot: 1m15s | Loss: 0.353 | Acc: 87.765% (23142/26368) 206/391 [==================================>..............................] Step: 408ms | Tot: 1m15s | Loss: 0.353 | Acc: 87.764% (23254/26496) 207/391 [==================================>..............................] Step: 401ms | Tot: 1m15s | Loss: 0.352 | Acc: 87.767% (23367/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.352 | Acc: 87.765% (23479/26752) 209/391 [==================================>..............................] Step: 347ms | Tot: 1m16s | Loss: 0.352 | Acc: 87.757% (23589/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.352 | Acc: 87.755% (23701/27008) 211/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.353 | Acc: 87.751% (23812/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.354 | Acc: 87.724% (23917/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.353 | Acc: 87.734% (24032/27392) 214/391 [===================================>.............................] Step: 349ms | Tot: 1m18s | Loss: 0.353 | Acc: 87.725% (24142/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.353 | Acc: 87.742% (24259/27648) 216/391 [===================================>.............................] Step: 352ms | Tot: 1m19s | Loss: 0.352 | Acc: 87.745% (24372/27776) 217/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.352 | Acc: 87.737% (24482/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.352 | Acc: 87.764% (24602/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.352 | Acc: 87.756% (24712/28160) 220/391 [====================================>............................] Step: 346ms | Tot: 1m20s | Loss: 0.353 | Acc: 87.744% (24821/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.352 | Acc: 87.764% (24939/28416) 222/391 [====================================>............................] Step: 354ms | Tot: 1m21s | Loss: 0.352 | Acc: 87.759% (25050/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.352 | Acc: 87.762% (25163/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.353 | Acc: 87.764% (25276/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.353 | Acc: 87.756% (25386/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.353 | Acc: 87.751% (25497/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.353 | Acc: 87.726% (25602/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.353 | Acc: 87.722% (25713/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.353 | Acc: 87.734% (25829/29440) 230/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.353 | Acc: 87.750% (25946/29568) 231/391 [======================================>..........................] Step: 352ms | Tot: 1m24s | Loss: 0.353 | Acc: 87.753% (26059/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.353 | Acc: 87.765% (26175/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.353 | Acc: 87.777% (26291/29952) 234/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.353 | Acc: 87.773% (26402/30080) 235/391 [=======================================>.........................] Step: 374ms | Tot: 1m26s | Loss: 0.352 | Acc: 87.781% (26517/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.353 | Acc: 87.767% (26625/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.353 | Acc: 87.743% (26730/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.353 | Acc: 87.752% (26845/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.353 | Acc: 87.734% (26952/30720) 240/391 [=======================================>.........................] Step: 373ms | Tot: 1m27s | Loss: 0.353 | Acc: 87.740% (27066/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.353 | Acc: 87.761% (27185/30976) 242/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.353 | Acc: 87.754% (27295/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.353 | Acc: 87.753% (27407/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m29s | Loss: 0.353 | Acc: 87.742% (27516/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.353 | Acc: 87.735% (27626/31488) 246/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.353 | Acc: 87.737% (27739/31616) 247/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.353 | Acc: 87.733% (27850/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.352 | Acc: 87.738% (27964/31872) 249/391 [=========================================>.......................] Step: 351ms | Tot: 1m31s | Loss: 0.352 | Acc: 87.725% (28072/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.353 | Acc: 87.699% (28176/32128) 251/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.353 | Acc: 87.698% (28288/32256) 252/391 [=========================================>.......................] Step: 375ms | Tot: 1m32s | Loss: 0.354 | Acc: 87.691% (28398/32384) 253/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.354 | Acc: 87.697% (28512/32512) 254/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.354 | Acc: 87.699% (28625/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.354 | Acc: 87.695% (28736/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.354 | Acc: 87.667% (28839/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.354 | Acc: 87.676% (28954/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.354 | Acc: 87.678% (29067/33152) 259/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.355 | Acc: 87.653% (29171/33280) 260/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.355 | Acc: 87.662% (29286/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.355 | Acc: 87.661% (29398/33536) 262/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.355 | Acc: 87.672% (29514/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.355 | Acc: 87.678% (29628/33792) 264/391 [===========================================>.....................] Step: 347ms | Tot: 1m36s | Loss: 0.355 | Acc: 87.659% (29734/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.356 | Acc: 87.635% (29838/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.356 | Acc: 87.629% (29948/34176) 267/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.356 | Acc: 87.628% (30060/34304) 268/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.355 | Acc: 87.634% (30174/34432) 269/391 [============================================>....................] Step: 377ms | Tot: 1m38s | Loss: 0.356 | Acc: 87.633% (30286/34560) 270/391 [============================================>....................] Step: 394ms | Tot: 1m38s | Loss: 0.356 | Acc: 87.621% (30394/34688) 271/391 [=============================================>...................] Step: 388ms | Tot: 1m39s | Loss: 0.356 | Acc: 87.626% (30508/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.355 | Acc: 87.626% (30620/34944) 273/391 [=============================================>...................] Step: 373ms | Tot: 1m39s | Loss: 0.356 | Acc: 87.611% (30727/35072) 274/391 [=============================================>...................] Step: 347ms | Tot: 1m40s | Loss: 0.356 | Acc: 87.599% (30835/35200) 275/391 [=============================================>...................] Step: 349ms | Tot: 1m40s | Loss: 0.356 | Acc: 87.608% (30950/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.356 | Acc: 87.596% (31058/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.356 | Acc: 87.590% (31168/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.356 | Acc: 87.595% (31282/35712) 279/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.356 | Acc: 87.575% (31387/35840) 280/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.356 | Acc: 87.575% (31499/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.357 | Acc: 87.569% (31609/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.357 | Acc: 87.572% (31722/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.357 | Acc: 87.574% (31835/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.357 | Acc: 87.571% (31946/36480) 285/391 [===============================================>.................] Step: 351ms | Tot: 1m44s | Loss: 0.357 | Acc: 87.574% (32059/36608) 286/391 [===============================================>.................] Step: 355ms | Tot: 1m44s | Loss: 0.357 | Acc: 87.565% (32168/36736) 287/391 [===============================================>.................] Step: 386ms | Tot: 1m44s | Loss: 0.358 | Acc: 87.560% (32278/36864) 288/391 [===============================================>.................] Step: 422ms | Tot: 1m45s | Loss: 0.357 | Acc: 87.570% (32394/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.357 | Acc: 87.589% (32513/37120) 290/391 [================================================>................] Step: 355ms | Tot: 1m46s | Loss: 0.357 | Acc: 87.589% (32625/37248) 291/391 [================================================>................] Step: 355ms | Tot: 1m46s | Loss: 0.357 | Acc: 87.596% (32740/37376) 292/391 [================================================>................] Step: 355ms | Tot: 1m46s | Loss: 0.357 | Acc: 87.599% (32853/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.356 | Acc: 87.604% (32967/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.357 | Acc: 87.609% (33081/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.356 | Acc: 87.619% (33197/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.356 | Acc: 87.618% (33309/38016) 297/391 [=================================================>...............] Step: 349ms | Tot: 1m48s | Loss: 0.356 | Acc: 87.618% (33421/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.357 | Acc: 87.605% (33528/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.357 | Acc: 87.594% (33636/38400) 300/391 [=================================================>...............] Step: 355ms | Tot: 1m49s | Loss: 0.357 | Acc: 87.601% (33751/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.357 | Acc: 87.611% (33867/38656) 302/391 [==================================================>..............] Step: 347ms | Tot: 1m50s | Loss: 0.356 | Acc: 87.621% (33983/38784) 303/391 [==================================================>..............] Step: 352ms | Tot: 1m50s | Loss: 0.357 | Acc: 87.613% (34092/38912) 304/391 [==================================================>..............] Step: 351ms | Tot: 1m51s | Loss: 0.357 | Acc: 87.602% (34200/39040) 305/391 [==================================================>..............] Step: 353ms | Tot: 1m51s | Loss: 0.357 | Acc: 87.594% (34309/39168) 306/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.358 | Acc: 87.592% (34420/39296) 307/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.358 | Acc: 87.594% (34533/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.357 | Acc: 87.611% (34652/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.357 | Acc: 87.626% (34770/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.357 | Acc: 87.611% (34876/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.357 | Acc: 87.608% (34987/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.357 | Acc: 87.607% (35099/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.357 | Acc: 87.602% (35209/40192) 314/391 [====================================================>............] Step: 346ms | Tot: 1m54s | Loss: 0.357 | Acc: 87.602% (35321/40320) 315/391 [====================================================>............] Step: 352ms | Tot: 1m55s | Loss: 0.357 | Acc: 87.599% (35432/40448) 316/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.357 | Acc: 87.594% (35542/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.357 | Acc: 87.588% (35652/40704) 318/391 [====================================================>............] Step: 353ms | Tot: 1m56s | Loss: 0.357 | Acc: 87.598% (35768/40832) 319/391 [=====================================================>...........] Step: 349ms | Tot: 1m56s | Loss: 0.358 | Acc: 87.588% (35876/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.357 | Acc: 87.600% (35993/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.358 | Acc: 87.587% (36100/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.358 | Acc: 87.582% (36210/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.358 | Acc: 87.584% (36323/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m58s | Loss: 0.358 | Acc: 87.579% (36433/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.359 | Acc: 87.577% (36544/41728) 326/391 [======================================================>..........] Step: 376ms | Tot: 1m59s | Loss: 0.359 | Acc: 87.572% (36654/41856) 327/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.359 | Acc: 87.574% (36767/41984) 328/391 [======================================================>..........] Step: 377ms | Tot: 1m59s | Loss: 0.358 | Acc: 87.566% (36876/42112) 329/391 [======================================================>..........] Step: 352ms | Tot: 2m207ms | Loss: 0.359 | Acc: 87.554% (36983/42240) 330/391 [======================================================>..........] Step: 346ms | Tot: 2m554ms | Loss: 0.359 | Acc: 87.552% (37094/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m912ms | Loss: 0.359 | Acc: 87.564% (37211/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.359 | Acc: 87.563% (37323/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.359 | Acc: 87.556% (37432/42752) 334/391 [=======================================================>.........] Step: 373ms | Tot: 2m2s | Loss: 0.359 | Acc: 87.544% (37539/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.359 | Acc: 87.537% (37648/43008) 336/391 [=======================================================>.........] Step: 349ms | Tot: 2m2s | Loss: 0.359 | Acc: 87.549% (37765/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.359 | Acc: 87.551% (37878/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.359 | Acc: 87.551% (37990/43392) 339/391 [========================================================>........] Step: 350ms | Tot: 2m3s | Loss: 0.359 | Acc: 87.560% (38106/43520) 340/391 [========================================================>........] Step: 354ms | Tot: 2m4s | Loss: 0.359 | Acc: 87.562% (38219/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.359 | Acc: 87.564% (38332/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.359 | Acc: 87.557% (38441/43904) 343/391 [=========================================================>.......] Step: 373ms | Tot: 2m5s | Loss: 0.359 | Acc: 87.561% (38555/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m5s | Loss: 0.359 | Acc: 87.559% (38666/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.359 | Acc: 87.563% (38780/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.359 | Acc: 87.561% (38891/44416) 347/391 [=========================================================>.......] Step: 352ms | Tot: 2m6s | Loss: 0.360 | Acc: 87.554% (39000/44544) 348/391 [=========================================================>.......] Step: 371ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.551% (39111/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.551% (39223/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.359 | Acc: 87.560% (39339/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.359 | Acc: 87.553% (39448/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.359 | Acc: 87.549% (39558/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.359 | Acc: 87.544% (39668/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.537% (39777/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.544% (39892/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m9s | Loss: 0.359 | Acc: 87.535% (40000/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.359 | Acc: 87.546% (40117/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.359 | Acc: 87.535% (40224/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.359 | Acc: 87.541% (40339/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.359 | Acc: 87.554% (40457/46208) 361/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.360 | Acc: 87.547% (40566/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.359 | Acc: 87.562% (40685/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.359 | Acc: 87.569% (40800/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.359 | Acc: 87.562% (40909/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.359 | Acc: 87.545% (41013/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.360 | Acc: 87.536% (41121/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m13s | Loss: 0.360 | Acc: 87.536% (41233/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.360 | Acc: 87.540% (41347/47232) 369/391 [=============================================================>...] Step: 349ms | Tot: 2m14s | Loss: 0.360 | Acc: 87.527% (41453/47360) 370/391 [=============================================================>...] Step: 392ms | Tot: 2m15s | Loss: 0.360 | Acc: 87.519% (41561/47488) 371/391 [=============================================================>...] Step: 407ms | Tot: 2m15s | Loss: 0.360 | Acc: 87.517% (41672/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.360 | Acc: 87.515% (41783/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.360 | Acc: 87.517% (41896/47872) 374/391 [==============================================================>..] Step: 349ms | Tot: 2m16s | Loss: 0.360 | Acc: 87.523% (42011/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.360 | Acc: 87.515% (42119/48128) 376/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.360 | Acc: 87.515% (42231/48256) 377/391 [==============================================================>..] Step: 351ms | Tot: 2m17s | Loss: 0.360 | Acc: 87.521% (42346/48384) 378/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.360 | Acc: 87.523% (42459/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.360 | Acc: 87.527% (42573/48640) 380/391 [===============================================================>.] Step: 352ms | Tot: 2m18s | Loss: 0.360 | Acc: 87.533% (42688/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.360 | Acc: 87.537% (42802/48896) 382/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.360 | Acc: 87.543% (42917/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.360 | Acc: 87.547% (43031/49152) 384/391 [===============================================================>.] Step: 353ms | Tot: 2m20s | Loss: 0.360 | Acc: 87.547% (43143/49280) 385/391 [================================================================>] Step: 350ms | Tot: 2m20s | Loss: 0.359 | Acc: 87.553% (43258/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.359 | Acc: 87.552% (43370/49536) 387/391 [================================================================>] Step: 343ms | Tot: 2m21s | Loss: 0.359 | Acc: 87.554% (43483/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.359 | Acc: 87.556% (43596/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.359 | Acc: 87.566% (43713/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m22s | Loss: 0.360 | Acc: 87.552% (43776/50000) 391/391 + [>................................................................] Step: 476ms | Tot: 2ms | Loss: 0.527 | Acc: 82.000% (82/100) 1/100 [>................................................................] Step: 292ms | Tot: 294ms | Loss: 0.499 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 288ms | Tot: 582ms | Loss: 0.508 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 291ms | Tot: 874ms | Loss: 0.512 | Acc: 82.000% (328/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s170ms | Loss: 0.528 | Acc: 82.200% (411/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s462ms | Loss: 0.484 | Acc: 83.333% (500/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s762ms | Loss: 0.485 | Acc: 83.000% (581/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s61ms | Loss: 0.510 | Acc: 82.625% (661/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s358ms | Loss: 0.539 | Acc: 82.000% (738/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s661ms | Loss: 0.527 | Acc: 82.500% (825/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s964ms | Loss: 0.534 | Acc: 82.455% (907/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s268ms | Loss: 0.539 | Acc: 82.250% (987/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s565ms | Loss: 0.527 | Acc: 82.538% (1073/1300) 13/100 [========>........................................................] Step: 293ms | Tot: 3s858ms | Loss: 0.527 | Acc: 82.571% (1156/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s162ms | Loss: 0.518 | Acc: 82.867% (1243/1500) 15/100 [=========>.......................................................] Step: 313ms | Tot: 4s475ms | Loss: 0.522 | Acc: 82.812% (1325/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s776ms | Loss: 0.512 | Acc: 82.824% (1408/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s86ms | Loss: 0.512 | Acc: 82.833% (1491/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s387ms | Loss: 0.515 | Acc: 82.737% (1572/1900) 19/100 [============>....................................................] Step: 297ms | Tot: 5s685ms | Loss: 0.519 | Acc: 82.550% (1651/2000) 20/100 [=============>...................................................] Step: 290ms | Tot: 5s976ms | Loss: 0.518 | Acc: 82.524% (1733/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s281ms | Loss: 0.516 | Acc: 82.545% (1816/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s587ms | Loss: 0.516 | Acc: 82.348% (1894/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s889ms | Loss: 0.516 | Acc: 82.333% (1976/2400) 24/100 [===============>.................................................] Step: 320ms | Tot: 7s210ms | Loss: 0.520 | Acc: 82.320% (2058/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s514ms | Loss: 0.525 | Acc: 82.231% (2138/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s815ms | Loss: 0.522 | Acc: 82.185% (2219/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s122ms | Loss: 0.517 | Acc: 82.357% (2306/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s430ms | Loss: 0.521 | Acc: 82.379% (2389/2900) 29/100 [==================>..............................................] Step: 311ms | Tot: 8s742ms | Loss: 0.519 | Acc: 82.400% (2472/3000) 30/100 [===================>.............................................] Step: 314ms | Tot: 9s56ms | Loss: 0.521 | Acc: 82.387% (2554/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s368ms | Loss: 0.521 | Acc: 82.344% (2635/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s675ms | Loss: 0.518 | Acc: 82.485% (2722/3300) 33/100 [=====================>...........................................] Step: 297ms | Tot: 9s972ms | Loss: 0.517 | Acc: 82.500% (2805/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s282ms | Loss: 0.522 | Acc: 82.343% (2882/3500) 35/100 [======================>..........................................] Step: 301ms | Tot: 10s584ms | Loss: 0.522 | Acc: 82.333% (2964/3600) 36/100 [=======================>.........................................] Step: 298ms | Tot: 10s883ms | Loss: 0.524 | Acc: 82.351% (3047/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s190ms | Loss: 0.523 | Acc: 82.342% (3129/3800) 38/100 [========================>........................................] Step: 296ms | Tot: 11s487ms | Loss: 0.519 | Acc: 82.462% (3216/3900) 39/100 [=========================>.......................................] Step: 289ms | Tot: 11s777ms | Loss: 0.518 | Acc: 82.475% (3299/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s80ms | Loss: 0.519 | Acc: 82.488% (3382/4100) 41/100 [==========================>......................................] Step: 294ms | Tot: 12s374ms | Loss: 0.521 | Acc: 82.500% (3465/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s676ms | Loss: 0.517 | Acc: 82.581% (3551/4300) 43/100 [===========================>.....................................] Step: 307ms | Tot: 12s983ms | Loss: 0.517 | Acc: 82.614% (3635/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s287ms | Loss: 0.518 | Acc: 82.667% (3720/4500) 45/100 [=============================>...................................] Step: 296ms | Tot: 13s583ms | Loss: 0.521 | Acc: 82.587% (3799/4600) 46/100 [=============================>...................................] Step: 297ms | Tot: 13s880ms | Loss: 0.524 | Acc: 82.489% (3877/4700) 47/100 [==============================>..................................] Step: 308ms | Tot: 14s189ms | Loss: 0.527 | Acc: 82.438% (3957/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s500ms | Loss: 0.526 | Acc: 82.367% (4036/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s803ms | Loss: 0.528 | Acc: 82.360% (4118/5000) 50/100 [================================>................................] Step: 302ms | Tot: 15s106ms | Loss: 0.528 | Acc: 82.314% (4198/5100) 51/100 [=================================>...............................] Step: 293ms | Tot: 15s400ms | Loss: 0.530 | Acc: 82.346% (4282/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 15s701ms | Loss: 0.531 | Acc: 82.358% (4365/5300) 53/100 [==================================>..............................] Step: 294ms | Tot: 15s996ms | Loss: 0.533 | Acc: 82.370% (4448/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 16s293ms | Loss: 0.533 | Acc: 82.327% (4528/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s595ms | Loss: 0.533 | Acc: 82.250% (4606/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 16s901ms | Loss: 0.534 | Acc: 82.211% (4686/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s208ms | Loss: 0.532 | Acc: 82.310% (4774/5800) 58/100 [=====================================>...........................] Step: 297ms | Tot: 17s505ms | Loss: 0.535 | Acc: 82.220% (4851/5900) 59/100 [======================================>..........................] Step: 291ms | Tot: 17s796ms | Loss: 0.538 | Acc: 82.167% (4930/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s96ms | Loss: 0.537 | Acc: 82.164% (5012/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s405ms | Loss: 0.537 | Acc: 82.226% (5098/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s707ms | Loss: 0.537 | Acc: 82.238% (5181/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s10ms | Loss: 0.534 | Acc: 82.406% (5274/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s319ms | Loss: 0.536 | Acc: 82.462% (5360/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s620ms | Loss: 0.535 | Acc: 82.485% (5444/6600) 66/100 [==========================================>......................] Step: 293ms | Tot: 19s914ms | Loss: 0.532 | Acc: 82.507% (5528/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s217ms | Loss: 0.534 | Acc: 82.412% (5604/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s525ms | Loss: 0.535 | Acc: 82.406% (5686/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 20s836ms | Loss: 0.536 | Acc: 82.386% (5767/7000) 70/100 [=============================================>...................] Step: 317ms | Tot: 21s153ms | Loss: 0.537 | Acc: 82.394% (5850/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s463ms | Loss: 0.536 | Acc: 82.403% (5933/7200) 72/100 [==============================================>..................] Step: 301ms | Tot: 21s765ms | Loss: 0.535 | Acc: 82.466% (6020/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s72ms | Loss: 0.537 | Acc: 82.473% (6103/7400) 74/100 [================================================>................] Step: 362ms | Tot: 22s434ms | Loss: 0.539 | Acc: 82.467% (6185/7500) 75/100 [================================================>................] Step: 351ms | Tot: 22s785ms | Loss: 0.540 | Acc: 82.434% (6265/7600) 76/100 [=================================================>...............] Step: 319ms | Tot: 23s105ms | Loss: 0.539 | Acc: 82.390% (6344/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s415ms | Loss: 0.539 | Acc: 82.410% (6428/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s720ms | Loss: 0.539 | Acc: 82.443% (6513/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s21ms | Loss: 0.538 | Acc: 82.412% (6593/8000) 80/100 [====================================================>............] Step: 315ms | Tot: 24s336ms | Loss: 0.538 | Acc: 82.432% (6677/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s647ms | Loss: 0.537 | Acc: 82.476% (6763/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 24s958ms | Loss: 0.537 | Acc: 82.482% (6846/8300) 83/100 [=====================================================>...........] Step: 316ms | Tot: 25s274ms | Loss: 0.538 | Acc: 82.452% (6926/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s580ms | Loss: 0.540 | Acc: 82.424% (7006/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 25s880ms | Loss: 0.542 | Acc: 82.407% (7087/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s190ms | Loss: 0.542 | Acc: 82.379% (7167/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s498ms | Loss: 0.542 | Acc: 82.386% (7250/8800) 88/100 [=========================================================>.......] Step: 308ms | Tot: 26s807ms | Loss: 0.543 | Acc: 82.393% (7333/8900) 89/100 [=========================================================>.......] Step: 323ms | Tot: 27s130ms | Loss: 0.542 | Acc: 82.411% (7417/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s445ms | Loss: 0.542 | Acc: 82.429% (7501/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s749ms | Loss: 0.540 | Acc: 82.500% (7590/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s55ms | Loss: 0.541 | Acc: 82.473% (7670/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s360ms | Loss: 0.542 | Acc: 82.457% (7751/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 28s671ms | Loss: 0.542 | Acc: 82.400% (7828/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 28s981ms | Loss: 0.543 | Acc: 82.406% (7911/9600) 96/100 [==============================================================>..] Step: 324ms | Tot: 29s306ms | Loss: 0.541 | Acc: 82.464% (7999/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s616ms | Loss: 0.540 | Acc: 82.520% (8087/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s915ms | Loss: 0.541 | Acc: 82.455% (8163/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s222ms | Loss: 0.541 | Acc: 82.430% (8243/10000) 100/100 + +Epoch: 92 + [>................................................................] Step: 628ms | Tot: 2ms | Loss: 0.395 | Acc: 86.719% (111/128) 1/391 [>................................................................] Step: 393ms | Tot: 395ms | Loss: 0.399 | Acc: 85.547% (219/256) 2/391 [>................................................................] Step: 380ms | Tot: 776ms | Loss: 0.398 | Acc: 85.677% (329/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s144ms | Loss: 0.399 | Acc: 86.133% (441/512) 4/391 [>................................................................] Step: 372ms | Tot: 1s517ms | Loss: 0.409 | Acc: 85.781% (549/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s894ms | Loss: 0.404 | Acc: 85.938% (660/768) 6/391 [>................................................................] Step: 374ms | Tot: 2s268ms | Loss: 0.390 | Acc: 86.496% (775/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s637ms | Loss: 0.384 | Acc: 86.816% (889/1024) 8/391 [=>...............................................................] Step: 358ms | Tot: 2s996ms | Loss: 0.384 | Acc: 86.806% (1000/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s366ms | Loss: 0.372 | Acc: 87.422% (1119/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s732ms | Loss: 0.363 | Acc: 87.571% (1233/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s94ms | Loss: 0.366 | Acc: 87.305% (1341/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s461ms | Loss: 0.366 | Acc: 87.440% (1455/1664) 13/391 [==>..............................................................] Step: 347ms | Tot: 4s809ms | Loss: 0.364 | Acc: 87.556% (1569/1792) 14/391 [==>..............................................................] Step: 350ms | Tot: 5s160ms | Loss: 0.361 | Acc: 87.812% (1686/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s518ms | Loss: 0.361 | Acc: 87.646% (1795/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s884ms | Loss: 0.362 | Acc: 87.546% (1905/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s253ms | Loss: 0.365 | Acc: 87.413% (2014/2304) 18/391 [==>..............................................................] Step: 356ms | Tot: 6s610ms | Loss: 0.365 | Acc: 87.336% (2124/2432) 19/391 [===>.............................................................] Step: 344ms | Tot: 6s955ms | Loss: 0.359 | Acc: 87.539% (2241/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s313ms | Loss: 0.358 | Acc: 87.612% (2355/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s670ms | Loss: 0.363 | Acc: 87.429% (2462/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s31ms | Loss: 0.365 | Acc: 87.364% (2572/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s404ms | Loss: 0.366 | Acc: 87.402% (2685/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s769ms | Loss: 0.366 | Acc: 87.438% (2798/3200) 25/391 [====>............................................................] Step: 372ms | Tot: 9s141ms | Loss: 0.369 | Acc: 87.380% (2908/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s501ms | Loss: 0.366 | Acc: 87.500% (3024/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s868ms | Loss: 0.363 | Acc: 87.667% (3142/3584) 28/391 [====>............................................................] Step: 380ms | Tot: 10s249ms | Loss: 0.364 | Acc: 87.581% (3251/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s619ms | Loss: 0.362 | Acc: 87.656% (3366/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s976ms | Loss: 0.361 | Acc: 87.727% (3481/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s336ms | Loss: 0.358 | Acc: 87.842% (3598/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s698ms | Loss: 0.357 | Acc: 87.926% (3714/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s53ms | Loss: 0.357 | Acc: 87.891% (3825/4352) 34/391 [=====>...........................................................] Step: 375ms | Tot: 12s429ms | Loss: 0.355 | Acc: 87.991% (3942/4480) 35/391 [=====>...........................................................] Step: 355ms | Tot: 12s785ms | Loss: 0.357 | Acc: 87.912% (4051/4608) 36/391 [=====>...........................................................] Step: 351ms | Tot: 13s136ms | Loss: 0.357 | Acc: 87.922% (4164/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s500ms | Loss: 0.356 | Acc: 87.952% (4278/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s869ms | Loss: 0.353 | Acc: 88.021% (4394/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s230ms | Loss: 0.353 | Acc: 87.988% (4505/5120) 40/391 [======>..........................................................] Step: 355ms | Tot: 14s585ms | Loss: 0.351 | Acc: 88.014% (4619/5248) 41/391 [======>..........................................................] Step: 352ms | Tot: 14s937ms | Loss: 0.353 | Acc: 87.909% (4726/5376) 42/391 [======>..........................................................] Step: 356ms | Tot: 15s294ms | Loss: 0.350 | Acc: 87.972% (4842/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s654ms | Loss: 0.349 | Acc: 88.033% (4958/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s17ms | Loss: 0.351 | Acc: 87.986% (5068/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s384ms | Loss: 0.355 | Acc: 87.925% (5177/5888) 46/391 [=======>.........................................................] Step: 351ms | Tot: 16s736ms | Loss: 0.355 | Acc: 87.916% (5289/6016) 47/391 [=======>.........................................................] Step: 347ms | Tot: 17s83ms | Loss: 0.353 | Acc: 87.972% (5405/6144) 48/391 [=======>.........................................................] Step: 352ms | Tot: 17s436ms | Loss: 0.351 | Acc: 88.042% (5522/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s798ms | Loss: 0.351 | Acc: 88.016% (5633/6400) 50/391 [========>........................................................] Step: 354ms | Tot: 18s152ms | Loss: 0.350 | Acc: 88.021% (5746/6528) 51/391 [========>........................................................] Step: 370ms | Tot: 18s522ms | Loss: 0.349 | Acc: 88.086% (5863/6656) 52/391 [========>........................................................] Step: 372ms | Tot: 18s895ms | Loss: 0.347 | Acc: 88.104% (5977/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s252ms | Loss: 0.346 | Acc: 88.209% (6097/6912) 54/391 [========>........................................................] Step: 354ms | Tot: 19s607ms | Loss: 0.345 | Acc: 88.239% (6212/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 19s966ms | Loss: 0.343 | Acc: 88.295% (6329/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 20s336ms | Loss: 0.343 | Acc: 88.268% (6440/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s692ms | Loss: 0.344 | Acc: 88.268% (6553/7424) 58/391 [=========>.......................................................] Step: 348ms | Tot: 21s40ms | Loss: 0.342 | Acc: 88.334% (6671/7552) 59/391 [=========>.......................................................] Step: 373ms | Tot: 21s414ms | Loss: 0.341 | Acc: 88.411% (6790/7680) 60/391 [=========>.......................................................] Step: 411ms | Tot: 21s826ms | Loss: 0.342 | Acc: 88.409% (6903/7808) 61/391 [==========>......................................................] Step: 391ms | Tot: 22s218ms | Loss: 0.340 | Acc: 88.458% (7020/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s576ms | Loss: 0.339 | Acc: 88.529% (7139/8064) 63/391 [==========>......................................................] Step: 358ms | Tot: 22s934ms | Loss: 0.337 | Acc: 88.562% (7255/8192) 64/391 [==========>......................................................] Step: 359ms | Tot: 23s294ms | Loss: 0.336 | Acc: 88.582% (7370/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s660ms | Loss: 0.337 | Acc: 88.506% (7477/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s20ms | Loss: 0.336 | Acc: 88.538% (7593/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s385ms | Loss: 0.337 | Acc: 88.511% (7704/8704) 68/391 [===========>.....................................................] Step: 350ms | Tot: 24s735ms | Loss: 0.338 | Acc: 88.519% (7818/8832) 69/391 [===========>.....................................................] Step: 349ms | Tot: 25s84ms | Loss: 0.338 | Acc: 88.527% (7932/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s450ms | Loss: 0.338 | Acc: 88.523% (8045/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 25s809ms | Loss: 0.338 | Acc: 88.563% (8162/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s167ms | Loss: 0.338 | Acc: 88.581% (8277/9344) 73/391 [============>....................................................] Step: 355ms | Tot: 26s523ms | Loss: 0.338 | Acc: 88.598% (8392/9472) 74/391 [============>....................................................] Step: 352ms | Tot: 26s876ms | Loss: 0.338 | Acc: 88.625% (8508/9600) 75/391 [============>....................................................] Step: 353ms | Tot: 27s229ms | Loss: 0.338 | Acc: 88.590% (8618/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s586ms | Loss: 0.339 | Acc: 88.535% (8726/9856) 77/391 [============>....................................................] Step: 358ms | Tot: 27s945ms | Loss: 0.340 | Acc: 88.522% (8838/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s313ms | Loss: 0.339 | Acc: 88.489% (8948/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 28s682ms | Loss: 0.342 | Acc: 88.418% (9054/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 29s34ms | Loss: 0.341 | Acc: 88.407% (9166/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s395ms | Loss: 0.340 | Acc: 88.424% (9281/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 29s757ms | Loss: 0.340 | Acc: 88.422% (9394/10624) 83/391 [=============>...................................................] Step: 354ms | Tot: 30s112ms | Loss: 0.340 | Acc: 88.449% (9510/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s466ms | Loss: 0.339 | Acc: 88.438% (9622/10880) 85/391 [==============>..................................................] Step: 354ms | Tot: 30s820ms | Loss: 0.339 | Acc: 88.445% (9736/11008) 86/391 [==============>..................................................] Step: 349ms | Tot: 31s170ms | Loss: 0.340 | Acc: 88.416% (9846/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s535ms | Loss: 0.341 | Acc: 88.361% (9953/11264) 88/391 [==============>..................................................] Step: 365ms | Tot: 31s900ms | Loss: 0.342 | Acc: 88.360% (10066/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s261ms | Loss: 0.342 | Acc: 88.359% (10179/11520) 90/391 [==============>..................................................] Step: 344ms | Tot: 32s606ms | Loss: 0.341 | Acc: 88.384% (10295/11648) 91/391 [===============>.................................................] Step: 347ms | Tot: 32s954ms | Loss: 0.341 | Acc: 88.400% (10410/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s319ms | Loss: 0.340 | Acc: 88.432% (10527/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s688ms | Loss: 0.339 | Acc: 88.456% (10643/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 34s46ms | Loss: 0.341 | Acc: 88.421% (10752/12160) 95/391 [===============>.................................................] Step: 358ms | Tot: 34s405ms | Loss: 0.341 | Acc: 88.436% (10867/12288) 96/391 [===============>.................................................] Step: 352ms | Tot: 34s757ms | Loss: 0.341 | Acc: 88.418% (10978/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s118ms | Loss: 0.342 | Acc: 88.385% (11087/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s480ms | Loss: 0.342 | Acc: 88.439% (11207/12672) 99/391 [================>................................................] Step: 359ms | Tot: 35s840ms | Loss: 0.342 | Acc: 88.422% (11318/12800) 100/391 [================>................................................] Step: 355ms | Tot: 36s195ms | Loss: 0.341 | Acc: 88.413% (11430/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s552ms | Loss: 0.342 | Acc: 88.366% (11537/13056) 102/391 [================>................................................] Step: 348ms | Tot: 36s901ms | Loss: 0.343 | Acc: 88.327% (11645/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s264ms | Loss: 0.344 | Acc: 88.319% (11757/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s622ms | Loss: 0.342 | Acc: 88.356% (11875/13440) 105/391 [=================>...............................................] Step: 358ms | Tot: 37s980ms | Loss: 0.342 | Acc: 88.377% (11991/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s345ms | Loss: 0.341 | Acc: 88.405% (12108/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 38s711ms | Loss: 0.342 | Acc: 88.390% (12219/13824) 108/391 [=================>...............................................] Step: 345ms | Tot: 39s56ms | Loss: 0.342 | Acc: 88.374% (12330/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 39s421ms | Loss: 0.342 | Acc: 88.388% (12445/14080) 110/391 [==================>..............................................] Step: 357ms | Tot: 39s778ms | Loss: 0.341 | Acc: 88.415% (12562/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s136ms | Loss: 0.341 | Acc: 88.414% (12675/14336) 112/391 [==================>..............................................] Step: 353ms | Tot: 40s489ms | Loss: 0.340 | Acc: 88.406% (12787/14464) 113/391 [==================>..............................................] Step: 352ms | Tot: 40s842ms | Loss: 0.341 | Acc: 88.377% (12896/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s204ms | Loss: 0.342 | Acc: 88.356% (13006/14720) 115/391 [===================>.............................................] Step: 379ms | Tot: 41s583ms | Loss: 0.342 | Acc: 88.369% (13121/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 41s952ms | Loss: 0.342 | Acc: 88.361% (13233/14976) 117/391 [===================>.............................................] Step: 374ms | Tot: 42s326ms | Loss: 0.342 | Acc: 88.407% (13353/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 42s685ms | Loss: 0.342 | Acc: 88.406% (13466/15232) 119/391 [===================>.............................................] Step: 352ms | Tot: 43s37ms | Loss: 0.342 | Acc: 88.398% (13578/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 43s407ms | Loss: 0.342 | Acc: 88.410% (13693/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 43s771ms | Loss: 0.341 | Acc: 88.397% (13804/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s132ms | Loss: 0.342 | Acc: 88.415% (13920/15744) 123/391 [====================>............................................] Step: 354ms | Tot: 44s487ms | Loss: 0.342 | Acc: 88.407% (14032/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 44s847ms | Loss: 0.342 | Acc: 88.400% (14144/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s206ms | Loss: 0.343 | Acc: 88.380% (14254/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s568ms | Loss: 0.342 | Acc: 88.398% (14370/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 45s929ms | Loss: 0.342 | Acc: 88.409% (14485/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s291ms | Loss: 0.341 | Acc: 88.445% (14604/16512) 129/391 [=====================>...........................................] Step: 351ms | Tot: 46s643ms | Loss: 0.340 | Acc: 88.486% (14724/16640) 130/391 [=====================>...........................................] Step: 348ms | Tot: 46s991ms | Loss: 0.340 | Acc: 88.472% (14835/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 47s352ms | Loss: 0.340 | Acc: 88.477% (14949/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 47s712ms | Loss: 0.340 | Acc: 88.487% (15064/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 48s79ms | Loss: 0.341 | Acc: 88.462% (15173/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s443ms | Loss: 0.341 | Acc: 88.438% (15282/17280) 135/391 [======================>..........................................] Step: 354ms | Tot: 48s798ms | Loss: 0.342 | Acc: 88.390% (15387/17408) 136/391 [======================>..........................................] Step: 352ms | Tot: 49s150ms | Loss: 0.341 | Acc: 88.424% (15506/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 49s511ms | Loss: 0.341 | Acc: 88.417% (15618/17664) 138/391 [======================>..........................................] Step: 352ms | Tot: 49s864ms | Loss: 0.341 | Acc: 88.405% (15729/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s223ms | Loss: 0.341 | Acc: 88.393% (15840/17920) 140/391 [=======================>.........................................] Step: 353ms | Tot: 50s577ms | Loss: 0.342 | Acc: 88.381% (15951/18048) 141/391 [=======================>.........................................] Step: 352ms | Tot: 50s929ms | Loss: 0.342 | Acc: 88.386% (16065/18176) 142/391 [=======================>.........................................] Step: 374ms | Tot: 51s304ms | Loss: 0.343 | Acc: 88.352% (16172/18304) 143/391 [=======================>.........................................] Step: 406ms | Tot: 51s711ms | Loss: 0.343 | Acc: 88.336% (16282/18432) 144/391 [=======================>.........................................] Step: 379ms | Tot: 52s90ms | Loss: 0.342 | Acc: 88.346% (16397/18560) 145/391 [========================>........................................] Step: 357ms | Tot: 52s448ms | Loss: 0.343 | Acc: 88.340% (16509/18688) 146/391 [========================>........................................] Step: 350ms | Tot: 52s798ms | Loss: 0.344 | Acc: 88.318% (16618/18816) 147/391 [========================>........................................] Step: 354ms | Tot: 53s153ms | Loss: 0.344 | Acc: 88.313% (16730/18944) 148/391 [========================>........................................] Step: 368ms | Tot: 53s521ms | Loss: 0.344 | Acc: 88.318% (16844/19072) 149/391 [========================>........................................] Step: 358ms | Tot: 53s880ms | Loss: 0.344 | Acc: 88.297% (16953/19200) 150/391 [========================>........................................] Step: 352ms | Tot: 54s233ms | Loss: 0.344 | Acc: 88.281% (17063/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 54s592ms | Loss: 0.345 | Acc: 88.230% (17166/19456) 152/391 [=========================>.......................................] Step: 348ms | Tot: 54s941ms | Loss: 0.344 | Acc: 88.271% (17287/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 55s302ms | Loss: 0.344 | Acc: 88.251% (17396/19712) 154/391 [=========================>.......................................] Step: 357ms | Tot: 55s659ms | Loss: 0.345 | Acc: 88.236% (17506/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 56s17ms | Loss: 0.345 | Acc: 88.251% (17622/19968) 156/391 [=========================>.......................................] Step: 353ms | Tot: 56s370ms | Loss: 0.345 | Acc: 88.231% (17731/20096) 157/391 [==========================>......................................] Step: 347ms | Tot: 56s718ms | Loss: 0.346 | Acc: 88.202% (17838/20224) 158/391 [==========================>......................................] Step: 353ms | Tot: 57s71ms | Loss: 0.346 | Acc: 88.222% (17955/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 57s435ms | Loss: 0.346 | Acc: 88.218% (18067/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 57s800ms | Loss: 0.345 | Acc: 88.223% (18181/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 58s154ms | Loss: 0.346 | Acc: 88.190% (18287/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 58s520ms | Loss: 0.345 | Acc: 88.209% (18404/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 58s878ms | Loss: 0.345 | Acc: 88.224% (18520/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s242ms | Loss: 0.345 | Acc: 88.224% (18633/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 59s605ms | Loss: 0.345 | Acc: 88.234% (18748/21248) 166/391 [===========================>.....................................] Step: 353ms | Tot: 59s958ms | Loss: 0.345 | Acc: 88.216% (18857/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m320ms | Loss: 0.346 | Acc: 88.198% (18966/21504) 168/391 [===========================>.....................................] Step: 352ms | Tot: 1m672ms | Loss: 0.346 | Acc: 88.180% (19075/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.346 | Acc: 88.176% (19187/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m1s | Loss: 0.346 | Acc: 88.167% (19298/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.346 | Acc: 88.168% (19411/22016) 172/391 [============================>....................................] Step: 349ms | Tot: 1m2s | Loss: 0.346 | Acc: 88.204% (19532/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.345 | Acc: 88.241% (19653/22272) 174/391 [============================>....................................] Step: 346ms | Tot: 1m2s | Loss: 0.345 | Acc: 88.232% (19764/22400) 175/391 [=============================>...................................] Step: 350ms | Tot: 1m3s | Loss: 0.345 | Acc: 88.232% (19877/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.345 | Acc: 88.215% (19986/22656) 177/391 [=============================>...................................] Step: 353ms | Tot: 1m3s | Loss: 0.345 | Acc: 88.233% (20103/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.345 | Acc: 88.225% (20214/22912) 179/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.345 | Acc: 88.229% (20328/23040) 180/391 [=============================>...................................] Step: 349ms | Tot: 1m4s | Loss: 0.345 | Acc: 88.229% (20441/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.344 | Acc: 88.251% (20559/23296) 182/391 [==============================>..................................] Step: 353ms | Tot: 1m5s | Loss: 0.343 | Acc: 88.281% (20679/23424) 183/391 [==============================>..................................] Step: 348ms | Tot: 1m6s | Loss: 0.343 | Acc: 88.285% (20793/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.343 | Acc: 88.290% (20907/23680) 185/391 [==============================>..................................] Step: 351ms | Tot: 1m6s | Loss: 0.343 | Acc: 88.306% (21024/23808) 186/391 [==============================>..................................] Step: 348ms | Tot: 1m7s | Loss: 0.343 | Acc: 88.294% (21134/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.343 | Acc: 88.294% (21247/24064) 188/391 [===============================>.................................] Step: 350ms | Tot: 1m7s | Loss: 0.342 | Acc: 88.306% (21363/24192) 189/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.343 | Acc: 88.273% (21468/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.342 | Acc: 88.302% (21588/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.342 | Acc: 88.298% (21700/24576) 192/391 [===============================>.................................] Step: 351ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.297% (21813/24704) 193/391 [================================>................................] Step: 346ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.305% (21928/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.309% (22042/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.342 | Acc: 88.321% (22158/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.342 | Acc: 88.305% (22267/25216) 197/391 [================================>................................] Step: 350ms | Tot: 1m10s | Loss: 0.343 | Acc: 88.273% (22372/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m11s | Loss: 0.343 | Acc: 88.281% (22487/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m11s | Loss: 0.343 | Acc: 88.266% (22596/25600) 200/391 [=================================>...............................] Step: 351ms | Tot: 1m12s | Loss: 0.343 | Acc: 88.250% (22705/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.343 | Acc: 88.246% (22817/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.343 | Acc: 88.239% (22928/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.343 | Acc: 88.235% (23040/26112) 204/391 [=================================>...............................] Step: 372ms | Tot: 1m13s | Loss: 0.344 | Acc: 88.216% (23148/26240) 205/391 [==================================>..............................] Step: 377ms | Tot: 1m13s | Loss: 0.343 | Acc: 88.213% (23260/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m14s | Loss: 0.343 | Acc: 88.232% (23378/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.343 | Acc: 88.225% (23489/26624) 208/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.344 | Acc: 88.199% (23595/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.344 | Acc: 88.214% (23712/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.344 | Acc: 88.196% (23820/27008) 211/391 [===================================>.............................] Step: 347ms | Tot: 1m16s | Loss: 0.344 | Acc: 88.193% (23932/27136) 212/391 [===================================>.............................] Step: 352ms | Tot: 1m16s | Loss: 0.344 | Acc: 88.186% (24043/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.344 | Acc: 88.172% (24152/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.345 | Acc: 88.158% (24261/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.344 | Acc: 88.162% (24375/27648) 216/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.345 | Acc: 88.152% (24485/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.345 | Acc: 88.134% (24593/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m18s | Loss: 0.345 | Acc: 88.128% (24704/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m18s | Loss: 0.345 | Acc: 88.143% (24821/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.345 | Acc: 88.147% (24935/28288) 221/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.345 | Acc: 88.151% (25049/28416) 222/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.345 | Acc: 88.162% (25165/28544) 223/391 [=====================================>...........................] Step: 367ms | Tot: 1m20s | Loss: 0.345 | Acc: 88.159% (25277/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m20s | Loss: 0.345 | Acc: 88.163% (25391/28800) 225/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.345 | Acc: 88.171% (25506/28928) 226/391 [=====================================>...........................] Step: 393ms | Tot: 1m21s | Loss: 0.345 | Acc: 88.164% (25617/29056) 227/391 [=====================================>...........................] Step: 402ms | Tot: 1m21s | Loss: 0.345 | Acc: 88.168% (25731/29184) 228/391 [=====================================>...........................] Step: 347ms | Tot: 1m22s | Loss: 0.344 | Acc: 88.175% (25846/29312) 229/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.344 | Acc: 88.186% (25962/29440) 230/391 [======================================>..........................] Step: 354ms | Tot: 1m22s | Loss: 0.344 | Acc: 88.190% (26076/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.344 | Acc: 88.190% (26189/29696) 232/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.344 | Acc: 88.194% (26303/29824) 233/391 [======================================>..........................] Step: 353ms | Tot: 1m24s | Loss: 0.345 | Acc: 88.191% (26415/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.345 | Acc: 88.191% (26528/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m24s | Loss: 0.345 | Acc: 88.192% (26641/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.344 | Acc: 88.202% (26757/30336) 237/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.345 | Acc: 88.179% (26863/30464) 238/391 [=======================================>.........................] Step: 349ms | Tot: 1m25s | Loss: 0.345 | Acc: 88.164% (26971/30592) 239/391 [=======================================>.........................] Step: 345ms | Tot: 1m26s | Loss: 0.345 | Acc: 88.151% (27080/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.346 | Acc: 88.122% (27184/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m26s | Loss: 0.345 | Acc: 88.133% (27300/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.345 | Acc: 88.127% (27411/31104) 243/391 [========================================>........................] Step: 348ms | Tot: 1m27s | Loss: 0.345 | Acc: 88.140% (27528/31232) 244/391 [========================================>........................] Step: 349ms | Tot: 1m27s | Loss: 0.345 | Acc: 88.141% (27641/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.345 | Acc: 88.142% (27754/31488) 246/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.345 | Acc: 88.142% (27867/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.345 | Acc: 88.136% (27978/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.345 | Acc: 88.137% (28091/31872) 249/391 [=========================================>.......................] Step: 350ms | Tot: 1m29s | Loss: 0.345 | Acc: 88.138% (28204/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.345 | Acc: 88.144% (28319/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.345 | Acc: 88.163% (28438/32256) 252/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.344 | Acc: 88.161% (28550/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.345 | Acc: 88.155% (28661/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.345 | Acc: 88.159% (28775/32640) 255/391 [==========================================>......................] Step: 359ms | Tot: 1m31s | Loss: 0.344 | Acc: 88.162% (28889/32768) 256/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.345 | Acc: 88.154% (28999/32896) 257/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.345 | Acc: 88.145% (29109/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.345 | Acc: 88.130% (29217/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m33s | Loss: 0.345 | Acc: 88.146% (29335/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m33s | Loss: 0.345 | Acc: 88.144% (29447/33408) 261/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.345 | Acc: 88.126% (29554/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.345 | Acc: 88.130% (29668/33664) 263/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.346 | Acc: 88.104% (29772/33792) 264/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.346 | Acc: 88.093% (29881/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m35s | Loss: 0.346 | Acc: 88.090% (29993/34048) 266/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.346 | Acc: 88.082% (30103/34176) 267/391 [============================================>....................] Step: 353ms | Tot: 1m36s | Loss: 0.347 | Acc: 88.066% (30210/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.346 | Acc: 88.081% (30328/34432) 269/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.347 | Acc: 88.076% (30439/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.347 | Acc: 88.074% (30551/34688) 271/391 [=============================================>...................] Step: 349ms | Tot: 1m37s | Loss: 0.347 | Acc: 88.063% (30660/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.348 | Acc: 88.032% (30762/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.348 | Acc: 88.019% (30870/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.348 | Acc: 88.043% (30991/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.348 | Acc: 88.049% (31106/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.348 | Acc: 88.039% (31215/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m39s | Loss: 0.348 | Acc: 88.040% (31328/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.348 | Acc: 88.043% (31442/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m40s | Loss: 0.348 | Acc: 88.030% (31550/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m40s | Loss: 0.348 | Acc: 88.045% (31668/35968) 281/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.348 | Acc: 88.049% (31782/36096) 282/391 [==============================================>..................] Step: 348ms | Tot: 1m41s | Loss: 0.348 | Acc: 88.033% (31889/36224) 283/391 [===============================================>.................] Step: 352ms | Tot: 1m41s | Loss: 0.348 | Acc: 88.023% (31998/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.348 | Acc: 88.024% (32111/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.348 | Acc: 88.027% (32225/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m42s | Loss: 0.348 | Acc: 88.028% (32338/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.348 | Acc: 88.034% (32453/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.348 | Acc: 88.046% (32570/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.348 | Acc: 88.033% (32678/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m44s | Loss: 0.348 | Acc: 88.042% (32794/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.348 | Acc: 88.032% (32903/37376) 292/391 [================================================>................] Step: 352ms | Tot: 1m45s | Loss: 0.348 | Acc: 88.025% (33013/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.348 | Acc: 88.037% (33130/37632) 294/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.348 | Acc: 88.022% (33237/37760) 295/391 [=================================================>...............] Step: 392ms | Tot: 1m46s | Loss: 0.348 | Acc: 88.007% (33344/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m46s | Loss: 0.348 | Acc: 88.005% (33456/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m47s | Loss: 0.349 | Acc: 87.993% (33564/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.349 | Acc: 87.986% (33674/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.349 | Acc: 87.984% (33786/38400) 300/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.349 | Acc: 87.978% (33896/38528) 301/391 [==================================================>..............] Step: 369ms | Tot: 1m48s | Loss: 0.349 | Acc: 87.973% (34007/38656) 302/391 [==================================================>..............] Step: 372ms | Tot: 1m48s | Loss: 0.349 | Acc: 87.956% (34113/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.349 | Acc: 87.963% (34228/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.349 | Acc: 87.959% (34339/39040) 305/391 [==================================================>..............] Step: 351ms | Tot: 1m49s | Loss: 0.349 | Acc: 87.957% (34451/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.349 | Acc: 87.958% (34564/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m50s | Loss: 0.349 | Acc: 87.974% (34683/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.349 | Acc: 87.978% (34797/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.349 | Acc: 87.974% (34908/39680) 310/391 [===================================================>.............] Step: 396ms | Tot: 1m51s | Loss: 0.349 | Acc: 87.980% (35023/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.350 | Acc: 87.958% (35127/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.350 | Acc: 87.947% (35235/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m52s | Loss: 0.350 | Acc: 87.940% (35345/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.350 | Acc: 87.937% (35456/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.351 | Acc: 87.913% (35559/40448) 316/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.350 | Acc: 87.929% (35678/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.350 | Acc: 87.925% (35789/40704) 318/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.350 | Acc: 87.929% (35903/40832) 319/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.351 | Acc: 87.913% (36009/40960) 320/391 [=====================================================>...........] Step: 360ms | Tot: 1m55s | Loss: 0.351 | Acc: 87.906% (36119/41088) 321/391 [=====================================================>...........] Step: 350ms | Tot: 1m55s | Loss: 0.351 | Acc: 87.920% (36237/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.351 | Acc: 87.916% (36348/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.351 | Acc: 87.924% (36464/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.351 | Acc: 87.911% (36571/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.351 | Acc: 87.931% (36692/41728) 326/391 [======================================================>..........] Step: 350ms | Tot: 1m57s | Loss: 0.351 | Acc: 87.937% (36807/41856) 327/391 [======================================================>..........] Step: 352ms | Tot: 1m57s | Loss: 0.351 | Acc: 87.931% (36917/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.351 | Acc: 87.923% (37026/42112) 329/391 [======================================================>..........] Step: 372ms | Tot: 1m58s | Loss: 0.351 | Acc: 87.926% (37140/42240) 330/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.351 | Acc: 87.934% (37256/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 1m59s | Loss: 0.351 | Acc: 87.945% (37373/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.351 | Acc: 87.950% (37488/42624) 333/391 [=======================================================>.........] Step: 359ms | Tot: 2m38ms | Loss: 0.351 | Acc: 87.937% (37595/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m403ms | Loss: 0.351 | Acc: 87.924% (37702/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m763ms | Loss: 0.351 | Acc: 87.923% (37814/43008) 336/391 [=======================================================>.........] Step: 350ms | Tot: 2m1s | Loss: 0.351 | Acc: 87.922% (37926/43136) 337/391 [========================================================>........] Step: 356ms | Tot: 2m1s | Loss: 0.351 | Acc: 87.918% (38037/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.351 | Acc: 87.908% (38145/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.351 | Acc: 87.918% (38262/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.351 | Acc: 87.922% (38376/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.351 | Acc: 87.916% (38486/43776) 342/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.351 | Acc: 87.917% (38599/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m3s | Loss: 0.351 | Acc: 87.929% (38717/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.351 | Acc: 87.939% (38834/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.351 | Acc: 87.936% (38945/44288) 346/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.351 | Acc: 87.921% (39051/44416) 347/391 [=========================================================>.......] Step: 352ms | Tot: 2m5s | Loss: 0.351 | Acc: 87.906% (39157/44544) 348/391 [=========================================================>.......] Step: 355ms | Tot: 2m5s | Loss: 0.352 | Acc: 87.901% (39267/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m5s | Loss: 0.352 | Acc: 87.904% (39381/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.351 | Acc: 87.918% (39500/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.351 | Acc: 87.937% (39621/45056) 352/391 [==========================================================>......] Step: 347ms | Tot: 2m6s | Loss: 0.351 | Acc: 87.940% (39735/45184) 353/391 [==========================================================>......] Step: 354ms | Tot: 2m7s | Loss: 0.351 | Acc: 87.946% (39850/45312) 354/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.351 | Acc: 87.949% (39964/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m7s | Loss: 0.351 | Acc: 87.948% (40076/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m8s | Loss: 0.351 | Acc: 87.940% (40185/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.351 | Acc: 87.941% (40298/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.351 | Acc: 87.933% (40407/45952) 359/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.351 | Acc: 87.938% (40522/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.351 | Acc: 87.922% (40627/46208) 361/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.351 | Acc: 87.927% (40742/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m10s | Loss: 0.351 | Acc: 87.928% (40855/46464) 363/391 [============================================================>....] Step: 350ms | Tot: 2m10s | Loss: 0.351 | Acc: 87.927% (40967/46592) 364/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.351 | Acc: 87.932% (41082/46720) 365/391 [============================================================>....] Step: 349ms | Tot: 2m11s | Loss: 0.350 | Acc: 87.935% (41196/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.350 | Acc: 87.949% (41315/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m12s | Loss: 0.350 | Acc: 87.944% (41425/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m12s | Loss: 0.350 | Acc: 87.945% (41538/47232) 369/391 [=============================================================>...] Step: 351ms | Tot: 2m12s | Loss: 0.351 | Acc: 87.939% (41648/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.351 | Acc: 87.934% (41758/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.351 | Acc: 87.937% (41872/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.351 | Acc: 87.948% (41990/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m14s | Loss: 0.351 | Acc: 87.937% (42097/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.351 | Acc: 87.929% (42206/48000) 375/391 [==============================================================>..] Step: 350ms | Tot: 2m15s | Loss: 0.351 | Acc: 87.940% (42324/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.351 | Acc: 87.943% (42438/48256) 377/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.351 | Acc: 87.936% (42547/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.351 | Acc: 87.941% (42662/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.351 | Acc: 87.936% (42772/48640) 380/391 [===============================================================>.] Step: 346ms | Tot: 2m16s | Loss: 0.351 | Acc: 87.929% (42881/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m17s | Loss: 0.351 | Acc: 87.927% (42993/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.351 | Acc: 87.920% (43102/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m17s | Loss: 0.351 | Acc: 87.909% (43209/49152) 384/391 [===============================================================>.] Step: 377ms | Tot: 2m18s | Loss: 0.352 | Acc: 87.904% (43319/49280) 385/391 [================================================================>] Step: 378ms | Tot: 2m18s | Loss: 0.352 | Acc: 87.905% (43432/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m19s | Loss: 0.352 | Acc: 87.904% (43544/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m19s | Loss: 0.352 | Acc: 87.899% (43654/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m19s | Loss: 0.352 | Acc: 87.904% (43769/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.352 | Acc: 87.887% (43873/49920) 390/391 [================================================================>] Step: 339ms | Tot: 2m20s | Loss: 0.352 | Acc: 87.888% (43944/50000) 391/391 + [>................................................................] Step: 489ms | Tot: 2ms | Loss: 0.473 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 305ms | Tot: 308ms | Loss: 0.501 | Acc: 83.000% (166/200) 2/100 [=>...............................................................] Step: 351ms | Tot: 659ms | Loss: 0.503 | Acc: 83.000% (249/300) 3/100 [=>...............................................................] Step: 325ms | Tot: 984ms | Loss: 0.491 | Acc: 82.500% (330/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s282ms | Loss: 0.507 | Acc: 81.400% (407/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s581ms | Loss: 0.453 | Acc: 84.000% (504/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s868ms | Loss: 0.453 | Acc: 84.000% (588/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s167ms | Loss: 0.479 | Acc: 83.250% (666/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s478ms | Loss: 0.507 | Acc: 82.556% (743/900) 9/100 [=====>...........................................................] Step: 312ms | Tot: 2s790ms | Loss: 0.498 | Acc: 83.200% (832/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 3s98ms | Loss: 0.504 | Acc: 83.091% (914/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s403ms | Loss: 0.516 | Acc: 83.000% (996/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s705ms | Loss: 0.508 | Acc: 83.308% (1083/1300) 13/100 [========>........................................................] Step: 296ms | Tot: 4s2ms | Loss: 0.509 | Acc: 83.571% (1170/1400) 14/100 [=========>.......................................................] Step: 307ms | Tot: 4s309ms | Loss: 0.497 | Acc: 83.600% (1254/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s611ms | Loss: 0.507 | Acc: 83.250% (1332/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s916ms | Loss: 0.500 | Acc: 83.529% (1420/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s229ms | Loss: 0.506 | Acc: 83.389% (1501/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s535ms | Loss: 0.510 | Acc: 83.316% (1583/1900) 19/100 [============>....................................................] Step: 301ms | Tot: 5s836ms | Loss: 0.525 | Acc: 83.050% (1661/2000) 20/100 [=============>...................................................] Step: 298ms | Tot: 6s134ms | Loss: 0.523 | Acc: 82.952% (1742/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s443ms | Loss: 0.518 | Acc: 83.091% (1828/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s752ms | Loss: 0.521 | Acc: 83.174% (1913/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 7s56ms | Loss: 0.520 | Acc: 83.167% (1996/2400) 24/100 [===============>.................................................] Step: 320ms | Tot: 7s377ms | Loss: 0.522 | Acc: 83.040% (2076/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s683ms | Loss: 0.531 | Acc: 82.846% (2154/2600) 26/100 [================>................................................] Step: 297ms | Tot: 7s981ms | Loss: 0.529 | Acc: 82.963% (2240/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s290ms | Loss: 0.529 | Acc: 82.964% (2323/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s595ms | Loss: 0.531 | Acc: 82.966% (2406/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s900ms | Loss: 0.529 | Acc: 82.933% (2488/3000) 30/100 [===================>.............................................] Step: 315ms | Tot: 9s215ms | Loss: 0.529 | Acc: 82.839% (2568/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s520ms | Loss: 0.527 | Acc: 82.812% (2650/3200) 32/100 [====================>............................................] Step: 294ms | Tot: 9s814ms | Loss: 0.526 | Acc: 82.818% (2733/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 10s114ms | Loss: 0.525 | Acc: 82.765% (2814/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s414ms | Loss: 0.523 | Acc: 82.829% (2899/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s721ms | Loss: 0.524 | Acc: 82.861% (2983/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s28ms | Loss: 0.531 | Acc: 82.703% (3060/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s340ms | Loss: 0.531 | Acc: 82.684% (3142/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s642ms | Loss: 0.530 | Acc: 82.718% (3226/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s940ms | Loss: 0.525 | Acc: 82.775% (3311/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s250ms | Loss: 0.525 | Acc: 82.756% (3393/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s554ms | Loss: 0.528 | Acc: 82.714% (3474/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 12s866ms | Loss: 0.524 | Acc: 82.884% (3564/4300) 43/100 [===========================>.....................................] Step: 317ms | Tot: 13s183ms | Loss: 0.526 | Acc: 82.864% (3646/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s485ms | Loss: 0.525 | Acc: 82.800% (3726/4500) 45/100 [=============================>...................................] Step: 298ms | Tot: 13s784ms | Loss: 0.526 | Acc: 82.783% (3808/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s84ms | Loss: 0.525 | Acc: 82.745% (3889/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s396ms | Loss: 0.526 | Acc: 82.646% (3967/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s703ms | Loss: 0.521 | Acc: 82.735% (4054/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 15s12ms | Loss: 0.524 | Acc: 82.660% (4133/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s329ms | Loss: 0.524 | Acc: 82.608% (4213/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s636ms | Loss: 0.523 | Acc: 82.615% (4296/5200) 52/100 [=================================>...............................] Step: 297ms | Tot: 15s934ms | Loss: 0.524 | Acc: 82.585% (4377/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s242ms | Loss: 0.524 | Acc: 82.704% (4466/5400) 54/100 [===================================>.............................] Step: 299ms | Tot: 16s541ms | Loss: 0.524 | Acc: 82.691% (4548/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s847ms | Loss: 0.524 | Acc: 82.768% (4635/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s156ms | Loss: 0.522 | Acc: 82.842% (4722/5700) 57/100 [=====================================>...........................] Step: 317ms | Tot: 17s474ms | Loss: 0.523 | Acc: 82.810% (4803/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s787ms | Loss: 0.522 | Acc: 82.847% (4888/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s90ms | Loss: 0.523 | Acc: 82.817% (4969/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s394ms | Loss: 0.523 | Acc: 82.852% (5054/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s696ms | Loss: 0.520 | Acc: 82.935% (5142/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s1ms | Loss: 0.519 | Acc: 82.984% (5228/6300) 63/100 [========================================>........................] Step: 314ms | Tot: 19s315ms | Loss: 0.518 | Acc: 83.031% (5314/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s620ms | Loss: 0.521 | Acc: 82.877% (5387/6500) 65/100 [==========================================>......................] Step: 295ms | Tot: 19s915ms | Loss: 0.518 | Acc: 82.894% (5471/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s222ms | Loss: 0.516 | Acc: 82.970% (5559/6700) 67/100 [===========================================>.....................] Step: 300ms | Tot: 20s523ms | Loss: 0.518 | Acc: 82.956% (5641/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s829ms | Loss: 0.519 | Acc: 82.971% (5725/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s139ms | Loss: 0.518 | Acc: 82.986% (5809/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s449ms | Loss: 0.521 | Acc: 82.944% (5889/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s755ms | Loss: 0.519 | Acc: 82.903% (5969/7200) 72/100 [==============================================>..................] Step: 298ms | Tot: 22s53ms | Loss: 0.519 | Acc: 82.959% (6056/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s363ms | Loss: 0.518 | Acc: 82.946% (6138/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s676ms | Loss: 0.520 | Acc: 82.840% (6213/7500) 75/100 [================================================>................] Step: 305ms | Tot: 22s981ms | Loss: 0.521 | Acc: 82.816% (6294/7600) 76/100 [=================================================>...............] Step: 317ms | Tot: 23s298ms | Loss: 0.521 | Acc: 82.818% (6377/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s606ms | Loss: 0.521 | Acc: 82.833% (6461/7800) 78/100 [==================================================>..............] Step: 301ms | Tot: 23s907ms | Loss: 0.522 | Acc: 82.835% (6544/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s212ms | Loss: 0.521 | Acc: 82.812% (6625/8000) 80/100 [====================================================>............] Step: 299ms | Tot: 24s512ms | Loss: 0.519 | Acc: 82.840% (6710/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s822ms | Loss: 0.519 | Acc: 82.817% (6791/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s134ms | Loss: 0.518 | Acc: 82.771% (6870/8300) 83/100 [=====================================================>...........] Step: 312ms | Tot: 25s446ms | Loss: 0.518 | Acc: 82.702% (6947/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s753ms | Loss: 0.520 | Acc: 82.659% (7026/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 26s52ms | Loss: 0.521 | Acc: 82.663% (7109/8600) 86/100 [=======================================================>.........] Step: 313ms | Tot: 26s365ms | Loss: 0.521 | Acc: 82.632% (7189/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s667ms | Loss: 0.520 | Acc: 82.636% (7272/8800) 88/100 [=========================================================>.......] Step: 308ms | Tot: 26s975ms | Loss: 0.521 | Acc: 82.607% (7352/8900) 89/100 [=========================================================>.......] Step: 317ms | Tot: 27s292ms | Loss: 0.520 | Acc: 82.644% (7438/9000) 90/100 [==========================================================>......] Step: 315ms | Tot: 27s608ms | Loss: 0.519 | Acc: 82.736% (7529/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s912ms | Loss: 0.517 | Acc: 82.783% (7616/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 28s224ms | Loss: 0.519 | Acc: 82.742% (7695/9300) 93/100 [============================================================>....] Step: 296ms | Tot: 28s521ms | Loss: 0.518 | Acc: 82.777% (7781/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 28s831ms | Loss: 0.518 | Acc: 82.747% (7861/9500) 95/100 [=============================================================>...] Step: 316ms | Tot: 29s147ms | Loss: 0.518 | Acc: 82.750% (7944/9600) 96/100 [==============================================================>..] Step: 325ms | Tot: 29s473ms | Loss: 0.516 | Acc: 82.804% (8032/9700) 97/100 [===============================================================>.] Step: 317ms | Tot: 29s790ms | Loss: 0.516 | Acc: 82.796% (8114/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 30s107ms | Loss: 0.517 | Acc: 82.828% (8200/9900) 99/100 [================================================================>] Step: 337ms | Tot: 30s444ms | Loss: 0.517 | Acc: 82.850% (8285/10000) 100/100 + +Epoch: 93 + [>................................................................] Step: 627ms | Tot: 2ms | Loss: 0.348 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 394ms | Tot: 396ms | Loss: 0.327 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 366ms | Tot: 763ms | Loss: 0.314 | Acc: 90.104% (346/384) 3/391 [>................................................................] Step: 365ms | Tot: 1s129ms | Loss: 0.347 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 380ms | Tot: 1s509ms | Loss: 0.338 | Acc: 89.688% (574/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s884ms | Loss: 0.325 | Acc: 89.844% (690/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s251ms | Loss: 0.325 | Acc: 89.732% (804/896) 7/391 [=>...............................................................] Step: 355ms | Tot: 2s607ms | Loss: 0.315 | Acc: 89.941% (921/1024) 8/391 [=>...............................................................] Step: 349ms | Tot: 2s956ms | Loss: 0.315 | Acc: 90.017% (1037/1152) 9/391 [=>...............................................................] Step: 358ms | Tot: 3s314ms | Loss: 0.314 | Acc: 89.766% (1149/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s678ms | Loss: 0.309 | Acc: 89.773% (1264/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s40ms | Loss: 0.310 | Acc: 89.714% (1378/1536) 12/391 [=>...............................................................] Step: 353ms | Tot: 4s393ms | Loss: 0.308 | Acc: 89.784% (1494/1664) 13/391 [==>..............................................................] Step: 353ms | Tot: 4s747ms | Loss: 0.301 | Acc: 90.067% (1614/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s107ms | Loss: 0.302 | Acc: 90.000% (1728/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s465ms | Loss: 0.308 | Acc: 89.844% (1840/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s824ms | Loss: 0.306 | Acc: 89.798% (1954/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s188ms | Loss: 0.304 | Acc: 89.800% (2069/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s554ms | Loss: 0.306 | Acc: 89.556% (2178/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s912ms | Loss: 0.303 | Acc: 89.688% (2296/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s271ms | Loss: 0.302 | Acc: 89.769% (2413/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s631ms | Loss: 0.304 | Acc: 89.631% (2524/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 7s990ms | Loss: 0.304 | Acc: 89.606% (2638/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s352ms | Loss: 0.305 | Acc: 89.583% (2752/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s713ms | Loss: 0.311 | Acc: 89.438% (2862/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s66ms | Loss: 0.310 | Acc: 89.423% (2976/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s429ms | Loss: 0.307 | Acc: 89.468% (3092/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s786ms | Loss: 0.309 | Acc: 89.397% (3204/3584) 28/391 [====>............................................................] Step: 351ms | Tot: 10s138ms | Loss: 0.311 | Acc: 89.386% (3318/3712) 29/391 [====>............................................................] Step: 350ms | Tot: 10s488ms | Loss: 0.314 | Acc: 89.297% (3429/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s853ms | Loss: 0.309 | Acc: 89.441% (3549/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s220ms | Loss: 0.313 | Acc: 89.380% (3661/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 11s592ms | Loss: 0.312 | Acc: 89.347% (3774/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 11s955ms | Loss: 0.312 | Acc: 89.361% (3889/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s319ms | Loss: 0.311 | Acc: 89.397% (4005/4480) 35/391 [=====>...........................................................] Step: 349ms | Tot: 12s669ms | Loss: 0.309 | Acc: 89.388% (4119/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s28ms | Loss: 0.307 | Acc: 89.421% (4235/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s386ms | Loss: 0.305 | Acc: 89.535% (4355/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s746ms | Loss: 0.302 | Acc: 89.643% (4475/4992) 39/391 [======>..........................................................] Step: 351ms | Tot: 14s98ms | Loss: 0.305 | Acc: 89.590% (4587/5120) 40/391 [======>..........................................................] Step: 351ms | Tot: 14s449ms | Loss: 0.311 | Acc: 89.405% (4692/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 14s812ms | Loss: 0.312 | Acc: 89.416% (4807/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s173ms | Loss: 0.313 | Acc: 89.353% (4918/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s530ms | Loss: 0.313 | Acc: 89.347% (5032/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 15s893ms | Loss: 0.316 | Acc: 89.271% (5142/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s255ms | Loss: 0.317 | Acc: 89.232% (5254/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s612ms | Loss: 0.319 | Acc: 89.129% (5362/6016) 47/391 [=======>.........................................................] Step: 347ms | Tot: 16s959ms | Loss: 0.322 | Acc: 88.997% (5468/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s319ms | Loss: 0.324 | Acc: 88.935% (5578/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s681ms | Loss: 0.324 | Acc: 88.891% (5689/6400) 50/391 [========>........................................................] Step: 353ms | Tot: 18s34ms | Loss: 0.324 | Acc: 88.894% (5803/6528) 51/391 [========>........................................................] Step: 352ms | Tot: 18s386ms | Loss: 0.324 | Acc: 88.867% (5915/6656) 52/391 [========>........................................................] Step: 349ms | Tot: 18s736ms | Loss: 0.323 | Acc: 88.871% (6029/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s97ms | Loss: 0.325 | Acc: 88.817% (6139/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s463ms | Loss: 0.325 | Acc: 88.849% (6255/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 19s817ms | Loss: 0.327 | Acc: 88.770% (6363/7168) 56/391 [=========>.......................................................] Step: 351ms | Tot: 20s169ms | Loss: 0.329 | Acc: 88.665% (6469/7296) 57/391 [=========>.......................................................] Step: 347ms | Tot: 20s517ms | Loss: 0.328 | Acc: 88.672% (6583/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 20s881ms | Loss: 0.331 | Acc: 88.626% (6693/7552) 59/391 [=========>.......................................................] Step: 390ms | Tot: 21s272ms | Loss: 0.329 | Acc: 88.685% (6811/7680) 60/391 [=========>.......................................................] Step: 372ms | Tot: 21s644ms | Loss: 0.328 | Acc: 88.742% (6929/7808) 61/391 [==========>......................................................] Step: 350ms | Tot: 21s995ms | Loss: 0.330 | Acc: 88.710% (7040/7936) 62/391 [==========>......................................................] Step: 351ms | Tot: 22s346ms | Loss: 0.328 | Acc: 88.728% (7155/8064) 63/391 [==========>......................................................] Step: 349ms | Tot: 22s695ms | Loss: 0.329 | Acc: 88.708% (7267/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s61ms | Loss: 0.328 | Acc: 88.750% (7384/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s422ms | Loss: 0.330 | Acc: 88.707% (7494/8448) 66/391 [==========>......................................................] Step: 354ms | Tot: 23s777ms | Loss: 0.331 | Acc: 88.666% (7604/8576) 67/391 [===========>.....................................................] Step: 352ms | Tot: 24s129ms | Loss: 0.331 | Acc: 88.637% (7715/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s487ms | Loss: 0.332 | Acc: 88.576% (7823/8832) 69/391 [===========>.....................................................] Step: 358ms | Tot: 24s845ms | Loss: 0.332 | Acc: 88.583% (7937/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s208ms | Loss: 0.333 | Acc: 88.556% (8048/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s568ms | Loss: 0.332 | Acc: 88.585% (8164/9216) 72/391 [===========>.....................................................] Step: 350ms | Tot: 25s919ms | Loss: 0.333 | Acc: 88.581% (8277/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s284ms | Loss: 0.332 | Acc: 88.640% (8396/9472) 74/391 [============>....................................................] Step: 367ms | Tot: 26s652ms | Loss: 0.332 | Acc: 88.625% (8508/9600) 75/391 [============>....................................................] Step: 355ms | Tot: 27s8ms | Loss: 0.333 | Acc: 88.590% (8618/9728) 76/391 [============>....................................................] Step: 366ms | Tot: 27s374ms | Loss: 0.334 | Acc: 88.596% (8732/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 27s734ms | Loss: 0.334 | Acc: 88.572% (8843/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s90ms | Loss: 0.334 | Acc: 88.578% (8957/10112) 79/391 [=============>...................................................] Step: 353ms | Tot: 28s444ms | Loss: 0.333 | Acc: 88.574% (9070/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 28s808ms | Loss: 0.333 | Acc: 88.561% (9182/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s174ms | Loss: 0.333 | Acc: 88.615% (9301/10496) 82/391 [=============>...................................................] Step: 391ms | Tot: 29s565ms | Loss: 0.333 | Acc: 88.554% (9408/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 29s923ms | Loss: 0.333 | Acc: 88.542% (9520/10752) 84/391 [=============>...................................................] Step: 376ms | Tot: 30s299ms | Loss: 0.333 | Acc: 88.520% (9631/10880) 85/391 [==============>..................................................] Step: 374ms | Tot: 30s674ms | Loss: 0.332 | Acc: 88.508% (9743/11008) 86/391 [==============>..................................................] Step: 387ms | Tot: 31s61ms | Loss: 0.332 | Acc: 88.524% (9858/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s425ms | Loss: 0.333 | Acc: 88.494% (9968/11264) 88/391 [==============>..................................................] Step: 370ms | Tot: 31s796ms | Loss: 0.332 | Acc: 88.474% (10079/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s162ms | Loss: 0.332 | Acc: 88.464% (10191/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s530ms | Loss: 0.332 | Acc: 88.427% (10300/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 32s894ms | Loss: 0.331 | Acc: 88.451% (10416/11776) 92/391 [===============>.................................................] Step: 370ms | Tot: 33s265ms | Loss: 0.332 | Acc: 88.407% (10524/11904) 93/391 [===============>.................................................] Step: 367ms | Tot: 33s632ms | Loss: 0.331 | Acc: 88.439% (10641/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 33s989ms | Loss: 0.330 | Acc: 88.438% (10754/12160) 95/391 [===============>.................................................] Step: 374ms | Tot: 34s363ms | Loss: 0.331 | Acc: 88.428% (10866/12288) 96/391 [===============>.................................................] Step: 353ms | Tot: 34s716ms | Loss: 0.332 | Acc: 88.346% (10969/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s77ms | Loss: 0.332 | Acc: 88.321% (11079/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s433ms | Loss: 0.332 | Acc: 88.360% (11197/12672) 99/391 [================>................................................] Step: 364ms | Tot: 35s797ms | Loss: 0.331 | Acc: 88.414% (11317/12800) 100/391 [================>................................................] Step: 358ms | Tot: 36s156ms | Loss: 0.332 | Acc: 88.420% (11431/12928) 101/391 [================>................................................] Step: 363ms | Tot: 36s519ms | Loss: 0.332 | Acc: 88.427% (11545/13056) 102/391 [================>................................................] Step: 357ms | Tot: 36s876ms | Loss: 0.332 | Acc: 88.441% (11660/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s242ms | Loss: 0.332 | Acc: 88.462% (11776/13312) 104/391 [=================>...............................................] Step: 374ms | Tot: 37s617ms | Loss: 0.331 | Acc: 88.482% (11892/13440) 105/391 [=================>...............................................] Step: 353ms | Tot: 37s970ms | Loss: 0.331 | Acc: 88.488% (12006/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s330ms | Loss: 0.332 | Acc: 88.442% (12113/13696) 107/391 [=================>...............................................] Step: 354ms | Tot: 38s684ms | Loss: 0.332 | Acc: 88.455% (12228/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 39s40ms | Loss: 0.332 | Acc: 88.468% (12343/13952) 109/391 [==================>..............................................] Step: 368ms | Tot: 39s408ms | Loss: 0.332 | Acc: 88.494% (12460/14080) 110/391 [==================>..............................................] Step: 359ms | Tot: 39s768ms | Loss: 0.332 | Acc: 88.478% (12571/14208) 111/391 [==================>..............................................] Step: 354ms | Tot: 40s123ms | Loss: 0.332 | Acc: 88.484% (12685/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s479ms | Loss: 0.331 | Acc: 88.489% (12799/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 40s839ms | Loss: 0.332 | Acc: 88.473% (12910/14592) 114/391 [==================>..............................................] Step: 380ms | Tot: 41s220ms | Loss: 0.333 | Acc: 88.438% (13018/14720) 115/391 [===================>.............................................] Step: 372ms | Tot: 41s593ms | Loss: 0.333 | Acc: 88.436% (13131/14848) 116/391 [===================>.............................................] Step: 358ms | Tot: 41s952ms | Loss: 0.334 | Acc: 88.442% (13245/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s310ms | Loss: 0.333 | Acc: 88.486% (13365/15104) 118/391 [===================>.............................................] Step: 353ms | Tot: 42s663ms | Loss: 0.333 | Acc: 88.478% (13477/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 43s29ms | Loss: 0.335 | Acc: 88.411% (13580/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s396ms | Loss: 0.335 | Acc: 88.397% (13691/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 43s753ms | Loss: 0.336 | Acc: 88.364% (13799/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s112ms | Loss: 0.336 | Acc: 88.326% (13906/15744) 123/391 [====================>............................................] Step: 351ms | Tot: 44s463ms | Loss: 0.336 | Acc: 88.357% (14024/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 44s825ms | Loss: 0.336 | Acc: 88.338% (14134/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s190ms | Loss: 0.336 | Acc: 88.337% (14247/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s548ms | Loss: 0.335 | Acc: 88.361% (14364/16256) 127/391 [=====================>...........................................] Step: 346ms | Tot: 45s894ms | Loss: 0.334 | Acc: 88.403% (14484/16384) 128/391 [=====================>...........................................] Step: 363ms | Tot: 46s258ms | Loss: 0.334 | Acc: 88.402% (14597/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 46s626ms | Loss: 0.333 | Acc: 88.413% (14712/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 46s984ms | Loss: 0.333 | Acc: 88.448% (14831/16768) 131/391 [=====================>...........................................] Step: 367ms | Tot: 47s351ms | Loss: 0.333 | Acc: 88.435% (14942/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s707ms | Loss: 0.333 | Acc: 88.416% (15052/17024) 133/391 [======================>..........................................] Step: 352ms | Tot: 48s59ms | Loss: 0.333 | Acc: 88.433% (15168/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 48s416ms | Loss: 0.332 | Acc: 88.438% (15282/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 48s777ms | Loss: 0.332 | Acc: 88.436% (15395/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s135ms | Loss: 0.333 | Acc: 88.447% (15510/17536) 137/391 [======================>..........................................] Step: 352ms | Tot: 49s488ms | Loss: 0.332 | Acc: 88.457% (15625/17664) 138/391 [======================>..........................................] Step: 346ms | Tot: 49s834ms | Loss: 0.332 | Acc: 88.455% (15738/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s195ms | Loss: 0.332 | Acc: 88.438% (15848/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 50s553ms | Loss: 0.333 | Acc: 88.442% (15962/18048) 141/391 [=======================>.........................................] Step: 353ms | Tot: 50s906ms | Loss: 0.332 | Acc: 88.479% (16082/18176) 142/391 [=======================>.........................................] Step: 371ms | Tot: 51s278ms | Loss: 0.332 | Acc: 88.462% (16192/18304) 143/391 [=======================>.........................................] Step: 374ms | Tot: 51s652ms | Loss: 0.333 | Acc: 88.460% (16305/18432) 144/391 [=======================>.........................................] Step: 356ms | Tot: 52s8ms | Loss: 0.333 | Acc: 88.416% (16410/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s369ms | Loss: 0.333 | Acc: 88.410% (16522/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 52s726ms | Loss: 0.333 | Acc: 88.409% (16635/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s86ms | Loss: 0.333 | Acc: 88.397% (16746/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s447ms | Loss: 0.333 | Acc: 88.423% (16864/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 53s814ms | Loss: 0.333 | Acc: 88.422% (16977/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 54s183ms | Loss: 0.333 | Acc: 88.395% (17085/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s540ms | Loss: 0.333 | Acc: 88.410% (17201/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 54s899ms | Loss: 0.333 | Acc: 88.419% (17316/19584) 153/391 [=========================>.......................................] Step: 369ms | Tot: 55s268ms | Loss: 0.333 | Acc: 88.403% (17426/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 55s633ms | Loss: 0.332 | Acc: 88.422% (17543/19840) 155/391 [=========================>.......................................] Step: 347ms | Tot: 55s981ms | Loss: 0.333 | Acc: 88.411% (17654/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 56s344ms | Loss: 0.333 | Acc: 88.421% (17769/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 56s710ms | Loss: 0.333 | Acc: 88.439% (17886/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s75ms | Loss: 0.333 | Acc: 88.404% (17992/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s441ms | Loss: 0.335 | Acc: 88.354% (18095/20480) 160/391 [==========================>......................................] Step: 351ms | Tot: 57s792ms | Loss: 0.335 | Acc: 88.354% (18208/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s149ms | Loss: 0.334 | Acc: 88.378% (18326/20736) 162/391 [==========================>......................................] Step: 355ms | Tot: 58s505ms | Loss: 0.334 | Acc: 88.368% (18437/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 58s866ms | Loss: 0.335 | Acc: 88.348% (18546/20992) 164/391 [===========================>.....................................] Step: 373ms | Tot: 59s239ms | Loss: 0.335 | Acc: 88.319% (18653/21120) 165/391 [===========================>.....................................] Step: 385ms | Tot: 59s625ms | Loss: 0.336 | Acc: 88.291% (18760/21248) 166/391 [===========================>.....................................] Step: 355ms | Tot: 59s980ms | Loss: 0.336 | Acc: 88.291% (18873/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m343ms | Loss: 0.335 | Acc: 88.300% (18988/21504) 168/391 [===========================>.....................................] Step: 349ms | Tot: 1m693ms | Loss: 0.335 | Acc: 88.323% (19106/21632) 169/391 [============================>....................................] Step: 372ms | Tot: 1m1s | Loss: 0.335 | Acc: 88.313% (19217/21760) 170/391 [============================>....................................] Step: 376ms | Tot: 1m1s | Loss: 0.335 | Acc: 88.295% (19326/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.335 | Acc: 88.309% (19442/22016) 172/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.335 | Acc: 88.308% (19555/22144) 173/391 [============================>....................................] Step: 349ms | Tot: 1m2s | Loss: 0.335 | Acc: 88.304% (19667/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.335 | Acc: 88.321% (19784/22400) 175/391 [=============================>...................................] Step: 374ms | Tot: 1m3s | Loss: 0.335 | Acc: 88.303% (19893/22528) 176/391 [=============================>...................................] Step: 377ms | Tot: 1m3s | Loss: 0.335 | Acc: 88.312% (20008/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.336 | Acc: 88.277% (20113/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.335 | Acc: 88.303% (20232/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.335 | Acc: 88.316% (20348/23040) 180/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.335 | Acc: 88.316% (20461/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.335 | Acc: 88.316% (20574/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.334 | Acc: 88.320% (20688/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.334 | Acc: 88.324% (20802/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.334 | Acc: 88.336% (20918/23680) 185/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.334 | Acc: 88.340% (21032/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.334 | Acc: 88.323% (21141/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m7s | Loss: 0.334 | Acc: 88.306% (21250/24064) 188/391 [===============================>.................................] Step: 348ms | Tot: 1m7s | Loss: 0.334 | Acc: 88.318% (21366/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.334 | Acc: 88.326% (21481/24320) 190/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.334 | Acc: 88.318% (21592/24448) 191/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.334 | Acc: 88.359% (21715/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.334 | Acc: 88.366% (21830/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m9s | Loss: 0.334 | Acc: 88.362% (21942/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.333 | Acc: 88.373% (22058/24960) 195/391 [================================>................................] Step: 349ms | Tot: 1m10s | Loss: 0.334 | Acc: 88.361% (22168/25088) 196/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.334 | Acc: 88.372% (22284/25216) 197/391 [================================>................................] Step: 389ms | Tot: 1m11s | Loss: 0.334 | Acc: 88.364% (22395/25344) 198/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.333 | Acc: 88.387% (22514/25472) 199/391 [=================================>...............................] Step: 352ms | Tot: 1m11s | Loss: 0.334 | Acc: 88.375% (22624/25600) 200/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.334 | Acc: 88.351% (22731/25728) 201/391 [=================================>...............................] Step: 352ms | Tot: 1m12s | Loss: 0.334 | Acc: 88.355% (22845/25856) 202/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.334 | Acc: 88.354% (22958/25984) 203/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.335 | Acc: 88.323% (23063/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.335 | Acc: 88.331% (23178/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.335 | Acc: 88.323% (23289/26368) 206/391 [==================================>..............................] Step: 352ms | Tot: 1m14s | Loss: 0.335 | Acc: 88.319% (23401/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.336 | Acc: 88.300% (23509/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.336 | Acc: 88.319% (23627/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.336 | Acc: 88.289% (23732/26880) 210/391 [==================================>..............................] Step: 350ms | Tot: 1m15s | Loss: 0.337 | Acc: 88.270% (23840/27008) 211/391 [===================================>.............................] Step: 372ms | Tot: 1m16s | Loss: 0.337 | Acc: 88.237% (23944/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.338 | Acc: 88.215% (24051/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.337 | Acc: 88.219% (24165/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.338 | Acc: 88.198% (24272/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.338 | Acc: 88.194% (24384/27648) 216/391 [===================================>.............................] Step: 346ms | Tot: 1m18s | Loss: 0.338 | Acc: 88.195% (24497/27776) 217/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.338 | Acc: 88.206% (24613/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.338 | Acc: 88.203% (24725/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.339 | Acc: 88.182% (24832/28160) 220/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.339 | Acc: 88.172% (24942/28288) 221/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.340 | Acc: 88.155% (25050/28416) 222/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.339 | Acc: 88.152% (25162/28544) 223/391 [=====================================>...........................] Step: 348ms | Tot: 1m20s | Loss: 0.340 | Acc: 88.138% (25271/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m20s | Loss: 0.339 | Acc: 88.149% (25387/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.340 | Acc: 88.122% (25492/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.340 | Acc: 88.119% (25604/29056) 227/391 [=====================================>...........................] Step: 348ms | Tot: 1m22s | Loss: 0.340 | Acc: 88.120% (25717/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.340 | Acc: 88.104% (25825/29312) 229/391 [======================================>..........................] Step: 369ms | Tot: 1m22s | Loss: 0.340 | Acc: 88.108% (25939/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.339 | Acc: 88.122% (26056/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.340 | Acc: 88.123% (26169/29696) 232/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.339 | Acc: 88.147% (26289/29824) 233/391 [======================================>..........................] Step: 353ms | Tot: 1m24s | Loss: 0.339 | Acc: 88.154% (26404/29952) 234/391 [======================================>..........................] Step: 353ms | Tot: 1m24s | Loss: 0.339 | Acc: 88.162% (26519/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m24s | Loss: 0.339 | Acc: 88.155% (26630/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.339 | Acc: 88.149% (26741/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.340 | Acc: 88.137% (26850/30464) 238/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.339 | Acc: 88.137% (26963/30592) 239/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.340 | Acc: 88.112% (27068/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.340 | Acc: 88.119% (27183/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.340 | Acc: 88.113% (27294/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.339 | Acc: 88.133% (27413/31104) 243/391 [========================================>........................] Step: 347ms | Tot: 1m27s | Loss: 0.339 | Acc: 88.137% (27527/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m28s | Loss: 0.339 | Acc: 88.135% (27639/31360) 245/391 [========================================>........................] Step: 352ms | Tot: 1m28s | Loss: 0.339 | Acc: 88.135% (27752/31488) 246/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.339 | Acc: 88.129% (27863/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m29s | Loss: 0.339 | Acc: 88.121% (27973/31744) 248/391 [=========================================>.......................] Step: 371ms | Tot: 1m29s | Loss: 0.339 | Acc: 88.131% (28089/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.340 | Acc: 88.103% (28193/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.340 | Acc: 88.079% (28298/32128) 251/391 [=========================================>.......................] Step: 349ms | Tot: 1m30s | Loss: 0.340 | Acc: 88.089% (28414/32256) 252/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.341 | Acc: 88.087% (28526/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m31s | Loss: 0.341 | Acc: 88.066% (28632/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.341 | Acc: 88.064% (28744/32640) 255/391 [==========================================>......................] Step: 348ms | Tot: 1m32s | Loss: 0.341 | Acc: 88.058% (28855/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.341 | Acc: 88.059% (28968/32896) 257/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.341 | Acc: 88.057% (29080/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.341 | Acc: 88.055% (29192/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m33s | Loss: 0.341 | Acc: 88.053% (29304/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.341 | Acc: 88.054% (29417/33408) 261/391 [===========================================>.....................] Step: 352ms | Tot: 1m34s | Loss: 0.341 | Acc: 88.049% (29528/33536) 262/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.341 | Acc: 88.047% (29640/33664) 263/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.341 | Acc: 88.059% (29757/33792) 264/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.341 | Acc: 88.045% (29865/33920) 265/391 [============================================>....................] Step: 380ms | Tot: 1m35s | Loss: 0.341 | Acc: 88.040% (29976/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.342 | Acc: 88.035% (30087/34176) 267/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.341 | Acc: 88.048% (30204/34304) 268/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.341 | Acc: 88.055% (30319/34432) 269/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.341 | Acc: 88.050% (30430/34560) 270/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.342 | Acc: 88.036% (30538/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m37s | Loss: 0.342 | Acc: 88.017% (30644/34816) 272/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.342 | Acc: 88.018% (30757/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.342 | Acc: 88.005% (30865/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.342 | Acc: 87.997% (30975/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.342 | Acc: 88.010% (31092/35328) 276/391 [=============================================>...................] Step: 354ms | Tot: 1m39s | Loss: 0.342 | Acc: 87.996% (31200/35456) 277/391 [==============================================>..................] Step: 346ms | Tot: 1m39s | Loss: 0.342 | Acc: 88.011% (31318/35584) 278/391 [==============================================>..................] Step: 352ms | Tot: 1m40s | Loss: 0.343 | Acc: 88.001% (31427/35712) 279/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.343 | Acc: 87.999% (31539/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.342 | Acc: 88.006% (31654/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.342 | Acc: 88.015% (31770/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.342 | Acc: 88.022% (31885/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.342 | Acc: 88.034% (32002/36352) 284/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.342 | Acc: 88.037% (32116/36480) 285/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.342 | Acc: 88.035% (32228/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.342 | Acc: 88.034% (32340/36736) 287/391 [===============================================>.................] Step: 343ms | Tot: 1m43s | Loss: 0.342 | Acc: 88.029% (32451/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m43s | Loss: 0.342 | Acc: 88.022% (32561/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.343 | Acc: 88.012% (32670/37120) 290/391 [================================================>................] Step: 355ms | Tot: 1m44s | Loss: 0.343 | Acc: 88.005% (32780/37248) 291/391 [================================================>................] Step: 355ms | Tot: 1m44s | Loss: 0.343 | Acc: 87.992% (32888/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.344 | Acc: 87.972% (32993/37504) 293/391 [================================================>................] Step: 350ms | Tot: 1m45s | Loss: 0.344 | Acc: 87.968% (33104/37632) 294/391 [================================================>................] Step: 353ms | Tot: 1m46s | Loss: 0.344 | Acc: 87.966% (33216/37760) 295/391 [=================================================>...............] Step: 366ms | Tot: 1m46s | Loss: 0.344 | Acc: 87.965% (33328/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m46s | Loss: 0.343 | Acc: 87.973% (33444/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.344 | Acc: 87.969% (33555/38144) 298/391 [=================================================>...............] Step: 350ms | Tot: 1m47s | Loss: 0.344 | Acc: 87.952% (33661/38272) 299/391 [=================================================>...............] Step: 350ms | Tot: 1m47s | Loss: 0.344 | Acc: 87.964% (33778/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.344 | Acc: 87.975% (33895/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m48s | Loss: 0.344 | Acc: 87.989% (34013/38656) 302/391 [==================================================>..............] Step: 346ms | Tot: 1m48s | Loss: 0.344 | Acc: 87.985% (34124/38784) 303/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.344 | Acc: 87.965% (34229/38912) 304/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.344 | Acc: 87.959% (34339/39040) 305/391 [==================================================>..............] Step: 348ms | Tot: 1m49s | Loss: 0.344 | Acc: 87.952% (34449/39168) 306/391 [==================================================>..............] Step: 353ms | Tot: 1m50s | Loss: 0.344 | Acc: 87.950% (34561/39296) 307/391 [===================================================>.............] Step: 352ms | Tot: 1m50s | Loss: 0.345 | Acc: 87.929% (34665/39424) 308/391 [===================================================>.............] Step: 347ms | Tot: 1m51s | Loss: 0.345 | Acc: 87.935% (34780/39552) 309/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.345 | Acc: 87.946% (34897/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.344 | Acc: 87.955% (35013/39808) 311/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.344 | Acc: 87.943% (35121/39936) 312/391 [===================================================>.............] Step: 349ms | Tot: 1m52s | Loss: 0.345 | Acc: 87.944% (35234/40064) 313/391 [====================================================>............] Step: 346ms | Tot: 1m52s | Loss: 0.345 | Acc: 87.933% (35342/40192) 314/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.345 | Acc: 87.924% (35451/40320) 315/391 [====================================================>............] Step: 351ms | Tot: 1m53s | Loss: 0.345 | Acc: 87.915% (35560/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.345 | Acc: 87.926% (35677/40576) 317/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.345 | Acc: 87.915% (35785/40704) 318/391 [====================================================>............] Step: 350ms | Tot: 1m54s | Loss: 0.346 | Acc: 87.909% (35895/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m54s | Loss: 0.345 | Acc: 87.910% (36008/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m55s | Loss: 0.346 | Acc: 87.906% (36119/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.346 | Acc: 87.905% (36231/41216) 322/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.346 | Acc: 87.894% (36339/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.346 | Acc: 87.905% (36456/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.345 | Acc: 87.911% (36571/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m57s | Loss: 0.345 | Acc: 87.917% (36686/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.345 | Acc: 87.913% (36797/41856) 327/391 [======================================================>..........] Step: 352ms | Tot: 1m57s | Loss: 0.345 | Acc: 87.910% (36908/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.345 | Acc: 87.911% (37021/42112) 329/391 [======================================================>..........] Step: 350ms | Tot: 1m58s | Loss: 0.346 | Acc: 87.895% (37127/42240) 330/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.346 | Acc: 87.882% (37234/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 1m59s | Loss: 0.346 | Acc: 87.879% (37345/42496) 332/391 [=======================================================>.........] Step: 390ms | Tot: 1m59s | Loss: 0.346 | Acc: 87.885% (37460/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 1m59s | Loss: 0.346 | Acc: 87.867% (37565/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m355ms | Loss: 0.346 | Acc: 87.864% (37676/42880) 335/391 [=======================================================>.........] Step: 348ms | Tot: 2m704ms | Loss: 0.346 | Acc: 87.853% (37784/43008) 336/391 [=======================================================>.........] Step: 350ms | Tot: 2m1s | Loss: 0.346 | Acc: 87.850% (37895/43136) 337/391 [========================================================>........] Step: 376ms | Tot: 2m1s | Loss: 0.346 | Acc: 87.844% (38005/43264) 338/391 [========================================================>........] Step: 353ms | Tot: 2m1s | Loss: 0.346 | Acc: 87.855% (38122/43392) 339/391 [========================================================>........] Step: 347ms | Tot: 2m2s | Loss: 0.347 | Acc: 87.831% (38224/43520) 340/391 [========================================================>........] Step: 346ms | Tot: 2m2s | Loss: 0.347 | Acc: 87.834% (38338/43648) 341/391 [========================================================>........] Step: 348ms | Tot: 2m2s | Loss: 0.346 | Acc: 87.831% (38449/43776) 342/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.347 | Acc: 87.830% (38561/43904) 343/391 [=========================================================>.......] Step: 351ms | Tot: 2m3s | Loss: 0.347 | Acc: 87.822% (38670/44032) 344/391 [=========================================================>.......] Step: 345ms | Tot: 2m3s | Loss: 0.347 | Acc: 87.812% (38778/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.347 | Acc: 87.814% (38891/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.347 | Acc: 87.817% (39005/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.347 | Acc: 87.810% (39114/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.347 | Acc: 87.827% (39234/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m5s | Loss: 0.347 | Acc: 87.830% (39348/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.347 | Acc: 87.845% (39467/44928) 351/391 [==========================================================>......] Step: 363ms | Tot: 2m6s | Loss: 0.347 | Acc: 87.851% (39582/45056) 352/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.347 | Acc: 87.843% (39691/45184) 353/391 [==========================================================>......] Step: 380ms | Tot: 2m7s | Loss: 0.347 | Acc: 87.831% (39798/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.347 | Acc: 87.817% (39904/45440) 355/391 [===========================================================>.....] Step: 367ms | Tot: 2m7s | Loss: 0.347 | Acc: 87.825% (40020/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m8s | Loss: 0.348 | Acc: 87.815% (40128/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m8s | Loss: 0.348 | Acc: 87.816% (40241/45824) 358/391 [===========================================================>.....] Step: 369ms | Tot: 2m8s | Loss: 0.348 | Acc: 87.809% (40350/45952) 359/391 [===========================================================>.....] Step: 378ms | Tot: 2m9s | Loss: 0.348 | Acc: 87.806% (40461/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.348 | Acc: 87.818% (40579/46208) 361/391 [============================================================>....] Step: 386ms | Tot: 2m10s | Loss: 0.348 | Acc: 87.815% (40690/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.348 | Acc: 87.816% (40803/46464) 363/391 [============================================================>....] Step: 351ms | Tot: 2m10s | Loss: 0.348 | Acc: 87.824% (40919/46592) 364/391 [============================================================>....] Step: 379ms | Tot: 2m11s | Loss: 0.348 | Acc: 87.825% (41032/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.348 | Acc: 87.842% (41152/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.348 | Acc: 87.849% (41268/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.347 | Acc: 87.850% (41381/47104) 368/391 [=============================================================>...] Step: 345ms | Tot: 2m12s | Loss: 0.348 | Acc: 87.851% (41494/47232) 369/391 [=============================================================>...] Step: 352ms | Tot: 2m12s | Loss: 0.348 | Acc: 87.857% (41609/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.348 | Acc: 87.858% (41722/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.348 | Acc: 87.861% (41836/47616) 372/391 [=============================================================>...] Step: 348ms | Tot: 2m14s | Loss: 0.348 | Acc: 87.871% (41953/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m14s | Loss: 0.348 | Acc: 87.872% (42066/47872) 374/391 [==============================================================>..] Step: 351ms | Tot: 2m14s | Loss: 0.347 | Acc: 87.883% (42184/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.347 | Acc: 87.880% (42295/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.347 | Acc: 87.877% (42406/48256) 377/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.348 | Acc: 87.872% (42516/48384) 378/391 [==============================================================>..] Step: 352ms | Tot: 2m16s | Loss: 0.348 | Acc: 87.871% (42628/48512) 379/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.348 | Acc: 87.874% (42742/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m16s | Loss: 0.348 | Acc: 87.875% (42855/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.348 | Acc: 87.878% (42969/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.348 | Acc: 87.881% (43083/49024) 383/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.348 | Acc: 87.882% (43196/49152) 384/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.348 | Acc: 87.888% (43311/49280) 385/391 [================================================================>] Step: 353ms | Tot: 2m18s | Loss: 0.348 | Acc: 87.874% (43417/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.347 | Acc: 87.886% (43535/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.347 | Acc: 87.889% (43649/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.347 | Acc: 87.888% (43761/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.347 | Acc: 87.901% (43880/49920) 390/391 [================================================================>] Step: 329ms | Tot: 2m20s | Loss: 0.347 | Acc: 87.894% (43947/50000) 391/391 + [>................................................................] Step: 461ms | Tot: 2ms | Loss: 0.309 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 299ms | Tot: 302ms | Loss: 0.371 | Acc: 88.000% (176/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 597ms | Loss: 0.398 | Acc: 86.000% (258/300) 3/100 [=>...............................................................] Step: 289ms | Tot: 886ms | Loss: 0.386 | Acc: 86.250% (345/400) 4/100 [==>..............................................................] Step: 285ms | Tot: 1s171ms | Loss: 0.427 | Acc: 85.400% (427/500) 5/100 [===>.............................................................] Step: 284ms | Tot: 1s456ms | Loss: 0.405 | Acc: 86.167% (517/600) 6/100 [===>.............................................................] Step: 287ms | Tot: 1s744ms | Loss: 0.402 | Acc: 86.286% (604/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s41ms | Loss: 0.405 | Acc: 86.250% (690/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s349ms | Loss: 0.431 | Acc: 85.889% (773/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s649ms | Loss: 0.429 | Acc: 85.800% (858/1000) 10/100 [======>..........................................................] Step: 287ms | Tot: 2s937ms | Loss: 0.425 | Acc: 86.091% (947/1100) 11/100 [=======>.........................................................] Step: 293ms | Tot: 3s230ms | Loss: 0.424 | Acc: 86.167% (1034/1200) 12/100 [=======>.........................................................] Step: 285ms | Tot: 3s515ms | Loss: 0.414 | Acc: 86.462% (1124/1300) 13/100 [========>........................................................] Step: 284ms | Tot: 3s800ms | Loss: 0.410 | Acc: 86.571% (1212/1400) 14/100 [=========>.......................................................] Step: 295ms | Tot: 4s96ms | Loss: 0.408 | Acc: 86.667% (1300/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s396ms | Loss: 0.406 | Acc: 86.750% (1388/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s698ms | Loss: 0.407 | Acc: 86.882% (1477/1700) 17/100 [===========>.....................................................] Step: 293ms | Tot: 4s991ms | Loss: 0.405 | Acc: 86.722% (1561/1800) 18/100 [===========>.....................................................] Step: 299ms | Tot: 5s291ms | Loss: 0.410 | Acc: 86.579% (1645/1900) 19/100 [============>....................................................] Step: 301ms | Tot: 5s592ms | Loss: 0.413 | Acc: 86.400% (1728/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 5s895ms | Loss: 0.414 | Acc: 86.286% (1812/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s197ms | Loss: 0.411 | Acc: 86.318% (1899/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s496ms | Loss: 0.417 | Acc: 86.087% (1980/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s797ms | Loss: 0.420 | Acc: 86.083% (2066/2400) 24/100 [===============>.................................................] Step: 296ms | Tot: 7s94ms | Loss: 0.425 | Acc: 86.040% (2151/2500) 25/100 [================>................................................] Step: 295ms | Tot: 7s390ms | Loss: 0.429 | Acc: 86.000% (2236/2600) 26/100 [================>................................................] Step: 297ms | Tot: 7s687ms | Loss: 0.424 | Acc: 86.111% (2325/2700) 27/100 [=================>...............................................] Step: 295ms | Tot: 7s982ms | Loss: 0.425 | Acc: 86.214% (2414/2800) 28/100 [==================>..............................................] Step: 317ms | Tot: 8s300ms | Loss: 0.425 | Acc: 86.241% (2501/2900) 29/100 [==================>..............................................] Step: 339ms | Tot: 8s639ms | Loss: 0.425 | Acc: 86.300% (2589/3000) 30/100 [===================>.............................................] Step: 314ms | Tot: 8s954ms | Loss: 0.426 | Acc: 86.258% (2674/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s254ms | Loss: 0.426 | Acc: 86.344% (2763/3200) 32/100 [====================>............................................] Step: 296ms | Tot: 9s550ms | Loss: 0.427 | Acc: 86.333% (2849/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 9s850ms | Loss: 0.425 | Acc: 86.294% (2934/3400) 34/100 [======================>..........................................] Step: 297ms | Tot: 10s148ms | Loss: 0.429 | Acc: 86.143% (3015/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s459ms | Loss: 0.428 | Acc: 86.111% (3100/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 10s773ms | Loss: 0.431 | Acc: 86.027% (3183/3700) 37/100 [========================>........................................] Step: 293ms | Tot: 11s66ms | Loss: 0.431 | Acc: 86.000% (3268/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s368ms | Loss: 0.428 | Acc: 86.026% (3355/3900) 39/100 [=========================>.......................................] Step: 294ms | Tot: 11s662ms | Loss: 0.428 | Acc: 86.050% (3442/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 11s963ms | Loss: 0.429 | Acc: 86.024% (3527/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s269ms | Loss: 0.429 | Acc: 86.095% (3616/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s573ms | Loss: 0.426 | Acc: 86.209% (3707/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 12s873ms | Loss: 0.428 | Acc: 86.114% (3789/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s174ms | Loss: 0.429 | Acc: 86.111% (3875/4500) 45/100 [=============================>...................................] Step: 297ms | Tot: 13s471ms | Loss: 0.432 | Acc: 86.022% (3957/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 13s774ms | Loss: 0.431 | Acc: 86.106% (4047/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s74ms | Loss: 0.432 | Acc: 86.062% (4131/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s385ms | Loss: 0.430 | Acc: 86.143% (4221/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 14s690ms | Loss: 0.432 | Acc: 86.100% (4305/5000) 50/100 [================================>................................] Step: 297ms | Tot: 14s987ms | Loss: 0.432 | Acc: 86.098% (4391/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s292ms | Loss: 0.433 | Acc: 86.096% (4477/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s596ms | Loss: 0.434 | Acc: 85.962% (4556/5300) 53/100 [==================================>..............................] Step: 296ms | Tot: 15s892ms | Loss: 0.434 | Acc: 86.000% (4644/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s202ms | Loss: 0.435 | Acc: 85.982% (4729/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s507ms | Loss: 0.437 | Acc: 86.036% (4818/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 16s814ms | Loss: 0.438 | Acc: 85.947% (4899/5700) 57/100 [=====================================>...........................] Step: 294ms | Tot: 17s108ms | Loss: 0.437 | Acc: 86.000% (4988/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s409ms | Loss: 0.436 | Acc: 86.017% (5075/5900) 59/100 [======================================>..........................] Step: 297ms | Tot: 17s706ms | Loss: 0.439 | Acc: 85.900% (5154/6000) 60/100 [=======================================>.........................] Step: 296ms | Tot: 18s3ms | Loss: 0.440 | Acc: 85.984% (5245/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s315ms | Loss: 0.439 | Acc: 86.000% (5332/6200) 62/100 [========================================>........................] Step: 296ms | Tot: 18s611ms | Loss: 0.439 | Acc: 86.000% (5418/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 18s917ms | Loss: 0.438 | Acc: 86.000% (5504/6400) 64/100 [=========================================>.......................] Step: 313ms | Tot: 19s230ms | Loss: 0.440 | Acc: 85.969% (5588/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s542ms | Loss: 0.441 | Acc: 85.924% (5671/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 19s849ms | Loss: 0.439 | Acc: 85.955% (5759/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s163ms | Loss: 0.441 | Acc: 85.897% (5841/6800) 68/100 [============================================>....................] Step: 311ms | Tot: 20s474ms | Loss: 0.440 | Acc: 85.971% (5932/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 20s785ms | Loss: 0.442 | Acc: 85.943% (6016/7000) 70/100 [=============================================>...................] Step: 324ms | Tot: 21s109ms | Loss: 0.443 | Acc: 85.944% (6102/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s416ms | Loss: 0.441 | Acc: 85.972% (6190/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 21s720ms | Loss: 0.440 | Acc: 85.986% (6277/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s22ms | Loss: 0.439 | Acc: 86.000% (6364/7400) 74/100 [================================================>................] Step: 313ms | Tot: 22s335ms | Loss: 0.441 | Acc: 85.947% (6446/7500) 75/100 [================================================>................] Step: 301ms | Tot: 22s637ms | Loss: 0.440 | Acc: 85.961% (6533/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 22s939ms | Loss: 0.440 | Acc: 85.922% (6616/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s239ms | Loss: 0.440 | Acc: 85.872% (6698/7800) 78/100 [==================================================>..............] Step: 294ms | Tot: 23s534ms | Loss: 0.440 | Acc: 85.886% (6785/7900) 79/100 [===================================================>.............] Step: 296ms | Tot: 23s831ms | Loss: 0.439 | Acc: 85.850% (6868/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s132ms | Loss: 0.438 | Acc: 85.901% (6958/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s440ms | Loss: 0.438 | Acc: 85.866% (7041/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 24s745ms | Loss: 0.438 | Acc: 85.867% (7127/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s47ms | Loss: 0.437 | Acc: 85.845% (7211/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s351ms | Loss: 0.440 | Acc: 85.729% (7287/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 25s652ms | Loss: 0.440 | Acc: 85.733% (7373/8600) 86/100 [=======================================================>.........] Step: 299ms | Tot: 25s951ms | Loss: 0.440 | Acc: 85.747% (7460/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s258ms | Loss: 0.439 | Acc: 85.761% (7547/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s562ms | Loss: 0.440 | Acc: 85.730% (7630/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 26s863ms | Loss: 0.440 | Acc: 85.756% (7718/9000) 90/100 [==========================================================>......] Step: 291ms | Tot: 27s155ms | Loss: 0.439 | Acc: 85.758% (7804/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s452ms | Loss: 0.436 | Acc: 85.837% (7897/9200) 92/100 [===========================================================>.....] Step: 295ms | Tot: 27s748ms | Loss: 0.435 | Acc: 85.839% (7983/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s50ms | Loss: 0.437 | Acc: 85.787% (8064/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s354ms | Loss: 0.436 | Acc: 85.821% (8153/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 28s657ms | Loss: 0.435 | Acc: 85.854% (8242/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 28s955ms | Loss: 0.434 | Acc: 85.887% (8331/9700) 97/100 [===============================================================>.] Step: 297ms | Tot: 29s253ms | Loss: 0.434 | Acc: 85.888% (8417/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 29s550ms | Loss: 0.434 | Acc: 85.859% (8500/9900) 99/100 [================================================================>] Step: 291ms | Tot: 29s841ms | Loss: 0.434 | Acc: 85.870% (8587/10000) 100/100 +Saving.. + +Epoch: 94 + [>................................................................] Step: 750ms | Tot: 2ms | Loss: 0.294 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 379ms | Tot: 381ms | Loss: 0.291 | Acc: 91.797% (235/256) 2/391 [>................................................................] Step: 378ms | Tot: 760ms | Loss: 0.308 | Acc: 90.625% (348/384) 3/391 [>................................................................] Step: 363ms | Tot: 1s124ms | Loss: 0.338 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s494ms | Loss: 0.324 | Acc: 89.531% (573/640) 5/391 [>................................................................] Step: 378ms | Tot: 1s873ms | Loss: 0.312 | Acc: 89.844% (690/768) 6/391 [>................................................................] Step: 357ms | Tot: 2s230ms | Loss: 0.314 | Acc: 89.621% (803/896) 7/391 [=>...............................................................] Step: 351ms | Tot: 2s582ms | Loss: 0.316 | Acc: 89.453% (916/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s944ms | Loss: 0.312 | Acc: 89.670% (1033/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s307ms | Loss: 0.308 | Acc: 89.531% (1146/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s677ms | Loss: 0.312 | Acc: 89.276% (1257/1408) 11/391 [=>...............................................................] Step: 365ms | Tot: 4s43ms | Loss: 0.312 | Acc: 89.258% (1371/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s403ms | Loss: 0.313 | Acc: 89.183% (1484/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s765ms | Loss: 0.313 | Acc: 89.007% (1595/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s133ms | Loss: 0.311 | Acc: 89.167% (1712/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s489ms | Loss: 0.306 | Acc: 89.355% (1830/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s851ms | Loss: 0.305 | Acc: 89.338% (1944/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s212ms | Loss: 0.301 | Acc: 89.627% (2065/2304) 18/391 [==>..............................................................] Step: 351ms | Tot: 6s563ms | Loss: 0.308 | Acc: 89.309% (2172/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s924ms | Loss: 0.305 | Acc: 89.414% (2289/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s284ms | Loss: 0.306 | Acc: 89.323% (2401/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s651ms | Loss: 0.310 | Acc: 89.169% (2511/2816) 22/391 [===>.............................................................] Step: 406ms | Tot: 8s57ms | Loss: 0.314 | Acc: 89.062% (2622/2944) 23/391 [===>.............................................................] Step: 399ms | Tot: 8s456ms | Loss: 0.315 | Acc: 89.062% (2736/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s821ms | Loss: 0.316 | Acc: 89.125% (2852/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s178ms | Loss: 0.316 | Acc: 89.093% (2965/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s535ms | Loss: 0.313 | Acc: 89.207% (3083/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s900ms | Loss: 0.317 | Acc: 89.118% (3194/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s271ms | Loss: 0.316 | Acc: 89.170% (3310/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s633ms | Loss: 0.316 | Acc: 89.141% (3423/3840) 30/391 [====>............................................................] Step: 351ms | Tot: 10s985ms | Loss: 0.317 | Acc: 89.088% (3535/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s343ms | Loss: 0.317 | Acc: 89.087% (3649/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s708ms | Loss: 0.318 | Acc: 89.134% (3765/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s64ms | Loss: 0.316 | Acc: 89.223% (3883/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s420ms | Loss: 0.316 | Acc: 89.196% (3996/4480) 35/391 [=====>...........................................................] Step: 353ms | Tot: 12s773ms | Loss: 0.314 | Acc: 89.258% (4113/4608) 36/391 [=====>...........................................................] Step: 350ms | Tot: 13s124ms | Loss: 0.317 | Acc: 89.189% (4224/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s482ms | Loss: 0.318 | Acc: 89.104% (4334/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s851ms | Loss: 0.318 | Acc: 89.143% (4450/4992) 39/391 [======>..........................................................] Step: 369ms | Tot: 14s221ms | Loss: 0.319 | Acc: 89.102% (4562/5120) 40/391 [======>..........................................................] Step: 350ms | Tot: 14s571ms | Loss: 0.319 | Acc: 89.043% (4673/5248) 41/391 [======>..........................................................] Step: 354ms | Tot: 14s926ms | Loss: 0.322 | Acc: 88.839% (4776/5376) 42/391 [======>..........................................................] Step: 355ms | Tot: 15s282ms | Loss: 0.322 | Acc: 88.826% (4889/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s647ms | Loss: 0.325 | Acc: 88.743% (4998/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 16s2ms | Loss: 0.326 | Acc: 88.698% (5109/5760) 45/391 [=======>.........................................................] Step: 351ms | Tot: 16s353ms | Loss: 0.324 | Acc: 88.825% (5230/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s714ms | Loss: 0.323 | Acc: 88.830% (5344/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s74ms | Loss: 0.325 | Acc: 88.656% (5447/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s433ms | Loss: 0.325 | Acc: 88.648% (5560/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 17s800ms | Loss: 0.329 | Acc: 88.562% (5668/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s158ms | Loss: 0.332 | Acc: 88.434% (5773/6528) 51/391 [========>........................................................] Step: 353ms | Tot: 18s512ms | Loss: 0.332 | Acc: 88.431% (5886/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 18s871ms | Loss: 0.331 | Acc: 88.458% (6001/6784) 53/391 [========>........................................................] Step: 350ms | Tot: 19s221ms | Loss: 0.332 | Acc: 88.411% (6111/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s583ms | Loss: 0.333 | Acc: 88.366% (6221/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 19s948ms | Loss: 0.334 | Acc: 88.253% (6326/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s310ms | Loss: 0.334 | Acc: 88.268% (6440/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s674ms | Loss: 0.334 | Acc: 88.214% (6549/7424) 58/391 [=========>.......................................................] Step: 378ms | Tot: 21s52ms | Loss: 0.334 | Acc: 88.228% (6663/7552) 59/391 [=========>.......................................................] Step: 374ms | Tot: 21s427ms | Loss: 0.334 | Acc: 88.229% (6776/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s791ms | Loss: 0.334 | Acc: 88.243% (6890/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s153ms | Loss: 0.334 | Acc: 88.269% (7005/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s510ms | Loss: 0.333 | Acc: 88.306% (7121/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 22s874ms | Loss: 0.333 | Acc: 88.306% (7234/8192) 64/391 [==========>......................................................] Step: 376ms | Tot: 23s250ms | Loss: 0.333 | Acc: 88.305% (7347/8320) 65/391 [==========>......................................................] Step: 376ms | Tot: 23s627ms | Loss: 0.334 | Acc: 88.198% (7451/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 23s992ms | Loss: 0.333 | Acc: 88.235% (7567/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s351ms | Loss: 0.333 | Acc: 88.212% (7678/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s708ms | Loss: 0.333 | Acc: 88.157% (7786/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s71ms | Loss: 0.333 | Acc: 88.181% (7901/8960) 70/391 [===========>.....................................................] Step: 349ms | Tot: 25s421ms | Loss: 0.333 | Acc: 88.160% (8012/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 25s783ms | Loss: 0.332 | Acc: 88.184% (8127/9216) 72/391 [===========>.....................................................] Step: 354ms | Tot: 26s138ms | Loss: 0.334 | Acc: 88.131% (8235/9344) 73/391 [============>....................................................] Step: 350ms | Tot: 26s488ms | Loss: 0.333 | Acc: 88.176% (8352/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 26s850ms | Loss: 0.332 | Acc: 88.219% (8469/9600) 75/391 [============>....................................................] Step: 352ms | Tot: 27s203ms | Loss: 0.332 | Acc: 88.250% (8585/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s565ms | Loss: 0.332 | Acc: 88.220% (8695/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 27s932ms | Loss: 0.332 | Acc: 88.211% (8807/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s288ms | Loss: 0.332 | Acc: 88.222% (8921/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s643ms | Loss: 0.332 | Acc: 88.203% (9032/10240) 80/391 [=============>...................................................] Step: 352ms | Tot: 28s996ms | Loss: 0.331 | Acc: 88.262% (9151/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 29s354ms | Loss: 0.332 | Acc: 88.253% (9263/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 29s722ms | Loss: 0.332 | Acc: 88.262% (9377/10624) 83/391 [=============>...................................................] Step: 377ms | Tot: 30s100ms | Loss: 0.332 | Acc: 88.281% (9492/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s463ms | Loss: 0.331 | Acc: 88.281% (9605/10880) 85/391 [==============>..................................................] Step: 354ms | Tot: 30s817ms | Loss: 0.332 | Acc: 88.245% (9714/11008) 86/391 [==============>..................................................] Step: 348ms | Tot: 31s166ms | Loss: 0.331 | Acc: 88.254% (9828/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s527ms | Loss: 0.331 | Acc: 88.263% (9942/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 31s891ms | Loss: 0.330 | Acc: 88.290% (10058/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s259ms | Loss: 0.330 | Acc: 88.290% (10171/11520) 90/391 [==============>..................................................] Step: 354ms | Tot: 32s614ms | Loss: 0.329 | Acc: 88.324% (10288/11648) 91/391 [===============>.................................................] Step: 351ms | Tot: 32s965ms | Loss: 0.328 | Acc: 88.366% (10406/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s328ms | Loss: 0.329 | Acc: 88.323% (10514/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s697ms | Loss: 0.330 | Acc: 88.348% (10630/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s60ms | Loss: 0.330 | Acc: 88.347% (10743/12160) 95/391 [===============>.................................................] Step: 353ms | Tot: 34s413ms | Loss: 0.331 | Acc: 88.322% (10853/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s772ms | Loss: 0.331 | Acc: 88.338% (10968/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s136ms | Loss: 0.331 | Acc: 88.321% (11079/12544) 98/391 [================>................................................] Step: 352ms | Tot: 35s488ms | Loss: 0.331 | Acc: 88.321% (11192/12672) 99/391 [================>................................................] Step: 369ms | Tot: 35s858ms | Loss: 0.331 | Acc: 88.312% (11304/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s221ms | Loss: 0.332 | Acc: 88.320% (11418/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s586ms | Loss: 0.333 | Acc: 88.304% (11529/13056) 102/391 [================>................................................] Step: 347ms | Tot: 36s934ms | Loss: 0.332 | Acc: 88.296% (11641/13184) 103/391 [=================>...............................................] Step: 351ms | Tot: 37s285ms | Loss: 0.332 | Acc: 88.326% (11758/13312) 104/391 [=================>...............................................] Step: 374ms | Tot: 37s660ms | Loss: 0.332 | Acc: 88.304% (11868/13440) 105/391 [=================>...............................................] Step: 416ms | Tot: 38s76ms | Loss: 0.333 | Acc: 88.237% (11972/13568) 106/391 [=================>...............................................] Step: 387ms | Tot: 38s463ms | Loss: 0.335 | Acc: 88.223% (12083/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s825ms | Loss: 0.335 | Acc: 88.223% (12196/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s189ms | Loss: 0.337 | Acc: 88.217% (12308/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s554ms | Loss: 0.336 | Acc: 88.246% (12425/14080) 110/391 [==================>..............................................] Step: 376ms | Tot: 39s931ms | Loss: 0.336 | Acc: 88.239% (12537/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s298ms | Loss: 0.338 | Acc: 88.184% (12642/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s659ms | Loss: 0.338 | Acc: 88.184% (12755/14464) 113/391 [==================>..............................................] Step: 354ms | Tot: 41s14ms | Loss: 0.338 | Acc: 88.178% (12867/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s373ms | Loss: 0.338 | Acc: 88.207% (12984/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s734ms | Loss: 0.338 | Acc: 88.194% (13095/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s92ms | Loss: 0.338 | Acc: 88.181% (13206/14976) 117/391 [===================>.............................................] Step: 351ms | Tot: 42s443ms | Loss: 0.338 | Acc: 88.195% (13321/15104) 118/391 [===================>.............................................] Step: 357ms | Tot: 42s801ms | Loss: 0.338 | Acc: 88.183% (13432/15232) 119/391 [===================>.............................................] Step: 365ms | Tot: 43s167ms | Loss: 0.339 | Acc: 88.151% (13540/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s529ms | Loss: 0.340 | Acc: 88.126% (13649/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 43s890ms | Loss: 0.339 | Acc: 88.147% (13765/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s247ms | Loss: 0.339 | Acc: 88.161% (13880/15744) 123/391 [====================>............................................] Step: 354ms | Tot: 44s601ms | Loss: 0.339 | Acc: 88.162% (13993/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 44s966ms | Loss: 0.339 | Acc: 88.162% (14106/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s329ms | Loss: 0.339 | Acc: 88.132% (14214/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 45s695ms | Loss: 0.338 | Acc: 88.152% (14330/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s57ms | Loss: 0.338 | Acc: 88.153% (14443/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s415ms | Loss: 0.338 | Acc: 88.136% (14553/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 46s778ms | Loss: 0.338 | Acc: 88.131% (14665/16640) 130/391 [=====================>...........................................] Step: 353ms | Tot: 47s132ms | Loss: 0.338 | Acc: 88.120% (14776/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s492ms | Loss: 0.339 | Acc: 88.086% (14883/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 47s854ms | Loss: 0.338 | Acc: 88.082% (14995/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s210ms | Loss: 0.339 | Acc: 88.071% (15106/17152) 134/391 [======================>..........................................] Step: 353ms | Tot: 48s563ms | Loss: 0.339 | Acc: 88.061% (15217/17280) 135/391 [======================>..........................................] Step: 346ms | Tot: 48s910ms | Loss: 0.340 | Acc: 88.034% (15325/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s270ms | Loss: 0.340 | Acc: 88.042% (15439/17536) 137/391 [======================>..........................................] Step: 377ms | Tot: 49s647ms | Loss: 0.340 | Acc: 88.049% (15553/17664) 138/391 [======================>..........................................] Step: 372ms | Tot: 50s20ms | Loss: 0.341 | Acc: 88.028% (15662/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 50s377ms | Loss: 0.341 | Acc: 88.025% (15774/17920) 140/391 [=======================>.........................................] Step: 352ms | Tot: 50s729ms | Loss: 0.340 | Acc: 88.065% (15894/18048) 141/391 [=======================>.........................................] Step: 349ms | Tot: 51s78ms | Loss: 0.340 | Acc: 88.061% (16006/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s438ms | Loss: 0.340 | Acc: 88.079% (16122/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 51s805ms | Loss: 0.340 | Acc: 88.075% (16234/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s164ms | Loss: 0.341 | Acc: 88.077% (16347/18560) 145/391 [========================>........................................] Step: 354ms | Tot: 52s518ms | Loss: 0.340 | Acc: 88.099% (16464/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 52s883ms | Loss: 0.340 | Acc: 88.101% (16577/18816) 147/391 [========================>........................................] Step: 368ms | Tot: 53s252ms | Loss: 0.341 | Acc: 88.102% (16690/18944) 148/391 [========================>........................................] Step: 373ms | Tot: 53s626ms | Loss: 0.341 | Acc: 88.092% (16801/19072) 149/391 [========================>........................................] Step: 375ms | Tot: 54s1ms | Loss: 0.340 | Acc: 88.109% (16917/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s360ms | Loss: 0.341 | Acc: 88.111% (17030/19328) 151/391 [=========================>.......................................] Step: 369ms | Tot: 54s729ms | Loss: 0.341 | Acc: 88.091% (17139/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 55s96ms | Loss: 0.341 | Acc: 88.108% (17255/19584) 153/391 [=========================>.......................................] Step: 370ms | Tot: 55s466ms | Loss: 0.341 | Acc: 88.124% (17371/19712) 154/391 [=========================>.......................................] Step: 376ms | Tot: 55s842ms | Loss: 0.341 | Acc: 88.120% (17483/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s211ms | Loss: 0.341 | Acc: 88.111% (17594/19968) 156/391 [=========================>.......................................] Step: 351ms | Tot: 56s562ms | Loss: 0.341 | Acc: 88.092% (17703/20096) 157/391 [==========================>......................................] Step: 346ms | Tot: 56s909ms | Loss: 0.341 | Acc: 88.098% (17817/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s268ms | Loss: 0.341 | Acc: 88.104% (17931/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s630ms | Loss: 0.341 | Acc: 88.115% (18046/20480) 160/391 [==========================>......................................] Step: 350ms | Tot: 57s980ms | Loss: 0.341 | Acc: 88.121% (18160/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 58s333ms | Loss: 0.340 | Acc: 88.137% (18276/20736) 162/391 [==========================>......................................] Step: 353ms | Tot: 58s686ms | Loss: 0.340 | Acc: 88.137% (18389/20864) 163/391 [===========================>.....................................] Step: 351ms | Tot: 59s38ms | Loss: 0.339 | Acc: 88.157% (18506/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 59s405ms | Loss: 0.339 | Acc: 88.158% (18619/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 59s776ms | Loss: 0.340 | Acc: 88.159% (18732/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m142ms | Loss: 0.341 | Acc: 88.146% (18842/21376) 167/391 [===========================>.....................................] Step: 348ms | Tot: 1m490ms | Loss: 0.340 | Acc: 88.174% (18961/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m853ms | Loss: 0.341 | Acc: 88.161% (19071/21632) 169/391 [============================>....................................] Step: 368ms | Tot: 1m1s | Loss: 0.341 | Acc: 88.148% (19181/21760) 170/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.341 | Acc: 88.144% (19293/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.342 | Acc: 88.122% (19401/22016) 172/391 [============================>....................................] Step: 350ms | Tot: 1m2s | Loss: 0.341 | Acc: 88.114% (19512/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.341 | Acc: 88.133% (19629/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.342 | Acc: 88.116% (19738/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.341 | Acc: 88.135% (19855/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.341 | Acc: 88.144% (19970/22656) 177/391 [=============================>...................................] Step: 348ms | Tot: 1m4s | Loss: 0.341 | Acc: 88.123% (20078/22784) 178/391 [=============================>...................................] Step: 350ms | Tot: 1m4s | Loss: 0.342 | Acc: 88.098% (20185/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.342 | Acc: 88.095% (20297/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.342 | Acc: 88.100% (20411/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.342 | Acc: 88.101% (20524/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m5s | Loss: 0.342 | Acc: 88.072% (20630/23424) 183/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.342 | Acc: 88.069% (20742/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.342 | Acc: 88.083% (20858/23680) 185/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.343 | Acc: 88.059% (20965/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.343 | Acc: 88.026% (21070/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m7s | Loss: 0.343 | Acc: 88.032% (21184/24064) 188/391 [===============================>.................................] Step: 411ms | Tot: 1m8s | Loss: 0.344 | Acc: 88.004% (21290/24192) 189/391 [===============================>.................................] Step: 391ms | Tot: 1m8s | Loss: 0.344 | Acc: 88.010% (21404/24320) 190/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.343 | Acc: 88.044% (21525/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.062% (21642/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.079% (21759/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.076% (21871/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.341 | Acc: 88.089% (21987/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.342 | Acc: 88.074% (22096/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.342 | Acc: 88.075% (22209/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.341 | Acc: 88.080% (22323/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.341 | Acc: 88.081% (22436/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.341 | Acc: 88.082% (22549/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.342 | Acc: 88.071% (22659/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.342 | Acc: 88.057% (22768/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.342 | Acc: 88.073% (22885/25984) 203/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.342 | Acc: 88.078% (22999/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.342 | Acc: 88.083% (23113/26240) 205/391 [==================================>..............................] Step: 371ms | Tot: 1m14s | Loss: 0.342 | Acc: 88.084% (23226/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.342 | Acc: 88.089% (23340/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.342 | Acc: 88.082% (23451/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.342 | Acc: 88.079% (23563/26752) 209/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.342 | Acc: 88.077% (23675/26880) 210/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.342 | Acc: 88.074% (23787/27008) 211/391 [===================================>.............................] Step: 354ms | Tot: 1m16s | Loss: 0.342 | Acc: 88.097% (23906/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.343 | Acc: 88.083% (24015/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.342 | Acc: 88.088% (24129/27392) 214/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.342 | Acc: 88.100% (24245/27520) 215/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.342 | Acc: 88.115% (24362/27648) 216/391 [===================================>.............................] Step: 354ms | Tot: 1m18s | Loss: 0.341 | Acc: 88.123% (24477/27776) 217/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.342 | Acc: 88.095% (24582/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m18s | Loss: 0.343 | Acc: 88.092% (24694/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.343 | Acc: 88.082% (24804/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.343 | Acc: 88.094% (24920/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.343 | Acc: 88.091% (25032/28416) 222/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.343 | Acc: 88.092% (25145/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.343 | Acc: 88.096% (25259/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.343 | Acc: 88.111% (25376/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.343 | Acc: 88.098% (25485/28928) 226/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.343 | Acc: 88.099% (25598/29056) 227/391 [=====================================>...........................] Step: 352ms | Tot: 1m22s | Loss: 0.343 | Acc: 88.100% (25711/29184) 228/391 [=====================================>...........................] Step: 351ms | Tot: 1m22s | Loss: 0.343 | Acc: 88.097% (25823/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m22s | Loss: 0.343 | Acc: 88.108% (25939/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.343 | Acc: 88.102% (26050/29568) 231/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.344 | Acc: 88.096% (26161/29696) 232/391 [======================================>..........................] Step: 345ms | Tot: 1m23s | Loss: 0.344 | Acc: 88.083% (26270/29824) 233/391 [======================================>..........................] Step: 344ms | Tot: 1m24s | Loss: 0.344 | Acc: 88.098% (26387/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.344 | Acc: 88.082% (26495/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.344 | Acc: 88.096% (26612/30208) 236/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.344 | Acc: 88.093% (26724/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.344 | Acc: 88.084% (26834/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.343 | Acc: 88.101% (26952/30592) 239/391 [=======================================>.........................] Step: 376ms | Tot: 1m26s | Loss: 0.343 | Acc: 88.092% (27062/30720) 240/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.343 | Acc: 88.100% (27177/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.343 | Acc: 88.094% (27288/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.343 | Acc: 88.095% (27401/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.343 | Acc: 88.092% (27513/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.343 | Acc: 88.103% (27629/31360) 245/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.342 | Acc: 88.110% (27744/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.114% (27858/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.089% (27963/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.077% (28072/31872) 249/391 [=========================================>.......................] Step: 352ms | Tot: 1m30s | Loss: 0.342 | Acc: 88.081% (28186/32000) 250/391 [=========================================>.......................] Step: 350ms | Tot: 1m30s | Loss: 0.342 | Acc: 88.073% (28296/32128) 251/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.342 | Acc: 88.077% (28410/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.342 | Acc: 88.081% (28524/32384) 253/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.343 | Acc: 88.072% (28634/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.343 | Acc: 88.042% (28737/32640) 255/391 [==========================================>......................] Step: 349ms | Tot: 1m32s | Loss: 0.343 | Acc: 88.049% (28852/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.343 | Acc: 88.044% (28963/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.343 | Acc: 88.042% (29075/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.343 | Acc: 88.052% (29191/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m33s | Loss: 0.344 | Acc: 88.038% (29299/33280) 260/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.343 | Acc: 88.042% (29413/33408) 261/391 [===========================================>.....................] Step: 349ms | Tot: 1m34s | Loss: 0.343 | Acc: 88.052% (29529/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.344 | Acc: 88.035% (29636/33664) 263/391 [===========================================>.....................] Step: 379ms | Tot: 1m35s | Loss: 0.344 | Acc: 88.009% (29740/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.345 | Acc: 87.992% (29847/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m35s | Loss: 0.345 | Acc: 87.999% (29962/34048) 266/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.345 | Acc: 87.997% (30074/34176) 267/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.345 | Acc: 88.001% (30188/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.345 | Acc: 87.988% (30296/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.346 | Acc: 87.980% (30406/34560) 270/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.346 | Acc: 87.993% (30523/34688) 271/391 [=============================================>...................] Step: 408ms | Tot: 1m38s | Loss: 0.346 | Acc: 87.991% (30635/34816) 272/391 [=============================================>...................] Step: 376ms | Tot: 1m38s | Loss: 0.346 | Acc: 87.966% (30739/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.346 | Acc: 87.968% (30852/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.346 | Acc: 87.977% (30968/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.346 | Acc: 87.970% (31078/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.346 | Acc: 87.977% (31193/35456) 277/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.346 | Acc: 87.969% (31303/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.346 | Acc: 87.954% (31410/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.347 | Acc: 87.935% (31516/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.346 | Acc: 87.956% (31636/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.347 | Acc: 87.938% (31742/36096) 282/391 [==============================================>..................] Step: 349ms | Tot: 1m42s | Loss: 0.347 | Acc: 87.936% (31854/36224) 283/391 [===============================================>.................] Step: 350ms | Tot: 1m42s | Loss: 0.347 | Acc: 87.954% (31973/36352) 284/391 [===============================================>.................] Step: 367ms | Tot: 1m42s | Loss: 0.347 | Acc: 87.941% (32081/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.346 | Acc: 87.951% (32197/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.347 | Acc: 87.938% (32305/36736) 287/391 [===============================================>.................] Step: 354ms | Tot: 1m43s | Loss: 0.347 | Acc: 87.931% (32415/36864) 288/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.347 | Acc: 87.933% (32528/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.347 | Acc: 87.942% (32644/37120) 290/391 [================================================>................] Step: 376ms | Tot: 1m44s | Loss: 0.347 | Acc: 87.938% (32755/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.347 | Acc: 87.944% (32870/37376) 292/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.347 | Acc: 87.943% (32982/37504) 293/391 [================================================>................] Step: 352ms | Tot: 1m46s | Loss: 0.347 | Acc: 87.954% (33099/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.347 | Acc: 87.966% (33216/37760) 295/391 [=================================================>...............] Step: 366ms | Tot: 1m46s | Loss: 0.347 | Acc: 87.943% (33320/37888) 296/391 [=================================================>...............] Step: 353ms | Tot: 1m47s | Loss: 0.347 | Acc: 87.934% (33429/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.348 | Acc: 87.917% (33535/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.348 | Acc: 87.934% (33654/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.348 | Acc: 87.940% (33769/38400) 300/391 [=================================================>...............] Step: 353ms | Tot: 1m48s | Loss: 0.348 | Acc: 87.944% (33883/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m48s | Loss: 0.347 | Acc: 87.955% (34000/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.347 | Acc: 87.951% (34111/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.347 | Acc: 87.952% (34224/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.347 | Acc: 87.948% (34335/39040) 305/391 [==================================================>..............] Step: 347ms | Tot: 1m50s | Loss: 0.347 | Acc: 87.952% (34449/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.347 | Acc: 87.940% (34557/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.347 | Acc: 87.946% (34672/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.347 | Acc: 87.948% (34785/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m51s | Loss: 0.347 | Acc: 87.956% (34901/39680) 310/391 [===================================================>.............] Step: 351ms | Tot: 1m52s | Loss: 0.347 | Acc: 87.952% (35012/39808) 311/391 [===================================================>.............] Step: 350ms | Tot: 1m52s | Loss: 0.347 | Acc: 87.953% (35125/39936) 312/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.347 | Acc: 87.954% (35238/40064) 313/391 [====================================================>............] Step: 351ms | Tot: 1m53s | Loss: 0.348 | Acc: 87.935% (35343/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.347 | Acc: 87.946% (35460/40320) 315/391 [====================================================>............] Step: 350ms | Tot: 1m53s | Loss: 0.348 | Acc: 87.940% (35570/40448) 316/391 [====================================================>............] Step: 351ms | Tot: 1m54s | Loss: 0.348 | Acc: 87.919% (35674/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.348 | Acc: 87.915% (35785/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.348 | Acc: 87.916% (35898/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.348 | Acc: 87.922% (36013/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m55s | Loss: 0.348 | Acc: 87.928% (36128/41088) 321/391 [=====================================================>...........] Step: 350ms | Tot: 1m56s | Loss: 0.348 | Acc: 87.920% (36237/41216) 322/391 [=====================================================>...........] Step: 347ms | Tot: 1m56s | Loss: 0.348 | Acc: 87.933% (36355/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.348 | Acc: 87.929% (36466/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.348 | Acc: 87.935% (36581/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.348 | Acc: 87.934% (36693/41728) 326/391 [======================================================>..........] Step: 371ms | Tot: 1m57s | Loss: 0.348 | Acc: 87.942% (36809/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.348 | Acc: 87.948% (36924/41984) 328/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.348 | Acc: 87.956% (37040/42112) 329/391 [======================================================>..........] Step: 374ms | Tot: 1m59s | Loss: 0.348 | Acc: 87.950% (37150/42240) 330/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.348 | Acc: 87.953% (37264/42368) 331/391 [=======================================================>.........] Step: 375ms | Tot: 1m59s | Loss: 0.348 | Acc: 87.945% (37373/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m141ms | Loss: 0.349 | Acc: 87.948% (37487/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m502ms | Loss: 0.349 | Acc: 87.923% (37589/42752) 334/391 [=======================================================>.........] Step: 371ms | Tot: 2m873ms | Loss: 0.349 | Acc: 87.922% (37701/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.349 | Acc: 87.907% (37807/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.349 | Acc: 87.915% (37923/43136) 337/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.349 | Acc: 87.937% (38045/43264) 338/391 [========================================================>........] Step: 345ms | Tot: 2m2s | Loss: 0.349 | Acc: 87.922% (38151/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.349 | Acc: 87.920% (38263/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.349 | Acc: 87.931% (38380/43648) 341/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.348 | Acc: 87.927% (38491/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.348 | Acc: 87.926% (38603/43904) 343/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.348 | Acc: 87.929% (38717/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.348 | Acc: 87.935% (38832/44160) 345/391 [=========================================================>.......] Step: 371ms | Tot: 2m4s | Loss: 0.348 | Acc: 87.940% (38947/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.348 | Acc: 87.941% (39060/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.348 | Acc: 87.953% (39178/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.347 | Acc: 87.959% (39293/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.347 | Acc: 87.971% (39411/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.348 | Acc: 87.952% (39515/44928) 351/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.348 | Acc: 87.944% (39624/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.348 | Acc: 87.938% (39734/45184) 353/391 [==========================================================>......] Step: 380ms | Tot: 2m7s | Loss: 0.348 | Acc: 87.939% (39847/45312) 354/391 [==========================================================>......] Step: 421ms | Tot: 2m8s | Loss: 0.348 | Acc: 87.942% (39961/45440) 355/391 [===========================================================>.....] Step: 383ms | Tot: 2m8s | Loss: 0.348 | Acc: 87.945% (40075/45568) 356/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.348 | Acc: 87.949% (40189/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.348 | Acc: 87.950% (40302/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.347 | Acc: 87.953% (40416/45952) 359/391 [===========================================================>.....] Step: 374ms | Tot: 2m10s | Loss: 0.348 | Acc: 87.941% (40523/46080) 360/391 [===========================================================>.....] Step: 350ms | Tot: 2m10s | Loss: 0.348 | Acc: 87.928% (40630/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m10s | Loss: 0.348 | Acc: 87.934% (40745/46336) 362/391 [============================================================>....] Step: 370ms | Tot: 2m11s | Loss: 0.348 | Acc: 87.943% (40862/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.347 | Acc: 87.951% (40978/46592) 364/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.347 | Acc: 87.958% (41094/46720) 365/391 [============================================================>....] Step: 352ms | Tot: 2m12s | Loss: 0.347 | Acc: 87.970% (41212/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.347 | Acc: 87.975% (41327/46976) 367/391 [=============================================================>...] Step: 359ms | Tot: 2m12s | Loss: 0.347 | Acc: 87.982% (41443/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.347 | Acc: 87.974% (41552/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.347 | Acc: 87.981% (41668/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.347 | Acc: 87.978% (41779/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.347 | Acc: 87.987% (41896/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.347 | Acc: 87.978% (42004/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.347 | Acc: 87.985% (42120/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m15s | Loss: 0.347 | Acc: 87.977% (42229/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.347 | Acc: 87.978% (42342/48128) 376/391 [==============================================================>..] Step: 352ms | Tot: 2m16s | Loss: 0.347 | Acc: 87.983% (42457/48256) 377/391 [==============================================================>..] Step: 352ms | Tot: 2m16s | Loss: 0.347 | Acc: 87.986% (42571/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.347 | Acc: 87.984% (42683/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.347 | Acc: 87.961% (42784/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.347 | Acc: 87.968% (42900/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.347 | Acc: 87.964% (43011/48896) 382/391 [===============================================================>.] Step: 346ms | Tot: 2m18s | Loss: 0.347 | Acc: 87.971% (43127/49024) 383/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.347 | Acc: 87.972% (43240/49152) 384/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.347 | Acc: 87.985% (43359/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m19s | Loss: 0.347 | Acc: 87.984% (43471/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m19s | Loss: 0.347 | Acc: 87.956% (43570/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.347 | Acc: 87.945% (43677/49664) 388/391 [================================================================>] Step: 347ms | Tot: 2m20s | Loss: 0.347 | Acc: 87.954% (43794/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.347 | Acc: 87.965% (43912/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m21s | Loss: 0.347 | Acc: 87.970% (43985/50000) 391/391 + [>................................................................] Step: 481ms | Tot: 2ms | Loss: 0.426 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 300ms | Tot: 303ms | Loss: 0.492 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 599ms | Loss: 0.440 | Acc: 83.667% (251/300) 3/100 [=>...............................................................] Step: 284ms | Tot: 883ms | Loss: 0.416 | Acc: 85.000% (340/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s185ms | Loss: 0.418 | Acc: 85.400% (427/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s483ms | Loss: 0.396 | Acc: 86.000% (516/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s779ms | Loss: 0.399 | Acc: 85.857% (601/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s85ms | Loss: 0.415 | Acc: 84.375% (675/800) 8/100 [=====>...........................................................] Step: 294ms | Tot: 2s379ms | Loss: 0.435 | Acc: 84.333% (759/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s677ms | Loss: 0.433 | Acc: 84.500% (845/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 2s986ms | Loss: 0.429 | Acc: 84.636% (931/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s295ms | Loss: 0.427 | Acc: 84.750% (1017/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s601ms | Loss: 0.421 | Acc: 84.923% (1104/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s901ms | Loss: 0.421 | Acc: 85.071% (1191/1400) 14/100 [=========>.......................................................] Step: 310ms | Tot: 4s212ms | Loss: 0.412 | Acc: 85.400% (1281/1500) 15/100 [=========>.......................................................] Step: 296ms | Tot: 4s508ms | Loss: 0.417 | Acc: 85.250% (1364/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s809ms | Loss: 0.417 | Acc: 85.471% (1453/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s113ms | Loss: 0.418 | Acc: 85.444% (1538/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s419ms | Loss: 0.419 | Acc: 85.316% (1621/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s722ms | Loss: 0.426 | Acc: 85.300% (1706/2000) 20/100 [=============>...................................................] Step: 308ms | Tot: 6s30ms | Loss: 0.427 | Acc: 85.238% (1790/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s338ms | Loss: 0.434 | Acc: 85.136% (1873/2200) 22/100 [==============>..................................................] Step: 293ms | Tot: 6s631ms | Loss: 0.442 | Acc: 84.913% (1953/2300) 23/100 [==============>..................................................] Step: 300ms | Tot: 6s932ms | Loss: 0.445 | Acc: 84.833% (2036/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s234ms | Loss: 0.451 | Acc: 84.680% (2117/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s543ms | Loss: 0.456 | Acc: 84.577% (2199/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s847ms | Loss: 0.450 | Acc: 84.667% (2286/2700) 27/100 [=================>...............................................] Step: 317ms | Tot: 8s165ms | Loss: 0.452 | Acc: 84.571% (2368/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s476ms | Loss: 0.454 | Acc: 84.724% (2457/2900) 29/100 [==================>..............................................] Step: 313ms | Tot: 8s790ms | Loss: 0.456 | Acc: 84.700% (2541/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s101ms | Loss: 0.456 | Acc: 84.645% (2624/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s414ms | Loss: 0.453 | Acc: 84.750% (2712/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s722ms | Loss: 0.450 | Acc: 84.727% (2796/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s37ms | Loss: 0.450 | Acc: 84.618% (2877/3400) 34/100 [======================>..........................................] Step: 318ms | Tot: 10s355ms | Loss: 0.452 | Acc: 84.600% (2961/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s669ms | Loss: 0.449 | Acc: 84.722% (3050/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s978ms | Loss: 0.449 | Acc: 84.703% (3134/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s281ms | Loss: 0.450 | Acc: 84.737% (3220/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s591ms | Loss: 0.449 | Acc: 84.692% (3303/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s896ms | Loss: 0.451 | Acc: 84.625% (3385/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s203ms | Loss: 0.452 | Acc: 84.659% (3471/4100) 41/100 [==========================>......................................] Step: 296ms | Tot: 12s499ms | Loss: 0.457 | Acc: 84.619% (3554/4200) 42/100 [===========================>.....................................] Step: 293ms | Tot: 12s793ms | Loss: 0.453 | Acc: 84.744% (3644/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s105ms | Loss: 0.454 | Acc: 84.705% (3727/4400) 44/100 [============================>....................................] Step: 317ms | Tot: 13s423ms | Loss: 0.452 | Acc: 84.800% (3816/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s732ms | Loss: 0.452 | Acc: 84.783% (3900/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 14s36ms | Loss: 0.452 | Acc: 84.745% (3983/4700) 47/100 [==============================>..................................] Step: 299ms | Tot: 14s335ms | Loss: 0.454 | Acc: 84.604% (4061/4800) 48/100 [===============================>.................................] Step: 292ms | Tot: 14s628ms | Loss: 0.450 | Acc: 84.735% (4152/4900) 49/100 [===============================>.................................] Step: 299ms | Tot: 14s927ms | Loss: 0.451 | Acc: 84.680% (4234/5000) 50/100 [================================>................................] Step: 299ms | Tot: 15s227ms | Loss: 0.450 | Acc: 84.706% (4320/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s535ms | Loss: 0.449 | Acc: 84.769% (4408/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s842ms | Loss: 0.448 | Acc: 84.792% (4494/5300) 53/100 [==================================>..............................] Step: 333ms | Tot: 16s175ms | Loss: 0.448 | Acc: 84.833% (4581/5400) 54/100 [===================================>.............................] Step: 359ms | Tot: 16s535ms | Loss: 0.450 | Acc: 84.764% (4662/5500) 55/100 [===================================>.............................] Step: 325ms | Tot: 16s860ms | Loss: 0.450 | Acc: 84.804% (4749/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s163ms | Loss: 0.450 | Acc: 84.772% (4832/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s466ms | Loss: 0.449 | Acc: 84.828% (4920/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s770ms | Loss: 0.449 | Acc: 84.729% (4999/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s81ms | Loss: 0.452 | Acc: 84.633% (5078/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s388ms | Loss: 0.451 | Acc: 84.639% (5163/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s689ms | Loss: 0.451 | Acc: 84.645% (5248/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s990ms | Loss: 0.449 | Acc: 84.714% (5337/6300) 63/100 [========================================>........................] Step: 296ms | Tot: 19s286ms | Loss: 0.447 | Acc: 84.750% (5424/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s599ms | Loss: 0.448 | Acc: 84.708% (5506/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s905ms | Loss: 0.448 | Acc: 84.712% (5591/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s209ms | Loss: 0.446 | Acc: 84.746% (5678/6700) 67/100 [===========================================>.....................] Step: 299ms | Tot: 20s508ms | Loss: 0.448 | Acc: 84.750% (5763/6800) 68/100 [============================================>....................] Step: 295ms | Tot: 20s804ms | Loss: 0.446 | Acc: 84.841% (5854/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s107ms | Loss: 0.448 | Acc: 84.743% (5932/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s411ms | Loss: 0.449 | Acc: 84.718% (6015/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s721ms | Loss: 0.449 | Acc: 84.694% (6098/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s26ms | Loss: 0.447 | Acc: 84.726% (6185/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s328ms | Loss: 0.448 | Acc: 84.743% (6271/7400) 74/100 [================================================>................] Step: 299ms | Tot: 22s628ms | Loss: 0.449 | Acc: 84.707% (6353/7500) 75/100 [================================================>................] Step: 298ms | Tot: 22s926ms | Loss: 0.448 | Acc: 84.763% (6442/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s240ms | Loss: 0.447 | Acc: 84.779% (6528/7700) 77/100 [==================================================>..............] Step: 316ms | Tot: 23s556ms | Loss: 0.448 | Acc: 84.744% (6610/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s858ms | Loss: 0.445 | Acc: 84.759% (6696/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s167ms | Loss: 0.445 | Acc: 84.800% (6784/8000) 80/100 [====================================================>............] Step: 294ms | Tot: 24s461ms | Loss: 0.444 | Acc: 84.840% (6872/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s762ms | Loss: 0.443 | Acc: 84.866% (6959/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s65ms | Loss: 0.444 | Acc: 84.855% (7043/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s369ms | Loss: 0.444 | Acc: 84.845% (7127/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s679ms | Loss: 0.447 | Acc: 84.765% (7205/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 25s990ms | Loss: 0.448 | Acc: 84.733% (7287/8600) 86/100 [=======================================================>.........] Step: 297ms | Tot: 26s288ms | Loss: 0.448 | Acc: 84.770% (7375/8700) 87/100 [========================================================>........] Step: 296ms | Tot: 26s585ms | Loss: 0.447 | Acc: 84.773% (7460/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 26s886ms | Loss: 0.448 | Acc: 84.775% (7545/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s191ms | Loss: 0.447 | Acc: 84.800% (7632/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s496ms | Loss: 0.445 | Acc: 84.802% (7717/9100) 91/100 [===========================================================>.....] Step: 300ms | Tot: 27s797ms | Loss: 0.444 | Acc: 84.837% (7805/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s107ms | Loss: 0.444 | Acc: 84.860% (7892/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s412ms | Loss: 0.444 | Acc: 84.840% (7975/9400) 94/100 [=============================================================>...] Step: 294ms | Tot: 28s707ms | Loss: 0.443 | Acc: 84.853% (8061/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s13ms | Loss: 0.443 | Acc: 84.833% (8144/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s318ms | Loss: 0.443 | Acc: 84.845% (8230/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s624ms | Loss: 0.443 | Acc: 84.857% (8316/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 29s928ms | Loss: 0.443 | Acc: 84.859% (8401/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s229ms | Loss: 0.442 | Acc: 84.870% (8487/10000) 100/100 + +Epoch: 95 + [>................................................................] Step: 595ms | Tot: 2ms | Loss: 0.398 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 393ms | Tot: 395ms | Loss: 0.336 | Acc: 88.281% (226/256) 2/391 [>................................................................] Step: 371ms | Tot: 766ms | Loss: 0.334 | Acc: 88.281% (339/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s134ms | Loss: 0.333 | Acc: 88.867% (455/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s501ms | Loss: 0.353 | Acc: 87.969% (563/640) 5/391 [>................................................................] Step: 359ms | Tot: 1s861ms | Loss: 0.350 | Acc: 88.021% (676/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s220ms | Loss: 0.345 | Acc: 87.835% (787/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s585ms | Loss: 0.337 | Acc: 88.281% (904/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 2s944ms | Loss: 0.338 | Acc: 88.455% (1019/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s306ms | Loss: 0.335 | Acc: 88.594% (1134/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s669ms | Loss: 0.336 | Acc: 88.707% (1249/1408) 11/391 [=>...............................................................] Step: 351ms | Tot: 4s20ms | Loss: 0.332 | Acc: 88.932% (1366/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s378ms | Loss: 0.334 | Acc: 88.642% (1475/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s737ms | Loss: 0.335 | Acc: 88.616% (1588/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s99ms | Loss: 0.331 | Acc: 88.698% (1703/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s468ms | Loss: 0.336 | Acc: 88.477% (1812/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s827ms | Loss: 0.332 | Acc: 88.649% (1929/2176) 17/391 [==>..............................................................] Step: 357ms | Tot: 6s185ms | Loss: 0.330 | Acc: 88.628% (2042/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s544ms | Loss: 0.327 | Acc: 88.816% (2160/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s904ms | Loss: 0.326 | Acc: 88.867% (2275/2560) 20/391 [===>.............................................................] Step: 380ms | Tot: 7s285ms | Loss: 0.334 | Acc: 88.690% (2384/2688) 21/391 [===>.............................................................] Step: 369ms | Tot: 7s654ms | Loss: 0.333 | Acc: 88.814% (2501/2816) 22/391 [===>.............................................................] Step: 353ms | Tot: 8s8ms | Loss: 0.332 | Acc: 88.655% (2610/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s368ms | Loss: 0.331 | Acc: 88.704% (2725/3072) 24/391 [===>.............................................................] Step: 347ms | Tot: 8s715ms | Loss: 0.331 | Acc: 88.688% (2838/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s73ms | Loss: 0.327 | Acc: 88.762% (2954/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s440ms | Loss: 0.325 | Acc: 88.802% (3069/3456) 27/391 [====>............................................................] Step: 346ms | Tot: 9s787ms | Loss: 0.326 | Acc: 88.783% (3182/3584) 28/391 [====>............................................................] Step: 360ms | Tot: 10s148ms | Loss: 0.324 | Acc: 88.874% (3299/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s512ms | Loss: 0.322 | Acc: 88.880% (3413/3840) 30/391 [====>............................................................] Step: 377ms | Tot: 10s889ms | Loss: 0.325 | Acc: 88.836% (3525/3968) 31/391 [=====>...........................................................] Step: 370ms | Tot: 11s259ms | Loss: 0.324 | Acc: 88.843% (3639/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s619ms | Loss: 0.324 | Acc: 88.920% (3756/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 11s976ms | Loss: 0.325 | Acc: 88.879% (3868/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s337ms | Loss: 0.327 | Acc: 88.884% (3982/4480) 35/391 [=====>...........................................................] Step: 377ms | Tot: 12s714ms | Loss: 0.330 | Acc: 88.824% (4093/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s73ms | Loss: 0.328 | Acc: 88.809% (4206/4736) 37/391 [======>..........................................................] Step: 354ms | Tot: 13s427ms | Loss: 0.327 | Acc: 88.898% (4324/4864) 38/391 [======>..........................................................] Step: 346ms | Tot: 13s774ms | Loss: 0.326 | Acc: 88.942% (4440/4992) 39/391 [======>..........................................................] Step: 347ms | Tot: 14s121ms | Loss: 0.328 | Acc: 88.887% (4551/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s479ms | Loss: 0.329 | Acc: 88.910% (4666/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 14s840ms | Loss: 0.330 | Acc: 88.839% (4776/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s197ms | Loss: 0.331 | Acc: 88.935% (4895/5504) 43/391 [=======>.........................................................] Step: 419ms | Tot: 15s616ms | Loss: 0.329 | Acc: 89.080% (5017/5632) 44/391 [=======>.........................................................] Step: 386ms | Tot: 16s3ms | Loss: 0.329 | Acc: 89.045% (5129/5760) 45/391 [=======>.........................................................] Step: 355ms | Tot: 16s358ms | Loss: 0.327 | Acc: 89.181% (5251/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s721ms | Loss: 0.328 | Acc: 89.162% (5364/6016) 47/391 [=======>.........................................................] Step: 355ms | Tot: 17s77ms | Loss: 0.328 | Acc: 89.193% (5480/6144) 48/391 [=======>.........................................................] Step: 371ms | Tot: 17s449ms | Loss: 0.329 | Acc: 89.110% (5589/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 17s813ms | Loss: 0.330 | Acc: 89.125% (5704/6400) 50/391 [========>........................................................] Step: 353ms | Tot: 18s167ms | Loss: 0.330 | Acc: 89.078% (5815/6528) 51/391 [========>........................................................] Step: 351ms | Tot: 18s518ms | Loss: 0.331 | Acc: 89.032% (5926/6656) 52/391 [========>........................................................] Step: 368ms | Tot: 18s886ms | Loss: 0.332 | Acc: 88.945% (6034/6784) 53/391 [========>........................................................] Step: 372ms | Tot: 19s258ms | Loss: 0.332 | Acc: 88.918% (6146/6912) 54/391 [========>........................................................] Step: 353ms | Tot: 19s612ms | Loss: 0.333 | Acc: 88.864% (6256/7040) 55/391 [=========>.......................................................] Step: 346ms | Tot: 19s959ms | Loss: 0.335 | Acc: 88.728% (6360/7168) 56/391 [=========>.......................................................] Step: 354ms | Tot: 20s313ms | Loss: 0.336 | Acc: 88.651% (6468/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s670ms | Loss: 0.336 | Acc: 88.645% (6581/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s28ms | Loss: 0.337 | Acc: 88.612% (6692/7552) 59/391 [=========>.......................................................] Step: 356ms | Tot: 21s384ms | Loss: 0.338 | Acc: 88.568% (6802/7680) 60/391 [=========>.......................................................] Step: 351ms | Tot: 21s736ms | Loss: 0.338 | Acc: 88.525% (6912/7808) 61/391 [==========>......................................................] Step: 352ms | Tot: 22s88ms | Loss: 0.341 | Acc: 88.445% (7019/7936) 62/391 [==========>......................................................] Step: 376ms | Tot: 22s465ms | Loss: 0.339 | Acc: 88.517% (7138/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 22s833ms | Loss: 0.340 | Acc: 88.538% (7253/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s190ms | Loss: 0.341 | Acc: 88.474% (7361/8320) 65/391 [==========>......................................................] Step: 350ms | Tot: 23s541ms | Loss: 0.342 | Acc: 88.435% (7471/8448) 66/391 [==========>......................................................] Step: 350ms | Tot: 23s891ms | Loss: 0.343 | Acc: 88.375% (7579/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s249ms | Loss: 0.344 | Acc: 88.327% (7688/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s612ms | Loss: 0.346 | Acc: 88.304% (7799/8832) 69/391 [===========>.....................................................] Step: 353ms | Tot: 24s965ms | Loss: 0.346 | Acc: 88.326% (7914/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s329ms | Loss: 0.347 | Acc: 88.270% (8022/9088) 71/391 [===========>.....................................................] Step: 350ms | Tot: 25s680ms | Loss: 0.346 | Acc: 88.303% (8138/9216) 72/391 [===========>.....................................................] Step: 354ms | Tot: 26s34ms | Loss: 0.348 | Acc: 88.238% (8245/9344) 73/391 [============>....................................................] Step: 351ms | Tot: 26s385ms | Loss: 0.346 | Acc: 88.302% (8364/9472) 74/391 [============>....................................................] Step: 355ms | Tot: 26s741ms | Loss: 0.346 | Acc: 88.312% (8478/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s100ms | Loss: 0.345 | Acc: 88.353% (8595/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s463ms | Loss: 0.345 | Acc: 88.383% (8711/9856) 77/391 [============>....................................................] Step: 355ms | Tot: 27s819ms | Loss: 0.345 | Acc: 88.411% (8827/9984) 78/391 [============>....................................................] Step: 347ms | Tot: 28s166ms | Loss: 0.346 | Acc: 88.410% (8940/10112) 79/391 [=============>...................................................] Step: 384ms | Tot: 28s550ms | Loss: 0.347 | Acc: 88.369% (9049/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 28s917ms | Loss: 0.347 | Acc: 88.358% (9161/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s280ms | Loss: 0.349 | Acc: 88.310% (9269/10496) 82/391 [=============>...................................................] Step: 348ms | Tot: 29s629ms | Loss: 0.348 | Acc: 88.338% (9385/10624) 83/391 [=============>...................................................] Step: 353ms | Tot: 29s982ms | Loss: 0.348 | Acc: 88.309% (9495/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s350ms | Loss: 0.350 | Acc: 88.254% (9602/10880) 85/391 [==============>..................................................] Step: 358ms | Tot: 30s708ms | Loss: 0.350 | Acc: 88.245% (9714/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s66ms | Loss: 0.350 | Acc: 88.272% (9830/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s425ms | Loss: 0.350 | Acc: 88.281% (9944/11264) 88/391 [==============>..................................................] Step: 349ms | Tot: 31s774ms | Loss: 0.351 | Acc: 88.264% (10055/11392) 89/391 [==============>..................................................] Step: 351ms | Tot: 32s126ms | Loss: 0.350 | Acc: 88.290% (10171/11520) 90/391 [==============>..................................................] Step: 370ms | Tot: 32s496ms | Loss: 0.348 | Acc: 88.316% (10287/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 32s863ms | Loss: 0.347 | Acc: 88.332% (10402/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s222ms | Loss: 0.346 | Acc: 88.390% (10522/11904) 93/391 [===============>.................................................] Step: 356ms | Tot: 33s579ms | Loss: 0.345 | Acc: 88.423% (10639/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s930ms | Loss: 0.346 | Acc: 88.380% (10747/12160) 95/391 [===============>.................................................] Step: 356ms | Tot: 34s287ms | Loss: 0.346 | Acc: 88.403% (10863/12288) 96/391 [===============>.................................................] Step: 354ms | Tot: 34s642ms | Loss: 0.346 | Acc: 88.402% (10976/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s2ms | Loss: 0.345 | Acc: 88.409% (11090/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s369ms | Loss: 0.345 | Acc: 88.455% (11209/12672) 99/391 [================>................................................] Step: 353ms | Tot: 35s722ms | Loss: 0.344 | Acc: 88.477% (11325/12800) 100/391 [================>................................................] Step: 348ms | Tot: 36s70ms | Loss: 0.345 | Acc: 88.444% (11434/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s430ms | Loss: 0.346 | Acc: 88.396% (11541/13056) 102/391 [================>................................................] Step: 354ms | Tot: 36s784ms | Loss: 0.346 | Acc: 88.403% (11655/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s140ms | Loss: 0.346 | Acc: 88.409% (11769/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s501ms | Loss: 0.345 | Acc: 88.452% (11888/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 37s858ms | Loss: 0.345 | Acc: 88.495% (12007/13568) 106/391 [=================>...............................................] Step: 349ms | Tot: 38s208ms | Loss: 0.345 | Acc: 88.449% (12114/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s570ms | Loss: 0.345 | Acc: 88.455% (12228/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 38s933ms | Loss: 0.344 | Acc: 88.460% (12342/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s299ms | Loss: 0.344 | Acc: 88.487% (12459/14080) 110/391 [==================>..............................................] Step: 348ms | Tot: 39s647ms | Loss: 0.342 | Acc: 88.528% (12578/14208) 111/391 [==================>..............................................] Step: 347ms | Tot: 39s994ms | Loss: 0.342 | Acc: 88.574% (12698/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s355ms | Loss: 0.342 | Acc: 88.572% (12811/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 40s716ms | Loss: 0.341 | Acc: 88.603% (12929/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s73ms | Loss: 0.342 | Acc: 88.580% (13039/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 41s431ms | Loss: 0.340 | Acc: 88.631% (13160/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 41s791ms | Loss: 0.340 | Acc: 88.602% (13269/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s154ms | Loss: 0.340 | Acc: 88.592% (13381/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 42s522ms | Loss: 0.340 | Acc: 88.570% (13491/15232) 119/391 [===================>.............................................] Step: 369ms | Tot: 42s892ms | Loss: 0.340 | Acc: 88.555% (13602/15360) 120/391 [===================>.............................................] Step: 372ms | Tot: 43s264ms | Loss: 0.340 | Acc: 88.552% (13715/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 43s631ms | Loss: 0.340 | Acc: 88.537% (13826/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 43s995ms | Loss: 0.340 | Acc: 88.535% (13939/15744) 123/391 [====================>............................................] Step: 380ms | Tot: 44s376ms | Loss: 0.340 | Acc: 88.546% (14054/15872) 124/391 [====================>............................................] Step: 375ms | Tot: 44s751ms | Loss: 0.340 | Acc: 88.531% (14165/16000) 125/391 [====================>............................................] Step: 373ms | Tot: 45s125ms | Loss: 0.340 | Acc: 88.504% (14274/16128) 126/391 [====================>............................................] Step: 398ms | Tot: 45s523ms | Loss: 0.341 | Acc: 88.484% (14384/16256) 127/391 [=====================>...........................................] Step: 410ms | Tot: 45s933ms | Loss: 0.341 | Acc: 88.483% (14497/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 46s299ms | Loss: 0.341 | Acc: 88.463% (14607/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s659ms | Loss: 0.341 | Acc: 88.444% (14717/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s20ms | Loss: 0.341 | Acc: 88.418% (14826/16768) 131/391 [=====================>...........................................] Step: 366ms | Tot: 47s386ms | Loss: 0.341 | Acc: 88.394% (14935/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 47s747ms | Loss: 0.341 | Acc: 88.393% (15048/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s108ms | Loss: 0.341 | Acc: 88.404% (15163/17152) 134/391 [======================>..........................................] Step: 374ms | Tot: 48s482ms | Loss: 0.340 | Acc: 88.426% (15280/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 48s849ms | Loss: 0.340 | Acc: 88.425% (15393/17408) 136/391 [======================>..........................................] Step: 375ms | Tot: 49s225ms | Loss: 0.340 | Acc: 88.395% (15501/17536) 137/391 [======================>..........................................] Step: 351ms | Tot: 49s577ms | Loss: 0.340 | Acc: 88.417% (15618/17664) 138/391 [======================>..........................................] Step: 353ms | Tot: 49s930ms | Loss: 0.340 | Acc: 88.416% (15731/17792) 139/391 [=======================>.........................................] Step: 368ms | Tot: 50s298ms | Loss: 0.340 | Acc: 88.438% (15848/17920) 140/391 [=======================>.........................................] Step: 365ms | Tot: 50s663ms | Loss: 0.339 | Acc: 88.459% (15965/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s23ms | Loss: 0.339 | Acc: 88.468% (16080/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s388ms | Loss: 0.340 | Acc: 88.445% (16189/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 51s747ms | Loss: 0.340 | Acc: 88.433% (16300/18432) 144/391 [=======================>.........................................] Step: 356ms | Tot: 52s103ms | Loss: 0.339 | Acc: 88.438% (16414/18560) 145/391 [========================>........................................] Step: 370ms | Tot: 52s474ms | Loss: 0.339 | Acc: 88.458% (16531/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 52s840ms | Loss: 0.339 | Acc: 88.467% (16646/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s202ms | Loss: 0.338 | Acc: 88.482% (16762/18944) 148/391 [========================>........................................] Step: 356ms | Tot: 53s558ms | Loss: 0.339 | Acc: 88.460% (16871/19072) 149/391 [========================>........................................] Step: 353ms | Tot: 53s911ms | Loss: 0.338 | Acc: 88.469% (16986/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s277ms | Loss: 0.338 | Acc: 88.468% (17099/19328) 151/391 [=========================>.......................................] Step: 364ms | Tot: 54s642ms | Loss: 0.338 | Acc: 88.471% (17213/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 55s11ms | Loss: 0.338 | Acc: 88.470% (17326/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s377ms | Loss: 0.338 | Acc: 88.474% (17440/19712) 154/391 [=========================>.......................................] Step: 354ms | Tot: 55s731ms | Loss: 0.338 | Acc: 88.438% (17546/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 56s91ms | Loss: 0.338 | Acc: 88.442% (17660/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 56s458ms | Loss: 0.338 | Acc: 88.450% (17775/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 56s824ms | Loss: 0.338 | Acc: 88.439% (17886/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 57s185ms | Loss: 0.339 | Acc: 88.399% (17991/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s547ms | Loss: 0.339 | Acc: 88.384% (18101/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 57s909ms | Loss: 0.339 | Acc: 88.378% (18213/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 58s285ms | Loss: 0.339 | Acc: 88.368% (18324/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 58s651ms | Loss: 0.340 | Acc: 88.339% (18431/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s9ms | Loss: 0.340 | Acc: 88.296% (18535/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s374ms | Loss: 0.340 | Acc: 88.291% (18647/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 59s729ms | Loss: 0.340 | Acc: 88.295% (18761/21248) 166/391 [===========================>.....................................] Step: 353ms | Tot: 1m83ms | Loss: 0.340 | Acc: 88.286% (18872/21376) 167/391 [===========================>.....................................] Step: 381ms | Tot: 1m464ms | Loss: 0.341 | Acc: 88.272% (18982/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m827ms | Loss: 0.340 | Acc: 88.286% (19098/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.340 | Acc: 88.281% (19210/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.340 | Acc: 88.258% (19318/21888) 171/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.340 | Acc: 88.254% (19430/22016) 172/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.341 | Acc: 88.259% (19544/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.340 | Acc: 88.286% (19663/22272) 174/391 [============================>....................................] Step: 349ms | Tot: 1m2s | Loss: 0.340 | Acc: 88.326% (19785/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.339 | Acc: 88.339% (19901/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.340 | Acc: 88.330% (20012/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.340 | Acc: 88.325% (20124/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.340 | Acc: 88.334% (20239/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.339 | Acc: 88.351% (20356/23040) 180/391 [=============================>...................................] Step: 355ms | Tot: 1m5s | Loss: 0.339 | Acc: 88.329% (20464/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.339 | Acc: 88.328% (20577/23296) 182/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.339 | Acc: 88.337% (20692/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.339 | Acc: 88.341% (20806/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.339 | Acc: 88.353% (20922/23680) 185/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.338 | Acc: 88.378% (21041/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.339 | Acc: 88.352% (21148/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m7s | Loss: 0.340 | Acc: 88.323% (21254/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.340 | Acc: 88.323% (21367/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.340 | Acc: 88.298% (21474/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.341 | Acc: 88.289% (21585/24448) 191/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.340 | Acc: 88.306% (21702/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.341 | Acc: 88.297% (21813/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m9s | Loss: 0.340 | Acc: 88.317% (21931/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.340 | Acc: 88.317% (22044/24960) 195/391 [================================>................................] Step: 349ms | Tot: 1m10s | Loss: 0.340 | Acc: 88.309% (22155/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.340 | Acc: 88.337% (22275/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.339 | Acc: 88.325% (22385/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m11s | Loss: 0.339 | Acc: 88.328% (22499/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m11s | Loss: 0.339 | Acc: 88.332% (22613/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.339 | Acc: 88.347% (22730/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.339 | Acc: 88.339% (22841/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.339 | Acc: 88.331% (22952/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.339 | Acc: 88.320% (23062/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.339 | Acc: 88.327% (23177/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.339 | Acc: 88.312% (23286/26368) 206/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.340 | Acc: 88.304% (23397/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.340 | Acc: 88.315% (23513/26624) 208/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.340 | Acc: 88.289% (23619/26752) 209/391 [==================================>..............................] Step: 412ms | Tot: 1m15s | Loss: 0.340 | Acc: 88.304% (23736/26880) 210/391 [==================================>..............................] Step: 388ms | Tot: 1m16s | Loss: 0.340 | Acc: 88.315% (23852/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.341 | Acc: 88.318% (23966/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.341 | Acc: 88.307% (24076/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.341 | Acc: 88.314% (24191/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.341 | Acc: 88.332% (24309/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.340 | Acc: 88.354% (24428/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.340 | Acc: 88.364% (24544/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m18s | Loss: 0.340 | Acc: 88.353% (24654/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.341 | Acc: 88.342% (24764/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.342 | Acc: 88.303% (24866/28160) 220/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.342 | Acc: 88.299% (24978/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.341 | Acc: 88.323% (25098/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.341 | Acc: 88.337% (25215/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m20s | Loss: 0.341 | Acc: 88.330% (25326/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.342 | Acc: 88.330% (25439/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.342 | Acc: 88.337% (25554/28928) 226/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.342 | Acc: 88.316% (25661/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.342 | Acc: 88.309% (25772/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.342 | Acc: 88.298% (25882/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m22s | Loss: 0.342 | Acc: 88.322% (26002/29440) 230/391 [======================================>..........................] Step: 353ms | Tot: 1m23s | Loss: 0.342 | Acc: 88.329% (26117/29568) 231/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.342 | Acc: 88.325% (26229/29696) 232/391 [======================================>..........................] Step: 349ms | Tot: 1m23s | Loss: 0.342 | Acc: 88.301% (26335/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.342 | Acc: 88.315% (26452/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.342 | Acc: 88.308% (26563/30080) 235/391 [=======================================>.........................] Step: 349ms | Tot: 1m25s | Loss: 0.342 | Acc: 88.308% (26676/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.342 | Acc: 88.308% (26789/30336) 237/391 [=======================================>.........................] Step: 348ms | Tot: 1m25s | Loss: 0.342 | Acc: 88.317% (26905/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.342 | Acc: 88.304% (27014/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.343 | Acc: 88.291% (27123/30720) 240/391 [=======================================>.........................] Step: 351ms | Tot: 1m26s | Loss: 0.342 | Acc: 88.291% (27236/30848) 241/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.284% (27347/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.310% (27468/31104) 243/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.307% (27580/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.342 | Acc: 88.307% (27693/31360) 245/391 [========================================>........................] Step: 352ms | Tot: 1m28s | Loss: 0.342 | Acc: 88.316% (27809/31488) 246/391 [========================================>........................] Step: 352ms | Tot: 1m28s | Loss: 0.342 | Acc: 88.313% (27921/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.341 | Acc: 88.329% (28039/31744) 248/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.341 | Acc: 88.341% (28156/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.341 | Acc: 88.344% (28270/32000) 250/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.341 | Acc: 88.331% (28379/32128) 251/391 [=========================================>.......................] Step: 382ms | Tot: 1m30s | Loss: 0.341 | Acc: 88.331% (28492/32256) 252/391 [=========================================>.......................] Step: 344ms | Tot: 1m31s | Loss: 0.340 | Acc: 88.337% (28607/32384) 253/391 [==========================================>......................] Step: 350ms | Tot: 1m31s | Loss: 0.340 | Acc: 88.337% (28720/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m31s | Loss: 0.340 | Acc: 88.355% (28839/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.340 | Acc: 88.367% (28956/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.340 | Acc: 88.351% (29064/32896) 257/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.340 | Acc: 88.351% (29177/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.340 | Acc: 88.354% (29291/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.340 | Acc: 88.365% (29408/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m33s | Loss: 0.339 | Acc: 88.374% (29524/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.339 | Acc: 88.386% (29641/33536) 262/391 [===========================================>.....................] Step: 352ms | Tot: 1m34s | Loss: 0.339 | Acc: 88.394% (29757/33664) 263/391 [===========================================>.....................] Step: 345ms | Tot: 1m35s | Loss: 0.339 | Acc: 88.406% (29874/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.339 | Acc: 88.384% (29980/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.339 | Acc: 88.384% (30093/34048) 266/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.339 | Acc: 88.381% (30205/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.340 | Acc: 88.366% (30313/34304) 268/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.339 | Acc: 88.374% (30429/34432) 269/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.339 | Acc: 88.368% (30540/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.340 | Acc: 88.353% (30648/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m37s | Loss: 0.340 | Acc: 88.362% (30764/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m38s | Loss: 0.340 | Acc: 88.376% (30882/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.340 | Acc: 88.378% (30996/35072) 274/391 [=============================================>...................] Step: 350ms | Tot: 1m38s | Loss: 0.340 | Acc: 88.361% (31103/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.340 | Acc: 88.352% (31213/35328) 276/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.340 | Acc: 88.355% (31327/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.340 | Acc: 88.360% (31442/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.340 | Acc: 88.351% (31552/35712) 279/391 [==============================================>..................] Step: 348ms | Tot: 1m40s | Loss: 0.340 | Acc: 88.345% (31663/35840) 280/391 [==============================================>..................] Step: 346ms | Tot: 1m41s | Loss: 0.340 | Acc: 88.340% (31774/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.340 | Acc: 88.356% (31893/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.340 | Acc: 88.364% (32009/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.340 | Acc: 88.353% (32118/36352) 284/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.340 | Acc: 88.344% (32228/36480) 285/391 [===============================================>.................] Step: 355ms | Tot: 1m42s | Loss: 0.340 | Acc: 88.339% (32339/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.340 | Acc: 88.352% (32457/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.340 | Acc: 88.336% (32564/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.340 | Acc: 88.341% (32679/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.340 | Acc: 88.341% (32792/37120) 290/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.340 | Acc: 88.356% (32911/37248) 291/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.340 | Acc: 88.359% (33025/37376) 292/391 [================================================>................] Step: 393ms | Tot: 1m45s | Loss: 0.340 | Acc: 88.353% (33136/37504) 293/391 [================================================>................] Step: 419ms | Tot: 1m45s | Loss: 0.340 | Acc: 88.356% (33250/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.340 | Acc: 88.350% (33361/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.339 | Acc: 88.353% (33475/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.340 | Acc: 88.336% (33582/38016) 297/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.340 | Acc: 88.334% (33694/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.340 | Acc: 88.339% (33809/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.340 | Acc: 88.354% (33928/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.339 | Acc: 88.372% (34048/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.339 | Acc: 88.385% (34166/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.339 | Acc: 88.384% (34279/38784) 303/391 [==================================================>..............] Step: 374ms | Tot: 1m49s | Loss: 0.339 | Acc: 88.392% (34395/38912) 304/391 [==================================================>..............] Step: 373ms | Tot: 1m49s | Loss: 0.339 | Acc: 88.399% (34511/39040) 305/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.339 | Acc: 88.388% (34620/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.339 | Acc: 88.386% (34732/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.339 | Acc: 88.365% (34837/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.340 | Acc: 88.367% (34951/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.339 | Acc: 88.374% (35067/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.339 | Acc: 88.379% (35182/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.339 | Acc: 88.366% (35290/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.339 | Acc: 88.361% (35401/40064) 313/391 [====================================================>............] Step: 373ms | Tot: 1m53s | Loss: 0.340 | Acc: 88.338% (35505/40192) 314/391 [====================================================>............] Step: 371ms | Tot: 1m53s | Loss: 0.340 | Acc: 88.331% (35615/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m53s | Loss: 0.340 | Acc: 88.331% (35728/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.340 | Acc: 88.321% (35837/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.340 | Acc: 88.313% (35947/40704) 318/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.340 | Acc: 88.311% (36059/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m55s | Loss: 0.341 | Acc: 88.313% (36173/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m55s | Loss: 0.341 | Acc: 88.318% (36288/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.341 | Acc: 88.308% (36397/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.341 | Acc: 88.320% (36515/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.340 | Acc: 88.334% (36634/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.340 | Acc: 88.327% (36744/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m57s | Loss: 0.340 | Acc: 88.332% (36859/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m57s | Loss: 0.341 | Acc: 88.317% (36966/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.341 | Acc: 88.305% (37074/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.341 | Acc: 88.295% (37183/42112) 329/391 [======================================================>..........] Step: 345ms | Tot: 1m59s | Loss: 0.341 | Acc: 88.293% (37295/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.341 | Acc: 88.288% (37406/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 1m59s | Loss: 0.341 | Acc: 88.286% (37518/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m134ms | Loss: 0.341 | Acc: 88.286% (37631/42624) 333/391 [=======================================================>.........] Step: 353ms | Tot: 2m487ms | Loss: 0.341 | Acc: 88.277% (37740/42752) 334/391 [=======================================================>.........] Step: 356ms | Tot: 2m843ms | Loss: 0.341 | Acc: 88.277% (37853/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.341 | Acc: 88.267% (37962/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.341 | Acc: 88.267% (38075/43136) 337/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.341 | Acc: 88.272% (38190/43264) 338/391 [========================================================>........] Step: 354ms | Tot: 2m2s | Loss: 0.341 | Acc: 88.251% (38294/43392) 339/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.341 | Acc: 88.251% (38407/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.341 | Acc: 88.247% (38518/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.341 | Acc: 88.249% (38632/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.341 | Acc: 88.238% (38740/43904) 343/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.342 | Acc: 88.224% (38847/44032) 344/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.342 | Acc: 88.216% (38956/44160) 345/391 [=========================================================>.......] Step: 350ms | Tot: 2m4s | Loss: 0.342 | Acc: 88.229% (39075/44288) 346/391 [=========================================================>.......] Step: 350ms | Tot: 2m5s | Loss: 0.342 | Acc: 88.241% (39193/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.341 | Acc: 88.248% (39309/44544) 348/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.341 | Acc: 88.263% (39429/44672) 349/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.341 | Acc: 88.259% (39540/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.341 | Acc: 88.248% (39648/44928) 351/391 [==========================================================>......] Step: 354ms | Tot: 2m6s | Loss: 0.341 | Acc: 88.257% (39765/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.342 | Acc: 88.248% (39874/45184) 353/391 [==========================================================>......] Step: 354ms | Tot: 2m7s | Loss: 0.342 | Acc: 88.244% (39985/45312) 354/391 [==========================================================>......] Step: 353ms | Tot: 2m7s | Loss: 0.342 | Acc: 88.250% (40101/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m8s | Loss: 0.342 | Acc: 88.255% (40216/45568) 356/391 [===========================================================>.....] Step: 352ms | Tot: 2m8s | Loss: 0.342 | Acc: 88.259% (40331/45696) 357/391 [===========================================================>.....] Step: 351ms | Tot: 2m9s | Loss: 0.342 | Acc: 88.257% (40443/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.342 | Acc: 88.257% (40556/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.342 | Acc: 88.247% (40664/46080) 360/391 [===========================================================>.....] Step: 354ms | Tot: 2m10s | Loss: 0.342 | Acc: 88.244% (40776/46208) 361/391 [============================================================>....] Step: 353ms | Tot: 2m10s | Loss: 0.342 | Acc: 88.251% (40892/46336) 362/391 [============================================================>....] Step: 353ms | Tot: 2m10s | Loss: 0.342 | Acc: 88.253% (41006/46464) 363/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.342 | Acc: 88.271% (41127/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.342 | Acc: 88.266% (41238/46720) 365/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.342 | Acc: 88.273% (41354/46848) 366/391 [============================================================>....] Step: 351ms | Tot: 2m12s | Loss: 0.342 | Acc: 88.275% (41468/46976) 367/391 [=============================================================>...] Step: 353ms | Tot: 2m12s | Loss: 0.342 | Acc: 88.277% (41582/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.342 | Acc: 88.277% (41695/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.342 | Acc: 88.275% (41807/47360) 370/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.342 | Acc: 88.262% (41914/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.342 | Acc: 88.254% (42023/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.342 | Acc: 88.250% (42134/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m14s | Loss: 0.342 | Acc: 88.237% (42241/47872) 374/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.342 | Acc: 88.233% (42352/48000) 375/391 [==============================================================>..] Step: 403ms | Tot: 2m15s | Loss: 0.343 | Acc: 88.227% (42462/48128) 376/391 [==============================================================>..] Step: 400ms | Tot: 2m15s | Loss: 0.343 | Acc: 88.213% (42568/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.343 | Acc: 88.221% (42685/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.343 | Acc: 88.201% (42788/48512) 379/391 [===============================================================>.] Step: 350ms | Tot: 2m17s | Loss: 0.343 | Acc: 88.197% (42899/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.343 | Acc: 88.193% (43010/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.343 | Acc: 88.199% (43126/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.343 | Acc: 88.204% (43241/49024) 383/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.343 | Acc: 88.204% (43354/49152) 384/391 [===============================================================>.] Step: 350ms | Tot: 2m18s | Loss: 0.343 | Acc: 88.214% (43472/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.343 | Acc: 88.206% (43581/49408) 386/391 [================================================================>] Step: 381ms | Tot: 2m19s | Loss: 0.343 | Acc: 88.209% (43695/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m19s | Loss: 0.343 | Acc: 88.215% (43811/49664) 388/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.343 | Acc: 88.207% (43920/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.343 | Acc: 88.209% (44034/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m20s | Loss: 0.343 | Acc: 88.204% (44102/50000) 391/391 + [>................................................................] Step: 476ms | Tot: 2ms | Loss: 0.550 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 308ms | Tot: 310ms | Loss: 0.523 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 611ms | Loss: 0.514 | Acc: 83.333% (250/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 915ms | Loss: 0.513 | Acc: 83.250% (333/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s216ms | Loss: 0.509 | Acc: 83.000% (415/500) 5/100 [===>.............................................................] Step: 289ms | Tot: 1s505ms | Loss: 0.461 | Acc: 84.333% (506/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s801ms | Loss: 0.443 | Acc: 85.000% (595/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s103ms | Loss: 0.475 | Acc: 84.375% (675/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s411ms | Loss: 0.481 | Acc: 84.333% (759/900) 9/100 [=====>...........................................................] Step: 315ms | Tot: 2s726ms | Loss: 0.470 | Acc: 84.800% (848/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 3s27ms | Loss: 0.466 | Acc: 84.909% (934/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s330ms | Loss: 0.470 | Acc: 84.667% (1016/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s629ms | Loss: 0.463 | Acc: 84.692% (1101/1300) 13/100 [========>........................................................] Step: 316ms | Tot: 3s945ms | Loss: 0.458 | Acc: 84.786% (1187/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s251ms | Loss: 0.452 | Acc: 85.000% (1275/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s557ms | Loss: 0.459 | Acc: 84.625% (1354/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s867ms | Loss: 0.450 | Acc: 85.000% (1445/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s171ms | Loss: 0.461 | Acc: 84.667% (1524/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s473ms | Loss: 0.464 | Acc: 84.684% (1609/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s789ms | Loss: 0.462 | Acc: 84.700% (1694/2000) 20/100 [=============>...................................................] Step: 313ms | Tot: 6s102ms | Loss: 0.469 | Acc: 84.429% (1773/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s415ms | Loss: 0.464 | Acc: 84.455% (1858/2200) 22/100 [==============>..................................................] Step: 321ms | Tot: 6s736ms | Loss: 0.467 | Acc: 84.435% (1942/2300) 23/100 [==============>..................................................] Step: 298ms | Tot: 7s34ms | Loss: 0.471 | Acc: 84.292% (2023/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s337ms | Loss: 0.473 | Acc: 84.280% (2107/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s639ms | Loss: 0.480 | Acc: 84.154% (2188/2600) 26/100 [================>................................................] Step: 314ms | Tot: 7s954ms | Loss: 0.479 | Acc: 84.222% (2274/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s264ms | Loss: 0.480 | Acc: 84.179% (2357/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s570ms | Loss: 0.485 | Acc: 84.207% (2442/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s880ms | Loss: 0.482 | Acc: 84.267% (2528/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s182ms | Loss: 0.480 | Acc: 84.194% (2610/3100) 31/100 [====================>............................................] Step: 297ms | Tot: 9s480ms | Loss: 0.477 | Acc: 84.312% (2698/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s786ms | Loss: 0.475 | Acc: 84.303% (2782/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s90ms | Loss: 0.472 | Acc: 84.471% (2872/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s394ms | Loss: 0.478 | Acc: 84.343% (2952/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s700ms | Loss: 0.478 | Acc: 84.361% (3037/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 11s2ms | Loss: 0.478 | Acc: 84.324% (3120/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s302ms | Loss: 0.478 | Acc: 84.316% (3204/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s600ms | Loss: 0.478 | Acc: 84.359% (3290/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s908ms | Loss: 0.480 | Acc: 84.425% (3377/4000) 40/100 [==========================>......................................] Step: 332ms | Tot: 12s241ms | Loss: 0.480 | Acc: 84.439% (3462/4100) 41/100 [==========================>......................................] Step: 353ms | Tot: 12s594ms | Loss: 0.479 | Acc: 84.500% (3549/4200) 42/100 [===========================>.....................................] Step: 332ms | Tot: 12s927ms | Loss: 0.476 | Acc: 84.581% (3637/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s235ms | Loss: 0.475 | Acc: 84.614% (3723/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s536ms | Loss: 0.474 | Acc: 84.711% (3812/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s845ms | Loss: 0.472 | Acc: 84.826% (3902/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s150ms | Loss: 0.471 | Acc: 84.851% (3988/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s450ms | Loss: 0.472 | Acc: 84.792% (4070/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s759ms | Loss: 0.468 | Acc: 84.939% (4162/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 15s62ms | Loss: 0.469 | Acc: 84.940% (4247/5000) 50/100 [================================>................................] Step: 302ms | Tot: 15s364ms | Loss: 0.469 | Acc: 84.961% (4333/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s667ms | Loss: 0.470 | Acc: 84.942% (4417/5200) 52/100 [=================================>...............................] Step: 319ms | Tot: 15s986ms | Loss: 0.469 | Acc: 84.943% (4502/5300) 53/100 [==================================>..............................] Step: 316ms | Tot: 16s303ms | Loss: 0.467 | Acc: 85.037% (4592/5400) 54/100 [===================================>.............................] Step: 312ms | Tot: 16s615ms | Loss: 0.468 | Acc: 84.909% (4670/5500) 55/100 [===================================>.............................] Step: 316ms | Tot: 16s931ms | Loss: 0.468 | Acc: 84.946% (4757/5600) 56/100 [====================================>............................] Step: 292ms | Tot: 17s224ms | Loss: 0.469 | Acc: 84.877% (4838/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s525ms | Loss: 0.468 | Acc: 84.948% (4927/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s831ms | Loss: 0.470 | Acc: 84.864% (5007/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s138ms | Loss: 0.469 | Acc: 84.900% (5094/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s443ms | Loss: 0.468 | Acc: 84.967% (5183/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s754ms | Loss: 0.467 | Acc: 84.984% (5269/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 19s56ms | Loss: 0.465 | Acc: 85.000% (5355/6300) 63/100 [========================================>........................] Step: 296ms | Tot: 19s353ms | Loss: 0.462 | Acc: 85.078% (5445/6400) 64/100 [=========================================>.......................] Step: 298ms | Tot: 19s651ms | Loss: 0.464 | Acc: 85.031% (5527/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s953ms | Loss: 0.464 | Acc: 84.985% (5609/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s265ms | Loss: 0.460 | Acc: 85.104% (5702/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s568ms | Loss: 0.460 | Acc: 85.118% (5788/6800) 68/100 [============================================>....................] Step: 324ms | Tot: 20s893ms | Loss: 0.459 | Acc: 85.130% (5874/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s198ms | Loss: 0.460 | Acc: 85.086% (5956/7000) 70/100 [=============================================>...................] Step: 298ms | Tot: 21s496ms | Loss: 0.462 | Acc: 85.042% (6038/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s799ms | Loss: 0.461 | Acc: 85.097% (6127/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 22s108ms | Loss: 0.460 | Acc: 85.137% (6215/7300) 73/100 [===============================================>.................] Step: 315ms | Tot: 22s423ms | Loss: 0.460 | Acc: 85.122% (6299/7400) 74/100 [================================================>................] Step: 309ms | Tot: 22s733ms | Loss: 0.461 | Acc: 85.013% (6376/7500) 75/100 [================================================>................] Step: 298ms | Tot: 23s32ms | Loss: 0.462 | Acc: 85.039% (6463/7600) 76/100 [=================================================>...............] Step: 298ms | Tot: 23s330ms | Loss: 0.463 | Acc: 85.026% (6547/7700) 77/100 [==================================================>..............] Step: 301ms | Tot: 23s631ms | Loss: 0.464 | Acc: 85.051% (6634/7800) 78/100 [==================================================>..............] Step: 343ms | Tot: 23s975ms | Loss: 0.465 | Acc: 84.987% (6714/7900) 79/100 [===================================================>.............] Step: 363ms | Tot: 24s338ms | Loss: 0.464 | Acc: 84.975% (6798/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s648ms | Loss: 0.464 | Acc: 85.000% (6885/8100) 81/100 [====================================================>............] Step: 307ms | Tot: 24s955ms | Loss: 0.462 | Acc: 85.049% (6974/8200) 82/100 [=====================================================>...........] Step: 292ms | Tot: 25s248ms | Loss: 0.460 | Acc: 85.084% (7062/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s548ms | Loss: 0.460 | Acc: 85.071% (7146/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s857ms | Loss: 0.461 | Acc: 85.024% (7227/8500) 85/100 [=======================================================>.........] Step: 316ms | Tot: 26s174ms | Loss: 0.462 | Acc: 85.000% (7310/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s484ms | Loss: 0.461 | Acc: 85.023% (7397/8700) 87/100 [========================================================>........] Step: 322ms | Tot: 26s806ms | Loss: 0.461 | Acc: 85.023% (7482/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 27s105ms | Loss: 0.461 | Acc: 85.011% (7566/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s406ms | Loss: 0.463 | Acc: 84.989% (7649/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s710ms | Loss: 0.463 | Acc: 84.989% (7734/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s12ms | Loss: 0.462 | Acc: 85.033% (7823/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s323ms | Loss: 0.462 | Acc: 85.065% (7911/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s627ms | Loss: 0.462 | Acc: 85.053% (7995/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s935ms | Loss: 0.462 | Acc: 85.021% (8077/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 29s236ms | Loss: 0.461 | Acc: 85.073% (8167/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s539ms | Loss: 0.459 | Acc: 85.134% (8258/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s842ms | Loss: 0.459 | Acc: 85.143% (8344/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s152ms | Loss: 0.461 | Acc: 85.040% (8419/9900) 99/100 [================================================================>] Step: 313ms | Tot: 30s466ms | Loss: 0.461 | Acc: 85.070% (8507/10000) 100/100 + +Epoch: 96 + [>................................................................] Step: 627ms | Tot: 2ms | Loss: 0.250 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 392ms | Tot: 394ms | Loss: 0.289 | Acc: 90.234% (231/256) 2/391 [>................................................................] Step: 387ms | Tot: 782ms | Loss: 0.367 | Acc: 88.281% (339/384) 3/391 [>................................................................] Step: 388ms | Tot: 1s171ms | Loss: 0.331 | Acc: 89.453% (458/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s539ms | Loss: 0.345 | Acc: 88.438% (566/640) 5/391 [>................................................................] Step: 379ms | Tot: 1s919ms | Loss: 0.379 | Acc: 87.760% (674/768) 6/391 [>................................................................] Step: 353ms | Tot: 2s273ms | Loss: 0.378 | Acc: 87.723% (786/896) 7/391 [=>...............................................................] Step: 354ms | Tot: 2s627ms | Loss: 0.381 | Acc: 87.500% (896/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 2s987ms | Loss: 0.374 | Acc: 87.934% (1013/1152) 9/391 [=>...............................................................] Step: 353ms | Tot: 3s341ms | Loss: 0.366 | Acc: 87.969% (1126/1280) 10/391 [=>...............................................................] Step: 369ms | Tot: 3s710ms | Loss: 0.360 | Acc: 87.926% (1238/1408) 11/391 [=>...............................................................] Step: 351ms | Tot: 4s61ms | Loss: 0.354 | Acc: 88.151% (1354/1536) 12/391 [=>...............................................................] Step: 343ms | Tot: 4s405ms | Loss: 0.345 | Acc: 88.762% (1477/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s771ms | Loss: 0.345 | Acc: 88.895% (1593/1792) 14/391 [==>..............................................................] Step: 379ms | Tot: 5s151ms | Loss: 0.346 | Acc: 88.802% (1705/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s506ms | Loss: 0.351 | Acc: 88.623% (1815/2048) 16/391 [==>..............................................................] Step: 355ms | Tot: 5s861ms | Loss: 0.353 | Acc: 88.557% (1927/2176) 17/391 [==>..............................................................] Step: 352ms | Tot: 6s214ms | Loss: 0.354 | Acc: 88.455% (2038/2304) 18/391 [==>..............................................................] Step: 349ms | Tot: 6s563ms | Loss: 0.353 | Acc: 88.528% (2153/2432) 19/391 [===>.............................................................] Step: 349ms | Tot: 6s912ms | Loss: 0.354 | Acc: 88.438% (2264/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s271ms | Loss: 0.354 | Acc: 88.504% (2379/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s630ms | Loss: 0.355 | Acc: 88.459% (2491/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 7s986ms | Loss: 0.352 | Acc: 88.587% (2608/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s348ms | Loss: 0.352 | Acc: 88.477% (2718/3072) 24/391 [===>.............................................................] Step: 351ms | Tot: 8s699ms | Loss: 0.354 | Acc: 88.312% (2826/3200) 25/391 [====>............................................................] Step: 355ms | Tot: 9s55ms | Loss: 0.355 | Acc: 88.221% (2936/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s414ms | Loss: 0.356 | Acc: 88.194% (3048/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 9s783ms | Loss: 0.352 | Acc: 88.281% (3164/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s153ms | Loss: 0.352 | Acc: 88.416% (3282/3712) 29/391 [====>............................................................] Step: 348ms | Tot: 10s502ms | Loss: 0.352 | Acc: 88.359% (3393/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s859ms | Loss: 0.352 | Acc: 88.357% (3506/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s216ms | Loss: 0.357 | Acc: 88.281% (3616/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s582ms | Loss: 0.357 | Acc: 88.163% (3724/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 11s949ms | Loss: 0.359 | Acc: 88.074% (3833/4352) 34/391 [=====>...........................................................] Step: 349ms | Tot: 12s298ms | Loss: 0.357 | Acc: 88.170% (3950/4480) 35/391 [=====>...........................................................] Step: 348ms | Tot: 12s646ms | Loss: 0.358 | Acc: 88.216% (4065/4608) 36/391 [=====>...........................................................] Step: 348ms | Tot: 12s995ms | Loss: 0.357 | Acc: 88.281% (4181/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s351ms | Loss: 0.357 | Acc: 88.281% (4294/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s720ms | Loss: 0.356 | Acc: 88.201% (4403/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s75ms | Loss: 0.356 | Acc: 88.223% (4517/5120) 40/391 [======>..........................................................] Step: 351ms | Tot: 14s427ms | Loss: 0.354 | Acc: 88.319% (4635/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 14s792ms | Loss: 0.352 | Acc: 88.318% (4748/5376) 42/391 [======>..........................................................] Step: 358ms | Tot: 15s150ms | Loss: 0.354 | Acc: 88.172% (4853/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s509ms | Loss: 0.356 | Acc: 88.192% (4967/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 15s873ms | Loss: 0.355 | Acc: 88.229% (5082/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s230ms | Loss: 0.353 | Acc: 88.298% (5199/5888) 46/391 [=======>.........................................................] Step: 346ms | Tot: 16s577ms | Loss: 0.350 | Acc: 88.447% (5321/6016) 47/391 [=======>.........................................................] Step: 351ms | Tot: 16s929ms | Loss: 0.347 | Acc: 88.542% (5440/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s291ms | Loss: 0.345 | Acc: 88.616% (5558/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s651ms | Loss: 0.344 | Acc: 88.609% (5671/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s17ms | Loss: 0.343 | Acc: 88.618% (5785/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s374ms | Loss: 0.341 | Acc: 88.702% (5904/6656) 52/391 [========>........................................................] Step: 351ms | Tot: 18s726ms | Loss: 0.341 | Acc: 88.665% (6015/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s84ms | Loss: 0.339 | Acc: 88.701% (6131/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s441ms | Loss: 0.339 | Acc: 88.693% (6244/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 19s804ms | Loss: 0.339 | Acc: 88.714% (6359/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s164ms | Loss: 0.340 | Acc: 88.624% (6466/7296) 57/391 [=========>.......................................................] Step: 346ms | Tot: 20s511ms | Loss: 0.340 | Acc: 88.605% (6578/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 20s867ms | Loss: 0.339 | Acc: 88.612% (6692/7552) 59/391 [=========>.......................................................] Step: 368ms | Tot: 21s235ms | Loss: 0.340 | Acc: 88.620% (6806/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 21s600ms | Loss: 0.340 | Acc: 88.563% (6915/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 21s960ms | Loss: 0.340 | Acc: 88.558% (7028/7936) 62/391 [==========>......................................................] Step: 352ms | Tot: 22s313ms | Loss: 0.339 | Acc: 88.604% (7145/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 22s669ms | Loss: 0.339 | Acc: 88.574% (7256/8192) 64/391 [==========>......................................................] Step: 403ms | Tot: 23s73ms | Loss: 0.338 | Acc: 88.618% (7373/8320) 65/391 [==========>......................................................] Step: 389ms | Tot: 23s462ms | Loss: 0.340 | Acc: 88.518% (7478/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 23s831ms | Loss: 0.341 | Acc: 88.491% (7589/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 24s189ms | Loss: 0.339 | Acc: 88.557% (7708/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s547ms | Loss: 0.340 | Acc: 88.542% (7820/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 24s908ms | Loss: 0.341 | Acc: 88.460% (7926/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s271ms | Loss: 0.343 | Acc: 88.413% (8035/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 25s633ms | Loss: 0.343 | Acc: 88.422% (8149/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 25s992ms | Loss: 0.342 | Acc: 88.463% (8266/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s348ms | Loss: 0.341 | Acc: 88.514% (8384/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s706ms | Loss: 0.342 | Acc: 88.500% (8496/9600) 75/391 [============>....................................................] Step: 342ms | Tot: 27s49ms | Loss: 0.342 | Acc: 88.487% (8608/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 27s419ms | Loss: 0.343 | Acc: 88.484% (8721/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 27s789ms | Loss: 0.344 | Acc: 88.421% (8828/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s148ms | Loss: 0.344 | Acc: 88.420% (8941/10112) 79/391 [=============>...................................................] Step: 346ms | Tot: 28s494ms | Loss: 0.345 | Acc: 88.350% (9047/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 28s848ms | Loss: 0.344 | Acc: 88.378% (9163/10368) 81/391 [=============>...................................................] Step: 358ms | Tot: 29s206ms | Loss: 0.344 | Acc: 88.367% (9275/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s567ms | Loss: 0.344 | Acc: 88.309% (9382/10624) 83/391 [=============>...................................................] Step: 375ms | Tot: 29s943ms | Loss: 0.344 | Acc: 88.318% (9496/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s299ms | Loss: 0.344 | Acc: 88.272% (9604/10880) 85/391 [==============>..................................................] Step: 353ms | Tot: 30s653ms | Loss: 0.345 | Acc: 88.236% (9713/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s10ms | Loss: 0.344 | Acc: 88.245% (9827/11136) 87/391 [==============>..................................................] Step: 350ms | Tot: 31s361ms | Loss: 0.344 | Acc: 88.246% (9940/11264) 88/391 [==============>..................................................] Step: 385ms | Tot: 31s746ms | Loss: 0.343 | Acc: 88.237% (10052/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s110ms | Loss: 0.343 | Acc: 88.203% (10161/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s472ms | Loss: 0.343 | Acc: 88.178% (10271/11648) 91/391 [===============>.................................................] Step: 374ms | Tot: 32s847ms | Loss: 0.343 | Acc: 88.137% (10379/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s209ms | Loss: 0.342 | Acc: 88.164% (10495/11904) 93/391 [===============>.................................................] Step: 370ms | Tot: 33s580ms | Loss: 0.341 | Acc: 88.198% (10612/12032) 94/391 [===============>.................................................] Step: 367ms | Tot: 33s947ms | Loss: 0.342 | Acc: 88.207% (10726/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s314ms | Loss: 0.342 | Acc: 88.184% (10836/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 34s671ms | Loss: 0.343 | Acc: 88.128% (10942/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s32ms | Loss: 0.342 | Acc: 88.162% (11059/12544) 98/391 [================>................................................] Step: 357ms | Tot: 35s390ms | Loss: 0.342 | Acc: 88.155% (11171/12672) 99/391 [================>................................................] Step: 357ms | Tot: 35s747ms | Loss: 0.342 | Acc: 88.180% (11287/12800) 100/391 [================>................................................] Step: 348ms | Tot: 36s95ms | Loss: 0.342 | Acc: 88.173% (11399/12928) 101/391 [================>................................................] Step: 354ms | Tot: 36s450ms | Loss: 0.341 | Acc: 88.212% (11517/13056) 102/391 [================>................................................] Step: 350ms | Tot: 36s801ms | Loss: 0.341 | Acc: 88.228% (11632/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s156ms | Loss: 0.340 | Acc: 88.259% (11749/13312) 104/391 [=================>...............................................] Step: 351ms | Tot: 37s508ms | Loss: 0.340 | Acc: 88.244% (11860/13440) 105/391 [=================>...............................................] Step: 355ms | Tot: 37s863ms | Loss: 0.340 | Acc: 88.281% (11978/13568) 106/391 [=================>...............................................] Step: 355ms | Tot: 38s219ms | Loss: 0.339 | Acc: 88.289% (12092/13696) 107/391 [=================>...............................................] Step: 345ms | Tot: 38s565ms | Loss: 0.339 | Acc: 88.325% (12210/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 38s925ms | Loss: 0.339 | Acc: 88.331% (12324/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s286ms | Loss: 0.339 | Acc: 88.352% (12440/14080) 110/391 [==================>..............................................] Step: 351ms | Tot: 39s637ms | Loss: 0.340 | Acc: 88.331% (12550/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s4ms | Loss: 0.341 | Acc: 88.309% (12660/14336) 112/391 [==================>..............................................] Step: 348ms | Tot: 40s352ms | Loss: 0.341 | Acc: 88.309% (12773/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 40s719ms | Loss: 0.341 | Acc: 88.322% (12888/14592) 114/391 [==================>..............................................] Step: 351ms | Tot: 41s71ms | Loss: 0.341 | Acc: 88.329% (13002/14720) 115/391 [===================>.............................................] Step: 346ms | Tot: 41s418ms | Loss: 0.341 | Acc: 88.355% (13119/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 41s777ms | Loss: 0.340 | Acc: 88.355% (13232/14976) 117/391 [===================>.............................................] Step: 348ms | Tot: 42s125ms | Loss: 0.340 | Acc: 88.374% (13348/15104) 118/391 [===================>.............................................] Step: 349ms | Tot: 42s475ms | Loss: 0.342 | Acc: 88.308% (13451/15232) 119/391 [===================>.............................................] Step: 353ms | Tot: 42s828ms | Loss: 0.341 | Acc: 88.333% (13568/15360) 120/391 [===================>.............................................] Step: 352ms | Tot: 43s181ms | Loss: 0.341 | Acc: 88.346% (13683/15488) 121/391 [====================>............................................] Step: 352ms | Tot: 43s533ms | Loss: 0.342 | Acc: 88.332% (13794/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 43s894ms | Loss: 0.342 | Acc: 88.326% (13906/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 44s261ms | Loss: 0.342 | Acc: 88.338% (14021/15872) 124/391 [====================>............................................] Step: 352ms | Tot: 44s614ms | Loss: 0.341 | Acc: 88.350% (14136/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 44s975ms | Loss: 0.341 | Acc: 88.362% (14251/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 45s338ms | Loss: 0.341 | Acc: 88.349% (14362/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 45s695ms | Loss: 0.341 | Acc: 88.330% (14472/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s53ms | Loss: 0.341 | Acc: 88.305% (14581/16512) 129/391 [=====================>...........................................] Step: 358ms | Tot: 46s411ms | Loss: 0.340 | Acc: 88.335% (14699/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 46s771ms | Loss: 0.340 | Acc: 88.329% (14811/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s137ms | Loss: 0.340 | Acc: 88.329% (14924/16896) 132/391 [=====================>...........................................] Step: 351ms | Tot: 47s488ms | Loss: 0.340 | Acc: 88.352% (15041/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 47s852ms | Loss: 0.341 | Acc: 88.328% (15150/17152) 134/391 [======================>..........................................] Step: 352ms | Tot: 48s205ms | Loss: 0.341 | Acc: 88.316% (15261/17280) 135/391 [======================>..........................................] Step: 346ms | Tot: 48s552ms | Loss: 0.341 | Acc: 88.298% (15371/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 48s909ms | Loss: 0.341 | Acc: 88.315% (15487/17536) 137/391 [======================>..........................................] Step: 353ms | Tot: 49s262ms | Loss: 0.342 | Acc: 88.281% (15594/17664) 138/391 [======================>..........................................] Step: 371ms | Tot: 49s634ms | Loss: 0.342 | Acc: 88.270% (15705/17792) 139/391 [=======================>.........................................] Step: 369ms | Tot: 50s3ms | Loss: 0.342 | Acc: 88.270% (15818/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 50s372ms | Loss: 0.342 | Acc: 88.281% (15933/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 50s733ms | Loss: 0.342 | Acc: 88.276% (16045/18176) 142/391 [=======================>.........................................] Step: 353ms | Tot: 51s87ms | Loss: 0.342 | Acc: 88.276% (16158/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 51s453ms | Loss: 0.342 | Acc: 88.281% (16272/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 51s815ms | Loss: 0.343 | Acc: 88.244% (16378/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 52s174ms | Loss: 0.343 | Acc: 88.228% (16488/18688) 146/391 [========================>........................................] Step: 353ms | Tot: 52s527ms | Loss: 0.343 | Acc: 88.233% (16602/18816) 147/391 [========================>........................................] Step: 390ms | Tot: 52s918ms | Loss: 0.343 | Acc: 88.239% (16716/18944) 148/391 [========================>........................................] Step: 392ms | Tot: 53s310ms | Loss: 0.344 | Acc: 88.213% (16824/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 53s674ms | Loss: 0.343 | Acc: 88.234% (16941/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 54s29ms | Loss: 0.342 | Acc: 88.245% (17056/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 54s389ms | Loss: 0.343 | Acc: 88.214% (17163/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 54s750ms | Loss: 0.342 | Acc: 88.230% (17279/19584) 153/391 [=========================>.......................................] Step: 369ms | Tot: 55s119ms | Loss: 0.343 | Acc: 88.190% (17384/19712) 154/391 [=========================>.......................................] Step: 361ms | Tot: 55s481ms | Loss: 0.344 | Acc: 88.175% (17494/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 55s843ms | Loss: 0.343 | Acc: 88.181% (17608/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s205ms | Loss: 0.344 | Acc: 88.147% (17714/20096) 157/391 [==========================>......................................] Step: 350ms | Tot: 56s556ms | Loss: 0.344 | Acc: 88.133% (17824/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 56s924ms | Loss: 0.344 | Acc: 88.173% (17945/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 57s282ms | Loss: 0.343 | Acc: 88.184% (18060/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 57s646ms | Loss: 0.343 | Acc: 88.170% (18170/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s3ms | Loss: 0.343 | Acc: 88.175% (18284/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 58s361ms | Loss: 0.343 | Acc: 88.200% (18402/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 58s721ms | Loss: 0.343 | Acc: 88.181% (18511/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 59s74ms | Loss: 0.343 | Acc: 88.182% (18624/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 59s429ms | Loss: 0.342 | Acc: 88.187% (18738/21248) 166/391 [===========================>.....................................] Step: 381ms | Tot: 59s810ms | Loss: 0.342 | Acc: 88.192% (18852/21376) 167/391 [===========================>.....................................] Step: 376ms | Tot: 1m186ms | Loss: 0.342 | Acc: 88.193% (18965/21504) 168/391 [===========================>.....................................] Step: 353ms | Tot: 1m539ms | Loss: 0.342 | Acc: 88.203% (19080/21632) 169/391 [============================>....................................] Step: 354ms | Tot: 1m893ms | Loss: 0.342 | Acc: 88.194% (19191/21760) 170/391 [============================>....................................] Step: 354ms | Tot: 1m1s | Loss: 0.341 | Acc: 88.222% (19310/21888) 171/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.342 | Acc: 88.213% (19421/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.341 | Acc: 88.227% (19537/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.342 | Acc: 88.214% (19647/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.342 | Acc: 88.214% (19760/22400) 175/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.343 | Acc: 88.175% (19864/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.343 | Acc: 88.189% (19980/22656) 177/391 [=============================>...................................] Step: 375ms | Tot: 1m3s | Loss: 0.343 | Acc: 88.207% (20097/22784) 178/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.342 | Acc: 88.211% (20211/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.342 | Acc: 88.216% (20325/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.342 | Acc: 88.225% (20440/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m5s | Loss: 0.343 | Acc: 88.204% (20548/23296) 182/391 [==============================>..................................] Step: 374ms | Tot: 1m5s | Loss: 0.342 | Acc: 88.226% (20666/23424) 183/391 [==============================>..................................] Step: 380ms | Tot: 1m6s | Loss: 0.342 | Acc: 88.230% (20780/23552) 184/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.342 | Acc: 88.252% (20898/23680) 185/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.342 | Acc: 88.252% (21011/23808) 186/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.342 | Acc: 88.256% (21125/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.341 | Acc: 88.285% (21245/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m7s | Loss: 0.341 | Acc: 88.298% (21361/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.341 | Acc: 88.285% (21471/24320) 190/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.342 | Acc: 88.257% (21577/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.342 | Acc: 88.253% (21689/24576) 192/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.269% (21806/24704) 193/391 [================================>................................] Step: 380ms | Tot: 1m9s | Loss: 0.342 | Acc: 88.281% (21922/24832) 194/391 [================================>................................] Step: 372ms | Tot: 1m10s | Loss: 0.342 | Acc: 88.273% (22033/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.342 | Acc: 88.269% (22145/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.341 | Acc: 88.289% (22263/25216) 197/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.341 | Acc: 88.309% (22381/25344) 198/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.341 | Acc: 88.301% (22492/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m11s | Loss: 0.341 | Acc: 88.312% (22608/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.341 | Acc: 88.320% (22723/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.341 | Acc: 88.301% (22831/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.341 | Acc: 88.281% (22939/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.341 | Acc: 88.289% (23054/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.341 | Acc: 88.289% (23167/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.341 | Acc: 88.270% (23275/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.341 | Acc: 88.281% (23391/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.341 | Acc: 88.270% (23501/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.341 | Acc: 88.281% (23617/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.341 | Acc: 88.285% (23731/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.340 | Acc: 88.307% (23850/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.340 | Acc: 88.300% (23961/27136) 212/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.340 | Acc: 88.292% (24072/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.341 | Acc: 88.281% (24182/27392) 214/391 [===================================>.............................] Step: 350ms | Tot: 1m17s | Loss: 0.341 | Acc: 88.281% (24295/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.341 | Acc: 88.288% (24410/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.341 | Acc: 88.296% (24525/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.341 | Acc: 88.281% (24634/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.341 | Acc: 88.278% (24746/28032) 219/391 [====================================>............................] Step: 352ms | Tot: 1m19s | Loss: 0.341 | Acc: 88.295% (24864/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.341 | Acc: 88.278% (24972/28288) 221/391 [====================================>............................] Step: 381ms | Tot: 1m19s | Loss: 0.341 | Acc: 88.278% (25085/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.342 | Acc: 88.267% (25195/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.342 | Acc: 88.236% (25299/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m20s | Loss: 0.342 | Acc: 88.260% (25419/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.342 | Acc: 88.264% (25533/28928) 226/391 [=====================================>...........................] Step: 381ms | Tot: 1m21s | Loss: 0.342 | Acc: 88.250% (25642/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.342 | Acc: 88.247% (25754/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.342 | Acc: 88.233% (25863/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m22s | Loss: 0.342 | Acc: 88.254% (25982/29440) 230/391 [======================================>..........................] Step: 433ms | Tot: 1m23s | Loss: 0.342 | Acc: 88.258% (26096/29568) 231/391 [======================================>..........................] Step: 378ms | Tot: 1m23s | Loss: 0.342 | Acc: 88.254% (26208/29696) 232/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.342 | Acc: 88.231% (26314/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.342 | Acc: 88.231% (26427/29952) 234/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.342 | Acc: 88.245% (26544/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m24s | Loss: 0.342 | Acc: 88.248% (26658/30208) 236/391 [=======================================>.........................] Step: 373ms | Tot: 1m25s | Loss: 0.342 | Acc: 88.252% (26772/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.342 | Acc: 88.262% (26888/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.341 | Acc: 88.268% (27003/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.342 | Acc: 88.258% (27113/30720) 240/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.342 | Acc: 88.259% (27226/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.243% (27334/30976) 242/391 [========================================>........................] Step: 376ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.243% (27447/31104) 243/391 [========================================>........................] Step: 371ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.236% (27558/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.343 | Acc: 88.227% (27668/31360) 245/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.342 | Acc: 88.230% (27782/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.227% (27894/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.234% (28009/31744) 248/391 [=========================================>.......................] Step: 381ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.244% (28125/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.342 | Acc: 88.209% (28227/32000) 250/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.343 | Acc: 88.213% (28341/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.342 | Acc: 88.222% (28457/32256) 252/391 [=========================================>.......................] Step: 352ms | Tot: 1m31s | Loss: 0.342 | Acc: 88.223% (28570/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m31s | Loss: 0.342 | Acc: 88.223% (28683/32512) 254/391 [==========================================>......................] Step: 367ms | Tot: 1m31s | Loss: 0.342 | Acc: 88.229% (28798/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.342 | Acc: 88.226% (28910/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.342 | Acc: 88.239% (29027/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.341 | Acc: 88.245% (29142/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.341 | Acc: 88.251% (29257/33152) 259/391 [===========================================>.....................] Step: 375ms | Tot: 1m33s | Loss: 0.341 | Acc: 88.245% (29368/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.341 | Acc: 88.254% (29484/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.342 | Acc: 88.240% (29592/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.342 | Acc: 88.225% (29700/33664) 263/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.342 | Acc: 88.222% (29812/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.342 | Acc: 88.202% (29918/33920) 265/391 [============================================>....................] Step: 373ms | Tot: 1m35s | Loss: 0.342 | Acc: 88.199% (30030/34048) 266/391 [============================================>....................] Step: 372ms | Tot: 1m36s | Loss: 0.342 | Acc: 88.202% (30144/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.343 | Acc: 88.200% (30256/34304) 268/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.343 | Acc: 88.183% (30363/34432) 269/391 [============================================>....................] Step: 388ms | Tot: 1m37s | Loss: 0.343 | Acc: 88.183% (30476/34560) 270/391 [============================================>....................] Step: 380ms | Tot: 1m37s | Loss: 0.343 | Acc: 88.180% (30588/34688) 271/391 [=============================================>...................] Step: 371ms | Tot: 1m38s | Loss: 0.343 | Acc: 88.178% (30700/34816) 272/391 [=============================================>...................] Step: 370ms | Tot: 1m38s | Loss: 0.343 | Acc: 88.187% (30816/34944) 273/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.343 | Acc: 88.184% (30928/35072) 274/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.343 | Acc: 88.188% (31042/35200) 275/391 [=============================================>...................] Step: 381ms | Tot: 1m39s | Loss: 0.343 | Acc: 88.179% (31152/35328) 276/391 [=============================================>...................] Step: 382ms | Tot: 1m40s | Loss: 0.343 | Acc: 88.191% (31269/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.344 | Acc: 88.177% (31377/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.344 | Acc: 88.200% (31498/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.344 | Acc: 88.198% (31610/35840) 280/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.344 | Acc: 88.190% (31720/35968) 281/391 [==============================================>..................] Step: 374ms | Tot: 1m41s | Loss: 0.344 | Acc: 88.190% (31833/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.344 | Acc: 88.196% (31948/36224) 283/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.344 | Acc: 88.193% (32060/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.344 | Acc: 88.194% (32173/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.344 | Acc: 88.207% (32291/36608) 286/391 [===============================================>.................] Step: 377ms | Tot: 1m43s | Loss: 0.344 | Acc: 88.213% (32406/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.344 | Acc: 88.213% (32519/36864) 288/391 [===============================================>.................] Step: 352ms | Tot: 1m44s | Loss: 0.344 | Acc: 88.214% (32632/36992) 289/391 [================================================>................] Step: 371ms | Tot: 1m44s | Loss: 0.344 | Acc: 88.219% (32747/37120) 290/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.344 | Acc: 88.211% (32857/37248) 291/391 [================================================>................] Step: 372ms | Tot: 1m45s | Loss: 0.344 | Acc: 88.214% (32971/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.344 | Acc: 88.201% (33079/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.345 | Acc: 88.180% (33184/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.345 | Acc: 88.165% (33291/37760) 295/391 [=================================================>...............] Step: 355ms | Tot: 1m46s | Loss: 0.345 | Acc: 88.168% (33405/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.345 | Acc: 88.142% (33508/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m47s | Loss: 0.345 | Acc: 88.171% (33632/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.345 | Acc: 88.151% (33737/38272) 299/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.345 | Acc: 88.159% (33853/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.345 | Acc: 88.167% (33969/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.346 | Acc: 88.144% (34073/38656) 302/391 [==================================================>..............] Step: 372ms | Tot: 1m49s | Loss: 0.346 | Acc: 88.139% (34184/38784) 303/391 [==================================================>..............] Step: 377ms | Tot: 1m49s | Loss: 0.346 | Acc: 88.142% (34298/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.346 | Acc: 88.135% (34408/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.345 | Acc: 88.156% (34529/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.346 | Acc: 88.141% (34636/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.347 | Acc: 88.137% (34747/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m51s | Loss: 0.346 | Acc: 88.135% (34859/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.347 | Acc: 88.125% (34968/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.347 | Acc: 88.108% (35074/39808) 311/391 [===================================================>.............] Step: 393ms | Tot: 1m52s | Loss: 0.347 | Acc: 88.113% (35189/39936) 312/391 [===================================================>.............] Step: 426ms | Tot: 1m53s | Loss: 0.347 | Acc: 88.109% (35300/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.348 | Acc: 88.102% (35410/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m53s | Loss: 0.347 | Acc: 88.103% (35523/40320) 315/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.347 | Acc: 88.106% (35637/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.347 | Acc: 88.096% (35746/40576) 317/391 [====================================================>............] Step: 375ms | Tot: 1m55s | Loss: 0.348 | Acc: 88.097% (35859/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.348 | Acc: 88.090% (35969/40832) 319/391 [=====================================================>...........] Step: 372ms | Tot: 1m55s | Loss: 0.348 | Acc: 88.091% (36082/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.348 | Acc: 88.094% (36196/41088) 321/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.348 | Acc: 88.087% (36306/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.348 | Acc: 88.088% (36419/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.348 | Acc: 88.100% (36537/41472) 324/391 [=====================================================>...........] Step: 374ms | Tot: 1m57s | Loss: 0.347 | Acc: 88.115% (36656/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.347 | Acc: 88.125% (36773/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.347 | Acc: 88.124% (36885/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.347 | Acc: 88.136% (37003/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.348 | Acc: 88.129% (37113/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.347 | Acc: 88.139% (37230/42240) 330/391 [======================================================>..........] Step: 382ms | Tot: 1m59s | Loss: 0.348 | Acc: 88.133% (37340/42368) 331/391 [=======================================================>.........] Step: 370ms | Tot: 2m258ms | Loss: 0.347 | Acc: 88.142% (37457/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m618ms | Loss: 0.348 | Acc: 88.129% (37564/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m985ms | Loss: 0.348 | Acc: 88.127% (37676/42752) 334/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.348 | Acc: 88.130% (37790/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.348 | Acc: 88.121% (37899/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.348 | Acc: 88.133% (38017/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.348 | Acc: 88.129% (38128/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m2s | Loss: 0.348 | Acc: 88.122% (38238/43392) 339/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.348 | Acc: 88.116% (38348/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.348 | Acc: 88.103% (38455/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.348 | Acc: 88.114% (38573/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.348 | Acc: 88.113% (38685/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.348 | Acc: 88.102% (38793/44032) 344/391 [=========================================================>.......] Step: 377ms | Tot: 2m5s | Loss: 0.348 | Acc: 88.102% (38906/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.348 | Acc: 88.098% (39017/44288) 346/391 [=========================================================>.......] Step: 374ms | Tot: 2m5s | Loss: 0.348 | Acc: 88.097% (39129/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.348 | Acc: 88.097% (39242/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.348 | Acc: 88.102% (39357/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.348 | Acc: 88.094% (39466/44800) 350/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.348 | Acc: 88.112% (39587/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.348 | Acc: 88.106% (39697/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.348 | Acc: 88.093% (39804/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.348 | Acc: 88.089% (39915/45312) 354/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.348 | Acc: 88.092% (40029/45440) 355/391 [===========================================================>.....] Step: 375ms | Tot: 2m9s | Loss: 0.348 | Acc: 88.093% (40142/45568) 356/391 [===========================================================>.....] Step: 388ms | Tot: 2m9s | Loss: 0.348 | Acc: 88.086% (40252/45696) 357/391 [===========================================================>.....] Step: 377ms | Tot: 2m9s | Loss: 0.348 | Acc: 88.089% (40366/45824) 358/391 [===========================================================>.....] Step: 381ms | Tot: 2m10s | Loss: 0.348 | Acc: 88.085% (40477/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.348 | Acc: 88.097% (40595/46080) 360/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.348 | Acc: 88.110% (40714/46208) 361/391 [============================================================>....] Step: 373ms | Tot: 2m11s | Loss: 0.348 | Acc: 88.115% (40829/46336) 362/391 [============================================================>....] Step: 378ms | Tot: 2m11s | Loss: 0.348 | Acc: 88.107% (40938/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.348 | Acc: 88.103% (41049/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.348 | Acc: 88.095% (41158/46720) 365/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.348 | Acc: 88.104% (41275/46848) 366/391 [============================================================>....] Step: 374ms | Tot: 2m13s | Loss: 0.348 | Acc: 88.105% (41388/46976) 367/391 [=============================================================>...] Step: 371ms | Tot: 2m13s | Loss: 0.348 | Acc: 88.088% (41493/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m13s | Loss: 0.348 | Acc: 88.086% (41605/47232) 369/391 [=============================================================>...] Step: 353ms | Tot: 2m14s | Loss: 0.349 | Acc: 88.079% (41714/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.348 | Acc: 88.081% (41828/47488) 371/391 [=============================================================>...] Step: 381ms | Tot: 2m14s | Loss: 0.348 | Acc: 88.094% (41947/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.348 | Acc: 88.089% (42057/47744) 373/391 [==============================================================>..] Step: 371ms | Tot: 2m15s | Loss: 0.348 | Acc: 88.102% (42176/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.348 | Acc: 88.115% (42295/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.348 | Acc: 88.107% (42404/48128) 376/391 [==============================================================>..] Step: 379ms | Tot: 2m16s | Loss: 0.348 | Acc: 88.086% (42507/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.348 | Acc: 88.097% (42625/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.348 | Acc: 88.100% (42739/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.348 | Acc: 88.109% (42856/48640) 380/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.348 | Acc: 88.107% (42968/48768) 381/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.348 | Acc: 88.105% (43080/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.349 | Acc: 88.090% (43185/49024) 383/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.349 | Acc: 88.090% (43298/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.348 | Acc: 88.099% (43415/49280) 385/391 [================================================================>] Step: 367ms | Tot: 2m20s | Loss: 0.349 | Acc: 88.089% (43523/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.349 | Acc: 88.081% (43632/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.349 | Acc: 88.090% (43749/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.348 | Acc: 88.103% (43868/49792) 389/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.348 | Acc: 88.103% (43981/49920) 390/391 [================================================================>] Step: 342ms | Tot: 2m21s | Loss: 0.348 | Acc: 88.106% (44053/50000) 391/391 + [>................................................................] Step: 472ms | Tot: 3ms | Loss: 0.374 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 295ms | Tot: 299ms | Loss: 0.432 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 361ms | Tot: 660ms | Loss: 0.418 | Acc: 86.333% (259/300) 3/100 [=>...............................................................] Step: 323ms | Tot: 984ms | Loss: 0.420 | Acc: 86.500% (346/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s283ms | Loss: 0.422 | Acc: 86.600% (433/500) 5/100 [===>.............................................................] Step: 290ms | Tot: 1s573ms | Loss: 0.388 | Acc: 87.167% (523/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s868ms | Loss: 0.377 | Acc: 87.429% (612/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s171ms | Loss: 0.386 | Acc: 87.000% (696/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s483ms | Loss: 0.421 | Acc: 85.667% (771/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s792ms | Loss: 0.421 | Acc: 85.600% (856/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s94ms | Loss: 0.430 | Acc: 85.545% (941/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s402ms | Loss: 0.437 | Acc: 85.333% (1024/1200) 12/100 [=======>.........................................................] Step: 293ms | Tot: 3s696ms | Loss: 0.430 | Acc: 85.615% (1113/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s994ms | Loss: 0.430 | Acc: 85.643% (1199/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s299ms | Loss: 0.423 | Acc: 85.667% (1285/1500) 15/100 [=========>.......................................................] Step: 296ms | Tot: 4s596ms | Loss: 0.427 | Acc: 85.438% (1367/1600) 16/100 [==========>......................................................] Step: 299ms | Tot: 4s895ms | Loss: 0.426 | Acc: 85.471% (1453/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s205ms | Loss: 0.437 | Acc: 85.222% (1534/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s519ms | Loss: 0.437 | Acc: 85.158% (1618/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s830ms | Loss: 0.441 | Acc: 85.100% (1702/2000) 20/100 [=============>...................................................] Step: 296ms | Tot: 6s126ms | Loss: 0.442 | Acc: 85.000% (1785/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s434ms | Loss: 0.444 | Acc: 85.000% (1870/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s741ms | Loss: 0.449 | Acc: 84.739% (1949/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 7s39ms | Loss: 0.450 | Acc: 84.792% (2035/2400) 24/100 [===============>.................................................] Step: 317ms | Tot: 7s357ms | Loss: 0.454 | Acc: 84.840% (2121/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s673ms | Loss: 0.460 | Acc: 84.692% (2202/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s975ms | Loss: 0.457 | Acc: 84.741% (2288/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s282ms | Loss: 0.454 | Acc: 84.857% (2376/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s588ms | Loss: 0.455 | Acc: 84.966% (2464/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s892ms | Loss: 0.456 | Acc: 85.000% (2550/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s195ms | Loss: 0.454 | Acc: 85.065% (2637/3100) 31/100 [====================>............................................] Step: 315ms | Tot: 9s511ms | Loss: 0.452 | Acc: 85.125% (2724/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s817ms | Loss: 0.450 | Acc: 85.121% (2809/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s121ms | Loss: 0.451 | Acc: 85.059% (2892/3400) 34/100 [======================>..........................................] Step: 314ms | Tot: 10s435ms | Loss: 0.455 | Acc: 84.943% (2973/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s740ms | Loss: 0.456 | Acc: 84.972% (3059/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s48ms | Loss: 0.456 | Acc: 85.054% (3147/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s360ms | Loss: 0.457 | Acc: 84.974% (3229/3800) 38/100 [========================>........................................] Step: 304ms | Tot: 11s664ms | Loss: 0.454 | Acc: 85.077% (3318/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s965ms | Loss: 0.454 | Acc: 85.050% (3402/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s280ms | Loss: 0.454 | Acc: 85.073% (3488/4100) 41/100 [==========================>......................................] Step: 323ms | Tot: 12s603ms | Loss: 0.456 | Acc: 85.024% (3571/4200) 42/100 [===========================>.....................................] Step: 319ms | Tot: 12s923ms | Loss: 0.453 | Acc: 85.140% (3661/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 13s223ms | Loss: 0.453 | Acc: 85.114% (3745/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s528ms | Loss: 0.452 | Acc: 85.111% (3830/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s832ms | Loss: 0.452 | Acc: 85.087% (3914/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s141ms | Loss: 0.452 | Acc: 85.064% (3998/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s458ms | Loss: 0.453 | Acc: 85.042% (4082/4800) 48/100 [===============================>.................................] Step: 311ms | Tot: 14s769ms | Loss: 0.450 | Acc: 85.102% (4170/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 15s71ms | Loss: 0.453 | Acc: 84.960% (4248/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s378ms | Loss: 0.455 | Acc: 84.980% (4334/5100) 51/100 [=================================>...............................] Step: 299ms | Tot: 15s677ms | Loss: 0.457 | Acc: 84.923% (4416/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s982ms | Loss: 0.457 | Acc: 84.906% (4500/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s289ms | Loss: 0.456 | Acc: 84.963% (4588/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s597ms | Loss: 0.457 | Acc: 84.909% (4670/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s903ms | Loss: 0.459 | Acc: 84.875% (4753/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s209ms | Loss: 0.458 | Acc: 84.895% (4839/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s521ms | Loss: 0.456 | Acc: 84.931% (4926/5800) 58/100 [=====================================>...........................] Step: 315ms | Tot: 17s837ms | Loss: 0.458 | Acc: 84.898% (5009/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 18s152ms | Loss: 0.459 | Acc: 84.933% (5096/6000) 60/100 [=======================================>.........................] Step: 315ms | Tot: 18s467ms | Loss: 0.460 | Acc: 84.918% (5180/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s776ms | Loss: 0.462 | Acc: 84.790% (5257/6200) 62/100 [========================================>........................] Step: 312ms | Tot: 19s88ms | Loss: 0.464 | Acc: 84.778% (5341/6300) 63/100 [========================================>........................] Step: 320ms | Tot: 19s409ms | Loss: 0.461 | Acc: 84.891% (5433/6400) 64/100 [=========================================>.......................] Step: 321ms | Tot: 19s731ms | Loss: 0.465 | Acc: 84.846% (5515/6500) 65/100 [==========================================>......................] Step: 329ms | Tot: 20s60ms | Loss: 0.465 | Acc: 84.818% (5598/6600) 66/100 [==========================================>......................] Step: 332ms | Tot: 20s392ms | Loss: 0.463 | Acc: 84.821% (5683/6700) 67/100 [===========================================>.....................] Step: 316ms | Tot: 20s709ms | Loss: 0.464 | Acc: 84.794% (5766/6800) 68/100 [============================================>....................] Step: 313ms | Tot: 21s22ms | Loss: 0.465 | Acc: 84.754% (5848/6900) 69/100 [============================================>....................] Step: 320ms | Tot: 21s343ms | Loss: 0.465 | Acc: 84.729% (5931/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s650ms | Loss: 0.465 | Acc: 84.732% (6016/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s960ms | Loss: 0.465 | Acc: 84.694% (6098/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s276ms | Loss: 0.465 | Acc: 84.781% (6189/7300) 73/100 [===============================================>.................] Step: 330ms | Tot: 22s607ms | Loss: 0.464 | Acc: 84.797% (6275/7400) 74/100 [================================================>................] Step: 315ms | Tot: 22s922ms | Loss: 0.465 | Acc: 84.773% (6358/7500) 75/100 [================================================>................] Step: 301ms | Tot: 23s224ms | Loss: 0.465 | Acc: 84.737% (6440/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s529ms | Loss: 0.466 | Acc: 84.701% (6522/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s834ms | Loss: 0.466 | Acc: 84.679% (6605/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 24s145ms | Loss: 0.466 | Acc: 84.671% (6689/7900) 79/100 [===================================================>.............] Step: 316ms | Tot: 24s462ms | Loss: 0.465 | Acc: 84.688% (6775/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s771ms | Loss: 0.464 | Acc: 84.716% (6862/8100) 81/100 [====================================================>............] Step: 296ms | Tot: 25s68ms | Loss: 0.464 | Acc: 84.646% (6941/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s375ms | Loss: 0.464 | Acc: 84.663% (7027/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 25s678ms | Loss: 0.463 | Acc: 84.655% (7111/8400) 84/100 [======================================================>..........] Step: 317ms | Tot: 25s996ms | Loss: 0.464 | Acc: 84.659% (7196/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s308ms | Loss: 0.465 | Acc: 84.651% (7280/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s612ms | Loss: 0.464 | Acc: 84.678% (7367/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s917ms | Loss: 0.463 | Acc: 84.739% (7457/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s219ms | Loss: 0.464 | Acc: 84.764% (7544/8900) 89/100 [=========================================================>.......] Step: 315ms | Tot: 27s534ms | Loss: 0.462 | Acc: 84.778% (7630/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s841ms | Loss: 0.460 | Acc: 84.846% (7721/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 28s150ms | Loss: 0.457 | Acc: 84.935% (7814/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s461ms | Loss: 0.457 | Acc: 84.946% (7900/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s773ms | Loss: 0.459 | Acc: 84.904% (7981/9400) 94/100 [=============================================================>...] Step: 300ms | Tot: 29s73ms | Loss: 0.458 | Acc: 84.895% (8065/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s381ms | Loss: 0.458 | Acc: 84.917% (8152/9600) 96/100 [==============================================================>..] Step: 298ms | Tot: 29s679ms | Loss: 0.457 | Acc: 84.928% (8238/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s991ms | Loss: 0.458 | Acc: 84.867% (8317/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 30s308ms | Loss: 0.459 | Acc: 84.808% (8396/9900) 99/100 [================================================================>] Step: 365ms | Tot: 30s673ms | Loss: 0.459 | Acc: 84.790% (8479/10000) 100/100 + +Epoch: 97 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.320 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 377ms | Tot: 379ms | Loss: 0.282 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 375ms | Tot: 755ms | Loss: 0.302 | Acc: 89.583% (344/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s133ms | Loss: 0.321 | Acc: 88.867% (455/512) 4/391 [>................................................................] Step: 372ms | Tot: 1s506ms | Loss: 0.324 | Acc: 88.438% (566/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s867ms | Loss: 0.333 | Acc: 88.281% (678/768) 6/391 [>................................................................] Step: 355ms | Tot: 2s223ms | Loss: 0.331 | Acc: 88.393% (792/896) 7/391 [=>...............................................................] Step: 354ms | Tot: 2s577ms | Loss: 0.328 | Acc: 88.281% (904/1024) 8/391 [=>...............................................................] Step: 353ms | Tot: 2s931ms | Loss: 0.323 | Acc: 88.542% (1020/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s291ms | Loss: 0.321 | Acc: 88.828% (1137/1280) 10/391 [=>...............................................................] Step: 351ms | Tot: 3s642ms | Loss: 0.328 | Acc: 88.423% (1245/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s5ms | Loss: 0.323 | Acc: 88.542% (1360/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s364ms | Loss: 0.324 | Acc: 88.462% (1472/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s729ms | Loss: 0.327 | Acc: 88.337% (1583/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s89ms | Loss: 0.318 | Acc: 88.698% (1703/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s445ms | Loss: 0.320 | Acc: 88.721% (1817/2048) 16/391 [==>..............................................................] Step: 349ms | Tot: 5s795ms | Loss: 0.315 | Acc: 88.971% (1936/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s155ms | Loss: 0.312 | Acc: 89.149% (2054/2304) 18/391 [==>..............................................................] Step: 355ms | Tot: 6s511ms | Loss: 0.308 | Acc: 89.309% (2172/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s876ms | Loss: 0.312 | Acc: 89.219% (2284/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s243ms | Loss: 0.313 | Acc: 89.249% (2399/2688) 21/391 [===>.............................................................] Step: 353ms | Tot: 7s597ms | Loss: 0.311 | Acc: 89.418% (2518/2816) 22/391 [===>.............................................................] Step: 349ms | Tot: 7s946ms | Loss: 0.316 | Acc: 89.300% (2629/2944) 23/391 [===>.............................................................] Step: 350ms | Tot: 8s296ms | Loss: 0.316 | Acc: 89.290% (2743/3072) 24/391 [===>.............................................................] Step: 353ms | Tot: 8s649ms | Loss: 0.313 | Acc: 89.469% (2863/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s2ms | Loss: 0.313 | Acc: 89.333% (2973/3328) 26/391 [====>............................................................] Step: 355ms | Tot: 9s358ms | Loss: 0.313 | Acc: 89.410% (3090/3456) 27/391 [====>............................................................] Step: 350ms | Tot: 9s709ms | Loss: 0.316 | Acc: 89.286% (3200/3584) 28/391 [====>............................................................] Step: 360ms | Tot: 10s69ms | Loss: 0.321 | Acc: 89.009% (3304/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s427ms | Loss: 0.320 | Acc: 89.036% (3419/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s783ms | Loss: 0.319 | Acc: 88.911% (3528/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s149ms | Loss: 0.318 | Acc: 88.892% (3641/4096) 32/391 [=====>...........................................................] Step: 352ms | Tot: 11s501ms | Loss: 0.318 | Acc: 88.897% (3755/4224) 33/391 [=====>...........................................................] Step: 349ms | Tot: 11s851ms | Loss: 0.324 | Acc: 88.626% (3857/4352) 34/391 [=====>...........................................................] Step: 354ms | Tot: 12s206ms | Loss: 0.321 | Acc: 88.705% (3974/4480) 35/391 [=====>...........................................................] Step: 352ms | Tot: 12s558ms | Loss: 0.322 | Acc: 88.650% (4085/4608) 36/391 [=====>...........................................................] Step: 354ms | Tot: 12s912ms | Loss: 0.324 | Acc: 88.556% (4194/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s272ms | Loss: 0.322 | Acc: 88.590% (4309/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s642ms | Loss: 0.320 | Acc: 88.642% (4425/4992) 39/391 [======>..........................................................] Step: 352ms | Tot: 13s995ms | Loss: 0.320 | Acc: 88.633% (4538/5120) 40/391 [======>..........................................................] Step: 346ms | Tot: 14s341ms | Loss: 0.322 | Acc: 88.643% (4652/5248) 41/391 [======>..........................................................] Step: 352ms | Tot: 14s694ms | Loss: 0.320 | Acc: 88.765% (4772/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s58ms | Loss: 0.322 | Acc: 88.717% (4883/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s423ms | Loss: 0.322 | Acc: 88.796% (5001/5632) 44/391 [=======>.........................................................] Step: 348ms | Tot: 15s772ms | Loss: 0.321 | Acc: 88.802% (5115/5760) 45/391 [=======>.........................................................] Step: 353ms | Tot: 16s125ms | Loss: 0.322 | Acc: 88.757% (5226/5888) 46/391 [=======>.........................................................] Step: 351ms | Tot: 16s477ms | Loss: 0.321 | Acc: 88.797% (5342/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 16s843ms | Loss: 0.319 | Acc: 88.916% (5463/6144) 48/391 [=======>.........................................................] Step: 372ms | Tot: 17s216ms | Loss: 0.321 | Acc: 88.839% (5572/6272) 49/391 [========>........................................................] Step: 353ms | Tot: 17s570ms | Loss: 0.323 | Acc: 88.781% (5682/6400) 50/391 [========>........................................................] Step: 344ms | Tot: 17s914ms | Loss: 0.326 | Acc: 88.634% (5786/6528) 51/391 [========>........................................................] Step: 352ms | Tot: 18s267ms | Loss: 0.327 | Acc: 88.642% (5900/6656) 52/391 [========>........................................................] Step: 353ms | Tot: 18s621ms | Loss: 0.325 | Acc: 88.665% (6015/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 18s984ms | Loss: 0.326 | Acc: 88.614% (6125/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s341ms | Loss: 0.326 | Acc: 88.594% (6237/7040) 55/391 [=========>.......................................................] Step: 346ms | Tot: 19s688ms | Loss: 0.326 | Acc: 88.644% (6354/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s53ms | Loss: 0.325 | Acc: 88.624% (6466/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s410ms | Loss: 0.325 | Acc: 88.631% (6580/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 20s777ms | Loss: 0.326 | Acc: 88.599% (6691/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s142ms | Loss: 0.327 | Acc: 88.620% (6806/7680) 60/391 [=========>.......................................................] Step: 350ms | Tot: 21s492ms | Loss: 0.329 | Acc: 88.589% (6917/7808) 61/391 [==========>......................................................] Step: 341ms | Tot: 21s834ms | Loss: 0.331 | Acc: 88.546% (7027/7936) 62/391 [==========>......................................................] Step: 351ms | Tot: 22s185ms | Loss: 0.331 | Acc: 88.529% (7139/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s547ms | Loss: 0.331 | Acc: 88.538% (7253/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 22s907ms | Loss: 0.330 | Acc: 88.618% (7373/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s268ms | Loss: 0.330 | Acc: 88.625% (7487/8448) 66/391 [==========>......................................................] Step: 351ms | Tot: 23s619ms | Loss: 0.329 | Acc: 88.643% (7602/8576) 67/391 [===========>.....................................................] Step: 344ms | Tot: 23s963ms | Loss: 0.328 | Acc: 88.672% (7718/8704) 68/391 [===========>.....................................................] Step: 351ms | Tot: 24s315ms | Loss: 0.329 | Acc: 88.621% (7827/8832) 69/391 [===========>.....................................................] Step: 355ms | Tot: 24s670ms | Loss: 0.330 | Acc: 88.594% (7938/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s27ms | Loss: 0.331 | Acc: 88.556% (8048/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s379ms | Loss: 0.333 | Acc: 88.553% (8161/9216) 72/391 [===========>.....................................................] Step: 345ms | Tot: 25s725ms | Loss: 0.333 | Acc: 88.549% (8274/9344) 73/391 [============>....................................................] Step: 352ms | Tot: 26s77ms | Loss: 0.333 | Acc: 88.566% (8389/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s435ms | Loss: 0.334 | Acc: 88.531% (8499/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 26s792ms | Loss: 0.333 | Acc: 88.569% (8616/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s156ms | Loss: 0.334 | Acc: 88.545% (8727/9856) 77/391 [============>....................................................] Step: 349ms | Tot: 27s505ms | Loss: 0.334 | Acc: 88.562% (8842/9984) 78/391 [============>....................................................] Step: 353ms | Tot: 27s858ms | Loss: 0.333 | Acc: 88.578% (8957/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s220ms | Loss: 0.333 | Acc: 88.613% (9074/10240) 80/391 [=============>...................................................] Step: 356ms | Tot: 28s576ms | Loss: 0.332 | Acc: 88.628% (9189/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 28s932ms | Loss: 0.330 | Acc: 88.691% (9309/10496) 82/391 [=============>...................................................] Step: 396ms | Tot: 29s328ms | Loss: 0.331 | Acc: 88.630% (9416/10624) 83/391 [=============>...................................................] Step: 412ms | Tot: 29s741ms | Loss: 0.330 | Acc: 88.672% (9534/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s96ms | Loss: 0.331 | Acc: 88.686% (9649/10880) 85/391 [==============>..................................................] Step: 351ms | Tot: 30s447ms | Loss: 0.331 | Acc: 88.663% (9760/11008) 86/391 [==============>..................................................] Step: 354ms | Tot: 30s802ms | Loss: 0.331 | Acc: 88.694% (9877/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s166ms | Loss: 0.330 | Acc: 88.681% (9989/11264) 88/391 [==============>..................................................] Step: 350ms | Tot: 31s516ms | Loss: 0.330 | Acc: 88.711% (10106/11392) 89/391 [==============>..................................................] Step: 351ms | Tot: 31s868ms | Loss: 0.330 | Acc: 88.707% (10219/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 32s226ms | Loss: 0.330 | Acc: 88.693% (10331/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 32s582ms | Loss: 0.332 | Acc: 88.621% (10436/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 32s945ms | Loss: 0.331 | Acc: 88.659% (10554/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 33s309ms | Loss: 0.332 | Acc: 88.630% (10664/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s660ms | Loss: 0.331 | Acc: 88.602% (10774/12160) 95/391 [===============>.................................................] Step: 346ms | Tot: 34s6ms | Loss: 0.332 | Acc: 88.582% (10885/12288) 96/391 [===============>.................................................] Step: 353ms | Tot: 34s359ms | Loss: 0.332 | Acc: 88.539% (10993/12416) 97/391 [================>................................................] Step: 361ms | Tot: 34s721ms | Loss: 0.333 | Acc: 88.512% (11103/12544) 98/391 [================>................................................] Step: 368ms | Tot: 35s89ms | Loss: 0.334 | Acc: 88.471% (11211/12672) 99/391 [================>................................................] Step: 345ms | Tot: 35s435ms | Loss: 0.335 | Acc: 88.430% (11319/12800) 100/391 [================>................................................] Step: 347ms | Tot: 35s782ms | Loss: 0.334 | Acc: 88.467% (11437/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s145ms | Loss: 0.334 | Acc: 88.457% (11549/13056) 102/391 [================>................................................] Step: 353ms | Tot: 36s498ms | Loss: 0.334 | Acc: 88.441% (11660/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 36s861ms | Loss: 0.335 | Acc: 88.394% (11767/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 37s222ms | Loss: 0.335 | Acc: 88.408% (11882/13440) 105/391 [=================>...............................................] Step: 346ms | Tot: 37s568ms | Loss: 0.334 | Acc: 88.443% (12000/13568) 106/391 [=================>...............................................] Step: 343ms | Tot: 37s911ms | Loss: 0.334 | Acc: 88.449% (12114/13696) 107/391 [=================>...............................................] Step: 359ms | Tot: 38s271ms | Loss: 0.334 | Acc: 88.448% (12227/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 38s631ms | Loss: 0.333 | Acc: 88.460% (12342/13952) 109/391 [==================>..............................................] Step: 353ms | Tot: 38s985ms | Loss: 0.333 | Acc: 88.459% (12455/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 39s340ms | Loss: 0.333 | Acc: 88.485% (12572/14208) 111/391 [==================>..............................................] Step: 348ms | Tot: 39s689ms | Loss: 0.334 | Acc: 88.470% (12683/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s47ms | Loss: 0.333 | Acc: 88.468% (12796/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 40s408ms | Loss: 0.334 | Acc: 88.466% (12909/14592) 114/391 [==================>..............................................] Step: 355ms | Tot: 40s764ms | Loss: 0.334 | Acc: 88.471% (13023/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s127ms | Loss: 0.334 | Acc: 88.477% (13137/14848) 116/391 [===================>.............................................] Step: 349ms | Tot: 41s476ms | Loss: 0.333 | Acc: 88.455% (13247/14976) 117/391 [===================>.............................................] Step: 347ms | Tot: 41s823ms | Loss: 0.332 | Acc: 88.506% (13368/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 42s188ms | Loss: 0.331 | Acc: 88.557% (13489/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 42s550ms | Loss: 0.331 | Acc: 88.574% (13605/15360) 120/391 [===================>.............................................] Step: 353ms | Tot: 42s903ms | Loss: 0.331 | Acc: 88.578% (13719/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 43s262ms | Loss: 0.331 | Acc: 88.563% (13830/15616) 122/391 [====================>............................................] Step: 346ms | Tot: 43s609ms | Loss: 0.331 | Acc: 88.567% (13944/15744) 123/391 [====================>............................................] Step: 351ms | Tot: 43s960ms | Loss: 0.331 | Acc: 88.603% (14063/15872) 124/391 [====================>............................................] Step: 353ms | Tot: 44s314ms | Loss: 0.330 | Acc: 88.644% (14183/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 44s674ms | Loss: 0.330 | Acc: 88.647% (14297/16128) 126/391 [====================>............................................] Step: 354ms | Tot: 45s28ms | Loss: 0.329 | Acc: 88.681% (14416/16256) 127/391 [=====================>...........................................] Step: 351ms | Tot: 45s379ms | Loss: 0.329 | Acc: 88.672% (14528/16384) 128/391 [=====================>...........................................] Step: 363ms | Tot: 45s743ms | Loss: 0.328 | Acc: 88.723% (14650/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 46s109ms | Loss: 0.327 | Acc: 88.732% (14765/16640) 130/391 [=====================>...........................................] Step: 357ms | Tot: 46s467ms | Loss: 0.327 | Acc: 88.758% (14883/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 46s824ms | Loss: 0.326 | Acc: 88.749% (14995/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 47s188ms | Loss: 0.326 | Acc: 88.739% (15107/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 47s552ms | Loss: 0.326 | Acc: 88.719% (15217/17152) 134/391 [======================>..........................................] Step: 350ms | Tot: 47s902ms | Loss: 0.326 | Acc: 88.738% (15334/17280) 135/391 [======================>..........................................] Step: 363ms | Tot: 48s266ms | Loss: 0.328 | Acc: 88.655% (15433/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 48s629ms | Loss: 0.328 | Acc: 88.641% (15544/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 48s989ms | Loss: 0.328 | Acc: 88.644% (15658/17664) 138/391 [======================>..........................................] Step: 354ms | Tot: 49s344ms | Loss: 0.328 | Acc: 88.658% (15774/17792) 139/391 [=======================>.........................................] Step: 352ms | Tot: 49s696ms | Loss: 0.328 | Acc: 88.616% (15880/17920) 140/391 [=======================>.........................................] Step: 354ms | Tot: 50s50ms | Loss: 0.328 | Acc: 88.630% (15996/18048) 141/391 [=======================>.........................................] Step: 351ms | Tot: 50s402ms | Loss: 0.328 | Acc: 88.617% (16107/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 50s760ms | Loss: 0.328 | Acc: 88.620% (16221/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 51s123ms | Loss: 0.327 | Acc: 88.623% (16335/18432) 144/391 [=======================>.........................................] Step: 348ms | Tot: 51s472ms | Loss: 0.328 | Acc: 88.610% (16446/18560) 145/391 [========================>........................................] Step: 346ms | Tot: 51s818ms | Loss: 0.328 | Acc: 88.618% (16561/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 52s189ms | Loss: 0.328 | Acc: 88.605% (16672/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 52s554ms | Loss: 0.328 | Acc: 88.593% (16783/18944) 148/391 [========================>........................................] Step: 355ms | Tot: 52s909ms | Loss: 0.328 | Acc: 88.596% (16897/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 53s266ms | Loss: 0.328 | Acc: 88.583% (17008/19200) 150/391 [========================>........................................] Step: 350ms | Tot: 53s617ms | Loss: 0.329 | Acc: 88.587% (17122/19328) 151/391 [=========================>.......................................] Step: 346ms | Tot: 53s964ms | Loss: 0.330 | Acc: 88.559% (17230/19456) 152/391 [=========================>.......................................] Step: 355ms | Tot: 54s319ms | Loss: 0.329 | Acc: 88.567% (17345/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 54s685ms | Loss: 0.329 | Acc: 88.586% (17462/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 55s46ms | Loss: 0.329 | Acc: 88.579% (17574/19840) 155/391 [=========================>.......................................] Step: 350ms | Tot: 55s397ms | Loss: 0.329 | Acc: 88.572% (17686/19968) 156/391 [=========================>.......................................] Step: 349ms | Tot: 55s746ms | Loss: 0.329 | Acc: 88.550% (17795/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 56s104ms | Loss: 0.329 | Acc: 88.553% (17909/20224) 158/391 [==========================>......................................] Step: 373ms | Tot: 56s477ms | Loss: 0.329 | Acc: 88.561% (18024/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 56s836ms | Loss: 0.329 | Acc: 88.564% (18138/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s194ms | Loss: 0.329 | Acc: 88.582% (18255/20608) 161/391 [==========================>......................................] Step: 349ms | Tot: 57s543ms | Loss: 0.329 | Acc: 88.600% (18372/20736) 162/391 [==========================>......................................] Step: 346ms | Tot: 57s890ms | Loss: 0.329 | Acc: 88.598% (18485/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 58s262ms | Loss: 0.329 | Acc: 88.586% (18596/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 58s627ms | Loss: 0.328 | Acc: 88.603% (18713/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 58s991ms | Loss: 0.329 | Acc: 88.597% (18825/21248) 166/391 [===========================>.....................................] Step: 395ms | Tot: 59s386ms | Loss: 0.329 | Acc: 88.618% (18943/21376) 167/391 [===========================>.....................................] Step: 404ms | Tot: 59s790ms | Loss: 0.329 | Acc: 88.611% (19055/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m156ms | Loss: 0.328 | Acc: 88.619% (19170/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m519ms | Loss: 0.330 | Acc: 88.575% (19274/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m877ms | Loss: 0.330 | Acc: 88.569% (19386/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.331 | Acc: 88.567% (19499/22016) 172/391 [============================>....................................] Step: 350ms | Tot: 1m1s | Loss: 0.330 | Acc: 88.579% (19615/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.329 | Acc: 88.600% (19733/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.329 | Acc: 88.598% (19846/22400) 175/391 [=============================>...................................] Step: 355ms | Tot: 1m2s | Loss: 0.329 | Acc: 88.570% (19953/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.329 | Acc: 88.590% (20071/22656) 177/391 [=============================>...................................] Step: 350ms | Tot: 1m3s | Loss: 0.329 | Acc: 88.584% (20183/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.330 | Acc: 88.561% (20291/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.330 | Acc: 88.559% (20404/23040) 180/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.330 | Acc: 88.549% (20515/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m4s | Loss: 0.330 | Acc: 88.543% (20627/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m5s | Loss: 0.329 | Acc: 88.563% (20745/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.329 | Acc: 88.595% (20866/23552) 184/391 [==============================>..................................] Step: 343ms | Tot: 1m5s | Loss: 0.329 | Acc: 88.594% (20979/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.330 | Acc: 88.567% (21086/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.330 | Acc: 88.578% (21202/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m6s | Loss: 0.329 | Acc: 88.593% (21319/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m7s | Loss: 0.329 | Acc: 88.579% (21429/24192) 189/391 [===============================>.................................] Step: 352ms | Tot: 1m7s | Loss: 0.329 | Acc: 88.565% (21539/24320) 190/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.329 | Acc: 88.568% (21653/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.330 | Acc: 88.550% (21762/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.330 | Acc: 88.552% (21876/24704) 193/391 [================================>................................] Step: 371ms | Tot: 1m9s | Loss: 0.330 | Acc: 88.559% (21991/24832) 194/391 [================================>................................] Step: 346ms | Tot: 1m9s | Loss: 0.330 | Acc: 88.562% (22105/24960) 195/391 [================================>................................] Step: 345ms | Tot: 1m9s | Loss: 0.331 | Acc: 88.532% (22211/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.331 | Acc: 88.519% (22321/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.331 | Acc: 88.510% (22432/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.331 | Acc: 88.505% (22544/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m11s | Loss: 0.332 | Acc: 88.480% (22651/25600) 200/391 [=================================>...............................] Step: 355ms | Tot: 1m11s | Loss: 0.332 | Acc: 88.483% (22765/25728) 201/391 [=================================>...............................] Step: 353ms | Tot: 1m11s | Loss: 0.333 | Acc: 88.475% (22876/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.333 | Acc: 88.466% (22987/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.333 | Acc: 88.450% (23096/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.333 | Acc: 88.441% (23207/26240) 205/391 [==================================>..............................] Step: 350ms | Tot: 1m13s | Loss: 0.334 | Acc: 88.414% (23313/26368) 206/391 [==================================>..............................] Step: 353ms | Tot: 1m13s | Loss: 0.334 | Acc: 88.417% (23427/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.334 | Acc: 88.413% (23539/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.334 | Acc: 88.408% (23651/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.335 | Acc: 88.389% (23759/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.334 | Acc: 88.396% (23874/27008) 211/391 [===================================>.............................] Step: 353ms | Tot: 1m15s | Loss: 0.334 | Acc: 88.399% (23988/27136) 212/391 [===================================>.............................] Step: 346ms | Tot: 1m15s | Loss: 0.335 | Acc: 88.384% (24097/27264) 213/391 [===================================>.............................] Step: 372ms | Tot: 1m16s | Loss: 0.335 | Acc: 88.362% (24204/27392) 214/391 [===================================>.............................] Step: 354ms | Tot: 1m16s | Loss: 0.335 | Acc: 88.372% (24320/27520) 215/391 [===================================>.............................] Step: 352ms | Tot: 1m16s | Loss: 0.335 | Acc: 88.361% (24430/27648) 216/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.335 | Acc: 88.357% (24542/27776) 217/391 [====================================>............................] Step: 376ms | Tot: 1m17s | Loss: 0.335 | Acc: 88.342% (24651/27904) 218/391 [====================================>............................] Step: 374ms | Tot: 1m18s | Loss: 0.335 | Acc: 88.335% (24762/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m18s | Loss: 0.336 | Acc: 88.320% (24871/28160) 220/391 [====================================>............................] Step: 358ms | Tot: 1m18s | Loss: 0.336 | Acc: 88.299% (24978/28288) 221/391 [====================================>............................] Step: 350ms | Tot: 1m19s | Loss: 0.336 | Acc: 88.288% (25088/28416) 222/391 [====================================>............................] Step: 348ms | Tot: 1m19s | Loss: 0.336 | Acc: 88.288% (25201/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m19s | Loss: 0.336 | Acc: 88.306% (25319/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m20s | Loss: 0.336 | Acc: 88.292% (25428/28800) 225/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.337 | Acc: 88.285% (25539/28928) 226/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.337 | Acc: 88.271% (25648/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.338 | Acc: 88.261% (25758/29184) 228/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.338 | Acc: 88.268% (25873/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m21s | Loss: 0.338 | Acc: 88.254% (25982/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.338 | Acc: 88.254% (26095/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m22s | Loss: 0.338 | Acc: 88.264% (26211/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.338 | Acc: 88.231% (26314/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.338 | Acc: 88.218% (26423/29952) 234/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.338 | Acc: 88.215% (26535/30080) 235/391 [=======================================>.........................] Step: 375ms | Tot: 1m24s | Loss: 0.338 | Acc: 88.215% (26648/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m24s | Loss: 0.338 | Acc: 88.215% (26761/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m24s | Loss: 0.338 | Acc: 88.206% (26871/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.338 | Acc: 88.209% (26985/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.338 | Acc: 88.203% (27096/30720) 240/391 [=======================================>.........................] Step: 347ms | Tot: 1m25s | Loss: 0.338 | Acc: 88.194% (27206/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m26s | Loss: 0.338 | Acc: 88.201% (27321/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m26s | Loss: 0.338 | Acc: 88.188% (27430/31104) 243/391 [========================================>........................] Step: 371ms | Tot: 1m27s | Loss: 0.338 | Acc: 88.192% (27544/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.338 | Acc: 88.198% (27659/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.338 | Acc: 88.192% (27770/31488) 246/391 [========================================>........................] Step: 349ms | Tot: 1m28s | Loss: 0.338 | Acc: 88.202% (27886/31616) 247/391 [=========================================>.......................] Step: 353ms | Tot: 1m28s | Loss: 0.338 | Acc: 88.209% (28001/31744) 248/391 [=========================================>.......................] Step: 357ms | Tot: 1m28s | Loss: 0.337 | Acc: 88.218% (28117/31872) 249/391 [=========================================>.......................] Step: 369ms | Tot: 1m29s | Loss: 0.338 | Acc: 88.209% (28227/32000) 250/391 [=========================================>.......................] Step: 407ms | Tot: 1m29s | Loss: 0.338 | Acc: 88.222% (28344/32128) 251/391 [=========================================>.......................] Step: 349ms | Tot: 1m29s | Loss: 0.338 | Acc: 88.219% (28456/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.338 | Acc: 88.213% (28567/32384) 253/391 [==========================================>......................] Step: 363ms | Tot: 1m30s | Loss: 0.338 | Acc: 88.217% (28681/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.338 | Acc: 88.217% (28794/32640) 255/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.338 | Acc: 88.211% (28905/32768) 256/391 [==========================================>......................] Step: 350ms | Tot: 1m31s | Loss: 0.338 | Acc: 88.214% (29019/32896) 257/391 [==========================================>......................] Step: 348ms | Tot: 1m32s | Loss: 0.337 | Acc: 88.230% (29137/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.338 | Acc: 88.212% (29244/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m32s | Loss: 0.338 | Acc: 88.206% (29355/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m33s | Loss: 0.338 | Acc: 88.212% (29470/33408) 261/391 [===========================================>.....................] Step: 345ms | Tot: 1m33s | Loss: 0.338 | Acc: 88.204% (29580/33536) 262/391 [===========================================>.....................] Step: 352ms | Tot: 1m33s | Loss: 0.338 | Acc: 88.210% (29695/33664) 263/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.338 | Acc: 88.219% (29811/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.338 | Acc: 88.213% (29922/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m34s | Loss: 0.338 | Acc: 88.199% (30030/34048) 266/391 [============================================>....................] Step: 355ms | Tot: 1m35s | Loss: 0.338 | Acc: 88.196% (30142/34176) 267/391 [============================================>....................] Step: 350ms | Tot: 1m35s | Loss: 0.338 | Acc: 88.211% (30260/34304) 268/391 [============================================>....................] Step: 352ms | Tot: 1m35s | Loss: 0.338 | Acc: 88.223% (30377/34432) 269/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.337 | Acc: 88.229% (30492/34560) 270/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.337 | Acc: 88.229% (30605/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.337 | Acc: 88.235% (30720/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.337 | Acc: 88.255% (30840/34944) 273/391 [=============================================>...................] Step: 351ms | Tot: 1m37s | Loss: 0.337 | Acc: 88.247% (30950/35072) 274/391 [=============================================>...................] Step: 352ms | Tot: 1m38s | Loss: 0.337 | Acc: 88.267% (31070/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.337 | Acc: 88.264% (31182/35328) 276/391 [=============================================>...................] Step: 351ms | Tot: 1m38s | Loss: 0.337 | Acc: 88.270% (31297/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m39s | Loss: 0.337 | Acc: 88.267% (31409/35584) 278/391 [==============================================>..................] Step: 354ms | Tot: 1m39s | Loss: 0.337 | Acc: 88.276% (31525/35712) 279/391 [==============================================>..................] Step: 344ms | Tot: 1m39s | Loss: 0.337 | Acc: 88.281% (31640/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.337 | Acc: 88.295% (31758/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.337 | Acc: 88.295% (31871/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.336 | Acc: 88.314% (31991/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m41s | Loss: 0.336 | Acc: 88.309% (32102/36352) 284/391 [===============================================>.................] Step: 349ms | Tot: 1m41s | Loss: 0.336 | Acc: 88.311% (32216/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.337 | Acc: 88.298% (32324/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.337 | Acc: 88.279% (32430/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.337 | Acc: 88.270% (32540/36864) 288/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.337 | Acc: 88.276% (32655/36992) 289/391 [================================================>................] Step: 344ms | Tot: 1m43s | Loss: 0.337 | Acc: 88.270% (32766/37120) 290/391 [================================================>................] Step: 353ms | Tot: 1m43s | Loss: 0.337 | Acc: 88.297% (32889/37248) 291/391 [================================================>................] Step: 353ms | Tot: 1m44s | Loss: 0.337 | Acc: 88.289% (32999/37376) 292/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.337 | Acc: 88.287% (33111/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m44s | Loss: 0.337 | Acc: 88.276% (33220/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.337 | Acc: 88.263% (33328/37760) 295/391 [=================================================>...............] Step: 345ms | Tot: 1m45s | Loss: 0.337 | Acc: 88.273% (33445/37888) 296/391 [=================================================>...............] Step: 341ms | Tot: 1m45s | Loss: 0.337 | Acc: 88.265% (33555/38016) 297/391 [=================================================>...............] Step: 349ms | Tot: 1m46s | Loss: 0.337 | Acc: 88.258% (33665/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m46s | Loss: 0.338 | Acc: 88.242% (33772/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.338 | Acc: 88.242% (33885/38400) 300/391 [=================================================>...............] Step: 350ms | Tot: 1m47s | Loss: 0.338 | Acc: 88.227% (33992/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m47s | Loss: 0.339 | Acc: 88.224% (34104/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.339 | Acc: 88.206% (34210/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m48s | Loss: 0.339 | Acc: 88.220% (34328/38912) 304/391 [==================================================>..............] Step: 352ms | Tot: 1m48s | Loss: 0.339 | Acc: 88.220% (34441/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.339 | Acc: 88.217% (34553/39168) 306/391 [==================================================>..............] Step: 346ms | Tot: 1m49s | Loss: 0.339 | Acc: 88.220% (34667/39296) 307/391 [===================================================>.............] Step: 350ms | Tot: 1m49s | Loss: 0.339 | Acc: 88.198% (34771/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m50s | Loss: 0.339 | Acc: 88.210% (34889/39552) 309/391 [===================================================>.............] Step: 353ms | Tot: 1m50s | Loss: 0.339 | Acc: 88.221% (35006/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m50s | Loss: 0.339 | Acc: 88.223% (35120/39808) 311/391 [===================================================>.............] Step: 352ms | Tot: 1m51s | Loss: 0.339 | Acc: 88.216% (35230/39936) 312/391 [===================================================>.............] Step: 343ms | Tot: 1m51s | Loss: 0.339 | Acc: 88.214% (35342/40064) 313/391 [====================================================>............] Step: 350ms | Tot: 1m51s | Loss: 0.339 | Acc: 88.214% (35455/40192) 314/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.339 | Acc: 88.212% (35567/40320) 315/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.339 | Acc: 88.224% (35685/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.339 | Acc: 88.215% (35794/40576) 317/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.339 | Acc: 88.205% (35903/40704) 318/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.339 | Acc: 88.203% (36015/40832) 319/391 [=====================================================>...........] Step: 354ms | Tot: 1m54s | Loss: 0.340 | Acc: 88.198% (36126/40960) 320/391 [=====================================================>...........] Step: 355ms | Tot: 1m54s | Loss: 0.339 | Acc: 88.208% (36243/41088) 321/391 [=====================================================>...........] Step: 351ms | Tot: 1m54s | Loss: 0.339 | Acc: 88.201% (36353/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.339 | Acc: 88.197% (36464/41344) 323/391 [=====================================================>...........] Step: 354ms | Tot: 1m55s | Loss: 0.339 | Acc: 88.194% (36576/41472) 324/391 [=====================================================>...........] Step: 346ms | Tot: 1m55s | Loss: 0.339 | Acc: 88.192% (36688/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m56s | Loss: 0.339 | Acc: 88.209% (36808/41728) 326/391 [======================================================>..........] Step: 377ms | Tot: 1m56s | Loss: 0.339 | Acc: 88.212% (36922/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m56s | Loss: 0.339 | Acc: 88.215% (37036/41984) 328/391 [======================================================>..........] Step: 375ms | Tot: 1m57s | Loss: 0.339 | Acc: 88.217% (37150/42112) 329/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.339 | Acc: 88.213% (37261/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.339 | Acc: 88.229% (37381/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 1m58s | Loss: 0.338 | Acc: 88.241% (37499/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 1m58s | Loss: 0.338 | Acc: 88.246% (37614/42624) 333/391 [=======================================================>.........] Step: 393ms | Tot: 1m59s | Loss: 0.338 | Acc: 88.251% (37729/42752) 334/391 [=======================================================>.........] Step: 410ms | Tot: 1m59s | Loss: 0.338 | Acc: 88.263% (37847/42880) 335/391 [=======================================================>.........] Step: 358ms | Tot: 1m59s | Loss: 0.338 | Acc: 88.263% (37960/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m310ms | Loss: 0.338 | Acc: 88.256% (38070/43136) 337/391 [========================================================>........] Step: 359ms | Tot: 2m670ms | Loss: 0.338 | Acc: 88.258% (38184/43264) 338/391 [========================================================>........] Step: 372ms | Tot: 2m1s | Loss: 0.338 | Acc: 88.249% (38293/43392) 339/391 [========================================================>........] Step: 346ms | Tot: 2m1s | Loss: 0.338 | Acc: 88.247% (38405/43520) 340/391 [========================================================>........] Step: 347ms | Tot: 2m1s | Loss: 0.338 | Acc: 88.254% (38521/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.338 | Acc: 88.247% (38631/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.338 | Acc: 88.256% (38748/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m2s | Loss: 0.338 | Acc: 88.249% (38858/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m3s | Loss: 0.338 | Acc: 88.247% (38970/44160) 345/391 [=========================================================>.......] Step: 350ms | Tot: 2m3s | Loss: 0.338 | Acc: 88.252% (39085/44288) 346/391 [=========================================================>.......] Step: 345ms | Tot: 2m3s | Loss: 0.339 | Acc: 88.250% (39197/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.339 | Acc: 88.248% (39309/44544) 348/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.339 | Acc: 88.243% (39420/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m4s | Loss: 0.339 | Acc: 88.241% (39532/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m5s | Loss: 0.339 | Acc: 88.248% (39648/44928) 351/391 [==========================================================>......] Step: 346ms | Tot: 2m5s | Loss: 0.339 | Acc: 88.259% (39766/45056) 352/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.339 | Acc: 88.266% (39882/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m6s | Loss: 0.339 | Acc: 88.259% (39992/45312) 354/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.340 | Acc: 88.244% (40098/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m7s | Loss: 0.340 | Acc: 88.231% (40205/45568) 356/391 [===========================================================>.....] Step: 346ms | Tot: 2m7s | Loss: 0.340 | Acc: 88.211% (40309/45696) 357/391 [===========================================================>.....] Step: 346ms | Tot: 2m7s | Loss: 0.340 | Acc: 88.218% (40425/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m8s | Loss: 0.340 | Acc: 88.212% (40535/45952) 359/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.340 | Acc: 88.216% (40650/46080) 360/391 [===========================================================>.....] Step: 350ms | Tot: 2m8s | Loss: 0.341 | Acc: 88.210% (40760/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m9s | Loss: 0.341 | Acc: 88.206% (40871/46336) 362/391 [============================================================>....] Step: 351ms | Tot: 2m9s | Loss: 0.341 | Acc: 88.193% (40978/46464) 363/391 [============================================================>....] Step: 356ms | Tot: 2m9s | Loss: 0.341 | Acc: 88.198% (41093/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m10s | Loss: 0.341 | Acc: 88.191% (41203/46720) 365/391 [============================================================>....] Step: 359ms | Tot: 2m10s | Loss: 0.341 | Acc: 88.200% (41320/46848) 366/391 [============================================================>....] Step: 353ms | Tot: 2m11s | Loss: 0.341 | Acc: 88.196% (41431/46976) 367/391 [=============================================================>...] Step: 349ms | Tot: 2m11s | Loss: 0.341 | Acc: 88.203% (41547/47104) 368/391 [=============================================================>...] Step: 357ms | Tot: 2m11s | Loss: 0.341 | Acc: 88.203% (41660/47232) 369/391 [=============================================================>...] Step: 365ms | Tot: 2m12s | Loss: 0.341 | Acc: 88.216% (41779/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.341 | Acc: 88.224% (41896/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m12s | Loss: 0.341 | Acc: 88.208% (42001/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.341 | Acc: 88.204% (42112/47744) 373/391 [==============================================================>..] Step: 346ms | Tot: 2m13s | Loss: 0.341 | Acc: 88.198% (42222/47872) 374/391 [==============================================================>..] Step: 349ms | Tot: 2m13s | Loss: 0.341 | Acc: 88.202% (42337/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m14s | Loss: 0.341 | Acc: 88.213% (42455/48128) 376/391 [==============================================================>..] Step: 353ms | Tot: 2m14s | Loss: 0.341 | Acc: 88.225% (42574/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m14s | Loss: 0.341 | Acc: 88.211% (42680/48384) 378/391 [==============================================================>..] Step: 346ms | Tot: 2m15s | Loss: 0.341 | Acc: 88.211% (42793/48512) 379/391 [===============================================================>.] Step: 347ms | Tot: 2m15s | Loss: 0.341 | Acc: 88.222% (42911/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m15s | Loss: 0.341 | Acc: 88.226% (43026/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m16s | Loss: 0.341 | Acc: 88.224% (43138/48896) 382/391 [===============================================================>.] Step: 355ms | Tot: 2m16s | Loss: 0.341 | Acc: 88.226% (43252/49024) 383/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.341 | Acc: 88.214% (43359/49152) 384/391 [===============================================================>.] Step: 347ms | Tot: 2m17s | Loss: 0.341 | Acc: 88.208% (43469/49280) 385/391 [================================================================>] Step: 354ms | Tot: 2m17s | Loss: 0.341 | Acc: 88.208% (43582/49408) 386/391 [================================================================>] Step: 372ms | Tot: 2m18s | Loss: 0.341 | Acc: 88.209% (43695/49536) 387/391 [================================================================>] Step: 350ms | Tot: 2m18s | Loss: 0.341 | Acc: 88.209% (43808/49664) 388/391 [================================================================>] Step: 350ms | Tot: 2m18s | Loss: 0.341 | Acc: 88.203% (43918/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.341 | Acc: 88.209% (44034/49920) 390/391 [================================================================>] Step: 327ms | Tot: 2m19s | Loss: 0.341 | Acc: 88.222% (44111/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 2ms | Loss: 0.533 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 293ms | Tot: 296ms | Loss: 0.543 | Acc: 82.000% (164/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 588ms | Loss: 0.514 | Acc: 82.333% (247/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 888ms | Loss: 0.495 | Acc: 83.000% (332/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s185ms | Loss: 0.482 | Acc: 82.600% (413/500) 5/100 [===>.............................................................] Step: 289ms | Tot: 1s475ms | Loss: 0.443 | Acc: 83.500% (501/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s761ms | Loss: 0.450 | Acc: 83.143% (582/700) 7/100 [====>............................................................] Step: 311ms | Tot: 2s73ms | Loss: 0.471 | Acc: 82.875% (663/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s381ms | Loss: 0.481 | Acc: 83.111% (748/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s687ms | Loss: 0.482 | Acc: 83.400% (834/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 2s988ms | Loss: 0.482 | Acc: 83.364% (917/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s289ms | Loss: 0.505 | Acc: 83.667% (1004/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s590ms | Loss: 0.492 | Acc: 84.000% (1092/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s889ms | Loss: 0.492 | Acc: 83.929% (1175/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s199ms | Loss: 0.483 | Acc: 84.067% (1261/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s507ms | Loss: 0.489 | Acc: 83.812% (1341/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s813ms | Loss: 0.485 | Acc: 84.176% (1431/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s117ms | Loss: 0.483 | Acc: 84.333% (1518/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s418ms | Loss: 0.487 | Acc: 84.263% (1601/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s718ms | Loss: 0.494 | Acc: 84.300% (1686/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s25ms | Loss: 0.495 | Acc: 84.143% (1767/2100) 21/100 [=============>...................................................] Step: 313ms | Tot: 6s338ms | Loss: 0.486 | Acc: 84.455% (1858/2200) 22/100 [==============>..................................................] Step: 319ms | Tot: 6s658ms | Loss: 0.493 | Acc: 84.391% (1941/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s964ms | Loss: 0.492 | Acc: 84.208% (2021/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s268ms | Loss: 0.493 | Acc: 84.080% (2102/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s573ms | Loss: 0.501 | Acc: 83.808% (2179/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s875ms | Loss: 0.494 | Acc: 84.037% (2269/2700) 27/100 [=================>...............................................] Step: 313ms | Tot: 8s188ms | Loss: 0.499 | Acc: 84.000% (2352/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s497ms | Loss: 0.502 | Acc: 83.897% (2433/2900) 29/100 [==================>..............................................] Step: 311ms | Tot: 8s808ms | Loss: 0.504 | Acc: 83.867% (2516/3000) 30/100 [===================>.............................................] Step: 317ms | Tot: 9s125ms | Loss: 0.503 | Acc: 83.871% (2600/3100) 31/100 [====================>............................................] Step: 365ms | Tot: 9s491ms | Loss: 0.497 | Acc: 84.000% (2688/3200) 32/100 [====================>............................................] Step: 328ms | Tot: 9s819ms | Loss: 0.498 | Acc: 84.061% (2774/3300) 33/100 [=====================>...........................................] Step: 316ms | Tot: 10s135ms | Loss: 0.499 | Acc: 83.941% (2854/3400) 34/100 [======================>..........................................] Step: 312ms | Tot: 10s448ms | Loss: 0.500 | Acc: 83.914% (2937/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s756ms | Loss: 0.497 | Acc: 84.056% (3026/3600) 36/100 [=======================>.........................................] Step: 311ms | Tot: 11s68ms | Loss: 0.501 | Acc: 83.973% (3107/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s369ms | Loss: 0.505 | Acc: 83.842% (3186/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s679ms | Loss: 0.504 | Acc: 83.949% (3274/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s987ms | Loss: 0.501 | Acc: 84.075% (3363/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s297ms | Loss: 0.501 | Acc: 84.098% (3448/4100) 41/100 [==========================>......................................] Step: 316ms | Tot: 12s613ms | Loss: 0.504 | Acc: 84.095% (3532/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s921ms | Loss: 0.502 | Acc: 84.093% (3616/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 13s224ms | Loss: 0.504 | Acc: 84.114% (3701/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s527ms | Loss: 0.502 | Acc: 84.200% (3789/4500) 45/100 [=============================>...................................] Step: 299ms | Tot: 13s826ms | Loss: 0.501 | Acc: 84.217% (3874/4600) 46/100 [=============================>...................................] Step: 311ms | Tot: 14s137ms | Loss: 0.499 | Acc: 84.213% (3958/4700) 47/100 [==============================>..................................] Step: 322ms | Tot: 14s460ms | Loss: 0.498 | Acc: 84.229% (4043/4800) 48/100 [===============================>.................................] Step: 314ms | Tot: 14s774ms | Loss: 0.495 | Acc: 84.286% (4130/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 15s86ms | Loss: 0.495 | Acc: 84.260% (4213/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s396ms | Loss: 0.495 | Acc: 84.294% (4299/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s701ms | Loss: 0.495 | Acc: 84.269% (4382/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 16s11ms | Loss: 0.494 | Acc: 84.226% (4464/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s324ms | Loss: 0.493 | Acc: 84.278% (4551/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s637ms | Loss: 0.493 | Acc: 84.273% (4635/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s941ms | Loss: 0.491 | Acc: 84.339% (4723/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s246ms | Loss: 0.492 | Acc: 84.368% (4809/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s548ms | Loss: 0.490 | Acc: 84.414% (4896/5800) 58/100 [=====================================>...........................] Step: 310ms | Tot: 17s859ms | Loss: 0.492 | Acc: 84.339% (4976/5900) 59/100 [======================================>..........................] Step: 315ms | Tot: 18s174ms | Loss: 0.493 | Acc: 84.300% (5058/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s485ms | Loss: 0.494 | Acc: 84.262% (5140/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s788ms | Loss: 0.492 | Acc: 84.323% (5228/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 19s101ms | Loss: 0.489 | Acc: 84.444% (5320/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s403ms | Loss: 0.486 | Acc: 84.531% (5410/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s705ms | Loss: 0.487 | Acc: 84.462% (5490/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s16ms | Loss: 0.488 | Acc: 84.394% (5570/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s321ms | Loss: 0.485 | Acc: 84.493% (5661/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s627ms | Loss: 0.484 | Acc: 84.515% (5747/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s936ms | Loss: 0.485 | Acc: 84.522% (5832/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s239ms | Loss: 0.486 | Acc: 84.471% (5913/7000) 70/100 [=============================================>...................] Step: 296ms | Tot: 21s535ms | Loss: 0.487 | Acc: 84.479% (5998/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s836ms | Loss: 0.487 | Acc: 84.389% (6076/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s152ms | Loss: 0.484 | Acc: 84.493% (6168/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s459ms | Loss: 0.482 | Acc: 84.595% (6260/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s765ms | Loss: 0.483 | Acc: 84.520% (6339/7500) 75/100 [================================================>................] Step: 316ms | Tot: 23s82ms | Loss: 0.484 | Acc: 84.513% (6423/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s384ms | Loss: 0.484 | Acc: 84.532% (6509/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s693ms | Loss: 0.484 | Acc: 84.603% (6599/7800) 78/100 [==================================================>..............] Step: 299ms | Tot: 23s993ms | Loss: 0.484 | Acc: 84.570% (6681/7900) 79/100 [===================================================>.............] Step: 313ms | Tot: 24s306ms | Loss: 0.483 | Acc: 84.588% (6767/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s615ms | Loss: 0.482 | Acc: 84.617% (6854/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s920ms | Loss: 0.482 | Acc: 84.512% (6930/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s227ms | Loss: 0.481 | Acc: 84.542% (7017/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s526ms | Loss: 0.480 | Acc: 84.524% (7100/8400) 84/100 [======================================================>..........] Step: 297ms | Tot: 25s824ms | Loss: 0.481 | Acc: 84.471% (7180/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s135ms | Loss: 0.482 | Acc: 84.453% (7263/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s439ms | Loss: 0.481 | Acc: 84.471% (7349/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s743ms | Loss: 0.482 | Acc: 84.466% (7433/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s50ms | Loss: 0.483 | Acc: 84.416% (7513/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s351ms | Loss: 0.483 | Acc: 84.456% (7601/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s657ms | Loss: 0.482 | Acc: 84.473% (7687/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s956ms | Loss: 0.480 | Acc: 84.511% (7775/9200) 92/100 [===========================================================>.....] Step: 321ms | Tot: 28s278ms | Loss: 0.480 | Acc: 84.548% (7863/9300) 93/100 [============================================================>....] Step: 317ms | Tot: 28s595ms | Loss: 0.480 | Acc: 84.574% (7950/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s901ms | Loss: 0.480 | Acc: 84.600% (8037/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s210ms | Loss: 0.478 | Acc: 84.594% (8121/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 29s508ms | Loss: 0.479 | Acc: 84.588% (8205/9700) 97/100 [===============================================================>.] Step: 295ms | Tot: 29s803ms | Loss: 0.479 | Acc: 84.592% (8290/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s108ms | Loss: 0.479 | Acc: 84.596% (8375/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s417ms | Loss: 0.479 | Acc: 84.560% (8456/10000) 100/100 + +Epoch: 98 + [>................................................................] Step: 627ms | Tot: 2ms | Loss: 0.319 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 380ms | Tot: 382ms | Loss: 0.382 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 366ms | Tot: 749ms | Loss: 0.377 | Acc: 88.802% (341/384) 3/391 [>................................................................] Step: 362ms | Tot: 1s111ms | Loss: 0.377 | Acc: 87.891% (450/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s472ms | Loss: 0.369 | Acc: 88.125% (564/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s838ms | Loss: 0.358 | Acc: 88.281% (678/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s206ms | Loss: 0.334 | Acc: 89.062% (798/896) 7/391 [=>...............................................................] Step: 350ms | Tot: 2s556ms | Loss: 0.325 | Acc: 89.355% (915/1024) 8/391 [=>...............................................................] Step: 354ms | Tot: 2s911ms | Loss: 0.315 | Acc: 89.844% (1035/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s268ms | Loss: 0.315 | Acc: 89.531% (1146/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s632ms | Loss: 0.317 | Acc: 89.489% (1260/1408) 11/391 [=>...............................................................] Step: 355ms | Tot: 3s988ms | Loss: 0.314 | Acc: 89.518% (1375/1536) 12/391 [=>...............................................................] Step: 351ms | Tot: 4s339ms | Loss: 0.315 | Acc: 89.483% (1489/1664) 13/391 [==>..............................................................] Step: 352ms | Tot: 4s692ms | Loss: 0.313 | Acc: 89.453% (1603/1792) 14/391 [==>..............................................................] Step: 356ms | Tot: 5s48ms | Loss: 0.316 | Acc: 89.375% (1716/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s404ms | Loss: 0.320 | Acc: 89.307% (1829/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s765ms | Loss: 0.316 | Acc: 89.430% (1946/2176) 17/391 [==>..............................................................] Step: 378ms | Tot: 6s144ms | Loss: 0.316 | Acc: 89.410% (2060/2304) 18/391 [==>..............................................................] Step: 350ms | Tot: 6s494ms | Loss: 0.315 | Acc: 89.433% (2175/2432) 19/391 [===>.............................................................] Step: 349ms | Tot: 6s844ms | Loss: 0.313 | Acc: 89.570% (2293/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s202ms | Loss: 0.310 | Acc: 89.769% (2413/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s560ms | Loss: 0.313 | Acc: 89.666% (2525/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 7s917ms | Loss: 0.314 | Acc: 89.640% (2639/2944) 23/391 [===>.............................................................] Step: 400ms | Tot: 8s317ms | Loss: 0.318 | Acc: 89.616% (2753/3072) 24/391 [===>.............................................................] Step: 405ms | Tot: 8s723ms | Loss: 0.315 | Acc: 89.750% (2872/3200) 25/391 [====>............................................................] Step: 356ms | Tot: 9s80ms | Loss: 0.310 | Acc: 89.874% (2991/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s443ms | Loss: 0.311 | Acc: 89.815% (3104/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s805ms | Loss: 0.310 | Acc: 89.732% (3216/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s170ms | Loss: 0.312 | Acc: 89.655% (3328/3712) 29/391 [====>............................................................] Step: 352ms | Tot: 10s522ms | Loss: 0.314 | Acc: 89.583% (3440/3840) 30/391 [====>............................................................] Step: 352ms | Tot: 10s875ms | Loss: 0.314 | Acc: 89.516% (3552/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s240ms | Loss: 0.314 | Acc: 89.575% (3669/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s603ms | Loss: 0.314 | Acc: 89.560% (3783/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 11s963ms | Loss: 0.314 | Acc: 89.522% (3896/4352) 34/391 [=====>...........................................................] Step: 349ms | Tot: 12s313ms | Loss: 0.315 | Acc: 89.442% (4007/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s677ms | Loss: 0.314 | Acc: 89.497% (4124/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s42ms | Loss: 0.317 | Acc: 89.400% (4234/4736) 37/391 [======>..........................................................] Step: 370ms | Tot: 13s412ms | Loss: 0.313 | Acc: 89.515% (4354/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s777ms | Loss: 0.312 | Acc: 89.483% (4467/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s136ms | Loss: 0.312 | Acc: 89.531% (4584/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s496ms | Loss: 0.310 | Acc: 89.634% (4704/5248) 41/391 [======>..........................................................] Step: 349ms | Tot: 14s846ms | Loss: 0.312 | Acc: 89.565% (4815/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s207ms | Loss: 0.311 | Acc: 89.608% (4932/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s564ms | Loss: 0.310 | Acc: 89.631% (5048/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 15s931ms | Loss: 0.310 | Acc: 89.688% (5166/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s287ms | Loss: 0.308 | Acc: 89.759% (5285/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s646ms | Loss: 0.308 | Acc: 89.811% (5403/6016) 47/391 [=======>.........................................................] Step: 350ms | Tot: 16s997ms | Loss: 0.304 | Acc: 89.958% (5527/6144) 48/391 [=======>.........................................................] Step: 357ms | Tot: 17s354ms | Loss: 0.306 | Acc: 89.844% (5635/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s715ms | Loss: 0.307 | Acc: 89.812% (5748/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s77ms | Loss: 0.305 | Acc: 89.920% (5870/6528) 51/391 [========>........................................................] Step: 350ms | Tot: 18s428ms | Loss: 0.306 | Acc: 89.859% (5981/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 18s785ms | Loss: 0.306 | Acc: 89.844% (6095/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s153ms | Loss: 0.306 | Acc: 89.800% (6207/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s515ms | Loss: 0.304 | Acc: 89.872% (6327/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 19s869ms | Loss: 0.307 | Acc: 89.760% (6434/7168) 56/391 [=========>.......................................................] Step: 352ms | Tot: 20s222ms | Loss: 0.307 | Acc: 89.748% (6548/7296) 57/391 [=========>.......................................................] Step: 355ms | Tot: 20s577ms | Loss: 0.307 | Acc: 89.763% (6664/7424) 58/391 [=========>.......................................................] Step: 352ms | Tot: 20s930ms | Loss: 0.306 | Acc: 89.751% (6778/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s290ms | Loss: 0.306 | Acc: 89.714% (6890/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s651ms | Loss: 0.306 | Acc: 89.754% (7008/7808) 61/391 [==========>......................................................] Step: 370ms | Tot: 22s22ms | Loss: 0.309 | Acc: 89.655% (7115/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s384ms | Loss: 0.308 | Acc: 89.645% (7229/8064) 63/391 [==========>......................................................] Step: 358ms | Tot: 22s743ms | Loss: 0.309 | Acc: 89.551% (7336/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s105ms | Loss: 0.311 | Acc: 89.471% (7444/8320) 65/391 [==========>......................................................] Step: 357ms | Tot: 23s462ms | Loss: 0.310 | Acc: 89.465% (7558/8448) 66/391 [==========>......................................................] Step: 355ms | Tot: 23s817ms | Loss: 0.310 | Acc: 89.424% (7669/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s177ms | Loss: 0.312 | Acc: 89.361% (7778/8704) 68/391 [===========>.....................................................] Step: 348ms | Tot: 24s526ms | Loss: 0.312 | Acc: 89.278% (7885/8832) 69/391 [===========>.....................................................] Step: 347ms | Tot: 24s874ms | Loss: 0.312 | Acc: 89.286% (8000/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s235ms | Loss: 0.311 | Acc: 89.294% (8115/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 25s602ms | Loss: 0.312 | Acc: 89.225% (8223/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 25s958ms | Loss: 0.311 | Acc: 89.244% (8339/9344) 73/391 [============>....................................................] Step: 352ms | Tot: 26s311ms | Loss: 0.311 | Acc: 89.274% (8456/9472) 74/391 [============>....................................................] Step: 346ms | Tot: 26s657ms | Loss: 0.312 | Acc: 89.260% (8569/9600) 75/391 [============>....................................................] Step: 351ms | Tot: 27s8ms | Loss: 0.312 | Acc: 89.289% (8686/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s369ms | Loss: 0.312 | Acc: 89.255% (8797/9856) 77/391 [============>....................................................] Step: 378ms | Tot: 27s747ms | Loss: 0.313 | Acc: 89.163% (8902/9984) 78/391 [============>....................................................] Step: 354ms | Tot: 28s102ms | Loss: 0.313 | Acc: 89.161% (9016/10112) 79/391 [=============>...................................................] Step: 348ms | Tot: 28s451ms | Loss: 0.314 | Acc: 89.150% (9129/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 28s805ms | Loss: 0.314 | Acc: 89.159% (9244/10368) 81/391 [=============>...................................................] Step: 364ms | Tot: 29s170ms | Loss: 0.313 | Acc: 89.158% (9358/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s527ms | Loss: 0.313 | Acc: 89.175% (9474/10624) 83/391 [=============>...................................................] Step: 353ms | Tot: 29s881ms | Loss: 0.313 | Acc: 89.174% (9588/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s235ms | Loss: 0.313 | Acc: 89.145% (9699/10880) 85/391 [==============>..................................................] Step: 345ms | Tot: 30s580ms | Loss: 0.314 | Acc: 89.090% (9807/11008) 86/391 [==============>..................................................] Step: 353ms | Tot: 30s934ms | Loss: 0.314 | Acc: 89.054% (9917/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s291ms | Loss: 0.315 | Acc: 89.045% (10030/11264) 88/391 [==============>..................................................] Step: 353ms | Tot: 31s645ms | Loss: 0.315 | Acc: 89.019% (10141/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s4ms | Loss: 0.317 | Acc: 88.984% (10251/11520) 90/391 [==============>..................................................] Step: 353ms | Tot: 32s357ms | Loss: 0.319 | Acc: 88.908% (10356/11648) 91/391 [===============>.................................................] Step: 350ms | Tot: 32s708ms | Loss: 0.320 | Acc: 88.918% (10471/11776) 92/391 [===============>.................................................] Step: 370ms | Tot: 33s78ms | Loss: 0.320 | Acc: 88.920% (10585/11904) 93/391 [===============>.................................................] Step: 355ms | Tot: 33s433ms | Loss: 0.320 | Acc: 88.921% (10699/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s784ms | Loss: 0.320 | Acc: 88.947% (10816/12160) 95/391 [===============>.................................................] Step: 356ms | Tot: 34s140ms | Loss: 0.321 | Acc: 88.900% (10924/12288) 96/391 [===============>.................................................] Step: 345ms | Tot: 34s486ms | Loss: 0.321 | Acc: 88.877% (11035/12416) 97/391 [================>................................................] Step: 344ms | Tot: 34s830ms | Loss: 0.322 | Acc: 88.879% (11149/12544) 98/391 [================>................................................] Step: 359ms | Tot: 35s190ms | Loss: 0.322 | Acc: 88.842% (11258/12672) 99/391 [================>................................................] Step: 352ms | Tot: 35s542ms | Loss: 0.322 | Acc: 88.852% (11373/12800) 100/391 [================>................................................] Step: 344ms | Tot: 35s887ms | Loss: 0.321 | Acc: 88.885% (11491/12928) 101/391 [================>................................................] Step: 358ms | Tot: 36s245ms | Loss: 0.321 | Acc: 88.894% (11606/13056) 102/391 [================>................................................] Step: 346ms | Tot: 36s592ms | Loss: 0.321 | Acc: 88.911% (11722/13184) 103/391 [=================>...............................................] Step: 352ms | Tot: 36s944ms | Loss: 0.322 | Acc: 88.890% (11833/13312) 104/391 [=================>...............................................] Step: 350ms | Tot: 37s295ms | Loss: 0.321 | Acc: 88.921% (11951/13440) 105/391 [=================>...............................................] Step: 348ms | Tot: 37s643ms | Loss: 0.320 | Acc: 88.952% (12069/13568) 106/391 [=================>...............................................] Step: 352ms | Tot: 37s996ms | Loss: 0.320 | Acc: 88.938% (12181/13696) 107/391 [=================>...............................................] Step: 416ms | Tot: 38s412ms | Loss: 0.321 | Acc: 88.896% (12289/13824) 108/391 [=================>...............................................] Step: 402ms | Tot: 38s815ms | Loss: 0.320 | Acc: 88.890% (12402/13952) 109/391 [==================>..............................................] Step: 356ms | Tot: 39s172ms | Loss: 0.320 | Acc: 88.878% (12514/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 39s526ms | Loss: 0.321 | Acc: 88.844% (12623/14208) 111/391 [==================>..............................................] Step: 348ms | Tot: 39s874ms | Loss: 0.320 | Acc: 88.860% (12739/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s235ms | Loss: 0.322 | Acc: 88.786% (12842/14464) 113/391 [==================>..............................................] Step: 352ms | Tot: 40s587ms | Loss: 0.321 | Acc: 88.795% (12957/14592) 114/391 [==================>..............................................] Step: 351ms | Tot: 40s939ms | Loss: 0.321 | Acc: 88.818% (13074/14720) 115/391 [===================>.............................................] Step: 351ms | Tot: 41s291ms | Loss: 0.321 | Acc: 88.813% (13187/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 41s645ms | Loss: 0.320 | Acc: 88.829% (13303/14976) 117/391 [===================>.............................................] Step: 355ms | Tot: 42s | Loss: 0.321 | Acc: 88.798% (13412/15104) 118/391 [===================>.............................................] Step: 351ms | Tot: 42s352ms | Loss: 0.320 | Acc: 88.813% (13528/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 42s713ms | Loss: 0.321 | Acc: 88.802% (13640/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s75ms | Loss: 0.321 | Acc: 88.811% (13755/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 43s434ms | Loss: 0.320 | Acc: 88.845% (13874/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 43s793ms | Loss: 0.321 | Acc: 88.815% (13983/15744) 123/391 [====================>............................................] Step: 371ms | Tot: 44s165ms | Loss: 0.320 | Acc: 88.842% (14101/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 44s527ms | Loss: 0.320 | Acc: 88.850% (14216/16000) 125/391 [====================>............................................] Step: 382ms | Tot: 44s910ms | Loss: 0.321 | Acc: 88.827% (14326/16128) 126/391 [====================>............................................] Step: 373ms | Tot: 45s283ms | Loss: 0.321 | Acc: 88.823% (14439/16256) 127/391 [=====================>...........................................] Step: 350ms | Tot: 45s633ms | Loss: 0.321 | Acc: 88.794% (14548/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 45s991ms | Loss: 0.321 | Acc: 88.814% (14665/16512) 129/391 [=====================>...........................................] Step: 348ms | Tot: 46s340ms | Loss: 0.321 | Acc: 88.798% (14776/16640) 130/391 [=====================>...........................................] Step: 351ms | Tot: 46s692ms | Loss: 0.322 | Acc: 88.782% (14887/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s56ms | Loss: 0.322 | Acc: 88.808% (15005/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 47s418ms | Loss: 0.322 | Acc: 88.786% (15115/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 47s777ms | Loss: 0.322 | Acc: 88.771% (15226/17152) 134/391 [======================>..........................................] Step: 372ms | Tot: 48s150ms | Loss: 0.323 | Acc: 88.727% (15332/17280) 135/391 [======================>..........................................] Step: 354ms | Tot: 48s504ms | Loss: 0.323 | Acc: 88.712% (15443/17408) 136/391 [======================>..........................................] Step: 349ms | Tot: 48s854ms | Loss: 0.325 | Acc: 88.652% (15546/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s218ms | Loss: 0.326 | Acc: 88.638% (15657/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 49s580ms | Loss: 0.326 | Acc: 88.635% (15770/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 49s937ms | Loss: 0.326 | Acc: 88.633% (15883/17920) 140/391 [=======================>.........................................] Step: 352ms | Tot: 50s289ms | Loss: 0.326 | Acc: 88.630% (15996/18048) 141/391 [=======================>.........................................] Step: 351ms | Tot: 50s640ms | Loss: 0.326 | Acc: 88.633% (16110/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 50s999ms | Loss: 0.326 | Acc: 88.620% (16221/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s363ms | Loss: 0.326 | Acc: 88.628% (16336/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 51s724ms | Loss: 0.327 | Acc: 88.599% (16444/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s83ms | Loss: 0.327 | Acc: 88.597% (16557/18688) 146/391 [========================>........................................] Step: 346ms | Tot: 52s430ms | Loss: 0.327 | Acc: 88.584% (16668/18816) 147/391 [========================>........................................] Step: 348ms | Tot: 52s778ms | Loss: 0.327 | Acc: 88.587% (16782/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s138ms | Loss: 0.328 | Acc: 88.564% (16891/19072) 149/391 [========================>........................................] Step: 351ms | Tot: 53s489ms | Loss: 0.328 | Acc: 88.547% (17001/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 53s854ms | Loss: 0.328 | Acc: 88.530% (17111/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 54s213ms | Loss: 0.328 | Acc: 88.523% (17223/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 54s572ms | Loss: 0.329 | Acc: 88.480% (17328/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 54s927ms | Loss: 0.329 | Acc: 88.484% (17442/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 55s292ms | Loss: 0.329 | Acc: 88.483% (17555/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 55s653ms | Loss: 0.329 | Acc: 88.472% (17666/19968) 156/391 [=========================>.......................................] Step: 356ms | Tot: 56s10ms | Loss: 0.329 | Acc: 88.505% (17786/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 56s365ms | Loss: 0.328 | Acc: 88.524% (17903/20224) 158/391 [==========================>......................................] Step: 352ms | Tot: 56s717ms | Loss: 0.329 | Acc: 88.488% (18009/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s83ms | Loss: 0.329 | Acc: 88.491% (18123/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 57s443ms | Loss: 0.328 | Acc: 88.524% (18243/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 57s812ms | Loss: 0.328 | Acc: 88.532% (18358/20736) 162/391 [==========================>......................................] Step: 367ms | Tot: 58s179ms | Loss: 0.328 | Acc: 88.554% (18476/20864) 163/391 [===========================>.....................................] Step: 347ms | Tot: 58s527ms | Loss: 0.328 | Acc: 88.538% (18586/20992) 164/391 [===========================>.....................................] Step: 351ms | Tot: 58s878ms | Loss: 0.327 | Acc: 88.556% (18703/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 59s243ms | Loss: 0.327 | Acc: 88.554% (18816/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 59s601ms | Loss: 0.328 | Acc: 88.543% (18927/21376) 167/391 [===========================>.....................................] Step: 352ms | Tot: 59s954ms | Loss: 0.327 | Acc: 88.551% (19042/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m310ms | Loss: 0.327 | Acc: 88.563% (19158/21632) 169/391 [============================>....................................] Step: 352ms | Tot: 1m662ms | Loss: 0.327 | Acc: 88.580% (19275/21760) 170/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.327 | Acc: 88.569% (19386/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.327 | Acc: 88.563% (19498/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.328 | Acc: 88.566% (19612/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.328 | Acc: 88.537% (19719/22272) 174/391 [============================>....................................] Step: 346ms | Tot: 1m2s | Loss: 0.330 | Acc: 88.509% (19826/22400) 175/391 [=============================>...................................] Step: 352ms | Tot: 1m2s | Loss: 0.331 | Acc: 88.459% (19928/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.331 | Acc: 88.449% (20039/22656) 177/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.331 | Acc: 88.461% (20155/22784) 178/391 [=============================>...................................] Step: 350ms | Tot: 1m3s | Loss: 0.331 | Acc: 88.482% (20273/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.331 | Acc: 88.477% (20385/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.332 | Acc: 88.480% (20499/23168) 181/391 [==============================>..................................] Step: 359ms | Tot: 1m4s | Loss: 0.332 | Acc: 88.462% (20608/23296) 182/391 [==============================>..................................] Step: 353ms | Tot: 1m5s | Loss: 0.332 | Acc: 88.461% (20721/23424) 183/391 [==============================>..................................] Step: 354ms | Tot: 1m5s | Loss: 0.332 | Acc: 88.460% (20834/23552) 184/391 [==============================>..................................] Step: 350ms | Tot: 1m6s | Loss: 0.332 | Acc: 88.476% (20951/23680) 185/391 [==============================>..................................] Step: 352ms | Tot: 1m6s | Loss: 0.332 | Acc: 88.483% (21066/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.332 | Acc: 88.478% (21178/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m7s | Loss: 0.332 | Acc: 88.493% (21295/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m7s | Loss: 0.332 | Acc: 88.476% (21404/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.332 | Acc: 88.466% (21515/24320) 190/391 [===============================>.................................] Step: 375ms | Tot: 1m8s | Loss: 0.333 | Acc: 88.469% (21629/24448) 191/391 [===============================>.................................] Step: 404ms | Tot: 1m8s | Loss: 0.332 | Acc: 88.464% (21741/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.332 | Acc: 88.480% (21858/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m9s | Loss: 0.333 | Acc: 88.450% (21964/24832) 194/391 [================================>................................] Step: 353ms | Tot: 1m9s | Loss: 0.334 | Acc: 88.438% (22074/24960) 195/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.334 | Acc: 88.437% (22187/25088) 196/391 [================================>................................] Step: 346ms | Tot: 1m10s | Loss: 0.334 | Acc: 88.416% (22295/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.334 | Acc: 88.411% (22407/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.334 | Acc: 88.423% (22523/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m11s | Loss: 0.334 | Acc: 88.426% (22637/25600) 200/391 [=================================>...............................] Step: 349ms | Tot: 1m11s | Loss: 0.334 | Acc: 88.429% (22751/25728) 201/391 [=================================>...............................] Step: 353ms | Tot: 1m12s | Loss: 0.335 | Acc: 88.420% (22862/25856) 202/391 [=================================>...............................] Step: 353ms | Tot: 1m12s | Loss: 0.335 | Acc: 88.412% (22973/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.335 | Acc: 88.431% (23091/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.335 | Acc: 88.438% (23206/26240) 205/391 [==================================>..............................] Step: 351ms | Tot: 1m13s | Loss: 0.335 | Acc: 88.437% (23319/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m13s | Loss: 0.335 | Acc: 88.466% (23440/26496) 207/391 [==================================>..............................] Step: 350ms | Tot: 1m14s | Loss: 0.335 | Acc: 88.458% (23551/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.335 | Acc: 88.472% (23668/26752) 209/391 [==================================>..............................] Step: 378ms | Tot: 1m15s | Loss: 0.336 | Acc: 88.460% (23778/26880) 210/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.335 | Acc: 88.463% (23892/27008) 211/391 [===================================>.............................] Step: 351ms | Tot: 1m15s | Loss: 0.335 | Acc: 88.480% (24010/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.335 | Acc: 88.476% (24122/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.336 | Acc: 88.456% (24230/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.336 | Acc: 88.441% (24339/27520) 215/391 [===================================>.............................] Step: 375ms | Tot: 1m17s | Loss: 0.336 | Acc: 88.458% (24457/27648) 216/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.336 | Acc: 88.450% (24568/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m17s | Loss: 0.336 | Acc: 88.453% (24682/27904) 218/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.336 | Acc: 88.449% (24794/28032) 219/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.337 | Acc: 88.452% (24908/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.337 | Acc: 88.451% (25021/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.336 | Acc: 88.457% (25136/28416) 222/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.336 | Acc: 88.446% (25246/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.336 | Acc: 88.449% (25360/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m20s | Loss: 0.336 | Acc: 88.451% (25474/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m20s | Loss: 0.337 | Acc: 88.451% (25587/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.337 | Acc: 88.436% (25696/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.337 | Acc: 88.422% (25805/29184) 228/391 [=====================================>...........................] Step: 352ms | Tot: 1m21s | Loss: 0.337 | Acc: 88.414% (25916/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m22s | Loss: 0.338 | Acc: 88.404% (26026/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m22s | Loss: 0.338 | Acc: 88.413% (26142/29568) 231/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.338 | Acc: 88.389% (26248/29696) 232/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.338 | Acc: 88.385% (26360/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.339 | Acc: 88.371% (26469/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.340 | Acc: 88.368% (26581/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m24s | Loss: 0.340 | Acc: 88.347% (26688/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m24s | Loss: 0.339 | Acc: 88.360% (26805/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.339 | Acc: 88.363% (26919/30464) 238/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.340 | Acc: 88.366% (27033/30592) 239/391 [=======================================>.........................] Step: 351ms | Tot: 1m25s | Loss: 0.339 | Acc: 88.379% (27150/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.340 | Acc: 88.366% (27259/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m26s | Loss: 0.340 | Acc: 88.349% (27367/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m26s | Loss: 0.340 | Acc: 88.333% (27475/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.341 | Acc: 88.310% (27581/31232) 244/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.341 | Acc: 88.284% (27686/31360) 245/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.342 | Acc: 88.272% (27795/31488) 246/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.342 | Acc: 88.256% (27903/31616) 247/391 [=========================================>.......................] Step: 349ms | Tot: 1m28s | Loss: 0.343 | Acc: 88.231% (28008/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.343 | Acc: 88.237% (28123/31872) 249/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.343 | Acc: 88.231% (28234/32000) 250/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.342 | Acc: 88.247% (28352/32128) 251/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.343 | Acc: 88.238% (28462/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.343 | Acc: 88.229% (28572/32384) 253/391 [==========================================>......................] Step: 352ms | Tot: 1m30s | Loss: 0.342 | Acc: 88.238% (28688/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.343 | Acc: 88.229% (28798/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.343 | Acc: 88.229% (28911/32768) 256/391 [==========================================>......................] Step: 351ms | Tot: 1m31s | Loss: 0.343 | Acc: 88.211% (29018/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.344 | Acc: 88.203% (29128/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.344 | Acc: 88.203% (29241/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m32s | Loss: 0.344 | Acc: 88.206% (29355/33280) 260/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.344 | Acc: 88.203% (29467/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.343 | Acc: 88.228% (29588/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.343 | Acc: 88.243% (29706/33664) 263/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.343 | Acc: 88.243% (29819/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.342 | Acc: 88.255% (29936/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m35s | Loss: 0.342 | Acc: 88.267% (30053/34048) 266/391 [============================================>....................] Step: 355ms | Tot: 1m35s | Loss: 0.342 | Acc: 88.261% (30164/34176) 267/391 [============================================>....................] Step: 349ms | Tot: 1m35s | Loss: 0.342 | Acc: 88.270% (30280/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.342 | Acc: 88.261% (30390/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.342 | Acc: 88.270% (30506/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.342 | Acc: 88.264% (30617/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m37s | Loss: 0.342 | Acc: 88.270% (30732/34816) 272/391 [=============================================>...................] Step: 349ms | Tot: 1m37s | Loss: 0.342 | Acc: 88.267% (30844/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.342 | Acc: 88.256% (30953/35072) 274/391 [=============================================>...................] Step: 411ms | Tot: 1m38s | Loss: 0.343 | Acc: 88.256% (31066/35200) 275/391 [=============================================>...................] Step: 396ms | Tot: 1m38s | Loss: 0.343 | Acc: 88.259% (31180/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.342 | Acc: 88.256% (31292/35456) 277/391 [==============================================>..................] Step: 349ms | Tot: 1m39s | Loss: 0.342 | Acc: 88.267% (31409/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m39s | Loss: 0.342 | Acc: 88.267% (31522/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.342 | Acc: 88.267% (31635/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.342 | Acc: 88.265% (31747/35968) 281/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.342 | Acc: 88.267% (31861/36096) 282/391 [==============================================>..................] Step: 347ms | Tot: 1m41s | Loss: 0.342 | Acc: 88.281% (31979/36224) 283/391 [===============================================>.................] Step: 354ms | Tot: 1m41s | Loss: 0.342 | Acc: 88.259% (32084/36352) 284/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.342 | Acc: 88.243% (32191/36480) 285/391 [===============================================>.................] Step: 352ms | Tot: 1m42s | Loss: 0.342 | Acc: 88.254% (32308/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m42s | Loss: 0.342 | Acc: 88.257% (32422/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.342 | Acc: 88.257% (32535/36864) 288/391 [===============================================>.................] Step: 355ms | Tot: 1m43s | Loss: 0.342 | Acc: 88.260% (32649/36992) 289/391 [================================================>................] Step: 351ms | Tot: 1m43s | Loss: 0.342 | Acc: 88.268% (32765/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.342 | Acc: 88.241% (32868/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.343 | Acc: 88.233% (32978/37376) 292/391 [================================================>................] Step: 372ms | Tot: 1m44s | Loss: 0.343 | Acc: 88.233% (33091/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.343 | Acc: 88.236% (33205/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.343 | Acc: 88.231% (33316/37760) 295/391 [=================================================>...............] Step: 351ms | Tot: 1m45s | Loss: 0.343 | Acc: 88.226% (33427/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m46s | Loss: 0.343 | Acc: 88.237% (33544/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.343 | Acc: 88.221% (33651/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.344 | Acc: 88.205% (33758/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.344 | Acc: 88.195% (33867/38400) 300/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.344 | Acc: 88.193% (33979/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.344 | Acc: 88.196% (34093/38656) 302/391 [==================================================>..............] Step: 377ms | Tot: 1m48s | Loss: 0.344 | Acc: 88.183% (34201/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m48s | Loss: 0.344 | Acc: 88.189% (34316/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.345 | Acc: 88.184% (34427/39040) 305/391 [==================================================>..............] Step: 375ms | Tot: 1m49s | Loss: 0.345 | Acc: 88.184% (34540/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.344 | Acc: 88.192% (34656/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m50s | Loss: 0.344 | Acc: 88.192% (34769/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m50s | Loss: 0.344 | Acc: 88.185% (34879/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.345 | Acc: 88.185% (34992/39680) 310/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.345 | Acc: 88.181% (35103/39808) 311/391 [===================================================>.............] Step: 348ms | Tot: 1m51s | Loss: 0.345 | Acc: 88.169% (35211/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.345 | Acc: 88.161% (35321/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m52s | Loss: 0.345 | Acc: 88.164% (35435/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m52s | Loss: 0.345 | Acc: 88.175% (35552/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.345 | Acc: 88.180% (35667/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.345 | Acc: 88.178% (35779/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.345 | Acc: 88.168% (35888/40704) 318/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.345 | Acc: 88.173% (36003/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m54s | Loss: 0.345 | Acc: 88.179% (36118/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m55s | Loss: 0.345 | Acc: 88.186% (36234/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m55s | Loss: 0.345 | Acc: 88.179% (36344/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.345 | Acc: 88.175% (36455/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m56s | Loss: 0.345 | Acc: 88.187% (36573/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.346 | Acc: 88.180% (36683/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m56s | Loss: 0.346 | Acc: 88.178% (36795/41728) 326/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.345 | Acc: 88.195% (36915/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m57s | Loss: 0.345 | Acc: 88.196% (37028/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m57s | Loss: 0.345 | Acc: 88.208% (37146/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.345 | Acc: 88.220% (37264/42240) 330/391 [======================================================>..........] Step: 369ms | Tot: 1m58s | Loss: 0.345 | Acc: 88.220% (37377/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 1m59s | Loss: 0.345 | Acc: 88.220% (37490/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 1m59s | Loss: 0.345 | Acc: 88.216% (37601/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 1m59s | Loss: 0.345 | Acc: 88.218% (37715/42752) 334/391 [=======================================================>.........] Step: 375ms | Tot: 2m140ms | Loss: 0.345 | Acc: 88.207% (37823/42880) 335/391 [=======================================================>.........] Step: 370ms | Tot: 2m511ms | Loss: 0.345 | Acc: 88.205% (37935/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m869ms | Loss: 0.345 | Acc: 88.195% (38044/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m1s | Loss: 0.345 | Acc: 88.193% (38156/43264) 338/391 [========================================================>........] Step: 348ms | Tot: 2m1s | Loss: 0.345 | Acc: 88.194% (38269/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m1s | Loss: 0.345 | Acc: 88.196% (38383/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.345 | Acc: 88.206% (38500/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.345 | Acc: 88.206% (38613/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.345 | Acc: 88.195% (38721/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m3s | Loss: 0.344 | Acc: 88.206% (38839/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m3s | Loss: 0.344 | Acc: 88.218% (38957/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.344 | Acc: 88.220% (39071/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m4s | Loss: 0.344 | Acc: 88.236% (39191/44416) 347/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.344 | Acc: 88.230% (39301/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.344 | Acc: 88.219% (39409/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m5s | Loss: 0.344 | Acc: 88.223% (39524/44800) 350/391 [==========================================================>......] Step: 368ms | Tot: 2m5s | Loss: 0.344 | Acc: 88.232% (39641/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.344 | Acc: 88.248% (39761/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.344 | Acc: 88.239% (39870/45184) 353/391 [==========================================================>......] Step: 347ms | Tot: 2m6s | Loss: 0.344 | Acc: 88.242% (39984/45312) 354/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.344 | Acc: 88.248% (40100/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m7s | Loss: 0.344 | Acc: 88.237% (40208/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m8s | Loss: 0.344 | Acc: 88.242% (40323/45696) 357/391 [===========================================================>.....] Step: 404ms | Tot: 2m8s | Loss: 0.344 | Acc: 88.251% (40440/45824) 358/391 [===========================================================>.....] Step: 408ms | Tot: 2m8s | Loss: 0.343 | Acc: 88.266% (40560/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.343 | Acc: 88.262% (40671/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.343 | Acc: 88.270% (40788/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m10s | Loss: 0.343 | Acc: 88.277% (40904/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m10s | Loss: 0.343 | Acc: 88.273% (41015/46464) 363/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.343 | Acc: 88.277% (41130/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.343 | Acc: 88.277% (41243/46720) 365/391 [============================================================>....] Step: 353ms | Tot: 2m11s | Loss: 0.343 | Acc: 88.292% (41363/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.343 | Acc: 88.288% (41474/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m12s | Loss: 0.343 | Acc: 88.298% (41592/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m12s | Loss: 0.343 | Acc: 88.305% (41708/47232) 369/391 [=============================================================>...] Step: 348ms | Tot: 2m12s | Loss: 0.343 | Acc: 88.302% (41820/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.343 | Acc: 88.309% (41936/47488) 371/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.343 | Acc: 88.319% (42054/47616) 372/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.342 | Acc: 88.338% (42176/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m14s | Loss: 0.342 | Acc: 88.346% (42293/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.342 | Acc: 88.340% (42403/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m15s | Loss: 0.342 | Acc: 88.339% (42516/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m15s | Loss: 0.342 | Acc: 88.343% (42631/48256) 377/391 [==============================================================>..] Step: 370ms | Tot: 2m15s | Loss: 0.342 | Acc: 88.356% (42750/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.342 | Acc: 88.351% (42861/48512) 379/391 [===============================================================>.] Step: 352ms | Tot: 2m16s | Loss: 0.342 | Acc: 88.351% (42974/48640) 380/391 [===============================================================>.] Step: 350ms | Tot: 2m16s | Loss: 0.342 | Acc: 88.357% (43090/48768) 381/391 [===============================================================>.] Step: 356ms | Tot: 2m17s | Loss: 0.342 | Acc: 88.357% (43203/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.342 | Acc: 88.347% (43311/49024) 383/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.342 | Acc: 88.361% (43431/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.342 | Acc: 88.354% (43541/49280) 385/391 [================================================================>] Step: 348ms | Tot: 2m18s | Loss: 0.342 | Acc: 88.360% (43657/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m18s | Loss: 0.341 | Acc: 88.364% (43772/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m19s | Loss: 0.341 | Acc: 88.370% (43888/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.342 | Acc: 88.372% (44002/49792) 389/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.342 | Acc: 88.363% (44111/49920) 390/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.342 | Acc: 88.358% (44179/50000) 391/391 + [>................................................................] Step: 491ms | Tot: 2ms | Loss: 0.253 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 303ms | Tot: 306ms | Loss: 0.307 | Acc: 87.500% (175/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 607ms | Loss: 0.341 | Acc: 86.667% (260/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 910ms | Loss: 0.346 | Acc: 86.250% (345/400) 4/100 [==>..............................................................] Step: 310ms | Tot: 1s221ms | Loss: 0.363 | Acc: 85.800% (429/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s518ms | Loss: 0.340 | Acc: 87.167% (523/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s820ms | Loss: 0.348 | Acc: 87.286% (611/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s116ms | Loss: 0.372 | Acc: 86.500% (692/800) 8/100 [=====>...........................................................] Step: 289ms | Tot: 2s406ms | Loss: 0.379 | Acc: 86.333% (777/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s706ms | Loss: 0.383 | Acc: 86.400% (864/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 3s4ms | Loss: 0.389 | Acc: 86.364% (950/1100) 11/100 [=======>.........................................................] Step: 297ms | Tot: 3s302ms | Loss: 0.400 | Acc: 86.000% (1032/1200) 12/100 [=======>.........................................................] Step: 292ms | Tot: 3s595ms | Loss: 0.395 | Acc: 85.846% (1116/1300) 13/100 [========>........................................................] Step: 293ms | Tot: 3s888ms | Loss: 0.396 | Acc: 85.857% (1202/1400) 14/100 [=========>.......................................................] Step: 296ms | Tot: 4s184ms | Loss: 0.387 | Acc: 86.267% (1294/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s492ms | Loss: 0.388 | Acc: 86.188% (1379/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s795ms | Loss: 0.382 | Acc: 86.471% (1470/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s108ms | Loss: 0.387 | Acc: 86.278% (1553/1800) 18/100 [===========>.....................................................] Step: 297ms | Tot: 5s405ms | Loss: 0.395 | Acc: 86.211% (1638/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s709ms | Loss: 0.403 | Acc: 86.150% (1723/2000) 20/100 [=============>...................................................] Step: 296ms | Tot: 6s6ms | Loss: 0.405 | Acc: 86.190% (1810/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s306ms | Loss: 0.403 | Acc: 86.136% (1895/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s607ms | Loss: 0.409 | Acc: 86.043% (1979/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s909ms | Loss: 0.410 | Acc: 86.042% (2065/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s216ms | Loss: 0.417 | Acc: 85.880% (2147/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s519ms | Loss: 0.420 | Acc: 85.615% (2226/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s829ms | Loss: 0.416 | Acc: 85.667% (2313/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s130ms | Loss: 0.415 | Acc: 85.607% (2397/2800) 28/100 [==================>..............................................] Step: 298ms | Tot: 8s428ms | Loss: 0.420 | Acc: 85.621% (2483/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s727ms | Loss: 0.419 | Acc: 85.600% (2568/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s35ms | Loss: 0.421 | Acc: 85.452% (2649/3100) 31/100 [====================>............................................] Step: 316ms | Tot: 9s351ms | Loss: 0.418 | Acc: 85.562% (2738/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s660ms | Loss: 0.416 | Acc: 85.636% (2826/3300) 33/100 [=====================>...........................................] Step: 301ms | Tot: 9s961ms | Loss: 0.415 | Acc: 85.706% (2914/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s261ms | Loss: 0.417 | Acc: 85.657% (2998/3500) 35/100 [======================>..........................................] Step: 295ms | Tot: 10s557ms | Loss: 0.418 | Acc: 85.778% (3088/3600) 36/100 [=======================>.........................................] Step: 294ms | Tot: 10s851ms | Loss: 0.421 | Acc: 85.622% (3168/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s161ms | Loss: 0.422 | Acc: 85.579% (3252/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s467ms | Loss: 0.423 | Acc: 85.615% (3339/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s765ms | Loss: 0.421 | Acc: 85.700% (3428/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s70ms | Loss: 0.422 | Acc: 85.707% (3514/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s374ms | Loss: 0.424 | Acc: 85.667% (3598/4200) 42/100 [===========================>.....................................] Step: 294ms | Tot: 12s669ms | Loss: 0.421 | Acc: 85.814% (3690/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 12s975ms | Loss: 0.422 | Acc: 85.795% (3775/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s285ms | Loss: 0.423 | Acc: 85.844% (3863/4500) 45/100 [=============================>...................................] Step: 296ms | Tot: 13s582ms | Loss: 0.424 | Acc: 85.848% (3949/4600) 46/100 [=============================>...................................] Step: 293ms | Tot: 13s875ms | Loss: 0.424 | Acc: 85.851% (4035/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s176ms | Loss: 0.425 | Acc: 85.750% (4116/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s483ms | Loss: 0.420 | Acc: 85.898% (4209/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s782ms | Loss: 0.421 | Acc: 85.880% (4294/5000) 50/100 [================================>................................] Step: 312ms | Tot: 15s95ms | Loss: 0.421 | Acc: 85.902% (4381/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s399ms | Loss: 0.420 | Acc: 85.885% (4466/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s697ms | Loss: 0.420 | Acc: 85.887% (4552/5300) 53/100 [==================================>..............................] Step: 298ms | Tot: 15s996ms | Loss: 0.418 | Acc: 85.963% (4642/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s296ms | Loss: 0.418 | Acc: 85.927% (4726/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s599ms | Loss: 0.417 | Acc: 85.982% (4815/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 16s903ms | Loss: 0.417 | Acc: 85.930% (4898/5700) 57/100 [=====================================>...........................] Step: 319ms | Tot: 17s222ms | Loss: 0.415 | Acc: 86.017% (4989/5800) 58/100 [=====================================>...........................] Step: 336ms | Tot: 17s559ms | Loss: 0.416 | Acc: 85.898% (5068/5900) 59/100 [======================================>..........................] Step: 321ms | Tot: 17s880ms | Loss: 0.416 | Acc: 85.967% (5158/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s182ms | Loss: 0.415 | Acc: 86.049% (5249/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s492ms | Loss: 0.415 | Acc: 86.081% (5337/6200) 62/100 [========================================>........................] Step: 298ms | Tot: 18s791ms | Loss: 0.415 | Acc: 86.063% (5422/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s100ms | Loss: 0.412 | Acc: 86.141% (5513/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s412ms | Loss: 0.413 | Acc: 86.092% (5596/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s715ms | Loss: 0.413 | Acc: 86.076% (5681/6600) 66/100 [==========================================>......................] Step: 297ms | Tot: 20s12ms | Loss: 0.412 | Acc: 86.134% (5771/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s315ms | Loss: 0.411 | Acc: 86.176% (5860/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s617ms | Loss: 0.411 | Acc: 86.174% (5946/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 20s918ms | Loss: 0.413 | Acc: 86.086% (6026/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s220ms | Loss: 0.412 | Acc: 86.113% (6114/7100) 71/100 [==============================================>..................] Step: 302ms | Tot: 21s523ms | Loss: 0.412 | Acc: 86.097% (6199/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 21s834ms | Loss: 0.412 | Acc: 86.137% (6288/7300) 73/100 [===============================================>.................] Step: 299ms | Tot: 22s134ms | Loss: 0.410 | Acc: 86.189% (6378/7400) 74/100 [================================================>................] Step: 292ms | Tot: 22s426ms | Loss: 0.411 | Acc: 86.147% (6461/7500) 75/100 [================================================>................] Step: 295ms | Tot: 22s721ms | Loss: 0.411 | Acc: 86.171% (6549/7600) 76/100 [=================================================>...............] Step: 299ms | Tot: 23s21ms | Loss: 0.411 | Acc: 86.169% (6635/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s325ms | Loss: 0.410 | Acc: 86.218% (6725/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 23s631ms | Loss: 0.410 | Acc: 86.215% (6811/7900) 79/100 [===================================================>.............] Step: 294ms | Tot: 23s925ms | Loss: 0.410 | Acc: 86.213% (6897/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s234ms | Loss: 0.409 | Acc: 86.222% (6984/8100) 81/100 [====================================================>............] Step: 307ms | Tot: 24s541ms | Loss: 0.409 | Acc: 86.220% (7070/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 24s850ms | Loss: 0.409 | Acc: 86.205% (7155/8300) 83/100 [=====================================================>...........] Step: 312ms | Tot: 25s162ms | Loss: 0.410 | Acc: 86.131% (7235/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 25s464ms | Loss: 0.411 | Acc: 86.106% (7319/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 25s767ms | Loss: 0.413 | Acc: 86.081% (7403/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s70ms | Loss: 0.412 | Acc: 86.126% (7493/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s378ms | Loss: 0.413 | Acc: 86.102% (7577/8800) 88/100 [=========================================================>.......] Step: 292ms | Tot: 26s671ms | Loss: 0.414 | Acc: 86.090% (7662/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 26s972ms | Loss: 0.413 | Acc: 86.111% (7750/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s282ms | Loss: 0.412 | Acc: 86.132% (7838/9100) 91/100 [===========================================================>.....] Step: 300ms | Tot: 27s583ms | Loss: 0.410 | Acc: 86.196% (7930/9200) 92/100 [===========================================================>.....] Step: 297ms | Tot: 27s880ms | Loss: 0.411 | Acc: 86.129% (8010/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s184ms | Loss: 0.411 | Acc: 86.096% (8093/9400) 94/100 [=============================================================>...] Step: 295ms | Tot: 28s480ms | Loss: 0.410 | Acc: 86.053% (8175/9500) 95/100 [=============================================================>...] Step: 293ms | Tot: 28s774ms | Loss: 0.409 | Acc: 86.135% (8269/9600) 96/100 [==============================================================>..] Step: 314ms | Tot: 29s89ms | Loss: 0.408 | Acc: 86.165% (8358/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s401ms | Loss: 0.410 | Acc: 86.102% (8438/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 29s707ms | Loss: 0.410 | Acc: 86.141% (8528/9900) 99/100 [================================================================>] Step: 296ms | Tot: 30s4ms | Loss: 0.409 | Acc: 86.180% (8618/10000) 100/100 +Saving.. + +Epoch: 99 + [>................................................................] Step: 720ms | Tot: 2ms | Loss: 0.197 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 390ms | Tot: 392ms | Loss: 0.200 | Acc: 93.359% (239/256) 2/391 [>................................................................] Step: 388ms | Tot: 780ms | Loss: 0.250 | Acc: 91.927% (353/384) 3/391 [>................................................................] Step: 384ms | Tot: 1s165ms | Loss: 0.248 | Acc: 91.016% (466/512) 4/391 [>................................................................] Step: 382ms | Tot: 1s547ms | Loss: 0.257 | Acc: 90.781% (581/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s921ms | Loss: 0.281 | Acc: 90.495% (695/768) 6/391 [>................................................................] Step: 374ms | Tot: 2s295ms | Loss: 0.278 | Acc: 90.625% (812/896) 7/391 [=>...............................................................] Step: 373ms | Tot: 2s669ms | Loss: 0.291 | Acc: 89.844% (920/1024) 8/391 [=>...............................................................] Step: 369ms | Tot: 3s39ms | Loss: 0.306 | Acc: 89.236% (1028/1152) 9/391 [=>...............................................................] Step: 376ms | Tot: 3s415ms | Loss: 0.305 | Acc: 89.453% (1145/1280) 10/391 [=>...............................................................] Step: 357ms | Tot: 3s772ms | Loss: 0.309 | Acc: 89.702% (1263/1408) 11/391 [=>...............................................................] Step: 355ms | Tot: 4s128ms | Loss: 0.301 | Acc: 89.844% (1380/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s490ms | Loss: 0.304 | Acc: 89.964% (1497/1664) 13/391 [==>..............................................................] Step: 357ms | Tot: 4s848ms | Loss: 0.306 | Acc: 89.788% (1609/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s213ms | Loss: 0.305 | Acc: 89.740% (1723/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s569ms | Loss: 0.303 | Acc: 89.990% (1843/2048) 16/391 [==>..............................................................] Step: 347ms | Tot: 5s917ms | Loss: 0.305 | Acc: 89.890% (1956/2176) 17/391 [==>..............................................................] Step: 354ms | Tot: 6s271ms | Loss: 0.308 | Acc: 89.800% (2069/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s632ms | Loss: 0.307 | Acc: 89.803% (2184/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s988ms | Loss: 0.302 | Acc: 90.000% (2304/2560) 20/391 [===>.............................................................] Step: 370ms | Tot: 7s359ms | Loss: 0.302 | Acc: 89.918% (2417/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s716ms | Loss: 0.308 | Acc: 89.631% (2524/2816) 22/391 [===>.............................................................] Step: 352ms | Tot: 8s68ms | Loss: 0.317 | Acc: 89.334% (2630/2944) 23/391 [===>.............................................................] Step: 376ms | Tot: 8s445ms | Loss: 0.319 | Acc: 89.388% (2746/3072) 24/391 [===>.............................................................] Step: 381ms | Tot: 8s826ms | Loss: 0.315 | Acc: 89.531% (2865/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s183ms | Loss: 0.316 | Acc: 89.423% (2976/3328) 26/391 [====>............................................................] Step: 353ms | Tot: 9s537ms | Loss: 0.314 | Acc: 89.554% (3095/3456) 27/391 [====>............................................................] Step: 348ms | Tot: 9s886ms | Loss: 0.313 | Acc: 89.593% (3211/3584) 28/391 [====>............................................................] Step: 351ms | Tot: 10s237ms | Loss: 0.313 | Acc: 89.520% (3323/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s609ms | Loss: 0.314 | Acc: 89.479% (3436/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 10s965ms | Loss: 0.314 | Acc: 89.491% (3551/3968) 31/391 [=====>...........................................................] Step: 352ms | Tot: 11s318ms | Loss: 0.314 | Acc: 89.478% (3665/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s678ms | Loss: 0.314 | Acc: 89.394% (3776/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 12s35ms | Loss: 0.311 | Acc: 89.476% (3894/4352) 34/391 [=====>...........................................................] Step: 370ms | Tot: 12s406ms | Loss: 0.308 | Acc: 89.621% (4015/4480) 35/391 [=====>...........................................................] Step: 357ms | Tot: 12s764ms | Loss: 0.307 | Acc: 89.648% (4131/4608) 36/391 [=====>...........................................................] Step: 353ms | Tot: 13s117ms | Loss: 0.308 | Acc: 89.569% (4242/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s480ms | Loss: 0.309 | Acc: 89.515% (4354/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s833ms | Loss: 0.311 | Acc: 89.423% (4464/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s192ms | Loss: 0.314 | Acc: 89.277% (4571/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s556ms | Loss: 0.316 | Acc: 89.177% (4680/5248) 41/391 [======>..........................................................] Step: 363ms | Tot: 14s919ms | Loss: 0.315 | Acc: 89.230% (4797/5376) 42/391 [======>..........................................................] Step: 358ms | Tot: 15s278ms | Loss: 0.321 | Acc: 88.990% (4898/5504) 43/391 [=======>.........................................................] Step: 354ms | Tot: 15s632ms | Loss: 0.321 | Acc: 88.974% (5011/5632) 44/391 [=======>.........................................................] Step: 348ms | Tot: 15s981ms | Loss: 0.320 | Acc: 89.010% (5127/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s338ms | Loss: 0.320 | Acc: 89.029% (5242/5888) 46/391 [=======>.........................................................] Step: 386ms | Tot: 16s725ms | Loss: 0.320 | Acc: 88.996% (5354/6016) 47/391 [=======>.........................................................] Step: 387ms | Tot: 17s112ms | Loss: 0.320 | Acc: 88.932% (5464/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s471ms | Loss: 0.324 | Acc: 88.839% (5572/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s829ms | Loss: 0.325 | Acc: 88.859% (5687/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s189ms | Loss: 0.324 | Acc: 88.894% (5803/6528) 51/391 [========>........................................................] Step: 374ms | Tot: 18s564ms | Loss: 0.323 | Acc: 88.957% (5921/6656) 52/391 [========>........................................................] Step: 365ms | Tot: 18s929ms | Loss: 0.320 | Acc: 89.048% (6041/6784) 53/391 [========>........................................................] Step: 357ms | Tot: 19s287ms | Loss: 0.319 | Acc: 89.062% (6156/6912) 54/391 [========>........................................................] Step: 349ms | Tot: 19s636ms | Loss: 0.319 | Acc: 89.020% (6267/7040) 55/391 [=========>.......................................................] Step: 347ms | Tot: 19s984ms | Loss: 0.321 | Acc: 88.993% (6379/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s341ms | Loss: 0.322 | Acc: 88.953% (6490/7296) 57/391 [=========>.......................................................] Step: 355ms | Tot: 20s696ms | Loss: 0.321 | Acc: 89.009% (6608/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s54ms | Loss: 0.322 | Acc: 88.970% (6719/7552) 59/391 [=========>.......................................................] Step: 371ms | Tot: 21s426ms | Loss: 0.322 | Acc: 88.958% (6832/7680) 60/391 [=========>.......................................................] Step: 352ms | Tot: 21s778ms | Loss: 0.322 | Acc: 88.909% (6942/7808) 61/391 [==========>......................................................] Step: 348ms | Tot: 22s127ms | Loss: 0.323 | Acc: 88.911% (7056/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s488ms | Loss: 0.323 | Acc: 88.938% (7172/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 22s844ms | Loss: 0.324 | Acc: 88.867% (7280/8192) 64/391 [==========>......................................................] Step: 370ms | Tot: 23s215ms | Loss: 0.323 | Acc: 88.930% (7399/8320) 65/391 [==========>......................................................] Step: 369ms | Tot: 23s584ms | Loss: 0.322 | Acc: 88.956% (7515/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 23s950ms | Loss: 0.320 | Acc: 89.028% (7635/8576) 67/391 [===========>.....................................................] Step: 355ms | Tot: 24s306ms | Loss: 0.321 | Acc: 88.982% (7745/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s674ms | Loss: 0.321 | Acc: 88.983% (7859/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s39ms | Loss: 0.320 | Acc: 88.996% (7974/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s400ms | Loss: 0.322 | Acc: 88.908% (8080/9088) 71/391 [===========>.....................................................] Step: 352ms | Tot: 25s752ms | Loss: 0.321 | Acc: 88.932% (8196/9216) 72/391 [===========>.....................................................] Step: 351ms | Tot: 26s104ms | Loss: 0.322 | Acc: 88.870% (8304/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s471ms | Loss: 0.323 | Acc: 88.809% (8412/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 26s832ms | Loss: 0.323 | Acc: 88.802% (8525/9600) 75/391 [============>....................................................] Step: 352ms | Tot: 27s185ms | Loss: 0.324 | Acc: 88.713% (8630/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s543ms | Loss: 0.324 | Acc: 88.728% (8745/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 27s905ms | Loss: 0.325 | Acc: 88.672% (8853/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s265ms | Loss: 0.324 | Acc: 88.697% (8969/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 28s633ms | Loss: 0.325 | Acc: 88.682% (9081/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 28s996ms | Loss: 0.324 | Acc: 88.725% (9199/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s353ms | Loss: 0.324 | Acc: 88.672% (9307/10496) 82/391 [=============>...................................................] Step: 351ms | Tot: 29s705ms | Loss: 0.324 | Acc: 88.686% (9422/10624) 83/391 [=============>...................................................] Step: 352ms | Tot: 30s57ms | Loss: 0.325 | Acc: 88.644% (9531/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s424ms | Loss: 0.326 | Acc: 88.640% (9644/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s785ms | Loss: 0.325 | Acc: 88.636% (9757/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s147ms | Loss: 0.327 | Acc: 88.569% (9863/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s505ms | Loss: 0.328 | Acc: 88.583% (9978/11264) 88/391 [==============>..................................................] Step: 349ms | Tot: 31s854ms | Loss: 0.329 | Acc: 88.553% (10088/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s217ms | Loss: 0.330 | Acc: 88.533% (10199/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s584ms | Loss: 0.331 | Acc: 88.487% (10307/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 32s950ms | Loss: 0.331 | Acc: 88.485% (10420/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s315ms | Loss: 0.330 | Acc: 88.491% (10534/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s681ms | Loss: 0.331 | Acc: 88.464% (10644/12032) 94/391 [===============>.................................................] Step: 370ms | Tot: 34s52ms | Loss: 0.331 | Acc: 88.479% (10759/12160) 95/391 [===============>.................................................] Step: 379ms | Tot: 34s432ms | Loss: 0.332 | Acc: 88.436% (10867/12288) 96/391 [===============>.................................................] Step: 372ms | Tot: 34s804ms | Loss: 0.333 | Acc: 88.442% (10981/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s168ms | Loss: 0.334 | Acc: 88.433% (11093/12544) 98/391 [================>................................................] Step: 367ms | Tot: 35s535ms | Loss: 0.334 | Acc: 88.431% (11206/12672) 99/391 [================>................................................] Step: 365ms | Tot: 35s901ms | Loss: 0.333 | Acc: 88.445% (11321/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s258ms | Loss: 0.334 | Acc: 88.444% (11434/12928) 101/391 [================>................................................] Step: 361ms | Tot: 36s620ms | Loss: 0.334 | Acc: 88.442% (11547/13056) 102/391 [================>................................................] Step: 347ms | Tot: 36s967ms | Loss: 0.334 | Acc: 88.433% (11659/13184) 103/391 [=================>...............................................] Step: 351ms | Tot: 37s318ms | Loss: 0.334 | Acc: 88.409% (11769/13312) 104/391 [=================>...............................................] Step: 379ms | Tot: 37s698ms | Loss: 0.334 | Acc: 88.408% (11882/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s55ms | Loss: 0.334 | Acc: 88.407% (11995/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s418ms | Loss: 0.333 | Acc: 88.435% (12112/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s780ms | Loss: 0.333 | Acc: 88.455% (12228/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 39s137ms | Loss: 0.333 | Acc: 88.460% (12342/13952) 109/391 [==================>..............................................] Step: 355ms | Tot: 39s492ms | Loss: 0.332 | Acc: 88.501% (12461/14080) 110/391 [==================>..............................................] Step: 359ms | Tot: 39s851ms | Loss: 0.332 | Acc: 88.521% (12577/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s213ms | Loss: 0.332 | Acc: 88.532% (12692/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s571ms | Loss: 0.331 | Acc: 88.558% (12809/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 40s937ms | Loss: 0.332 | Acc: 88.542% (12920/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s293ms | Loss: 0.332 | Acc: 88.526% (13031/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s653ms | Loss: 0.332 | Acc: 88.537% (13146/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s14ms | Loss: 0.332 | Acc: 88.515% (13256/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 42s371ms | Loss: 0.332 | Acc: 88.513% (13369/15104) 118/391 [===================>.............................................] Step: 349ms | Tot: 42s721ms | Loss: 0.332 | Acc: 88.511% (13482/15232) 119/391 [===================>.............................................] Step: 352ms | Tot: 43s73ms | Loss: 0.333 | Acc: 88.503% (13594/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s432ms | Loss: 0.332 | Acc: 88.527% (13711/15488) 121/391 [====================>............................................] Step: 375ms | Tot: 43s807ms | Loss: 0.333 | Acc: 88.505% (13821/15616) 122/391 [====================>............................................] Step: 372ms | Tot: 44s179ms | Loss: 0.333 | Acc: 88.510% (13935/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s545ms | Loss: 0.333 | Acc: 88.495% (14046/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 44s900ms | Loss: 0.333 | Acc: 88.494% (14159/16000) 125/391 [====================>............................................] Step: 352ms | Tot: 45s252ms | Loss: 0.333 | Acc: 88.473% (14269/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 45s619ms | Loss: 0.334 | Acc: 88.447% (14378/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 45s982ms | Loss: 0.334 | Acc: 88.428% (14488/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s342ms | Loss: 0.334 | Acc: 88.433% (14602/16512) 129/391 [=====================>...........................................] Step: 386ms | Tot: 46s728ms | Loss: 0.333 | Acc: 88.468% (14721/16640) 130/391 [=====================>...........................................] Step: 379ms | Tot: 47s108ms | Loss: 0.333 | Acc: 88.478% (14836/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 47s483ms | Loss: 0.333 | Acc: 88.477% (14949/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 47s848ms | Loss: 0.332 | Acc: 88.504% (15067/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s210ms | Loss: 0.333 | Acc: 88.485% (15177/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s573ms | Loss: 0.333 | Acc: 88.478% (15289/17280) 135/391 [======================>..........................................] Step: 357ms | Tot: 48s931ms | Loss: 0.332 | Acc: 88.494% (15405/17408) 136/391 [======================>..........................................] Step: 352ms | Tot: 49s284ms | Loss: 0.332 | Acc: 88.498% (15519/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 49s645ms | Loss: 0.332 | Acc: 88.496% (15632/17664) 138/391 [======================>..........................................] Step: 354ms | Tot: 49s999ms | Loss: 0.331 | Acc: 88.517% (15749/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s358ms | Loss: 0.330 | Acc: 88.527% (15864/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s719ms | Loss: 0.331 | Acc: 88.531% (15978/18048) 141/391 [=======================>.........................................] Step: 352ms | Tot: 51s72ms | Loss: 0.330 | Acc: 88.545% (16094/18176) 142/391 [=======================>.........................................] Step: 372ms | Tot: 51s444ms | Loss: 0.330 | Acc: 88.522% (16203/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 51s803ms | Loss: 0.330 | Acc: 88.525% (16317/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 52s161ms | Loss: 0.330 | Acc: 88.545% (16434/18560) 145/391 [========================>........................................] Step: 351ms | Tot: 52s513ms | Loss: 0.330 | Acc: 88.565% (16551/18688) 146/391 [========================>........................................] Step: 354ms | Tot: 52s868ms | Loss: 0.329 | Acc: 88.568% (16665/18816) 147/391 [========================>........................................] Step: 354ms | Tot: 53s223ms | Loss: 0.331 | Acc: 88.524% (16770/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 53s594ms | Loss: 0.331 | Acc: 88.533% (16885/19072) 149/391 [========================>........................................] Step: 378ms | Tot: 53s973ms | Loss: 0.331 | Acc: 88.531% (16998/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 54s343ms | Loss: 0.331 | Acc: 88.545% (17114/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 54s702ms | Loss: 0.330 | Acc: 88.569% (17232/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s65ms | Loss: 0.330 | Acc: 88.567% (17345/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s426ms | Loss: 0.330 | Acc: 88.560% (17457/19712) 154/391 [=========================>.......................................] Step: 354ms | Tot: 55s781ms | Loss: 0.330 | Acc: 88.569% (17572/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 56s140ms | Loss: 0.330 | Acc: 88.567% (17685/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 56s506ms | Loss: 0.330 | Acc: 88.550% (17795/20096) 157/391 [==========================>......................................] Step: 354ms | Tot: 56s860ms | Loss: 0.330 | Acc: 88.573% (17913/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 57s221ms | Loss: 0.330 | Acc: 88.542% (18020/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 57s586ms | Loss: 0.331 | Acc: 88.521% (18129/20480) 160/391 [==========================>......................................] Step: 367ms | Tot: 57s954ms | Loss: 0.331 | Acc: 88.514% (18241/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 58s329ms | Loss: 0.331 | Acc: 88.489% (18349/20736) 162/391 [==========================>......................................] Step: 368ms | Tot: 58s698ms | Loss: 0.331 | Acc: 88.497% (18464/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 59s54ms | Loss: 0.331 | Acc: 88.519% (18582/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s413ms | Loss: 0.330 | Acc: 88.527% (18697/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 59s769ms | Loss: 0.330 | Acc: 88.540% (18813/21248) 166/391 [===========================>.....................................] Step: 355ms | Tot: 1m125ms | Loss: 0.330 | Acc: 88.515% (18921/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m490ms | Loss: 0.330 | Acc: 88.514% (19034/21504) 168/391 [===========================>.....................................] Step: 357ms | Tot: 1m848ms | Loss: 0.330 | Acc: 88.531% (19151/21632) 169/391 [============================>....................................] Step: 352ms | Tot: 1m1s | Loss: 0.330 | Acc: 88.525% (19263/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m1s | Loss: 0.330 | Acc: 88.528% (19377/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.329 | Acc: 88.531% (19491/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.329 | Acc: 88.548% (19608/22144) 173/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.329 | Acc: 88.533% (19718/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.329 | Acc: 88.540% (19833/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.329 | Acc: 88.552% (19949/22528) 176/391 [=============================>...................................] Step: 376ms | Tot: 1m3s | Loss: 0.328 | Acc: 88.546% (20061/22656) 177/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.328 | Acc: 88.545% (20174/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.328 | Acc: 88.543% (20287/22912) 179/391 [=============================>...................................] Step: 350ms | Tot: 1m4s | Loss: 0.328 | Acc: 88.550% (20402/23040) 180/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.328 | Acc: 88.583% (20523/23168) 181/391 [==============================>..................................] Step: 373ms | Tot: 1m5s | Loss: 0.328 | Acc: 88.582% (20636/23296) 182/391 [==============================>..................................] Step: 382ms | Tot: 1m5s | Loss: 0.328 | Acc: 88.567% (20746/23424) 183/391 [==============================>..................................] Step: 373ms | Tot: 1m6s | Loss: 0.328 | Acc: 88.561% (20858/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.328 | Acc: 88.547% (20968/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.328 | Acc: 88.567% (21086/23808) 186/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.329 | Acc: 88.557% (21197/23936) 187/391 [===============================>.................................] Step: 376ms | Tot: 1m7s | Loss: 0.330 | Acc: 88.543% (21307/24064) 188/391 [===============================>.................................] Step: 373ms | Tot: 1m8s | Loss: 0.330 | Acc: 88.546% (21421/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.330 | Acc: 88.540% (21533/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.330 | Acc: 88.531% (21644/24448) 191/391 [===============================>.................................] Step: 350ms | Tot: 1m9s | Loss: 0.330 | Acc: 88.550% (21762/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.330 | Acc: 88.548% (21875/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.330 | Acc: 88.543% (21987/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.330 | Acc: 88.538% (22099/24960) 195/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.331 | Acc: 88.540% (22213/25088) 196/391 [================================>................................] Step: 349ms | Tot: 1m11s | Loss: 0.331 | Acc: 88.539% (22326/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.330 | Acc: 88.561% (22445/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.330 | Acc: 88.548% (22555/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.331 | Acc: 88.523% (22662/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.331 | Acc: 88.538% (22779/25728) 201/391 [=================================>...............................] Step: 351ms | Tot: 1m12s | Loss: 0.331 | Acc: 88.537% (22892/25856) 202/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.331 | Acc: 88.539% (23006/25984) 203/391 [=================================>...............................] Step: 380ms | Tot: 1m13s | Loss: 0.331 | Acc: 88.542% (23120/26112) 204/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.330 | Acc: 88.571% (23241/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.330 | Acc: 88.551% (23349/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.331 | Acc: 88.542% (23460/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.331 | Acc: 88.552% (23576/26624) 208/391 [==================================>..............................] Step: 353ms | Tot: 1m15s | Loss: 0.330 | Acc: 88.562% (23692/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.330 | Acc: 88.579% (23810/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.330 | Acc: 88.577% (23923/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.330 | Acc: 88.583% (24038/27136) 212/391 [===================================>.............................] Step: 395ms | Tot: 1m16s | Loss: 0.330 | Acc: 88.589% (24153/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.330 | Acc: 88.599% (24269/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.330 | Acc: 88.612% (24386/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.330 | Acc: 88.621% (24502/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.330 | Acc: 88.623% (24616/27776) 217/391 [====================================>............................] Step: 375ms | Tot: 1m18s | Loss: 0.330 | Acc: 88.622% (24729/27904) 218/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.330 | Acc: 88.613% (24840/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.330 | Acc: 88.615% (24954/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.330 | Acc: 88.610% (25066/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.331 | Acc: 88.605% (25178/28416) 222/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.330 | Acc: 88.621% (25296/28544) 223/391 [=====================================>...........................] Step: 344ms | Tot: 1m20s | Loss: 0.330 | Acc: 88.620% (25409/28672) 224/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.331 | Acc: 88.604% (25518/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.331 | Acc: 88.592% (25628/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.331 | Acc: 88.577% (25737/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.330 | Acc: 88.593% (25855/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.330 | Acc: 88.609% (25973/29312) 229/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.330 | Acc: 88.607% (26086/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.330 | Acc: 88.606% (26199/29568) 231/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.329 | Acc: 88.618% (26316/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.330 | Acc: 88.606% (26426/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.330 | Acc: 88.588% (26534/29952) 234/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.331 | Acc: 88.567% (26641/30080) 235/391 [=======================================>.........................] Step: 348ms | Tot: 1m25s | Loss: 0.330 | Acc: 88.582% (26759/30208) 236/391 [=======================================>.........................] Step: 355ms | Tot: 1m25s | Loss: 0.330 | Acc: 88.585% (26873/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.331 | Acc: 88.570% (26982/30464) 238/391 [=======================================>.........................] Step: 352ms | Tot: 1m26s | Loss: 0.331 | Acc: 88.569% (27095/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.332 | Acc: 88.548% (27202/30720) 240/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.332 | Acc: 88.550% (27316/30848) 241/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.332 | Acc: 88.533% (27424/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.332 | Acc: 88.526% (27535/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.332 | Acc: 88.515% (27645/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.332 | Acc: 88.511% (27757/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.332 | Acc: 88.523% (27874/31488) 246/391 [========================================>........................] Step: 352ms | Tot: 1m29s | Loss: 0.332 | Acc: 88.512% (27984/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.333 | Acc: 88.489% (28090/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m29s | Loss: 0.333 | Acc: 88.491% (28204/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.333 | Acc: 88.481% (28314/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.333 | Acc: 88.474% (28425/32128) 251/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.334 | Acc: 88.461% (28534/32256) 252/391 [=========================================>.......................] Step: 351ms | Tot: 1m31s | Loss: 0.334 | Acc: 88.457% (28646/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m31s | Loss: 0.334 | Acc: 88.453% (28758/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.334 | Acc: 88.465% (28875/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.334 | Acc: 88.464% (28988/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.334 | Acc: 88.442% (29094/32896) 257/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.334 | Acc: 88.433% (29204/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.334 | Acc: 88.447% (29322/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m33s | Loss: 0.334 | Acc: 88.447% (29435/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.334 | Acc: 88.443% (29547/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.334 | Acc: 88.415% (29651/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.334 | Acc: 88.406% (29761/33664) 263/391 [===========================================>.....................] Step: 350ms | Tot: 1m35s | Loss: 0.334 | Acc: 88.417% (29878/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.334 | Acc: 88.423% (29993/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m35s | Loss: 0.335 | Acc: 88.410% (30102/34048) 266/391 [============================================>....................] Step: 370ms | Tot: 1m36s | Loss: 0.334 | Acc: 88.413% (30216/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.334 | Acc: 88.410% (30328/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.334 | Acc: 88.412% (30442/34432) 269/391 [============================================>....................] Step: 351ms | Tot: 1m37s | Loss: 0.334 | Acc: 88.414% (30556/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.334 | Acc: 88.408% (30667/34688) 271/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.334 | Acc: 88.411% (30781/34816) 272/391 [=============================================>...................] Step: 374ms | Tot: 1m38s | Loss: 0.334 | Acc: 88.404% (30892/34944) 273/391 [=============================================>...................] Step: 367ms | Tot: 1m38s | Loss: 0.334 | Acc: 88.421% (31011/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.334 | Acc: 88.423% (31125/35200) 275/391 [=============================================>...................] Step: 375ms | Tot: 1m39s | Loss: 0.334 | Acc: 88.420% (31237/35328) 276/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.334 | Acc: 88.428% (31353/35456) 277/391 [==============================================>..................] Step: 368ms | Tot: 1m40s | Loss: 0.334 | Acc: 88.430% (31467/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.334 | Acc: 88.438% (31583/35712) 279/391 [==============================================>..................] Step: 352ms | Tot: 1m40s | Loss: 0.334 | Acc: 88.435% (31695/35840) 280/391 [==============================================>..................] Step: 349ms | Tot: 1m41s | Loss: 0.334 | Acc: 88.420% (31803/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.334 | Acc: 88.414% (31914/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.334 | Acc: 88.411% (32026/36224) 283/391 [===============================================>.................] Step: 371ms | Tot: 1m42s | Loss: 0.334 | Acc: 88.419% (32142/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.334 | Acc: 88.424% (32257/36480) 285/391 [===============================================>.................] Step: 350ms | Tot: 1m43s | Loss: 0.334 | Acc: 88.423% (32370/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.333 | Acc: 88.431% (32486/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.334 | Acc: 88.417% (32594/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.334 | Acc: 88.422% (32709/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.334 | Acc: 88.419% (32821/37120) 290/391 [================================================>................] Step: 349ms | Tot: 1m44s | Loss: 0.334 | Acc: 88.415% (32933/37248) 291/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.334 | Acc: 88.407% (33043/37376) 292/391 [================================================>................] Step: 352ms | Tot: 1m45s | Loss: 0.334 | Acc: 88.401% (33154/37504) 293/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.335 | Acc: 88.380% (33259/37632) 294/391 [================================================>................] Step: 375ms | Tot: 1m46s | Loss: 0.335 | Acc: 88.387% (33375/37760) 295/391 [=================================================>...............] Step: 371ms | Tot: 1m46s | Loss: 0.335 | Acc: 88.376% (33484/37888) 296/391 [=================================================>...............] Step: 355ms | Tot: 1m47s | Loss: 0.335 | Acc: 88.379% (33598/38016) 297/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.336 | Acc: 88.357% (33703/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.336 | Acc: 88.349% (33813/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.336 | Acc: 88.341% (33923/38400) 300/391 [=================================================>...............] Step: 373ms | Tot: 1m48s | Loss: 0.336 | Acc: 88.351% (34040/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.336 | Acc: 88.351% (34153/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.336 | Acc: 88.361% (34270/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.336 | Acc: 88.366% (34385/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.335 | Acc: 88.381% (34504/39040) 305/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.335 | Acc: 88.399% (34624/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.335 | Acc: 88.396% (34736/39296) 307/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.335 | Acc: 88.390% (34847/39424) 308/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.335 | Acc: 88.385% (34958/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.336 | Acc: 88.372% (35066/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.336 | Acc: 88.372% (35179/39808) 311/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.336 | Acc: 88.384% (35297/39936) 312/391 [===================================================>.............] Step: 350ms | Tot: 1m52s | Loss: 0.335 | Acc: 88.396% (35415/40064) 313/391 [====================================================>............] Step: 346ms | Tot: 1m53s | Loss: 0.335 | Acc: 88.388% (35525/40192) 314/391 [====================================================>............] Step: 373ms | Tot: 1m53s | Loss: 0.335 | Acc: 88.380% (35635/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.335 | Acc: 88.388% (35751/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.336 | Acc: 88.380% (35861/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.336 | Acc: 88.362% (35967/40704) 318/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.336 | Acc: 88.372% (36084/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.336 | Acc: 88.369% (36196/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m55s | Loss: 0.336 | Acc: 88.371% (36310/41088) 321/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.336 | Acc: 88.371% (36423/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.337 | Acc: 88.356% (36530/41344) 323/391 [=====================================================>...........] Step: 352ms | Tot: 1m56s | Loss: 0.337 | Acc: 88.349% (36640/41472) 324/391 [=====================================================>...........] Step: 348ms | Tot: 1m57s | Loss: 0.337 | Acc: 88.349% (36753/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.337 | Acc: 88.356% (36869/41728) 326/391 [======================================================>..........] Step: 358ms | Tot: 1m57s | Loss: 0.336 | Acc: 88.365% (36986/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.337 | Acc: 88.353% (37094/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.337 | Acc: 88.343% (37203/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.337 | Acc: 88.340% (37315/42240) 330/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.337 | Acc: 88.347% (37431/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 1m59s | Loss: 0.337 | Acc: 88.352% (37546/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 2m132ms | Loss: 0.336 | Acc: 88.356% (37661/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m492ms | Loss: 0.336 | Acc: 88.342% (37768/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 2m847ms | Loss: 0.336 | Acc: 88.349% (37884/42880) 335/391 [=======================================================>.........] Step: 346ms | Tot: 2m1s | Loss: 0.336 | Acc: 88.353% (37999/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.337 | Acc: 88.332% (38103/43136) 337/391 [========================================================>........] Step: 362ms | Tot: 2m1s | Loss: 0.337 | Acc: 88.318% (38210/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m2s | Loss: 0.337 | Acc: 88.311% (38320/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m2s | Loss: 0.337 | Acc: 88.323% (38438/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.337 | Acc: 88.334% (38556/43648) 341/391 [========================================================>........] Step: 349ms | Tot: 2m3s | Loss: 0.337 | Acc: 88.320% (38663/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.337 | Acc: 88.327% (38779/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.337 | Acc: 88.329% (38893/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m4s | Loss: 0.337 | Acc: 88.333% (39008/44160) 345/391 [=========================================================>.......] Step: 350ms | Tot: 2m4s | Loss: 0.336 | Acc: 88.344% (39126/44288) 346/391 [=========================================================>.......] Step: 351ms | Tot: 2m5s | Loss: 0.337 | Acc: 88.326% (39231/44416) 347/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.337 | Acc: 88.335% (39348/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.336 | Acc: 88.335% (39461/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.337 | Acc: 88.330% (39572/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.336 | Acc: 88.341% (39690/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m6s | Loss: 0.337 | Acc: 88.321% (39794/45056) 352/391 [==========================================================>......] Step: 350ms | Tot: 2m7s | Loss: 0.337 | Acc: 88.321% (39907/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.337 | Acc: 88.314% (40017/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.337 | Acc: 88.305% (40126/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.337 | Acc: 88.299% (40236/45568) 356/391 [===========================================================>.....] Step: 378ms | Tot: 2m8s | Loss: 0.337 | Acc: 88.303% (40351/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.337 | Acc: 88.312% (40468/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.337 | Acc: 88.318% (40584/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.337 | Acc: 88.327% (40701/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.337 | Acc: 88.309% (40806/46208) 361/391 [============================================================>....] Step: 375ms | Tot: 2m10s | Loss: 0.337 | Acc: 88.301% (40915/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m10s | Loss: 0.337 | Acc: 88.303% (41029/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.337 | Acc: 88.286% (41134/46592) 364/391 [============================================================>....] Step: 372ms | Tot: 2m11s | Loss: 0.337 | Acc: 88.294% (41251/46720) 365/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.337 | Acc: 88.300% (41367/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.337 | Acc: 88.296% (41478/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.337 | Acc: 88.305% (41595/47104) 368/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.337 | Acc: 88.309% (41710/47232) 369/391 [=============================================================>...] Step: 374ms | Tot: 2m13s | Loss: 0.336 | Acc: 88.319% (41828/47360) 370/391 [=============================================================>...] Step: 369ms | Tot: 2m13s | Loss: 0.336 | Acc: 88.323% (41943/47488) 371/391 [=============================================================>...] Step: 353ms | Tot: 2m14s | Loss: 0.337 | Acc: 88.325% (42057/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.337 | Acc: 88.332% (42173/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.337 | Acc: 88.327% (42284/47872) 374/391 [==============================================================>..] Step: 376ms | Tot: 2m15s | Loss: 0.337 | Acc: 88.317% (42392/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.337 | Acc: 88.312% (42503/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.337 | Acc: 88.308% (42614/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.337 | Acc: 88.304% (42725/48384) 378/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.337 | Acc: 88.308% (42840/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m17s | Loss: 0.337 | Acc: 88.300% (42949/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.337 | Acc: 88.302% (43063/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.337 | Acc: 88.308% (43179/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.337 | Acc: 88.306% (43291/49024) 383/391 [===============================================================>.] Step: 373ms | Tot: 2m18s | Loss: 0.337 | Acc: 88.306% (43404/49152) 384/391 [===============================================================>.] Step: 376ms | Tot: 2m18s | Loss: 0.338 | Acc: 88.300% (43514/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m19s | Loss: 0.338 | Acc: 88.295% (43625/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m19s | Loss: 0.338 | Acc: 88.297% (43739/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.337 | Acc: 88.295% (43851/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.337 | Acc: 88.293% (43963/49792) 389/391 [================================================================>] Step: 348ms | Tot: 2m20s | Loss: 0.337 | Acc: 88.311% (44085/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m21s | Loss: 0.337 | Acc: 88.320% (44160/50000) 391/391 + [>................................................................] Step: 480ms | Tot: 3ms | Loss: 0.545 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 295ms | Tot: 299ms | Loss: 0.445 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 286ms | Tot: 586ms | Loss: 0.501 | Acc: 86.000% (258/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 882ms | Loss: 0.506 | Acc: 85.000% (340/400) 4/100 [==>..............................................................] Step: 284ms | Tot: 1s166ms | Loss: 0.525 | Acc: 84.600% (423/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s462ms | Loss: 0.490 | Acc: 85.333% (512/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s765ms | Loss: 0.490 | Acc: 85.000% (595/700) 7/100 [====>............................................................] Step: 309ms | Tot: 2s74ms | Loss: 0.512 | Acc: 84.500% (676/800) 8/100 [=====>...........................................................] Step: 292ms | Tot: 2s367ms | Loss: 0.531 | Acc: 83.889% (755/900) 9/100 [=====>...........................................................] Step: 286ms | Tot: 2s653ms | Loss: 0.527 | Acc: 83.500% (835/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s953ms | Loss: 0.537 | Acc: 83.364% (917/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s258ms | Loss: 0.540 | Acc: 83.000% (996/1200) 12/100 [=======>.........................................................] Step: 315ms | Tot: 3s573ms | Loss: 0.538 | Acc: 82.923% (1078/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 3s889ms | Loss: 0.534 | Acc: 83.214% (1165/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s202ms | Loss: 0.524 | Acc: 83.400% (1251/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s509ms | Loss: 0.526 | Acc: 83.062% (1329/1600) 16/100 [==========>......................................................] Step: 323ms | Tot: 4s832ms | Loss: 0.515 | Acc: 83.353% (1417/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s137ms | Loss: 0.518 | Acc: 83.222% (1498/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s444ms | Loss: 0.524 | Acc: 83.263% (1582/1900) 19/100 [============>....................................................] Step: 317ms | Tot: 5s762ms | Loss: 0.526 | Acc: 83.100% (1662/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s72ms | Loss: 0.529 | Acc: 83.000% (1743/2100) 21/100 [=============>...................................................] Step: 314ms | Tot: 6s386ms | Loss: 0.530 | Acc: 82.909% (1824/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s694ms | Loss: 0.532 | Acc: 82.957% (1908/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s998ms | Loss: 0.534 | Acc: 82.917% (1990/2400) 24/100 [===============>.................................................] Step: 299ms | Tot: 7s297ms | Loss: 0.536 | Acc: 82.880% (2072/2500) 25/100 [================>................................................] Step: 299ms | Tot: 7s597ms | Loss: 0.540 | Acc: 82.808% (2153/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s897ms | Loss: 0.532 | Acc: 83.000% (2241/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s200ms | Loss: 0.532 | Acc: 83.107% (2327/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s506ms | Loss: 0.530 | Acc: 83.345% (2417/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s814ms | Loss: 0.529 | Acc: 83.433% (2503/3000) 30/100 [===================>.............................................] Step: 295ms | Tot: 9s110ms | Loss: 0.530 | Acc: 83.355% (2584/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s412ms | Loss: 0.532 | Acc: 83.156% (2661/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s712ms | Loss: 0.534 | Acc: 83.121% (2743/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s18ms | Loss: 0.533 | Acc: 83.000% (2822/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s327ms | Loss: 0.536 | Acc: 82.886% (2901/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s631ms | Loss: 0.536 | Acc: 82.944% (2986/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 10s940ms | Loss: 0.535 | Acc: 82.973% (3070/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s242ms | Loss: 0.537 | Acc: 82.895% (3150/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s545ms | Loss: 0.534 | Acc: 82.949% (3235/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s845ms | Loss: 0.535 | Acc: 82.875% (3315/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s147ms | Loss: 0.534 | Acc: 82.805% (3395/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s453ms | Loss: 0.531 | Acc: 83.000% (3486/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s761ms | Loss: 0.526 | Acc: 83.209% (3578/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 13s61ms | Loss: 0.529 | Acc: 83.205% (3661/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s362ms | Loss: 0.527 | Acc: 83.267% (3747/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s663ms | Loss: 0.526 | Acc: 83.283% (3831/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 13s971ms | Loss: 0.528 | Acc: 83.255% (3913/4700) 47/100 [==============================>..................................] Step: 313ms | Tot: 14s285ms | Loss: 0.528 | Acc: 83.292% (3998/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s589ms | Loss: 0.526 | Acc: 83.367% (4085/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 14s895ms | Loss: 0.527 | Acc: 83.360% (4168/5000) 50/100 [================================>................................] Step: 296ms | Tot: 15s192ms | Loss: 0.529 | Acc: 83.373% (4252/5100) 51/100 [=================================>...............................] Step: 299ms | Tot: 15s491ms | Loss: 0.531 | Acc: 83.327% (4333/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s796ms | Loss: 0.532 | Acc: 83.302% (4415/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s101ms | Loss: 0.531 | Acc: 83.278% (4497/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s407ms | Loss: 0.527 | Acc: 83.364% (4585/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s717ms | Loss: 0.525 | Acc: 83.375% (4669/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s25ms | Loss: 0.523 | Acc: 83.421% (4755/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s336ms | Loss: 0.521 | Acc: 83.534% (4845/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s635ms | Loss: 0.524 | Acc: 83.475% (4925/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 17s941ms | Loss: 0.523 | Acc: 83.450% (5007/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s249ms | Loss: 0.525 | Acc: 83.410% (5088/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s551ms | Loss: 0.524 | Acc: 83.387% (5170/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 18s863ms | Loss: 0.522 | Acc: 83.397% (5254/6300) 63/100 [========================================>........................] Step: 295ms | Tot: 19s159ms | Loss: 0.519 | Acc: 83.500% (5344/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s459ms | Loss: 0.522 | Acc: 83.385% (5420/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s765ms | Loss: 0.522 | Acc: 83.364% (5502/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s70ms | Loss: 0.520 | Acc: 83.373% (5586/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s380ms | Loss: 0.518 | Acc: 83.382% (5670/6800) 68/100 [============================================>....................] Step: 304ms | Tot: 20s684ms | Loss: 0.518 | Acc: 83.333% (5750/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 20s989ms | Loss: 0.518 | Acc: 83.257% (5828/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s289ms | Loss: 0.521 | Acc: 83.225% (5909/7100) 71/100 [==============================================>..................] Step: 296ms | Tot: 21s586ms | Loss: 0.522 | Acc: 83.222% (5992/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 21s897ms | Loss: 0.520 | Acc: 83.301% (6081/7300) 73/100 [===============================================>.................] Step: 323ms | Tot: 22s220ms | Loss: 0.518 | Acc: 83.378% (6170/7400) 74/100 [================================================>................] Step: 323ms | Tot: 22s544ms | Loss: 0.518 | Acc: 83.333% (6250/7500) 75/100 [================================================>................] Step: 321ms | Tot: 22s865ms | Loss: 0.518 | Acc: 83.355% (6335/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s170ms | Loss: 0.518 | Acc: 83.351% (6418/7700) 77/100 [==================================================>..............] Step: 301ms | Tot: 23s471ms | Loss: 0.519 | Acc: 83.333% (6500/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s774ms | Loss: 0.517 | Acc: 83.392% (6588/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s77ms | Loss: 0.516 | Acc: 83.400% (6672/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s381ms | Loss: 0.515 | Acc: 83.383% (6754/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s688ms | Loss: 0.515 | Acc: 83.354% (6835/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 24s994ms | Loss: 0.514 | Acc: 83.337% (6917/8300) 83/100 [=====================================================>...........] Step: 300ms | Tot: 25s295ms | Loss: 0.515 | Acc: 83.333% (7000/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 25s598ms | Loss: 0.514 | Acc: 83.329% (7083/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 25s907ms | Loss: 0.516 | Acc: 83.291% (7163/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s213ms | Loss: 0.516 | Acc: 83.276% (7245/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s520ms | Loss: 0.518 | Acc: 83.239% (7325/8800) 88/100 [=========================================================>.......] Step: 317ms | Tot: 26s838ms | Loss: 0.517 | Acc: 83.270% (7411/8900) 89/100 [=========================================================>.......] Step: 313ms | Tot: 27s151ms | Loss: 0.518 | Acc: 83.267% (7494/9000) 90/100 [==========================================================>......] Step: 300ms | Tot: 27s452ms | Loss: 0.517 | Acc: 83.319% (7582/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s758ms | Loss: 0.514 | Acc: 83.370% (7670/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s60ms | Loss: 0.516 | Acc: 83.312% (7748/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s368ms | Loss: 0.517 | Acc: 83.266% (7827/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s674ms | Loss: 0.517 | Acc: 83.253% (7909/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 28s981ms | Loss: 0.517 | Acc: 83.271% (7994/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s283ms | Loss: 0.516 | Acc: 83.340% (8084/9700) 97/100 [===============================================================>.] Step: 295ms | Tot: 29s578ms | Loss: 0.515 | Acc: 83.388% (8172/9800) 98/100 [===============================================================>.] Step: 302ms | Tot: 29s880ms | Loss: 0.515 | Acc: 83.343% (8251/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s186ms | Loss: 0.515 | Acc: 83.310% (8331/10000) 100/100 + +Epoch: 100 + [>................................................................] Step: 616ms | Tot: 2ms | Loss: 0.366 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 392ms | Tot: 394ms | Loss: 0.370 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 373ms | Tot: 768ms | Loss: 0.342 | Acc: 90.104% (346/384) 3/391 [>................................................................] Step: 383ms | Tot: 1s151ms | Loss: 0.362 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 388ms | Tot: 1s539ms | Loss: 0.368 | Acc: 88.750% (568/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s908ms | Loss: 0.368 | Acc: 88.542% (680/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s273ms | Loss: 0.350 | Acc: 88.951% (797/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s635ms | Loss: 0.345 | Acc: 88.965% (911/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 3s2ms | Loss: 0.347 | Acc: 88.455% (1019/1152) 9/391 [=>...............................................................] Step: 371ms | Tot: 3s373ms | Loss: 0.355 | Acc: 87.969% (1126/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s737ms | Loss: 0.352 | Acc: 87.997% (1239/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s104ms | Loss: 0.358 | Acc: 87.826% (1349/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s466ms | Loss: 0.349 | Acc: 88.101% (1466/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s827ms | Loss: 0.349 | Acc: 88.002% (1577/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s193ms | Loss: 0.344 | Acc: 88.177% (1693/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s563ms | Loss: 0.340 | Acc: 88.379% (1810/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s932ms | Loss: 0.343 | Acc: 88.373% (1923/2176) 17/391 [==>..............................................................] Step: 375ms | Tot: 6s307ms | Loss: 0.341 | Acc: 88.325% (2035/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s665ms | Loss: 0.339 | Acc: 88.446% (2151/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s29ms | Loss: 0.340 | Acc: 88.438% (2264/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s392ms | Loss: 0.339 | Acc: 88.430% (2377/2688) 21/391 [===>.............................................................] Step: 374ms | Tot: 7s766ms | Loss: 0.340 | Acc: 88.388% (2489/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s126ms | Loss: 0.340 | Acc: 88.417% (2603/2944) 23/391 [===>.............................................................] Step: 356ms | Tot: 8s483ms | Loss: 0.344 | Acc: 88.216% (2710/3072) 24/391 [===>.............................................................] Step: 354ms | Tot: 8s837ms | Loss: 0.345 | Acc: 88.125% (2820/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s198ms | Loss: 0.343 | Acc: 88.161% (2934/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s558ms | Loss: 0.339 | Acc: 88.281% (3051/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s917ms | Loss: 0.340 | Acc: 88.253% (3163/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s280ms | Loss: 0.340 | Acc: 88.308% (3278/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s641ms | Loss: 0.337 | Acc: 88.438% (3396/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s6ms | Loss: 0.337 | Acc: 88.432% (3509/3968) 31/391 [=====>...........................................................] Step: 372ms | Tot: 11s378ms | Loss: 0.335 | Acc: 88.477% (3624/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s742ms | Loss: 0.337 | Acc: 88.376% (3733/4224) 33/391 [=====>...........................................................] Step: 370ms | Tot: 12s113ms | Loss: 0.338 | Acc: 88.373% (3846/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s469ms | Loss: 0.337 | Acc: 88.460% (3963/4480) 35/391 [=====>...........................................................] Step: 360ms | Tot: 12s830ms | Loss: 0.336 | Acc: 88.477% (4077/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s191ms | Loss: 0.338 | Acc: 88.429% (4188/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s548ms | Loss: 0.338 | Acc: 88.446% (4302/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s917ms | Loss: 0.338 | Acc: 88.442% (4415/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s277ms | Loss: 0.337 | Acc: 88.477% (4530/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s636ms | Loss: 0.338 | Acc: 88.453% (4642/5248) 41/391 [======>..........................................................] Step: 363ms | Tot: 15s | Loss: 0.336 | Acc: 88.523% (4759/5376) 42/391 [======>..........................................................] Step: 351ms | Tot: 15s352ms | Loss: 0.334 | Acc: 88.572% (4875/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s713ms | Loss: 0.332 | Acc: 88.654% (4993/5632) 44/391 [=======>.........................................................] Step: 371ms | Tot: 16s85ms | Loss: 0.331 | Acc: 88.733% (5111/5760) 45/391 [=======>.........................................................] Step: 377ms | Tot: 16s462ms | Loss: 0.330 | Acc: 88.740% (5225/5888) 46/391 [=======>.........................................................] Step: 368ms | Tot: 16s830ms | Loss: 0.331 | Acc: 88.747% (5339/6016) 47/391 [=======>.........................................................] Step: 362ms | Tot: 17s192ms | Loss: 0.331 | Acc: 88.818% (5457/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s556ms | Loss: 0.328 | Acc: 88.887% (5575/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 17s927ms | Loss: 0.327 | Acc: 88.906% (5690/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s289ms | Loss: 0.327 | Acc: 88.848% (5800/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s649ms | Loss: 0.327 | Acc: 88.807% (5911/6656) 52/391 [========>........................................................] Step: 354ms | Tot: 19s3ms | Loss: 0.328 | Acc: 88.827% (6026/6784) 53/391 [========>........................................................] Step: 350ms | Tot: 19s354ms | Loss: 0.328 | Acc: 88.831% (6140/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s714ms | Loss: 0.328 | Acc: 88.849% (6255/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s83ms | Loss: 0.327 | Acc: 88.923% (6374/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s457ms | Loss: 0.326 | Acc: 88.939% (6489/7296) 57/391 [=========>.......................................................] Step: 350ms | Tot: 20s808ms | Loss: 0.325 | Acc: 88.982% (6606/7424) 58/391 [=========>.......................................................] Step: 369ms | Tot: 21s177ms | Loss: 0.326 | Acc: 88.943% (6717/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s542ms | Loss: 0.324 | Acc: 88.984% (6834/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 21s914ms | Loss: 0.324 | Acc: 89.011% (6950/7808) 61/391 [==========>......................................................] Step: 374ms | Tot: 22s289ms | Loss: 0.324 | Acc: 88.949% (7059/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s651ms | Loss: 0.324 | Acc: 88.951% (7173/8064) 63/391 [==========>......................................................] Step: 370ms | Tot: 23s22ms | Loss: 0.326 | Acc: 88.867% (7280/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s390ms | Loss: 0.327 | Acc: 88.786% (7387/8320) 65/391 [==========>......................................................] Step: 377ms | Tot: 23s768ms | Loss: 0.327 | Acc: 88.778% (7500/8448) 66/391 [==========>......................................................] Step: 381ms | Tot: 24s149ms | Loss: 0.326 | Acc: 88.794% (7615/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s513ms | Loss: 0.326 | Acc: 88.775% (7727/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s875ms | Loss: 0.326 | Acc: 88.779% (7841/8832) 69/391 [===========>.....................................................] Step: 353ms | Tot: 25s228ms | Loss: 0.327 | Acc: 88.783% (7955/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s596ms | Loss: 0.327 | Acc: 88.765% (8067/9088) 71/391 [===========>.....................................................] Step: 374ms | Tot: 25s971ms | Loss: 0.328 | Acc: 88.770% (8181/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s331ms | Loss: 0.328 | Acc: 88.731% (8291/9344) 73/391 [============>....................................................] Step: 357ms | Tot: 26s688ms | Loss: 0.329 | Acc: 88.725% (8404/9472) 74/391 [============>....................................................] Step: 365ms | Tot: 27s54ms | Loss: 0.328 | Acc: 88.729% (8518/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s415ms | Loss: 0.329 | Acc: 88.744% (8633/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s782ms | Loss: 0.329 | Acc: 88.748% (8747/9856) 77/391 [============>....................................................] Step: 368ms | Tot: 28s151ms | Loss: 0.327 | Acc: 88.822% (8868/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s507ms | Loss: 0.328 | Acc: 88.786% (8978/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s863ms | Loss: 0.327 | Acc: 88.770% (9090/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s220ms | Loss: 0.326 | Acc: 88.831% (9210/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s591ms | Loss: 0.326 | Acc: 88.777% (9318/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s955ms | Loss: 0.325 | Acc: 88.846% (9439/10624) 83/391 [=============>...................................................] Step: 371ms | Tot: 30s326ms | Loss: 0.325 | Acc: 88.839% (9552/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s683ms | Loss: 0.325 | Acc: 88.833% (9665/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 31s41ms | Loss: 0.325 | Acc: 88.808% (9776/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s403ms | Loss: 0.324 | Acc: 88.856% (9895/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s761ms | Loss: 0.326 | Acc: 88.805% (10003/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s126ms | Loss: 0.326 | Acc: 88.834% (10120/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s481ms | Loss: 0.326 | Acc: 88.837% (10234/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s839ms | Loss: 0.325 | Acc: 88.831% (10347/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s209ms | Loss: 0.325 | Acc: 88.825% (10460/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s576ms | Loss: 0.326 | Acc: 88.836% (10575/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 33s940ms | Loss: 0.327 | Acc: 88.855% (10691/12032) 94/391 [===============>.................................................] Step: 350ms | Tot: 34s291ms | Loss: 0.326 | Acc: 88.849% (10804/12160) 95/391 [===============>.................................................] Step: 350ms | Tot: 34s642ms | Loss: 0.327 | Acc: 88.859% (10919/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s2ms | Loss: 0.326 | Acc: 88.869% (11034/12416) 97/391 [================>................................................] Step: 354ms | Tot: 35s357ms | Loss: 0.327 | Acc: 88.831% (11143/12544) 98/391 [================>................................................] Step: 354ms | Tot: 35s711ms | Loss: 0.327 | Acc: 88.802% (11253/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s70ms | Loss: 0.327 | Acc: 88.781% (11364/12800) 100/391 [================>................................................] Step: 349ms | Tot: 36s420ms | Loss: 0.329 | Acc: 88.714% (11469/12928) 101/391 [================>................................................] Step: 360ms | Tot: 36s781ms | Loss: 0.328 | Acc: 88.741% (11586/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s144ms | Loss: 0.328 | Acc: 88.774% (11704/13184) 103/391 [=================>...............................................] Step: 353ms | Tot: 37s497ms | Loss: 0.327 | Acc: 88.807% (11822/13312) 104/391 [=================>...............................................] Step: 354ms | Tot: 37s851ms | Loss: 0.328 | Acc: 88.757% (11929/13440) 105/391 [=================>...............................................] Step: 387ms | Tot: 38s239ms | Loss: 0.328 | Acc: 88.731% (12039/13568) 106/391 [=================>...............................................] Step: 402ms | Tot: 38s641ms | Loss: 0.328 | Acc: 88.734% (12153/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s7ms | Loss: 0.328 | Acc: 88.715% (12264/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s369ms | Loss: 0.328 | Acc: 88.711% (12377/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s727ms | Loss: 0.328 | Acc: 88.693% (12488/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s95ms | Loss: 0.328 | Acc: 88.668% (12598/14208) 111/391 [==================>..............................................] Step: 354ms | Tot: 40s449ms | Loss: 0.328 | Acc: 88.651% (12709/14336) 112/391 [==================>..............................................] Step: 352ms | Tot: 40s802ms | Loss: 0.327 | Acc: 88.675% (12826/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s168ms | Loss: 0.327 | Acc: 88.679% (12940/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s529ms | Loss: 0.327 | Acc: 88.655% (13050/14720) 115/391 [===================>.............................................] Step: 352ms | Tot: 41s881ms | Loss: 0.326 | Acc: 88.685% (13168/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 42s236ms | Loss: 0.326 | Acc: 88.702% (13284/14976) 117/391 [===================>.............................................] Step: 355ms | Tot: 42s591ms | Loss: 0.326 | Acc: 88.712% (13399/15104) 118/391 [===================>.............................................] Step: 351ms | Tot: 42s943ms | Loss: 0.326 | Acc: 88.715% (13513/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s306ms | Loss: 0.327 | Acc: 88.691% (13623/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 43s663ms | Loss: 0.327 | Acc: 88.701% (13738/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s24ms | Loss: 0.327 | Acc: 88.672% (13847/15616) 122/391 [====================>............................................] Step: 353ms | Tot: 44s378ms | Loss: 0.326 | Acc: 88.707% (13966/15744) 123/391 [====================>............................................] Step: 353ms | Tot: 44s731ms | Loss: 0.326 | Acc: 88.672% (14074/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s95ms | Loss: 0.325 | Acc: 88.725% (14196/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s454ms | Loss: 0.325 | Acc: 88.752% (14314/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 45s809ms | Loss: 0.324 | Acc: 88.761% (14429/16256) 127/391 [=====================>...........................................] Step: 371ms | Tot: 46s180ms | Loss: 0.323 | Acc: 88.794% (14548/16384) 128/391 [=====================>...........................................] Step: 372ms | Tot: 46s553ms | Loss: 0.324 | Acc: 88.796% (14662/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 46s915ms | Loss: 0.323 | Acc: 88.834% (14782/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 47s278ms | Loss: 0.323 | Acc: 88.842% (14897/16768) 131/391 [=====================>...........................................] Step: 361ms | Tot: 47s640ms | Loss: 0.323 | Acc: 88.879% (15017/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s2ms | Loss: 0.322 | Acc: 88.886% (15132/17024) 133/391 [======================>..........................................] Step: 349ms | Tot: 48s352ms | Loss: 0.322 | Acc: 88.882% (15245/17152) 134/391 [======================>..........................................] Step: 348ms | Tot: 48s700ms | Loss: 0.321 | Acc: 88.906% (15363/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s59ms | Loss: 0.321 | Acc: 88.919% (15479/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s420ms | Loss: 0.321 | Acc: 88.920% (15593/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 49s786ms | Loss: 0.322 | Acc: 88.921% (15707/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s146ms | Loss: 0.321 | Acc: 88.911% (15819/17792) 139/391 [=======================>.........................................] Step: 349ms | Tot: 50s496ms | Loss: 0.320 | Acc: 88.940% (15938/17920) 140/391 [=======================>.........................................] Step: 351ms | Tot: 50s847ms | Loss: 0.320 | Acc: 88.930% (16050/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s213ms | Loss: 0.320 | Acc: 88.958% (16169/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s572ms | Loss: 0.320 | Acc: 88.926% (16277/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 51s931ms | Loss: 0.320 | Acc: 88.927% (16391/18432) 144/391 [=======================>.........................................] Step: 348ms | Tot: 52s279ms | Loss: 0.320 | Acc: 88.933% (16506/18560) 145/391 [========================>........................................] Step: 349ms | Tot: 52s629ms | Loss: 0.320 | Acc: 88.934% (16620/18688) 146/391 [========================>........................................] Step: 366ms | Tot: 52s995ms | Loss: 0.320 | Acc: 88.940% (16735/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 53s353ms | Loss: 0.320 | Acc: 88.925% (16846/18944) 148/391 [========================>........................................] Step: 367ms | Tot: 53s721ms | Loss: 0.320 | Acc: 88.937% (16962/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 54s83ms | Loss: 0.319 | Acc: 88.948% (17078/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 54s453ms | Loss: 0.319 | Acc: 88.944% (17191/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 54s815ms | Loss: 0.319 | Acc: 88.955% (17307/19456) 152/391 [=========================>.......................................] Step: 375ms | Tot: 55s191ms | Loss: 0.319 | Acc: 88.960% (17422/19584) 153/391 [=========================>.......................................] Step: 371ms | Tot: 55s562ms | Loss: 0.319 | Acc: 88.966% (17537/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 55s930ms | Loss: 0.318 | Acc: 88.977% (17653/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 56s301ms | Loss: 0.318 | Acc: 89.007% (17773/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 56s666ms | Loss: 0.318 | Acc: 89.013% (17888/20096) 157/391 [==========================>......................................] Step: 366ms | Tot: 57s33ms | Loss: 0.318 | Acc: 89.013% (18002/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 57s397ms | Loss: 0.318 | Acc: 89.013% (18116/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 57s757ms | Loss: 0.318 | Acc: 89.014% (18230/20480) 160/391 [==========================>......................................] Step: 355ms | Tot: 58s113ms | Loss: 0.318 | Acc: 88.985% (18338/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 58s466ms | Loss: 0.319 | Acc: 88.966% (18448/20736) 162/391 [==========================>......................................] Step: 352ms | Tot: 58s818ms | Loss: 0.319 | Acc: 88.957% (18560/20864) 163/391 [===========================>.....................................] Step: 368ms | Tot: 59s187ms | Loss: 0.319 | Acc: 88.948% (18672/20992) 164/391 [===========================>.....................................] Step: 370ms | Tot: 59s557ms | Loss: 0.320 | Acc: 88.949% (18786/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 59s912ms | Loss: 0.320 | Acc: 88.935% (18897/21248) 166/391 [===========================>.....................................] Step: 352ms | Tot: 1m264ms | Loss: 0.320 | Acc: 88.936% (19011/21376) 167/391 [===========================>.....................................] Step: 357ms | Tot: 1m621ms | Loss: 0.320 | Acc: 88.918% (19121/21504) 168/391 [===========================>.....................................] Step: 371ms | Tot: 1m993ms | Loss: 0.320 | Acc: 88.905% (19232/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.320 | Acc: 88.897% (19344/21760) 170/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.320 | Acc: 88.907% (19460/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.320 | Acc: 88.917% (19576/22016) 172/391 [============================>....................................] Step: 351ms | Tot: 1m2s | Loss: 0.320 | Acc: 88.923% (19691/22144) 173/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.319 | Acc: 88.928% (19806/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.320 | Acc: 88.911% (19916/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.320 | Acc: 88.867% (20020/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.321 | Acc: 88.859% (20132/22656) 177/391 [=============================>...................................] Step: 351ms | Tot: 1m4s | Loss: 0.321 | Acc: 88.852% (20244/22784) 178/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.320 | Acc: 88.862% (20360/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.320 | Acc: 88.859% (20473/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.320 | Acc: 88.868% (20589/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.320 | Acc: 88.874% (20704/23296) 182/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.320 | Acc: 88.866% (20816/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.320 | Acc: 88.863% (20929/23552) 184/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.321 | Acc: 88.834% (21036/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.320 | Acc: 88.836% (21150/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.321 | Acc: 88.816% (21259/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m7s | Loss: 0.321 | Acc: 88.805% (21370/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.322 | Acc: 88.790% (21480/24192) 189/391 [===============================>.................................] Step: 344ms | Tot: 1m8s | Loss: 0.322 | Acc: 88.799% (21596/24320) 190/391 [===============================>.................................] Step: 346ms | Tot: 1m8s | Loss: 0.322 | Acc: 88.801% (21710/24448) 191/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.322 | Acc: 88.798% (21823/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.322 | Acc: 88.783% (21933/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m9s | Loss: 0.323 | Acc: 88.764% (22042/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.323 | Acc: 88.750% (22152/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.323 | Acc: 88.744% (22264/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.323 | Acc: 88.753% (22380/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.323 | Acc: 88.767% (22497/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.323 | Acc: 88.764% (22610/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.323 | Acc: 88.762% (22723/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.323 | Acc: 88.763% (22837/25728) 201/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.323 | Acc: 88.765% (22951/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.323 | Acc: 88.751% (23061/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.324 | Acc: 88.733% (23170/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.324 | Acc: 88.720% (23280/26240) 205/391 [==================================>..............................] Step: 351ms | Tot: 1m14s | Loss: 0.324 | Acc: 88.725% (23395/26368) 206/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.324 | Acc: 88.727% (23509/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.325 | Acc: 88.679% (23610/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.325 | Acc: 88.670% (23721/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.325 | Acc: 88.668% (23834/26880) 210/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.325 | Acc: 88.670% (23948/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.325 | Acc: 88.672% (24062/27136) 212/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.325 | Acc: 88.685% (24179/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.324 | Acc: 88.679% (24291/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.324 | Acc: 88.677% (24404/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.324 | Acc: 88.668% (24515/27648) 216/391 [===================================>.............................] Step: 352ms | Tot: 1m18s | Loss: 0.325 | Acc: 88.663% (24627/27776) 217/391 [====================================>............................] Step: 348ms | Tot: 1m18s | Loss: 0.325 | Acc: 88.643% (24735/27904) 218/391 [====================================>............................] Step: 372ms | Tot: 1m18s | Loss: 0.325 | Acc: 88.634% (24846/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.325 | Acc: 88.633% (24959/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.325 | Acc: 88.635% (25073/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.325 | Acc: 88.633% (25186/28416) 222/391 [====================================>............................] Step: 349ms | Tot: 1m20s | Loss: 0.325 | Acc: 88.646% (25303/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.325 | Acc: 88.651% (25418/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.325 | Acc: 88.656% (25533/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.325 | Acc: 88.668% (25650/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.324 | Acc: 88.660% (25761/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.324 | Acc: 88.672% (25878/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.324 | Acc: 88.701% (26000/29312) 229/391 [======================================>..........................] Step: 354ms | Tot: 1m22s | Loss: 0.324 | Acc: 88.696% (26112/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.325 | Acc: 88.674% (26219/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.325 | Acc: 88.665% (26330/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.325 | Acc: 88.670% (26445/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.325 | Acc: 88.682% (26562/29952) 234/391 [======================================>..........................] Step: 350ms | Tot: 1m24s | Loss: 0.325 | Acc: 88.693% (26679/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.324 | Acc: 88.702% (26795/30208) 236/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.324 | Acc: 88.716% (26913/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.325 | Acc: 88.701% (27022/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.325 | Acc: 88.683% (27130/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.325 | Acc: 88.665% (27238/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.325 | Acc: 88.690% (27359/30848) 241/391 [========================================>........................] Step: 368ms | Tot: 1m27s | Loss: 0.325 | Acc: 88.685% (27471/30976) 242/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.325 | Acc: 88.680% (27583/31104) 243/391 [========================================>........................] Step: 379ms | Tot: 1m28s | Loss: 0.326 | Acc: 88.688% (27699/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.326 | Acc: 88.686% (27812/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.325 | Acc: 88.685% (27925/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.326 | Acc: 88.673% (28035/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.326 | Acc: 88.672% (28148/31744) 248/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.326 | Acc: 88.648% (28254/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.326 | Acc: 88.656% (28370/32000) 250/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.326 | Acc: 88.642% (28479/32128) 251/391 [=========================================>.......................] Step: 346ms | Tot: 1m30s | Loss: 0.326 | Acc: 88.647% (28594/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.326 | Acc: 88.639% (28705/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m31s | Loss: 0.326 | Acc: 88.632% (28816/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m31s | Loss: 0.326 | Acc: 88.618% (28925/32640) 255/391 [==========================================>......................] Step: 345ms | Tot: 1m32s | Loss: 0.327 | Acc: 88.602% (29033/32768) 256/391 [==========================================>......................] Step: 349ms | Tot: 1m32s | Loss: 0.327 | Acc: 88.603% (29147/32896) 257/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.327 | Acc: 88.596% (29258/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.327 | Acc: 88.604% (29374/33152) 259/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.327 | Acc: 88.597% (29485/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.327 | Acc: 88.584% (29594/33408) 261/391 [===========================================>.....................] Step: 349ms | Tot: 1m34s | Loss: 0.327 | Acc: 88.585% (29708/33536) 262/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.327 | Acc: 88.584% (29821/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.327 | Acc: 88.589% (29936/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.326 | Acc: 88.606% (30055/33920) 265/391 [============================================>....................] Step: 357ms | Tot: 1m35s | Loss: 0.326 | Acc: 88.634% (30178/34048) 266/391 [============================================>....................] Step: 353ms | Tot: 1m36s | Loss: 0.326 | Acc: 88.635% (30292/34176) 267/391 [============================================>....................] Step: 351ms | Tot: 1m36s | Loss: 0.326 | Acc: 88.640% (30407/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.326 | Acc: 88.633% (30518/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.326 | Acc: 88.640% (30634/34560) 270/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.326 | Acc: 88.642% (30748/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.326 | Acc: 88.646% (30863/34816) 272/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.326 | Acc: 88.650% (30978/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.326 | Acc: 88.649% (31091/35072) 274/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.326 | Acc: 88.648% (31204/35200) 275/391 [=============================================>...................] Step: 354ms | Tot: 1m39s | Loss: 0.326 | Acc: 88.661% (31322/35328) 276/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.326 | Acc: 88.670% (31439/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.325 | Acc: 88.697% (31562/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.325 | Acc: 88.701% (31677/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.325 | Acc: 88.700% (31790/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.325 | Acc: 88.696% (31902/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.325 | Acc: 88.700% (32017/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.326 | Acc: 88.695% (32129/36224) 283/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.326 | Acc: 88.697% (32243/36352) 284/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.326 | Acc: 88.690% (32354/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.326 | Acc: 88.694% (32469/36608) 286/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.326 | Acc: 88.687% (32580/36736) 287/391 [===============================================>.................] Step: 353ms | Tot: 1m43s | Loss: 0.327 | Acc: 88.669% (32687/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.327 | Acc: 88.660% (32797/36992) 289/391 [================================================>................] Step: 352ms | Tot: 1m44s | Loss: 0.327 | Acc: 88.656% (32909/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m44s | Loss: 0.327 | Acc: 88.660% (33024/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.327 | Acc: 88.650% (33134/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.327 | Acc: 88.660% (33251/37504) 293/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.327 | Acc: 88.653% (33362/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.327 | Acc: 88.660% (33478/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m46s | Loss: 0.326 | Acc: 88.669% (33595/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.326 | Acc: 88.671% (33709/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.326 | Acc: 88.664% (33820/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.326 | Acc: 88.673% (33937/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.326 | Acc: 88.677% (34052/38400) 300/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.326 | Acc: 88.691% (34171/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.326 | Acc: 88.680% (34280/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.326 | Acc: 88.671% (34390/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.326 | Acc: 88.674% (34505/38912) 304/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.326 | Acc: 88.678% (34620/39040) 305/391 [==================================================>..............] Step: 346ms | Tot: 1m50s | Loss: 0.327 | Acc: 88.667% (34729/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.327 | Acc: 88.683% (34849/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.327 | Acc: 88.679% (34961/39424) 308/391 [===================================================>.............] Step: 379ms | Tot: 1m51s | Loss: 0.327 | Acc: 88.683% (35076/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.326 | Acc: 88.690% (35192/39680) 310/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.326 | Acc: 88.698% (35309/39808) 311/391 [===================================================>.............] Step: 350ms | Tot: 1m52s | Loss: 0.326 | Acc: 88.717% (35430/39936) 312/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.326 | Acc: 88.731% (35549/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.325 | Acc: 88.737% (35665/40192) 314/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.325 | Acc: 88.752% (35785/40320) 315/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.325 | Acc: 88.749% (35897/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.325 | Acc: 88.742% (36008/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.325 | Acc: 88.748% (36124/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.325 | Acc: 88.742% (36235/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m55s | Loss: 0.325 | Acc: 88.735% (36346/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.325 | Acc: 88.751% (36466/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.325 | Acc: 88.747% (36578/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.325 | Acc: 88.741% (36689/41344) 323/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.325 | Acc: 88.739% (36802/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.325 | Acc: 88.738% (36915/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m57s | Loss: 0.325 | Acc: 88.734% (37027/41728) 326/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.325 | Acc: 88.742% (37144/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.325 | Acc: 88.760% (37265/41984) 328/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.325 | Acc: 88.749% (37374/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.325 | Acc: 88.757% (37491/42240) 330/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.325 | Acc: 88.749% (37601/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 1m59s | Loss: 0.326 | Acc: 88.721% (37703/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m49ms | Loss: 0.326 | Acc: 88.729% (37820/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m407ms | Loss: 0.326 | Acc: 88.733% (37935/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m773ms | Loss: 0.326 | Acc: 88.731% (38048/42880) 335/391 [=======================================================>.........] Step: 383ms | Tot: 2m1s | Loss: 0.326 | Acc: 88.714% (38154/43008) 336/391 [=======================================================>.........] Step: 375ms | Tot: 2m1s | Loss: 0.326 | Acc: 88.717% (38269/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m1s | Loss: 0.326 | Acc: 88.713% (38381/43264) 338/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.326 | Acc: 88.698% (38488/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m2s | Loss: 0.326 | Acc: 88.697% (38601/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m2s | Loss: 0.326 | Acc: 88.696% (38714/43648) 341/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.326 | Acc: 88.711% (38834/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.327 | Acc: 88.687% (38937/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.327 | Acc: 88.674% (39045/44032) 344/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.327 | Acc: 88.671% (39157/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.327 | Acc: 88.683% (39276/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.327 | Acc: 88.687% (39391/44416) 347/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.327 | Acc: 88.688% (39505/44544) 348/391 [=========================================================>.......] Step: 348ms | Tot: 2m5s | Loss: 0.326 | Acc: 88.700% (39624/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m6s | Loss: 0.327 | Acc: 88.692% (39734/44800) 350/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.327 | Acc: 88.680% (39842/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m6s | Loss: 0.327 | Acc: 88.674% (39953/45056) 352/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.327 | Acc: 88.673% (40066/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.327 | Acc: 88.678% (40182/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.327 | Acc: 88.677% (40295/45440) 355/391 [===========================================================>.....] Step: 347ms | Tot: 2m8s | Loss: 0.327 | Acc: 88.681% (40410/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.327 | Acc: 88.673% (40520/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.327 | Acc: 88.681% (40637/45824) 358/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.327 | Acc: 88.675% (40748/45952) 359/391 [===========================================================>.....] Step: 351ms | Tot: 2m9s | Loss: 0.327 | Acc: 88.678% (40863/46080) 360/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.327 | Acc: 88.677% (40976/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.327 | Acc: 88.672% (41087/46336) 362/391 [============================================================>....] Step: 359ms | Tot: 2m10s | Loss: 0.328 | Acc: 88.660% (41195/46464) 363/391 [============================================================>....] Step: 371ms | Tot: 2m11s | Loss: 0.328 | Acc: 88.648% (41303/46592) 364/391 [============================================================>....] Step: 367ms | Tot: 2m11s | Loss: 0.328 | Acc: 88.645% (41415/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.328 | Acc: 88.640% (41526/46848) 366/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.329 | Acc: 88.637% (41638/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.329 | Acc: 88.634% (41750/47104) 368/391 [=============================================================>...] Step: 367ms | Tot: 2m13s | Loss: 0.329 | Acc: 88.622% (41858/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.329 | Acc: 88.604% (41963/47360) 370/391 [=============================================================>...] Step: 349ms | Tot: 2m13s | Loss: 0.330 | Acc: 88.599% (42074/47488) 371/391 [=============================================================>...] Step: 374ms | Tot: 2m14s | Loss: 0.330 | Acc: 88.594% (42185/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.330 | Acc: 88.583% (42293/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m14s | Loss: 0.330 | Acc: 88.574% (42402/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.331 | Acc: 88.567% (42512/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.331 | Acc: 88.560% (42622/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.330 | Acc: 88.565% (42738/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.330 | Acc: 88.564% (42851/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.331 | Acc: 88.545% (42955/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m16s | Loss: 0.331 | Acc: 88.538% (43065/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.331 | Acc: 88.540% (43179/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.331 | Acc: 88.535% (43290/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.331 | Acc: 88.536% (43404/49024) 383/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.331 | Acc: 88.542% (43520/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.331 | Acc: 88.547% (43636/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m19s | Loss: 0.331 | Acc: 88.538% (43745/49408) 386/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.331 | Acc: 88.532% (43855/49536) 387/391 [================================================================>] Step: 342ms | Tot: 2m19s | Loss: 0.331 | Acc: 88.537% (43971/49664) 388/391 [================================================================>] Step: 349ms | Tot: 2m20s | Loss: 0.331 | Acc: 88.520% (44076/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.331 | Acc: 88.530% (44194/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m20s | Loss: 0.331 | Acc: 88.530% (44265/50000) 391/391 + [>................................................................] Step: 494ms | Tot: 2ms | Loss: 0.474 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 287ms | Tot: 290ms | Loss: 0.473 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 585ms | Loss: 0.416 | Acc: 87.333% (262/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 879ms | Loss: 0.430 | Acc: 86.250% (345/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s178ms | Loss: 0.426 | Acc: 85.800% (429/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s479ms | Loss: 0.408 | Acc: 86.000% (516/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s777ms | Loss: 0.417 | Acc: 85.857% (601/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s78ms | Loss: 0.441 | Acc: 85.000% (680/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s378ms | Loss: 0.456 | Acc: 84.778% (763/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s680ms | Loss: 0.456 | Acc: 84.800% (848/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 2s987ms | Loss: 0.469 | Acc: 84.909% (934/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s292ms | Loss: 0.478 | Acc: 84.750% (1017/1200) 12/100 [=======>.........................................................] Step: 311ms | Tot: 3s603ms | Loss: 0.464 | Acc: 84.923% (1104/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s904ms | Loss: 0.463 | Acc: 85.000% (1190/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s202ms | Loss: 0.456 | Acc: 85.000% (1275/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s503ms | Loss: 0.464 | Acc: 84.812% (1357/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 4s817ms | Loss: 0.461 | Acc: 84.824% (1442/1700) 17/100 [===========>.....................................................] Step: 320ms | Tot: 5s138ms | Loss: 0.471 | Acc: 84.500% (1521/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s448ms | Loss: 0.477 | Acc: 84.421% (1604/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s760ms | Loss: 0.480 | Acc: 84.450% (1689/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s65ms | Loss: 0.487 | Acc: 84.238% (1769/2100) 21/100 [=============>...................................................] Step: 297ms | Tot: 6s363ms | Loss: 0.480 | Acc: 84.409% (1857/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s669ms | Loss: 0.488 | Acc: 84.304% (1939/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 6s982ms | Loss: 0.492 | Acc: 84.167% (2020/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s293ms | Loss: 0.494 | Acc: 84.120% (2103/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s605ms | Loss: 0.502 | Acc: 84.038% (2185/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s915ms | Loss: 0.496 | Acc: 84.148% (2272/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s222ms | Loss: 0.491 | Acc: 84.393% (2363/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s527ms | Loss: 0.489 | Acc: 84.414% (2448/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s827ms | Loss: 0.489 | Acc: 84.333% (2530/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s139ms | Loss: 0.487 | Acc: 84.355% (2615/3100) 31/100 [====================>............................................] Step: 315ms | Tot: 9s455ms | Loss: 0.481 | Acc: 84.469% (2703/3200) 32/100 [====================>............................................] Step: 320ms | Tot: 9s775ms | Loss: 0.478 | Acc: 84.545% (2790/3300) 33/100 [=====================>...........................................] Step: 316ms | Tot: 10s92ms | Loss: 0.478 | Acc: 84.412% (2870/3400) 34/100 [======================>..........................................] Step: 316ms | Tot: 10s408ms | Loss: 0.477 | Acc: 84.486% (2957/3500) 35/100 [======================>..........................................] Step: 323ms | Tot: 10s731ms | Loss: 0.473 | Acc: 84.694% (3049/3600) 36/100 [=======================>.........................................] Step: 323ms | Tot: 11s54ms | Loss: 0.476 | Acc: 84.649% (3132/3700) 37/100 [========================>........................................] Step: 315ms | Tot: 11s370ms | Loss: 0.477 | Acc: 84.579% (3214/3800) 38/100 [========================>........................................] Step: 317ms | Tot: 11s687ms | Loss: 0.474 | Acc: 84.692% (3303/3900) 39/100 [=========================>.......................................] Step: 319ms | Tot: 12s7ms | Loss: 0.473 | Acc: 84.700% (3388/4000) 40/100 [==========================>......................................] Step: 315ms | Tot: 12s323ms | Loss: 0.472 | Acc: 84.732% (3474/4100) 41/100 [==========================>......................................] Step: 315ms | Tot: 12s638ms | Loss: 0.472 | Acc: 84.762% (3560/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s940ms | Loss: 0.473 | Acc: 84.767% (3645/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s250ms | Loss: 0.472 | Acc: 84.909% (3736/4400) 44/100 [============================>....................................] Step: 323ms | Tot: 13s574ms | Loss: 0.470 | Acc: 85.000% (3825/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s882ms | Loss: 0.469 | Acc: 85.022% (3911/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 14s187ms | Loss: 0.466 | Acc: 85.085% (3999/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s490ms | Loss: 0.470 | Acc: 85.062% (4083/4800) 48/100 [===============================>.................................] Step: 312ms | Tot: 14s803ms | Loss: 0.465 | Acc: 85.224% (4176/4900) 49/100 [===============================>.................................] Step: 317ms | Tot: 15s120ms | Loss: 0.465 | Acc: 85.220% (4261/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s436ms | Loss: 0.461 | Acc: 85.294% (4350/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s748ms | Loss: 0.461 | Acc: 85.308% (4436/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 16s55ms | Loss: 0.459 | Acc: 85.302% (4521/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s361ms | Loss: 0.458 | Acc: 85.333% (4608/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s667ms | Loss: 0.459 | Acc: 85.273% (4690/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s974ms | Loss: 0.460 | Acc: 85.286% (4776/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s282ms | Loss: 0.458 | Acc: 85.298% (4862/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s595ms | Loss: 0.460 | Acc: 85.328% (4949/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s899ms | Loss: 0.464 | Acc: 85.254% (5030/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s203ms | Loss: 0.463 | Acc: 85.267% (5116/6000) 60/100 [=======================================>.........................] Step: 296ms | Tot: 18s499ms | Loss: 0.464 | Acc: 85.311% (5204/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s800ms | Loss: 0.463 | Acc: 85.355% (5292/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s110ms | Loss: 0.463 | Acc: 85.381% (5379/6300) 63/100 [========================================>........................] Step: 312ms | Tot: 19s423ms | Loss: 0.461 | Acc: 85.438% (5468/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 19s738ms | Loss: 0.461 | Acc: 85.462% (5555/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 20s47ms | Loss: 0.461 | Acc: 85.424% (5638/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 20s348ms | Loss: 0.459 | Acc: 85.463% (5726/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s660ms | Loss: 0.460 | Acc: 85.441% (5810/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s968ms | Loss: 0.459 | Acc: 85.464% (5897/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s279ms | Loss: 0.462 | Acc: 85.386% (5977/7000) 70/100 [=============================================>...................] Step: 313ms | Tot: 21s592ms | Loss: 0.462 | Acc: 85.380% (6062/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s897ms | Loss: 0.461 | Acc: 85.389% (6148/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s201ms | Loss: 0.459 | Acc: 85.466% (6239/7300) 73/100 [===============================================>.................] Step: 299ms | Tot: 22s501ms | Loss: 0.456 | Acc: 85.554% (6331/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s809ms | Loss: 0.456 | Acc: 85.493% (6412/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s122ms | Loss: 0.457 | Acc: 85.487% (6497/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s431ms | Loss: 0.457 | Acc: 85.468% (6581/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s742ms | Loss: 0.457 | Acc: 85.526% (6671/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 24s42ms | Loss: 0.459 | Acc: 85.494% (6754/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s348ms | Loss: 0.458 | Acc: 85.487% (6839/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s655ms | Loss: 0.456 | Acc: 85.568% (6931/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 24s973ms | Loss: 0.455 | Acc: 85.585% (7018/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s282ms | Loss: 0.455 | Acc: 85.554% (7101/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s592ms | Loss: 0.455 | Acc: 85.536% (7185/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s897ms | Loss: 0.455 | Acc: 85.506% (7268/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 26s204ms | Loss: 0.457 | Acc: 85.442% (7348/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s511ms | Loss: 0.459 | Acc: 85.391% (7429/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s818ms | Loss: 0.460 | Acc: 85.330% (7509/8800) 88/100 [=========================================================>.......] Step: 308ms | Tot: 27s127ms | Loss: 0.460 | Acc: 85.348% (7596/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s437ms | Loss: 0.460 | Acc: 85.367% (7683/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 27s751ms | Loss: 0.459 | Acc: 85.407% (7772/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 28s57ms | Loss: 0.457 | Acc: 85.457% (7862/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s371ms | Loss: 0.459 | Acc: 85.387% (7941/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s682ms | Loss: 0.458 | Acc: 85.383% (8026/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s989ms | Loss: 0.457 | Acc: 85.400% (8113/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s294ms | Loss: 0.457 | Acc: 85.427% (8201/9600) 96/100 [==============================================================>..] Step: 318ms | Tot: 29s612ms | Loss: 0.456 | Acc: 85.443% (8288/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 29s915ms | Loss: 0.456 | Acc: 85.398% (8369/9800) 98/100 [===============================================================>.] Step: 298ms | Tot: 30s214ms | Loss: 0.458 | Acc: 85.394% (8454/9900) 99/100 [================================================================>] Step: 302ms | Tot: 30s516ms | Loss: 0.458 | Acc: 85.380% (8538/10000) 100/100 + +Epoch: 101 + [>................................................................] Step: 584ms | Tot: 2ms | Loss: 0.297 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.280 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 376ms | Tot: 765ms | Loss: 0.281 | Acc: 90.625% (348/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s138ms | Loss: 0.269 | Acc: 91.211% (467/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s506ms | Loss: 0.271 | Acc: 90.938% (582/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s875ms | Loss: 0.272 | Acc: 90.755% (697/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s237ms | Loss: 0.277 | Acc: 90.513% (811/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s606ms | Loss: 0.283 | Acc: 90.137% (923/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s970ms | Loss: 0.283 | Acc: 90.191% (1039/1152) 9/391 [=>...............................................................] Step: 355ms | Tot: 3s326ms | Loss: 0.300 | Acc: 89.375% (1144/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s689ms | Loss: 0.300 | Acc: 89.205% (1256/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s53ms | Loss: 0.299 | Acc: 89.193% (1370/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s410ms | Loss: 0.299 | Acc: 89.303% (1486/1664) 13/391 [==>..............................................................] Step: 355ms | Tot: 4s766ms | Loss: 0.297 | Acc: 89.397% (1602/1792) 14/391 [==>..............................................................] Step: 357ms | Tot: 5s123ms | Loss: 0.300 | Acc: 89.323% (1715/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s487ms | Loss: 0.305 | Acc: 89.307% (1829/2048) 16/391 [==>..............................................................] Step: 370ms | Tot: 5s858ms | Loss: 0.304 | Acc: 89.476% (1947/2176) 17/391 [==>..............................................................] Step: 373ms | Tot: 6s232ms | Loss: 0.300 | Acc: 89.540% (2063/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s603ms | Loss: 0.295 | Acc: 89.597% (2179/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s962ms | Loss: 0.294 | Acc: 89.648% (2295/2560) 20/391 [===>.............................................................] Step: 354ms | Tot: 7s317ms | Loss: 0.294 | Acc: 89.807% (2414/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s685ms | Loss: 0.300 | Acc: 89.737% (2527/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s51ms | Loss: 0.307 | Acc: 89.538% (2636/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s414ms | Loss: 0.309 | Acc: 89.518% (2750/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s775ms | Loss: 0.312 | Acc: 89.344% (2859/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s132ms | Loss: 0.309 | Acc: 89.423% (2976/3328) 26/391 [====>............................................................] Step: 377ms | Tot: 9s509ms | Loss: 0.317 | Acc: 89.178% (3082/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s873ms | Loss: 0.315 | Acc: 89.314% (3201/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s233ms | Loss: 0.314 | Acc: 89.224% (3312/3712) 29/391 [====>............................................................] Step: 373ms | Tot: 10s607ms | Loss: 0.312 | Acc: 89.193% (3425/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 10s969ms | Loss: 0.314 | Acc: 89.163% (3538/3968) 31/391 [=====>...........................................................] Step: 376ms | Tot: 11s345ms | Loss: 0.314 | Acc: 89.185% (3653/4096) 32/391 [=====>...........................................................] Step: 386ms | Tot: 11s732ms | Loss: 0.312 | Acc: 89.228% (3769/4224) 33/391 [=====>...........................................................] Step: 375ms | Tot: 12s107ms | Loss: 0.315 | Acc: 89.108% (3878/4352) 34/391 [=====>...........................................................] Step: 376ms | Tot: 12s483ms | Loss: 0.312 | Acc: 89.241% (3998/4480) 35/391 [=====>...........................................................] Step: 378ms | Tot: 12s861ms | Loss: 0.313 | Acc: 89.214% (4111/4608) 36/391 [=====>...........................................................] Step: 377ms | Tot: 13s239ms | Loss: 0.313 | Acc: 89.231% (4226/4736) 37/391 [======>..........................................................] Step: 378ms | Tot: 13s618ms | Loss: 0.316 | Acc: 89.104% (4334/4864) 38/391 [======>..........................................................] Step: 379ms | Tot: 13s997ms | Loss: 0.317 | Acc: 89.062% (4446/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s357ms | Loss: 0.318 | Acc: 89.004% (4557/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s726ms | Loss: 0.317 | Acc: 89.062% (4674/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 15s85ms | Loss: 0.317 | Acc: 89.007% (4785/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s442ms | Loss: 0.315 | Acc: 89.099% (4904/5504) 43/391 [=======>.........................................................] Step: 353ms | Tot: 15s796ms | Loss: 0.316 | Acc: 89.098% (5018/5632) 44/391 [=======>.........................................................] Step: 368ms | Tot: 16s164ms | Loss: 0.318 | Acc: 89.010% (5127/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s532ms | Loss: 0.317 | Acc: 88.995% (5240/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s889ms | Loss: 0.316 | Acc: 89.046% (5357/6016) 47/391 [=======>.........................................................] Step: 349ms | Tot: 17s239ms | Loss: 0.317 | Acc: 88.997% (5468/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s598ms | Loss: 0.320 | Acc: 88.935% (5578/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s957ms | Loss: 0.319 | Acc: 88.938% (5692/6400) 50/391 [========>........................................................] Step: 356ms | Tot: 18s314ms | Loss: 0.317 | Acc: 89.017% (5811/6528) 51/391 [========>........................................................] Step: 372ms | Tot: 18s686ms | Loss: 0.319 | Acc: 88.987% (5923/6656) 52/391 [========>........................................................] Step: 355ms | Tot: 19s42ms | Loss: 0.320 | Acc: 88.900% (6031/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s403ms | Loss: 0.319 | Acc: 88.947% (6148/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s765ms | Loss: 0.319 | Acc: 88.864% (6256/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s130ms | Loss: 0.320 | Acc: 88.853% (6369/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s497ms | Loss: 0.321 | Acc: 88.857% (6483/7296) 57/391 [=========>.......................................................] Step: 353ms | Tot: 20s851ms | Loss: 0.322 | Acc: 88.860% (6597/7424) 58/391 [=========>.......................................................] Step: 351ms | Tot: 21s203ms | Loss: 0.322 | Acc: 88.837% (6709/7552) 59/391 [=========>.......................................................] Step: 356ms | Tot: 21s560ms | Loss: 0.322 | Acc: 88.880% (6826/7680) 60/391 [=========>.......................................................] Step: 357ms | Tot: 21s917ms | Loss: 0.323 | Acc: 88.845% (6937/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s280ms | Loss: 0.325 | Acc: 88.810% (7048/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s648ms | Loss: 0.324 | Acc: 88.814% (7162/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 23s4ms | Loss: 0.325 | Acc: 88.831% (7277/8192) 64/391 [==========>......................................................] Step: 349ms | Tot: 23s353ms | Loss: 0.326 | Acc: 88.786% (7387/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s713ms | Loss: 0.328 | Acc: 88.743% (7497/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s75ms | Loss: 0.329 | Acc: 88.689% (7606/8576) 67/391 [===========>.....................................................] Step: 353ms | Tot: 24s428ms | Loss: 0.329 | Acc: 88.660% (7717/8704) 68/391 [===========>.....................................................] Step: 345ms | Tot: 24s774ms | Loss: 0.329 | Acc: 88.689% (7833/8832) 69/391 [===========>.....................................................] Step: 353ms | Tot: 25s128ms | Loss: 0.330 | Acc: 88.627% (7941/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 25s483ms | Loss: 0.330 | Acc: 88.644% (8056/9088) 71/391 [===========>.....................................................] Step: 377ms | Tot: 25s861ms | Loss: 0.330 | Acc: 88.650% (8170/9216) 72/391 [===========>.....................................................] Step: 351ms | Tot: 26s213ms | Loss: 0.330 | Acc: 88.613% (8280/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s571ms | Loss: 0.331 | Acc: 88.619% (8394/9472) 74/391 [============>....................................................] Step: 351ms | Tot: 26s922ms | Loss: 0.330 | Acc: 88.656% (8511/9600) 75/391 [============>....................................................] Step: 351ms | Tot: 27s274ms | Loss: 0.330 | Acc: 88.651% (8624/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s636ms | Loss: 0.330 | Acc: 88.657% (8738/9856) 77/391 [============>....................................................] Step: 357ms | Tot: 27s993ms | Loss: 0.330 | Acc: 88.702% (8856/9984) 78/391 [============>....................................................] Step: 350ms | Tot: 28s344ms | Loss: 0.330 | Acc: 88.716% (8971/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 28s712ms | Loss: 0.331 | Acc: 88.701% (9083/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 29s82ms | Loss: 0.332 | Acc: 88.638% (9190/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s442ms | Loss: 0.331 | Acc: 88.653% (9305/10496) 82/391 [=============>...................................................] Step: 353ms | Tot: 29s795ms | Loss: 0.331 | Acc: 88.677% (9421/10624) 83/391 [=============>...................................................] Step: 352ms | Tot: 30s147ms | Loss: 0.330 | Acc: 88.709% (9538/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s508ms | Loss: 0.330 | Acc: 88.686% (9649/10880) 85/391 [==============>..................................................] Step: 346ms | Tot: 30s854ms | Loss: 0.331 | Acc: 88.672% (9761/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s212ms | Loss: 0.330 | Acc: 88.694% (9877/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s574ms | Loss: 0.329 | Acc: 88.734% (9995/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 31s941ms | Loss: 0.329 | Acc: 88.711% (10106/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s305ms | Loss: 0.328 | Acc: 88.759% (10225/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s669ms | Loss: 0.328 | Acc: 88.771% (10340/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 33s24ms | Loss: 0.327 | Acc: 88.799% (10457/11776) 92/391 [===============>.................................................] Step: 353ms | Tot: 33s377ms | Loss: 0.326 | Acc: 88.810% (10572/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 33s750ms | Loss: 0.326 | Acc: 88.821% (10687/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s115ms | Loss: 0.326 | Acc: 88.832% (10802/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s480ms | Loss: 0.325 | Acc: 88.859% (10919/12288) 96/391 [===============>.................................................] Step: 352ms | Tot: 34s833ms | Loss: 0.325 | Acc: 88.845% (11031/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s190ms | Loss: 0.324 | Acc: 88.839% (11144/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s557ms | Loss: 0.324 | Acc: 88.857% (11260/12672) 99/391 [================>................................................] Step: 367ms | Tot: 35s924ms | Loss: 0.323 | Acc: 88.836% (11371/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s284ms | Loss: 0.324 | Acc: 88.854% (11487/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s646ms | Loss: 0.324 | Acc: 88.840% (11599/13056) 102/391 [================>................................................] Step: 354ms | Tot: 37s1ms | Loss: 0.324 | Acc: 88.850% (11714/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s356ms | Loss: 0.324 | Acc: 88.852% (11828/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s714ms | Loss: 0.324 | Acc: 88.854% (11942/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s73ms | Loss: 0.326 | Acc: 88.797% (12048/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s438ms | Loss: 0.326 | Acc: 88.763% (12157/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s805ms | Loss: 0.326 | Acc: 88.759% (12270/13824) 108/391 [=================>...............................................] Step: 353ms | Tot: 39s159ms | Loss: 0.326 | Acc: 88.761% (12384/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s517ms | Loss: 0.325 | Acc: 88.786% (12501/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 39s878ms | Loss: 0.326 | Acc: 88.760% (12611/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s238ms | Loss: 0.327 | Acc: 88.742% (12722/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s597ms | Loss: 0.327 | Acc: 88.738% (12835/14464) 113/391 [==================>..............................................] Step: 353ms | Tot: 40s951ms | Loss: 0.327 | Acc: 88.727% (12947/14592) 114/391 [==================>..............................................] Step: 353ms | Tot: 41s305ms | Loss: 0.326 | Acc: 88.757% (13065/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s665ms | Loss: 0.327 | Acc: 88.712% (13172/14848) 116/391 [===================>.............................................] Step: 371ms | Tot: 42s37ms | Loss: 0.327 | Acc: 88.722% (13287/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s400ms | Loss: 0.326 | Acc: 88.738% (13403/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 42s758ms | Loss: 0.326 | Acc: 88.747% (13518/15232) 119/391 [===================>.............................................] Step: 356ms | Tot: 43s115ms | Loss: 0.327 | Acc: 88.750% (13632/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s473ms | Loss: 0.326 | Acc: 88.759% (13747/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 43s829ms | Loss: 0.325 | Acc: 88.806% (13868/15616) 122/391 [====================>............................................] Step: 355ms | Tot: 44s184ms | Loss: 0.325 | Acc: 88.802% (13981/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s546ms | Loss: 0.324 | Acc: 88.842% (14101/15872) 124/391 [====================>............................................] Step: 353ms | Tot: 44s900ms | Loss: 0.325 | Acc: 88.850% (14216/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s260ms | Loss: 0.324 | Acc: 88.864% (14332/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 45s627ms | Loss: 0.324 | Acc: 88.866% (14446/16256) 127/391 [=====================>...........................................] Step: 373ms | Tot: 46s | Loss: 0.324 | Acc: 88.855% (14558/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 46s371ms | Loss: 0.323 | Acc: 88.881% (14676/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 46s737ms | Loss: 0.324 | Acc: 88.858% (14786/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s96ms | Loss: 0.324 | Acc: 88.854% (14899/16768) 131/391 [=====================>...........................................] Step: 361ms | Tot: 47s457ms | Loss: 0.324 | Acc: 88.885% (15018/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 47s821ms | Loss: 0.323 | Acc: 88.922% (15138/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 48s190ms | Loss: 0.322 | Acc: 88.958% (15258/17152) 134/391 [======================>..........................................] Step: 375ms | Tot: 48s565ms | Loss: 0.321 | Acc: 88.958% (15372/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 48s927ms | Loss: 0.322 | Acc: 88.953% (15485/17408) 136/391 [======================>..........................................] Step: 350ms | Tot: 49s278ms | Loss: 0.322 | Acc: 88.960% (15600/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 49s648ms | Loss: 0.321 | Acc: 88.961% (15714/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s15ms | Loss: 0.321 | Acc: 88.967% (15829/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 50s381ms | Loss: 0.321 | Acc: 88.990% (15947/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 50s740ms | Loss: 0.322 | Acc: 88.957% (16055/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 51s100ms | Loss: 0.322 | Acc: 88.947% (16167/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s459ms | Loss: 0.322 | Acc: 88.931% (16278/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 51s830ms | Loss: 0.322 | Acc: 88.943% (16394/18432) 144/391 [=======================>.........................................] Step: 368ms | Tot: 52s199ms | Loss: 0.322 | Acc: 88.966% (16512/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 52s569ms | Loss: 0.323 | Acc: 88.939% (16621/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 52s931ms | Loss: 0.323 | Acc: 88.940% (16735/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s287ms | Loss: 0.322 | Acc: 88.973% (16855/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 53s652ms | Loss: 0.322 | Acc: 88.952% (16965/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 54s14ms | Loss: 0.322 | Acc: 88.964% (17081/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s382ms | Loss: 0.321 | Acc: 89.000% (17202/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s740ms | Loss: 0.321 | Acc: 88.991% (17314/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s104ms | Loss: 0.322 | Acc: 88.976% (17425/19584) 153/391 [=========================>.......................................] Step: 357ms | Tot: 55s462ms | Loss: 0.321 | Acc: 88.976% (17539/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 55s830ms | Loss: 0.321 | Acc: 88.997% (17657/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 56s202ms | Loss: 0.321 | Acc: 88.992% (17770/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s563ms | Loss: 0.321 | Acc: 88.993% (17884/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 56s919ms | Loss: 0.321 | Acc: 88.973% (17994/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s278ms | Loss: 0.322 | Acc: 88.964% (18106/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 57s651ms | Loss: 0.322 | Acc: 88.945% (18216/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 58s18ms | Loss: 0.323 | Acc: 88.907% (18322/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 58s386ms | Loss: 0.322 | Acc: 88.947% (18444/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 58s743ms | Loss: 0.323 | Acc: 88.943% (18557/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s102ms | Loss: 0.323 | Acc: 88.939% (18670/20992) 164/391 [===========================>.....................................] Step: 354ms | Tot: 59s456ms | Loss: 0.324 | Acc: 88.906% (18777/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 59s821ms | Loss: 0.323 | Acc: 88.921% (18894/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m188ms | Loss: 0.324 | Acc: 88.899% (19003/21376) 167/391 [===========================>.....................................] Step: 368ms | Tot: 1m556ms | Loss: 0.324 | Acc: 88.886% (19114/21504) 168/391 [===========================>.....................................] Step: 355ms | Tot: 1m912ms | Loss: 0.324 | Acc: 88.910% (19233/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.324 | Acc: 88.888% (19342/21760) 170/391 [============================>....................................] Step: 393ms | Tot: 1m1s | Loss: 0.325 | Acc: 88.857% (19449/21888) 171/391 [============================>....................................] Step: 413ms | Tot: 1m2s | Loss: 0.325 | Acc: 88.858% (19563/22016) 172/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.325 | Acc: 88.837% (19672/22144) 173/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.325 | Acc: 88.825% (19783/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.326 | Acc: 88.812% (19894/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.326 | Acc: 88.818% (20009/22528) 176/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.326 | Acc: 88.815% (20122/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.326 | Acc: 88.825% (20238/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.327 | Acc: 88.822% (20351/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.327 | Acc: 88.819% (20464/23040) 180/391 [=============================>...................................] Step: 355ms | Tot: 1m5s | Loss: 0.327 | Acc: 88.821% (20578/23168) 181/391 [==============================>..................................] Step: 373ms | Tot: 1m5s | Loss: 0.327 | Acc: 88.814% (20690/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.326 | Acc: 88.815% (20804/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.326 | Acc: 88.833% (20922/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.326 | Acc: 88.856% (21041/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.326 | Acc: 88.852% (21154/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.326 | Acc: 88.845% (21266/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m7s | Loss: 0.326 | Acc: 88.838% (21378/24064) 188/391 [===============================>.................................] Step: 372ms | Tot: 1m8s | Loss: 0.326 | Acc: 88.843% (21493/24192) 189/391 [===============================>.................................] Step: 372ms | Tot: 1m8s | Loss: 0.327 | Acc: 88.812% (21599/24320) 190/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.327 | Acc: 88.805% (21711/24448) 191/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.327 | Acc: 88.810% (21826/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.327 | Acc: 88.807% (21939/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.327 | Acc: 88.797% (22050/24832) 194/391 [================================>................................] Step: 372ms | Tot: 1m10s | Loss: 0.327 | Acc: 88.802% (22165/24960) 195/391 [================================>................................] Step: 354ms | Tot: 1m10s | Loss: 0.327 | Acc: 88.799% (22278/25088) 196/391 [================================>................................] Step: 351ms | Tot: 1m11s | Loss: 0.327 | Acc: 88.793% (22390/25216) 197/391 [================================>................................] Step: 376ms | Tot: 1m11s | Loss: 0.327 | Acc: 88.798% (22505/25344) 198/391 [================================>................................] Step: 373ms | Tot: 1m11s | Loss: 0.328 | Acc: 88.780% (22614/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.328 | Acc: 88.781% (22728/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.328 | Acc: 88.790% (22844/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.328 | Acc: 88.792% (22958/25856) 202/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.329 | Acc: 88.755% (23062/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.329 | Acc: 88.737% (23171/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.329 | Acc: 88.735% (23284/26240) 205/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.329 | Acc: 88.736% (23398/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.329 | Acc: 88.730% (23510/26496) 207/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.329 | Acc: 88.709% (23618/26624) 208/391 [==================================>..............................] Step: 377ms | Tot: 1m15s | Loss: 0.329 | Acc: 88.677% (23723/26752) 209/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.329 | Acc: 88.679% (23837/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.329 | Acc: 88.663% (23946/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.329 | Acc: 88.672% (24062/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.329 | Acc: 88.663% (24173/27264) 213/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.329 | Acc: 88.668% (24288/27392) 214/391 [===================================>.............................] Step: 376ms | Tot: 1m17s | Loss: 0.329 | Acc: 88.670% (24402/27520) 215/391 [===================================>.............................] Step: 376ms | Tot: 1m18s | Loss: 0.330 | Acc: 88.636% (24506/27648) 216/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.330 | Acc: 88.641% (24621/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m18s | Loss: 0.330 | Acc: 88.640% (24734/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.329 | Acc: 88.667% (24855/28032) 219/391 [====================================>............................] Step: 377ms | Tot: 1m19s | Loss: 0.329 | Acc: 88.675% (24971/28160) 220/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.329 | Acc: 88.670% (25083/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.329 | Acc: 88.689% (25202/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.329 | Acc: 88.677% (25312/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.329 | Acc: 88.668% (25423/28672) 224/391 [=====================================>...........................] Step: 387ms | Tot: 1m21s | Loss: 0.330 | Acc: 88.667% (25536/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.330 | Acc: 88.658% (25647/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.330 | Acc: 88.670% (25764/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.330 | Acc: 88.672% (25878/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.330 | Acc: 88.670% (25991/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m23s | Loss: 0.330 | Acc: 88.668% (26104/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m23s | Loss: 0.330 | Acc: 88.667% (26217/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.330 | Acc: 88.662% (26329/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.331 | Acc: 88.637% (26435/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.330 | Acc: 88.655% (26554/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.330 | Acc: 88.657% (26668/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.330 | Acc: 88.665% (26784/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m25s | Loss: 0.330 | Acc: 88.674% (26900/30336) 237/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.330 | Acc: 88.678% (27015/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.330 | Acc: 88.670% (27126/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.330 | Acc: 88.675% (27241/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.330 | Acc: 88.686% (27358/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m27s | Loss: 0.330 | Acc: 88.675% (27468/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.331 | Acc: 88.667% (27579/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.331 | Acc: 88.669% (27693/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.331 | Acc: 88.673% (27808/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.331 | Acc: 88.666% (27919/31488) 246/391 [========================================>........................] Step: 374ms | Tot: 1m29s | Loss: 0.330 | Acc: 88.670% (28034/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m29s | Loss: 0.330 | Acc: 88.678% (28150/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.330 | Acc: 88.677% (28263/31872) 249/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.330 | Acc: 88.681% (28378/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.330 | Acc: 88.686% (28493/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.329 | Acc: 88.712% (28615/32256) 252/391 [=========================================>.......................] Step: 399ms | Tot: 1m31s | Loss: 0.330 | Acc: 88.710% (28728/32384) 253/391 [==========================================>......................] Step: 402ms | Tot: 1m32s | Loss: 0.330 | Acc: 88.696% (28837/32512) 254/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.330 | Acc: 88.692% (28949/32640) 255/391 [==========================================>......................] Step: 354ms | Tot: 1m32s | Loss: 0.330 | Acc: 88.693% (29063/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.330 | Acc: 88.683% (29173/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.331 | Acc: 88.666% (29281/33024) 258/391 [==========================================>......................] Step: 369ms | Tot: 1m34s | Loss: 0.331 | Acc: 88.673% (29397/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.331 | Acc: 88.663% (29507/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.331 | Acc: 88.661% (29620/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.331 | Acc: 88.648% (29729/33536) 262/391 [===========================================>.....................] Step: 372ms | Tot: 1m35s | Loss: 0.332 | Acc: 88.623% (29834/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.332 | Acc: 88.619% (29946/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.332 | Acc: 88.608% (30056/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.333 | Acc: 88.598% (30166/34048) 266/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.333 | Acc: 88.583% (30274/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.332 | Acc: 88.582% (30387/34304) 268/391 [============================================>....................] Step: 373ms | Tot: 1m37s | Loss: 0.332 | Acc: 88.583% (30501/34432) 269/391 [============================================>....................] Step: 382ms | Tot: 1m38s | Loss: 0.332 | Acc: 88.591% (30617/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.332 | Acc: 88.581% (30727/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.333 | Acc: 88.566% (30835/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.333 | Acc: 88.553% (30944/34944) 273/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.332 | Acc: 88.561% (31060/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.332 | Acc: 88.580% (31180/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.332 | Acc: 88.578% (31293/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.332 | Acc: 88.575% (31405/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.332 | Acc: 88.579% (31520/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.332 | Acc: 88.581% (31634/35712) 279/391 [==============================================>..................] Step: 384ms | Tot: 1m41s | Loss: 0.333 | Acc: 88.563% (31741/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.333 | Acc: 88.554% (31851/35968) 281/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.333 | Acc: 88.542% (31960/36096) 282/391 [==============================================>..................] Step: 354ms | Tot: 1m42s | Loss: 0.333 | Acc: 88.544% (32074/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.333 | Acc: 88.551% (32190/36352) 284/391 [===============================================>.................] Step: 377ms | Tot: 1m43s | Loss: 0.333 | Acc: 88.542% (32300/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.333 | Acc: 88.535% (32411/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.333 | Acc: 88.537% (32525/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.334 | Acc: 88.528% (32635/36864) 288/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.333 | Acc: 88.530% (32749/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.334 | Acc: 88.529% (32862/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.333 | Acc: 88.544% (32981/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.333 | Acc: 88.543% (33094/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.333 | Acc: 88.543% (33207/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.333 | Acc: 88.555% (33325/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.333 | Acc: 88.549% (33436/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.334 | Acc: 88.535% (33544/37888) 296/391 [=================================================>...............] Step: 376ms | Tot: 1m47s | Loss: 0.334 | Acc: 88.529% (33655/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.334 | Acc: 88.541% (33773/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.333 | Acc: 88.543% (33887/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.333 | Acc: 88.557% (34006/38400) 300/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.333 | Acc: 88.569% (34124/38528) 301/391 [==================================================>..............] Step: 373ms | Tot: 1m49s | Loss: 0.333 | Acc: 88.579% (34241/38656) 302/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.333 | Acc: 88.588% (34358/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.333 | Acc: 88.582% (34469/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.333 | Acc: 88.568% (34577/39040) 305/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.333 | Acc: 88.572% (34692/39168) 306/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.333 | Acc: 88.564% (34802/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.334 | Acc: 88.555% (34912/39424) 308/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.333 | Acc: 88.552% (35024/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.334 | Acc: 88.536% (35131/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.334 | Acc: 88.540% (35246/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.334 | Acc: 88.514% (35349/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.335 | Acc: 88.501% (35457/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.334 | Acc: 88.510% (35574/40192) 314/391 [====================================================>............] Step: 378ms | Tot: 1m54s | Loss: 0.334 | Acc: 88.527% (35694/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.334 | Acc: 88.519% (35804/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.334 | Acc: 88.506% (35912/40576) 317/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.335 | Acc: 88.502% (36024/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.335 | Acc: 88.499% (36136/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.334 | Acc: 88.506% (36252/40960) 320/391 [=====================================================>...........] Step: 377ms | Tot: 1m56s | Loss: 0.335 | Acc: 88.498% (36362/41088) 321/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.334 | Acc: 88.507% (36479/41216) 322/391 [=====================================================>...........] Step: 384ms | Tot: 1m57s | Loss: 0.334 | Acc: 88.516% (36596/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m57s | Loss: 0.334 | Acc: 88.518% (36710/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.334 | Acc: 88.519% (36824/41600) 325/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.334 | Acc: 88.514% (36935/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.334 | Acc: 88.506% (37045/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.334 | Acc: 88.505% (37158/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.334 | Acc: 88.509% (37273/42112) 329/391 [======================================================>..........] Step: 369ms | Tot: 2m68ms | Loss: 0.334 | Acc: 88.513% (37388/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m431ms | Loss: 0.334 | Acc: 88.515% (37502/42368) 331/391 [=======================================================>.........] Step: 353ms | Tot: 2m784ms | Loss: 0.334 | Acc: 88.519% (37617/42496) 332/391 [=======================================================>.........] Step: 377ms | Tot: 2m1s | Loss: 0.334 | Acc: 88.504% (37724/42624) 333/391 [=======================================================>.........] Step: 374ms | Tot: 2m1s | Loss: 0.334 | Acc: 88.517% (37843/42752) 334/391 [=======================================================>.........] Step: 404ms | Tot: 2m1s | Loss: 0.334 | Acc: 88.507% (37952/42880) 335/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.334 | Acc: 88.521% (38071/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.334 | Acc: 88.504% (38177/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.334 | Acc: 88.501% (38289/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.334 | Acc: 88.498% (38401/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.334 | Acc: 88.488% (38510/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.334 | Acc: 88.483% (38621/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.334 | Acc: 88.480% (38733/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.334 | Acc: 88.482% (38847/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.334 | Acc: 88.481% (38960/44032) 344/391 [=========================================================>.......] Step: 376ms | Tot: 2m5s | Loss: 0.334 | Acc: 88.487% (39076/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.334 | Acc: 88.473% (39183/44288) 346/391 [=========================================================>.......] Step: 353ms | Tot: 2m6s | Loss: 0.334 | Acc: 88.473% (39296/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.334 | Acc: 88.483% (39414/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.334 | Acc: 88.476% (39524/44672) 349/391 [==========================================================>......] Step: 373ms | Tot: 2m7s | Loss: 0.334 | Acc: 88.482% (39640/44800) 350/391 [==========================================================>......] Step: 374ms | Tot: 2m7s | Loss: 0.334 | Acc: 88.484% (39754/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.334 | Acc: 88.472% (39862/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.334 | Acc: 88.480% (39979/45184) 353/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.334 | Acc: 88.484% (40094/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.334 | Acc: 88.490% (40210/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.334 | Acc: 88.485% (40321/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.334 | Acc: 88.487% (40435/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.334 | Acc: 88.502% (40555/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.334 | Acc: 88.508% (40671/45952) 359/391 [===========================================================>.....] Step: 377ms | Tot: 2m11s | Loss: 0.334 | Acc: 88.509% (40785/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.333 | Acc: 88.517% (40902/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.333 | Acc: 88.519% (41016/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.333 | Acc: 88.522% (41131/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.333 | Acc: 88.528% (41247/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.334 | Acc: 88.517% (41355/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.334 | Acc: 88.510% (41465/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.334 | Acc: 88.505% (41576/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.334 | Acc: 88.506% (41690/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.334 | Acc: 88.510% (41805/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.334 | Acc: 88.511% (41919/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.333 | Acc: 88.515% (42034/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.333 | Acc: 88.533% (42156/47616) 372/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.333 | Acc: 88.545% (42275/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.333 | Acc: 88.549% (42390/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.333 | Acc: 88.544% (42501/48000) 375/391 [==============================================================>..] Step: 350ms | Tot: 2m16s | Loss: 0.333 | Acc: 88.553% (42619/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.333 | Acc: 88.553% (42732/48256) 377/391 [==============================================================>..] Step: 374ms | Tot: 2m17s | Loss: 0.333 | Acc: 88.558% (42848/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.333 | Acc: 88.562% (42963/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.333 | Acc: 88.559% (43075/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.333 | Acc: 88.560% (43189/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.333 | Acc: 88.559% (43302/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.332 | Acc: 88.567% (43419/49024) 383/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.332 | Acc: 88.572% (43535/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.332 | Acc: 88.578% (43651/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.332 | Acc: 88.579% (43765/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.332 | Acc: 88.572% (43875/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.332 | Acc: 88.567% (43986/49664) 388/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.332 | Acc: 88.572% (44102/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.332 | Acc: 88.582% (44220/49920) 390/391 [================================================================>] Step: 329ms | Tot: 2m22s | Loss: 0.332 | Acc: 88.582% (44291/50000) 391/391 + [>................................................................] Step: 476ms | Tot: 2ms | Loss: 0.351 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 298ms | Tot: 300ms | Loss: 0.377 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 594ms | Loss: 0.368 | Acc: 87.333% (262/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 886ms | Loss: 0.386 | Acc: 86.500% (346/400) 4/100 [==>..............................................................] Step: 289ms | Tot: 1s175ms | Loss: 0.386 | Acc: 86.400% (432/500) 5/100 [===>.............................................................] Step: 285ms | Tot: 1s461ms | Loss: 0.359 | Acc: 87.167% (523/600) 6/100 [===>.............................................................] Step: 291ms | Tot: 1s752ms | Loss: 0.368 | Acc: 87.714% (614/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s49ms | Loss: 0.389 | Acc: 86.875% (695/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s354ms | Loss: 0.404 | Acc: 86.667% (780/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s654ms | Loss: 0.403 | Acc: 86.800% (868/1000) 10/100 [======>..........................................................] Step: 290ms | Tot: 2s944ms | Loss: 0.400 | Acc: 86.636% (953/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s243ms | Loss: 0.410 | Acc: 86.333% (1036/1200) 12/100 [=======>.........................................................] Step: 295ms | Tot: 3s538ms | Loss: 0.397 | Acc: 86.615% (1126/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s844ms | Loss: 0.394 | Acc: 86.857% (1216/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s154ms | Loss: 0.384 | Acc: 87.133% (1307/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s453ms | Loss: 0.386 | Acc: 86.812% (1389/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s759ms | Loss: 0.383 | Acc: 86.824% (1476/1700) 17/100 [===========>.....................................................] Step: 299ms | Tot: 5s58ms | Loss: 0.387 | Acc: 86.556% (1558/1800) 18/100 [===========>.....................................................] Step: 295ms | Tot: 5s354ms | Loss: 0.391 | Acc: 86.368% (1641/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s654ms | Loss: 0.400 | Acc: 86.100% (1722/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 5s954ms | Loss: 0.400 | Acc: 86.095% (1808/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s261ms | Loss: 0.399 | Acc: 86.045% (1893/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s566ms | Loss: 0.400 | Acc: 86.000% (1978/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 6s875ms | Loss: 0.399 | Acc: 86.125% (2067/2400) 24/100 [===============>.................................................] Step: 295ms | Tot: 7s171ms | Loss: 0.403 | Acc: 86.000% (2150/2500) 25/100 [================>................................................] Step: 294ms | Tot: 7s466ms | Loss: 0.411 | Acc: 85.769% (2230/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s770ms | Loss: 0.409 | Acc: 85.778% (2316/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s72ms | Loss: 0.406 | Acc: 85.821% (2403/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s374ms | Loss: 0.408 | Acc: 85.828% (2489/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s681ms | Loss: 0.410 | Acc: 85.633% (2569/3000) 30/100 [===================>.............................................] Step: 334ms | Tot: 9s15ms | Loss: 0.407 | Acc: 85.677% (2656/3100) 31/100 [====================>............................................] Step: 331ms | Tot: 9s346ms | Loss: 0.409 | Acc: 85.531% (2737/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s647ms | Loss: 0.407 | Acc: 85.667% (2827/3300) 33/100 [=====================>...........................................] Step: 292ms | Tot: 9s940ms | Loss: 0.408 | Acc: 85.559% (2909/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s245ms | Loss: 0.413 | Acc: 85.486% (2992/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s548ms | Loss: 0.414 | Acc: 85.528% (3079/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 10s855ms | Loss: 0.416 | Acc: 85.568% (3166/3700) 37/100 [========================>........................................] Step: 296ms | Tot: 11s151ms | Loss: 0.417 | Acc: 85.526% (3250/3800) 38/100 [========================>........................................] Step: 293ms | Tot: 11s444ms | Loss: 0.416 | Acc: 85.615% (3339/3900) 39/100 [=========================>.......................................] Step: 297ms | Tot: 11s742ms | Loss: 0.414 | Acc: 85.625% (3425/4000) 40/100 [==========================>......................................] Step: 295ms | Tot: 12s37ms | Loss: 0.418 | Acc: 85.561% (3508/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s339ms | Loss: 0.421 | Acc: 85.500% (3591/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 12s649ms | Loss: 0.419 | Acc: 85.674% (3684/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 12s948ms | Loss: 0.418 | Acc: 85.705% (3771/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s250ms | Loss: 0.418 | Acc: 85.756% (3859/4500) 45/100 [=============================>...................................] Step: 298ms | Tot: 13s548ms | Loss: 0.417 | Acc: 85.761% (3945/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 13s850ms | Loss: 0.414 | Acc: 85.894% (4037/4700) 47/100 [==============================>..................................] Step: 298ms | Tot: 14s149ms | Loss: 0.415 | Acc: 85.854% (4121/4800) 48/100 [===============================>.................................] Step: 299ms | Tot: 14s448ms | Loss: 0.411 | Acc: 86.000% (4214/4900) 49/100 [===============================>.................................] Step: 314ms | Tot: 14s762ms | Loss: 0.414 | Acc: 85.860% (4293/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s71ms | Loss: 0.412 | Acc: 85.863% (4379/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s374ms | Loss: 0.412 | Acc: 85.885% (4466/5200) 52/100 [=================================>...............................] Step: 297ms | Tot: 15s671ms | Loss: 0.411 | Acc: 85.849% (4550/5300) 53/100 [==================================>..............................] Step: 293ms | Tot: 15s964ms | Loss: 0.411 | Acc: 85.833% (4635/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s269ms | Loss: 0.409 | Acc: 85.855% (4722/5500) 55/100 [===================================>.............................] Step: 299ms | Tot: 16s569ms | Loss: 0.410 | Acc: 85.875% (4809/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 16s875ms | Loss: 0.410 | Acc: 85.895% (4896/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s182ms | Loss: 0.408 | Acc: 85.983% (4987/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s484ms | Loss: 0.410 | Acc: 85.966% (5072/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 17s791ms | Loss: 0.409 | Acc: 85.983% (5159/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s92ms | Loss: 0.408 | Acc: 86.066% (5250/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s394ms | Loss: 0.408 | Acc: 86.113% (5339/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s698ms | Loss: 0.409 | Acc: 86.095% (5424/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s3ms | Loss: 0.408 | Acc: 86.172% (5515/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s307ms | Loss: 0.410 | Acc: 86.169% (5601/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s608ms | Loss: 0.410 | Acc: 86.152% (5686/6600) 66/100 [==========================================>......................] Step: 295ms | Tot: 19s904ms | Loss: 0.408 | Acc: 86.224% (5777/6700) 67/100 [===========================================>.....................] Step: 298ms | Tot: 20s203ms | Loss: 0.407 | Acc: 86.221% (5863/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 20s509ms | Loss: 0.406 | Acc: 86.246% (5951/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 20s818ms | Loss: 0.405 | Acc: 86.257% (6038/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s120ms | Loss: 0.405 | Acc: 86.211% (6121/7100) 71/100 [==============================================>..................] Step: 295ms | Tot: 21s416ms | Loss: 0.405 | Acc: 86.278% (6212/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 21s718ms | Loss: 0.403 | Acc: 86.342% (6303/7300) 73/100 [===============================================>.................] Step: 295ms | Tot: 22s14ms | Loss: 0.401 | Acc: 86.392% (6393/7400) 74/100 [================================================>................] Step: 299ms | Tot: 22s313ms | Loss: 0.402 | Acc: 86.360% (6477/7500) 75/100 [================================================>................] Step: 301ms | Tot: 22s615ms | Loss: 0.402 | Acc: 86.316% (6560/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 22s929ms | Loss: 0.402 | Acc: 86.299% (6645/7700) 77/100 [==================================================>..............] Step: 316ms | Tot: 23s245ms | Loss: 0.403 | Acc: 86.308% (6732/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s549ms | Loss: 0.402 | Acc: 86.304% (6818/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 23s854ms | Loss: 0.401 | Acc: 86.325% (6906/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s155ms | Loss: 0.400 | Acc: 86.383% (6997/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s465ms | Loss: 0.400 | Acc: 86.402% (7085/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 24s780ms | Loss: 0.401 | Acc: 86.349% (7167/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s86ms | Loss: 0.400 | Acc: 86.333% (7252/8400) 84/100 [======================================================>..........] Step: 299ms | Tot: 25s386ms | Loss: 0.401 | Acc: 86.306% (7336/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 25s686ms | Loss: 0.403 | Acc: 86.314% (7423/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 25s988ms | Loss: 0.403 | Acc: 86.322% (7510/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s299ms | Loss: 0.403 | Acc: 86.330% (7597/8800) 88/100 [=========================================================>.......] Step: 319ms | Tot: 26s618ms | Loss: 0.403 | Acc: 86.337% (7684/8900) 89/100 [=========================================================>.......] Step: 309ms | Tot: 26s928ms | Loss: 0.403 | Acc: 86.322% (7769/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 27s242ms | Loss: 0.402 | Acc: 86.363% (7859/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s546ms | Loss: 0.400 | Acc: 86.402% (7949/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 27s852ms | Loss: 0.401 | Acc: 86.387% (8034/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s156ms | Loss: 0.402 | Acc: 86.340% (8116/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 28s473ms | Loss: 0.401 | Acc: 86.368% (8205/9500) 95/100 [=============================================================>...] Step: 315ms | Tot: 28s788ms | Loss: 0.400 | Acc: 86.417% (8296/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s98ms | Loss: 0.399 | Acc: 86.464% (8387/9700) 97/100 [===============================================================>.] Step: 298ms | Tot: 29s396ms | Loss: 0.399 | Acc: 86.480% (8475/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 29s703ms | Loss: 0.400 | Acc: 86.444% (8558/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s7ms | Loss: 0.400 | Acc: 86.440% (8644/10000) 100/100 +Saving.. + +Epoch: 102 + [>................................................................] Step: 703ms | Tot: 2ms | Loss: 0.208 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 376ms | Tot: 378ms | Loss: 0.213 | Acc: 92.969% (238/256) 2/391 [>................................................................] Step: 379ms | Tot: 758ms | Loss: 0.212 | Acc: 92.708% (356/384) 3/391 [>................................................................] Step: 390ms | Tot: 1s148ms | Loss: 0.228 | Acc: 92.578% (474/512) 4/391 [>................................................................] Step: 373ms | Tot: 1s521ms | Loss: 0.231 | Acc: 92.500% (592/640) 5/391 [>................................................................] Step: 388ms | Tot: 1s909ms | Loss: 0.221 | Acc: 92.839% (713/768) 6/391 [>................................................................] Step: 375ms | Tot: 2s285ms | Loss: 0.215 | Acc: 93.080% (834/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s649ms | Loss: 0.244 | Acc: 92.188% (944/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 3s16ms | Loss: 0.257 | Acc: 92.014% (1060/1152) 9/391 [=>...............................................................] Step: 355ms | Tot: 3s372ms | Loss: 0.260 | Acc: 91.875% (1176/1280) 10/391 [=>...............................................................] Step: 373ms | Tot: 3s745ms | Loss: 0.267 | Acc: 91.548% (1289/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s118ms | Loss: 0.277 | Acc: 91.211% (1401/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s478ms | Loss: 0.281 | Acc: 90.986% (1514/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s839ms | Loss: 0.278 | Acc: 91.016% (1631/1792) 14/391 [==>..............................................................] Step: 377ms | Tot: 5s217ms | Loss: 0.274 | Acc: 90.938% (1746/1920) 15/391 [==>..............................................................] Step: 375ms | Tot: 5s593ms | Loss: 0.272 | Acc: 90.967% (1863/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s958ms | Loss: 0.267 | Acc: 91.039% (1981/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s324ms | Loss: 0.270 | Acc: 90.755% (2091/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s689ms | Loss: 0.270 | Acc: 90.748% (2207/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 7s48ms | Loss: 0.270 | Acc: 90.547% (2318/2560) 20/391 [===>.............................................................] Step: 352ms | Tot: 7s400ms | Loss: 0.275 | Acc: 90.439% (2431/2688) 21/391 [===>.............................................................] Step: 353ms | Tot: 7s754ms | Loss: 0.274 | Acc: 90.483% (2548/2816) 22/391 [===>.............................................................] Step: 375ms | Tot: 8s129ms | Loss: 0.276 | Acc: 90.319% (2659/2944) 23/391 [===>.............................................................] Step: 424ms | Tot: 8s554ms | Loss: 0.283 | Acc: 90.104% (2768/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s916ms | Loss: 0.283 | Acc: 90.219% (2887/3200) 25/391 [====>............................................................] Step: 351ms | Tot: 9s268ms | Loss: 0.291 | Acc: 89.994% (2995/3328) 26/391 [====>............................................................] Step: 348ms | Tot: 9s617ms | Loss: 0.289 | Acc: 90.017% (3111/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s977ms | Loss: 0.289 | Acc: 90.011% (3226/3584) 28/391 [====>............................................................] Step: 375ms | Tot: 10s353ms | Loss: 0.289 | Acc: 90.086% (3344/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s714ms | Loss: 0.288 | Acc: 90.130% (3461/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 11s69ms | Loss: 0.286 | Acc: 90.197% (3579/3968) 31/391 [=====>...........................................................] Step: 347ms | Tot: 11s417ms | Loss: 0.286 | Acc: 90.161% (3693/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s776ms | Loss: 0.285 | Acc: 90.199% (3810/4224) 33/391 [=====>...........................................................] Step: 369ms | Tot: 12s146ms | Loss: 0.284 | Acc: 90.211% (3926/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s506ms | Loss: 0.284 | Acc: 90.156% (4039/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s863ms | Loss: 0.284 | Acc: 90.148% (4154/4608) 36/391 [=====>...........................................................] Step: 350ms | Tot: 13s214ms | Loss: 0.285 | Acc: 90.139% (4269/4736) 37/391 [======>..........................................................] Step: 354ms | Tot: 13s568ms | Loss: 0.285 | Acc: 90.132% (4384/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s928ms | Loss: 0.285 | Acc: 90.064% (4496/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s293ms | Loss: 0.284 | Acc: 90.156% (4616/5120) 40/391 [======>..........................................................] Step: 354ms | Tot: 14s647ms | Loss: 0.284 | Acc: 90.130% (4730/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 15s13ms | Loss: 0.283 | Acc: 90.141% (4846/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s376ms | Loss: 0.284 | Acc: 90.062% (4957/5504) 43/391 [=======>.........................................................] Step: 369ms | Tot: 15s745ms | Loss: 0.284 | Acc: 90.092% (5074/5632) 44/391 [=======>.........................................................] Step: 370ms | Tot: 16s116ms | Loss: 0.285 | Acc: 90.087% (5189/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s476ms | Loss: 0.286 | Acc: 90.031% (5301/5888) 46/391 [=======>.........................................................] Step: 347ms | Tot: 16s824ms | Loss: 0.285 | Acc: 90.110% (5421/6016) 47/391 [=======>.........................................................] Step: 356ms | Tot: 17s180ms | Loss: 0.285 | Acc: 90.153% (5539/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s540ms | Loss: 0.285 | Acc: 90.179% (5656/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s898ms | Loss: 0.285 | Acc: 90.172% (5771/6400) 50/391 [========>........................................................] Step: 373ms | Tot: 18s272ms | Loss: 0.286 | Acc: 90.074% (5880/6528) 51/391 [========>........................................................] Step: 356ms | Tot: 18s628ms | Loss: 0.285 | Acc: 90.099% (5997/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s991ms | Loss: 0.287 | Acc: 90.050% (6109/6784) 53/391 [========>........................................................] Step: 350ms | Tot: 19s341ms | Loss: 0.288 | Acc: 90.017% (6222/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s708ms | Loss: 0.288 | Acc: 90.071% (6341/7040) 55/391 [=========>.......................................................] Step: 371ms | Tot: 20s79ms | Loss: 0.291 | Acc: 90.025% (6453/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s440ms | Loss: 0.293 | Acc: 89.940% (6562/7296) 57/391 [=========>.......................................................] Step: 353ms | Tot: 20s793ms | Loss: 0.293 | Acc: 89.938% (6677/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s155ms | Loss: 0.292 | Acc: 89.976% (6795/7552) 59/391 [=========>.......................................................] Step: 368ms | Tot: 21s524ms | Loss: 0.291 | Acc: 90.026% (6914/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s886ms | Loss: 0.294 | Acc: 89.895% (7019/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s246ms | Loss: 0.295 | Acc: 89.856% (7131/7936) 62/391 [==========>......................................................] Step: 350ms | Tot: 22s597ms | Loss: 0.296 | Acc: 89.831% (7244/8064) 63/391 [==========>......................................................] Step: 353ms | Tot: 22s950ms | Loss: 0.295 | Acc: 89.807% (7357/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s306ms | Loss: 0.295 | Acc: 89.772% (7469/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s665ms | Loss: 0.296 | Acc: 89.737% (7581/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s24ms | Loss: 0.294 | Acc: 89.820% (7703/8576) 67/391 [===========>.....................................................] Step: 355ms | Tot: 24s379ms | Loss: 0.296 | Acc: 89.763% (7813/8704) 68/391 [===========>.....................................................] Step: 361ms | Tot: 24s740ms | Loss: 0.297 | Acc: 89.742% (7926/8832) 69/391 [===========>.....................................................] Step: 367ms | Tot: 25s108ms | Loss: 0.298 | Acc: 89.743% (8041/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s479ms | Loss: 0.298 | Acc: 89.745% (8156/9088) 71/391 [===========>.....................................................] Step: 353ms | Tot: 25s833ms | Loss: 0.297 | Acc: 89.757% (8272/9216) 72/391 [===========>.....................................................] Step: 355ms | Tot: 26s189ms | Loss: 0.298 | Acc: 89.737% (8385/9344) 73/391 [============>....................................................] Step: 349ms | Tot: 26s538ms | Loss: 0.299 | Acc: 89.664% (8493/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s896ms | Loss: 0.298 | Acc: 89.688% (8610/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s254ms | Loss: 0.300 | Acc: 89.659% (8722/9728) 76/391 [============>....................................................] Step: 354ms | Tot: 27s609ms | Loss: 0.299 | Acc: 89.671% (8838/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 27s972ms | Loss: 0.299 | Acc: 89.643% (8950/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s329ms | Loss: 0.298 | Acc: 89.656% (9066/10112) 79/391 [=============>...................................................] Step: 356ms | Tot: 28s685ms | Loss: 0.298 | Acc: 89.668% (9182/10240) 80/391 [=============>...................................................] Step: 367ms | Tot: 29s52ms | Loss: 0.298 | Acc: 89.699% (9300/10368) 81/391 [=============>...................................................] Step: 351ms | Tot: 29s404ms | Loss: 0.298 | Acc: 89.663% (9411/10496) 82/391 [=============>...................................................] Step: 349ms | Tot: 29s753ms | Loss: 0.298 | Acc: 89.674% (9527/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s115ms | Loss: 0.299 | Acc: 89.621% (9636/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 30s485ms | Loss: 0.300 | Acc: 89.577% (9746/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s843ms | Loss: 0.300 | Acc: 89.608% (9864/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s210ms | Loss: 0.300 | Acc: 89.574% (9975/11136) 87/391 [==============>..................................................] Step: 353ms | Tot: 31s564ms | Loss: 0.300 | Acc: 89.569% (10089/11264) 88/391 [==============>..................................................] Step: 352ms | Tot: 31s916ms | Loss: 0.301 | Acc: 89.589% (10206/11392) 89/391 [==============>..................................................] Step: 365ms | Tot: 32s282ms | Loss: 0.301 | Acc: 89.540% (10315/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s647ms | Loss: 0.301 | Acc: 89.535% (10429/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s18ms | Loss: 0.302 | Acc: 89.538% (10544/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 33s375ms | Loss: 0.302 | Acc: 89.516% (10656/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 33s747ms | Loss: 0.302 | Acc: 89.486% (10767/12032) 94/391 [===============>.................................................] Step: 379ms | Tot: 34s127ms | Loss: 0.302 | Acc: 89.523% (10886/12160) 95/391 [===============>.................................................] Step: 379ms | Tot: 34s506ms | Loss: 0.302 | Acc: 89.526% (11001/12288) 96/391 [===============>.................................................] Step: 354ms | Tot: 34s861ms | Loss: 0.302 | Acc: 89.546% (11118/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s224ms | Loss: 0.302 | Acc: 89.533% (11231/12544) 98/391 [================>................................................] Step: 368ms | Tot: 35s593ms | Loss: 0.302 | Acc: 89.528% (11345/12672) 99/391 [================>................................................] Step: 364ms | Tot: 35s957ms | Loss: 0.302 | Acc: 89.547% (11462/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s316ms | Loss: 0.303 | Acc: 89.534% (11575/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s670ms | Loss: 0.301 | Acc: 89.576% (11695/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s28ms | Loss: 0.301 | Acc: 89.556% (11807/13184) 103/391 [=================>...............................................] Step: 352ms | Tot: 37s380ms | Loss: 0.302 | Acc: 89.521% (11917/13312) 104/391 [=================>...............................................] Step: 367ms | Tot: 37s748ms | Loss: 0.303 | Acc: 89.494% (12028/13440) 105/391 [=================>...............................................] Step: 378ms | Tot: 38s126ms | Loss: 0.303 | Acc: 89.527% (12147/13568) 106/391 [=================>...............................................] Step: 396ms | Tot: 38s522ms | Loss: 0.304 | Acc: 89.501% (12258/13696) 107/391 [=================>...............................................] Step: 351ms | Tot: 38s874ms | Loss: 0.303 | Acc: 89.554% (12380/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 39s231ms | Loss: 0.302 | Acc: 89.586% (12499/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s588ms | Loss: 0.303 | Acc: 89.553% (12609/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 39s951ms | Loss: 0.304 | Acc: 89.534% (12721/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s317ms | Loss: 0.304 | Acc: 89.537% (12836/14336) 112/391 [==================>..............................................] Step: 351ms | Tot: 40s669ms | Loss: 0.304 | Acc: 89.505% (12946/14464) 113/391 [==================>..............................................] Step: 368ms | Tot: 41s37ms | Loss: 0.306 | Acc: 89.446% (13052/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 41s395ms | Loss: 0.307 | Acc: 89.416% (13162/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s758ms | Loss: 0.308 | Acc: 89.419% (13277/14848) 116/391 [===================>.............................................] Step: 356ms | Tot: 42s114ms | Loss: 0.307 | Acc: 89.423% (13392/14976) 117/391 [===================>.............................................] Step: 349ms | Tot: 42s463ms | Loss: 0.307 | Acc: 89.413% (13505/15104) 118/391 [===================>.............................................] Step: 348ms | Tot: 42s812ms | Loss: 0.307 | Acc: 89.410% (13619/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s172ms | Loss: 0.308 | Acc: 89.395% (13731/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s533ms | Loss: 0.310 | Acc: 89.366% (13841/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 43s890ms | Loss: 0.310 | Acc: 89.319% (13948/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s257ms | Loss: 0.310 | Acc: 89.317% (14062/15744) 123/391 [====================>............................................] Step: 349ms | Tot: 44s606ms | Loss: 0.311 | Acc: 89.308% (14175/15872) 124/391 [====================>............................................] Step: 353ms | Tot: 44s960ms | Loss: 0.311 | Acc: 89.287% (14286/16000) 125/391 [====================>............................................] Step: 375ms | Tot: 45s335ms | Loss: 0.311 | Acc: 89.280% (14399/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 45s701ms | Loss: 0.310 | Acc: 89.296% (14516/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 46s60ms | Loss: 0.311 | Acc: 89.301% (14631/16384) 128/391 [=====================>...........................................] Step: 356ms | Tot: 46s416ms | Loss: 0.311 | Acc: 89.311% (14747/16512) 129/391 [=====================>...........................................] Step: 348ms | Tot: 46s765ms | Loss: 0.312 | Acc: 89.273% (14855/16640) 130/391 [=====================>...........................................] Step: 357ms | Tot: 47s123ms | Loss: 0.312 | Acc: 89.277% (14970/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s486ms | Loss: 0.312 | Acc: 89.264% (15082/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 47s846ms | Loss: 0.312 | Acc: 89.256% (15195/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s209ms | Loss: 0.312 | Acc: 89.261% (15310/17152) 134/391 [======================>..........................................] Step: 355ms | Tot: 48s565ms | Loss: 0.312 | Acc: 89.253% (15423/17280) 135/391 [======================>..........................................] Step: 354ms | Tot: 48s920ms | Loss: 0.312 | Acc: 89.258% (15538/17408) 136/391 [======================>..........................................] Step: 350ms | Tot: 49s271ms | Loss: 0.312 | Acc: 89.234% (15648/17536) 137/391 [======================>..........................................] Step: 356ms | Tot: 49s627ms | Loss: 0.313 | Acc: 89.227% (15761/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 49s987ms | Loss: 0.312 | Acc: 89.242% (15878/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s347ms | Loss: 0.312 | Acc: 89.235% (15991/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 50s708ms | Loss: 0.313 | Acc: 89.201% (16099/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 51s64ms | Loss: 0.312 | Acc: 89.233% (16219/18176) 142/391 [=======================>.........................................] Step: 349ms | Tot: 51s413ms | Loss: 0.312 | Acc: 89.226% (16332/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 51s770ms | Loss: 0.311 | Acc: 89.263% (16453/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s132ms | Loss: 0.311 | Acc: 89.230% (16561/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 52s498ms | Loss: 0.311 | Acc: 89.239% (16677/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 52s856ms | Loss: 0.311 | Acc: 89.254% (16794/18816) 147/391 [========================>........................................] Step: 352ms | Tot: 53s209ms | Loss: 0.311 | Acc: 89.221% (16902/18944) 148/391 [========================>........................................] Step: 355ms | Tot: 53s564ms | Loss: 0.312 | Acc: 89.194% (17011/19072) 149/391 [========================>........................................] Step: 369ms | Tot: 53s934ms | Loss: 0.312 | Acc: 89.188% (17124/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s299ms | Loss: 0.312 | Acc: 89.171% (17235/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 54s655ms | Loss: 0.313 | Acc: 89.140% (17343/19456) 152/391 [=========================>.......................................] Step: 357ms | Tot: 55s13ms | Loss: 0.313 | Acc: 89.129% (17455/19584) 153/391 [=========================>.......................................] Step: 356ms | Tot: 55s370ms | Loss: 0.315 | Acc: 89.093% (17562/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 55s728ms | Loss: 0.315 | Acc: 89.062% (17670/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s95ms | Loss: 0.315 | Acc: 89.078% (17787/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 56s453ms | Loss: 0.314 | Acc: 89.077% (17901/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 56s809ms | Loss: 0.314 | Acc: 89.102% (18020/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s175ms | Loss: 0.314 | Acc: 89.087% (18131/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 57s534ms | Loss: 0.314 | Acc: 89.106% (18249/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 57s901ms | Loss: 0.314 | Acc: 89.101% (18362/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s258ms | Loss: 0.315 | Acc: 89.087% (18473/20736) 162/391 [==========================>......................................] Step: 346ms | Tot: 58s605ms | Loss: 0.314 | Acc: 89.086% (18587/20864) 163/391 [===========================>.....................................] Step: 353ms | Tot: 58s958ms | Loss: 0.314 | Acc: 89.115% (18707/20992) 164/391 [===========================>.....................................] Step: 356ms | Tot: 59s315ms | Loss: 0.314 | Acc: 89.110% (18820/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 59s680ms | Loss: 0.314 | Acc: 89.124% (18937/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m50ms | Loss: 0.314 | Acc: 89.119% (19050/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m413ms | Loss: 0.314 | Acc: 89.146% (19170/21504) 168/391 [===========================>.....................................] Step: 351ms | Tot: 1m764ms | Loss: 0.314 | Acc: 89.099% (19274/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.315 | Acc: 89.058% (19379/21760) 170/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.315 | Acc: 89.044% (19490/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m1s | Loss: 0.315 | Acc: 89.058% (19607/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.026% (19714/22144) 173/391 [============================>....................................] Step: 348ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.045% (19832/22272) 174/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.062% (19950/22400) 175/391 [=============================>...................................] Step: 366ms | Tot: 1m3s | Loss: 0.315 | Acc: 89.040% (20059/22528) 176/391 [=============================>...................................] Step: 371ms | Tot: 1m3s | Loss: 0.315 | Acc: 89.032% (20171/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.315 | Acc: 89.036% (20286/22784) 178/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.315 | Acc: 89.023% (20397/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.315 | Acc: 89.023% (20511/23040) 180/391 [=============================>...................................] Step: 376ms | Tot: 1m5s | Loss: 0.316 | Acc: 89.006% (20621/23168) 181/391 [==============================>..................................] Step: 378ms | Tot: 1m5s | Loss: 0.316 | Acc: 89.024% (20739/23296) 182/391 [==============================>..................................] Step: 368ms | Tot: 1m5s | Loss: 0.315 | Acc: 89.037% (20856/23424) 183/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.316 | Acc: 89.041% (20971/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.316 | Acc: 89.024% (21081/23680) 185/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.315 | Acc: 89.020% (21194/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.315 | Acc: 89.033% (21311/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.316 | Acc: 89.021% (21422/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.315 | Acc: 89.058% (21545/24192) 189/391 [===============================>.................................] Step: 401ms | Tot: 1m8s | Loss: 0.315 | Acc: 89.062% (21660/24320) 190/391 [===============================>.................................] Step: 372ms | Tot: 1m8s | Loss: 0.316 | Acc: 89.054% (21772/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.316 | Acc: 89.042% (21883/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.316 | Acc: 89.038% (21996/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m9s | Loss: 0.316 | Acc: 89.034% (22109/24832) 194/391 [================================>................................] Step: 373ms | Tot: 1m10s | Loss: 0.317 | Acc: 88.990% (22212/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.317 | Acc: 88.991% (22326/25088) 196/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.318 | Acc: 88.951% (22430/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.318 | Acc: 88.932% (22539/25344) 198/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.318 | Acc: 88.945% (22656/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.318 | Acc: 88.945% (22770/25600) 200/391 [=================================>...............................] Step: 348ms | Tot: 1m12s | Loss: 0.319 | Acc: 88.930% (22880/25728) 201/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.319 | Acc: 88.954% (23000/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.319 | Acc: 88.955% (23114/25984) 203/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.319 | Acc: 88.955% (23228/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.319 | Acc: 88.963% (23344/26240) 205/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.319 | Acc: 88.956% (23456/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.319 | Acc: 88.953% (23569/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.319 | Acc: 88.957% (23684/26624) 208/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.319 | Acc: 88.962% (23799/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.319 | Acc: 88.966% (23914/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.319 | Acc: 88.977% (24031/27008) 211/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.319 | Acc: 88.989% (24148/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m16s | Loss: 0.320 | Acc: 88.967% (24256/27264) 213/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.320 | Acc: 88.971% (24371/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.320 | Acc: 88.983% (24488/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.320 | Acc: 88.976% (24600/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.319 | Acc: 88.980% (24715/27776) 217/391 [====================================>............................] Step: 345ms | Tot: 1m18s | Loss: 0.319 | Acc: 88.966% (24825/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m18s | Loss: 0.320 | Acc: 88.973% (24941/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.320 | Acc: 88.956% (25050/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.320 | Acc: 88.953% (25163/28288) 221/391 [====================================>............................] Step: 376ms | Tot: 1m20s | Loss: 0.320 | Acc: 88.946% (25275/28416) 222/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.320 | Acc: 88.954% (25391/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m20s | Loss: 0.320 | Acc: 88.947% (25503/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.320 | Acc: 88.948% (25617/28800) 225/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.320 | Acc: 88.948% (25731/28928) 226/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.321 | Acc: 88.942% (25843/29056) 227/391 [=====================================>...........................] Step: 349ms | Tot: 1m22s | Loss: 0.321 | Acc: 88.929% (25953/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.322 | Acc: 88.909% (26061/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m22s | Loss: 0.322 | Acc: 88.913% (26176/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.322 | Acc: 88.914% (26290/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.321 | Acc: 88.918% (26405/29696) 232/391 [======================================>..........................] Step: 352ms | Tot: 1m24s | Loss: 0.321 | Acc: 88.915% (26518/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.321 | Acc: 88.942% (26640/29952) 234/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.321 | Acc: 88.946% (26755/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.321 | Acc: 88.940% (26867/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m25s | Loss: 0.321 | Acc: 88.947% (26983/30336) 237/391 [=======================================>.........................] Step: 349ms | Tot: 1m25s | Loss: 0.321 | Acc: 88.941% (27095/30464) 238/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.321 | Acc: 88.928% (27205/30592) 239/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.321 | Acc: 88.919% (27316/30720) 240/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.321 | Acc: 88.920% (27430/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.321 | Acc: 88.917% (27543/30976) 242/391 [========================================>........................] Step: 347ms | Tot: 1m27s | Loss: 0.321 | Acc: 88.931% (27661/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.321 | Acc: 88.928% (27774/31232) 244/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.321 | Acc: 88.919% (27885/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.321 | Acc: 88.932% (28003/31488) 246/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.322 | Acc: 88.914% (28111/31616) 247/391 [=========================================>.......................] Step: 349ms | Tot: 1m29s | Loss: 0.321 | Acc: 88.927% (28229/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.321 | Acc: 88.921% (28341/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.321 | Acc: 88.928% (28457/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.321 | Acc: 88.938% (28574/32128) 251/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.321 | Acc: 88.932% (28686/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.321 | Acc: 88.945% (28804/32384) 253/391 [==========================================>......................] Step: 349ms | Tot: 1m31s | Loss: 0.321 | Acc: 88.946% (28918/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m31s | Loss: 0.321 | Acc: 88.943% (29031/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.321 | Acc: 88.950% (29147/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.321 | Acc: 88.959% (29264/32896) 257/391 [==========================================>......................] Step: 373ms | Tot: 1m33s | Loss: 0.321 | Acc: 88.960% (29378/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.321 | Acc: 88.963% (29493/33152) 259/391 [===========================================>.....................] Step: 353ms | Tot: 1m33s | Loss: 0.321 | Acc: 88.960% (29606/33280) 260/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.320 | Acc: 88.979% (29726/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.976% (29839/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.962% (29948/33664) 263/391 [===========================================>.....................] Step: 380ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.974% (30066/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.977% (30181/33920) 265/391 [============================================>....................] Step: 351ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.957% (30288/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.321 | Acc: 88.951% (30400/34176) 267/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.321 | Acc: 88.972% (30521/34304) 268/391 [============================================>....................] Step: 380ms | Tot: 1m37s | Loss: 0.321 | Acc: 88.970% (30634/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.321 | Acc: 88.967% (30747/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.321 | Acc: 88.953% (30856/34688) 271/391 [=============================================>...................] Step: 385ms | Tot: 1m38s | Loss: 0.321 | Acc: 88.953% (30970/34816) 272/391 [=============================================>...................] Step: 404ms | Tot: 1m38s | Loss: 0.321 | Acc: 88.962% (31087/34944) 273/391 [=============================================>...................] Step: 393ms | Tot: 1m38s | Loss: 0.321 | Acc: 88.954% (31198/35072) 274/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.321 | Acc: 88.949% (31310/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.321 | Acc: 88.949% (31424/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.321 | Acc: 88.936% (31533/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m40s | Loss: 0.321 | Acc: 88.947% (31651/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m40s | Loss: 0.320 | Acc: 88.967% (31772/35712) 279/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.320 | Acc: 88.976% (31889/35840) 280/391 [==============================================>..................] Step: 347ms | Tot: 1m41s | Loss: 0.320 | Acc: 88.974% (32002/35968) 281/391 [==============================================>..................] Step: 353ms | Tot: 1m41s | Loss: 0.320 | Acc: 88.971% (32115/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.320 | Acc: 88.952% (32222/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m42s | Loss: 0.320 | Acc: 88.950% (32335/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m42s | Loss: 0.320 | Acc: 88.950% (32449/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.320 | Acc: 88.951% (32563/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.320 | Acc: 88.945% (32675/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.320 | Acc: 88.962% (32795/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.320 | Acc: 88.965% (32910/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.320 | Acc: 88.968% (33025/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m45s | Loss: 0.320 | Acc: 88.969% (33139/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.320 | Acc: 88.969% (33253/37376) 292/391 [================================================>................] Step: 348ms | Tot: 1m45s | Loss: 0.320 | Acc: 88.964% (33365/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.320 | Acc: 88.959% (33477/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.320 | Acc: 88.962% (33592/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m46s | Loss: 0.320 | Acc: 88.960% (33705/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.320 | Acc: 88.976% (33825/38016) 297/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.320 | Acc: 88.955% (33931/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.321 | Acc: 88.940% (34039/38272) 299/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.321 | Acc: 88.927% (34148/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.321 | Acc: 88.938% (34266/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.321 | Acc: 88.933% (34378/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.321 | Acc: 88.936% (34493/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.321 | Acc: 88.939% (34608/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.321 | Acc: 88.945% (34724/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.321 | Acc: 88.937% (34835/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.321 | Acc: 88.935% (34948/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.321 | Acc: 88.931% (35060/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.321 | Acc: 88.928% (35173/39552) 309/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.321 | Acc: 88.934% (35289/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.321 | Acc: 88.939% (35405/39808) 311/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.322 | Acc: 88.930% (35515/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.321 | Acc: 88.933% (35630/40064) 313/391 [====================================================>............] Step: 348ms | Tot: 1m53s | Loss: 0.321 | Acc: 88.933% (35744/40192) 314/391 [====================================================>............] Step: 351ms | Tot: 1m53s | Loss: 0.321 | Acc: 88.929% (35856/40320) 315/391 [====================================================>............] Step: 352ms | Tot: 1m54s | Loss: 0.322 | Acc: 88.927% (35969/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.322 | Acc: 88.922% (36081/40576) 317/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.322 | Acc: 88.918% (36193/40704) 318/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.322 | Acc: 88.920% (36308/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.322 | Acc: 88.918% (36421/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.321 | Acc: 88.924% (36537/41088) 321/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.322 | Acc: 88.917% (36648/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.322 | Acc: 88.922% (36764/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.321 | Acc: 88.925% (36879/41472) 324/391 [=====================================================>...........] Step: 348ms | Tot: 1m57s | Loss: 0.321 | Acc: 88.935% (36997/41600) 325/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.321 | Acc: 88.926% (37107/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.321 | Acc: 88.950% (37231/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.321 | Acc: 88.951% (37345/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.321 | Acc: 88.944% (37456/42112) 329/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.321 | Acc: 88.954% (37574/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.321 | Acc: 88.947% (37685/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.321 | Acc: 88.940% (37796/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m231ms | Loss: 0.321 | Acc: 88.943% (37911/42624) 333/391 [=======================================================>.........] Step: 373ms | Tot: 2m604ms | Loss: 0.321 | Acc: 88.941% (38024/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m962ms | Loss: 0.321 | Acc: 88.937% (38136/42880) 335/391 [=======================================================>.........] Step: 351ms | Tot: 2m1s | Loss: 0.322 | Acc: 88.937% (38250/43008) 336/391 [=======================================================>.........] Step: 354ms | Tot: 2m1s | Loss: 0.322 | Acc: 88.937% (38364/43136) 337/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.322 | Acc: 88.931% (38475/43264) 338/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.322 | Acc: 88.920% (38584/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.322 | Acc: 88.913% (38695/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.322 | Acc: 88.902% (38804/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.322 | Acc: 88.893% (38914/43776) 342/391 [========================================================>........] Step: 346ms | Tot: 2m3s | Loss: 0.323 | Acc: 88.878% (39021/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.323 | Acc: 88.874% (39133/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.323 | Acc: 88.872% (39246/44160) 345/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.323 | Acc: 88.880% (39363/44288) 346/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.323 | Acc: 88.873% (39474/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.323 | Acc: 88.867% (39585/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.323 | Acc: 88.863% (39697/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.323 | Acc: 88.855% (39807/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.324 | Acc: 88.858% (39922/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.323 | Acc: 88.847% (40031/45056) 352/391 [==========================================================>......] Step: 346ms | Tot: 2m7s | Loss: 0.324 | Acc: 88.841% (40142/45184) 353/391 [==========================================================>......] Step: 354ms | Tot: 2m7s | Loss: 0.324 | Acc: 88.837% (40254/45312) 354/391 [==========================================================>......] Step: 375ms | Tot: 2m8s | Loss: 0.324 | Acc: 88.840% (40369/45440) 355/391 [===========================================================>.....] Step: 402ms | Tot: 2m8s | Loss: 0.324 | Acc: 88.845% (40485/45568) 356/391 [===========================================================>.....] Step: 390ms | Tot: 2m8s | Loss: 0.323 | Acc: 88.855% (40603/45696) 357/391 [===========================================================>.....] Step: 367ms | Tot: 2m9s | Loss: 0.323 | Acc: 88.849% (40714/45824) 358/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.323 | Acc: 88.858% (40832/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.323 | Acc: 88.872% (40952/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.323 | Acc: 88.870% (41065/46208) 361/391 [============================================================>....] Step: 374ms | Tot: 2m10s | Loss: 0.323 | Acc: 88.877% (41182/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m11s | Loss: 0.323 | Acc: 88.882% (41298/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m11s | Loss: 0.323 | Acc: 88.869% (41406/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.323 | Acc: 88.855% (41513/46720) 365/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.323 | Acc: 88.858% (41628/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.323 | Acc: 88.867% (41746/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.323 | Acc: 88.859% (41856/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.323 | Acc: 88.863% (41972/47232) 369/391 [=============================================================>...] Step: 350ms | Tot: 2m13s | Loss: 0.323 | Acc: 88.870% (42089/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.323 | Acc: 88.873% (42204/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.323 | Acc: 88.873% (42318/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.323 | Acc: 88.868% (42429/47744) 373/391 [==============================================================>..] Step: 377ms | Tot: 2m15s | Loss: 0.323 | Acc: 88.866% (42542/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m15s | Loss: 0.323 | Acc: 88.858% (42652/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.323 | Acc: 88.846% (42760/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.323 | Acc: 88.849% (42875/48256) 377/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.323 | Acc: 88.854% (42991/48384) 378/391 [==============================================================>..] Step: 376ms | Tot: 2m16s | Loss: 0.323 | Acc: 88.860% (43108/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.323 | Acc: 88.861% (43222/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.323 | Acc: 88.862% (43336/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.323 | Acc: 88.852% (43445/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.323 | Acc: 88.846% (43556/49024) 383/391 [===============================================================>.] Step: 375ms | Tot: 2m18s | Loss: 0.324 | Acc: 88.837% (43665/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.324 | Acc: 88.833% (43777/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m19s | Loss: 0.324 | Acc: 88.846% (43897/49408) 386/391 [================================================================>] Step: 358ms | Tot: 2m19s | Loss: 0.324 | Acc: 88.840% (44008/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m20s | Loss: 0.324 | Acc: 88.845% (44124/49664) 388/391 [================================================================>] Step: 370ms | Tot: 2m20s | Loss: 0.324 | Acc: 88.848% (44239/49792) 389/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.324 | Acc: 88.844% (44351/49920) 390/391 [================================================================>] Step: 327ms | Tot: 2m21s | Loss: 0.324 | Acc: 88.846% (44423/50000) 391/391 + [>................................................................] Step: 463ms | Tot: 3ms | Loss: 0.335 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 314ms | Tot: 318ms | Loss: 0.351 | Acc: 89.000% (178/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 617ms | Loss: 0.359 | Acc: 88.000% (264/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 915ms | Loss: 0.364 | Acc: 88.000% (352/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s207ms | Loss: 0.389 | Acc: 86.600% (433/500) 5/100 [===>.............................................................] Step: 290ms | Tot: 1s497ms | Loss: 0.359 | Acc: 87.500% (525/600) 6/100 [===>.............................................................] Step: 290ms | Tot: 1s788ms | Loss: 0.346 | Acc: 87.714% (614/700) 7/100 [====>............................................................] Step: 286ms | Tot: 2s75ms | Loss: 0.373 | Acc: 87.000% (696/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s385ms | Loss: 0.398 | Acc: 86.556% (779/900) 9/100 [=====>...........................................................] Step: 312ms | Tot: 2s698ms | Loss: 0.409 | Acc: 86.100% (861/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s1ms | Loss: 0.417 | Acc: 85.909% (945/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s310ms | Loss: 0.423 | Acc: 85.583% (1027/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s617ms | Loss: 0.420 | Acc: 85.769% (1115/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s916ms | Loss: 0.429 | Acc: 85.786% (1201/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s218ms | Loss: 0.424 | Acc: 85.800% (1287/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s521ms | Loss: 0.429 | Acc: 85.812% (1373/1600) 16/100 [==========>......................................................] Step: 307ms | Tot: 4s829ms | Loss: 0.427 | Acc: 85.824% (1459/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s136ms | Loss: 0.427 | Acc: 85.833% (1545/1800) 18/100 [===========>.....................................................] Step: 299ms | Tot: 5s435ms | Loss: 0.423 | Acc: 85.842% (1631/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s736ms | Loss: 0.423 | Acc: 85.800% (1716/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 6s36ms | Loss: 0.433 | Acc: 85.714% (1800/2100) 21/100 [=============>...................................................] Step: 319ms | Tot: 6s356ms | Loss: 0.430 | Acc: 85.727% (1886/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s663ms | Loss: 0.433 | Acc: 85.652% (1970/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 6s975ms | Loss: 0.435 | Acc: 85.667% (2056/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s283ms | Loss: 0.439 | Acc: 85.720% (2143/2500) 25/100 [================>................................................] Step: 296ms | Tot: 7s580ms | Loss: 0.446 | Acc: 85.462% (2222/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s880ms | Loss: 0.443 | Acc: 85.444% (2307/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s191ms | Loss: 0.439 | Acc: 85.607% (2397/2800) 28/100 [==================>..............................................] Step: 319ms | Tot: 8s510ms | Loss: 0.440 | Acc: 85.621% (2483/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s827ms | Loss: 0.444 | Acc: 85.533% (2566/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s133ms | Loss: 0.439 | Acc: 85.677% (2656/3100) 31/100 [====================>............................................] Step: 299ms | Tot: 9s433ms | Loss: 0.437 | Acc: 85.625% (2740/3200) 32/100 [====================>............................................] Step: 298ms | Tot: 9s731ms | Loss: 0.437 | Acc: 85.485% (2821/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 10s30ms | Loss: 0.438 | Acc: 85.324% (2901/3400) 34/100 [======================>..........................................] Step: 318ms | Tot: 10s349ms | Loss: 0.440 | Acc: 85.371% (2988/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s654ms | Loss: 0.439 | Acc: 85.417% (3075/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 10s961ms | Loss: 0.442 | Acc: 85.324% (3157/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s270ms | Loss: 0.443 | Acc: 85.237% (3239/3800) 38/100 [========================>........................................] Step: 298ms | Tot: 11s568ms | Loss: 0.442 | Acc: 85.282% (3326/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s872ms | Loss: 0.443 | Acc: 85.325% (3413/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s176ms | Loss: 0.443 | Acc: 85.293% (3497/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s487ms | Loss: 0.441 | Acc: 85.310% (3583/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s795ms | Loss: 0.439 | Acc: 85.395% (3672/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s107ms | Loss: 0.438 | Acc: 85.477% (3761/4400) 44/100 [============================>....................................] Step: 328ms | Tot: 13s436ms | Loss: 0.439 | Acc: 85.511% (3848/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s748ms | Loss: 0.437 | Acc: 85.652% (3940/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 14s47ms | Loss: 0.438 | Acc: 85.596% (4023/4700) 47/100 [==============================>..................................] Step: 317ms | Tot: 14s364ms | Loss: 0.439 | Acc: 85.562% (4107/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s673ms | Loss: 0.435 | Acc: 85.633% (4196/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 14s983ms | Loss: 0.437 | Acc: 85.620% (4281/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s291ms | Loss: 0.436 | Acc: 85.647% (4368/5100) 51/100 [=================================>...............................] Step: 293ms | Tot: 15s584ms | Loss: 0.436 | Acc: 85.558% (4449/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s883ms | Loss: 0.434 | Acc: 85.547% (4534/5300) 53/100 [==================================>..............................] Step: 299ms | Tot: 16s183ms | Loss: 0.434 | Acc: 85.556% (4620/5400) 54/100 [===================================>.............................] Step: 344ms | Tot: 16s527ms | Loss: 0.433 | Acc: 85.564% (4706/5500) 55/100 [===================================>.............................] Step: 350ms | Tot: 16s878ms | Loss: 0.433 | Acc: 85.571% (4792/5600) 56/100 [====================================>............................] Step: 316ms | Tot: 17s194ms | Loss: 0.433 | Acc: 85.579% (4878/5700) 57/100 [=====================================>...........................] Step: 295ms | Tot: 17s490ms | Loss: 0.431 | Acc: 85.672% (4969/5800) 58/100 [=====================================>...........................] Step: 296ms | Tot: 17s787ms | Loss: 0.433 | Acc: 85.542% (5047/5900) 59/100 [======================================>..........................] Step: 291ms | Tot: 18s78ms | Loss: 0.434 | Acc: 85.533% (5132/6000) 60/100 [=======================================>.........................] Step: 316ms | Tot: 18s395ms | Loss: 0.435 | Acc: 85.590% (5221/6100) 61/100 [=======================================>.........................] Step: 314ms | Tot: 18s709ms | Loss: 0.436 | Acc: 85.581% (5306/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 19s12ms | Loss: 0.435 | Acc: 85.619% (5394/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s316ms | Loss: 0.432 | Acc: 85.656% (5482/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s619ms | Loss: 0.435 | Acc: 85.646% (5567/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 19s923ms | Loss: 0.434 | Acc: 85.712% (5657/6600) 66/100 [==========================================>......................] Step: 324ms | Tot: 20s247ms | Loss: 0.432 | Acc: 85.761% (5746/6700) 67/100 [===========================================>.....................] Step: 314ms | Tot: 20s562ms | Loss: 0.433 | Acc: 85.691% (5827/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s869ms | Loss: 0.432 | Acc: 85.725% (5915/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s173ms | Loss: 0.432 | Acc: 85.714% (6000/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s475ms | Loss: 0.432 | Acc: 85.718% (6086/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s782ms | Loss: 0.431 | Acc: 85.722% (6172/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s86ms | Loss: 0.430 | Acc: 85.753% (6260/7300) 73/100 [===============================================>.................] Step: 314ms | Tot: 22s400ms | Loss: 0.429 | Acc: 85.784% (6348/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s704ms | Loss: 0.430 | Acc: 85.760% (6432/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s9ms | Loss: 0.428 | Acc: 85.855% (6525/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s317ms | Loss: 0.430 | Acc: 85.831% (6609/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s621ms | Loss: 0.430 | Acc: 85.846% (6696/7800) 78/100 [==================================================>..............] Step: 297ms | Tot: 23s919ms | Loss: 0.430 | Acc: 85.823% (6780/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s227ms | Loss: 0.428 | Acc: 85.850% (6868/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s530ms | Loss: 0.427 | Acc: 85.889% (6957/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s836ms | Loss: 0.427 | Acc: 85.866% (7041/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s141ms | Loss: 0.427 | Acc: 85.904% (7130/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s446ms | Loss: 0.428 | Acc: 85.917% (7217/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s752ms | Loss: 0.430 | Acc: 85.847% (7297/8500) 85/100 [=======================================================>.........] Step: 296ms | Tot: 26s49ms | Loss: 0.432 | Acc: 85.802% (7379/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s360ms | Loss: 0.431 | Acc: 85.816% (7466/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s665ms | Loss: 0.431 | Acc: 85.830% (7553/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s967ms | Loss: 0.431 | Acc: 85.888% (7644/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s274ms | Loss: 0.432 | Acc: 85.856% (7727/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s573ms | Loss: 0.431 | Acc: 85.813% (7809/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s882ms | Loss: 0.430 | Acc: 85.848% (7898/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 28s195ms | Loss: 0.429 | Acc: 85.849% (7984/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s503ms | Loss: 0.430 | Acc: 85.830% (8068/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s808ms | Loss: 0.429 | Acc: 85.832% (8154/9500) 95/100 [=============================================================>...] Step: 299ms | Tot: 29s108ms | Loss: 0.429 | Acc: 85.844% (8241/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s410ms | Loss: 0.428 | Acc: 85.887% (8331/9700) 97/100 [===============================================================>.] Step: 295ms | Tot: 29s705ms | Loss: 0.430 | Acc: 85.847% (8413/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 30s2ms | Loss: 0.431 | Acc: 85.788% (8493/9900) 99/100 [================================================================>] Step: 317ms | Tot: 30s320ms | Loss: 0.430 | Acc: 85.790% (8579/10000) 100/100 + +Epoch: 103 + [>................................................................] Step: 573ms | Tot: 2ms | Loss: 0.303 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 391ms | Tot: 393ms | Loss: 0.289 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 371ms | Tot: 764ms | Loss: 0.301 | Acc: 88.021% (338/384) 3/391 [>................................................................] Step: 359ms | Tot: 1s124ms | Loss: 0.292 | Acc: 88.281% (452/512) 4/391 [>................................................................] Step: 373ms | Tot: 1s498ms | Loss: 0.292 | Acc: 88.594% (567/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s864ms | Loss: 0.299 | Acc: 88.932% (683/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s228ms | Loss: 0.306 | Acc: 88.616% (794/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s588ms | Loss: 0.303 | Acc: 88.574% (907/1024) 8/391 [=>...............................................................] Step: 352ms | Tot: 2s941ms | Loss: 0.309 | Acc: 88.281% (1017/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s297ms | Loss: 0.316 | Acc: 88.125% (1128/1280) 10/391 [=>...............................................................] Step: 356ms | Tot: 3s654ms | Loss: 0.309 | Acc: 88.565% (1247/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s16ms | Loss: 0.307 | Acc: 88.802% (1364/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s377ms | Loss: 0.302 | Acc: 89.062% (1482/1664) 13/391 [==>..............................................................] Step: 351ms | Tot: 4s729ms | Loss: 0.302 | Acc: 89.118% (1597/1792) 14/391 [==>..............................................................] Step: 350ms | Tot: 5s79ms | Loss: 0.298 | Acc: 89.323% (1715/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s445ms | Loss: 0.297 | Acc: 89.453% (1832/2048) 16/391 [==>..............................................................] Step: 354ms | Tot: 5s800ms | Loss: 0.296 | Acc: 89.338% (1944/2176) 17/391 [==>..............................................................] Step: 353ms | Tot: 6s154ms | Loss: 0.298 | Acc: 89.323% (2058/2304) 18/391 [==>..............................................................] Step: 358ms | Tot: 6s512ms | Loss: 0.297 | Acc: 89.350% (2173/2432) 19/391 [===>.............................................................] Step: 353ms | Tot: 6s866ms | Loss: 0.295 | Acc: 89.375% (2288/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s223ms | Loss: 0.290 | Acc: 89.583% (2408/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s590ms | Loss: 0.289 | Acc: 89.631% (2524/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 7s946ms | Loss: 0.286 | Acc: 89.708% (2641/2944) 23/391 [===>.............................................................] Step: 349ms | Tot: 8s296ms | Loss: 0.288 | Acc: 89.714% (2756/3072) 24/391 [===>.............................................................] Step: 349ms | Tot: 8s645ms | Loss: 0.292 | Acc: 89.594% (2867/3200) 25/391 [====>............................................................] Step: 356ms | Tot: 9s2ms | Loss: 0.289 | Acc: 89.724% (2986/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s363ms | Loss: 0.287 | Acc: 89.844% (3105/3456) 27/391 [====>............................................................] Step: 355ms | Tot: 9s719ms | Loss: 0.286 | Acc: 89.955% (3224/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s75ms | Loss: 0.291 | Acc: 89.844% (3335/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s444ms | Loss: 0.292 | Acc: 89.766% (3447/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 10s800ms | Loss: 0.290 | Acc: 89.793% (3563/3968) 31/391 [=====>...........................................................] Step: 352ms | Tot: 11s152ms | Loss: 0.289 | Acc: 89.893% (3682/4096) 32/391 [=====>...........................................................] Step: 366ms | Tot: 11s519ms | Loss: 0.287 | Acc: 89.986% (3801/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 11s878ms | Loss: 0.286 | Acc: 89.982% (3916/4352) 34/391 [=====>...........................................................] Step: 354ms | Tot: 12s232ms | Loss: 0.291 | Acc: 89.866% (4026/4480) 35/391 [=====>...........................................................] Step: 355ms | Tot: 12s588ms | Loss: 0.290 | Acc: 89.952% (4145/4608) 36/391 [=====>...........................................................] Step: 351ms | Tot: 12s939ms | Loss: 0.292 | Acc: 89.802% (4253/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s297ms | Loss: 0.295 | Acc: 89.741% (4365/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 13s663ms | Loss: 0.293 | Acc: 89.844% (4485/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s22ms | Loss: 0.292 | Acc: 89.902% (4603/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s382ms | Loss: 0.293 | Acc: 89.920% (4719/5248) 41/391 [======>..........................................................] Step: 348ms | Tot: 14s730ms | Loss: 0.294 | Acc: 89.862% (4831/5376) 42/391 [======>..........................................................] Step: 350ms | Tot: 15s81ms | Loss: 0.295 | Acc: 89.844% (4945/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s446ms | Loss: 0.294 | Acc: 89.844% (5060/5632) 44/391 [=======>.........................................................] Step: 411ms | Tot: 15s857ms | Loss: 0.296 | Acc: 89.757% (5170/5760) 45/391 [=======>.........................................................] Step: 382ms | Tot: 16s240ms | Loss: 0.294 | Acc: 89.793% (5287/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s597ms | Loss: 0.293 | Acc: 89.894% (5408/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 16s955ms | Loss: 0.292 | Acc: 89.876% (5522/6144) 48/391 [=======>.........................................................] Step: 354ms | Tot: 17s309ms | Loss: 0.292 | Acc: 89.908% (5639/6272) 49/391 [========>........................................................] Step: 355ms | Tot: 17s664ms | Loss: 0.292 | Acc: 89.891% (5753/6400) 50/391 [========>........................................................] Step: 356ms | Tot: 18s21ms | Loss: 0.293 | Acc: 89.890% (5868/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s378ms | Loss: 0.295 | Acc: 89.874% (5982/6656) 52/391 [========>........................................................] Step: 351ms | Tot: 18s729ms | Loss: 0.295 | Acc: 89.888% (6098/6784) 53/391 [========>........................................................] Step: 352ms | Tot: 19s82ms | Loss: 0.295 | Acc: 89.873% (6212/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s442ms | Loss: 0.296 | Acc: 89.844% (6325/7040) 55/391 [=========>.......................................................] Step: 356ms | Tot: 19s799ms | Loss: 0.296 | Acc: 89.816% (6438/7168) 56/391 [=========>.......................................................] Step: 363ms | Tot: 20s162ms | Loss: 0.296 | Acc: 89.844% (6555/7296) 57/391 [=========>.......................................................] Step: 354ms | Tot: 20s517ms | Loss: 0.295 | Acc: 89.884% (6673/7424) 58/391 [=========>.......................................................] Step: 354ms | Tot: 20s871ms | Loss: 0.292 | Acc: 89.976% (6795/7552) 59/391 [=========>.......................................................] Step: 354ms | Tot: 21s226ms | Loss: 0.292 | Acc: 89.974% (6910/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s586ms | Loss: 0.293 | Acc: 89.985% (7026/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 21s952ms | Loss: 0.292 | Acc: 90.020% (7144/7936) 62/391 [==========>......................................................] Step: 355ms | Tot: 22s307ms | Loss: 0.293 | Acc: 89.968% (7255/8064) 63/391 [==========>......................................................] Step: 347ms | Tot: 22s655ms | Loss: 0.293 | Acc: 89.966% (7370/8192) 64/391 [==========>......................................................] Step: 353ms | Tot: 23s8ms | Loss: 0.296 | Acc: 89.868% (7477/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 23s375ms | Loss: 0.297 | Acc: 89.820% (7588/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 23s738ms | Loss: 0.297 | Acc: 89.820% (7703/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 24s94ms | Loss: 0.297 | Acc: 89.867% (7822/8704) 68/391 [===========>.....................................................] Step: 365ms | Tot: 24s460ms | Loss: 0.298 | Acc: 89.832% (7934/8832) 69/391 [===========>.....................................................] Step: 354ms | Tot: 24s814ms | Loss: 0.299 | Acc: 89.833% (8049/8960) 70/391 [===========>.....................................................] Step: 350ms | Tot: 25s164ms | Loss: 0.299 | Acc: 89.822% (8163/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 25s528ms | Loss: 0.298 | Acc: 89.822% (8278/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 25s889ms | Loss: 0.297 | Acc: 89.812% (8392/9344) 73/391 [============>....................................................] Step: 355ms | Tot: 26s245ms | Loss: 0.297 | Acc: 89.802% (8506/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 26s605ms | Loss: 0.297 | Acc: 89.833% (8624/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 26s965ms | Loss: 0.297 | Acc: 89.833% (8739/9728) 76/391 [============>....................................................] Step: 366ms | Tot: 27s332ms | Loss: 0.296 | Acc: 89.854% (8856/9856) 77/391 [============>....................................................] Step: 357ms | Tot: 27s690ms | Loss: 0.299 | Acc: 89.744% (8960/9984) 78/391 [============>....................................................] Step: 354ms | Tot: 28s44ms | Loss: 0.300 | Acc: 89.705% (9071/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s408ms | Loss: 0.301 | Acc: 89.658% (9181/10240) 80/391 [=============>...................................................] Step: 348ms | Tot: 28s756ms | Loss: 0.301 | Acc: 89.632% (9293/10368) 81/391 [=============>...................................................] Step: 348ms | Tot: 29s105ms | Loss: 0.301 | Acc: 89.634% (9408/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s469ms | Loss: 0.303 | Acc: 89.599% (9519/10624) 83/391 [=============>...................................................] Step: 369ms | Tot: 29s838ms | Loss: 0.304 | Acc: 89.574% (9631/10752) 84/391 [=============>...................................................] Step: 355ms | Tot: 30s193ms | Loss: 0.305 | Acc: 89.522% (9740/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s551ms | Loss: 0.305 | Acc: 89.535% (9856/11008) 86/391 [==============>..................................................] Step: 347ms | Tot: 30s899ms | Loss: 0.306 | Acc: 89.503% (9967/11136) 87/391 [==============>..................................................] Step: 354ms | Tot: 31s253ms | Loss: 0.306 | Acc: 89.489% (10080/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 31s617ms | Loss: 0.308 | Acc: 89.352% (10179/11392) 89/391 [==============>..................................................] Step: 356ms | Tot: 31s973ms | Loss: 0.308 | Acc: 89.375% (10296/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 32s337ms | Loss: 0.308 | Acc: 89.354% (10408/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 32s702ms | Loss: 0.309 | Acc: 89.343% (10521/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s68ms | Loss: 0.311 | Acc: 89.289% (10629/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s431ms | Loss: 0.311 | Acc: 89.237% (10737/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 33s793ms | Loss: 0.310 | Acc: 89.227% (10850/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 34s152ms | Loss: 0.310 | Acc: 89.233% (10965/12288) 96/391 [===============>.................................................] Step: 354ms | Tot: 34s506ms | Loss: 0.310 | Acc: 89.232% (11079/12416) 97/391 [================>................................................] Step: 351ms | Tot: 34s858ms | Loss: 0.310 | Acc: 89.262% (11197/12544) 98/391 [================>................................................] Step: 352ms | Tot: 35s210ms | Loss: 0.310 | Acc: 89.244% (11309/12672) 99/391 [================>................................................] Step: 366ms | Tot: 35s577ms | Loss: 0.309 | Acc: 89.258% (11425/12800) 100/391 [================>................................................] Step: 361ms | Tot: 35s939ms | Loss: 0.309 | Acc: 89.271% (11541/12928) 101/391 [================>................................................] Step: 358ms | Tot: 36s297ms | Loss: 0.308 | Acc: 89.285% (11657/13056) 102/391 [================>................................................] Step: 356ms | Tot: 36s654ms | Loss: 0.308 | Acc: 89.275% (11770/13184) 103/391 [=================>...............................................] Step: 351ms | Tot: 37s5ms | Loss: 0.308 | Acc: 89.295% (11887/13312) 104/391 [=================>...............................................] Step: 367ms | Tot: 37s373ms | Loss: 0.308 | Acc: 89.301% (12002/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 37s741ms | Loss: 0.309 | Acc: 89.261% (12111/13568) 106/391 [=================>...............................................] Step: 361ms | Tot: 38s102ms | Loss: 0.309 | Acc: 89.282% (12228/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 38s468ms | Loss: 0.309 | Acc: 89.280% (12342/13824) 108/391 [=================>...............................................] Step: 350ms | Tot: 38s819ms | Loss: 0.310 | Acc: 89.249% (12452/13952) 109/391 [==================>..............................................] Step: 351ms | Tot: 39s170ms | Loss: 0.310 | Acc: 89.233% (12564/14080) 110/391 [==================>..............................................] Step: 375ms | Tot: 39s546ms | Loss: 0.310 | Acc: 89.238% (12679/14208) 111/391 [==================>..............................................] Step: 368ms | Tot: 39s915ms | Loss: 0.310 | Acc: 89.237% (12793/14336) 112/391 [==================>..............................................] Step: 354ms | Tot: 40s269ms | Loss: 0.310 | Acc: 89.222% (12905/14464) 113/391 [==================>..............................................] Step: 354ms | Tot: 40s623ms | Loss: 0.309 | Acc: 89.261% (13025/14592) 114/391 [==================>..............................................] Step: 349ms | Tot: 40s972ms | Loss: 0.308 | Acc: 89.246% (13137/14720) 115/391 [===================>.............................................] Step: 351ms | Tot: 41s324ms | Loss: 0.310 | Acc: 89.190% (13243/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 41s681ms | Loss: 0.309 | Acc: 89.216% (13361/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s40ms | Loss: 0.309 | Acc: 89.182% (13470/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 42s400ms | Loss: 0.308 | Acc: 89.213% (13589/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 42s766ms | Loss: 0.309 | Acc: 89.193% (13700/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s132ms | Loss: 0.309 | Acc: 89.198% (13815/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 43s495ms | Loss: 0.310 | Acc: 89.171% (13925/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 43s860ms | Loss: 0.311 | Acc: 89.164% (14038/15744) 123/391 [====================>............................................] Step: 357ms | Tot: 44s218ms | Loss: 0.311 | Acc: 89.119% (14145/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 44s574ms | Loss: 0.312 | Acc: 89.112% (14258/16000) 125/391 [====================>............................................] Step: 347ms | Tot: 44s922ms | Loss: 0.311 | Acc: 89.118% (14373/16128) 126/391 [====================>............................................] Step: 354ms | Tot: 45s276ms | Loss: 0.312 | Acc: 89.106% (14485/16256) 127/391 [=====================>...........................................] Step: 402ms | Tot: 45s678ms | Loss: 0.311 | Acc: 89.130% (14603/16384) 128/391 [=====================>...........................................] Step: 410ms | Tot: 46s89ms | Loss: 0.311 | Acc: 89.129% (14717/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s449ms | Loss: 0.312 | Acc: 89.117% (14829/16640) 130/391 [=====================>...........................................] Step: 348ms | Tot: 46s797ms | Loss: 0.312 | Acc: 89.116% (14943/16768) 131/391 [=====================>...........................................] Step: 350ms | Tot: 47s147ms | Loss: 0.312 | Acc: 89.092% (15053/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 47s511ms | Loss: 0.313 | Acc: 89.080% (15165/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 47s872ms | Loss: 0.314 | Acc: 89.062% (15276/17152) 134/391 [======================>..........................................] Step: 354ms | Tot: 48s226ms | Loss: 0.313 | Acc: 89.091% (15395/17280) 135/391 [======================>..........................................] Step: 353ms | Tot: 48s580ms | Loss: 0.313 | Acc: 89.103% (15511/17408) 136/391 [======================>..........................................] Step: 348ms | Tot: 48s928ms | Loss: 0.313 | Acc: 89.097% (15624/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 49s290ms | Loss: 0.313 | Acc: 89.091% (15737/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 49s652ms | Loss: 0.313 | Acc: 89.085% (15850/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 50s9ms | Loss: 0.313 | Acc: 89.079% (15963/17920) 140/391 [=======================>.........................................] Step: 353ms | Tot: 50s363ms | Loss: 0.314 | Acc: 89.051% (16072/18048) 141/391 [=======================>.........................................] Step: 349ms | Tot: 50s712ms | Loss: 0.314 | Acc: 89.051% (16186/18176) 142/391 [=======================>.........................................] Step: 353ms | Tot: 51s66ms | Loss: 0.314 | Acc: 89.073% (16304/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 51s434ms | Loss: 0.314 | Acc: 89.052% (16414/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 51s793ms | Loss: 0.314 | Acc: 89.079% (16533/18560) 145/391 [========================>........................................] Step: 352ms | Tot: 52s146ms | Loss: 0.314 | Acc: 89.046% (16641/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 52s513ms | Loss: 0.314 | Acc: 89.057% (16757/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 52s871ms | Loss: 0.314 | Acc: 89.057% (16871/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s233ms | Loss: 0.314 | Acc: 89.062% (16986/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 53s602ms | Loss: 0.315 | Acc: 89.026% (17093/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 53s970ms | Loss: 0.316 | Acc: 88.995% (17201/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 54s331ms | Loss: 0.317 | Acc: 88.970% (17310/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 54s694ms | Loss: 0.317 | Acc: 88.981% (17426/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s60ms | Loss: 0.317 | Acc: 88.971% (17538/19712) 154/391 [=========================>.......................................] Step: 374ms | Tot: 55s434ms | Loss: 0.317 | Acc: 88.967% (17651/19840) 155/391 [=========================>.......................................] Step: 374ms | Tot: 55s808ms | Loss: 0.317 | Acc: 88.972% (17766/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 56s169ms | Loss: 0.316 | Acc: 88.963% (17878/20096) 157/391 [==========================>......................................] Step: 353ms | Tot: 56s523ms | Loss: 0.316 | Acc: 88.964% (17992/20224) 158/391 [==========================>......................................] Step: 349ms | Tot: 56s873ms | Loss: 0.316 | Acc: 88.974% (18108/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 57s232ms | Loss: 0.316 | Acc: 88.970% (18221/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 57s598ms | Loss: 0.316 | Acc: 88.985% (18338/20608) 161/391 [==========================>......................................] Step: 354ms | Tot: 57s953ms | Loss: 0.315 | Acc: 88.990% (18453/20736) 162/391 [==========================>......................................] Step: 349ms | Tot: 58s303ms | Loss: 0.315 | Acc: 88.976% (18564/20864) 163/391 [===========================>.....................................] Step: 345ms | Tot: 58s648ms | Loss: 0.315 | Acc: 88.991% (18681/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s4ms | Loss: 0.315 | Acc: 89.001% (18797/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 59s367ms | Loss: 0.315 | Acc: 89.025% (18916/21248) 166/391 [===========================>.....................................] Step: 347ms | Tot: 59s714ms | Loss: 0.315 | Acc: 89.044% (19034/21376) 167/391 [===========================>.....................................] Step: 345ms | Tot: 1m60ms | Loss: 0.315 | Acc: 89.049% (19149/21504) 168/391 [===========================>.....................................] Step: 355ms | Tot: 1m416ms | Loss: 0.315 | Acc: 89.044% (19262/21632) 169/391 [============================>....................................] Step: 345ms | Tot: 1m761ms | Loss: 0.315 | Acc: 89.049% (19377/21760) 170/391 [============================>....................................] Step: 348ms | Tot: 1m1s | Loss: 0.314 | Acc: 89.058% (19493/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.314 | Acc: 89.067% (19609/22016) 172/391 [============================>....................................] Step: 351ms | Tot: 1m1s | Loss: 0.314 | Acc: 89.062% (19722/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.049% (19833/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.058% (19949/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.058% (20063/22528) 176/391 [=============================>...................................] Step: 349ms | Tot: 1m3s | Loss: 0.315 | Acc: 89.067% (20179/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.315 | Acc: 89.058% (20291/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.315 | Acc: 89.067% (20407/22912) 179/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.315 | Acc: 89.076% (20523/23040) 180/391 [=============================>...................................] Step: 346ms | Tot: 1m4s | Loss: 0.315 | Acc: 89.054% (20632/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.315 | Acc: 89.050% (20745/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m5s | Loss: 0.315 | Acc: 89.054% (20860/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.315 | Acc: 89.067% (20977/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.315 | Acc: 89.062% (21090/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.315 | Acc: 89.054% (21202/23808) 186/391 [==============================>..................................] Step: 351ms | Tot: 1m6s | Loss: 0.315 | Acc: 89.046% (21314/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.316 | Acc: 89.025% (21423/24064) 188/391 [===============================>.................................] Step: 375ms | Tot: 1m7s | Loss: 0.316 | Acc: 89.034% (21539/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.316 | Acc: 89.042% (21655/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.316 | Acc: 89.034% (21767/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.316 | Acc: 89.018% (21877/24576) 192/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.316 | Acc: 89.018% (21991/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.317 | Acc: 88.990% (22098/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.317 | Acc: 88.954% (22203/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.318 | Acc: 88.931% (22311/25088) 196/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.319 | Acc: 88.920% (22422/25216) 197/391 [================================>................................] Step: 345ms | Tot: 1m10s | Loss: 0.319 | Acc: 88.909% (22533/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.319 | Acc: 88.913% (22648/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m11s | Loss: 0.319 | Acc: 88.879% (22753/25600) 200/391 [=================================>...............................] Step: 378ms | Tot: 1m11s | Loss: 0.320 | Acc: 88.876% (22866/25728) 201/391 [=================================>...............................] Step: 352ms | Tot: 1m12s | Loss: 0.320 | Acc: 88.861% (22976/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.319 | Acc: 88.862% (23090/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.320 | Acc: 88.863% (23204/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.320 | Acc: 88.864% (23318/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m13s | Loss: 0.320 | Acc: 88.858% (23430/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.320 | Acc: 88.859% (23544/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.320 | Acc: 88.871% (23661/26624) 208/391 [==================================>..............................] Step: 345ms | Tot: 1m14s | Loss: 0.320 | Acc: 88.861% (23772/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.321 | Acc: 88.824% (23876/26880) 210/391 [==================================>..............................] Step: 379ms | Tot: 1m15s | Loss: 0.320 | Acc: 88.826% (23990/27008) 211/391 [===================================>.............................] Step: 404ms | Tot: 1m15s | Loss: 0.320 | Acc: 88.819% (24102/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m16s | Loss: 0.320 | Acc: 88.824% (24217/27264) 213/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.320 | Acc: 88.825% (24331/27392) 214/391 [===================================>.............................] Step: 354ms | Tot: 1m16s | Loss: 0.320 | Acc: 88.837% (24448/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.320 | Acc: 88.831% (24560/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.320 | Acc: 88.832% (24674/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.320 | Acc: 88.819% (24784/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m18s | Loss: 0.320 | Acc: 88.806% (24894/28032) 219/391 [====================================>............................] Step: 350ms | Tot: 1m18s | Loss: 0.320 | Acc: 88.810% (25009/28160) 220/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.320 | Acc: 88.808% (25122/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.320 | Acc: 88.827% (25241/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.320 | Acc: 88.838% (25358/28544) 223/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.320 | Acc: 88.836% (25471/28672) 224/391 [=====================================>...........................] Step: 349ms | Tot: 1m20s | Loss: 0.321 | Acc: 88.830% (25583/28800) 225/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.320 | Acc: 88.855% (25704/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.320 | Acc: 88.849% (25816/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.320 | Acc: 88.853% (25931/29184) 228/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.320 | Acc: 88.868% (26049/29312) 229/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.320 | Acc: 88.865% (26162/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m22s | Loss: 0.320 | Acc: 88.873% (26278/29568) 231/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.320 | Acc: 88.877% (26393/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.320 | Acc: 88.871% (26505/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.320 | Acc: 88.859% (26615/29952) 234/391 [======================================>..........................] Step: 348ms | Tot: 1m24s | Loss: 0.320 | Acc: 88.853% (26727/30080) 235/391 [=======================================>.........................] Step: 354ms | Tot: 1m24s | Loss: 0.320 | Acc: 88.870% (26846/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m24s | Loss: 0.319 | Acc: 88.901% (26969/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.319 | Acc: 88.892% (27080/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.320 | Acc: 88.863% (27185/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.320 | Acc: 88.877% (27303/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.319 | Acc: 88.881% (27418/30848) 241/391 [========================================>........................] Step: 355ms | Tot: 1m26s | Loss: 0.319 | Acc: 88.888% (27534/30976) 242/391 [========================================>........................] Step: 368ms | Tot: 1m27s | Loss: 0.319 | Acc: 88.895% (27650/31104) 243/391 [========================================>........................] Step: 373ms | Tot: 1m27s | Loss: 0.320 | Acc: 88.861% (27753/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.320 | Acc: 88.868% (27869/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.320 | Acc: 88.866% (27982/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.320 | Acc: 88.866% (28096/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m28s | Loss: 0.320 | Acc: 88.883% (28215/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m29s | Loss: 0.320 | Acc: 88.881% (28328/31872) 249/391 [=========================================>.......................] Step: 369ms | Tot: 1m29s | Loss: 0.320 | Acc: 88.869% (28438/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.320 | Acc: 88.851% (28546/32128) 251/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.320 | Acc: 88.852% (28660/32256) 252/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.320 | Acc: 88.853% (28774/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m30s | Loss: 0.320 | Acc: 88.850% (28887/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m31s | Loss: 0.321 | Acc: 88.848% (29000/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m31s | Loss: 0.321 | Acc: 88.846% (29113/32768) 256/391 [==========================================>......................] Step: 349ms | Tot: 1m32s | Loss: 0.321 | Acc: 88.847% (29227/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.321 | Acc: 88.841% (29339/33024) 258/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.322 | Acc: 88.818% (29445/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m33s | Loss: 0.321 | Acc: 88.834% (29564/33280) 260/391 [===========================================>.....................] Step: 372ms | Tot: 1m33s | Loss: 0.321 | Acc: 88.832% (29677/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.321 | Acc: 88.836% (29792/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.834% (29905/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.829% (30017/33792) 264/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.838% (30134/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.842% (30249/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.852% (30366/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.321 | Acc: 88.858% (30482/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.321 | Acc: 88.850% (30593/34432) 269/391 [============================================>....................] Step: 350ms | Tot: 1m36s | Loss: 0.321 | Acc: 88.854% (30708/34560) 270/391 [============================================>....................] Step: 352ms | Tot: 1m37s | Loss: 0.321 | Acc: 88.846% (30819/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m37s | Loss: 0.321 | Acc: 88.830% (30927/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m37s | Loss: 0.321 | Acc: 88.831% (31041/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.322 | Acc: 88.837% (31157/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.322 | Acc: 88.835% (31270/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.321 | Acc: 88.839% (31385/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.321 | Acc: 88.845% (31501/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m39s | Loss: 0.322 | Acc: 88.835% (31611/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m39s | Loss: 0.321 | Acc: 88.830% (31723/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.322 | Acc: 88.823% (31834/35840) 280/391 [==============================================>..................] Step: 351ms | Tot: 1m40s | Loss: 0.321 | Acc: 88.837% (31953/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.321 | Acc: 88.844% (32069/36096) 282/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.321 | Acc: 88.847% (32184/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m41s | Loss: 0.321 | Acc: 88.853% (32300/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.322 | Acc: 88.846% (32411/36480) 285/391 [===============================================>.................] Step: 354ms | Tot: 1m42s | Loss: 0.322 | Acc: 88.833% (32520/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.322 | Acc: 88.845% (32638/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.322 | Acc: 88.851% (32754/36864) 288/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.322 | Acc: 88.846% (32866/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m43s | Loss: 0.322 | Acc: 88.842% (32978/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m44s | Loss: 0.322 | Acc: 88.829% (33087/37248) 291/391 [================================================>................] Step: 351ms | Tot: 1m44s | Loss: 0.322 | Acc: 88.835% (33203/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.322 | Acc: 88.817% (33310/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.322 | Acc: 88.818% (33424/37632) 294/391 [================================================>................] Step: 396ms | Tot: 1m45s | Loss: 0.322 | Acc: 88.827% (33541/37760) 295/391 [=================================================>...............] Step: 375ms | Tot: 1m46s | Loss: 0.322 | Acc: 88.838% (33659/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.323 | Acc: 88.805% (33760/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.323 | Acc: 88.800% (33872/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.323 | Acc: 88.804% (33987/38272) 299/391 [=================================================>...............] Step: 374ms | Tot: 1m47s | Loss: 0.323 | Acc: 88.810% (34103/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.323 | Acc: 88.800% (34213/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m48s | Loss: 0.323 | Acc: 88.799% (34326/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m48s | Loss: 0.323 | Acc: 88.794% (34438/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.323 | Acc: 88.790% (34550/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.324 | Acc: 88.778% (34659/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.324 | Acc: 88.774% (34771/39168) 306/391 [==================================================>..............] Step: 352ms | Tot: 1m50s | Loss: 0.324 | Acc: 88.772% (34884/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m50s | Loss: 0.324 | Acc: 88.773% (34998/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m50s | Loss: 0.324 | Acc: 88.777% (35113/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.324 | Acc: 88.778% (35227/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.324 | Acc: 88.764% (35335/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.324 | Acc: 88.757% (35446/39936) 312/391 [===================================================>.............] Step: 352ms | Tot: 1m52s | Loss: 0.324 | Acc: 88.758% (35560/40064) 313/391 [====================================================>............] Step: 350ms | Tot: 1m52s | Loss: 0.324 | Acc: 88.761% (35675/40192) 314/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.324 | Acc: 88.755% (35786/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m53s | Loss: 0.325 | Acc: 88.746% (35896/40448) 316/391 [====================================================>............] Step: 355ms | Tot: 1m53s | Loss: 0.325 | Acc: 88.730% (36003/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.325 | Acc: 88.719% (36112/40704) 318/391 [====================================================>............] Step: 355ms | Tot: 1m54s | Loss: 0.325 | Acc: 88.712% (36223/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m54s | Loss: 0.325 | Acc: 88.718% (36339/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.325 | Acc: 88.712% (36450/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m55s | Loss: 0.325 | Acc: 88.711% (36563/41216) 322/391 [=====================================================>...........] Step: 354ms | Tot: 1m55s | Loss: 0.325 | Acc: 88.712% (36677/41344) 323/391 [=====================================================>...........] Step: 348ms | Tot: 1m56s | Loss: 0.325 | Acc: 88.715% (36792/41472) 324/391 [=====================================================>...........] Step: 352ms | Tot: 1m56s | Loss: 0.326 | Acc: 88.702% (36900/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m56s | Loss: 0.326 | Acc: 88.708% (37016/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 1m57s | Loss: 0.325 | Acc: 88.716% (37133/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m57s | Loss: 0.326 | Acc: 88.703% (37241/41984) 328/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.326 | Acc: 88.704% (37355/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.326 | Acc: 88.707% (37470/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.325 | Acc: 88.720% (37589/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 1m59s | Loss: 0.326 | Acc: 88.719% (37702/42496) 332/391 [=======================================================>.........] Step: 371ms | Tot: 1m59s | Loss: 0.326 | Acc: 88.708% (37811/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 1m59s | Loss: 0.326 | Acc: 88.712% (37926/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m229ms | Loss: 0.326 | Acc: 88.717% (38042/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m595ms | Loss: 0.326 | Acc: 88.718% (38156/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m959ms | Loss: 0.326 | Acc: 88.705% (38264/43136) 337/391 [========================================================>........] Step: 362ms | Tot: 2m1s | Loss: 0.326 | Acc: 88.700% (38375/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m1s | Loss: 0.326 | Acc: 88.705% (38491/43392) 339/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.326 | Acc: 88.704% (38604/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.326 | Acc: 88.707% (38719/43648) 341/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.326 | Acc: 88.713% (38835/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.326 | Acc: 88.712% (38948/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m3s | Loss: 0.327 | Acc: 88.697% (39055/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m3s | Loss: 0.327 | Acc: 88.696% (39168/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.327 | Acc: 88.681% (39275/44288) 346/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.327 | Acc: 88.673% (39385/44416) 347/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.327 | Acc: 88.670% (39497/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.327 | Acc: 88.669% (39610/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m5s | Loss: 0.327 | Acc: 88.670% (39724/44800) 350/391 [==========================================================>......] Step: 351ms | Tot: 2m5s | Loss: 0.327 | Acc: 88.664% (39835/44928) 351/391 [==========================================================>......] Step: 350ms | Tot: 2m6s | Loss: 0.327 | Acc: 88.663% (39948/45056) 352/391 [==========================================================>......] Step: 355ms | Tot: 2m6s | Loss: 0.327 | Acc: 88.662% (40061/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.327 | Acc: 88.670% (40178/45312) 354/391 [==========================================================>......] Step: 375ms | Tot: 2m7s | Loss: 0.327 | Acc: 88.669% (40291/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m7s | Loss: 0.327 | Acc: 88.667% (40404/45568) 356/391 [===========================================================>.....] Step: 350ms | Tot: 2m8s | Loss: 0.327 | Acc: 88.655% (40512/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.327 | Acc: 88.650% (40623/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.327 | Acc: 88.645% (40734/45952) 359/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.327 | Acc: 88.639% (40845/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.327 | Acc: 88.649% (40963/46208) 361/391 [============================================================>....] Step: 354ms | Tot: 2m9s | Loss: 0.327 | Acc: 88.650% (41077/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m10s | Loss: 0.327 | Acc: 88.639% (41185/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.327 | Acc: 88.646% (41302/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.327 | Acc: 88.645% (41415/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.327 | Acc: 88.640% (41526/46848) 366/391 [============================================================>....] Step: 352ms | Tot: 2m11s | Loss: 0.327 | Acc: 88.643% (41641/46976) 367/391 [=============================================================>...] Step: 350ms | Tot: 2m12s | Loss: 0.327 | Acc: 88.627% (41747/47104) 368/391 [=============================================================>...] Step: 357ms | Tot: 2m12s | Loss: 0.327 | Acc: 88.628% (41861/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.327 | Acc: 88.617% (41969/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.327 | Acc: 88.616% (42082/47488) 371/391 [=============================================================>...] Step: 369ms | Tot: 2m13s | Loss: 0.327 | Acc: 88.617% (42196/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.327 | Acc: 88.625% (42313/47744) 373/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.327 | Acc: 88.638% (42433/47872) 374/391 [==============================================================>..] Step: 355ms | Tot: 2m14s | Loss: 0.327 | Acc: 88.633% (42544/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m14s | Loss: 0.327 | Acc: 88.628% (42655/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.326 | Acc: 88.638% (42773/48256) 377/391 [==============================================================>..] Step: 396ms | Tot: 2m15s | Loss: 0.326 | Acc: 88.645% (42890/48384) 378/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.326 | Acc: 88.650% (43006/48512) 379/391 [===============================================================>.] Step: 352ms | Tot: 2m16s | Loss: 0.326 | Acc: 88.641% (43115/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.327 | Acc: 88.646% (43231/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.326 | Acc: 88.653% (43348/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.326 | Acc: 88.665% (43467/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.326 | Acc: 88.666% (43581/49152) 384/391 [===============================================================>.] Step: 351ms | Tot: 2m18s | Loss: 0.326 | Acc: 88.669% (43696/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m18s | Loss: 0.326 | Acc: 88.672% (43811/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m18s | Loss: 0.326 | Acc: 88.683% (43930/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m19s | Loss: 0.326 | Acc: 88.682% (44043/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.326 | Acc: 88.697% (44164/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.326 | Acc: 88.694% (44276/49920) 390/391 [================================================================>] Step: 342ms | Tot: 2m20s | Loss: 0.325 | Acc: 88.696% (44348/50000) 391/391 + [>................................................................] Step: 480ms | Tot: 2ms | Loss: 0.411 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 291ms | Tot: 293ms | Loss: 0.454 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 588ms | Loss: 0.464 | Acc: 83.667% (251/300) 3/100 [=>...............................................................] Step: 285ms | Tot: 874ms | Loss: 0.513 | Acc: 82.250% (329/400) 4/100 [==>..............................................................] Step: 285ms | Tot: 1s160ms | Loss: 0.509 | Acc: 82.800% (414/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s459ms | Loss: 0.465 | Acc: 84.167% (505/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s746ms | Loss: 0.490 | Acc: 83.571% (585/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s46ms | Loss: 0.504 | Acc: 82.625% (661/800) 8/100 [=====>...........................................................] Step: 294ms | Tot: 2s341ms | Loss: 0.525 | Acc: 82.556% (743/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s642ms | Loss: 0.544 | Acc: 82.200% (822/1000) 10/100 [======>..........................................................] Step: 290ms | Tot: 2s933ms | Loss: 0.543 | Acc: 82.091% (903/1100) 11/100 [=======>.........................................................] Step: 294ms | Tot: 3s227ms | Loss: 0.548 | Acc: 82.000% (984/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s527ms | Loss: 0.538 | Acc: 82.462% (1072/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s826ms | Loss: 0.531 | Acc: 82.857% (1160/1400) 14/100 [=========>.......................................................] Step: 301ms | Tot: 4s128ms | Loss: 0.528 | Acc: 82.867% (1243/1500) 15/100 [=========>.......................................................] Step: 296ms | Tot: 4s424ms | Loss: 0.521 | Acc: 83.125% (1330/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s733ms | Loss: 0.522 | Acc: 83.235% (1415/1700) 17/100 [===========>.....................................................] Step: 294ms | Tot: 5s27ms | Loss: 0.523 | Acc: 83.278% (1499/1800) 18/100 [===========>.....................................................] Step: 293ms | Tot: 5s320ms | Loss: 0.520 | Acc: 83.263% (1582/1900) 19/100 [============>....................................................] Step: 296ms | Tot: 5s617ms | Loss: 0.522 | Acc: 83.350% (1667/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 5s919ms | Loss: 0.522 | Acc: 83.143% (1746/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s221ms | Loss: 0.523 | Acc: 83.091% (1828/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s526ms | Loss: 0.529 | Acc: 82.870% (1906/2300) 23/100 [==============>..................................................] Step: 292ms | Tot: 6s819ms | Loss: 0.527 | Acc: 83.042% (1993/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s119ms | Loss: 0.526 | Acc: 83.040% (2076/2500) 25/100 [================>................................................] Step: 294ms | Tot: 7s413ms | Loss: 0.532 | Acc: 82.885% (2155/2600) 26/100 [================>................................................] Step: 302ms | Tot: 7s716ms | Loss: 0.525 | Acc: 83.037% (2242/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s14ms | Loss: 0.524 | Acc: 83.000% (2324/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s323ms | Loss: 0.524 | Acc: 83.000% (2407/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s628ms | Loss: 0.526 | Acc: 82.967% (2489/3000) 30/100 [===================>.............................................] Step: 293ms | Tot: 8s921ms | Loss: 0.525 | Acc: 82.935% (2571/3100) 31/100 [====================>............................................] Step: 290ms | Tot: 9s212ms | Loss: 0.528 | Acc: 82.875% (2652/3200) 32/100 [====================>............................................] Step: 296ms | Tot: 9s509ms | Loss: 0.529 | Acc: 82.818% (2733/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 9s808ms | Loss: 0.529 | Acc: 82.735% (2813/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s117ms | Loss: 0.528 | Acc: 82.714% (2895/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s425ms | Loss: 0.528 | Acc: 82.778% (2980/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s727ms | Loss: 0.527 | Acc: 82.730% (3061/3700) 37/100 [========================>........................................] Step: 293ms | Tot: 11s21ms | Loss: 0.526 | Acc: 82.737% (3144/3800) 38/100 [========================>........................................] Step: 294ms | Tot: 11s316ms | Loss: 0.523 | Acc: 82.974% (3236/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s624ms | Loss: 0.521 | Acc: 83.125% (3325/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 11s931ms | Loss: 0.522 | Acc: 83.122% (3408/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s237ms | Loss: 0.523 | Acc: 83.143% (3492/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s544ms | Loss: 0.520 | Acc: 83.209% (3578/4300) 43/100 [===========================>.....................................] Step: 294ms | Tot: 12s838ms | Loss: 0.518 | Acc: 83.364% (3668/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s144ms | Loss: 0.519 | Acc: 83.378% (3752/4500) 45/100 [=============================>...................................] Step: 293ms | Tot: 13s437ms | Loss: 0.521 | Acc: 83.304% (3832/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 13s742ms | Loss: 0.518 | Acc: 83.404% (3920/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s44ms | Loss: 0.521 | Acc: 83.292% (3998/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s347ms | Loss: 0.521 | Acc: 83.265% (4080/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 14s648ms | Loss: 0.522 | Acc: 83.160% (4158/5000) 50/100 [================================>................................] Step: 293ms | Tot: 14s942ms | Loss: 0.519 | Acc: 83.235% (4245/5100) 51/100 [=================================>...............................] Step: 289ms | Tot: 15s231ms | Loss: 0.518 | Acc: 83.269% (4330/5200) 52/100 [=================================>...............................] Step: 295ms | Tot: 15s526ms | Loss: 0.515 | Acc: 83.358% (4418/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 15s831ms | Loss: 0.513 | Acc: 83.407% (4504/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s133ms | Loss: 0.514 | Acc: 83.455% (4590/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 16s437ms | Loss: 0.512 | Acc: 83.571% (4680/5600) 56/100 [====================================>............................] Step: 296ms | Tot: 16s734ms | Loss: 0.511 | Acc: 83.544% (4762/5700) 57/100 [=====================================>...........................] Step: 292ms | Tot: 17s27ms | Loss: 0.510 | Acc: 83.603% (4849/5800) 58/100 [=====================================>...........................] Step: 286ms | Tot: 17s314ms | Loss: 0.510 | Acc: 83.525% (4928/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 17s612ms | Loss: 0.511 | Acc: 83.500% (5010/6000) 60/100 [=======================================>.........................] Step: 297ms | Tot: 17s909ms | Loss: 0.509 | Acc: 83.557% (5097/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s210ms | Loss: 0.509 | Acc: 83.565% (5181/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s514ms | Loss: 0.508 | Acc: 83.571% (5265/6300) 63/100 [========================================>........................] Step: 293ms | Tot: 18s807ms | Loss: 0.506 | Acc: 83.641% (5353/6400) 64/100 [=========================================>.......................] Step: 296ms | Tot: 19s104ms | Loss: 0.506 | Acc: 83.585% (5433/6500) 65/100 [==========================================>......................] Step: 291ms | Tot: 19s396ms | Loss: 0.508 | Acc: 83.561% (5515/6600) 66/100 [==========================================>......................] Step: 297ms | Tot: 19s693ms | Loss: 0.504 | Acc: 83.657% (5605/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 19s997ms | Loss: 0.503 | Acc: 83.706% (5692/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s299ms | Loss: 0.502 | Acc: 83.754% (5779/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 20s600ms | Loss: 0.502 | Acc: 83.671% (5857/7000) 70/100 [=============================================>...................] Step: 288ms | Tot: 20s889ms | Loss: 0.503 | Acc: 83.690% (5942/7100) 71/100 [==============================================>..................] Step: 298ms | Tot: 21s188ms | Loss: 0.501 | Acc: 83.722% (6028/7200) 72/100 [==============================================>..................] Step: 301ms | Tot: 21s489ms | Loss: 0.499 | Acc: 83.795% (6117/7300) 73/100 [===============================================>.................] Step: 295ms | Tot: 21s785ms | Loss: 0.498 | Acc: 83.811% (6202/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s88ms | Loss: 0.500 | Acc: 83.747% (6281/7500) 75/100 [================================================>................] Step: 298ms | Tot: 22s386ms | Loss: 0.499 | Acc: 83.750% (6365/7600) 76/100 [=================================================>...............] Step: 298ms | Tot: 22s684ms | Loss: 0.501 | Acc: 83.701% (6445/7700) 77/100 [==================================================>..............] Step: 294ms | Tot: 22s979ms | Loss: 0.501 | Acc: 83.744% (6532/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s286ms | Loss: 0.501 | Acc: 83.772% (6618/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 23s592ms | Loss: 0.501 | Acc: 83.763% (6701/8000) 80/100 [====================================================>............] Step: 298ms | Tot: 23s890ms | Loss: 0.499 | Acc: 83.815% (6789/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s199ms | Loss: 0.501 | Acc: 83.756% (6868/8200) 82/100 [=====================================================>...........] Step: 301ms | Tot: 24s501ms | Loss: 0.501 | Acc: 83.747% (6951/8300) 83/100 [=====================================================>...........] Step: 337ms | Tot: 24s838ms | Loss: 0.501 | Acc: 83.690% (7030/8400) 84/100 [======================================================>..........] Step: 342ms | Tot: 25s180ms | Loss: 0.504 | Acc: 83.600% (7106/8500) 85/100 [=======================================================>.........] Step: 293ms | Tot: 25s474ms | Loss: 0.505 | Acc: 83.616% (7191/8600) 86/100 [=======================================================>.........] Step: 301ms | Tot: 25s775ms | Loss: 0.505 | Acc: 83.644% (7277/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s80ms | Loss: 0.506 | Acc: 83.625% (7359/8800) 88/100 [=========================================================>.......] Step: 301ms | Tot: 26s381ms | Loss: 0.506 | Acc: 83.596% (7440/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 26s684ms | Loss: 0.507 | Acc: 83.622% (7526/9000) 90/100 [==========================================================>......] Step: 296ms | Tot: 26s981ms | Loss: 0.507 | Acc: 83.626% (7610/9100) 91/100 [===========================================================>.....] Step: 290ms | Tot: 27s272ms | Loss: 0.505 | Acc: 83.707% (7701/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 27s572ms | Loss: 0.507 | Acc: 83.688% (7783/9300) 93/100 [============================================================>....] Step: 299ms | Tot: 27s871ms | Loss: 0.508 | Acc: 83.638% (7862/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s174ms | Loss: 0.509 | Acc: 83.600% (7942/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 28s478ms | Loss: 0.507 | Acc: 83.635% (8029/9600) 96/100 [==============================================================>..] Step: 296ms | Tot: 28s775ms | Loss: 0.506 | Acc: 83.722% (8121/9700) 97/100 [===============================================================>.] Step: 292ms | Tot: 29s67ms | Loss: 0.508 | Acc: 83.673% (8200/9800) 98/100 [===============================================================>.] Step: 293ms | Tot: 29s361ms | Loss: 0.509 | Acc: 83.677% (8284/9900) 99/100 [================================================================>] Step: 303ms | Tot: 29s664ms | Loss: 0.507 | Acc: 83.720% (8372/10000) 100/100 + +Epoch: 104 + [>................................................................] Step: 592ms | Tot: 2ms | Loss: 0.410 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 391ms | Tot: 393ms | Loss: 0.319 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 367ms | Tot: 760ms | Loss: 0.325 | Acc: 88.021% (338/384) 3/391 [>................................................................] Step: 357ms | Tot: 1s118ms | Loss: 0.318 | Acc: 88.281% (452/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s479ms | Loss: 0.330 | Acc: 87.500% (560/640) 5/391 [>................................................................] Step: 358ms | Tot: 1s838ms | Loss: 0.332 | Acc: 87.500% (672/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s201ms | Loss: 0.320 | Acc: 88.058% (789/896) 7/391 [=>...............................................................] Step: 350ms | Tot: 2s551ms | Loss: 0.313 | Acc: 88.477% (906/1024) 8/391 [=>...............................................................] Step: 352ms | Tot: 2s903ms | Loss: 0.327 | Acc: 88.194% (1016/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s264ms | Loss: 0.326 | Acc: 88.281% (1130/1280) 10/391 [=>...............................................................] Step: 360ms | Tot: 3s625ms | Loss: 0.332 | Acc: 88.281% (1243/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 3s986ms | Loss: 0.335 | Acc: 87.891% (1350/1536) 12/391 [=>...............................................................] Step: 356ms | Tot: 4s342ms | Loss: 0.328 | Acc: 88.161% (1467/1664) 13/391 [==>..............................................................] Step: 346ms | Tot: 4s689ms | Loss: 0.330 | Acc: 88.114% (1579/1792) 14/391 [==>..............................................................] Step: 346ms | Tot: 5s36ms | Loss: 0.324 | Acc: 88.281% (1695/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s396ms | Loss: 0.321 | Acc: 88.330% (1809/2048) 16/391 [==>..............................................................] Step: 356ms | Tot: 5s752ms | Loss: 0.316 | Acc: 88.557% (1927/2176) 17/391 [==>..............................................................] Step: 350ms | Tot: 6s103ms | Loss: 0.316 | Acc: 88.498% (2039/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s474ms | Loss: 0.320 | Acc: 88.446% (2151/2432) 19/391 [===>.............................................................] Step: 350ms | Tot: 6s824ms | Loss: 0.322 | Acc: 88.320% (2261/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s185ms | Loss: 0.318 | Acc: 88.616% (2382/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s546ms | Loss: 0.322 | Acc: 88.601% (2495/2816) 22/391 [===>.............................................................] Step: 351ms | Tot: 7s898ms | Loss: 0.322 | Acc: 88.553% (2607/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s265ms | Loss: 0.322 | Acc: 88.607% (2722/3072) 24/391 [===>.............................................................] Step: 349ms | Tot: 8s615ms | Loss: 0.324 | Acc: 88.594% (2835/3200) 25/391 [====>............................................................] Step: 348ms | Tot: 8s963ms | Loss: 0.321 | Acc: 88.732% (2953/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s325ms | Loss: 0.321 | Acc: 88.831% (3070/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s691ms | Loss: 0.321 | Acc: 88.811% (3183/3584) 28/391 [====>............................................................] Step: 355ms | Tot: 10s47ms | Loss: 0.318 | Acc: 88.928% (3301/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s403ms | Loss: 0.318 | Acc: 88.854% (3412/3840) 30/391 [====>............................................................] Step: 350ms | Tot: 10s753ms | Loss: 0.318 | Acc: 88.785% (3523/3968) 31/391 [=====>...........................................................] Step: 348ms | Tot: 11s102ms | Loss: 0.323 | Acc: 88.550% (3627/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s461ms | Loss: 0.320 | Acc: 88.636% (3744/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 11s819ms | Loss: 0.319 | Acc: 88.718% (3861/4352) 34/391 [=====>...........................................................] Step: 353ms | Tot: 12s172ms | Loss: 0.319 | Acc: 88.705% (3974/4480) 35/391 [=====>...........................................................] Step: 359ms | Tot: 12s532ms | Loss: 0.316 | Acc: 88.802% (4092/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 12s892ms | Loss: 0.315 | Acc: 88.915% (4211/4736) 37/391 [======>..........................................................] Step: 353ms | Tot: 13s246ms | Loss: 0.315 | Acc: 88.919% (4325/4864) 38/391 [======>..........................................................] Step: 358ms | Tot: 13s604ms | Loss: 0.314 | Acc: 89.022% (4444/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 13s965ms | Loss: 0.314 | Acc: 89.004% (4557/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s333ms | Loss: 0.312 | Acc: 89.082% (4675/5248) 41/391 [======>..........................................................] Step: 345ms | Tot: 14s678ms | Loss: 0.313 | Acc: 89.007% (4785/5376) 42/391 [======>..........................................................] Step: 346ms | Tot: 15s25ms | Loss: 0.313 | Acc: 88.972% (4897/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s382ms | Loss: 0.312 | Acc: 89.062% (5016/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 15s742ms | Loss: 0.310 | Acc: 89.062% (5130/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s99ms | Loss: 0.310 | Acc: 89.062% (5244/5888) 46/391 [=======>.........................................................] Step: 355ms | Tot: 16s455ms | Loss: 0.311 | Acc: 89.046% (5357/6016) 47/391 [=======>.........................................................] Step: 349ms | Tot: 16s804ms | Loss: 0.309 | Acc: 89.062% (5472/6144) 48/391 [=======>.........................................................] Step: 348ms | Tot: 17s153ms | Loss: 0.309 | Acc: 89.047% (5585/6272) 49/391 [========>........................................................] Step: 357ms | Tot: 17s510ms | Loss: 0.311 | Acc: 89.000% (5696/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 17s866ms | Loss: 0.309 | Acc: 89.032% (5812/6528) 51/391 [========>........................................................] Step: 354ms | Tot: 18s220ms | Loss: 0.308 | Acc: 89.093% (5930/6656) 52/391 [========>........................................................] Step: 345ms | Tot: 18s565ms | Loss: 0.307 | Acc: 89.151% (6048/6784) 53/391 [========>........................................................] Step: 347ms | Tot: 18s913ms | Loss: 0.308 | Acc: 89.106% (6159/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s277ms | Loss: 0.307 | Acc: 89.077% (6271/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 19s635ms | Loss: 0.309 | Acc: 89.090% (6386/7168) 56/391 [=========>.......................................................] Step: 355ms | Tot: 19s990ms | Loss: 0.308 | Acc: 89.172% (6506/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s346ms | Loss: 0.308 | Acc: 89.157% (6619/7424) 58/391 [=========>.......................................................] Step: 343ms | Tot: 20s690ms | Loss: 0.307 | Acc: 89.168% (6734/7552) 59/391 [=========>.......................................................] Step: 346ms | Tot: 21s36ms | Loss: 0.307 | Acc: 89.219% (6852/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s397ms | Loss: 0.308 | Acc: 89.242% (6968/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 21s757ms | Loss: 0.308 | Acc: 89.226% (7081/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s115ms | Loss: 0.308 | Acc: 89.174% (7191/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s476ms | Loss: 0.308 | Acc: 89.197% (7307/8192) 64/391 [==========>......................................................] Step: 352ms | Tot: 22s828ms | Loss: 0.310 | Acc: 89.123% (7415/8320) 65/391 [==========>......................................................] Step: 353ms | Tot: 23s181ms | Loss: 0.310 | Acc: 89.122% (7529/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 23s550ms | Loss: 0.311 | Acc: 89.156% (7646/8576) 67/391 [===========>.....................................................] Step: 353ms | Tot: 23s904ms | Loss: 0.311 | Acc: 89.097% (7755/8704) 68/391 [===========>.....................................................] Step: 355ms | Tot: 24s259ms | Loss: 0.310 | Acc: 89.153% (7874/8832) 69/391 [===========>.....................................................] Step: 389ms | Tot: 24s649ms | Loss: 0.309 | Acc: 89.185% (7991/8960) 70/391 [===========>.....................................................] Step: 369ms | Tot: 25s18ms | Loss: 0.309 | Acc: 89.195% (8106/9088) 71/391 [===========>.....................................................] Step: 371ms | Tot: 25s390ms | Loss: 0.309 | Acc: 89.160% (8217/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 25s751ms | Loss: 0.308 | Acc: 89.170% (8332/9344) 73/391 [============>....................................................] Step: 353ms | Tot: 26s105ms | Loss: 0.307 | Acc: 89.221% (8451/9472) 74/391 [============>....................................................] Step: 354ms | Tot: 26s459ms | Loss: 0.307 | Acc: 89.240% (8567/9600) 75/391 [============>....................................................] Step: 350ms | Tot: 26s810ms | Loss: 0.307 | Acc: 89.227% (8680/9728) 76/391 [============>....................................................] Step: 350ms | Tot: 27s161ms | Loss: 0.307 | Acc: 89.255% (8797/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 27s524ms | Loss: 0.306 | Acc: 89.263% (8912/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 27s882ms | Loss: 0.305 | Acc: 89.300% (9030/10112) 79/391 [=============>...................................................] Step: 356ms | Tot: 28s238ms | Loss: 0.305 | Acc: 89.307% (9145/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 28s598ms | Loss: 0.305 | Acc: 89.333% (9262/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 28s954ms | Loss: 0.305 | Acc: 89.329% (9376/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s316ms | Loss: 0.304 | Acc: 89.354% (9493/10624) 83/391 [=============>...................................................] Step: 350ms | Tot: 29s666ms | Loss: 0.304 | Acc: 89.342% (9606/10752) 84/391 [=============>...................................................] Step: 353ms | Tot: 30s19ms | Loss: 0.304 | Acc: 89.320% (9718/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s377ms | Loss: 0.303 | Acc: 89.371% (9838/11008) 86/391 [==============>..................................................] Step: 344ms | Tot: 30s721ms | Loss: 0.303 | Acc: 89.350% (9950/11136) 87/391 [==============>..................................................] Step: 351ms | Tot: 31s73ms | Loss: 0.304 | Acc: 89.355% (10065/11264) 88/391 [==============>..................................................] Step: 354ms | Tot: 31s427ms | Loss: 0.303 | Acc: 89.361% (10180/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 31s787ms | Loss: 0.303 | Acc: 89.384% (10297/11520) 90/391 [==============>..................................................] Step: 351ms | Tot: 32s139ms | Loss: 0.303 | Acc: 89.397% (10413/11648) 91/391 [===============>.................................................] Step: 352ms | Tot: 32s491ms | Loss: 0.303 | Acc: 89.351% (10522/11776) 92/391 [===============>.................................................] Step: 346ms | Tot: 32s838ms | Loss: 0.302 | Acc: 89.407% (10643/11904) 93/391 [===============>.................................................] Step: 352ms | Tot: 33s190ms | Loss: 0.303 | Acc: 89.420% (10759/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 33s549ms | Loss: 0.302 | Acc: 89.441% (10876/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 33s912ms | Loss: 0.302 | Acc: 89.461% (10993/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 34s277ms | Loss: 0.302 | Acc: 89.457% (11107/12416) 97/391 [================>................................................] Step: 345ms | Tot: 34s623ms | Loss: 0.304 | Acc: 89.437% (11219/12544) 98/391 [================>................................................] Step: 361ms | Tot: 34s984ms | Loss: 0.304 | Acc: 89.426% (11332/12672) 99/391 [================>................................................] Step: 365ms | Tot: 35s349ms | Loss: 0.304 | Acc: 89.414% (11445/12800) 100/391 [================>................................................] Step: 355ms | Tot: 35s705ms | Loss: 0.304 | Acc: 89.418% (11560/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s62ms | Loss: 0.305 | Acc: 89.354% (11666/13056) 102/391 [================>................................................] Step: 356ms | Tot: 36s418ms | Loss: 0.305 | Acc: 89.381% (11784/13184) 103/391 [=================>...............................................] Step: 349ms | Tot: 36s767ms | Loss: 0.304 | Acc: 89.431% (11905/13312) 104/391 [=================>...............................................] Step: 358ms | Tot: 37s125ms | Loss: 0.304 | Acc: 89.457% (12023/13440) 105/391 [=================>...............................................] Step: 358ms | Tot: 37s483ms | Loss: 0.304 | Acc: 89.438% (12135/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 37s844ms | Loss: 0.305 | Acc: 89.413% (12246/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 38s208ms | Loss: 0.304 | Acc: 89.417% (12361/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 38s568ms | Loss: 0.304 | Acc: 89.421% (12476/13952) 109/391 [==================>..............................................] Step: 351ms | Tot: 38s919ms | Loss: 0.304 | Acc: 89.411% (12589/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 39s281ms | Loss: 0.304 | Acc: 89.436% (12707/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 39s646ms | Loss: 0.304 | Acc: 89.425% (12820/14336) 112/391 [==================>..............................................] Step: 354ms | Tot: 40s1ms | Loss: 0.305 | Acc: 89.401% (12931/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 40s362ms | Loss: 0.304 | Acc: 89.433% (13050/14592) 114/391 [==================>..............................................] Step: 342ms | Tot: 40s705ms | Loss: 0.304 | Acc: 89.402% (13160/14720) 115/391 [===================>.............................................] Step: 351ms | Tot: 41s56ms | Loss: 0.304 | Acc: 89.440% (13280/14848) 116/391 [===================>.............................................] Step: 369ms | Tot: 41s426ms | Loss: 0.303 | Acc: 89.470% (13399/14976) 117/391 [===================>.............................................] Step: 369ms | Tot: 41s795ms | Loss: 0.303 | Acc: 89.480% (13515/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 42s151ms | Loss: 0.304 | Acc: 89.437% (13623/15232) 119/391 [===================>.............................................] Step: 354ms | Tot: 42s505ms | Loss: 0.304 | Acc: 89.434% (13737/15360) 120/391 [===================>.............................................] Step: 350ms | Tot: 42s856ms | Loss: 0.305 | Acc: 89.385% (13844/15488) 121/391 [====================>............................................] Step: 352ms | Tot: 43s209ms | Loss: 0.305 | Acc: 89.395% (13960/15616) 122/391 [====================>............................................] Step: 356ms | Tot: 43s565ms | Loss: 0.305 | Acc: 89.380% (14072/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 43s926ms | Loss: 0.306 | Acc: 89.352% (14182/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 44s282ms | Loss: 0.307 | Acc: 89.312% (14290/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 44s645ms | Loss: 0.308 | Acc: 89.280% (14399/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s3ms | Loss: 0.308 | Acc: 89.266% (14511/16256) 127/391 [=====================>...........................................] Step: 356ms | Tot: 45s359ms | Loss: 0.309 | Acc: 89.258% (14624/16384) 128/391 [=====================>...........................................] Step: 370ms | Tot: 45s729ms | Loss: 0.308 | Acc: 89.268% (14740/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 46s96ms | Loss: 0.308 | Acc: 89.279% (14856/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 46s459ms | Loss: 0.308 | Acc: 89.277% (14970/16768) 131/391 [=====================>...........................................] Step: 347ms | Tot: 46s806ms | Loss: 0.308 | Acc: 89.287% (15086/16896) 132/391 [=====================>...........................................] Step: 348ms | Tot: 47s154ms | Loss: 0.308 | Acc: 89.292% (15201/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 47s513ms | Loss: 0.307 | Acc: 89.302% (15317/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 47s877ms | Loss: 0.308 | Acc: 89.300% (15431/17280) 135/391 [======================>..........................................] Step: 357ms | Tot: 48s234ms | Loss: 0.308 | Acc: 89.310% (15547/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 48s591ms | Loss: 0.308 | Acc: 89.268% (15654/17536) 137/391 [======================>..........................................] Step: 351ms | Tot: 48s942ms | Loss: 0.309 | Acc: 89.227% (15761/17664) 138/391 [======================>..........................................] Step: 365ms | Tot: 49s307ms | Loss: 0.310 | Acc: 89.209% (15872/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 49s664ms | Loss: 0.310 | Acc: 89.191% (15983/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 50s22ms | Loss: 0.310 | Acc: 89.184% (16096/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 50s384ms | Loss: 0.310 | Acc: 89.173% (16208/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 50s739ms | Loss: 0.309 | Acc: 89.199% (16327/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s104ms | Loss: 0.310 | Acc: 89.176% (16437/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 51s466ms | Loss: 0.311 | Acc: 89.154% (16547/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 51s826ms | Loss: 0.312 | Acc: 89.148% (16660/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 52s183ms | Loss: 0.312 | Acc: 89.137% (16772/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 52s540ms | Loss: 0.311 | Acc: 89.168% (16892/18944) 148/391 [========================>........................................] Step: 355ms | Tot: 52s895ms | Loss: 0.312 | Acc: 89.146% (17002/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 53s256ms | Loss: 0.312 | Acc: 89.130% (17113/19200) 150/391 [========================>........................................] Step: 369ms | Tot: 53s625ms | Loss: 0.313 | Acc: 89.125% (17226/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 53s984ms | Loss: 0.313 | Acc: 89.104% (17336/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 54s356ms | Loss: 0.314 | Acc: 89.073% (17444/19584) 153/391 [=========================>.......................................] Step: 379ms | Tot: 54s735ms | Loss: 0.313 | Acc: 89.118% (17567/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s86ms | Loss: 0.313 | Acc: 89.118% (17681/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 55s448ms | Loss: 0.314 | Acc: 89.103% (17792/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 55s812ms | Loss: 0.313 | Acc: 89.117% (17909/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 56s171ms | Loss: 0.314 | Acc: 89.097% (18019/20224) 158/391 [==========================>......................................] Step: 356ms | Tot: 56s527ms | Loss: 0.315 | Acc: 89.048% (18123/20352) 159/391 [==========================>......................................] Step: 352ms | Tot: 56s880ms | Loss: 0.315 | Acc: 89.048% (18237/20480) 160/391 [==========================>......................................] Step: 354ms | Tot: 57s234ms | Loss: 0.316 | Acc: 89.033% (18348/20608) 161/391 [==========================>......................................] Step: 364ms | Tot: 57s598ms | Loss: 0.316 | Acc: 89.034% (18462/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 57s962ms | Loss: 0.315 | Acc: 89.039% (18577/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 58s321ms | Loss: 0.316 | Acc: 89.039% (18691/20992) 164/391 [===========================>.....................................] Step: 352ms | Tot: 58s674ms | Loss: 0.315 | Acc: 89.053% (18808/21120) 165/391 [===========================>.....................................] Step: 347ms | Tot: 59s22ms | Loss: 0.315 | Acc: 89.077% (18927/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 59s381ms | Loss: 0.315 | Acc: 89.091% (19044/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 59s740ms | Loss: 0.315 | Acc: 89.095% (19159/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m99ms | Loss: 0.315 | Acc: 89.072% (19268/21632) 169/391 [============================>....................................] Step: 356ms | Tot: 1m455ms | Loss: 0.315 | Acc: 89.076% (19383/21760) 170/391 [============================>....................................] Step: 364ms | Tot: 1m819ms | Loss: 0.315 | Acc: 89.094% (19501/21888) 171/391 [============================>....................................] Step: 351ms | Tot: 1m1s | Loss: 0.315 | Acc: 89.085% (19613/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.314 | Acc: 89.108% (19732/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.315 | Acc: 89.098% (19844/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.089% (19956/22400) 175/391 [=============================>...................................] Step: 353ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.076% (20067/22528) 176/391 [=============================>...................................] Step: 352ms | Tot: 1m2s | Loss: 0.315 | Acc: 89.102% (20187/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.315 | Acc: 89.111% (20303/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.314 | Acc: 89.137% (20423/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.314 | Acc: 89.132% (20536/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.314 | Acc: 89.149% (20654/23168) 181/391 [==============================>..................................] Step: 350ms | Tot: 1m4s | Loss: 0.313 | Acc: 89.161% (20771/23296) 182/391 [==============================>..................................] Step: 351ms | Tot: 1m5s | Loss: 0.313 | Acc: 89.169% (20887/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.313 | Acc: 89.181% (21004/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m5s | Loss: 0.313 | Acc: 89.177% (21117/23680) 185/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.313 | Acc: 89.176% (21231/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.314 | Acc: 89.142% (21337/23936) 187/391 [===============================>.................................] Step: 347ms | Tot: 1m6s | Loss: 0.313 | Acc: 89.133% (21449/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m7s | Loss: 0.314 | Acc: 89.116% (21559/24192) 189/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.314 | Acc: 89.095% (21668/24320) 190/391 [===============================>.................................] Step: 351ms | Tot: 1m7s | Loss: 0.314 | Acc: 89.112% (21786/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.314 | Acc: 89.115% (21901/24576) 192/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.314 | Acc: 89.099% (22011/24704) 193/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.314 | Acc: 89.095% (22124/24832) 194/391 [================================>................................] Step: 356ms | Tot: 1m9s | Loss: 0.315 | Acc: 89.067% (22231/24960) 195/391 [================================>................................] Step: 354ms | Tot: 1m9s | Loss: 0.314 | Acc: 89.090% (22351/25088) 196/391 [================================>................................] Step: 350ms | Tot: 1m10s | Loss: 0.314 | Acc: 89.082% (22463/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.315 | Acc: 89.059% (22571/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.314 | Acc: 89.055% (22684/25472) 199/391 [=================================>...............................] Step: 352ms | Tot: 1m11s | Loss: 0.314 | Acc: 89.055% (22798/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m11s | Loss: 0.315 | Acc: 89.043% (22909/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m11s | Loss: 0.314 | Acc: 89.062% (23028/25856) 202/391 [=================================>...............................] Step: 352ms | Tot: 1m12s | Loss: 0.315 | Acc: 89.055% (23140/25984) 203/391 [=================================>...............................] Step: 347ms | Tot: 1m12s | Loss: 0.315 | Acc: 89.040% (23250/26112) 204/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.315 | Acc: 89.059% (23369/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m13s | Loss: 0.314 | Acc: 89.085% (23490/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m13s | Loss: 0.314 | Acc: 89.078% (23602/26496) 207/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.314 | Acc: 89.062% (23712/26624) 208/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.314 | Acc: 89.070% (23828/26752) 209/391 [==================================>..............................] Step: 349ms | Tot: 1m14s | Loss: 0.314 | Acc: 89.059% (23939/26880) 210/391 [==================================>..............................] Step: 352ms | Tot: 1m15s | Loss: 0.315 | Acc: 89.051% (24051/27008) 211/391 [===================================>.............................] Step: 356ms | Tot: 1m15s | Loss: 0.315 | Acc: 89.059% (24167/27136) 212/391 [===================================>.............................] Step: 354ms | Tot: 1m15s | Loss: 0.315 | Acc: 89.070% (24284/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.315 | Acc: 89.077% (24400/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m16s | Loss: 0.315 | Acc: 89.052% (24507/27520) 215/391 [===================================>.............................] Step: 372ms | Tot: 1m16s | Loss: 0.316 | Acc: 89.037% (24617/27648) 216/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.316 | Acc: 89.030% (24729/27776) 217/391 [====================================>............................] Step: 355ms | Tot: 1m17s | Loss: 0.317 | Acc: 89.016% (24839/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m17s | Loss: 0.316 | Acc: 89.023% (24955/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.317 | Acc: 89.009% (25065/28160) 220/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.317 | Acc: 89.009% (25179/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.317 | Acc: 89.024% (25297/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.317 | Acc: 89.034% (25414/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m19s | Loss: 0.317 | Acc: 89.038% (25529/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m20s | Loss: 0.316 | Acc: 89.038% (25643/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.316 | Acc: 89.031% (25755/28928) 226/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.316 | Acc: 89.028% (25868/29056) 227/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.317 | Acc: 89.039% (25985/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.316 | Acc: 89.039% (26099/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m21s | Loss: 0.316 | Acc: 89.049% (26216/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m22s | Loss: 0.316 | Acc: 89.056% (26332/29568) 231/391 [======================================>..........................] Step: 349ms | Tot: 1m22s | Loss: 0.316 | Acc: 89.073% (26451/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m22s | Loss: 0.316 | Acc: 89.052% (26559/29824) 233/391 [======================================>..........................] Step: 379ms | Tot: 1m23s | Loss: 0.316 | Acc: 89.049% (26672/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.316 | Acc: 89.059% (26789/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m24s | Loss: 0.317 | Acc: 89.046% (26899/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m24s | Loss: 0.317 | Acc: 89.056% (27016/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m24s | Loss: 0.317 | Acc: 89.059% (27131/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.317 | Acc: 89.036% (27238/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.317 | Acc: 89.030% (27350/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.317 | Acc: 89.024% (27462/30848) 241/391 [========================================>........................] Step: 355ms | Tot: 1m26s | Loss: 0.317 | Acc: 89.043% (27582/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m26s | Loss: 0.317 | Acc: 89.043% (27696/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m26s | Loss: 0.317 | Acc: 89.024% (27804/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.318 | Acc: 89.027% (27919/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.318 | Acc: 89.031% (28034/31488) 246/391 [========================================>........................] Step: 352ms | Tot: 1m28s | Loss: 0.318 | Acc: 89.009% (28141/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m28s | Loss: 0.318 | Acc: 89.006% (28254/31744) 248/391 [=========================================>.......................] Step: 352ms | Tot: 1m28s | Loss: 0.318 | Acc: 89.003% (28367/31872) 249/391 [=========================================>.......................] Step: 365ms | Tot: 1m29s | Loss: 0.318 | Acc: 88.994% (28478/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.318 | Acc: 88.985% (28589/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.318 | Acc: 88.991% (28705/32256) 252/391 [=========================================>.......................] Step: 347ms | Tot: 1m30s | Loss: 0.318 | Acc: 89.001% (28822/32384) 253/391 [==========================================>......................] Step: 346ms | Tot: 1m30s | Loss: 0.318 | Acc: 89.001% (28936/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m30s | Loss: 0.318 | Acc: 88.986% (29045/32640) 255/391 [==========================================>......................] Step: 351ms | Tot: 1m31s | Loss: 0.319 | Acc: 88.968% (29153/32768) 256/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.319 | Acc: 88.938% (29257/32896) 257/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.319 | Acc: 88.923% (29366/33024) 258/391 [==========================================>......................] Step: 351ms | Tot: 1m32s | Loss: 0.319 | Acc: 88.927% (29481/33152) 259/391 [===========================================>.....................] Step: 379ms | Tot: 1m32s | Loss: 0.320 | Acc: 88.912% (29590/33280) 260/391 [===========================================>.....................] Step: 411ms | Tot: 1m33s | Loss: 0.320 | Acc: 88.910% (29703/33408) 261/391 [===========================================>.....................] Step: 375ms | Tot: 1m33s | Loss: 0.320 | Acc: 88.901% (29814/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.320 | Acc: 88.872% (29918/33664) 263/391 [===========================================>.....................] Step: 352ms | Tot: 1m34s | Loss: 0.320 | Acc: 88.867% (30030/33792) 264/391 [===========================================>.....................] Step: 350ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.847% (30137/33920) 265/391 [============================================>....................] Step: 353ms | Tot: 1m34s | Loss: 0.321 | Acc: 88.842% (30249/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.840% (30362/34176) 267/391 [============================================>....................] Step: 357ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.829% (30472/34304) 268/391 [============================================>....................] Step: 357ms | Tot: 1m35s | Loss: 0.321 | Acc: 88.827% (30585/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.322 | Acc: 88.814% (30694/34560) 270/391 [============================================>....................] Step: 349ms | Tot: 1m36s | Loss: 0.322 | Acc: 88.815% (30808/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m37s | Loss: 0.322 | Acc: 88.815% (30922/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m37s | Loss: 0.322 | Acc: 88.811% (31034/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m37s | Loss: 0.322 | Acc: 88.809% (31147/35072) 274/391 [=============================================>...................] Step: 349ms | Tot: 1m38s | Loss: 0.322 | Acc: 88.795% (31256/35200) 275/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.322 | Acc: 88.813% (31376/35328) 276/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.322 | Acc: 88.806% (31487/35456) 277/391 [==============================================>..................] Step: 352ms | Tot: 1m39s | Loss: 0.322 | Acc: 88.798% (31598/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m39s | Loss: 0.322 | Acc: 88.799% (31712/35712) 279/391 [==============================================>..................] Step: 354ms | Tot: 1m39s | Loss: 0.322 | Acc: 88.806% (31828/35840) 280/391 [==============================================>..................] Step: 353ms | Tot: 1m40s | Loss: 0.322 | Acc: 88.796% (31938/35968) 281/391 [==============================================>..................] Step: 348ms | Tot: 1m40s | Loss: 0.322 | Acc: 88.783% (32047/36096) 282/391 [==============================================>..................] Step: 355ms | Tot: 1m40s | Loss: 0.322 | Acc: 88.795% (32165/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m41s | Loss: 0.322 | Acc: 88.793% (32278/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m41s | Loss: 0.322 | Acc: 88.797% (32393/36480) 285/391 [===============================================>.................] Step: 351ms | Tot: 1m42s | Loss: 0.322 | Acc: 88.800% (32508/36608) 286/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.321 | Acc: 88.807% (32624/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.322 | Acc: 88.799% (32735/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.322 | Acc: 88.800% (32849/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m43s | Loss: 0.322 | Acc: 88.809% (32966/37120) 290/391 [================================================>................] Step: 354ms | Tot: 1m43s | Loss: 0.322 | Acc: 88.816% (33082/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m44s | Loss: 0.322 | Acc: 88.803% (33191/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m44s | Loss: 0.322 | Acc: 88.796% (33302/37504) 293/391 [================================================>................] Step: 354ms | Tot: 1m44s | Loss: 0.322 | Acc: 88.794% (33415/37632) 294/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.322 | Acc: 88.808% (33534/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m45s | Loss: 0.322 | Acc: 88.804% (33646/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m45s | Loss: 0.322 | Acc: 88.802% (33759/38016) 297/391 [=================================================>...............] Step: 355ms | Tot: 1m46s | Loss: 0.321 | Acc: 88.819% (33879/38144) 298/391 [=================================================>...............] Step: 350ms | Tot: 1m46s | Loss: 0.322 | Acc: 88.809% (33989/38272) 299/391 [=================================================>...............] Step: 354ms | Tot: 1m46s | Loss: 0.322 | Acc: 88.789% (34095/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.322 | Acc: 88.787% (34208/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m47s | Loss: 0.322 | Acc: 88.796% (34325/38656) 302/391 [==================================================>..............] Step: 351ms | Tot: 1m48s | Loss: 0.322 | Acc: 88.787% (34435/38784) 303/391 [==================================================>..............] Step: 357ms | Tot: 1m48s | Loss: 0.323 | Acc: 88.767% (34541/38912) 304/391 [==================================================>..............] Step: 349ms | Tot: 1m48s | Loss: 0.322 | Acc: 88.770% (34656/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.322 | Acc: 88.761% (34766/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.323 | Acc: 88.762% (34880/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m49s | Loss: 0.322 | Acc: 88.763% (34994/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m50s | Loss: 0.323 | Acc: 88.762% (35107/39552) 309/391 [===================================================>.............] Step: 353ms | Tot: 1m50s | Loss: 0.323 | Acc: 88.760% (35220/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m50s | Loss: 0.323 | Acc: 88.764% (35335/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.323 | Acc: 88.762% (35448/39936) 312/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.322 | Acc: 88.778% (35568/40064) 313/391 [====================================================>............] Step: 352ms | Tot: 1m51s | Loss: 0.322 | Acc: 88.784% (35684/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m52s | Loss: 0.322 | Acc: 88.792% (35801/40320) 315/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.322 | Acc: 88.798% (35917/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.322 | Acc: 88.799% (36031/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m53s | Loss: 0.322 | Acc: 88.802% (36146/40704) 318/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.322 | Acc: 88.805% (36261/40832) 319/391 [=====================================================>...........] Step: 354ms | Tot: 1m54s | Loss: 0.322 | Acc: 88.813% (36378/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m54s | Loss: 0.322 | Acc: 88.790% (36482/41088) 321/391 [=====================================================>...........] Step: 379ms | Tot: 1m54s | Loss: 0.322 | Acc: 88.791% (36596/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m55s | Loss: 0.322 | Acc: 88.799% (36713/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m55s | Loss: 0.322 | Acc: 88.790% (36823/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.322 | Acc: 88.779% (36932/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m56s | Loss: 0.322 | Acc: 88.765% (37040/41728) 326/391 [======================================================>..........] Step: 357ms | Tot: 1m56s | Loss: 0.323 | Acc: 88.750% (37147/41856) 327/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.323 | Acc: 88.755% (37263/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m57s | Loss: 0.322 | Acc: 88.763% (37380/42112) 329/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.323 | Acc: 88.752% (37489/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.322 | Acc: 88.756% (37604/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 1m58s | Loss: 0.322 | Acc: 88.754% (37717/42496) 332/391 [=======================================================>.........] Step: 369ms | Tot: 1m58s | Loss: 0.322 | Acc: 88.758% (37832/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 1m59s | Loss: 0.323 | Acc: 88.744% (37940/42752) 334/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.323 | Acc: 88.745% (38054/42880) 335/391 [=======================================================>.........] Step: 353ms | Tot: 1m59s | Loss: 0.323 | Acc: 88.744% (38167/43008) 336/391 [=======================================================>.........] Step: 353ms | Tot: 2m284ms | Loss: 0.323 | Acc: 88.731% (38275/43136) 337/391 [========================================================>........] Step: 353ms | Tot: 2m638ms | Loss: 0.323 | Acc: 88.725% (38386/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m995ms | Loss: 0.323 | Acc: 88.712% (38494/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m1s | Loss: 0.323 | Acc: 88.722% (38612/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m1s | Loss: 0.323 | Acc: 88.726% (38727/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.322 | Acc: 88.729% (38842/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.323 | Acc: 88.723% (38953/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m2s | Loss: 0.323 | Acc: 88.713% (39062/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m3s | Loss: 0.322 | Acc: 88.718% (39178/44160) 345/391 [=========================================================>.......] Step: 359ms | Tot: 2m3s | Loss: 0.322 | Acc: 88.728% (39296/44288) 346/391 [=========================================================>.......] Step: 355ms | Tot: 2m3s | Loss: 0.322 | Acc: 88.743% (39416/44416) 347/391 [=========================================================>.......] Step: 348ms | Tot: 2m4s | Loss: 0.323 | Acc: 88.721% (39520/44544) 348/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.323 | Acc: 88.720% (39633/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m4s | Loss: 0.323 | Acc: 88.710% (39742/44800) 350/391 [==========================================================>......] Step: 368ms | Tot: 2m5s | Loss: 0.323 | Acc: 88.713% (39857/44928) 351/391 [==========================================================>......] Step: 354ms | Tot: 2m5s | Loss: 0.323 | Acc: 88.712% (39970/45056) 352/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.322 | Acc: 88.722% (40088/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m6s | Loss: 0.322 | Acc: 88.716% (40199/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.322 | Acc: 88.713% (40311/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m7s | Loss: 0.322 | Acc: 88.720% (40428/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m7s | Loss: 0.322 | Acc: 88.717% (40540/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m7s | Loss: 0.322 | Acc: 88.726% (40658/45824) 358/391 [===========================================================>.....] Step: 355ms | Tot: 2m8s | Loss: 0.322 | Acc: 88.732% (40774/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m8s | Loss: 0.322 | Acc: 88.724% (40884/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.322 | Acc: 88.714% (40993/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m9s | Loss: 0.322 | Acc: 88.719% (41109/46336) 362/391 [============================================================>....] Step: 354ms | Tot: 2m9s | Loss: 0.322 | Acc: 88.716% (41221/46464) 363/391 [============================================================>....] Step: 344ms | Tot: 2m9s | Loss: 0.323 | Acc: 88.691% (41323/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.323 | Acc: 88.688% (41435/46720) 365/391 [============================================================>....] Step: 353ms | Tot: 2m10s | Loss: 0.323 | Acc: 88.683% (41546/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.323 | Acc: 88.694% (41665/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m11s | Loss: 0.323 | Acc: 88.689% (41776/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m11s | Loss: 0.323 | Acc: 88.686% (41888/47232) 369/391 [=============================================================>...] Step: 351ms | Tot: 2m12s | Loss: 0.323 | Acc: 88.687% (42002/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.323 | Acc: 88.690% (42117/47488) 371/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.323 | Acc: 88.678% (42225/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.323 | Acc: 88.690% (42344/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m13s | Loss: 0.323 | Acc: 88.684% (42455/47872) 374/391 [==============================================================>..] Step: 355ms | Tot: 2m13s | Loss: 0.323 | Acc: 88.690% (42571/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.323 | Acc: 88.693% (42686/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.323 | Acc: 88.696% (42801/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m14s | Loss: 0.323 | Acc: 88.684% (42909/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.323 | Acc: 88.683% (43022/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m15s | Loss: 0.323 | Acc: 88.682% (43135/48640) 380/391 [===============================================================>.] Step: 352ms | Tot: 2m16s | Loss: 0.323 | Acc: 88.689% (43252/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.323 | Acc: 88.686% (43364/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m16s | Loss: 0.323 | Acc: 88.681% (43475/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.323 | Acc: 88.684% (43590/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.324 | Acc: 88.669% (43696/49280) 385/391 [================================================================>] Step: 352ms | Tot: 2m17s | Loss: 0.324 | Acc: 88.670% (43810/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m18s | Loss: 0.324 | Acc: 88.663% (43920/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m18s | Loss: 0.324 | Acc: 88.650% (44027/49664) 388/391 [================================================================>] Step: 356ms | Tot: 2m18s | Loss: 0.324 | Acc: 88.651% (44141/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m19s | Loss: 0.325 | Acc: 88.648% (44253/49920) 390/391 [================================================================>] Step: 333ms | Tot: 2m19s | Loss: 0.325 | Acc: 88.646% (44323/50000) 391/391 + [>................................................................] Step: 480ms | Tot: 2ms | Loss: 0.375 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 292ms | Tot: 294ms | Loss: 0.421 | Acc: 86.500% (173/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 587ms | Loss: 0.383 | Acc: 87.000% (261/300) 3/100 [=>...............................................................] Step: 305ms | Tot: 893ms | Loss: 0.395 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 306ms | Tot: 1s199ms | Loss: 0.390 | Acc: 86.400% (432/500) 5/100 [===>.............................................................] Step: 292ms | Tot: 1s491ms | Loss: 0.354 | Acc: 87.500% (525/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s795ms | Loss: 0.360 | Acc: 87.286% (611/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s102ms | Loss: 0.388 | Acc: 86.625% (693/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s413ms | Loss: 0.416 | Acc: 85.778% (772/900) 9/100 [=====>...........................................................] Step: 314ms | Tot: 2s728ms | Loss: 0.412 | Acc: 85.800% (858/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s37ms | Loss: 0.414 | Acc: 85.727% (943/1100) 11/100 [=======>.........................................................] Step: 320ms | Tot: 3s358ms | Loss: 0.433 | Acc: 85.250% (1023/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s662ms | Loss: 0.424 | Acc: 85.385% (1110/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s967ms | Loss: 0.427 | Acc: 85.500% (1197/1400) 14/100 [=========>.......................................................] Step: 321ms | Tot: 4s289ms | Loss: 0.426 | Acc: 85.333% (1280/1500) 15/100 [=========>.......................................................] Step: 326ms | Tot: 4s615ms | Loss: 0.432 | Acc: 85.062% (1361/1600) 16/100 [==========>......................................................] Step: 299ms | Tot: 4s914ms | Loss: 0.425 | Acc: 85.353% (1451/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s227ms | Loss: 0.432 | Acc: 85.222% (1534/1800) 18/100 [===========>.....................................................] Step: 294ms | Tot: 5s522ms | Loss: 0.433 | Acc: 85.316% (1621/1900) 19/100 [============>....................................................] Step: 296ms | Tot: 5s818ms | Loss: 0.439 | Acc: 85.050% (1701/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 6s119ms | Loss: 0.438 | Acc: 85.095% (1787/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s425ms | Loss: 0.440 | Acc: 85.091% (1872/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s735ms | Loss: 0.447 | Acc: 84.870% (1952/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s49ms | Loss: 0.447 | Acc: 84.917% (2038/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s357ms | Loss: 0.450 | Acc: 84.960% (2124/2500) 25/100 [================>................................................] Step: 294ms | Tot: 7s651ms | Loss: 0.454 | Acc: 84.808% (2205/2600) 26/100 [================>................................................] Step: 297ms | Tot: 7s949ms | Loss: 0.453 | Acc: 84.889% (2292/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s256ms | Loss: 0.449 | Acc: 85.036% (2381/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s564ms | Loss: 0.448 | Acc: 85.103% (2468/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s867ms | Loss: 0.449 | Acc: 85.100% (2553/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s180ms | Loss: 0.449 | Acc: 85.129% (2639/3100) 31/100 [====================>............................................] Step: 295ms | Tot: 9s475ms | Loss: 0.449 | Acc: 85.094% (2723/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s777ms | Loss: 0.447 | Acc: 85.152% (2810/3300) 33/100 [=====================>...........................................] Step: 294ms | Tot: 10s72ms | Loss: 0.445 | Acc: 85.088% (2893/3400) 34/100 [======================>..........................................] Step: 313ms | Tot: 10s385ms | Loss: 0.450 | Acc: 85.029% (2976/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s692ms | Loss: 0.450 | Acc: 85.056% (3062/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s994ms | Loss: 0.449 | Acc: 85.027% (3146/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s306ms | Loss: 0.449 | Acc: 85.000% (3230/3800) 38/100 [========================>........................................] Step: 298ms | Tot: 11s604ms | Loss: 0.446 | Acc: 85.077% (3318/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s907ms | Loss: 0.443 | Acc: 85.225% (3409/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s214ms | Loss: 0.442 | Acc: 85.293% (3497/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s520ms | Loss: 0.445 | Acc: 85.286% (3582/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s825ms | Loss: 0.441 | Acc: 85.395% (3672/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s132ms | Loss: 0.443 | Acc: 85.432% (3759/4400) 44/100 [============================>....................................] Step: 296ms | Tot: 13s428ms | Loss: 0.442 | Acc: 85.467% (3846/4500) 45/100 [=============================>...................................] Step: 297ms | Tot: 13s726ms | Loss: 0.442 | Acc: 85.413% (3929/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s26ms | Loss: 0.439 | Acc: 85.426% (4015/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s334ms | Loss: 0.440 | Acc: 85.417% (4100/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s637ms | Loss: 0.439 | Acc: 85.469% (4188/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 14s943ms | Loss: 0.439 | Acc: 85.440% (4272/5000) 50/100 [================================>................................] Step: 314ms | Tot: 15s257ms | Loss: 0.439 | Acc: 85.392% (4355/5100) 51/100 [=================================>...............................] Step: 289ms | Tot: 15s547ms | Loss: 0.439 | Acc: 85.404% (4441/5200) 52/100 [=================================>...............................] Step: 295ms | Tot: 15s843ms | Loss: 0.438 | Acc: 85.396% (4526/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s147ms | Loss: 0.437 | Acc: 85.444% (4614/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s458ms | Loss: 0.436 | Acc: 85.436% (4699/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s766ms | Loss: 0.439 | Acc: 85.446% (4785/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s70ms | Loss: 0.438 | Acc: 85.456% (4871/5700) 57/100 [=====================================>...........................] Step: 297ms | Tot: 17s367ms | Loss: 0.436 | Acc: 85.517% (4960/5800) 58/100 [=====================================>...........................] Step: 298ms | Tot: 17s666ms | Loss: 0.436 | Acc: 85.492% (5044/5900) 59/100 [======================================>..........................] Step: 297ms | Tot: 17s964ms | Loss: 0.437 | Acc: 85.483% (5129/6000) 60/100 [=======================================>.........................] Step: 315ms | Tot: 18s279ms | Loss: 0.436 | Acc: 85.508% (5216/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s585ms | Loss: 0.437 | Acc: 85.500% (5301/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 18s887ms | Loss: 0.436 | Acc: 85.556% (5390/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s199ms | Loss: 0.433 | Acc: 85.625% (5480/6400) 64/100 [=========================================>.......................] Step: 291ms | Tot: 19s491ms | Loss: 0.433 | Acc: 85.585% (5563/6500) 65/100 [==========================================>......................] Step: 295ms | Tot: 19s786ms | Loss: 0.433 | Acc: 85.545% (5646/6600) 66/100 [==========================================>......................] Step: 293ms | Tot: 20s79ms | Loss: 0.430 | Acc: 85.552% (5732/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s384ms | Loss: 0.432 | Acc: 85.588% (5820/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s691ms | Loss: 0.432 | Acc: 85.551% (5903/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 20s998ms | Loss: 0.433 | Acc: 85.514% (5986/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s306ms | Loss: 0.433 | Acc: 85.493% (6070/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s606ms | Loss: 0.432 | Acc: 85.514% (6157/7200) 72/100 [==============================================>..................] Step: 293ms | Tot: 21s899ms | Loss: 0.431 | Acc: 85.521% (6243/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s203ms | Loss: 0.430 | Acc: 85.554% (6331/7400) 74/100 [================================================>................] Step: 294ms | Tot: 22s497ms | Loss: 0.431 | Acc: 85.587% (6419/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s798ms | Loss: 0.431 | Acc: 85.579% (6504/7600) 76/100 [=================================================>...............] Step: 297ms | Tot: 23s95ms | Loss: 0.431 | Acc: 85.584% (6590/7700) 77/100 [==================================================>..............] Step: 299ms | Tot: 23s395ms | Loss: 0.431 | Acc: 85.577% (6675/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s703ms | Loss: 0.431 | Acc: 85.570% (6760/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s4ms | Loss: 0.430 | Acc: 85.588% (6847/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s309ms | Loss: 0.427 | Acc: 85.654% (6938/8100) 81/100 [====================================================>............] Step: 297ms | Tot: 24s607ms | Loss: 0.427 | Acc: 85.659% (7024/8200) 82/100 [=====================================================>...........] Step: 300ms | Tot: 24s908ms | Loss: 0.427 | Acc: 85.675% (7111/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 25s210ms | Loss: 0.427 | Acc: 85.631% (7193/8400) 84/100 [======================================================>..........] Step: 297ms | Tot: 25s507ms | Loss: 0.430 | Acc: 85.565% (7273/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 25s807ms | Loss: 0.431 | Acc: 85.512% (7354/8600) 86/100 [=======================================================>.........] Step: 296ms | Tot: 26s103ms | Loss: 0.431 | Acc: 85.494% (7438/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 26s412ms | Loss: 0.431 | Acc: 85.511% (7525/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 26s721ms | Loss: 0.431 | Acc: 85.528% (7612/8900) 89/100 [=========================================================>.......] Step: 294ms | Tot: 27s15ms | Loss: 0.432 | Acc: 85.544% (7699/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s320ms | Loss: 0.431 | Acc: 85.582% (7788/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s624ms | Loss: 0.429 | Acc: 85.598% (7875/9200) 92/100 [===========================================================>.....] Step: 295ms | Tot: 27s919ms | Loss: 0.430 | Acc: 85.581% (7959/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s223ms | Loss: 0.430 | Acc: 85.574% (8044/9400) 94/100 [=============================================================>...] Step: 299ms | Tot: 28s522ms | Loss: 0.430 | Acc: 85.526% (8125/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 28s827ms | Loss: 0.429 | Acc: 85.573% (8215/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 29s137ms | Loss: 0.428 | Acc: 85.608% (8304/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s439ms | Loss: 0.429 | Acc: 85.622% (8391/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 29s737ms | Loss: 0.429 | Acc: 85.657% (8480/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s36ms | Loss: 0.429 | Acc: 85.630% (8563/10000) 100/100 + +Epoch: 105 + [>................................................................] Step: 611ms | Tot: 2ms | Loss: 0.235 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 388ms | Tot: 390ms | Loss: 0.272 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 384ms | Tot: 775ms | Loss: 0.251 | Acc: 90.625% (348/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s151ms | Loss: 0.291 | Acc: 88.672% (454/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s521ms | Loss: 0.307 | Acc: 88.594% (567/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s891ms | Loss: 0.302 | Acc: 88.542% (680/768) 6/391 [>................................................................] Step: 369ms | Tot: 2s261ms | Loss: 0.295 | Acc: 88.839% (796/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s625ms | Loss: 0.307 | Acc: 88.770% (909/1024) 8/391 [=>...............................................................] Step: 354ms | Tot: 2s979ms | Loss: 0.309 | Acc: 88.368% (1018/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s342ms | Loss: 0.296 | Acc: 88.984% (1139/1280) 10/391 [=>...............................................................] Step: 385ms | Tot: 3s727ms | Loss: 0.301 | Acc: 88.920% (1252/1408) 11/391 [=>...............................................................] Step: 409ms | Tot: 4s136ms | Loss: 0.303 | Acc: 88.932% (1366/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s508ms | Loss: 0.310 | Acc: 88.762% (1477/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s875ms | Loss: 0.319 | Acc: 88.504% (1586/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s236ms | Loss: 0.318 | Acc: 88.542% (1700/1920) 15/391 [==>..............................................................] Step: 373ms | Tot: 5s609ms | Loss: 0.320 | Acc: 88.379% (1810/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s975ms | Loss: 0.314 | Acc: 88.603% (1928/2176) 17/391 [==>..............................................................] Step: 357ms | Tot: 6s333ms | Loss: 0.310 | Acc: 88.715% (2044/2304) 18/391 [==>..............................................................] Step: 372ms | Tot: 6s705ms | Loss: 0.316 | Acc: 88.528% (2153/2432) 19/391 [===>.............................................................] Step: 353ms | Tot: 7s59ms | Loss: 0.314 | Acc: 88.672% (2270/2560) 20/391 [===>.............................................................] Step: 353ms | Tot: 7s412ms | Loss: 0.312 | Acc: 88.765% (2386/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s773ms | Loss: 0.312 | Acc: 88.849% (2502/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s135ms | Loss: 0.307 | Acc: 89.062% (2622/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s497ms | Loss: 0.309 | Acc: 89.030% (2735/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s856ms | Loss: 0.310 | Acc: 89.094% (2851/3200) 25/391 [====>............................................................] Step: 355ms | Tot: 9s212ms | Loss: 0.307 | Acc: 89.273% (2971/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s572ms | Loss: 0.309 | Acc: 89.265% (3085/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s937ms | Loss: 0.308 | Acc: 89.258% (3199/3584) 28/391 [====>............................................................] Step: 353ms | Tot: 10s291ms | Loss: 0.312 | Acc: 89.143% (3309/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s658ms | Loss: 0.311 | Acc: 89.193% (3425/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 11s14ms | Loss: 0.311 | Acc: 89.264% (3542/3968) 31/391 [=====>...........................................................] Step: 349ms | Tot: 11s363ms | Loss: 0.311 | Acc: 89.209% (3654/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 11s736ms | Loss: 0.310 | Acc: 89.205% (3768/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s102ms | Loss: 0.311 | Acc: 89.154% (3880/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s463ms | Loss: 0.314 | Acc: 88.996% (3987/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s820ms | Loss: 0.314 | Acc: 89.019% (4102/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s182ms | Loss: 0.312 | Acc: 89.084% (4219/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s545ms | Loss: 0.314 | Acc: 88.898% (4324/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 13s911ms | Loss: 0.311 | Acc: 89.002% (4443/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s275ms | Loss: 0.312 | Acc: 88.984% (4556/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s638ms | Loss: 0.310 | Acc: 89.062% (4674/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 14s994ms | Loss: 0.309 | Acc: 89.100% (4790/5376) 42/391 [======>..........................................................] Step: 354ms | Tot: 15s349ms | Loss: 0.306 | Acc: 89.208% (4910/5504) 43/391 [=======>.........................................................] Step: 371ms | Tot: 15s721ms | Loss: 0.306 | Acc: 89.222% (5025/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s84ms | Loss: 0.306 | Acc: 89.219% (5139/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s447ms | Loss: 0.303 | Acc: 89.334% (5260/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s807ms | Loss: 0.304 | Acc: 89.362% (5376/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s171ms | Loss: 0.303 | Acc: 89.355% (5490/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s532ms | Loss: 0.302 | Acc: 89.397% (5607/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s892ms | Loss: 0.303 | Acc: 89.391% (5721/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s251ms | Loss: 0.303 | Acc: 89.415% (5837/6528) 51/391 [========>........................................................] Step: 374ms | Tot: 18s625ms | Loss: 0.303 | Acc: 89.408% (5951/6656) 52/391 [========>........................................................] Step: 355ms | Tot: 18s981ms | Loss: 0.302 | Acc: 89.460% (6069/6784) 53/391 [========>........................................................] Step: 351ms | Tot: 19s332ms | Loss: 0.303 | Acc: 89.410% (6180/6912) 54/391 [========>........................................................] Step: 368ms | Tot: 19s700ms | Loss: 0.302 | Acc: 89.418% (6295/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s65ms | Loss: 0.303 | Acc: 89.425% (6410/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s426ms | Loss: 0.303 | Acc: 89.460% (6527/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s793ms | Loss: 0.304 | Acc: 89.467% (6642/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s150ms | Loss: 0.303 | Acc: 89.473% (6757/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s506ms | Loss: 0.302 | Acc: 89.544% (6877/7680) 60/391 [=========>.......................................................] Step: 355ms | Tot: 21s861ms | Loss: 0.302 | Acc: 89.536% (6991/7808) 61/391 [==========>......................................................] Step: 351ms | Tot: 22s213ms | Loss: 0.302 | Acc: 89.516% (7104/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s570ms | Loss: 0.300 | Acc: 89.596% (7225/8064) 63/391 [==========>......................................................] Step: 352ms | Tot: 22s922ms | Loss: 0.300 | Acc: 89.612% (7341/8192) 64/391 [==========>......................................................] Step: 350ms | Tot: 23s273ms | Loss: 0.302 | Acc: 89.591% (7454/8320) 65/391 [==========>......................................................] Step: 355ms | Tot: 23s628ms | Loss: 0.301 | Acc: 89.619% (7571/8448) 66/391 [==========>......................................................] Step: 351ms | Tot: 23s980ms | Loss: 0.302 | Acc: 89.576% (7682/8576) 67/391 [===========>.....................................................] Step: 347ms | Tot: 24s327ms | Loss: 0.301 | Acc: 89.602% (7799/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s685ms | Loss: 0.301 | Acc: 89.606% (7914/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s45ms | Loss: 0.301 | Acc: 89.609% (8029/8960) 70/391 [===========>.....................................................] Step: 353ms | Tot: 25s398ms | Loss: 0.301 | Acc: 89.602% (8143/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 25s765ms | Loss: 0.302 | Acc: 89.572% (8255/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s127ms | Loss: 0.303 | Acc: 89.544% (8367/9344) 73/391 [============>....................................................] Step: 355ms | Tot: 26s482ms | Loss: 0.303 | Acc: 89.590% (8486/9472) 74/391 [============>....................................................] Step: 352ms | Tot: 26s834ms | Loss: 0.302 | Acc: 89.552% (8597/9600) 75/391 [============>....................................................] Step: 354ms | Tot: 27s189ms | Loss: 0.304 | Acc: 89.566% (8713/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s546ms | Loss: 0.304 | Acc: 89.550% (8826/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 27s899ms | Loss: 0.304 | Acc: 89.563% (8942/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s261ms | Loss: 0.304 | Acc: 89.577% (9058/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s622ms | Loss: 0.303 | Acc: 89.590% (9174/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 28s981ms | Loss: 0.304 | Acc: 89.574% (9287/10368) 81/391 [=============>...................................................] Step: 352ms | Tot: 29s334ms | Loss: 0.305 | Acc: 89.510% (9395/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s692ms | Loss: 0.304 | Acc: 89.514% (9510/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 30s53ms | Loss: 0.304 | Acc: 89.546% (9628/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s413ms | Loss: 0.302 | Acc: 89.632% (9752/10880) 85/391 [==============>..................................................] Step: 367ms | Tot: 30s780ms | Loss: 0.302 | Acc: 89.653% (9869/11008) 86/391 [==============>..................................................] Step: 354ms | Tot: 31s135ms | Loss: 0.302 | Acc: 89.619% (9980/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s497ms | Loss: 0.303 | Acc: 89.595% (10092/11264) 88/391 [==============>..................................................] Step: 360ms | Tot: 31s858ms | Loss: 0.303 | Acc: 89.607% (10208/11392) 89/391 [==============>..................................................] Step: 353ms | Tot: 32s211ms | Loss: 0.303 | Acc: 89.583% (10320/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 32s570ms | Loss: 0.305 | Acc: 89.475% (10422/11648) 91/391 [===============>.................................................] Step: 353ms | Tot: 32s924ms | Loss: 0.305 | Acc: 89.462% (10535/11776) 92/391 [===============>.................................................] Step: 349ms | Tot: 33s273ms | Loss: 0.305 | Acc: 89.449% (10648/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 33s646ms | Loss: 0.305 | Acc: 89.453% (10763/12032) 94/391 [===============>.................................................] Step: 411ms | Tot: 34s57ms | Loss: 0.305 | Acc: 89.449% (10877/12160) 95/391 [===============>.................................................] Step: 381ms | Tot: 34s438ms | Loss: 0.306 | Acc: 89.412% (10987/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 34s800ms | Loss: 0.305 | Acc: 89.425% (11103/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s166ms | Loss: 0.306 | Acc: 89.429% (11218/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s536ms | Loss: 0.306 | Acc: 89.410% (11330/12672) 99/391 [================>................................................] Step: 374ms | Tot: 35s910ms | Loss: 0.306 | Acc: 89.367% (11439/12800) 100/391 [================>................................................] Step: 373ms | Tot: 36s284ms | Loss: 0.306 | Acc: 89.395% (11557/12928) 101/391 [================>................................................] Step: 376ms | Tot: 36s660ms | Loss: 0.306 | Acc: 89.377% (11669/13056) 102/391 [================>................................................] Step: 365ms | Tot: 37s25ms | Loss: 0.307 | Acc: 89.366% (11782/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s385ms | Loss: 0.307 | Acc: 89.363% (11896/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 37s754ms | Loss: 0.308 | Acc: 89.330% (12006/13440) 105/391 [=================>...............................................] Step: 375ms | Tot: 38s129ms | Loss: 0.307 | Acc: 89.365% (12125/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s495ms | Loss: 0.307 | Acc: 89.355% (12238/13696) 107/391 [=================>...............................................] Step: 349ms | Tot: 38s844ms | Loss: 0.306 | Acc: 89.381% (12356/13824) 108/391 [=================>...............................................] Step: 348ms | Tot: 39s193ms | Loss: 0.308 | Acc: 89.356% (12467/13952) 109/391 [==================>..............................................] Step: 356ms | Tot: 39s550ms | Loss: 0.308 | Acc: 89.325% (12577/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 39s908ms | Loss: 0.308 | Acc: 89.358% (12696/14208) 111/391 [==================>..............................................] Step: 357ms | Tot: 40s265ms | Loss: 0.309 | Acc: 89.314% (12804/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 40s630ms | Loss: 0.309 | Acc: 89.277% (12913/14464) 113/391 [==================>..............................................] Step: 357ms | Tot: 40s988ms | Loss: 0.309 | Acc: 89.275% (13027/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s345ms | Loss: 0.309 | Acc: 89.273% (13141/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 41s712ms | Loss: 0.311 | Acc: 89.211% (13246/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s75ms | Loss: 0.310 | Acc: 89.203% (13359/14976) 117/391 [===================>.............................................] Step: 360ms | Tot: 42s435ms | Loss: 0.310 | Acc: 89.202% (13473/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 42s791ms | Loss: 0.310 | Acc: 89.220% (13590/15232) 119/391 [===================>.............................................] Step: 353ms | Tot: 43s145ms | Loss: 0.310 | Acc: 89.225% (13705/15360) 120/391 [===================>.............................................] Step: 354ms | Tot: 43s500ms | Loss: 0.309 | Acc: 89.224% (13819/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 43s861ms | Loss: 0.309 | Acc: 89.216% (13932/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s227ms | Loss: 0.309 | Acc: 89.247% (14051/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s596ms | Loss: 0.308 | Acc: 89.252% (14166/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 44s952ms | Loss: 0.309 | Acc: 89.237% (14278/16000) 125/391 [====================>............................................] Step: 351ms | Tot: 45s304ms | Loss: 0.309 | Acc: 89.230% (14391/16128) 126/391 [====================>............................................] Step: 368ms | Tot: 45s673ms | Loss: 0.310 | Acc: 89.241% (14507/16256) 127/391 [=====================>...........................................] Step: 369ms | Tot: 46s43ms | Loss: 0.309 | Acc: 89.258% (14624/16384) 128/391 [=====================>...........................................] Step: 355ms | Tot: 46s398ms | Loss: 0.310 | Acc: 89.256% (14738/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 46s760ms | Loss: 0.310 | Acc: 89.267% (14854/16640) 130/391 [=====================>...........................................] Step: 355ms | Tot: 47s115ms | Loss: 0.309 | Acc: 89.247% (14965/16768) 131/391 [=====================>...........................................] Step: 361ms | Tot: 47s477ms | Loss: 0.311 | Acc: 89.205% (15072/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 47s846ms | Loss: 0.311 | Acc: 89.203% (15186/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s203ms | Loss: 0.312 | Acc: 89.150% (15291/17152) 134/391 [======================>..........................................] Step: 367ms | Tot: 48s570ms | Loss: 0.312 | Acc: 89.155% (15406/17280) 135/391 [======================>..........................................] Step: 355ms | Tot: 48s926ms | Loss: 0.313 | Acc: 89.108% (15512/17408) 136/391 [======================>..........................................] Step: 350ms | Tot: 49s276ms | Loss: 0.313 | Acc: 89.120% (15628/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 49s643ms | Loss: 0.313 | Acc: 89.125% (15743/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s2ms | Loss: 0.313 | Acc: 89.096% (15852/17792) 139/391 [=======================>.........................................] Step: 368ms | Tot: 50s370ms | Loss: 0.313 | Acc: 89.079% (15963/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 50s742ms | Loss: 0.313 | Acc: 89.112% (16083/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 51s100ms | Loss: 0.312 | Acc: 89.134% (16201/18176) 142/391 [=======================>.........................................] Step: 353ms | Tot: 51s454ms | Loss: 0.313 | Acc: 89.123% (16313/18304) 143/391 [=======================>.........................................] Step: 349ms | Tot: 51s803ms | Loss: 0.313 | Acc: 89.111% (16425/18432) 144/391 [=======================>.........................................] Step: 354ms | Tot: 52s157ms | Loss: 0.313 | Acc: 89.122% (16541/18560) 145/391 [========================>........................................] Step: 356ms | Tot: 52s514ms | Loss: 0.314 | Acc: 89.057% (16643/18688) 146/391 [========================>........................................] Step: 353ms | Tot: 52s868ms | Loss: 0.314 | Acc: 89.068% (16759/18816) 147/391 [========================>........................................] Step: 352ms | Tot: 53s220ms | Loss: 0.314 | Acc: 89.078% (16875/18944) 148/391 [========================>........................................] Step: 367ms | Tot: 53s587ms | Loss: 0.315 | Acc: 89.047% (16983/19072) 149/391 [========================>........................................] Step: 379ms | Tot: 53s967ms | Loss: 0.315 | Acc: 89.047% (17097/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s327ms | Loss: 0.315 | Acc: 89.052% (17212/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 54s686ms | Loss: 0.314 | Acc: 89.073% (17330/19456) 152/391 [=========================>.......................................] Step: 353ms | Tot: 55s39ms | Loss: 0.314 | Acc: 89.083% (17446/19584) 153/391 [=========================>.......................................] Step: 350ms | Tot: 55s390ms | Loss: 0.314 | Acc: 89.098% (17563/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 55s757ms | Loss: 0.314 | Acc: 89.068% (17671/19840) 155/391 [=========================>.......................................] Step: 369ms | Tot: 56s127ms | Loss: 0.314 | Acc: 89.078% (17787/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 56s490ms | Loss: 0.314 | Acc: 89.077% (17901/20096) 157/391 [==========================>......................................] Step: 348ms | Tot: 56s839ms | Loss: 0.314 | Acc: 89.092% (18018/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 57s200ms | Loss: 0.313 | Acc: 89.107% (18135/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 57s558ms | Loss: 0.313 | Acc: 89.121% (18252/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 57s918ms | Loss: 0.312 | Acc: 89.140% (18370/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s275ms | Loss: 0.312 | Acc: 89.154% (18487/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s639ms | Loss: 0.313 | Acc: 89.110% (18592/20864) 163/391 [===========================>.....................................] Step: 351ms | Tot: 58s991ms | Loss: 0.313 | Acc: 89.134% (18711/20992) 164/391 [===========================>.....................................] Step: 351ms | Tot: 59s342ms | Loss: 0.313 | Acc: 89.119% (18822/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 59s703ms | Loss: 0.313 | Acc: 89.114% (18935/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m63ms | Loss: 0.314 | Acc: 89.095% (19045/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 1m430ms | Loss: 0.314 | Acc: 89.114% (19163/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m793ms | Loss: 0.314 | Acc: 89.118% (19278/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.313 | Acc: 89.108% (19390/21760) 170/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.314 | Acc: 89.094% (19501/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m1s | Loss: 0.313 | Acc: 89.126% (19622/22016) 172/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.312 | Acc: 89.130% (19737/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.313 | Acc: 89.130% (19851/22272) 174/391 [============================>....................................] Step: 347ms | Tot: 1m2s | Loss: 0.313 | Acc: 89.134% (19966/22400) 175/391 [=============================>...................................] Step: 354ms | Tot: 1m3s | Loss: 0.313 | Acc: 89.165% (20087/22528) 176/391 [=============================>...................................] Step: 382ms | Tot: 1m3s | Loss: 0.313 | Acc: 89.160% (20200/22656) 177/391 [=============================>...................................] Step: 402ms | Tot: 1m4s | Loss: 0.312 | Acc: 89.181% (20319/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.313 | Acc: 89.172% (20431/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.313 | Acc: 89.193% (20550/23040) 180/391 [=============================>...................................] Step: 353ms | Tot: 1m5s | Loss: 0.313 | Acc: 89.175% (20660/23168) 181/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.313 | Acc: 89.166% (20772/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m5s | Loss: 0.312 | Acc: 89.173% (20888/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.312 | Acc: 89.194% (21007/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.312 | Acc: 89.185% (21119/23680) 185/391 [==============================>..................................] Step: 352ms | Tot: 1m6s | Loss: 0.312 | Acc: 89.197% (21236/23808) 186/391 [==============================>..................................] Step: 353ms | Tot: 1m7s | Loss: 0.312 | Acc: 89.188% (21348/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m7s | Loss: 0.312 | Acc: 89.191% (21463/24064) 188/391 [===============================>.................................] Step: 373ms | Tot: 1m8s | Loss: 0.313 | Acc: 89.145% (21566/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.313 | Acc: 89.141% (21679/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.312 | Acc: 89.152% (21796/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.312 | Acc: 89.156% (21911/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.313 | Acc: 89.152% (22024/24704) 193/391 [================================>................................] Step: 367ms | Tot: 1m9s | Loss: 0.312 | Acc: 89.155% (22139/24832) 194/391 [================================>................................] Step: 375ms | Tot: 1m10s | Loss: 0.312 | Acc: 89.163% (22255/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.312 | Acc: 89.170% (22371/25088) 196/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.312 | Acc: 89.166% (22484/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.312 | Acc: 89.169% (22599/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.312 | Acc: 89.153% (22709/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.312 | Acc: 89.164% (22826/25600) 200/391 [=================================>...............................] Step: 347ms | Tot: 1m12s | Loss: 0.312 | Acc: 89.171% (22942/25728) 201/391 [=================================>...............................] Step: 353ms | Tot: 1m12s | Loss: 0.312 | Acc: 89.190% (23061/25856) 202/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.311 | Acc: 89.205% (23179/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.311 | Acc: 89.216% (23296/26112) 204/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.311 | Acc: 89.211% (23409/26240) 205/391 [==================================>..............................] Step: 352ms | Tot: 1m14s | Loss: 0.311 | Acc: 89.199% (23520/26368) 206/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.311 | Acc: 89.206% (23636/26496) 207/391 [==================================>..............................] Step: 349ms | Tot: 1m14s | Loss: 0.311 | Acc: 89.209% (23751/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.312 | Acc: 89.208% (23865/26752) 209/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.312 | Acc: 89.211% (23980/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.312 | Acc: 89.211% (24094/27008) 211/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.312 | Acc: 89.210% (24208/27136) 212/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.312 | Acc: 89.206% (24321/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.312 | Acc: 89.190% (24431/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.313 | Acc: 89.190% (24545/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.313 | Acc: 89.185% (24658/27648) 216/391 [===================================>.............................] Step: 350ms | Tot: 1m18s | Loss: 0.312 | Acc: 89.203% (24777/27776) 217/391 [====================================>............................] Step: 350ms | Tot: 1m18s | Loss: 0.312 | Acc: 89.213% (24894/27904) 218/391 [====================================>............................] Step: 348ms | Tot: 1m18s | Loss: 0.312 | Acc: 89.184% (25000/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.312 | Acc: 89.183% (25114/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.312 | Acc: 89.193% (25231/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.312 | Acc: 89.189% (25344/28416) 222/391 [====================================>............................] Step: 353ms | Tot: 1m20s | Loss: 0.312 | Acc: 89.182% (25456/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.312 | Acc: 89.192% (25573/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.312 | Acc: 89.191% (25687/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.312 | Acc: 89.180% (25798/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.312 | Acc: 89.183% (25913/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m22s | Loss: 0.312 | Acc: 89.172% (26024/29184) 228/391 [=====================================>...........................] Step: 344ms | Tot: 1m22s | Loss: 0.312 | Acc: 89.182% (26141/29312) 229/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.312 | Acc: 89.198% (26260/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.312 | Acc: 89.198% (26374/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.312 | Acc: 89.187% (26485/29696) 232/391 [======================================>..........................] Step: 352ms | Tot: 1m23s | Loss: 0.312 | Acc: 89.180% (26597/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.312 | Acc: 89.196% (26716/29952) 234/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.312 | Acc: 89.195% (26830/30080) 235/391 [=======================================>.........................] Step: 356ms | Tot: 1m24s | Loss: 0.312 | Acc: 89.188% (26942/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.312 | Acc: 89.191% (27057/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m25s | Loss: 0.313 | Acc: 89.164% (27163/30464) 238/391 [=======================================>.........................] Step: 353ms | Tot: 1m26s | Loss: 0.313 | Acc: 89.141% (27270/30592) 239/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.313 | Acc: 89.157% (27389/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.313 | Acc: 89.157% (27503/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.313 | Acc: 89.137% (27611/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.313 | Acc: 89.143% (27727/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.312 | Acc: 89.143% (27841/31232) 244/391 [========================================>........................] Step: 351ms | Tot: 1m28s | Loss: 0.313 | Acc: 89.142% (27955/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.313 | Acc: 89.145% (28070/31488) 246/391 [========================================>........................] Step: 353ms | Tot: 1m28s | Loss: 0.312 | Acc: 89.151% (28186/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.312 | Acc: 89.151% (28300/31744) 248/391 [=========================================>.......................] Step: 372ms | Tot: 1m29s | Loss: 0.312 | Acc: 89.150% (28414/31872) 249/391 [=========================================>.......................] Step: 349ms | Tot: 1m29s | Loss: 0.312 | Acc: 89.147% (28527/32000) 250/391 [=========================================>.......................] Step: 349ms | Tot: 1m30s | Loss: 0.312 | Acc: 89.156% (28644/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.312 | Acc: 89.168% (28762/32256) 252/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.312 | Acc: 89.167% (28876/32384) 253/391 [==========================================>......................] Step: 354ms | Tot: 1m31s | Loss: 0.312 | Acc: 89.176% (28993/32512) 254/391 [==========================================>......................] Step: 359ms | Tot: 1m31s | Loss: 0.312 | Acc: 89.188% (29111/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.312 | Acc: 89.188% (29225/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.312 | Acc: 89.166% (29332/32896) 257/391 [==========================================>......................] Step: 374ms | Tot: 1m32s | Loss: 0.313 | Acc: 89.159% (29444/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.313 | Acc: 89.147% (29554/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m33s | Loss: 0.313 | Acc: 89.135% (29664/33280) 260/391 [===========================================>.....................] Step: 402ms | Tot: 1m33s | Loss: 0.313 | Acc: 89.134% (29778/33408) 261/391 [===========================================>.....................] Step: 395ms | Tot: 1m34s | Loss: 0.313 | Acc: 89.128% (29890/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.312 | Acc: 89.125% (30003/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.312 | Acc: 89.122% (30116/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.313 | Acc: 89.110% (30226/33920) 265/391 [============================================>....................] Step: 351ms | Tot: 1m35s | Loss: 0.313 | Acc: 89.112% (30341/34048) 266/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.312 | Acc: 89.133% (30462/34176) 267/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.313 | Acc: 89.132% (30576/34304) 268/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.312 | Acc: 89.144% (30694/34432) 269/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.313 | Acc: 89.135% (30805/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.312 | Acc: 89.135% (30919/34688) 271/391 [=============================================>...................] Step: 350ms | Tot: 1m37s | Loss: 0.313 | Acc: 89.108% (31024/34816) 272/391 [=============================================>...................] Step: 350ms | Tot: 1m38s | Loss: 0.313 | Acc: 89.097% (31134/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.313 | Acc: 89.091% (31246/35072) 274/391 [=============================================>...................] Step: 353ms | Tot: 1m38s | Loss: 0.313 | Acc: 89.091% (31360/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.313 | Acc: 89.088% (31473/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.313 | Acc: 89.099% (31591/35456) 277/391 [==============================================>..................] Step: 350ms | Tot: 1m40s | Loss: 0.313 | Acc: 89.096% (31704/35584) 278/391 [==============================================>..................] Step: 350ms | Tot: 1m40s | Loss: 0.313 | Acc: 89.091% (31816/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.314 | Acc: 89.076% (31925/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.314 | Acc: 89.079% (32040/35968) 281/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.314 | Acc: 89.079% (32154/36096) 282/391 [==============================================>..................] Step: 353ms | Tot: 1m41s | Loss: 0.313 | Acc: 89.093% (32273/36224) 283/391 [===============================================>.................] Step: 349ms | Tot: 1m42s | Loss: 0.313 | Acc: 89.101% (32390/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m42s | Loss: 0.314 | Acc: 89.090% (32500/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.314 | Acc: 89.093% (32615/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.313 | Acc: 89.114% (32737/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.313 | Acc: 89.119% (32853/36864) 288/391 [===============================================>.................] Step: 344ms | Tot: 1m43s | Loss: 0.313 | Acc: 89.135% (32973/36992) 289/391 [================================================>................] Step: 351ms | Tot: 1m44s | Loss: 0.313 | Acc: 89.122% (33082/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.314 | Acc: 89.116% (33194/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.314 | Acc: 89.119% (33309/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.314 | Acc: 89.108% (33419/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.314 | Acc: 89.110% (33534/37632) 294/391 [================================================>................] Step: 354ms | Tot: 1m46s | Loss: 0.314 | Acc: 89.113% (33649/37760) 295/391 [=================================================>...............] Step: 351ms | Tot: 1m46s | Loss: 0.314 | Acc: 89.097% (33757/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.315 | Acc: 89.089% (33868/38016) 297/391 [=================================================>...............] Step: 354ms | Tot: 1m47s | Loss: 0.315 | Acc: 89.078% (33978/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.315 | Acc: 89.081% (34093/38272) 299/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.315 | Acc: 89.065% (34201/38400) 300/391 [=================================================>...............] Step: 348ms | Tot: 1m48s | Loss: 0.315 | Acc: 89.060% (34313/38528) 301/391 [==================================================>..............] Step: 359ms | Tot: 1m48s | Loss: 0.315 | Acc: 89.055% (34425/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m48s | Loss: 0.315 | Acc: 89.060% (34541/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.315 | Acc: 89.057% (34654/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.315 | Acc: 89.062% (34770/39040) 305/391 [==================================================>..............] Step: 349ms | Tot: 1m50s | Loss: 0.315 | Acc: 89.055% (34881/39168) 306/391 [==================================================>..............] Step: 349ms | Tot: 1m50s | Loss: 0.315 | Acc: 89.052% (34994/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m50s | Loss: 0.315 | Acc: 89.065% (35113/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.315 | Acc: 89.055% (35223/39552) 309/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.316 | Acc: 89.042% (35332/39680) 310/391 [===================================================>.............] Step: 349ms | Tot: 1m51s | Loss: 0.316 | Acc: 89.032% (35442/39808) 311/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.316 | Acc: 89.030% (35555/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.316 | Acc: 89.025% (35667/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m52s | Loss: 0.316 | Acc: 89.028% (35782/40192) 314/391 [====================================================>............] Step: 355ms | Tot: 1m53s | Loss: 0.316 | Acc: 89.038% (35900/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.316 | Acc: 89.028% (36010/40448) 316/391 [====================================================>............] Step: 345ms | Tot: 1m53s | Loss: 0.316 | Acc: 89.033% (36126/40576) 317/391 [====================================================>............] Step: 350ms | Tot: 1m54s | Loss: 0.315 | Acc: 89.043% (36244/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.316 | Acc: 89.026% (36351/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.316 | Acc: 89.019% (36462/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m55s | Loss: 0.316 | Acc: 89.009% (36572/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.316 | Acc: 89.009% (36686/41216) 322/391 [=====================================================>...........] Step: 346ms | Tot: 1m56s | Loss: 0.316 | Acc: 89.012% (36801/41344) 323/391 [=====================================================>...........] Step: 352ms | Tot: 1m56s | Loss: 0.316 | Acc: 89.022% (36919/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.317 | Acc: 89.000% (37024/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m57s | Loss: 0.317 | Acc: 88.998% (37137/41728) 326/391 [======================================================>..........] Step: 371ms | Tot: 1m57s | Loss: 0.317 | Acc: 88.986% (37246/41856) 327/391 [======================================================>..........] Step: 346ms | Tot: 1m57s | Loss: 0.317 | Acc: 88.993% (37363/41984) 328/391 [======================================================>..........] Step: 350ms | Tot: 1m58s | Loss: 0.317 | Acc: 88.996% (37478/42112) 329/391 [======================================================>..........] Step: 371ms | Tot: 1m58s | Loss: 0.317 | Acc: 88.987% (37588/42240) 330/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.317 | Acc: 88.985% (37701/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 1m59s | Loss: 0.317 | Acc: 88.973% (37810/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 1m59s | Loss: 0.317 | Acc: 88.959% (37918/42624) 333/391 [=======================================================>.........] Step: 346ms | Tot: 2m52ms | Loss: 0.317 | Acc: 88.957% (38031/42752) 334/391 [=======================================================>.........] Step: 351ms | Tot: 2m404ms | Loss: 0.317 | Acc: 88.965% (38148/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m774ms | Loss: 0.317 | Acc: 88.944% (38253/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.317 | Acc: 88.940% (38365/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m1s | Loss: 0.317 | Acc: 88.949% (38483/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m1s | Loss: 0.317 | Acc: 88.945% (38595/43392) 339/391 [========================================================>........] Step: 351ms | Tot: 2m2s | Loss: 0.317 | Acc: 88.945% (38709/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.317 | Acc: 88.943% (38822/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.317 | Acc: 88.941% (38935/43776) 342/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.317 | Acc: 88.937% (39047/43904) 343/391 [=========================================================>.......] Step: 371ms | Tot: 2m3s | Loss: 0.317 | Acc: 88.933% (39159/44032) 344/391 [=========================================================>.......] Step: 400ms | Tot: 2m4s | Loss: 0.317 | Acc: 88.936% (39274/44160) 345/391 [=========================================================>.......] Step: 369ms | Tot: 2m4s | Loss: 0.317 | Acc: 88.943% (39391/44288) 346/391 [=========================================================>.......] Step: 353ms | Tot: 2m4s | Loss: 0.317 | Acc: 88.941% (39504/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.317 | Acc: 88.932% (39614/44544) 348/391 [=========================================================>.......] Step: 355ms | Tot: 2m5s | Loss: 0.317 | Acc: 88.937% (39730/44672) 349/391 [==========================================================>......] Step: 351ms | Tot: 2m5s | Loss: 0.317 | Acc: 88.931% (39841/44800) 350/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.317 | Acc: 88.938% (39958/44928) 351/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.317 | Acc: 88.932% (40069/45056) 352/391 [==========================================================>......] Step: 349ms | Tot: 2m6s | Loss: 0.317 | Acc: 88.930% (40182/45184) 353/391 [==========================================================>......] Step: 349ms | Tot: 2m7s | Loss: 0.317 | Acc: 88.930% (40296/45312) 354/391 [==========================================================>......] Step: 354ms | Tot: 2m7s | Loss: 0.317 | Acc: 88.915% (40403/45440) 355/391 [===========================================================>.....] Step: 353ms | Tot: 2m7s | Loss: 0.317 | Acc: 88.918% (40518/45568) 356/391 [===========================================================>.....] Step: 353ms | Tot: 2m8s | Loss: 0.317 | Acc: 88.912% (40629/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.317 | Acc: 88.905% (40740/45824) 358/391 [===========================================================>.....] Step: 349ms | Tot: 2m9s | Loss: 0.318 | Acc: 88.901% (40852/45952) 359/391 [===========================================================>.....] Step: 345ms | Tot: 2m9s | Loss: 0.318 | Acc: 88.902% (40966/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.318 | Acc: 88.896% (41077/46208) 361/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.318 | Acc: 88.892% (41189/46336) 362/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.318 | Acc: 88.897% (41305/46464) 363/391 [============================================================>....] Step: 354ms | Tot: 2m10s | Loss: 0.318 | Acc: 88.880% (41411/46592) 364/391 [============================================================>....] Step: 347ms | Tot: 2m11s | Loss: 0.318 | Acc: 88.878% (41524/46720) 365/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.318 | Acc: 88.866% (41632/46848) 366/391 [============================================================>....] Step: 352ms | Tot: 2m11s | Loss: 0.319 | Acc: 88.845% (41736/46976) 367/391 [=============================================================>...] Step: 351ms | Tot: 2m12s | Loss: 0.319 | Acc: 88.831% (41843/47104) 368/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.319 | Acc: 88.836% (41959/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.318 | Acc: 88.845% (42077/47360) 370/391 [=============================================================>...] Step: 353ms | Tot: 2m13s | Loss: 0.318 | Acc: 88.843% (42190/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.318 | Acc: 88.852% (42308/47616) 372/391 [=============================================================>...] Step: 351ms | Tot: 2m13s | Loss: 0.318 | Acc: 88.857% (42424/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m14s | Loss: 0.318 | Acc: 88.856% (42537/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m14s | Loss: 0.318 | Acc: 88.842% (42644/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.318 | Acc: 88.840% (42757/48128) 376/391 [==============================================================>..] Step: 351ms | Tot: 2m15s | Loss: 0.318 | Acc: 88.849% (42875/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.318 | Acc: 88.843% (42986/48384) 378/391 [==============================================================>..] Step: 346ms | Tot: 2m16s | Loss: 0.318 | Acc: 88.840% (43098/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.318 | Acc: 88.847% (43215/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.318 | Acc: 88.845% (43328/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.319 | Acc: 88.838% (43438/48896) 382/391 [===============================================================>.] Step: 356ms | Tot: 2m17s | Loss: 0.319 | Acc: 88.832% (43549/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m17s | Loss: 0.318 | Acc: 88.843% (43668/49152) 384/391 [===============================================================>.] Step: 351ms | Tot: 2m18s | Loss: 0.318 | Acc: 88.847% (43784/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.318 | Acc: 88.850% (43899/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m18s | Loss: 0.318 | Acc: 88.855% (44015/49536) 387/391 [================================================================>] Step: 350ms | Tot: 2m19s | Loss: 0.318 | Acc: 88.851% (44127/49664) 388/391 [================================================================>] Step: 353ms | Tot: 2m19s | Loss: 0.319 | Acc: 88.840% (44235/49792) 389/391 [================================================================>] Step: 347ms | Tot: 2m20s | Loss: 0.319 | Acc: 88.832% (44345/49920) 390/391 [================================================================>] Step: 332ms | Tot: 2m20s | Loss: 0.319 | Acc: 88.828% (44414/50000) 391/391 + [>................................................................] Step: 500ms | Tot: 2ms | Loss: 0.555 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 294ms | Tot: 297ms | Loss: 0.519 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 288ms | Tot: 585ms | Loss: 0.496 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 289ms | Tot: 875ms | Loss: 0.487 | Acc: 82.250% (329/400) 4/100 [==>..............................................................] Step: 282ms | Tot: 1s158ms | Loss: 0.494 | Acc: 82.000% (410/500) 5/100 [===>.............................................................] Step: 284ms | Tot: 1s442ms | Loss: 0.454 | Acc: 83.333% (500/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s742ms | Loss: 0.443 | Acc: 84.143% (589/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s36ms | Loss: 0.486 | Acc: 83.000% (664/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s335ms | Loss: 0.518 | Acc: 83.000% (747/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s637ms | Loss: 0.517 | Acc: 83.000% (830/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s936ms | Loss: 0.523 | Acc: 83.000% (913/1100) 11/100 [=======>.........................................................] Step: 290ms | Tot: 3s226ms | Loss: 0.539 | Acc: 82.917% (995/1200) 12/100 [=======>.........................................................] Step: 293ms | Tot: 3s520ms | Loss: 0.538 | Acc: 82.846% (1077/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s826ms | Loss: 0.552 | Acc: 82.786% (1159/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s129ms | Loss: 0.540 | Acc: 83.067% (1246/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s429ms | Loss: 0.550 | Acc: 82.625% (1322/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s729ms | Loss: 0.545 | Acc: 82.824% (1408/1700) 17/100 [===========>.....................................................] Step: 295ms | Tot: 5s24ms | Loss: 0.541 | Acc: 82.833% (1491/1800) 18/100 [===========>.....................................................] Step: 297ms | Tot: 5s322ms | Loss: 0.537 | Acc: 82.895% (1575/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s634ms | Loss: 0.539 | Acc: 82.650% (1653/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 5s941ms | Loss: 0.540 | Acc: 82.571% (1734/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s251ms | Loss: 0.536 | Acc: 82.682% (1819/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s552ms | Loss: 0.535 | Acc: 82.957% (1908/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s852ms | Loss: 0.538 | Acc: 82.875% (1989/2400) 24/100 [===============>.................................................] Step: 296ms | Tot: 7s149ms | Loss: 0.543 | Acc: 82.840% (2071/2500) 25/100 [================>................................................] Step: 299ms | Tot: 7s448ms | Loss: 0.550 | Acc: 82.885% (2155/2600) 26/100 [================>................................................] Step: 311ms | Tot: 7s760ms | Loss: 0.542 | Acc: 83.148% (2245/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s67ms | Loss: 0.539 | Acc: 83.214% (2330/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s374ms | Loss: 0.539 | Acc: 83.276% (2415/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s683ms | Loss: 0.540 | Acc: 83.333% (2500/3000) 30/100 [===================>.............................................] Step: 292ms | Tot: 8s975ms | Loss: 0.541 | Acc: 83.226% (2580/3100) 31/100 [====================>............................................] Step: 296ms | Tot: 9s272ms | Loss: 0.539 | Acc: 83.312% (2666/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s573ms | Loss: 0.542 | Acc: 83.182% (2745/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 9s886ms | Loss: 0.540 | Acc: 83.176% (2828/3400) 34/100 [======================>..........................................] Step: 303ms | Tot: 10s189ms | Loss: 0.544 | Acc: 83.029% (2906/3500) 35/100 [======================>..........................................] Step: 295ms | Tot: 10s484ms | Loss: 0.546 | Acc: 83.167% (2994/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s786ms | Loss: 0.550 | Acc: 82.946% (3069/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s87ms | Loss: 0.557 | Acc: 82.816% (3147/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s389ms | Loss: 0.554 | Acc: 82.872% (3232/3900) 39/100 [=========================>.......................................] Step: 310ms | Tot: 11s700ms | Loss: 0.551 | Acc: 83.000% (3320/4000) 40/100 [==========================>......................................] Step: 299ms | Tot: 11s999ms | Loss: 0.551 | Acc: 83.000% (3403/4100) 41/100 [==========================>......................................] Step: 297ms | Tot: 12s297ms | Loss: 0.554 | Acc: 82.929% (3483/4200) 42/100 [===========================>.....................................] Step: 295ms | Tot: 12s592ms | Loss: 0.552 | Acc: 82.930% (3566/4300) 43/100 [===========================>.....................................] Step: 342ms | Tot: 12s935ms | Loss: 0.551 | Acc: 82.932% (3649/4400) 44/100 [============================>....................................] Step: 346ms | Tot: 13s282ms | Loss: 0.551 | Acc: 83.000% (3735/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s585ms | Loss: 0.552 | Acc: 82.957% (3816/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 13s888ms | Loss: 0.551 | Acc: 82.915% (3897/4700) 47/100 [==============================>..................................] Step: 299ms | Tot: 14s188ms | Loss: 0.555 | Acc: 82.833% (3976/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s490ms | Loss: 0.553 | Acc: 82.837% (4059/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 14s794ms | Loss: 0.557 | Acc: 82.720% (4136/5000) 50/100 [================================>................................] Step: 300ms | Tot: 15s95ms | Loss: 0.554 | Acc: 82.804% (4223/5100) 51/100 [=================================>...............................] Step: 290ms | Tot: 15s385ms | Loss: 0.555 | Acc: 82.769% (4304/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s684ms | Loss: 0.555 | Acc: 82.774% (4387/5300) 53/100 [==================================>..............................] Step: 292ms | Tot: 15s977ms | Loss: 0.553 | Acc: 82.815% (4472/5400) 54/100 [===================================>.............................] Step: 296ms | Tot: 16s274ms | Loss: 0.552 | Acc: 82.818% (4555/5500) 55/100 [===================================>.............................] Step: 299ms | Tot: 16s573ms | Loss: 0.555 | Acc: 82.821% (4638/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 16s879ms | Loss: 0.558 | Acc: 82.789% (4719/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s184ms | Loss: 0.558 | Acc: 82.810% (4803/5800) 58/100 [=====================================>...........................] Step: 297ms | Tot: 17s481ms | Loss: 0.558 | Acc: 82.780% (4884/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 17s786ms | Loss: 0.562 | Acc: 82.733% (4964/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s87ms | Loss: 0.561 | Acc: 82.738% (5047/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s387ms | Loss: 0.560 | Acc: 82.710% (5128/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s693ms | Loss: 0.559 | Acc: 82.698% (5210/6300) 63/100 [========================================>........................] Step: 298ms | Tot: 18s992ms | Loss: 0.558 | Acc: 82.781% (5298/6400) 64/100 [=========================================>.......................] Step: 297ms | Tot: 19s290ms | Loss: 0.561 | Acc: 82.754% (5379/6500) 65/100 [==========================================>......................] Step: 299ms | Tot: 19s589ms | Loss: 0.563 | Acc: 82.727% (5460/6600) 66/100 [==========================================>......................] Step: 298ms | Tot: 19s888ms | Loss: 0.562 | Acc: 82.761% (5545/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s192ms | Loss: 0.564 | Acc: 82.691% (5623/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s496ms | Loss: 0.562 | Acc: 82.696% (5706/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 20s800ms | Loss: 0.563 | Acc: 82.657% (5786/7000) 70/100 [=============================================>...................] Step: 296ms | Tot: 21s96ms | Loss: 0.566 | Acc: 82.648% (5868/7100) 71/100 [==============================================>..................] Step: 298ms | Tot: 21s395ms | Loss: 0.566 | Acc: 82.611% (5948/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 21s701ms | Loss: 0.566 | Acc: 82.562% (6027/7300) 73/100 [===============================================>.................] Step: 296ms | Tot: 21s998ms | Loss: 0.565 | Acc: 82.595% (6112/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s303ms | Loss: 0.566 | Acc: 82.613% (6196/7500) 75/100 [================================================>................] Step: 312ms | Tot: 22s615ms | Loss: 0.565 | Acc: 82.618% (6279/7600) 76/100 [=================================================>...............] Step: 294ms | Tot: 22s910ms | Loss: 0.566 | Acc: 82.610% (6361/7700) 77/100 [==================================================>..............] Step: 291ms | Tot: 23s201ms | Loss: 0.568 | Acc: 82.564% (6440/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s504ms | Loss: 0.568 | Acc: 82.557% (6522/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 23s807ms | Loss: 0.567 | Acc: 82.525% (6602/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s117ms | Loss: 0.565 | Acc: 82.580% (6689/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s427ms | Loss: 0.566 | Acc: 82.573% (6771/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 24s734ms | Loss: 0.567 | Acc: 82.506% (6848/8300) 83/100 [=====================================================>...........] Step: 297ms | Tot: 25s31ms | Loss: 0.566 | Acc: 82.536% (6933/8400) 84/100 [======================================================>..........] Step: 298ms | Tot: 25s330ms | Loss: 0.568 | Acc: 82.459% (7009/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s634ms | Loss: 0.570 | Acc: 82.453% (7091/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 25s937ms | Loss: 0.570 | Acc: 82.494% (7177/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s242ms | Loss: 0.570 | Acc: 82.500% (7260/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s545ms | Loss: 0.570 | Acc: 82.551% (7347/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 26s851ms | Loss: 0.569 | Acc: 82.578% (7432/9000) 90/100 [==========================================================>......] Step: 297ms | Tot: 27s149ms | Loss: 0.567 | Acc: 82.637% (7520/9100) 91/100 [===========================================================>.....] Step: 295ms | Tot: 27s444ms | Loss: 0.563 | Acc: 82.728% (7611/9200) 92/100 [===========================================================>.....] Step: 297ms | Tot: 27s742ms | Loss: 0.564 | Acc: 82.699% (7691/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s45ms | Loss: 0.565 | Acc: 82.638% (7768/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s351ms | Loss: 0.565 | Acc: 82.611% (7848/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 28s662ms | Loss: 0.565 | Acc: 82.604% (7930/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 28s965ms | Loss: 0.565 | Acc: 82.588% (8011/9700) 97/100 [===============================================================>.] Step: 292ms | Tot: 29s258ms | Loss: 0.566 | Acc: 82.520% (8087/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 29s555ms | Loss: 0.569 | Acc: 82.475% (8165/9900) 99/100 [================================================================>] Step: 298ms | Tot: 29s853ms | Loss: 0.568 | Acc: 82.480% (8248/10000) 100/100 + +Epoch: 106 + [>................................................................] Step: 602ms | Tot: 2ms | Loss: 0.365 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.340 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 362ms | Tot: 751ms | Loss: 0.309 | Acc: 88.542% (340/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s119ms | Loss: 0.292 | Acc: 89.453% (458/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s480ms | Loss: 0.275 | Acc: 90.156% (577/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s843ms | Loss: 0.272 | Acc: 90.104% (692/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s212ms | Loss: 0.302 | Acc: 88.839% (796/896) 7/391 [=>...............................................................] Step: 354ms | Tot: 2s566ms | Loss: 0.314 | Acc: 88.867% (910/1024) 8/391 [=>...............................................................] Step: 352ms | Tot: 2s919ms | Loss: 0.299 | Acc: 89.497% (1031/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s284ms | Loss: 0.295 | Acc: 89.609% (1147/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s645ms | Loss: 0.309 | Acc: 89.205% (1256/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s13ms | Loss: 0.310 | Acc: 89.193% (1370/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s384ms | Loss: 0.303 | Acc: 89.724% (1493/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s741ms | Loss: 0.299 | Acc: 89.955% (1612/1792) 14/391 [==>..............................................................] Step: 353ms | Tot: 5s94ms | Loss: 0.303 | Acc: 89.688% (1722/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s449ms | Loss: 0.304 | Acc: 89.600% (1835/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s814ms | Loss: 0.298 | Acc: 89.798% (1954/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s174ms | Loss: 0.301 | Acc: 89.627% (2065/2304) 18/391 [==>..............................................................] Step: 356ms | Tot: 6s530ms | Loss: 0.306 | Acc: 89.433% (2175/2432) 19/391 [===>.............................................................] Step: 349ms | Tot: 6s879ms | Loss: 0.304 | Acc: 89.375% (2288/2560) 20/391 [===>.............................................................] Step: 355ms | Tot: 7s235ms | Loss: 0.304 | Acc: 89.472% (2405/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s605ms | Loss: 0.305 | Acc: 89.453% (2519/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 7s966ms | Loss: 0.303 | Acc: 89.470% (2634/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s331ms | Loss: 0.303 | Acc: 89.421% (2747/3072) 24/391 [===>.............................................................] Step: 352ms | Tot: 8s683ms | Loss: 0.306 | Acc: 89.312% (2858/3200) 25/391 [====>............................................................] Step: 348ms | Tot: 9s31ms | Loss: 0.310 | Acc: 89.333% (2973/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s397ms | Loss: 0.309 | Acc: 89.265% (3085/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s758ms | Loss: 0.309 | Acc: 89.258% (3199/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s115ms | Loss: 0.310 | Acc: 89.305% (3315/3712) 29/391 [====>............................................................] Step: 356ms | Tot: 10s472ms | Loss: 0.314 | Acc: 89.193% (3425/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s829ms | Loss: 0.318 | Acc: 89.062% (3534/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s190ms | Loss: 0.318 | Acc: 89.062% (3648/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s547ms | Loss: 0.315 | Acc: 89.252% (3770/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 11s902ms | Loss: 0.315 | Acc: 89.361% (3889/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s265ms | Loss: 0.313 | Acc: 89.397% (4005/4480) 35/391 [=====>...........................................................] Step: 407ms | Tot: 12s673ms | Loss: 0.312 | Acc: 89.388% (4119/4608) 36/391 [=====>...........................................................] Step: 389ms | Tot: 13s62ms | Loss: 0.313 | Acc: 89.316% (4230/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s420ms | Loss: 0.314 | Acc: 89.268% (4342/4864) 38/391 [======>..........................................................] Step: 358ms | Tot: 13s778ms | Loss: 0.311 | Acc: 89.363% (4461/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s141ms | Loss: 0.310 | Acc: 89.453% (4580/5120) 40/391 [======>..........................................................] Step: 370ms | Tot: 14s511ms | Loss: 0.310 | Acc: 89.310% (4687/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 14s870ms | Loss: 0.310 | Acc: 89.342% (4803/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s230ms | Loss: 0.311 | Acc: 89.299% (4915/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s589ms | Loss: 0.310 | Acc: 89.364% (5033/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 15s949ms | Loss: 0.312 | Acc: 89.236% (5140/5760) 45/391 [=======>.........................................................] Step: 354ms | Tot: 16s304ms | Loss: 0.313 | Acc: 89.232% (5254/5888) 46/391 [=======>.........................................................] Step: 379ms | Tot: 16s683ms | Loss: 0.314 | Acc: 89.179% (5365/6016) 47/391 [=======>.........................................................] Step: 351ms | Tot: 17s35ms | Loss: 0.315 | Acc: 89.144% (5477/6144) 48/391 [=======>.........................................................] Step: 371ms | Tot: 17s406ms | Loss: 0.317 | Acc: 89.062% (5586/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s763ms | Loss: 0.315 | Acc: 89.078% (5701/6400) 50/391 [========>........................................................] Step: 357ms | Tot: 18s121ms | Loss: 0.315 | Acc: 89.047% (5813/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s481ms | Loss: 0.316 | Acc: 89.062% (5928/6656) 52/391 [========>........................................................] Step: 350ms | Tot: 18s831ms | Loss: 0.316 | Acc: 89.062% (6042/6784) 53/391 [========>........................................................] Step: 356ms | Tot: 19s188ms | Loss: 0.315 | Acc: 89.164% (6163/6912) 54/391 [========>........................................................] Step: 355ms | Tot: 19s543ms | Loss: 0.314 | Acc: 89.176% (6278/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 19s903ms | Loss: 0.313 | Acc: 89.230% (6396/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s265ms | Loss: 0.311 | Acc: 89.309% (6516/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s623ms | Loss: 0.310 | Acc: 89.332% (6632/7424) 58/391 [=========>.......................................................] Step: 352ms | Tot: 20s975ms | Loss: 0.310 | Acc: 89.341% (6747/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s339ms | Loss: 0.308 | Acc: 89.414% (6867/7680) 60/391 [=========>.......................................................] Step: 355ms | Tot: 21s694ms | Loss: 0.307 | Acc: 89.434% (6983/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s54ms | Loss: 0.308 | Acc: 89.378% (7093/7936) 62/391 [==========>......................................................] Step: 354ms | Tot: 22s409ms | Loss: 0.308 | Acc: 89.385% (7208/8064) 63/391 [==========>......................................................] Step: 347ms | Tot: 22s756ms | Loss: 0.306 | Acc: 89.465% (7329/8192) 64/391 [==========>......................................................] Step: 351ms | Tot: 23s107ms | Loss: 0.306 | Acc: 89.519% (7448/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s469ms | Loss: 0.304 | Acc: 89.595% (7569/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 23s837ms | Loss: 0.302 | Acc: 89.692% (7692/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 24s193ms | Loss: 0.302 | Acc: 89.729% (7810/8704) 68/391 [===========>.....................................................] Step: 350ms | Tot: 24s543ms | Loss: 0.302 | Acc: 89.697% (7922/8832) 69/391 [===========>.....................................................] Step: 347ms | Tot: 24s891ms | Loss: 0.302 | Acc: 89.699% (8037/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s255ms | Loss: 0.303 | Acc: 89.657% (8148/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 25s622ms | Loss: 0.302 | Acc: 89.627% (8260/9216) 72/391 [===========>.....................................................] Step: 353ms | Tot: 25s976ms | Loss: 0.303 | Acc: 89.640% (8376/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s335ms | Loss: 0.302 | Acc: 89.675% (8494/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 26s694ms | Loss: 0.301 | Acc: 89.646% (8606/9600) 75/391 [============>....................................................] Step: 374ms | Tot: 27s68ms | Loss: 0.301 | Acc: 89.628% (8719/9728) 76/391 [============>....................................................] Step: 372ms | Tot: 27s441ms | Loss: 0.301 | Acc: 89.631% (8834/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 27s805ms | Loss: 0.301 | Acc: 89.653% (8951/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s164ms | Loss: 0.300 | Acc: 89.656% (9066/10112) 79/391 [=============>...................................................] Step: 350ms | Tot: 28s514ms | Loss: 0.300 | Acc: 89.688% (9184/10240) 80/391 [=============>...................................................] Step: 351ms | Tot: 28s865ms | Loss: 0.300 | Acc: 89.660% (9296/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s232ms | Loss: 0.301 | Acc: 89.634% (9408/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 29s600ms | Loss: 0.301 | Acc: 89.627% (9522/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 29s960ms | Loss: 0.301 | Acc: 89.602% (9634/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s323ms | Loss: 0.300 | Acc: 89.660% (9755/10880) 85/391 [==============>..................................................] Step: 355ms | Tot: 30s678ms | Loss: 0.299 | Acc: 89.680% (9872/11008) 86/391 [==============>..................................................] Step: 353ms | Tot: 31s31ms | Loss: 0.300 | Acc: 89.682% (9987/11136) 87/391 [==============>..................................................] Step: 370ms | Tot: 31s401ms | Loss: 0.300 | Acc: 89.702% (10104/11264) 88/391 [==============>..................................................] Step: 353ms | Tot: 31s755ms | Loss: 0.301 | Acc: 89.703% (10219/11392) 89/391 [==============>..................................................] Step: 351ms | Tot: 32s107ms | Loss: 0.299 | Acc: 89.722% (10336/11520) 90/391 [==============>..................................................] Step: 353ms | Tot: 32s460ms | Loss: 0.299 | Acc: 89.715% (10450/11648) 91/391 [===============>.................................................] Step: 349ms | Tot: 32s809ms | Loss: 0.299 | Acc: 89.742% (10568/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s176ms | Loss: 0.297 | Acc: 89.802% (10690/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s542ms | Loss: 0.298 | Acc: 89.802% (10805/12032) 94/391 [===============>.................................................] Step: 355ms | Tot: 33s897ms | Loss: 0.297 | Acc: 89.836% (10924/12160) 95/391 [===============>.................................................] Step: 355ms | Tot: 34s253ms | Loss: 0.298 | Acc: 89.795% (11034/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s613ms | Loss: 0.298 | Acc: 89.803% (11150/12416) 97/391 [================>................................................] Step: 352ms | Tot: 34s965ms | Loss: 0.297 | Acc: 89.820% (11267/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s330ms | Loss: 0.296 | Acc: 89.852% (11386/12672) 99/391 [================>................................................] Step: 355ms | Tot: 35s686ms | Loss: 0.296 | Acc: 89.867% (11503/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s43ms | Loss: 0.296 | Acc: 89.859% (11617/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s396ms | Loss: 0.296 | Acc: 89.874% (11734/13056) 102/391 [================>................................................] Step: 361ms | Tot: 36s758ms | Loss: 0.295 | Acc: 89.874% (11849/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s113ms | Loss: 0.295 | Acc: 89.896% (11967/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 37s473ms | Loss: 0.295 | Acc: 89.896% (12082/13440) 105/391 [=================>...............................................] Step: 362ms | Tot: 37s835ms | Loss: 0.296 | Acc: 89.866% (12193/13568) 106/391 [=================>...............................................] Step: 348ms | Tot: 38s184ms | Loss: 0.295 | Acc: 89.895% (12312/13696) 107/391 [=================>...............................................] Step: 349ms | Tot: 38s533ms | Loss: 0.296 | Acc: 89.887% (12426/13824) 108/391 [=================>...............................................] Step: 349ms | Tot: 38s883ms | Loss: 0.295 | Acc: 89.930% (12547/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s249ms | Loss: 0.294 | Acc: 89.943% (12664/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 39s611ms | Loss: 0.294 | Acc: 89.963% (12782/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 39s972ms | Loss: 0.294 | Acc: 89.934% (12893/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s327ms | Loss: 0.295 | Acc: 89.920% (13006/14464) 113/391 [==================>..............................................] Step: 351ms | Tot: 40s678ms | Loss: 0.295 | Acc: 89.926% (13122/14592) 114/391 [==================>..............................................] Step: 353ms | Tot: 41s32ms | Loss: 0.294 | Acc: 89.993% (13247/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 41s400ms | Loss: 0.294 | Acc: 89.965% (13358/14848) 116/391 [===================>.............................................] Step: 356ms | Tot: 41s757ms | Loss: 0.294 | Acc: 89.964% (13473/14976) 117/391 [===================>.............................................] Step: 352ms | Tot: 42s109ms | Loss: 0.294 | Acc: 89.936% (13584/15104) 118/391 [===================>.............................................] Step: 403ms | Tot: 42s512ms | Loss: 0.294 | Acc: 89.962% (13703/15232) 119/391 [===================>.............................................] Step: 415ms | Tot: 42s928ms | Loss: 0.293 | Acc: 89.967% (13819/15360) 120/391 [===================>.............................................] Step: 376ms | Tot: 43s304ms | Loss: 0.293 | Acc: 89.973% (13935/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 43s667ms | Loss: 0.294 | Acc: 89.927% (14043/15616) 122/391 [====================>............................................] Step: 347ms | Tot: 44s15ms | Loss: 0.295 | Acc: 89.926% (14158/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s376ms | Loss: 0.294 | Acc: 89.926% (14273/15872) 124/391 [====================>............................................] Step: 386ms | Tot: 44s763ms | Loss: 0.295 | Acc: 89.919% (14387/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s126ms | Loss: 0.295 | Acc: 89.918% (14502/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s483ms | Loss: 0.296 | Acc: 89.887% (14612/16256) 127/391 [=====================>...........................................] Step: 352ms | Tot: 45s835ms | Loss: 0.296 | Acc: 89.917% (14732/16384) 128/391 [=====================>...........................................] Step: 353ms | Tot: 46s189ms | Loss: 0.297 | Acc: 89.892% (14843/16512) 129/391 [=====================>...........................................] Step: 352ms | Tot: 46s542ms | Loss: 0.296 | Acc: 89.910% (14961/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 46s901ms | Loss: 0.296 | Acc: 89.927% (15079/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s265ms | Loss: 0.296 | Acc: 89.915% (15192/16896) 132/391 [=====================>...........................................] Step: 352ms | Tot: 47s617ms | Loss: 0.296 | Acc: 89.897% (15304/17024) 133/391 [======================>..........................................] Step: 343ms | Tot: 47s960ms | Loss: 0.297 | Acc: 89.879% (15416/17152) 134/391 [======================>..........................................] Step: 354ms | Tot: 48s315ms | Loss: 0.297 | Acc: 89.867% (15529/17280) 135/391 [======================>..........................................] Step: 352ms | Tot: 48s668ms | Loss: 0.297 | Acc: 89.844% (15640/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 49s27ms | Loss: 0.298 | Acc: 89.815% (15750/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 49s395ms | Loss: 0.298 | Acc: 89.810% (15864/17664) 138/391 [======================>..........................................] Step: 375ms | Tot: 49s770ms | Loss: 0.298 | Acc: 89.810% (15979/17792) 139/391 [=======================>.........................................] Step: 355ms | Tot: 50s126ms | Loss: 0.298 | Acc: 89.816% (16095/17920) 140/391 [=======================>.........................................] Step: 352ms | Tot: 50s478ms | Loss: 0.298 | Acc: 89.811% (16209/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 50s837ms | Loss: 0.297 | Acc: 89.833% (16328/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s199ms | Loss: 0.297 | Acc: 89.822% (16441/18304) 143/391 [=======================>.........................................] Step: 356ms | Tot: 51s555ms | Loss: 0.298 | Acc: 89.806% (16553/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 51s923ms | Loss: 0.298 | Acc: 89.801% (16667/18560) 145/391 [========================>........................................] Step: 354ms | Tot: 52s277ms | Loss: 0.298 | Acc: 89.801% (16782/18688) 146/391 [========================>........................................] Step: 354ms | Tot: 52s631ms | Loss: 0.298 | Acc: 89.791% (16895/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 52s998ms | Loss: 0.297 | Acc: 89.791% (17010/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 53s365ms | Loss: 0.298 | Acc: 89.765% (17120/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 53s725ms | Loss: 0.298 | Acc: 89.792% (17240/19200) 150/391 [========================>........................................] Step: 352ms | Tot: 54s77ms | Loss: 0.298 | Acc: 89.787% (17354/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 54s437ms | Loss: 0.298 | Acc: 89.767% (17465/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 54s794ms | Loss: 0.298 | Acc: 89.782% (17583/19584) 153/391 [=========================>.......................................] Step: 370ms | Tot: 55s165ms | Loss: 0.298 | Acc: 89.778% (17697/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s516ms | Loss: 0.298 | Acc: 89.783% (17813/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 55s872ms | Loss: 0.298 | Acc: 89.779% (17927/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 56s233ms | Loss: 0.298 | Acc: 89.754% (18037/20096) 157/391 [==========================>......................................] Step: 350ms | Tot: 56s584ms | Loss: 0.298 | Acc: 89.745% (18150/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 56s943ms | Loss: 0.298 | Acc: 89.731% (18262/20352) 159/391 [==========================>......................................] Step: 375ms | Tot: 57s318ms | Loss: 0.299 | Acc: 89.692% (18369/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 57s683ms | Loss: 0.299 | Acc: 89.703% (18486/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 58s53ms | Loss: 0.299 | Acc: 89.699% (18600/20736) 162/391 [==========================>......................................] Step: 370ms | Tot: 58s423ms | Loss: 0.299 | Acc: 89.710% (18717/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 58s790ms | Loss: 0.299 | Acc: 89.734% (18837/20992) 164/391 [===========================>.....................................] Step: 393ms | Tot: 59s184ms | Loss: 0.299 | Acc: 89.730% (18951/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 59s554ms | Loss: 0.299 | Acc: 89.750% (19070/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 59s920ms | Loss: 0.299 | Acc: 89.727% (19180/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 1m279ms | Loss: 0.299 | Acc: 89.732% (19296/21504) 168/391 [===========================>.....................................] Step: 348ms | Tot: 1m627ms | Loss: 0.299 | Acc: 89.728% (19410/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m989ms | Loss: 0.299 | Acc: 89.756% (19531/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.299 | Acc: 89.748% (19644/21888) 171/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.299 | Acc: 89.739% (19757/22016) 172/391 [============================>....................................] Step: 347ms | Tot: 1m2s | Loss: 0.299 | Acc: 89.740% (19872/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.299 | Acc: 89.714% (19981/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.300 | Acc: 89.701% (20093/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.300 | Acc: 89.688% (20205/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.300 | Acc: 89.676% (20317/22656) 177/391 [=============================>...................................] Step: 348ms | Tot: 1m3s | Loss: 0.300 | Acc: 89.690% (20435/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.300 | Acc: 89.687% (20549/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.301 | Acc: 89.679% (20662/23040) 180/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.301 | Acc: 89.662% (20773/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.301 | Acc: 89.663% (20888/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m5s | Loss: 0.301 | Acc: 89.664% (21003/23424) 183/391 [==============================>..................................] Step: 349ms | Tot: 1m6s | Loss: 0.301 | Acc: 89.648% (21114/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.301 | Acc: 89.645% (21228/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.301 | Acc: 89.638% (21341/23808) 186/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.301 | Acc: 89.622% (21452/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.302 | Acc: 89.603% (21562/24064) 188/391 [===============================>.................................] Step: 349ms | Tot: 1m7s | Loss: 0.302 | Acc: 89.596% (21675/24192) 189/391 [===============================>.................................] Step: 350ms | Tot: 1m8s | Loss: 0.302 | Acc: 89.576% (21785/24320) 190/391 [===============================>.................................] Step: 346ms | Tot: 1m8s | Loss: 0.302 | Acc: 89.574% (21899/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.302 | Acc: 89.579% (22015/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.302 | Acc: 89.573% (22128/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m9s | Loss: 0.302 | Acc: 89.554% (22238/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.302 | Acc: 89.559% (22354/24960) 195/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.302 | Acc: 89.553% (22467/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.302 | Acc: 89.546% (22580/25216) 197/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.303 | Acc: 89.540% (22693/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.302 | Acc: 89.526% (22804/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m11s | Loss: 0.302 | Acc: 89.535% (22921/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.302 | Acc: 89.537% (23036/25728) 201/391 [=================================>...............................] Step: 392ms | Tot: 1m12s | Loss: 0.302 | Acc: 89.546% (23153/25856) 202/391 [=================================>...............................] Step: 404ms | Tot: 1m12s | Loss: 0.302 | Acc: 89.536% (23265/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.302 | Acc: 89.526% (23377/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.303 | Acc: 89.508% (23487/26240) 205/391 [==================================>..............................] Step: 351ms | Tot: 1m13s | Loss: 0.303 | Acc: 89.491% (23597/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.304 | Acc: 89.459% (23703/26496) 207/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.303 | Acc: 89.464% (23819/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.304 | Acc: 89.444% (23928/26752) 209/391 [==================================>..............................] Step: 376ms | Tot: 1m15s | Loss: 0.304 | Acc: 89.457% (24046/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.304 | Acc: 89.466% (24163/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.304 | Acc: 89.475% (24280/27136) 212/391 [===================================>.............................] Step: 352ms | Tot: 1m16s | Loss: 0.304 | Acc: 89.473% (24394/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.304 | Acc: 89.464% (24506/27392) 214/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.304 | Acc: 89.469% (24622/27520) 215/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.304 | Acc: 89.450% (24731/27648) 216/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.305 | Acc: 89.441% (24843/27776) 217/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.305 | Acc: 89.424% (24953/27904) 218/391 [====================================>............................] Step: 367ms | Tot: 1m18s | Loss: 0.305 | Acc: 89.441% (25072/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.306 | Acc: 89.425% (25182/28160) 220/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.306 | Acc: 89.444% (25302/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.306 | Acc: 89.450% (25418/28416) 222/391 [====================================>............................] Step: 347ms | Tot: 1m20s | Loss: 0.306 | Acc: 89.462% (25536/28544) 223/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.305 | Acc: 89.488% (25658/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m20s | Loss: 0.305 | Acc: 89.503% (25777/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.305 | Acc: 89.484% (25886/28928) 226/391 [=====================================>...........................] Step: 351ms | Tot: 1m21s | Loss: 0.305 | Acc: 89.479% (25999/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.305 | Acc: 89.484% (26115/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.305 | Acc: 89.492% (26232/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m22s | Loss: 0.305 | Acc: 89.494% (26347/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m22s | Loss: 0.305 | Acc: 89.482% (26458/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.305 | Acc: 89.473% (26570/29696) 232/391 [======================================>..........................] Step: 353ms | Tot: 1m23s | Loss: 0.305 | Acc: 89.482% (26687/29824) 233/391 [======================================>..........................] Step: 348ms | Tot: 1m24s | Loss: 0.305 | Acc: 89.460% (26795/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m24s | Loss: 0.305 | Acc: 89.458% (26909/30080) 235/391 [=======================================>.........................] Step: 369ms | Tot: 1m24s | Loss: 0.305 | Acc: 89.466% (27026/30208) 236/391 [=======================================>.........................] Step: 373ms | Tot: 1m25s | Loss: 0.305 | Acc: 89.458% (27138/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m25s | Loss: 0.305 | Acc: 89.453% (27251/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.305 | Acc: 89.438% (27361/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.305 | Acc: 89.453% (27480/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.305 | Acc: 89.439% (27590/30848) 241/391 [========================================>........................] Step: 373ms | Tot: 1m26s | Loss: 0.305 | Acc: 89.456% (27710/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.305 | Acc: 89.439% (27819/31104) 243/391 [========================================>........................] Step: 349ms | Tot: 1m27s | Loss: 0.305 | Acc: 89.444% (27935/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m28s | Loss: 0.306 | Acc: 89.410% (28039/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.306 | Acc: 89.393% (28148/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.306 | Acc: 89.398% (28264/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.306 | Acc: 89.393% (28377/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m29s | Loss: 0.307 | Acc: 89.386% (28489/31872) 249/391 [=========================================>.......................] Step: 373ms | Tot: 1m29s | Loss: 0.307 | Acc: 89.375% (28600/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.306 | Acc: 89.392% (28720/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.307 | Acc: 89.369% (28827/32256) 252/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.307 | Acc: 89.365% (28940/32384) 253/391 [==========================================>......................] Step: 377ms | Tot: 1m31s | Loss: 0.308 | Acc: 89.358% (29052/32512) 254/391 [==========================================>......................] Step: 372ms | Tot: 1m31s | Loss: 0.307 | Acc: 89.354% (29165/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.307 | Acc: 89.365% (29283/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.307 | Acc: 89.370% (29399/32896) 257/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.307 | Acc: 89.344% (29505/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.307 | Acc: 89.334% (29616/33152) 259/391 [===========================================>.....................] Step: 354ms | Tot: 1m33s | Loss: 0.307 | Acc: 89.342% (29733/33280) 260/391 [===========================================>.....................] Step: 350ms | Tot: 1m33s | Loss: 0.307 | Acc: 89.347% (29849/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.308 | Acc: 89.343% (29962/33536) 262/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.308 | Acc: 89.333% (30073/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.308 | Acc: 89.311% (30180/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.309 | Acc: 89.304% (30292/33920) 265/391 [============================================>....................] Step: 349ms | Tot: 1m35s | Loss: 0.309 | Acc: 89.292% (30402/34048) 266/391 [============================================>....................] Step: 346ms | Tot: 1m36s | Loss: 0.308 | Acc: 89.300% (30519/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.308 | Acc: 89.304% (30635/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.308 | Acc: 89.289% (30744/34432) 269/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.308 | Acc: 89.291% (30859/34560) 270/391 [============================================>....................] Step: 353ms | Tot: 1m37s | Loss: 0.308 | Acc: 89.293% (30974/34688) 271/391 [=============================================>...................] Step: 355ms | Tot: 1m37s | Loss: 0.308 | Acc: 89.295% (31089/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.308 | Acc: 89.306% (31207/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.308 | Acc: 89.291% (31316/35072) 274/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.309 | Acc: 89.273% (31424/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.309 | Acc: 89.269% (31537/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.309 | Acc: 89.251% (31645/35456) 277/391 [==============================================>..................] Step: 349ms | Tot: 1m40s | Loss: 0.309 | Acc: 89.254% (31760/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.309 | Acc: 89.259% (31876/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.309 | Acc: 89.272% (31995/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.309 | Acc: 89.263% (32106/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.309 | Acc: 89.254% (32217/36096) 282/391 [==============================================>..................] Step: 352ms | Tot: 1m41s | Loss: 0.309 | Acc: 89.264% (32335/36224) 283/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.309 | Acc: 89.274% (32453/36352) 284/391 [===============================================>.................] Step: 409ms | Tot: 1m42s | Loss: 0.309 | Acc: 89.276% (32568/36480) 285/391 [===============================================>.................] Step: 395ms | Tot: 1m42s | Loss: 0.308 | Acc: 89.300% (32691/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.309 | Acc: 89.297% (32804/36736) 287/391 [===============================================>.................] Step: 353ms | Tot: 1m43s | Loss: 0.308 | Acc: 89.304% (32921/36864) 288/391 [===============================================>.................] Step: 348ms | Tot: 1m44s | Loss: 0.308 | Acc: 89.298% (33033/36992) 289/391 [================================================>................] Step: 386ms | Tot: 1m44s | Loss: 0.308 | Acc: 89.302% (33149/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m44s | Loss: 0.308 | Acc: 89.304% (33264/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.308 | Acc: 89.311% (33381/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.308 | Acc: 89.321% (33499/37504) 293/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.308 | Acc: 89.326% (33615/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.308 | Acc: 89.311% (33724/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.308 | Acc: 89.316% (33840/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.308 | Acc: 89.312% (33953/38016) 297/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.308 | Acc: 89.322% (34071/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.308 | Acc: 89.319% (34184/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.308 | Acc: 89.297% (34290/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.308 | Acc: 89.286% (34400/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.308 | Acc: 89.293% (34517/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.308 | Acc: 89.282% (34627/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.309 | Acc: 89.281% (34741/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.308 | Acc: 89.283% (34856/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.309 | Acc: 89.280% (34969/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.308 | Acc: 89.292% (35088/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m50s | Loss: 0.308 | Acc: 89.283% (35199/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.309 | Acc: 89.277% (35311/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.309 | Acc: 89.274% (35424/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.309 | Acc: 89.271% (35537/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.309 | Acc: 89.275% (35653/39936) 312/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.308 | Acc: 89.297% (35776/40064) 313/391 [====================================================>............] Step: 353ms | Tot: 1m53s | Loss: 0.308 | Acc: 89.291% (35888/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m53s | Loss: 0.308 | Acc: 89.306% (36008/40320) 315/391 [====================================================>............] Step: 351ms | Tot: 1m53s | Loss: 0.308 | Acc: 89.302% (36121/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.308 | Acc: 89.306% (36237/40576) 317/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.308 | Acc: 89.301% (36349/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.309 | Acc: 89.293% (36460/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.310 | Acc: 89.268% (36564/40960) 320/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.310 | Acc: 89.262% (36676/41088) 321/391 [=====================================================>...........] Step: 349ms | Tot: 1m55s | Loss: 0.310 | Acc: 89.237% (36780/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.311 | Acc: 89.229% (36891/41344) 323/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.311 | Acc: 89.224% (37003/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.311 | Acc: 89.212% (37112/41600) 325/391 [======================================================>..........] Step: 366ms | Tot: 1m57s | Loss: 0.311 | Acc: 89.211% (37226/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m57s | Loss: 0.311 | Acc: 89.208% (37339/41856) 327/391 [======================================================>..........] Step: 353ms | Tot: 1m58s | Loss: 0.311 | Acc: 89.227% (37461/41984) 328/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.311 | Acc: 89.217% (37571/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.311 | Acc: 89.209% (37682/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.312 | Acc: 89.197% (37791/42368) 331/391 [=======================================================>.........] Step: 369ms | Tot: 1m59s | Loss: 0.312 | Acc: 89.199% (37906/42496) 332/391 [=======================================================>.........] Step: 357ms | Tot: 1m59s | Loss: 0.312 | Acc: 89.199% (38020/42624) 333/391 [=======================================================>.........] Step: 359ms | Tot: 2m297ms | Loss: 0.313 | Acc: 89.191% (38131/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m658ms | Loss: 0.313 | Acc: 89.181% (38241/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.313 | Acc: 89.176% (38353/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.313 | Acc: 89.176% (38467/43136) 337/391 [========================================================>........] Step: 357ms | Tot: 2m1s | Loss: 0.313 | Acc: 89.180% (38583/43264) 338/391 [========================================================>........] Step: 375ms | Tot: 2m2s | Loss: 0.313 | Acc: 89.196% (38704/43392) 339/391 [========================================================>........] Step: 376ms | Tot: 2m2s | Loss: 0.313 | Acc: 89.193% (38817/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m2s | Loss: 0.313 | Acc: 89.186% (38928/43648) 341/391 [========================================================>........] Step: 375ms | Tot: 2m3s | Loss: 0.313 | Acc: 89.186% (39042/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.313 | Acc: 89.183% (39155/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m3s | Loss: 0.313 | Acc: 89.178% (39267/44032) 344/391 [=========================================================>.......] Step: 384ms | Tot: 2m4s | Loss: 0.313 | Acc: 89.180% (39382/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.313 | Acc: 89.164% (39489/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.313 | Acc: 89.164% (39603/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.314 | Acc: 89.166% (39718/44544) 348/391 [=========================================================>.......] Step: 351ms | Tot: 2m5s | Loss: 0.313 | Acc: 89.168% (39833/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m6s | Loss: 0.313 | Acc: 89.176% (39951/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.313 | Acc: 89.194% (40073/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.313 | Acc: 89.189% (40185/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.313 | Acc: 89.186% (40298/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.314 | Acc: 89.168% (40404/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.314 | Acc: 89.157% (40513/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.314 | Acc: 89.150% (40624/45568) 356/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.314 | Acc: 89.141% (40734/45696) 357/391 [===========================================================>.....] Step: 350ms | Tot: 2m9s | Loss: 0.315 | Acc: 89.128% (40842/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.315 | Acc: 89.134% (40959/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.315 | Acc: 89.132% (41072/46080) 360/391 [===========================================================>.....] Step: 352ms | Tot: 2m10s | Loss: 0.315 | Acc: 89.125% (41183/46208) 361/391 [============================================================>....] Step: 360ms | Tot: 2m10s | Loss: 0.315 | Acc: 89.123% (41296/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m10s | Loss: 0.315 | Acc: 89.112% (41405/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.315 | Acc: 89.110% (41518/46592) 364/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.315 | Acc: 89.103% (41629/46720) 365/391 [============================================================>....] Step: 350ms | Tot: 2m11s | Loss: 0.316 | Acc: 89.095% (41739/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.316 | Acc: 89.090% (41851/46976) 367/391 [=============================================================>...] Step: 403ms | Tot: 2m12s | Loss: 0.316 | Acc: 89.082% (41961/47104) 368/391 [=============================================================>...] Step: 373ms | Tot: 2m13s | Loss: 0.316 | Acc: 89.077% (42073/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.316 | Acc: 89.084% (42190/47360) 370/391 [=============================================================>...] Step: 351ms | Tot: 2m13s | Loss: 0.316 | Acc: 89.084% (42304/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.315 | Acc: 89.088% (42420/47616) 372/391 [=============================================================>...] Step: 351ms | Tot: 2m14s | Loss: 0.316 | Acc: 89.092% (42536/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m14s | Loss: 0.316 | Acc: 89.092% (42650/47872) 374/391 [==============================================================>..] Step: 372ms | Tot: 2m15s | Loss: 0.316 | Acc: 89.083% (42760/48000) 375/391 [==============================================================>..] Step: 373ms | Tot: 2m15s | Loss: 0.316 | Acc: 89.075% (42870/48128) 376/391 [==============================================================>..] Step: 348ms | Tot: 2m15s | Loss: 0.316 | Acc: 89.077% (42985/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.316 | Acc: 89.073% (43097/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.316 | Acc: 89.067% (43208/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m17s | Loss: 0.316 | Acc: 89.075% (43326/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m17s | Loss: 0.316 | Acc: 89.095% (43450/48768) 381/391 [===============================================================>.] Step: 354ms | Tot: 2m17s | Loss: 0.316 | Acc: 89.093% (43563/48896) 382/391 [===============================================================>.] Step: 347ms | Tot: 2m18s | Loss: 0.316 | Acc: 89.097% (43679/49024) 383/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.316 | Acc: 89.097% (43793/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.316 | Acc: 89.087% (43902/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m19s | Loss: 0.316 | Acc: 89.095% (44020/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m19s | Loss: 0.316 | Acc: 89.097% (44135/49536) 387/391 [================================================================>] Step: 345ms | Tot: 2m19s | Loss: 0.316 | Acc: 89.089% (44245/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.316 | Acc: 89.083% (44356/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.317 | Acc: 89.077% (44467/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m20s | Loss: 0.317 | Acc: 89.074% (44537/50000) 391/391 + [>................................................................] Step: 494ms | Tot: 2ms | Loss: 0.360 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.388 | Acc: 85.500% (171/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 588ms | Loss: 0.392 | Acc: 84.667% (254/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 881ms | Loss: 0.403 | Acc: 83.750% (335/400) 4/100 [==>..............................................................] Step: 289ms | Tot: 1s171ms | Loss: 0.441 | Acc: 82.800% (414/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s465ms | Loss: 0.405 | Acc: 84.333% (506/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s763ms | Loss: 0.398 | Acc: 85.286% (597/700) 7/100 [====>............................................................] Step: 301ms | Tot: 2s65ms | Loss: 0.412 | Acc: 84.625% (677/800) 8/100 [=====>...........................................................] Step: 294ms | Tot: 2s359ms | Loss: 0.430 | Acc: 84.111% (757/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s659ms | Loss: 0.439 | Acc: 84.100% (841/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 2s960ms | Loss: 0.443 | Acc: 84.000% (924/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s262ms | Loss: 0.453 | Acc: 83.833% (1006/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s565ms | Loss: 0.453 | Acc: 83.923% (1091/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s871ms | Loss: 0.456 | Acc: 83.929% (1175/1400) 14/100 [=========>.......................................................] Step: 301ms | Tot: 4s173ms | Loss: 0.450 | Acc: 84.000% (1260/1500) 15/100 [=========>.......................................................] Step: 295ms | Tot: 4s468ms | Loss: 0.458 | Acc: 83.812% (1341/1600) 16/100 [==========>......................................................] Step: 298ms | Tot: 4s766ms | Loss: 0.455 | Acc: 84.176% (1431/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s70ms | Loss: 0.452 | Acc: 84.333% (1518/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s376ms | Loss: 0.453 | Acc: 84.368% (1603/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s685ms | Loss: 0.450 | Acc: 84.550% (1691/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 6s | Loss: 0.457 | Acc: 84.476% (1774/2100) 21/100 [=============>...................................................] Step: 297ms | Tot: 6s297ms | Loss: 0.458 | Acc: 84.591% (1861/2200) 22/100 [==============>..................................................] Step: 295ms | Tot: 6s593ms | Loss: 0.465 | Acc: 84.391% (1941/2300) 23/100 [==============>..................................................] Step: 298ms | Tot: 6s892ms | Loss: 0.465 | Acc: 84.417% (2026/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s196ms | Loss: 0.467 | Acc: 84.480% (2112/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s502ms | Loss: 0.476 | Acc: 84.192% (2189/2600) 26/100 [================>................................................] Step: 314ms | Tot: 7s816ms | Loss: 0.473 | Acc: 84.370% (2278/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s126ms | Loss: 0.468 | Acc: 84.429% (2364/2800) 28/100 [==================>..............................................] Step: 300ms | Tot: 8s426ms | Loss: 0.469 | Acc: 84.448% (2449/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s728ms | Loss: 0.469 | Acc: 84.500% (2535/3000) 30/100 [===================>.............................................] Step: 296ms | Tot: 9s24ms | Loss: 0.467 | Acc: 84.516% (2620/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s326ms | Loss: 0.469 | Acc: 84.531% (2705/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s632ms | Loss: 0.466 | Acc: 84.606% (2792/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 9s939ms | Loss: 0.465 | Acc: 84.647% (2878/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s241ms | Loss: 0.467 | Acc: 84.457% (2956/3500) 35/100 [======================>..........................................] Step: 296ms | Tot: 10s538ms | Loss: 0.468 | Acc: 84.444% (3040/3600) 36/100 [=======================>.........................................] Step: 300ms | Tot: 10s838ms | Loss: 0.469 | Acc: 84.324% (3120/3700) 37/100 [========================>........................................] Step: 298ms | Tot: 11s137ms | Loss: 0.469 | Acc: 84.263% (3202/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s440ms | Loss: 0.466 | Acc: 84.436% (3293/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 11s752ms | Loss: 0.466 | Acc: 84.375% (3375/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s56ms | Loss: 0.463 | Acc: 84.439% (3462/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s360ms | Loss: 0.465 | Acc: 84.381% (3544/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s660ms | Loss: 0.465 | Acc: 84.488% (3633/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 12s967ms | Loss: 0.465 | Acc: 84.568% (3721/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s280ms | Loss: 0.463 | Acc: 84.511% (3803/4500) 45/100 [=============================>...................................] Step: 317ms | Tot: 13s598ms | Loss: 0.464 | Acc: 84.522% (3888/4600) 46/100 [=============================>...................................] Step: 318ms | Tot: 13s916ms | Loss: 0.465 | Acc: 84.426% (3968/4700) 47/100 [==============================>..................................] Step: 315ms | Tot: 14s231ms | Loss: 0.465 | Acc: 84.354% (4049/4800) 48/100 [===============================>.................................] Step: 315ms | Tot: 14s546ms | Loss: 0.460 | Acc: 84.469% (4139/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 14s858ms | Loss: 0.463 | Acc: 84.360% (4218/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s168ms | Loss: 0.460 | Acc: 84.431% (4306/5100) 51/100 [=================================>...............................] Step: 314ms | Tot: 15s483ms | Loss: 0.459 | Acc: 84.481% (4393/5200) 52/100 [=================================>...............................] Step: 315ms | Tot: 15s798ms | Loss: 0.460 | Acc: 84.453% (4476/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s109ms | Loss: 0.457 | Acc: 84.519% (4564/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s418ms | Loss: 0.457 | Acc: 84.455% (4645/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s728ms | Loss: 0.455 | Acc: 84.554% (4735/5600) 56/100 [====================================>............................] Step: 295ms | Tot: 17s24ms | Loss: 0.455 | Acc: 84.491% (4816/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s328ms | Loss: 0.456 | Acc: 84.517% (4902/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s631ms | Loss: 0.457 | Acc: 84.458% (4983/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 17s946ms | Loss: 0.458 | Acc: 84.483% (5069/6000) 60/100 [=======================================>.........................] Step: 314ms | Tot: 18s260ms | Loss: 0.457 | Acc: 84.508% (5155/6100) 61/100 [=======================================>.........................] Step: 299ms | Tot: 18s559ms | Loss: 0.457 | Acc: 84.516% (5240/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s864ms | Loss: 0.455 | Acc: 84.524% (5325/6300) 63/100 [========================================>........................] Step: 306ms | Tot: 19s171ms | Loss: 0.452 | Acc: 84.625% (5416/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s472ms | Loss: 0.454 | Acc: 84.600% (5499/6500) 65/100 [==========================================>......................] Step: 318ms | Tot: 19s790ms | Loss: 0.452 | Acc: 84.621% (5585/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s92ms | Loss: 0.449 | Acc: 84.746% (5678/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s394ms | Loss: 0.449 | Acc: 84.750% (5763/6800) 68/100 [============================================>....................] Step: 295ms | Tot: 20s690ms | Loss: 0.448 | Acc: 84.783% (5850/6900) 69/100 [============================================>....................] Step: 328ms | Tot: 21s19ms | Loss: 0.448 | Acc: 84.814% (5937/7000) 70/100 [=============================================>...................] Step: 334ms | Tot: 21s353ms | Loss: 0.449 | Acc: 84.803% (6021/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s663ms | Loss: 0.450 | Acc: 84.778% (6104/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 21s974ms | Loss: 0.451 | Acc: 84.836% (6193/7300) 73/100 [===============================================>.................] Step: 297ms | Tot: 22s271ms | Loss: 0.450 | Acc: 84.905% (6283/7400) 74/100 [================================================>................] Step: 299ms | Tot: 22s570ms | Loss: 0.452 | Acc: 84.840% (6363/7500) 75/100 [================================================>................] Step: 312ms | Tot: 22s883ms | Loss: 0.451 | Acc: 84.895% (6452/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s186ms | Loss: 0.453 | Acc: 84.883% (6536/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s492ms | Loss: 0.453 | Acc: 84.910% (6623/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s802ms | Loss: 0.453 | Acc: 84.848% (6703/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s106ms | Loss: 0.452 | Acc: 84.862% (6789/8000) 80/100 [====================================================>............] Step: 315ms | Tot: 24s422ms | Loss: 0.451 | Acc: 84.914% (6878/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s728ms | Loss: 0.450 | Acc: 84.902% (6962/8200) 82/100 [=====================================================>...........] Step: 298ms | Tot: 25s26ms | Loss: 0.452 | Acc: 84.843% (7042/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s330ms | Loss: 0.453 | Acc: 84.786% (7122/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s639ms | Loss: 0.454 | Acc: 84.718% (7201/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 25s948ms | Loss: 0.454 | Acc: 84.721% (7286/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s256ms | Loss: 0.454 | Acc: 84.713% (7370/8700) 87/100 [========================================================>........] Step: 292ms | Tot: 26s548ms | Loss: 0.455 | Acc: 84.682% (7452/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 26s849ms | Loss: 0.455 | Acc: 84.708% (7539/8900) 89/100 [=========================================================>.......] Step: 293ms | Tot: 27s142ms | Loss: 0.455 | Acc: 84.711% (7624/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s452ms | Loss: 0.454 | Acc: 84.780% (7715/9100) 91/100 [===========================================================>.....] Step: 314ms | Tot: 27s766ms | Loss: 0.453 | Acc: 84.826% (7804/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s76ms | Loss: 0.453 | Acc: 84.806% (7887/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s378ms | Loss: 0.453 | Acc: 84.787% (7970/9400) 94/100 [=============================================================>...] Step: 293ms | Tot: 28s672ms | Loss: 0.453 | Acc: 84.800% (8056/9500) 95/100 [=============================================================>...] Step: 299ms | Tot: 28s972ms | Loss: 0.453 | Acc: 84.823% (8143/9600) 96/100 [==============================================================>..] Step: 301ms | Tot: 29s274ms | Loss: 0.451 | Acc: 84.887% (8234/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s580ms | Loss: 0.450 | Acc: 84.888% (8319/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 29s888ms | Loss: 0.452 | Acc: 84.859% (8401/9900) 99/100 [================================================================>] Step: 310ms | Tot: 30s198ms | Loss: 0.452 | Acc: 84.890% (8489/10000) 100/100 + +Epoch: 107 + [>................................................................] Step: 605ms | Tot: 2ms | Loss: 0.330 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 377ms | Tot: 379ms | Loss: 0.334 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 373ms | Tot: 753ms | Loss: 0.313 | Acc: 89.583% (344/384) 3/391 [>................................................................] Step: 377ms | Tot: 1s130ms | Loss: 0.314 | Acc: 89.453% (458/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s496ms | Loss: 0.321 | Acc: 89.062% (570/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s858ms | Loss: 0.317 | Acc: 89.323% (686/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s222ms | Loss: 0.305 | Acc: 89.621% (803/896) 7/391 [=>...............................................................] Step: 357ms | Tot: 2s580ms | Loss: 0.298 | Acc: 89.746% (919/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s947ms | Loss: 0.317 | Acc: 89.236% (1028/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s315ms | Loss: 0.321 | Acc: 88.906% (1138/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s679ms | Loss: 0.330 | Acc: 88.565% (1247/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 4s38ms | Loss: 0.331 | Acc: 88.737% (1363/1536) 12/391 [=>...............................................................] Step: 356ms | Tot: 4s394ms | Loss: 0.333 | Acc: 88.702% (1476/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s754ms | Loss: 0.332 | Acc: 88.728% (1590/1792) 14/391 [==>..............................................................] Step: 368ms | Tot: 5s122ms | Loss: 0.327 | Acc: 88.802% (1705/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s487ms | Loss: 0.325 | Acc: 89.014% (1823/2048) 16/391 [==>..............................................................] Step: 345ms | Tot: 5s833ms | Loss: 0.323 | Acc: 88.971% (1936/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s191ms | Loss: 0.326 | Acc: 88.802% (2046/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s555ms | Loss: 0.326 | Acc: 88.734% (2158/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 6s918ms | Loss: 0.332 | Acc: 88.516% (2266/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s280ms | Loss: 0.325 | Acc: 88.914% (2390/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s641ms | Loss: 0.318 | Acc: 89.169% (2511/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 7s996ms | Loss: 0.320 | Acc: 89.062% (2622/2944) 23/391 [===>.............................................................] Step: 353ms | Tot: 8s349ms | Loss: 0.322 | Acc: 89.030% (2735/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s710ms | Loss: 0.321 | Acc: 89.125% (2852/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s76ms | Loss: 0.316 | Acc: 89.213% (2969/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s433ms | Loss: 0.317 | Acc: 89.178% (3082/3456) 27/391 [====>............................................................] Step: 355ms | Tot: 9s789ms | Loss: 0.316 | Acc: 89.202% (3197/3584) 28/391 [====>............................................................] Step: 353ms | Tot: 10s142ms | Loss: 0.312 | Acc: 89.278% (3314/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s500ms | Loss: 0.312 | Acc: 89.271% (3428/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 10s859ms | Loss: 0.310 | Acc: 89.289% (3543/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s216ms | Loss: 0.311 | Acc: 89.209% (3654/4096) 32/391 [=====>...........................................................] Step: 351ms | Tot: 11s567ms | Loss: 0.310 | Acc: 89.252% (3770/4224) 33/391 [=====>...........................................................] Step: 349ms | Tot: 11s917ms | Loss: 0.309 | Acc: 89.315% (3887/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s280ms | Loss: 0.310 | Acc: 89.263% (3999/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s647ms | Loss: 0.309 | Acc: 89.301% (4115/4608) 36/391 [=====>...........................................................] Step: 372ms | Tot: 13s19ms | Loss: 0.308 | Acc: 89.400% (4234/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s382ms | Loss: 0.307 | Acc: 89.371% (4347/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s736ms | Loss: 0.304 | Acc: 89.483% (4467/4992) 39/391 [======>..........................................................] Step: 350ms | Tot: 14s86ms | Loss: 0.305 | Acc: 89.453% (4580/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s449ms | Loss: 0.305 | Acc: 89.405% (4692/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 14s809ms | Loss: 0.305 | Acc: 89.397% (4806/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s176ms | Loss: 0.306 | Acc: 89.408% (4921/5504) 43/391 [=======>.........................................................] Step: 347ms | Tot: 15s524ms | Loss: 0.305 | Acc: 89.471% (5039/5632) 44/391 [=======>.........................................................] Step: 350ms | Tot: 15s874ms | Loss: 0.305 | Acc: 89.479% (5154/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s236ms | Loss: 0.304 | Acc: 89.538% (5272/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s596ms | Loss: 0.301 | Acc: 89.644% (5393/6016) 47/391 [=======>.........................................................] Step: 361ms | Tot: 16s957ms | Loss: 0.301 | Acc: 89.632% (5507/6144) 48/391 [=======>.........................................................] Step: 353ms | Tot: 17s311ms | Loss: 0.300 | Acc: 89.652% (5623/6272) 49/391 [========>........................................................] Step: 352ms | Tot: 17s664ms | Loss: 0.299 | Acc: 89.703% (5741/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s25ms | Loss: 0.299 | Acc: 89.675% (5854/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s384ms | Loss: 0.299 | Acc: 89.724% (5972/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 18s744ms | Loss: 0.301 | Acc: 89.696% (6085/6784) 53/391 [========>........................................................] Step: 372ms | Tot: 19s116ms | Loss: 0.303 | Acc: 89.598% (6193/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s476ms | Loss: 0.305 | Acc: 89.531% (6303/7040) 55/391 [=========>.......................................................] Step: 350ms | Tot: 19s827ms | Loss: 0.304 | Acc: 89.593% (6422/7168) 56/391 [=========>.......................................................] Step: 385ms | Tot: 20s212ms | Loss: 0.303 | Acc: 89.666% (6542/7296) 57/391 [=========>.......................................................] Step: 396ms | Tot: 20s608ms | Loss: 0.304 | Acc: 89.642% (6655/7424) 58/391 [=========>.......................................................] Step: 369ms | Tot: 20s978ms | Loss: 0.303 | Acc: 89.619% (6768/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s338ms | Loss: 0.303 | Acc: 89.570% (6879/7680) 60/391 [=========>.......................................................] Step: 351ms | Tot: 21s690ms | Loss: 0.304 | Acc: 89.536% (6991/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s51ms | Loss: 0.304 | Acc: 89.504% (7103/7936) 62/391 [==========>......................................................] Step: 354ms | Tot: 22s406ms | Loss: 0.303 | Acc: 89.534% (7220/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 22s770ms | Loss: 0.301 | Acc: 89.624% (7342/8192) 64/391 [==========>......................................................] Step: 369ms | Tot: 23s139ms | Loss: 0.302 | Acc: 89.627% (7457/8320) 65/391 [==========>......................................................] Step: 357ms | Tot: 23s497ms | Loss: 0.301 | Acc: 89.654% (7574/8448) 66/391 [==========>......................................................] Step: 353ms | Tot: 23s850ms | Loss: 0.302 | Acc: 89.657% (7689/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s211ms | Loss: 0.304 | Acc: 89.625% (7801/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s575ms | Loss: 0.302 | Acc: 89.640% (7917/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 24s936ms | Loss: 0.302 | Acc: 89.643% (8032/8960) 70/391 [===========>.....................................................] Step: 353ms | Tot: 25s290ms | Loss: 0.303 | Acc: 89.613% (8144/9088) 71/391 [===========>.....................................................] Step: 350ms | Tot: 25s640ms | Loss: 0.304 | Acc: 89.572% (8255/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s3ms | Loss: 0.304 | Acc: 89.587% (8371/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s364ms | Loss: 0.303 | Acc: 89.601% (8487/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s721ms | Loss: 0.305 | Acc: 89.542% (8596/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s86ms | Loss: 0.304 | Acc: 89.587% (8715/9728) 76/391 [============>....................................................] Step: 355ms | Tot: 27s441ms | Loss: 0.303 | Acc: 89.631% (8834/9856) 77/391 [============>....................................................] Step: 351ms | Tot: 27s792ms | Loss: 0.302 | Acc: 89.633% (8949/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 28s149ms | Loss: 0.303 | Acc: 89.646% (9065/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s513ms | Loss: 0.302 | Acc: 89.688% (9184/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 28s876ms | Loss: 0.301 | Acc: 89.738% (9304/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s243ms | Loss: 0.301 | Acc: 89.739% (9419/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 29s606ms | Loss: 0.301 | Acc: 89.655% (9525/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 29s974ms | Loss: 0.302 | Acc: 89.621% (9636/10752) 84/391 [=============>...................................................] Step: 353ms | Tot: 30s327ms | Loss: 0.302 | Acc: 89.651% (9754/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s685ms | Loss: 0.301 | Acc: 89.689% (9873/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s47ms | Loss: 0.302 | Acc: 89.664% (9985/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s404ms | Loss: 0.303 | Acc: 89.622% (10095/11264) 88/391 [==============>..................................................] Step: 352ms | Tot: 31s757ms | Loss: 0.301 | Acc: 89.686% (10217/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s117ms | Loss: 0.301 | Acc: 89.644% (10327/11520) 90/391 [==============>..................................................] Step: 368ms | Tot: 32s486ms | Loss: 0.301 | Acc: 89.638% (10441/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 32s845ms | Loss: 0.302 | Acc: 89.581% (10549/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s210ms | Loss: 0.302 | Acc: 89.583% (10664/11904) 93/391 [===============>.................................................] Step: 356ms | Tot: 33s566ms | Loss: 0.302 | Acc: 89.561% (10776/12032) 94/391 [===============>.................................................] Step: 353ms | Tot: 33s919ms | Loss: 0.303 | Acc: 89.556% (10890/12160) 95/391 [===============>.................................................] Step: 358ms | Tot: 34s277ms | Loss: 0.302 | Acc: 89.551% (11004/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 34s634ms | Loss: 0.302 | Acc: 89.562% (11120/12416) 97/391 [================>................................................] Step: 364ms | Tot: 34s999ms | Loss: 0.302 | Acc: 89.565% (11235/12544) 98/391 [================>................................................] Step: 356ms | Tot: 35s355ms | Loss: 0.302 | Acc: 89.583% (11352/12672) 99/391 [================>................................................] Step: 361ms | Tot: 35s717ms | Loss: 0.301 | Acc: 89.633% (11473/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s77ms | Loss: 0.301 | Acc: 89.612% (11585/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s435ms | Loss: 0.302 | Acc: 89.606% (11699/13056) 102/391 [================>................................................] Step: 357ms | Tot: 36s793ms | Loss: 0.302 | Acc: 89.624% (11816/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s153ms | Loss: 0.302 | Acc: 89.603% (11928/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 37s507ms | Loss: 0.303 | Acc: 89.598% (12042/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 37s863ms | Loss: 0.303 | Acc: 89.578% (12154/13568) 106/391 [=================>...............................................] Step: 354ms | Tot: 38s217ms | Loss: 0.304 | Acc: 89.530% (12262/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 38s580ms | Loss: 0.304 | Acc: 89.540% (12378/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 38s948ms | Loss: 0.303 | Acc: 89.564% (12496/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s309ms | Loss: 0.303 | Acc: 89.581% (12613/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 39s665ms | Loss: 0.302 | Acc: 89.597% (12730/14208) 111/391 [==================>..............................................] Step: 357ms | Tot: 40s23ms | Loss: 0.301 | Acc: 89.621% (12848/14336) 112/391 [==================>..............................................] Step: 354ms | Tot: 40s378ms | Loss: 0.302 | Acc: 89.623% (12963/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 40s743ms | Loss: 0.301 | Acc: 89.645% (13081/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 41s109ms | Loss: 0.302 | Acc: 89.633% (13194/14720) 115/391 [===================>.............................................] Step: 354ms | Tot: 41s464ms | Loss: 0.302 | Acc: 89.608% (13305/14848) 116/391 [===================>.............................................] Step: 347ms | Tot: 41s811ms | Loss: 0.303 | Acc: 89.597% (13418/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s174ms | Loss: 0.303 | Acc: 89.586% (13531/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 42s543ms | Loss: 0.303 | Acc: 89.594% (13647/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 42s908ms | Loss: 0.303 | Acc: 89.557% (13756/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s266ms | Loss: 0.305 | Acc: 89.527% (13866/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 43s624ms | Loss: 0.305 | Acc: 89.504% (13977/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 43s988ms | Loss: 0.305 | Acc: 89.507% (14092/15744) 123/391 [====================>............................................] Step: 354ms | Tot: 44s342ms | Loss: 0.304 | Acc: 89.522% (14209/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 44s702ms | Loss: 0.304 | Acc: 89.537% (14326/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 45s72ms | Loss: 0.304 | Acc: 89.546% (14442/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s436ms | Loss: 0.305 | Acc: 89.542% (14556/16256) 127/391 [=====================>...........................................] Step: 355ms | Tot: 45s791ms | Loss: 0.305 | Acc: 89.532% (14669/16384) 128/391 [=====================>...........................................] Step: 355ms | Tot: 46s147ms | Loss: 0.305 | Acc: 89.480% (14775/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 46s514ms | Loss: 0.305 | Acc: 89.495% (14892/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 46s873ms | Loss: 0.306 | Acc: 89.492% (15006/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s232ms | Loss: 0.306 | Acc: 89.489% (15120/16896) 132/391 [=====================>...........................................] Step: 369ms | Tot: 47s602ms | Loss: 0.306 | Acc: 89.497% (15236/17024) 133/391 [======================>..........................................] Step: 370ms | Tot: 47s972ms | Loss: 0.306 | Acc: 89.459% (15344/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s336ms | Loss: 0.306 | Acc: 89.473% (15461/17280) 135/391 [======================>..........................................] Step: 376ms | Tot: 48s712ms | Loss: 0.306 | Acc: 89.447% (15571/17408) 136/391 [======================>..........................................] Step: 371ms | Tot: 49s84ms | Loss: 0.306 | Acc: 89.462% (15688/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s448ms | Loss: 0.306 | Acc: 89.470% (15804/17664) 138/391 [======================>..........................................] Step: 350ms | Tot: 49s799ms | Loss: 0.306 | Acc: 89.484% (15921/17792) 139/391 [=======================>.........................................] Step: 381ms | Tot: 50s180ms | Loss: 0.306 | Acc: 89.487% (16036/17920) 140/391 [=======================>.........................................] Step: 397ms | Tot: 50s577ms | Loss: 0.306 | Acc: 89.461% (16146/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 50s943ms | Loss: 0.306 | Acc: 89.486% (16265/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s300ms | Loss: 0.306 | Acc: 89.456% (16374/18304) 143/391 [=======================>.........................................] Step: 353ms | Tot: 51s654ms | Loss: 0.306 | Acc: 89.442% (16486/18432) 144/391 [=======================>.........................................] Step: 369ms | Tot: 52s23ms | Loss: 0.306 | Acc: 89.450% (16602/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s385ms | Loss: 0.306 | Acc: 89.448% (16716/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 52s745ms | Loss: 0.306 | Acc: 89.466% (16834/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s106ms | Loss: 0.306 | Acc: 89.464% (16948/18944) 148/391 [========================>........................................] Step: 356ms | Tot: 53s463ms | Loss: 0.305 | Acc: 89.498% (17069/19072) 149/391 [========================>........................................] Step: 354ms | Tot: 53s817ms | Loss: 0.305 | Acc: 89.510% (17186/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s177ms | Loss: 0.304 | Acc: 89.538% (17306/19328) 151/391 [=========================>.......................................] Step: 352ms | Tot: 54s529ms | Loss: 0.304 | Acc: 89.556% (17424/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 54s888ms | Loss: 0.304 | Acc: 89.542% (17536/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s251ms | Loss: 0.304 | Acc: 89.555% (17653/19712) 154/391 [=========================>.......................................] Step: 355ms | Tot: 55s607ms | Loss: 0.304 | Acc: 89.551% (17767/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 55s964ms | Loss: 0.304 | Acc: 89.548% (17881/19968) 156/391 [=========================>.......................................] Step: 354ms | Tot: 56s318ms | Loss: 0.303 | Acc: 89.565% (17999/20096) 157/391 [==========================>......................................] Step: 347ms | Tot: 56s666ms | Loss: 0.303 | Acc: 89.552% (18111/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 57s35ms | Loss: 0.304 | Acc: 89.534% (18222/20352) 159/391 [==========================>......................................] Step: 367ms | Tot: 57s402ms | Loss: 0.304 | Acc: 89.517% (18333/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 57s758ms | Loss: 0.304 | Acc: 89.504% (18445/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s121ms | Loss: 0.304 | Acc: 89.516% (18562/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 58s481ms | Loss: 0.304 | Acc: 89.503% (18674/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 58s845ms | Loss: 0.304 | Acc: 89.515% (18791/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 59s207ms | Loss: 0.305 | Acc: 89.517% (18906/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 59s566ms | Loss: 0.304 | Acc: 89.538% (19025/21248) 166/391 [===========================>.....................................] Step: 353ms | Tot: 59s920ms | Loss: 0.304 | Acc: 89.544% (19141/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 1m273ms | Loss: 0.305 | Acc: 89.518% (19250/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m638ms | Loss: 0.305 | Acc: 89.492% (19359/21632) 169/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.305 | Acc: 89.504% (19476/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.305 | Acc: 89.524% (19595/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.305 | Acc: 89.535% (19712/22016) 172/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.305 | Acc: 89.528% (19825/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.305 | Acc: 89.556% (19946/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.305 | Acc: 89.549% (20059/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.304 | Acc: 89.569% (20178/22528) 176/391 [=============================>...................................] Step: 351ms | Tot: 1m3s | Loss: 0.304 | Acc: 89.588% (20297/22656) 177/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.304 | Acc: 89.602% (20415/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.304 | Acc: 89.551% (20518/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.304 | Acc: 89.579% (20639/23040) 180/391 [=============================>...................................] Step: 377ms | Tot: 1m4s | Loss: 0.304 | Acc: 89.580% (20754/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.304 | Acc: 89.552% (20862/23296) 182/391 [==============================>..................................] Step: 355ms | Tot: 1m5s | Loss: 0.304 | Acc: 89.553% (20977/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.304 | Acc: 89.547% (21090/23552) 184/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.304 | Acc: 89.540% (21203/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.305 | Acc: 89.512% (21311/23808) 186/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.305 | Acc: 89.522% (21428/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m7s | Loss: 0.305 | Acc: 89.540% (21547/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m7s | Loss: 0.306 | Acc: 89.509% (21654/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.306 | Acc: 89.494% (21765/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.306 | Acc: 89.500% (21881/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.306 | Acc: 89.486% (21992/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.306 | Acc: 89.496% (22109/24704) 193/391 [================================>................................] Step: 351ms | Tot: 1m9s | Loss: 0.306 | Acc: 89.481% (22220/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.306 | Acc: 89.483% (22335/24960) 195/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.306 | Acc: 89.481% (22449/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.307 | Acc: 89.463% (22559/25216) 197/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.307 | Acc: 89.457% (22672/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.307 | Acc: 89.451% (22785/25472) 199/391 [=================================>...............................] Step: 353ms | Tot: 1m11s | Loss: 0.307 | Acc: 89.441% (22897/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.308 | Acc: 89.381% (22996/25728) 201/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.308 | Acc: 89.380% (23110/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.308 | Acc: 89.390% (23227/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.308 | Acc: 89.384% (23340/26112) 204/391 [=================================>...............................] Step: 351ms | Tot: 1m13s | Loss: 0.308 | Acc: 89.386% (23455/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.309 | Acc: 89.355% (23561/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.309 | Acc: 89.376% (23681/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.309 | Acc: 89.355% (23790/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.309 | Acc: 89.354% (23904/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.309 | Acc: 89.360% (24020/26880) 210/391 [==================================>..............................] Step: 353ms | Tot: 1m15s | Loss: 0.309 | Acc: 89.344% (24130/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.309 | Acc: 89.350% (24246/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.309 | Acc: 89.338% (24357/27264) 213/391 [===================================>.............................] Step: 371ms | Tot: 1m16s | Loss: 0.309 | Acc: 89.358% (24477/27392) 214/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.308 | Acc: 89.371% (24595/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.308 | Acc: 89.370% (24709/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.308 | Acc: 89.372% (24824/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.309 | Acc: 89.367% (24937/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.309 | Acc: 89.348% (25046/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.309 | Acc: 89.332% (25156/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.309 | Acc: 89.324% (25268/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.310 | Acc: 89.312% (25379/28416) 222/391 [====================================>............................] Step: 386ms | Tot: 1m20s | Loss: 0.310 | Acc: 89.308% (25492/28544) 223/391 [=====================================>...........................] Step: 399ms | Tot: 1m20s | Loss: 0.310 | Acc: 89.286% (25600/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m20s | Loss: 0.310 | Acc: 89.295% (25717/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.311 | Acc: 89.291% (25830/28928) 226/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.311 | Acc: 89.286% (25943/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.311 | Acc: 89.296% (26060/29184) 228/391 [=====================================>...........................] Step: 352ms | Tot: 1m22s | Loss: 0.311 | Acc: 89.291% (26173/29312) 229/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.311 | Acc: 89.283% (26285/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.311 | Acc: 89.279% (26398/29568) 231/391 [======================================>..........................] Step: 348ms | Tot: 1m23s | Loss: 0.311 | Acc: 89.278% (26512/29696) 232/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.312 | Acc: 89.260% (26621/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.312 | Acc: 89.249% (26732/29952) 234/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.311 | Acc: 89.255% (26848/30080) 235/391 [=======================================>.........................] Step: 353ms | Tot: 1m24s | Loss: 0.312 | Acc: 89.241% (26958/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.312 | Acc: 89.221% (27066/30336) 237/391 [=======================================>.........................] Step: 354ms | Tot: 1m25s | Loss: 0.312 | Acc: 89.220% (27180/30464) 238/391 [=======================================>.........................] Step: 352ms | Tot: 1m25s | Loss: 0.312 | Acc: 89.239% (27300/30592) 239/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.312 | Acc: 89.251% (27418/30720) 240/391 [=======================================>.........................] Step: 351ms | Tot: 1m26s | Loss: 0.312 | Acc: 89.260% (27535/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m26s | Loss: 0.312 | Acc: 89.247% (27645/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.312 | Acc: 89.249% (27760/31104) 243/391 [========================================>........................] Step: 353ms | Tot: 1m27s | Loss: 0.312 | Acc: 89.245% (27873/31232) 244/391 [========================================>........................] Step: 350ms | Tot: 1m28s | Loss: 0.312 | Acc: 89.263% (27993/31360) 245/391 [========================================>........................] Step: 352ms | Tot: 1m28s | Loss: 0.311 | Acc: 89.275% (28111/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.312 | Acc: 89.243% (28215/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.312 | Acc: 89.261% (28335/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.312 | Acc: 89.285% (28457/31872) 249/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.311 | Acc: 89.300% (28576/32000) 250/391 [=========================================>.......................] Step: 350ms | Tot: 1m30s | Loss: 0.311 | Acc: 89.287% (28686/32128) 251/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.311 | Acc: 89.292% (28802/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.311 | Acc: 89.294% (28917/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.312 | Acc: 89.278% (29026/32512) 254/391 [==========================================>......................] Step: 355ms | Tot: 1m31s | Loss: 0.312 | Acc: 89.292% (29145/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.312 | Acc: 89.288% (29258/32768) 256/391 [==========================================>......................] Step: 350ms | Tot: 1m32s | Loss: 0.312 | Acc: 89.275% (29368/32896) 257/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.312 | Acc: 89.277% (29483/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.311 | Acc: 89.295% (29603/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m33s | Loss: 0.312 | Acc: 89.285% (29714/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.312 | Acc: 89.293% (29831/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.312 | Acc: 89.283% (29942/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.312 | Acc: 89.276% (30054/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.312 | Acc: 89.279% (30169/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.312 | Acc: 89.266% (30279/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m35s | Loss: 0.312 | Acc: 89.248% (30387/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m35s | Loss: 0.312 | Acc: 89.253% (30503/34176) 267/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.312 | Acc: 89.249% (30616/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.312 | Acc: 89.257% (30733/34432) 269/391 [============================================>....................] Step: 376ms | Tot: 1m37s | Loss: 0.312 | Acc: 89.256% (30847/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.312 | Acc: 89.256% (30961/34688) 271/391 [=============================================>...................] Step: 352ms | Tot: 1m37s | Loss: 0.312 | Acc: 89.243% (31071/34816) 272/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.312 | Acc: 89.237% (31183/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.312 | Acc: 89.236% (31297/35072) 274/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.312 | Acc: 89.233% (31410/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.312 | Acc: 89.238% (31526/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.312 | Acc: 89.240% (31641/35456) 277/391 [==============================================>..................] Step: 351ms | Tot: 1m39s | Loss: 0.312 | Acc: 89.245% (31757/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.312 | Acc: 89.239% (31869/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.313 | Acc: 89.224% (31978/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m40s | Loss: 0.313 | Acc: 89.215% (32089/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.313 | Acc: 89.207% (32200/36096) 282/391 [==============================================>..................] Step: 352ms | Tot: 1m41s | Loss: 0.313 | Acc: 89.203% (32313/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.313 | Acc: 89.192% (32423/36352) 284/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.313 | Acc: 89.186% (32535/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.314 | Acc: 89.164% (32641/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.315 | Acc: 89.131% (32743/36736) 287/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.315 | Acc: 89.117% (32852/36864) 288/391 [===============================================>.................] Step: 347ms | Tot: 1m43s | Loss: 0.315 | Acc: 89.125% (32969/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.315 | Acc: 89.122% (33082/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m44s | Loss: 0.315 | Acc: 89.130% (33199/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.315 | Acc: 89.124% (33311/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.315 | Acc: 89.121% (33424/37504) 293/391 [================================================>................] Step: 353ms | Tot: 1m45s | Loss: 0.315 | Acc: 89.118% (33537/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.315 | Acc: 89.118% (33651/37760) 295/391 [=================================================>...............] Step: 356ms | Tot: 1m46s | Loss: 0.315 | Acc: 89.113% (33763/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m46s | Loss: 0.315 | Acc: 89.115% (33878/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m47s | Loss: 0.315 | Acc: 89.115% (33992/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.315 | Acc: 89.123% (34109/38272) 299/391 [=================================================>...............] Step: 347ms | Tot: 1m47s | Loss: 0.315 | Acc: 89.112% (34219/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.315 | Acc: 89.122% (34337/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m48s | Loss: 0.315 | Acc: 89.135% (34456/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m48s | Loss: 0.315 | Acc: 89.130% (34568/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.315 | Acc: 89.127% (34681/38912) 304/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.315 | Acc: 89.124% (34794/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.315 | Acc: 89.121% (34907/39168) 306/391 [==================================================>..............] Step: 411ms | Tot: 1m50s | Loss: 0.315 | Acc: 89.113% (35018/39296) 307/391 [===================================================>.............] Step: 395ms | Tot: 1m50s | Loss: 0.315 | Acc: 89.121% (35135/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m51s | Loss: 0.315 | Acc: 89.123% (35250/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.315 | Acc: 89.138% (35370/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.315 | Acc: 89.140% (35485/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.315 | Acc: 89.123% (35592/39936) 312/391 [===================================================>.............] Step: 380ms | Tot: 1m52s | Loss: 0.315 | Acc: 89.115% (35703/40064) 313/391 [====================================================>............] Step: 372ms | Tot: 1m53s | Loss: 0.315 | Acc: 89.115% (35817/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m53s | Loss: 0.315 | Acc: 89.110% (35929/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.315 | Acc: 89.114% (36045/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.315 | Acc: 89.117% (36160/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.315 | Acc: 89.114% (36273/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.315 | Acc: 89.121% (36390/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m55s | Loss: 0.314 | Acc: 89.138% (36511/40960) 320/391 [=====================================================>...........] Step: 348ms | Tot: 1m55s | Loss: 0.315 | Acc: 89.131% (36622/41088) 321/391 [=====================================================>...........] Step: 354ms | Tot: 1m55s | Loss: 0.314 | Acc: 89.145% (36742/41216) 322/391 [=====================================================>...........] Step: 353ms | Tot: 1m56s | Loss: 0.315 | Acc: 89.128% (36849/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 1m56s | Loss: 0.314 | Acc: 89.128% (36963/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.314 | Acc: 89.130% (37078/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.314 | Acc: 89.132% (37193/41728) 326/391 [======================================================>..........] Step: 350ms | Tot: 1m57s | Loss: 0.314 | Acc: 89.144% (37312/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.314 | Acc: 89.146% (37427/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.314 | Acc: 89.146% (37541/42112) 329/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.315 | Acc: 89.138% (37652/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.315 | Acc: 89.133% (37764/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.315 | Acc: 89.121% (37873/42496) 332/391 [=======================================================>.........] Step: 359ms | Tot: 1m59s | Loss: 0.315 | Acc: 89.126% (37989/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m222ms | Loss: 0.315 | Acc: 89.133% (38106/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m580ms | Loss: 0.315 | Acc: 89.123% (38216/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m946ms | Loss: 0.315 | Acc: 89.109% (38324/43008) 336/391 [=======================================================>.........] Step: 347ms | Tot: 2m1s | Loss: 0.315 | Acc: 89.107% (38437/43136) 337/391 [========================================================>........] Step: 354ms | Tot: 2m1s | Loss: 0.315 | Acc: 89.109% (38552/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.315 | Acc: 89.106% (38665/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m2s | Loss: 0.315 | Acc: 89.106% (38779/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.315 | Acc: 89.104% (38892/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.315 | Acc: 89.099% (39004/43776) 342/391 [========================================================>........] Step: 352ms | Tot: 2m3s | Loss: 0.315 | Acc: 89.099% (39118/43904) 343/391 [=========================================================>.......] Step: 350ms | Tot: 2m3s | Loss: 0.315 | Acc: 89.094% (39230/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m4s | Loss: 0.316 | Acc: 89.090% (39342/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m4s | Loss: 0.316 | Acc: 89.092% (39457/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.316 | Acc: 89.092% (39571/44416) 347/391 [=========================================================>.......] Step: 348ms | Tot: 2m5s | Loss: 0.316 | Acc: 89.089% (39684/44544) 348/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.316 | Acc: 89.094% (39800/44672) 349/391 [==========================================================>......] Step: 351ms | Tot: 2m5s | Loss: 0.316 | Acc: 89.083% (39909/44800) 350/391 [==========================================================>......] Step: 372ms | Tot: 2m6s | Loss: 0.316 | Acc: 89.071% (40018/44928) 351/391 [==========================================================>......] Step: 376ms | Tot: 2m6s | Loss: 0.316 | Acc: 89.069% (40131/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.317 | Acc: 89.067% (40244/45184) 353/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.317 | Acc: 89.062% (40356/45312) 354/391 [==========================================================>......] Step: 351ms | Tot: 2m7s | Loss: 0.317 | Acc: 89.051% (40465/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m8s | Loss: 0.317 | Acc: 89.049% (40578/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m8s | Loss: 0.316 | Acc: 89.056% (40695/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.316 | Acc: 89.060% (40811/45824) 358/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.316 | Acc: 89.058% (40924/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.316 | Acc: 89.045% (41032/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.316 | Acc: 89.056% (41151/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.316 | Acc: 89.062% (41268/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m10s | Loss: 0.316 | Acc: 89.073% (41387/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.316 | Acc: 89.078% (41503/46592) 364/391 [============================================================>....] Step: 350ms | Tot: 2m11s | Loss: 0.316 | Acc: 89.077% (41617/46720) 365/391 [============================================================>....] Step: 352ms | Tot: 2m11s | Loss: 0.316 | Acc: 89.080% (41732/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.316 | Acc: 89.080% (41846/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m12s | Loss: 0.316 | Acc: 89.090% (41965/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m12s | Loss: 0.316 | Acc: 89.082% (42075/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.316 | Acc: 89.075% (42186/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.316 | Acc: 89.079% (42302/47488) 371/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.316 | Acc: 89.079% (42416/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.316 | Acc: 89.088% (42534/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m14s | Loss: 0.316 | Acc: 89.071% (42640/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m14s | Loss: 0.316 | Acc: 89.075% (42756/48000) 375/391 [==============================================================>..] Step: 349ms | Tot: 2m15s | Loss: 0.316 | Acc: 89.065% (42865/48128) 376/391 [==============================================================>..] Step: 352ms | Tot: 2m15s | Loss: 0.316 | Acc: 89.062% (42978/48256) 377/391 [==============================================================>..] Step: 372ms | Tot: 2m16s | Loss: 0.316 | Acc: 89.060% (43091/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.316 | Acc: 89.067% (43208/48512) 379/391 [===============================================================>.] Step: 352ms | Tot: 2m16s | Loss: 0.316 | Acc: 89.062% (43320/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.316 | Acc: 89.052% (43429/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m17s | Loss: 0.317 | Acc: 89.038% (43536/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.317 | Acc: 89.020% (43641/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.317 | Acc: 89.024% (43757/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.317 | Acc: 89.024% (43871/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m18s | Loss: 0.317 | Acc: 89.028% (43987/49408) 386/391 [================================================================>] Step: 360ms | Tot: 2m19s | Loss: 0.317 | Acc: 89.020% (44097/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m19s | Loss: 0.317 | Acc: 89.010% (44206/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m19s | Loss: 0.317 | Acc: 89.012% (44321/49792) 389/391 [================================================================>] Step: 391ms | Tot: 2m20s | Loss: 0.317 | Acc: 88.998% (44428/49920) 390/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.317 | Acc: 88.998% (44499/50000) 391/391 + [>................................................................] Step: 478ms | Tot: 2ms | Loss: 0.385 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 295ms | Tot: 297ms | Loss: 0.403 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 591ms | Loss: 0.361 | Acc: 87.667% (263/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 893ms | Loss: 0.373 | Acc: 87.500% (350/400) 4/100 [==>..............................................................] Step: 306ms | Tot: 1s199ms | Loss: 0.353 | Acc: 88.000% (440/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s493ms | Loss: 0.330 | Acc: 89.000% (534/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s787ms | Loss: 0.338 | Acc: 88.714% (621/700) 7/100 [====>............................................................] Step: 290ms | Tot: 2s78ms | Loss: 0.370 | Acc: 87.500% (700/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s384ms | Loss: 0.393 | Acc: 87.222% (785/900) 9/100 [=====>...........................................................] Step: 320ms | Tot: 2s704ms | Loss: 0.401 | Acc: 87.200% (872/1000) 10/100 [======>..........................................................] Step: 316ms | Tot: 3s21ms | Loss: 0.408 | Acc: 86.909% (956/1100) 11/100 [=======>.........................................................] Step: 316ms | Tot: 3s338ms | Loss: 0.413 | Acc: 86.750% (1041/1200) 12/100 [=======>.........................................................] Step: 313ms | Tot: 3s652ms | Loss: 0.405 | Acc: 86.692% (1127/1300) 13/100 [========>........................................................] Step: 317ms | Tot: 3s969ms | Loss: 0.403 | Acc: 86.929% (1217/1400) 14/100 [=========>.......................................................] Step: 313ms | Tot: 4s282ms | Loss: 0.401 | Acc: 87.000% (1305/1500) 15/100 [=========>.......................................................] Step: 318ms | Tot: 4s601ms | Loss: 0.411 | Acc: 86.750% (1388/1600) 16/100 [==========>......................................................] Step: 320ms | Tot: 4s921ms | Loss: 0.408 | Acc: 87.000% (1479/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s234ms | Loss: 0.409 | Acc: 86.778% (1562/1800) 18/100 [===========>.....................................................] Step: 298ms | Tot: 5s533ms | Loss: 0.410 | Acc: 86.737% (1648/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s838ms | Loss: 0.418 | Acc: 86.600% (1732/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s140ms | Loss: 0.423 | Acc: 86.286% (1812/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s441ms | Loss: 0.425 | Acc: 86.182% (1896/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s748ms | Loss: 0.431 | Acc: 85.913% (1976/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 7s59ms | Loss: 0.431 | Acc: 85.833% (2060/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s372ms | Loss: 0.434 | Acc: 85.880% (2147/2500) 25/100 [================>................................................] Step: 297ms | Tot: 7s669ms | Loss: 0.441 | Acc: 85.731% (2229/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s972ms | Loss: 0.435 | Acc: 85.778% (2316/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s270ms | Loss: 0.437 | Acc: 85.786% (2402/2800) 28/100 [==================>..............................................] Step: 300ms | Tot: 8s571ms | Loss: 0.438 | Acc: 85.862% (2490/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 8s880ms | Loss: 0.438 | Acc: 85.833% (2575/3000) 30/100 [===================>.............................................] Step: 297ms | Tot: 9s178ms | Loss: 0.438 | Acc: 85.774% (2659/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s482ms | Loss: 0.434 | Acc: 85.906% (2749/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s787ms | Loss: 0.432 | Acc: 85.909% (2835/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 10s85ms | Loss: 0.432 | Acc: 85.853% (2919/3400) 34/100 [======================>..........................................] Step: 295ms | Tot: 10s380ms | Loss: 0.436 | Acc: 85.771% (3002/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s685ms | Loss: 0.435 | Acc: 85.778% (3088/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 10s996ms | Loss: 0.435 | Acc: 85.784% (3174/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s305ms | Loss: 0.435 | Acc: 85.816% (3261/3800) 38/100 [========================>........................................] Step: 298ms | Tot: 11s604ms | Loss: 0.433 | Acc: 85.897% (3350/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s903ms | Loss: 0.432 | Acc: 85.925% (3437/4000) 40/100 [==========================>......................................] Step: 299ms | Tot: 12s202ms | Loss: 0.432 | Acc: 85.951% (3524/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s502ms | Loss: 0.434 | Acc: 85.929% (3609/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 12s814ms | Loss: 0.430 | Acc: 86.047% (3700/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 13s114ms | Loss: 0.430 | Acc: 86.114% (3789/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s418ms | Loss: 0.430 | Acc: 86.156% (3877/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s727ms | Loss: 0.430 | Acc: 86.130% (3962/4600) 46/100 [=============================>...................................] Step: 297ms | Tot: 14s25ms | Loss: 0.430 | Acc: 86.106% (4047/4700) 47/100 [==============================>..................................] Step: 297ms | Tot: 14s322ms | Loss: 0.432 | Acc: 86.083% (4132/4800) 48/100 [===============================>.................................] Step: 294ms | Tot: 14s617ms | Loss: 0.430 | Acc: 86.041% (4216/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 14s926ms | Loss: 0.433 | Acc: 85.960% (4298/5000) 50/100 [================================>................................] Step: 318ms | Tot: 15s245ms | Loss: 0.433 | Acc: 85.961% (4384/5100) 51/100 [=================================>...............................] Step: 300ms | Tot: 15s545ms | Loss: 0.432 | Acc: 85.962% (4470/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s852ms | Loss: 0.430 | Acc: 86.019% (4559/5300) 53/100 [==================================>..............................] Step: 295ms | Tot: 16s148ms | Loss: 0.428 | Acc: 86.000% (4644/5400) 54/100 [===================================>.............................] Step: 293ms | Tot: 16s441ms | Loss: 0.428 | Acc: 86.000% (4730/5500) 55/100 [===================================>.............................] Step: 300ms | Tot: 16s742ms | Loss: 0.430 | Acc: 85.964% (4814/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s46ms | Loss: 0.430 | Acc: 85.947% (4899/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s350ms | Loss: 0.428 | Acc: 86.034% (4990/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s655ms | Loss: 0.429 | Acc: 85.966% (5072/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 17s957ms | Loss: 0.428 | Acc: 86.000% (5160/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s261ms | Loss: 0.426 | Acc: 86.066% (5250/6100) 61/100 [=======================================>.........................] Step: 296ms | Tot: 18s557ms | Loss: 0.427 | Acc: 86.113% (5339/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s862ms | Loss: 0.426 | Acc: 86.111% (5425/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s165ms | Loss: 0.426 | Acc: 86.109% (5511/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s467ms | Loss: 0.428 | Acc: 86.092% (5596/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 19s777ms | Loss: 0.428 | Acc: 86.091% (5682/6600) 66/100 [==========================================>......................] Step: 293ms | Tot: 20s71ms | Loss: 0.426 | Acc: 86.134% (5771/6700) 67/100 [===========================================>.....................] Step: 300ms | Tot: 20s372ms | Loss: 0.428 | Acc: 86.088% (5854/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s675ms | Loss: 0.427 | Acc: 86.116% (5942/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 20s982ms | Loss: 0.427 | Acc: 86.043% (6023/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s290ms | Loss: 0.429 | Acc: 85.972% (6104/7100) 71/100 [==============================================>..................] Step: 302ms | Tot: 21s592ms | Loss: 0.429 | Acc: 85.958% (6189/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s895ms | Loss: 0.428 | Acc: 86.014% (6279/7300) 73/100 [===============================================>.................] Step: 296ms | Tot: 22s192ms | Loss: 0.427 | Acc: 86.014% (6365/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s492ms | Loss: 0.426 | Acc: 86.013% (6451/7500) 75/100 [================================================>................] Step: 305ms | Tot: 22s798ms | Loss: 0.427 | Acc: 86.013% (6537/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 23s100ms | Loss: 0.427 | Acc: 85.987% (6621/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s406ms | Loss: 0.428 | Acc: 85.962% (6705/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s715ms | Loss: 0.428 | Acc: 85.962% (6791/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s14ms | Loss: 0.428 | Acc: 85.900% (6872/8000) 80/100 [====================================================>............] Step: 295ms | Tot: 24s309ms | Loss: 0.426 | Acc: 85.926% (6960/8100) 81/100 [====================================================>............] Step: 296ms | Tot: 24s606ms | Loss: 0.426 | Acc: 85.902% (7044/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 24s914ms | Loss: 0.427 | Acc: 85.904% (7130/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s218ms | Loss: 0.426 | Acc: 85.905% (7216/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s519ms | Loss: 0.427 | Acc: 85.894% (7301/8500) 85/100 [=======================================================>.........] Step: 298ms | Tot: 25s818ms | Loss: 0.428 | Acc: 85.895% (7387/8600) 86/100 [=======================================================>.........] Step: 296ms | Tot: 26s115ms | Loss: 0.428 | Acc: 85.874% (7471/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s416ms | Loss: 0.429 | Acc: 85.852% (7555/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 26s727ms | Loss: 0.428 | Acc: 85.888% (7644/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 27s29ms | Loss: 0.428 | Acc: 85.922% (7733/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s335ms | Loss: 0.427 | Acc: 85.967% (7823/9100) 91/100 [===========================================================>.....] Step: 300ms | Tot: 27s636ms | Loss: 0.425 | Acc: 86.000% (7912/9200) 92/100 [===========================================================>.....] Step: 296ms | Tot: 27s933ms | Loss: 0.425 | Acc: 85.978% (7996/9300) 93/100 [============================================================>....] Step: 296ms | Tot: 28s230ms | Loss: 0.425 | Acc: 85.947% (8079/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s532ms | Loss: 0.424 | Acc: 85.905% (8161/9500) 95/100 [=============================================================>...] Step: 322ms | Tot: 28s854ms | Loss: 0.424 | Acc: 85.885% (8245/9600) 96/100 [==============================================================>..] Step: 355ms | Tot: 29s209ms | Loss: 0.423 | Acc: 85.928% (8335/9700) 97/100 [===============================================================>.] Step: 324ms | Tot: 29s534ms | Loss: 0.424 | Acc: 85.898% (8418/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 29s834ms | Loss: 0.424 | Acc: 85.859% (8500/9900) 99/100 [================================================================>] Step: 291ms | Tot: 30s126ms | Loss: 0.423 | Acc: 85.900% (8590/10000) 100/100 + +Epoch: 108 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.296 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.269 | Acc: 91.016% (233/256) 2/391 [>................................................................] Step: 376ms | Tot: 766ms | Loss: 0.314 | Acc: 89.062% (342/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s142ms | Loss: 0.288 | Acc: 90.430% (463/512) 4/391 [>................................................................] Step: 352ms | Tot: 1s494ms | Loss: 0.305 | Acc: 89.688% (574/640) 5/391 [>................................................................] Step: 354ms | Tot: 1s849ms | Loss: 0.304 | Acc: 89.583% (688/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s219ms | Loss: 0.292 | Acc: 90.179% (808/896) 7/391 [=>...............................................................] Step: 358ms | Tot: 2s578ms | Loss: 0.293 | Acc: 90.527% (927/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s939ms | Loss: 0.289 | Acc: 90.625% (1044/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s296ms | Loss: 0.291 | Acc: 90.625% (1160/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s650ms | Loss: 0.288 | Acc: 90.554% (1275/1408) 11/391 [=>...............................................................] Step: 353ms | Tot: 4s4ms | Loss: 0.292 | Acc: 90.365% (1388/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s362ms | Loss: 0.286 | Acc: 90.505% (1506/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s724ms | Loss: 0.290 | Acc: 90.290% (1618/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s85ms | Loss: 0.292 | Acc: 90.208% (1732/1920) 15/391 [==>..............................................................] Step: 355ms | Tot: 5s441ms | Loss: 0.291 | Acc: 90.283% (1849/2048) 16/391 [==>..............................................................] Step: 354ms | Tot: 5s795ms | Loss: 0.287 | Acc: 90.303% (1965/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s160ms | Loss: 0.291 | Acc: 89.931% (2072/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s521ms | Loss: 0.295 | Acc: 89.720% (2182/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s878ms | Loss: 0.296 | Acc: 89.727% (2297/2560) 20/391 [===>.............................................................] Step: 356ms | Tot: 7s234ms | Loss: 0.300 | Acc: 89.546% (2407/2688) 21/391 [===>.............................................................] Step: 351ms | Tot: 7s586ms | Loss: 0.301 | Acc: 89.489% (2520/2816) 22/391 [===>.............................................................] Step: 357ms | Tot: 7s944ms | Loss: 0.299 | Acc: 89.674% (2640/2944) 23/391 [===>.............................................................] Step: 358ms | Tot: 8s302ms | Loss: 0.298 | Acc: 89.714% (2756/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 8s670ms | Loss: 0.296 | Acc: 89.750% (2872/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s36ms | Loss: 0.296 | Acc: 89.784% (2988/3328) 26/391 [====>............................................................] Step: 349ms | Tot: 9s386ms | Loss: 0.300 | Acc: 89.699% (3100/3456) 27/391 [====>............................................................] Step: 352ms | Tot: 9s738ms | Loss: 0.296 | Acc: 89.872% (3221/3584) 28/391 [====>............................................................] Step: 358ms | Tot: 10s96ms | Loss: 0.298 | Acc: 89.871% (3336/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s457ms | Loss: 0.295 | Acc: 89.896% (3452/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s816ms | Loss: 0.298 | Acc: 89.793% (3563/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s174ms | Loss: 0.298 | Acc: 89.868% (3681/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s534ms | Loss: 0.297 | Acc: 89.915% (3798/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 11s892ms | Loss: 0.297 | Acc: 89.913% (3913/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s259ms | Loss: 0.295 | Acc: 89.955% (4030/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s623ms | Loss: 0.296 | Acc: 89.952% (4145/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 12s981ms | Loss: 0.298 | Acc: 89.907% (4258/4736) 37/391 [======>..........................................................] Step: 350ms | Tot: 13s332ms | Loss: 0.296 | Acc: 90.008% (4378/4864) 38/391 [======>..........................................................] Step: 348ms | Tot: 13s680ms | Loss: 0.295 | Acc: 89.984% (4492/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s38ms | Loss: 0.294 | Acc: 90.059% (4611/5120) 40/391 [======>..........................................................] Step: 356ms | Tot: 14s395ms | Loss: 0.295 | Acc: 89.996% (4723/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 14s759ms | Loss: 0.296 | Acc: 90.011% (4839/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s125ms | Loss: 0.295 | Acc: 90.007% (4954/5504) 43/391 [=======>.........................................................] Step: 350ms | Tot: 15s476ms | Loss: 0.296 | Acc: 89.950% (5066/5632) 44/391 [=======>.........................................................] Step: 347ms | Tot: 15s824ms | Loss: 0.296 | Acc: 90.017% (5185/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s187ms | Loss: 0.296 | Acc: 90.048% (5302/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s544ms | Loss: 0.296 | Acc: 90.010% (5415/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 16s902ms | Loss: 0.296 | Acc: 89.974% (5528/6144) 48/391 [=======>.........................................................] Step: 352ms | Tot: 17s255ms | Loss: 0.295 | Acc: 90.019% (5646/6272) 49/391 [========>........................................................] Step: 349ms | Tot: 17s605ms | Loss: 0.300 | Acc: 89.828% (5749/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 17s963ms | Loss: 0.300 | Acc: 89.813% (5863/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s328ms | Loss: 0.300 | Acc: 89.829% (5979/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 18s690ms | Loss: 0.301 | Acc: 89.770% (6090/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s53ms | Loss: 0.302 | Acc: 89.728% (6202/6912) 54/391 [========>........................................................] Step: 347ms | Tot: 19s400ms | Loss: 0.303 | Acc: 89.759% (6319/7040) 55/391 [=========>.......................................................] Step: 352ms | Tot: 19s753ms | Loss: 0.304 | Acc: 89.718% (6431/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s112ms | Loss: 0.304 | Acc: 89.734% (6547/7296) 57/391 [=========>.......................................................] Step: 354ms | Tot: 20s466ms | Loss: 0.304 | Acc: 89.709% (6660/7424) 58/391 [=========>.......................................................] Step: 350ms | Tot: 20s817ms | Loss: 0.303 | Acc: 89.738% (6777/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s177ms | Loss: 0.302 | Acc: 89.766% (6894/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s536ms | Loss: 0.301 | Acc: 89.741% (7007/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 21s897ms | Loss: 0.299 | Acc: 89.819% (7128/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s256ms | Loss: 0.300 | Acc: 89.819% (7243/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s618ms | Loss: 0.299 | Acc: 89.771% (7354/8192) 64/391 [==========>......................................................] Step: 356ms | Tot: 22s974ms | Loss: 0.299 | Acc: 89.772% (7469/8320) 65/391 [==========>......................................................] Step: 357ms | Tot: 23s332ms | Loss: 0.299 | Acc: 89.808% (7587/8448) 66/391 [==========>......................................................] Step: 350ms | Tot: 23s683ms | Loss: 0.299 | Acc: 89.820% (7703/8576) 67/391 [===========>.....................................................] Step: 354ms | Tot: 24s37ms | Loss: 0.298 | Acc: 89.844% (7820/8704) 68/391 [===========>.....................................................] Step: 361ms | Tot: 24s399ms | Loss: 0.299 | Acc: 89.821% (7933/8832) 69/391 [===========>.....................................................] Step: 367ms | Tot: 24s766ms | Loss: 0.299 | Acc: 89.799% (8046/8960) 70/391 [===========>.....................................................] Step: 372ms | Tot: 25s139ms | Loss: 0.298 | Acc: 89.855% (8166/9088) 71/391 [===========>.....................................................] Step: 353ms | Tot: 25s492ms | Loss: 0.298 | Acc: 89.833% (8279/9216) 72/391 [===========>.....................................................] Step: 350ms | Tot: 25s842ms | Loss: 0.298 | Acc: 89.822% (8393/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s201ms | Loss: 0.299 | Acc: 89.833% (8509/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 26s560ms | Loss: 0.299 | Acc: 89.823% (8623/9600) 75/391 [============>....................................................] Step: 356ms | Tot: 26s917ms | Loss: 0.299 | Acc: 89.803% (8736/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s276ms | Loss: 0.301 | Acc: 89.783% (8849/9856) 77/391 [============>....................................................] Step: 352ms | Tot: 27s628ms | Loss: 0.300 | Acc: 89.814% (8967/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 27s988ms | Loss: 0.299 | Acc: 89.834% (9084/10112) 79/391 [=============>...................................................] Step: 415ms | Tot: 28s403ms | Loss: 0.299 | Acc: 89.805% (9196/10240) 80/391 [=============>...................................................] Step: 389ms | Tot: 28s792ms | Loss: 0.298 | Acc: 89.824% (9313/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s154ms | Loss: 0.298 | Acc: 89.844% (9430/10496) 82/391 [=============>...................................................] Step: 348ms | Tot: 29s503ms | Loss: 0.298 | Acc: 89.834% (9544/10624) 83/391 [=============>...................................................] Step: 350ms | Tot: 29s853ms | Loss: 0.299 | Acc: 89.797% (9655/10752) 84/391 [=============>...................................................] Step: 357ms | Tot: 30s210ms | Loss: 0.299 | Acc: 89.798% (9770/10880) 85/391 [==============>..................................................] Step: 358ms | Tot: 30s569ms | Loss: 0.298 | Acc: 89.835% (9889/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 30s932ms | Loss: 0.297 | Acc: 89.853% (10006/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s294ms | Loss: 0.297 | Acc: 89.835% (10119/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 31s651ms | Loss: 0.297 | Acc: 89.844% (10235/11392) 89/391 [==============>..................................................] Step: 354ms | Tot: 32s6ms | Loss: 0.297 | Acc: 89.809% (10346/11520) 90/391 [==============>..................................................] Step: 353ms | Tot: 32s359ms | Loss: 0.297 | Acc: 89.835% (10464/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 32s719ms | Loss: 0.297 | Acc: 89.793% (10574/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s82ms | Loss: 0.297 | Acc: 89.751% (10684/11904) 93/391 [===============>.................................................] Step: 353ms | Tot: 33s436ms | Loss: 0.297 | Acc: 89.752% (10799/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 33s798ms | Loss: 0.297 | Acc: 89.729% (10911/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s163ms | Loss: 0.297 | Acc: 89.746% (11028/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 34s528ms | Loss: 0.297 | Acc: 89.739% (11142/12416) 97/391 [================>................................................] Step: 358ms | Tot: 34s886ms | Loss: 0.298 | Acc: 89.708% (11253/12544) 98/391 [================>................................................] Step: 349ms | Tot: 35s236ms | Loss: 0.297 | Acc: 89.749% (11373/12672) 99/391 [================>................................................] Step: 351ms | Tot: 35s588ms | Loss: 0.298 | Acc: 89.750% (11488/12800) 100/391 [================>................................................] Step: 351ms | Tot: 35s939ms | Loss: 0.298 | Acc: 89.712% (11598/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s302ms | Loss: 0.298 | Acc: 89.721% (11714/13056) 102/391 [================>................................................] Step: 356ms | Tot: 36s659ms | Loss: 0.298 | Acc: 89.692% (11825/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s22ms | Loss: 0.298 | Acc: 89.716% (11943/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 37s376ms | Loss: 0.299 | Acc: 89.658% (12050/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 37s736ms | Loss: 0.299 | Acc: 89.659% (12165/13568) 106/391 [=================>...............................................] Step: 369ms | Tot: 38s105ms | Loss: 0.298 | Acc: 89.690% (12284/13696) 107/391 [=================>...............................................] Step: 356ms | Tot: 38s462ms | Loss: 0.297 | Acc: 89.699% (12400/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 38s826ms | Loss: 0.297 | Acc: 89.693% (12514/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s188ms | Loss: 0.298 | Acc: 89.652% (12623/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 39s543ms | Loss: 0.298 | Acc: 89.654% (12738/14208) 111/391 [==================>..............................................] Step: 355ms | Tot: 39s898ms | Loss: 0.299 | Acc: 89.628% (12849/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 40s263ms | Loss: 0.298 | Acc: 89.643% (12966/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 40s628ms | Loss: 0.299 | Acc: 89.645% (13081/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 40s995ms | Loss: 0.299 | Acc: 89.626% (13193/14720) 115/391 [===================>.............................................] Step: 352ms | Tot: 41s347ms | Loss: 0.299 | Acc: 89.601% (13304/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 41s701ms | Loss: 0.299 | Acc: 89.603% (13419/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s61ms | Loss: 0.299 | Acc: 89.612% (13535/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 42s421ms | Loss: 0.300 | Acc: 89.561% (13642/15232) 119/391 [===================>.............................................] Step: 358ms | Tot: 42s779ms | Loss: 0.300 | Acc: 89.570% (13758/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s138ms | Loss: 0.300 | Acc: 89.592% (13876/15488) 121/391 [====================>............................................] Step: 351ms | Tot: 43s489ms | Loss: 0.300 | Acc: 89.588% (13990/15616) 122/391 [====================>............................................] Step: 356ms | Tot: 43s846ms | Loss: 0.300 | Acc: 89.590% (14105/15744) 123/391 [====================>............................................] Step: 371ms | Tot: 44s218ms | Loss: 0.300 | Acc: 89.630% (14226/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 44s576ms | Loss: 0.301 | Acc: 89.619% (14339/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 44s936ms | Loss: 0.300 | Acc: 89.658% (14460/16128) 126/391 [====================>............................................] Step: 352ms | Tot: 45s288ms | Loss: 0.300 | Acc: 89.659% (14575/16256) 127/391 [=====================>...........................................] Step: 348ms | Tot: 45s637ms | Loss: 0.301 | Acc: 89.648% (14688/16384) 128/391 [=====================>...........................................] Step: 353ms | Tot: 45s991ms | Loss: 0.301 | Acc: 89.644% (14802/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s350ms | Loss: 0.301 | Acc: 89.627% (14914/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 46s712ms | Loss: 0.302 | Acc: 89.587% (15022/16768) 131/391 [=====================>...........................................] Step: 375ms | Tot: 47s87ms | Loss: 0.302 | Acc: 89.601% (15139/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s443ms | Loss: 0.302 | Acc: 89.585% (15251/17024) 133/391 [======================>..........................................] Step: 350ms | Tot: 47s793ms | Loss: 0.302 | Acc: 89.611% (15370/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 48s152ms | Loss: 0.303 | Acc: 89.595% (15482/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 48s513ms | Loss: 0.302 | Acc: 89.608% (15599/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 48s878ms | Loss: 0.302 | Acc: 89.616% (15715/17536) 137/391 [======================>..........................................] Step: 352ms | Tot: 49s230ms | Loss: 0.302 | Acc: 89.572% (15822/17664) 138/391 [======================>..........................................] Step: 350ms | Tot: 49s581ms | Loss: 0.302 | Acc: 89.580% (15938/17792) 139/391 [=======================>.........................................] Step: 349ms | Tot: 49s930ms | Loss: 0.301 | Acc: 89.593% (16055/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 50s293ms | Loss: 0.301 | Acc: 89.611% (16173/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 50s661ms | Loss: 0.302 | Acc: 89.585% (16283/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s22ms | Loss: 0.303 | Acc: 89.560% (16393/18304) 143/391 [=======================>.........................................] Step: 349ms | Tot: 51s371ms | Loss: 0.302 | Acc: 89.594% (16514/18432) 144/391 [=======================>.........................................] Step: 352ms | Tot: 51s724ms | Loss: 0.302 | Acc: 89.591% (16628/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 52s87ms | Loss: 0.302 | Acc: 89.592% (16743/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 52s447ms | Loss: 0.301 | Acc: 89.605% (16860/18816) 147/391 [========================>........................................] Step: 352ms | Tot: 52s799ms | Loss: 0.302 | Acc: 89.601% (16974/18944) 148/391 [========================>........................................] Step: 356ms | Tot: 53s156ms | Loss: 0.301 | Acc: 89.603% (17089/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 53s512ms | Loss: 0.300 | Acc: 89.641% (17211/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 53s867ms | Loss: 0.300 | Acc: 89.637% (17325/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 54s230ms | Loss: 0.300 | Acc: 89.643% (17441/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 54s591ms | Loss: 0.300 | Acc: 89.609% (17549/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 54s947ms | Loss: 0.301 | Acc: 89.600% (17662/19712) 154/391 [=========================>.......................................] Step: 356ms | Tot: 55s304ms | Loss: 0.301 | Acc: 89.587% (17774/19840) 155/391 [=========================>.......................................] Step: 352ms | Tot: 55s657ms | Loss: 0.301 | Acc: 89.588% (17889/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s16ms | Loss: 0.301 | Acc: 89.590% (18004/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 56s375ms | Loss: 0.301 | Acc: 89.592% (18119/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 56s737ms | Loss: 0.300 | Acc: 89.618% (18239/20352) 159/391 [==========================>......................................] Step: 367ms | Tot: 57s104ms | Loss: 0.301 | Acc: 89.604% (18351/20480) 160/391 [==========================>......................................] Step: 350ms | Tot: 57s455ms | Loss: 0.301 | Acc: 89.611% (18467/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 57s814ms | Loss: 0.301 | Acc: 89.574% (18574/20736) 162/391 [==========================>......................................] Step: 377ms | Tot: 58s191ms | Loss: 0.301 | Acc: 89.575% (18689/20864) 163/391 [===========================>.....................................] Step: 408ms | Tot: 58s600ms | Loss: 0.301 | Acc: 89.563% (18801/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 58s968ms | Loss: 0.301 | Acc: 89.555% (18914/21120) 165/391 [===========================>.....................................] Step: 351ms | Tot: 59s320ms | Loss: 0.301 | Acc: 89.552% (19028/21248) 166/391 [===========================>.....................................] Step: 352ms | Tot: 59s673ms | Loss: 0.302 | Acc: 89.530% (19138/21376) 167/391 [===========================>.....................................] Step: 368ms | Tot: 1m42ms | Loss: 0.302 | Acc: 89.528% (19252/21504) 168/391 [===========================>.....................................] Step: 372ms | Tot: 1m415ms | Loss: 0.302 | Acc: 89.534% (19368/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m773ms | Loss: 0.302 | Acc: 89.550% (19486/21760) 170/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.301 | Acc: 89.565% (19604/21888) 171/391 [============================>....................................] Step: 351ms | Tot: 1m1s | Loss: 0.301 | Acc: 89.576% (19721/22016) 172/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.301 | Acc: 89.586% (19838/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.301 | Acc: 89.579% (19951/22272) 174/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.301 | Acc: 89.598% (20070/22400) 175/391 [=============================>...................................] Step: 353ms | Tot: 1m2s | Loss: 0.301 | Acc: 89.622% (20190/22528) 176/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.300 | Acc: 89.632% (20307/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.301 | Acc: 89.642% (20424/22784) 178/391 [=============================>...................................] Step: 373ms | Tot: 1m3s | Loss: 0.300 | Acc: 89.647% (20540/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.301 | Acc: 89.635% (20652/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.300 | Acc: 89.658% (20772/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.299 | Acc: 89.694% (20895/23296) 182/391 [==============================>..................................] Step: 351ms | Tot: 1m5s | Loss: 0.299 | Acc: 89.686% (21008/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.299 | Acc: 89.699% (21126/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.298 | Acc: 89.709% (21243/23680) 185/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.298 | Acc: 89.705% (21357/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.298 | Acc: 89.706% (21472/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m7s | Loss: 0.298 | Acc: 89.711% (21588/24064) 188/391 [===============================>.................................] Step: 360ms | Tot: 1m7s | Loss: 0.298 | Acc: 89.711% (21703/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.298 | Acc: 89.704% (21816/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.299 | Acc: 89.692% (21928/24448) 191/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.300 | Acc: 89.657% (22034/24576) 192/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.300 | Acc: 89.653% (22148/24704) 193/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.299 | Acc: 89.675% (22268/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.300 | Acc: 89.663% (22380/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m10s | Loss: 0.300 | Acc: 89.668% (22496/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.300 | Acc: 89.661% (22609/25216) 197/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.300 | Acc: 89.658% (22723/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.300 | Acc: 89.644% (22834/25472) 199/391 [=================================>...............................] Step: 353ms | Tot: 1m11s | Loss: 0.300 | Acc: 89.633% (22946/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m11s | Loss: 0.300 | Acc: 89.642% (23063/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.300 | Acc: 89.639% (23177/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.299 | Acc: 89.659% (23297/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.299 | Acc: 89.660% (23412/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.300 | Acc: 89.657% (23526/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m13s | Loss: 0.299 | Acc: 89.666% (23643/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.300 | Acc: 89.644% (23752/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.300 | Acc: 89.633% (23864/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m14s | Loss: 0.301 | Acc: 89.601% (23970/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.301 | Acc: 89.606% (24086/26880) 210/391 [==================================>..............................] Step: 351ms | Tot: 1m15s | Loss: 0.301 | Acc: 89.599% (24199/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m15s | Loss: 0.301 | Acc: 89.608% (24316/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.301 | Acc: 89.613% (24432/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.301 | Acc: 89.610% (24546/27392) 214/391 [===================================>.............................] Step: 350ms | Tot: 1m16s | Loss: 0.301 | Acc: 89.608% (24660/27520) 215/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.300 | Acc: 89.630% (24781/27648) 216/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.300 | Acc: 89.617% (24892/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m18s | Loss: 0.300 | Acc: 89.632% (25011/27904) 218/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.301 | Acc: 89.626% (25124/28032) 219/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.301 | Acc: 89.599% (25231/28160) 220/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.301 | Acc: 89.614% (25350/28288) 221/391 [====================================>............................] Step: 350ms | Tot: 1m19s | Loss: 0.301 | Acc: 89.608% (25463/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.301 | Acc: 89.616% (25580/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m20s | Loss: 0.301 | Acc: 89.617% (25695/28672) 224/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.301 | Acc: 89.594% (25803/28800) 225/391 [=====================================>...........................] Step: 347ms | Tot: 1m20s | Loss: 0.301 | Acc: 89.588% (25916/28928) 226/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.301 | Acc: 89.596% (26033/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.301 | Acc: 89.576% (26142/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.301 | Acc: 89.595% (26262/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m22s | Loss: 0.301 | Acc: 89.575% (26371/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m22s | Loss: 0.301 | Acc: 89.577% (26486/29568) 231/391 [======================================>..........................] Step: 351ms | Tot: 1m23s | Loss: 0.301 | Acc: 89.598% (26607/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.301 | Acc: 89.592% (26720/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.301 | Acc: 89.593% (26835/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.301 | Acc: 89.588% (26948/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m24s | Loss: 0.301 | Acc: 89.589% (27063/30208) 236/391 [=======================================>.........................] Step: 351ms | Tot: 1m24s | Loss: 0.300 | Acc: 89.597% (27180/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.300 | Acc: 89.607% (27298/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.300 | Acc: 89.621% (27417/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.300 | Acc: 89.622% (27532/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m26s | Loss: 0.300 | Acc: 89.633% (27650/30848) 241/391 [========================================>........................] Step: 351ms | Tot: 1m26s | Loss: 0.300 | Acc: 89.608% (27757/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m26s | Loss: 0.300 | Acc: 89.603% (27870/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.301 | Acc: 89.597% (27983/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.300 | Acc: 89.601% (28099/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.301 | Acc: 89.596% (28212/31488) 246/391 [========================================>........................] Step: 394ms | Tot: 1m28s | Loss: 0.300 | Acc: 89.610% (28331/31616) 247/391 [=========================================>.......................] Step: 376ms | Tot: 1m28s | Loss: 0.300 | Acc: 89.614% (28447/31744) 248/391 [=========================================>.......................] Step: 372ms | Tot: 1m29s | Loss: 0.300 | Acc: 89.627% (28566/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.300 | Acc: 89.634% (28683/32000) 250/391 [=========================================>.......................] Step: 349ms | Tot: 1m29s | Loss: 0.300 | Acc: 89.623% (28794/32128) 251/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.300 | Acc: 89.633% (28912/32256) 252/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.300 | Acc: 89.646% (29031/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m30s | Loss: 0.300 | Acc: 89.650% (29147/32512) 254/391 [==========================================>......................] Step: 354ms | Tot: 1m31s | Loss: 0.299 | Acc: 89.663% (29266/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m31s | Loss: 0.299 | Acc: 89.664% (29381/32768) 256/391 [==========================================>......................] Step: 354ms | Tot: 1m32s | Loss: 0.299 | Acc: 89.670% (29498/32896) 257/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.299 | Acc: 89.653% (29607/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.300 | Acc: 89.627% (29713/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m33s | Loss: 0.300 | Acc: 89.609% (29822/33280) 260/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.300 | Acc: 89.607% (29936/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m33s | Loss: 0.300 | Acc: 89.620% (30055/33536) 262/391 [===========================================>.....................] Step: 373ms | Tot: 1m34s | Loss: 0.300 | Acc: 89.627% (30172/33664) 263/391 [===========================================>.....................] Step: 349ms | Tot: 1m34s | Loss: 0.300 | Acc: 89.628% (30287/33792) 264/391 [===========================================>.....................] Step: 353ms | Tot: 1m34s | Loss: 0.300 | Acc: 89.640% (30406/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m35s | Loss: 0.299 | Acc: 89.644% (30522/34048) 266/391 [============================================>....................] Step: 375ms | Tot: 1m35s | Loss: 0.300 | Acc: 89.633% (30633/34176) 267/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.300 | Acc: 89.634% (30748/34304) 268/391 [============================================>....................] Step: 349ms | Tot: 1m36s | Loss: 0.300 | Acc: 89.632% (30862/34432) 269/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.300 | Acc: 89.615% (30971/34560) 270/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.300 | Acc: 89.610% (31084/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m37s | Loss: 0.300 | Acc: 89.617% (31201/34816) 272/391 [=============================================>...................] Step: 351ms | Tot: 1m37s | Loss: 0.300 | Acc: 89.609% (31313/34944) 273/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.300 | Acc: 89.604% (31426/35072) 274/391 [=============================================>...................] Step: 350ms | Tot: 1m38s | Loss: 0.300 | Acc: 89.591% (31536/35200) 275/391 [=============================================>...................] Step: 376ms | Tot: 1m38s | Loss: 0.301 | Acc: 89.575% (31645/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.301 | Acc: 89.573% (31759/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m39s | Loss: 0.301 | Acc: 89.571% (31873/35584) 278/391 [==============================================>..................] Step: 348ms | Tot: 1m39s | Loss: 0.301 | Acc: 89.572% (31988/35712) 279/391 [==============================================>..................] Step: 348ms | Tot: 1m40s | Loss: 0.301 | Acc: 89.568% (32101/35840) 280/391 [==============================================>..................] Step: 349ms | Tot: 1m40s | Loss: 0.302 | Acc: 89.557% (32212/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.302 | Acc: 89.539% (32320/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.302 | Acc: 89.548% (32438/36224) 283/391 [===============================================>.................] Step: 354ms | Tot: 1m41s | Loss: 0.302 | Acc: 89.541% (32550/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m42s | Loss: 0.303 | Acc: 89.515% (32655/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.303 | Acc: 89.519% (32771/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.303 | Acc: 89.520% (32886/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.303 | Acc: 89.521% (33001/36864) 288/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.302 | Acc: 89.530% (33119/36992) 289/391 [================================================>................] Step: 348ms | Tot: 1m43s | Loss: 0.303 | Acc: 89.523% (33231/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.303 | Acc: 89.514% (33342/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.303 | Acc: 89.512% (33456/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m44s | Loss: 0.304 | Acc: 89.505% (33568/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.304 | Acc: 89.501% (33681/37632) 294/391 [================================================>................] Step: 353ms | Tot: 1m45s | Loss: 0.304 | Acc: 89.499% (33795/37760) 295/391 [=================================================>...............] Step: 356ms | Tot: 1m46s | Loss: 0.304 | Acc: 89.509% (33913/37888) 296/391 [=================================================>...............] Step: 352ms | Tot: 1m46s | Loss: 0.304 | Acc: 89.518% (34031/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.304 | Acc: 89.511% (34143/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.304 | Acc: 89.504% (34255/38272) 299/391 [=================================================>...............] Step: 351ms | Tot: 1m47s | Loss: 0.304 | Acc: 89.510% (34372/38400) 300/391 [=================================================>...............] Step: 348ms | Tot: 1m47s | Loss: 0.305 | Acc: 89.486% (34477/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m48s | Loss: 0.305 | Acc: 89.487% (34592/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m48s | Loss: 0.305 | Acc: 89.462% (34697/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m48s | Loss: 0.305 | Acc: 89.466% (34813/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.305 | Acc: 89.467% (34928/39040) 305/391 [==================================================>..............] Step: 352ms | Tot: 1m49s | Loss: 0.305 | Acc: 89.468% (35043/39168) 306/391 [==================================================>..............] Step: 353ms | Tot: 1m49s | Loss: 0.305 | Acc: 89.480% (35162/39296) 307/391 [===================================================>.............] Step: 352ms | Tot: 1m50s | Loss: 0.305 | Acc: 89.478% (35276/39424) 308/391 [===================================================>.............] Step: 355ms | Tot: 1m50s | Loss: 0.305 | Acc: 89.482% (35392/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.305 | Acc: 89.496% (35512/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m51s | Loss: 0.305 | Acc: 89.500% (35628/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.305 | Acc: 89.496% (35741/39936) 312/391 [===================================================>.............] Step: 351ms | Tot: 1m52s | Loss: 0.305 | Acc: 89.477% (35848/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m52s | Loss: 0.305 | Acc: 89.478% (35963/40192) 314/391 [====================================================>............] Step: 362ms | Tot: 1m52s | Loss: 0.305 | Acc: 89.479% (36078/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m53s | Loss: 0.305 | Acc: 89.483% (36194/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.306 | Acc: 89.479% (36307/40576) 317/391 [====================================================>............] Step: 345ms | Tot: 1m53s | Loss: 0.305 | Acc: 89.478% (36421/40704) 318/391 [====================================================>............] Step: 352ms | Tot: 1m54s | Loss: 0.306 | Acc: 89.469% (36532/40832) 319/391 [=====================================================>...........] Step: 354ms | Tot: 1m54s | Loss: 0.306 | Acc: 89.468% (36646/40960) 320/391 [=====================================================>...........] Step: 374ms | Tot: 1m54s | Loss: 0.306 | Acc: 89.459% (36757/41088) 321/391 [=====================================================>...........] Step: 351ms | Tot: 1m55s | Loss: 0.306 | Acc: 89.465% (36874/41216) 322/391 [=====================================================>...........] Step: 352ms | Tot: 1m55s | Loss: 0.306 | Acc: 89.449% (36982/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.306 | Acc: 89.431% (37089/41472) 324/391 [=====================================================>...........] Step: 347ms | Tot: 1m56s | Loss: 0.306 | Acc: 89.440% (37207/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m56s | Loss: 0.306 | Acc: 89.432% (37318/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.306 | Acc: 89.435% (37434/41856) 327/391 [======================================================>..........] Step: 352ms | Tot: 1m57s | Loss: 0.306 | Acc: 89.429% (37546/41984) 328/391 [======================================================>..........] Step: 351ms | Tot: 1m57s | Loss: 0.306 | Acc: 89.431% (37661/42112) 329/391 [======================================================>..........] Step: 374ms | Tot: 1m58s | Loss: 0.306 | Acc: 89.427% (37774/42240) 330/391 [======================================================>..........] Step: 390ms | Tot: 1m58s | Loss: 0.306 | Acc: 89.424% (37887/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 1m58s | Loss: 0.306 | Acc: 89.430% (38004/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 1m59s | Loss: 0.307 | Acc: 89.414% (38112/42624) 333/391 [=======================================================>.........] Step: 352ms | Tot: 1m59s | Loss: 0.307 | Acc: 89.406% (38223/42752) 334/391 [=======================================================>.........] Step: 351ms | Tot: 2m9ms | Loss: 0.307 | Acc: 89.417% (38342/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 2m363ms | Loss: 0.307 | Acc: 89.388% (38444/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m720ms | Loss: 0.308 | Acc: 89.392% (38560/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m1s | Loss: 0.308 | Acc: 89.384% (38671/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m1s | Loss: 0.308 | Acc: 89.390% (38788/43392) 339/391 [========================================================>........] Step: 352ms | Tot: 2m1s | Loss: 0.308 | Acc: 89.382% (38899/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.308 | Acc: 89.386% (39015/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.308 | Acc: 89.385% (39129/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m2s | Loss: 0.308 | Acc: 89.381% (39242/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m3s | Loss: 0.308 | Acc: 89.387% (39359/44032) 344/391 [=========================================================>.......] Step: 348ms | Tot: 2m3s | Loss: 0.308 | Acc: 89.389% (39474/44160) 345/391 [=========================================================>.......] Step: 350ms | Tot: 2m3s | Loss: 0.308 | Acc: 89.367% (39579/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.309 | Acc: 89.360% (39690/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m4s | Loss: 0.309 | Acc: 89.348% (39799/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.309 | Acc: 89.340% (39910/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m5s | Loss: 0.309 | Acc: 89.359% (40033/44800) 350/391 [==========================================================>......] Step: 348ms | Tot: 2m5s | Loss: 0.309 | Acc: 89.347% (40142/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.309 | Acc: 89.342% (40254/45056) 352/391 [==========================================================>......] Step: 354ms | Tot: 2m6s | Loss: 0.309 | Acc: 89.341% (40368/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.309 | Acc: 89.343% (40483/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.309 | Acc: 89.331% (40592/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m7s | Loss: 0.309 | Acc: 89.332% (40707/45568) 356/391 [===========================================================>.....] Step: 359ms | Tot: 2m7s | Loss: 0.309 | Acc: 89.329% (40820/45696) 357/391 [===========================================================>.....] Step: 356ms | Tot: 2m8s | Loss: 0.309 | Acc: 89.322% (40931/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.310 | Acc: 89.319% (41044/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m8s | Loss: 0.310 | Acc: 89.312% (41155/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m9s | Loss: 0.310 | Acc: 89.318% (41272/46208) 361/391 [============================================================>....] Step: 351ms | Tot: 2m9s | Loss: 0.310 | Acc: 89.317% (41386/46336) 362/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.310 | Acc: 89.312% (41498/46464) 363/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.310 | Acc: 89.305% (41609/46592) 364/391 [============================================================>....] Step: 369ms | Tot: 2m10s | Loss: 0.310 | Acc: 89.309% (41725/46720) 365/391 [============================================================>....] Step: 370ms | Tot: 2m11s | Loss: 0.310 | Acc: 89.306% (41838/46848) 366/391 [============================================================>....] Step: 351ms | Tot: 2m11s | Loss: 0.310 | Acc: 89.297% (41948/46976) 367/391 [=============================================================>...] Step: 354ms | Tot: 2m11s | Loss: 0.310 | Acc: 89.302% (42065/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m12s | Loss: 0.310 | Acc: 89.291% (42174/47232) 369/391 [=============================================================>...] Step: 365ms | Tot: 2m12s | Loss: 0.310 | Acc: 89.293% (42289/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m12s | Loss: 0.310 | Acc: 89.286% (42400/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.310 | Acc: 89.277% (42510/47616) 372/391 [=============================================================>...] Step: 353ms | Tot: 2m13s | Loss: 0.311 | Acc: 89.272% (42622/47744) 373/391 [==============================================================>..] Step: 355ms | Tot: 2m14s | Loss: 0.311 | Acc: 89.265% (42733/47872) 374/391 [==============================================================>..] Step: 372ms | Tot: 2m14s | Loss: 0.312 | Acc: 89.235% (42833/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m14s | Loss: 0.312 | Acc: 89.237% (42948/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m15s | Loss: 0.312 | Acc: 89.241% (43064/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.312 | Acc: 89.244% (43180/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m15s | Loss: 0.312 | Acc: 89.242% (43293/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m16s | Loss: 0.312 | Acc: 89.239% (43406/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.312 | Acc: 89.239% (43520/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m16s | Loss: 0.312 | Acc: 89.238% (43634/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.312 | Acc: 89.234% (43746/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.312 | Acc: 89.229% (43858/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.313 | Acc: 89.223% (43969/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m18s | Loss: 0.312 | Acc: 89.230% (44087/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.312 | Acc: 89.238% (44205/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m19s | Loss: 0.312 | Acc: 89.246% (44323/49664) 388/391 [================================================================>] Step: 349ms | Tot: 2m19s | Loss: 0.312 | Acc: 89.243% (44436/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m19s | Loss: 0.312 | Acc: 89.243% (44550/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m20s | Loss: 0.312 | Acc: 89.238% (44619/50000) 391/391 + [>................................................................] Step: 510ms | Tot: 2ms | Loss: 0.467 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.462 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 599ms | Loss: 0.423 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 289ms | Tot: 888ms | Loss: 0.462 | Acc: 84.250% (337/400) 4/100 [==>..............................................................] Step: 287ms | Tot: 1s176ms | Loss: 0.447 | Acc: 84.600% (423/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s477ms | Loss: 0.398 | Acc: 86.333% (518/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s773ms | Loss: 0.393 | Acc: 87.000% (609/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s76ms | Loss: 0.413 | Acc: 86.125% (689/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s385ms | Loss: 0.432 | Acc: 85.444% (769/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s686ms | Loss: 0.443 | Acc: 85.300% (853/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 2s992ms | Loss: 0.443 | Acc: 85.455% (940/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s290ms | Loss: 0.461 | Acc: 85.000% (1020/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s589ms | Loss: 0.459 | Acc: 85.000% (1105/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s893ms | Loss: 0.446 | Acc: 85.214% (1193/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s196ms | Loss: 0.433 | Acc: 85.533% (1283/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s508ms | Loss: 0.435 | Acc: 85.438% (1367/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s816ms | Loss: 0.429 | Acc: 85.765% (1458/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s118ms | Loss: 0.437 | Acc: 85.556% (1540/1800) 18/100 [===========>.....................................................] Step: 296ms | Tot: 5s414ms | Loss: 0.441 | Acc: 85.526% (1625/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s716ms | Loss: 0.446 | Acc: 85.350% (1707/2000) 20/100 [=============>...................................................] Step: 311ms | Tot: 6s28ms | Loss: 0.446 | Acc: 85.429% (1794/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s340ms | Loss: 0.443 | Acc: 85.636% (1884/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s650ms | Loss: 0.449 | Acc: 85.565% (1968/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s950ms | Loss: 0.450 | Acc: 85.583% (2054/2400) 24/100 [===============>.................................................] Step: 296ms | Tot: 7s246ms | Loss: 0.451 | Acc: 85.560% (2139/2500) 25/100 [================>................................................] Step: 318ms | Tot: 7s564ms | Loss: 0.458 | Acc: 85.269% (2217/2600) 26/100 [================>................................................] Step: 334ms | Tot: 7s898ms | Loss: 0.456 | Acc: 85.259% (2302/2700) 27/100 [=================>...............................................] Step: 299ms | Tot: 8s197ms | Loss: 0.456 | Acc: 85.250% (2387/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s498ms | Loss: 0.461 | Acc: 85.310% (2474/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s800ms | Loss: 0.461 | Acc: 85.267% (2558/3000) 30/100 [===================>.............................................] Step: 292ms | Tot: 9s93ms | Loss: 0.461 | Acc: 85.161% (2640/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s397ms | Loss: 0.456 | Acc: 85.312% (2730/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s704ms | Loss: 0.457 | Acc: 85.242% (2813/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 10s6ms | Loss: 0.456 | Acc: 85.147% (2895/3400) 34/100 [======================>..........................................] Step: 299ms | Tot: 10s306ms | Loss: 0.458 | Acc: 85.000% (2975/3500) 35/100 [======================>..........................................] Step: 299ms | Tot: 10s605ms | Loss: 0.461 | Acc: 84.889% (3056/3600) 36/100 [=======================>.........................................] Step: 296ms | Tot: 10s901ms | Loss: 0.464 | Acc: 84.730% (3135/3700) 37/100 [========================>........................................] Step: 318ms | Tot: 11s220ms | Loss: 0.464 | Acc: 84.658% (3217/3800) 38/100 [========================>........................................] Step: 343ms | Tot: 11s563ms | Loss: 0.462 | Acc: 84.795% (3307/3900) 39/100 [=========================>.......................................] Step: 331ms | Tot: 11s894ms | Loss: 0.461 | Acc: 84.825% (3393/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s198ms | Loss: 0.460 | Acc: 84.878% (3480/4100) 41/100 [==========================>......................................] Step: 313ms | Tot: 12s511ms | Loss: 0.464 | Acc: 84.786% (3561/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s813ms | Loss: 0.461 | Acc: 84.884% (3650/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s114ms | Loss: 0.464 | Acc: 84.955% (3738/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s415ms | Loss: 0.463 | Acc: 85.022% (3826/4500) 45/100 [=============================>...................................] Step: 297ms | Tot: 13s712ms | Loss: 0.466 | Acc: 84.935% (3907/4600) 46/100 [=============================>...................................] Step: 320ms | Tot: 14s33ms | Loss: 0.463 | Acc: 85.000% (3995/4700) 47/100 [==============================>..................................] Step: 315ms | Tot: 14s348ms | Loss: 0.462 | Acc: 85.000% (4080/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s659ms | Loss: 0.458 | Acc: 85.122% (4171/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s966ms | Loss: 0.459 | Acc: 85.040% (4252/5000) 50/100 [================================>................................] Step: 296ms | Tot: 15s263ms | Loss: 0.459 | Acc: 85.039% (4337/5100) 51/100 [=================================>...............................] Step: 298ms | Tot: 15s561ms | Loss: 0.459 | Acc: 85.058% (4423/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s865ms | Loss: 0.462 | Acc: 84.962% (4503/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s172ms | Loss: 0.459 | Acc: 85.019% (4591/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s479ms | Loss: 0.460 | Acc: 84.964% (4673/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s784ms | Loss: 0.460 | Acc: 85.036% (4762/5600) 56/100 [====================================>............................] Step: 295ms | Tot: 17s80ms | Loss: 0.459 | Acc: 85.018% (4846/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s386ms | Loss: 0.457 | Acc: 85.034% (4932/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s686ms | Loss: 0.460 | Acc: 84.966% (5013/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 17s993ms | Loss: 0.462 | Acc: 84.867% (5092/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s299ms | Loss: 0.461 | Acc: 84.934% (5181/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s605ms | Loss: 0.460 | Acc: 84.968% (5268/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s911ms | Loss: 0.460 | Acc: 84.984% (5354/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s213ms | Loss: 0.457 | Acc: 85.094% (5446/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s522ms | Loss: 0.460 | Acc: 84.985% (5524/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s825ms | Loss: 0.459 | Acc: 85.030% (5612/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s137ms | Loss: 0.456 | Acc: 85.104% (5702/6700) 67/100 [===========================================>.....................] Step: 312ms | Tot: 20s449ms | Loss: 0.458 | Acc: 85.118% (5788/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s751ms | Loss: 0.457 | Acc: 85.116% (5873/6900) 69/100 [============================================>....................] Step: 298ms | Tot: 21s50ms | Loss: 0.457 | Acc: 85.114% (5958/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s353ms | Loss: 0.459 | Acc: 85.099% (6042/7100) 71/100 [==============================================>..................] Step: 293ms | Tot: 21s646ms | Loss: 0.459 | Acc: 85.111% (6128/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 21s953ms | Loss: 0.460 | Acc: 85.110% (6213/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s258ms | Loss: 0.461 | Acc: 85.054% (6294/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s566ms | Loss: 0.463 | Acc: 84.947% (6371/7500) 75/100 [================================================>................] Step: 307ms | Tot: 22s873ms | Loss: 0.463 | Acc: 84.921% (6454/7600) 76/100 [=================================================>...............] Step: 295ms | Tot: 23s169ms | Loss: 0.466 | Acc: 84.883% (6536/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s473ms | Loss: 0.465 | Acc: 84.885% (6621/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 23s774ms | Loss: 0.466 | Acc: 84.886% (6706/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s78ms | Loss: 0.464 | Acc: 84.900% (6792/8000) 80/100 [====================================================>............] Step: 314ms | Tot: 24s393ms | Loss: 0.463 | Acc: 84.951% (6881/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 24s710ms | Loss: 0.462 | Acc: 84.976% (6968/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s17ms | Loss: 0.462 | Acc: 84.964% (7052/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s327ms | Loss: 0.461 | Acc: 84.929% (7134/8400) 84/100 [======================================================>..........] Step: 315ms | Tot: 25s643ms | Loss: 0.461 | Acc: 84.906% (7217/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 25s958ms | Loss: 0.462 | Acc: 84.860% (7298/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 26s273ms | Loss: 0.461 | Acc: 84.851% (7382/8700) 87/100 [========================================================>........] Step: 319ms | Tot: 26s593ms | Loss: 0.462 | Acc: 84.841% (7466/8800) 88/100 [=========================================================>.......] Step: 313ms | Tot: 26s906ms | Loss: 0.461 | Acc: 84.787% (7546/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s217ms | Loss: 0.461 | Acc: 84.767% (7629/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s524ms | Loss: 0.461 | Acc: 84.791% (7716/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s825ms | Loss: 0.460 | Acc: 84.804% (7802/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s129ms | Loss: 0.460 | Acc: 84.806% (7887/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s435ms | Loss: 0.459 | Acc: 84.819% (7973/9400) 94/100 [=============================================================>...] Step: 315ms | Tot: 28s751ms | Loss: 0.459 | Acc: 84.758% (8052/9500) 95/100 [=============================================================>...] Step: 298ms | Tot: 29s49ms | Loss: 0.460 | Acc: 84.760% (8137/9600) 96/100 [==============================================================>..] Step: 299ms | Tot: 29s349ms | Loss: 0.457 | Acc: 84.825% (8228/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s654ms | Loss: 0.458 | Acc: 84.806% (8311/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 29s959ms | Loss: 0.458 | Acc: 84.818% (8397/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s260ms | Loss: 0.458 | Acc: 84.800% (8480/10000) 100/100 + +Epoch: 109 + [>................................................................] Step: 601ms | Tot: 2ms | Loss: 0.466 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 388ms | Tot: 390ms | Loss: 0.336 | Acc: 88.281% (226/256) 2/391 [>................................................................] Step: 368ms | Tot: 759ms | Loss: 0.322 | Acc: 88.021% (338/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s126ms | Loss: 0.321 | Acc: 88.086% (451/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s490ms | Loss: 0.314 | Acc: 88.594% (567/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s851ms | Loss: 0.307 | Acc: 88.802% (682/768) 6/391 [>................................................................] Step: 358ms | Tot: 2s210ms | Loss: 0.297 | Acc: 89.397% (801/896) 7/391 [=>...............................................................] Step: 358ms | Tot: 2s569ms | Loss: 0.290 | Acc: 89.746% (919/1024) 8/391 [=>...............................................................] Step: 351ms | Tot: 2s920ms | Loss: 0.297 | Acc: 89.497% (1031/1152) 9/391 [=>...............................................................] Step: 352ms | Tot: 3s272ms | Loss: 0.299 | Acc: 89.219% (1142/1280) 10/391 [=>...............................................................] Step: 375ms | Tot: 3s648ms | Loss: 0.289 | Acc: 89.631% (1262/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s21ms | Loss: 0.288 | Acc: 89.779% (1379/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s382ms | Loss: 0.288 | Acc: 89.784% (1494/1664) 13/391 [==>..............................................................] Step: 355ms | Tot: 4s737ms | Loss: 0.303 | Acc: 89.286% (1600/1792) 14/391 [==>..............................................................] Step: 354ms | Tot: 5s91ms | Loss: 0.295 | Acc: 89.531% (1719/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s446ms | Loss: 0.297 | Acc: 89.502% (1833/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s807ms | Loss: 0.298 | Acc: 89.614% (1950/2176) 17/391 [==>..............................................................] Step: 352ms | Tot: 6s160ms | Loss: 0.299 | Acc: 89.583% (2064/2304) 18/391 [==>..............................................................] Step: 350ms | Tot: 6s510ms | Loss: 0.300 | Acc: 89.638% (2180/2432) 19/391 [===>.............................................................] Step: 368ms | Tot: 6s879ms | Loss: 0.302 | Acc: 89.531% (2292/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s242ms | Loss: 0.303 | Acc: 89.397% (2403/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s609ms | Loss: 0.305 | Acc: 89.382% (2517/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 7s964ms | Loss: 0.304 | Acc: 89.504% (2635/2944) 23/391 [===>.............................................................] Step: 346ms | Tot: 8s311ms | Loss: 0.306 | Acc: 89.453% (2748/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s671ms | Loss: 0.303 | Acc: 89.562% (2866/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s29ms | Loss: 0.303 | Acc: 89.573% (2981/3328) 26/391 [====>............................................................] Step: 356ms | Tot: 9s386ms | Loss: 0.303 | Acc: 89.612% (3097/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s745ms | Loss: 0.307 | Acc: 89.509% (3208/3584) 28/391 [====>............................................................] Step: 355ms | Tot: 10s100ms | Loss: 0.305 | Acc: 89.574% (3325/3712) 29/391 [====>............................................................] Step: 351ms | Tot: 10s452ms | Loss: 0.304 | Acc: 89.609% (3441/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s809ms | Loss: 0.304 | Acc: 89.541% (3553/3968) 31/391 [=====>...........................................................] Step: 355ms | Tot: 11s165ms | Loss: 0.305 | Acc: 89.478% (3665/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s528ms | Loss: 0.305 | Acc: 89.489% (3780/4224) 33/391 [=====>...........................................................] Step: 357ms | Tot: 11s885ms | Loss: 0.303 | Acc: 89.545% (3897/4352) 34/391 [=====>...........................................................] Step: 347ms | Tot: 12s233ms | Loss: 0.302 | Acc: 89.576% (4013/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s589ms | Loss: 0.302 | Acc: 89.605% (4129/4608) 36/391 [=====>...........................................................] Step: 348ms | Tot: 12s938ms | Loss: 0.301 | Acc: 89.633% (4245/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s298ms | Loss: 0.302 | Acc: 89.576% (4357/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s669ms | Loss: 0.302 | Acc: 89.563% (4471/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s36ms | Loss: 0.299 | Acc: 89.648% (4590/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s394ms | Loss: 0.299 | Acc: 89.653% (4705/5248) 41/391 [======>..........................................................] Step: 355ms | Tot: 14s750ms | Loss: 0.299 | Acc: 89.658% (4820/5376) 42/391 [======>..........................................................] Step: 355ms | Tot: 15s106ms | Loss: 0.300 | Acc: 89.644% (4934/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s464ms | Loss: 0.300 | Acc: 89.666% (5050/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 15s828ms | Loss: 0.298 | Acc: 89.705% (5167/5760) 45/391 [=======>.........................................................] Step: 347ms | Tot: 16s175ms | Loss: 0.300 | Acc: 89.708% (5282/5888) 46/391 [=======>.........................................................] Step: 355ms | Tot: 16s531ms | Loss: 0.298 | Acc: 89.744% (5399/6016) 47/391 [=======>.........................................................] Step: 351ms | Tot: 16s882ms | Loss: 0.298 | Acc: 89.648% (5508/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s247ms | Loss: 0.298 | Acc: 89.636% (5622/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 17s609ms | Loss: 0.296 | Acc: 89.719% (5742/6400) 50/391 [========>........................................................] Step: 351ms | Tot: 17s960ms | Loss: 0.298 | Acc: 89.614% (5850/6528) 51/391 [========>........................................................] Step: 349ms | Tot: 18s310ms | Loss: 0.296 | Acc: 89.678% (5969/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 18s669ms | Loss: 0.296 | Acc: 89.652% (6082/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s37ms | Loss: 0.298 | Acc: 89.612% (6194/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s394ms | Loss: 0.300 | Acc: 89.560% (6305/7040) 55/391 [=========>.......................................................] Step: 353ms | Tot: 19s747ms | Loss: 0.299 | Acc: 89.551% (6419/7168) 56/391 [=========>.......................................................] Step: 351ms | Tot: 20s98ms | Loss: 0.299 | Acc: 89.515% (6531/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s455ms | Loss: 0.297 | Acc: 89.588% (6651/7424) 58/391 [=========>.......................................................] Step: 352ms | Tot: 20s807ms | Loss: 0.297 | Acc: 89.592% (6766/7552) 59/391 [=========>.......................................................] Step: 352ms | Tot: 21s160ms | Loss: 0.296 | Acc: 89.635% (6884/7680) 60/391 [=========>.......................................................] Step: 356ms | Tot: 21s516ms | Loss: 0.294 | Acc: 89.728% (7006/7808) 61/391 [==========>......................................................] Step: 348ms | Tot: 21s864ms | Loss: 0.296 | Acc: 89.667% (7116/7936) 62/391 [==========>......................................................] Step: 349ms | Tot: 22s213ms | Loss: 0.296 | Acc: 89.608% (7226/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 22s571ms | Loss: 0.297 | Acc: 89.587% (7339/8192) 64/391 [==========>......................................................] Step: 348ms | Tot: 22s919ms | Loss: 0.299 | Acc: 89.531% (7449/8320) 65/391 [==========>......................................................] Step: 349ms | Tot: 23s269ms | Loss: 0.298 | Acc: 89.571% (7567/8448) 66/391 [==========>......................................................] Step: 375ms | Tot: 23s644ms | Loss: 0.296 | Acc: 89.611% (7685/8576) 67/391 [===========>.....................................................] Step: 370ms | Tot: 24s14ms | Loss: 0.296 | Acc: 89.637% (7802/8704) 68/391 [===========>.....................................................] Step: 351ms | Tot: 24s366ms | Loss: 0.298 | Acc: 89.572% (7911/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 24s723ms | Loss: 0.299 | Acc: 89.531% (8022/8960) 70/391 [===========>.....................................................] Step: 349ms | Tot: 25s73ms | Loss: 0.298 | Acc: 89.547% (8138/9088) 71/391 [===========>.....................................................] Step: 350ms | Tot: 25s424ms | Loss: 0.298 | Acc: 89.518% (8250/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 25s784ms | Loss: 0.297 | Acc: 89.565% (8369/9344) 73/391 [============>....................................................] Step: 350ms | Tot: 26s134ms | Loss: 0.297 | Acc: 89.569% (8484/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 26s496ms | Loss: 0.297 | Acc: 89.552% (8597/9600) 75/391 [============>....................................................] Step: 377ms | Tot: 26s873ms | Loss: 0.296 | Acc: 89.587% (8715/9728) 76/391 [============>....................................................] Step: 375ms | Tot: 27s249ms | Loss: 0.296 | Acc: 89.560% (8827/9856) 77/391 [============>....................................................] Step: 374ms | Tot: 27s624ms | Loss: 0.297 | Acc: 89.523% (8938/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 27s994ms | Loss: 0.297 | Acc: 89.498% (9050/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s357ms | Loss: 0.297 | Acc: 89.512% (9166/10240) 80/391 [=============>...................................................] Step: 371ms | Tot: 28s729ms | Loss: 0.296 | Acc: 89.497% (9279/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 29s100ms | Loss: 0.296 | Acc: 89.491% (9393/10496) 82/391 [=============>...................................................] Step: 356ms | Tot: 29s456ms | Loss: 0.297 | Acc: 89.477% (9506/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 29s823ms | Loss: 0.298 | Acc: 89.425% (9615/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s182ms | Loss: 0.297 | Acc: 89.458% (9733/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s540ms | Loss: 0.297 | Acc: 89.489% (9851/11008) 86/391 [==============>..................................................] Step: 354ms | Tot: 30s894ms | Loss: 0.296 | Acc: 89.520% (9969/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s257ms | Loss: 0.296 | Acc: 89.506% (10082/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 31s624ms | Loss: 0.296 | Acc: 89.510% (10197/11392) 89/391 [==============>..................................................] Step: 351ms | Tot: 31s975ms | Loss: 0.296 | Acc: 89.497% (10310/11520) 90/391 [==============>..................................................] Step: 352ms | Tot: 32s328ms | Loss: 0.296 | Acc: 89.518% (10427/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 32s688ms | Loss: 0.295 | Acc: 89.547% (10545/11776) 92/391 [===============>.................................................] Step: 361ms | Tot: 33s49ms | Loss: 0.295 | Acc: 89.567% (10662/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 33s410ms | Loss: 0.295 | Acc: 89.561% (10776/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 33s776ms | Loss: 0.295 | Acc: 89.539% (10888/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s143ms | Loss: 0.295 | Acc: 89.559% (11005/12288) 96/391 [===============>.................................................] Step: 350ms | Tot: 34s493ms | Loss: 0.296 | Acc: 89.538% (11117/12416) 97/391 [================>................................................] Step: 364ms | Tot: 34s858ms | Loss: 0.297 | Acc: 89.533% (11231/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s218ms | Loss: 0.296 | Acc: 89.552% (11348/12672) 99/391 [================>................................................] Step: 362ms | Tot: 35s580ms | Loss: 0.296 | Acc: 89.578% (11466/12800) 100/391 [================>................................................] Step: 351ms | Tot: 35s932ms | Loss: 0.296 | Acc: 89.558% (11578/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s285ms | Loss: 0.296 | Acc: 89.583% (11696/13056) 102/391 [================>................................................] Step: 367ms | Tot: 36s653ms | Loss: 0.296 | Acc: 89.571% (11809/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 37s23ms | Loss: 0.295 | Acc: 89.581% (11925/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 37s377ms | Loss: 0.296 | Acc: 89.576% (12039/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 37s734ms | Loss: 0.296 | Acc: 89.556% (12151/13568) 106/391 [=================>...............................................] Step: 351ms | Tot: 38s85ms | Loss: 0.295 | Acc: 89.588% (12270/13696) 107/391 [=================>...............................................] Step: 347ms | Tot: 38s432ms | Loss: 0.294 | Acc: 89.641% (12392/13824) 108/391 [=================>...............................................] Step: 371ms | Tot: 38s803ms | Loss: 0.295 | Acc: 89.614% (12503/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 39s171ms | Loss: 0.295 | Acc: 89.624% (12619/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 39s533ms | Loss: 0.297 | Acc: 89.576% (12727/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 39s889ms | Loss: 0.296 | Acc: 89.600% (12845/14336) 112/391 [==================>..............................................] Step: 347ms | Tot: 40s236ms | Loss: 0.296 | Acc: 89.616% (12962/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 40s594ms | Loss: 0.298 | Acc: 89.576% (13071/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 40s952ms | Loss: 0.298 | Acc: 89.586% (13187/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s315ms | Loss: 0.298 | Acc: 89.581% (13301/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 41s676ms | Loss: 0.298 | Acc: 89.570% (13414/14976) 117/391 [===================>.............................................] Step: 351ms | Tot: 42s27ms | Loss: 0.299 | Acc: 89.533% (13523/15104) 118/391 [===================>.............................................] Step: 350ms | Tot: 42s378ms | Loss: 0.300 | Acc: 89.535% (13638/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 42s738ms | Loss: 0.300 | Acc: 89.518% (13750/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s104ms | Loss: 0.301 | Acc: 89.502% (13862/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 43s467ms | Loss: 0.301 | Acc: 89.447% (13968/15616) 122/391 [====================>............................................] Step: 376ms | Tot: 43s844ms | Loss: 0.301 | Acc: 89.444% (14082/15744) 123/391 [====================>............................................] Step: 350ms | Tot: 44s195ms | Loss: 0.300 | Acc: 89.453% (14198/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 44s559ms | Loss: 0.300 | Acc: 89.463% (14314/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 44s917ms | Loss: 0.300 | Acc: 89.472% (14430/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 45s277ms | Loss: 0.299 | Acc: 89.499% (14549/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 45s635ms | Loss: 0.299 | Acc: 89.514% (14666/16384) 128/391 [=====================>...........................................] Step: 353ms | Tot: 45s989ms | Loss: 0.299 | Acc: 89.492% (14777/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s349ms | Loss: 0.299 | Acc: 89.513% (14895/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 46s715ms | Loss: 0.299 | Acc: 89.510% (15009/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 47s77ms | Loss: 0.299 | Acc: 89.512% (15124/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 47s438ms | Loss: 0.299 | Acc: 89.515% (15239/17024) 133/391 [======================>..........................................] Step: 354ms | Tot: 47s792ms | Loss: 0.299 | Acc: 89.517% (15354/17152) 134/391 [======================>..........................................] Step: 351ms | Tot: 48s143ms | Loss: 0.300 | Acc: 89.502% (15466/17280) 135/391 [======================>..........................................] Step: 353ms | Tot: 48s496ms | Loss: 0.301 | Acc: 89.453% (15572/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 48s862ms | Loss: 0.301 | Acc: 89.484% (15692/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 49s221ms | Loss: 0.301 | Acc: 89.476% (15805/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 49s585ms | Loss: 0.302 | Acc: 89.467% (15918/17792) 139/391 [=======================>.........................................] Step: 352ms | Tot: 49s937ms | Loss: 0.303 | Acc: 89.436% (16027/17920) 140/391 [=======================>.........................................] Step: 345ms | Tot: 50s283ms | Loss: 0.302 | Acc: 89.439% (16142/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 50s645ms | Loss: 0.302 | Acc: 89.437% (16256/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s7ms | Loss: 0.303 | Acc: 89.423% (16368/18304) 143/391 [=======================>.........................................] Step: 351ms | Tot: 51s359ms | Loss: 0.304 | Acc: 89.404% (16479/18432) 144/391 [=======================>.........................................] Step: 352ms | Tot: 51s712ms | Loss: 0.304 | Acc: 89.375% (16588/18560) 145/391 [========================>........................................] Step: 353ms | Tot: 52s65ms | Loss: 0.303 | Acc: 89.389% (16705/18688) 146/391 [========================>........................................] Step: 354ms | Tot: 52s420ms | Loss: 0.304 | Acc: 89.339% (16810/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 52s785ms | Loss: 0.304 | Acc: 89.353% (16927/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s143ms | Loss: 0.304 | Acc: 89.367% (17044/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 53s506ms | Loss: 0.304 | Acc: 89.354% (17156/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 53s866ms | Loss: 0.304 | Acc: 89.357% (17271/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s224ms | Loss: 0.304 | Acc: 89.330% (17380/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 54s586ms | Loss: 0.304 | Acc: 89.318% (17492/19584) 153/391 [=========================>.......................................] Step: 352ms | Tot: 54s939ms | Loss: 0.305 | Acc: 89.316% (17606/19712) 154/391 [=========================>.......................................] Step: 352ms | Tot: 55s292ms | Loss: 0.305 | Acc: 89.299% (17717/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 55s651ms | Loss: 0.305 | Acc: 89.323% (17836/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 56s9ms | Loss: 0.304 | Acc: 89.356% (17957/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 56s365ms | Loss: 0.304 | Acc: 89.334% (18067/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 56s735ms | Loss: 0.305 | Acc: 89.308% (18176/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s98ms | Loss: 0.305 | Acc: 89.292% (18287/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 57s456ms | Loss: 0.306 | Acc: 89.257% (18394/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 57s809ms | Loss: 0.306 | Acc: 89.251% (18507/20736) 162/391 [==========================>......................................] Step: 354ms | Tot: 58s164ms | Loss: 0.306 | Acc: 89.216% (18614/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 58s520ms | Loss: 0.307 | Acc: 89.201% (18725/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 58s884ms | Loss: 0.306 | Acc: 89.195% (18838/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 59s251ms | Loss: 0.307 | Acc: 89.171% (18947/21248) 166/391 [===========================>.....................................] Step: 370ms | Tot: 59s622ms | Loss: 0.307 | Acc: 89.170% (19061/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 59s985ms | Loss: 0.308 | Acc: 89.156% (19172/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m352ms | Loss: 0.307 | Acc: 89.173% (19290/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m717ms | Loss: 0.307 | Acc: 89.164% (19402/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.307 | Acc: 89.168% (19517/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.308 | Acc: 89.149% (19627/22016) 172/391 [============================>....................................] Step: 354ms | Tot: 1m1s | Loss: 0.308 | Acc: 89.135% (19738/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.308 | Acc: 89.107% (19846/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.308 | Acc: 89.121% (19963/22400) 175/391 [=============================>...................................] Step: 356ms | Tot: 1m2s | Loss: 0.308 | Acc: 89.120% (20077/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.309 | Acc: 89.107% (20188/22656) 177/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.309 | Acc: 89.106% (20302/22784) 178/391 [=============================>...................................] Step: 370ms | Tot: 1m3s | Loss: 0.308 | Acc: 89.119% (20419/22912) 179/391 [=============================>...................................] Step: 351ms | Tot: 1m4s | Loss: 0.308 | Acc: 89.128% (20535/23040) 180/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.308 | Acc: 89.127% (20649/23168) 181/391 [==============================>..................................] Step: 355ms | Tot: 1m5s | Loss: 0.308 | Acc: 89.144% (20767/23296) 182/391 [==============================>..................................] Step: 347ms | Tot: 1m5s | Loss: 0.308 | Acc: 89.161% (20885/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.308 | Acc: 89.169% (21001/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.308 | Acc: 89.185% (21119/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.307 | Acc: 89.193% (21235/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.308 | Acc: 89.175% (21345/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.307 | Acc: 89.200% (21465/24064) 188/391 [===============================>.................................] Step: 351ms | Tot: 1m7s | Loss: 0.307 | Acc: 89.199% (21579/24192) 189/391 [===============================>.................................] Step: 342ms | Tot: 1m7s | Loss: 0.307 | Acc: 89.215% (21697/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.307 | Acc: 89.230% (21815/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.306 | Acc: 89.225% (21928/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.306 | Acc: 89.212% (22039/24704) 193/391 [================================>................................] Step: 348ms | Tot: 1m9s | Loss: 0.306 | Acc: 89.228% (22157/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m9s | Loss: 0.306 | Acc: 89.243% (22275/24960) 195/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.305 | Acc: 89.246% (22390/25088) 196/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.305 | Acc: 89.253% (22506/25216) 197/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.305 | Acc: 89.256% (22621/25344) 198/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.305 | Acc: 89.278% (22741/25472) 199/391 [=================================>...............................] Step: 349ms | Tot: 1m11s | Loss: 0.305 | Acc: 89.281% (22856/25600) 200/391 [=================================>...............................] Step: 349ms | Tot: 1m11s | Loss: 0.304 | Acc: 89.315% (22979/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.305 | Acc: 89.306% (23091/25856) 202/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.305 | Acc: 89.286% (23200/25984) 203/391 [=================================>...............................] Step: 344ms | Tot: 1m12s | Loss: 0.305 | Acc: 89.288% (23315/26112) 204/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.305 | Acc: 89.280% (23427/26240) 205/391 [==================================>..............................] Step: 357ms | Tot: 1m13s | Loss: 0.305 | Acc: 89.279% (23541/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m13s | Loss: 0.306 | Acc: 89.263% (23651/26496) 207/391 [==================================>..............................] Step: 352ms | Tot: 1m14s | Loss: 0.306 | Acc: 89.239% (23759/26624) 208/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.306 | Acc: 89.223% (23869/26752) 209/391 [==================================>..............................] Step: 352ms | Tot: 1m14s | Loss: 0.307 | Acc: 89.200% (23977/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.306 | Acc: 89.214% (24095/27008) 211/391 [===================================>.............................] Step: 356ms | Tot: 1m15s | Loss: 0.306 | Acc: 89.228% (24213/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.306 | Acc: 89.231% (24328/27264) 213/391 [===================================>.............................] Step: 347ms | Tot: 1m16s | Loss: 0.307 | Acc: 89.209% (24436/27392) 214/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.307 | Acc: 89.190% (24545/27520) 215/391 [===================================>.............................] Step: 348ms | Tot: 1m17s | Loss: 0.307 | Acc: 89.178% (24656/27648) 216/391 [===================================>.............................] Step: 345ms | Tot: 1m17s | Loss: 0.307 | Acc: 89.174% (24769/27776) 217/391 [====================================>............................] Step: 353ms | Tot: 1m17s | Loss: 0.307 | Acc: 89.174% (24883/27904) 218/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.307 | Acc: 89.177% (24998/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m18s | Loss: 0.307 | Acc: 89.169% (25110/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m18s | Loss: 0.307 | Acc: 89.172% (25225/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.307 | Acc: 89.161% (25336/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.307 | Acc: 89.175% (25454/28544) 223/391 [=====================================>...........................] Step: 349ms | Tot: 1m19s | Loss: 0.307 | Acc: 89.195% (25574/28672) 224/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.307 | Acc: 89.208% (25692/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m20s | Loss: 0.307 | Acc: 89.208% (25806/28928) 226/391 [=====================================>...........................] Step: 351ms | Tot: 1m20s | Loss: 0.307 | Acc: 89.200% (25918/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.307 | Acc: 89.193% (26030/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.307 | Acc: 89.199% (26146/29312) 229/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.307 | Acc: 89.181% (26255/29440) 230/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.307 | Acc: 89.164% (26364/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m22s | Loss: 0.307 | Acc: 89.157% (26476/29696) 232/391 [======================================>..........................] Step: 348ms | Tot: 1m23s | Loss: 0.307 | Acc: 89.177% (26596/29824) 233/391 [======================================>..........................] Step: 348ms | Tot: 1m23s | Loss: 0.307 | Acc: 89.189% (26714/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.307 | Acc: 89.179% (26825/30080) 235/391 [=======================================>.........................] Step: 352ms | Tot: 1m24s | Loss: 0.307 | Acc: 89.185% (26941/30208) 236/391 [=======================================>.........................] Step: 359ms | Tot: 1m24s | Loss: 0.307 | Acc: 89.191% (27057/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m24s | Loss: 0.307 | Acc: 89.200% (27174/30464) 238/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.307 | Acc: 89.197% (27287/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.307 | Acc: 89.183% (27397/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.307 | Acc: 89.182% (27511/30848) 241/391 [========================================>........................] Step: 350ms | Tot: 1m26s | Loss: 0.307 | Acc: 89.195% (27629/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m26s | Loss: 0.306 | Acc: 89.214% (27749/31104) 243/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.306 | Acc: 89.210% (27862/31232) 244/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.307 | Acc: 89.200% (27973/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.307 | Acc: 89.177% (28080/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.307 | Acc: 89.186% (28197/31616) 247/391 [=========================================>.......................] Step: 349ms | Tot: 1m28s | Loss: 0.307 | Acc: 89.195% (28314/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m28s | Loss: 0.307 | Acc: 89.194% (28428/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.307 | Acc: 89.194% (28542/32000) 250/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.307 | Acc: 89.193% (28656/32128) 251/391 [=========================================>.......................] Step: 349ms | Tot: 1m29s | Loss: 0.307 | Acc: 89.196% (28771/32256) 252/391 [=========================================>.......................] Step: 352ms | Tot: 1m30s | Loss: 0.307 | Acc: 89.208% (28889/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m30s | Loss: 0.307 | Acc: 89.201% (29001/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m30s | Loss: 0.307 | Acc: 89.197% (29114/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m31s | Loss: 0.307 | Acc: 89.212% (29233/32768) 256/391 [==========================================>......................] Step: 374ms | Tot: 1m31s | Loss: 0.307 | Acc: 89.218% (29349/32896) 257/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.307 | Acc: 89.214% (29462/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.307 | Acc: 89.213% (29576/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m32s | Loss: 0.307 | Acc: 89.216% (29691/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m33s | Loss: 0.307 | Acc: 89.215% (29805/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m33s | Loss: 0.307 | Acc: 89.185% (29909/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m33s | Loss: 0.307 | Acc: 89.190% (30025/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.307 | Acc: 89.196% (30141/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.307 | Acc: 89.189% (30253/33920) 265/391 [============================================>....................] Step: 352ms | Tot: 1m34s | Loss: 0.307 | Acc: 89.203% (30372/34048) 266/391 [============================================>....................] Step: 349ms | Tot: 1m35s | Loss: 0.306 | Acc: 89.218% (30491/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m35s | Loss: 0.306 | Acc: 89.220% (30606/34304) 268/391 [============================================>....................] Step: 350ms | Tot: 1m36s | Loss: 0.306 | Acc: 89.211% (30717/34432) 269/391 [============================================>....................] Step: 350ms | Tot: 1m36s | Loss: 0.306 | Acc: 89.222% (30835/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.306 | Acc: 89.224% (30950/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m37s | Loss: 0.307 | Acc: 89.212% (31060/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m37s | Loss: 0.307 | Acc: 89.220% (31177/34944) 273/391 [=============================================>...................] Step: 353ms | Tot: 1m37s | Loss: 0.307 | Acc: 89.205% (31286/35072) 274/391 [=============================================>...................] Step: 354ms | Tot: 1m38s | Loss: 0.307 | Acc: 89.210% (31402/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.307 | Acc: 89.204% (31514/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.307 | Acc: 89.226% (31636/35456) 277/391 [==============================================>..................] Step: 356ms | Tot: 1m39s | Loss: 0.307 | Acc: 89.228% (31751/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m39s | Loss: 0.307 | Acc: 89.242% (31870/35712) 279/391 [==============================================>..................] Step: 350ms | Tot: 1m39s | Loss: 0.307 | Acc: 89.233% (31981/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.307 | Acc: 89.238% (32097/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.307 | Acc: 89.251% (32216/36096) 282/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.307 | Acc: 89.245% (32328/36224) 283/391 [===============================================>.................] Step: 348ms | Tot: 1m41s | Loss: 0.307 | Acc: 89.230% (32437/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m41s | Loss: 0.307 | Acc: 89.227% (32550/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m42s | Loss: 0.307 | Acc: 89.218% (32661/36608) 286/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.307 | Acc: 89.218% (32775/36736) 287/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.307 | Acc: 89.214% (32888/36864) 288/391 [===============================================>.................] Step: 347ms | Tot: 1m43s | Loss: 0.308 | Acc: 89.200% (32997/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m43s | Loss: 0.308 | Acc: 89.203% (33112/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m43s | Loss: 0.308 | Acc: 89.207% (33228/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m44s | Loss: 0.307 | Acc: 89.212% (33344/37376) 292/391 [================================================>................] Step: 355ms | Tot: 1m44s | Loss: 0.308 | Acc: 89.204% (33455/37504) 293/391 [================================================>................] Step: 347ms | Tot: 1m44s | Loss: 0.308 | Acc: 89.187% (33563/37632) 294/391 [================================================>................] Step: 346ms | Tot: 1m45s | Loss: 0.308 | Acc: 89.198% (33681/37760) 295/391 [=================================================>...............] Step: 355ms | Tot: 1m45s | Loss: 0.308 | Acc: 89.200% (33796/37888) 296/391 [=================================================>...............] Step: 352ms | Tot: 1m46s | Loss: 0.308 | Acc: 89.186% (33905/38016) 297/391 [=================================================>...............] Step: 349ms | Tot: 1m46s | Loss: 0.308 | Acc: 89.186% (34019/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.308 | Acc: 89.191% (34135/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.308 | Acc: 89.188% (34248/38400) 300/391 [=================================================>...............] Step: 351ms | Tot: 1m47s | Loss: 0.308 | Acc: 89.182% (34360/38528) 301/391 [==================================================>..............] Step: 355ms | Tot: 1m47s | Loss: 0.308 | Acc: 89.184% (34475/38656) 302/391 [==================================================>..............] Step: 351ms | Tot: 1m48s | Loss: 0.308 | Acc: 89.186% (34590/38784) 303/391 [==================================================>..............] Step: 349ms | Tot: 1m48s | Loss: 0.308 | Acc: 89.196% (34708/38912) 304/391 [==================================================>..............] Step: 357ms | Tot: 1m48s | Loss: 0.308 | Acc: 89.193% (34821/39040) 305/391 [==================================================>..............] Step: 353ms | Tot: 1m49s | Loss: 0.309 | Acc: 89.185% (34932/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.309 | Acc: 89.167% (35039/39296) 307/391 [===================================================>.............] Step: 350ms | Tot: 1m49s | Loss: 0.309 | Acc: 89.166% (35153/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m50s | Loss: 0.310 | Acc: 89.151% (35261/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m50s | Loss: 0.310 | Acc: 89.141% (35371/39680) 310/391 [===================================================>.............] Step: 352ms | Tot: 1m50s | Loss: 0.310 | Acc: 89.120% (35477/39808) 311/391 [===================================================>.............] Step: 355ms | Tot: 1m51s | Loss: 0.310 | Acc: 89.118% (35590/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.310 | Acc: 89.127% (35708/40064) 313/391 [====================================================>............] Step: 351ms | Tot: 1m52s | Loss: 0.310 | Acc: 89.132% (35824/40192) 314/391 [====================================================>............] Step: 347ms | Tot: 1m52s | Loss: 0.310 | Acc: 89.137% (35940/40320) 315/391 [====================================================>............] Step: 356ms | Tot: 1m52s | Loss: 0.310 | Acc: 89.134% (36053/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m53s | Loss: 0.310 | Acc: 89.134% (36167/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.310 | Acc: 89.144% (36285/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m53s | Loss: 0.310 | Acc: 89.143% (36399/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m54s | Loss: 0.309 | Acc: 89.158% (36519/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m54s | Loss: 0.310 | Acc: 89.145% (36628/41088) 321/391 [=====================================================>...........] Step: 355ms | Tot: 1m54s | Loss: 0.310 | Acc: 89.140% (36740/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.310 | Acc: 89.135% (36852/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.310 | Acc: 89.135% (36966/41472) 324/391 [=====================================================>...........] Step: 353ms | Tot: 1m55s | Loss: 0.310 | Acc: 89.142% (37083/41600) 325/391 [======================================================>..........] Step: 353ms | Tot: 1m56s | Loss: 0.310 | Acc: 89.122% (37189/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m56s | Loss: 0.310 | Acc: 89.115% (37300/41856) 327/391 [======================================================>..........] Step: 349ms | Tot: 1m57s | Loss: 0.311 | Acc: 89.093% (37405/41984) 328/391 [======================================================>..........] Step: 350ms | Tot: 1m57s | Loss: 0.311 | Acc: 89.091% (37518/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m57s | Loss: 0.311 | Acc: 89.086% (37630/42240) 330/391 [======================================================>..........] Step: 350ms | Tot: 1m58s | Loss: 0.311 | Acc: 89.093% (37747/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 1m58s | Loss: 0.311 | Acc: 89.110% (37868/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 1m58s | Loss: 0.311 | Acc: 89.112% (37983/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 1m59s | Loss: 0.311 | Acc: 89.109% (38096/42752) 334/391 [=======================================================>.........] Step: 354ms | Tot: 1m59s | Loss: 0.311 | Acc: 89.107% (38209/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 1m59s | Loss: 0.311 | Acc: 89.102% (38321/43008) 336/391 [=======================================================>.........] Step: 348ms | Tot: 2m263ms | Loss: 0.311 | Acc: 89.104% (38436/43136) 337/391 [========================================================>........] Step: 356ms | Tot: 2m619ms | Loss: 0.311 | Acc: 89.104% (38550/43264) 338/391 [========================================================>........] Step: 352ms | Tot: 2m971ms | Loss: 0.311 | Acc: 89.116% (38669/43392) 339/391 [========================================================>........] Step: 349ms | Tot: 2m1s | Loss: 0.312 | Acc: 89.092% (38773/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m1s | Loss: 0.312 | Acc: 89.095% (38888/43648) 341/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.312 | Acc: 89.097% (39003/43776) 342/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.312 | Acc: 89.094% (39116/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m2s | Loss: 0.312 | Acc: 89.101% (39233/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m3s | Loss: 0.312 | Acc: 89.087% (39341/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m3s | Loss: 0.312 | Acc: 89.081% (39452/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m3s | Loss: 0.312 | Acc: 89.078% (39565/44416) 347/391 [=========================================================>.......] Step: 371ms | Tot: 2m4s | Loss: 0.313 | Acc: 89.065% (39673/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m4s | Loss: 0.313 | Acc: 89.074% (39791/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m4s | Loss: 0.313 | Acc: 89.078% (39907/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m5s | Loss: 0.313 | Acc: 89.076% (40020/44928) 351/391 [==========================================================>......] Step: 377ms | Tot: 2m5s | Loss: 0.313 | Acc: 89.071% (40132/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m6s | Loss: 0.313 | Acc: 89.067% (40244/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m6s | Loss: 0.313 | Acc: 89.076% (40362/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m6s | Loss: 0.313 | Acc: 89.074% (40475/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m7s | Loss: 0.313 | Acc: 89.067% (40586/45568) 356/391 [===========================================================>.....] Step: 351ms | Tot: 2m7s | Loss: 0.313 | Acc: 89.078% (40705/45696) 357/391 [===========================================================>.....] Step: 352ms | Tot: 2m7s | Loss: 0.313 | Acc: 89.078% (40819/45824) 358/391 [===========================================================>.....] Step: 349ms | Tot: 2m8s | Loss: 0.313 | Acc: 89.082% (40935/45952) 359/391 [===========================================================>.....] Step: 356ms | Tot: 2m8s | Loss: 0.313 | Acc: 89.086% (41051/46080) 360/391 [===========================================================>.....] Step: 348ms | Tot: 2m8s | Loss: 0.312 | Acc: 89.093% (41168/46208) 361/391 [============================================================>....] Step: 353ms | Tot: 2m9s | Loss: 0.312 | Acc: 89.099% (41285/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m9s | Loss: 0.313 | Acc: 89.088% (41394/46464) 363/391 [============================================================>....] Step: 353ms | Tot: 2m9s | Loss: 0.312 | Acc: 89.090% (41509/46592) 364/391 [============================================================>....] Step: 347ms | Tot: 2m10s | Loss: 0.313 | Acc: 89.073% (41615/46720) 365/391 [============================================================>....] Step: 357ms | Tot: 2m10s | Loss: 0.313 | Acc: 89.069% (41727/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.313 | Acc: 89.075% (41844/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m11s | Loss: 0.313 | Acc: 89.075% (41958/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m11s | Loss: 0.313 | Acc: 89.082% (42075/47232) 369/391 [=============================================================>...] Step: 354ms | Tot: 2m12s | Loss: 0.313 | Acc: 89.084% (42190/47360) 370/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.312 | Acc: 89.092% (42308/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m12s | Loss: 0.313 | Acc: 89.096% (42424/47616) 372/391 [=============================================================>...] Step: 354ms | Tot: 2m13s | Loss: 0.313 | Acc: 89.088% (42534/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m13s | Loss: 0.313 | Acc: 89.077% (42643/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m13s | Loss: 0.313 | Acc: 89.069% (42753/48000) 375/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.313 | Acc: 89.067% (42866/48128) 376/391 [==============================================================>..] Step: 380ms | Tot: 2m14s | Loss: 0.313 | Acc: 89.056% (42975/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.313 | Acc: 89.058% (43090/48384) 378/391 [==============================================================>..] Step: 371ms | Tot: 2m15s | Loss: 0.313 | Acc: 89.058% (43204/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m15s | Loss: 0.313 | Acc: 89.058% (43318/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m16s | Loss: 0.313 | Acc: 89.071% (43438/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m16s | Loss: 0.312 | Acc: 89.085% (43559/48896) 382/391 [===============================================================>.] Step: 354ms | Tot: 2m16s | Loss: 0.312 | Acc: 89.095% (43678/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.312 | Acc: 89.103% (43796/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.312 | Acc: 89.107% (43912/49280) 385/391 [================================================================>] Step: 345ms | Tot: 2m17s | Loss: 0.311 | Acc: 89.117% (44031/49408) 386/391 [================================================================>] Step: 355ms | Tot: 2m18s | Loss: 0.311 | Acc: 89.133% (44153/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m18s | Loss: 0.312 | Acc: 89.129% (44265/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m18s | Loss: 0.312 | Acc: 89.123% (44376/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m19s | Loss: 0.311 | Acc: 89.137% (44497/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m19s | Loss: 0.312 | Acc: 89.132% (44566/50000) 391/391 + [>................................................................] Step: 468ms | Tot: 2ms | Loss: 0.385 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 288ms | Tot: 291ms | Loss: 0.403 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 580ms | Loss: 0.411 | Acc: 85.333% (256/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 874ms | Loss: 0.409 | Acc: 86.000% (344/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s164ms | Loss: 0.417 | Acc: 85.000% (425/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s455ms | Loss: 0.379 | Acc: 86.500% (519/600) 6/100 [===>.............................................................] Step: 288ms | Tot: 1s744ms | Loss: 0.383 | Acc: 86.143% (603/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s41ms | Loss: 0.387 | Acc: 86.125% (689/800) 8/100 [=====>...........................................................] Step: 290ms | Tot: 2s332ms | Loss: 0.399 | Acc: 86.111% (775/900) 9/100 [=====>...........................................................] Step: 293ms | Tot: 2s625ms | Loss: 0.398 | Acc: 86.300% (863/1000) 10/100 [======>..........................................................] Step: 290ms | Tot: 2s915ms | Loss: 0.399 | Acc: 86.818% (955/1100) 11/100 [=======>.........................................................] Step: 290ms | Tot: 3s206ms | Loss: 0.407 | Acc: 86.417% (1037/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s511ms | Loss: 0.404 | Acc: 86.231% (1121/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s813ms | Loss: 0.398 | Acc: 86.500% (1211/1400) 14/100 [=========>.......................................................] Step: 294ms | Tot: 4s108ms | Loss: 0.393 | Acc: 86.467% (1297/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s409ms | Loss: 0.395 | Acc: 86.562% (1385/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s713ms | Loss: 0.392 | Acc: 86.706% (1474/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s17ms | Loss: 0.395 | Acc: 86.556% (1558/1800) 18/100 [===========>.....................................................] Step: 296ms | Tot: 5s313ms | Loss: 0.391 | Acc: 86.684% (1647/1900) 19/100 [============>....................................................] Step: 301ms | Tot: 5s614ms | Loss: 0.396 | Acc: 86.700% (1734/2000) 20/100 [=============>...................................................] Step: 298ms | Tot: 5s913ms | Loss: 0.397 | Acc: 86.762% (1822/2100) 21/100 [=============>...................................................] Step: 296ms | Tot: 6s210ms | Loss: 0.396 | Acc: 86.773% (1909/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s516ms | Loss: 0.403 | Acc: 86.565% (1991/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s817ms | Loss: 0.410 | Acc: 86.458% (2075/2400) 24/100 [===============>.................................................] Step: 298ms | Tot: 7s116ms | Loss: 0.412 | Acc: 86.400% (2160/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s426ms | Loss: 0.419 | Acc: 86.231% (2242/2600) 26/100 [================>................................................] Step: 295ms | Tot: 7s721ms | Loss: 0.415 | Acc: 86.296% (2330/2700) 27/100 [=================>...............................................] Step: 295ms | Tot: 8s17ms | Loss: 0.412 | Acc: 86.393% (2419/2800) 28/100 [==================>..............................................] Step: 296ms | Tot: 8s314ms | Loss: 0.417 | Acc: 86.345% (2504/2900) 29/100 [==================>..............................................] Step: 319ms | Tot: 8s634ms | Loss: 0.420 | Acc: 86.200% (2586/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 8s938ms | Loss: 0.417 | Acc: 86.226% (2673/3100) 31/100 [====================>............................................] Step: 297ms | Tot: 9s235ms | Loss: 0.418 | Acc: 86.188% (2758/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s538ms | Loss: 0.417 | Acc: 86.212% (2845/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 9s837ms | Loss: 0.414 | Acc: 86.265% (2933/3400) 34/100 [======================>..........................................] Step: 297ms | Tot: 10s135ms | Loss: 0.419 | Acc: 86.200% (3017/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s449ms | Loss: 0.420 | Acc: 86.250% (3105/3600) 36/100 [=======================>.........................................] Step: 300ms | Tot: 10s749ms | Loss: 0.418 | Acc: 86.270% (3192/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s51ms | Loss: 0.418 | Acc: 86.211% (3276/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s354ms | Loss: 0.419 | Acc: 86.282% (3365/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s653ms | Loss: 0.419 | Acc: 86.250% (3450/4000) 40/100 [==========================>......................................] Step: 296ms | Tot: 11s950ms | Loss: 0.422 | Acc: 86.195% (3534/4100) 41/100 [==========================>......................................] Step: 295ms | Tot: 12s245ms | Loss: 0.424 | Acc: 86.190% (3620/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s558ms | Loss: 0.421 | Acc: 86.233% (3708/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 12s862ms | Loss: 0.421 | Acc: 86.318% (3798/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s167ms | Loss: 0.421 | Acc: 86.311% (3884/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s477ms | Loss: 0.422 | Acc: 86.239% (3967/4600) 46/100 [=============================>...................................] Step: 316ms | Tot: 13s793ms | Loss: 0.421 | Acc: 86.298% (4056/4700) 47/100 [==============================>..................................] Step: 308ms | Tot: 14s101ms | Loss: 0.422 | Acc: 86.250% (4140/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s408ms | Loss: 0.421 | Acc: 86.306% (4229/4900) 49/100 [===============================>.................................] Step: 299ms | Tot: 14s708ms | Loss: 0.422 | Acc: 86.260% (4313/5000) 50/100 [================================>................................] Step: 297ms | Tot: 15s5ms | Loss: 0.423 | Acc: 86.216% (4397/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s307ms | Loss: 0.421 | Acc: 86.231% (4484/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s614ms | Loss: 0.422 | Acc: 86.208% (4569/5300) 53/100 [==================================>..............................] Step: 308ms | Tot: 15s922ms | Loss: 0.423 | Acc: 86.259% (4658/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s235ms | Loss: 0.423 | Acc: 86.200% (4741/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s543ms | Loss: 0.423 | Acc: 86.268% (4831/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 16s849ms | Loss: 0.420 | Acc: 86.368% (4923/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s154ms | Loss: 0.418 | Acc: 86.466% (5015/5800) 58/100 [=====================================>...........................] Step: 314ms | Tot: 17s469ms | Loss: 0.421 | Acc: 86.356% (5095/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 17s775ms | Loss: 0.422 | Acc: 86.317% (5179/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s83ms | Loss: 0.421 | Acc: 86.377% (5269/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s395ms | Loss: 0.421 | Acc: 86.403% (5357/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s699ms | Loss: 0.419 | Acc: 86.429% (5445/6300) 63/100 [========================================>........................] Step: 306ms | Tot: 19s6ms | Loss: 0.417 | Acc: 86.469% (5534/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s307ms | Loss: 0.418 | Acc: 86.446% (5619/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s609ms | Loss: 0.418 | Acc: 86.500% (5709/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 19s909ms | Loss: 0.416 | Acc: 86.522% (5797/6700) 67/100 [===========================================>.....................] Step: 295ms | Tot: 20s204ms | Loss: 0.418 | Acc: 86.500% (5882/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s506ms | Loss: 0.418 | Acc: 86.478% (5967/6900) 69/100 [============================================>....................] Step: 297ms | Tot: 20s804ms | Loss: 0.419 | Acc: 86.414% (6049/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s108ms | Loss: 0.421 | Acc: 86.394% (6134/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s413ms | Loss: 0.420 | Acc: 86.431% (6223/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 21s720ms | Loss: 0.419 | Acc: 86.466% (6312/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s23ms | Loss: 0.419 | Acc: 86.473% (6399/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s323ms | Loss: 0.420 | Acc: 86.467% (6485/7500) 75/100 [================================================>................] Step: 299ms | Tot: 22s623ms | Loss: 0.420 | Acc: 86.513% (6575/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 22s927ms | Loss: 0.421 | Acc: 86.468% (6658/7700) 77/100 [==================================================>..............] Step: 298ms | Tot: 23s226ms | Loss: 0.421 | Acc: 86.449% (6743/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 23s536ms | Loss: 0.421 | Acc: 86.468% (6831/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 23s842ms | Loss: 0.421 | Acc: 86.450% (6916/8000) 80/100 [====================================================>............] Step: 301ms | Tot: 24s144ms | Loss: 0.420 | Acc: 86.457% (7003/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s455ms | Loss: 0.418 | Acc: 86.524% (7095/8200) 82/100 [=====================================================>...........] Step: 301ms | Tot: 24s756ms | Loss: 0.418 | Acc: 86.530% (7182/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s65ms | Loss: 0.417 | Acc: 86.524% (7268/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 25s367ms | Loss: 0.419 | Acc: 86.435% (7347/8500) 85/100 [=======================================================>.........] Step: 296ms | Tot: 25s664ms | Loss: 0.420 | Acc: 86.453% (7435/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 25s969ms | Loss: 0.420 | Acc: 86.448% (7521/8700) 87/100 [========================================================>........] Step: 297ms | Tot: 26s267ms | Loss: 0.420 | Acc: 86.375% (7601/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s575ms | Loss: 0.420 | Acc: 86.360% (7686/8900) 89/100 [=========================================================>.......] Step: 298ms | Tot: 26s874ms | Loss: 0.421 | Acc: 86.367% (7773/9000) 90/100 [==========================================================>......] Step: 298ms | Tot: 27s172ms | Loss: 0.420 | Acc: 86.374% (7860/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s478ms | Loss: 0.418 | Acc: 86.424% (7951/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 27s781ms | Loss: 0.417 | Acc: 86.409% (8036/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s79ms | Loss: 0.417 | Acc: 86.372% (8119/9400) 94/100 [=============================================================>...] Step: 300ms | Tot: 28s380ms | Loss: 0.416 | Acc: 86.326% (8201/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 28s688ms | Loss: 0.416 | Acc: 86.385% (8293/9600) 96/100 [==============================================================>..] Step: 298ms | Tot: 28s987ms | Loss: 0.415 | Acc: 86.433% (8384/9700) 97/100 [===============================================================>.] Step: 298ms | Tot: 29s286ms | Loss: 0.413 | Acc: 86.490% (8476/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 29s586ms | Loss: 0.414 | Acc: 86.455% (8559/9900) 99/100 [================================================================>] Step: 299ms | Tot: 29s886ms | Loss: 0.413 | Acc: 86.470% (8647/10000) 100/100 +Saving.. + +Epoch: 110 + [>................................................................] Step: 715ms | Tot: 2ms | Loss: 0.387 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.339 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 368ms | Tot: 756ms | Loss: 0.327 | Acc: 88.542% (340/384) 3/391 [>................................................................] Step: 358ms | Tot: 1s114ms | Loss: 0.326 | Acc: 88.867% (455/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s474ms | Loss: 0.314 | Acc: 89.062% (570/640) 5/391 [>................................................................] Step: 358ms | Tot: 1s832ms | Loss: 0.308 | Acc: 89.453% (687/768) 6/391 [>................................................................] Step: 352ms | Tot: 2s185ms | Loss: 0.312 | Acc: 89.621% (803/896) 7/391 [=>...............................................................] Step: 351ms | Tot: 2s536ms | Loss: 0.315 | Acc: 89.453% (916/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 2s902ms | Loss: 0.319 | Acc: 89.323% (1029/1152) 9/391 [=>...............................................................] Step: 372ms | Tot: 3s274ms | Loss: 0.319 | Acc: 89.297% (1143/1280) 10/391 [=>...............................................................] Step: 357ms | Tot: 3s632ms | Loss: 0.318 | Acc: 89.489% (1260/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 3s991ms | Loss: 0.312 | Acc: 89.779% (1379/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s350ms | Loss: 0.304 | Acc: 90.204% (1501/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s707ms | Loss: 0.305 | Acc: 90.123% (1615/1792) 14/391 [==>..............................................................] Step: 351ms | Tot: 5s58ms | Loss: 0.302 | Acc: 90.260% (1733/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s413ms | Loss: 0.303 | Acc: 90.186% (1847/2048) 16/391 [==>..............................................................] Step: 354ms | Tot: 5s767ms | Loss: 0.302 | Acc: 90.349% (1966/2176) 17/391 [==>..............................................................] Step: 355ms | Tot: 6s122ms | Loss: 0.295 | Acc: 90.625% (2088/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s485ms | Loss: 0.294 | Acc: 90.748% (2207/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 6s847ms | Loss: 0.291 | Acc: 90.703% (2322/2560) 20/391 [===>.............................................................] Step: 356ms | Tot: 7s204ms | Loss: 0.292 | Acc: 90.699% (2438/2688) 21/391 [===>.............................................................] Step: 355ms | Tot: 7s560ms | Loss: 0.295 | Acc: 90.661% (2553/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 7s924ms | Loss: 0.294 | Acc: 90.625% (2668/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s287ms | Loss: 0.295 | Acc: 90.592% (2783/3072) 24/391 [===>.............................................................] Step: 350ms | Tot: 8s638ms | Loss: 0.297 | Acc: 90.469% (2895/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 8s995ms | Loss: 0.296 | Acc: 90.505% (3012/3328) 26/391 [====>............................................................] Step: 354ms | Tot: 9s350ms | Loss: 0.301 | Acc: 90.307% (3121/3456) 27/391 [====>............................................................] Step: 353ms | Tot: 9s703ms | Loss: 0.301 | Acc: 90.290% (3236/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s58ms | Loss: 0.302 | Acc: 90.140% (3346/3712) 29/391 [====>............................................................] Step: 353ms | Tot: 10s412ms | Loss: 0.299 | Acc: 90.312% (3468/3840) 30/391 [====>............................................................] Step: 353ms | Tot: 10s765ms | Loss: 0.295 | Acc: 90.524% (3592/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s121ms | Loss: 0.294 | Acc: 90.576% (3710/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s485ms | Loss: 0.296 | Acc: 90.483% (3822/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 11s840ms | Loss: 0.296 | Acc: 90.418% (3935/4352) 34/391 [=====>...........................................................] Step: 350ms | Tot: 12s191ms | Loss: 0.295 | Acc: 90.357% (4048/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s547ms | Loss: 0.297 | Acc: 90.256% (4159/4608) 36/391 [=====>...........................................................] Step: 372ms | Tot: 12s920ms | Loss: 0.296 | Acc: 90.308% (4277/4736) 37/391 [======>..........................................................] Step: 373ms | Tot: 13s293ms | Loss: 0.295 | Acc: 90.358% (4395/4864) 38/391 [======>..........................................................] Step: 359ms | Tot: 13s653ms | Loss: 0.294 | Acc: 90.325% (4509/4992) 39/391 [======>..........................................................] Step: 353ms | Tot: 14s7ms | Loss: 0.293 | Acc: 90.410% (4629/5120) 40/391 [======>..........................................................] Step: 355ms | Tot: 14s363ms | Loss: 0.295 | Acc: 90.301% (4739/5248) 41/391 [======>..........................................................] Step: 353ms | Tot: 14s716ms | Loss: 0.297 | Acc: 90.179% (4848/5376) 42/391 [======>..........................................................] Step: 355ms | Tot: 15s71ms | Loss: 0.297 | Acc: 90.171% (4963/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s433ms | Loss: 0.298 | Acc: 90.128% (5076/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 15s788ms | Loss: 0.298 | Acc: 90.139% (5192/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s145ms | Loss: 0.296 | Acc: 90.183% (5310/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s507ms | Loss: 0.299 | Acc: 90.027% (5416/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 16s865ms | Loss: 0.302 | Acc: 89.974% (5528/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s230ms | Loss: 0.302 | Acc: 89.987% (5644/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 17s597ms | Loss: 0.302 | Acc: 90.047% (5763/6400) 50/391 [========>........................................................] Step: 373ms | Tot: 17s971ms | Loss: 0.303 | Acc: 90.074% (5880/6528) 51/391 [========>........................................................] Step: 370ms | Tot: 18s341ms | Loss: 0.302 | Acc: 90.099% (5997/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 18s698ms | Loss: 0.302 | Acc: 90.124% (6114/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s61ms | Loss: 0.301 | Acc: 90.220% (6236/6912) 54/391 [========>........................................................] Step: 372ms | Tot: 19s434ms | Loss: 0.300 | Acc: 90.298% (6357/7040) 55/391 [=========>.......................................................] Step: 372ms | Tot: 19s807ms | Loss: 0.299 | Acc: 90.290% (6472/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s167ms | Loss: 0.298 | Acc: 90.269% (6586/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s526ms | Loss: 0.296 | Acc: 90.369% (6709/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 20s885ms | Loss: 0.295 | Acc: 90.426% (6829/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s243ms | Loss: 0.294 | Acc: 90.417% (6944/7680) 60/391 [=========>.......................................................] Step: 356ms | Tot: 21s600ms | Loss: 0.293 | Acc: 90.446% (7062/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 21s963ms | Loss: 0.292 | Acc: 90.449% (7178/7936) 62/391 [==========>......................................................] Step: 354ms | Tot: 22s317ms | Loss: 0.294 | Acc: 90.365% (7287/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s677ms | Loss: 0.295 | Acc: 90.295% (7397/8192) 64/391 [==========>......................................................] Step: 373ms | Tot: 23s50ms | Loss: 0.294 | Acc: 90.312% (7514/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 23s413ms | Loss: 0.295 | Acc: 90.246% (7624/8448) 66/391 [==========>......................................................] Step: 353ms | Tot: 23s766ms | Loss: 0.296 | Acc: 90.217% (7737/8576) 67/391 [===========>.....................................................] Step: 353ms | Tot: 24s120ms | Loss: 0.295 | Acc: 90.269% (7857/8704) 68/391 [===========>.....................................................] Step: 359ms | Tot: 24s479ms | Loss: 0.295 | Acc: 90.308% (7976/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 24s840ms | Loss: 0.295 | Acc: 90.268% (8088/8960) 70/391 [===========>.....................................................] Step: 350ms | Tot: 25s191ms | Loss: 0.296 | Acc: 90.251% (8202/9088) 71/391 [===========>.....................................................] Step: 358ms | Tot: 25s549ms | Loss: 0.297 | Acc: 90.224% (8315/9216) 72/391 [===========>.....................................................] Step: 367ms | Tot: 25s917ms | Loss: 0.298 | Acc: 90.197% (8428/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s275ms | Loss: 0.296 | Acc: 90.213% (8545/9472) 74/391 [============>....................................................] Step: 352ms | Tot: 26s628ms | Loss: 0.296 | Acc: 90.219% (8661/9600) 75/391 [============>....................................................] Step: 356ms | Tot: 26s984ms | Loss: 0.297 | Acc: 90.152% (8770/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s341ms | Loss: 0.297 | Acc: 90.148% (8885/9856) 77/391 [============>....................................................] Step: 352ms | Tot: 27s693ms | Loss: 0.297 | Acc: 90.094% (8995/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s61ms | Loss: 0.297 | Acc: 90.081% (9109/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s424ms | Loss: 0.296 | Acc: 90.107% (9227/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 28s782ms | Loss: 0.296 | Acc: 90.123% (9344/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s142ms | Loss: 0.295 | Acc: 90.177% (9465/10496) 82/391 [=============>...................................................] Step: 355ms | Tot: 29s497ms | Loss: 0.295 | Acc: 90.173% (9580/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 29s859ms | Loss: 0.294 | Acc: 90.151% (9693/10752) 84/391 [=============>...................................................] Step: 352ms | Tot: 30s212ms | Loss: 0.295 | Acc: 90.110% (9804/10880) 85/391 [==============>..................................................] Step: 351ms | Tot: 30s563ms | Loss: 0.296 | Acc: 90.071% (9915/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 30s926ms | Loss: 0.296 | Acc: 90.059% (10029/11136) 87/391 [==============>..................................................] Step: 355ms | Tot: 31s281ms | Loss: 0.296 | Acc: 90.083% (10147/11264) 88/391 [==============>..................................................] Step: 354ms | Tot: 31s635ms | Loss: 0.296 | Acc: 90.063% (10260/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 31s996ms | Loss: 0.297 | Acc: 90.043% (10373/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s354ms | Loss: 0.297 | Acc: 90.058% (10490/11648) 91/391 [===============>.................................................] Step: 357ms | Tot: 32s712ms | Loss: 0.297 | Acc: 90.031% (10602/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s79ms | Loss: 0.298 | Acc: 89.970% (10710/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s437ms | Loss: 0.298 | Acc: 89.960% (10824/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 33s796ms | Loss: 0.298 | Acc: 89.951% (10938/12160) 95/391 [===============>.................................................] Step: 352ms | Tot: 34s148ms | Loss: 0.298 | Acc: 89.950% (11053/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 34s506ms | Loss: 0.299 | Acc: 89.940% (11167/12416) 97/391 [================>................................................] Step: 359ms | Tot: 34s865ms | Loss: 0.301 | Acc: 89.876% (11274/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s226ms | Loss: 0.299 | Acc: 89.899% (11392/12672) 99/391 [================>................................................] Step: 358ms | Tot: 35s585ms | Loss: 0.299 | Acc: 89.914% (11509/12800) 100/391 [================>................................................] Step: 364ms | Tot: 35s949ms | Loss: 0.299 | Acc: 89.898% (11622/12928) 101/391 [================>................................................] Step: 351ms | Tot: 36s300ms | Loss: 0.299 | Acc: 89.859% (11732/13056) 102/391 [================>................................................] Step: 356ms | Tot: 36s657ms | Loss: 0.300 | Acc: 89.836% (11844/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s15ms | Loss: 0.300 | Acc: 89.821% (11957/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s376ms | Loss: 0.300 | Acc: 89.814% (12071/13440) 105/391 [=================>...............................................] Step: 355ms | Tot: 37s731ms | Loss: 0.299 | Acc: 89.836% (12189/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s97ms | Loss: 0.300 | Acc: 89.800% (12299/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s464ms | Loss: 0.300 | Acc: 89.757% (12408/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 38s833ms | Loss: 0.300 | Acc: 89.786% (12527/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s190ms | Loss: 0.299 | Acc: 89.794% (12643/14080) 110/391 [==================>..............................................] Step: 352ms | Tot: 39s542ms | Loss: 0.300 | Acc: 89.773% (12755/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 39s902ms | Loss: 0.300 | Acc: 89.760% (12868/14336) 112/391 [==================>..............................................] Step: 351ms | Tot: 40s254ms | Loss: 0.299 | Acc: 89.775% (12985/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 40s610ms | Loss: 0.299 | Acc: 89.768% (13099/14592) 114/391 [==================>..............................................] Step: 355ms | Tot: 40s966ms | Loss: 0.299 | Acc: 89.769% (13214/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s322ms | Loss: 0.299 | Acc: 89.756% (13327/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 41s677ms | Loss: 0.299 | Acc: 89.750% (13441/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 42s45ms | Loss: 0.299 | Acc: 89.744% (13555/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 42s407ms | Loss: 0.299 | Acc: 89.726% (13667/15232) 119/391 [===================>.............................................] Step: 358ms | Tot: 42s766ms | Loss: 0.299 | Acc: 89.701% (13778/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s127ms | Loss: 0.299 | Acc: 89.689% (13891/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 43s484ms | Loss: 0.299 | Acc: 89.677% (14004/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 43s843ms | Loss: 0.299 | Acc: 89.672% (14118/15744) 123/391 [====================>............................................] Step: 353ms | Tot: 44s197ms | Loss: 0.300 | Acc: 89.636% (14227/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 44s555ms | Loss: 0.301 | Acc: 89.588% (14334/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 44s916ms | Loss: 0.301 | Acc: 89.596% (14450/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s274ms | Loss: 0.301 | Acc: 89.585% (14563/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 45s631ms | Loss: 0.300 | Acc: 89.612% (14682/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 45s991ms | Loss: 0.300 | Acc: 89.589% (14793/16512) 129/391 [=====================>...........................................] Step: 350ms | Tot: 46s342ms | Loss: 0.301 | Acc: 89.579% (14906/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 46s701ms | Loss: 0.301 | Acc: 89.581% (15021/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 47s58ms | Loss: 0.301 | Acc: 89.583% (15136/16896) 132/391 [=====================>...........................................] Step: 357ms | Tot: 47s415ms | Loss: 0.301 | Acc: 89.591% (15252/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 47s776ms | Loss: 0.301 | Acc: 89.576% (15364/17152) 134/391 [======================>..........................................] Step: 356ms | Tot: 48s132ms | Loss: 0.301 | Acc: 89.549% (15474/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 48s494ms | Loss: 0.301 | Acc: 89.534% (15586/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 48s855ms | Loss: 0.300 | Acc: 89.553% (15704/17536) 137/391 [======================>..........................................] Step: 351ms | Tot: 49s206ms | Loss: 0.301 | Acc: 89.504% (15810/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 49s561ms | Loss: 0.302 | Acc: 89.495% (15923/17792) 139/391 [=======================>.........................................] Step: 361ms | Tot: 49s922ms | Loss: 0.301 | Acc: 89.503% (16039/17920) 140/391 [=======================>.........................................] Step: 372ms | Tot: 50s294ms | Loss: 0.301 | Acc: 89.506% (16154/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 50s659ms | Loss: 0.302 | Acc: 89.481% (16264/18176) 142/391 [=======================>.........................................] Step: 373ms | Tot: 51s33ms | Loss: 0.302 | Acc: 89.500% (16382/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s397ms | Loss: 0.302 | Acc: 89.513% (16499/18432) 144/391 [=======================>.........................................] Step: 373ms | Tot: 51s770ms | Loss: 0.302 | Acc: 89.515% (16614/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 52s141ms | Loss: 0.302 | Acc: 89.507% (16727/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 52s501ms | Loss: 0.302 | Acc: 89.466% (16834/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 52s863ms | Loss: 0.301 | Acc: 89.501% (16955/18944) 148/391 [========================>........................................] Step: 353ms | Tot: 53s217ms | Loss: 0.302 | Acc: 89.498% (17069/19072) 149/391 [========================>........................................] Step: 355ms | Tot: 53s572ms | Loss: 0.301 | Acc: 89.516% (17187/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 53s928ms | Loss: 0.301 | Acc: 89.513% (17301/19328) 151/391 [=========================>.......................................] Step: 352ms | Tot: 54s280ms | Loss: 0.302 | Acc: 89.499% (17413/19456) 152/391 [=========================>.......................................] Step: 355ms | Tot: 54s636ms | Loss: 0.301 | Acc: 89.502% (17528/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 55s5ms | Loss: 0.302 | Acc: 89.489% (17640/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 55s363ms | Loss: 0.301 | Acc: 89.506% (17758/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 55s719ms | Loss: 0.302 | Acc: 89.478% (17867/19968) 156/391 [=========================>.......................................] Step: 355ms | Tot: 56s75ms | Loss: 0.301 | Acc: 89.500% (17986/20096) 157/391 [==========================>......................................] Step: 352ms | Tot: 56s427ms | Loss: 0.301 | Acc: 89.508% (18102/20224) 158/391 [==========================>......................................] Step: 353ms | Tot: 56s781ms | Loss: 0.301 | Acc: 89.529% (18221/20352) 159/391 [==========================>......................................] Step: 350ms | Tot: 57s131ms | Loss: 0.300 | Acc: 89.536% (18337/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 57s488ms | Loss: 0.300 | Acc: 89.533% (18451/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 57s849ms | Loss: 0.300 | Acc: 89.535% (18566/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 58s215ms | Loss: 0.301 | Acc: 89.532% (18680/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 58s574ms | Loss: 0.300 | Acc: 89.529% (18794/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 58s935ms | Loss: 0.300 | Acc: 89.550% (18913/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 59s289ms | Loss: 0.299 | Acc: 89.571% (19032/21248) 166/391 [===========================>.....................................] Step: 354ms | Tot: 59s644ms | Loss: 0.300 | Acc: 89.554% (19143/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 1m3ms | Loss: 0.299 | Acc: 89.574% (19262/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m359ms | Loss: 0.300 | Acc: 89.576% (19377/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m724ms | Loss: 0.299 | Acc: 89.586% (19494/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.300 | Acc: 89.583% (19608/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.300 | Acc: 89.567% (19719/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.300 | Acc: 89.555% (19831/22144) 173/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.300 | Acc: 89.583% (19952/22272) 174/391 [============================>....................................] Step: 351ms | Tot: 1m2s | Loss: 0.299 | Acc: 89.612% (20073/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m2s | Loss: 0.299 | Acc: 89.595% (20184/22528) 176/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.299 | Acc: 89.592% (20298/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.299 | Acc: 89.611% (20417/22784) 178/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.299 | Acc: 89.608% (20531/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.299 | Acc: 89.618% (20648/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.298 | Acc: 89.637% (20767/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.298 | Acc: 89.659% (20887/23296) 182/391 [==============================>..................................] Step: 355ms | Tot: 1m5s | Loss: 0.298 | Acc: 89.652% (21000/23424) 183/391 [==============================>..................................] Step: 355ms | Tot: 1m5s | Loss: 0.298 | Acc: 89.644% (21113/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.298 | Acc: 89.662% (21232/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.298 | Acc: 89.646% (21343/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.297 | Acc: 89.672% (21464/23936) 187/391 [===============================>.................................] Step: 353ms | Tot: 1m7s | Loss: 0.297 | Acc: 89.682% (21581/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m7s | Loss: 0.297 | Acc: 89.674% (21694/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m7s | Loss: 0.298 | Acc: 89.671% (21808/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.297 | Acc: 89.676% (21924/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.297 | Acc: 89.689% (22042/24576) 192/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.297 | Acc: 89.698% (22159/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m9s | Loss: 0.297 | Acc: 89.715% (22278/24832) 194/391 [================================>................................] Step: 352ms | Tot: 1m9s | Loss: 0.298 | Acc: 89.692% (22387/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.298 | Acc: 89.700% (22504/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.298 | Acc: 89.709% (22621/25216) 197/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.298 | Acc: 89.710% (22736/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.298 | Acc: 89.702% (22849/25472) 199/391 [=================================>...............................] Step: 349ms | Tot: 1m11s | Loss: 0.298 | Acc: 89.691% (22961/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m11s | Loss: 0.298 | Acc: 89.700% (23078/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.298 | Acc: 89.693% (23191/25856) 202/391 [=================================>...............................] Step: 347ms | Tot: 1m12s | Loss: 0.298 | Acc: 89.701% (23308/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.298 | Acc: 89.698% (23422/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.299 | Acc: 89.676% (23531/26240) 205/391 [==================================>..............................] Step: 352ms | Tot: 1m13s | Loss: 0.299 | Acc: 89.673% (23645/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m13s | Loss: 0.299 | Acc: 89.640% (23751/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.299 | Acc: 89.633% (23864/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.299 | Acc: 89.634% (23979/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.300 | Acc: 89.632% (24093/26880) 210/391 [==================================>..............................] Step: 350ms | Tot: 1m15s | Loss: 0.300 | Acc: 89.629% (24207/27008) 211/391 [===================================>.............................] Step: 353ms | Tot: 1m15s | Loss: 0.300 | Acc: 89.615% (24318/27136) 212/391 [===================================>.............................] Step: 352ms | Tot: 1m16s | Loss: 0.300 | Acc: 89.616% (24433/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m16s | Loss: 0.300 | Acc: 89.621% (24549/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m16s | Loss: 0.300 | Acc: 89.622% (24664/27520) 215/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.299 | Acc: 89.638% (24783/27648) 216/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.299 | Acc: 89.628% (24895/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m17s | Loss: 0.300 | Acc: 89.618% (25007/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m18s | Loss: 0.300 | Acc: 89.615% (25121/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m18s | Loss: 0.300 | Acc: 89.613% (25235/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.300 | Acc: 89.610% (25349/28288) 221/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.300 | Acc: 89.619% (25466/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.300 | Acc: 89.620% (25581/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m20s | Loss: 0.300 | Acc: 89.617% (25695/28672) 224/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.300 | Acc: 89.615% (25809/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m20s | Loss: 0.300 | Acc: 89.612% (25923/28928) 226/391 [=====================================>...........................] Step: 350ms | Tot: 1m21s | Loss: 0.300 | Acc: 89.620% (26040/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m21s | Loss: 0.299 | Acc: 89.628% (26157/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.299 | Acc: 89.636% (26274/29312) 229/391 [======================================>..........................] Step: 351ms | Tot: 1m22s | Loss: 0.299 | Acc: 89.626% (26386/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m22s | Loss: 0.299 | Acc: 89.624% (26500/29568) 231/391 [======================================>..........................] Step: 377ms | Tot: 1m22s | Loss: 0.300 | Acc: 89.625% (26615/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.300 | Acc: 89.633% (26732/29824) 233/391 [======================================>..........................] Step: 378ms | Tot: 1m23s | Loss: 0.301 | Acc: 89.580% (26831/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.300 | Acc: 89.591% (26949/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m24s | Loss: 0.300 | Acc: 89.592% (27064/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m24s | Loss: 0.300 | Acc: 89.603% (27182/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.301 | Acc: 89.598% (27295/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.300 | Acc: 89.608% (27413/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.300 | Acc: 89.629% (27534/30720) 240/391 [=======================================>.........................] Step: 351ms | Tot: 1m26s | Loss: 0.300 | Acc: 89.623% (27647/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m26s | Loss: 0.300 | Acc: 89.608% (27757/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m26s | Loss: 0.300 | Acc: 89.603% (27870/31104) 243/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.300 | Acc: 89.610% (27987/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.300 | Acc: 89.611% (28102/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.300 | Acc: 89.621% (28220/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.300 | Acc: 89.635% (28339/31616) 247/391 [=========================================>.......................] Step: 354ms | Tot: 1m28s | Loss: 0.300 | Acc: 89.620% (28449/31744) 248/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.300 | Acc: 89.624% (28565/31872) 249/391 [=========================================>.......................] Step: 353ms | Tot: 1m29s | Loss: 0.300 | Acc: 89.606% (28674/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.300 | Acc: 89.610% (28790/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.300 | Acc: 89.611% (28905/32256) 252/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.300 | Acc: 89.612% (29020/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m30s | Loss: 0.300 | Acc: 89.616% (29136/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m31s | Loss: 0.300 | Acc: 89.602% (29246/32640) 255/391 [==========================================>......................] Step: 346ms | Tot: 1m31s | Loss: 0.300 | Acc: 89.600% (29360/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m31s | Loss: 0.300 | Acc: 89.591% (29472/32896) 257/391 [==========================================>......................] Step: 350ms | Tot: 1m32s | Loss: 0.301 | Acc: 89.571% (29580/33024) 258/391 [==========================================>......................] Step: 350ms | Tot: 1m32s | Loss: 0.301 | Acc: 89.587% (29700/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m32s | Loss: 0.301 | Acc: 89.582% (29813/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m33s | Loss: 0.301 | Acc: 89.592% (29931/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.301 | Acc: 89.593% (30046/33536) 262/391 [===========================================>.....................] Step: 349ms | Tot: 1m34s | Loss: 0.301 | Acc: 89.585% (30158/33664) 263/391 [===========================================>.....................] Step: 351ms | Tot: 1m34s | Loss: 0.301 | Acc: 89.583% (30272/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.302 | Acc: 89.575% (30384/33920) 265/391 [============================================>....................] Step: 350ms | Tot: 1m35s | Loss: 0.302 | Acc: 89.576% (30499/34048) 266/391 [============================================>....................] Step: 352ms | Tot: 1m35s | Loss: 0.302 | Acc: 89.557% (30607/34176) 267/391 [============================================>....................] Step: 353ms | Tot: 1m35s | Loss: 0.302 | Acc: 89.567% (30725/34304) 268/391 [============================================>....................] Step: 349ms | Tot: 1m36s | Loss: 0.302 | Acc: 89.559% (30837/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.302 | Acc: 89.572% (30956/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.302 | Acc: 89.581% (31074/34688) 271/391 [=============================================>...................] Step: 349ms | Tot: 1m37s | Loss: 0.302 | Acc: 89.571% (31185/34816) 272/391 [=============================================>...................] Step: 354ms | Tot: 1m37s | Loss: 0.302 | Acc: 89.583% (31304/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m37s | Loss: 0.302 | Acc: 89.579% (31417/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.302 | Acc: 89.588% (31535/35200) 275/391 [=============================================>...................] Step: 352ms | Tot: 1m38s | Loss: 0.302 | Acc: 89.581% (31647/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.302 | Acc: 89.576% (31760/35456) 277/391 [==============================================>..................] Step: 351ms | Tot: 1m39s | Loss: 0.302 | Acc: 89.577% (31875/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m39s | Loss: 0.302 | Acc: 89.572% (31988/35712) 279/391 [==============================================>..................] Step: 352ms | Tot: 1m40s | Loss: 0.302 | Acc: 89.562% (32099/35840) 280/391 [==============================================>..................] Step: 354ms | Tot: 1m40s | Loss: 0.303 | Acc: 89.555% (32211/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.303 | Acc: 89.564% (32329/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.303 | Acc: 89.570% (32446/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m41s | Loss: 0.303 | Acc: 89.566% (32559/36352) 284/391 [===============================================>.................] Step: 398ms | Tot: 1m41s | Loss: 0.302 | Acc: 89.575% (32677/36480) 285/391 [===============================================>.................] Step: 391ms | Tot: 1m42s | Loss: 0.302 | Acc: 89.582% (32794/36608) 286/391 [===============================================>.................] Step: 396ms | Tot: 1m42s | Loss: 0.302 | Acc: 89.591% (32912/36736) 287/391 [===============================================>.................] Step: 410ms | Tot: 1m43s | Loss: 0.302 | Acc: 89.581% (33023/36864) 288/391 [===============================================>.................] Step: 402ms | Tot: 1m43s | Loss: 0.302 | Acc: 89.579% (33137/36992) 289/391 [================================================>................] Step: 405ms | Tot: 1m43s | Loss: 0.302 | Acc: 89.569% (33248/37120) 290/391 [================================================>................] Step: 404ms | Tot: 1m44s | Loss: 0.302 | Acc: 89.567% (33362/37248) 291/391 [================================================>................] Step: 405ms | Tot: 1m44s | Loss: 0.302 | Acc: 89.560% (33474/37376) 292/391 [================================================>................] Step: 396ms | Tot: 1m45s | Loss: 0.302 | Acc: 89.556% (33587/37504) 293/391 [================================================>................] Step: 393ms | Tot: 1m45s | Loss: 0.303 | Acc: 89.541% (33696/37632) 294/391 [================================================>................] Step: 392ms | Tot: 1m45s | Loss: 0.303 | Acc: 89.550% (33814/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m46s | Loss: 0.302 | Acc: 89.551% (33929/37888) 296/391 [=================================================>...............] Step: 398ms | Tot: 1m46s | Loss: 0.302 | Acc: 89.552% (34044/38016) 297/391 [=================================================>...............] Step: 388ms | Tot: 1m47s | Loss: 0.302 | Acc: 89.553% (34159/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.302 | Acc: 89.554% (34274/38272) 299/391 [=================================================>...............] Step: 388ms | Tot: 1m47s | Loss: 0.302 | Acc: 89.555% (34389/38400) 300/391 [=================================================>...............] Step: 380ms | Tot: 1m48s | Loss: 0.302 | Acc: 89.556% (34504/38528) 301/391 [==================================================>..............] Step: 369ms | Tot: 1m48s | Loss: 0.302 | Acc: 89.546% (34615/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m48s | Loss: 0.303 | Acc: 89.550% (34731/38784) 303/391 [==================================================>..............] Step: 349ms | Tot: 1m49s | Loss: 0.303 | Acc: 89.546% (34844/38912) 304/391 [==================================================>..............] Step: 351ms | Tot: 1m49s | Loss: 0.302 | Acc: 89.559% (34964/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.303 | Acc: 89.540% (35071/39168) 306/391 [==================================================>..............] Step: 350ms | Tot: 1m50s | Loss: 0.303 | Acc: 89.523% (35179/39296) 307/391 [===================================================>.............] Step: 352ms | Tot: 1m50s | Loss: 0.303 | Acc: 89.532% (35297/39424) 308/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.303 | Acc: 89.528% (35410/39552) 309/391 [===================================================>.............] Step: 351ms | Tot: 1m51s | Loss: 0.303 | Acc: 89.521% (35522/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.303 | Acc: 89.525% (35638/39808) 311/391 [===================================================>.............] Step: 351ms | Tot: 1m52s | Loss: 0.302 | Acc: 89.538% (35758/39936) 312/391 [===================================================>.............] Step: 351ms | Tot: 1m52s | Loss: 0.302 | Acc: 89.539% (35873/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m52s | Loss: 0.302 | Acc: 89.540% (35988/40192) 314/391 [====================================================>............] Step: 367ms | Tot: 1m53s | Loss: 0.303 | Acc: 89.524% (36096/40320) 315/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.303 | Acc: 89.512% (36206/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.302 | Acc: 89.531% (36328/40576) 317/391 [====================================================>............] Step: 396ms | Tot: 1m54s | Loss: 0.303 | Acc: 89.524% (36440/40704) 318/391 [====================================================>............] Step: 398ms | Tot: 1m54s | Loss: 0.303 | Acc: 89.528% (36556/40832) 319/391 [=====================================================>...........] Step: 401ms | Tot: 1m55s | Loss: 0.303 | Acc: 89.502% (36660/40960) 320/391 [=====================================================>...........] Step: 404ms | Tot: 1m55s | Loss: 0.303 | Acc: 89.488% (36769/41088) 321/391 [=====================================================>...........] Step: 406ms | Tot: 1m55s | Loss: 0.303 | Acc: 89.492% (36885/41216) 322/391 [=====================================================>...........] Step: 402ms | Tot: 1m56s | Loss: 0.304 | Acc: 89.488% (36998/41344) 323/391 [=====================================================>...........] Step: 413ms | Tot: 1m56s | Loss: 0.303 | Acc: 89.499% (37117/41472) 324/391 [=====================================================>...........] Step: 396ms | Tot: 1m57s | Loss: 0.303 | Acc: 89.510% (37236/41600) 325/391 [======================================================>..........] Step: 392ms | Tot: 1m57s | Loss: 0.303 | Acc: 89.508% (37350/41728) 326/391 [======================================================>..........] Step: 401ms | Tot: 1m57s | Loss: 0.303 | Acc: 89.504% (37463/41856) 327/391 [======================================================>..........] Step: 398ms | Tot: 1m58s | Loss: 0.303 | Acc: 89.513% (37581/41984) 328/391 [======================================================>..........] Step: 391ms | Tot: 1m58s | Loss: 0.303 | Acc: 89.521% (37699/42112) 329/391 [======================================================>..........] Step: 389ms | Tot: 1m59s | Loss: 0.303 | Acc: 89.510% (37809/42240) 330/391 [======================================================>..........] Step: 390ms | Tot: 1m59s | Loss: 0.303 | Acc: 89.513% (37925/42368) 331/391 [=======================================================>.........] Step: 392ms | Tot: 1m59s | Loss: 0.303 | Acc: 89.512% (38039/42496) 332/391 [=======================================================>.........] Step: 400ms | Tot: 2m317ms | Loss: 0.303 | Acc: 89.506% (38151/42624) 333/391 [=======================================================>.........] Step: 398ms | Tot: 2m715ms | Loss: 0.303 | Acc: 89.509% (38267/42752) 334/391 [=======================================================>.........] Step: 387ms | Tot: 2m1s | Loss: 0.303 | Acc: 89.517% (38385/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.303 | Acc: 89.521% (38501/43008) 336/391 [=======================================================>.........] Step: 385ms | Tot: 2m1s | Loss: 0.303 | Acc: 89.519% (38615/43136) 337/391 [========================================================>........] Step: 394ms | Tot: 2m2s | Loss: 0.303 | Acc: 89.518% (38729/43264) 338/391 [========================================================>........] Step: 392ms | Tot: 2m2s | Loss: 0.304 | Acc: 89.505% (38838/43392) 339/391 [========================================================>........] Step: 391ms | Tot: 2m3s | Loss: 0.303 | Acc: 89.501% (38951/43520) 340/391 [========================================================>........] Step: 388ms | Tot: 2m3s | Loss: 0.304 | Acc: 89.498% (39064/43648) 341/391 [========================================================>........] Step: 393ms | Tot: 2m3s | Loss: 0.304 | Acc: 89.506% (39182/43776) 342/391 [========================================================>........] Step: 393ms | Tot: 2m4s | Loss: 0.304 | Acc: 89.504% (39296/43904) 343/391 [=========================================================>.......] Step: 391ms | Tot: 2m4s | Loss: 0.304 | Acc: 89.510% (39413/44032) 344/391 [=========================================================>.......] Step: 399ms | Tot: 2m5s | Loss: 0.304 | Acc: 89.504% (39525/44160) 345/391 [=========================================================>.......] Step: 379ms | Tot: 2m5s | Loss: 0.304 | Acc: 89.494% (39635/44288) 346/391 [=========================================================>.......] Step: 391ms | Tot: 2m5s | Loss: 0.304 | Acc: 89.488% (39747/44416) 347/391 [=========================================================>.......] Step: 393ms | Tot: 2m6s | Loss: 0.304 | Acc: 89.485% (39860/44544) 348/391 [=========================================================>.......] Step: 389ms | Tot: 2m6s | Loss: 0.304 | Acc: 89.472% (39969/44672) 349/391 [==========================================================>......] Step: 392ms | Tot: 2m6s | Loss: 0.304 | Acc: 89.473% (40084/44800) 350/391 [==========================================================>......] Step: 399ms | Tot: 2m7s | Loss: 0.304 | Acc: 89.476% (40200/44928) 351/391 [==========================================================>......] Step: 387ms | Tot: 2m7s | Loss: 0.304 | Acc: 89.475% (40314/45056) 352/391 [==========================================================>......] Step: 397ms | Tot: 2m8s | Loss: 0.305 | Acc: 89.468% (40425/45184) 353/391 [==========================================================>......] Step: 394ms | Tot: 2m8s | Loss: 0.305 | Acc: 89.460% (40536/45312) 354/391 [==========================================================>......] Step: 383ms | Tot: 2m8s | Loss: 0.305 | Acc: 89.459% (40650/45440) 355/391 [===========================================================>.....] Step: 393ms | Tot: 2m9s | Loss: 0.305 | Acc: 89.449% (40760/45568) 356/391 [===========================================================>.....] Step: 388ms | Tot: 2m9s | Loss: 0.305 | Acc: 89.439% (40870/45696) 357/391 [===========================================================>.....] Step: 390ms | Tot: 2m10s | Loss: 0.305 | Acc: 89.440% (40985/45824) 358/391 [===========================================================>.....] Step: 394ms | Tot: 2m10s | Loss: 0.305 | Acc: 89.446% (41102/45952) 359/391 [===========================================================>.....] Step: 406ms | Tot: 2m10s | Loss: 0.305 | Acc: 89.436% (41212/46080) 360/391 [===========================================================>.....] Step: 391ms | Tot: 2m11s | Loss: 0.306 | Acc: 89.424% (41321/46208) 361/391 [============================================================>....] Step: 394ms | Tot: 2m11s | Loss: 0.306 | Acc: 89.412% (41430/46336) 362/391 [============================================================>....] Step: 395ms | Tot: 2m12s | Loss: 0.306 | Acc: 89.415% (41546/46464) 363/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.306 | Acc: 89.406% (41656/46592) 364/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.306 | Acc: 89.399% (41767/46720) 365/391 [============================================================>....] Step: 401ms | Tot: 2m13s | Loss: 0.307 | Acc: 89.393% (41879/46848) 366/391 [============================================================>....] Step: 376ms | Tot: 2m13s | Loss: 0.307 | Acc: 89.395% (41994/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.307 | Acc: 89.396% (42109/47104) 368/391 [=============================================================>...] Step: 402ms | Tot: 2m14s | Loss: 0.307 | Acc: 89.391% (42221/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.307 | Acc: 89.396% (42338/47360) 370/391 [=============================================================>...] Step: 351ms | Tot: 2m15s | Loss: 0.306 | Acc: 89.395% (42452/47488) 371/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.307 | Acc: 89.386% (42562/47616) 372/391 [=============================================================>...] Step: 354ms | Tot: 2m15s | Loss: 0.307 | Acc: 89.381% (42674/47744) 373/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.307 | Acc: 89.365% (42781/47872) 374/391 [==============================================================>..] Step: 353ms | Tot: 2m16s | Loss: 0.307 | Acc: 89.381% (42903/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.307 | Acc: 89.380% (43017/48128) 376/391 [==============================================================>..] Step: 350ms | Tot: 2m17s | Loss: 0.307 | Acc: 89.377% (43130/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.307 | Acc: 89.381% (43246/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.307 | Acc: 89.372% (43356/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.307 | Acc: 89.367% (43468/48640) 380/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.307 | Acc: 89.364% (43581/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.307 | Acc: 89.379% (43703/48896) 382/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.307 | Acc: 89.377% (43816/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.307 | Acc: 89.374% (43929/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.307 | Acc: 89.359% (44036/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.307 | Acc: 89.350% (44146/49408) 386/391 [================================================================>] Step: 385ms | Tot: 2m20s | Loss: 0.308 | Acc: 89.339% (44255/49536) 387/391 [================================================================>] Step: 348ms | Tot: 2m21s | Loss: 0.308 | Acc: 89.344% (44372/49664) 388/391 [================================================================>] Step: 347ms | Tot: 2m21s | Loss: 0.308 | Acc: 89.340% (44484/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.308 | Acc: 89.345% (44601/49920) 390/391 [================================================================>] Step: 332ms | Tot: 2m22s | Loss: 0.308 | Acc: 89.336% (44668/50000) 391/391 + [>................................................................] Step: 468ms | Tot: 2ms | Loss: 0.434 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.490 | Acc: 82.500% (165/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 592ms | Loss: 0.424 | Acc: 83.667% (251/300) 3/100 [=>...............................................................] Step: 291ms | Tot: 884ms | Loss: 0.424 | Acc: 84.250% (337/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s179ms | Loss: 0.422 | Acc: 84.000% (420/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s476ms | Loss: 0.377 | Acc: 85.500% (513/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s763ms | Loss: 0.369 | Acc: 85.857% (601/700) 7/100 [====>............................................................] Step: 289ms | Tot: 2s52ms | Loss: 0.384 | Acc: 85.625% (685/800) 8/100 [=====>...........................................................] Step: 295ms | Tot: 2s348ms | Loss: 0.404 | Acc: 85.444% (769/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s650ms | Loss: 0.412 | Acc: 85.400% (854/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 2s959ms | Loss: 0.412 | Acc: 85.091% (936/1100) 11/100 [=======>.........................................................] Step: 301ms | Tot: 3s261ms | Loss: 0.419 | Acc: 85.250% (1023/1200) 12/100 [=======>.........................................................] Step: 290ms | Tot: 3s551ms | Loss: 0.406 | Acc: 85.692% (1114/1300) 13/100 [========>........................................................] Step: 296ms | Tot: 3s847ms | Loss: 0.401 | Acc: 86.071% (1205/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s146ms | Loss: 0.388 | Acc: 86.600% (1299/1500) 15/100 [=========>.......................................................] Step: 298ms | Tot: 4s444ms | Loss: 0.386 | Acc: 86.625% (1386/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s748ms | Loss: 0.380 | Acc: 86.941% (1478/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s62ms | Loss: 0.382 | Acc: 86.889% (1564/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s367ms | Loss: 0.383 | Acc: 86.789% (1649/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s674ms | Loss: 0.387 | Acc: 86.550% (1731/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 5s984ms | Loss: 0.389 | Acc: 86.476% (1816/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s295ms | Loss: 0.386 | Acc: 86.591% (1905/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s602ms | Loss: 0.392 | Acc: 86.435% (1988/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 6s912ms | Loss: 0.396 | Acc: 86.458% (2075/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s223ms | Loss: 0.401 | Acc: 86.280% (2157/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s522ms | Loss: 0.403 | Acc: 86.231% (2242/2600) 26/100 [================>................................................] Step: 297ms | Tot: 7s819ms | Loss: 0.398 | Acc: 86.333% (2331/2700) 27/100 [=================>...............................................] Step: 300ms | Tot: 8s120ms | Loss: 0.398 | Acc: 86.429% (2420/2800) 28/100 [==================>..............................................] Step: 294ms | Tot: 8s415ms | Loss: 0.399 | Acc: 86.552% (2510/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s715ms | Loss: 0.398 | Acc: 86.567% (2597/3000) 30/100 [===================>.............................................] Step: 295ms | Tot: 9s10ms | Loss: 0.396 | Acc: 86.516% (2682/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s312ms | Loss: 0.397 | Acc: 86.531% (2769/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s615ms | Loss: 0.398 | Acc: 86.485% (2854/3300) 33/100 [=====================>...........................................] Step: 297ms | Tot: 9s912ms | Loss: 0.396 | Acc: 86.471% (2940/3400) 34/100 [======================>..........................................] Step: 312ms | Tot: 10s224ms | Loss: 0.398 | Acc: 86.371% (3023/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s529ms | Loss: 0.398 | Acc: 86.417% (3111/3600) 36/100 [=======================>.........................................] Step: 299ms | Tot: 10s829ms | Loss: 0.399 | Acc: 86.378% (3196/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s137ms | Loss: 0.402 | Acc: 86.395% (3283/3800) 38/100 [========================>........................................] Step: 299ms | Tot: 11s436ms | Loss: 0.401 | Acc: 86.487% (3373/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s738ms | Loss: 0.400 | Acc: 86.450% (3458/4000) 40/100 [==========================>......................................] Step: 295ms | Tot: 12s34ms | Loss: 0.401 | Acc: 86.463% (3545/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s342ms | Loss: 0.403 | Acc: 86.476% (3632/4200) 42/100 [===========================>.....................................] Step: 297ms | Tot: 12s640ms | Loss: 0.401 | Acc: 86.581% (3723/4300) 43/100 [===========================>.....................................] Step: 298ms | Tot: 12s938ms | Loss: 0.403 | Acc: 86.591% (3810/4400) 44/100 [============================>....................................] Step: 298ms | Tot: 13s237ms | Loss: 0.402 | Acc: 86.711% (3902/4500) 45/100 [=============================>...................................] Step: 300ms | Tot: 13s537ms | Loss: 0.405 | Acc: 86.587% (3983/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 13s837ms | Loss: 0.403 | Acc: 86.681% (4074/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s142ms | Loss: 0.404 | Acc: 86.646% (4159/4800) 48/100 [===============================>.................................] Step: 295ms | Tot: 14s438ms | Loss: 0.401 | Acc: 86.755% (4251/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s741ms | Loss: 0.401 | Acc: 86.780% (4339/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s39ms | Loss: 0.400 | Acc: 86.784% (4426/5100) 51/100 [=================================>...............................] Step: 314ms | Tot: 15s353ms | Loss: 0.402 | Acc: 86.731% (4510/5200) 52/100 [=================================>...............................] Step: 314ms | Tot: 15s668ms | Loss: 0.403 | Acc: 86.642% (4592/5300) 53/100 [==================================>..............................] Step: 299ms | Tot: 15s968ms | Loss: 0.405 | Acc: 86.648% (4679/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s268ms | Loss: 0.406 | Acc: 86.582% (4762/5500) 55/100 [===================================>.............................] Step: 298ms | Tot: 16s567ms | Loss: 0.405 | Acc: 86.554% (4847/5600) 56/100 [====================================>............................] Step: 300ms | Tot: 16s868ms | Loss: 0.405 | Acc: 86.544% (4933/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s170ms | Loss: 0.403 | Acc: 86.655% (5026/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s471ms | Loss: 0.404 | Acc: 86.542% (5106/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 17s769ms | Loss: 0.404 | Acc: 86.517% (5191/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s71ms | Loss: 0.403 | Acc: 86.492% (5276/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s371ms | Loss: 0.402 | Acc: 86.532% (5365/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 18s674ms | Loss: 0.402 | Acc: 86.571% (5454/6300) 63/100 [========================================>........................] Step: 296ms | Tot: 18s971ms | Loss: 0.401 | Acc: 86.656% (5546/6400) 64/100 [=========================================>.......................] Step: 299ms | Tot: 19s270ms | Loss: 0.403 | Acc: 86.615% (5630/6500) 65/100 [==========================================>......................] Step: 298ms | Tot: 19s569ms | Loss: 0.403 | Acc: 86.576% (5714/6600) 66/100 [==========================================>......................] Step: 295ms | Tot: 19s864ms | Loss: 0.400 | Acc: 86.612% (5803/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s171ms | Loss: 0.402 | Acc: 86.588% (5888/6800) 68/100 [============================================>....................] Step: 312ms | Tot: 20s483ms | Loss: 0.401 | Acc: 86.652% (5979/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 20s788ms | Loss: 0.399 | Acc: 86.657% (6066/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s89ms | Loss: 0.400 | Acc: 86.634% (6151/7100) 71/100 [==============================================>..................] Step: 297ms | Tot: 21s387ms | Loss: 0.401 | Acc: 86.597% (6235/7200) 72/100 [==============================================>..................] Step: 297ms | Tot: 21s685ms | Loss: 0.400 | Acc: 86.658% (6326/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 21s986ms | Loss: 0.400 | Acc: 86.662% (6413/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s288ms | Loss: 0.402 | Acc: 86.573% (6493/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s589ms | Loss: 0.401 | Acc: 86.592% (6581/7600) 76/100 [=================================================>...............] Step: 399ms | Tot: 22s989ms | Loss: 0.402 | Acc: 86.545% (6664/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s295ms | Loss: 0.402 | Acc: 86.590% (6754/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 23s606ms | Loss: 0.402 | Acc: 86.557% (6838/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 23s911ms | Loss: 0.403 | Acc: 86.525% (6922/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s214ms | Loss: 0.402 | Acc: 86.494% (7006/8100) 81/100 [====================================================>............] Step: 299ms | Tot: 24s514ms | Loss: 0.403 | Acc: 86.488% (7092/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 24s816ms | Loss: 0.402 | Acc: 86.506% (7180/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s127ms | Loss: 0.403 | Acc: 86.452% (7262/8400) 84/100 [======================================================>..........] Step: 318ms | Tot: 25s445ms | Loss: 0.404 | Acc: 86.447% (7348/8500) 85/100 [=======================================================>.........] Step: 310ms | Tot: 25s756ms | Loss: 0.404 | Acc: 86.442% (7434/8600) 86/100 [=======================================================>.........] Step: 301ms | Tot: 26s58ms | Loss: 0.404 | Acc: 86.391% (7516/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s362ms | Loss: 0.405 | Acc: 86.375% (7601/8800) 88/100 [=========================================================>.......] Step: 297ms | Tot: 26s659ms | Loss: 0.405 | Acc: 86.337% (7684/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 26s964ms | Loss: 0.405 | Acc: 86.356% (7772/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s275ms | Loss: 0.404 | Acc: 86.374% (7860/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s582ms | Loss: 0.401 | Acc: 86.457% (7954/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 27s884ms | Loss: 0.402 | Acc: 86.430% (8038/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s190ms | Loss: 0.403 | Acc: 86.415% (8123/9400) 94/100 [=============================================================>...] Step: 294ms | Tot: 28s485ms | Loss: 0.402 | Acc: 86.421% (8210/9500) 95/100 [=============================================================>...] Step: 297ms | Tot: 28s782ms | Loss: 0.402 | Acc: 86.490% (8303/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s89ms | Loss: 0.402 | Acc: 86.515% (8392/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s393ms | Loss: 0.402 | Acc: 86.500% (8477/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 29s703ms | Loss: 0.403 | Acc: 86.495% (8563/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s10ms | Loss: 0.401 | Acc: 86.550% (8655/10000) 100/100 +Saving.. + +Epoch: 111 + [>................................................................] Step: 759ms | Tot: 2ms | Loss: 0.167 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.224 | Acc: 92.188% (236/256) 2/391 [>................................................................] Step: 379ms | Tot: 766ms | Loss: 0.232 | Acc: 92.448% (355/384) 3/391 [>................................................................] Step: 360ms | Tot: 1s126ms | Loss: 0.230 | Acc: 92.773% (475/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s492ms | Loss: 0.230 | Acc: 92.500% (592/640) 5/391 [>................................................................] Step: 364ms | Tot: 1s856ms | Loss: 0.232 | Acc: 92.318% (709/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s223ms | Loss: 0.234 | Acc: 92.076% (825/896) 7/391 [=>...............................................................] Step: 384ms | Tot: 2s607ms | Loss: 0.243 | Acc: 91.797% (940/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s969ms | Loss: 0.254 | Acc: 91.406% (1053/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s333ms | Loss: 0.261 | Acc: 91.250% (1168/1280) 10/391 [=>...............................................................] Step: 353ms | Tot: 3s686ms | Loss: 0.270 | Acc: 90.838% (1279/1408) 11/391 [=>...............................................................] Step: 354ms | Tot: 4s40ms | Loss: 0.266 | Acc: 91.081% (1399/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s401ms | Loss: 0.275 | Acc: 90.925% (1513/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s762ms | Loss: 0.271 | Acc: 91.127% (1633/1792) 14/391 [==>..............................................................] Step: 356ms | Tot: 5s119ms | Loss: 0.281 | Acc: 90.677% (1741/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s488ms | Loss: 0.283 | Acc: 90.674% (1857/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s848ms | Loss: 0.284 | Acc: 90.579% (1971/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s208ms | Loss: 0.283 | Acc: 90.668% (2089/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s578ms | Loss: 0.279 | Acc: 90.872% (2210/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s941ms | Loss: 0.283 | Acc: 90.586% (2319/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s300ms | Loss: 0.285 | Acc: 90.588% (2435/2688) 21/391 [===>.............................................................] Step: 349ms | Tot: 7s649ms | Loss: 0.282 | Acc: 90.661% (2553/2816) 22/391 [===>.............................................................] Step: 355ms | Tot: 8s5ms | Loss: 0.283 | Acc: 90.591% (2667/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s373ms | Loss: 0.286 | Acc: 90.430% (2778/3072) 24/391 [===>.............................................................] Step: 371ms | Tot: 8s744ms | Loss: 0.279 | Acc: 90.625% (2900/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s107ms | Loss: 0.277 | Acc: 90.655% (3017/3328) 26/391 [====>............................................................] Step: 352ms | Tot: 9s460ms | Loss: 0.281 | Acc: 90.509% (3128/3456) 27/391 [====>............................................................] Step: 352ms | Tot: 9s812ms | Loss: 0.283 | Acc: 90.374% (3239/3584) 28/391 [====>............................................................] Step: 351ms | Tot: 10s164ms | Loss: 0.281 | Acc: 90.463% (3358/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s535ms | Loss: 0.281 | Acc: 90.573% (3478/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 10s895ms | Loss: 0.278 | Acc: 90.701% (3599/3968) 31/391 [=====>...........................................................] Step: 351ms | Tot: 11s247ms | Loss: 0.279 | Acc: 90.649% (3713/4096) 32/391 [=====>...........................................................] Step: 352ms | Tot: 11s599ms | Loss: 0.278 | Acc: 90.625% (3828/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 11s961ms | Loss: 0.278 | Acc: 90.602% (3943/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s322ms | Loss: 0.278 | Acc: 90.580% (4058/4480) 35/391 [=====>...........................................................] Step: 358ms | Tot: 12s680ms | Loss: 0.278 | Acc: 90.582% (4174/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s39ms | Loss: 0.278 | Acc: 90.604% (4291/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s395ms | Loss: 0.278 | Acc: 90.646% (4409/4864) 38/391 [======>..........................................................] Step: 349ms | Tot: 13s745ms | Loss: 0.277 | Acc: 90.665% (4526/4992) 39/391 [======>..........................................................] Step: 356ms | Tot: 14s102ms | Loss: 0.277 | Acc: 90.645% (4641/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s471ms | Loss: 0.276 | Acc: 90.720% (4761/5248) 41/391 [======>..........................................................] Step: 355ms | Tot: 14s827ms | Loss: 0.278 | Acc: 90.662% (4874/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s188ms | Loss: 0.277 | Acc: 90.680% (4991/5504) 43/391 [=======>.........................................................] Step: 362ms | Tot: 15s551ms | Loss: 0.276 | Acc: 90.767% (5112/5632) 44/391 [=======>.........................................................] Step: 351ms | Tot: 15s903ms | Loss: 0.276 | Acc: 90.747% (5227/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s263ms | Loss: 0.275 | Acc: 90.744% (5343/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s625ms | Loss: 0.273 | Acc: 90.824% (5464/6016) 47/391 [=======>.........................................................] Step: 355ms | Tot: 16s981ms | Loss: 0.273 | Acc: 90.788% (5578/6144) 48/391 [=======>.........................................................] Step: 351ms | Tot: 17s332ms | Loss: 0.272 | Acc: 90.848% (5698/6272) 49/391 [========>........................................................] Step: 349ms | Tot: 17s681ms | Loss: 0.273 | Acc: 90.859% (5815/6400) 50/391 [========>........................................................] Step: 349ms | Tot: 18s31ms | Loss: 0.274 | Acc: 90.855% (5931/6528) 51/391 [========>........................................................] Step: 371ms | Tot: 18s403ms | Loss: 0.274 | Acc: 90.835% (6046/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 18s761ms | Loss: 0.273 | Acc: 90.890% (6166/6784) 53/391 [========>........................................................] Step: 354ms | Tot: 19s115ms | Loss: 0.272 | Acc: 90.943% (6286/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s474ms | Loss: 0.273 | Acc: 90.938% (6402/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 19s829ms | Loss: 0.273 | Acc: 90.904% (6516/7168) 56/391 [=========>.......................................................] Step: 352ms | Tot: 20s181ms | Loss: 0.275 | Acc: 90.844% (6628/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s545ms | Loss: 0.273 | Acc: 90.948% (6752/7424) 58/391 [=========>.......................................................] Step: 352ms | Tot: 20s898ms | Loss: 0.271 | Acc: 91.035% (6875/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s254ms | Loss: 0.270 | Acc: 91.029% (6991/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s615ms | Loss: 0.272 | Acc: 90.984% (7104/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 21s968ms | Loss: 0.271 | Acc: 90.965% (7219/7936) 62/391 [==========>......................................................] Step: 355ms | Tot: 22s324ms | Loss: 0.271 | Acc: 90.960% (7335/8064) 63/391 [==========>......................................................] Step: 353ms | Tot: 22s677ms | Loss: 0.273 | Acc: 90.857% (7443/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s32ms | Loss: 0.272 | Acc: 90.889% (7562/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s397ms | Loss: 0.272 | Acc: 90.897% (7679/8448) 66/391 [==========>......................................................] Step: 349ms | Tot: 23s747ms | Loss: 0.271 | Acc: 90.893% (7795/8576) 67/391 [===========>.....................................................] Step: 350ms | Tot: 24s98ms | Loss: 0.271 | Acc: 90.912% (7913/8704) 68/391 [===========>.....................................................] Step: 372ms | Tot: 24s470ms | Loss: 0.272 | Acc: 90.897% (8028/8832) 69/391 [===========>.....................................................] Step: 374ms | Tot: 24s845ms | Loss: 0.271 | Acc: 90.938% (8148/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s203ms | Loss: 0.270 | Acc: 90.955% (8266/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 25s562ms | Loss: 0.272 | Acc: 90.951% (8382/9216) 72/391 [===========>.....................................................] Step: 354ms | Tot: 25s917ms | Loss: 0.271 | Acc: 90.957% (8499/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s274ms | Loss: 0.271 | Acc: 90.963% (8616/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 26s637ms | Loss: 0.272 | Acc: 90.958% (8732/9600) 75/391 [============>....................................................] Step: 352ms | Tot: 26s989ms | Loss: 0.273 | Acc: 90.923% (8845/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s350ms | Loss: 0.273 | Acc: 90.899% (8959/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 27s704ms | Loss: 0.274 | Acc: 90.845% (9070/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 28s61ms | Loss: 0.273 | Acc: 90.882% (9190/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 28s429ms | Loss: 0.274 | Acc: 90.840% (9302/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 28s788ms | Loss: 0.273 | Acc: 90.828% (9417/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s150ms | Loss: 0.274 | Acc: 90.825% (9533/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s509ms | Loss: 0.274 | Acc: 90.823% (9649/10624) 83/391 [=============>...................................................] Step: 349ms | Tot: 29s859ms | Loss: 0.274 | Acc: 90.792% (9762/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s213ms | Loss: 0.274 | Acc: 90.790% (9878/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 30s575ms | Loss: 0.274 | Acc: 90.789% (9994/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 30s937ms | Loss: 0.275 | Acc: 90.733% (10104/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s303ms | Loss: 0.274 | Acc: 90.749% (10222/11264) 88/391 [==============>..................................................] Step: 351ms | Tot: 31s655ms | Loss: 0.274 | Acc: 90.730% (10336/11392) 89/391 [==============>..................................................] Step: 354ms | Tot: 32s9ms | Loss: 0.273 | Acc: 90.747% (10454/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s371ms | Loss: 0.273 | Acc: 90.728% (10568/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 32s729ms | Loss: 0.274 | Acc: 90.710% (10682/11776) 92/391 [===============>.................................................] Step: 353ms | Tot: 33s83ms | Loss: 0.275 | Acc: 90.650% (10791/11904) 93/391 [===============>.................................................] Step: 361ms | Tot: 33s444ms | Loss: 0.276 | Acc: 90.575% (10898/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 33s796ms | Loss: 0.277 | Acc: 90.543% (11010/12160) 95/391 [===============>.................................................] Step: 353ms | Tot: 34s149ms | Loss: 0.277 | Acc: 90.576% (11130/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 34s520ms | Loss: 0.277 | Acc: 90.561% (11244/12416) 97/391 [================>................................................] Step: 355ms | Tot: 34s875ms | Loss: 0.277 | Acc: 90.577% (11362/12544) 98/391 [================>................................................] Step: 353ms | Tot: 35s229ms | Loss: 0.276 | Acc: 90.586% (11479/12672) 99/391 [================>................................................] Step: 361ms | Tot: 35s590ms | Loss: 0.278 | Acc: 90.492% (11583/12800) 100/391 [================>................................................] Step: 353ms | Tot: 35s943ms | Loss: 0.281 | Acc: 90.416% (11689/12928) 101/391 [================>................................................] Step: 361ms | Tot: 36s305ms | Loss: 0.281 | Acc: 90.434% (11807/13056) 102/391 [================>................................................] Step: 358ms | Tot: 36s663ms | Loss: 0.281 | Acc: 90.443% (11924/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s23ms | Loss: 0.282 | Acc: 90.430% (12038/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 37s388ms | Loss: 0.281 | Acc: 90.446% (12156/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 37s751ms | Loss: 0.282 | Acc: 90.404% (12266/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s108ms | Loss: 0.282 | Acc: 90.399% (12381/13696) 107/391 [=================>...............................................] Step: 369ms | Tot: 38s477ms | Loss: 0.283 | Acc: 90.394% (12496/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 38s834ms | Loss: 0.283 | Acc: 90.367% (12608/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s196ms | Loss: 0.284 | Acc: 90.334% (12719/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 39s550ms | Loss: 0.284 | Acc: 90.329% (12834/14208) 111/391 [==================>..............................................] Step: 352ms | Tot: 39s902ms | Loss: 0.284 | Acc: 90.311% (12947/14336) 112/391 [==================>..............................................] Step: 356ms | Tot: 40s259ms | Loss: 0.285 | Acc: 90.300% (13061/14464) 113/391 [==================>..............................................] Step: 368ms | Tot: 40s627ms | Loss: 0.285 | Acc: 90.317% (13179/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 40s990ms | Loss: 0.285 | Acc: 90.299% (13292/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 41s355ms | Loss: 0.285 | Acc: 90.282% (13405/14848) 116/391 [===================>.............................................] Step: 349ms | Tot: 41s705ms | Loss: 0.286 | Acc: 90.264% (13518/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 42s61ms | Loss: 0.286 | Acc: 90.281% (13636/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 42s426ms | Loss: 0.285 | Acc: 90.310% (13756/15232) 119/391 [===================>.............................................] Step: 353ms | Tot: 42s780ms | Loss: 0.285 | Acc: 90.326% (13874/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 43s136ms | Loss: 0.285 | Acc: 90.302% (13986/15488) 121/391 [====================>............................................] Step: 355ms | Tot: 43s492ms | Loss: 0.286 | Acc: 90.266% (14096/15616) 122/391 [====================>............................................] Step: 354ms | Tot: 43s846ms | Loss: 0.286 | Acc: 90.250% (14209/15744) 123/391 [====================>............................................] Step: 356ms | Tot: 44s202ms | Loss: 0.286 | Acc: 90.247% (14324/15872) 124/391 [====================>............................................] Step: 365ms | Tot: 44s567ms | Loss: 0.287 | Acc: 90.237% (14438/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 44s928ms | Loss: 0.286 | Acc: 90.272% (14559/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s290ms | Loss: 0.286 | Acc: 90.268% (14674/16256) 127/391 [=====================>...........................................] Step: 348ms | Tot: 45s638ms | Loss: 0.285 | Acc: 90.283% (14792/16384) 128/391 [=====================>...........................................] Step: 350ms | Tot: 45s989ms | Loss: 0.286 | Acc: 90.274% (14906/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 46s349ms | Loss: 0.286 | Acc: 90.276% (15022/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 46s707ms | Loss: 0.285 | Acc: 90.297% (15141/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s70ms | Loss: 0.287 | Acc: 90.240% (15247/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 47s436ms | Loss: 0.287 | Acc: 90.214% (15358/17024) 133/391 [======================>..........................................] Step: 350ms | Tot: 47s787ms | Loss: 0.288 | Acc: 90.205% (15472/17152) 134/391 [======================>..........................................] Step: 351ms | Tot: 48s138ms | Loss: 0.287 | Acc: 90.214% (15589/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 48s506ms | Loss: 0.288 | Acc: 90.188% (15700/17408) 136/391 [======================>..........................................] Step: 355ms | Tot: 48s861ms | Loss: 0.288 | Acc: 90.186% (15815/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 49s217ms | Loss: 0.289 | Acc: 90.178% (15929/17664) 138/391 [======================>..........................................] Step: 354ms | Tot: 49s571ms | Loss: 0.290 | Acc: 90.136% (16037/17792) 139/391 [=======================>.........................................] Step: 349ms | Tot: 49s921ms | Loss: 0.290 | Acc: 90.123% (16150/17920) 140/391 [=======================>.........................................] Step: 357ms | Tot: 50s278ms | Loss: 0.289 | Acc: 90.148% (16270/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 50s645ms | Loss: 0.289 | Acc: 90.157% (16387/18176) 142/391 [=======================>.........................................] Step: 354ms | Tot: 51s | Loss: 0.289 | Acc: 90.139% (16499/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 51s357ms | Loss: 0.289 | Acc: 90.115% (16610/18432) 144/391 [=======================>.........................................] Step: 348ms | Tot: 51s705ms | Loss: 0.289 | Acc: 90.129% (16728/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s65ms | Loss: 0.289 | Acc: 90.111% (16840/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 52s435ms | Loss: 0.291 | Acc: 90.056% (16945/18816) 147/391 [========================>........................................] Step: 372ms | Tot: 52s807ms | Loss: 0.291 | Acc: 90.065% (17062/18944) 148/391 [========================>........................................] Step: 353ms | Tot: 53s161ms | Loss: 0.291 | Acc: 90.048% (17174/19072) 149/391 [========================>........................................] Step: 353ms | Tot: 53s514ms | Loss: 0.291 | Acc: 90.047% (17289/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 53s875ms | Loss: 0.290 | Acc: 90.061% (17407/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 54s240ms | Loss: 0.291 | Acc: 90.008% (17512/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 54s601ms | Loss: 0.292 | Acc: 89.997% (17625/19584) 153/391 [=========================>.......................................] Step: 347ms | Tot: 54s949ms | Loss: 0.293 | Acc: 89.981% (17737/19712) 154/391 [=========================>.......................................] Step: 354ms | Tot: 55s304ms | Loss: 0.293 | Acc: 89.970% (17850/19840) 155/391 [=========================>.......................................] Step: 352ms | Tot: 55s656ms | Loss: 0.292 | Acc: 89.984% (17968/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s18ms | Loss: 0.292 | Acc: 89.978% (18082/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 56s385ms | Loss: 0.292 | Acc: 89.982% (18198/20224) 158/391 [==========================>......................................] Step: 352ms | Tot: 56s738ms | Loss: 0.292 | Acc: 89.976% (18312/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 57s98ms | Loss: 0.291 | Acc: 90.010% (18434/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 57s459ms | Loss: 0.291 | Acc: 90.033% (18554/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 57s820ms | Loss: 0.291 | Acc: 90.008% (18664/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 58s179ms | Loss: 0.291 | Acc: 90.026% (18783/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 58s538ms | Loss: 0.292 | Acc: 90.001% (18893/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 58s893ms | Loss: 0.292 | Acc: 89.986% (19005/21120) 165/391 [===========================>.....................................] Step: 347ms | Tot: 59s241ms | Loss: 0.292 | Acc: 89.980% (19119/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 59s602ms | Loss: 0.292 | Acc: 89.951% (19228/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 59s962ms | Loss: 0.292 | Acc: 89.937% (19340/21504) 168/391 [===========================>.....................................] Step: 369ms | Tot: 1m331ms | Loss: 0.293 | Acc: 89.936% (19455/21632) 169/391 [============================>....................................] Step: 349ms | Tot: 1m681ms | Loss: 0.294 | Acc: 89.894% (19561/21760) 170/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.294 | Acc: 89.885% (19674/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.294 | Acc: 89.871% (19786/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.294 | Acc: 89.862% (19899/22144) 173/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.294 | Acc: 89.866% (20015/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.294 | Acc: 89.853% (20127/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m2s | Loss: 0.294 | Acc: 89.862% (20244/22528) 176/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.295 | Acc: 89.835% (20353/22656) 177/391 [=============================>...................................] Step: 370ms | Tot: 1m3s | Loss: 0.295 | Acc: 89.826% (20466/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.295 | Acc: 89.818% (20579/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.295 | Acc: 89.800% (20690/23040) 180/391 [=============================>...................................] Step: 349ms | Tot: 1m4s | Loss: 0.295 | Acc: 89.814% (20808/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m4s | Loss: 0.295 | Acc: 89.822% (20925/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.295 | Acc: 89.818% (21039/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.294 | Acc: 89.827% (21156/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.295 | Acc: 89.810% (21267/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.295 | Acc: 89.831% (21387/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.295 | Acc: 89.831% (21502/23936) 187/391 [===============================>.................................] Step: 354ms | Tot: 1m7s | Loss: 0.295 | Acc: 89.802% (21610/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m7s | Loss: 0.295 | Acc: 89.815% (21728/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m7s | Loss: 0.295 | Acc: 89.819% (21844/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.295 | Acc: 89.823% (21960/24448) 191/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.294 | Acc: 89.840% (22079/24576) 192/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.295 | Acc: 89.832% (22192/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m9s | Loss: 0.295 | Acc: 89.848% (22311/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.295 | Acc: 89.848% (22426/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.294 | Acc: 89.856% (22543/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.294 | Acc: 89.848% (22656/25216) 197/391 [================================>................................] Step: 351ms | Tot: 1m10s | Loss: 0.295 | Acc: 89.832% (22767/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.295 | Acc: 89.848% (22886/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m11s | Loss: 0.295 | Acc: 89.855% (23003/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m11s | Loss: 0.295 | Acc: 89.855% (23118/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.295 | Acc: 89.844% (23230/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.295 | Acc: 89.836% (23343/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.295 | Acc: 89.825% (23455/26112) 204/391 [=================================>...............................] Step: 372ms | Tot: 1m13s | Loss: 0.296 | Acc: 89.794% (23562/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m13s | Loss: 0.296 | Acc: 89.787% (23675/26368) 206/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.296 | Acc: 89.757% (23782/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.296 | Acc: 89.757% (23897/26624) 208/391 [==================================>..............................] Step: 350ms | Tot: 1m14s | Loss: 0.296 | Acc: 89.758% (24012/26752) 209/391 [==================================>..............................] Step: 352ms | Tot: 1m15s | Loss: 0.297 | Acc: 89.751% (24125/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.296 | Acc: 89.747% (24239/27008) 211/391 [===================================>.............................] Step: 352ms | Tot: 1m15s | Loss: 0.297 | Acc: 89.744% (24353/27136) 212/391 [===================================>.............................] Step: 349ms | Tot: 1m16s | Loss: 0.297 | Acc: 89.726% (24463/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m16s | Loss: 0.297 | Acc: 89.738% (24581/27392) 214/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.297 | Acc: 89.746% (24698/27520) 215/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.297 | Acc: 89.735% (24810/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.298 | Acc: 89.721% (24921/27776) 217/391 [====================================>............................] Step: 352ms | Tot: 1m17s | Loss: 0.298 | Acc: 89.715% (25034/27904) 218/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.298 | Acc: 89.730% (25153/28032) 219/391 [====================================>............................] Step: 352ms | Tot: 1m18s | Loss: 0.297 | Acc: 89.748% (25273/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m18s | Loss: 0.297 | Acc: 89.752% (25389/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.297 | Acc: 89.763% (25507/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.297 | Acc: 89.746% (25617/28544) 223/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.297 | Acc: 89.736% (25729/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m20s | Loss: 0.297 | Acc: 89.736% (25844/28800) 225/391 [=====================================>...........................] Step: 348ms | Tot: 1m20s | Loss: 0.298 | Acc: 89.730% (25957/28928) 226/391 [=====================================>...........................] Step: 347ms | Tot: 1m21s | Loss: 0.298 | Acc: 89.727% (26071/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.298 | Acc: 89.734% (26188/29184) 228/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.297 | Acc: 89.752% (26308/29312) 229/391 [======================================>..........................] Step: 353ms | Tot: 1m22s | Loss: 0.298 | Acc: 89.735% (26418/29440) 230/391 [======================================>..........................] Step: 368ms | Tot: 1m22s | Loss: 0.298 | Acc: 89.739% (26534/29568) 231/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.298 | Acc: 89.729% (26646/29696) 232/391 [======================================>..........................] Step: 347ms | Tot: 1m23s | Loss: 0.297 | Acc: 89.753% (26768/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.297 | Acc: 89.750% (26882/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.298 | Acc: 89.731% (26991/30080) 235/391 [=======================================>.........................] Step: 349ms | Tot: 1m24s | Loss: 0.298 | Acc: 89.721% (27103/30208) 236/391 [=======================================>.........................] Step: 350ms | Tot: 1m24s | Loss: 0.298 | Acc: 89.745% (27225/30336) 237/391 [=======================================>.........................] Step: 348ms | Tot: 1m25s | Loss: 0.298 | Acc: 89.739% (27338/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.298 | Acc: 89.733% (27451/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.298 | Acc: 89.720% (27562/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.298 | Acc: 89.734% (27681/30848) 241/391 [========================================>........................] Step: 354ms | Tot: 1m26s | Loss: 0.297 | Acc: 89.757% (27803/30976) 242/391 [========================================>........................] Step: 347ms | Tot: 1m26s | Loss: 0.298 | Acc: 89.751% (27916/31104) 243/391 [========================================>........................] Step: 348ms | Tot: 1m27s | Loss: 0.298 | Acc: 89.732% (28025/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.298 | Acc: 89.726% (28138/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.298 | Acc: 89.723% (28252/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.298 | Acc: 89.730% (28369/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m28s | Loss: 0.299 | Acc: 89.718% (28480/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m28s | Loss: 0.299 | Acc: 89.721% (28596/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m29s | Loss: 0.298 | Acc: 89.734% (28715/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m29s | Loss: 0.299 | Acc: 89.725% (28827/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.299 | Acc: 89.729% (28943/32256) 252/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.298 | Acc: 89.736% (29060/32384) 253/391 [==========================================>......................] Step: 349ms | Tot: 1m30s | Loss: 0.298 | Acc: 89.748% (29179/32512) 254/391 [==========================================>......................] Step: 350ms | Tot: 1m31s | Loss: 0.298 | Acc: 89.749% (29294/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m31s | Loss: 0.298 | Acc: 89.737% (29405/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m31s | Loss: 0.298 | Acc: 89.737% (29520/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.299 | Acc: 89.717% (29628/33024) 258/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.299 | Acc: 89.720% (29744/33152) 259/391 [===========================================>.....................] Step: 354ms | Tot: 1m32s | Loss: 0.299 | Acc: 89.706% (29854/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m33s | Loss: 0.299 | Acc: 89.721% (29974/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m33s | Loss: 0.299 | Acc: 89.707% (30084/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m33s | Loss: 0.300 | Acc: 89.698% (30196/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.299 | Acc: 89.714% (30316/33792) 264/391 [===========================================>.....................] Step: 352ms | Tot: 1m34s | Loss: 0.299 | Acc: 89.708% (30429/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m35s | Loss: 0.300 | Acc: 89.682% (30535/34048) 266/391 [============================================>....................] Step: 368ms | Tot: 1m35s | Loss: 0.300 | Acc: 89.680% (30649/34176) 267/391 [============================================>....................] Step: 357ms | Tot: 1m35s | Loss: 0.300 | Acc: 89.686% (30766/34304) 268/391 [============================================>....................] Step: 353ms | Tot: 1m36s | Loss: 0.301 | Acc: 89.661% (30872/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.301 | Acc: 89.661% (30987/34560) 270/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.301 | Acc: 89.659% (31101/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.300 | Acc: 89.660% (31216/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m37s | Loss: 0.301 | Acc: 89.655% (31329/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m37s | Loss: 0.300 | Acc: 89.661% (31446/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.300 | Acc: 89.665% (31562/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.300 | Acc: 89.668% (31678/35328) 276/391 [=============================================>...................] Step: 352ms | Tot: 1m38s | Loss: 0.300 | Acc: 89.658% (31789/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m39s | Loss: 0.301 | Acc: 89.650% (31901/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m39s | Loss: 0.300 | Acc: 89.659% (32019/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m40s | Loss: 0.300 | Acc: 89.671% (32138/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.300 | Acc: 89.674% (32254/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.300 | Acc: 89.661% (32364/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.301 | Acc: 89.648% (32474/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m41s | Loss: 0.301 | Acc: 89.621% (32579/36352) 284/391 [===============================================>.................] Step: 370ms | Tot: 1m41s | Loss: 0.301 | Acc: 89.605% (32688/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m42s | Loss: 0.302 | Acc: 89.598% (32800/36608) 286/391 [===============================================>.................] Step: 353ms | Tot: 1m42s | Loss: 0.302 | Acc: 89.607% (32918/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.301 | Acc: 89.610% (33034/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.301 | Acc: 89.625% (33154/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m43s | Loss: 0.301 | Acc: 89.620% (33267/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.301 | Acc: 89.621% (33382/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m44s | Loss: 0.301 | Acc: 89.614% (33494/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m44s | Loss: 0.301 | Acc: 89.628% (33614/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.301 | Acc: 89.631% (33730/37632) 294/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.301 | Acc: 89.629% (33844/37760) 295/391 [=================================================>...............] Step: 368ms | Tot: 1m45s | Loss: 0.301 | Acc: 89.633% (33960/37888) 296/391 [=================================================>...............] Step: 354ms | Tot: 1m46s | Loss: 0.301 | Acc: 89.636% (34076/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m46s | Loss: 0.301 | Acc: 89.634% (34190/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.301 | Acc: 89.643% (34308/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.301 | Acc: 89.638% (34421/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.301 | Acc: 89.649% (34540/38528) 301/391 [==================================================>..............] Step: 352ms | Tot: 1m48s | Loss: 0.301 | Acc: 89.652% (34656/38656) 302/391 [==================================================>..............] Step: 380ms | Tot: 1m48s | Loss: 0.301 | Acc: 89.650% (34770/38784) 303/391 [==================================================>..............] Step: 350ms | Tot: 1m48s | Loss: 0.301 | Acc: 89.651% (34885/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.301 | Acc: 89.647% (34998/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.301 | Acc: 89.642% (35111/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.301 | Acc: 89.648% (35228/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m50s | Loss: 0.302 | Acc: 89.621% (35332/39424) 308/391 [===================================================>.............] Step: 356ms | Tot: 1m50s | Loss: 0.302 | Acc: 89.609% (35442/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m50s | Loss: 0.302 | Acc: 89.604% (35555/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.302 | Acc: 89.605% (35670/39808) 311/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.302 | Acc: 89.603% (35784/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.302 | Acc: 89.602% (35898/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m52s | Loss: 0.302 | Acc: 89.590% (36008/40192) 314/391 [====================================================>............] Step: 392ms | Tot: 1m52s | Loss: 0.302 | Acc: 89.593% (36124/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.302 | Acc: 89.592% (36238/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m53s | Loss: 0.302 | Acc: 89.592% (36353/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.302 | Acc: 89.578% (36462/40704) 318/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.302 | Acc: 89.582% (36578/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m54s | Loss: 0.302 | Acc: 89.583% (36693/40960) 320/391 [=====================================================>...........] Step: 374ms | Tot: 1m54s | Loss: 0.302 | Acc: 89.583% (36808/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m55s | Loss: 0.302 | Acc: 89.577% (36920/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.302 | Acc: 89.585% (37038/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.302 | Acc: 89.586% (37153/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.302 | Acc: 89.599% (37273/41600) 325/391 [======================================================>..........] Step: 352ms | Tot: 1m56s | Loss: 0.302 | Acc: 89.583% (37381/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m57s | Loss: 0.302 | Acc: 89.593% (37500/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m57s | Loss: 0.302 | Acc: 89.577% (37608/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.302 | Acc: 89.571% (37720/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.303 | Acc: 89.560% (37830/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.303 | Acc: 89.556% (37943/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 1m58s | Loss: 0.302 | Acc: 89.559% (38059/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 1m59s | Loss: 0.302 | Acc: 89.565% (38176/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 1m59s | Loss: 0.302 | Acc: 89.570% (38293/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m24ms | Loss: 0.302 | Acc: 89.576% (38410/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m384ms | Loss: 0.302 | Acc: 89.572% (38523/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m740ms | Loss: 0.302 | Acc: 89.570% (38637/43136) 337/391 [========================================================>........] Step: 359ms | Tot: 2m1s | Loss: 0.302 | Acc: 89.573% (38753/43264) 338/391 [========================================================>........] Step: 376ms | Tot: 2m1s | Loss: 0.302 | Acc: 89.565% (38864/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m1s | Loss: 0.303 | Acc: 89.559% (38976/43520) 340/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.303 | Acc: 89.569% (39095/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m2s | Loss: 0.303 | Acc: 89.565% (39208/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m2s | Loss: 0.303 | Acc: 89.561% (39321/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m3s | Loss: 0.303 | Acc: 89.558% (39434/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m3s | Loss: 0.303 | Acc: 89.567% (39553/44160) 345/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.303 | Acc: 89.580% (39673/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.303 | Acc: 89.580% (39788/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m4s | Loss: 0.303 | Acc: 89.570% (39898/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.303 | Acc: 89.584% (40019/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m5s | Loss: 0.303 | Acc: 89.580% (40132/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m5s | Loss: 0.303 | Acc: 89.581% (40247/44928) 351/391 [==========================================================>......] Step: 351ms | Tot: 2m6s | Loss: 0.303 | Acc: 89.575% (40359/45056) 352/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.303 | Acc: 89.583% (40477/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.303 | Acc: 89.586% (40593/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.303 | Acc: 89.593% (40711/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m7s | Loss: 0.303 | Acc: 89.589% (40824/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m7s | Loss: 0.303 | Acc: 89.588% (40938/45696) 357/391 [===========================================================>.....] Step: 356ms | Tot: 2m8s | Loss: 0.303 | Acc: 89.595% (41056/45824) 358/391 [===========================================================>.....] Step: 352ms | Tot: 2m8s | Loss: 0.303 | Acc: 89.589% (41168/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.303 | Acc: 89.588% (41282/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.303 | Acc: 89.575% (41391/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m9s | Loss: 0.303 | Acc: 89.580% (41508/46336) 362/391 [============================================================>....] Step: 355ms | Tot: 2m10s | Loss: 0.303 | Acc: 89.573% (41619/46464) 363/391 [============================================================>....] Step: 356ms | Tot: 2m10s | Loss: 0.303 | Acc: 89.573% (41734/46592) 364/391 [============================================================>....] Step: 357ms | Tot: 2m10s | Loss: 0.303 | Acc: 89.561% (41843/46720) 365/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.303 | Acc: 89.564% (41959/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.303 | Acc: 89.569% (42076/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m11s | Loss: 0.303 | Acc: 89.570% (42191/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m12s | Loss: 0.303 | Acc: 89.575% (42308/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.303 | Acc: 89.576% (42423/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.303 | Acc: 89.574% (42537/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.303 | Acc: 89.577% (42653/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.303 | Acc: 89.574% (42766/47744) 373/391 [==============================================================>..] Step: 354ms | Tot: 2m14s | Loss: 0.303 | Acc: 89.564% (42876/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m14s | Loss: 0.303 | Acc: 89.565% (42991/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m14s | Loss: 0.303 | Acc: 89.567% (43107/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.303 | Acc: 89.558% (43217/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.303 | Acc: 89.571% (43338/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m15s | Loss: 0.303 | Acc: 89.572% (43453/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m16s | Loss: 0.302 | Acc: 89.583% (43573/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.302 | Acc: 89.579% (43686/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m16s | Loss: 0.303 | Acc: 89.559% (43791/48896) 382/391 [===============================================================>.] Step: 370ms | Tot: 2m17s | Loss: 0.303 | Acc: 89.564% (43908/49024) 383/391 [===============================================================>.] Step: 372ms | Tot: 2m17s | Loss: 0.303 | Acc: 89.557% (44019/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.303 | Acc: 89.554% (44132/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m18s | Loss: 0.303 | Acc: 89.552% (44246/49408) 386/391 [================================================================>] Step: 350ms | Tot: 2m18s | Loss: 0.303 | Acc: 89.553% (44361/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m19s | Loss: 0.303 | Acc: 89.540% (44469/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.303 | Acc: 89.534% (44581/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m19s | Loss: 0.303 | Acc: 89.537% (44697/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m20s | Loss: 0.303 | Acc: 89.542% (44771/50000) 391/391 + [>................................................................] Step: 449ms | Tot: 2ms | Loss: 0.396 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 298ms | Tot: 300ms | Loss: 0.455 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 594ms | Loss: 0.434 | Acc: 86.667% (260/300) 3/100 [=>...............................................................] Step: 304ms | Tot: 898ms | Loss: 0.426 | Acc: 86.500% (346/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s198ms | Loss: 0.421 | Acc: 86.600% (433/500) 5/100 [===>.............................................................] Step: 285ms | Tot: 1s484ms | Loss: 0.384 | Acc: 87.500% (525/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s782ms | Loss: 0.389 | Acc: 87.571% (613/700) 7/100 [====>............................................................] Step: 312ms | Tot: 2s94ms | Loss: 0.408 | Acc: 86.875% (695/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s400ms | Loss: 0.422 | Acc: 86.778% (781/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s709ms | Loss: 0.428 | Acc: 86.700% (867/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s11ms | Loss: 0.432 | Acc: 86.727% (954/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s310ms | Loss: 0.448 | Acc: 86.250% (1035/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s606ms | Loss: 0.440 | Acc: 86.308% (1122/1300) 13/100 [========>........................................................] Step: 295ms | Tot: 3s902ms | Loss: 0.438 | Acc: 86.357% (1209/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s201ms | Loss: 0.424 | Acc: 86.600% (1299/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s502ms | Loss: 0.430 | Acc: 86.250% (1380/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s813ms | Loss: 0.423 | Acc: 86.412% (1469/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s116ms | Loss: 0.435 | Acc: 86.000% (1548/1800) 18/100 [===========>.....................................................] Step: 297ms | Tot: 5s414ms | Loss: 0.434 | Acc: 86.105% (1636/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s714ms | Loss: 0.444 | Acc: 86.000% (1720/2000) 20/100 [=============>...................................................] Step: 299ms | Tot: 6s14ms | Loss: 0.449 | Acc: 85.810% (1802/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s313ms | Loss: 0.450 | Acc: 85.636% (1884/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s617ms | Loss: 0.460 | Acc: 85.435% (1965/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s919ms | Loss: 0.459 | Acc: 85.542% (2053/2400) 24/100 [===============>.................................................] Step: 299ms | Tot: 7s219ms | Loss: 0.467 | Acc: 85.280% (2132/2500) 25/100 [================>................................................] Step: 299ms | Tot: 7s518ms | Loss: 0.476 | Acc: 85.038% (2211/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s824ms | Loss: 0.471 | Acc: 85.037% (2296/2700) 27/100 [=================>...............................................] Step: 299ms | Tot: 8s123ms | Loss: 0.469 | Acc: 85.179% (2385/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s427ms | Loss: 0.467 | Acc: 85.276% (2473/2900) 29/100 [==================>..............................................] Step: 314ms | Tot: 8s742ms | Loss: 0.466 | Acc: 85.133% (2554/3000) 30/100 [===================>.............................................] Step: 299ms | Tot: 9s42ms | Loss: 0.464 | Acc: 85.097% (2638/3100) 31/100 [====================>............................................] Step: 296ms | Tot: 9s338ms | Loss: 0.461 | Acc: 85.094% (2723/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s640ms | Loss: 0.462 | Acc: 84.939% (2803/3300) 33/100 [=====================>...........................................] Step: 290ms | Tot: 9s930ms | Loss: 0.462 | Acc: 84.912% (2887/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s231ms | Loss: 0.467 | Acc: 84.743% (2966/3500) 35/100 [======================>..........................................] Step: 299ms | Tot: 10s531ms | Loss: 0.467 | Acc: 84.778% (3052/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s833ms | Loss: 0.470 | Acc: 84.757% (3136/3700) 37/100 [========================>........................................] Step: 298ms | Tot: 11s132ms | Loss: 0.471 | Acc: 84.711% (3219/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s432ms | Loss: 0.466 | Acc: 84.872% (3310/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s731ms | Loss: 0.465 | Acc: 84.900% (3396/4000) 40/100 [==========================>......................................] Step: 295ms | Tot: 12s26ms | Loss: 0.462 | Acc: 84.976% (3484/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s329ms | Loss: 0.463 | Acc: 85.000% (3570/4200) 42/100 [===========================>.....................................] Step: 298ms | Tot: 12s627ms | Loss: 0.460 | Acc: 85.023% (3656/4300) 43/100 [===========================>.....................................] Step: 298ms | Tot: 12s925ms | Loss: 0.461 | Acc: 85.045% (3742/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s233ms | Loss: 0.459 | Acc: 85.067% (3828/4500) 45/100 [=============================>...................................] Step: 297ms | Tot: 13s531ms | Loss: 0.458 | Acc: 85.130% (3916/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 13s839ms | Loss: 0.458 | Acc: 85.106% (4000/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s143ms | Loss: 0.462 | Acc: 84.979% (4079/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s442ms | Loss: 0.459 | Acc: 85.061% (4168/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s745ms | Loss: 0.460 | Acc: 85.000% (4250/5000) 50/100 [================================>................................] Step: 293ms | Tot: 15s39ms | Loss: 0.460 | Acc: 85.020% (4336/5100) 51/100 [=================================>...............................] Step: 293ms | Tot: 15s332ms | Loss: 0.461 | Acc: 85.038% (4422/5200) 52/100 [=================================>...............................] Step: 298ms | Tot: 15s630ms | Loss: 0.462 | Acc: 84.981% (4504/5300) 53/100 [==================================>..............................] Step: 296ms | Tot: 15s926ms | Loss: 0.459 | Acc: 85.056% (4593/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 16s223ms | Loss: 0.459 | Acc: 85.073% (4679/5500) 55/100 [===================================>.............................] Step: 299ms | Tot: 16s523ms | Loss: 0.460 | Acc: 85.107% (4766/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 16s831ms | Loss: 0.457 | Acc: 85.140% (4853/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s139ms | Loss: 0.454 | Acc: 85.190% (4941/5800) 58/100 [=====================================>...........................] Step: 298ms | Tot: 17s437ms | Loss: 0.456 | Acc: 85.119% (5022/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 17s740ms | Loss: 0.458 | Acc: 85.083% (5105/6000) 60/100 [=======================================>.........................] Step: 297ms | Tot: 18s38ms | Loss: 0.456 | Acc: 85.148% (5194/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s338ms | Loss: 0.456 | Acc: 85.210% (5283/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 18s645ms | Loss: 0.455 | Acc: 85.238% (5370/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 18s952ms | Loss: 0.452 | Acc: 85.359% (5463/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s257ms | Loss: 0.456 | Acc: 85.262% (5542/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s559ms | Loss: 0.456 | Acc: 85.303% (5630/6600) 66/100 [==========================================>......................] Step: 299ms | Tot: 19s858ms | Loss: 0.454 | Acc: 85.373% (5720/6700) 67/100 [===========================================>.....................] Step: 291ms | Tot: 20s150ms | Loss: 0.455 | Acc: 85.338% (5803/6800) 68/100 [============================================>....................] Step: 294ms | Tot: 20s444ms | Loss: 0.454 | Acc: 85.362% (5890/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 20s749ms | Loss: 0.454 | Acc: 85.300% (5971/7000) 70/100 [=============================================>...................] Step: 291ms | Tot: 21s41ms | Loss: 0.456 | Acc: 85.254% (6053/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s341ms | Loss: 0.456 | Acc: 85.250% (6138/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 21s641ms | Loss: 0.453 | Acc: 85.329% (6229/7300) 73/100 [===============================================>.................] Step: 298ms | Tot: 21s939ms | Loss: 0.451 | Acc: 85.392% (6319/7400) 74/100 [================================================>................] Step: 294ms | Tot: 22s234ms | Loss: 0.451 | Acc: 85.387% (6404/7500) 75/100 [================================================>................] Step: 296ms | Tot: 22s530ms | Loss: 0.450 | Acc: 85.408% (6491/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 22s832ms | Loss: 0.452 | Acc: 85.364% (6573/7700) 77/100 [==================================================>..............] Step: 293ms | Tot: 23s126ms | Loss: 0.453 | Acc: 85.333% (6656/7800) 78/100 [==================================================>..............] Step: 289ms | Tot: 23s415ms | Loss: 0.453 | Acc: 85.291% (6738/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 23s720ms | Loss: 0.452 | Acc: 85.300% (6824/8000) 80/100 [====================================================>............] Step: 296ms | Tot: 24s17ms | Loss: 0.451 | Acc: 85.321% (6911/8100) 81/100 [====================================================>............] Step: 297ms | Tot: 24s314ms | Loss: 0.451 | Acc: 85.305% (6995/8200) 82/100 [=====================================================>...........] Step: 292ms | Tot: 24s607ms | Loss: 0.451 | Acc: 85.277% (7078/8300) 83/100 [=====================================================>...........] Step: 298ms | Tot: 24s906ms | Loss: 0.450 | Acc: 85.274% (7163/8400) 84/100 [======================================================>..........] Step: 298ms | Tot: 25s204ms | Loss: 0.451 | Acc: 85.271% (7248/8500) 85/100 [=======================================================>.........] Step: 298ms | Tot: 25s503ms | Loss: 0.451 | Acc: 85.244% (7331/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 25s805ms | Loss: 0.451 | Acc: 85.264% (7418/8700) 87/100 [========================================================>........] Step: 297ms | Tot: 26s103ms | Loss: 0.452 | Acc: 85.284% (7505/8800) 88/100 [=========================================================>.......] Step: 293ms | Tot: 26s397ms | Loss: 0.452 | Acc: 85.292% (7591/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 26s708ms | Loss: 0.452 | Acc: 85.322% (7679/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s8ms | Loss: 0.452 | Acc: 85.319% (7764/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s309ms | Loss: 0.450 | Acc: 85.359% (7853/9200) 92/100 [===========================================================>.....] Step: 295ms | Tot: 27s604ms | Loss: 0.451 | Acc: 85.323% (7935/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 27s903ms | Loss: 0.451 | Acc: 85.277% (8016/9400) 94/100 [=============================================================>...] Step: 300ms | Tot: 28s203ms | Loss: 0.451 | Acc: 85.242% (8098/9500) 95/100 [=============================================================>...] Step: 295ms | Tot: 28s498ms | Loss: 0.451 | Acc: 85.260% (8185/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 28s809ms | Loss: 0.449 | Acc: 85.299% (8274/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s116ms | Loss: 0.450 | Acc: 85.286% (8358/9800) 98/100 [===============================================================>.] Step: 295ms | Tot: 29s412ms | Loss: 0.451 | Acc: 85.263% (8441/9900) 99/100 [================================================================>] Step: 305ms | Tot: 29s717ms | Loss: 0.450 | Acc: 85.250% (8525/10000) 100/100 + +Epoch: 112 + [>................................................................] Step: 661ms | Tot: 2ms | Loss: 0.175 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 417ms | Tot: 420ms | Loss: 0.245 | Acc: 90.234% (231/256) 2/391 [>................................................................] Step: 404ms | Tot: 824ms | Loss: 0.237 | Acc: 90.885% (349/384) 3/391 [>................................................................] Step: 397ms | Tot: 1s221ms | Loss: 0.240 | Acc: 90.820% (465/512) 4/391 [>................................................................] Step: 391ms | Tot: 1s612ms | Loss: 0.247 | Acc: 91.094% (583/640) 5/391 [>................................................................] Step: 392ms | Tot: 2s4ms | Loss: 0.249 | Acc: 91.016% (699/768) 6/391 [>................................................................] Step: 386ms | Tot: 2s391ms | Loss: 0.266 | Acc: 90.067% (807/896) 7/391 [=>...............................................................] Step: 374ms | Tot: 2s765ms | Loss: 0.263 | Acc: 90.332% (925/1024) 8/391 [=>...............................................................] Step: 354ms | Tot: 3s119ms | Loss: 0.275 | Acc: 89.497% (1031/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s482ms | Loss: 0.282 | Acc: 88.906% (1138/1280) 10/391 [=>...............................................................] Step: 357ms | Tot: 3s839ms | Loss: 0.284 | Acc: 89.276% (1257/1408) 11/391 [=>...............................................................] Step: 352ms | Tot: 4s191ms | Loss: 0.286 | Acc: 89.388% (1373/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s557ms | Loss: 0.283 | Acc: 89.423% (1488/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s921ms | Loss: 0.277 | Acc: 89.900% (1611/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s279ms | Loss: 0.278 | Acc: 90.000% (1728/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s634ms | Loss: 0.279 | Acc: 89.941% (1842/2048) 16/391 [==>..............................................................] Step: 352ms | Tot: 5s987ms | Loss: 0.281 | Acc: 89.890% (1956/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s346ms | Loss: 0.282 | Acc: 89.844% (2070/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s706ms | Loss: 0.283 | Acc: 89.885% (2186/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 7s67ms | Loss: 0.288 | Acc: 89.688% (2296/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s436ms | Loss: 0.284 | Acc: 89.918% (2417/2688) 21/391 [===>.............................................................] Step: 374ms | Tot: 7s810ms | Loss: 0.286 | Acc: 89.773% (2528/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 8s164ms | Loss: 0.290 | Acc: 89.674% (2640/2944) 23/391 [===>.............................................................] Step: 378ms | Tot: 8s542ms | Loss: 0.289 | Acc: 89.714% (2756/3072) 24/391 [===>.............................................................] Step: 372ms | Tot: 8s915ms | Loss: 0.286 | Acc: 89.781% (2873/3200) 25/391 [====>............................................................] Step: 371ms | Tot: 9s286ms | Loss: 0.288 | Acc: 89.784% (2988/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s654ms | Loss: 0.291 | Acc: 89.641% (3098/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 10s15ms | Loss: 0.294 | Acc: 89.369% (3203/3584) 28/391 [====>............................................................] Step: 367ms | Tot: 10s382ms | Loss: 0.296 | Acc: 89.413% (3319/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s752ms | Loss: 0.295 | Acc: 89.505% (3437/3840) 30/391 [====>............................................................] Step: 387ms | Tot: 11s140ms | Loss: 0.296 | Acc: 89.466% (3550/3968) 31/391 [=====>...........................................................] Step: 371ms | Tot: 11s511ms | Loss: 0.294 | Acc: 89.502% (3666/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s869ms | Loss: 0.295 | Acc: 89.394% (3776/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s237ms | Loss: 0.292 | Acc: 89.499% (3895/4352) 34/391 [=====>...........................................................] Step: 390ms | Tot: 12s627ms | Loss: 0.291 | Acc: 89.621% (4015/4480) 35/391 [=====>...........................................................] Step: 387ms | Tot: 13s15ms | Loss: 0.290 | Acc: 89.670% (4132/4608) 36/391 [=====>...........................................................] Step: 393ms | Tot: 13s409ms | Loss: 0.292 | Acc: 89.569% (4242/4736) 37/391 [======>..........................................................] Step: 392ms | Tot: 13s802ms | Loss: 0.293 | Acc: 89.515% (4354/4864) 38/391 [======>..........................................................] Step: 381ms | Tot: 14s184ms | Loss: 0.295 | Acc: 89.503% (4468/4992) 39/391 [======>..........................................................] Step: 402ms | Tot: 14s586ms | Loss: 0.295 | Acc: 89.512% (4583/5120) 40/391 [======>..........................................................] Step: 388ms | Tot: 14s974ms | Loss: 0.295 | Acc: 89.520% (4698/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 15s351ms | Loss: 0.295 | Acc: 89.472% (4810/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s713ms | Loss: 0.292 | Acc: 89.553% (4929/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 16s71ms | Loss: 0.291 | Acc: 89.631% (5048/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s438ms | Loss: 0.291 | Acc: 89.601% (5161/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s796ms | Loss: 0.293 | Acc: 89.504% (5270/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 17s152ms | Loss: 0.294 | Acc: 89.545% (5387/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s516ms | Loss: 0.294 | Acc: 89.486% (5498/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s876ms | Loss: 0.292 | Acc: 89.573% (5618/6272) 49/391 [========>........................................................] Step: 349ms | Tot: 18s225ms | Loss: 0.291 | Acc: 89.656% (5738/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s591ms | Loss: 0.291 | Acc: 89.675% (5854/6528) 51/391 [========>........................................................] Step: 372ms | Tot: 18s963ms | Loss: 0.290 | Acc: 89.694% (5970/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s328ms | Loss: 0.291 | Acc: 89.667% (6083/6784) 53/391 [========>........................................................] Step: 348ms | Tot: 19s676ms | Loss: 0.292 | Acc: 89.656% (6197/6912) 54/391 [========>........................................................] Step: 351ms | Tot: 20s28ms | Loss: 0.293 | Acc: 89.659% (6312/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 20s383ms | Loss: 0.293 | Acc: 89.621% (6424/7168) 56/391 [=========>.......................................................] Step: 354ms | Tot: 20s737ms | Loss: 0.292 | Acc: 89.666% (6542/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 21s101ms | Loss: 0.291 | Acc: 89.682% (6658/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s461ms | Loss: 0.292 | Acc: 89.592% (6766/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s824ms | Loss: 0.295 | Acc: 89.492% (6873/7680) 60/391 [=========>.......................................................] Step: 343ms | Tot: 22s168ms | Loss: 0.295 | Acc: 89.498% (6988/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 22s522ms | Loss: 0.296 | Acc: 89.491% (7102/7936) 62/391 [==========>......................................................] Step: 359ms | Tot: 22s881ms | Loss: 0.296 | Acc: 89.484% (7216/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 23s237ms | Loss: 0.298 | Acc: 89.441% (7327/8192) 64/391 [==========>......................................................] Step: 356ms | Tot: 23s594ms | Loss: 0.297 | Acc: 89.483% (7445/8320) 65/391 [==========>......................................................] Step: 352ms | Tot: 23s946ms | Loss: 0.296 | Acc: 89.524% (7563/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s310ms | Loss: 0.296 | Acc: 89.564% (7681/8576) 67/391 [===========>.....................................................] Step: 351ms | Tot: 24s661ms | Loss: 0.297 | Acc: 89.465% (7787/8704) 68/391 [===========>.....................................................] Step: 353ms | Tot: 25s14ms | Loss: 0.298 | Acc: 89.447% (7900/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s381ms | Loss: 0.299 | Acc: 89.431% (8013/8960) 70/391 [===========>.....................................................] Step: 343ms | Tot: 25s724ms | Loss: 0.299 | Acc: 89.426% (8127/9088) 71/391 [===========>.....................................................] Step: 349ms | Tot: 26s74ms | Loss: 0.299 | Acc: 89.431% (8242/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s436ms | Loss: 0.299 | Acc: 89.437% (8357/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s802ms | Loss: 0.300 | Acc: 89.464% (8474/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 27s161ms | Loss: 0.298 | Acc: 89.500% (8592/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s528ms | Loss: 0.297 | Acc: 89.515% (8708/9728) 76/391 [============>....................................................] Step: 353ms | Tot: 27s882ms | Loss: 0.296 | Acc: 89.560% (8827/9856) 77/391 [============>....................................................] Step: 348ms | Tot: 28s230ms | Loss: 0.295 | Acc: 89.573% (8943/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s589ms | Loss: 0.294 | Acc: 89.636% (9064/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s950ms | Loss: 0.296 | Acc: 89.609% (9176/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s310ms | Loss: 0.296 | Acc: 89.622% (9292/10368) 81/391 [=============>...................................................] Step: 350ms | Tot: 29s660ms | Loss: 0.296 | Acc: 89.625% (9407/10496) 82/391 [=============>...................................................] Step: 354ms | Tot: 30s14ms | Loss: 0.297 | Acc: 89.561% (9515/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s377ms | Loss: 0.296 | Acc: 89.574% (9631/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s746ms | Loss: 0.296 | Acc: 89.623% (9751/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s111ms | Loss: 0.296 | Acc: 89.617% (9865/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s482ms | Loss: 0.294 | Acc: 89.673% (9986/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s843ms | Loss: 0.293 | Acc: 89.728% (10107/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 32s199ms | Loss: 0.293 | Acc: 89.747% (10224/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s555ms | Loss: 0.292 | Acc: 89.740% (10338/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 32s919ms | Loss: 0.292 | Acc: 89.749% (10454/11648) 91/391 [===============>.................................................] Step: 356ms | Tot: 33s276ms | Loss: 0.292 | Acc: 89.767% (10571/11776) 92/391 [===============>.................................................] Step: 349ms | Tot: 33s626ms | Loss: 0.292 | Acc: 89.802% (10690/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s985ms | Loss: 0.292 | Acc: 89.794% (10804/12032) 94/391 [===============>.................................................] Step: 355ms | Tot: 34s341ms | Loss: 0.293 | Acc: 89.770% (10916/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s702ms | Loss: 0.293 | Acc: 89.771% (11031/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 35s60ms | Loss: 0.293 | Acc: 89.803% (11150/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s423ms | Loss: 0.293 | Acc: 89.788% (11263/12544) 98/391 [================>................................................] Step: 353ms | Tot: 35s777ms | Loss: 0.293 | Acc: 89.781% (11377/12672) 99/391 [================>................................................] Step: 354ms | Tot: 36s131ms | Loss: 0.293 | Acc: 89.805% (11495/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s492ms | Loss: 0.292 | Acc: 89.844% (11615/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s857ms | Loss: 0.293 | Acc: 89.859% (11732/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s226ms | Loss: 0.295 | Acc: 89.813% (11841/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s582ms | Loss: 0.295 | Acc: 89.836% (11959/13312) 104/391 [=================>...............................................] Step: 357ms | Tot: 37s940ms | Loss: 0.296 | Acc: 89.792% (12068/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 38s296ms | Loss: 0.296 | Acc: 89.792% (12183/13568) 106/391 [=================>...............................................] Step: 358ms | Tot: 38s654ms | Loss: 0.296 | Acc: 89.822% (12302/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 39s15ms | Loss: 0.295 | Acc: 89.837% (12419/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s378ms | Loss: 0.296 | Acc: 89.772% (12525/13952) 109/391 [==================>..............................................] Step: 353ms | Tot: 39s731ms | Loss: 0.295 | Acc: 89.830% (12648/14080) 110/391 [==================>..............................................] Step: 352ms | Tot: 40s84ms | Loss: 0.295 | Acc: 89.802% (12759/14208) 111/391 [==================>..............................................] Step: 370ms | Tot: 40s454ms | Loss: 0.295 | Acc: 89.802% (12874/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 40s817ms | Loss: 0.295 | Acc: 89.795% (12988/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s181ms | Loss: 0.295 | Acc: 89.809% (13105/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 41s539ms | Loss: 0.296 | Acc: 89.796% (13218/14720) 115/391 [===================>.............................................] Step: 349ms | Tot: 41s888ms | Loss: 0.295 | Acc: 89.803% (13334/14848) 116/391 [===================>.............................................] Step: 351ms | Tot: 42s239ms | Loss: 0.295 | Acc: 89.804% (13449/14976) 117/391 [===================>.............................................] Step: 354ms | Tot: 42s594ms | Loss: 0.296 | Acc: 89.804% (13564/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 42s963ms | Loss: 0.295 | Acc: 89.824% (13682/15232) 119/391 [===================>.............................................] Step: 378ms | Tot: 43s342ms | Loss: 0.295 | Acc: 89.818% (13796/15360) 120/391 [===================>.............................................] Step: 354ms | Tot: 43s697ms | Loss: 0.295 | Acc: 89.805% (13909/15488) 121/391 [====================>............................................] Step: 355ms | Tot: 44s52ms | Loss: 0.295 | Acc: 89.812% (14025/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s412ms | Loss: 0.294 | Acc: 89.825% (14142/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s773ms | Loss: 0.294 | Acc: 89.856% (14262/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 45s127ms | Loss: 0.294 | Acc: 89.881% (14381/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s488ms | Loss: 0.293 | Acc: 89.887% (14497/16128) 126/391 [====================>............................................] Step: 351ms | Tot: 45s839ms | Loss: 0.292 | Acc: 89.918% (14617/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s201ms | Loss: 0.294 | Acc: 89.862% (14723/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 46s563ms | Loss: 0.294 | Acc: 89.850% (14836/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 46s932ms | Loss: 0.295 | Acc: 89.838% (14949/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s291ms | Loss: 0.295 | Acc: 89.838% (15064/16768) 131/391 [=====================>...........................................] Step: 350ms | Tot: 47s641ms | Loss: 0.296 | Acc: 89.785% (15170/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s997ms | Loss: 0.296 | Acc: 89.756% (15280/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s353ms | Loss: 0.297 | Acc: 89.756% (15395/17152) 134/391 [======================>..........................................] Step: 354ms | Tot: 48s708ms | Loss: 0.298 | Acc: 89.699% (15500/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s65ms | Loss: 0.298 | Acc: 89.706% (15616/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s427ms | Loss: 0.297 | Acc: 89.730% (15735/17536) 137/391 [======================>..........................................] Step: 353ms | Tot: 49s780ms | Loss: 0.297 | Acc: 89.748% (15853/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s137ms | Loss: 0.297 | Acc: 89.748% (15968/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s500ms | Loss: 0.297 | Acc: 89.754% (16084/17920) 140/391 [=======================>.........................................] Step: 356ms | Tot: 50s857ms | Loss: 0.297 | Acc: 89.750% (16198/18048) 141/391 [=======================>.........................................] Step: 355ms | Tot: 51s212ms | Loss: 0.296 | Acc: 89.745% (16312/18176) 142/391 [=======================>.........................................] Step: 353ms | Tot: 51s565ms | Loss: 0.297 | Acc: 89.751% (16428/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 51s926ms | Loss: 0.297 | Acc: 89.762% (16545/18432) 144/391 [=======================>.........................................] Step: 347ms | Tot: 52s273ms | Loss: 0.297 | Acc: 89.731% (16654/18560) 145/391 [========================>........................................] Step: 356ms | Tot: 52s630ms | Loss: 0.297 | Acc: 89.737% (16770/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 52s989ms | Loss: 0.297 | Acc: 89.732% (16884/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 53s351ms | Loss: 0.298 | Acc: 89.707% (16994/18944) 148/391 [========================>........................................] Step: 348ms | Tot: 53s699ms | Loss: 0.297 | Acc: 89.718% (17111/19072) 149/391 [========================>........................................] Step: 343ms | Tot: 54s43ms | Loss: 0.298 | Acc: 89.719% (17226/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s405ms | Loss: 0.298 | Acc: 89.709% (17339/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 54s761ms | Loss: 0.298 | Acc: 89.731% (17458/19456) 152/391 [=========================>.......................................] Step: 352ms | Tot: 55s113ms | Loss: 0.297 | Acc: 89.747% (17576/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 55s473ms | Loss: 0.297 | Acc: 89.752% (17692/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s825ms | Loss: 0.297 | Acc: 89.783% (17813/19840) 155/391 [=========================>.......................................] Step: 349ms | Tot: 56s174ms | Loss: 0.296 | Acc: 89.809% (17933/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 56s540ms | Loss: 0.297 | Acc: 89.769% (18040/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 56s899ms | Loss: 0.296 | Acc: 89.784% (18158/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 57s256ms | Loss: 0.296 | Acc: 89.800% (18276/20352) 159/391 [==========================>......................................] Step: 349ms | Tot: 57s605ms | Loss: 0.296 | Acc: 89.780% (18387/20480) 160/391 [==========================>......................................] Step: 353ms | Tot: 57s959ms | Loss: 0.296 | Acc: 89.776% (18501/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s321ms | Loss: 0.297 | Acc: 89.762% (18613/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 58s681ms | Loss: 0.297 | Acc: 89.757% (18727/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s38ms | Loss: 0.297 | Acc: 89.772% (18845/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s408ms | Loss: 0.297 | Acc: 89.754% (18956/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 59s765ms | Loss: 0.297 | Acc: 89.759% (19072/21248) 166/391 [===========================>.....................................] Step: 348ms | Tot: 1m114ms | Loss: 0.296 | Acc: 89.788% (19193/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m475ms | Loss: 0.297 | Acc: 89.793% (19309/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m840ms | Loss: 0.297 | Acc: 89.742% (19413/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.297 | Acc: 89.775% (19535/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m1s | Loss: 0.297 | Acc: 89.780% (19651/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.298 | Acc: 89.730% (19755/22016) 172/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.298 | Acc: 89.731% (19870/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.298 | Acc: 89.727% (19984/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.298 | Acc: 89.732% (20100/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.298 | Acc: 89.715% (20211/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m3s | Loss: 0.298 | Acc: 89.716% (20326/22656) 177/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.299 | Acc: 89.681% (20433/22784) 178/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.299 | Acc: 89.652% (20541/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.299 | Acc: 89.653% (20656/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.299 | Acc: 89.654% (20771/23168) 181/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.299 | Acc: 89.646% (20884/23296) 182/391 [==============================>..................................] Step: 352ms | Tot: 1m5s | Loss: 0.299 | Acc: 89.664% (21003/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.299 | Acc: 89.644% (21113/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.299 | Acc: 89.645% (21228/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.299 | Acc: 89.638% (21341/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.300 | Acc: 89.639% (21456/23936) 187/391 [===============================>.................................] Step: 354ms | Tot: 1m7s | Loss: 0.300 | Acc: 89.632% (21569/24064) 188/391 [===============================>.................................] Step: 349ms | Tot: 1m8s | Loss: 0.301 | Acc: 89.625% (21682/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.300 | Acc: 89.630% (21798/24320) 190/391 [===============================>.................................] Step: 352ms | Tot: 1m8s | Loss: 0.300 | Acc: 89.631% (21913/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.300 | Acc: 89.616% (22024/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.300 | Acc: 89.593% (22133/24704) 193/391 [================================>................................] Step: 353ms | Tot: 1m9s | Loss: 0.300 | Acc: 89.582% (22245/24832) 194/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.300 | Acc: 89.587% (22361/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.300 | Acc: 89.593% (22477/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.301 | Acc: 89.558% (22583/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.301 | Acc: 89.556% (22697/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m11s | Loss: 0.301 | Acc: 89.549% (22810/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m11s | Loss: 0.301 | Acc: 89.574% (22931/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.300 | Acc: 89.572% (23045/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.301 | Acc: 89.561% (23157/25856) 202/391 [=================================>...............................] Step: 352ms | Tot: 1m13s | Loss: 0.300 | Acc: 89.594% (23280/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.300 | Acc: 89.606% (23398/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.299 | Acc: 89.619% (23516/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.299 | Acc: 89.631% (23634/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.299 | Acc: 89.629% (23748/26496) 207/391 [==================================>..............................] Step: 356ms | Tot: 1m14s | Loss: 0.299 | Acc: 89.633% (23864/26624) 208/391 [==================================>..............................] Step: 349ms | Tot: 1m15s | Loss: 0.299 | Acc: 89.653% (23984/26752) 209/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.300 | Acc: 89.635% (24094/26880) 210/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.299 | Acc: 89.651% (24213/27008) 211/391 [===================================>.............................] Step: 372ms | Tot: 1m16s | Loss: 0.299 | Acc: 89.648% (24327/27136) 212/391 [===================================>.............................] Step: 353ms | Tot: 1m16s | Loss: 0.299 | Acc: 89.660% (24445/27264) 213/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.298 | Acc: 89.658% (24559/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.298 | Acc: 89.666% (24676/27520) 215/391 [===================================>.............................] Step: 351ms | Tot: 1m17s | Loss: 0.298 | Acc: 89.674% (24793/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.298 | Acc: 89.682% (24910/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m18s | Loss: 0.297 | Acc: 89.693% (25028/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.297 | Acc: 89.712% (25148/28032) 219/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.297 | Acc: 89.702% (25260/28160) 220/391 [====================================>............................] Step: 351ms | Tot: 1m19s | Loss: 0.297 | Acc: 89.713% (25378/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.296 | Acc: 89.728% (25497/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.296 | Acc: 89.725% (25611/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m20s | Loss: 0.296 | Acc: 89.746% (25732/28672) 224/391 [=====================================>...........................] Step: 354ms | Tot: 1m20s | Loss: 0.296 | Acc: 89.743% (25846/28800) 225/391 [=====================================>...........................] Step: 351ms | Tot: 1m21s | Loss: 0.296 | Acc: 89.737% (25959/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.296 | Acc: 89.723% (26070/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.295 | Acc: 89.738% (26189/29184) 228/391 [=====================================>...........................] Step: 380ms | Tot: 1m22s | Loss: 0.295 | Acc: 89.735% (26303/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m22s | Loss: 0.295 | Acc: 89.738% (26419/29440) 230/391 [======================================>..........................] Step: 350ms | Tot: 1m23s | Loss: 0.295 | Acc: 89.736% (26533/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.295 | Acc: 89.739% (26649/29696) 232/391 [======================================>..........................] Step: 349ms | Tot: 1m23s | Loss: 0.295 | Acc: 89.736% (26763/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.296 | Acc: 89.737% (26878/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.296 | Acc: 89.737% (26993/30080) 235/391 [=======================================>.........................] Step: 356ms | Tot: 1m24s | Loss: 0.296 | Acc: 89.738% (27108/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.296 | Acc: 89.732% (27221/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.296 | Acc: 89.719% (27332/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.296 | Acc: 89.716% (27446/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.296 | Acc: 89.717% (27561/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.296 | Acc: 89.717% (27676/30848) 241/391 [========================================>........................] Step: 351ms | Tot: 1m27s | Loss: 0.296 | Acc: 89.724% (27793/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.296 | Acc: 89.725% (27908/31104) 243/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.296 | Acc: 89.744% (28029/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.296 | Acc: 89.723% (28137/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.296 | Acc: 89.720% (28251/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.296 | Acc: 89.714% (28364/31616) 247/391 [=========================================>.......................] Step: 352ms | Tot: 1m29s | Loss: 0.296 | Acc: 89.711% (28478/31744) 248/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.296 | Acc: 89.734% (28600/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.296 | Acc: 89.734% (28715/32000) 250/391 [=========================================>.......................] Step: 354ms | Tot: 1m30s | Loss: 0.296 | Acc: 89.744% (28833/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.296 | Acc: 89.720% (28940/32256) 252/391 [=========================================>.......................] Step: 349ms | Tot: 1m30s | Loss: 0.296 | Acc: 89.705% (29050/32384) 253/391 [==========================================>......................] Step: 356ms | Tot: 1m31s | Loss: 0.297 | Acc: 89.681% (29157/32512) 254/391 [==========================================>......................] Step: 379ms | Tot: 1m31s | Loss: 0.297 | Acc: 89.684% (29273/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.297 | Acc: 89.676% (29385/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.297 | Acc: 89.686% (29503/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.297 | Acc: 89.659% (29609/33024) 258/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.297 | Acc: 89.654% (29722/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m33s | Loss: 0.297 | Acc: 89.645% (29834/33280) 260/391 [===========================================>.....................] Step: 363ms | Tot: 1m33s | Loss: 0.298 | Acc: 89.643% (29948/33408) 261/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.298 | Acc: 89.638% (30061/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.298 | Acc: 89.648% (30179/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.298 | Acc: 89.660% (30298/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.298 | Acc: 89.658% (30412/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m35s | Loss: 0.298 | Acc: 89.676% (30533/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.298 | Acc: 89.656% (30641/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m36s | Loss: 0.298 | Acc: 89.660% (30757/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.298 | Acc: 89.664% (30873/34432) 269/391 [============================================>....................] Step: 350ms | Tot: 1m37s | Loss: 0.298 | Acc: 89.667% (30989/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.298 | Acc: 89.662% (31102/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m37s | Loss: 0.298 | Acc: 89.654% (31214/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.298 | Acc: 89.643% (31325/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.298 | Acc: 89.650% (31442/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.298 | Acc: 89.651% (31557/35200) 275/391 [=============================================>...................] Step: 351ms | Tot: 1m39s | Loss: 0.298 | Acc: 89.637% (31667/35328) 276/391 [=============================================>...................] Step: 353ms | Tot: 1m39s | Loss: 0.298 | Acc: 89.646% (31785/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.298 | Acc: 89.655% (31903/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m40s | Loss: 0.298 | Acc: 89.634% (32010/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m40s | Loss: 0.298 | Acc: 89.657% (32133/35840) 280/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.298 | Acc: 89.671% (32253/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.298 | Acc: 89.678% (32370/36096) 282/391 [==============================================>..................] Step: 352ms | Tot: 1m41s | Loss: 0.298 | Acc: 89.675% (32484/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m42s | Loss: 0.298 | Acc: 89.684% (32602/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m42s | Loss: 0.298 | Acc: 89.682% (32716/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m42s | Loss: 0.298 | Acc: 89.677% (32829/36608) 286/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.298 | Acc: 89.694% (32950/36736) 287/391 [===============================================>.................] Step: 351ms | Tot: 1m43s | Loss: 0.298 | Acc: 89.695% (33065/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.298 | Acc: 89.703% (33183/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m44s | Loss: 0.298 | Acc: 89.698% (33296/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m44s | Loss: 0.298 | Acc: 89.680% (33404/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.298 | Acc: 89.681% (33519/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.298 | Acc: 89.689% (33637/37504) 293/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.298 | Acc: 89.703% (33757/37632) 294/391 [================================================>................] Step: 354ms | Tot: 1m46s | Loss: 0.298 | Acc: 89.690% (33867/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m46s | Loss: 0.297 | Acc: 89.712% (33990/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m46s | Loss: 0.297 | Acc: 89.712% (34105/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.297 | Acc: 89.726% (34225/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.297 | Acc: 89.724% (34339/38272) 299/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.297 | Acc: 89.716% (34451/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.297 | Acc: 89.724% (34569/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m48s | Loss: 0.297 | Acc: 89.725% (34684/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.298 | Acc: 89.707% (34792/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.297 | Acc: 89.710% (34908/38912) 304/391 [==================================================>..............] Step: 350ms | Tot: 1m49s | Loss: 0.298 | Acc: 89.705% (35021/39040) 305/391 [==================================================>..............] Step: 353ms | Tot: 1m50s | Loss: 0.298 | Acc: 89.701% (35134/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.299 | Acc: 89.661% (35233/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m50s | Loss: 0.299 | Acc: 89.661% (35348/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.299 | Acc: 89.657% (35461/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.299 | Acc: 89.665% (35579/39680) 310/391 [===================================================>.............] Step: 353ms | Tot: 1m51s | Loss: 0.299 | Acc: 89.660% (35692/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.299 | Acc: 89.676% (35813/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.298 | Acc: 89.689% (35933/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m52s | Loss: 0.298 | Acc: 89.687% (36047/40192) 314/391 [====================================================>............] Step: 370ms | Tot: 1m53s | Loss: 0.299 | Acc: 89.683% (36160/40320) 315/391 [====================================================>............] Step: 349ms | Tot: 1m53s | Loss: 0.298 | Acc: 89.678% (36273/40448) 316/391 [====================================================>............] Step: 352ms | Tot: 1m54s | Loss: 0.299 | Acc: 89.674% (36386/40576) 317/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.299 | Acc: 89.669% (36499/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.299 | Acc: 89.663% (36611/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.299 | Acc: 89.656% (36723/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m55s | Loss: 0.299 | Acc: 89.647% (36834/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m55s | Loss: 0.299 | Acc: 89.652% (36951/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.299 | Acc: 89.658% (37068/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.299 | Acc: 89.660% (37184/41472) 324/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.299 | Acc: 89.661% (37299/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m57s | Loss: 0.299 | Acc: 89.650% (37409/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m57s | Loss: 0.299 | Acc: 89.643% (37521/41856) 327/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.299 | Acc: 89.646% (37637/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.300 | Acc: 89.640% (37749/42112) 329/391 [======================================================>..........] Step: 350ms | Tot: 1m58s | Loss: 0.300 | Acc: 89.645% (37866/42240) 330/391 [======================================================>..........] Step: 349ms | Tot: 1m59s | Loss: 0.300 | Acc: 89.638% (37978/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 1m59s | Loss: 0.300 | Acc: 89.634% (38091/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 1m59s | Loss: 0.299 | Acc: 89.637% (38207/42624) 333/391 [=======================================================>.........] Step: 350ms | Tot: 2m119ms | Loss: 0.299 | Acc: 89.638% (38322/42752) 334/391 [=======================================================>.........] Step: 352ms | Tot: 2m472ms | Loss: 0.299 | Acc: 89.632% (38434/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 2m828ms | Loss: 0.299 | Acc: 89.632% (38549/43008) 336/391 [=======================================================>.........] Step: 348ms | Tot: 2m1s | Loss: 0.300 | Acc: 89.612% (38655/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m1s | Loss: 0.300 | Acc: 89.617% (38772/43264) 338/391 [========================================================>........] Step: 379ms | Tot: 2m1s | Loss: 0.300 | Acc: 89.590% (38875/43392) 339/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.300 | Acc: 89.600% (38994/43520) 340/391 [========================================================>........] Step: 352ms | Tot: 2m2s | Loss: 0.301 | Acc: 89.592% (39105/43648) 341/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.301 | Acc: 89.583% (39216/43776) 342/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.300 | Acc: 89.586% (39332/43904) 343/391 [=========================================================>.......] Step: 349ms | Tot: 2m3s | Loss: 0.301 | Acc: 89.576% (39442/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m4s | Loss: 0.301 | Acc: 89.570% (39554/44160) 345/391 [=========================================================>.......] Step: 355ms | Tot: 2m4s | Loss: 0.300 | Acc: 89.575% (39671/44288) 346/391 [=========================================================>.......] Step: 344ms | Tot: 2m4s | Loss: 0.301 | Acc: 89.560% (39779/44416) 347/391 [=========================================================>.......] Step: 348ms | Tot: 2m5s | Loss: 0.301 | Acc: 89.556% (39892/44544) 348/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.302 | Acc: 89.530% (39995/44672) 349/391 [==========================================================>......] Step: 354ms | Tot: 2m5s | Loss: 0.302 | Acc: 89.529% (40109/44800) 350/391 [==========================================================>......] Step: 380ms | Tot: 2m6s | Loss: 0.301 | Acc: 89.541% (40229/44928) 351/391 [==========================================================>......] Step: 377ms | Tot: 2m6s | Loss: 0.301 | Acc: 89.555% (40350/45056) 352/391 [==========================================================>......] Step: 372ms | Tot: 2m6s | Loss: 0.301 | Acc: 89.552% (40463/45184) 353/391 [==========================================================>......] Step: 379ms | Tot: 2m7s | Loss: 0.301 | Acc: 89.559% (40581/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.301 | Acc: 89.549% (40691/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m8s | Loss: 0.301 | Acc: 89.558% (40810/45568) 356/391 [===========================================================>.....] Step: 378ms | Tot: 2m8s | Loss: 0.301 | Acc: 89.572% (40931/45696) 357/391 [===========================================================>.....] Step: 370ms | Tot: 2m8s | Loss: 0.301 | Acc: 89.580% (41049/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.301 | Acc: 89.572% (41160/45952) 359/391 [===========================================================>.....] Step: 351ms | Tot: 2m9s | Loss: 0.301 | Acc: 89.568% (41273/46080) 360/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.301 | Acc: 89.573% (41390/46208) 361/391 [============================================================>....] Step: 352ms | Tot: 2m10s | Loss: 0.301 | Acc: 89.570% (41503/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m10s | Loss: 0.301 | Acc: 89.577% (41621/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.301 | Acc: 89.578% (41736/46592) 364/391 [============================================================>....] Step: 351ms | Tot: 2m11s | Loss: 0.301 | Acc: 89.585% (41854/46720) 365/391 [============================================================>....] Step: 351ms | Tot: 2m11s | Loss: 0.301 | Acc: 89.583% (41968/46848) 366/391 [============================================================>....] Step: 353ms | Tot: 2m11s | Loss: 0.301 | Acc: 89.586% (42084/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m12s | Loss: 0.301 | Acc: 89.585% (42198/47104) 368/391 [=============================================================>...] Step: 355ms | Tot: 2m12s | Loss: 0.301 | Acc: 89.585% (42313/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.301 | Acc: 89.588% (42429/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.301 | Acc: 89.581% (42540/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.301 | Acc: 89.573% (42651/47616) 372/391 [=============================================================>...] Step: 375ms | Tot: 2m14s | Loss: 0.301 | Acc: 89.578% (42768/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m14s | Loss: 0.301 | Acc: 89.585% (42886/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m14s | Loss: 0.300 | Acc: 89.592% (43004/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.300 | Acc: 89.590% (43118/48128) 376/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.300 | Acc: 89.595% (43235/48256) 377/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.300 | Acc: 89.604% (43354/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.300 | Acc: 89.611% (43472/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m16s | Loss: 0.300 | Acc: 89.609% (43586/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.300 | Acc: 89.604% (43698/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m17s | Loss: 0.300 | Acc: 89.604% (43813/48896) 382/391 [===============================================================>.] Step: 349ms | Tot: 2m17s | Loss: 0.300 | Acc: 89.603% (43927/49024) 383/391 [===============================================================>.] Step: 352ms | Tot: 2m18s | Loss: 0.300 | Acc: 89.591% (44036/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.300 | Acc: 89.596% (44153/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m18s | Loss: 0.301 | Acc: 89.587% (44263/49408) 386/391 [================================================================>] Step: 351ms | Tot: 2m19s | Loss: 0.301 | Acc: 89.583% (44376/49536) 387/391 [================================================================>] Step: 350ms | Tot: 2m19s | Loss: 0.301 | Acc: 89.588% (44493/49664) 388/391 [================================================================>] Step: 343ms | Tot: 2m19s | Loss: 0.301 | Acc: 89.579% (44603/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.301 | Acc: 89.577% (44717/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m20s | Loss: 0.301 | Acc: 89.572% (44786/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 2ms | Loss: 0.486 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 292ms | Tot: 294ms | Loss: 0.467 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 284ms | Tot: 579ms | Loss: 0.448 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 282ms | Tot: 861ms | Loss: 0.447 | Acc: 84.750% (339/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s157ms | Loss: 0.463 | Acc: 84.600% (423/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s460ms | Loss: 0.418 | Acc: 86.000% (516/600) 6/100 [===>.............................................................] Step: 291ms | Tot: 1s751ms | Loss: 0.426 | Acc: 85.714% (600/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s51ms | Loss: 0.443 | Acc: 84.875% (679/800) 8/100 [=====>...........................................................] Step: 298ms | Tot: 2s349ms | Loss: 0.462 | Acc: 84.778% (763/900) 9/100 [=====>...........................................................] Step: 295ms | Tot: 2s644ms | Loss: 0.457 | Acc: 85.100% (851/1000) 10/100 [======>..........................................................] Step: 291ms | Tot: 2s936ms | Loss: 0.447 | Acc: 85.455% (940/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s242ms | Loss: 0.458 | Acc: 85.417% (1025/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s543ms | Loss: 0.444 | Acc: 85.538% (1112/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s843ms | Loss: 0.450 | Acc: 85.500% (1197/1400) 14/100 [=========>.......................................................] Step: 296ms | Tot: 4s140ms | Loss: 0.438 | Acc: 85.733% (1286/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s440ms | Loss: 0.442 | Acc: 85.688% (1371/1600) 16/100 [==========>......................................................] Step: 296ms | Tot: 4s736ms | Loss: 0.440 | Acc: 85.765% (1458/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s39ms | Loss: 0.436 | Acc: 85.778% (1544/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s348ms | Loss: 0.442 | Acc: 85.684% (1628/1900) 19/100 [============>....................................................] Step: 326ms | Tot: 5s674ms | Loss: 0.450 | Acc: 85.450% (1709/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 5s974ms | Loss: 0.457 | Acc: 85.238% (1790/2100) 21/100 [=============>...................................................] Step: 305ms | Tot: 6s279ms | Loss: 0.457 | Acc: 85.273% (1876/2200) 22/100 [==============>..................................................] Step: 292ms | Tot: 6s572ms | Loss: 0.457 | Acc: 85.174% (1959/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 6s870ms | Loss: 0.460 | Acc: 84.917% (2038/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s174ms | Loss: 0.463 | Acc: 84.880% (2122/2500) 25/100 [================>................................................] Step: 328ms | Tot: 7s503ms | Loss: 0.468 | Acc: 84.808% (2205/2600) 26/100 [================>................................................] Step: 315ms | Tot: 7s819ms | Loss: 0.467 | Acc: 84.815% (2290/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s120ms | Loss: 0.464 | Acc: 84.929% (2378/2800) 28/100 [==================>..............................................] Step: 297ms | Tot: 8s418ms | Loss: 0.467 | Acc: 84.862% (2461/2900) 29/100 [==================>..............................................] Step: 296ms | Tot: 8s715ms | Loss: 0.465 | Acc: 85.000% (2550/3000) 30/100 [===================>.............................................] Step: 297ms | Tot: 9s12ms | Loss: 0.462 | Acc: 85.000% (2635/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s321ms | Loss: 0.461 | Acc: 85.031% (2721/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s623ms | Loss: 0.460 | Acc: 85.061% (2807/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 9s928ms | Loss: 0.460 | Acc: 85.088% (2893/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s233ms | Loss: 0.462 | Acc: 85.057% (2977/3500) 35/100 [======================>..........................................] Step: 320ms | Tot: 10s554ms | Loss: 0.462 | Acc: 85.139% (3065/3600) 36/100 [=======================>.........................................] Step: 316ms | Tot: 10s870ms | Loss: 0.463 | Acc: 85.135% (3150/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s169ms | Loss: 0.466 | Acc: 85.053% (3232/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s475ms | Loss: 0.464 | Acc: 85.051% (3317/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 11s780ms | Loss: 0.462 | Acc: 85.125% (3405/4000) 40/100 [==========================>......................................] Step: 299ms | Tot: 12s79ms | Loss: 0.463 | Acc: 85.122% (3490/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s391ms | Loss: 0.463 | Acc: 85.143% (3576/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s696ms | Loss: 0.461 | Acc: 85.186% (3663/4300) 43/100 [===========================>.....................................] Step: 295ms | Tot: 12s991ms | Loss: 0.459 | Acc: 85.250% (3751/4400) 44/100 [============================>....................................] Step: 315ms | Tot: 13s307ms | Loss: 0.459 | Acc: 85.311% (3839/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s608ms | Loss: 0.455 | Acc: 85.391% (3928/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 13s916ms | Loss: 0.453 | Acc: 85.489% (4018/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s226ms | Loss: 0.457 | Acc: 85.521% (4105/4800) 48/100 [===============================>.................................] Step: 296ms | Tot: 14s523ms | Loss: 0.453 | Acc: 85.592% (4194/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 14s824ms | Loss: 0.454 | Acc: 85.600% (4280/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s128ms | Loss: 0.453 | Acc: 85.686% (4370/5100) 51/100 [=================================>...............................] Step: 312ms | Tot: 15s441ms | Loss: 0.453 | Acc: 85.654% (4454/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s745ms | Loss: 0.451 | Acc: 85.717% (4543/5300) 53/100 [==================================>..............................] Step: 299ms | Tot: 16s44ms | Loss: 0.449 | Acc: 85.778% (4632/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s355ms | Loss: 0.448 | Acc: 85.782% (4718/5500) 55/100 [===================================>.............................] Step: 297ms | Tot: 16s652ms | Loss: 0.452 | Acc: 85.714% (4800/5600) 56/100 [====================================>............................] Step: 299ms | Tot: 16s951ms | Loss: 0.453 | Acc: 85.702% (4885/5700) 57/100 [=====================================>...........................] Step: 316ms | Tot: 17s268ms | Loss: 0.452 | Acc: 85.741% (4973/5800) 58/100 [=====================================>...........................] Step: 319ms | Tot: 17s588ms | Loss: 0.452 | Acc: 85.729% (5058/5900) 59/100 [======================================>..........................] Step: 318ms | Tot: 17s906ms | Loss: 0.454 | Acc: 85.617% (5137/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s216ms | Loss: 0.454 | Acc: 85.639% (5224/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s525ms | Loss: 0.453 | Acc: 85.613% (5308/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 18s841ms | Loss: 0.453 | Acc: 85.667% (5397/6300) 63/100 [========================================>........................] Step: 313ms | Tot: 19s155ms | Loss: 0.451 | Acc: 85.766% (5489/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 19s470ms | Loss: 0.452 | Acc: 85.800% (5577/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s781ms | Loss: 0.454 | Acc: 85.742% (5659/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s84ms | Loss: 0.452 | Acc: 85.791% (5748/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s391ms | Loss: 0.451 | Acc: 85.809% (5835/6800) 68/100 [============================================>....................] Step: 293ms | Tot: 20s685ms | Loss: 0.450 | Acc: 85.826% (5922/6900) 69/100 [============================================>....................] Step: 295ms | Tot: 20s981ms | Loss: 0.452 | Acc: 85.743% (6002/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s290ms | Loss: 0.454 | Acc: 85.718% (6086/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s597ms | Loss: 0.453 | Acc: 85.736% (6173/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 21s905ms | Loss: 0.452 | Acc: 85.781% (6262/7300) 73/100 [===============================================>.................] Step: 297ms | Tot: 22s203ms | Loss: 0.451 | Acc: 85.797% (6349/7400) 74/100 [================================================>................] Step: 297ms | Tot: 22s500ms | Loss: 0.451 | Acc: 85.800% (6435/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s800ms | Loss: 0.451 | Acc: 85.829% (6523/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s105ms | Loss: 0.452 | Acc: 85.818% (6608/7700) 77/100 [==================================================>..............] Step: 316ms | Tot: 23s422ms | Loss: 0.453 | Acc: 85.808% (6693/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s729ms | Loss: 0.453 | Acc: 85.759% (6775/7900) 79/100 [===================================================>.............] Step: 298ms | Tot: 24s27ms | Loss: 0.453 | Acc: 85.725% (6858/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s330ms | Loss: 0.450 | Acc: 85.802% (6950/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s630ms | Loss: 0.449 | Acc: 85.805% (7036/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 24s933ms | Loss: 0.450 | Acc: 85.747% (7117/8300) 83/100 [=====================================================>...........] Step: 314ms | Tot: 25s248ms | Loss: 0.451 | Acc: 85.690% (7198/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 25s548ms | Loss: 0.453 | Acc: 85.624% (7278/8500) 85/100 [=======================================================>.........] Step: 298ms | Tot: 25s847ms | Loss: 0.454 | Acc: 85.628% (7364/8600) 86/100 [=======================================================>.........] Step: 301ms | Tot: 26s148ms | Loss: 0.455 | Acc: 85.609% (7448/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s459ms | Loss: 0.455 | Acc: 85.614% (7534/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s762ms | Loss: 0.456 | Acc: 85.573% (7616/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s64ms | Loss: 0.459 | Acc: 85.567% (7701/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s374ms | Loss: 0.457 | Acc: 85.582% (7788/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 27s682ms | Loss: 0.455 | Acc: 85.630% (7878/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 27s983ms | Loss: 0.455 | Acc: 85.602% (7961/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s285ms | Loss: 0.455 | Acc: 85.553% (8042/9400) 94/100 [=============================================================>...] Step: 294ms | Tot: 28s579ms | Loss: 0.454 | Acc: 85.558% (8128/9500) 95/100 [=============================================================>...] Step: 296ms | Tot: 28s875ms | Loss: 0.453 | Acc: 85.573% (8215/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s181ms | Loss: 0.453 | Acc: 85.515% (8295/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 29s487ms | Loss: 0.453 | Acc: 85.520% (8381/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 29s790ms | Loss: 0.455 | Acc: 85.475% (8462/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s93ms | Loss: 0.455 | Acc: 85.470% (8547/10000) 100/100 + +Epoch: 113 + [>................................................................] Step: 626ms | Tot: 2ms | Loss: 0.245 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 372ms | Tot: 374ms | Loss: 0.265 | Acc: 88.672% (227/256) 2/391 [>................................................................] Step: 376ms | Tot: 751ms | Loss: 0.299 | Acc: 87.760% (337/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s118ms | Loss: 0.288 | Acc: 88.672% (454/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s479ms | Loss: 0.285 | Acc: 89.219% (571/640) 5/391 [>................................................................] Step: 352ms | Tot: 1s831ms | Loss: 0.287 | Acc: 89.453% (687/768) 6/391 [>................................................................] Step: 354ms | Tot: 2s185ms | Loss: 0.275 | Acc: 89.955% (806/896) 7/391 [=>...............................................................] Step: 352ms | Tot: 2s538ms | Loss: 0.281 | Acc: 89.941% (921/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s900ms | Loss: 0.281 | Acc: 90.104% (1038/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s267ms | Loss: 0.280 | Acc: 90.000% (1152/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s629ms | Loss: 0.280 | Acc: 90.057% (1268/1408) 11/391 [=>...............................................................] Step: 348ms | Tot: 3s977ms | Loss: 0.284 | Acc: 90.039% (1383/1536) 12/391 [=>...............................................................] Step: 352ms | Tot: 4s330ms | Loss: 0.278 | Acc: 90.084% (1499/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s693ms | Loss: 0.285 | Acc: 89.844% (1610/1792) 14/391 [==>..............................................................] Step: 368ms | Tot: 5s61ms | Loss: 0.282 | Acc: 89.688% (1722/1920) 15/391 [==>..............................................................] Step: 399ms | Tot: 5s461ms | Loss: 0.281 | Acc: 89.648% (1836/2048) 16/391 [==>..............................................................] Step: 390ms | Tot: 5s852ms | Loss: 0.278 | Acc: 89.890% (1956/2176) 17/391 [==>..............................................................] Step: 396ms | Tot: 6s248ms | Loss: 0.281 | Acc: 89.800% (2069/2304) 18/391 [==>..............................................................] Step: 388ms | Tot: 6s637ms | Loss: 0.276 | Acc: 90.049% (2190/2432) 19/391 [===>.............................................................] Step: 393ms | Tot: 7s30ms | Loss: 0.273 | Acc: 90.039% (2305/2560) 20/391 [===>.............................................................] Step: 388ms | Tot: 7s419ms | Loss: 0.277 | Acc: 89.807% (2414/2688) 21/391 [===>.............................................................] Step: 381ms | Tot: 7s800ms | Loss: 0.283 | Acc: 89.773% (2528/2816) 22/391 [===>.............................................................] Step: 385ms | Tot: 8s186ms | Loss: 0.280 | Acc: 89.844% (2645/2944) 23/391 [===>.............................................................] Step: 354ms | Tot: 8s540ms | Loss: 0.275 | Acc: 89.974% (2764/3072) 24/391 [===>.............................................................] Step: 351ms | Tot: 8s892ms | Loss: 0.275 | Acc: 89.969% (2879/3200) 25/391 [====>............................................................] Step: 356ms | Tot: 9s248ms | Loss: 0.277 | Acc: 89.874% (2991/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s616ms | Loss: 0.271 | Acc: 90.220% (3118/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 9s987ms | Loss: 0.275 | Acc: 90.067% (3228/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s344ms | Loss: 0.275 | Acc: 90.059% (3343/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s701ms | Loss: 0.275 | Acc: 90.078% (3459/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 11s61ms | Loss: 0.278 | Acc: 90.071% (3574/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s420ms | Loss: 0.280 | Acc: 89.966% (3685/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s780ms | Loss: 0.279 | Acc: 89.962% (3800/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s143ms | Loss: 0.280 | Acc: 89.913% (3913/4352) 34/391 [=====>...........................................................] Step: 352ms | Tot: 12s495ms | Loss: 0.281 | Acc: 89.866% (4026/4480) 35/391 [=====>...........................................................] Step: 357ms | Tot: 12s853ms | Loss: 0.281 | Acc: 89.822% (4139/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s215ms | Loss: 0.282 | Acc: 89.844% (4255/4736) 37/391 [======>..........................................................] Step: 369ms | Tot: 13s584ms | Loss: 0.282 | Acc: 89.803% (4368/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s954ms | Loss: 0.287 | Acc: 89.663% (4476/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s313ms | Loss: 0.289 | Acc: 89.609% (4588/5120) 40/391 [======>..........................................................] Step: 391ms | Tot: 14s705ms | Loss: 0.288 | Acc: 89.615% (4703/5248) 41/391 [======>..........................................................] Step: 388ms | Tot: 15s94ms | Loss: 0.286 | Acc: 89.695% (4822/5376) 42/391 [======>..........................................................] Step: 387ms | Tot: 15s481ms | Loss: 0.285 | Acc: 89.771% (4941/5504) 43/391 [=======>.........................................................] Step: 375ms | Tot: 15s856ms | Loss: 0.285 | Acc: 89.719% (5053/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s219ms | Loss: 0.284 | Acc: 89.774% (5171/5760) 45/391 [=======>.........................................................] Step: 386ms | Tot: 16s606ms | Loss: 0.282 | Acc: 89.912% (5294/5888) 46/391 [=======>.........................................................] Step: 382ms | Tot: 16s989ms | Loss: 0.282 | Acc: 89.960% (5412/6016) 47/391 [=======>.........................................................] Step: 381ms | Tot: 17s370ms | Loss: 0.284 | Acc: 89.876% (5522/6144) 48/391 [=======>.........................................................] Step: 389ms | Tot: 17s760ms | Loss: 0.285 | Acc: 89.828% (5634/6272) 49/391 [========>........................................................] Step: 383ms | Tot: 18s143ms | Loss: 0.285 | Acc: 89.797% (5747/6400) 50/391 [========>........................................................] Step: 380ms | Tot: 18s524ms | Loss: 0.285 | Acc: 89.828% (5864/6528) 51/391 [========>........................................................] Step: 378ms | Tot: 18s902ms | Loss: 0.285 | Acc: 89.904% (5984/6656) 52/391 [========>........................................................] Step: 393ms | Tot: 19s296ms | Loss: 0.284 | Acc: 89.917% (6100/6784) 53/391 [========>........................................................] Step: 389ms | Tot: 19s685ms | Loss: 0.282 | Acc: 90.017% (6222/6912) 54/391 [========>........................................................] Step: 404ms | Tot: 20s90ms | Loss: 0.282 | Acc: 90.000% (6336/7040) 55/391 [=========>.......................................................] Step: 390ms | Tot: 20s480ms | Loss: 0.283 | Acc: 90.039% (6454/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s847ms | Loss: 0.282 | Acc: 90.090% (6573/7296) 57/391 [=========>.......................................................] Step: 385ms | Tot: 21s232ms | Loss: 0.282 | Acc: 90.046% (6685/7424) 58/391 [=========>.......................................................] Step: 377ms | Tot: 21s610ms | Loss: 0.281 | Acc: 90.056% (6801/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s980ms | Loss: 0.281 | Acc: 90.026% (6914/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 22s350ms | Loss: 0.281 | Acc: 90.036% (7030/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s716ms | Loss: 0.281 | Acc: 90.045% (7146/7936) 62/391 [==========>......................................................] Step: 370ms | Tot: 23s87ms | Loss: 0.280 | Acc: 90.092% (7265/8064) 63/391 [==========>......................................................] Step: 380ms | Tot: 23s468ms | Loss: 0.280 | Acc: 90.088% (7380/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s830ms | Loss: 0.282 | Acc: 90.060% (7493/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 24s194ms | Loss: 0.281 | Acc: 90.092% (7611/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s560ms | Loss: 0.280 | Acc: 90.147% (7731/8576) 67/391 [===========>.....................................................] Step: 351ms | Tot: 24s911ms | Loss: 0.280 | Acc: 90.142% (7846/8704) 68/391 [===========>.....................................................] Step: 356ms | Tot: 25s267ms | Loss: 0.280 | Acc: 90.138% (7961/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s634ms | Loss: 0.281 | Acc: 90.089% (8072/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 25s989ms | Loss: 0.282 | Acc: 90.053% (8184/9088) 71/391 [===========>.....................................................] Step: 349ms | Tot: 26s339ms | Loss: 0.280 | Acc: 90.082% (8302/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s702ms | Loss: 0.280 | Acc: 90.079% (8417/9344) 73/391 [============>....................................................] Step: 357ms | Tot: 27s59ms | Loss: 0.280 | Acc: 90.108% (8535/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s416ms | Loss: 0.280 | Acc: 90.104% (8650/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s780ms | Loss: 0.280 | Acc: 90.039% (8759/9728) 76/391 [============>....................................................] Step: 355ms | Tot: 28s135ms | Loss: 0.281 | Acc: 89.996% (8870/9856) 77/391 [============>....................................................] Step: 350ms | Tot: 28s486ms | Loss: 0.281 | Acc: 90.004% (8986/9984) 78/391 [============>....................................................] Step: 352ms | Tot: 28s838ms | Loss: 0.282 | Acc: 89.982% (9099/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 29s199ms | Loss: 0.281 | Acc: 90.010% (9217/10240) 80/391 [=============>...................................................] Step: 376ms | Tot: 29s576ms | Loss: 0.280 | Acc: 90.037% (9335/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s938ms | Loss: 0.281 | Acc: 89.987% (9445/10496) 82/391 [=============>...................................................] Step: 351ms | Tot: 30s289ms | Loss: 0.281 | Acc: 89.928% (9554/10624) 83/391 [=============>...................................................] Step: 356ms | Tot: 30s645ms | Loss: 0.280 | Acc: 89.955% (9672/10752) 84/391 [=============>...................................................] Step: 353ms | Tot: 30s998ms | Loss: 0.280 | Acc: 89.936% (9785/10880) 85/391 [==============>..................................................] Step: 358ms | Tot: 31s357ms | Loss: 0.281 | Acc: 89.926% (9899/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s722ms | Loss: 0.281 | Acc: 89.898% (10011/11136) 87/391 [==============>..................................................] Step: 352ms | Tot: 32s74ms | Loss: 0.280 | Acc: 89.941% (10131/11264) 88/391 [==============>..................................................] Step: 348ms | Tot: 32s423ms | Loss: 0.280 | Acc: 89.949% (10247/11392) 89/391 [==============>..................................................] Step: 357ms | Tot: 32s780ms | Loss: 0.281 | Acc: 89.922% (10359/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 33s141ms | Loss: 0.280 | Acc: 89.938% (10476/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s506ms | Loss: 0.281 | Acc: 89.912% (10588/11776) 92/391 [===============>.................................................] Step: 356ms | Tot: 33s862ms | Loss: 0.281 | Acc: 89.945% (10707/11904) 93/391 [===============>.................................................] Step: 356ms | Tot: 34s219ms | Loss: 0.281 | Acc: 89.952% (10823/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s580ms | Loss: 0.282 | Acc: 89.967% (10940/12160) 95/391 [===============>.................................................] Step: 351ms | Tot: 34s931ms | Loss: 0.281 | Acc: 89.998% (11059/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 35s291ms | Loss: 0.281 | Acc: 89.973% (11171/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s654ms | Loss: 0.281 | Acc: 89.971% (11286/12544) 98/391 [================>................................................] Step: 358ms | Tot: 36s13ms | Loss: 0.280 | Acc: 90.025% (11408/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s369ms | Loss: 0.279 | Acc: 90.070% (11529/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s726ms | Loss: 0.279 | Acc: 90.053% (11642/12928) 101/391 [================>................................................] Step: 356ms | Tot: 37s82ms | Loss: 0.279 | Acc: 90.020% (11753/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s440ms | Loss: 0.278 | Acc: 90.056% (11873/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s805ms | Loss: 0.278 | Acc: 90.092% (11993/13312) 104/391 [=================>...............................................] Step: 348ms | Tot: 38s154ms | Loss: 0.278 | Acc: 90.074% (12106/13440) 105/391 [=================>...............................................] Step: 348ms | Tot: 38s502ms | Loss: 0.277 | Acc: 90.094% (12224/13568) 106/391 [=================>...............................................] Step: 346ms | Tot: 38s848ms | Loss: 0.278 | Acc: 90.077% (12337/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 39s206ms | Loss: 0.278 | Acc: 90.046% (12448/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 39s574ms | Loss: 0.278 | Acc: 90.044% (12563/13952) 109/391 [==================>..............................................] Step: 368ms | Tot: 39s943ms | Loss: 0.279 | Acc: 90.036% (12677/14080) 110/391 [==================>..............................................] Step: 345ms | Tot: 40s289ms | Loss: 0.278 | Acc: 90.055% (12795/14208) 111/391 [==================>..............................................] Step: 352ms | Tot: 40s642ms | Loss: 0.278 | Acc: 90.053% (12910/14336) 112/391 [==================>..............................................] Step: 381ms | Tot: 41s23ms | Loss: 0.278 | Acc: 90.065% (13027/14464) 113/391 [==================>..............................................] Step: 402ms | Tot: 41s426ms | Loss: 0.278 | Acc: 90.084% (13145/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s790ms | Loss: 0.277 | Acc: 90.136% (13268/14720) 115/391 [===================>.............................................] Step: 347ms | Tot: 42s138ms | Loss: 0.277 | Acc: 90.160% (13387/14848) 116/391 [===================>.............................................] Step: 348ms | Tot: 42s486ms | Loss: 0.277 | Acc: 90.158% (13502/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s845ms | Loss: 0.277 | Acc: 90.175% (13620/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 43s204ms | Loss: 0.276 | Acc: 90.211% (13741/15232) 119/391 [===================>.............................................] Step: 357ms | Tot: 43s562ms | Loss: 0.276 | Acc: 90.208% (13856/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 43s918ms | Loss: 0.277 | Acc: 90.167% (13965/15488) 121/391 [====================>............................................] Step: 350ms | Tot: 44s269ms | Loss: 0.277 | Acc: 90.164% (14080/15616) 122/391 [====================>............................................] Step: 351ms | Tot: 44s620ms | Loss: 0.277 | Acc: 90.180% (14198/15744) 123/391 [====================>............................................] Step: 349ms | Tot: 44s970ms | Loss: 0.276 | Acc: 90.203% (14317/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 45s324ms | Loss: 0.276 | Acc: 90.200% (14432/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s685ms | Loss: 0.276 | Acc: 90.203% (14548/16128) 126/391 [====================>............................................] Step: 353ms | Tot: 46s39ms | Loss: 0.276 | Acc: 90.207% (14664/16256) 127/391 [=====================>...........................................] Step: 351ms | Tot: 46s391ms | Loss: 0.277 | Acc: 90.161% (14772/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s752ms | Loss: 0.277 | Acc: 90.195% (14893/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 47s115ms | Loss: 0.277 | Acc: 90.186% (15007/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s480ms | Loss: 0.276 | Acc: 90.196% (15124/16768) 131/391 [=====================>...........................................] Step: 357ms | Tot: 47s838ms | Loss: 0.277 | Acc: 90.193% (15239/16896) 132/391 [=====================>...........................................] Step: 347ms | Tot: 48s185ms | Loss: 0.277 | Acc: 90.196% (15355/17024) 133/391 [======================>..........................................] Step: 349ms | Tot: 48s535ms | Loss: 0.278 | Acc: 90.182% (15468/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 48s893ms | Loss: 0.278 | Acc: 90.174% (15582/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s259ms | Loss: 0.278 | Acc: 90.177% (15698/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s621ms | Loss: 0.278 | Acc: 90.169% (15812/17536) 137/391 [======================>..........................................] Step: 353ms | Tot: 49s974ms | Loss: 0.278 | Acc: 90.144% (15923/17664) 138/391 [======================>..........................................] Step: 344ms | Tot: 50s319ms | Loss: 0.278 | Acc: 90.147% (16039/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 50s676ms | Loss: 0.278 | Acc: 90.156% (16156/17920) 140/391 [=======================>.........................................] Step: 357ms | Tot: 51s34ms | Loss: 0.278 | Acc: 90.143% (16269/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 51s391ms | Loss: 0.278 | Acc: 90.130% (16382/18176) 142/391 [=======================>.........................................] Step: 380ms | Tot: 51s771ms | Loss: 0.278 | Acc: 90.150% (16501/18304) 143/391 [=======================>.........................................] Step: 356ms | Tot: 52s128ms | Loss: 0.278 | Acc: 90.148% (16616/18432) 144/391 [=======================>.........................................] Step: 368ms | Tot: 52s496ms | Loss: 0.277 | Acc: 90.140% (16730/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 52s868ms | Loss: 0.278 | Acc: 90.133% (16844/18688) 146/391 [========================>........................................] Step: 373ms | Tot: 53s242ms | Loss: 0.278 | Acc: 90.125% (16958/18816) 147/391 [========================>........................................] Step: 373ms | Tot: 53s616ms | Loss: 0.279 | Acc: 90.097% (17068/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s974ms | Loss: 0.279 | Acc: 90.116% (17187/19072) 149/391 [========================>........................................] Step: 348ms | Tot: 54s322ms | Loss: 0.279 | Acc: 90.109% (17301/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 54s677ms | Loss: 0.279 | Acc: 90.087% (17412/19328) 151/391 [=========================>.......................................] Step: 354ms | Tot: 55s31ms | Loss: 0.279 | Acc: 90.096% (17529/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 55s388ms | Loss: 0.279 | Acc: 90.079% (17641/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s751ms | Loss: 0.279 | Acc: 90.102% (17761/19712) 154/391 [=========================>.......................................] Step: 350ms | Tot: 56s102ms | Loss: 0.280 | Acc: 90.081% (17872/19840) 155/391 [=========================>.......................................] Step: 351ms | Tot: 56s453ms | Loss: 0.280 | Acc: 90.069% (17985/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s813ms | Loss: 0.279 | Acc: 90.073% (18101/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s175ms | Loss: 0.281 | Acc: 90.046% (18211/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s534ms | Loss: 0.280 | Acc: 90.045% (18326/20352) 159/391 [==========================>......................................] Step: 351ms | Tot: 57s885ms | Loss: 0.280 | Acc: 90.059% (18444/20480) 160/391 [==========================>......................................] Step: 347ms | Tot: 58s232ms | Loss: 0.280 | Acc: 90.052% (18558/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 58s588ms | Loss: 0.280 | Acc: 90.037% (18670/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 58s946ms | Loss: 0.280 | Acc: 90.040% (18786/20864) 163/391 [===========================>.....................................] Step: 355ms | Tot: 59s301ms | Loss: 0.280 | Acc: 90.053% (18904/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 59s662ms | Loss: 0.279 | Acc: 90.085% (19026/21120) 165/391 [===========================>.....................................] Step: 349ms | Tot: 1m11ms | Loss: 0.279 | Acc: 90.107% (19146/21248) 166/391 [===========================>.....................................] Step: 347ms | Tot: 1m359ms | Loss: 0.279 | Acc: 90.110% (19262/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 1m712ms | Loss: 0.279 | Acc: 90.072% (19369/21504) 168/391 [===========================>.....................................] Step: 357ms | Tot: 1m1s | Loss: 0.280 | Acc: 90.038% (19477/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.280 | Acc: 90.032% (19591/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.280 | Acc: 90.040% (19708/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.280 | Acc: 90.030% (19821/22016) 172/391 [============================>....................................] Step: 349ms | Tot: 1m2s | Loss: 0.281 | Acc: 90.006% (19931/22144) 173/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.280 | Acc: 90.005% (20046/22272) 174/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.281 | Acc: 89.991% (20158/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.281 | Acc: 89.981% (20271/22528) 176/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.281 | Acc: 89.981% (20386/22656) 177/391 [=============================>...................................] Step: 345ms | Tot: 1m4s | Loss: 0.281 | Acc: 89.980% (20501/22784) 178/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.281 | Acc: 89.970% (20614/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.281 | Acc: 89.974% (20730/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.281 | Acc: 89.960% (20842/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m5s | Loss: 0.281 | Acc: 89.968% (20959/23296) 182/391 [==============================>..................................] Step: 347ms | Tot: 1m6s | Loss: 0.281 | Acc: 89.963% (21073/23424) 183/391 [==============================>..................................] Step: 345ms | Tot: 1m6s | Loss: 0.281 | Acc: 89.963% (21188/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.281 | Acc: 89.966% (21304/23680) 185/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.281 | Acc: 89.957% (21417/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.281 | Acc: 89.961% (21533/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m7s | Loss: 0.282 | Acc: 89.964% (21649/24064) 188/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.283 | Acc: 89.935% (21757/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.283 | Acc: 89.926% (21870/24320) 190/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.283 | Acc: 89.921% (21984/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.283 | Acc: 89.941% (22104/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.283 | Acc: 89.957% (22223/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.283 | Acc: 89.973% (22342/24832) 194/391 [================================>................................] Step: 347ms | Tot: 1m10s | Loss: 0.283 | Acc: 89.960% (22454/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.283 | Acc: 89.951% (22567/25088) 196/391 [================================>................................] Step: 352ms | Tot: 1m11s | Loss: 0.284 | Acc: 89.951% (22682/25216) 197/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.284 | Acc: 89.942% (22795/25344) 198/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.285 | Acc: 89.907% (22901/25472) 199/391 [=================================>...............................] Step: 345ms | Tot: 1m12s | Loss: 0.285 | Acc: 89.918% (23019/25600) 200/391 [=================================>...............................] Step: 350ms | Tot: 1m12s | Loss: 0.285 | Acc: 89.902% (23130/25728) 201/391 [=================================>...............................] Step: 353ms | Tot: 1m12s | Loss: 0.285 | Acc: 89.898% (23244/25856) 202/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.285 | Acc: 89.898% (23359/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.285 | Acc: 89.901% (23475/26112) 204/391 [=================================>...............................] Step: 351ms | Tot: 1m13s | Loss: 0.285 | Acc: 89.905% (23591/26240) 205/391 [==================================>..............................] Step: 346ms | Tot: 1m14s | Loss: 0.285 | Acc: 89.912% (23708/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.285 | Acc: 89.923% (23826/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.285 | Acc: 89.911% (23938/26624) 208/391 [==================================>..............................] Step: 353ms | Tot: 1m15s | Loss: 0.285 | Acc: 89.904% (24051/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.285 | Acc: 89.907% (24167/26880) 210/391 [==================================>..............................] Step: 349ms | Tot: 1m16s | Loss: 0.285 | Acc: 89.910% (24283/27008) 211/391 [===================================>.............................] Step: 350ms | Tot: 1m16s | Loss: 0.285 | Acc: 89.899% (24395/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m16s | Loss: 0.285 | Acc: 89.910% (24513/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.286 | Acc: 89.877% (24619/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.286 | Acc: 89.866% (24731/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.287 | Acc: 89.851% (24842/27648) 216/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.287 | Acc: 89.862% (24960/27776) 217/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.287 | Acc: 89.872% (25078/27904) 218/391 [====================================>............................] Step: 351ms | Tot: 1m18s | Loss: 0.286 | Acc: 89.883% (25196/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.286 | Acc: 89.883% (25311/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.287 | Acc: 89.876% (25424/28288) 221/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.286 | Acc: 89.882% (25541/28416) 222/391 [====================================>............................] Step: 347ms | Tot: 1m20s | Loss: 0.286 | Acc: 89.879% (25655/28544) 223/391 [=====================================>...........................] Step: 353ms | Tot: 1m20s | Loss: 0.286 | Acc: 89.889% (25773/28672) 224/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.286 | Acc: 89.899% (25891/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.286 | Acc: 89.896% (26005/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.286 | Acc: 89.895% (26120/29056) 227/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.286 | Acc: 89.902% (26237/29184) 228/391 [=====================================>...........................] Step: 406ms | Tot: 1m22s | Loss: 0.287 | Acc: 89.888% (26348/29312) 229/391 [======================================>..........................] Step: 393ms | Tot: 1m22s | Loss: 0.286 | Acc: 89.901% (26467/29440) 230/391 [======================================>..........................] Step: 399ms | Tot: 1m23s | Loss: 0.286 | Acc: 89.911% (26585/29568) 231/391 [======================================>..........................] Step: 400ms | Tot: 1m23s | Loss: 0.286 | Acc: 89.928% (26705/29696) 232/391 [======================================>..........................] Step: 400ms | Tot: 1m24s | Loss: 0.286 | Acc: 89.924% (26819/29824) 233/391 [======================================>..........................] Step: 407ms | Tot: 1m24s | Loss: 0.286 | Acc: 89.934% (26937/29952) 234/391 [======================================>..........................] Step: 406ms | Tot: 1m24s | Loss: 0.286 | Acc: 89.940% (27054/30080) 235/391 [=======================================>.........................] Step: 396ms | Tot: 1m25s | Loss: 0.286 | Acc: 89.950% (27172/30208) 236/391 [=======================================>.........................] Step: 413ms | Tot: 1m25s | Loss: 0.286 | Acc: 89.953% (27288/30336) 237/391 [=======================================>.........................] Step: 402ms | Tot: 1m26s | Loss: 0.286 | Acc: 89.949% (27402/30464) 238/391 [=======================================>.........................] Step: 408ms | Tot: 1m26s | Loss: 0.286 | Acc: 89.942% (27515/30592) 239/391 [=======================================>.........................] Step: 399ms | Tot: 1m26s | Loss: 0.286 | Acc: 89.932% (27627/30720) 240/391 [=======================================>.........................] Step: 392ms | Tot: 1m27s | Loss: 0.287 | Acc: 89.902% (27733/30848) 241/391 [========================================>........................] Step: 404ms | Tot: 1m27s | Loss: 0.288 | Acc: 89.886% (27843/30976) 242/391 [========================================>........................] Step: 404ms | Tot: 1m28s | Loss: 0.288 | Acc: 89.869% (27953/31104) 243/391 [========================================>........................] Step: 395ms | Tot: 1m28s | Loss: 0.288 | Acc: 89.866% (28067/31232) 244/391 [========================================>........................] Step: 402ms | Tot: 1m28s | Loss: 0.288 | Acc: 89.869% (28183/31360) 245/391 [========================================>........................] Step: 394ms | Tot: 1m29s | Loss: 0.288 | Acc: 89.850% (28292/31488) 246/391 [========================================>........................] Step: 401ms | Tot: 1m29s | Loss: 0.288 | Acc: 89.853% (28408/31616) 247/391 [=========================================>.......................] Step: 402ms | Tot: 1m30s | Loss: 0.288 | Acc: 89.850% (28522/31744) 248/391 [=========================================>.......................] Step: 399ms | Tot: 1m30s | Loss: 0.288 | Acc: 89.850% (28637/31872) 249/391 [=========================================>.......................] Step: 399ms | Tot: 1m30s | Loss: 0.288 | Acc: 89.838% (28748/32000) 250/391 [=========================================>.......................] Step: 397ms | Tot: 1m31s | Loss: 0.288 | Acc: 89.841% (28864/32128) 251/391 [=========================================>.......................] Step: 412ms | Tot: 1m31s | Loss: 0.288 | Acc: 89.841% (28979/32256) 252/391 [=========================================>.......................] Step: 401ms | Tot: 1m32s | Loss: 0.288 | Acc: 89.838% (29093/32384) 253/391 [==========================================>......................] Step: 400ms | Tot: 1m32s | Loss: 0.289 | Acc: 89.822% (29203/32512) 254/391 [==========================================>......................] Step: 393ms | Tot: 1m32s | Loss: 0.289 | Acc: 89.835% (29322/32640) 255/391 [==========================================>......................] Step: 403ms | Tot: 1m33s | Loss: 0.289 | Acc: 89.828% (29435/32768) 256/391 [==========================================>......................] Step: 397ms | Tot: 1m33s | Loss: 0.289 | Acc: 89.807% (29543/32896) 257/391 [==========================================>......................] Step: 397ms | Tot: 1m34s | Loss: 0.289 | Acc: 89.792% (29653/33024) 258/391 [==========================================>......................] Step: 403ms | Tot: 1m34s | Loss: 0.289 | Acc: 89.811% (29774/33152) 259/391 [===========================================>.....................] Step: 407ms | Tot: 1m34s | Loss: 0.289 | Acc: 89.808% (29888/33280) 260/391 [===========================================>.....................] Step: 417ms | Tot: 1m35s | Loss: 0.290 | Acc: 89.802% (30001/33408) 261/391 [===========================================>.....................] Step: 391ms | Tot: 1m35s | Loss: 0.290 | Acc: 89.796% (30114/33536) 262/391 [===========================================>.....................] Step: 395ms | Tot: 1m36s | Loss: 0.290 | Acc: 89.802% (30231/33664) 263/391 [===========================================>.....................] Step: 373ms | Tot: 1m36s | Loss: 0.290 | Acc: 89.802% (30346/33792) 264/391 [===========================================>.....................] Step: 398ms | Tot: 1m36s | Loss: 0.290 | Acc: 89.785% (30455/33920) 265/391 [============================================>....................] Step: 396ms | Tot: 1m37s | Loss: 0.290 | Acc: 89.788% (30571/34048) 266/391 [============================================>....................] Step: 401ms | Tot: 1m37s | Loss: 0.290 | Acc: 89.809% (30693/34176) 267/391 [============================================>....................] Step: 395ms | Tot: 1m38s | Loss: 0.290 | Acc: 89.800% (30805/34304) 268/391 [============================================>....................] Step: 400ms | Tot: 1m38s | Loss: 0.290 | Acc: 89.806% (30922/34432) 269/391 [============================================>....................] Step: 407ms | Tot: 1m38s | Loss: 0.290 | Acc: 89.795% (31033/34560) 270/391 [============================================>....................] Step: 394ms | Tot: 1m39s | Loss: 0.290 | Acc: 89.801% (31150/34688) 271/391 [=============================================>...................] Step: 398ms | Tot: 1m39s | Loss: 0.290 | Acc: 89.798% (31264/34816) 272/391 [=============================================>...................] Step: 399ms | Tot: 1m40s | Loss: 0.290 | Acc: 89.798% (31379/34944) 273/391 [=============================================>...................] Step: 402ms | Tot: 1m40s | Loss: 0.290 | Acc: 89.787% (31490/35072) 274/391 [=============================================>...................] Step: 401ms | Tot: 1m40s | Loss: 0.290 | Acc: 89.781% (31603/35200) 275/391 [=============================================>...................] Step: 403ms | Tot: 1m41s | Loss: 0.290 | Acc: 89.781% (31718/35328) 276/391 [=============================================>...................] Step: 398ms | Tot: 1m41s | Loss: 0.290 | Acc: 89.782% (31833/35456) 277/391 [==============================================>..................] Step: 403ms | Tot: 1m42s | Loss: 0.290 | Acc: 89.762% (31941/35584) 278/391 [==============================================>..................] Step: 408ms | Tot: 1m42s | Loss: 0.290 | Acc: 89.765% (32057/35712) 279/391 [==============================================>..................] Step: 401ms | Tot: 1m42s | Loss: 0.291 | Acc: 89.752% (32167/35840) 280/391 [==============================================>..................] Step: 394ms | Tot: 1m43s | Loss: 0.291 | Acc: 89.738% (32277/35968) 281/391 [==============================================>..................] Step: 397ms | Tot: 1m43s | Loss: 0.292 | Acc: 89.730% (32389/36096) 282/391 [==============================================>..................] Step: 395ms | Tot: 1m44s | Loss: 0.292 | Acc: 89.711% (32497/36224) 283/391 [===============================================>.................] Step: 393ms | Tot: 1m44s | Loss: 0.292 | Acc: 89.709% (32611/36352) 284/391 [===============================================>.................] Step: 391ms | Tot: 1m44s | Loss: 0.292 | Acc: 89.709% (32726/36480) 285/391 [===============================================>.................] Step: 397ms | Tot: 1m45s | Loss: 0.292 | Acc: 89.696% (32836/36608) 286/391 [===============================================>.................] Step: 402ms | Tot: 1m45s | Loss: 0.293 | Acc: 89.691% (32949/36736) 287/391 [===============================================>.................] Step: 403ms | Tot: 1m46s | Loss: 0.293 | Acc: 89.684% (33061/36864) 288/391 [===============================================>.................] Step: 391ms | Tot: 1m46s | Loss: 0.293 | Acc: 89.676% (33173/36992) 289/391 [================================================>................] Step: 391ms | Tot: 1m46s | Loss: 0.293 | Acc: 89.677% (33288/37120) 290/391 [================================================>................] Step: 393ms | Tot: 1m47s | Loss: 0.293 | Acc: 89.675% (33402/37248) 291/391 [================================================>................] Step: 407ms | Tot: 1m47s | Loss: 0.293 | Acc: 89.683% (33520/37376) 292/391 [================================================>................] Step: 400ms | Tot: 1m48s | Loss: 0.293 | Acc: 89.686% (33636/37504) 293/391 [================================================>................] Step: 397ms | Tot: 1m48s | Loss: 0.293 | Acc: 89.695% (33754/37632) 294/391 [================================================>................] Step: 393ms | Tot: 1m48s | Loss: 0.293 | Acc: 89.698% (33870/37760) 295/391 [=================================================>...............] Step: 395ms | Tot: 1m49s | Loss: 0.294 | Acc: 89.683% (33979/37888) 296/391 [=================================================>...............] Step: 410ms | Tot: 1m49s | Loss: 0.294 | Acc: 89.681% (34093/38016) 297/391 [=================================================>...............] Step: 402ms | Tot: 1m50s | Loss: 0.294 | Acc: 89.679% (34207/38144) 298/391 [=================================================>...............] Step: 394ms | Tot: 1m50s | Loss: 0.294 | Acc: 89.677% (34321/38272) 299/391 [=================================================>...............] Step: 392ms | Tot: 1m50s | Loss: 0.294 | Acc: 89.682% (34438/38400) 300/391 [=================================================>...............] Step: 403ms | Tot: 1m51s | Loss: 0.294 | Acc: 89.680% (34552/38528) 301/391 [==================================================>..............] Step: 403ms | Tot: 1m51s | Loss: 0.294 | Acc: 89.694% (34672/38656) 302/391 [==================================================>..............] Step: 398ms | Tot: 1m52s | Loss: 0.294 | Acc: 89.694% (34787/38784) 303/391 [==================================================>..............] Step: 403ms | Tot: 1m52s | Loss: 0.294 | Acc: 89.695% (34902/38912) 304/391 [==================================================>..............] Step: 402ms | Tot: 1m52s | Loss: 0.294 | Acc: 89.690% (35015/39040) 305/391 [==================================================>..............] Step: 410ms | Tot: 1m53s | Loss: 0.294 | Acc: 89.685% (35128/39168) 306/391 [==================================================>..............] Step: 406ms | Tot: 1m53s | Loss: 0.294 | Acc: 89.681% (35241/39296) 307/391 [===================================================>.............] Step: 397ms | Tot: 1m54s | Loss: 0.294 | Acc: 89.697% (35362/39424) 308/391 [===================================================>.............] Step: 403ms | Tot: 1m54s | Loss: 0.294 | Acc: 89.690% (35474/39552) 309/391 [===================================================>.............] Step: 400ms | Tot: 1m54s | Loss: 0.294 | Acc: 89.680% (35585/39680) 310/391 [===================================================>.............] Step: 396ms | Tot: 1m55s | Loss: 0.294 | Acc: 89.685% (35702/39808) 311/391 [===================================================>.............] Step: 400ms | Tot: 1m55s | Loss: 0.294 | Acc: 89.686% (35817/39936) 312/391 [===================================================>.............] Step: 398ms | Tot: 1m56s | Loss: 0.294 | Acc: 89.684% (35931/40064) 313/391 [====================================================>............] Step: 403ms | Tot: 1m56s | Loss: 0.294 | Acc: 89.689% (36048/40192) 314/391 [====================================================>............] Step: 402ms | Tot: 1m56s | Loss: 0.294 | Acc: 89.692% (36164/40320) 315/391 [====================================================>............] Step: 403ms | Tot: 1m57s | Loss: 0.294 | Acc: 89.703% (36283/40448) 316/391 [====================================================>............] Step: 405ms | Tot: 1m57s | Loss: 0.294 | Acc: 89.696% (36395/40576) 317/391 [====================================================>............] Step: 405ms | Tot: 1m58s | Loss: 0.295 | Acc: 89.691% (36508/40704) 318/391 [====================================================>............] Step: 397ms | Tot: 1m58s | Loss: 0.295 | Acc: 89.680% (36618/40832) 319/391 [=====================================================>...........] Step: 401ms | Tot: 1m58s | Loss: 0.295 | Acc: 89.661% (36725/40960) 320/391 [=====================================================>...........] Step: 409ms | Tot: 1m59s | Loss: 0.295 | Acc: 89.659% (36839/41088) 321/391 [=====================================================>...........] Step: 398ms | Tot: 1m59s | Loss: 0.295 | Acc: 89.652% (36951/41216) 322/391 [=====================================================>...........] Step: 401ms | Tot: 2m165ms | Loss: 0.295 | Acc: 89.655% (37067/41344) 323/391 [=====================================================>...........] Step: 401ms | Tot: 2m566ms | Loss: 0.295 | Acc: 89.670% (37188/41472) 324/391 [=====================================================>...........] Step: 398ms | Tot: 2m965ms | Loss: 0.295 | Acc: 89.680% (37307/41600) 325/391 [======================================================>..........] Step: 400ms | Tot: 2m1s | Loss: 0.295 | Acc: 89.690% (37426/41728) 326/391 [======================================================>..........] Step: 402ms | Tot: 2m1s | Loss: 0.295 | Acc: 89.677% (37535/41856) 327/391 [======================================================>..........] Step: 397ms | Tot: 2m2s | Loss: 0.295 | Acc: 89.684% (37653/41984) 328/391 [======================================================>..........] Step: 392ms | Tot: 2m2s | Loss: 0.295 | Acc: 89.685% (37768/42112) 329/391 [======================================================>..........] Step: 383ms | Tot: 2m2s | Loss: 0.295 | Acc: 89.683% (37882/42240) 330/391 [======================================================>..........] Step: 378ms | Tot: 2m3s | Loss: 0.295 | Acc: 89.681% (37996/42368) 331/391 [=======================================================>.........] Step: 381ms | Tot: 2m3s | Loss: 0.295 | Acc: 89.688% (38114/42496) 332/391 [=======================================================>.........] Step: 380ms | Tot: 2m4s | Loss: 0.295 | Acc: 89.677% (38224/42624) 333/391 [=======================================================>.........] Step: 394ms | Tot: 2m4s | Loss: 0.296 | Acc: 89.671% (38336/42752) 334/391 [=======================================================>.........] Step: 395ms | Tot: 2m4s | Loss: 0.296 | Acc: 89.671% (38451/42880) 335/391 [=======================================================>.........] Step: 391ms | Tot: 2m5s | Loss: 0.296 | Acc: 89.676% (38568/43008) 336/391 [=======================================================>.........] Step: 396ms | Tot: 2m5s | Loss: 0.295 | Acc: 89.677% (38683/43136) 337/391 [========================================================>........] Step: 393ms | Tot: 2m6s | Loss: 0.295 | Acc: 89.675% (38797/43264) 338/391 [========================================================>........] Step: 397ms | Tot: 2m6s | Loss: 0.296 | Acc: 89.673% (38911/43392) 339/391 [========================================================>........] Step: 401ms | Tot: 2m6s | Loss: 0.295 | Acc: 89.674% (39026/43520) 340/391 [========================================================>........] Step: 391ms | Tot: 2m7s | Loss: 0.295 | Acc: 89.679% (39143/43648) 341/391 [========================================================>........] Step: 408ms | Tot: 2m7s | Loss: 0.295 | Acc: 89.686% (39261/43776) 342/391 [========================================================>........] Step: 391ms | Tot: 2m8s | Loss: 0.295 | Acc: 89.691% (39378/43904) 343/391 [=========================================================>.......] Step: 392ms | Tot: 2m8s | Loss: 0.295 | Acc: 89.680% (39488/44032) 344/391 [=========================================================>.......] Step: 388ms | Tot: 2m8s | Loss: 0.295 | Acc: 89.683% (39604/44160) 345/391 [=========================================================>.......] Step: 393ms | Tot: 2m9s | Loss: 0.296 | Acc: 89.656% (39707/44288) 346/391 [=========================================================>.......] Step: 400ms | Tot: 2m9s | Loss: 0.296 | Acc: 89.661% (39824/44416) 347/391 [=========================================================>.......] Step: 407ms | Tot: 2m10s | Loss: 0.296 | Acc: 89.657% (39937/44544) 348/391 [=========================================================>.......] Step: 397ms | Tot: 2m10s | Loss: 0.296 | Acc: 89.667% (40056/44672) 349/391 [==========================================================>......] Step: 391ms | Tot: 2m10s | Loss: 0.296 | Acc: 89.647% (40162/44800) 350/391 [==========================================================>......] Step: 403ms | Tot: 2m11s | Loss: 0.296 | Acc: 89.643% (40275/44928) 351/391 [==========================================================>......] Step: 392ms | Tot: 2m11s | Loss: 0.296 | Acc: 89.651% (40393/45056) 352/391 [==========================================================>......] Step: 383ms | Tot: 2m11s | Loss: 0.296 | Acc: 89.645% (40505/45184) 353/391 [==========================================================>......] Step: 386ms | Tot: 2m12s | Loss: 0.296 | Acc: 89.650% (40622/45312) 354/391 [==========================================================>......] Step: 396ms | Tot: 2m12s | Loss: 0.296 | Acc: 89.654% (40739/45440) 355/391 [===========================================================>.....] Step: 398ms | Tot: 2m13s | Loss: 0.296 | Acc: 89.662% (40857/45568) 356/391 [===========================================================>.....] Step: 399ms | Tot: 2m13s | Loss: 0.296 | Acc: 89.656% (40969/45696) 357/391 [===========================================================>.....] Step: 395ms | Tot: 2m13s | Loss: 0.296 | Acc: 89.663% (41087/45824) 358/391 [===========================================================>.....] Step: 394ms | Tot: 2m14s | Loss: 0.296 | Acc: 89.657% (41199/45952) 359/391 [===========================================================>.....] Step: 400ms | Tot: 2m14s | Loss: 0.297 | Acc: 89.651% (41311/46080) 360/391 [===========================================================>.....] Step: 390ms | Tot: 2m15s | Loss: 0.297 | Acc: 89.649% (41425/46208) 361/391 [============================================================>....] Step: 394ms | Tot: 2m15s | Loss: 0.297 | Acc: 89.634% (41533/46336) 362/391 [============================================================>....] Step: 387ms | Tot: 2m15s | Loss: 0.297 | Acc: 89.639% (41650/46464) 363/391 [============================================================>....] Step: 385ms | Tot: 2m16s | Loss: 0.297 | Acc: 89.638% (41764/46592) 364/391 [============================================================>....] Step: 390ms | Tot: 2m16s | Loss: 0.297 | Acc: 89.625% (41873/46720) 365/391 [============================================================>....] Step: 397ms | Tot: 2m17s | Loss: 0.297 | Acc: 89.630% (41990/46848) 366/391 [============================================================>....] Step: 395ms | Tot: 2m17s | Loss: 0.298 | Acc: 89.620% (42100/46976) 367/391 [=============================================================>...] Step: 388ms | Tot: 2m17s | Loss: 0.298 | Acc: 89.612% (42211/47104) 368/391 [=============================================================>...] Step: 389ms | Tot: 2m18s | Loss: 0.298 | Acc: 89.605% (42322/47232) 369/391 [=============================================================>...] Step: 393ms | Tot: 2m18s | Loss: 0.298 | Acc: 89.605% (42437/47360) 370/391 [=============================================================>...] Step: 390ms | Tot: 2m19s | Loss: 0.298 | Acc: 89.595% (42547/47488) 371/391 [=============================================================>...] Step: 399ms | Tot: 2m19s | Loss: 0.299 | Acc: 89.585% (42657/47616) 372/391 [=============================================================>...] Step: 398ms | Tot: 2m19s | Loss: 0.299 | Acc: 89.590% (42774/47744) 373/391 [==============================================================>..] Step: 397ms | Tot: 2m20s | Loss: 0.299 | Acc: 89.589% (42888/47872) 374/391 [==============================================================>..] Step: 393ms | Tot: 2m20s | Loss: 0.299 | Acc: 89.590% (43003/48000) 375/391 [==============================================================>..] Step: 389ms | Tot: 2m21s | Loss: 0.299 | Acc: 89.592% (43119/48128) 376/391 [==============================================================>..] Step: 399ms | Tot: 2m21s | Loss: 0.299 | Acc: 89.601% (43238/48256) 377/391 [==============================================================>..] Step: 416ms | Tot: 2m21s | Loss: 0.299 | Acc: 89.614% (43359/48384) 378/391 [==============================================================>..] Step: 404ms | Tot: 2m22s | Loss: 0.299 | Acc: 89.611% (43472/48512) 379/391 [===============================================================>.] Step: 407ms | Tot: 2m22s | Loss: 0.299 | Acc: 89.613% (43588/48640) 380/391 [===============================================================>.] Step: 401ms | Tot: 2m23s | Loss: 0.299 | Acc: 89.618% (43705/48768) 381/391 [===============================================================>.] Step: 390ms | Tot: 2m23s | Loss: 0.299 | Acc: 89.621% (43821/48896) 382/391 [===============================================================>.] Step: 385ms | Tot: 2m23s | Loss: 0.298 | Acc: 89.628% (43939/49024) 383/391 [===============================================================>.] Step: 396ms | Tot: 2m24s | Loss: 0.298 | Acc: 89.628% (44054/49152) 384/391 [===============================================================>.] Step: 399ms | Tot: 2m24s | Loss: 0.298 | Acc: 89.635% (44172/49280) 385/391 [================================================================>] Step: 373ms | Tot: 2m25s | Loss: 0.298 | Acc: 89.637% (44288/49408) 386/391 [================================================================>] Step: 396ms | Tot: 2m25s | Loss: 0.298 | Acc: 89.638% (44403/49536) 387/391 [================================================================>] Step: 371ms | Tot: 2m25s | Loss: 0.298 | Acc: 89.630% (44514/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m26s | Loss: 0.298 | Acc: 89.625% (44626/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m26s | Loss: 0.299 | Acc: 89.609% (44733/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m26s | Loss: 0.299 | Acc: 89.612% (44806/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 2ms | Loss: 0.495 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 307ms | Tot: 310ms | Loss: 0.454 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 307ms | Tot: 617ms | Loss: 0.424 | Acc: 86.333% (259/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 920ms | Loss: 0.408 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 312ms | Tot: 1s233ms | Loss: 0.391 | Acc: 87.000% (435/500) 5/100 [===>.............................................................] Step: 302ms | Tot: 1s535ms | Loss: 0.360 | Acc: 87.833% (527/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s837ms | Loss: 0.358 | Acc: 87.714% (614/700) 7/100 [====>............................................................] Step: 315ms | Tot: 2s152ms | Loss: 0.374 | Acc: 87.375% (699/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s455ms | Loss: 0.397 | Acc: 87.111% (784/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s761ms | Loss: 0.409 | Acc: 86.700% (867/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 3s61ms | Loss: 0.413 | Acc: 86.545% (952/1100) 11/100 [=======>.........................................................] Step: 301ms | Tot: 3s362ms | Loss: 0.418 | Acc: 86.250% (1035/1200) 12/100 [=======>.........................................................] Step: 311ms | Tot: 3s673ms | Loss: 0.405 | Acc: 86.462% (1124/1300) 13/100 [========>........................................................] Step: 327ms | Tot: 4s | Loss: 0.401 | Acc: 86.571% (1212/1400) 14/100 [=========>.......................................................] Step: 335ms | Tot: 4s336ms | Loss: 0.404 | Acc: 86.467% (1297/1500) 15/100 [=========>.......................................................] Step: 346ms | Tot: 4s682ms | Loss: 0.408 | Acc: 86.312% (1381/1600) 16/100 [==========>......................................................] Step: 315ms | Tot: 4s997ms | Loss: 0.401 | Acc: 86.647% (1473/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s310ms | Loss: 0.407 | Acc: 86.500% (1557/1800) 18/100 [===========>.....................................................] Step: 316ms | Tot: 5s626ms | Loss: 0.406 | Acc: 86.684% (1647/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s930ms | Loss: 0.410 | Acc: 86.500% (1730/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s236ms | Loss: 0.409 | Acc: 86.429% (1815/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s545ms | Loss: 0.409 | Acc: 86.409% (1901/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s854ms | Loss: 0.417 | Acc: 86.261% (1984/2300) 23/100 [==============>..................................................] Step: 312ms | Tot: 7s167ms | Loss: 0.414 | Acc: 86.250% (2070/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s477ms | Loss: 0.421 | Acc: 86.040% (2151/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s784ms | Loss: 0.428 | Acc: 85.846% (2232/2600) 26/100 [================>................................................] Step: 302ms | Tot: 8s87ms | Loss: 0.421 | Acc: 86.037% (2323/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s397ms | Loss: 0.421 | Acc: 86.107% (2411/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s707ms | Loss: 0.429 | Acc: 85.862% (2490/2900) 29/100 [==================>..............................................] Step: 313ms | Tot: 9s20ms | Loss: 0.427 | Acc: 86.000% (2580/3000) 30/100 [===================>.............................................] Step: 318ms | Tot: 9s339ms | Loss: 0.426 | Acc: 86.000% (2666/3100) 31/100 [====================>............................................] Step: 324ms | Tot: 9s663ms | Loss: 0.426 | Acc: 85.969% (2751/3200) 32/100 [====================>............................................] Step: 314ms | Tot: 9s978ms | Loss: 0.424 | Acc: 86.061% (2840/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s291ms | Loss: 0.428 | Acc: 85.912% (2921/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s599ms | Loss: 0.433 | Acc: 85.800% (3003/3500) 35/100 [======================>..........................................] Step: 297ms | Tot: 10s896ms | Loss: 0.432 | Acc: 85.833% (3090/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s203ms | Loss: 0.432 | Acc: 85.865% (3177/3700) 37/100 [========================>........................................] Step: 306ms | Tot: 11s510ms | Loss: 0.436 | Acc: 85.711% (3257/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s817ms | Loss: 0.434 | Acc: 85.769% (3345/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s128ms | Loss: 0.433 | Acc: 85.800% (3432/4000) 40/100 [==========================>......................................] Step: 316ms | Tot: 12s445ms | Loss: 0.434 | Acc: 85.756% (3516/4100) 41/100 [==========================>......................................] Step: 323ms | Tot: 12s768ms | Loss: 0.436 | Acc: 85.714% (3600/4200) 42/100 [===========================>.....................................] Step: 317ms | Tot: 13s86ms | Loss: 0.432 | Acc: 85.860% (3692/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s392ms | Loss: 0.430 | Acc: 85.977% (3783/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s701ms | Loss: 0.427 | Acc: 86.000% (3870/4500) 45/100 [=============================>...................................] Step: 319ms | Tot: 14s20ms | Loss: 0.426 | Acc: 86.000% (3956/4600) 46/100 [=============================>...................................] Step: 325ms | Tot: 14s346ms | Loss: 0.428 | Acc: 85.915% (4038/4700) 47/100 [==============================>..................................] Step: 330ms | Tot: 14s676ms | Loss: 0.428 | Acc: 85.917% (4124/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s986ms | Loss: 0.425 | Acc: 85.959% (4212/4900) 49/100 [===============================>.................................] Step: 314ms | Tot: 15s301ms | Loss: 0.426 | Acc: 86.000% (4300/5000) 50/100 [================================>................................] Step: 314ms | Tot: 15s615ms | Loss: 0.425 | Acc: 86.020% (4387/5100) 51/100 [=================================>...............................] Step: 320ms | Tot: 15s936ms | Loss: 0.428 | Acc: 85.981% (4471/5200) 52/100 [=================================>...............................] Step: 323ms | Tot: 16s259ms | Loss: 0.428 | Acc: 85.943% (4555/5300) 53/100 [==================================>..............................] Step: 321ms | Tot: 16s581ms | Loss: 0.426 | Acc: 85.944% (4641/5400) 54/100 [===================================>.............................] Step: 312ms | Tot: 16s893ms | Loss: 0.425 | Acc: 85.982% (4729/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 17s206ms | Loss: 0.425 | Acc: 86.036% (4818/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s515ms | Loss: 0.424 | Acc: 86.035% (4904/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s824ms | Loss: 0.424 | Acc: 86.069% (4992/5800) 58/100 [=====================================>...........................] Step: 317ms | Tot: 18s142ms | Loss: 0.424 | Acc: 86.068% (5078/5900) 59/100 [======================================>..........................] Step: 312ms | Tot: 18s454ms | Loss: 0.424 | Acc: 86.067% (5164/6000) 60/100 [=======================================>.........................] Step: 319ms | Tot: 18s774ms | Loss: 0.423 | Acc: 86.098% (5252/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 19s82ms | Loss: 0.422 | Acc: 86.145% (5341/6200) 62/100 [========================================>........................] Step: 318ms | Tot: 19s401ms | Loss: 0.422 | Acc: 86.143% (5427/6300) 63/100 [========================================>........................] Step: 317ms | Tot: 19s718ms | Loss: 0.420 | Acc: 86.141% (5513/6400) 64/100 [=========================================>.......................] Step: 313ms | Tot: 20s32ms | Loss: 0.422 | Acc: 86.123% (5598/6500) 65/100 [==========================================>......................] Step: 324ms | Tot: 20s356ms | Loss: 0.421 | Acc: 86.106% (5683/6600) 66/100 [==========================================>......................] Step: 321ms | Tot: 20s678ms | Loss: 0.419 | Acc: 86.164% (5773/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s979ms | Loss: 0.421 | Acc: 86.147% (5858/6800) 68/100 [============================================>....................] Step: 318ms | Tot: 21s298ms | Loss: 0.418 | Acc: 86.217% (5949/6900) 69/100 [============================================>....................] Step: 315ms | Tot: 21s613ms | Loss: 0.420 | Acc: 86.157% (6031/7000) 70/100 [=============================================>...................] Step: 316ms | Tot: 21s929ms | Loss: 0.421 | Acc: 86.099% (6113/7100) 71/100 [==============================================>..................] Step: 324ms | Tot: 22s254ms | Loss: 0.422 | Acc: 86.069% (6197/7200) 72/100 [==============================================>..................] Step: 314ms | Tot: 22s568ms | Loss: 0.421 | Acc: 86.055% (6282/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s879ms | Loss: 0.420 | Acc: 86.081% (6370/7400) 74/100 [================================================>................] Step: 310ms | Tot: 23s190ms | Loss: 0.421 | Acc: 85.987% (6449/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s497ms | Loss: 0.420 | Acc: 85.961% (6533/7600) 76/100 [=================================================>...............] Step: 315ms | Tot: 23s812ms | Loss: 0.422 | Acc: 85.948% (6618/7700) 77/100 [==================================================>..............] Step: 312ms | Tot: 24s124ms | Loss: 0.422 | Acc: 86.000% (6708/7800) 78/100 [==================================================>..............] Step: 332ms | Tot: 24s457ms | Loss: 0.422 | Acc: 85.949% (6790/7900) 79/100 [===================================================>.............] Step: 320ms | Tot: 24s777ms | Loss: 0.422 | Acc: 85.938% (6875/8000) 80/100 [====================================================>............] Step: 314ms | Tot: 25s91ms | Loss: 0.420 | Acc: 85.988% (6965/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 25s402ms | Loss: 0.419 | Acc: 86.012% (7053/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s716ms | Loss: 0.418 | Acc: 86.060% (7143/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 26s26ms | Loss: 0.417 | Acc: 86.060% (7229/8400) 84/100 [======================================================>..........] Step: 321ms | Tot: 26s348ms | Loss: 0.419 | Acc: 86.012% (7311/8500) 85/100 [=======================================================>.........] Step: 317ms | Tot: 26s665ms | Loss: 0.420 | Acc: 85.977% (7394/8600) 86/100 [=======================================================>.........] Step: 328ms | Tot: 26s994ms | Loss: 0.419 | Acc: 86.011% (7483/8700) 87/100 [========================================================>........] Step: 316ms | Tot: 27s310ms | Loss: 0.420 | Acc: 85.989% (7567/8800) 88/100 [=========================================================>.......] Step: 312ms | Tot: 27s623ms | Loss: 0.419 | Acc: 86.067% (7660/8900) 89/100 [=========================================================>.......] Step: 319ms | Tot: 27s942ms | Loss: 0.420 | Acc: 86.044% (7744/9000) 90/100 [==========================================================>......] Step: 318ms | Tot: 28s261ms | Loss: 0.419 | Acc: 86.066% (7832/9100) 91/100 [===========================================================>.....] Step: 322ms | Tot: 28s583ms | Loss: 0.417 | Acc: 86.109% (7922/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 28s894ms | Loss: 0.419 | Acc: 86.054% (8003/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 29s208ms | Loss: 0.418 | Acc: 86.096% (8093/9400) 94/100 [=============================================================>...] Step: 320ms | Tot: 29s528ms | Loss: 0.418 | Acc: 86.074% (8177/9500) 95/100 [=============================================================>...] Step: 325ms | Tot: 29s854ms | Loss: 0.418 | Acc: 86.115% (8267/9600) 96/100 [==============================================================>..] Step: 315ms | Tot: 30s170ms | Loss: 0.417 | Acc: 86.134% (8355/9700) 97/100 [===============================================================>.] Step: 316ms | Tot: 30s486ms | Loss: 0.418 | Acc: 86.112% (8439/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 30s802ms | Loss: 0.419 | Acc: 86.081% (8522/9900) 99/100 [================================================================>] Step: 307ms | Tot: 31s110ms | Loss: 0.418 | Acc: 86.130% (8613/10000) 100/100 + +Epoch: 114 + [>................................................................] Step: 612ms | Tot: 2ms | Loss: 0.239 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 389ms | Tot: 391ms | Loss: 0.227 | Acc: 92.969% (238/256) 2/391 [>................................................................] Step: 386ms | Tot: 778ms | Loss: 0.233 | Acc: 92.188% (354/384) 3/391 [>................................................................] Step: 381ms | Tot: 1s159ms | Loss: 0.248 | Acc: 92.383% (473/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s531ms | Loss: 0.254 | Acc: 91.875% (588/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s899ms | Loss: 0.256 | Acc: 91.536% (703/768) 6/391 [>................................................................] Step: 388ms | Tot: 2s288ms | Loss: 0.254 | Acc: 91.295% (818/896) 7/391 [=>...............................................................] Step: 385ms | Tot: 2s673ms | Loss: 0.273 | Acc: 90.918% (931/1024) 8/391 [=>...............................................................] Step: 386ms | Tot: 3s60ms | Loss: 0.270 | Acc: 91.059% (1049/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s423ms | Loss: 0.274 | Acc: 90.938% (1164/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s786ms | Loss: 0.271 | Acc: 91.193% (1284/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s153ms | Loss: 0.277 | Acc: 90.755% (1394/1536) 12/391 [=>...............................................................] Step: 376ms | Tot: 4s530ms | Loss: 0.271 | Acc: 90.986% (1514/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s898ms | Loss: 0.269 | Acc: 90.792% (1627/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s264ms | Loss: 0.266 | Acc: 90.938% (1746/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s631ms | Loss: 0.266 | Acc: 90.869% (1861/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s995ms | Loss: 0.262 | Acc: 90.947% (1979/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s361ms | Loss: 0.260 | Acc: 91.059% (2098/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s732ms | Loss: 0.265 | Acc: 90.789% (2208/2432) 19/391 [===>.............................................................] Step: 367ms | Tot: 7s100ms | Loss: 0.267 | Acc: 90.703% (2322/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s459ms | Loss: 0.267 | Acc: 90.774% (2440/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s822ms | Loss: 0.268 | Acc: 90.838% (2558/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s190ms | Loss: 0.263 | Acc: 91.033% (2680/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s560ms | Loss: 0.261 | Acc: 91.016% (2796/3072) 24/391 [===>.............................................................] Step: 371ms | Tot: 8s932ms | Loss: 0.261 | Acc: 90.969% (2911/3200) 25/391 [====>............................................................] Step: 372ms | Tot: 9s304ms | Loss: 0.259 | Acc: 91.106% (3032/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s666ms | Loss: 0.260 | Acc: 91.001% (3145/3456) 27/391 [====>............................................................] Step: 359ms | Tot: 10s26ms | Loss: 0.262 | Acc: 90.876% (3257/3584) 28/391 [====>............................................................] Step: 367ms | Tot: 10s393ms | Loss: 0.261 | Acc: 90.894% (3374/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s760ms | Loss: 0.260 | Acc: 90.938% (3492/3840) 30/391 [====>............................................................] Step: 371ms | Tot: 11s131ms | Loss: 0.260 | Acc: 91.003% (3611/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s491ms | Loss: 0.262 | Acc: 90.967% (3726/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s847ms | Loss: 0.264 | Acc: 90.933% (3841/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s211ms | Loss: 0.267 | Acc: 90.855% (3954/4352) 34/391 [=====>...........................................................] Step: 378ms | Tot: 12s590ms | Loss: 0.267 | Acc: 90.871% (4071/4480) 35/391 [=====>...........................................................] Step: 368ms | Tot: 12s959ms | Loss: 0.267 | Acc: 90.864% (4187/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s320ms | Loss: 0.266 | Acc: 90.921% (4306/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s683ms | Loss: 0.266 | Acc: 90.872% (4420/4864) 38/391 [======>..........................................................] Step: 355ms | Tot: 14s39ms | Loss: 0.267 | Acc: 90.825% (4534/4992) 39/391 [======>..........................................................] Step: 354ms | Tot: 14s394ms | Loss: 0.271 | Acc: 90.742% (4646/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s752ms | Loss: 0.269 | Acc: 90.796% (4765/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s113ms | Loss: 0.269 | Acc: 90.830% (4883/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s474ms | Loss: 0.269 | Acc: 90.734% (4994/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s832ms | Loss: 0.270 | Acc: 90.696% (5108/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s194ms | Loss: 0.269 | Acc: 90.747% (5227/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s556ms | Loss: 0.270 | Acc: 90.693% (5340/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s916ms | Loss: 0.270 | Acc: 90.725% (5458/6016) 47/391 [=======>.........................................................] Step: 353ms | Tot: 17s270ms | Loss: 0.269 | Acc: 90.788% (5578/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s629ms | Loss: 0.269 | Acc: 90.753% (5692/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s986ms | Loss: 0.269 | Acc: 90.703% (5805/6400) 50/391 [========>........................................................] Step: 354ms | Tot: 18s340ms | Loss: 0.271 | Acc: 90.625% (5916/6528) 51/391 [========>........................................................] Step: 373ms | Tot: 18s714ms | Loss: 0.271 | Acc: 90.670% (6035/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 19s71ms | Loss: 0.269 | Acc: 90.684% (6152/6784) 53/391 [========>........................................................] Step: 355ms | Tot: 19s426ms | Loss: 0.269 | Acc: 90.668% (6267/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s785ms | Loss: 0.272 | Acc: 90.597% (6378/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s145ms | Loss: 0.272 | Acc: 90.625% (6496/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s506ms | Loss: 0.272 | Acc: 90.680% (6616/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s866ms | Loss: 0.272 | Acc: 90.706% (6734/7424) 58/391 [=========>.......................................................] Step: 355ms | Tot: 21s221ms | Loss: 0.271 | Acc: 90.797% (6857/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s584ms | Loss: 0.270 | Acc: 90.807% (6974/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 21s951ms | Loss: 0.270 | Acc: 90.856% (7094/7808) 61/391 [==========>......................................................] Step: 355ms | Tot: 22s306ms | Loss: 0.270 | Acc: 90.877% (7212/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s669ms | Loss: 0.271 | Acc: 90.873% (7328/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 23s26ms | Loss: 0.270 | Acc: 90.881% (7445/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s381ms | Loss: 0.270 | Acc: 90.877% (7561/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s740ms | Loss: 0.269 | Acc: 90.921% (7681/8448) 66/391 [==========>......................................................] Step: 357ms | Tot: 24s97ms | Loss: 0.270 | Acc: 90.905% (7796/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s455ms | Loss: 0.271 | Acc: 90.855% (7908/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s814ms | Loss: 0.271 | Acc: 90.806% (8020/8832) 69/391 [===========>.....................................................] Step: 368ms | Tot: 25s182ms | Loss: 0.271 | Acc: 90.815% (8137/8960) 70/391 [===========>.....................................................] Step: 381ms | Tot: 25s564ms | Loss: 0.271 | Acc: 90.790% (8251/9088) 71/391 [===========>.....................................................] Step: 358ms | Tot: 25s922ms | Loss: 0.271 | Acc: 90.777% (8366/9216) 72/391 [===========>.....................................................] Step: 353ms | Tot: 26s276ms | Loss: 0.270 | Acc: 90.796% (8484/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s638ms | Loss: 0.270 | Acc: 90.826% (8603/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 27s3ms | Loss: 0.270 | Acc: 90.844% (8721/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s361ms | Loss: 0.268 | Acc: 90.903% (8843/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s721ms | Loss: 0.269 | Acc: 90.929% (8962/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 28s80ms | Loss: 0.269 | Acc: 90.925% (9078/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s443ms | Loss: 0.269 | Acc: 90.922% (9194/10112) 79/391 [=============>...................................................] Step: 357ms | Tot: 28s801ms | Loss: 0.269 | Acc: 90.938% (9312/10240) 80/391 [=============>...................................................] Step: 356ms | Tot: 29s158ms | Loss: 0.269 | Acc: 90.943% (9429/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s517ms | Loss: 0.269 | Acc: 90.930% (9544/10496) 82/391 [=============>...................................................] Step: 353ms | Tot: 29s870ms | Loss: 0.269 | Acc: 90.936% (9661/10624) 83/391 [=============>...................................................] Step: 354ms | Tot: 30s225ms | Loss: 0.269 | Acc: 90.941% (9778/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s587ms | Loss: 0.270 | Acc: 90.919% (9892/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s944ms | Loss: 0.269 | Acc: 90.934% (10010/11008) 86/391 [==============>..................................................] Step: 358ms | Tot: 31s302ms | Loss: 0.269 | Acc: 90.948% (10128/11136) 87/391 [==============>..................................................] Step: 368ms | Tot: 31s671ms | Loss: 0.268 | Acc: 90.953% (10245/11264) 88/391 [==============>..................................................] Step: 362ms | Tot: 32s33ms | Loss: 0.269 | Acc: 90.880% (10353/11392) 89/391 [==============>..................................................] Step: 357ms | Tot: 32s391ms | Loss: 0.270 | Acc: 90.885% (10470/11520) 90/391 [==============>..................................................] Step: 355ms | Tot: 32s747ms | Loss: 0.270 | Acc: 90.900% (10588/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s117ms | Loss: 0.270 | Acc: 90.914% (10706/11776) 92/391 [===============>.................................................] Step: 355ms | Tot: 33s473ms | Loss: 0.270 | Acc: 90.902% (10821/11904) 93/391 [===============>.................................................] Step: 355ms | Tot: 33s828ms | Loss: 0.270 | Acc: 90.899% (10937/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s191ms | Loss: 0.270 | Acc: 90.872% (11050/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 34s563ms | Loss: 0.271 | Acc: 90.837% (11162/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 34s932ms | Loss: 0.272 | Acc: 90.810% (11275/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s298ms | Loss: 0.271 | Acc: 90.840% (11395/12544) 98/391 [================>................................................] Step: 367ms | Tot: 35s665ms | Loss: 0.272 | Acc: 90.807% (11507/12672) 99/391 [================>................................................] Step: 375ms | Tot: 36s40ms | Loss: 0.271 | Acc: 90.805% (11623/12800) 100/391 [================>................................................] Step: 371ms | Tot: 36s412ms | Loss: 0.271 | Acc: 90.811% (11740/12928) 101/391 [================>................................................] Step: 373ms | Tot: 36s785ms | Loss: 0.271 | Acc: 90.801% (11855/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s150ms | Loss: 0.271 | Acc: 90.822% (11974/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s514ms | Loss: 0.272 | Acc: 90.828% (12091/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 37s882ms | Loss: 0.271 | Acc: 90.841% (12209/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s248ms | Loss: 0.271 | Acc: 90.831% (12324/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s614ms | Loss: 0.271 | Acc: 90.837% (12441/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 38s974ms | Loss: 0.271 | Acc: 90.871% (12562/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 39s332ms | Loss: 0.270 | Acc: 90.869% (12678/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 39s691ms | Loss: 0.271 | Acc: 90.831% (12789/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 40s52ms | Loss: 0.273 | Acc: 90.773% (12897/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s411ms | Loss: 0.273 | Acc: 90.785% (13015/14336) 112/391 [==================>..............................................] Step: 362ms | Tot: 40s773ms | Loss: 0.273 | Acc: 90.763% (13128/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s134ms | Loss: 0.272 | Acc: 90.789% (13248/14592) 114/391 [==================>..............................................] Step: 371ms | Tot: 41s505ms | Loss: 0.272 | Acc: 90.802% (13366/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s864ms | Loss: 0.272 | Acc: 90.787% (13480/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s221ms | Loss: 0.272 | Acc: 90.792% (13597/14976) 117/391 [===================>.............................................] Step: 374ms | Tot: 42s596ms | Loss: 0.272 | Acc: 90.771% (13710/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 42s954ms | Loss: 0.272 | Acc: 90.783% (13828/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s314ms | Loss: 0.272 | Acc: 90.768% (13942/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s677ms | Loss: 0.271 | Acc: 90.774% (14059/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 44s40ms | Loss: 0.271 | Acc: 90.785% (14177/15616) 122/391 [====================>............................................] Step: 372ms | Tot: 44s412ms | Loss: 0.271 | Acc: 90.809% (14297/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s782ms | Loss: 0.271 | Acc: 90.820% (14415/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 45s138ms | Loss: 0.271 | Acc: 90.800% (14528/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s496ms | Loss: 0.271 | Acc: 90.799% (14644/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s853ms | Loss: 0.271 | Acc: 90.803% (14761/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s213ms | Loss: 0.271 | Acc: 90.796% (14876/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 46s581ms | Loss: 0.271 | Acc: 90.819% (14996/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 46s943ms | Loss: 0.271 | Acc: 90.817% (15112/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s305ms | Loss: 0.271 | Acc: 90.804% (15226/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 47s679ms | Loss: 0.271 | Acc: 90.797% (15341/16896) 132/391 [=====================>...........................................] Step: 378ms | Tot: 48s57ms | Loss: 0.270 | Acc: 90.831% (15463/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 48s426ms | Loss: 0.269 | Acc: 90.852% (15583/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s795ms | Loss: 0.269 | Acc: 90.874% (15703/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s154ms | Loss: 0.269 | Acc: 90.866% (15818/17408) 136/391 [======================>..........................................] Step: 367ms | Tot: 49s522ms | Loss: 0.269 | Acc: 90.842% (15930/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 49s889ms | Loss: 0.270 | Acc: 90.817% (16042/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s249ms | Loss: 0.270 | Acc: 90.810% (16157/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 50s616ms | Loss: 0.269 | Acc: 90.831% (16277/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 50s979ms | Loss: 0.269 | Acc: 90.813% (16390/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s342ms | Loss: 0.270 | Acc: 90.823% (16508/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s707ms | Loss: 0.269 | Acc: 90.849% (16629/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 52s65ms | Loss: 0.270 | Acc: 90.815% (16739/18432) 144/391 [=======================>.........................................] Step: 355ms | Tot: 52s421ms | Loss: 0.271 | Acc: 90.803% (16853/18560) 145/391 [========================>........................................] Step: 367ms | Tot: 52s788ms | Loss: 0.272 | Acc: 90.786% (16966/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s151ms | Loss: 0.272 | Acc: 90.774% (17080/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s516ms | Loss: 0.272 | Acc: 90.768% (17195/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 53s877ms | Loss: 0.273 | Acc: 90.735% (17305/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 54s237ms | Loss: 0.272 | Acc: 90.755% (17425/19200) 150/391 [========================>........................................] Step: 374ms | Tot: 54s611ms | Loss: 0.272 | Acc: 90.744% (17539/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 54s971ms | Loss: 0.273 | Acc: 90.743% (17655/19456) 152/391 [=========================>.......................................] Step: 357ms | Tot: 55s328ms | Loss: 0.273 | Acc: 90.732% (17769/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 55s695ms | Loss: 0.274 | Acc: 90.701% (17879/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s62ms | Loss: 0.275 | Acc: 90.670% (17989/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 56s426ms | Loss: 0.275 | Acc: 90.655% (18102/19968) 156/391 [=========================>.......................................] Step: 353ms | Tot: 56s779ms | Loss: 0.276 | Acc: 90.640% (18215/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s139ms | Loss: 0.276 | Acc: 90.650% (18333/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s502ms | Loss: 0.276 | Acc: 90.679% (18455/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s867ms | Loss: 0.276 | Acc: 90.674% (18570/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s226ms | Loss: 0.276 | Acc: 90.674% (18686/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 58s585ms | Loss: 0.276 | Acc: 90.664% (18800/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 58s943ms | Loss: 0.276 | Acc: 90.668% (18917/20864) 163/391 [===========================>.....................................] Step: 352ms | Tot: 59s296ms | Loss: 0.276 | Acc: 90.658% (19031/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s655ms | Loss: 0.277 | Acc: 90.630% (19141/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m15ms | Loss: 0.277 | Acc: 90.620% (19255/21248) 166/391 [===========================>.....................................] Step: 357ms | Tot: 1m373ms | Loss: 0.277 | Acc: 90.597% (19366/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m738ms | Loss: 0.278 | Acc: 90.588% (19480/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.278 | Acc: 90.588% (19596/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.278 | Acc: 90.607% (19716/21760) 170/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.277 | Acc: 90.616% (19834/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.278 | Acc: 90.602% (19947/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.278 | Acc: 90.575% (20057/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.278 | Acc: 90.558% (20169/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.278 | Acc: 90.549% (20283/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.278 | Acc: 90.567% (20403/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.278 | Acc: 90.550% (20515/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.278 | Acc: 90.546% (20630/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.278 | Acc: 90.551% (20747/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.279 | Acc: 90.521% (20856/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.279 | Acc: 90.508% (20969/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.279 | Acc: 90.518% (21087/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.278 | Acc: 90.535% (21207/23424) 183/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.278 | Acc: 90.536% (21323/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.278 | Acc: 90.528% (21437/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.279 | Acc: 90.499% (21546/23808) 186/391 [==============================>..................................] Step: 376ms | Tot: 1m7s | Loss: 0.279 | Acc: 90.495% (21661/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m7s | Loss: 0.279 | Acc: 90.509% (21780/24064) 188/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.279 | Acc: 90.522% (21899/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.278 | Acc: 90.518% (22014/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.278 | Acc: 90.515% (22129/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.279 | Acc: 90.499% (22241/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.278 | Acc: 90.520% (22362/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.278 | Acc: 90.528% (22480/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.279 | Acc: 90.497% (22588/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.279 | Acc: 90.485% (22701/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.279 | Acc: 90.490% (22818/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.279 | Acc: 90.483% (22932/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.279 | Acc: 90.476% (23046/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.280 | Acc: 90.449% (23155/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.280 | Acc: 90.446% (23270/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.281 | Acc: 90.424% (23380/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.281 | Acc: 90.417% (23494/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.281 | Acc: 90.395% (23604/26112) 204/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.282 | Acc: 90.389% (23718/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.281 | Acc: 90.397% (23836/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.282 | Acc: 90.395% (23951/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.282 | Acc: 90.396% (24067/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.282 | Acc: 90.393% (24182/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.282 | Acc: 90.394% (24298/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.283 | Acc: 90.399% (24415/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.282 | Acc: 90.411% (24534/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.282 | Acc: 90.394% (24645/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.283 | Acc: 90.388% (24759/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.283 | Acc: 90.382% (24873/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.283 | Acc: 90.368% (24985/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.283 | Acc: 90.366% (25100/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.283 | Acc: 90.353% (25212/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.284 | Acc: 90.336% (25323/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.283 | Acc: 90.355% (25444/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.284 | Acc: 90.332% (25553/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.285 | Acc: 90.315% (25664/28416) 222/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.285 | Acc: 90.306% (25777/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.285 | Acc: 90.276% (25884/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.285 | Acc: 90.257% (25994/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.286 | Acc: 90.248% (26107/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.286 | Acc: 90.253% (26224/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.286 | Acc: 90.255% (26340/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.286 | Acc: 90.253% (26455/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.286 | Acc: 90.241% (26567/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.286 | Acc: 90.236% (26681/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.286 | Acc: 90.248% (26800/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.286 | Acc: 90.253% (26917/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.286 | Acc: 90.248% (27031/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.286 | Acc: 90.219% (27138/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.286 | Acc: 90.218% (27253/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.287 | Acc: 90.206% (27365/30336) 237/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.287 | Acc: 90.195% (27477/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.286 | Acc: 90.210% (27597/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.286 | Acc: 90.208% (27712/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.287 | Acc: 90.200% (27825/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.286 | Acc: 90.202% (27941/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.286 | Acc: 90.204% (28057/31104) 243/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.287 | Acc: 90.186% (28167/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.287 | Acc: 90.188% (28283/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.287 | Acc: 90.193% (28400/31488) 246/391 [========================================>........................] Step: 355ms | Tot: 1m29s | Loss: 0.287 | Acc: 90.201% (28518/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.286 | Acc: 90.206% (28635/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.287 | Acc: 90.192% (28746/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.287 | Acc: 90.194% (28862/32000) 250/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.287 | Acc: 90.189% (28976/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.287 | Acc: 90.179% (29088/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.287 | Acc: 90.171% (29201/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m31s | Loss: 0.287 | Acc: 90.170% (29316/32512) 254/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.287 | Acc: 90.159% (29428/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.287 | Acc: 90.179% (29550/32768) 256/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.287 | Acc: 90.172% (29663/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.287 | Acc: 90.174% (29779/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.287 | Acc: 90.176% (29895/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.287 | Acc: 90.162% (30006/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.288 | Acc: 90.158% (30120/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.288 | Acc: 90.154% (30234/33536) 262/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.288 | Acc: 90.153% (30349/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.288 | Acc: 90.146% (30462/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.288 | Acc: 90.153% (30580/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.288 | Acc: 90.149% (30694/34048) 266/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.288 | Acc: 90.136% (30805/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.288 | Acc: 90.132% (30919/34304) 268/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.288 | Acc: 90.128% (31033/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.288 | Acc: 90.133% (31150/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.288 | Acc: 90.144% (31269/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.288 | Acc: 90.154% (31388/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.288 | Acc: 90.130% (31495/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.288 | Acc: 90.135% (31612/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.288 | Acc: 90.119% (31722/35200) 275/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.288 | Acc: 90.118% (31837/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.288 | Acc: 90.126% (31955/35456) 277/391 [==============================================>..................] Step: 369ms | Tot: 1m40s | Loss: 0.287 | Acc: 90.130% (32072/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.287 | Acc: 90.143% (32192/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.287 | Acc: 90.151% (32310/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.287 | Acc: 90.161% (32429/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.286 | Acc: 90.171% (32548/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.287 | Acc: 90.167% (32662/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m42s | Loss: 0.287 | Acc: 90.166% (32777/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.287 | Acc: 90.154% (32888/36480) 285/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.287 | Acc: 90.152% (33003/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.287 | Acc: 90.154% (33119/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.287 | Acc: 90.137% (33228/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.287 | Acc: 90.152% (33349/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m44s | Loss: 0.286 | Acc: 90.162% (33468/37120) 290/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.287 | Acc: 90.163% (33584/37248) 291/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.287 | Acc: 90.143% (33692/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.287 | Acc: 90.129% (33802/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.287 | Acc: 90.136% (33920/37632) 294/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.287 | Acc: 90.135% (34035/37760) 295/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.287 | Acc: 90.116% (34143/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.287 | Acc: 90.115% (34258/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.287 | Acc: 90.111% (34372/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.287 | Acc: 90.089% (34479/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.288 | Acc: 90.096% (34597/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.287 | Acc: 90.101% (34714/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.288 | Acc: 90.095% (34827/38656) 302/391 [==================================================>..............] Step: 373ms | Tot: 1m49s | Loss: 0.288 | Acc: 90.096% (34943/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.288 | Acc: 90.090% (35056/38912) 304/391 [==================================================>..............] Step: 353ms | Tot: 1m50s | Loss: 0.288 | Acc: 90.077% (35166/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.288 | Acc: 90.076% (35281/39168) 306/391 [==================================================>..............] Step: 355ms | Tot: 1m51s | Loss: 0.288 | Acc: 90.075% (35396/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.288 | Acc: 90.082% (35514/39424) 308/391 [===================================================>.............] Step: 352ms | Tot: 1m51s | Loss: 0.288 | Acc: 90.081% (35629/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.288 | Acc: 90.086% (35746/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.288 | Acc: 90.085% (35861/39808) 311/391 [===================================================>.............] Step: 381ms | Tot: 1m52s | Loss: 0.288 | Acc: 90.074% (35972/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.288 | Acc: 90.088% (36093/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.288 | Acc: 90.083% (36206/40192) 314/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.288 | Acc: 90.084% (36322/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.288 | Acc: 90.074% (36433/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.288 | Acc: 90.066% (36545/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.289 | Acc: 90.067% (36661/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.289 | Acc: 90.072% (36778/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.289 | Acc: 90.061% (36889/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.289 | Acc: 90.041% (36996/41088) 321/391 [=====================================================>...........] Step: 380ms | Tot: 1m56s | Loss: 0.289 | Acc: 90.035% (37109/41216) 322/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.290 | Acc: 90.030% (37222/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.290 | Acc: 90.022% (37334/41472) 324/391 [=====================================================>...........] Step: 374ms | Tot: 1m57s | Loss: 0.290 | Acc: 90.007% (37443/41600) 325/391 [======================================================>..........] Step: 370ms | Tot: 1m58s | Loss: 0.290 | Acc: 90.009% (37559/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.290 | Acc: 90.018% (37678/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m58s | Loss: 0.290 | Acc: 90.013% (37791/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.290 | Acc: 90.010% (37905/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.290 | Acc: 89.998% (38015/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 1m59s | Loss: 0.291 | Acc: 89.985% (38125/42368) 331/391 [=======================================================>.........] Step: 356ms | Tot: 2m178ms | Loss: 0.291 | Acc: 89.978% (38237/42496) 332/391 [=======================================================>.........] Step: 356ms | Tot: 2m535ms | Loss: 0.291 | Acc: 89.973% (38350/42624) 333/391 [=======================================================>.........] Step: 350ms | Tot: 2m886ms | Loss: 0.291 | Acc: 89.975% (38466/42752) 334/391 [=======================================================>.........] Step: 352ms | Tot: 2m1s | Loss: 0.291 | Acc: 89.977% (38582/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.290 | Acc: 89.979% (38698/43008) 336/391 [=======================================================>.........] Step: 354ms | Tot: 2m1s | Loss: 0.291 | Acc: 89.978% (38813/43136) 337/391 [========================================================>........] Step: 354ms | Tot: 2m2s | Loss: 0.291 | Acc: 89.966% (38923/43264) 338/391 [========================================================>........] Step: 376ms | Tot: 2m2s | Loss: 0.291 | Acc: 89.961% (39036/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.291 | Acc: 89.954% (39148/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.291 | Acc: 89.940% (39257/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.291 | Acc: 89.949% (39376/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.292 | Acc: 89.937% (39486/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m4s | Loss: 0.291 | Acc: 89.944% (39604/44032) 344/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.291 | Acc: 89.957% (39725/44160) 345/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.291 | Acc: 89.970% (39846/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.291 | Acc: 89.970% (39961/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.291 | Acc: 89.956% (40070/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.291 | Acc: 89.949% (40182/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.291 | Acc: 89.929% (40288/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.292 | Acc: 89.917% (40398/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.292 | Acc: 89.897% (40504/45056) 352/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.292 | Acc: 89.906% (40623/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.292 | Acc: 89.899% (40735/45312) 354/391 [==========================================================>......] Step: 353ms | Tot: 2m8s | Loss: 0.292 | Acc: 89.897% (40849/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m8s | Loss: 0.292 | Acc: 89.901% (40966/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.292 | Acc: 89.903% (41082/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.293 | Acc: 89.905% (41198/45824) 358/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.293 | Acc: 89.905% (41313/45952) 359/391 [===========================================================>.....] Step: 351ms | Tot: 2m10s | Loss: 0.293 | Acc: 89.907% (41429/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.293 | Acc: 89.909% (41545/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.293 | Acc: 89.900% (41656/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.293 | Acc: 89.889% (41766/46464) 363/391 [============================================================>....] Step: 373ms | Tot: 2m11s | Loss: 0.293 | Acc: 89.887% (41880/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.293 | Acc: 89.878% (41991/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m12s | Loss: 0.293 | Acc: 89.869% (42102/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.293 | Acc: 89.869% (42217/46976) 367/391 [=============================================================>...] Step: 376ms | Tot: 2m13s | Loss: 0.294 | Acc: 89.859% (42327/47104) 368/391 [=============================================================>...] Step: 378ms | Tot: 2m13s | Loss: 0.294 | Acc: 89.861% (42443/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.294 | Acc: 89.859% (42557/47360) 370/391 [=============================================================>...] Step: 353ms | Tot: 2m14s | Loss: 0.294 | Acc: 89.858% (42672/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.294 | Acc: 89.858% (42787/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.294 | Acc: 89.848% (42897/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.294 | Acc: 89.850% (43013/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m15s | Loss: 0.294 | Acc: 89.852% (43129/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.294 | Acc: 89.844% (43240/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.294 | Acc: 89.838% (43352/48256) 377/391 [==============================================================>..] Step: 353ms | Tot: 2m16s | Loss: 0.294 | Acc: 89.842% (43469/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.294 | Acc: 89.846% (43586/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m17s | Loss: 0.294 | Acc: 89.846% (43701/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.294 | Acc: 89.838% (43812/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.294 | Acc: 89.844% (43930/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.294 | Acc: 89.840% (44043/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.294 | Acc: 89.844% (44160/49152) 384/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.294 | Acc: 89.842% (44274/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m19s | Loss: 0.294 | Acc: 89.844% (44390/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.295 | Acc: 89.840% (44503/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.295 | Acc: 89.838% (44617/49664) 388/391 [================================================================>] Step: 349ms | Tot: 2m20s | Loss: 0.295 | Acc: 89.830% (44728/49792) 389/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.295 | Acc: 89.830% (44843/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m21s | Loss: 0.295 | Acc: 89.832% (44916/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 2ms | Loss: 0.433 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 300ms | Tot: 303ms | Loss: 0.452 | Acc: 84.500% (169/200) 2/100 [=>...............................................................] Step: 303ms | Tot: 607ms | Loss: 0.449 | Acc: 85.667% (257/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 909ms | Loss: 0.440 | Acc: 85.750% (343/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s207ms | Loss: 0.421 | Acc: 86.000% (430/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s510ms | Loss: 0.384 | Acc: 87.000% (522/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s804ms | Loss: 0.398 | Acc: 86.857% (608/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s104ms | Loss: 0.404 | Acc: 86.500% (692/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s408ms | Loss: 0.414 | Acc: 86.444% (778/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s711ms | Loss: 0.421 | Acc: 86.300% (863/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s13ms | Loss: 0.440 | Acc: 85.909% (945/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s319ms | Loss: 0.444 | Acc: 85.750% (1029/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s628ms | Loss: 0.440 | Acc: 85.692% (1114/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s930ms | Loss: 0.433 | Acc: 85.857% (1202/1400) 14/100 [=========>.......................................................] Step: 297ms | Tot: 4s228ms | Loss: 0.421 | Acc: 86.333% (1295/1500) 15/100 [=========>.......................................................] Step: 316ms | Tot: 4s544ms | Loss: 0.424 | Acc: 86.125% (1378/1600) 16/100 [==========>......................................................] Step: 315ms | Tot: 4s859ms | Loss: 0.415 | Acc: 86.412% (1469/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s166ms | Loss: 0.424 | Acc: 86.333% (1554/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s476ms | Loss: 0.427 | Acc: 86.316% (1640/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s786ms | Loss: 0.431 | Acc: 86.200% (1724/2000) 20/100 [=============>...................................................] Step: 321ms | Tot: 6s107ms | Loss: 0.437 | Acc: 85.905% (1804/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s407ms | Loss: 0.435 | Acc: 85.909% (1890/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s708ms | Loss: 0.442 | Acc: 85.565% (1968/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s15ms | Loss: 0.445 | Acc: 85.542% (2053/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s316ms | Loss: 0.448 | Acc: 85.600% (2140/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s624ms | Loss: 0.454 | Acc: 85.308% (2218/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s931ms | Loss: 0.452 | Acc: 85.296% (2303/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s241ms | Loss: 0.452 | Acc: 85.357% (2390/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s546ms | Loss: 0.449 | Acc: 85.483% (2479/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s850ms | Loss: 0.447 | Acc: 85.533% (2566/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s154ms | Loss: 0.449 | Acc: 85.484% (2650/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s460ms | Loss: 0.452 | Acc: 85.438% (2734/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s762ms | Loss: 0.452 | Acc: 85.545% (2823/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s77ms | Loss: 0.454 | Acc: 85.382% (2903/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s378ms | Loss: 0.461 | Acc: 85.200% (2982/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s691ms | Loss: 0.458 | Acc: 85.361% (3073/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s | Loss: 0.456 | Acc: 85.351% (3158/3700) 37/100 [========================>........................................] Step: 306ms | Tot: 11s307ms | Loss: 0.457 | Acc: 85.289% (3241/3800) 38/100 [========================>........................................] Step: 316ms | Tot: 11s624ms | Loss: 0.454 | Acc: 85.410% (3331/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s924ms | Loss: 0.457 | Acc: 85.375% (3415/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s227ms | Loss: 0.455 | Acc: 85.293% (3497/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s536ms | Loss: 0.456 | Acc: 85.333% (3584/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s838ms | Loss: 0.455 | Acc: 85.395% (3672/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s142ms | Loss: 0.454 | Acc: 85.477% (3761/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s448ms | Loss: 0.452 | Acc: 85.533% (3849/4500) 45/100 [=============================>...................................] Step: 299ms | Tot: 13s747ms | Loss: 0.453 | Acc: 85.435% (3930/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s59ms | Loss: 0.453 | Acc: 85.426% (4015/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s371ms | Loss: 0.455 | Acc: 85.312% (4095/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s679ms | Loss: 0.451 | Acc: 85.306% (4180/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 14s984ms | Loss: 0.451 | Acc: 85.340% (4267/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s283ms | Loss: 0.449 | Acc: 85.392% (4355/5100) 51/100 [=================================>...............................] Step: 312ms | Tot: 15s595ms | Loss: 0.448 | Acc: 85.385% (4440/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 15s907ms | Loss: 0.450 | Acc: 85.358% (4524/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s211ms | Loss: 0.450 | Acc: 85.370% (4610/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s519ms | Loss: 0.450 | Acc: 85.327% (4693/5500) 55/100 [===================================>.............................] Step: 299ms | Tot: 16s819ms | Loss: 0.450 | Acc: 85.321% (4778/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s121ms | Loss: 0.449 | Acc: 85.368% (4866/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s429ms | Loss: 0.446 | Acc: 85.483% (4958/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s730ms | Loss: 0.447 | Acc: 85.407% (5039/5900) 59/100 [======================================>..........................] Step: 300ms | Tot: 18s30ms | Loss: 0.446 | Acc: 85.450% (5127/6000) 60/100 [=======================================>.........................] Step: 300ms | Tot: 18s331ms | Loss: 0.444 | Acc: 85.557% (5219/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s640ms | Loss: 0.444 | Acc: 85.565% (5305/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 18s948ms | Loss: 0.442 | Acc: 85.603% (5393/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s251ms | Loss: 0.439 | Acc: 85.719% (5486/6400) 64/100 [=========================================>.......................] Step: 313ms | Tot: 19s565ms | Loss: 0.441 | Acc: 85.662% (5568/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s872ms | Loss: 0.440 | Acc: 85.652% (5653/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s180ms | Loss: 0.438 | Acc: 85.716% (5743/6700) 67/100 [===========================================>.....................] Step: 315ms | Tot: 20s496ms | Loss: 0.438 | Acc: 85.706% (5828/6800) 68/100 [============================================>....................] Step: 317ms | Tot: 20s813ms | Loss: 0.437 | Acc: 85.725% (5915/6900) 69/100 [============================================>....................] Step: 312ms | Tot: 21s126ms | Loss: 0.438 | Acc: 85.714% (6000/7000) 70/100 [=============================================>...................] Step: 320ms | Tot: 21s446ms | Loss: 0.438 | Acc: 85.718% (6086/7100) 71/100 [==============================================>..................] Step: 319ms | Tot: 21s766ms | Loss: 0.437 | Acc: 85.708% (6171/7200) 72/100 [==============================================>..................] Step: 323ms | Tot: 22s89ms | Loss: 0.436 | Acc: 85.795% (6263/7300) 73/100 [===============================================>.................] Step: 319ms | Tot: 22s408ms | Loss: 0.436 | Acc: 85.770% (6347/7400) 74/100 [================================================>................] Step: 320ms | Tot: 22s729ms | Loss: 0.436 | Acc: 85.760% (6432/7500) 75/100 [================================================>................] Step: 320ms | Tot: 23s50ms | Loss: 0.436 | Acc: 85.750% (6517/7600) 76/100 [=================================================>...............] Step: 320ms | Tot: 23s371ms | Loss: 0.438 | Acc: 85.714% (6600/7700) 77/100 [==================================================>..............] Step: 327ms | Tot: 23s698ms | Loss: 0.438 | Acc: 85.692% (6684/7800) 78/100 [==================================================>..............] Step: 312ms | Tot: 24s11ms | Loss: 0.437 | Acc: 85.671% (6768/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s314ms | Loss: 0.436 | Acc: 85.688% (6855/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s631ms | Loss: 0.435 | Acc: 85.728% (6944/8100) 81/100 [====================================================>............] Step: 307ms | Tot: 24s938ms | Loss: 0.434 | Acc: 85.756% (7032/8200) 82/100 [=====================================================>...........] Step: 298ms | Tot: 25s236ms | Loss: 0.433 | Acc: 85.723% (7115/8300) 83/100 [=====================================================>...........] Step: 320ms | Tot: 25s557ms | Loss: 0.433 | Acc: 85.714% (7200/8400) 84/100 [======================================================>..........] Step: 317ms | Tot: 25s874ms | Loss: 0.434 | Acc: 85.706% (7285/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s180ms | Loss: 0.435 | Acc: 85.628% (7364/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s489ms | Loss: 0.435 | Acc: 85.655% (7452/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s790ms | Loss: 0.437 | Acc: 85.625% (7535/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 27s95ms | Loss: 0.437 | Acc: 85.607% (7619/8900) 89/100 [=========================================================>.......] Step: 298ms | Tot: 27s394ms | Loss: 0.437 | Acc: 85.589% (7703/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s702ms | Loss: 0.437 | Acc: 85.604% (7790/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s12ms | Loss: 0.435 | Acc: 85.652% (7880/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s312ms | Loss: 0.435 | Acc: 85.656% (7966/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s625ms | Loss: 0.435 | Acc: 85.628% (8049/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 28s936ms | Loss: 0.436 | Acc: 85.568% (8129/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s241ms | Loss: 0.435 | Acc: 85.604% (8218/9600) 96/100 [==============================================================>..] Step: 313ms | Tot: 29s555ms | Loss: 0.435 | Acc: 85.588% (8302/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s864ms | Loss: 0.436 | Acc: 85.592% (8388/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 30s174ms | Loss: 0.436 | Acc: 85.586% (8473/9900) 99/100 [================================================================>] Step: 313ms | Tot: 30s488ms | Loss: 0.435 | Acc: 85.620% (8562/10000) 100/100 + +Epoch: 115 + [>................................................................] Step: 624ms | Tot: 2ms | Loss: 0.325 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.287 | Acc: 89.844% (230/256) 2/391 [>................................................................] Step: 383ms | Tot: 768ms | Loss: 0.290 | Acc: 89.323% (343/384) 3/391 [>................................................................] Step: 392ms | Tot: 1s160ms | Loss: 0.281 | Acc: 90.039% (461/512) 4/391 [>................................................................] Step: 385ms | Tot: 1s546ms | Loss: 0.308 | Acc: 89.375% (572/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s915ms | Loss: 0.320 | Acc: 88.932% (683/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s283ms | Loss: 0.328 | Acc: 88.616% (794/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s650ms | Loss: 0.316 | Acc: 89.062% (912/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 3s17ms | Loss: 0.305 | Acc: 89.497% (1031/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s385ms | Loss: 0.304 | Acc: 89.453% (1145/1280) 10/391 [=>...............................................................] Step: 373ms | Tot: 3s758ms | Loss: 0.294 | Acc: 90.057% (1268/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s127ms | Loss: 0.289 | Acc: 90.169% (1385/1536) 12/391 [=>...............................................................] Step: 380ms | Tot: 4s508ms | Loss: 0.293 | Acc: 90.084% (1499/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s880ms | Loss: 0.293 | Acc: 90.123% (1615/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s247ms | Loss: 0.294 | Acc: 90.156% (1731/1920) 15/391 [==>..............................................................] Step: 373ms | Tot: 5s621ms | Loss: 0.291 | Acc: 90.381% (1851/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s986ms | Loss: 0.290 | Acc: 90.303% (1965/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s347ms | Loss: 0.299 | Acc: 89.887% (2071/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s713ms | Loss: 0.295 | Acc: 90.090% (2191/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 7s79ms | Loss: 0.294 | Acc: 90.156% (2308/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s452ms | Loss: 0.291 | Acc: 90.327% (2428/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s822ms | Loss: 0.291 | Acc: 90.305% (2543/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s186ms | Loss: 0.291 | Acc: 90.285% (2658/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s552ms | Loss: 0.286 | Acc: 90.397% (2777/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s918ms | Loss: 0.286 | Acc: 90.500% (2896/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s281ms | Loss: 0.288 | Acc: 90.415% (3009/3328) 26/391 [====>............................................................] Step: 375ms | Tot: 9s656ms | Loss: 0.287 | Acc: 90.451% (3126/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 10s23ms | Loss: 0.285 | Acc: 90.430% (3241/3584) 28/391 [====>............................................................] Step: 376ms | Tot: 10s399ms | Loss: 0.283 | Acc: 90.571% (3362/3712) 29/391 [====>............................................................] Step: 377ms | Tot: 10s777ms | Loss: 0.283 | Acc: 90.573% (3478/3840) 30/391 [====>............................................................] Step: 371ms | Tot: 11s148ms | Loss: 0.284 | Acc: 90.524% (3592/3968) 31/391 [=====>...........................................................] Step: 369ms | Tot: 11s518ms | Loss: 0.281 | Acc: 90.674% (3714/4096) 32/391 [=====>...........................................................] Step: 364ms | Tot: 11s882ms | Loss: 0.281 | Acc: 90.649% (3829/4224) 33/391 [=====>...........................................................] Step: 380ms | Tot: 12s263ms | Loss: 0.281 | Acc: 90.648% (3945/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s628ms | Loss: 0.281 | Acc: 90.647% (4061/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s990ms | Loss: 0.280 | Acc: 90.625% (4176/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s354ms | Loss: 0.279 | Acc: 90.604% (4291/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s716ms | Loss: 0.276 | Acc: 90.728% (4413/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 14s81ms | Loss: 0.277 | Acc: 90.645% (4525/4992) 39/391 [======>..........................................................] Step: 381ms | Tot: 14s462ms | Loss: 0.278 | Acc: 90.625% (4640/5120) 40/391 [======>..........................................................] Step: 380ms | Tot: 14s843ms | Loss: 0.274 | Acc: 90.816% (4766/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s213ms | Loss: 0.273 | Acc: 90.830% (4883/5376) 42/391 [======>..........................................................] Step: 378ms | Tot: 15s591ms | Loss: 0.274 | Acc: 90.825% (4999/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s960ms | Loss: 0.274 | Acc: 90.874% (5118/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s326ms | Loss: 0.273 | Acc: 90.885% (5235/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s688ms | Loss: 0.274 | Acc: 90.829% (5348/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 17s58ms | Loss: 0.274 | Acc: 90.808% (5463/6016) 47/391 [=======>.........................................................] Step: 375ms | Tot: 17s433ms | Loss: 0.272 | Acc: 90.820% (5580/6144) 48/391 [=======>.........................................................] Step: 377ms | Tot: 17s811ms | Loss: 0.272 | Acc: 90.800% (5695/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 18s172ms | Loss: 0.272 | Acc: 90.797% (5811/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s539ms | Loss: 0.274 | Acc: 90.717% (5922/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s900ms | Loss: 0.274 | Acc: 90.700% (6037/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s265ms | Loss: 0.275 | Acc: 90.640% (6149/6784) 53/391 [========>........................................................] Step: 383ms | Tot: 19s648ms | Loss: 0.276 | Acc: 90.567% (6260/6912) 54/391 [========>........................................................] Step: 372ms | Tot: 20s21ms | Loss: 0.277 | Acc: 90.526% (6373/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s381ms | Loss: 0.278 | Acc: 90.444% (6483/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s743ms | Loss: 0.278 | Acc: 90.406% (6596/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 21s113ms | Loss: 0.278 | Acc: 90.409% (6712/7424) 58/391 [=========>.......................................................] Step: 371ms | Tot: 21s484ms | Loss: 0.279 | Acc: 90.373% (6825/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s852ms | Loss: 0.279 | Acc: 90.365% (6940/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 22s216ms | Loss: 0.281 | Acc: 90.318% (7052/7808) 61/391 [==========>......................................................] Step: 379ms | Tot: 22s595ms | Loss: 0.282 | Acc: 90.260% (7163/7936) 62/391 [==========>......................................................] Step: 370ms | Tot: 22s966ms | Loss: 0.284 | Acc: 90.191% (7273/8064) 63/391 [==========>......................................................] Step: 380ms | Tot: 23s346ms | Loss: 0.284 | Acc: 90.173% (7387/8192) 64/391 [==========>......................................................] Step: 384ms | Tot: 23s731ms | Loss: 0.283 | Acc: 90.204% (7505/8320) 65/391 [==========>......................................................] Step: 370ms | Tot: 24s102ms | Loss: 0.284 | Acc: 90.223% (7622/8448) 66/391 [==========>......................................................] Step: 384ms | Tot: 24s486ms | Loss: 0.283 | Acc: 90.264% (7741/8576) 67/391 [===========>.....................................................] Step: 374ms | Tot: 24s861ms | Loss: 0.284 | Acc: 90.292% (7859/8704) 68/391 [===========>.....................................................] Step: 374ms | Tot: 25s235ms | Loss: 0.285 | Acc: 90.217% (7968/8832) 69/391 [===========>.....................................................] Step: 367ms | Tot: 25s603ms | Loss: 0.284 | Acc: 90.234% (8085/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s967ms | Loss: 0.284 | Acc: 90.262% (8203/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 26s331ms | Loss: 0.283 | Acc: 90.256% (8318/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s701ms | Loss: 0.282 | Acc: 90.283% (8436/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 27s67ms | Loss: 0.282 | Acc: 90.319% (8555/9472) 74/391 [============>....................................................] Step: 370ms | Tot: 27s437ms | Loss: 0.283 | Acc: 90.302% (8669/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s803ms | Loss: 0.282 | Acc: 90.358% (8790/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 28s160ms | Loss: 0.282 | Acc: 90.351% (8905/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s524ms | Loss: 0.283 | Acc: 90.315% (9017/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s883ms | Loss: 0.284 | Acc: 90.299% (9131/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 29s238ms | Loss: 0.284 | Acc: 90.254% (9242/10240) 80/391 [=============>...................................................] Step: 369ms | Tot: 29s608ms | Loss: 0.286 | Acc: 90.201% (9352/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s969ms | Loss: 0.287 | Acc: 90.149% (9462/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 30s329ms | Loss: 0.289 | Acc: 90.088% (9571/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s691ms | Loss: 0.287 | Acc: 90.160% (9694/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 31s60ms | Loss: 0.288 | Acc: 90.138% (9807/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s421ms | Loss: 0.288 | Acc: 90.162% (9925/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s778ms | Loss: 0.288 | Acc: 90.140% (10038/11136) 87/391 [==============>..................................................] Step: 353ms | Tot: 32s132ms | Loss: 0.289 | Acc: 90.101% (10149/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s496ms | Loss: 0.290 | Acc: 90.054% (10259/11392) 89/391 [==============>..................................................] Step: 357ms | Tot: 32s853ms | Loss: 0.290 | Acc: 90.052% (10374/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 33s219ms | Loss: 0.290 | Acc: 90.067% (10491/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s577ms | Loss: 0.290 | Acc: 90.090% (10609/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s944ms | Loss: 0.290 | Acc: 90.096% (10725/11904) 93/391 [===============>.................................................] Step: 379ms | Tot: 34s324ms | Loss: 0.291 | Acc: 90.060% (10836/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 34s690ms | Loss: 0.290 | Acc: 90.107% (10957/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 35s51ms | Loss: 0.289 | Acc: 90.112% (11073/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 35s413ms | Loss: 0.289 | Acc: 90.150% (11193/12416) 97/391 [================>................................................] Step: 354ms | Tot: 35s768ms | Loss: 0.289 | Acc: 90.123% (11305/12544) 98/391 [================>................................................] Step: 353ms | Tot: 36s121ms | Loss: 0.289 | Acc: 90.112% (11419/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s484ms | Loss: 0.289 | Acc: 90.141% (11538/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s841ms | Loss: 0.288 | Acc: 90.153% (11655/12928) 101/391 [================>................................................] Step: 355ms | Tot: 37s196ms | Loss: 0.288 | Acc: 90.142% (11769/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s567ms | Loss: 0.288 | Acc: 90.147% (11885/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s930ms | Loss: 0.289 | Acc: 90.129% (11998/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 38s289ms | Loss: 0.290 | Acc: 90.089% (12108/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s655ms | Loss: 0.291 | Acc: 90.057% (12219/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 39s13ms | Loss: 0.289 | Acc: 90.099% (12340/13696) 107/391 [=================>...............................................] Step: 355ms | Tot: 39s369ms | Loss: 0.290 | Acc: 90.082% (12453/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s731ms | Loss: 0.290 | Acc: 90.073% (12567/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 40s90ms | Loss: 0.290 | Acc: 90.085% (12684/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s461ms | Loss: 0.290 | Acc: 90.111% (12803/14208) 111/391 [==================>..............................................] Step: 373ms | Tot: 40s835ms | Loss: 0.290 | Acc: 90.109% (12918/14336) 112/391 [==================>..............................................] Step: 353ms | Tot: 41s189ms | Loss: 0.291 | Acc: 90.086% (13030/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s556ms | Loss: 0.291 | Acc: 90.063% (13142/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s922ms | Loss: 0.291 | Acc: 90.082% (13260/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 42s284ms | Loss: 0.291 | Acc: 90.100% (13378/14848) 116/391 [===================>.............................................] Step: 353ms | Tot: 42s637ms | Loss: 0.292 | Acc: 90.057% (13487/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s996ms | Loss: 0.292 | Acc: 90.062% (13603/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 43s355ms | Loss: 0.292 | Acc: 90.074% (13720/15232) 119/391 [===================>.............................................] Step: 354ms | Tot: 43s710ms | Loss: 0.292 | Acc: 90.072% (13835/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 44s76ms | Loss: 0.293 | Acc: 90.031% (13944/15488) 121/391 [====================>............................................] Step: 368ms | Tot: 44s444ms | Loss: 0.292 | Acc: 90.055% (14063/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s807ms | Loss: 0.292 | Acc: 90.053% (14178/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s167ms | Loss: 0.292 | Acc: 90.045% (14292/15872) 124/391 [====================>............................................] Step: 366ms | Tot: 45s534ms | Loss: 0.292 | Acc: 90.044% (14407/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s896ms | Loss: 0.292 | Acc: 90.036% (14521/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 46s261ms | Loss: 0.292 | Acc: 90.028% (14635/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s618ms | Loss: 0.293 | Acc: 89.990% (14744/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s978ms | Loss: 0.293 | Acc: 89.977% (14857/16512) 129/391 [=====================>...........................................] Step: 369ms | Tot: 47s348ms | Loss: 0.293 | Acc: 89.982% (14973/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s713ms | Loss: 0.293 | Acc: 89.969% (15086/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 48s73ms | Loss: 0.293 | Acc: 89.962% (15200/16896) 132/391 [=====================>...........................................] Step: 369ms | Tot: 48s443ms | Loss: 0.293 | Acc: 89.967% (15316/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s802ms | Loss: 0.293 | Acc: 89.960% (15430/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 49s161ms | Loss: 0.293 | Acc: 89.965% (15546/17280) 135/391 [======================>..........................................] Step: 369ms | Tot: 49s530ms | Loss: 0.293 | Acc: 89.959% (15660/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s893ms | Loss: 0.293 | Acc: 89.941% (15772/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 50s251ms | Loss: 0.293 | Acc: 89.946% (15888/17664) 138/391 [======================>..........................................] Step: 371ms | Tot: 50s623ms | Loss: 0.293 | Acc: 89.951% (16004/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s983ms | Loss: 0.293 | Acc: 89.933% (16116/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 51s345ms | Loss: 0.294 | Acc: 89.932% (16231/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s706ms | Loss: 0.293 | Acc: 89.943% (16348/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 52s74ms | Loss: 0.293 | Acc: 89.915% (16458/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 52s440ms | Loss: 0.294 | Acc: 89.898% (16570/18432) 144/391 [=======================>.........................................] Step: 351ms | Tot: 52s792ms | Loss: 0.293 | Acc: 89.919% (16689/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 53s154ms | Loss: 0.293 | Acc: 89.919% (16804/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s520ms | Loss: 0.293 | Acc: 89.902% (16916/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 53s886ms | Loss: 0.293 | Acc: 89.897% (17030/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 54s243ms | Loss: 0.292 | Acc: 89.901% (17146/19072) 149/391 [========================>........................................] Step: 372ms | Tot: 54s616ms | Loss: 0.293 | Acc: 89.906% (17262/19200) 150/391 [========================>........................................] Step: 372ms | Tot: 54s988ms | Loss: 0.293 | Acc: 89.890% (17374/19328) 151/391 [=========================>.......................................] Step: 371ms | Tot: 55s359ms | Loss: 0.293 | Acc: 89.875% (17486/19456) 152/391 [=========================>.......................................] Step: 374ms | Tot: 55s733ms | Loss: 0.293 | Acc: 89.874% (17601/19584) 153/391 [=========================>.......................................] Step: 366ms | Tot: 56s100ms | Loss: 0.294 | Acc: 89.859% (17713/19712) 154/391 [=========================>.......................................] Step: 366ms | Tot: 56s466ms | Loss: 0.294 | Acc: 89.879% (17832/19840) 155/391 [=========================>.......................................] Step: 372ms | Tot: 56s838ms | Loss: 0.294 | Acc: 89.869% (17945/19968) 156/391 [=========================>.......................................] Step: 370ms | Tot: 57s209ms | Loss: 0.294 | Acc: 89.874% (18061/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s577ms | Loss: 0.294 | Acc: 89.873% (18176/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s936ms | Loss: 0.294 | Acc: 89.868% (18290/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s294ms | Loss: 0.294 | Acc: 89.873% (18406/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s657ms | Loss: 0.293 | Acc: 89.873% (18521/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 59s12ms | Loss: 0.293 | Acc: 89.892% (18640/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 59s369ms | Loss: 0.293 | Acc: 89.906% (18758/20864) 163/391 [===========================>.....................................] Step: 365ms | Tot: 59s735ms | Loss: 0.293 | Acc: 89.910% (18874/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 1m96ms | Loss: 0.293 | Acc: 89.915% (18990/21120) 165/391 [===========================>.....................................] Step: 379ms | Tot: 1m475ms | Loss: 0.293 | Acc: 89.928% (19108/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m834ms | Loss: 0.293 | Acc: 89.900% (19217/21376) 167/391 [===========================>.....................................] Step: 400ms | Tot: 1m1s | Loss: 0.293 | Acc: 89.890% (19330/21504) 168/391 [===========================>.....................................] Step: 396ms | Tot: 1m1s | Loss: 0.293 | Acc: 89.871% (19441/21632) 169/391 [============================>....................................] Step: 393ms | Tot: 1m2s | Loss: 0.294 | Acc: 89.867% (19555/21760) 170/391 [============================>....................................] Step: 395ms | Tot: 1m2s | Loss: 0.294 | Acc: 89.848% (19666/21888) 171/391 [============================>....................................] Step: 395ms | Tot: 1m2s | Loss: 0.294 | Acc: 89.876% (19787/22016) 172/391 [============================>....................................] Step: 386ms | Tot: 1m3s | Loss: 0.294 | Acc: 89.875% (19902/22144) 173/391 [============================>....................................] Step: 385ms | Tot: 1m3s | Loss: 0.294 | Acc: 89.862% (20014/22272) 174/391 [============================>....................................] Step: 392ms | Tot: 1m3s | Loss: 0.294 | Acc: 89.853% (20127/22400) 175/391 [=============================>...................................] Step: 408ms | Tot: 1m4s | Loss: 0.294 | Acc: 89.866% (20245/22528) 176/391 [=============================>...................................] Step: 387ms | Tot: 1m4s | Loss: 0.293 | Acc: 89.879% (20363/22656) 177/391 [=============================>...................................] Step: 388ms | Tot: 1m5s | Loss: 0.294 | Acc: 89.866% (20475/22784) 178/391 [=============================>...................................] Step: 393ms | Tot: 1m5s | Loss: 0.294 | Acc: 89.866% (20590/22912) 179/391 [=============================>...................................] Step: 394ms | Tot: 1m5s | Loss: 0.294 | Acc: 89.857% (20703/23040) 180/391 [=============================>...................................] Step: 397ms | Tot: 1m6s | Loss: 0.295 | Acc: 89.844% (20815/23168) 181/391 [==============================>..................................] Step: 387ms | Tot: 1m6s | Loss: 0.295 | Acc: 89.844% (20930/23296) 182/391 [==============================>..................................] Step: 397ms | Tot: 1m7s | Loss: 0.295 | Acc: 89.831% (21042/23424) 183/391 [==============================>..................................] Step: 388ms | Tot: 1m7s | Loss: 0.295 | Acc: 89.840% (21159/23552) 184/391 [==============================>..................................] Step: 382ms | Tot: 1m7s | Loss: 0.294 | Acc: 89.861% (21279/23680) 185/391 [==============================>..................................] Step: 396ms | Tot: 1m8s | Loss: 0.294 | Acc: 89.856% (21393/23808) 186/391 [==============================>..................................] Step: 379ms | Tot: 1m8s | Loss: 0.294 | Acc: 89.873% (21512/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.294 | Acc: 89.869% (21626/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.294 | Acc: 89.885% (21745/24192) 189/391 [===============================>.................................] Step: 394ms | Tot: 1m9s | Loss: 0.294 | Acc: 89.877% (21858/24320) 190/391 [===============================>.................................] Step: 394ms | Tot: 1m10s | Loss: 0.295 | Acc: 89.860% (21969/24448) 191/391 [===============================>.................................] Step: 388ms | Tot: 1m10s | Loss: 0.295 | Acc: 89.848% (22081/24576) 192/391 [===============================>.................................] Step: 402ms | Tot: 1m10s | Loss: 0.295 | Acc: 89.836% (22193/24704) 193/391 [================================>................................] Step: 387ms | Tot: 1m11s | Loss: 0.296 | Acc: 89.816% (22303/24832) 194/391 [================================>................................] Step: 395ms | Tot: 1m11s | Loss: 0.296 | Acc: 89.808% (22416/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.296 | Acc: 89.804% (22530/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m12s | Loss: 0.296 | Acc: 89.816% (22648/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.295 | Acc: 89.840% (22769/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m13s | Loss: 0.295 | Acc: 89.852% (22887/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.295 | Acc: 89.824% (22995/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.295 | Acc: 89.817% (23108/25728) 201/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.295 | Acc: 89.824% (23225/25856) 202/391 [=================================>...............................] Step: 385ms | Tot: 1m14s | Loss: 0.294 | Acc: 89.844% (23345/25984) 203/391 [=================================>...............................] Step: 374ms | Tot: 1m15s | Loss: 0.294 | Acc: 89.848% (23461/26112) 204/391 [=================================>...............................] Step: 390ms | Tot: 1m15s | Loss: 0.294 | Acc: 89.848% (23576/26240) 205/391 [==================================>..............................] Step: 393ms | Tot: 1m15s | Loss: 0.294 | Acc: 89.851% (23692/26368) 206/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.295 | Acc: 89.829% (23801/26496) 207/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.295 | Acc: 89.817% (23913/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.295 | Acc: 89.814% (24027/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m17s | Loss: 0.295 | Acc: 89.825% (24145/26880) 210/391 [==================================>..............................] Step: 404ms | Tot: 1m17s | Loss: 0.294 | Acc: 89.847% (24266/27008) 211/391 [===================================>.............................] Step: 409ms | Tot: 1m18s | Loss: 0.294 | Acc: 89.862% (24385/27136) 212/391 [===================================>.............................] Step: 398ms | Tot: 1m18s | Loss: 0.294 | Acc: 89.866% (24501/27264) 213/391 [===================================>.............................] Step: 402ms | Tot: 1m18s | Loss: 0.295 | Acc: 89.836% (24608/27392) 214/391 [===================================>.............................] Step: 403ms | Tot: 1m19s | Loss: 0.295 | Acc: 89.836% (24723/27520) 215/391 [===================================>.............................] Step: 405ms | Tot: 1m19s | Loss: 0.295 | Acc: 89.847% (24841/27648) 216/391 [===================================>.............................] Step: 384ms | Tot: 1m20s | Loss: 0.294 | Acc: 89.844% (24955/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.294 | Acc: 89.851% (25072/27904) 218/391 [====================================>............................] Step: 379ms | Tot: 1m20s | Loss: 0.295 | Acc: 89.847% (25186/28032) 219/391 [====================================>............................] Step: 395ms | Tot: 1m21s | Loss: 0.294 | Acc: 89.865% (25306/28160) 220/391 [====================================>............................] Step: 384ms | Tot: 1m21s | Loss: 0.294 | Acc: 89.872% (25423/28288) 221/391 [====================================>............................] Step: 375ms | Tot: 1m22s | Loss: 0.294 | Acc: 89.872% (25538/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m22s | Loss: 0.293 | Acc: 89.882% (25656/28544) 223/391 [=====================================>...........................] Step: 375ms | Tot: 1m22s | Loss: 0.293 | Acc: 89.903% (25777/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.292 | Acc: 89.927% (25899/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.292 | Acc: 89.937% (26017/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.292 | Acc: 89.937% (26132/29056) 227/391 [=====================================>...........................] Step: 367ms | Tot: 1m24s | Loss: 0.292 | Acc: 89.943% (26249/29184) 228/391 [=====================================>...........................] Step: 372ms | Tot: 1m24s | Loss: 0.292 | Acc: 89.929% (26360/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.292 | Acc: 89.905% (26468/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.292 | Acc: 89.922% (26588/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.291 | Acc: 89.925% (26704/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.291 | Acc: 89.931% (26821/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m26s | Loss: 0.291 | Acc: 89.921% (26933/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m26s | Loss: 0.291 | Acc: 89.917% (27047/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.291 | Acc: 89.933% (27167/30208) 236/391 [=======================================>.........................] Step: 382ms | Tot: 1m27s | Loss: 0.291 | Acc: 89.929% (27281/30336) 237/391 [=======================================>.........................] Step: 383ms | Tot: 1m27s | Loss: 0.292 | Acc: 89.913% (27391/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m28s | Loss: 0.291 | Acc: 89.925% (27510/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m28s | Loss: 0.291 | Acc: 89.928% (27626/30720) 240/391 [=======================================>.........................] Step: 377ms | Tot: 1m29s | Loss: 0.291 | Acc: 89.922% (27739/30848) 241/391 [========================================>........................] Step: 378ms | Tot: 1m29s | Loss: 0.291 | Acc: 89.918% (27853/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.292 | Acc: 89.914% (27967/31104) 243/391 [========================================>........................] Step: 374ms | Tot: 1m30s | Loss: 0.292 | Acc: 89.921% (28084/31232) 244/391 [========================================>........................] Step: 376ms | Tot: 1m30s | Loss: 0.291 | Acc: 89.920% (28199/31360) 245/391 [========================================>........................] Step: 379ms | Tot: 1m30s | Loss: 0.292 | Acc: 89.910% (28311/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m31s | Loss: 0.292 | Acc: 89.910% (28426/31616) 247/391 [=========================================>.......................] Step: 408ms | Tot: 1m31s | Loss: 0.292 | Acc: 89.900% (28538/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m32s | Loss: 0.293 | Acc: 89.891% (28650/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.293 | Acc: 89.888% (28764/32000) 250/391 [=========================================>.......................] Step: 371ms | Tot: 1m32s | Loss: 0.293 | Acc: 89.894% (28881/32128) 251/391 [=========================================>.......................] Step: 362ms | Tot: 1m33s | Loss: 0.293 | Acc: 89.890% (28995/32256) 252/391 [=========================================>.......................] Step: 371ms | Tot: 1m33s | Loss: 0.293 | Acc: 89.890% (29110/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.293 | Acc: 89.865% (29217/32512) 254/391 [==========================================>......................] Step: 373ms | Tot: 1m34s | Loss: 0.293 | Acc: 89.850% (29327/32640) 255/391 [==========================================>......................] Step: 396ms | Tot: 1m34s | Loss: 0.294 | Acc: 89.844% (29440/32768) 256/391 [==========================================>......................] Step: 382ms | Tot: 1m35s | Loss: 0.294 | Acc: 89.829% (29550/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m35s | Loss: 0.294 | Acc: 89.823% (29663/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m35s | Loss: 0.294 | Acc: 89.826% (29779/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.294 | Acc: 89.817% (29891/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.295 | Acc: 89.808% (30003/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m36s | Loss: 0.295 | Acc: 89.802% (30116/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m37s | Loss: 0.294 | Acc: 89.805% (30232/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m37s | Loss: 0.294 | Acc: 89.802% (30346/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m37s | Loss: 0.294 | Acc: 89.805% (30462/33920) 265/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.295 | Acc: 89.785% (30570/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.294 | Acc: 89.797% (30689/34176) 267/391 [============================================>....................] Step: 364ms | Tot: 1m39s | Loss: 0.294 | Acc: 89.800% (30805/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.294 | Acc: 89.809% (30923/34432) 269/391 [============================================>....................] Step: 356ms | Tot: 1m39s | Loss: 0.294 | Acc: 89.823% (31043/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m40s | Loss: 0.293 | Acc: 89.832% (31161/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.294 | Acc: 89.827% (31274/34816) 272/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.294 | Acc: 89.838% (31393/34944) 273/391 [=============================================>...................] Step: 372ms | Tot: 1m41s | Loss: 0.294 | Acc: 89.829% (31505/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m41s | Loss: 0.294 | Acc: 89.827% (31619/35200) 275/391 [=============================================>...................] Step: 375ms | Tot: 1m41s | Loss: 0.294 | Acc: 89.838% (31738/35328) 276/391 [=============================================>...................] Step: 374ms | Tot: 1m42s | Loss: 0.293 | Acc: 89.847% (31856/35456) 277/391 [==============================================>..................] Step: 378ms | Tot: 1m42s | Loss: 0.293 | Acc: 89.855% (31974/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.293 | Acc: 89.849% (32087/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m43s | Loss: 0.294 | Acc: 89.835% (32197/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m43s | Loss: 0.293 | Acc: 89.835% (32312/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m44s | Loss: 0.294 | Acc: 89.827% (32424/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m44s | Loss: 0.294 | Acc: 89.819% (32536/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.294 | Acc: 89.811% (32648/36352) 284/391 [===============================================>.................] Step: 356ms | Tot: 1m45s | Loss: 0.294 | Acc: 89.797% (32758/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.294 | Acc: 89.808% (32877/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.294 | Acc: 89.806% (32991/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m46s | Loss: 0.294 | Acc: 89.811% (33108/36864) 288/391 [===============================================>.................] Step: 356ms | Tot: 1m46s | Loss: 0.294 | Acc: 89.817% (33225/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.293 | Acc: 89.825% (33343/37120) 290/391 [================================================>................] Step: 374ms | Tot: 1m47s | Loss: 0.293 | Acc: 89.822% (33457/37248) 291/391 [================================================>................] Step: 403ms | Tot: 1m47s | Loss: 0.293 | Acc: 89.828% (33574/37376) 292/391 [================================================>................] Step: 377ms | Tot: 1m48s | Loss: 0.293 | Acc: 89.830% (33690/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m48s | Loss: 0.293 | Acc: 89.822% (33802/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m48s | Loss: 0.293 | Acc: 89.817% (33915/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.293 | Acc: 89.820% (34031/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.293 | Acc: 89.817% (34145/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m50s | Loss: 0.294 | Acc: 89.810% (34257/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.294 | Acc: 89.805% (34370/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.295 | Acc: 89.792% (34480/38400) 300/391 [=================================================>...............] Step: 369ms | Tot: 1m51s | Loss: 0.295 | Acc: 89.789% (34594/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.295 | Acc: 89.787% (34708/38656) 302/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.295 | Acc: 89.792% (34825/38784) 303/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.295 | Acc: 89.780% (34935/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.296 | Acc: 89.772% (35047/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m52s | Loss: 0.296 | Acc: 89.772% (35162/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m53s | Loss: 0.295 | Acc: 89.770% (35276/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.296 | Acc: 89.763% (35388/39424) 308/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.295 | Acc: 89.760% (35502/39552) 309/391 [===================================================>.............] Step: 372ms | Tot: 1m54s | Loss: 0.296 | Acc: 89.753% (35614/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.296 | Acc: 89.748% (35727/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m55s | Loss: 0.296 | Acc: 89.754% (35844/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m55s | Loss: 0.296 | Acc: 89.746% (35956/40064) 313/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.296 | Acc: 89.739% (36068/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.296 | Acc: 89.725% (36177/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.296 | Acc: 89.715% (36288/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m57s | Loss: 0.296 | Acc: 89.708% (36400/40576) 317/391 [====================================================>............] Step: 380ms | Tot: 1m57s | Loss: 0.296 | Acc: 89.721% (36520/40704) 318/391 [====================================================>............] Step: 377ms | Tot: 1m57s | Loss: 0.296 | Acc: 89.719% (36634/40832) 319/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.296 | Acc: 89.717% (36748/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m58s | Loss: 0.297 | Acc: 89.712% (36861/41088) 321/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.297 | Acc: 89.718% (36978/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m59s | Loss: 0.296 | Acc: 89.713% (37091/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 1m59s | Loss: 0.296 | Acc: 89.711% (37205/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.296 | Acc: 89.714% (37321/41600) 325/391 [======================================================>..........] Step: 376ms | Tot: 2m349ms | Loss: 0.296 | Acc: 89.714% (37436/41728) 326/391 [======================================================>..........] Step: 375ms | Tot: 2m724ms | Loss: 0.296 | Acc: 89.712% (37550/41856) 327/391 [======================================================>..........] Step: 366ms | Tot: 2m1s | Loss: 0.296 | Acc: 89.718% (37667/41984) 328/391 [======================================================>..........] Step: 375ms | Tot: 2m1s | Loss: 0.296 | Acc: 89.727% (37786/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 2m1s | Loss: 0.296 | Acc: 89.718% (37897/42240) 330/391 [======================================================>..........] Step: 374ms | Tot: 2m2s | Loss: 0.296 | Acc: 89.709% (38008/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.296 | Acc: 89.717% (38126/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.296 | Acc: 89.729% (38246/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m3s | Loss: 0.296 | Acc: 89.727% (38360/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m3s | Loss: 0.296 | Acc: 89.713% (38469/42880) 335/391 [=======================================================>.........] Step: 371ms | Tot: 2m4s | Loss: 0.296 | Acc: 89.711% (38583/43008) 336/391 [=======================================================>.........] Step: 370ms | Tot: 2m4s | Loss: 0.296 | Acc: 89.698% (38692/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.296 | Acc: 89.703% (38809/43264) 338/391 [========================================================>........] Step: 381ms | Tot: 2m5s | Loss: 0.296 | Acc: 89.699% (38922/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.296 | Acc: 89.699% (39037/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m5s | Loss: 0.296 | Acc: 89.706% (39155/43648) 341/391 [========================================================>........] Step: 353ms | Tot: 2m6s | Loss: 0.296 | Acc: 89.711% (39272/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m6s | Loss: 0.296 | Acc: 89.709% (39386/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.296 | Acc: 89.710% (39501/44032) 344/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.296 | Acc: 89.701% (39612/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.296 | Acc: 89.704% (39728/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m8s | Loss: 0.296 | Acc: 89.718% (39849/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m8s | Loss: 0.296 | Acc: 89.723% (39966/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m8s | Loss: 0.295 | Acc: 89.741% (40089/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m9s | Loss: 0.296 | Acc: 89.734% (40201/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.296 | Acc: 89.724% (40311/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.296 | Acc: 89.715% (40422/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m10s | Loss: 0.296 | Acc: 89.709% (40534/45184) 353/391 [==========================================================>......] Step: 381ms | Tot: 2m10s | Loss: 0.296 | Acc: 89.705% (40647/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m10s | Loss: 0.296 | Acc: 89.712% (40765/45440) 355/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.296 | Acc: 89.705% (40877/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.296 | Acc: 89.702% (40990/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m12s | Loss: 0.296 | Acc: 89.698% (41103/45824) 358/391 [===========================================================>.....] Step: 373ms | Tot: 2m12s | Loss: 0.296 | Acc: 89.702% (41220/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.296 | Acc: 89.694% (41331/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m13s | Loss: 0.296 | Acc: 89.688% (41443/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.296 | Acc: 89.678% (41553/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.296 | Acc: 89.684% (41671/46464) 363/391 [============================================================>....] Step: 373ms | Tot: 2m14s | Loss: 0.296 | Acc: 89.681% (41784/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m14s | Loss: 0.296 | Acc: 89.677% (41897/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m15s | Loss: 0.296 | Acc: 89.675% (42011/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m15s | Loss: 0.296 | Acc: 89.669% (42123/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.296 | Acc: 89.674% (42240/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.296 | Acc: 89.668% (42352/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.296 | Acc: 89.671% (42468/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.296 | Acc: 89.667% (42581/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m17s | Loss: 0.296 | Acc: 89.672% (42698/47616) 372/391 [=============================================================>...] Step: 381ms | Tot: 2m17s | Loss: 0.296 | Acc: 89.672% (42813/47744) 373/391 [==============================================================>..] Step: 402ms | Tot: 2m18s | Loss: 0.297 | Acc: 89.654% (42919/47872) 374/391 [==============================================================>..] Step: 375ms | Tot: 2m18s | Loss: 0.297 | Acc: 89.652% (43033/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.297 | Acc: 89.648% (43146/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m19s | Loss: 0.296 | Acc: 89.649% (43261/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.296 | Acc: 89.654% (43378/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m19s | Loss: 0.296 | Acc: 89.654% (43493/48512) 379/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.297 | Acc: 89.644% (43603/48640) 380/391 [===============================================================>.] Step: 375ms | Tot: 2m20s | Loss: 0.296 | Acc: 89.651% (43721/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.296 | Acc: 89.656% (43838/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m21s | Loss: 0.297 | Acc: 89.652% (43951/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m21s | Loss: 0.297 | Acc: 89.653% (44066/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m22s | Loss: 0.297 | Acc: 89.659% (44184/49280) 385/391 [================================================================>] Step: 373ms | Tot: 2m22s | Loss: 0.297 | Acc: 89.664% (44301/49408) 386/391 [================================================================>] Step: 371ms | Tot: 2m22s | Loss: 0.297 | Acc: 89.658% (44413/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m23s | Loss: 0.297 | Acc: 89.659% (44528/49664) 388/391 [================================================================>] Step: 370ms | Tot: 2m23s | Loss: 0.297 | Acc: 89.661% (44644/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m23s | Loss: 0.297 | Acc: 89.647% (44752/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m24s | Loss: 0.297 | Acc: 89.652% (44826/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 2ms | Loss: 0.430 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.420 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 306ms | Tot: 606ms | Loss: 0.403 | Acc: 87.000% (261/300) 3/100 [=>...............................................................] Step: 312ms | Tot: 919ms | Loss: 0.389 | Acc: 86.750% (347/400) 4/100 [==>..............................................................] Step: 304ms | Tot: 1s223ms | Loss: 0.392 | Acc: 86.800% (434/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s528ms | Loss: 0.350 | Acc: 87.667% (526/600) 6/100 [===>.............................................................] Step: 311ms | Tot: 1s839ms | Loss: 0.361 | Acc: 87.571% (613/700) 7/100 [====>............................................................] Step: 311ms | Tot: 2s151ms | Loss: 0.378 | Acc: 86.750% (694/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s460ms | Loss: 0.407 | Acc: 86.222% (776/900) 9/100 [=====>...........................................................] Step: 316ms | Tot: 2s776ms | Loss: 0.403 | Acc: 86.300% (863/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s86ms | Loss: 0.409 | Acc: 86.091% (947/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s395ms | Loss: 0.426 | Acc: 85.833% (1030/1200) 12/100 [=======>.........................................................] Step: 312ms | Tot: 3s707ms | Loss: 0.423 | Acc: 85.769% (1115/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 4s16ms | Loss: 0.419 | Acc: 86.214% (1207/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s328ms | Loss: 0.418 | Acc: 86.067% (1291/1500) 15/100 [=========>.......................................................] Step: 316ms | Tot: 4s645ms | Loss: 0.421 | Acc: 86.062% (1377/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s953ms | Loss: 0.417 | Acc: 86.176% (1465/1700) 17/100 [===========>.....................................................] Step: 321ms | Tot: 5s274ms | Loss: 0.427 | Acc: 85.944% (1547/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s588ms | Loss: 0.425 | Acc: 86.000% (1634/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s903ms | Loss: 0.429 | Acc: 85.900% (1718/2000) 20/100 [=============>...................................................] Step: 317ms | Tot: 6s221ms | Loss: 0.429 | Acc: 85.810% (1802/2100) 21/100 [=============>...................................................] Step: 318ms | Tot: 6s540ms | Loss: 0.428 | Acc: 85.909% (1890/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s855ms | Loss: 0.436 | Acc: 85.696% (1971/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s168ms | Loss: 0.434 | Acc: 85.792% (2059/2400) 24/100 [===============>.................................................] Step: 319ms | Tot: 7s488ms | Loss: 0.436 | Acc: 85.800% (2145/2500) 25/100 [================>................................................] Step: 331ms | Tot: 7s819ms | Loss: 0.442 | Acc: 85.769% (2230/2600) 26/100 [================>................................................] Step: 333ms | Tot: 8s153ms | Loss: 0.435 | Acc: 85.889% (2319/2700) 27/100 [=================>...............................................] Step: 329ms | Tot: 8s483ms | Loss: 0.436 | Acc: 85.786% (2402/2800) 28/100 [==================>..............................................] Step: 326ms | Tot: 8s809ms | Loss: 0.440 | Acc: 85.828% (2489/2900) 29/100 [==================>..............................................] Step: 321ms | Tot: 9s131ms | Loss: 0.441 | Acc: 85.833% (2575/3000) 30/100 [===================>.............................................] Step: 321ms | Tot: 9s453ms | Loss: 0.438 | Acc: 85.806% (2660/3100) 31/100 [====================>............................................] Step: 337ms | Tot: 9s790ms | Loss: 0.436 | Acc: 85.875% (2748/3200) 32/100 [====================>............................................] Step: 320ms | Tot: 10s111ms | Loss: 0.438 | Acc: 85.818% (2832/3300) 33/100 [=====================>...........................................] Step: 329ms | Tot: 10s440ms | Loss: 0.437 | Acc: 85.794% (2917/3400) 34/100 [======================>..........................................] Step: 324ms | Tot: 10s765ms | Loss: 0.437 | Acc: 85.800% (3003/3500) 35/100 [======================>..........................................] Step: 315ms | Tot: 11s81ms | Loss: 0.435 | Acc: 85.861% (3091/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s391ms | Loss: 0.437 | Acc: 85.784% (3174/3700) 37/100 [========================>........................................] Step: 315ms | Tot: 11s706ms | Loss: 0.439 | Acc: 85.737% (3258/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 12s16ms | Loss: 0.437 | Acc: 85.795% (3346/3900) 39/100 [=========================>.......................................] Step: 310ms | Tot: 12s326ms | Loss: 0.436 | Acc: 85.900% (3436/4000) 40/100 [==========================>......................................] Step: 318ms | Tot: 12s645ms | Loss: 0.439 | Acc: 85.780% (3517/4100) 41/100 [==========================>......................................] Step: 317ms | Tot: 12s962ms | Loss: 0.441 | Acc: 85.738% (3601/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 13s268ms | Loss: 0.439 | Acc: 85.814% (3690/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s577ms | Loss: 0.439 | Acc: 85.909% (3780/4400) 44/100 [============================>....................................] Step: 312ms | Tot: 13s890ms | Loss: 0.438 | Acc: 85.889% (3865/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 14s200ms | Loss: 0.440 | Acc: 85.891% (3951/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s511ms | Loss: 0.439 | Acc: 85.894% (4037/4700) 47/100 [==============================>..................................] Step: 330ms | Tot: 14s842ms | Loss: 0.443 | Acc: 85.854% (4121/4800) 48/100 [===============================>.................................] Step: 319ms | Tot: 15s161ms | Loss: 0.442 | Acc: 85.918% (4210/4900) 49/100 [===============================>.................................] Step: 317ms | Tot: 15s479ms | Loss: 0.445 | Acc: 85.800% (4290/5000) 50/100 [================================>................................] Step: 318ms | Tot: 15s798ms | Loss: 0.442 | Acc: 85.804% (4376/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 16s105ms | Loss: 0.442 | Acc: 85.788% (4461/5200) 52/100 [=================================>...............................] Step: 316ms | Tot: 16s421ms | Loss: 0.445 | Acc: 85.623% (4538/5300) 53/100 [==================================>..............................] Step: 328ms | Tot: 16s750ms | Loss: 0.444 | Acc: 85.704% (4628/5400) 54/100 [===================================>.............................] Step: 321ms | Tot: 17s71ms | Loss: 0.444 | Acc: 85.727% (4715/5500) 55/100 [===================================>.............................] Step: 314ms | Tot: 17s386ms | Loss: 0.446 | Acc: 85.607% (4794/5600) 56/100 [====================================>............................] Step: 317ms | Tot: 17s703ms | Loss: 0.448 | Acc: 85.614% (4880/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 18s15ms | Loss: 0.447 | Acc: 85.672% (4969/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 18s327ms | Loss: 0.447 | Acc: 85.661% (5054/5900) 59/100 [======================================>..........................] Step: 317ms | Tot: 18s645ms | Loss: 0.449 | Acc: 85.583% (5135/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s955ms | Loss: 0.450 | Acc: 85.557% (5219/6100) 61/100 [=======================================>.........................] Step: 314ms | Tot: 19s269ms | Loss: 0.450 | Acc: 85.532% (5303/6200) 62/100 [========================================>........................] Step: 317ms | Tot: 19s587ms | Loss: 0.449 | Acc: 85.587% (5392/6300) 63/100 [========================================>........................] Step: 326ms | Tot: 19s914ms | Loss: 0.447 | Acc: 85.625% (5480/6400) 64/100 [=========================================>.......................] Step: 319ms | Tot: 20s233ms | Loss: 0.447 | Acc: 85.615% (5565/6500) 65/100 [==========================================>......................] Step: 316ms | Tot: 20s550ms | Loss: 0.447 | Acc: 85.621% (5651/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s863ms | Loss: 0.444 | Acc: 85.731% (5744/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 21s173ms | Loss: 0.447 | Acc: 85.662% (5825/6800) 68/100 [============================================>....................] Step: 315ms | Tot: 21s488ms | Loss: 0.446 | Acc: 85.638% (5909/6900) 69/100 [============================================>....................] Step: 319ms | Tot: 21s807ms | Loss: 0.445 | Acc: 85.643% (5995/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 22s118ms | Loss: 0.448 | Acc: 85.563% (6075/7100) 71/100 [==============================================>..................] Step: 315ms | Tot: 22s434ms | Loss: 0.447 | Acc: 85.569% (6161/7200) 72/100 [==============================================>..................] Step: 331ms | Tot: 22s765ms | Loss: 0.446 | Acc: 85.575% (6247/7300) 73/100 [===============================================>.................] Step: 332ms | Tot: 23s98ms | Loss: 0.445 | Acc: 85.581% (6333/7400) 74/100 [================================================>................] Step: 317ms | Tot: 23s416ms | Loss: 0.446 | Acc: 85.560% (6417/7500) 75/100 [================================================>................] Step: 317ms | Tot: 23s733ms | Loss: 0.445 | Acc: 85.579% (6504/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 24s40ms | Loss: 0.444 | Acc: 85.597% (6591/7700) 77/100 [==================================================>..............] Step: 313ms | Tot: 24s354ms | Loss: 0.444 | Acc: 85.615% (6678/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s665ms | Loss: 0.444 | Acc: 85.620% (6764/7900) 79/100 [===================================================>.............] Step: 314ms | Tot: 24s979ms | Loss: 0.445 | Acc: 85.625% (6850/8000) 80/100 [====================================================>............] Step: 313ms | Tot: 25s292ms | Loss: 0.442 | Acc: 85.654% (6938/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 25s602ms | Loss: 0.442 | Acc: 85.646% (7023/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s910ms | Loss: 0.441 | Acc: 85.651% (7109/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 26s215ms | Loss: 0.441 | Acc: 85.667% (7196/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 26s524ms | Loss: 0.442 | Acc: 85.588% (7275/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s837ms | Loss: 0.445 | Acc: 85.512% (7354/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 27s149ms | Loss: 0.445 | Acc: 85.471% (7436/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 27s455ms | Loss: 0.445 | Acc: 85.489% (7523/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s765ms | Loss: 0.444 | Acc: 85.528% (7612/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 28s71ms | Loss: 0.444 | Acc: 85.533% (7698/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 28s382ms | Loss: 0.443 | Acc: 85.582% (7788/9100) 91/100 [===========================================================>.....] Step: 318ms | Tot: 28s700ms | Loss: 0.442 | Acc: 85.630% (7878/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 29s6ms | Loss: 0.443 | Acc: 85.624% (7963/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 29s313ms | Loss: 0.445 | Acc: 85.606% (8047/9400) 94/100 [=============================================================>...] Step: 314ms | Tot: 29s628ms | Loss: 0.444 | Acc: 85.653% (8137/9500) 95/100 [=============================================================>...] Step: 320ms | Tot: 29s948ms | Loss: 0.443 | Acc: 85.698% (8227/9600) 96/100 [==============================================================>..] Step: 314ms | Tot: 30s263ms | Loss: 0.441 | Acc: 85.742% (8317/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 30s569ms | Loss: 0.441 | Acc: 85.684% (8397/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s875ms | Loss: 0.442 | Acc: 85.687% (8483/9900) 99/100 [================================================================>] Step: 308ms | Tot: 31s184ms | Loss: 0.443 | Acc: 85.690% (8569/10000) 100/100 + +Epoch: 116 + [>................................................................] Step: 604ms | Tot: 2ms | Loss: 0.256 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 378ms | Tot: 381ms | Loss: 0.267 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 384ms | Tot: 765ms | Loss: 0.277 | Acc: 90.885% (349/384) 3/391 [>................................................................] Step: 379ms | Tot: 1s144ms | Loss: 0.264 | Acc: 91.211% (467/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s514ms | Loss: 0.250 | Acc: 91.562% (586/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s880ms | Loss: 0.242 | Acc: 91.927% (706/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s245ms | Loss: 0.256 | Acc: 92.076% (825/896) 7/391 [=>...............................................................] Step: 374ms | Tot: 2s619ms | Loss: 0.256 | Acc: 91.895% (941/1024) 8/391 [=>...............................................................] Step: 378ms | Tot: 2s998ms | Loss: 0.268 | Acc: 91.319% (1052/1152) 9/391 [=>...............................................................] Step: 377ms | Tot: 3s375ms | Loss: 0.267 | Acc: 91.406% (1170/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s738ms | Loss: 0.275 | Acc: 91.122% (1283/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s107ms | Loss: 0.274 | Acc: 91.211% (1401/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s475ms | Loss: 0.276 | Acc: 90.865% (1512/1664) 13/391 [==>..............................................................] Step: 374ms | Tot: 4s850ms | Loss: 0.280 | Acc: 90.625% (1624/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s211ms | Loss: 0.281 | Acc: 90.521% (1738/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s572ms | Loss: 0.282 | Acc: 90.674% (1857/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s939ms | Loss: 0.278 | Acc: 90.809% (1976/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s307ms | Loss: 0.282 | Acc: 90.538% (2086/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s679ms | Loss: 0.282 | Acc: 90.584% (2203/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 7s42ms | Loss: 0.283 | Acc: 90.469% (2316/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s400ms | Loss: 0.282 | Acc: 90.588% (2435/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s764ms | Loss: 0.283 | Acc: 90.589% (2551/2816) 22/391 [===>.............................................................] Step: 382ms | Tot: 8s147ms | Loss: 0.283 | Acc: 90.591% (2667/2944) 23/391 [===>.............................................................] Step: 379ms | Tot: 8s526ms | Loss: 0.282 | Acc: 90.690% (2786/3072) 24/391 [===>.............................................................] Step: 381ms | Tot: 8s907ms | Loss: 0.278 | Acc: 90.875% (2908/3200) 25/391 [====>............................................................] Step: 383ms | Tot: 9s291ms | Loss: 0.286 | Acc: 90.565% (3014/3328) 26/391 [====>............................................................] Step: 372ms | Tot: 9s663ms | Loss: 0.283 | Acc: 90.654% (3133/3456) 27/391 [====>............................................................] Step: 389ms | Tot: 10s52ms | Loss: 0.282 | Acc: 90.625% (3248/3584) 28/391 [====>............................................................] Step: 376ms | Tot: 10s429ms | Loss: 0.279 | Acc: 90.733% (3368/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s798ms | Loss: 0.280 | Acc: 90.703% (3483/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s161ms | Loss: 0.280 | Acc: 90.675% (3598/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s521ms | Loss: 0.281 | Acc: 90.552% (3709/4096) 32/391 [=====>...........................................................] Step: 381ms | Tot: 11s903ms | Loss: 0.281 | Acc: 90.507% (3823/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 12s261ms | Loss: 0.279 | Acc: 90.556% (3941/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s626ms | Loss: 0.281 | Acc: 90.424% (4051/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 12s996ms | Loss: 0.281 | Acc: 90.386% (4165/4608) 36/391 [=====>...........................................................] Step: 378ms | Tot: 13s374ms | Loss: 0.279 | Acc: 90.435% (4283/4736) 37/391 [======>..........................................................] Step: 369ms | Tot: 13s744ms | Loss: 0.278 | Acc: 90.481% (4401/4864) 38/391 [======>..........................................................] Step: 377ms | Tot: 14s121ms | Loss: 0.280 | Acc: 90.345% (4510/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s482ms | Loss: 0.280 | Acc: 90.332% (4625/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s847ms | Loss: 0.279 | Acc: 90.396% (4744/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 15s218ms | Loss: 0.277 | Acc: 90.458% (4863/5376) 42/391 [======>..........................................................] Step: 372ms | Tot: 15s590ms | Loss: 0.278 | Acc: 90.389% (4975/5504) 43/391 [=======>.........................................................] Step: 375ms | Tot: 15s966ms | Loss: 0.277 | Acc: 90.447% (5094/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 16s330ms | Loss: 0.278 | Acc: 90.434% (5209/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s694ms | Loss: 0.279 | Acc: 90.455% (5326/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 17s55ms | Loss: 0.277 | Acc: 90.492% (5444/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s429ms | Loss: 0.278 | Acc: 90.479% (5559/6144) 48/391 [=======>.........................................................] Step: 368ms | Tot: 17s798ms | Loss: 0.276 | Acc: 90.545% (5679/6272) 49/391 [========>........................................................] Step: 372ms | Tot: 18s170ms | Loss: 0.275 | Acc: 90.594% (5798/6400) 50/391 [========>........................................................] Step: 375ms | Tot: 18s545ms | Loss: 0.274 | Acc: 90.594% (5914/6528) 51/391 [========>........................................................] Step: 368ms | Tot: 18s914ms | Loss: 0.276 | Acc: 90.535% (6026/6656) 52/391 [========>........................................................] Step: 372ms | Tot: 19s287ms | Loss: 0.277 | Acc: 90.478% (6138/6784) 53/391 [========>........................................................] Step: 371ms | Tot: 19s658ms | Loss: 0.277 | Acc: 90.509% (6256/6912) 54/391 [========>........................................................] Step: 373ms | Tot: 20s31ms | Loss: 0.276 | Acc: 90.554% (6375/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s397ms | Loss: 0.275 | Acc: 90.611% (6495/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s757ms | Loss: 0.277 | Acc: 90.556% (6607/7296) 57/391 [=========>.......................................................] Step: 385ms | Tot: 21s142ms | Loss: 0.276 | Acc: 90.612% (6727/7424) 58/391 [=========>.......................................................] Step: 374ms | Tot: 21s516ms | Loss: 0.275 | Acc: 90.599% (6842/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s881ms | Loss: 0.275 | Acc: 90.638% (6961/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s247ms | Loss: 0.276 | Acc: 90.612% (7075/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s611ms | Loss: 0.277 | Acc: 90.537% (7185/7936) 62/391 [==========>......................................................] Step: 379ms | Tot: 22s991ms | Loss: 0.278 | Acc: 90.501% (7298/8064) 63/391 [==========>......................................................] Step: 384ms | Tot: 23s375ms | Loss: 0.280 | Acc: 90.430% (7408/8192) 64/391 [==========>......................................................] Step: 377ms | Tot: 23s752ms | Loss: 0.281 | Acc: 90.409% (7522/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 24s120ms | Loss: 0.279 | Acc: 90.471% (7643/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s485ms | Loss: 0.279 | Acc: 90.427% (7755/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s853ms | Loss: 0.278 | Acc: 90.430% (7871/8704) 68/391 [===========>.....................................................] Step: 371ms | Tot: 25s225ms | Loss: 0.278 | Acc: 90.433% (7987/8832) 69/391 [===========>.....................................................] Step: 367ms | Tot: 25s592ms | Loss: 0.278 | Acc: 90.402% (8100/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s956ms | Loss: 0.281 | Acc: 90.350% (8211/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 26s317ms | Loss: 0.281 | Acc: 90.321% (8324/9216) 72/391 [===========>.....................................................] Step: 378ms | Tot: 26s696ms | Loss: 0.283 | Acc: 90.261% (8434/9344) 73/391 [============>....................................................] Step: 370ms | Tot: 27s67ms | Loss: 0.281 | Acc: 90.340% (8557/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s438ms | Loss: 0.280 | Acc: 90.365% (8675/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s799ms | Loss: 0.281 | Acc: 90.358% (8790/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 28s170ms | Loss: 0.280 | Acc: 90.412% (8911/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s542ms | Loss: 0.279 | Acc: 90.415% (9027/9984) 78/391 [============>....................................................] Step: 371ms | Tot: 28s913ms | Loss: 0.278 | Acc: 90.437% (9145/10112) 79/391 [=============>...................................................] Step: 371ms | Tot: 29s285ms | Loss: 0.277 | Acc: 90.469% (9264/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s647ms | Loss: 0.278 | Acc: 90.413% (9374/10368) 81/391 [=============>...................................................] Step: 369ms | Tot: 30s16ms | Loss: 0.279 | Acc: 90.377% (9486/10496) 82/391 [=============>...................................................] Step: 370ms | Tot: 30s386ms | Loss: 0.278 | Acc: 90.361% (9600/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s753ms | Loss: 0.277 | Acc: 90.402% (9720/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 31s124ms | Loss: 0.277 | Acc: 90.414% (9837/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 31s491ms | Loss: 0.277 | Acc: 90.380% (9949/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s856ms | Loss: 0.277 | Acc: 90.392% (10066/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 32s222ms | Loss: 0.278 | Acc: 90.368% (10179/11264) 88/391 [==============>..................................................] Step: 369ms | Tot: 32s592ms | Loss: 0.278 | Acc: 90.388% (10297/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 32s963ms | Loss: 0.277 | Acc: 90.417% (10416/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 33s335ms | Loss: 0.278 | Acc: 90.402% (10530/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s697ms | Loss: 0.277 | Acc: 90.447% (10651/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 34s63ms | Loss: 0.277 | Acc: 90.407% (10762/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 34s429ms | Loss: 0.277 | Acc: 90.434% (10881/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s797ms | Loss: 0.277 | Acc: 90.419% (10995/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 35s159ms | Loss: 0.277 | Acc: 90.413% (11110/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s520ms | Loss: 0.277 | Acc: 90.416% (11226/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s888ms | Loss: 0.278 | Acc: 90.378% (11337/12544) 98/391 [================>................................................] Step: 365ms | Tot: 36s254ms | Loss: 0.278 | Acc: 90.349% (11449/12672) 99/391 [================>................................................] Step: 377ms | Tot: 36s632ms | Loss: 0.278 | Acc: 90.359% (11566/12800) 100/391 [================>................................................] Step: 368ms | Tot: 37s | Loss: 0.277 | Acc: 90.377% (11684/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s364ms | Loss: 0.277 | Acc: 90.372% (11799/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s733ms | Loss: 0.278 | Acc: 90.329% (11909/13184) 103/391 [=================>...............................................] Step: 383ms | Tot: 38s116ms | Loss: 0.278 | Acc: 90.340% (12026/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 38s489ms | Loss: 0.279 | Acc: 90.298% (12136/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s853ms | Loss: 0.280 | Acc: 90.264% (12247/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 39s219ms | Loss: 0.280 | Acc: 90.260% (12362/13696) 107/391 [=================>...............................................] Step: 373ms | Tot: 39s592ms | Loss: 0.281 | Acc: 90.198% (12469/13824) 108/391 [=================>...............................................] Step: 376ms | Tot: 39s969ms | Loss: 0.281 | Acc: 90.224% (12588/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 40s333ms | Loss: 0.280 | Acc: 90.234% (12705/14080) 110/391 [==================>..............................................] Step: 375ms | Tot: 40s708ms | Loss: 0.280 | Acc: 90.273% (12826/14208) 111/391 [==================>..............................................] Step: 367ms | Tot: 41s76ms | Loss: 0.280 | Acc: 90.262% (12940/14336) 112/391 [==================>..............................................] Step: 375ms | Tot: 41s451ms | Loss: 0.281 | Acc: 90.252% (13054/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s821ms | Loss: 0.281 | Acc: 90.221% (13165/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 42s190ms | Loss: 0.282 | Acc: 90.211% (13279/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s552ms | Loss: 0.282 | Acc: 90.180% (13390/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s918ms | Loss: 0.282 | Acc: 90.171% (13504/14976) 117/391 [===================>.............................................] Step: 373ms | Tot: 43s291ms | Loss: 0.281 | Acc: 90.181% (13621/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 43s660ms | Loss: 0.282 | Acc: 90.185% (13737/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 44s33ms | Loss: 0.282 | Acc: 90.189% (13853/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 44s394ms | Loss: 0.282 | Acc: 90.192% (13969/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s758ms | Loss: 0.281 | Acc: 90.234% (14091/15616) 122/391 [====================>............................................] Step: 368ms | Tot: 45s126ms | Loss: 0.281 | Acc: 90.206% (14202/15744) 123/391 [====================>............................................] Step: 370ms | Tot: 45s497ms | Loss: 0.282 | Acc: 90.209% (14318/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 45s870ms | Loss: 0.281 | Acc: 90.225% (14436/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 46s232ms | Loss: 0.282 | Acc: 90.203% (14548/16128) 126/391 [====================>............................................] Step: 368ms | Tot: 46s600ms | Loss: 0.282 | Acc: 90.213% (14665/16256) 127/391 [=====================>...........................................] Step: 384ms | Tot: 46s985ms | Loss: 0.281 | Acc: 90.228% (14783/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 47s355ms | Loss: 0.280 | Acc: 90.274% (14906/16512) 129/391 [=====================>...........................................] Step: 370ms | Tot: 47s725ms | Loss: 0.281 | Acc: 90.258% (15019/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 48s92ms | Loss: 0.281 | Acc: 90.249% (15133/16768) 131/391 [=====================>...........................................] Step: 361ms | Tot: 48s453ms | Loss: 0.281 | Acc: 90.223% (15244/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 48s821ms | Loss: 0.281 | Acc: 90.243% (15363/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 49s189ms | Loss: 0.281 | Acc: 90.240% (15478/17152) 134/391 [======================>..........................................] Step: 373ms | Tot: 49s562ms | Loss: 0.281 | Acc: 90.220% (15590/17280) 135/391 [======================>..........................................] Step: 372ms | Tot: 49s935ms | Loss: 0.281 | Acc: 90.234% (15708/17408) 136/391 [======================>..........................................] Step: 367ms | Tot: 50s303ms | Loss: 0.281 | Acc: 90.209% (15819/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s678ms | Loss: 0.281 | Acc: 90.200% (15933/17664) 138/391 [======================>..........................................] Step: 372ms | Tot: 51s51ms | Loss: 0.281 | Acc: 90.209% (16050/17792) 139/391 [=======================>.........................................] Step: 387ms | Tot: 51s438ms | Loss: 0.281 | Acc: 90.201% (16164/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s799ms | Loss: 0.282 | Acc: 90.204% (16280/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 52s166ms | Loss: 0.282 | Acc: 90.196% (16394/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 52s533ms | Loss: 0.282 | Acc: 90.182% (16507/18304) 143/391 [=======================>.........................................] Step: 374ms | Tot: 52s908ms | Loss: 0.281 | Acc: 90.213% (16628/18432) 144/391 [=======================>.........................................] Step: 372ms | Tot: 53s280ms | Loss: 0.282 | Acc: 90.194% (16740/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 53s641ms | Loss: 0.281 | Acc: 90.208% (16858/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 54s5ms | Loss: 0.281 | Acc: 90.210% (16974/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 54s372ms | Loss: 0.282 | Acc: 90.197% (17087/18944) 148/391 [========================>........................................] Step: 370ms | Tot: 54s743ms | Loss: 0.282 | Acc: 90.211% (17205/19072) 149/391 [========================>........................................] Step: 375ms | Tot: 55s118ms | Loss: 0.282 | Acc: 90.208% (17320/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 55s482ms | Loss: 0.282 | Acc: 90.216% (17437/19328) 151/391 [=========================>.......................................] Step: 367ms | Tot: 55s850ms | Loss: 0.282 | Acc: 90.209% (17551/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 56s220ms | Loss: 0.282 | Acc: 90.222% (17669/19584) 153/391 [=========================>.......................................] Step: 376ms | Tot: 56s596ms | Loss: 0.282 | Acc: 90.234% (17787/19712) 154/391 [=========================>.......................................] Step: 378ms | Tot: 56s975ms | Loss: 0.282 | Acc: 90.232% (17902/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 57s337ms | Loss: 0.282 | Acc: 90.229% (18017/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 57s700ms | Loss: 0.282 | Acc: 90.202% (18127/20096) 157/391 [==========================>......................................] Step: 375ms | Tot: 58s76ms | Loss: 0.282 | Acc: 90.190% (18240/20224) 158/391 [==========================>......................................] Step: 371ms | Tot: 58s448ms | Loss: 0.282 | Acc: 90.188% (18355/20352) 159/391 [==========================>......................................] Step: 370ms | Tot: 58s819ms | Loss: 0.282 | Acc: 90.190% (18471/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 59s187ms | Loss: 0.282 | Acc: 90.174% (18583/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 59s555ms | Loss: 0.282 | Acc: 90.167% (18697/20736) 162/391 [==========================>......................................] Step: 380ms | Tot: 59s936ms | Loss: 0.282 | Acc: 90.184% (18816/20864) 163/391 [===========================>.....................................] Step: 372ms | Tot: 1m309ms | Loss: 0.282 | Acc: 90.192% (18933/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 1m679ms | Loss: 0.282 | Acc: 90.185% (19047/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.282 | Acc: 90.192% (19164/21248) 166/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.282 | Acc: 90.181% (19277/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.283 | Acc: 90.179% (19392/21504) 168/391 [===========================>.....................................] Step: 370ms | Tot: 1m2s | Loss: 0.283 | Acc: 90.172% (19506/21632) 169/391 [============================>....................................] Step: 375ms | Tot: 1m2s | Loss: 0.283 | Acc: 90.142% (19615/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.283 | Acc: 90.145% (19731/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.284 | Acc: 90.148% (19847/22016) 172/391 [============================>....................................] Step: 377ms | Tot: 1m3s | Loss: 0.284 | Acc: 90.137% (19960/22144) 173/391 [============================>....................................] Step: 372ms | Tot: 1m4s | Loss: 0.284 | Acc: 90.122% (20072/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m4s | Loss: 0.284 | Acc: 90.116% (20186/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.284 | Acc: 90.110% (20300/22528) 176/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.285 | Acc: 90.095% (20412/22656) 177/391 [=============================>...................................] Step: 372ms | Tot: 1m5s | Loss: 0.284 | Acc: 90.129% (20535/22784) 178/391 [=============================>...................................] Step: 375ms | Tot: 1m5s | Loss: 0.284 | Acc: 90.110% (20646/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.284 | Acc: 90.104% (20760/23040) 180/391 [=============================>...................................] Step: 376ms | Tot: 1m6s | Loss: 0.285 | Acc: 90.090% (20872/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.285 | Acc: 90.084% (20986/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.285 | Acc: 90.079% (21100/23424) 183/391 [==============================>..................................] Step: 376ms | Tot: 1m7s | Loss: 0.285 | Acc: 90.082% (21216/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m8s | Loss: 0.285 | Acc: 90.089% (21333/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m8s | Loss: 0.285 | Acc: 90.100% (21451/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.284 | Acc: 90.103% (21567/23936) 187/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.284 | Acc: 90.110% (21684/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.285 | Acc: 90.079% (21792/24192) 189/391 [===============================>.................................] Step: 379ms | Tot: 1m9s | Loss: 0.286 | Acc: 90.058% (21902/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.286 | Acc: 90.032% (22011/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.286 | Acc: 90.031% (22126/24576) 192/391 [===============================>.................................] Step: 374ms | Tot: 1m11s | Loss: 0.286 | Acc: 90.038% (22243/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.286 | Acc: 90.033% (22357/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.286 | Acc: 90.036% (22473/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.286 | Acc: 90.015% (22583/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.286 | Acc: 90.014% (22698/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.286 | Acc: 90.017% (22814/25344) 198/391 [================================>................................] Step: 375ms | Tot: 1m13s | Loss: 0.286 | Acc: 90.001% (22925/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.286 | Acc: 90.027% (23047/25600) 200/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.286 | Acc: 90.023% (23161/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.286 | Acc: 90.026% (23277/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.286 | Acc: 90.025% (23392/25984) 203/391 [=================================>...............................] Step: 377ms | Tot: 1m15s | Loss: 0.286 | Acc: 89.993% (23499/26112) 204/391 [=================================>...............................] Step: 370ms | Tot: 1m15s | Loss: 0.287 | Acc: 89.985% (23612/26240) 205/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.287 | Acc: 89.984% (23727/26368) 206/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.287 | Acc: 89.995% (23845/26496) 207/391 [==================================>..............................] Step: 380ms | Tot: 1m16s | Loss: 0.288 | Acc: 89.968% (23953/26624) 208/391 [==================================>..............................] Step: 376ms | Tot: 1m16s | Loss: 0.288 | Acc: 89.960% (24066/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m17s | Loss: 0.288 | Acc: 89.974% (24185/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m17s | Loss: 0.289 | Acc: 89.955% (24295/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.288 | Acc: 89.962% (24412/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.289 | Acc: 89.946% (24523/27264) 213/391 [===================================>.............................] Step: 372ms | Tot: 1m18s | Loss: 0.289 | Acc: 89.942% (24637/27392) 214/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.289 | Acc: 89.924% (24747/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.289 | Acc: 89.923% (24862/27648) 216/391 [===================================>.............................] Step: 371ms | Tot: 1m19s | Loss: 0.289 | Acc: 89.919% (24976/27776) 217/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.289 | Acc: 89.919% (25091/27904) 218/391 [====================================>............................] Step: 377ms | Tot: 1m20s | Loss: 0.289 | Acc: 89.912% (25204/28032) 219/391 [====================================>............................] Step: 375ms | Tot: 1m20s | Loss: 0.289 | Acc: 89.904% (25317/28160) 220/391 [====================================>............................] Step: 392ms | Tot: 1m21s | Loss: 0.289 | Acc: 89.900% (25431/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.289 | Acc: 89.897% (25545/28416) 222/391 [====================================>............................] Step: 369ms | Tot: 1m22s | Loss: 0.290 | Acc: 89.882% (25656/28544) 223/391 [=====================================>...........................] Step: 380ms | Tot: 1m22s | Loss: 0.289 | Acc: 89.879% (25770/28672) 224/391 [=====================================>...........................] Step: 390ms | Tot: 1m22s | Loss: 0.290 | Acc: 89.865% (25881/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.290 | Acc: 89.858% (25994/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.290 | Acc: 89.847% (26106/29056) 227/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.290 | Acc: 89.833% (26217/29184) 228/391 [=====================================>...........................] Step: 370ms | Tot: 1m24s | Loss: 0.290 | Acc: 89.827% (26330/29312) 229/391 [======================================>..........................] Step: 379ms | Tot: 1m24s | Loss: 0.290 | Acc: 89.830% (26446/29440) 230/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.290 | Acc: 89.837% (26563/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.290 | Acc: 89.840% (26679/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.290 | Acc: 89.857% (26799/29824) 233/391 [======================================>..........................] Step: 378ms | Tot: 1m26s | Loss: 0.290 | Acc: 89.867% (26917/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.290 | Acc: 89.874% (27034/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.290 | Acc: 89.880% (27151/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.290 | Acc: 89.867% (27262/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.290 | Acc: 89.890% (27384/30464) 238/391 [=======================================>.........................] Step: 372ms | Tot: 1m28s | Loss: 0.290 | Acc: 89.890% (27499/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.290 | Acc: 89.873% (27609/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m28s | Loss: 0.289 | Acc: 89.879% (27726/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.289 | Acc: 89.892% (27845/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.289 | Acc: 89.886% (27958/31104) 243/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.289 | Acc: 89.882% (28072/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m30s | Loss: 0.289 | Acc: 89.879% (28186/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m30s | Loss: 0.289 | Acc: 89.872% (28299/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m30s | Loss: 0.289 | Acc: 89.869% (28413/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.289 | Acc: 89.863% (28526/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.290 | Acc: 89.863% (28641/31872) 249/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.290 | Acc: 89.859% (28755/32000) 250/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.290 | Acc: 89.869% (28873/32128) 251/391 [=========================================>.......................] Step: 376ms | Tot: 1m32s | Loss: 0.289 | Acc: 89.878% (28991/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m33s | Loss: 0.289 | Acc: 89.878% (29106/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.289 | Acc: 89.893% (29226/32512) 254/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.289 | Acc: 89.877% (29336/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m34s | Loss: 0.289 | Acc: 89.890% (29455/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.289 | Acc: 89.898% (29573/32896) 257/391 [==========================================>......................] Step: 369ms | Tot: 1m34s | Loss: 0.289 | Acc: 89.874% (29680/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m35s | Loss: 0.289 | Acc: 89.886% (29799/33152) 259/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.288 | Acc: 89.901% (29919/33280) 260/391 [===========================================>.....................] Step: 376ms | Tot: 1m36s | Loss: 0.288 | Acc: 89.901% (30034/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.288 | Acc: 89.894% (30147/33536) 262/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.289 | Acc: 89.879% (30257/33664) 263/391 [===========================================>.....................] Step: 371ms | Tot: 1m37s | Loss: 0.289 | Acc: 89.873% (30370/33792) 264/391 [===========================================>.....................] Step: 373ms | Tot: 1m37s | Loss: 0.289 | Acc: 89.876% (30486/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.289 | Acc: 89.885% (30604/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.289 | Acc: 89.870% (30714/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.289 | Acc: 89.858% (30825/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.289 | Acc: 89.858% (30940/34432) 269/391 [============================================>....................] Step: 375ms | Tot: 1m39s | Loss: 0.289 | Acc: 89.850% (31052/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m39s | Loss: 0.289 | Acc: 89.852% (31168/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.289 | Acc: 89.855% (31284/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.289 | Acc: 89.855% (31399/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.289 | Acc: 89.844% (31510/35072) 274/391 [=============================================>...................] Step: 367ms | Tot: 1m41s | Loss: 0.289 | Acc: 89.844% (31625/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m41s | Loss: 0.290 | Acc: 89.830% (31735/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.290 | Acc: 89.832% (31851/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.289 | Acc: 89.841% (31969/35584) 278/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.289 | Acc: 89.827% (32079/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.290 | Acc: 89.821% (32192/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.290 | Acc: 89.813% (32304/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.290 | Acc: 89.813% (32419/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m44s | Loss: 0.290 | Acc: 89.813% (32534/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.290 | Acc: 89.802% (32645/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.290 | Acc: 89.811% (32763/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m45s | Loss: 0.290 | Acc: 89.811% (32878/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.290 | Acc: 89.806% (32991/36736) 287/391 [===============================================>.................] Step: 383ms | Tot: 1m45s | Loss: 0.290 | Acc: 89.819% (33111/36864) 288/391 [===============================================>.................] Step: 373ms | Tot: 1m46s | Loss: 0.290 | Acc: 89.825% (33228/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.290 | Acc: 89.822% (33342/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.290 | Acc: 89.795% (33447/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.290 | Acc: 89.804% (33565/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.290 | Acc: 89.804% (33680/37504) 293/391 [================================================>................] Step: 370ms | Tot: 1m48s | Loss: 0.290 | Acc: 89.812% (33798/37632) 294/391 [================================================>................] Step: 375ms | Tot: 1m48s | Loss: 0.290 | Acc: 89.807% (33911/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.290 | Acc: 89.825% (34033/37888) 296/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.290 | Acc: 89.828% (34149/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.290 | Acc: 89.833% (34266/38144) 298/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.289 | Acc: 89.836% (34382/38272) 299/391 [=================================================>...............] Step: 369ms | Tot: 1m50s | Loss: 0.289 | Acc: 89.839% (34498/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m50s | Loss: 0.289 | Acc: 89.846% (34616/38528) 301/391 [==================================================>..............] Step: 372ms | Tot: 1m51s | Loss: 0.290 | Acc: 89.826% (34723/38656) 302/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.290 | Acc: 89.833% (34841/38784) 303/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.290 | Acc: 89.833% (34956/38912) 304/391 [==================================================>..............] Step: 373ms | Tot: 1m52s | Loss: 0.290 | Acc: 89.834% (35071/39040) 305/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.290 | Acc: 89.834% (35186/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.290 | Acc: 89.841% (35304/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.290 | Acc: 89.834% (35416/39424) 308/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.290 | Acc: 89.824% (35527/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.290 | Acc: 89.826% (35643/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.290 | Acc: 89.821% (35756/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.290 | Acc: 89.824% (35872/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m55s | Loss: 0.290 | Acc: 89.839% (35993/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.290 | Acc: 89.841% (36109/40192) 314/391 [====================================================>............] Step: 383ms | Tot: 1m55s | Loss: 0.290 | Acc: 89.821% (36216/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m56s | Loss: 0.290 | Acc: 89.819% (36330/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.290 | Acc: 89.817% (36444/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m57s | Loss: 0.290 | Acc: 89.807% (36555/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m57s | Loss: 0.290 | Acc: 89.783% (36660/40832) 319/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.291 | Acc: 89.778% (36773/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.291 | Acc: 89.780% (36889/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.291 | Acc: 89.778% (37003/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.291 | Acc: 89.778% (37118/41344) 323/391 [=====================================================>...........] Step: 377ms | Tot: 1m59s | Loss: 0.291 | Acc: 89.779% (37233/41472) 324/391 [=====================================================>...........] Step: 375ms | Tot: 1m59s | Loss: 0.292 | Acc: 89.772% (37345/41600) 325/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.292 | Acc: 89.765% (37457/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 2m330ms | Loss: 0.292 | Acc: 89.772% (37575/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 2m692ms | Loss: 0.292 | Acc: 89.779% (37693/41984) 328/391 [======================================================>..........] Step: 374ms | Tot: 2m1s | Loss: 0.292 | Acc: 89.782% (37809/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m1s | Loss: 0.292 | Acc: 89.785% (37925/42240) 330/391 [======================================================>..........] Step: 359ms | Tot: 2m1s | Loss: 0.292 | Acc: 89.771% (38034/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.292 | Acc: 89.764% (38146/42496) 332/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.292 | Acc: 89.769% (38263/42624) 333/391 [=======================================================>.........] Step: 374ms | Tot: 2m2s | Loss: 0.292 | Acc: 89.760% (38374/42752) 334/391 [=======================================================>.........] Step: 370ms | Tot: 2m3s | Loss: 0.292 | Acc: 89.753% (38486/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m3s | Loss: 0.292 | Acc: 89.751% (38600/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m4s | Loss: 0.292 | Acc: 89.765% (38721/43136) 337/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.292 | Acc: 89.765% (38836/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.292 | Acc: 89.765% (38951/43392) 339/391 [========================================================>........] Step: 370ms | Tot: 2m5s | Loss: 0.292 | Acc: 89.766% (39066/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m5s | Loss: 0.292 | Acc: 89.775% (39185/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m5s | Loss: 0.292 | Acc: 89.773% (39299/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m6s | Loss: 0.292 | Acc: 89.766% (39411/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.292 | Acc: 89.771% (39528/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.292 | Acc: 89.764% (39640/44160) 345/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.292 | Acc: 89.767% (39756/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m7s | Loss: 0.292 | Acc: 89.769% (39872/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m8s | Loss: 0.292 | Acc: 89.765% (39985/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m8s | Loss: 0.292 | Acc: 89.765% (40100/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.292 | Acc: 89.752% (40209/44800) 350/391 [==========================================================>......] Step: 379ms | Tot: 2m9s | Loss: 0.292 | Acc: 89.759% (40327/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.292 | Acc: 89.755% (40440/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.293 | Acc: 89.746% (40551/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m10s | Loss: 0.293 | Acc: 89.744% (40665/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m10s | Loss: 0.293 | Acc: 89.743% (40779/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.293 | Acc: 89.723% (40885/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.293 | Acc: 89.721% (40999/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.293 | Acc: 89.717% (41112/45824) 358/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.293 | Acc: 89.707% (41222/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.293 | Acc: 89.701% (41334/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.293 | Acc: 89.703% (41450/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.293 | Acc: 89.699% (41563/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.294 | Acc: 89.687% (41672/46464) 363/391 [============================================================>....] Step: 375ms | Tot: 2m13s | Loss: 0.294 | Acc: 89.678% (41783/46592) 364/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.294 | Acc: 89.675% (41896/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m14s | Loss: 0.294 | Acc: 89.673% (42010/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m15s | Loss: 0.293 | Acc: 89.684% (42130/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.293 | Acc: 89.687% (42246/47104) 368/391 [=============================================================>...] Step: 377ms | Tot: 2m15s | Loss: 0.293 | Acc: 89.687% (42361/47232) 369/391 [=============================================================>...] Step: 372ms | Tot: 2m16s | Loss: 0.294 | Acc: 89.679% (42472/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.294 | Acc: 89.654% (42575/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.294 | Acc: 89.663% (42694/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m17s | Loss: 0.294 | Acc: 89.659% (42807/47744) 373/391 [==============================================================>..] Step: 372ms | Tot: 2m17s | Loss: 0.294 | Acc: 89.668% (42926/47872) 374/391 [==============================================================>..] Step: 377ms | Tot: 2m17s | Loss: 0.294 | Acc: 89.673% (43043/48000) 375/391 [==============================================================>..] Step: 371ms | Tot: 2m18s | Loss: 0.294 | Acc: 89.682% (43162/48128) 376/391 [==============================================================>..] Step: 371ms | Tot: 2m18s | Loss: 0.294 | Acc: 89.692% (43282/48256) 377/391 [==============================================================>..] Step: 379ms | Tot: 2m19s | Loss: 0.294 | Acc: 89.691% (43396/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m19s | Loss: 0.293 | Acc: 89.699% (43515/48512) 379/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.293 | Acc: 89.698% (43629/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.294 | Acc: 89.700% (43745/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.294 | Acc: 89.684% (43852/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.294 | Acc: 89.679% (43964/49024) 383/391 [===============================================================>.] Step: 383ms | Tot: 2m21s | Loss: 0.294 | Acc: 89.693% (44086/49152) 384/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.294 | Acc: 89.706% (44207/49280) 385/391 [================================================================>] Step: 373ms | Tot: 2m22s | Loss: 0.294 | Acc: 89.698% (44318/49408) 386/391 [================================================================>] Step: 373ms | Tot: 2m22s | Loss: 0.293 | Acc: 89.711% (44439/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.294 | Acc: 89.699% (44548/49664) 388/391 [================================================================>] Step: 366ms | Tot: 2m23s | Loss: 0.294 | Acc: 89.685% (44656/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m23s | Loss: 0.294 | Acc: 89.681% (44769/49920) 390/391 [================================================================>] Step: 353ms | Tot: 2m23s | Loss: 0.294 | Acc: 89.676% (44838/50000) 391/391 + [>................................................................] Step: 488ms | Tot: 2ms | Loss: 0.438 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 305ms | Tot: 308ms | Loss: 0.443 | Acc: 85.500% (171/200) 2/100 [=>...............................................................] Step: 305ms | Tot: 613ms | Loss: 0.459 | Acc: 85.333% (256/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 913ms | Loss: 0.414 | Acc: 87.000% (348/400) 4/100 [==>..............................................................] Step: 307ms | Tot: 1s220ms | Loss: 0.385 | Acc: 87.000% (435/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s519ms | Loss: 0.356 | Acc: 87.667% (526/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s813ms | Loss: 0.355 | Acc: 88.143% (617/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s119ms | Loss: 0.376 | Acc: 87.375% (699/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s424ms | Loss: 0.395 | Acc: 87.111% (784/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s732ms | Loss: 0.389 | Acc: 87.300% (873/1000) 10/100 [======>..........................................................] Step: 310ms | Tot: 3s43ms | Loss: 0.401 | Acc: 86.909% (956/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s346ms | Loss: 0.417 | Acc: 86.833% (1042/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s656ms | Loss: 0.413 | Acc: 87.000% (1131/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s961ms | Loss: 0.412 | Acc: 86.714% (1214/1400) 14/100 [=========>.......................................................] Step: 307ms | Tot: 4s268ms | Loss: 0.401 | Acc: 86.933% (1304/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s572ms | Loss: 0.404 | Acc: 86.500% (1384/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s882ms | Loss: 0.402 | Acc: 86.471% (1470/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s189ms | Loss: 0.400 | Acc: 86.333% (1554/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s495ms | Loss: 0.404 | Acc: 86.211% (1638/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s804ms | Loss: 0.413 | Acc: 85.900% (1718/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s111ms | Loss: 0.413 | Acc: 85.857% (1803/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s418ms | Loss: 0.410 | Acc: 85.864% (1889/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s730ms | Loss: 0.413 | Acc: 85.870% (1975/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s43ms | Loss: 0.418 | Acc: 85.750% (2058/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s350ms | Loss: 0.421 | Acc: 85.760% (2144/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s660ms | Loss: 0.423 | Acc: 85.846% (2232/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s970ms | Loss: 0.418 | Acc: 85.926% (2320/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s278ms | Loss: 0.416 | Acc: 86.036% (2409/2800) 28/100 [==================>..............................................] Step: 314ms | Tot: 8s593ms | Loss: 0.417 | Acc: 86.172% (2499/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s897ms | Loss: 0.416 | Acc: 86.167% (2585/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s202ms | Loss: 0.417 | Acc: 86.161% (2671/3100) 31/100 [====================>............................................] Step: 316ms | Tot: 9s519ms | Loss: 0.416 | Acc: 86.062% (2754/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s828ms | Loss: 0.414 | Acc: 86.152% (2843/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s134ms | Loss: 0.415 | Acc: 86.118% (2928/3400) 34/100 [======================>..........................................] Step: 314ms | Tot: 10s448ms | Loss: 0.422 | Acc: 86.000% (3010/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s755ms | Loss: 0.420 | Acc: 86.083% (3099/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s64ms | Loss: 0.423 | Acc: 86.000% (3182/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s374ms | Loss: 0.424 | Acc: 85.974% (3267/3800) 38/100 [========================>........................................] Step: 314ms | Tot: 11s688ms | Loss: 0.425 | Acc: 85.949% (3352/3900) 39/100 [=========================>.......................................] Step: 313ms | Tot: 12s2ms | Loss: 0.422 | Acc: 86.025% (3441/4000) 40/100 [==========================>......................................] Step: 310ms | Tot: 12s312ms | Loss: 0.424 | Acc: 86.073% (3529/4100) 41/100 [==========================>......................................] Step: 327ms | Tot: 12s640ms | Loss: 0.424 | Acc: 86.119% (3617/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s953ms | Loss: 0.421 | Acc: 86.256% (3709/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s266ms | Loss: 0.422 | Acc: 86.227% (3794/4400) 44/100 [============================>....................................] Step: 318ms | Tot: 13s584ms | Loss: 0.418 | Acc: 86.356% (3886/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s897ms | Loss: 0.416 | Acc: 86.413% (3975/4600) 46/100 [=============================>...................................] Step: 314ms | Tot: 14s212ms | Loss: 0.416 | Acc: 86.404% (4061/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s528ms | Loss: 0.417 | Acc: 86.375% (4146/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s838ms | Loss: 0.414 | Acc: 86.429% (4235/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s149ms | Loss: 0.416 | Acc: 86.340% (4317/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s461ms | Loss: 0.417 | Acc: 86.314% (4402/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s768ms | Loss: 0.419 | Acc: 86.212% (4483/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 16s79ms | Loss: 0.420 | Acc: 86.151% (4566/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s394ms | Loss: 0.420 | Acc: 86.167% (4653/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s708ms | Loss: 0.420 | Acc: 86.182% (4740/5500) 55/100 [===================================>.............................] Step: 315ms | Tot: 17s23ms | Loss: 0.421 | Acc: 86.179% (4826/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s330ms | Loss: 0.421 | Acc: 86.175% (4912/5700) 57/100 [=====================================>...........................] Step: 320ms | Tot: 17s651ms | Loss: 0.419 | Acc: 86.293% (5005/5800) 58/100 [=====================================>...........................] Step: 331ms | Tot: 17s982ms | Loss: 0.424 | Acc: 86.136% (5082/5900) 59/100 [======================================>..........................] Step: 338ms | Tot: 18s321ms | Loss: 0.426 | Acc: 86.033% (5162/6000) 60/100 [=======================================>.........................] Step: 324ms | Tot: 18s646ms | Loss: 0.427 | Acc: 85.984% (5245/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s958ms | Loss: 0.426 | Acc: 86.016% (5333/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 19s272ms | Loss: 0.426 | Acc: 86.063% (5422/6300) 63/100 [========================================>........................] Step: 320ms | Tot: 19s593ms | Loss: 0.424 | Acc: 86.109% (5511/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s898ms | Loss: 0.424 | Acc: 86.092% (5596/6500) 65/100 [==========================================>......................] Step: 314ms | Tot: 20s213ms | Loss: 0.424 | Acc: 86.076% (5681/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s526ms | Loss: 0.422 | Acc: 86.119% (5770/6700) 67/100 [===========================================>.....................] Step: 316ms | Tot: 20s842ms | Loss: 0.420 | Acc: 86.118% (5856/6800) 68/100 [============================================>....................] Step: 311ms | Tot: 21s153ms | Loss: 0.419 | Acc: 86.159% (5945/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s465ms | Loss: 0.419 | Acc: 86.129% (6029/7000) 70/100 [=============================================>...................] Step: 322ms | Tot: 21s787ms | Loss: 0.421 | Acc: 86.113% (6114/7100) 71/100 [==============================================>..................] Step: 322ms | Tot: 22s110ms | Loss: 0.422 | Acc: 86.042% (6195/7200) 72/100 [==============================================>..................] Step: 338ms | Tot: 22s448ms | Loss: 0.421 | Acc: 86.082% (6284/7300) 73/100 [===============================================>.................] Step: 349ms | Tot: 22s797ms | Loss: 0.420 | Acc: 86.135% (6374/7400) 74/100 [================================================>................] Step: 326ms | Tot: 23s124ms | Loss: 0.422 | Acc: 86.080% (6456/7500) 75/100 [================================================>................] Step: 314ms | Tot: 23s439ms | Loss: 0.422 | Acc: 86.066% (6541/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s750ms | Loss: 0.423 | Acc: 86.052% (6626/7700) 77/100 [==================================================>..............] Step: 321ms | Tot: 24s72ms | Loss: 0.423 | Acc: 86.051% (6712/7800) 78/100 [==================================================>..............] Step: 312ms | Tot: 24s385ms | Loss: 0.421 | Acc: 86.101% (6802/7900) 79/100 [===================================================>.............] Step: 317ms | Tot: 24s702ms | Loss: 0.422 | Acc: 86.112% (6889/8000) 80/100 [====================================================>............] Step: 312ms | Tot: 25s15ms | Loss: 0.421 | Acc: 86.160% (6979/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 25s332ms | Loss: 0.422 | Acc: 86.122% (7062/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 25s648ms | Loss: 0.421 | Acc: 86.108% (7147/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s959ms | Loss: 0.422 | Acc: 86.083% (7231/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 26s268ms | Loss: 0.422 | Acc: 86.082% (7317/8500) 85/100 [=======================================================>.........] Step: 321ms | Tot: 26s589ms | Loss: 0.423 | Acc: 86.093% (7404/8600) 86/100 [=======================================================>.........] Step: 317ms | Tot: 26s907ms | Loss: 0.423 | Acc: 86.126% (7493/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 27s220ms | Loss: 0.423 | Acc: 86.091% (7576/8800) 88/100 [=========================================================>.......] Step: 322ms | Tot: 27s543ms | Loss: 0.423 | Acc: 86.112% (7664/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s847ms | Loss: 0.424 | Acc: 86.078% (7747/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 28s150ms | Loss: 0.422 | Acc: 86.143% (7839/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s456ms | Loss: 0.420 | Acc: 86.228% (7933/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s755ms | Loss: 0.420 | Acc: 86.204% (8017/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 29s65ms | Loss: 0.421 | Acc: 86.181% (8101/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 29s369ms | Loss: 0.422 | Acc: 86.158% (8185/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s680ms | Loss: 0.422 | Acc: 86.188% (8274/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s985ms | Loss: 0.420 | Acc: 86.216% (8363/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 30s296ms | Loss: 0.420 | Acc: 86.214% (8449/9800) 98/100 [===============================================================>.] Step: 311ms | Tot: 30s607ms | Loss: 0.421 | Acc: 86.172% (8531/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s920ms | Loss: 0.421 | Acc: 86.160% (8616/10000) 100/100 + +Epoch: 117 + [>................................................................] Step: 665ms | Tot: 2ms | Loss: 0.245 | Acc: 89.062% (114/128) 1/391 [>................................................................] Step: 390ms | Tot: 392ms | Loss: 0.261 | Acc: 90.234% (231/256) 2/391 [>................................................................] Step: 385ms | Tot: 778ms | Loss: 0.302 | Acc: 88.542% (340/384) 3/391 [>................................................................] Step: 384ms | Tot: 1s163ms | Loss: 0.285 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 383ms | Tot: 1s546ms | Loss: 0.287 | Acc: 89.844% (575/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s919ms | Loss: 0.284 | Acc: 90.104% (692/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s283ms | Loss: 0.283 | Acc: 90.290% (809/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s650ms | Loss: 0.275 | Acc: 90.527% (927/1024) 8/391 [=>...............................................................] Step: 379ms | Tot: 3s30ms | Loss: 0.275 | Acc: 90.451% (1042/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s398ms | Loss: 0.275 | Acc: 90.312% (1156/1280) 10/391 [=>...............................................................] Step: 368ms | Tot: 3s767ms | Loss: 0.276 | Acc: 90.128% (1269/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s138ms | Loss: 0.266 | Acc: 90.560% (1391/1536) 12/391 [=>...............................................................] Step: 369ms | Tot: 4s508ms | Loss: 0.258 | Acc: 90.986% (1514/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s879ms | Loss: 0.266 | Acc: 90.513% (1622/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s241ms | Loss: 0.270 | Acc: 90.365% (1735/1920) 15/391 [==>..............................................................] Step: 381ms | Tot: 5s622ms | Loss: 0.271 | Acc: 90.283% (1849/2048) 16/391 [==>..............................................................] Step: 372ms | Tot: 5s995ms | Loss: 0.266 | Acc: 90.395% (1967/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s364ms | Loss: 0.262 | Acc: 90.495% (2085/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s730ms | Loss: 0.264 | Acc: 90.461% (2200/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 7s96ms | Loss: 0.268 | Acc: 90.352% (2313/2560) 20/391 [===>.............................................................] Step: 370ms | Tot: 7s466ms | Loss: 0.271 | Acc: 90.179% (2424/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s831ms | Loss: 0.273 | Acc: 90.128% (2538/2816) 22/391 [===>.............................................................] Step: 371ms | Tot: 8s202ms | Loss: 0.275 | Acc: 90.082% (2652/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s572ms | Loss: 0.276 | Acc: 89.941% (2763/3072) 24/391 [===>.............................................................] Step: 381ms | Tot: 8s954ms | Loss: 0.277 | Acc: 89.938% (2878/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s318ms | Loss: 0.274 | Acc: 89.994% (2995/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s680ms | Loss: 0.276 | Acc: 89.931% (3108/3456) 27/391 [====>............................................................] Step: 371ms | Tot: 10s51ms | Loss: 0.279 | Acc: 89.872% (3221/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s416ms | Loss: 0.279 | Acc: 89.925% (3338/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s785ms | Loss: 0.283 | Acc: 89.844% (3450/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s150ms | Loss: 0.284 | Acc: 89.819% (3564/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s515ms | Loss: 0.283 | Acc: 89.868% (3681/4096) 32/391 [=====>...........................................................] Step: 375ms | Tot: 11s890ms | Loss: 0.282 | Acc: 89.938% (3799/4224) 33/391 [=====>...........................................................] Step: 381ms | Tot: 12s272ms | Loss: 0.280 | Acc: 90.074% (3920/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s634ms | Loss: 0.276 | Acc: 90.223% (4042/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 13s4ms | Loss: 0.280 | Acc: 90.148% (4154/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s367ms | Loss: 0.278 | Acc: 90.224% (4273/4736) 37/391 [======>..........................................................] Step: 369ms | Tot: 13s737ms | Loss: 0.279 | Acc: 90.234% (4389/4864) 38/391 [======>..........................................................] Step: 373ms | Tot: 14s111ms | Loss: 0.280 | Acc: 90.184% (4502/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s474ms | Loss: 0.281 | Acc: 90.176% (4617/5120) 40/391 [======>..........................................................] Step: 378ms | Tot: 14s852ms | Loss: 0.283 | Acc: 90.168% (4732/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 15s217ms | Loss: 0.281 | Acc: 90.197% (4849/5376) 42/391 [======>..........................................................] Step: 378ms | Tot: 15s595ms | Loss: 0.283 | Acc: 90.189% (4964/5504) 43/391 [=======>.........................................................] Step: 372ms | Tot: 15s967ms | Loss: 0.284 | Acc: 90.146% (5077/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s331ms | Loss: 0.287 | Acc: 90.017% (5185/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s693ms | Loss: 0.288 | Acc: 89.980% (5298/5888) 46/391 [=======>.........................................................] Step: 366ms | Tot: 17s60ms | Loss: 0.292 | Acc: 89.927% (5410/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 17s427ms | Loss: 0.293 | Acc: 89.844% (5520/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s793ms | Loss: 0.290 | Acc: 89.923% (5640/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 18s164ms | Loss: 0.289 | Acc: 89.906% (5754/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s527ms | Loss: 0.288 | Acc: 89.966% (5873/6528) 51/391 [========>........................................................] Step: 370ms | Tot: 18s897ms | Loss: 0.288 | Acc: 89.994% (5990/6656) 52/391 [========>........................................................] Step: 365ms | Tot: 19s262ms | Loss: 0.288 | Acc: 89.947% (6102/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s637ms | Loss: 0.287 | Acc: 90.032% (6223/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 20s3ms | Loss: 0.291 | Acc: 89.943% (6332/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s364ms | Loss: 0.289 | Acc: 89.983% (6450/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s728ms | Loss: 0.289 | Acc: 89.981% (6565/7296) 57/391 [=========>.......................................................] Step: 369ms | Tot: 21s98ms | Loss: 0.290 | Acc: 89.978% (6680/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s463ms | Loss: 0.292 | Acc: 89.857% (6786/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s828ms | Loss: 0.290 | Acc: 89.922% (6906/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s194ms | Loss: 0.291 | Acc: 89.933% (7022/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s553ms | Loss: 0.290 | Acc: 89.919% (7136/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s922ms | Loss: 0.290 | Acc: 89.955% (7254/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s289ms | Loss: 0.290 | Acc: 89.990% (7372/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s655ms | Loss: 0.290 | Acc: 89.976% (7486/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 24s21ms | Loss: 0.291 | Acc: 89.950% (7599/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s378ms | Loss: 0.292 | Acc: 89.867% (7707/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s741ms | Loss: 0.292 | Acc: 89.832% (7819/8704) 68/391 [===========>.....................................................] Step: 374ms | Tot: 25s116ms | Loss: 0.294 | Acc: 89.798% (7931/8832) 69/391 [===========>.....................................................] Step: 382ms | Tot: 25s498ms | Loss: 0.293 | Acc: 89.810% (8047/8960) 70/391 [===========>.....................................................] Step: 375ms | Tot: 25s874ms | Loss: 0.292 | Acc: 89.789% (8160/9088) 71/391 [===========>.....................................................] Step: 372ms | Tot: 26s246ms | Loss: 0.293 | Acc: 89.789% (8275/9216) 72/391 [===========>.....................................................] Step: 373ms | Tot: 26s620ms | Loss: 0.293 | Acc: 89.769% (8388/9344) 73/391 [============>....................................................] Step: 373ms | Tot: 26s994ms | Loss: 0.293 | Acc: 89.780% (8504/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s360ms | Loss: 0.293 | Acc: 89.823% (8623/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s728ms | Loss: 0.292 | Acc: 89.854% (8741/9728) 76/391 [============>....................................................] Step: 380ms | Tot: 28s108ms | Loss: 0.293 | Acc: 89.844% (8855/9856) 77/391 [============>....................................................] Step: 376ms | Tot: 28s485ms | Loss: 0.292 | Acc: 89.854% (8971/9984) 78/391 [============>....................................................] Step: 378ms | Tot: 28s863ms | Loss: 0.292 | Acc: 89.854% (9086/10112) 79/391 [=============>...................................................] Step: 365ms | Tot: 29s229ms | Loss: 0.292 | Acc: 89.873% (9203/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 29s599ms | Loss: 0.293 | Acc: 89.853% (9316/10368) 81/391 [=============>...................................................] Step: 374ms | Tot: 29s974ms | Loss: 0.293 | Acc: 89.834% (9429/10496) 82/391 [=============>...................................................] Step: 371ms | Tot: 30s346ms | Loss: 0.293 | Acc: 89.853% (9546/10624) 83/391 [=============>...................................................] Step: 370ms | Tot: 30s716ms | Loss: 0.294 | Acc: 89.844% (9660/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 31s88ms | Loss: 0.293 | Acc: 89.890% (9780/10880) 85/391 [==============>..................................................] Step: 368ms | Tot: 31s457ms | Loss: 0.291 | Acc: 89.935% (9900/11008) 86/391 [==============>..................................................] Step: 381ms | Tot: 31s838ms | Loss: 0.291 | Acc: 89.969% (10019/11136) 87/391 [==============>..................................................] Step: 382ms | Tot: 32s220ms | Loss: 0.291 | Acc: 89.959% (10133/11264) 88/391 [==============>..................................................] Step: 373ms | Tot: 32s593ms | Loss: 0.291 | Acc: 89.975% (10250/11392) 89/391 [==============>..................................................] Step: 380ms | Tot: 32s973ms | Loss: 0.291 | Acc: 89.957% (10363/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 33s341ms | Loss: 0.290 | Acc: 89.973% (10480/11648) 91/391 [===============>.................................................] Step: 376ms | Tot: 33s717ms | Loss: 0.290 | Acc: 89.988% (10597/11776) 92/391 [===============>.................................................] Step: 381ms | Tot: 34s98ms | Loss: 0.291 | Acc: 89.936% (10706/11904) 93/391 [===============>.................................................] Step: 374ms | Tot: 34s473ms | Loss: 0.290 | Acc: 89.968% (10825/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 34s849ms | Loss: 0.290 | Acc: 89.992% (10943/12160) 95/391 [===============>.................................................] Step: 374ms | Tot: 35s223ms | Loss: 0.290 | Acc: 89.998% (11059/12288) 96/391 [===============>.................................................] Step: 381ms | Tot: 35s605ms | Loss: 0.290 | Acc: 90.013% (11176/12416) 97/391 [================>................................................] Step: 381ms | Tot: 35s986ms | Loss: 0.290 | Acc: 90.003% (11290/12544) 98/391 [================>................................................] Step: 371ms | Tot: 36s357ms | Loss: 0.289 | Acc: 90.057% (11412/12672) 99/391 [================>................................................] Step: 366ms | Tot: 36s724ms | Loss: 0.288 | Acc: 90.094% (11532/12800) 100/391 [================>................................................] Step: 375ms | Tot: 37s99ms | Loss: 0.287 | Acc: 90.130% (11652/12928) 101/391 [================>................................................] Step: 376ms | Tot: 37s475ms | Loss: 0.287 | Acc: 90.150% (11770/13056) 102/391 [================>................................................] Step: 374ms | Tot: 37s849ms | Loss: 0.286 | Acc: 90.177% (11889/13184) 103/391 [=================>...............................................] Step: 369ms | Tot: 38s219ms | Loss: 0.287 | Acc: 90.167% (12003/13312) 104/391 [=================>...............................................] Step: 375ms | Tot: 38s594ms | Loss: 0.286 | Acc: 90.179% (12120/13440) 105/391 [=================>...............................................] Step: 382ms | Tot: 38s976ms | Loss: 0.285 | Acc: 90.190% (12237/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 39s348ms | Loss: 0.286 | Acc: 90.180% (12351/13696) 107/391 [=================>...............................................] Step: 374ms | Tot: 39s722ms | Loss: 0.286 | Acc: 90.184% (12467/13824) 108/391 [=================>...............................................] Step: 372ms | Tot: 40s95ms | Loss: 0.285 | Acc: 90.216% (12587/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 40s462ms | Loss: 0.285 | Acc: 90.227% (12704/14080) 110/391 [==================>..............................................] Step: 370ms | Tot: 40s833ms | Loss: 0.285 | Acc: 90.245% (12822/14208) 111/391 [==================>..............................................] Step: 373ms | Tot: 41s207ms | Loss: 0.284 | Acc: 90.255% (12939/14336) 112/391 [==================>..............................................] Step: 370ms | Tot: 41s577ms | Loss: 0.285 | Acc: 90.238% (13052/14464) 113/391 [==================>..............................................] Step: 376ms | Tot: 41s953ms | Loss: 0.285 | Acc: 90.207% (13163/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 42s321ms | Loss: 0.285 | Acc: 90.211% (13279/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 42s686ms | Loss: 0.284 | Acc: 90.241% (13399/14848) 116/391 [===================>.............................................] Step: 382ms | Tot: 43s69ms | Loss: 0.284 | Acc: 90.238% (13514/14976) 117/391 [===================>.............................................] Step: 371ms | Tot: 43s441ms | Loss: 0.285 | Acc: 90.208% (13625/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s809ms | Loss: 0.285 | Acc: 90.192% (13738/15232) 119/391 [===================>.............................................] Step: 377ms | Tot: 44s186ms | Loss: 0.285 | Acc: 90.156% (13848/15360) 120/391 [===================>.............................................] Step: 374ms | Tot: 44s560ms | Loss: 0.284 | Acc: 90.179% (13967/15488) 121/391 [====================>............................................] Step: 369ms | Tot: 44s930ms | Loss: 0.284 | Acc: 90.196% (14085/15616) 122/391 [====================>............................................] Step: 382ms | Tot: 45s312ms | Loss: 0.284 | Acc: 90.193% (14200/15744) 123/391 [====================>............................................] Step: 374ms | Tot: 45s686ms | Loss: 0.283 | Acc: 90.203% (14317/15872) 124/391 [====================>............................................] Step: 375ms | Tot: 46s62ms | Loss: 0.283 | Acc: 90.188% (14430/16000) 125/391 [====================>............................................] Step: 373ms | Tot: 46s436ms | Loss: 0.283 | Acc: 90.179% (14544/16128) 126/391 [====================>............................................] Step: 372ms | Tot: 46s808ms | Loss: 0.284 | Acc: 90.164% (14657/16256) 127/391 [=====================>...........................................] Step: 381ms | Tot: 47s189ms | Loss: 0.283 | Acc: 90.179% (14775/16384) 128/391 [=====================>...........................................] Step: 375ms | Tot: 47s565ms | Loss: 0.283 | Acc: 90.159% (14887/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s934ms | Loss: 0.283 | Acc: 90.168% (15004/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 48s300ms | Loss: 0.284 | Acc: 90.154% (15117/16768) 131/391 [=====================>...........................................] Step: 373ms | Tot: 48s674ms | Loss: 0.284 | Acc: 90.146% (15231/16896) 132/391 [=====================>...........................................] Step: 383ms | Tot: 49s57ms | Loss: 0.284 | Acc: 90.155% (15348/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 49s423ms | Loss: 0.284 | Acc: 90.147% (15462/17152) 134/391 [======================>..........................................] Step: 367ms | Tot: 49s790ms | Loss: 0.283 | Acc: 90.185% (15584/17280) 135/391 [======================>..........................................] Step: 373ms | Tot: 50s164ms | Loss: 0.282 | Acc: 90.206% (15703/17408) 136/391 [======================>..........................................] Step: 378ms | Tot: 50s542ms | Loss: 0.283 | Acc: 90.186% (15815/17536) 137/391 [======================>..........................................] Step: 381ms | Tot: 50s924ms | Loss: 0.284 | Acc: 90.138% (15922/17664) 138/391 [======================>..........................................] Step: 374ms | Tot: 51s298ms | Loss: 0.284 | Acc: 90.158% (16041/17792) 139/391 [=======================>.........................................] Step: 367ms | Tot: 51s666ms | Loss: 0.285 | Acc: 90.123% (16150/17920) 140/391 [=======================>.........................................] Step: 375ms | Tot: 52s41ms | Loss: 0.284 | Acc: 90.154% (16271/18048) 141/391 [=======================>.........................................] Step: 383ms | Tot: 52s425ms | Loss: 0.284 | Acc: 90.185% (16392/18176) 142/391 [=======================>.........................................] Step: 373ms | Tot: 52s799ms | Loss: 0.284 | Acc: 90.166% (16504/18304) 143/391 [=======================>.........................................] Step: 375ms | Tot: 53s174ms | Loss: 0.284 | Acc: 90.175% (16621/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 53s541ms | Loss: 0.285 | Acc: 90.172% (16736/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 53s912ms | Loss: 0.285 | Acc: 90.165% (16850/18688) 146/391 [========================>........................................] Step: 377ms | Tot: 54s290ms | Loss: 0.285 | Acc: 90.152% (16963/18816) 147/391 [========================>........................................] Step: 377ms | Tot: 54s667ms | Loss: 0.285 | Acc: 90.129% (17074/18944) 148/391 [========================>........................................] Step: 373ms | Tot: 55s41ms | Loss: 0.285 | Acc: 90.148% (17193/19072) 149/391 [========================>........................................] Step: 376ms | Tot: 55s417ms | Loss: 0.285 | Acc: 90.146% (17308/19200) 150/391 [========================>........................................] Step: 379ms | Tot: 55s797ms | Loss: 0.285 | Acc: 90.159% (17426/19328) 151/391 [=========================>.......................................] Step: 373ms | Tot: 56s170ms | Loss: 0.284 | Acc: 90.188% (17547/19456) 152/391 [=========================>.......................................] Step: 373ms | Tot: 56s544ms | Loss: 0.284 | Acc: 90.201% (17665/19584) 153/391 [=========================>.......................................] Step: 374ms | Tot: 56s919ms | Loss: 0.284 | Acc: 90.184% (17777/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 57s284ms | Loss: 0.284 | Acc: 90.202% (17896/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 57s659ms | Loss: 0.286 | Acc: 90.164% (18004/19968) 156/391 [=========================>.......................................] Step: 376ms | Tot: 58s36ms | Loss: 0.286 | Acc: 90.132% (18113/20096) 157/391 [==========================>......................................] Step: 373ms | Tot: 58s409ms | Loss: 0.286 | Acc: 90.101% (18222/20224) 158/391 [==========================>......................................] Step: 367ms | Tot: 58s776ms | Loss: 0.286 | Acc: 90.089% (18335/20352) 159/391 [==========================>......................................] Step: 382ms | Tot: 59s159ms | Loss: 0.286 | Acc: 90.098% (18452/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 59s525ms | Loss: 0.286 | Acc: 90.077% (18563/20608) 161/391 [==========================>......................................] Step: 370ms | Tot: 59s895ms | Loss: 0.286 | Acc: 90.090% (18681/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 1m268ms | Loss: 0.286 | Acc: 90.122% (18803/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 1m636ms | Loss: 0.285 | Acc: 90.134% (18921/20992) 164/391 [===========================>.....................................] Step: 379ms | Tot: 1m1s | Loss: 0.285 | Acc: 90.133% (19036/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.286 | Acc: 90.117% (19148/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.286 | Acc: 90.101% (19260/21376) 167/391 [===========================>.....................................] Step: 376ms | Tot: 1m2s | Loss: 0.285 | Acc: 90.109% (19377/21504) 168/391 [===========================>.....................................] Step: 373ms | Tot: 1m2s | Loss: 0.286 | Acc: 90.093% (19489/21632) 169/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.285 | Acc: 90.110% (19608/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.285 | Acc: 90.095% (19720/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.285 | Acc: 90.112% (19839/22016) 172/391 [============================>....................................] Step: 376ms | Tot: 1m3s | Loss: 0.285 | Acc: 90.092% (19950/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m4s | Loss: 0.285 | Acc: 90.082% (20063/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m4s | Loss: 0.285 | Acc: 90.085% (20179/22400) 175/391 [=============================>...................................] Step: 376ms | Tot: 1m5s | Loss: 0.284 | Acc: 90.097% (20297/22528) 176/391 [=============================>...................................] Step: 372ms | Tot: 1m5s | Loss: 0.284 | Acc: 90.091% (20411/22656) 177/391 [=============================>...................................] Step: 375ms | Tot: 1m5s | Loss: 0.284 | Acc: 90.103% (20529/22784) 178/391 [=============================>...................................] Step: 373ms | Tot: 1m6s | Loss: 0.284 | Acc: 90.062% (20635/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m6s | Loss: 0.284 | Acc: 90.052% (20748/23040) 180/391 [=============================>...................................] Step: 371ms | Tot: 1m6s | Loss: 0.284 | Acc: 90.060% (20865/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.284 | Acc: 90.058% (20980/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.284 | Acc: 90.066% (21097/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.284 | Acc: 90.056% (21210/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m8s | Loss: 0.284 | Acc: 90.042% (21322/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.284 | Acc: 90.037% (21436/23808) 186/391 [==============================>..................................] Step: 377ms | Tot: 1m9s | Loss: 0.284 | Acc: 90.040% (21552/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.284 | Acc: 90.043% (21668/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.283 | Acc: 90.046% (21784/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.283 | Acc: 90.045% (21899/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.283 | Acc: 90.044% (22014/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.283 | Acc: 90.063% (22134/24576) 192/391 [===============================>.................................] Step: 365ms | Tot: 1m11s | Loss: 0.283 | Acc: 90.070% (22251/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.283 | Acc: 90.077% (22368/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m12s | Loss: 0.283 | Acc: 90.072% (22482/24960) 195/391 [================================>................................] Step: 372ms | Tot: 1m12s | Loss: 0.283 | Acc: 90.071% (22597/25088) 196/391 [================================>................................] Step: 370ms | Tot: 1m12s | Loss: 0.282 | Acc: 90.074% (22713/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m13s | Loss: 0.283 | Acc: 90.053% (22823/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m13s | Loss: 0.283 | Acc: 90.036% (22934/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.284 | Acc: 90.023% (23046/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.284 | Acc: 90.023% (23161/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.284 | Acc: 90.018% (23275/25856) 202/391 [=================================>...............................] Step: 370ms | Tot: 1m15s | Loss: 0.283 | Acc: 90.025% (23392/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.284 | Acc: 90.028% (23508/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m15s | Loss: 0.284 | Acc: 90.023% (23622/26240) 205/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.284 | Acc: 90.026% (23738/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.284 | Acc: 90.017% (23851/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.284 | Acc: 90.005% (23963/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.284 | Acc: 90.008% (24079/26752) 209/391 [==================================>..............................] Step: 379ms | Tot: 1m17s | Loss: 0.283 | Acc: 90.022% (24198/26880) 210/391 [==================================>..............................] Step: 378ms | Tot: 1m18s | Loss: 0.284 | Acc: 90.021% (24313/27008) 211/391 [===================================>.............................] Step: 374ms | Tot: 1m18s | Loss: 0.283 | Acc: 90.017% (24427/27136) 212/391 [===================================>.............................] Step: 383ms | Tot: 1m18s | Loss: 0.283 | Acc: 90.031% (24546/27264) 213/391 [===================================>.............................] Step: 382ms | Tot: 1m19s | Loss: 0.283 | Acc: 90.037% (24663/27392) 214/391 [===================================>.............................] Step: 376ms | Tot: 1m19s | Loss: 0.283 | Acc: 90.018% (24773/27520) 215/391 [===================================>.............................] Step: 373ms | Tot: 1m19s | Loss: 0.283 | Acc: 90.032% (24892/27648) 216/391 [===================================>.............................] Step: 373ms | Tot: 1m20s | Loss: 0.282 | Acc: 90.045% (25011/27776) 217/391 [====================================>............................] Step: 377ms | Tot: 1m20s | Loss: 0.283 | Acc: 90.009% (25116/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.282 | Acc: 90.019% (25234/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.282 | Acc: 90.018% (25349/28160) 220/391 [====================================>............................] Step: 373ms | Tot: 1m21s | Loss: 0.283 | Acc: 90.003% (25460/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m22s | Loss: 0.283 | Acc: 90.002% (25575/28416) 222/391 [====================================>............................] Step: 393ms | Tot: 1m22s | Loss: 0.283 | Acc: 90.005% (25691/28544) 223/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.284 | Acc: 89.980% (25799/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.283 | Acc: 89.983% (25915/28800) 225/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.284 | Acc: 89.958% (26023/28928) 226/391 [=====================================>...........................] Step: 377ms | Tot: 1m24s | Loss: 0.284 | Acc: 89.961% (26139/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m24s | Loss: 0.284 | Acc: 89.947% (26250/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m24s | Loss: 0.284 | Acc: 89.946% (26365/29312) 229/391 [======================================>..........................] Step: 379ms | Tot: 1m25s | Loss: 0.284 | Acc: 89.952% (26482/29440) 230/391 [======================================>..........................] Step: 382ms | Tot: 1m25s | Loss: 0.284 | Acc: 89.949% (26596/29568) 231/391 [======================================>..........................] Step: 385ms | Tot: 1m25s | Loss: 0.284 | Acc: 89.925% (26704/29696) 232/391 [======================================>..........................] Step: 375ms | Tot: 1m26s | Loss: 0.284 | Acc: 89.924% (26819/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m26s | Loss: 0.284 | Acc: 89.924% (26934/29952) 234/391 [======================================>..........................] Step: 379ms | Tot: 1m27s | Loss: 0.284 | Acc: 89.934% (27052/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.284 | Acc: 89.927% (27165/30208) 236/391 [=======================================>.........................] Step: 374ms | Tot: 1m27s | Loss: 0.284 | Acc: 89.943% (27285/30336) 237/391 [=======================================>.........................] Step: 386ms | Tot: 1m28s | Loss: 0.284 | Acc: 89.932% (27397/30464) 238/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.284 | Acc: 89.916% (27507/30592) 239/391 [=======================================>.........................] Step: 379ms | Tot: 1m28s | Loss: 0.283 | Acc: 89.938% (27629/30720) 240/391 [=======================================>.........................] Step: 372ms | Tot: 1m29s | Loss: 0.284 | Acc: 89.918% (27738/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.284 | Acc: 89.915% (27852/30976) 242/391 [========================================>........................] Step: 379ms | Tot: 1m30s | Loss: 0.284 | Acc: 89.918% (27968/31104) 243/391 [========================================>........................] Step: 375ms | Tot: 1m30s | Loss: 0.285 | Acc: 89.895% (28076/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.284 | Acc: 89.901% (28193/31360) 245/391 [========================================>........................] Step: 374ms | Tot: 1m31s | Loss: 0.284 | Acc: 89.914% (28312/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m31s | Loss: 0.284 | Acc: 89.923% (28430/31616) 247/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.284 | Acc: 89.941% (28551/31744) 248/391 [=========================================>.......................] Step: 380ms | Tot: 1m32s | Loss: 0.284 | Acc: 89.941% (28666/31872) 249/391 [=========================================>.......................] Step: 380ms | Tot: 1m32s | Loss: 0.284 | Acc: 89.953% (28785/32000) 250/391 [=========================================>.......................] Step: 380ms | Tot: 1m33s | Loss: 0.284 | Acc: 89.950% (28899/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m33s | Loss: 0.283 | Acc: 89.962% (29018/32256) 252/391 [=========================================>.......................] Step: 376ms | Tot: 1m33s | Loss: 0.283 | Acc: 89.955% (29131/32384) 253/391 [==========================================>......................] Step: 373ms | Tot: 1m34s | Loss: 0.284 | Acc: 89.942% (29242/32512) 254/391 [==========================================>......................] Step: 381ms | Tot: 1m34s | Loss: 0.284 | Acc: 89.945% (29358/32640) 255/391 [==========================================>......................] Step: 377ms | Tot: 1m34s | Loss: 0.284 | Acc: 89.948% (29474/32768) 256/391 [==========================================>......................] Step: 371ms | Tot: 1m35s | Loss: 0.284 | Acc: 89.929% (29583/32896) 257/391 [==========================================>......................] Step: 383ms | Tot: 1m35s | Loss: 0.284 | Acc: 89.938% (29701/33024) 258/391 [==========================================>......................] Step: 374ms | Tot: 1m36s | Loss: 0.284 | Acc: 89.934% (29815/33152) 259/391 [===========================================>.....................] Step: 375ms | Tot: 1m36s | Loss: 0.284 | Acc: 89.928% (29928/33280) 260/391 [===========================================>.....................] Step: 372ms | Tot: 1m36s | Loss: 0.284 | Acc: 89.931% (30044/33408) 261/391 [===========================================>.....................] Step: 377ms | Tot: 1m37s | Loss: 0.284 | Acc: 89.948% (30165/33536) 262/391 [===========================================>.....................] Step: 375ms | Tot: 1m37s | Loss: 0.284 | Acc: 89.942% (30278/33664) 263/391 [===========================================>.....................] Step: 368ms | Tot: 1m37s | Loss: 0.285 | Acc: 89.921% (30386/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m38s | Loss: 0.284 | Acc: 89.920% (30501/33920) 265/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.285 | Acc: 89.917% (30615/34048) 266/391 [============================================>....................] Step: 387ms | Tot: 1m39s | Loss: 0.285 | Acc: 89.929% (30734/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m39s | Loss: 0.285 | Acc: 89.925% (30848/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m39s | Loss: 0.285 | Acc: 89.928% (30964/34432) 269/391 [============================================>....................] Step: 371ms | Tot: 1m40s | Loss: 0.285 | Acc: 89.936% (31082/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m40s | Loss: 0.285 | Acc: 89.924% (31193/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.285 | Acc: 89.930% (31310/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.285 | Acc: 89.938% (31428/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m41s | Loss: 0.285 | Acc: 89.949% (31547/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.285 | Acc: 89.955% (31664/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m42s | Loss: 0.284 | Acc: 89.965% (31783/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m42s | Loss: 0.284 | Acc: 89.968% (31899/35456) 277/391 [==============================================>..................] Step: 396ms | Tot: 1m43s | Loss: 0.284 | Acc: 89.973% (32016/35584) 278/391 [==============================================>..................] Step: 411ms | Tot: 1m43s | Loss: 0.284 | Acc: 89.978% (32133/35712) 279/391 [==============================================>..................] Step: 374ms | Tot: 1m43s | Loss: 0.284 | Acc: 89.986% (32251/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m44s | Loss: 0.284 | Acc: 89.977% (32363/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m44s | Loss: 0.284 | Acc: 89.977% (32478/36096) 282/391 [==============================================>..................] Step: 377ms | Tot: 1m45s | Loss: 0.284 | Acc: 89.993% (32599/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.284 | Acc: 89.984% (32711/36352) 284/391 [===============================================>.................] Step: 374ms | Tot: 1m45s | Loss: 0.284 | Acc: 89.995% (32830/36480) 285/391 [===============================================>.................] Step: 376ms | Tot: 1m46s | Loss: 0.284 | Acc: 90.005% (32949/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m46s | Loss: 0.283 | Acc: 90.018% (33069/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m46s | Loss: 0.283 | Acc: 90.012% (33182/36864) 288/391 [===============================================>.................] Step: 372ms | Tot: 1m47s | Loss: 0.283 | Acc: 90.025% (33302/36992) 289/391 [================================================>................] Step: 374ms | Tot: 1m47s | Loss: 0.283 | Acc: 90.013% (33413/37120) 290/391 [================================================>................] Step: 379ms | Tot: 1m47s | Loss: 0.283 | Acc: 90.021% (33531/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m48s | Loss: 0.283 | Acc: 90.028% (33649/37376) 292/391 [================================================>................] Step: 371ms | Tot: 1m48s | Loss: 0.283 | Acc: 90.030% (33765/37504) 293/391 [================================================>................] Step: 384ms | Tot: 1m49s | Loss: 0.283 | Acc: 90.022% (33877/37632) 294/391 [================================================>................] Step: 371ms | Tot: 1m49s | Loss: 0.283 | Acc: 90.032% (33996/37760) 295/391 [=================================================>...............] Step: 376ms | Tot: 1m49s | Loss: 0.283 | Acc: 90.018% (34106/37888) 296/391 [=================================================>...............] Step: 378ms | Tot: 1m50s | Loss: 0.283 | Acc: 90.009% (34218/38016) 297/391 [=================================================>...............] Step: 385ms | Tot: 1m50s | Loss: 0.283 | Acc: 90.006% (34332/38144) 298/391 [=================================================>...............] Step: 377ms | Tot: 1m51s | Loss: 0.283 | Acc: 90.008% (34448/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m51s | Loss: 0.283 | Acc: 90.008% (34563/38400) 300/391 [=================================================>...............] Step: 369ms | Tot: 1m51s | Loss: 0.283 | Acc: 90.010% (34679/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.283 | Acc: 90.012% (34795/38656) 302/391 [==================================================>..............] Step: 380ms | Tot: 1m52s | Loss: 0.283 | Acc: 90.022% (34914/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.283 | Acc: 90.016% (35027/38912) 304/391 [==================================================>..............] Step: 375ms | Tot: 1m53s | Loss: 0.283 | Acc: 90.020% (35144/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m53s | Loss: 0.283 | Acc: 90.028% (35262/39168) 306/391 [==================================================>..............] Step: 381ms | Tot: 1m53s | Loss: 0.283 | Acc: 90.027% (35377/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.283 | Acc: 90.029% (35493/39424) 308/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.283 | Acc: 90.036% (35611/39552) 309/391 [===================================================>.............] Step: 377ms | Tot: 1m55s | Loss: 0.283 | Acc: 90.028% (35723/39680) 310/391 [===================================================>.............] Step: 370ms | Tot: 1m55s | Loss: 0.283 | Acc: 90.037% (35842/39808) 311/391 [===================================================>.............] Step: 381ms | Tot: 1m55s | Loss: 0.283 | Acc: 90.019% (35950/39936) 312/391 [===================================================>.............] Step: 376ms | Tot: 1m56s | Loss: 0.283 | Acc: 90.021% (36066/40064) 313/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.283 | Acc: 89.998% (36172/40192) 314/391 [====================================================>............] Step: 373ms | Tot: 1m56s | Loss: 0.283 | Acc: 90.007% (36291/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m57s | Loss: 0.283 | Acc: 90.002% (36404/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m57s | Loss: 0.284 | Acc: 89.987% (36513/40576) 317/391 [====================================================>............] Step: 378ms | Tot: 1m58s | Loss: 0.283 | Acc: 89.989% (36629/40704) 318/391 [====================================================>............] Step: 377ms | Tot: 1m58s | Loss: 0.283 | Acc: 89.978% (36740/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.284 | Acc: 89.980% (36856/40960) 320/391 [=====================================================>...........] Step: 379ms | Tot: 1m59s | Loss: 0.284 | Acc: 89.973% (36968/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m59s | Loss: 0.284 | Acc: 89.958% (37077/41216) 322/391 [=====================================================>...........] Step: 379ms | Tot: 1m59s | Loss: 0.285 | Acc: 89.933% (37182/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 2m329ms | Loss: 0.285 | Acc: 89.933% (37297/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 2m698ms | Loss: 0.285 | Acc: 89.938% (37414/41600) 325/391 [======================================================>..........] Step: 375ms | Tot: 2m1s | Loss: 0.285 | Acc: 89.932% (37527/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 2m1s | Loss: 0.285 | Acc: 89.932% (37642/41856) 327/391 [======================================================>..........] Step: 369ms | Tot: 2m1s | Loss: 0.285 | Acc: 89.937% (37759/41984) 328/391 [======================================================>..........] Step: 377ms | Tot: 2m2s | Loss: 0.285 | Acc: 89.941% (37876/42112) 329/391 [======================================================>..........] Step: 379ms | Tot: 2m2s | Loss: 0.284 | Acc: 89.960% (37999/42240) 330/391 [======================================================>..........] Step: 373ms | Tot: 2m2s | Loss: 0.285 | Acc: 89.948% (38109/42368) 331/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.285 | Acc: 89.957% (38228/42496) 332/391 [=======================================================>.........] Step: 378ms | Tot: 2m3s | Loss: 0.285 | Acc: 89.947% (38339/42624) 333/391 [=======================================================>.........] Step: 382ms | Tot: 2m4s | Loss: 0.285 | Acc: 89.958% (38459/42752) 334/391 [=======================================================>.........] Step: 371ms | Tot: 2m4s | Loss: 0.285 | Acc: 89.963% (38576/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m4s | Loss: 0.285 | Acc: 89.960% (38690/43008) 336/391 [=======================================================>.........] Step: 377ms | Tot: 2m5s | Loss: 0.285 | Acc: 89.960% (38805/43136) 337/391 [========================================================>........] Step: 374ms | Tot: 2m5s | Loss: 0.285 | Acc: 89.950% (38916/43264) 338/391 [========================================================>........] Step: 380ms | Tot: 2m5s | Loss: 0.285 | Acc: 89.950% (39031/43392) 339/391 [========================================================>........] Step: 368ms | Tot: 2m6s | Loss: 0.285 | Acc: 89.949% (39146/43520) 340/391 [========================================================>........] Step: 374ms | Tot: 2m6s | Loss: 0.285 | Acc: 89.945% (39259/43648) 341/391 [========================================================>........] Step: 376ms | Tot: 2m7s | Loss: 0.285 | Acc: 89.933% (39369/43776) 342/391 [========================================================>........] Step: 375ms | Tot: 2m7s | Loss: 0.285 | Acc: 89.942% (39488/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.285 | Acc: 89.930% (39598/44032) 344/391 [=========================================================>.......] Step: 370ms | Tot: 2m8s | Loss: 0.285 | Acc: 89.939% (39717/44160) 345/391 [=========================================================>.......] Step: 372ms | Tot: 2m8s | Loss: 0.285 | Acc: 89.921% (39824/44288) 346/391 [=========================================================>.......] Step: 372ms | Tot: 2m8s | Loss: 0.285 | Acc: 89.927% (39942/44416) 347/391 [=========================================================>.......] Step: 388ms | Tot: 2m9s | Loss: 0.286 | Acc: 89.916% (40052/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m9s | Loss: 0.286 | Acc: 89.902% (40161/44672) 349/391 [==========================================================>......] Step: 376ms | Tot: 2m10s | Loss: 0.286 | Acc: 89.897% (40274/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.286 | Acc: 89.902% (40391/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m10s | Loss: 0.286 | Acc: 89.893% (40502/45056) 352/391 [==========================================================>......] Step: 379ms | Tot: 2m11s | Loss: 0.286 | Acc: 89.881% (40612/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m11s | Loss: 0.286 | Acc: 89.888% (40730/45312) 354/391 [==========================================================>......] Step: 363ms | Tot: 2m11s | Loss: 0.286 | Acc: 89.890% (40846/45440) 355/391 [===========================================================>.....] Step: 367ms | Tot: 2m12s | Loss: 0.286 | Acc: 89.877% (40955/45568) 356/391 [===========================================================>.....] Step: 372ms | Tot: 2m12s | Loss: 0.287 | Acc: 89.861% (41063/45696) 357/391 [===========================================================>.....] Step: 384ms | Tot: 2m13s | Loss: 0.287 | Acc: 89.868% (41181/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m13s | Loss: 0.287 | Acc: 89.866% (41295/45952) 359/391 [===========================================================>.....] Step: 372ms | Tot: 2m13s | Loss: 0.287 | Acc: 89.863% (41409/46080) 360/391 [===========================================================>.....] Step: 373ms | Tot: 2m14s | Loss: 0.287 | Acc: 89.874% (41529/46208) 361/391 [============================================================>....] Step: 373ms | Tot: 2m14s | Loss: 0.287 | Acc: 89.878% (41646/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m14s | Loss: 0.287 | Acc: 89.874% (41759/46464) 363/391 [============================================================>....] Step: 372ms | Tot: 2m15s | Loss: 0.287 | Acc: 89.878% (41876/46592) 364/391 [============================================================>....] Step: 377ms | Tot: 2m15s | Loss: 0.287 | Acc: 89.876% (41990/46720) 365/391 [============================================================>....] Step: 385ms | Tot: 2m16s | Loss: 0.287 | Acc: 89.867% (42101/46848) 366/391 [============================================================>....] Step: 371ms | Tot: 2m16s | Loss: 0.287 | Acc: 89.869% (42217/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.287 | Acc: 89.867% (42331/47104) 368/391 [=============================================================>...] Step: 374ms | Tot: 2m17s | Loss: 0.287 | Acc: 89.873% (42449/47232) 369/391 [=============================================================>...] Step: 371ms | Tot: 2m17s | Loss: 0.287 | Acc: 89.859% (42557/47360) 370/391 [=============================================================>...] Step: 371ms | Tot: 2m17s | Loss: 0.287 | Acc: 89.869% (42677/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m18s | Loss: 0.287 | Acc: 89.877% (42796/47616) 372/391 [=============================================================>...] Step: 378ms | Tot: 2m18s | Loss: 0.287 | Acc: 89.875% (42910/47744) 373/391 [==============================================================>..] Step: 372ms | Tot: 2m18s | Loss: 0.287 | Acc: 89.879% (43027/47872) 374/391 [==============================================================>..] Step: 380ms | Tot: 2m19s | Loss: 0.287 | Acc: 89.883% (43144/48000) 375/391 [==============================================================>..] Step: 372ms | Tot: 2m19s | Loss: 0.287 | Acc: 89.887% (43261/48128) 376/391 [==============================================================>..] Step: 375ms | Tot: 2m20s | Loss: 0.287 | Acc: 89.881% (43373/48256) 377/391 [==============================================================>..] Step: 380ms | Tot: 2m20s | Loss: 0.288 | Acc: 89.869% (43482/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m20s | Loss: 0.288 | Acc: 89.866% (43596/48512) 379/391 [===============================================================>.] Step: 377ms | Tot: 2m21s | Loss: 0.288 | Acc: 89.862% (43709/48640) 380/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.288 | Acc: 89.852% (43819/48768) 381/391 [===============================================================>.] Step: 378ms | Tot: 2m21s | Loss: 0.288 | Acc: 89.858% (43937/48896) 382/391 [===============================================================>.] Step: 372ms | Tot: 2m22s | Loss: 0.288 | Acc: 89.866% (44056/49024) 383/391 [===============================================================>.] Step: 379ms | Tot: 2m22s | Loss: 0.288 | Acc: 89.864% (44170/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m23s | Loss: 0.288 | Acc: 89.868% (44287/49280) 385/391 [================================================================>] Step: 371ms | Tot: 2m23s | Loss: 0.288 | Acc: 89.876% (44406/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m23s | Loss: 0.288 | Acc: 89.880% (44523/49536) 387/391 [================================================================>] Step: 369ms | Tot: 2m24s | Loss: 0.288 | Acc: 89.884% (44640/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m24s | Loss: 0.288 | Acc: 89.884% (44755/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m24s | Loss: 0.288 | Acc: 89.888% (44872/49920) 390/391 [================================================================>] Step: 356ms | Tot: 2m25s | Loss: 0.288 | Acc: 89.890% (44945/50000) 391/391 + [>................................................................] Step: 476ms | Tot: 2ms | Loss: 0.438 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 304ms | Tot: 307ms | Loss: 0.422 | Acc: 88.500% (177/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 602ms | Loss: 0.407 | Acc: 88.000% (264/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 898ms | Loss: 0.395 | Acc: 88.000% (352/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s196ms | Loss: 0.376 | Acc: 88.000% (440/500) 5/100 [===>.............................................................] Step: 289ms | Tot: 1s485ms | Loss: 0.338 | Acc: 89.333% (536/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s784ms | Loss: 0.339 | Acc: 89.429% (626/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s80ms | Loss: 0.357 | Acc: 88.875% (711/800) 8/100 [=====>...........................................................] Step: 298ms | Tot: 2s378ms | Loss: 0.364 | Acc: 88.778% (799/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s678ms | Loss: 0.373 | Acc: 88.400% (884/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s977ms | Loss: 0.394 | Acc: 88.182% (970/1100) 11/100 [=======>.........................................................] Step: 310ms | Tot: 3s288ms | Loss: 0.399 | Acc: 87.750% (1053/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s586ms | Loss: 0.384 | Acc: 88.308% (1148/1300) 13/100 [========>........................................................] Step: 295ms | Tot: 3s881ms | Loss: 0.388 | Acc: 88.286% (1236/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s187ms | Loss: 0.378 | Acc: 88.467% (1327/1500) 15/100 [=========>.......................................................] Step: 298ms | Tot: 4s485ms | Loss: 0.380 | Acc: 88.062% (1409/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s791ms | Loss: 0.373 | Acc: 88.235% (1500/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s98ms | Loss: 0.377 | Acc: 88.000% (1584/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s404ms | Loss: 0.384 | Acc: 87.895% (1670/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s718ms | Loss: 0.394 | Acc: 87.600% (1752/2000) 20/100 [=============>...................................................] Step: 315ms | Tot: 6s33ms | Loss: 0.393 | Acc: 87.571% (1839/2100) 21/100 [=============>...................................................] Step: 314ms | Tot: 6s347ms | Loss: 0.392 | Acc: 87.545% (1926/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s660ms | Loss: 0.401 | Acc: 87.478% (2012/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 6s964ms | Loss: 0.398 | Acc: 87.542% (2101/2400) 24/100 [===============>.................................................] Step: 321ms | Tot: 7s285ms | Loss: 0.401 | Acc: 87.440% (2186/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s594ms | Loss: 0.408 | Acc: 87.231% (2268/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s905ms | Loss: 0.402 | Acc: 87.444% (2361/2700) 27/100 [=================>...............................................] Step: 312ms | Tot: 8s217ms | Loss: 0.397 | Acc: 87.571% (2452/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s526ms | Loss: 0.396 | Acc: 87.552% (2539/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s839ms | Loss: 0.397 | Acc: 87.600% (2628/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s149ms | Loss: 0.396 | Acc: 87.581% (2715/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s461ms | Loss: 0.393 | Acc: 87.625% (2804/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s770ms | Loss: 0.389 | Acc: 87.788% (2897/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s74ms | Loss: 0.390 | Acc: 87.735% (2983/3400) 34/100 [======================>..........................................] Step: 312ms | Tot: 10s386ms | Loss: 0.391 | Acc: 87.571% (3065/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s694ms | Loss: 0.391 | Acc: 87.583% (3153/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 11s9ms | Loss: 0.394 | Acc: 87.595% (3241/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s325ms | Loss: 0.393 | Acc: 87.553% (3327/3800) 38/100 [========================>........................................] Step: 310ms | Tot: 11s636ms | Loss: 0.391 | Acc: 87.692% (3420/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s945ms | Loss: 0.389 | Acc: 87.675% (3507/4000) 40/100 [==========================>......................................] Step: 318ms | Tot: 12s264ms | Loss: 0.390 | Acc: 87.585% (3591/4100) 41/100 [==========================>......................................] Step: 312ms | Tot: 12s576ms | Loss: 0.390 | Acc: 87.571% (3678/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s882ms | Loss: 0.387 | Acc: 87.698% (3771/4300) 43/100 [===========================>.....................................] Step: 319ms | Tot: 13s201ms | Loss: 0.389 | Acc: 87.705% (3859/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s511ms | Loss: 0.388 | Acc: 87.822% (3952/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s818ms | Loss: 0.389 | Acc: 87.783% (4038/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s133ms | Loss: 0.387 | Acc: 87.766% (4125/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s440ms | Loss: 0.390 | Acc: 87.625% (4206/4800) 48/100 [===============================>.................................] Step: 316ms | Tot: 14s756ms | Loss: 0.386 | Acc: 87.776% (4301/4900) 49/100 [===============================>.................................] Step: 314ms | Tot: 15s71ms | Loss: 0.386 | Acc: 87.780% (4389/5000) 50/100 [================================>................................] Step: 327ms | Tot: 15s399ms | Loss: 0.385 | Acc: 87.784% (4477/5100) 51/100 [=================================>...............................] Step: 313ms | Tot: 15s713ms | Loss: 0.384 | Acc: 87.788% (4565/5200) 52/100 [=================================>...............................] Step: 318ms | Tot: 16s31ms | Loss: 0.383 | Acc: 87.736% (4650/5300) 53/100 [==================================>..............................] Step: 316ms | Tot: 16s347ms | Loss: 0.383 | Acc: 87.778% (4740/5400) 54/100 [===================================>.............................] Step: 315ms | Tot: 16s663ms | Loss: 0.383 | Acc: 87.709% (4824/5500) 55/100 [===================================>.............................] Step: 311ms | Tot: 16s975ms | Loss: 0.385 | Acc: 87.679% (4910/5600) 56/100 [====================================>............................] Step: 320ms | Tot: 17s295ms | Loss: 0.386 | Acc: 87.649% (4996/5700) 57/100 [=====================================>...........................] Step: 319ms | Tot: 17s614ms | Loss: 0.383 | Acc: 87.724% (5088/5800) 58/100 [=====================================>...........................] Step: 319ms | Tot: 17s934ms | Loss: 0.385 | Acc: 87.678% (5173/5900) 59/100 [======================================>..........................] Step: 315ms | Tot: 18s250ms | Loss: 0.385 | Acc: 87.633% (5258/6000) 60/100 [=======================================>.........................] Step: 319ms | Tot: 18s569ms | Loss: 0.385 | Acc: 87.672% (5348/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s878ms | Loss: 0.384 | Acc: 87.694% (5437/6200) 62/100 [========================================>........................] Step: 317ms | Tot: 19s196ms | Loss: 0.383 | Acc: 87.714% (5526/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s505ms | Loss: 0.382 | Acc: 87.766% (5617/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s818ms | Loss: 0.382 | Acc: 87.723% (5702/6500) 65/100 [==========================================>......................] Step: 320ms | Tot: 20s138ms | Loss: 0.383 | Acc: 87.742% (5791/6600) 66/100 [==========================================>......................] Step: 317ms | Tot: 20s456ms | Loss: 0.380 | Acc: 87.851% (5886/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s763ms | Loss: 0.381 | Acc: 87.794% (5970/6800) 68/100 [============================================>....................] Step: 316ms | Tot: 21s79ms | Loss: 0.382 | Acc: 87.797% (6058/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s389ms | Loss: 0.382 | Acc: 87.786% (6145/7000) 70/100 [=============================================>...................] Step: 314ms | Tot: 21s703ms | Loss: 0.384 | Acc: 87.746% (6230/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 22s18ms | Loss: 0.386 | Acc: 87.653% (6311/7200) 72/100 [==============================================>..................] Step: 314ms | Tot: 22s332ms | Loss: 0.386 | Acc: 87.671% (6400/7300) 73/100 [===============================================>.................] Step: 317ms | Tot: 22s649ms | Loss: 0.385 | Acc: 87.703% (6490/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s957ms | Loss: 0.385 | Acc: 87.640% (6573/7500) 75/100 [================================================>................] Step: 322ms | Tot: 23s279ms | Loss: 0.385 | Acc: 87.671% (6663/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s592ms | Loss: 0.386 | Acc: 87.636% (6748/7700) 77/100 [==================================================>..............] Step: 314ms | Tot: 23s906ms | Loss: 0.387 | Acc: 87.654% (6837/7800) 78/100 [==================================================>..............] Step: 317ms | Tot: 24s224ms | Loss: 0.387 | Acc: 87.696% (6928/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s535ms | Loss: 0.386 | Acc: 87.688% (7015/8000) 80/100 [====================================================>............] Step: 311ms | Tot: 24s846ms | Loss: 0.385 | Acc: 87.691% (7103/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 25s163ms | Loss: 0.386 | Acc: 87.622% (7185/8200) 82/100 [=====================================================>...........] Step: 310ms | Tot: 25s474ms | Loss: 0.385 | Acc: 87.627% (7273/8300) 83/100 [=====================================================>...........] Step: 318ms | Tot: 25s792ms | Loss: 0.385 | Acc: 87.655% (7363/8400) 84/100 [======================================================>..........] Step: 324ms | Tot: 26s117ms | Loss: 0.385 | Acc: 87.600% (7446/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s426ms | Loss: 0.386 | Acc: 87.570% (7531/8600) 86/100 [=======================================================>.........] Step: 316ms | Tot: 26s742ms | Loss: 0.386 | Acc: 87.563% (7618/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 27s56ms | Loss: 0.388 | Acc: 87.511% (7701/8800) 88/100 [=========================================================>.......] Step: 317ms | Tot: 27s373ms | Loss: 0.387 | Acc: 87.528% (7790/8900) 89/100 [=========================================================>.......] Step: 316ms | Tot: 27s690ms | Loss: 0.387 | Acc: 87.500% (7875/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 28s1ms | Loss: 0.387 | Acc: 87.440% (7957/9100) 91/100 [===========================================================>.....] Step: 317ms | Tot: 28s319ms | Loss: 0.386 | Acc: 87.478% (8048/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s631ms | Loss: 0.386 | Acc: 87.473% (8135/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s941ms | Loss: 0.386 | Acc: 87.415% (8217/9400) 94/100 [=============================================================>...] Step: 326ms | Tot: 29s268ms | Loss: 0.386 | Acc: 87.379% (8301/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s578ms | Loss: 0.385 | Acc: 87.385% (8389/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s887ms | Loss: 0.385 | Acc: 87.443% (8482/9700) 97/100 [===============================================================>.] Step: 319ms | Tot: 30s207ms | Loss: 0.385 | Acc: 87.418% (8567/9800) 98/100 [===============================================================>.] Step: 312ms | Tot: 30s519ms | Loss: 0.386 | Acc: 87.444% (8657/9900) 99/100 [================================================================>] Step: 310ms | Tot: 30s829ms | Loss: 0.385 | Acc: 87.480% (8748/10000) 100/100 +Saving.. + +Epoch: 118 + [>................................................................] Step: 734ms | Tot: 2ms | Loss: 0.256 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.253 | Acc: 91.797% (235/256) 2/391 [>................................................................] Step: 387ms | Tot: 771ms | Loss: 0.265 | Acc: 91.406% (351/384) 3/391 [>................................................................] Step: 385ms | Tot: 1s156ms | Loss: 0.240 | Acc: 92.188% (472/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s532ms | Loss: 0.237 | Acc: 92.344% (591/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s902ms | Loss: 0.248 | Acc: 92.057% (707/768) 6/391 [>................................................................] Step: 378ms | Tot: 2s281ms | Loss: 0.249 | Acc: 92.188% (826/896) 7/391 [=>...............................................................] Step: 380ms | Tot: 2s661ms | Loss: 0.254 | Acc: 91.504% (937/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 3s27ms | Loss: 0.246 | Acc: 91.840% (1058/1152) 9/391 [=>...............................................................] Step: 373ms | Tot: 3s401ms | Loss: 0.248 | Acc: 91.953% (1177/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s766ms | Loss: 0.252 | Acc: 91.761% (1292/1408) 11/391 [=>...............................................................] Step: 369ms | Tot: 4s136ms | Loss: 0.253 | Acc: 91.602% (1407/1536) 12/391 [=>...............................................................] Step: 375ms | Tot: 4s512ms | Loss: 0.263 | Acc: 91.046% (1515/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s879ms | Loss: 0.260 | Acc: 91.183% (1634/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s250ms | Loss: 0.263 | Acc: 91.146% (1750/1920) 15/391 [==>..............................................................] Step: 372ms | Tot: 5s622ms | Loss: 0.264 | Acc: 91.162% (1867/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s989ms | Loss: 0.260 | Acc: 91.268% (1986/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s351ms | Loss: 0.255 | Acc: 91.406% (2106/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s720ms | Loss: 0.252 | Acc: 91.571% (2227/2432) 19/391 [===>.............................................................] Step: 372ms | Tot: 7s93ms | Loss: 0.259 | Acc: 91.445% (2341/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s454ms | Loss: 0.265 | Acc: 91.257% (2453/2688) 21/391 [===>.............................................................] Step: 379ms | Tot: 7s834ms | Loss: 0.263 | Acc: 91.335% (2572/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s199ms | Loss: 0.261 | Acc: 91.372% (2690/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s564ms | Loss: 0.263 | Acc: 91.211% (2802/3072) 24/391 [===>.............................................................] Step: 372ms | Tot: 8s936ms | Loss: 0.265 | Acc: 91.062% (2914/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s295ms | Loss: 0.267 | Acc: 90.956% (3027/3328) 26/391 [====>............................................................] Step: 378ms | Tot: 9s673ms | Loss: 0.265 | Acc: 91.001% (3145/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 10s31ms | Loss: 0.267 | Acc: 90.848% (3256/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s393ms | Loss: 0.266 | Acc: 90.867% (3373/3712) 29/391 [====>............................................................] Step: 376ms | Tot: 10s770ms | Loss: 0.269 | Acc: 90.755% (3485/3840) 30/391 [====>............................................................] Step: 377ms | Tot: 11s148ms | Loss: 0.269 | Acc: 90.801% (3603/3968) 31/391 [=====>...........................................................] Step: 374ms | Tot: 11s523ms | Loss: 0.272 | Acc: 90.698% (3715/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s886ms | Loss: 0.269 | Acc: 90.767% (3834/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s251ms | Loss: 0.272 | Acc: 90.533% (3940/4352) 34/391 [=====>...........................................................] Step: 373ms | Tot: 12s625ms | Loss: 0.271 | Acc: 90.625% (4060/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s991ms | Loss: 0.271 | Acc: 90.560% (4173/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s356ms | Loss: 0.273 | Acc: 90.477% (4285/4736) 37/391 [======>..........................................................] Step: 374ms | Tot: 13s730ms | Loss: 0.274 | Acc: 90.399% (4397/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 14s96ms | Loss: 0.274 | Acc: 90.365% (4511/4992) 39/391 [======>..........................................................] Step: 375ms | Tot: 14s472ms | Loss: 0.275 | Acc: 90.391% (4628/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s841ms | Loss: 0.273 | Acc: 90.530% (4751/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 15s209ms | Loss: 0.272 | Acc: 90.606% (4871/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s573ms | Loss: 0.270 | Acc: 90.643% (4989/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s935ms | Loss: 0.272 | Acc: 90.572% (5101/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s303ms | Loss: 0.273 | Acc: 90.608% (5219/5760) 45/391 [=======>.........................................................] Step: 369ms | Tot: 16s673ms | Loss: 0.276 | Acc: 90.472% (5327/5888) 46/391 [=======>.........................................................] Step: 371ms | Tot: 17s44ms | Loss: 0.276 | Acc: 90.409% (5439/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s408ms | Loss: 0.279 | Acc: 90.316% (5549/6144) 48/391 [=======>.........................................................] Step: 377ms | Tot: 17s785ms | Loss: 0.280 | Acc: 90.290% (5663/6272) 49/391 [========>........................................................] Step: 373ms | Tot: 18s159ms | Loss: 0.279 | Acc: 90.328% (5781/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s524ms | Loss: 0.279 | Acc: 90.319% (5896/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s890ms | Loss: 0.279 | Acc: 90.309% (6011/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 19s257ms | Loss: 0.278 | Acc: 90.360% (6130/6784) 53/391 [========>........................................................] Step: 372ms | Tot: 19s629ms | Loss: 0.278 | Acc: 90.321% (6243/6912) 54/391 [========>........................................................] Step: 370ms | Tot: 20s | Loss: 0.280 | Acc: 90.270% (6355/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s361ms | Loss: 0.280 | Acc: 90.220% (6467/7168) 56/391 [=========>.......................................................] Step: 375ms | Tot: 20s736ms | Loss: 0.281 | Acc: 90.255% (6585/7296) 57/391 [=========>.......................................................] Step: 377ms | Tot: 21s113ms | Loss: 0.281 | Acc: 90.207% (6697/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s475ms | Loss: 0.280 | Acc: 90.281% (6818/7552) 59/391 [=========>.......................................................] Step: 377ms | Tot: 21s853ms | Loss: 0.280 | Acc: 90.247% (6931/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 22s218ms | Loss: 0.280 | Acc: 90.202% (7043/7808) 61/391 [==========>......................................................] Step: 375ms | Tot: 22s593ms | Loss: 0.281 | Acc: 90.134% (7153/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s951ms | Loss: 0.282 | Acc: 90.117% (7267/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s316ms | Loss: 0.281 | Acc: 90.137% (7384/8192) 64/391 [==========>......................................................] Step: 375ms | Tot: 23s691ms | Loss: 0.281 | Acc: 90.156% (7501/8320) 65/391 [==========>......................................................] Step: 376ms | Tot: 24s67ms | Loss: 0.281 | Acc: 90.163% (7617/8448) 66/391 [==========>......................................................] Step: 379ms | Tot: 24s446ms | Loss: 0.280 | Acc: 90.182% (7734/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s813ms | Loss: 0.279 | Acc: 90.234% (7854/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 25s182ms | Loss: 0.279 | Acc: 90.251% (7971/8832) 69/391 [===========>.....................................................] Step: 372ms | Tot: 25s554ms | Loss: 0.279 | Acc: 90.257% (8087/8960) 70/391 [===========>.....................................................] Step: 378ms | Tot: 25s932ms | Loss: 0.278 | Acc: 90.284% (8205/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 26s300ms | Loss: 0.277 | Acc: 90.354% (8327/9216) 72/391 [===========>.....................................................] Step: 371ms | Tot: 26s672ms | Loss: 0.277 | Acc: 90.347% (8442/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 27s35ms | Loss: 0.279 | Acc: 90.298% (8553/9472) 74/391 [============>....................................................] Step: 378ms | Tot: 27s413ms | Loss: 0.279 | Acc: 90.302% (8669/9600) 75/391 [============>....................................................] Step: 384ms | Tot: 27s797ms | Loss: 0.279 | Acc: 90.275% (8782/9728) 76/391 [============>....................................................] Step: 378ms | Tot: 28s176ms | Loss: 0.278 | Acc: 90.300% (8900/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 28s545ms | Loss: 0.277 | Acc: 90.345% (9020/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s912ms | Loss: 0.276 | Acc: 90.398% (9141/10112) 79/391 [=============>...................................................] Step: 372ms | Tot: 29s284ms | Loss: 0.277 | Acc: 90.303% (9247/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s653ms | Loss: 0.276 | Acc: 90.365% (9369/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 30s20ms | Loss: 0.276 | Acc: 90.368% (9485/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 30s381ms | Loss: 0.275 | Acc: 90.361% (9600/10624) 83/391 [=============>...................................................] Step: 372ms | Tot: 30s754ms | Loss: 0.276 | Acc: 90.327% (9712/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 31s125ms | Loss: 0.276 | Acc: 90.322% (9827/10880) 85/391 [==============>..................................................] Step: 367ms | Tot: 31s492ms | Loss: 0.276 | Acc: 90.343% (9945/11008) 86/391 [==============>..................................................] Step: 374ms | Tot: 31s867ms | Loss: 0.276 | Acc: 90.365% (10063/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 32s230ms | Loss: 0.275 | Acc: 90.376% (10180/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s597ms | Loss: 0.275 | Acc: 90.344% (10292/11392) 89/391 [==============>..................................................] Step: 369ms | Tot: 32s967ms | Loss: 0.274 | Acc: 90.365% (10410/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 33s329ms | Loss: 0.275 | Acc: 90.367% (10526/11648) 91/391 [===============>.................................................] Step: 374ms | Tot: 33s703ms | Loss: 0.275 | Acc: 90.345% (10639/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 34s68ms | Loss: 0.274 | Acc: 90.323% (10752/11904) 93/391 [===============>.................................................] Step: 378ms | Tot: 34s447ms | Loss: 0.275 | Acc: 90.309% (10866/12032) 94/391 [===============>.................................................] Step: 373ms | Tot: 34s820ms | Loss: 0.274 | Acc: 90.354% (10987/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 35s186ms | Loss: 0.273 | Acc: 90.397% (11108/12288) 96/391 [===============>.................................................] Step: 369ms | Tot: 35s556ms | Loss: 0.274 | Acc: 90.375% (11221/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s918ms | Loss: 0.274 | Acc: 90.322% (11330/12544) 98/391 [================>................................................] Step: 367ms | Tot: 36s286ms | Loss: 0.275 | Acc: 90.309% (11444/12672) 99/391 [================>................................................] Step: 379ms | Tot: 36s665ms | Loss: 0.275 | Acc: 90.305% (11559/12800) 100/391 [================>................................................] Step: 366ms | Tot: 37s31ms | Loss: 0.274 | Acc: 90.339% (11679/12928) 101/391 [================>................................................] Step: 369ms | Tot: 37s400ms | Loss: 0.274 | Acc: 90.349% (11796/13056) 102/391 [================>................................................] Step: 374ms | Tot: 37s775ms | Loss: 0.275 | Acc: 90.322% (11908/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 38s146ms | Loss: 0.275 | Acc: 90.325% (12024/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 38s519ms | Loss: 0.276 | Acc: 90.275% (12133/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s882ms | Loss: 0.276 | Acc: 90.234% (12243/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 39s253ms | Loss: 0.275 | Acc: 90.238% (12359/13696) 107/391 [=================>...............................................] Step: 373ms | Tot: 39s627ms | Loss: 0.276 | Acc: 90.220% (12472/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s992ms | Loss: 0.275 | Acc: 90.267% (12594/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 40s356ms | Loss: 0.275 | Acc: 90.263% (12709/14080) 110/391 [==================>..............................................] Step: 369ms | Tot: 40s726ms | Loss: 0.274 | Acc: 90.266% (12825/14208) 111/391 [==================>..............................................] Step: 374ms | Tot: 41s101ms | Loss: 0.274 | Acc: 90.276% (12942/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 41s463ms | Loss: 0.274 | Acc: 90.265% (13056/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s830ms | Loss: 0.274 | Acc: 90.248% (13169/14592) 114/391 [==================>..............................................] Step: 370ms | Tot: 42s201ms | Loss: 0.273 | Acc: 90.285% (13290/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 42s561ms | Loss: 0.274 | Acc: 90.288% (13406/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s922ms | Loss: 0.273 | Acc: 90.311% (13525/14976) 117/391 [===================>.............................................] Step: 360ms | Tot: 43s283ms | Loss: 0.273 | Acc: 90.314% (13641/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s648ms | Loss: 0.274 | Acc: 90.284% (13752/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 44s18ms | Loss: 0.273 | Acc: 90.299% (13870/15360) 120/391 [===================>.............................................] Step: 371ms | Tot: 44s390ms | Loss: 0.274 | Acc: 90.263% (13980/15488) 121/391 [====================>............................................] Step: 376ms | Tot: 44s766ms | Loss: 0.274 | Acc: 90.279% (14098/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 45s125ms | Loss: 0.275 | Acc: 90.257% (14210/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 45s486ms | Loss: 0.276 | Acc: 90.209% (14318/15872) 124/391 [====================>............................................] Step: 375ms | Tot: 45s861ms | Loss: 0.276 | Acc: 90.213% (14434/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 46s227ms | Loss: 0.276 | Acc: 90.234% (14553/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 46s597ms | Loss: 0.275 | Acc: 90.262% (14673/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s955ms | Loss: 0.274 | Acc: 90.295% (14794/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 47s324ms | Loss: 0.273 | Acc: 90.322% (14914/16512) 129/391 [=====================>...........................................] Step: 379ms | Tot: 47s704ms | Loss: 0.274 | Acc: 90.325% (15030/16640) 130/391 [=====================>...........................................] Step: 362ms | Tot: 48s66ms | Loss: 0.275 | Acc: 90.315% (15144/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 48s425ms | Loss: 0.275 | Acc: 90.317% (15260/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s788ms | Loss: 0.275 | Acc: 90.302% (15373/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 49s150ms | Loss: 0.276 | Acc: 90.281% (15485/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 49s513ms | Loss: 0.276 | Acc: 90.289% (15602/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 49s880ms | Loss: 0.275 | Acc: 90.303% (15720/17408) 136/391 [======================>..........................................] Step: 372ms | Tot: 50s252ms | Loss: 0.274 | Acc: 90.317% (15838/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 50s622ms | Loss: 0.276 | Acc: 90.285% (15948/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s986ms | Loss: 0.275 | Acc: 90.310% (16068/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 51s353ms | Loss: 0.276 | Acc: 90.301% (16182/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 51s723ms | Loss: 0.277 | Acc: 90.281% (16294/18048) 141/391 [=======================>.........................................] Step: 373ms | Tot: 52s96ms | Loss: 0.276 | Acc: 90.300% (16413/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 52s464ms | Loss: 0.276 | Acc: 90.314% (16531/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s826ms | Loss: 0.276 | Acc: 90.294% (16643/18432) 144/391 [=======================>.........................................] Step: 378ms | Tot: 53s204ms | Loss: 0.276 | Acc: 90.312% (16762/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 53s567ms | Loss: 0.276 | Acc: 90.304% (16876/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s935ms | Loss: 0.276 | Acc: 90.301% (16991/18816) 147/391 [========================>........................................] Step: 371ms | Tot: 54s306ms | Loss: 0.277 | Acc: 90.282% (17103/18944) 148/391 [========================>........................................] Step: 372ms | Tot: 54s679ms | Loss: 0.276 | Acc: 90.310% (17224/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 55s42ms | Loss: 0.276 | Acc: 90.297% (17337/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 55s404ms | Loss: 0.276 | Acc: 90.284% (17450/19328) 151/391 [=========================>.......................................] Step: 372ms | Tot: 55s776ms | Loss: 0.276 | Acc: 90.286% (17566/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 56s142ms | Loss: 0.276 | Acc: 90.268% (17678/19584) 153/391 [=========================>.......................................] Step: 357ms | Tot: 56s500ms | Loss: 0.276 | Acc: 90.295% (17799/19712) 154/391 [=========================>.......................................] Step: 372ms | Tot: 56s873ms | Loss: 0.277 | Acc: 90.272% (17910/19840) 155/391 [=========================>.......................................] Step: 369ms | Tot: 57s242ms | Loss: 0.277 | Acc: 90.254% (18022/19968) 156/391 [=========================>.......................................] Step: 376ms | Tot: 57s618ms | Loss: 0.277 | Acc: 90.247% (18136/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s981ms | Loss: 0.277 | Acc: 90.274% (18257/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 58s347ms | Loss: 0.277 | Acc: 90.252% (18368/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 58s712ms | Loss: 0.277 | Acc: 90.273% (18488/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 59s76ms | Loss: 0.277 | Acc: 90.290% (18607/20608) 161/391 [==========================>......................................] Step: 367ms | Tot: 59s444ms | Loss: 0.277 | Acc: 90.292% (18723/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 59s806ms | Loss: 0.277 | Acc: 90.256% (18831/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 1m173ms | Loss: 0.277 | Acc: 90.258% (18947/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 1m535ms | Loss: 0.277 | Acc: 90.256% (19062/21120) 165/391 [===========================>.....................................] Step: 369ms | Tot: 1m904ms | Loss: 0.278 | Acc: 90.253% (19177/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.277 | Acc: 90.255% (19293/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.277 | Acc: 90.244% (19406/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m2s | Loss: 0.277 | Acc: 90.232% (19519/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.277 | Acc: 90.234% (19635/21760) 170/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.278 | Acc: 90.223% (19748/21888) 171/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.278 | Acc: 90.212% (19861/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.279 | Acc: 90.187% (19971/22144) 173/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.279 | Acc: 90.176% (20084/22272) 174/391 [============================>....................................] Step: 373ms | Tot: 1m4s | Loss: 0.279 | Acc: 90.134% (20190/22400) 175/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.279 | Acc: 90.168% (20313/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.279 | Acc: 90.175% (20430/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.279 | Acc: 90.160% (20542/22784) 178/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.280 | Acc: 90.154% (20656/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m6s | Loss: 0.280 | Acc: 90.130% (20766/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m6s | Loss: 0.280 | Acc: 90.111% (20877/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.281 | Acc: 90.101% (20990/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.281 | Acc: 90.096% (21104/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.282 | Acc: 90.048% (21208/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.282 | Acc: 90.038% (21321/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m8s | Loss: 0.282 | Acc: 90.037% (21436/23808) 186/391 [==============================>..................................] Step: 378ms | Tot: 1m8s | Loss: 0.282 | Acc: 90.023% (21548/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.283 | Acc: 90.014% (21661/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.282 | Acc: 90.030% (21780/24192) 189/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.283 | Acc: 90.029% (21895/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m10s | Loss: 0.283 | Acc: 89.991% (22001/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m10s | Loss: 0.283 | Acc: 90.015% (22122/24576) 192/391 [===============================>.................................] Step: 378ms | Tot: 1m10s | Loss: 0.284 | Acc: 90.014% (22237/24704) 193/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.283 | Acc: 90.025% (22355/24832) 194/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.283 | Acc: 90.036% (22473/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.283 | Acc: 90.023% (22585/25088) 196/391 [================================>................................] Step: 376ms | Tot: 1m12s | Loss: 0.284 | Acc: 89.994% (22693/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m12s | Loss: 0.284 | Acc: 89.978% (22804/25344) 198/391 [================================>................................] Step: 372ms | Tot: 1m13s | Loss: 0.284 | Acc: 89.981% (22920/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.284 | Acc: 89.996% (23039/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.283 | Acc: 90.007% (23157/25728) 201/391 [=================================>...............................] Step: 385ms | Tot: 1m14s | Loss: 0.283 | Acc: 90.010% (23273/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.283 | Acc: 90.021% (23391/25984) 203/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.283 | Acc: 90.028% (23508/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m15s | Loss: 0.283 | Acc: 90.038% (23626/26240) 205/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.283 | Acc: 90.026% (23738/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.283 | Acc: 90.021% (23852/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.283 | Acc: 90.039% (23972/26624) 208/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.283 | Acc: 90.027% (24084/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.283 | Acc: 90.030% (24200/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m17s | Loss: 0.284 | Acc: 90.025% (24314/27008) 211/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.284 | Acc: 90.024% (24429/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.284 | Acc: 90.012% (24541/27264) 213/391 [===================================>.............................] Step: 375ms | Tot: 1m18s | Loss: 0.284 | Acc: 90.015% (24657/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.284 | Acc: 90.004% (24769/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.284 | Acc: 90.017% (24888/27648) 216/391 [===================================>.............................] Step: 375ms | Tot: 1m19s | Loss: 0.284 | Acc: 90.009% (25001/27776) 217/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.283 | Acc: 90.012% (25117/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.283 | Acc: 90.019% (25234/28032) 219/391 [====================================>............................] Step: 382ms | Tot: 1m20s | Loss: 0.284 | Acc: 90.011% (25347/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.284 | Acc: 90.017% (25464/28288) 221/391 [====================================>............................] Step: 367ms | Tot: 1m21s | Loss: 0.284 | Acc: 90.013% (25578/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.284 | Acc: 90.022% (25696/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.283 | Acc: 90.036% (25815/28672) 224/391 [=====================================>...........................] Step: 375ms | Tot: 1m22s | Loss: 0.283 | Acc: 90.031% (25929/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.283 | Acc: 90.034% (26045/28928) 226/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.283 | Acc: 90.040% (26162/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.283 | Acc: 90.039% (26277/29184) 228/391 [=====================================>...........................] Step: 370ms | Tot: 1m24s | Loss: 0.283 | Acc: 90.052% (26396/29312) 229/391 [======================================>..........................] Step: 374ms | Tot: 1m24s | Loss: 0.283 | Acc: 90.051% (26511/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.283 | Acc: 90.064% (26630/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.283 | Acc: 90.046% (26740/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.283 | Acc: 90.068% (26862/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.283 | Acc: 90.074% (26979/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m26s | Loss: 0.282 | Acc: 90.090% (27099/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.283 | Acc: 90.092% (27215/30208) 236/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.283 | Acc: 90.074% (27325/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.283 | Acc: 90.100% (27448/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.282 | Acc: 90.109% (27566/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m28s | Loss: 0.282 | Acc: 90.107% (27681/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m28s | Loss: 0.282 | Acc: 90.106% (27796/30848) 241/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.282 | Acc: 90.112% (27913/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.283 | Acc: 90.114% (28029/31104) 243/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.283 | Acc: 90.119% (28146/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m30s | Loss: 0.283 | Acc: 90.121% (28262/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.282 | Acc: 90.133% (28381/31488) 246/391 [========================================>........................] Step: 382ms | Tot: 1m30s | Loss: 0.282 | Acc: 90.128% (28495/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.282 | Acc: 90.127% (28610/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.282 | Acc: 90.139% (28729/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.282 | Acc: 90.128% (28841/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.283 | Acc: 90.102% (28948/32128) 251/391 [=========================================>.......................] Step: 372ms | Tot: 1m32s | Loss: 0.283 | Acc: 90.101% (29063/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.283 | Acc: 90.088% (29174/32384) 253/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.283 | Acc: 90.096% (29292/32512) 254/391 [==========================================>......................] Step: 376ms | Tot: 1m33s | Loss: 0.283 | Acc: 90.083% (29403/32640) 255/391 [==========================================>......................] Step: 374ms | Tot: 1m34s | Loss: 0.283 | Acc: 90.082% (29518/32768) 256/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.283 | Acc: 90.087% (29635/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.284 | Acc: 90.059% (29741/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m35s | Loss: 0.284 | Acc: 90.064% (29858/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.283 | Acc: 90.072% (29976/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.283 | Acc: 90.077% (30093/33408) 261/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.283 | Acc: 90.091% (30213/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.283 | Acc: 90.093% (30329/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m37s | Loss: 0.283 | Acc: 90.072% (30437/33792) 264/391 [===========================================>.....................] Step: 370ms | Tot: 1m37s | Loss: 0.283 | Acc: 90.080% (30555/33920) 265/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.284 | Acc: 90.067% (30666/34048) 266/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.284 | Acc: 90.054% (30777/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.284 | Acc: 90.054% (30892/34304) 268/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.284 | Acc: 90.062% (31010/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.284 | Acc: 90.067% (31127/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.284 | Acc: 90.071% (31244/34688) 271/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.284 | Acc: 90.074% (31360/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.284 | Acc: 90.081% (31478/34944) 273/391 [=============================================>...................] Step: 379ms | Tot: 1m40s | Loss: 0.284 | Acc: 90.080% (31593/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m41s | Loss: 0.284 | Acc: 90.057% (31700/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.284 | Acc: 90.065% (31818/35328) 276/391 [=============================================>...................] Step: 374ms | Tot: 1m41s | Loss: 0.284 | Acc: 90.075% (31937/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.284 | Acc: 90.085% (32056/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.284 | Acc: 90.093% (32174/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.284 | Acc: 90.095% (32290/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.284 | Acc: 90.086% (32402/35968) 281/391 [==============================================>..................] Step: 377ms | Tot: 1m43s | Loss: 0.284 | Acc: 90.093% (32520/36096) 282/391 [==============================================>..................] Step: 373ms | Tot: 1m44s | Loss: 0.284 | Acc: 90.098% (32637/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.284 | Acc: 90.094% (32751/36352) 284/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.284 | Acc: 90.085% (32863/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.284 | Acc: 90.084% (32978/36608) 286/391 [===============================================>.................] Step: 371ms | Tot: 1m45s | Loss: 0.284 | Acc: 90.070% (33088/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.285 | Acc: 90.061% (33200/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m46s | Loss: 0.284 | Acc: 90.065% (33317/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.284 | Acc: 90.051% (33427/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.284 | Acc: 90.050% (33542/37248) 291/391 [================================================>................] Step: 371ms | Tot: 1m47s | Loss: 0.285 | Acc: 90.042% (33654/37376) 292/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.284 | Acc: 90.054% (33774/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.284 | Acc: 90.070% (33895/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m48s | Loss: 0.284 | Acc: 90.045% (34001/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.284 | Acc: 90.039% (34114/37888) 296/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.285 | Acc: 90.044% (34231/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.285 | Acc: 90.040% (34345/38144) 298/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.285 | Acc: 90.037% (34459/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m50s | Loss: 0.284 | Acc: 90.036% (34574/38400) 300/391 [=================================================>...............] Step: 379ms | Tot: 1m50s | Loss: 0.284 | Acc: 90.041% (34691/38528) 301/391 [==================================================>..............] Step: 373ms | Tot: 1m51s | Loss: 0.284 | Acc: 90.040% (34806/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.284 | Acc: 90.055% (34927/38784) 303/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.284 | Acc: 90.039% (35036/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m52s | Loss: 0.284 | Acc: 90.059% (35159/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m52s | Loss: 0.284 | Acc: 90.035% (35265/39168) 306/391 [==================================================>..............] Step: 378ms | Tot: 1m52s | Loss: 0.284 | Acc: 90.042% (35383/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.284 | Acc: 90.044% (35499/39424) 308/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.284 | Acc: 90.054% (35618/39552) 309/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.284 | Acc: 90.068% (35739/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.284 | Acc: 90.055% (35849/39808) 311/391 [===================================================>.............] Step: 379ms | Tot: 1m54s | Loss: 0.284 | Acc: 90.057% (35965/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m55s | Loss: 0.284 | Acc: 90.053% (36079/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.284 | Acc: 90.043% (36190/40192) 314/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.284 | Acc: 90.050% (36308/40320) 315/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.284 | Acc: 90.056% (36426/40448) 316/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.284 | Acc: 90.066% (36545/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.283 | Acc: 90.070% (36662/40704) 318/391 [====================================================>............] Step: 370ms | Tot: 1m57s | Loss: 0.284 | Acc: 90.064% (36775/40832) 319/391 [=====================================================>...........] Step: 378ms | Tot: 1m57s | Loss: 0.284 | Acc: 90.073% (36894/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.284 | Acc: 90.058% (37003/41088) 321/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.284 | Acc: 90.060% (37119/41216) 322/391 [=====================================================>...........] Step: 378ms | Tot: 1m58s | Loss: 0.284 | Acc: 90.071% (37239/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.284 | Acc: 90.075% (37356/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.284 | Acc: 90.072% (37470/41600) 325/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.284 | Acc: 90.071% (37585/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 2m241ms | Loss: 0.284 | Acc: 90.078% (37703/41856) 327/391 [======================================================>..........] Step: 384ms | Tot: 2m625ms | Loss: 0.283 | Acc: 90.087% (37822/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 2m988ms | Loss: 0.284 | Acc: 90.069% (37930/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 2m1s | Loss: 0.284 | Acc: 90.062% (38042/42240) 330/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.283 | Acc: 90.077% (38164/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.284 | Acc: 90.063% (38273/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.284 | Acc: 90.062% (38388/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.284 | Acc: 90.061% (38503/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m3s | Loss: 0.284 | Acc: 90.056% (38616/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m3s | Loss: 0.284 | Acc: 90.062% (38734/43008) 336/391 [=======================================================>.........] Step: 375ms | Tot: 2m3s | Loss: 0.284 | Acc: 90.059% (38848/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.284 | Acc: 90.066% (38966/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.284 | Acc: 90.081% (39088/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m5s | Loss: 0.283 | Acc: 90.087% (39206/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m5s | Loss: 0.284 | Acc: 90.077% (39317/43648) 341/391 [========================================================>........] Step: 371ms | Tot: 2m5s | Loss: 0.284 | Acc: 90.086% (39436/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m6s | Loss: 0.284 | Acc: 90.076% (39547/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.284 | Acc: 90.087% (39667/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.284 | Acc: 90.086% (39782/44160) 345/391 [=========================================================>.......] Step: 371ms | Tot: 2m7s | Loss: 0.284 | Acc: 90.076% (39893/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.284 | Acc: 90.076% (40008/44416) 347/391 [=========================================================>.......] Step: 371ms | Tot: 2m7s | Loss: 0.284 | Acc: 90.079% (40125/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m8s | Loss: 0.284 | Acc: 90.072% (40237/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.284 | Acc: 90.087% (40359/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.284 | Acc: 90.071% (40467/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.284 | Acc: 90.052% (40574/45056) 352/391 [==========================================================>......] Step: 375ms | Tot: 2m9s | Loss: 0.284 | Acc: 90.056% (40691/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m10s | Loss: 0.284 | Acc: 90.053% (40805/45312) 354/391 [==========================================================>......] Step: 380ms | Tot: 2m10s | Loss: 0.284 | Acc: 90.059% (40923/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.284 | Acc: 90.061% (41039/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.283 | Acc: 90.069% (41158/45696) 357/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.283 | Acc: 90.071% (41274/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m12s | Loss: 0.284 | Acc: 90.068% (41388/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.283 | Acc: 90.076% (41507/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m12s | Loss: 0.283 | Acc: 90.064% (41617/46208) 361/391 [============================================================>....] Step: 371ms | Tot: 2m13s | Loss: 0.284 | Acc: 90.060% (41730/46336) 362/391 [============================================================>....] Step: 379ms | Tot: 2m13s | Loss: 0.283 | Acc: 90.070% (41850/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.283 | Acc: 90.088% (41974/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m14s | Loss: 0.283 | Acc: 90.075% (42083/46720) 365/391 [============================================================>....] Step: 372ms | Tot: 2m14s | Loss: 0.284 | Acc: 90.064% (42193/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m14s | Loss: 0.283 | Acc: 90.072% (42312/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.283 | Acc: 90.077% (42430/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.283 | Acc: 90.083% (42548/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m16s | Loss: 0.283 | Acc: 90.091% (42667/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m16s | Loss: 0.283 | Acc: 90.092% (42783/47488) 371/391 [=============================================================>...] Step: 386ms | Tot: 2m16s | Loss: 0.283 | Acc: 90.092% (42898/47616) 372/391 [=============================================================>...] Step: 372ms | Tot: 2m17s | Loss: 0.283 | Acc: 90.066% (43001/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.283 | Acc: 90.059% (43113/47872) 374/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.283 | Acc: 90.056% (43227/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m18s | Loss: 0.283 | Acc: 90.064% (43346/48128) 376/391 [==============================================================>..] Step: 371ms | Tot: 2m18s | Loss: 0.283 | Acc: 90.068% (43463/48256) 377/391 [==============================================================>..] Step: 370ms | Tot: 2m19s | Loss: 0.283 | Acc: 90.065% (43577/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.283 | Acc: 90.068% (43694/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.283 | Acc: 90.060% (43805/48640) 380/391 [===============================================================>.] Step: 373ms | Tot: 2m20s | Loss: 0.283 | Acc: 90.061% (43921/48768) 381/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.284 | Acc: 90.046% (44029/48896) 382/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.284 | Acc: 90.042% (44142/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m21s | Loss: 0.284 | Acc: 90.041% (44257/49152) 384/391 [===============================================================>.] Step: 369ms | Tot: 2m21s | Loss: 0.283 | Acc: 90.045% (44374/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.283 | Acc: 90.058% (44496/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m22s | Loss: 0.283 | Acc: 90.052% (44608/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m22s | Loss: 0.283 | Acc: 90.051% (44723/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m23s | Loss: 0.283 | Acc: 90.059% (44842/49792) 389/391 [================================================================>] Step: 367ms | Tot: 2m23s | Loss: 0.284 | Acc: 90.034% (44945/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m23s | Loss: 0.284 | Acc: 90.036% (45018/50000) 391/391 + [>................................................................] Step: 481ms | Tot: 2ms | Loss: 0.436 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 309ms | Tot: 311ms | Loss: 0.402 | Acc: 87.500% (175/200) 2/100 [=>...............................................................] Step: 303ms | Tot: 615ms | Loss: 0.417 | Acc: 87.667% (263/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 914ms | Loss: 0.419 | Acc: 86.750% (347/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s217ms | Loss: 0.391 | Acc: 87.400% (437/500) 5/100 [===>.............................................................] Step: 307ms | Tot: 1s524ms | Loss: 0.357 | Acc: 88.667% (532/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s827ms | Loss: 0.353 | Acc: 88.429% (619/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s133ms | Loss: 0.373 | Acc: 87.875% (703/800) 8/100 [=====>...........................................................] Step: 314ms | Tot: 2s448ms | Loss: 0.385 | Acc: 87.667% (789/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s751ms | Loss: 0.389 | Acc: 87.800% (878/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s56ms | Loss: 0.401 | Acc: 87.273% (960/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s364ms | Loss: 0.414 | Acc: 87.000% (1044/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s670ms | Loss: 0.407 | Acc: 87.000% (1131/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s977ms | Loss: 0.401 | Acc: 87.214% (1221/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s279ms | Loss: 0.391 | Acc: 87.600% (1314/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s579ms | Loss: 0.399 | Acc: 87.188% (1395/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s882ms | Loss: 0.392 | Acc: 87.412% (1486/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s189ms | Loss: 0.398 | Acc: 87.167% (1569/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s497ms | Loss: 0.400 | Acc: 87.105% (1655/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s802ms | Loss: 0.410 | Acc: 86.900% (1738/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s104ms | Loss: 0.407 | Acc: 87.000% (1827/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s417ms | Loss: 0.403 | Acc: 87.000% (1914/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s719ms | Loss: 0.409 | Acc: 86.913% (1999/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 7s21ms | Loss: 0.412 | Acc: 86.833% (2084/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s332ms | Loss: 0.416 | Acc: 86.680% (2167/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s638ms | Loss: 0.423 | Acc: 86.385% (2246/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s949ms | Loss: 0.420 | Acc: 86.481% (2335/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s256ms | Loss: 0.421 | Acc: 86.393% (2419/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s567ms | Loss: 0.419 | Acc: 86.552% (2510/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s872ms | Loss: 0.418 | Acc: 86.467% (2594/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s178ms | Loss: 0.416 | Acc: 86.484% (2681/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s488ms | Loss: 0.416 | Acc: 86.469% (2767/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s788ms | Loss: 0.414 | Acc: 86.394% (2851/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s91ms | Loss: 0.411 | Acc: 86.500% (2941/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s400ms | Loss: 0.412 | Acc: 86.343% (3022/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s707ms | Loss: 0.412 | Acc: 86.389% (3110/3600) 36/100 [=======================>.........................................] Step: 311ms | Tot: 11s18ms | Loss: 0.415 | Acc: 86.297% (3193/3700) 37/100 [========================>........................................] Step: 317ms | Tot: 11s336ms | Loss: 0.419 | Acc: 86.184% (3275/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s643ms | Loss: 0.417 | Acc: 86.205% (3362/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 11s958ms | Loss: 0.417 | Acc: 86.150% (3446/4000) 40/100 [==========================>......................................] Step: 315ms | Tot: 12s273ms | Loss: 0.418 | Acc: 86.122% (3531/4100) 41/100 [==========================>......................................] Step: 312ms | Tot: 12s585ms | Loss: 0.420 | Acc: 86.095% (3616/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s896ms | Loss: 0.418 | Acc: 86.140% (3704/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s205ms | Loss: 0.418 | Acc: 86.182% (3792/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s515ms | Loss: 0.418 | Acc: 86.156% (3877/4500) 45/100 [=============================>...................................] Step: 317ms | Tot: 13s833ms | Loss: 0.416 | Acc: 86.261% (3968/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 14s135ms | Loss: 0.415 | Acc: 86.170% (4050/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s451ms | Loss: 0.417 | Acc: 86.146% (4135/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s757ms | Loss: 0.413 | Acc: 86.224% (4225/4900) 49/100 [===============================>.................................] Step: 316ms | Tot: 15s73ms | Loss: 0.413 | Acc: 86.180% (4309/5000) 50/100 [================================>................................] Step: 317ms | Tot: 15s391ms | Loss: 0.413 | Acc: 86.157% (4394/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s699ms | Loss: 0.414 | Acc: 86.192% (4482/5200) 52/100 [=================================>...............................] Step: 309ms | Tot: 16s8ms | Loss: 0.412 | Acc: 86.208% (4569/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s319ms | Loss: 0.410 | Acc: 86.259% (4658/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s631ms | Loss: 0.410 | Acc: 86.236% (4743/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s941ms | Loss: 0.410 | Acc: 86.250% (4830/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s244ms | Loss: 0.410 | Acc: 86.281% (4918/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s553ms | Loss: 0.407 | Acc: 86.397% (5011/5800) 58/100 [=====================================>...........................] Step: 308ms | Tot: 17s861ms | Loss: 0.409 | Acc: 86.356% (5095/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s170ms | Loss: 0.411 | Acc: 86.350% (5181/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s481ms | Loss: 0.412 | Acc: 86.328% (5266/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s789ms | Loss: 0.412 | Acc: 86.371% (5355/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s96ms | Loss: 0.411 | Acc: 86.413% (5444/6300) 63/100 [========================================>........................] Step: 314ms | Tot: 19s410ms | Loss: 0.409 | Acc: 86.438% (5532/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s716ms | Loss: 0.410 | Acc: 86.446% (5619/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 20s23ms | Loss: 0.411 | Acc: 86.455% (5706/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s335ms | Loss: 0.408 | Acc: 86.567% (5800/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s639ms | Loss: 0.408 | Acc: 86.618% (5890/6800) 68/100 [============================================>....................] Step: 311ms | Tot: 20s951ms | Loss: 0.407 | Acc: 86.652% (5979/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s254ms | Loss: 0.407 | Acc: 86.671% (6067/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s564ms | Loss: 0.407 | Acc: 86.648% (6152/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s875ms | Loss: 0.407 | Acc: 86.611% (6236/7200) 72/100 [==============================================>..................] Step: 312ms | Tot: 22s187ms | Loss: 0.405 | Acc: 86.699% (6329/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s499ms | Loss: 0.404 | Acc: 86.770% (6421/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s803ms | Loss: 0.404 | Acc: 86.707% (6503/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s110ms | Loss: 0.406 | Acc: 86.658% (6586/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s421ms | Loss: 0.406 | Acc: 86.636% (6671/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s732ms | Loss: 0.405 | Acc: 86.667% (6760/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 24s39ms | Loss: 0.406 | Acc: 86.684% (6848/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s347ms | Loss: 0.406 | Acc: 86.700% (6936/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s651ms | Loss: 0.405 | Acc: 86.741% (7026/8100) 81/100 [====================================================>............] Step: 315ms | Tot: 24s967ms | Loss: 0.403 | Acc: 86.805% (7118/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s279ms | Loss: 0.402 | Acc: 86.831% (7207/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s589ms | Loss: 0.401 | Acc: 86.857% (7296/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s897ms | Loss: 0.402 | Acc: 86.788% (7377/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s208ms | Loss: 0.403 | Acc: 86.733% (7459/8600) 86/100 [=======================================================>.........] Step: 320ms | Tot: 26s529ms | Loss: 0.404 | Acc: 86.690% (7542/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s834ms | Loss: 0.405 | Acc: 86.693% (7629/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s143ms | Loss: 0.404 | Acc: 86.730% (7719/8900) 89/100 [=========================================================>.......] Step: 314ms | Tot: 27s458ms | Loss: 0.404 | Acc: 86.733% (7806/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s768ms | Loss: 0.405 | Acc: 86.670% (7887/9100) 91/100 [===========================================================>.....] Step: 321ms | Tot: 28s90ms | Loss: 0.403 | Acc: 86.728% (7979/9200) 92/100 [===========================================================>.....] Step: 316ms | Tot: 28s406ms | Loss: 0.403 | Acc: 86.720% (8065/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s711ms | Loss: 0.403 | Acc: 86.702% (8150/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s21ms | Loss: 0.404 | Acc: 86.684% (8235/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 29s332ms | Loss: 0.402 | Acc: 86.750% (8328/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s636ms | Loss: 0.401 | Acc: 86.773% (8417/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s945ms | Loss: 0.402 | Acc: 86.714% (8498/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s254ms | Loss: 0.402 | Acc: 86.687% (8582/9900) 99/100 [================================================================>] Step: 324ms | Tot: 30s578ms | Loss: 0.401 | Acc: 86.730% (8673/10000) 100/100 + +Epoch: 119 + [>................................................................] Step: 628ms | Tot: 2ms | Loss: 0.204 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.261 | Acc: 89.453% (229/256) 2/391 [>................................................................] Step: 372ms | Tot: 758ms | Loss: 0.257 | Acc: 89.844% (345/384) 3/391 [>................................................................] Step: 368ms | Tot: 1s126ms | Loss: 0.271 | Acc: 89.258% (457/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s489ms | Loss: 0.271 | Acc: 88.750% (568/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s857ms | Loss: 0.268 | Acc: 89.453% (687/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s224ms | Loss: 0.259 | Acc: 90.179% (808/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s592ms | Loss: 0.264 | Acc: 90.332% (925/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 2s957ms | Loss: 0.281 | Acc: 90.104% (1038/1152) 9/391 [=>...............................................................] Step: 378ms | Tot: 3s336ms | Loss: 0.277 | Acc: 89.844% (1150/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s699ms | Loss: 0.268 | Acc: 90.199% (1270/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s65ms | Loss: 0.271 | Acc: 90.365% (1388/1536) 12/391 [=>...............................................................] Step: 375ms | Tot: 4s441ms | Loss: 0.275 | Acc: 90.385% (1504/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s806ms | Loss: 0.287 | Acc: 89.955% (1612/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s172ms | Loss: 0.288 | Acc: 90.104% (1730/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s539ms | Loss: 0.290 | Acc: 89.990% (1843/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s906ms | Loss: 0.291 | Acc: 89.982% (1958/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s272ms | Loss: 0.286 | Acc: 90.148% (2077/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s640ms | Loss: 0.288 | Acc: 90.090% (2191/2432) 19/391 [===>.............................................................] Step: 367ms | Tot: 7s8ms | Loss: 0.288 | Acc: 90.000% (2304/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s376ms | Loss: 0.289 | Acc: 89.955% (2418/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s746ms | Loss: 0.291 | Acc: 89.950% (2533/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s111ms | Loss: 0.288 | Acc: 90.082% (2652/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s479ms | Loss: 0.292 | Acc: 89.844% (2760/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s844ms | Loss: 0.293 | Acc: 89.812% (2874/3200) 25/391 [====>............................................................] Step: 373ms | Tot: 9s217ms | Loss: 0.290 | Acc: 89.904% (2992/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s584ms | Loss: 0.292 | Acc: 89.815% (3104/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 9s955ms | Loss: 0.293 | Acc: 89.872% (3221/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s325ms | Loss: 0.292 | Acc: 89.978% (3340/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s689ms | Loss: 0.289 | Acc: 90.026% (3457/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s54ms | Loss: 0.288 | Acc: 90.096% (3575/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s416ms | Loss: 0.287 | Acc: 90.112% (3691/4096) 32/391 [=====>...........................................................] Step: 367ms | Tot: 11s783ms | Loss: 0.288 | Acc: 90.033% (3803/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s147ms | Loss: 0.289 | Acc: 90.074% (3920/4352) 34/391 [=====>...........................................................] Step: 370ms | Tot: 12s517ms | Loss: 0.290 | Acc: 90.000% (4032/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s880ms | Loss: 0.290 | Acc: 90.017% (4148/4608) 36/391 [=====>...........................................................] Step: 381ms | Tot: 13s261ms | Loss: 0.289 | Acc: 90.076% (4266/4736) 37/391 [======>..........................................................] Step: 365ms | Tot: 13s627ms | Loss: 0.287 | Acc: 90.173% (4386/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s988ms | Loss: 0.288 | Acc: 90.084% (4497/4992) 39/391 [======>..........................................................] Step: 376ms | Tot: 14s364ms | Loss: 0.285 | Acc: 90.195% (4618/5120) 40/391 [======>..........................................................] Step: 366ms | Tot: 14s730ms | Loss: 0.283 | Acc: 90.244% (4736/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 15s92ms | Loss: 0.283 | Acc: 90.234% (4851/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s455ms | Loss: 0.285 | Acc: 90.189% (4964/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s822ms | Loss: 0.285 | Acc: 90.181% (5079/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s191ms | Loss: 0.284 | Acc: 90.191% (5195/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s562ms | Loss: 0.285 | Acc: 90.115% (5306/5888) 46/391 [=======>.........................................................] Step: 368ms | Tot: 16s931ms | Loss: 0.285 | Acc: 90.093% (5420/6016) 47/391 [=======>.........................................................] Step: 371ms | Tot: 17s302ms | Loss: 0.286 | Acc: 90.055% (5533/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s673ms | Loss: 0.289 | Acc: 89.908% (5639/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 18s34ms | Loss: 0.290 | Acc: 89.891% (5753/6400) 50/391 [========>........................................................] Step: 375ms | Tot: 18s409ms | Loss: 0.290 | Acc: 89.905% (5869/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s773ms | Loss: 0.288 | Acc: 89.934% (5986/6656) 52/391 [========>........................................................] Step: 372ms | Tot: 19s145ms | Loss: 0.288 | Acc: 89.873% (6097/6784) 53/391 [========>........................................................] Step: 369ms | Tot: 19s515ms | Loss: 0.288 | Acc: 89.902% (6214/6912) 54/391 [========>........................................................] Step: 373ms | Tot: 19s889ms | Loss: 0.289 | Acc: 89.815% (6323/7040) 55/391 [=========>.......................................................] Step: 374ms | Tot: 20s263ms | Loss: 0.291 | Acc: 89.760% (6434/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s626ms | Loss: 0.291 | Acc: 89.748% (6548/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s993ms | Loss: 0.290 | Acc: 89.790% (6666/7424) 58/391 [=========>.......................................................] Step: 369ms | Tot: 21s363ms | Loss: 0.291 | Acc: 89.778% (6780/7552) 59/391 [=========>.......................................................] Step: 361ms | Tot: 21s724ms | Loss: 0.290 | Acc: 89.805% (6897/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s93ms | Loss: 0.289 | Acc: 89.831% (7014/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s452ms | Loss: 0.289 | Acc: 89.831% (7129/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s811ms | Loss: 0.289 | Acc: 89.844% (7245/8064) 63/391 [==========>......................................................] Step: 376ms | Tot: 23s187ms | Loss: 0.288 | Acc: 89.880% (7363/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s546ms | Loss: 0.287 | Acc: 89.940% (7483/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s915ms | Loss: 0.287 | Acc: 89.915% (7596/8448) 66/391 [==========>......................................................] Step: 372ms | Tot: 24s287ms | Loss: 0.288 | Acc: 89.879% (7708/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s655ms | Loss: 0.288 | Acc: 89.890% (7824/8704) 68/391 [===========>.....................................................] Step: 365ms | Tot: 25s21ms | Loss: 0.287 | Acc: 89.934% (7943/8832) 69/391 [===========>.....................................................] Step: 375ms | Tot: 25s396ms | Loss: 0.286 | Acc: 89.989% (8063/8960) 70/391 [===========>.....................................................] Step: 366ms | Tot: 25s763ms | Loss: 0.284 | Acc: 90.031% (8182/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 26s123ms | Loss: 0.285 | Acc: 89.985% (8293/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s492ms | Loss: 0.286 | Acc: 89.929% (8403/9344) 73/391 [============>....................................................] Step: 364ms | Tot: 26s857ms | Loss: 0.285 | Acc: 89.897% (8515/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s225ms | Loss: 0.285 | Acc: 89.938% (8634/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s590ms | Loss: 0.284 | Acc: 89.957% (8751/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s948ms | Loss: 0.285 | Acc: 89.945% (8865/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 28s313ms | Loss: 0.284 | Acc: 90.004% (8986/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s673ms | Loss: 0.282 | Acc: 90.061% (9107/10112) 79/391 [=============>...................................................] Step: 374ms | Tot: 29s47ms | Loss: 0.281 | Acc: 90.098% (9226/10240) 80/391 [=============>...................................................] Step: 372ms | Tot: 29s420ms | Loss: 0.283 | Acc: 90.056% (9337/10368) 81/391 [=============>...................................................] Step: 381ms | Tot: 29s802ms | Loss: 0.282 | Acc: 90.091% (9456/10496) 82/391 [=============>...................................................] Step: 372ms | Tot: 30s174ms | Loss: 0.282 | Acc: 90.079% (9570/10624) 83/391 [=============>...................................................] Step: 377ms | Tot: 30s552ms | Loss: 0.281 | Acc: 90.104% (9688/10752) 84/391 [=============>...................................................] Step: 376ms | Tot: 30s928ms | Loss: 0.283 | Acc: 90.064% (9799/10880) 85/391 [==============>..................................................] Step: 376ms | Tot: 31s305ms | Loss: 0.283 | Acc: 90.098% (9918/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s672ms | Loss: 0.282 | Acc: 90.149% (10039/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 32s32ms | Loss: 0.282 | Acc: 90.154% (10155/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s391ms | Loss: 0.283 | Acc: 90.133% (10268/11392) 89/391 [==============>..................................................] Step: 363ms | Tot: 32s754ms | Loss: 0.285 | Acc: 90.095% (10379/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 33s120ms | Loss: 0.284 | Acc: 90.110% (10496/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 33s483ms | Loss: 0.284 | Acc: 90.124% (10613/11776) 92/391 [===============>.................................................] Step: 369ms | Tot: 33s853ms | Loss: 0.283 | Acc: 90.146% (10731/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 34s224ms | Loss: 0.282 | Acc: 90.201% (10853/12032) 94/391 [===============>.................................................] Step: 372ms | Tot: 34s596ms | Loss: 0.282 | Acc: 90.156% (10963/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s958ms | Loss: 0.281 | Acc: 90.153% (11078/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s323ms | Loss: 0.281 | Acc: 90.182% (11197/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s689ms | Loss: 0.281 | Acc: 90.202% (11315/12544) 98/391 [================>................................................] Step: 357ms | Tot: 36s47ms | Loss: 0.281 | Acc: 90.167% (11426/12672) 99/391 [================>................................................] Step: 366ms | Tot: 36s414ms | Loss: 0.281 | Acc: 90.188% (11544/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s777ms | Loss: 0.282 | Acc: 90.161% (11656/12928) 101/391 [================>................................................] Step: 369ms | Tot: 37s146ms | Loss: 0.281 | Acc: 90.204% (11777/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s508ms | Loss: 0.282 | Acc: 90.193% (11891/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s875ms | Loss: 0.283 | Acc: 90.137% (11999/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 38s246ms | Loss: 0.282 | Acc: 90.149% (12116/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s607ms | Loss: 0.282 | Acc: 90.139% (12230/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s967ms | Loss: 0.283 | Acc: 90.099% (12340/13696) 107/391 [=================>...............................................] Step: 372ms | Tot: 39s339ms | Loss: 0.282 | Acc: 90.104% (12456/13824) 108/391 [=================>...............................................] Step: 373ms | Tot: 39s712ms | Loss: 0.281 | Acc: 90.138% (12576/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 40s76ms | Loss: 0.282 | Acc: 90.099% (12686/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 40s437ms | Loss: 0.282 | Acc: 90.111% (12803/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 40s800ms | Loss: 0.281 | Acc: 90.095% (12916/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s169ms | Loss: 0.281 | Acc: 90.106% (13033/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s532ms | Loss: 0.281 | Acc: 90.118% (13150/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 41s900ms | Loss: 0.280 | Acc: 90.136% (13268/14720) 115/391 [===================>.............................................] Step: 370ms | Tot: 42s270ms | Loss: 0.281 | Acc: 90.106% (13379/14848) 116/391 [===================>.............................................] Step: 370ms | Tot: 42s641ms | Loss: 0.281 | Acc: 90.104% (13494/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 43s12ms | Loss: 0.281 | Acc: 90.069% (13604/15104) 118/391 [===================>.............................................] Step: 371ms | Tot: 43s383ms | Loss: 0.281 | Acc: 90.080% (13721/15232) 119/391 [===================>.............................................] Step: 376ms | Tot: 43s759ms | Loss: 0.281 | Acc: 90.072% (13835/15360) 120/391 [===================>.............................................] Step: 372ms | Tot: 44s132ms | Loss: 0.282 | Acc: 90.057% (13948/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s496ms | Loss: 0.282 | Acc: 90.036% (14060/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s857ms | Loss: 0.282 | Acc: 90.022% (14173/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 45s225ms | Loss: 0.283 | Acc: 89.951% (14277/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 45s599ms | Loss: 0.283 | Acc: 89.981% (14397/16000) 125/391 [====================>............................................] Step: 370ms | Tot: 45s970ms | Loss: 0.283 | Acc: 89.955% (14508/16128) 126/391 [====================>............................................] Step: 375ms | Tot: 46s345ms | Loss: 0.283 | Acc: 89.979% (14627/16256) 127/391 [=====================>...........................................] Step: 369ms | Tot: 46s715ms | Loss: 0.283 | Acc: 89.990% (14744/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 47s86ms | Loss: 0.282 | Acc: 89.989% (14859/16512) 129/391 [=====================>...........................................] Step: 371ms | Tot: 47s457ms | Loss: 0.282 | Acc: 89.970% (14971/16640) 130/391 [=====================>...........................................] Step: 372ms | Tot: 47s830ms | Loss: 0.282 | Acc: 89.981% (15088/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 48s202ms | Loss: 0.282 | Acc: 89.998% (15206/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s564ms | Loss: 0.281 | Acc: 90.014% (15324/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s928ms | Loss: 0.281 | Acc: 90.024% (15441/17152) 134/391 [======================>..........................................] Step: 378ms | Tot: 49s306ms | Loss: 0.281 | Acc: 90.006% (15553/17280) 135/391 [======================>..........................................] Step: 382ms | Tot: 49s689ms | Loss: 0.281 | Acc: 90.010% (15669/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 50s55ms | Loss: 0.282 | Acc: 89.986% (15780/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 50s422ms | Loss: 0.282 | Acc: 89.991% (15896/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 50s792ms | Loss: 0.281 | Acc: 90.018% (16016/17792) 139/391 [=======================>.........................................] Step: 374ms | Tot: 51s166ms | Loss: 0.281 | Acc: 90.039% (16135/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s530ms | Loss: 0.281 | Acc: 90.043% (16251/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s892ms | Loss: 0.280 | Acc: 90.053% (16368/18176) 142/391 [=======================>.........................................] Step: 371ms | Tot: 52s263ms | Loss: 0.280 | Acc: 90.084% (16489/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s628ms | Loss: 0.280 | Acc: 90.088% (16605/18432) 144/391 [=======================>.........................................] Step: 373ms | Tot: 53s2ms | Loss: 0.280 | Acc: 90.075% (16718/18560) 145/391 [========================>........................................] Step: 373ms | Tot: 53s375ms | Loss: 0.281 | Acc: 90.058% (16830/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s739ms | Loss: 0.281 | Acc: 90.067% (16947/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 54s95ms | Loss: 0.281 | Acc: 90.065% (17062/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s458ms | Loss: 0.281 | Acc: 90.059% (17176/19072) 149/391 [========================>........................................] Step: 351ms | Tot: 54s809ms | Loss: 0.281 | Acc: 90.042% (17288/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 55s173ms | Loss: 0.281 | Acc: 90.035% (17402/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s534ms | Loss: 0.281 | Acc: 90.054% (17521/19456) 152/391 [=========================>.......................................] Step: 370ms | Tot: 55s904ms | Loss: 0.281 | Acc: 90.058% (17637/19584) 153/391 [=========================>.......................................] Step: 377ms | Tot: 56s282ms | Loss: 0.280 | Acc: 90.077% (17756/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s645ms | Loss: 0.280 | Acc: 90.096% (17875/19840) 155/391 [=========================>.......................................] Step: 367ms | Tot: 57s13ms | Loss: 0.279 | Acc: 90.094% (17990/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s378ms | Loss: 0.279 | Acc: 90.107% (18108/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s743ms | Loss: 0.279 | Acc: 90.091% (18220/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 58s110ms | Loss: 0.280 | Acc: 90.055% (18328/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s468ms | Loss: 0.280 | Acc: 90.063% (18445/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 58s828ms | Loss: 0.280 | Acc: 90.028% (18553/20608) 161/391 [==========================>......................................] Step: 372ms | Tot: 59s200ms | Loss: 0.280 | Acc: 90.061% (18675/20736) 162/391 [==========================>......................................] Step: 377ms | Tot: 59s578ms | Loss: 0.280 | Acc: 90.069% (18792/20864) 163/391 [===========================>.....................................] Step: 370ms | Tot: 59s949ms | Loss: 0.280 | Acc: 90.044% (18902/20992) 164/391 [===========================>.....................................] Step: 373ms | Tot: 1m322ms | Loss: 0.280 | Acc: 90.043% (19017/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m682ms | Loss: 0.280 | Acc: 90.046% (19133/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.280 | Acc: 90.040% (19247/21376) 167/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.280 | Acc: 90.044% (19363/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.280 | Acc: 90.033% (19476/21632) 169/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.281 | Acc: 90.014% (19587/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.281 | Acc: 90.022% (19704/21888) 171/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.281 | Acc: 90.035% (19822/22016) 172/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.281 | Acc: 90.029% (19936/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.281 | Acc: 90.032% (20052/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.281 | Acc: 90.045% (20170/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.280 | Acc: 90.061% (20289/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.280 | Acc: 90.051% (20402/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.280 | Acc: 90.068% (20521/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.280 | Acc: 90.053% (20633/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.280 | Acc: 90.061% (20750/23040) 180/391 [=============================>...................................] Step: 374ms | Tot: 1m6s | Loss: 0.280 | Acc: 90.051% (20863/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.280 | Acc: 90.050% (20978/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.280 | Acc: 90.040% (21091/23424) 183/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.280 | Acc: 90.043% (21207/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.280 | Acc: 90.059% (21326/23680) 185/391 [==============================>..................................] Step: 372ms | Tot: 1m8s | Loss: 0.279 | Acc: 90.075% (21445/23808) 186/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.279 | Acc: 90.082% (21562/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.279 | Acc: 90.076% (21676/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.279 | Acc: 90.088% (21794/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.279 | Acc: 90.107% (21914/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.278 | Acc: 90.126% (22034/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.279 | Acc: 90.116% (22147/24576) 192/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.279 | Acc: 90.115% (22262/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.279 | Acc: 90.118% (22378/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.278 | Acc: 90.136% (22498/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.279 | Acc: 90.135% (22613/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.279 | Acc: 90.121% (22725/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.279 | Acc: 90.120% (22840/25344) 198/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.279 | Acc: 90.122% (22956/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.279 | Acc: 90.133% (23074/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.279 | Acc: 90.112% (23184/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.279 | Acc: 90.103% (23297/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.279 | Acc: 90.094% (23410/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.280 | Acc: 90.070% (23519/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.280 | Acc: 90.080% (23637/26240) 205/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.280 | Acc: 90.068% (23749/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.280 | Acc: 90.070% (23865/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.280 | Acc: 90.062% (23978/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.279 | Acc: 90.076% (24097/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.279 | Acc: 90.082% (24214/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.279 | Acc: 90.073% (24327/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.279 | Acc: 90.091% (24447/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.279 | Acc: 90.089% (24562/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.279 | Acc: 90.103% (24681/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.279 | Acc: 90.102% (24796/27520) 215/391 [===================================>.............................] Step: 372ms | Tot: 1m18s | Loss: 0.279 | Acc: 90.119% (24916/27648) 216/391 [===================================>.............................] Step: 379ms | Tot: 1m19s | Loss: 0.279 | Acc: 90.117% (25031/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.279 | Acc: 90.113% (25145/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.279 | Acc: 90.104% (25258/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.279 | Acc: 90.089% (25369/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.279 | Acc: 90.102% (25488/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.279 | Acc: 90.104% (25604/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.279 | Acc: 90.099% (25718/28544) 223/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.279 | Acc: 90.112% (25837/28672) 224/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.278 | Acc: 90.125% (25956/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.278 | Acc: 90.131% (26073/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.278 | Acc: 90.123% (26186/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.278 | Acc: 90.125% (26302/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.279 | Acc: 90.103% (26411/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.279 | Acc: 90.092% (26523/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.279 | Acc: 90.084% (26636/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.279 | Acc: 90.086% (26752/29696) 232/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.279 | Acc: 90.095% (26870/29824) 233/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.279 | Acc: 90.094% (26985/29952) 234/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.279 | Acc: 90.090% (27099/30080) 235/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.279 | Acc: 90.105% (27219/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.279 | Acc: 90.071% (27324/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.279 | Acc: 90.070% (27439/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.279 | Acc: 90.066% (27553/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.279 | Acc: 90.078% (27672/30720) 240/391 [=======================================>.........................] Step: 356ms | Tot: 1m28s | Loss: 0.279 | Acc: 90.087% (27790/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.279 | Acc: 90.096% (27908/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.280 | Acc: 90.082% (28019/31104) 243/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.280 | Acc: 90.074% (28132/31232) 244/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.280 | Acc: 90.070% (28246/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.280 | Acc: 90.072% (28362/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.280 | Acc: 90.056% (28472/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.281 | Acc: 90.049% (28585/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.281 | Acc: 90.057% (28703/31872) 249/391 [=========================================>.......................] Step: 372ms | Tot: 1m31s | Loss: 0.280 | Acc: 90.059% (28819/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.281 | Acc: 90.049% (28931/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m32s | Loss: 0.281 | Acc: 90.045% (29045/32256) 252/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.281 | Acc: 90.048% (29161/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.280 | Acc: 90.050% (29277/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.281 | Acc: 90.031% (29386/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.281 | Acc: 90.027% (29500/32768) 256/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.281 | Acc: 90.029% (29616/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.282 | Acc: 90.016% (29727/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.282 | Acc: 90.016% (29842/33152) 259/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.282 | Acc: 89.997% (29951/33280) 260/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.282 | Acc: 89.984% (30062/33408) 261/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.282 | Acc: 89.984% (30177/33536) 262/391 [===========================================>.....................] Step: 374ms | Tot: 1m36s | Loss: 0.282 | Acc: 89.986% (30293/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.282 | Acc: 89.986% (30408/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.282 | Acc: 89.985% (30523/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.283 | Acc: 89.988% (30639/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.283 | Acc: 89.981% (30752/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.283 | Acc: 89.992% (30871/34304) 268/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.283 | Acc: 90.001% (30989/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.283 | Acc: 90.000% (31104/34560) 270/391 [============================================>....................] Step: 374ms | Tot: 1m39s | Loss: 0.283 | Acc: 89.991% (31216/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.283 | Acc: 89.987% (31330/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.283 | Acc: 89.995% (31448/34944) 273/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.284 | Acc: 89.989% (31561/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.283 | Acc: 90.000% (31680/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.283 | Acc: 89.999% (31795/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.283 | Acc: 89.996% (31909/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.284 | Acc: 89.996% (32024/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.283 | Acc: 90.012% (32145/35712) 279/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.284 | Acc: 89.997% (32255/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.284 | Acc: 90.002% (32372/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.283 | Acc: 90.007% (32489/36096) 282/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.283 | Acc: 90.012% (32606/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.283 | Acc: 90.014% (32722/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.283 | Acc: 90.005% (32834/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.283 | Acc: 90.010% (32951/36608) 286/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.283 | Acc: 90.018% (33069/36736) 287/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.283 | Acc: 90.028% (33188/36864) 288/391 [===============================================>.................] Step: 374ms | Tot: 1m45s | Loss: 0.283 | Acc: 90.019% (33300/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.283 | Acc: 90.016% (33414/37120) 290/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.283 | Acc: 90.010% (33527/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.284 | Acc: 89.996% (33637/37376) 292/391 [================================================>................] Step: 377ms | Tot: 1m47s | Loss: 0.284 | Acc: 89.998% (33753/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.284 | Acc: 89.993% (33866/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.284 | Acc: 89.987% (33979/37760) 295/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.284 | Acc: 89.978% (34091/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.284 | Acc: 89.975% (34205/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m49s | Loss: 0.284 | Acc: 89.980% (34322/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.284 | Acc: 89.974% (34435/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.284 | Acc: 89.977% (34551/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m50s | Loss: 0.284 | Acc: 89.979% (34667/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.284 | Acc: 89.986% (34785/38656) 302/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.284 | Acc: 89.980% (34898/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.284 | Acc: 89.972% (35010/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.284 | Acc: 89.974% (35126/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.284 | Acc: 89.982% (35244/39168) 306/391 [==================================================>..............] Step: 373ms | Tot: 1m52s | Loss: 0.284 | Acc: 89.984% (35360/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.284 | Acc: 89.993% (35479/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.284 | Acc: 89.980% (35589/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.284 | Acc: 89.972% (35701/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.284 | Acc: 89.974% (35817/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.284 | Acc: 89.981% (35935/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.284 | Acc: 89.976% (36048/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.284 | Acc: 89.971% (36161/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.284 | Acc: 89.965% (36274/40320) 315/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.284 | Acc: 89.957% (36386/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.284 | Acc: 89.977% (36509/40576) 317/391 [====================================================>............] Step: 379ms | Tot: 1m56s | Loss: 0.284 | Acc: 89.976% (36624/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.284 | Acc: 89.998% (36748/40832) 319/391 [=====================================================>...........] Step: 376ms | Tot: 1m57s | Loss: 0.284 | Acc: 90.005% (36866/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.284 | Acc: 89.997% (36978/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.284 | Acc: 89.999% (37094/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.284 | Acc: 89.999% (37209/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.284 | Acc: 90.003% (37326/41472) 324/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.284 | Acc: 90.010% (37444/41600) 325/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.284 | Acc: 90.014% (37561/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.284 | Acc: 90.023% (37680/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 2m10ms | Loss: 0.284 | Acc: 90.025% (37796/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 2m379ms | Loss: 0.284 | Acc: 90.015% (37907/42112) 329/391 [======================================================>..........] Step: 372ms | Tot: 2m752ms | Loss: 0.284 | Acc: 90.000% (38016/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m1s | Loss: 0.284 | Acc: 90.004% (38133/42368) 331/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.284 | Acc: 89.992% (38243/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.284 | Acc: 89.992% (38358/42624) 333/391 [=======================================================>.........] Step: 378ms | Tot: 2m2s | Loss: 0.284 | Acc: 89.984% (38470/42752) 334/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.284 | Acc: 89.986% (38586/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.284 | Acc: 90.000% (38707/43008) 336/391 [=======================================================>.........] Step: 374ms | Tot: 2m3s | Loss: 0.284 | Acc: 90.011% (38827/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.284 | Acc: 90.003% (38939/43264) 338/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.284 | Acc: 90.019% (39061/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.283 | Acc: 90.030% (39181/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.283 | Acc: 90.027% (39295/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.284 | Acc: 90.022% (39408/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.284 | Acc: 90.021% (39523/43904) 343/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.283 | Acc: 90.032% (39643/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.283 | Acc: 90.032% (39758/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.283 | Acc: 90.031% (39873/44288) 346/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.283 | Acc: 90.040% (39992/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.283 | Acc: 90.044% (40109/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.283 | Acc: 90.036% (40221/44672) 349/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.283 | Acc: 90.040% (40338/44800) 350/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.283 | Acc: 90.033% (40450/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.283 | Acc: 90.030% (40564/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.283 | Acc: 90.032% (40680/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.284 | Acc: 90.018% (40789/45312) 354/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.285 | Acc: 89.993% (40893/45440) 355/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.285 | Acc: 89.984% (41004/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.285 | Acc: 89.975% (41115/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.285 | Acc: 89.968% (41227/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.285 | Acc: 89.981% (41348/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.285 | Acc: 89.972% (41459/46080) 360/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.285 | Acc: 89.961% (41569/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.285 | Acc: 89.965% (41686/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.285 | Acc: 89.958% (41798/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.285 | Acc: 89.960% (41914/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.285 | Acc: 89.957% (42028/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.285 | Acc: 89.961% (42145/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.285 | Acc: 89.963% (42261/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.285 | Acc: 89.956% (42373/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.285 | Acc: 89.964% (42492/47232) 369/391 [=============================================================>...] Step: 377ms | Tot: 2m15s | Loss: 0.285 | Acc: 89.964% (42607/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.285 | Acc: 89.964% (42722/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m16s | Loss: 0.285 | Acc: 89.955% (42833/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.285 | Acc: 89.963% (42952/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.285 | Acc: 89.957% (43064/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.285 | Acc: 89.948% (43175/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.286 | Acc: 89.933% (43283/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.286 | Acc: 89.937% (43400/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.286 | Acc: 89.933% (43513/48384) 378/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.286 | Acc: 89.934% (43629/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.286 | Acc: 89.936% (43745/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.286 | Acc: 89.936% (43860/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.286 | Acc: 89.940% (43977/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.286 | Acc: 89.952% (44098/49024) 383/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.286 | Acc: 89.933% (44204/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.286 | Acc: 89.921% (44313/49280) 385/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.286 | Acc: 89.927% (44431/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.286 | Acc: 89.929% (44547/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.286 | Acc: 89.934% (44665/49664) 388/391 [================================================================>] Step: 365ms | Tot: 2m22s | Loss: 0.285 | Acc: 89.936% (44781/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.286 | Acc: 89.930% (44893/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.286 | Acc: 89.940% (44970/50000) 391/391 + [>................................................................] Step: 495ms | Tot: 2ms | Loss: 0.465 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 300ms | Tot: 302ms | Loss: 0.441 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 598ms | Loss: 0.424 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 899ms | Loss: 0.421 | Acc: 84.250% (337/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s197ms | Loss: 0.410 | Acc: 84.800% (424/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s502ms | Loss: 0.385 | Acc: 85.833% (515/600) 6/100 [===>.............................................................] Step: 305ms | Tot: 1s808ms | Loss: 0.399 | Acc: 85.000% (595/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s108ms | Loss: 0.413 | Acc: 84.875% (679/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s414ms | Loss: 0.424 | Acc: 85.222% (767/900) 9/100 [=====>...........................................................] Step: 312ms | Tot: 2s727ms | Loss: 0.433 | Acc: 85.200% (852/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s36ms | Loss: 0.437 | Acc: 85.182% (937/1100) 11/100 [=======>.........................................................] Step: 310ms | Tot: 3s346ms | Loss: 0.454 | Acc: 84.833% (1018/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s654ms | Loss: 0.449 | Acc: 84.692% (1101/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s962ms | Loss: 0.444 | Acc: 84.786% (1187/1400) 14/100 [=========>.......................................................] Step: 310ms | Tot: 4s272ms | Loss: 0.440 | Acc: 85.067% (1276/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s580ms | Loss: 0.439 | Acc: 85.000% (1360/1600) 16/100 [==========>......................................................] Step: 316ms | Tot: 4s896ms | Loss: 0.429 | Acc: 85.353% (1451/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s203ms | Loss: 0.434 | Acc: 85.222% (1534/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s511ms | Loss: 0.434 | Acc: 85.158% (1618/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s823ms | Loss: 0.445 | Acc: 84.950% (1699/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s127ms | Loss: 0.445 | Acc: 85.048% (1786/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s433ms | Loss: 0.443 | Acc: 85.273% (1876/2200) 22/100 [==============>..................................................] Step: 318ms | Tot: 6s752ms | Loss: 0.452 | Acc: 85.217% (1960/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s66ms | Loss: 0.456 | Acc: 85.042% (2041/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s373ms | Loss: 0.456 | Acc: 85.040% (2126/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s684ms | Loss: 0.471 | Acc: 84.692% (2202/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s988ms | Loss: 0.464 | Acc: 84.778% (2289/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s296ms | Loss: 0.462 | Acc: 84.857% (2376/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s607ms | Loss: 0.461 | Acc: 84.897% (2462/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s918ms | Loss: 0.458 | Acc: 84.900% (2547/3000) 30/100 [===================>.............................................] Step: 314ms | Tot: 9s232ms | Loss: 0.456 | Acc: 84.935% (2633/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s537ms | Loss: 0.453 | Acc: 84.969% (2719/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s847ms | Loss: 0.450 | Acc: 85.091% (2808/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s160ms | Loss: 0.449 | Acc: 85.029% (2891/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s472ms | Loss: 0.454 | Acc: 84.943% (2973/3500) 35/100 [======================>..........................................] Step: 317ms | Tot: 10s789ms | Loss: 0.452 | Acc: 85.083% (3063/3600) 36/100 [=======================>.........................................] Step: 319ms | Tot: 11s108ms | Loss: 0.454 | Acc: 85.081% (3148/3700) 37/100 [========================>........................................] Step: 318ms | Tot: 11s427ms | Loss: 0.456 | Acc: 85.026% (3231/3800) 38/100 [========================>........................................] Step: 316ms | Tot: 11s744ms | Loss: 0.455 | Acc: 85.000% (3315/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 12s51ms | Loss: 0.453 | Acc: 84.975% (3399/4000) 40/100 [==========================>......................................] Step: 311ms | Tot: 12s363ms | Loss: 0.454 | Acc: 84.976% (3484/4100) 41/100 [==========================>......................................] Step: 316ms | Tot: 12s680ms | Loss: 0.455 | Acc: 84.929% (3567/4200) 42/100 [===========================>.....................................] Step: 322ms | Tot: 13s2ms | Loss: 0.454 | Acc: 85.000% (3655/4300) 43/100 [===========================>.....................................] Step: 320ms | Tot: 13s322ms | Loss: 0.453 | Acc: 85.091% (3744/4400) 44/100 [============================>....................................] Step: 317ms | Tot: 13s640ms | Loss: 0.453 | Acc: 85.156% (3832/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s944ms | Loss: 0.449 | Acc: 85.261% (3922/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s254ms | Loss: 0.449 | Acc: 85.191% (4004/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s561ms | Loss: 0.450 | Acc: 85.167% (4088/4800) 48/100 [===============================>.................................] Step: 318ms | Tot: 14s879ms | Loss: 0.445 | Acc: 85.327% (4181/4900) 49/100 [===============================>.................................] Step: 312ms | Tot: 15s191ms | Loss: 0.445 | Acc: 85.300% (4265/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s500ms | Loss: 0.443 | Acc: 85.333% (4352/5100) 51/100 [=================================>...............................] Step: 316ms | Tot: 15s816ms | Loss: 0.443 | Acc: 85.346% (4438/5200) 52/100 [=================================>...............................] Step: 317ms | Tot: 16s134ms | Loss: 0.442 | Acc: 85.302% (4521/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s441ms | Loss: 0.443 | Acc: 85.315% (4607/5400) 54/100 [===================================>.............................] Step: 317ms | Tot: 16s759ms | Loss: 0.441 | Acc: 85.309% (4692/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 17s73ms | Loss: 0.441 | Acc: 85.286% (4776/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s385ms | Loss: 0.441 | Acc: 85.228% (4858/5700) 57/100 [=====================================>...........................] Step: 313ms | Tot: 17s698ms | Loss: 0.441 | Acc: 85.293% (4947/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 18s5ms | Loss: 0.444 | Acc: 85.136% (5023/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s314ms | Loss: 0.444 | Acc: 85.167% (5110/6000) 60/100 [=======================================>.........................] Step: 319ms | Tot: 18s634ms | Loss: 0.447 | Acc: 85.082% (5190/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s942ms | Loss: 0.446 | Acc: 85.145% (5279/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s254ms | Loss: 0.446 | Acc: 85.190% (5367/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s559ms | Loss: 0.444 | Acc: 85.219% (5454/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s870ms | Loss: 0.444 | Acc: 85.215% (5539/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 20s184ms | Loss: 0.447 | Acc: 85.227% (5625/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s493ms | Loss: 0.445 | Acc: 85.269% (5713/6700) 67/100 [===========================================>.....................] Step: 320ms | Tot: 20s813ms | Loss: 0.443 | Acc: 85.338% (5803/6800) 68/100 [============================================>....................] Step: 316ms | Tot: 21s129ms | Loss: 0.442 | Acc: 85.333% (5888/6900) 69/100 [============================================>....................] Step: 322ms | Tot: 21s452ms | Loss: 0.442 | Acc: 85.371% (5976/7000) 70/100 [=============================================>...................] Step: 315ms | Tot: 21s767ms | Loss: 0.442 | Acc: 85.338% (6059/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 22s76ms | Loss: 0.442 | Acc: 85.306% (6142/7200) 72/100 [==============================================>..................] Step: 310ms | Tot: 22s386ms | Loss: 0.441 | Acc: 85.329% (6229/7300) 73/100 [===============================================>.................] Step: 315ms | Tot: 22s702ms | Loss: 0.439 | Acc: 85.365% (6317/7400) 74/100 [================================================>................] Step: 312ms | Tot: 23s14ms | Loss: 0.440 | Acc: 85.347% (6401/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s319ms | Loss: 0.440 | Acc: 85.276% (6481/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s632ms | Loss: 0.440 | Acc: 85.286% (6567/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s937ms | Loss: 0.440 | Acc: 85.282% (6652/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 24s244ms | Loss: 0.440 | Acc: 85.253% (6735/7900) 79/100 [===================================================>.............] Step: 311ms | Tot: 24s556ms | Loss: 0.439 | Acc: 85.263% (6821/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s873ms | Loss: 0.438 | Acc: 85.296% (6909/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 25s188ms | Loss: 0.437 | Acc: 85.341% (6998/8200) 82/100 [=====================================================>...........] Step: 310ms | Tot: 25s498ms | Loss: 0.435 | Acc: 85.386% (7087/8300) 83/100 [=====================================================>...........] Step: 318ms | Tot: 25s817ms | Loss: 0.434 | Acc: 85.405% (7174/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 26s123ms | Loss: 0.435 | Acc: 85.329% (7253/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s428ms | Loss: 0.436 | Acc: 85.326% (7338/8600) 86/100 [=======================================================>.........] Step: 318ms | Tot: 26s746ms | Loss: 0.436 | Acc: 85.299% (7421/8700) 87/100 [========================================================>........] Step: 321ms | Tot: 27s67ms | Loss: 0.437 | Acc: 85.284% (7505/8800) 88/100 [=========================================================>.......] Step: 318ms | Tot: 27s386ms | Loss: 0.437 | Acc: 85.258% (7588/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s697ms | Loss: 0.438 | Acc: 85.222% (7670/9000) 90/100 [==========================================================>......] Step: 312ms | Tot: 28s9ms | Loss: 0.439 | Acc: 85.209% (7754/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s318ms | Loss: 0.437 | Acc: 85.261% (7844/9200) 92/100 [===========================================================>.....] Step: 318ms | Tot: 28s636ms | Loss: 0.438 | Acc: 85.258% (7929/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s942ms | Loss: 0.438 | Acc: 85.223% (8011/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s251ms | Loss: 0.438 | Acc: 85.200% (8094/9500) 95/100 [=============================================================>...] Step: 314ms | Tot: 29s566ms | Loss: 0.437 | Acc: 85.219% (8181/9600) 96/100 [==============================================================>..] Step: 316ms | Tot: 29s883ms | Loss: 0.437 | Acc: 85.206% (8265/9700) 97/100 [===============================================================>.] Step: 315ms | Tot: 30s199ms | Loss: 0.439 | Acc: 85.163% (8346/9800) 98/100 [===============================================================>.] Step: 312ms | Tot: 30s511ms | Loss: 0.440 | Acc: 85.131% (8428/9900) 99/100 [================================================================>] Step: 317ms | Tot: 30s828ms | Loss: 0.440 | Acc: 85.120% (8512/10000) 100/100 + +Epoch: 120 + [>................................................................] Step: 614ms | Tot: 2ms | Loss: 0.252 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.280 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 377ms | Tot: 766ms | Loss: 0.279 | Acc: 90.885% (349/384) 3/391 [>................................................................] Step: 364ms | Tot: 1s130ms | Loss: 0.263 | Acc: 91.602% (469/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s496ms | Loss: 0.282 | Acc: 91.094% (583/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s867ms | Loss: 0.278 | Acc: 90.885% (698/768) 6/391 [>................................................................] Step: 389ms | Tot: 2s256ms | Loss: 0.286 | Acc: 90.625% (812/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s624ms | Loss: 0.299 | Acc: 89.941% (921/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 2s992ms | Loss: 0.300 | Acc: 89.670% (1033/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s360ms | Loss: 0.294 | Acc: 90.000% (1152/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s724ms | Loss: 0.282 | Acc: 90.341% (1272/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s87ms | Loss: 0.282 | Acc: 90.495% (1390/1536) 12/391 [=>...............................................................] Step: 374ms | Tot: 4s461ms | Loss: 0.281 | Acc: 90.505% (1506/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s830ms | Loss: 0.275 | Acc: 90.625% (1624/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s190ms | Loss: 0.276 | Acc: 90.677% (1741/1920) 15/391 [==>..............................................................] Step: 376ms | Tot: 5s567ms | Loss: 0.277 | Acc: 90.723% (1858/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s932ms | Loss: 0.276 | Acc: 90.809% (1976/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s303ms | Loss: 0.276 | Acc: 90.842% (2093/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s671ms | Loss: 0.273 | Acc: 90.995% (2213/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 7s31ms | Loss: 0.271 | Acc: 91.055% (2331/2560) 20/391 [===>.............................................................] Step: 374ms | Tot: 7s405ms | Loss: 0.274 | Acc: 90.960% (2445/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s776ms | Loss: 0.273 | Acc: 90.980% (2562/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s138ms | Loss: 0.271 | Acc: 91.168% (2684/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s506ms | Loss: 0.269 | Acc: 91.178% (2801/3072) 24/391 [===>.............................................................] Step: 372ms | Tot: 8s878ms | Loss: 0.269 | Acc: 91.125% (2916/3200) 25/391 [====>............................................................] Step: 373ms | Tot: 9s252ms | Loss: 0.263 | Acc: 91.286% (3038/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s616ms | Loss: 0.264 | Acc: 91.233% (3153/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s980ms | Loss: 0.268 | Acc: 91.044% (3263/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s347ms | Loss: 0.268 | Acc: 90.921% (3375/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s714ms | Loss: 0.267 | Acc: 90.938% (3492/3840) 30/391 [====>............................................................] Step: 366ms | Tot: 11s80ms | Loss: 0.264 | Acc: 91.079% (3614/3968) 31/391 [=====>...........................................................] Step: 374ms | Tot: 11s455ms | Loss: 0.267 | Acc: 90.942% (3725/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s818ms | Loss: 0.266 | Acc: 90.956% (3842/4224) 33/391 [=====>...........................................................] Step: 375ms | Tot: 12s194ms | Loss: 0.267 | Acc: 90.855% (3954/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s558ms | Loss: 0.267 | Acc: 90.915% (4073/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 12s930ms | Loss: 0.267 | Acc: 90.799% (4184/4608) 36/391 [=====>...........................................................] Step: 371ms | Tot: 13s302ms | Loss: 0.266 | Acc: 90.752% (4298/4736) 37/391 [======>..........................................................] Step: 365ms | Tot: 13s667ms | Loss: 0.266 | Acc: 90.707% (4412/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 14s37ms | Loss: 0.267 | Acc: 90.645% (4525/4992) 39/391 [======>..........................................................] Step: 370ms | Tot: 14s407ms | Loss: 0.266 | Acc: 90.742% (4646/5120) 40/391 [======>..........................................................] Step: 370ms | Tot: 14s778ms | Loss: 0.268 | Acc: 90.777% (4764/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 15s139ms | Loss: 0.267 | Acc: 90.792% (4881/5376) 42/391 [======>..........................................................] Step: 375ms | Tot: 15s514ms | Loss: 0.265 | Acc: 90.861% (5001/5504) 43/391 [=======>.........................................................] Step: 369ms | Tot: 15s883ms | Loss: 0.263 | Acc: 90.945% (5122/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s253ms | Loss: 0.261 | Acc: 91.059% (5245/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s616ms | Loss: 0.261 | Acc: 91.016% (5359/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s977ms | Loss: 0.259 | Acc: 91.057% (5478/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s345ms | Loss: 0.259 | Acc: 91.113% (5598/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s715ms | Loss: 0.258 | Acc: 91.135% (5716/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 18s77ms | Loss: 0.257 | Acc: 91.156% (5834/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s442ms | Loss: 0.257 | Acc: 91.100% (5947/6528) 51/391 [========>........................................................] Step: 374ms | Tot: 18s817ms | Loss: 0.256 | Acc: 91.181% (6069/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 19s183ms | Loss: 0.254 | Acc: 91.215% (6188/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s546ms | Loss: 0.256 | Acc: 91.131% (6299/6912) 54/391 [========>........................................................] Step: 369ms | Tot: 19s916ms | Loss: 0.256 | Acc: 91.136% (6416/7040) 55/391 [=========>.......................................................] Step: 370ms | Tot: 20s287ms | Loss: 0.257 | Acc: 91.085% (6529/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s653ms | Loss: 0.255 | Acc: 91.201% (6654/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 21s19ms | Loss: 0.256 | Acc: 91.096% (6763/7424) 58/391 [=========>.......................................................] Step: 369ms | Tot: 21s388ms | Loss: 0.256 | Acc: 91.141% (6883/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s752ms | Loss: 0.256 | Acc: 91.185% (7003/7680) 60/391 [=========>.......................................................] Step: 376ms | Tot: 22s128ms | Loss: 0.256 | Acc: 91.201% (7121/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s496ms | Loss: 0.256 | Acc: 91.179% (7236/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s861ms | Loss: 0.257 | Acc: 91.133% (7349/8064) 63/391 [==========>......................................................] Step: 371ms | Tot: 23s233ms | Loss: 0.257 | Acc: 91.101% (7463/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s600ms | Loss: 0.259 | Acc: 91.082% (7578/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s965ms | Loss: 0.260 | Acc: 91.075% (7694/8448) 66/391 [==========>......................................................] Step: 373ms | Tot: 24s339ms | Loss: 0.261 | Acc: 91.056% (7809/8576) 67/391 [===========>.....................................................] Step: 370ms | Tot: 24s709ms | Loss: 0.263 | Acc: 90.970% (7918/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 25s74ms | Loss: 0.265 | Acc: 90.908% (8029/8832) 69/391 [===========>.....................................................] Step: 384ms | Tot: 25s458ms | Loss: 0.264 | Acc: 90.949% (8149/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s821ms | Loss: 0.264 | Acc: 90.944% (8265/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 26s180ms | Loss: 0.264 | Acc: 90.940% (8381/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s541ms | Loss: 0.265 | Acc: 90.871% (8491/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s902ms | Loss: 0.265 | Acc: 90.857% (8606/9472) 74/391 [============>....................................................] Step: 365ms | Tot: 27s267ms | Loss: 0.266 | Acc: 90.844% (8721/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s629ms | Loss: 0.266 | Acc: 90.861% (8839/9728) 76/391 [============>....................................................] Step: 353ms | Tot: 27s983ms | Loss: 0.267 | Acc: 90.869% (8956/9856) 77/391 [============>....................................................] Step: 368ms | Tot: 28s351ms | Loss: 0.267 | Acc: 90.875% (9073/9984) 78/391 [============>....................................................] Step: 372ms | Tot: 28s723ms | Loss: 0.268 | Acc: 90.843% (9186/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 29s83ms | Loss: 0.268 | Acc: 90.830% (9301/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s448ms | Loss: 0.268 | Acc: 90.789% (9413/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s815ms | Loss: 0.268 | Acc: 90.777% (9528/10496) 82/391 [=============>...................................................] Step: 369ms | Tot: 30s185ms | Loss: 0.268 | Acc: 90.785% (9645/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s548ms | Loss: 0.267 | Acc: 90.802% (9763/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s912ms | Loss: 0.267 | Acc: 90.818% (9881/10880) 85/391 [==============>..................................................] Step: 373ms | Tot: 31s285ms | Loss: 0.266 | Acc: 90.816% (9997/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s648ms | Loss: 0.267 | Acc: 90.769% (10108/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 32s15ms | Loss: 0.267 | Acc: 90.776% (10225/11264) 88/391 [==============>..................................................] Step: 372ms | Tot: 32s387ms | Loss: 0.267 | Acc: 90.792% (10343/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s752ms | Loss: 0.266 | Acc: 90.825% (10463/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 33s114ms | Loss: 0.265 | Acc: 90.857% (10583/11648) 91/391 [===============>.................................................] Step: 367ms | Tot: 33s481ms | Loss: 0.266 | Acc: 90.820% (10695/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s847ms | Loss: 0.265 | Acc: 90.810% (10810/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s211ms | Loss: 0.265 | Acc: 90.808% (10926/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s574ms | Loss: 0.266 | Acc: 90.773% (11038/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s939ms | Loss: 0.267 | Acc: 90.739% (11150/12288) 96/391 [===============>.................................................] Step: 374ms | Tot: 35s313ms | Loss: 0.267 | Acc: 90.754% (11268/12416) 97/391 [================>................................................] Step: 375ms | Tot: 35s688ms | Loss: 0.267 | Acc: 90.761% (11385/12544) 98/391 [================>................................................] Step: 364ms | Tot: 36s53ms | Loss: 0.266 | Acc: 90.775% (11503/12672) 99/391 [================>................................................] Step: 368ms | Tot: 36s421ms | Loss: 0.265 | Acc: 90.812% (11624/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s783ms | Loss: 0.266 | Acc: 90.787% (11737/12928) 101/391 [================>................................................] Step: 363ms | Tot: 37s146ms | Loss: 0.266 | Acc: 90.786% (11853/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s510ms | Loss: 0.266 | Acc: 90.784% (11969/13184) 103/391 [=================>...............................................] Step: 371ms | Tot: 37s881ms | Loss: 0.267 | Acc: 90.798% (12087/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 38s248ms | Loss: 0.267 | Acc: 90.789% (12202/13440) 105/391 [=================>...............................................] Step: 370ms | Tot: 38s618ms | Loss: 0.268 | Acc: 90.765% (12315/13568) 106/391 [=================>...............................................] Step: 369ms | Tot: 38s987ms | Loss: 0.269 | Acc: 90.756% (12430/13696) 107/391 [=================>...............................................] Step: 372ms | Tot: 39s360ms | Loss: 0.269 | Acc: 90.762% (12547/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s729ms | Loss: 0.270 | Acc: 90.711% (12656/13952) 109/391 [==================>..............................................] Step: 368ms | Tot: 40s97ms | Loss: 0.269 | Acc: 90.732% (12775/14080) 110/391 [==================>..............................................] Step: 373ms | Tot: 40s470ms | Loss: 0.270 | Acc: 90.702% (12887/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s836ms | Loss: 0.270 | Acc: 90.716% (13005/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 41s202ms | Loss: 0.269 | Acc: 90.722% (13122/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s561ms | Loss: 0.270 | Acc: 90.694% (13234/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 41s928ms | Loss: 0.270 | Acc: 90.693% (13350/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 42s298ms | Loss: 0.270 | Acc: 90.699% (13467/14848) 116/391 [===================>.............................................] Step: 356ms | Tot: 42s654ms | Loss: 0.270 | Acc: 90.698% (13583/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 43s16ms | Loss: 0.270 | Acc: 90.724% (13703/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s382ms | Loss: 0.269 | Acc: 90.750% (13823/15232) 119/391 [===================>.............................................] Step: 357ms | Tot: 43s740ms | Loss: 0.269 | Acc: 90.749% (13939/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 44s101ms | Loss: 0.269 | Acc: 90.735% (14053/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s462ms | Loss: 0.269 | Acc: 90.721% (14167/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s822ms | Loss: 0.268 | Acc: 90.758% (14289/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 45s190ms | Loss: 0.268 | Acc: 90.745% (14403/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s551ms | Loss: 0.269 | Acc: 90.725% (14516/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s912ms | Loss: 0.270 | Acc: 90.718% (14631/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 46s278ms | Loss: 0.270 | Acc: 90.705% (14745/16256) 127/391 [=====================>...........................................] Step: 356ms | Tot: 46s635ms | Loss: 0.269 | Acc: 90.741% (14867/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s994ms | Loss: 0.269 | Acc: 90.728% (14981/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s363ms | Loss: 0.269 | Acc: 90.733% (15098/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s722ms | Loss: 0.269 | Acc: 90.744% (15216/16768) 131/391 [=====================>...........................................] Step: 377ms | Tot: 48s100ms | Loss: 0.269 | Acc: 90.714% (15327/16896) 132/391 [=====================>...........................................] Step: 371ms | Tot: 48s471ms | Loss: 0.270 | Acc: 90.690% (15439/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s835ms | Loss: 0.271 | Acc: 90.654% (15549/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s195ms | Loss: 0.271 | Acc: 90.637% (15662/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s563ms | Loss: 0.271 | Acc: 90.636% (15778/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s931ms | Loss: 0.270 | Acc: 90.648% (15896/17536) 137/391 [======================>..........................................] Step: 372ms | Tot: 50s304ms | Loss: 0.270 | Acc: 90.665% (16015/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s670ms | Loss: 0.270 | Acc: 90.664% (16131/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 51s36ms | Loss: 0.270 | Acc: 90.642% (16243/17920) 140/391 [=======================>.........................................] Step: 385ms | Tot: 51s421ms | Loss: 0.271 | Acc: 90.619% (16355/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 51s794ms | Loss: 0.272 | Acc: 90.592% (16466/18176) 142/391 [=======================>.........................................] Step: 368ms | Tot: 52s162ms | Loss: 0.271 | Acc: 90.609% (16585/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s530ms | Loss: 0.272 | Acc: 90.603% (16700/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s898ms | Loss: 0.272 | Acc: 90.593% (16814/18560) 145/391 [========================>........................................] Step: 372ms | Tot: 53s270ms | Loss: 0.272 | Acc: 90.614% (16934/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s635ms | Loss: 0.271 | Acc: 90.614% (17050/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 53s997ms | Loss: 0.271 | Acc: 90.609% (17165/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 54s368ms | Loss: 0.271 | Acc: 90.604% (17280/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s735ms | Loss: 0.272 | Acc: 90.578% (17391/19200) 150/391 [========================>........................................] Step: 380ms | Tot: 55s116ms | Loss: 0.272 | Acc: 90.563% (17504/19328) 151/391 [=========================>.......................................] Step: 371ms | Tot: 55s487ms | Loss: 0.273 | Acc: 90.553% (17618/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 55s854ms | Loss: 0.273 | Acc: 90.528% (17729/19584) 153/391 [=========================>.......................................] Step: 372ms | Tot: 56s226ms | Loss: 0.273 | Acc: 90.508% (17841/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s591ms | Loss: 0.274 | Acc: 90.504% (17956/19840) 155/391 [=========================>.......................................] Step: 364ms | Tot: 56s955ms | Loss: 0.274 | Acc: 90.495% (18070/19968) 156/391 [=========================>.......................................] Step: 369ms | Tot: 57s325ms | Loss: 0.274 | Acc: 90.491% (18185/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s690ms | Loss: 0.275 | Acc: 90.477% (18298/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 58s54ms | Loss: 0.275 | Acc: 90.483% (18415/20352) 159/391 [==========================>......................................] Step: 375ms | Tot: 58s430ms | Loss: 0.274 | Acc: 90.483% (18531/20480) 160/391 [==========================>......................................] Step: 373ms | Tot: 58s804ms | Loss: 0.275 | Acc: 90.479% (18646/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 59s169ms | Loss: 0.275 | Acc: 90.466% (18759/20736) 162/391 [==========================>......................................] Step: 355ms | Tot: 59s525ms | Loss: 0.275 | Acc: 90.443% (18870/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s886ms | Loss: 0.275 | Acc: 90.425% (18982/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 1m255ms | Loss: 0.276 | Acc: 90.407% (19094/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m615ms | Loss: 0.275 | Acc: 90.394% (19207/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m980ms | Loss: 0.275 | Acc: 90.424% (19329/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.275 | Acc: 90.416% (19443/21504) 168/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.274 | Acc: 90.440% (19564/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.273 | Acc: 90.473% (19687/21760) 170/391 [============================>....................................] Step: 377ms | Tot: 1m2s | Loss: 0.272 | Acc: 90.502% (19809/21888) 171/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.273 | Acc: 90.502% (19925/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.272 | Acc: 90.508% (20042/22144) 173/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.273 | Acc: 90.495% (20155/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.273 | Acc: 90.469% (20265/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.274 | Acc: 90.439% (20374/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.274 | Acc: 90.448% (20492/22656) 177/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.273 | Acc: 90.467% (20612/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.273 | Acc: 90.464% (20727/22912) 179/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.273 | Acc: 90.477% (20846/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m6s | Loss: 0.272 | Acc: 90.500% (20967/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.273 | Acc: 90.470% (21076/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.273 | Acc: 90.476% (21193/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.273 | Acc: 90.459% (21305/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.272 | Acc: 90.465% (21422/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.273 | Acc: 90.453% (21535/23808) 186/391 [==============================>..................................] Step: 380ms | Tot: 1m8s | Loss: 0.273 | Acc: 90.437% (21647/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.272 | Acc: 90.459% (21768/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.273 | Acc: 90.439% (21879/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.273 | Acc: 90.444% (21996/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.273 | Acc: 90.420% (22106/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.273 | Acc: 90.434% (22225/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.273 | Acc: 90.439% (22342/24704) 193/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.273 | Acc: 90.440% (22458/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.273 | Acc: 90.457% (22578/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.273 | Acc: 90.446% (22691/25088) 196/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.273 | Acc: 90.462% (22811/25216) 197/391 [================================>................................] Step: 372ms | Tot: 1m12s | Loss: 0.274 | Acc: 90.443% (22922/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.274 | Acc: 90.440% (23037/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.273 | Acc: 90.449% (23155/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.273 | Acc: 90.470% (23276/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.273 | Acc: 90.474% (23393/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.273 | Acc: 90.448% (23502/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.273 | Acc: 90.453% (23619/26112) 204/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.273 | Acc: 90.454% (23735/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.274 | Acc: 90.443% (23848/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.274 | Acc: 90.425% (23959/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.275 | Acc: 90.418% (24073/26624) 208/391 [==================================>..............................] Step: 372ms | Tot: 1m16s | Loss: 0.274 | Acc: 90.438% (24194/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.275 | Acc: 90.435% (24309/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.275 | Acc: 90.432% (24424/27008) 211/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.275 | Acc: 90.415% (24535/27136) 212/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.274 | Acc: 90.438% (24657/27264) 213/391 [===================================>.............................] Step: 380ms | Tot: 1m18s | Loss: 0.274 | Acc: 90.453% (24777/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.275 | Acc: 90.436% (24888/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.274 | Acc: 90.433% (25003/27648) 216/391 [===================================>.............................] Step: 370ms | Tot: 1m19s | Loss: 0.275 | Acc: 90.420% (25115/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.275 | Acc: 90.406% (25227/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.276 | Acc: 90.379% (25335/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.275 | Acc: 90.387% (25453/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.276 | Acc: 90.385% (25568/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m21s | Loss: 0.276 | Acc: 90.375% (25681/28416) 222/391 [====================================>............................] Step: 385ms | Tot: 1m21s | Loss: 0.276 | Acc: 90.362% (25793/28544) 223/391 [=====================================>...........................] Step: 375ms | Tot: 1m21s | Loss: 0.276 | Acc: 90.360% (25908/28672) 224/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.276 | Acc: 90.372% (26027/28800) 225/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.276 | Acc: 90.362% (26140/28928) 226/391 [=====================================>...........................] Step: 372ms | Tot: 1m23s | Loss: 0.276 | Acc: 90.350% (26252/29056) 227/391 [=====================================>...........................] Step: 382ms | Tot: 1m23s | Loss: 0.276 | Acc: 90.334% (26363/29184) 228/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.276 | Acc: 90.328% (26477/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.277 | Acc: 90.326% (26592/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.277 | Acc: 90.324% (26707/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.277 | Acc: 90.329% (26824/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.278 | Acc: 90.310% (26934/29824) 233/391 [======================================>..........................] Step: 354ms | Tot: 1m25s | Loss: 0.278 | Acc: 90.311% (27050/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m26s | Loss: 0.278 | Acc: 90.296% (27161/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.278 | Acc: 90.294% (27276/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.278 | Acc: 90.292% (27391/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.278 | Acc: 90.293% (27507/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.278 | Acc: 90.295% (27623/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.278 | Acc: 90.299% (27740/30720) 240/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.277 | Acc: 90.317% (27861/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.277 | Acc: 90.312% (27975/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.277 | Acc: 90.316% (28092/31104) 243/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.277 | Acc: 90.334% (28213/31232) 244/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.277 | Acc: 90.338% (28330/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m30s | Loss: 0.277 | Acc: 90.346% (28448/31488) 246/391 [========================================>........................] Step: 369ms | Tot: 1m30s | Loss: 0.277 | Acc: 90.328% (28558/31616) 247/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.277 | Acc: 90.301% (28665/31744) 248/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.277 | Acc: 90.305% (28782/31872) 249/391 [=========================================>.......................] Step: 377ms | Tot: 1m31s | Loss: 0.277 | Acc: 90.300% (28896/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.277 | Acc: 90.314% (29016/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m32s | Loss: 0.277 | Acc: 90.312% (29131/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.277 | Acc: 90.307% (29245/32384) 253/391 [==========================================>......................] Step: 381ms | Tot: 1m32s | Loss: 0.277 | Acc: 90.314% (29363/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.277 | Acc: 90.325% (29482/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.277 | Acc: 90.329% (29599/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.277 | Acc: 90.336% (29717/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m34s | Loss: 0.277 | Acc: 90.340% (29834/33024) 258/391 [==========================================>......................] Step: 378ms | Tot: 1m34s | Loss: 0.277 | Acc: 90.335% (29948/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.277 | Acc: 90.352% (30069/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.276 | Acc: 90.359% (30187/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.277 | Acc: 90.357% (30302/33536) 262/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.276 | Acc: 90.367% (30421/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.277 | Acc: 90.359% (30534/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m37s | Loss: 0.277 | Acc: 90.371% (30654/33920) 265/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.276 | Acc: 90.372% (30770/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.276 | Acc: 90.365% (30883/34176) 267/391 [============================================>....................] Step: 378ms | Tot: 1m38s | Loss: 0.276 | Acc: 90.360% (30997/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.276 | Acc: 90.352% (31110/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.276 | Acc: 90.356% (31227/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m39s | Loss: 0.276 | Acc: 90.348% (31340/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.276 | Acc: 90.352% (31457/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.276 | Acc: 90.353% (31573/34944) 273/391 [=============================================>...................] Step: 373ms | Tot: 1m40s | Loss: 0.276 | Acc: 90.366% (31693/35072) 274/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.276 | Acc: 90.355% (31805/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m41s | Loss: 0.276 | Acc: 90.367% (31925/35328) 276/391 [=============================================>...................] Step: 372ms | Tot: 1m41s | Loss: 0.277 | Acc: 90.326% (32026/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.277 | Acc: 90.324% (32141/35584) 278/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.277 | Acc: 90.314% (32253/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.277 | Acc: 90.310% (32367/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.277 | Acc: 90.305% (32481/35968) 281/391 [==============================================>..................] Step: 373ms | Tot: 1m43s | Loss: 0.277 | Acc: 90.293% (32592/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.277 | Acc: 90.299% (32710/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.277 | Acc: 90.292% (32823/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.278 | Acc: 90.291% (32938/36480) 285/391 [===============================================>.................] Step: 372ms | Tot: 1m44s | Loss: 0.277 | Acc: 90.300% (33057/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.277 | Acc: 90.296% (33171/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.277 | Acc: 90.302% (33289/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.277 | Acc: 90.298% (33403/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.278 | Acc: 90.286% (33514/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.278 | Acc: 90.263% (33621/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.278 | Acc: 90.261% (33736/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.278 | Acc: 90.252% (33848/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.278 | Acc: 90.253% (33964/37632) 294/391 [================================================>................] Step: 376ms | Tot: 1m48s | Loss: 0.278 | Acc: 90.246% (34077/37760) 295/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.278 | Acc: 90.253% (34195/37888) 296/391 [=================================================>...............] Step: 373ms | Tot: 1m48s | Loss: 0.278 | Acc: 90.265% (34315/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.278 | Acc: 90.284% (34438/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.278 | Acc: 90.264% (34546/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.278 | Acc: 90.266% (34662/38400) 300/391 [=================================================>...............] Step: 371ms | Tot: 1m50s | Loss: 0.278 | Acc: 90.251% (34772/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.279 | Acc: 90.232% (34880/38656) 302/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.279 | Acc: 90.238% (34998/38784) 303/391 [==================================================>..............] Step: 377ms | Tot: 1m51s | Loss: 0.278 | Acc: 90.242% (35115/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.279 | Acc: 90.243% (35231/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.278 | Acc: 90.245% (35347/39168) 306/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.278 | Acc: 90.243% (35462/39296) 307/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.278 | Acc: 90.247% (35579/39424) 308/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.278 | Acc: 90.258% (35699/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.278 | Acc: 90.262% (35816/39680) 310/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.278 | Acc: 90.281% (35939/39808) 311/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.278 | Acc: 90.284% (36056/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.277 | Acc: 90.288% (36173/40064) 313/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.277 | Acc: 90.302% (36294/40192) 314/391 [====================================================>............] Step: 377ms | Tot: 1m55s | Loss: 0.277 | Acc: 90.308% (36412/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.277 | Acc: 90.309% (36528/40448) 316/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.277 | Acc: 90.319% (36648/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.277 | Acc: 90.313% (36761/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.277 | Acc: 90.299% (36871/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.277 | Acc: 90.308% (36990/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.276 | Acc: 90.326% (37113/41088) 321/391 [=====================================================>...........] Step: 373ms | Tot: 1m57s | Loss: 0.276 | Acc: 90.336% (37233/41216) 322/391 [=====================================================>...........] Step: 380ms | Tot: 1m58s | Loss: 0.276 | Acc: 90.332% (37347/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.276 | Acc: 90.338% (37465/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 1m59s | Loss: 0.276 | Acc: 90.339% (37581/41600) 325/391 [======================================================>..........] Step: 378ms | Tot: 1m59s | Loss: 0.276 | Acc: 90.345% (37699/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.276 | Acc: 90.334% (37810/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 2m232ms | Loss: 0.276 | Acc: 90.323% (37921/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 2m596ms | Loss: 0.277 | Acc: 90.300% (38027/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m960ms | Loss: 0.277 | Acc: 90.298% (38142/42240) 330/391 [======================================================>..........] Step: 383ms | Tot: 2m1s | Loss: 0.277 | Acc: 90.306% (38261/42368) 331/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.277 | Acc: 90.305% (38376/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.277 | Acc: 90.308% (38493/42624) 333/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.277 | Acc: 90.295% (38603/42752) 334/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.277 | Acc: 90.306% (38723/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m3s | Loss: 0.277 | Acc: 90.306% (38839/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m3s | Loss: 0.278 | Acc: 90.296% (38950/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.277 | Acc: 90.301% (39068/43264) 338/391 [========================================================>........] Step: 373ms | Tot: 2m4s | Loss: 0.277 | Acc: 90.300% (39183/43392) 339/391 [========================================================>........] Step: 378ms | Tot: 2m4s | Loss: 0.277 | Acc: 90.303% (39300/43520) 340/391 [========================================================>........] Step: 378ms | Tot: 2m5s | Loss: 0.278 | Acc: 90.293% (39411/43648) 341/391 [========================================================>........] Step: 379ms | Tot: 2m5s | Loss: 0.277 | Acc: 90.298% (39529/43776) 342/391 [========================================================>........] Step: 372ms | Tot: 2m5s | Loss: 0.277 | Acc: 90.297% (39644/43904) 343/391 [=========================================================>.......] Step: 380ms | Tot: 2m6s | Loss: 0.278 | Acc: 90.280% (39752/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.278 | Acc: 90.285% (39870/44160) 345/391 [=========================================================>.......] Step: 374ms | Tot: 2m6s | Loss: 0.277 | Acc: 90.289% (39987/44288) 346/391 [=========================================================>.......] Step: 378ms | Tot: 2m7s | Loss: 0.277 | Acc: 90.294% (40105/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m7s | Loss: 0.278 | Acc: 90.290% (40219/44544) 348/391 [=========================================================>.......] Step: 379ms | Tot: 2m8s | Loss: 0.277 | Acc: 90.294% (40336/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.278 | Acc: 90.281% (40446/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.278 | Acc: 90.284% (40563/44928) 351/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.278 | Acc: 90.285% (40679/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.278 | Acc: 90.275% (40790/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.278 | Acc: 90.281% (40908/45312) 354/391 [==========================================================>......] Step: 372ms | Tot: 2m10s | Loss: 0.279 | Acc: 90.253% (41011/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.279 | Acc: 90.243% (41122/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.279 | Acc: 90.242% (41237/45696) 357/391 [===========================================================>.....] Step: 376ms | Tot: 2m11s | Loss: 0.279 | Acc: 90.245% (41354/45824) 358/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.279 | Acc: 90.233% (41464/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m12s | Loss: 0.279 | Acc: 90.234% (41580/46080) 360/391 [===========================================================>.....] Step: 370ms | Tot: 2m12s | Loss: 0.279 | Acc: 90.233% (41695/46208) 361/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.279 | Acc: 90.237% (41812/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m13s | Loss: 0.279 | Acc: 90.240% (41929/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.279 | Acc: 90.247% (42048/46592) 364/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.279 | Acc: 90.250% (42165/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m14s | Loss: 0.279 | Acc: 90.256% (42283/46848) 366/391 [============================================================>....] Step: 373ms | Tot: 2m14s | Loss: 0.279 | Acc: 90.250% (42396/46976) 367/391 [=============================================================>...] Step: 373ms | Tot: 2m15s | Loss: 0.279 | Acc: 90.256% (42514/47104) 368/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.279 | Acc: 90.248% (42626/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.279 | Acc: 90.232% (42734/47360) 370/391 [=============================================================>...] Step: 369ms | Tot: 2m16s | Loss: 0.279 | Acc: 90.235% (42851/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m16s | Loss: 0.279 | Acc: 90.234% (42966/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.279 | Acc: 90.235% (43082/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.279 | Acc: 90.220% (43190/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.279 | Acc: 90.221% (43306/48000) 375/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.279 | Acc: 90.216% (43419/48128) 376/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.279 | Acc: 90.215% (43534/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.279 | Acc: 90.212% (43648/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.279 | Acc: 90.202% (43759/48512) 379/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.280 | Acc: 90.185% (43866/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.280 | Acc: 90.188% (43983/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.280 | Acc: 90.196% (44102/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.279 | Acc: 90.209% (44224/49024) 383/391 [===============================================================>.] Step: 372ms | Tot: 2m20s | Loss: 0.280 | Acc: 90.200% (44335/49152) 384/391 [===============================================================>.] Step: 377ms | Tot: 2m21s | Loss: 0.279 | Acc: 90.201% (44451/49280) 385/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.279 | Acc: 90.204% (44568/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m22s | Loss: 0.279 | Acc: 90.209% (44686/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.279 | Acc: 90.218% (44806/49664) 388/391 [================================================================>] Step: 366ms | Tot: 2m22s | Loss: 0.279 | Acc: 90.209% (44917/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m23s | Loss: 0.279 | Acc: 90.214% (45035/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m23s | Loss: 0.280 | Acc: 90.202% (45101/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 2ms | Loss: 0.436 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 306ms | Tot: 308ms | Loss: 0.429 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 303ms | Tot: 611ms | Loss: 0.451 | Acc: 84.333% (253/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 913ms | Loss: 0.429 | Acc: 84.750% (339/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s211ms | Loss: 0.406 | Acc: 85.600% (428/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s509ms | Loss: 0.383 | Acc: 86.333% (518/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s811ms | Loss: 0.387 | Acc: 86.429% (605/700) 7/100 [====>............................................................] Step: 307ms | Tot: 2s119ms | Loss: 0.414 | Acc: 85.750% (686/800) 8/100 [=====>...........................................................] Step: 313ms | Tot: 2s432ms | Loss: 0.439 | Acc: 85.333% (768/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s735ms | Loss: 0.454 | Acc: 85.100% (851/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s44ms | Loss: 0.467 | Acc: 84.909% (934/1100) 11/100 [=======>.........................................................] Step: 314ms | Tot: 3s359ms | Loss: 0.485 | Acc: 84.500% (1014/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s666ms | Loss: 0.473 | Acc: 84.769% (1102/1300) 13/100 [========>........................................................] Step: 309ms | Tot: 3s976ms | Loss: 0.470 | Acc: 85.000% (1190/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s288ms | Loss: 0.463 | Acc: 85.000% (1275/1500) 15/100 [=========>.......................................................] Step: 310ms | Tot: 4s599ms | Loss: 0.465 | Acc: 84.750% (1356/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s909ms | Loss: 0.457 | Acc: 85.294% (1450/1700) 17/100 [===========>.....................................................] Step: 316ms | Tot: 5s225ms | Loss: 0.461 | Acc: 85.056% (1531/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s539ms | Loss: 0.460 | Acc: 85.053% (1616/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s852ms | Loss: 0.467 | Acc: 85.000% (1700/2000) 20/100 [=============>...................................................] Step: 319ms | Tot: 6s171ms | Loss: 0.462 | Acc: 85.000% (1785/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s482ms | Loss: 0.466 | Acc: 84.864% (1867/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s799ms | Loss: 0.467 | Acc: 84.870% (1952/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 7s110ms | Loss: 0.469 | Acc: 84.750% (2034/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s424ms | Loss: 0.477 | Acc: 84.680% (2117/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s741ms | Loss: 0.479 | Acc: 84.538% (2198/2600) 26/100 [================>................................................] Step: 307ms | Tot: 8s49ms | Loss: 0.472 | Acc: 84.741% (2288/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s361ms | Loss: 0.470 | Acc: 84.821% (2375/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s667ms | Loss: 0.471 | Acc: 84.931% (2463/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s977ms | Loss: 0.470 | Acc: 84.867% (2546/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s289ms | Loss: 0.473 | Acc: 84.742% (2627/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s599ms | Loss: 0.473 | Acc: 84.844% (2715/3200) 32/100 [====================>............................................] Step: 316ms | Tot: 9s916ms | Loss: 0.472 | Acc: 84.818% (2799/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s230ms | Loss: 0.476 | Acc: 84.647% (2878/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s537ms | Loss: 0.483 | Acc: 84.400% (2954/3500) 35/100 [======================>..........................................] Step: 316ms | Tot: 10s853ms | Loss: 0.484 | Acc: 84.528% (3043/3600) 36/100 [=======================>.........................................] Step: 317ms | Tot: 11s171ms | Loss: 0.489 | Acc: 84.486% (3126/3700) 37/100 [========================>........................................] Step: 335ms | Tot: 11s507ms | Loss: 0.488 | Acc: 84.526% (3212/3800) 38/100 [========================>........................................] Step: 317ms | Tot: 11s824ms | Loss: 0.487 | Acc: 84.641% (3301/3900) 39/100 [=========================>.......................................] Step: 313ms | Tot: 12s137ms | Loss: 0.484 | Acc: 84.725% (3389/4000) 40/100 [==========================>......................................] Step: 315ms | Tot: 12s453ms | Loss: 0.489 | Acc: 84.659% (3471/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s758ms | Loss: 0.490 | Acc: 84.690% (3557/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 13s59ms | Loss: 0.485 | Acc: 84.884% (3650/4300) 43/100 [===========================>.....................................] Step: 298ms | Tot: 13s357ms | Loss: 0.488 | Acc: 84.818% (3732/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s664ms | Loss: 0.489 | Acc: 84.778% (3815/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s969ms | Loss: 0.487 | Acc: 84.826% (3902/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 14s272ms | Loss: 0.488 | Acc: 84.681% (3980/4700) 47/100 [==============================>..................................] Step: 295ms | Tot: 14s568ms | Loss: 0.489 | Acc: 84.667% (4064/4800) 48/100 [===============================>.................................] Step: 299ms | Tot: 14s867ms | Loss: 0.485 | Acc: 84.755% (4153/4900) 49/100 [===============================>.................................] Step: 300ms | Tot: 15s168ms | Loss: 0.487 | Acc: 84.700% (4235/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s473ms | Loss: 0.489 | Acc: 84.725% (4321/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s774ms | Loss: 0.489 | Acc: 84.692% (4404/5200) 52/100 [=================================>...............................] Step: 293ms | Tot: 16s68ms | Loss: 0.491 | Acc: 84.642% (4486/5300) 53/100 [==================================>..............................] Step: 296ms | Tot: 16s365ms | Loss: 0.492 | Acc: 84.648% (4571/5400) 54/100 [===================================>.............................] Step: 298ms | Tot: 16s663ms | Loss: 0.491 | Acc: 84.655% (4656/5500) 55/100 [===================================>.............................] Step: 292ms | Tot: 16s955ms | Loss: 0.492 | Acc: 84.679% (4742/5600) 56/100 [====================================>............................] Step: 297ms | Tot: 17s253ms | Loss: 0.492 | Acc: 84.719% (4829/5700) 57/100 [=====================================>...........................] Step: 298ms | Tot: 17s551ms | Loss: 0.489 | Acc: 84.828% (4920/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s852ms | Loss: 0.493 | Acc: 84.746% (5000/5900) 59/100 [======================================>..........................] Step: 294ms | Tot: 18s147ms | Loss: 0.494 | Acc: 84.717% (5083/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s450ms | Loss: 0.493 | Acc: 84.754% (5170/6100) 61/100 [=======================================>.........................] Step: 296ms | Tot: 18s746ms | Loss: 0.493 | Acc: 84.806% (5258/6200) 62/100 [========================================>........................] Step: 289ms | Tot: 19s36ms | Loss: 0.492 | Acc: 84.841% (5345/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s337ms | Loss: 0.489 | Acc: 84.922% (5435/6400) 64/100 [=========================================>.......................] Step: 292ms | Tot: 19s630ms | Loss: 0.490 | Acc: 84.908% (5519/6500) 65/100 [==========================================>......................] Step: 291ms | Tot: 19s921ms | Loss: 0.489 | Acc: 84.909% (5604/6600) 66/100 [==========================================>......................] Step: 308ms | Tot: 20s230ms | Loss: 0.488 | Acc: 84.910% (5689/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s537ms | Loss: 0.488 | Acc: 84.882% (5772/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s840ms | Loss: 0.486 | Acc: 84.841% (5854/6900) 69/100 [============================================>....................] Step: 293ms | Tot: 21s133ms | Loss: 0.485 | Acc: 84.857% (5940/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s436ms | Loss: 0.486 | Acc: 84.817% (6022/7100) 71/100 [==============================================>..................] Step: 296ms | Tot: 21s733ms | Loss: 0.486 | Acc: 84.806% (6106/7200) 72/100 [==============================================>..................] Step: 298ms | Tot: 22s31ms | Loss: 0.484 | Acc: 84.822% (6192/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s334ms | Loss: 0.483 | Acc: 84.865% (6280/7400) 74/100 [================================================>................] Step: 295ms | Tot: 22s630ms | Loss: 0.485 | Acc: 84.787% (6359/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s931ms | Loss: 0.484 | Acc: 84.829% (6447/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s233ms | Loss: 0.484 | Acc: 84.818% (6531/7700) 77/100 [==================================================>..............] Step: 296ms | Tot: 23s529ms | Loss: 0.483 | Acc: 84.885% (6621/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 23s830ms | Loss: 0.482 | Acc: 84.937% (6710/7900) 79/100 [===================================================>.............] Step: 295ms | Tot: 24s126ms | Loss: 0.482 | Acc: 84.912% (6793/8000) 80/100 [====================================================>............] Step: 298ms | Tot: 24s424ms | Loss: 0.482 | Acc: 84.889% (6876/8100) 81/100 [====================================================>............] Step: 295ms | Tot: 24s720ms | Loss: 0.482 | Acc: 84.829% (6956/8200) 82/100 [=====================================================>...........] Step: 294ms | Tot: 25s15ms | Loss: 0.481 | Acc: 84.855% (7043/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s319ms | Loss: 0.483 | Acc: 84.810% (7124/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s626ms | Loss: 0.483 | Acc: 84.765% (7205/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 25s928ms | Loss: 0.484 | Acc: 84.709% (7285/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 26s229ms | Loss: 0.482 | Acc: 84.736% (7372/8700) 87/100 [========================================================>........] Step: 292ms | Tot: 26s521ms | Loss: 0.483 | Acc: 84.727% (7456/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 26s819ms | Loss: 0.482 | Acc: 84.719% (7540/8900) 89/100 [=========================================================>.......] Step: 295ms | Tot: 27s115ms | Loss: 0.482 | Acc: 84.756% (7628/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s419ms | Loss: 0.482 | Acc: 84.769% (7714/9100) 91/100 [===========================================================>.....] Step: 294ms | Tot: 27s714ms | Loss: 0.480 | Acc: 84.826% (7804/9200) 92/100 [===========================================================>.....] Step: 291ms | Tot: 28s6ms | Loss: 0.482 | Acc: 84.839% (7890/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s316ms | Loss: 0.481 | Acc: 84.840% (7975/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 28s627ms | Loss: 0.482 | Acc: 84.779% (8054/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 28s933ms | Loss: 0.482 | Acc: 84.792% (8140/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 29s230ms | Loss: 0.482 | Acc: 84.814% (8227/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s529ms | Loss: 0.482 | Acc: 84.827% (8313/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 29s838ms | Loss: 0.483 | Acc: 84.808% (8396/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s138ms | Loss: 0.482 | Acc: 84.840% (8484/10000) 100/100 + +Epoch: 121 + [>................................................................] Step: 585ms | Tot: 2ms | Loss: 0.324 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 365ms | Tot: 367ms | Loss: 0.263 | Acc: 89.844% (230/256) 2/391 [>................................................................] Step: 370ms | Tot: 737ms | Loss: 0.228 | Acc: 91.667% (352/384) 3/391 [>................................................................] Step: 379ms | Tot: 1s116ms | Loss: 0.269 | Acc: 90.430% (463/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s480ms | Loss: 0.264 | Acc: 90.469% (579/640) 5/391 [>................................................................] Step: 356ms | Tot: 1s837ms | Loss: 0.265 | Acc: 90.365% (694/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s199ms | Loss: 0.265 | Acc: 89.955% (806/896) 7/391 [=>...............................................................] Step: 355ms | Tot: 2s555ms | Loss: 0.274 | Acc: 89.648% (918/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 2s915ms | Loss: 0.276 | Acc: 89.931% (1036/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s280ms | Loss: 0.287 | Acc: 89.688% (1148/1280) 10/391 [=>...............................................................] Step: 379ms | Tot: 3s660ms | Loss: 0.295 | Acc: 89.560% (1261/1408) 11/391 [=>...............................................................] Step: 362ms | Tot: 4s23ms | Loss: 0.298 | Acc: 89.258% (1371/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s394ms | Loss: 0.293 | Acc: 89.483% (1489/1664) 13/391 [==>..............................................................] Step: 372ms | Tot: 4s767ms | Loss: 0.288 | Acc: 89.732% (1608/1792) 14/391 [==>..............................................................] Step: 372ms | Tot: 5s139ms | Loss: 0.284 | Acc: 90.000% (1728/1920) 15/391 [==>..............................................................] Step: 380ms | Tot: 5s519ms | Loss: 0.286 | Acc: 89.795% (1839/2048) 16/391 [==>..............................................................] Step: 351ms | Tot: 5s870ms | Loss: 0.281 | Acc: 90.028% (1959/2176) 17/391 [==>..............................................................] Step: 352ms | Tot: 6s222ms | Loss: 0.278 | Acc: 90.104% (2076/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s582ms | Loss: 0.277 | Acc: 90.173% (2193/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 6s945ms | Loss: 0.280 | Acc: 90.000% (2304/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s308ms | Loss: 0.280 | Acc: 89.993% (2419/2688) 21/391 [===>.............................................................] Step: 376ms | Tot: 7s684ms | Loss: 0.278 | Acc: 89.879% (2531/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s51ms | Loss: 0.279 | Acc: 89.912% (2647/2944) 23/391 [===>.............................................................] Step: 351ms | Tot: 8s403ms | Loss: 0.280 | Acc: 89.876% (2761/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s761ms | Loss: 0.278 | Acc: 89.938% (2878/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s122ms | Loss: 0.279 | Acc: 89.844% (2990/3328) 26/391 [====>............................................................] Step: 351ms | Tot: 9s473ms | Loss: 0.278 | Acc: 89.931% (3108/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s840ms | Loss: 0.278 | Acc: 89.955% (3224/3584) 28/391 [====>............................................................] Step: 352ms | Tot: 10s193ms | Loss: 0.280 | Acc: 89.817% (3334/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s551ms | Loss: 0.278 | Acc: 89.818% (3449/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 10s921ms | Loss: 0.277 | Acc: 89.894% (3567/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s278ms | Loss: 0.275 | Acc: 90.039% (3688/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s634ms | Loss: 0.273 | Acc: 90.199% (3810/4224) 33/391 [=====>...........................................................] Step: 353ms | Tot: 11s988ms | Loss: 0.271 | Acc: 90.280% (3929/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s343ms | Loss: 0.269 | Acc: 90.357% (4048/4480) 35/391 [=====>...........................................................] Step: 370ms | Tot: 12s714ms | Loss: 0.270 | Acc: 90.321% (4162/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s74ms | Loss: 0.273 | Acc: 90.224% (4273/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s435ms | Loss: 0.272 | Acc: 90.275% (4391/4864) 38/391 [======>..........................................................] Step: 356ms | Tot: 13s792ms | Loss: 0.273 | Acc: 90.224% (4504/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s154ms | Loss: 0.272 | Acc: 90.234% (4620/5120) 40/391 [======>..........................................................] Step: 378ms | Tot: 14s532ms | Loss: 0.270 | Acc: 90.358% (4742/5248) 41/391 [======>..........................................................] Step: 368ms | Tot: 14s901ms | Loss: 0.269 | Acc: 90.402% (4860/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s263ms | Loss: 0.269 | Acc: 90.443% (4978/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s620ms | Loss: 0.268 | Acc: 90.501% (5097/5632) 44/391 [=======>.........................................................] Step: 351ms | Tot: 15s972ms | Loss: 0.270 | Acc: 90.451% (5210/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s328ms | Loss: 0.270 | Acc: 90.421% (5324/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s686ms | Loss: 0.270 | Acc: 90.376% (5437/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s46ms | Loss: 0.271 | Acc: 90.283% (5547/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s413ms | Loss: 0.271 | Acc: 90.274% (5662/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 17s778ms | Loss: 0.271 | Acc: 90.250% (5776/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s137ms | Loss: 0.271 | Acc: 90.227% (5890/6528) 51/391 [========>........................................................] Step: 358ms | Tot: 18s495ms | Loss: 0.270 | Acc: 90.294% (6010/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s860ms | Loss: 0.269 | Acc: 90.271% (6124/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s219ms | Loss: 0.272 | Acc: 90.177% (6233/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s584ms | Loss: 0.273 | Acc: 90.142% (6346/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 19s948ms | Loss: 0.273 | Acc: 90.165% (6463/7168) 56/391 [=========>.......................................................] Step: 350ms | Tot: 20s299ms | Loss: 0.271 | Acc: 90.241% (6584/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 20s672ms | Loss: 0.272 | Acc: 90.167% (6694/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s35ms | Loss: 0.272 | Acc: 90.175% (6810/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s394ms | Loss: 0.272 | Acc: 90.169% (6925/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s754ms | Loss: 0.275 | Acc: 90.074% (7033/7808) 61/391 [==========>......................................................] Step: 352ms | Tot: 22s106ms | Loss: 0.275 | Acc: 90.020% (7144/7936) 62/391 [==========>......................................................] Step: 354ms | Tot: 22s461ms | Loss: 0.277 | Acc: 90.005% (7258/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 22s828ms | Loss: 0.277 | Acc: 90.002% (7373/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s186ms | Loss: 0.276 | Acc: 90.072% (7494/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s551ms | Loss: 0.276 | Acc: 90.104% (7612/8448) 66/391 [==========>......................................................] Step: 357ms | Tot: 23s908ms | Loss: 0.277 | Acc: 90.077% (7725/8576) 67/391 [===========>.....................................................] Step: 349ms | Tot: 24s258ms | Loss: 0.276 | Acc: 90.097% (7842/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s627ms | Loss: 0.276 | Acc: 90.082% (7956/8832) 69/391 [===========>.....................................................] Step: 375ms | Tot: 25s2ms | Loss: 0.276 | Acc: 90.067% (8070/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s370ms | Loss: 0.276 | Acc: 90.053% (8184/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 25s729ms | Loss: 0.278 | Acc: 89.985% (8293/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 26s86ms | Loss: 0.277 | Acc: 90.026% (8412/9344) 73/391 [============>....................................................] Step: 351ms | Tot: 26s438ms | Loss: 0.277 | Acc: 90.087% (8533/9472) 74/391 [============>....................................................] Step: 365ms | Tot: 26s803ms | Loss: 0.276 | Acc: 90.083% (8648/9600) 75/391 [============>....................................................] Step: 374ms | Tot: 27s178ms | Loss: 0.277 | Acc: 90.070% (8762/9728) 76/391 [============>....................................................] Step: 369ms | Tot: 27s547ms | Loss: 0.277 | Acc: 90.108% (8881/9856) 77/391 [============>....................................................] Step: 351ms | Tot: 27s899ms | Loss: 0.277 | Acc: 90.084% (8994/9984) 78/391 [============>....................................................] Step: 355ms | Tot: 28s255ms | Loss: 0.277 | Acc: 90.091% (9110/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s615ms | Loss: 0.277 | Acc: 90.078% (9224/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 28s970ms | Loss: 0.279 | Acc: 90.046% (9336/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s333ms | Loss: 0.278 | Acc: 90.053% (9452/10496) 82/391 [=============>...................................................] Step: 371ms | Tot: 29s704ms | Loss: 0.278 | Acc: 90.060% (9568/10624) 83/391 [=============>...................................................] Step: 356ms | Tot: 30s61ms | Loss: 0.279 | Acc: 90.086% (9686/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 30s422ms | Loss: 0.279 | Acc: 90.028% (9795/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 30s782ms | Loss: 0.279 | Acc: 90.071% (9915/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s148ms | Loss: 0.279 | Acc: 90.041% (10027/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s508ms | Loss: 0.280 | Acc: 90.030% (10141/11264) 88/391 [==============>..................................................] Step: 351ms | Tot: 31s860ms | Loss: 0.279 | Acc: 90.028% (10256/11392) 89/391 [==============>..................................................] Step: 352ms | Tot: 32s212ms | Loss: 0.281 | Acc: 89.939% (10361/11520) 90/391 [==============>..................................................] Step: 354ms | Tot: 32s567ms | Loss: 0.281 | Acc: 89.955% (10478/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 32s927ms | Loss: 0.281 | Acc: 89.946% (10592/11776) 92/391 [===============>.................................................] Step: 357ms | Tot: 33s284ms | Loss: 0.283 | Acc: 89.936% (10706/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s653ms | Loss: 0.283 | Acc: 89.943% (10822/12032) 94/391 [===============>.................................................] Step: 350ms | Tot: 34s4ms | Loss: 0.282 | Acc: 89.959% (10939/12160) 95/391 [===============>.................................................] Step: 349ms | Tot: 34s353ms | Loss: 0.283 | Acc: 89.950% (11053/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 34s716ms | Loss: 0.282 | Acc: 89.973% (11171/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s73ms | Loss: 0.281 | Acc: 89.987% (11288/12544) 98/391 [================>................................................] Step: 354ms | Tot: 35s427ms | Loss: 0.281 | Acc: 89.986% (11403/12672) 99/391 [================>................................................] Step: 359ms | Tot: 35s787ms | Loss: 0.281 | Acc: 90.000% (11520/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s149ms | Loss: 0.281 | Acc: 89.983% (11633/12928) 101/391 [================>................................................] Step: 366ms | Tot: 36s516ms | Loss: 0.280 | Acc: 90.028% (11754/13056) 102/391 [================>................................................] Step: 372ms | Tot: 36s888ms | Loss: 0.283 | Acc: 89.958% (11860/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s249ms | Loss: 0.282 | Acc: 89.964% (11976/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 37s617ms | Loss: 0.283 | Acc: 89.933% (12087/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 37s978ms | Loss: 0.283 | Acc: 89.910% (12199/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s337ms | Loss: 0.284 | Acc: 89.902% (12313/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 38s695ms | Loss: 0.284 | Acc: 89.931% (12432/13824) 108/391 [=================>...............................................] Step: 355ms | Tot: 39s51ms | Loss: 0.283 | Acc: 89.944% (12549/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s409ms | Loss: 0.282 | Acc: 90.021% (12675/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 39s772ms | Loss: 0.282 | Acc: 89.992% (12786/14208) 111/391 [==================>..............................................] Step: 404ms | Tot: 40s177ms | Loss: 0.282 | Acc: 90.011% (12904/14336) 112/391 [==================>..............................................] Step: 393ms | Tot: 40s571ms | Loss: 0.282 | Acc: 89.989% (13016/14464) 113/391 [==================>..............................................] Step: 392ms | Tot: 40s963ms | Loss: 0.283 | Acc: 89.953% (13126/14592) 114/391 [==================>..............................................] Step: 377ms | Tot: 41s341ms | Loss: 0.282 | Acc: 89.986% (13246/14720) 115/391 [===================>.............................................] Step: 386ms | Tot: 41s728ms | Loss: 0.282 | Acc: 90.005% (13364/14848) 116/391 [===================>.............................................] Step: 393ms | Tot: 42s121ms | Loss: 0.281 | Acc: 90.004% (13479/14976) 117/391 [===================>.............................................] Step: 391ms | Tot: 42s512ms | Loss: 0.281 | Acc: 90.016% (13596/15104) 118/391 [===================>.............................................] Step: 383ms | Tot: 42s896ms | Loss: 0.281 | Acc: 90.008% (13710/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s256ms | Loss: 0.281 | Acc: 89.993% (13823/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 43s624ms | Loss: 0.280 | Acc: 90.025% (13943/15488) 121/391 [====================>............................................] Step: 352ms | Tot: 43s976ms | Loss: 0.281 | Acc: 90.017% (14057/15616) 122/391 [====================>............................................] Step: 352ms | Tot: 44s329ms | Loss: 0.280 | Acc: 90.053% (14178/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s694ms | Loss: 0.280 | Acc: 90.064% (14295/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s57ms | Loss: 0.279 | Acc: 90.081% (14413/16000) 125/391 [====================>............................................] Step: 348ms | Tot: 45s406ms | Loss: 0.279 | Acc: 90.104% (14532/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 45s762ms | Loss: 0.278 | Acc: 90.127% (14651/16256) 127/391 [=====================>...........................................] Step: 352ms | Tot: 46s114ms | Loss: 0.278 | Acc: 90.125% (14766/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s474ms | Loss: 0.279 | Acc: 90.086% (14875/16512) 129/391 [=====================>...........................................] Step: 355ms | Tot: 46s830ms | Loss: 0.278 | Acc: 90.096% (14992/16640) 130/391 [=====================>...........................................] Step: 350ms | Tot: 47s180ms | Loss: 0.278 | Acc: 90.094% (15107/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s539ms | Loss: 0.278 | Acc: 90.092% (15222/16896) 132/391 [=====================>...........................................] Step: 349ms | Tot: 47s889ms | Loss: 0.279 | Acc: 90.085% (15336/17024) 133/391 [======================>..........................................] Step: 349ms | Tot: 48s238ms | Loss: 0.279 | Acc: 90.071% (15449/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s597ms | Loss: 0.279 | Acc: 90.075% (15565/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 48s960ms | Loss: 0.279 | Acc: 90.045% (15675/17408) 136/391 [======================>..........................................] Step: 376ms | Tot: 49s336ms | Loss: 0.279 | Acc: 90.043% (15790/17536) 137/391 [======================>..........................................] Step: 383ms | Tot: 49s720ms | Loss: 0.279 | Acc: 90.070% (15910/17664) 138/391 [======================>..........................................] Step: 402ms | Tot: 50s122ms | Loss: 0.279 | Acc: 90.052% (16022/17792) 139/391 [=======================>.........................................] Step: 394ms | Tot: 50s517ms | Loss: 0.278 | Acc: 90.073% (16141/17920) 140/391 [=======================>.........................................] Step: 395ms | Tot: 50s913ms | Loss: 0.279 | Acc: 90.054% (16253/18048) 141/391 [=======================>.........................................] Step: 378ms | Tot: 51s291ms | Loss: 0.278 | Acc: 90.080% (16373/18176) 142/391 [=======================>.........................................] Step: 377ms | Tot: 51s668ms | Loss: 0.278 | Acc: 90.068% (16486/18304) 143/391 [=======================>.........................................] Step: 369ms | Tot: 52s38ms | Loss: 0.278 | Acc: 90.072% (16602/18432) 144/391 [=======================>.........................................] Step: 376ms | Tot: 52s415ms | Loss: 0.279 | Acc: 90.005% (16705/18560) 145/391 [========================>........................................] Step: 401ms | Tot: 52s816ms | Loss: 0.279 | Acc: 90.026% (16824/18688) 146/391 [========================>........................................] Step: 385ms | Tot: 53s201ms | Loss: 0.279 | Acc: 90.030% (16940/18816) 147/391 [========================>........................................] Step: 407ms | Tot: 53s609ms | Loss: 0.278 | Acc: 90.060% (17061/18944) 148/391 [========================>........................................] Step: 393ms | Tot: 54s2ms | Loss: 0.278 | Acc: 90.069% (17178/19072) 149/391 [========================>........................................] Step: 378ms | Tot: 54s381ms | Loss: 0.278 | Acc: 90.078% (17295/19200) 150/391 [========================>........................................] Step: 391ms | Tot: 54s772ms | Loss: 0.278 | Acc: 90.087% (17412/19328) 151/391 [=========================>.......................................] Step: 401ms | Tot: 55s174ms | Loss: 0.279 | Acc: 90.070% (17524/19456) 152/391 [=========================>.......................................] Step: 396ms | Tot: 55s571ms | Loss: 0.279 | Acc: 90.053% (17636/19584) 153/391 [=========================>.......................................] Step: 395ms | Tot: 55s966ms | Loss: 0.279 | Acc: 90.082% (17757/19712) 154/391 [=========================>.......................................] Step: 370ms | Tot: 56s337ms | Loss: 0.279 | Acc: 90.091% (17874/19840) 155/391 [=========================>.......................................] Step: 378ms | Tot: 56s715ms | Loss: 0.279 | Acc: 90.114% (17994/19968) 156/391 [=========================>.......................................] Step: 381ms | Tot: 57s97ms | Loss: 0.279 | Acc: 90.112% (18109/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s464ms | Loss: 0.279 | Acc: 90.135% (18229/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s824ms | Loss: 0.278 | Acc: 90.178% (18353/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s188ms | Loss: 0.278 | Acc: 90.200% (18473/20480) 160/391 [==========================>......................................] Step: 368ms | Tot: 58s557ms | Loss: 0.277 | Acc: 90.222% (18593/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 58s933ms | Loss: 0.278 | Acc: 90.201% (18704/20736) 162/391 [==========================>......................................] Step: 396ms | Tot: 59s329ms | Loss: 0.278 | Acc: 90.189% (18817/20864) 163/391 [===========================>.....................................] Step: 380ms | Tot: 59s709ms | Loss: 0.277 | Acc: 90.215% (18938/20992) 164/391 [===========================>.....................................] Step: 374ms | Tot: 1m84ms | Loss: 0.277 | Acc: 90.241% (19059/21120) 165/391 [===========================>.....................................] Step: 401ms | Tot: 1m486ms | Loss: 0.276 | Acc: 90.281% (19183/21248) 166/391 [===========================>.....................................] Step: 397ms | Tot: 1m883ms | Loss: 0.276 | Acc: 90.260% (19294/21376) 167/391 [===========================>.....................................] Step: 376ms | Tot: 1m1s | Loss: 0.277 | Acc: 90.253% (19408/21504) 168/391 [===========================>.....................................] Step: 380ms | Tot: 1m1s | Loss: 0.277 | Acc: 90.241% (19521/21632) 169/391 [============================>....................................] Step: 381ms | Tot: 1m2s | Loss: 0.277 | Acc: 90.253% (19639/21760) 170/391 [============================>....................................] Step: 392ms | Tot: 1m2s | Loss: 0.277 | Acc: 90.255% (19755/21888) 171/391 [============================>....................................] Step: 385ms | Tot: 1m2s | Loss: 0.276 | Acc: 90.271% (19874/22016) 172/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.276 | Acc: 90.277% (19991/22144) 173/391 [============================>....................................] Step: 382ms | Tot: 1m3s | Loss: 0.276 | Acc: 90.302% (20112/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.276 | Acc: 90.259% (20218/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.276 | Acc: 90.270% (20336/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.276 | Acc: 90.259% (20449/22656) 177/391 [=============================>...................................] Step: 377ms | Tot: 1m5s | Loss: 0.276 | Acc: 90.274% (20568/22784) 178/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.276 | Acc: 90.267% (20682/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.277 | Acc: 90.243% (20792/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m6s | Loss: 0.276 | Acc: 90.241% (20907/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.276 | Acc: 90.226% (21019/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.276 | Acc: 90.245% (21139/23424) 183/391 [==============================>..................................] Step: 379ms | Tot: 1m7s | Loss: 0.276 | Acc: 90.247% (21255/23552) 184/391 [==============================>..................................] Step: 377ms | Tot: 1m7s | Loss: 0.276 | Acc: 90.245% (21370/23680) 185/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.275 | Acc: 90.272% (21492/23808) 186/391 [==============================>..................................] Step: 372ms | Tot: 1m8s | Loss: 0.276 | Acc: 90.245% (21601/23936) 187/391 [===============================>.................................] Step: 380ms | Tot: 1m8s | Loss: 0.276 | Acc: 90.239% (21715/24064) 188/391 [===============================>.................................] Step: 381ms | Tot: 1m9s | Loss: 0.276 | Acc: 90.257% (21835/24192) 189/391 [===============================>.................................] Step: 380ms | Tot: 1m9s | Loss: 0.276 | Acc: 90.251% (21949/24320) 190/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.276 | Acc: 90.261% (22067/24448) 191/391 [===============================>.................................] Step: 380ms | Tot: 1m10s | Loss: 0.276 | Acc: 90.251% (22180/24576) 192/391 [===============================>.................................] Step: 379ms | Tot: 1m10s | Loss: 0.276 | Acc: 90.244% (22294/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.276 | Acc: 90.238% (22408/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.276 | Acc: 90.228% (22521/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.276 | Acc: 90.218% (22634/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.277 | Acc: 90.224% (22751/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.276 | Acc: 90.234% (22869/25344) 198/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.276 | Acc: 90.260% (22991/25472) 199/391 [=================================>...............................] Step: 374ms | Tot: 1m13s | Loss: 0.276 | Acc: 90.266% (23108/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.276 | Acc: 90.283% (23228/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.276 | Acc: 90.265% (23339/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.277 | Acc: 90.240% (23448/25984) 203/391 [=================================>...............................] Step: 379ms | Tot: 1m14s | Loss: 0.277 | Acc: 90.219% (23558/26112) 204/391 [=================================>...............................] Step: 380ms | Tot: 1m15s | Loss: 0.278 | Acc: 90.202% (23669/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.277 | Acc: 90.212% (23787/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.277 | Acc: 90.221% (23905/26496) 207/391 [==================================>..............................] Step: 355ms | Tot: 1m16s | Loss: 0.277 | Acc: 90.238% (24025/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.276 | Acc: 90.251% (24144/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.276 | Acc: 90.246% (24258/26880) 210/391 [==================================>..............................] Step: 375ms | Tot: 1m17s | Loss: 0.276 | Acc: 90.262% (24378/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.276 | Acc: 90.271% (24496/27136) 212/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.276 | Acc: 90.273% (24612/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.276 | Acc: 90.282% (24730/27392) 214/391 [===================================>.............................] Step: 373ms | Tot: 1m18s | Loss: 0.276 | Acc: 90.276% (24844/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m19s | Loss: 0.276 | Acc: 90.281% (24961/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m19s | Loss: 0.275 | Acc: 90.301% (25082/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.275 | Acc: 90.324% (25204/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.274 | Acc: 90.343% (25325/28032) 219/391 [====================================>............................] Step: 383ms | Tot: 1m20s | Loss: 0.275 | Acc: 90.330% (25437/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.275 | Acc: 90.332% (25553/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.274 | Acc: 90.343% (25672/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.274 | Acc: 90.348% (25789/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.274 | Acc: 90.349% (25905/28672) 224/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.274 | Acc: 90.344% (26019/28800) 225/391 [=====================================>...........................] Step: 378ms | Tot: 1m22s | Loss: 0.274 | Acc: 90.335% (26132/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m23s | Loss: 0.274 | Acc: 90.329% (26246/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.275 | Acc: 90.327% (26361/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.275 | Acc: 90.304% (26470/29312) 229/391 [======================================>..........................] Step: 371ms | Tot: 1m24s | Loss: 0.274 | Acc: 90.329% (26593/29440) 230/391 [======================================>..........................] Step: 381ms | Tot: 1m24s | Loss: 0.275 | Acc: 90.327% (26708/29568) 231/391 [======================================>..........................] Step: 381ms | Tot: 1m24s | Loss: 0.275 | Acc: 90.302% (26816/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.276 | Acc: 90.306% (26933/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.276 | Acc: 90.298% (27046/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m26s | Loss: 0.276 | Acc: 90.312% (27166/30080) 235/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.275 | Acc: 90.324% (27285/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.275 | Acc: 90.328% (27402/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.275 | Acc: 90.323% (27516/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.275 | Acc: 90.321% (27631/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.275 | Acc: 90.319% (27746/30720) 240/391 [=======================================>.........................] Step: 374ms | Tot: 1m28s | Loss: 0.276 | Acc: 90.301% (27856/30848) 241/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.276 | Acc: 90.280% (27965/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.276 | Acc: 90.268% (28077/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.276 | Acc: 90.263% (28191/31232) 244/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.276 | Acc: 90.255% (28304/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m30s | Loss: 0.277 | Acc: 90.244% (28416/31488) 246/391 [========================================>........................] Step: 383ms | Tot: 1m30s | Loss: 0.277 | Acc: 90.249% (28533/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.277 | Acc: 90.241% (28646/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.277 | Acc: 90.248% (28764/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.276 | Acc: 90.253% (28881/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.277 | Acc: 90.239% (28992/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.277 | Acc: 90.234% (29106/32256) 252/391 [=========================================>.......................] Step: 371ms | Tot: 1m32s | Loss: 0.278 | Acc: 90.214% (29215/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.278 | Acc: 90.216% (29331/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.277 | Acc: 90.214% (29446/32640) 255/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.278 | Acc: 90.201% (29557/32768) 256/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.278 | Acc: 90.193% (29670/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m34s | Loss: 0.278 | Acc: 90.186% (29783/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.278 | Acc: 90.200% (29903/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.278 | Acc: 90.207% (30021/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.278 | Acc: 90.209% (30137/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.278 | Acc: 90.222% (30257/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.278 | Acc: 90.221% (30372/33664) 263/391 [===========================================>.....................] Step: 373ms | Tot: 1m36s | Loss: 0.278 | Acc: 90.237% (30493/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m37s | Loss: 0.278 | Acc: 90.230% (30606/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.278 | Acc: 90.229% (30721/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.278 | Acc: 90.227% (30836/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.278 | Acc: 90.240% (30956/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.278 | Acc: 90.245% (31073/34432) 269/391 [============================================>....................] Step: 355ms | Tot: 1m38s | Loss: 0.278 | Acc: 90.246% (31189/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m39s | Loss: 0.278 | Acc: 90.259% (31309/34688) 271/391 [=============================================>...................] Step: 385ms | Tot: 1m39s | Loss: 0.278 | Acc: 90.254% (31423/34816) 272/391 [=============================================>...................] Step: 386ms | Tot: 1m40s | Loss: 0.277 | Acc: 90.256% (31539/34944) 273/391 [=============================================>...................] Step: 387ms | Tot: 1m40s | Loss: 0.277 | Acc: 90.263% (31657/35072) 274/391 [=============================================>...................] Step: 375ms | Tot: 1m40s | Loss: 0.277 | Acc: 90.261% (31772/35200) 275/391 [=============================================>...................] Step: 374ms | Tot: 1m41s | Loss: 0.278 | Acc: 90.251% (31884/35328) 276/391 [=============================================>...................] Step: 379ms | Tot: 1m41s | Loss: 0.278 | Acc: 90.241% (31996/35456) 277/391 [==============================================>..................] Step: 380ms | Tot: 1m41s | Loss: 0.278 | Acc: 90.254% (32116/35584) 278/391 [==============================================>..................] Step: 382ms | Tot: 1m42s | Loss: 0.278 | Acc: 90.253% (32231/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.278 | Acc: 90.251% (32346/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.277 | Acc: 90.255% (32463/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.277 | Acc: 90.262% (32581/36096) 282/391 [==============================================>..................] Step: 383ms | Tot: 1m43s | Loss: 0.277 | Acc: 90.261% (32696/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.277 | Acc: 90.273% (32816/36352) 284/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.277 | Acc: 90.280% (32934/36480) 285/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.277 | Acc: 90.278% (33049/36608) 286/391 [===============================================>.................] Step: 355ms | Tot: 1m45s | Loss: 0.277 | Acc: 90.277% (33164/36736) 287/391 [===============================================>.................] Step: 379ms | Tot: 1m45s | Loss: 0.277 | Acc: 90.270% (33277/36864) 288/391 [===============================================>.................] Step: 370ms | Tot: 1m46s | Loss: 0.277 | Acc: 90.282% (33397/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.277 | Acc: 90.291% (33516/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.277 | Acc: 90.287% (33630/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.277 | Acc: 90.283% (33744/37376) 292/391 [================================================>................] Step: 374ms | Tot: 1m47s | Loss: 0.278 | Acc: 90.270% (33855/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.278 | Acc: 90.285% (33976/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m48s | Loss: 0.278 | Acc: 90.291% (34094/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.278 | Acc: 90.279% (34205/37888) 296/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.278 | Acc: 90.283% (34322/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.277 | Acc: 90.292% (34441/38144) 298/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.277 | Acc: 90.298% (34559/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m50s | Loss: 0.277 | Acc: 90.302% (34676/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.277 | Acc: 90.306% (34793/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.277 | Acc: 90.307% (34909/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.277 | Acc: 90.308% (35025/38784) 303/391 [==================================================>..............] Step: 355ms | Tot: 1m51s | Loss: 0.277 | Acc: 90.304% (35139/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.277 | Acc: 90.312% (35258/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.277 | Acc: 90.306% (35371/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m52s | Loss: 0.278 | Acc: 90.289% (35480/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.278 | Acc: 90.283% (35593/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.277 | Acc: 90.281% (35708/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.278 | Acc: 90.272% (35820/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.277 | Acc: 90.288% (35942/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m54s | Loss: 0.277 | Acc: 90.299% (36062/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.277 | Acc: 90.303% (36179/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.277 | Acc: 90.307% (36296/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.277 | Acc: 90.310% (36413/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.277 | Acc: 90.323% (36534/40448) 316/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.277 | Acc: 90.317% (36647/40576) 317/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.277 | Acc: 90.328% (36767/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.277 | Acc: 90.324% (36881/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.277 | Acc: 90.312% (36992/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.277 | Acc: 90.306% (37105/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.277 | Acc: 90.312% (37223/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.277 | Acc: 90.313% (37339/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.277 | Acc: 90.309% (37453/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m59s | Loss: 0.277 | Acc: 90.303% (37566/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.277 | Acc: 90.304% (37682/41728) 326/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.277 | Acc: 90.300% (37796/41856) 327/391 [======================================================>..........] Step: 382ms | Tot: 2m186ms | Loss: 0.278 | Acc: 90.292% (37908/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 2m556ms | Loss: 0.278 | Acc: 90.290% (38023/42112) 329/391 [======================================================>..........] Step: 354ms | Tot: 2m910ms | Loss: 0.278 | Acc: 90.303% (38144/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m1s | Loss: 0.278 | Acc: 90.283% (38251/42368) 331/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.278 | Acc: 90.284% (38367/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.278 | Acc: 90.280% (38481/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.278 | Acc: 90.272% (38593/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.279 | Acc: 90.261% (38704/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m3s | Loss: 0.279 | Acc: 90.269% (38823/43008) 336/391 [=======================================================>.........] Step: 374ms | Tot: 2m3s | Loss: 0.279 | Acc: 90.263% (38936/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.279 | Acc: 90.260% (39050/43264) 338/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.279 | Acc: 90.268% (39169/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.279 | Acc: 90.260% (39281/43520) 340/391 [========================================================>........] Step: 352ms | Tot: 2m4s | Loss: 0.279 | Acc: 90.268% (39400/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m5s | Loss: 0.278 | Acc: 90.275% (39519/43776) 342/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.279 | Acc: 90.270% (39632/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.278 | Acc: 90.278% (39751/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.278 | Acc: 90.288% (39871/44160) 345/391 [=========================================================>.......] Step: 371ms | Tot: 2m6s | Loss: 0.278 | Acc: 90.295% (39990/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.278 | Acc: 90.299% (40107/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.278 | Acc: 90.293% (40220/44544) 348/391 [=========================================================>.......] Step: 371ms | Tot: 2m7s | Loss: 0.279 | Acc: 90.289% (40334/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.279 | Acc: 90.292% (40451/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.279 | Acc: 90.300% (40570/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.279 | Acc: 90.303% (40687/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.279 | Acc: 90.304% (40803/45184) 353/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.279 | Acc: 90.303% (40918/45312) 354/391 [==========================================================>......] Step: 374ms | Tot: 2m10s | Loss: 0.279 | Acc: 90.293% (41029/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.279 | Acc: 90.298% (41147/45568) 356/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.279 | Acc: 90.290% (41259/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.279 | Acc: 90.291% (41375/45824) 358/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.279 | Acc: 90.281% (41486/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.279 | Acc: 90.284% (41603/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m12s | Loss: 0.279 | Acc: 90.287% (41720/46208) 361/391 [============================================================>....] Step: 392ms | Tot: 2m12s | Loss: 0.279 | Acc: 90.293% (41838/46336) 362/391 [============================================================>....] Step: 390ms | Tot: 2m12s | Loss: 0.279 | Acc: 90.281% (41948/46464) 363/391 [============================================================>....] Step: 375ms | Tot: 2m13s | Loss: 0.279 | Acc: 90.273% (42060/46592) 364/391 [============================================================>....] Step: 378ms | Tot: 2m13s | Loss: 0.279 | Acc: 90.270% (42174/46720) 365/391 [============================================================>....] Step: 371ms | Tot: 2m14s | Loss: 0.279 | Acc: 90.275% (42292/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.279 | Acc: 90.265% (42403/46976) 367/391 [=============================================================>...] Step: 381ms | Tot: 2m14s | Loss: 0.279 | Acc: 90.275% (42523/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.279 | Acc: 90.276% (42639/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.279 | Acc: 90.268% (42751/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.279 | Acc: 90.273% (42869/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m16s | Loss: 0.279 | Acc: 90.272% (42984/47616) 372/391 [=============================================================>...] Step: 377ms | Tot: 2m16s | Loss: 0.279 | Acc: 90.284% (43105/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.279 | Acc: 90.282% (43220/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.279 | Acc: 90.277% (43333/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.279 | Acc: 90.266% (43443/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.279 | Acc: 90.266% (43559/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.279 | Acc: 90.270% (43676/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m18s | Loss: 0.279 | Acc: 90.279% (43796/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.279 | Acc: 90.282% (43913/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.279 | Acc: 90.295% (44035/48768) 381/391 [===============================================================>.] Step: 378ms | Tot: 2m19s | Loss: 0.278 | Acc: 90.292% (44149/48896) 382/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.278 | Acc: 90.309% (44273/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.278 | Acc: 90.287% (44378/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m21s | Loss: 0.278 | Acc: 90.288% (44494/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.278 | Acc: 90.285% (44608/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.279 | Acc: 90.272% (44717/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m22s | Loss: 0.278 | Acc: 90.275% (44834/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.279 | Acc: 90.276% (44950/49792) 389/391 [================================================================>] Step: 351ms | Tot: 2m22s | Loss: 0.279 | Acc: 90.278% (45067/49920) 390/391 [================================================================>] Step: 352ms | Tot: 2m23s | Loss: 0.279 | Acc: 90.270% (45135/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 2ms | Loss: 0.399 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.403 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 593ms | Loss: 0.395 | Acc: 86.667% (260/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 895ms | Loss: 0.370 | Acc: 87.000% (348/400) 4/100 [==>..............................................................] Step: 307ms | Tot: 1s202ms | Loss: 0.357 | Acc: 87.200% (436/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s500ms | Loss: 0.323 | Acc: 88.167% (529/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s795ms | Loss: 0.331 | Acc: 88.429% (619/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s100ms | Loss: 0.346 | Acc: 87.750% (702/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s409ms | Loss: 0.363 | Acc: 87.556% (788/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s715ms | Loss: 0.356 | Acc: 87.400% (874/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 3s19ms | Loss: 0.361 | Acc: 87.273% (960/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s322ms | Loss: 0.370 | Acc: 87.083% (1045/1200) 12/100 [=======>.........................................................] Step: 299ms | Tot: 3s622ms | Loss: 0.363 | Acc: 87.000% (1131/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s928ms | Loss: 0.364 | Acc: 87.071% (1219/1400) 14/100 [=========>.......................................................] Step: 308ms | Tot: 4s236ms | Loss: 0.362 | Acc: 87.267% (1309/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s538ms | Loss: 0.367 | Acc: 86.938% (1391/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s845ms | Loss: 0.363 | Acc: 87.059% (1480/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s153ms | Loss: 0.362 | Acc: 87.056% (1567/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s461ms | Loss: 0.361 | Acc: 87.053% (1654/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s768ms | Loss: 0.367 | Acc: 87.000% (1740/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 6s82ms | Loss: 0.366 | Acc: 87.048% (1828/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s395ms | Loss: 0.368 | Acc: 87.045% (1915/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s700ms | Loss: 0.376 | Acc: 86.870% (1998/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s14ms | Loss: 0.379 | Acc: 86.750% (2082/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s319ms | Loss: 0.386 | Acc: 86.720% (2168/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s624ms | Loss: 0.395 | Acc: 86.577% (2251/2600) 26/100 [================>................................................] Step: 316ms | Tot: 7s940ms | Loss: 0.389 | Acc: 86.815% (2344/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s245ms | Loss: 0.389 | Acc: 86.857% (2432/2800) 28/100 [==================>..............................................] Step: 300ms | Tot: 8s546ms | Loss: 0.392 | Acc: 87.000% (2523/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s852ms | Loss: 0.392 | Acc: 87.033% (2611/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s160ms | Loss: 0.393 | Acc: 87.000% (2697/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s464ms | Loss: 0.393 | Acc: 86.969% (2783/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s771ms | Loss: 0.396 | Acc: 86.879% (2867/3300) 33/100 [=====================>...........................................] Step: 301ms | Tot: 10s73ms | Loss: 0.395 | Acc: 86.912% (2955/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s380ms | Loss: 0.399 | Acc: 86.914% (3042/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s683ms | Loss: 0.398 | Acc: 86.944% (3130/3600) 36/100 [=======================>.........................................] Step: 322ms | Tot: 11s5ms | Loss: 0.399 | Acc: 86.973% (3218/3700) 37/100 [========================>........................................] Step: 314ms | Tot: 11s320ms | Loss: 0.400 | Acc: 86.947% (3304/3800) 38/100 [========================>........................................] Step: 310ms | Tot: 11s631ms | Loss: 0.400 | Acc: 86.897% (3389/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s941ms | Loss: 0.401 | Acc: 86.900% (3476/4000) 40/100 [==========================>......................................] Step: 297ms | Tot: 12s238ms | Loss: 0.402 | Acc: 86.829% (3560/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s541ms | Loss: 0.402 | Acc: 86.857% (3648/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s852ms | Loss: 0.399 | Acc: 86.977% (3740/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 13s151ms | Loss: 0.400 | Acc: 87.000% (3828/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s458ms | Loss: 0.400 | Acc: 87.022% (3916/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s761ms | Loss: 0.400 | Acc: 87.000% (4002/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 14s69ms | Loss: 0.401 | Acc: 86.957% (4087/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s376ms | Loss: 0.404 | Acc: 86.938% (4173/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s682ms | Loss: 0.401 | Acc: 87.020% (4264/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 14s990ms | Loss: 0.401 | Acc: 87.100% (4355/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s289ms | Loss: 0.400 | Acc: 87.078% (4441/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s592ms | Loss: 0.402 | Acc: 87.019% (4525/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 15s905ms | Loss: 0.402 | Acc: 87.000% (4611/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s210ms | Loss: 0.400 | Acc: 87.074% (4702/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s518ms | Loss: 0.400 | Acc: 87.091% (4790/5500) 55/100 [===================================>.............................] Step: 319ms | Tot: 16s837ms | Loss: 0.400 | Acc: 87.125% (4879/5600) 56/100 [====================================>............................] Step: 297ms | Tot: 17s135ms | Loss: 0.400 | Acc: 87.123% (4966/5700) 57/100 [=====================================>...........................] Step: 298ms | Tot: 17s433ms | Loss: 0.398 | Acc: 87.207% (5058/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s733ms | Loss: 0.398 | Acc: 87.153% (5142/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 18s35ms | Loss: 0.401 | Acc: 87.100% (5226/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s336ms | Loss: 0.401 | Acc: 87.115% (5314/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s637ms | Loss: 0.400 | Acc: 87.145% (5403/6200) 62/100 [========================================>........................] Step: 326ms | Tot: 18s963ms | Loss: 0.400 | Acc: 87.143% (5490/6300) 63/100 [========================================>........................] Step: 350ms | Tot: 19s314ms | Loss: 0.397 | Acc: 87.234% (5583/6400) 64/100 [=========================================>.......................] Step: 345ms | Tot: 19s659ms | Loss: 0.397 | Acc: 87.215% (5669/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s967ms | Loss: 0.398 | Acc: 87.242% (5758/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s273ms | Loss: 0.396 | Acc: 87.313% (5850/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s586ms | Loss: 0.398 | Acc: 87.265% (5934/6800) 68/100 [============================================>....................] Step: 320ms | Tot: 20s907ms | Loss: 0.396 | Acc: 87.304% (6024/6900) 69/100 [============================================>....................] Step: 316ms | Tot: 21s223ms | Loss: 0.397 | Acc: 87.200% (6104/7000) 70/100 [=============================================>...................] Step: 322ms | Tot: 21s546ms | Loss: 0.399 | Acc: 87.141% (6187/7100) 71/100 [==============================================>..................] Step: 319ms | Tot: 21s866ms | Loss: 0.400 | Acc: 87.111% (6272/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s182ms | Loss: 0.398 | Acc: 87.178% (6364/7300) 73/100 [===============================================>.................] Step: 319ms | Tot: 22s501ms | Loss: 0.397 | Acc: 87.162% (6450/7400) 74/100 [================================================>................] Step: 320ms | Tot: 22s822ms | Loss: 0.396 | Acc: 87.160% (6537/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s133ms | Loss: 0.396 | Acc: 87.171% (6625/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s446ms | Loss: 0.398 | Acc: 87.143% (6710/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s751ms | Loss: 0.398 | Acc: 87.141% (6797/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 24s55ms | Loss: 0.397 | Acc: 87.152% (6885/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 24s358ms | Loss: 0.397 | Acc: 87.138% (6971/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s660ms | Loss: 0.397 | Acc: 87.136% (7058/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s964ms | Loss: 0.397 | Acc: 87.122% (7144/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s271ms | Loss: 0.397 | Acc: 87.096% (7229/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s574ms | Loss: 0.396 | Acc: 87.131% (7319/8400) 84/100 [======================================================>..........] Step: 314ms | Tot: 25s889ms | Loss: 0.396 | Acc: 87.106% (7404/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s200ms | Loss: 0.398 | Acc: 87.081% (7489/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s502ms | Loss: 0.399 | Acc: 87.069% (7575/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s812ms | Loss: 0.399 | Acc: 87.045% (7660/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 27s116ms | Loss: 0.398 | Acc: 87.079% (7750/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s424ms | Loss: 0.398 | Acc: 87.089% (7838/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s728ms | Loss: 0.396 | Acc: 87.143% (7930/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s36ms | Loss: 0.395 | Acc: 87.174% (8020/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s342ms | Loss: 0.397 | Acc: 87.172% (8107/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s649ms | Loss: 0.397 | Acc: 87.138% (8191/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s957ms | Loss: 0.397 | Acc: 87.074% (8272/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s260ms | Loss: 0.397 | Acc: 87.104% (8362/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s567ms | Loss: 0.396 | Acc: 87.165% (8455/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s873ms | Loss: 0.396 | Acc: 87.102% (8536/9800) 98/100 [===============================================================>.] Step: 297ms | Tot: 30s171ms | Loss: 0.398 | Acc: 87.061% (8619/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s474ms | Loss: 0.397 | Acc: 87.060% (8706/10000) 100/100 + +Epoch: 122 + [>................................................................] Step: 653ms | Tot: 3ms | Loss: 0.295 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 396ms | Tot: 399ms | Loss: 0.360 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 386ms | Tot: 786ms | Loss: 0.330 | Acc: 88.021% (338/384) 3/391 [>................................................................] Step: 368ms | Tot: 1s155ms | Loss: 0.303 | Acc: 88.867% (455/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s526ms | Loss: 0.279 | Acc: 90.000% (576/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s896ms | Loss: 0.287 | Acc: 89.714% (689/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s263ms | Loss: 0.297 | Acc: 89.621% (803/896) 7/391 [=>...............................................................] Step: 356ms | Tot: 2s619ms | Loss: 0.297 | Acc: 89.648% (918/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s982ms | Loss: 0.309 | Acc: 89.149% (1027/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s347ms | Loss: 0.304 | Acc: 89.375% (1144/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s714ms | Loss: 0.299 | Acc: 89.560% (1261/1408) 11/391 [=>...............................................................] Step: 365ms | Tot: 4s80ms | Loss: 0.299 | Acc: 89.648% (1377/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s437ms | Loss: 0.297 | Acc: 89.784% (1494/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s805ms | Loss: 0.293 | Acc: 89.955% (1612/1792) 14/391 [==>..............................................................] Step: 372ms | Tot: 5s177ms | Loss: 0.294 | Acc: 89.844% (1725/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s541ms | Loss: 0.298 | Acc: 89.746% (1838/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s907ms | Loss: 0.292 | Acc: 89.660% (1951/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s268ms | Loss: 0.285 | Acc: 89.974% (2073/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s627ms | Loss: 0.283 | Acc: 90.090% (2191/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s992ms | Loss: 0.283 | Acc: 90.078% (2306/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s355ms | Loss: 0.282 | Acc: 90.104% (2422/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s719ms | Loss: 0.281 | Acc: 90.163% (2539/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 8s74ms | Loss: 0.275 | Acc: 90.387% (2661/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s435ms | Loss: 0.274 | Acc: 90.365% (2776/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s796ms | Loss: 0.275 | Acc: 90.344% (2891/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s154ms | Loss: 0.271 | Acc: 90.445% (3010/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s519ms | Loss: 0.271 | Acc: 90.394% (3124/3456) 27/391 [====>............................................................] Step: 374ms | Tot: 9s894ms | Loss: 0.274 | Acc: 90.262% (3235/3584) 28/391 [====>............................................................] Step: 380ms | Tot: 10s274ms | Loss: 0.276 | Acc: 90.140% (3346/3712) 29/391 [====>............................................................] Step: 361ms | Tot: 10s636ms | Loss: 0.274 | Acc: 90.208% (3464/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s994ms | Loss: 0.272 | Acc: 90.272% (3582/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s355ms | Loss: 0.272 | Acc: 90.259% (3697/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s717ms | Loss: 0.271 | Acc: 90.317% (3815/4224) 33/391 [=====>...........................................................] Step: 352ms | Tot: 12s69ms | Loss: 0.274 | Acc: 90.211% (3926/4352) 34/391 [=====>...........................................................] Step: 353ms | Tot: 12s423ms | Loss: 0.275 | Acc: 90.179% (4040/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s788ms | Loss: 0.276 | Acc: 90.191% (4156/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s151ms | Loss: 0.277 | Acc: 90.118% (4268/4736) 37/391 [======>..........................................................] Step: 366ms | Tot: 13s518ms | Loss: 0.278 | Acc: 90.090% (4382/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s883ms | Loss: 0.278 | Acc: 90.024% (4494/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s243ms | Loss: 0.275 | Acc: 90.156% (4616/5120) 40/391 [======>..........................................................] Step: 354ms | Tot: 14s598ms | Loss: 0.275 | Acc: 90.168% (4732/5248) 41/391 [======>..........................................................] Step: 381ms | Tot: 14s979ms | Loss: 0.276 | Acc: 90.141% (4846/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s346ms | Loss: 0.277 | Acc: 90.080% (4958/5504) 43/391 [=======>.........................................................] Step: 371ms | Tot: 15s718ms | Loss: 0.279 | Acc: 90.039% (5071/5632) 44/391 [=======>.........................................................] Step: 370ms | Tot: 16s89ms | Loss: 0.278 | Acc: 90.069% (5188/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s446ms | Loss: 0.277 | Acc: 90.065% (5303/5888) 46/391 [=======>.........................................................] Step: 375ms | Tot: 16s822ms | Loss: 0.276 | Acc: 90.143% (5423/6016) 47/391 [=======>.........................................................] Step: 361ms | Tot: 17s183ms | Loss: 0.277 | Acc: 90.120% (5537/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s544ms | Loss: 0.277 | Acc: 90.131% (5653/6272) 49/391 [========>........................................................] Step: 369ms | Tot: 17s914ms | Loss: 0.276 | Acc: 90.172% (5771/6400) 50/391 [========>........................................................] Step: 370ms | Tot: 18s284ms | Loss: 0.276 | Acc: 90.165% (5886/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s650ms | Loss: 0.277 | Acc: 90.114% (5998/6656) 52/391 [========>........................................................] Step: 373ms | Tot: 19s24ms | Loss: 0.275 | Acc: 90.198% (6119/6784) 53/391 [========>........................................................] Step: 355ms | Tot: 19s379ms | Loss: 0.276 | Acc: 90.249% (6238/6912) 54/391 [========>........................................................] Step: 372ms | Tot: 19s751ms | Loss: 0.275 | Acc: 90.298% (6357/7040) 55/391 [=========>.......................................................] Step: 379ms | Tot: 20s131ms | Loss: 0.275 | Acc: 90.304% (6473/7168) 56/391 [=========>.......................................................] Step: 368ms | Tot: 20s500ms | Loss: 0.275 | Acc: 90.310% (6589/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s865ms | Loss: 0.274 | Acc: 90.342% (6707/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s229ms | Loss: 0.272 | Acc: 90.426% (6829/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s590ms | Loss: 0.271 | Acc: 90.521% (6952/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s952ms | Loss: 0.272 | Acc: 90.497% (7066/7808) 61/391 [==========>......................................................] Step: 375ms | Tot: 22s328ms | Loss: 0.271 | Acc: 90.549% (7186/7936) 62/391 [==========>......................................................] Step: 370ms | Tot: 22s699ms | Loss: 0.272 | Acc: 90.526% (7300/8064) 63/391 [==========>......................................................] Step: 372ms | Tot: 23s72ms | Loss: 0.271 | Acc: 90.564% (7419/8192) 64/391 [==========>......................................................] Step: 379ms | Tot: 23s452ms | Loss: 0.271 | Acc: 90.565% (7535/8320) 65/391 [==========>......................................................] Step: 379ms | Tot: 23s831ms | Loss: 0.271 | Acc: 90.578% (7652/8448) 66/391 [==========>......................................................] Step: 374ms | Tot: 24s206ms | Loss: 0.272 | Acc: 90.543% (7765/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s573ms | Loss: 0.273 | Acc: 90.533% (7880/8704) 68/391 [===========>.....................................................] Step: 380ms | Tot: 24s953ms | Loss: 0.274 | Acc: 90.500% (7993/8832) 69/391 [===========>.....................................................] Step: 370ms | Tot: 25s323ms | Loss: 0.274 | Acc: 90.491% (8108/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s687ms | Loss: 0.274 | Acc: 90.504% (8225/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 26s50ms | Loss: 0.272 | Acc: 90.560% (8346/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s411ms | Loss: 0.272 | Acc: 90.614% (8467/9344) 73/391 [============>....................................................] Step: 369ms | Tot: 26s781ms | Loss: 0.272 | Acc: 90.572% (8579/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 27s142ms | Loss: 0.272 | Acc: 90.552% (8693/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s505ms | Loss: 0.274 | Acc: 90.512% (8805/9728) 76/391 [============>....................................................] Step: 374ms | Tot: 27s880ms | Loss: 0.273 | Acc: 90.534% (8923/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s240ms | Loss: 0.273 | Acc: 90.535% (9039/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s601ms | Loss: 0.272 | Acc: 90.546% (9156/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 28s969ms | Loss: 0.272 | Acc: 90.547% (9272/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s326ms | Loss: 0.271 | Acc: 90.567% (9390/10368) 81/391 [=============>...................................................] Step: 372ms | Tot: 29s699ms | Loss: 0.271 | Acc: 90.577% (9507/10496) 82/391 [=============>...................................................] Step: 378ms | Tot: 30s77ms | Loss: 0.270 | Acc: 90.606% (9626/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s442ms | Loss: 0.269 | Acc: 90.625% (9744/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 30s814ms | Loss: 0.268 | Acc: 90.689% (9867/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 31s170ms | Loss: 0.269 | Acc: 90.625% (9976/11008) 86/391 [==============>..................................................] Step: 368ms | Tot: 31s539ms | Loss: 0.268 | Acc: 90.643% (10094/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s906ms | Loss: 0.267 | Acc: 90.661% (10212/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s264ms | Loss: 0.267 | Acc: 90.643% (10326/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s619ms | Loss: 0.267 | Acc: 90.599% (10437/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s982ms | Loss: 0.267 | Acc: 90.599% (10553/11648) 91/391 [===============>.................................................] Step: 378ms | Tot: 33s361ms | Loss: 0.267 | Acc: 90.608% (10670/11776) 92/391 [===============>.................................................] Step: 368ms | Tot: 33s729ms | Loss: 0.267 | Acc: 90.600% (10785/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 34s87ms | Loss: 0.267 | Acc: 90.608% (10902/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 34s453ms | Loss: 0.267 | Acc: 90.625% (11020/12160) 95/391 [===============>.................................................] Step: 371ms | Tot: 34s825ms | Loss: 0.266 | Acc: 90.649% (11139/12288) 96/391 [===============>.................................................] Step: 367ms | Tot: 35s192ms | Loss: 0.266 | Acc: 90.657% (11256/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s557ms | Loss: 0.266 | Acc: 90.665% (11373/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s923ms | Loss: 0.265 | Acc: 90.704% (11494/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s288ms | Loss: 0.266 | Acc: 90.688% (11608/12800) 100/391 [================>................................................] Step: 369ms | Tot: 36s657ms | Loss: 0.266 | Acc: 90.664% (11721/12928) 101/391 [================>................................................] Step: 360ms | Tot: 37s17ms | Loss: 0.267 | Acc: 90.633% (11833/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s377ms | Loss: 0.267 | Acc: 90.633% (11949/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 37s743ms | Loss: 0.267 | Acc: 90.617% (12063/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 38s104ms | Loss: 0.267 | Acc: 90.625% (12180/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s463ms | Loss: 0.268 | Acc: 90.618% (12295/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 38s832ms | Loss: 0.268 | Acc: 90.647% (12415/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s193ms | Loss: 0.267 | Acc: 90.676% (12535/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s555ms | Loss: 0.266 | Acc: 90.668% (12650/13952) 109/391 [==================>..............................................] Step: 378ms | Tot: 39s933ms | Loss: 0.267 | Acc: 90.646% (12763/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s299ms | Loss: 0.267 | Acc: 90.646% (12879/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s664ms | Loss: 0.267 | Acc: 90.653% (12996/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 41s24ms | Loss: 0.268 | Acc: 90.618% (13107/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s385ms | Loss: 0.267 | Acc: 90.666% (13230/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s749ms | Loss: 0.267 | Acc: 90.673% (13347/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 42s106ms | Loss: 0.267 | Acc: 90.672% (13463/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s469ms | Loss: 0.266 | Acc: 90.712% (13585/14976) 117/391 [===================>.............................................] Step: 373ms | Tot: 42s843ms | Loss: 0.266 | Acc: 90.691% (13698/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s208ms | Loss: 0.265 | Acc: 90.723% (13819/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s568ms | Loss: 0.265 | Acc: 90.716% (13934/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s929ms | Loss: 0.265 | Acc: 90.722% (14051/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s289ms | Loss: 0.265 | Acc: 90.721% (14167/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s648ms | Loss: 0.265 | Acc: 90.720% (14283/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 45s14ms | Loss: 0.265 | Acc: 90.745% (14403/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 45s374ms | Loss: 0.265 | Acc: 90.725% (14516/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s735ms | Loss: 0.265 | Acc: 90.743% (14635/16128) 126/391 [====================>............................................] Step: 374ms | Tot: 46s110ms | Loss: 0.264 | Acc: 90.760% (14754/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s475ms | Loss: 0.264 | Acc: 90.765% (14871/16384) 128/391 [=====================>...........................................] Step: 368ms | Tot: 46s844ms | Loss: 0.264 | Acc: 90.764% (14987/16512) 129/391 [=====================>...........................................] Step: 358ms | Tot: 47s202ms | Loss: 0.264 | Acc: 90.781% (15106/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s562ms | Loss: 0.263 | Acc: 90.804% (15226/16768) 131/391 [=====================>...........................................] Step: 377ms | Tot: 47s939ms | Loss: 0.263 | Acc: 90.838% (15348/16896) 132/391 [=====================>...........................................] Step: 370ms | Tot: 48s310ms | Loss: 0.263 | Acc: 90.807% (15459/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s667ms | Loss: 0.263 | Acc: 90.812% (15576/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 49s31ms | Loss: 0.262 | Acc: 90.833% (15696/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s390ms | Loss: 0.262 | Acc: 90.838% (15813/17408) 136/391 [======================>..........................................] Step: 376ms | Tot: 49s766ms | Loss: 0.262 | Acc: 90.847% (15931/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s142ms | Loss: 0.262 | Acc: 90.851% (16048/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s501ms | Loss: 0.262 | Acc: 90.839% (16162/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 50s873ms | Loss: 0.263 | Acc: 90.826% (16276/17920) 140/391 [=======================>.........................................] Step: 356ms | Tot: 51s230ms | Loss: 0.263 | Acc: 90.830% (16393/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s590ms | Loss: 0.262 | Acc: 90.818% (16507/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s952ms | Loss: 0.262 | Acc: 90.822% (16624/18304) 143/391 [=======================>.........................................] Step: 355ms | Tot: 52s307ms | Loss: 0.262 | Acc: 90.853% (16746/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s674ms | Loss: 0.262 | Acc: 90.841% (16860/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 53s34ms | Loss: 0.261 | Acc: 90.866% (16981/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s399ms | Loss: 0.261 | Acc: 90.896% (17103/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s763ms | Loss: 0.261 | Acc: 90.894% (17219/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 54s128ms | Loss: 0.261 | Acc: 90.903% (17337/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s495ms | Loss: 0.261 | Acc: 90.880% (17449/19200) 150/391 [========================>........................................] Step: 378ms | Tot: 54s874ms | Loss: 0.261 | Acc: 90.879% (17565/19328) 151/391 [=========================>.......................................] Step: 381ms | Tot: 55s255ms | Loss: 0.261 | Acc: 90.856% (17677/19456) 152/391 [=========================>.......................................] Step: 376ms | Tot: 55s632ms | Loss: 0.260 | Acc: 90.880% (17798/19584) 153/391 [=========================>.......................................] Step: 375ms | Tot: 56s7ms | Loss: 0.260 | Acc: 90.869% (17912/19712) 154/391 [=========================>.......................................] Step: 383ms | Tot: 56s391ms | Loss: 0.260 | Acc: 90.882% (18031/19840) 155/391 [=========================>.......................................] Step: 376ms | Tot: 56s767ms | Loss: 0.260 | Acc: 90.905% (18152/19968) 156/391 [=========================>.......................................] Step: 377ms | Tot: 57s144ms | Loss: 0.260 | Acc: 90.904% (18268/20096) 157/391 [==========================>......................................] Step: 370ms | Tot: 57s515ms | Loss: 0.260 | Acc: 90.937% (18391/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s878ms | Loss: 0.260 | Acc: 90.925% (18505/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 58s235ms | Loss: 0.259 | Acc: 90.933% (18623/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s596ms | Loss: 0.259 | Acc: 90.936% (18740/20608) 161/391 [==========================>......................................] Step: 370ms | Tot: 58s966ms | Loss: 0.259 | Acc: 90.938% (18857/20736) 162/391 [==========================>......................................] Step: 358ms | Tot: 59s324ms | Loss: 0.259 | Acc: 90.951% (18976/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 59s695ms | Loss: 0.259 | Acc: 90.949% (19092/20992) 164/391 [===========================>.....................................] Step: 370ms | Tot: 1m66ms | Loss: 0.259 | Acc: 90.933% (19205/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 1m430ms | Loss: 0.259 | Acc: 90.940% (19323/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m799ms | Loss: 0.259 | Acc: 90.924% (19436/21376) 167/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.259 | Acc: 90.932% (19554/21504) 168/391 [===========================>.....................................] Step: 357ms | Tot: 1m1s | Loss: 0.259 | Acc: 90.921% (19668/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.260 | Acc: 90.901% (19780/21760) 170/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.260 | Acc: 90.867% (19889/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.259 | Acc: 90.893% (20011/22016) 172/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.260 | Acc: 90.869% (20122/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.260 | Acc: 90.885% (20242/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.261 | Acc: 90.848% (20350/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.261 | Acc: 90.847% (20466/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.262 | Acc: 90.841% (20581/22656) 177/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.261 | Acc: 90.844% (20698/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.262 | Acc: 90.830% (20811/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.262 | Acc: 90.855% (20933/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.262 | Acc: 90.858% (21050/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.261 | Acc: 90.883% (21172/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.262 | Acc: 90.851% (21281/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.262 | Acc: 90.846% (21396/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.262 | Acc: 90.857% (21515/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.262 | Acc: 90.860% (21632/23808) 186/391 [==============================>..................................] Step: 354ms | Tot: 1m8s | Loss: 0.261 | Acc: 90.867% (21750/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.262 | Acc: 90.854% (21863/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.261 | Acc: 90.856% (21980/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.261 | Acc: 90.863% (22098/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.261 | Acc: 90.870% (22216/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.261 | Acc: 90.877% (22334/24576) 192/391 [===============================>.................................] Step: 371ms | Tot: 1m10s | Loss: 0.261 | Acc: 90.872% (22449/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.261 | Acc: 90.895% (22571/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.261 | Acc: 90.889% (22686/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.261 | Acc: 90.900% (22805/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.261 | Acc: 90.903% (22922/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.261 | Acc: 90.901% (23038/25344) 198/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.261 | Acc: 90.892% (23152/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.261 | Acc: 90.891% (23268/25600) 200/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.261 | Acc: 90.874% (23380/25728) 201/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.261 | Acc: 90.873% (23496/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.261 | Acc: 90.875% (23613/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.261 | Acc: 90.870% (23728/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.261 | Acc: 90.877% (23846/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.261 | Acc: 90.890% (23966/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.261 | Acc: 90.904% (24086/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.261 | Acc: 90.907% (24203/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.260 | Acc: 90.920% (24323/26752) 209/391 [==================================>..............................] Step: 376ms | Tot: 1m16s | Loss: 0.260 | Acc: 90.911% (24437/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.260 | Acc: 90.929% (24558/27008) 211/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.260 | Acc: 90.942% (24678/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.260 | Acc: 90.944% (24795/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.260 | Acc: 90.924% (24906/27392) 214/391 [===================================>.............................] Step: 377ms | Tot: 1m18s | Loss: 0.260 | Acc: 90.919% (25021/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.260 | Acc: 90.925% (25139/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.260 | Acc: 90.902% (25249/27776) 217/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.260 | Acc: 90.908% (25367/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.260 | Acc: 90.921% (25487/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.260 | Acc: 90.930% (25606/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.260 | Acc: 90.936% (25724/28288) 221/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.260 | Acc: 90.928% (25838/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.260 | Acc: 90.940% (25958/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.260 | Acc: 90.956% (26079/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.260 | Acc: 90.962% (26197/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.260 | Acc: 90.971% (26316/28928) 226/391 [=====================================>...........................] Step: 376ms | Tot: 1m22s | Loss: 0.260 | Acc: 90.949% (26426/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.260 | Acc: 90.961% (26546/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.260 | Acc: 90.966% (26664/29312) 229/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.260 | Acc: 90.968% (26781/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.260 | Acc: 90.953% (26893/29568) 231/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.260 | Acc: 90.945% (27007/29696) 232/391 [======================================>..........................] Step: 378ms | Tot: 1m24s | Loss: 0.260 | Acc: 90.957% (27127/29824) 233/391 [======================================>..........................] Step: 377ms | Tot: 1m25s | Loss: 0.259 | Acc: 90.982% (27251/29952) 234/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.259 | Acc: 90.987% (27369/30080) 235/391 [=======================================>.........................] Step: 382ms | Tot: 1m26s | Loss: 0.259 | Acc: 90.996% (27488/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.259 | Acc: 90.988% (27602/30336) 237/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.259 | Acc: 90.989% (27719/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.259 | Acc: 90.994% (27837/30592) 239/391 [=======================================>.........................] Step: 375ms | Tot: 1m27s | Loss: 0.259 | Acc: 91.006% (27957/30720) 240/391 [=======================================>.........................] Step: 384ms | Tot: 1m27s | Loss: 0.259 | Acc: 91.001% (28072/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.259 | Acc: 90.996% (28187/30976) 242/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.260 | Acc: 90.992% (28302/31104) 243/391 [========================================>........................] Step: 376ms | Tot: 1m28s | Loss: 0.260 | Acc: 90.971% (28412/31232) 244/391 [========================================>........................] Step: 380ms | Tot: 1m29s | Loss: 0.261 | Acc: 90.947% (28521/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.261 | Acc: 90.936% (28634/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.261 | Acc: 90.935% (28750/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.261 | Acc: 90.927% (28864/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.261 | Acc: 90.936% (28983/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.261 | Acc: 90.906% (29090/32000) 250/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.261 | Acc: 90.902% (29205/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.262 | Acc: 90.898% (29320/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.262 | Acc: 90.891% (29434/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.262 | Acc: 90.899% (29553/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.262 | Acc: 90.898% (29669/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.262 | Acc: 90.906% (29788/32768) 256/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.262 | Acc: 90.908% (29905/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.262 | Acc: 90.895% (30017/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.263 | Acc: 90.866% (30124/33152) 259/391 [===========================================>.....................] Step: 371ms | Tot: 1m34s | Loss: 0.262 | Acc: 90.874% (30243/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.263 | Acc: 90.864% (30356/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.263 | Acc: 90.858% (30470/33536) 262/391 [===========================================>.....................] Step: 378ms | Tot: 1m35s | Loss: 0.263 | Acc: 90.842% (30581/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.263 | Acc: 90.835% (30695/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.264 | Acc: 90.823% (30807/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.264 | Acc: 90.834% (30927/34048) 266/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.264 | Acc: 90.809% (31035/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.265 | Acc: 90.803% (31149/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.265 | Acc: 90.802% (31265/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.265 | Acc: 90.793% (31378/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.265 | Acc: 90.804% (31498/34688) 271/391 [=============================================>...................] Step: 375ms | Tot: 1m39s | Loss: 0.265 | Acc: 90.803% (31614/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.265 | Acc: 90.814% (31734/34944) 273/391 [=============================================>...................] Step: 374ms | Tot: 1m39s | Loss: 0.265 | Acc: 90.813% (31850/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.265 | Acc: 90.801% (31962/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.265 | Acc: 90.800% (32078/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m41s | Loss: 0.265 | Acc: 90.794% (32192/35456) 277/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.265 | Acc: 90.788% (32306/35584) 278/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.265 | Acc: 90.779% (32419/35712) 279/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.265 | Acc: 90.778% (32535/35840) 280/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.265 | Acc: 90.781% (32652/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.265 | Acc: 90.788% (32771/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m43s | Loss: 0.265 | Acc: 90.788% (32887/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.265 | Acc: 90.796% (33006/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.265 | Acc: 90.787% (33119/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.265 | Acc: 90.773% (33230/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.265 | Acc: 90.783% (33350/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.265 | Acc: 90.782% (33466/36864) 288/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.265 | Acc: 90.779% (33581/36992) 289/391 [================================================>................] Step: 372ms | Tot: 1m45s | Loss: 0.265 | Acc: 90.779% (33697/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.265 | Acc: 90.778% (33813/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.265 | Acc: 90.778% (33929/37376) 292/391 [================================================>................] Step: 384ms | Tot: 1m46s | Loss: 0.266 | Acc: 90.764% (34040/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.266 | Acc: 90.745% (34149/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.266 | Acc: 90.752% (34268/37760) 295/391 [=================================================>...............] Step: 372ms | Tot: 1m48s | Loss: 0.266 | Acc: 90.749% (34383/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.266 | Acc: 90.757% (34502/38016) 297/391 [=================================================>...............] Step: 386ms | Tot: 1m48s | Loss: 0.266 | Acc: 90.751% (34616/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.266 | Acc: 90.758% (34735/38272) 299/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.266 | Acc: 90.760% (34852/38400) 300/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.265 | Acc: 90.765% (34970/38528) 301/391 [==================================================>..............] Step: 377ms | Tot: 1m50s | Loss: 0.265 | Acc: 90.767% (35087/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.265 | Acc: 90.762% (35201/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.266 | Acc: 90.748% (35312/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.266 | Acc: 90.751% (35429/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.266 | Acc: 90.758% (35548/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.266 | Acc: 90.747% (35660/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.266 | Acc: 90.757% (35780/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.266 | Acc: 90.764% (35899/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.266 | Acc: 90.761% (36014/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.266 | Acc: 90.763% (36131/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.266 | Acc: 90.750% (36242/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.266 | Acc: 90.757% (36361/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.266 | Acc: 90.752% (36475/40192) 314/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.266 | Acc: 90.764% (36596/40320) 315/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.266 | Acc: 90.763% (36712/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.266 | Acc: 90.765% (36829/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.266 | Acc: 90.758% (36942/40704) 318/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.266 | Acc: 90.755% (37057/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.266 | Acc: 90.747% (37170/40960) 320/391 [=====================================================>...........] Step: 354ms | Tot: 1m57s | Loss: 0.266 | Acc: 90.744% (37285/41088) 321/391 [=====================================================>...........] Step: 355ms | Tot: 1m57s | Loss: 0.266 | Acc: 90.741% (37400/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.266 | Acc: 90.744% (37517/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.266 | Acc: 90.750% (37636/41472) 324/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.266 | Acc: 90.752% (37753/41600) 325/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.266 | Acc: 90.759% (37872/41728) 326/391 [======================================================>..........] Step: 376ms | Tot: 1m59s | Loss: 0.266 | Acc: 90.742% (37981/41856) 327/391 [======================================================>..........] Step: 384ms | Tot: 1m59s | Loss: 0.266 | Acc: 90.742% (38097/41984) 328/391 [======================================================>..........] Step: 372ms | Tot: 2m131ms | Loss: 0.266 | Acc: 90.734% (38210/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m502ms | Loss: 0.266 | Acc: 90.729% (38324/42240) 330/391 [======================================================>..........] Step: 378ms | Tot: 2m881ms | Loss: 0.266 | Acc: 90.734% (38442/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.267 | Acc: 90.714% (38550/42496) 332/391 [=======================================================>.........] Step: 377ms | Tot: 2m1s | Loss: 0.267 | Acc: 90.716% (38667/42624) 333/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.267 | Acc: 90.723% (38786/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.267 | Acc: 90.716% (38899/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.267 | Acc: 90.716% (39015/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m3s | Loss: 0.267 | Acc: 90.708% (39128/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.267 | Acc: 90.708% (39244/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.267 | Acc: 90.701% (39357/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.267 | Acc: 90.715% (39479/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.267 | Acc: 90.710% (39593/43648) 341/391 [========================================================>........] Step: 381ms | Tot: 2m4s | Loss: 0.267 | Acc: 90.707% (39708/43776) 342/391 [========================================================>........] Step: 381ms | Tot: 2m5s | Loss: 0.267 | Acc: 90.712% (39826/43904) 343/391 [=========================================================>.......] Step: 374ms | Tot: 2m5s | Loss: 0.267 | Acc: 90.716% (39944/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.267 | Acc: 90.707% (40056/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.267 | Acc: 90.702% (40170/44288) 346/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.268 | Acc: 90.693% (40282/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.268 | Acc: 90.692% (40398/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.267 | Acc: 90.697% (40516/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.267 | Acc: 90.699% (40633/44800) 350/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.268 | Acc: 90.701% (40750/44928) 351/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.267 | Acc: 90.709% (40870/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.268 | Acc: 90.709% (40986/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m9s | Loss: 0.268 | Acc: 90.704% (41100/45312) 354/391 [==========================================================>......] Step: 374ms | Tot: 2m9s | Loss: 0.268 | Acc: 90.695% (41212/45440) 355/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.268 | Acc: 90.693% (41327/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.268 | Acc: 90.695% (41444/45696) 357/391 [===========================================================>.....] Step: 374ms | Tot: 2m10s | Loss: 0.268 | Acc: 90.688% (41557/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.269 | Acc: 90.675% (41667/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.269 | Acc: 90.684% (41787/46080) 360/391 [===========================================================>.....] Step: 377ms | Tot: 2m11s | Loss: 0.269 | Acc: 90.675% (41899/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.269 | Acc: 90.672% (42014/46336) 362/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.269 | Acc: 90.662% (42125/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.269 | Acc: 90.646% (42234/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.269 | Acc: 90.644% (42349/46720) 365/391 [============================================================>....] Step: 372ms | Tot: 2m13s | Loss: 0.269 | Acc: 90.651% (42468/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m14s | Loss: 0.269 | Acc: 90.644% (42581/46976) 367/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.269 | Acc: 90.644% (42697/47104) 368/391 [=============================================================>...] Step: 374ms | Tot: 2m14s | Loss: 0.269 | Acc: 90.640% (42811/47232) 369/391 [=============================================================>...] Step: 384ms | Tot: 2m15s | Loss: 0.269 | Acc: 90.642% (42928/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.269 | Acc: 90.650% (43048/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m16s | Loss: 0.269 | Acc: 90.650% (43164/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.269 | Acc: 90.652% (43281/47744) 373/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.269 | Acc: 90.648% (43395/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.269 | Acc: 90.638% (43506/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.269 | Acc: 90.640% (43623/48128) 376/391 [==============================================================>..] Step: 375ms | Tot: 2m17s | Loss: 0.269 | Acc: 90.625% (43732/48256) 377/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.269 | Acc: 90.625% (43848/48384) 378/391 [==============================================================>..] Step: 368ms | Tot: 2m18s | Loss: 0.270 | Acc: 90.617% (43960/48512) 379/391 [===============================================================>.] Step: 375ms | Tot: 2m18s | Loss: 0.270 | Acc: 90.602% (44069/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.270 | Acc: 90.594% (44181/48768) 381/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.270 | Acc: 90.590% (44295/48896) 382/391 [===============================================================>.] Step: 376ms | Tot: 2m20s | Loss: 0.270 | Acc: 90.590% (44411/49024) 383/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.270 | Acc: 90.592% (44528/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.270 | Acc: 90.582% (44639/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.270 | Acc: 90.574% (44751/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.270 | Acc: 90.581% (44870/49536) 387/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.270 | Acc: 90.577% (44984/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.270 | Acc: 90.573% (45098/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.271 | Acc: 90.565% (45210/49920) 390/391 [================================================================>] Step: 347ms | Tot: 2m23s | Loss: 0.271 | Acc: 90.566% (45283/50000) 391/391 + [>................................................................] Step: 477ms | Tot: 2ms | Loss: 0.405 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 299ms | Tot: 301ms | Loss: 0.383 | Acc: 84.000% (168/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 591ms | Loss: 0.409 | Acc: 85.000% (255/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 889ms | Loss: 0.398 | Acc: 85.500% (342/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s186ms | Loss: 0.387 | Acc: 85.600% (428/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s486ms | Loss: 0.344 | Acc: 87.500% (525/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s788ms | Loss: 0.340 | Acc: 87.857% (615/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s88ms | Loss: 0.367 | Acc: 87.000% (696/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s393ms | Loss: 0.387 | Acc: 86.333% (777/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s691ms | Loss: 0.394 | Acc: 86.200% (862/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s991ms | Loss: 0.407 | Acc: 86.000% (946/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s296ms | Loss: 0.428 | Acc: 85.667% (1028/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s593ms | Loss: 0.420 | Acc: 85.692% (1114/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s892ms | Loss: 0.416 | Acc: 86.000% (1204/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s194ms | Loss: 0.410 | Acc: 86.067% (1291/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s496ms | Loss: 0.404 | Acc: 86.188% (1379/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s802ms | Loss: 0.398 | Acc: 86.294% (1467/1700) 17/100 [===========>.....................................................] Step: 308ms | Tot: 5s111ms | Loss: 0.399 | Acc: 86.278% (1553/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s421ms | Loss: 0.406 | Acc: 86.263% (1639/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s723ms | Loss: 0.413 | Acc: 86.100% (1722/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s26ms | Loss: 0.411 | Acc: 86.143% (1809/2100) 21/100 [=============>...................................................] Step: 313ms | Tot: 6s340ms | Loss: 0.409 | Acc: 86.091% (1894/2200) 22/100 [==============>..................................................] Step: 315ms | Tot: 6s655ms | Loss: 0.413 | Acc: 86.000% (1978/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 6s962ms | Loss: 0.418 | Acc: 85.958% (2063/2400) 24/100 [===============>.................................................] Step: 309ms | Tot: 7s272ms | Loss: 0.422 | Acc: 85.880% (2147/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s570ms | Loss: 0.426 | Acc: 85.692% (2228/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s879ms | Loss: 0.421 | Acc: 85.778% (2316/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s184ms | Loss: 0.420 | Acc: 85.857% (2404/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s489ms | Loss: 0.422 | Acc: 85.897% (2491/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s792ms | Loss: 0.423 | Acc: 85.767% (2573/3000) 30/100 [===================>.............................................] Step: 317ms | Tot: 9s110ms | Loss: 0.421 | Acc: 85.677% (2656/3100) 31/100 [====================>............................................] Step: 315ms | Tot: 9s426ms | Loss: 0.419 | Acc: 85.844% (2747/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s732ms | Loss: 0.417 | Acc: 85.788% (2831/3300) 33/100 [=====================>...........................................] Step: 311ms | Tot: 10s44ms | Loss: 0.417 | Acc: 85.765% (2916/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s355ms | Loss: 0.422 | Acc: 85.714% (3000/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s661ms | Loss: 0.421 | Acc: 85.806% (3089/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s964ms | Loss: 0.427 | Acc: 85.703% (3171/3700) 37/100 [========================>........................................] Step: 315ms | Tot: 11s279ms | Loss: 0.428 | Acc: 85.632% (3254/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s582ms | Loss: 0.427 | Acc: 85.692% (3342/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s888ms | Loss: 0.429 | Acc: 85.700% (3428/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s197ms | Loss: 0.431 | Acc: 85.732% (3515/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s498ms | Loss: 0.433 | Acc: 85.690% (3599/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s803ms | Loss: 0.429 | Acc: 85.767% (3688/4300) 43/100 [===========================>.....................................] Step: 317ms | Tot: 13s120ms | Loss: 0.431 | Acc: 85.727% (3772/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s427ms | Loss: 0.428 | Acc: 85.844% (3863/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s729ms | Loss: 0.429 | Acc: 85.717% (3943/4600) 46/100 [=============================>...................................] Step: 297ms | Tot: 14s27ms | Loss: 0.429 | Acc: 85.723% (4029/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s337ms | Loss: 0.431 | Acc: 85.667% (4112/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s637ms | Loss: 0.429 | Acc: 85.755% (4202/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s941ms | Loss: 0.431 | Acc: 85.720% (4286/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s247ms | Loss: 0.428 | Acc: 85.804% (4376/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s549ms | Loss: 0.430 | Acc: 85.750% (4459/5200) 52/100 [=================================>...............................] Step: 308ms | Tot: 15s857ms | Loss: 0.432 | Acc: 85.717% (4543/5300) 53/100 [==================================>..............................] Step: 299ms | Tot: 16s157ms | Loss: 0.431 | Acc: 85.741% (4630/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s468ms | Loss: 0.429 | Acc: 85.836% (4721/5500) 55/100 [===================================>.............................] Step: 298ms | Tot: 16s766ms | Loss: 0.431 | Acc: 85.786% (4804/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s68ms | Loss: 0.432 | Acc: 85.754% (4888/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s380ms | Loss: 0.430 | Acc: 85.810% (4977/5800) 58/100 [=====================================>...........................] Step: 298ms | Tot: 17s678ms | Loss: 0.435 | Acc: 85.610% (5051/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 17s981ms | Loss: 0.436 | Acc: 85.600% (5136/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s287ms | Loss: 0.437 | Acc: 85.607% (5222/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s589ms | Loss: 0.437 | Acc: 85.645% (5310/6200) 62/100 [========================================>........................] Step: 298ms | Tot: 18s888ms | Loss: 0.439 | Acc: 85.619% (5394/6300) 63/100 [========================================>........................] Step: 310ms | Tot: 19s199ms | Loss: 0.436 | Acc: 85.703% (5485/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s504ms | Loss: 0.436 | Acc: 85.677% (5569/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s807ms | Loss: 0.436 | Acc: 85.697% (5656/6600) 66/100 [==========================================>......................] Step: 301ms | Tot: 20s108ms | Loss: 0.433 | Acc: 85.746% (5745/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s419ms | Loss: 0.433 | Acc: 85.765% (5832/6800) 68/100 [============================================>....................] Step: 298ms | Tot: 20s717ms | Loss: 0.431 | Acc: 85.812% (5921/6900) 69/100 [============================================>....................] Step: 298ms | Tot: 21s16ms | Loss: 0.432 | Acc: 85.743% (6002/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s325ms | Loss: 0.435 | Acc: 85.690% (6084/7100) 71/100 [==============================================>..................] Step: 302ms | Tot: 21s628ms | Loss: 0.436 | Acc: 85.667% (6168/7200) 72/100 [==============================================>..................] Step: 301ms | Tot: 21s929ms | Loss: 0.434 | Acc: 85.740% (6259/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s235ms | Loss: 0.434 | Acc: 85.770% (6347/7400) 74/100 [================================================>................] Step: 298ms | Tot: 22s533ms | Loss: 0.434 | Acc: 85.800% (6435/7500) 75/100 [================================================>................] Step: 302ms | Tot: 22s835ms | Loss: 0.435 | Acc: 85.803% (6521/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s143ms | Loss: 0.434 | Acc: 85.831% (6609/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s446ms | Loss: 0.433 | Acc: 85.833% (6695/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 23s756ms | Loss: 0.432 | Acc: 85.861% (6783/7900) 79/100 [===================================================>.............] Step: 316ms | Tot: 24s73ms | Loss: 0.433 | Acc: 85.850% (6868/8000) 80/100 [====================================================>............] Step: 314ms | Tot: 24s387ms | Loss: 0.430 | Acc: 85.938% (6961/8100) 81/100 [====================================================>............] Step: 316ms | Tot: 24s703ms | Loss: 0.430 | Acc: 85.927% (7046/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s9ms | Loss: 0.431 | Acc: 85.904% (7130/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s317ms | Loss: 0.432 | Acc: 85.905% (7216/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s629ms | Loss: 0.432 | Acc: 85.941% (7305/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s933ms | Loss: 0.435 | Acc: 85.849% (7383/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s240ms | Loss: 0.435 | Acc: 85.828% (7467/8700) 87/100 [========================================================>........] Step: 302ms | Tot: 26s543ms | Loss: 0.436 | Acc: 85.841% (7554/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s850ms | Loss: 0.435 | Acc: 85.820% (7638/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s161ms | Loss: 0.435 | Acc: 85.822% (7724/9000) 90/100 [==========================================================>......] Step: 309ms | Tot: 27s470ms | Loss: 0.433 | Acc: 85.879% (7815/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 27s775ms | Loss: 0.431 | Acc: 85.935% (7906/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s78ms | Loss: 0.432 | Acc: 85.914% (7990/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s391ms | Loss: 0.431 | Acc: 85.894% (8074/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s699ms | Loss: 0.431 | Acc: 85.895% (8160/9500) 95/100 [=============================================================>...] Step: 301ms | Tot: 29s1ms | Loss: 0.431 | Acc: 85.906% (8247/9600) 96/100 [==============================================================>..] Step: 311ms | Tot: 29s313ms | Loss: 0.429 | Acc: 85.938% (8336/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s619ms | Loss: 0.430 | Acc: 85.898% (8418/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 29s927ms | Loss: 0.429 | Acc: 85.929% (8507/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s236ms | Loss: 0.429 | Acc: 85.950% (8595/10000) 100/100 + +Epoch: 123 + [>................................................................] Step: 618ms | Tot: 2ms | Loss: 0.341 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.319 | Acc: 86.719% (222/256) 2/391 [>................................................................] Step: 371ms | Tot: 760ms | Loss: 0.303 | Acc: 87.500% (336/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s132ms | Loss: 0.287 | Acc: 88.477% (453/512) 4/391 [>................................................................] Step: 377ms | Tot: 1s509ms | Loss: 0.293 | Acc: 88.906% (569/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s882ms | Loss: 0.271 | Acc: 89.844% (690/768) 6/391 [>................................................................] Step: 375ms | Tot: 2s257ms | Loss: 0.263 | Acc: 90.179% (808/896) 7/391 [=>...............................................................] Step: 379ms | Tot: 2s637ms | Loss: 0.260 | Acc: 90.430% (926/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 3s5ms | Loss: 0.263 | Acc: 90.451% (1042/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s373ms | Loss: 0.265 | Acc: 90.078% (1153/1280) 10/391 [=>...............................................................] Step: 371ms | Tot: 3s745ms | Loss: 0.272 | Acc: 90.057% (1268/1408) 11/391 [=>...............................................................] Step: 375ms | Tot: 4s121ms | Loss: 0.272 | Acc: 90.234% (1386/1536) 12/391 [=>...............................................................] Step: 379ms | Tot: 4s500ms | Loss: 0.271 | Acc: 90.264% (1502/1664) 13/391 [==>..............................................................] Step: 370ms | Tot: 4s871ms | Loss: 0.271 | Acc: 90.290% (1618/1792) 14/391 [==>..............................................................] Step: 364ms | Tot: 5s236ms | Loss: 0.279 | Acc: 89.740% (1723/1920) 15/391 [==>..............................................................] Step: 378ms | Tot: 5s614ms | Loss: 0.280 | Acc: 89.746% (1838/2048) 16/391 [==>..............................................................] Step: 379ms | Tot: 5s994ms | Loss: 0.278 | Acc: 89.706% (1952/2176) 17/391 [==>..............................................................] Step: 382ms | Tot: 6s377ms | Loss: 0.279 | Acc: 89.844% (2070/2304) 18/391 [==>..............................................................] Step: 364ms | Tot: 6s741ms | Loss: 0.278 | Acc: 89.885% (2186/2432) 19/391 [===>.............................................................] Step: 367ms | Tot: 7s108ms | Loss: 0.276 | Acc: 90.156% (2308/2560) 20/391 [===>.............................................................] Step: 377ms | Tot: 7s486ms | Loss: 0.275 | Acc: 90.327% (2428/2688) 21/391 [===>.............................................................] Step: 374ms | Tot: 7s860ms | Loss: 0.271 | Acc: 90.447% (2547/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s228ms | Loss: 0.268 | Acc: 90.421% (2662/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s595ms | Loss: 0.266 | Acc: 90.560% (2782/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s958ms | Loss: 0.263 | Acc: 90.688% (2902/3200) 25/391 [====>............................................................] Step: 381ms | Tot: 9s340ms | Loss: 0.263 | Acc: 90.625% (3016/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s711ms | Loss: 0.262 | Acc: 90.654% (3133/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 10s83ms | Loss: 0.260 | Acc: 90.765% (3253/3584) 28/391 [====>............................................................] Step: 377ms | Tot: 10s461ms | Loss: 0.257 | Acc: 90.867% (3373/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s827ms | Loss: 0.259 | Acc: 90.807% (3487/3840) 30/391 [====>............................................................] Step: 367ms | Tot: 11s194ms | Loss: 0.258 | Acc: 90.852% (3605/3968) 31/391 [=====>...........................................................] Step: 381ms | Tot: 11s576ms | Loss: 0.260 | Acc: 90.796% (3719/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s941ms | Loss: 0.261 | Acc: 90.696% (3831/4224) 33/391 [=====>...........................................................] Step: 374ms | Tot: 12s315ms | Loss: 0.261 | Acc: 90.809% (3952/4352) 34/391 [=====>...........................................................] Step: 380ms | Tot: 12s696ms | Loss: 0.262 | Acc: 90.759% (4066/4480) 35/391 [=====>...........................................................] Step: 376ms | Tot: 13s73ms | Loss: 0.266 | Acc: 90.712% (4180/4608) 36/391 [=====>...........................................................] Step: 376ms | Tot: 13s450ms | Loss: 0.265 | Acc: 90.709% (4296/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s811ms | Loss: 0.264 | Acc: 90.728% (4413/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 14s179ms | Loss: 0.261 | Acc: 90.825% (4534/4992) 39/391 [======>..........................................................] Step: 372ms | Tot: 14s552ms | Loss: 0.264 | Acc: 90.859% (4652/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s920ms | Loss: 0.263 | Acc: 90.854% (4768/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 15s286ms | Loss: 0.264 | Acc: 90.774% (4880/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s656ms | Loss: 0.263 | Acc: 90.843% (5000/5504) 43/391 [=======>.........................................................] Step: 375ms | Tot: 16s32ms | Loss: 0.263 | Acc: 90.856% (5117/5632) 44/391 [=======>.........................................................] Step: 376ms | Tot: 16s408ms | Loss: 0.261 | Acc: 90.972% (5240/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s772ms | Loss: 0.260 | Acc: 90.982% (5357/5888) 46/391 [=======>.........................................................] Step: 365ms | Tot: 17s137ms | Loss: 0.258 | Acc: 91.024% (5476/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s510ms | Loss: 0.260 | Acc: 90.999% (5591/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s874ms | Loss: 0.260 | Acc: 91.055% (5711/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 18s239ms | Loss: 0.259 | Acc: 91.062% (5828/6400) 50/391 [========>........................................................] Step: 369ms | Tot: 18s609ms | Loss: 0.258 | Acc: 91.100% (5947/6528) 51/391 [========>........................................................] Step: 380ms | Tot: 18s989ms | Loss: 0.258 | Acc: 91.106% (6064/6656) 52/391 [========>........................................................] Step: 384ms | Tot: 19s374ms | Loss: 0.260 | Acc: 91.023% (6175/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s750ms | Loss: 0.258 | Acc: 91.088% (6296/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 20s117ms | Loss: 0.260 | Acc: 91.009% (6407/7040) 55/391 [=========>.......................................................] Step: 379ms | Tot: 20s496ms | Loss: 0.261 | Acc: 90.974% (6521/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s870ms | Loss: 0.259 | Acc: 91.009% (6640/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 21s235ms | Loss: 0.260 | Acc: 90.989% (6755/7424) 58/391 [=========>.......................................................] Step: 381ms | Tot: 21s616ms | Loss: 0.259 | Acc: 91.049% (6876/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s987ms | Loss: 0.260 | Acc: 91.016% (6990/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s355ms | Loss: 0.259 | Acc: 91.086% (7112/7808) 61/391 [==========>......................................................] Step: 369ms | Tot: 22s725ms | Loss: 0.259 | Acc: 91.104% (7230/7936) 62/391 [==========>......................................................] Step: 369ms | Tot: 23s94ms | Loss: 0.260 | Acc: 91.047% (7342/8064) 63/391 [==========>......................................................] Step: 373ms | Tot: 23s468ms | Loss: 0.261 | Acc: 90.991% (7454/8192) 64/391 [==========>......................................................] Step: 377ms | Tot: 23s845ms | Loss: 0.261 | Acc: 90.938% (7566/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 24s212ms | Loss: 0.261 | Acc: 90.897% (7679/8448) 66/391 [==========>......................................................] Step: 371ms | Tot: 24s584ms | Loss: 0.260 | Acc: 90.951% (7800/8576) 67/391 [===========>.....................................................] Step: 371ms | Tot: 24s955ms | Loss: 0.259 | Acc: 90.958% (7917/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 25s320ms | Loss: 0.258 | Acc: 91.021% (8039/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s684ms | Loss: 0.258 | Acc: 91.027% (8156/8960) 70/391 [===========>.....................................................] Step: 373ms | Tot: 26s57ms | Loss: 0.260 | Acc: 90.999% (8270/9088) 71/391 [===========>.....................................................] Step: 372ms | Tot: 26s429ms | Loss: 0.260 | Acc: 91.016% (8388/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s796ms | Loss: 0.261 | Acc: 90.978% (8501/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 27s162ms | Loss: 0.262 | Acc: 90.931% (8613/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 27s531ms | Loss: 0.261 | Acc: 90.958% (8732/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s898ms | Loss: 0.260 | Acc: 90.985% (8851/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 28s267ms | Loss: 0.260 | Acc: 90.990% (8968/9856) 77/391 [============>....................................................] Step: 375ms | Tot: 28s642ms | Loss: 0.260 | Acc: 90.946% (9080/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 29s10ms | Loss: 0.259 | Acc: 91.001% (9202/10112) 79/391 [=============>...................................................] Step: 375ms | Tot: 29s386ms | Loss: 0.260 | Acc: 90.996% (9318/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s754ms | Loss: 0.259 | Acc: 91.030% (9438/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 30s121ms | Loss: 0.260 | Acc: 90.987% (9550/10496) 82/391 [=============>...................................................] Step: 371ms | Tot: 30s492ms | Loss: 0.260 | Acc: 91.011% (9669/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s857ms | Loss: 0.259 | Acc: 91.025% (9787/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 31s221ms | Loss: 0.262 | Acc: 90.928% (9893/10880) 85/391 [==============>..................................................] Step: 374ms | Tot: 31s595ms | Loss: 0.263 | Acc: 90.907% (10007/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s964ms | Loss: 0.264 | Acc: 90.867% (10119/11136) 87/391 [==============>..................................................] Step: 369ms | Tot: 32s334ms | Loss: 0.265 | Acc: 90.865% (10235/11264) 88/391 [==============>..................................................] Step: 372ms | Tot: 32s706ms | Loss: 0.264 | Acc: 90.871% (10352/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 33s78ms | Loss: 0.263 | Acc: 90.894% (10471/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 33s449ms | Loss: 0.263 | Acc: 90.925% (10591/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s820ms | Loss: 0.262 | Acc: 90.939% (10709/11776) 92/391 [===============>.................................................] Step: 360ms | Tot: 34s180ms | Loss: 0.261 | Acc: 90.986% (10831/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 34s552ms | Loss: 0.260 | Acc: 91.016% (10951/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s918ms | Loss: 0.260 | Acc: 91.028% (11069/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 35s286ms | Loss: 0.261 | Acc: 91.024% (11185/12288) 96/391 [===============>.................................................] Step: 371ms | Tot: 35s657ms | Loss: 0.261 | Acc: 91.028% (11302/12416) 97/391 [================>................................................] Step: 369ms | Tot: 36s26ms | Loss: 0.261 | Acc: 91.016% (11417/12544) 98/391 [================>................................................] Step: 374ms | Tot: 36s401ms | Loss: 0.262 | Acc: 91.020% (11534/12672) 99/391 [================>................................................] Step: 365ms | Tot: 36s766ms | Loss: 0.262 | Acc: 90.969% (11644/12800) 100/391 [================>................................................] Step: 357ms | Tot: 37s124ms | Loss: 0.261 | Acc: 91.004% (11765/12928) 101/391 [================>................................................] Step: 370ms | Tot: 37s494ms | Loss: 0.260 | Acc: 91.016% (11883/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s858ms | Loss: 0.260 | Acc: 91.019% (12000/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 38s224ms | Loss: 0.261 | Acc: 90.978% (12111/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 38s589ms | Loss: 0.261 | Acc: 90.952% (12224/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s953ms | Loss: 0.261 | Acc: 90.920% (12336/13568) 106/391 [=================>...............................................] Step: 373ms | Tot: 39s327ms | Loss: 0.262 | Acc: 90.910% (12451/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s694ms | Loss: 0.263 | Acc: 90.885% (12564/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 40s60ms | Loss: 0.263 | Acc: 90.883% (12680/13952) 109/391 [==================>..............................................] Step: 375ms | Tot: 40s435ms | Loss: 0.263 | Acc: 90.859% (12793/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s798ms | Loss: 0.264 | Acc: 90.843% (12907/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 41s171ms | Loss: 0.264 | Acc: 90.834% (13022/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 41s541ms | Loss: 0.263 | Acc: 90.867% (13143/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s904ms | Loss: 0.263 | Acc: 90.872% (13260/14592) 114/391 [==================>..............................................] Step: 367ms | Tot: 42s272ms | Loss: 0.263 | Acc: 90.897% (13380/14720) 115/391 [===================>.............................................] Step: 380ms | Tot: 42s653ms | Loss: 0.263 | Acc: 90.908% (13498/14848) 116/391 [===================>.............................................] Step: 371ms | Tot: 43s25ms | Loss: 0.264 | Acc: 90.885% (13611/14976) 117/391 [===================>.............................................] Step: 374ms | Tot: 43s399ms | Loss: 0.264 | Acc: 90.877% (13726/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s766ms | Loss: 0.264 | Acc: 90.874% (13842/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 44s131ms | Loss: 0.265 | Acc: 90.833% (13952/15360) 120/391 [===================>.............................................] Step: 374ms | Tot: 44s505ms | Loss: 0.264 | Acc: 90.851% (14071/15488) 121/391 [====================>............................................] Step: 370ms | Tot: 44s876ms | Loss: 0.264 | Acc: 90.843% (14186/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 45s240ms | Loss: 0.265 | Acc: 90.828% (14300/15744) 123/391 [====================>............................................] Step: 371ms | Tot: 45s611ms | Loss: 0.265 | Acc: 90.839% (14418/15872) 124/391 [====================>............................................] Step: 371ms | Tot: 45s983ms | Loss: 0.265 | Acc: 90.812% (14530/16000) 125/391 [====================>............................................] Step: 372ms | Tot: 46s355ms | Loss: 0.265 | Acc: 90.805% (14645/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 46s716ms | Loss: 0.265 | Acc: 90.803% (14761/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 47s82ms | Loss: 0.266 | Acc: 90.771% (14872/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 47s456ms | Loss: 0.265 | Acc: 90.795% (14992/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 47s816ms | Loss: 0.265 | Acc: 90.805% (15110/16640) 130/391 [=====================>...........................................] Step: 368ms | Tot: 48s184ms | Loss: 0.265 | Acc: 90.810% (15227/16768) 131/391 [=====================>...........................................] Step: 373ms | Tot: 48s558ms | Loss: 0.265 | Acc: 90.773% (15337/16896) 132/391 [=====================>...........................................] Step: 366ms | Tot: 48s925ms | Loss: 0.265 | Acc: 90.801% (15458/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 49s298ms | Loss: 0.265 | Acc: 90.800% (15574/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s665ms | Loss: 0.264 | Acc: 90.822% (15694/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 50s31ms | Loss: 0.265 | Acc: 90.809% (15808/17408) 136/391 [======================>..........................................] Step: 371ms | Tot: 50s403ms | Loss: 0.265 | Acc: 90.807% (15924/17536) 137/391 [======================>..........................................] Step: 373ms | Tot: 50s776ms | Loss: 0.265 | Acc: 90.795% (16038/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 51s144ms | Loss: 0.265 | Acc: 90.799% (16155/17792) 139/391 [=======================>.........................................] Step: 378ms | Tot: 51s522ms | Loss: 0.265 | Acc: 90.792% (16270/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s886ms | Loss: 0.265 | Acc: 90.797% (16387/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 52s253ms | Loss: 0.265 | Acc: 90.807% (16505/18176) 142/391 [=======================>.........................................] Step: 401ms | Tot: 52s654ms | Loss: 0.265 | Acc: 90.789% (16618/18304) 143/391 [=======================>.........................................] Step: 376ms | Tot: 53s31ms | Loss: 0.266 | Acc: 90.761% (16729/18432) 144/391 [=======================>.........................................] Step: 393ms | Tot: 53s425ms | Loss: 0.265 | Acc: 90.765% (16846/18560) 145/391 [========================>........................................] Step: 372ms | Tot: 53s797ms | Loss: 0.265 | Acc: 90.780% (16965/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 54s163ms | Loss: 0.265 | Acc: 90.779% (17081/18816) 147/391 [========================>........................................] Step: 369ms | Tot: 54s532ms | Loss: 0.265 | Acc: 90.789% (17199/18944) 148/391 [========================>........................................] Step: 376ms | Tot: 54s909ms | Loss: 0.265 | Acc: 90.788% (17315/19072) 149/391 [========================>........................................] Step: 374ms | Tot: 55s283ms | Loss: 0.265 | Acc: 90.792% (17432/19200) 150/391 [========================>........................................] Step: 374ms | Tot: 55s658ms | Loss: 0.265 | Acc: 90.775% (17545/19328) 151/391 [=========================>.......................................] Step: 381ms | Tot: 56s40ms | Loss: 0.265 | Acc: 90.795% (17665/19456) 152/391 [=========================>.......................................] Step: 374ms | Tot: 56s414ms | Loss: 0.265 | Acc: 90.799% (17782/19584) 153/391 [=========================>.......................................] Step: 371ms | Tot: 56s786ms | Loss: 0.266 | Acc: 90.772% (17893/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 57s155ms | Loss: 0.265 | Acc: 90.771% (18009/19840) 155/391 [=========================>.......................................] Step: 377ms | Tot: 57s532ms | Loss: 0.266 | Acc: 90.735% (18118/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 57s899ms | Loss: 0.267 | Acc: 90.695% (18226/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 58s264ms | Loss: 0.267 | Acc: 90.655% (18334/20224) 158/391 [==========================>......................................] Step: 374ms | Tot: 58s638ms | Loss: 0.267 | Acc: 90.650% (18449/20352) 159/391 [==========================>......................................] Step: 367ms | Tot: 59s6ms | Loss: 0.266 | Acc: 90.674% (18570/20480) 160/391 [==========================>......................................] Step: 382ms | Tot: 59s389ms | Loss: 0.266 | Acc: 90.693% (18690/20608) 161/391 [==========================>......................................] Step: 364ms | Tot: 59s753ms | Loss: 0.267 | Acc: 90.688% (18805/20736) 162/391 [==========================>......................................] Step: 371ms | Tot: 1m125ms | Loss: 0.267 | Acc: 90.683% (18920/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 1m497ms | Loss: 0.267 | Acc: 90.663% (19032/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 1m866ms | Loss: 0.267 | Acc: 90.663% (19148/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.268 | Acc: 90.649% (19261/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.268 | Acc: 90.634% (19374/21376) 167/391 [===========================>.....................................] Step: 355ms | Tot: 1m1s | Loss: 0.268 | Acc: 90.630% (19489/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m2s | Loss: 0.268 | Acc: 90.662% (19612/21632) 169/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.268 | Acc: 90.657% (19727/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.267 | Acc: 90.671% (19846/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.267 | Acc: 90.661% (19960/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.267 | Acc: 90.666% (20077/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m4s | Loss: 0.268 | Acc: 90.661% (20192/22272) 174/391 [============================>....................................] Step: 373ms | Tot: 1m4s | Loss: 0.268 | Acc: 90.652% (20306/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.268 | Acc: 90.629% (20417/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.268 | Acc: 90.634% (20534/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.268 | Acc: 90.638% (20651/22784) 178/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.268 | Acc: 90.642% (20768/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m6s | Loss: 0.269 | Acc: 90.612% (20877/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m6s | Loss: 0.268 | Acc: 90.651% (21002/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.268 | Acc: 90.655% (21119/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.268 | Acc: 90.651% (21234/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.269 | Acc: 90.633% (21346/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m8s | Loss: 0.268 | Acc: 90.655% (21467/23680) 185/391 [==============================>..................................] Step: 371ms | Tot: 1m8s | Loss: 0.269 | Acc: 90.625% (21576/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.269 | Acc: 90.617% (21690/23936) 187/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.269 | Acc: 90.600% (21802/24064) 188/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.269 | Acc: 90.613% (21921/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.269 | Acc: 90.604% (22035/24320) 190/391 [===============================>.................................] Step: 362ms | Tot: 1m10s | Loss: 0.269 | Acc: 90.605% (22151/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.268 | Acc: 90.633% (22274/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m11s | Loss: 0.268 | Acc: 90.649% (22394/24704) 193/391 [================================>................................] Step: 376ms | Tot: 1m11s | Loss: 0.268 | Acc: 90.665% (22514/24832) 194/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.268 | Acc: 90.661% (22629/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.268 | Acc: 90.661% (22745/25088) 196/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.268 | Acc: 90.653% (22859/25216) 197/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.268 | Acc: 90.653% (22975/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m13s | Loss: 0.269 | Acc: 90.625% (23084/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.269 | Acc: 90.625% (23200/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.269 | Acc: 90.641% (23320/25728) 201/391 [=================================>...............................] Step: 376ms | Tot: 1m14s | Loss: 0.269 | Acc: 90.640% (23436/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.269 | Acc: 90.648% (23554/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.269 | Acc: 90.663% (23674/26112) 204/391 [=================================>...............................] Step: 374ms | Tot: 1m15s | Loss: 0.269 | Acc: 90.659% (23789/26240) 205/391 [==================================>..............................] Step: 378ms | Tot: 1m15s | Loss: 0.270 | Acc: 90.648% (23902/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.270 | Acc: 90.636% (24015/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.270 | Acc: 90.636% (24131/26624) 208/391 [==================================>..............................] Step: 379ms | Tot: 1m17s | Loss: 0.270 | Acc: 90.636% (24247/26752) 209/391 [==================================>..............................] Step: 375ms | Tot: 1m17s | Loss: 0.270 | Acc: 90.636% (24363/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m17s | Loss: 0.270 | Acc: 90.632% (24478/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.271 | Acc: 90.614% (24589/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.271 | Acc: 90.603% (24702/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.271 | Acc: 90.610% (24820/27392) 214/391 [===================================>.............................] Step: 367ms | Tot: 1m19s | Loss: 0.270 | Acc: 90.618% (24938/27520) 215/391 [===================================>.............................] Step: 372ms | Tot: 1m19s | Loss: 0.270 | Acc: 90.629% (25057/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m19s | Loss: 0.270 | Acc: 90.629% (25173/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.270 | Acc: 90.625% (25288/27904) 218/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.270 | Acc: 90.621% (25403/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.270 | Acc: 90.643% (25525/28160) 220/391 [====================================>............................] Step: 375ms | Tot: 1m21s | Loss: 0.269 | Acc: 90.639% (25640/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.269 | Acc: 90.653% (25760/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m22s | Loss: 0.269 | Acc: 90.657% (25877/28544) 223/391 [=====================================>...........................] Step: 380ms | Tot: 1m22s | Loss: 0.269 | Acc: 90.653% (25992/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.269 | Acc: 90.667% (26112/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.268 | Acc: 90.687% (26234/28928) 226/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.269 | Acc: 90.684% (26349/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m24s | Loss: 0.268 | Acc: 90.683% (26465/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m24s | Loss: 0.268 | Acc: 90.693% (26584/29312) 229/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.268 | Acc: 90.713% (26706/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.269 | Acc: 90.686% (26814/29568) 231/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.269 | Acc: 90.669% (26925/29696) 232/391 [======================================>..........................] Step: 376ms | Tot: 1m25s | Loss: 0.269 | Acc: 90.669% (27041/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m26s | Loss: 0.268 | Acc: 90.682% (27161/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m26s | Loss: 0.268 | Acc: 90.682% (27277/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.268 | Acc: 90.688% (27395/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.269 | Acc: 90.671% (27506/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.269 | Acc: 90.661% (27619/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m28s | Loss: 0.268 | Acc: 90.681% (27741/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m28s | Loss: 0.269 | Acc: 90.677% (27856/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m28s | Loss: 0.269 | Acc: 90.670% (27970/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.269 | Acc: 90.661% (28083/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.268 | Acc: 90.686% (28207/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.268 | Acc: 90.692% (28325/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m30s | Loss: 0.268 | Acc: 90.679% (28437/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m30s | Loss: 0.269 | Acc: 90.663% (28548/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m30s | Loss: 0.269 | Acc: 90.669% (28666/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.270 | Acc: 90.622% (28767/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.270 | Acc: 90.609% (28879/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m32s | Loss: 0.270 | Acc: 90.606% (28994/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.270 | Acc: 90.591% (29105/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.270 | Acc: 90.582% (29218/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m33s | Loss: 0.270 | Acc: 90.576% (29332/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.270 | Acc: 90.588% (29452/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.270 | Acc: 90.600% (29572/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m34s | Loss: 0.270 | Acc: 90.591% (29685/32768) 256/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.270 | Acc: 90.576% (29796/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.271 | Acc: 90.567% (29909/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m35s | Loss: 0.271 | Acc: 90.562% (30023/33152) 259/391 [===========================================>.....................] Step: 376ms | Tot: 1m35s | Loss: 0.271 | Acc: 90.565% (30140/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.271 | Acc: 90.562% (30255/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.270 | Acc: 90.577% (30376/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.271 | Acc: 90.569% (30489/33664) 263/391 [===========================================>.....................] Step: 358ms | Tot: 1m37s | Loss: 0.270 | Acc: 90.584% (30610/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m37s | Loss: 0.270 | Acc: 90.596% (30730/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.270 | Acc: 90.613% (30852/34048) 266/391 [============================================>....................] Step: 356ms | Tot: 1m38s | Loss: 0.270 | Acc: 90.607% (30966/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.270 | Acc: 90.608% (31082/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.270 | Acc: 90.608% (31198/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.270 | Acc: 90.605% (31313/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m39s | Loss: 0.270 | Acc: 90.613% (31432/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.270 | Acc: 90.605% (31545/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.270 | Acc: 90.605% (31661/34944) 273/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.270 | Acc: 90.611% (31779/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m41s | Loss: 0.270 | Acc: 90.619% (31898/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m41s | Loss: 0.269 | Acc: 90.639% (32021/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m41s | Loss: 0.269 | Acc: 90.631% (32134/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.269 | Acc: 90.633% (32251/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.269 | Acc: 90.639% (32369/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.269 | Acc: 90.628% (32481/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.269 | Acc: 90.622% (32595/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.269 | Acc: 90.606% (32705/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m44s | Loss: 0.269 | Acc: 90.603% (32820/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.269 | Acc: 90.611% (32939/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.269 | Acc: 90.622% (33059/36480) 285/391 [===============================================>.................] Step: 359ms | Tot: 1m45s | Loss: 0.269 | Acc: 90.625% (33176/36608) 286/391 [===============================================>.................] Step: 378ms | Tot: 1m45s | Loss: 0.269 | Acc: 90.622% (33291/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.269 | Acc: 90.622% (33407/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m46s | Loss: 0.269 | Acc: 90.622% (33523/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.269 | Acc: 90.620% (33638/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.269 | Acc: 90.620% (33754/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.268 | Acc: 90.630% (33874/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.269 | Acc: 90.625% (33988/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m48s | Loss: 0.269 | Acc: 90.620% (34102/37632) 294/391 [================================================>................] Step: 387ms | Tot: 1m48s | Loss: 0.269 | Acc: 90.617% (34217/37760) 295/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.269 | Acc: 90.625% (34336/37888) 296/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.268 | Acc: 90.630% (34454/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.268 | Acc: 90.620% (34566/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.268 | Acc: 90.617% (34681/38272) 299/391 [=================================================>...............] Step: 355ms | Tot: 1m50s | Loss: 0.269 | Acc: 90.599% (34790/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m50s | Loss: 0.269 | Acc: 90.586% (34901/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.269 | Acc: 90.589% (35018/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.269 | Acc: 90.586% (35133/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.269 | Acc: 90.592% (35251/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.269 | Acc: 90.579% (35362/39040) 305/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.269 | Acc: 90.574% (35476/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m52s | Loss: 0.269 | Acc: 90.572% (35591/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m53s | Loss: 0.269 | Acc: 90.564% (35704/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.269 | Acc: 90.564% (35820/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.269 | Acc: 90.567% (35937/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m54s | Loss: 0.269 | Acc: 90.560% (36050/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.270 | Acc: 90.555% (36164/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.270 | Acc: 90.535% (36272/40064) 313/391 [====================================================>............] Step: 373ms | Tot: 1m55s | Loss: 0.270 | Acc: 90.535% (36388/40192) 314/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.270 | Acc: 90.541% (36506/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m56s | Loss: 0.270 | Acc: 90.541% (36622/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.270 | Acc: 90.536% (36736/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.270 | Acc: 90.537% (36852/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m57s | Loss: 0.270 | Acc: 90.529% (36965/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.270 | Acc: 90.537% (37084/40960) 320/391 [=====================================================>...........] Step: 355ms | Tot: 1m57s | Loss: 0.270 | Acc: 90.535% (37199/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m58s | Loss: 0.270 | Acc: 90.540% (37317/41216) 322/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.270 | Acc: 90.536% (37431/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.270 | Acc: 90.538% (37548/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m59s | Loss: 0.270 | Acc: 90.536% (37663/41600) 325/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.270 | Acc: 90.532% (37777/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 2m80ms | Loss: 0.270 | Acc: 90.541% (37897/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 2m448ms | Loss: 0.270 | Acc: 90.556% (38019/41984) 328/391 [======================================================>..........] Step: 365ms | Tot: 2m813ms | Loss: 0.270 | Acc: 90.559% (38136/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m1s | Loss: 0.270 | Acc: 90.556% (38251/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 2m1s | Loss: 0.270 | Acc: 90.559% (38368/42368) 331/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.270 | Acc: 90.569% (38488/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.269 | Acc: 90.578% (38608/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.270 | Acc: 90.564% (38718/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.269 | Acc: 90.567% (38835/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.270 | Acc: 90.569% (38952/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m3s | Loss: 0.270 | Acc: 90.555% (39062/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.270 | Acc: 90.558% (39179/43264) 338/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.270 | Acc: 90.556% (39294/43392) 339/391 [========================================================>........] Step: 355ms | Tot: 2m4s | Loss: 0.270 | Acc: 90.563% (39413/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m5s | Loss: 0.270 | Acc: 90.540% (39519/43648) 341/391 [========================================================>........] Step: 379ms | Tot: 2m5s | Loss: 0.270 | Acc: 90.534% (39632/43776) 342/391 [========================================================>........] Step: 370ms | Tot: 2m5s | Loss: 0.270 | Acc: 90.529% (39746/43904) 343/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.270 | Acc: 90.534% (39864/44032) 344/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.270 | Acc: 90.532% (39979/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.270 | Acc: 90.537% (40097/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.270 | Acc: 90.535% (40212/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.270 | Acc: 90.535% (40328/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m8s | Loss: 0.270 | Acc: 90.522% (40438/44672) 349/391 [==========================================================>......] Step: 375ms | Tot: 2m8s | Loss: 0.270 | Acc: 90.513% (40550/44800) 350/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.270 | Acc: 90.507% (40663/44928) 351/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.271 | Acc: 90.487% (40770/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.271 | Acc: 90.488% (40886/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.271 | Acc: 90.490% (41003/45312) 354/391 [==========================================================>......] Step: 358ms | Tot: 2m10s | Loss: 0.271 | Acc: 90.484% (41116/45440) 355/391 [===========================================================>.....] Step: 377ms | Tot: 2m10s | Loss: 0.271 | Acc: 90.476% (41228/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.271 | Acc: 90.474% (41343/45696) 357/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.271 | Acc: 90.479% (41461/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.271 | Acc: 90.473% (41574/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m12s | Loss: 0.271 | Acc: 90.475% (41691/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m12s | Loss: 0.271 | Acc: 90.478% (41808/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.271 | Acc: 90.476% (41923/46336) 362/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.271 | Acc: 90.479% (42040/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.271 | Acc: 90.477% (42155/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.271 | Acc: 90.471% (42268/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m14s | Loss: 0.271 | Acc: 90.478% (42387/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m14s | Loss: 0.271 | Acc: 90.474% (42501/46976) 367/391 [=============================================================>...] Step: 377ms | Tot: 2m15s | Loss: 0.271 | Acc: 90.479% (42619/47104) 368/391 [=============================================================>...] Step: 378ms | Tot: 2m15s | Loss: 0.271 | Acc: 90.470% (42731/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.271 | Acc: 90.473% (42848/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m16s | Loss: 0.272 | Acc: 90.454% (42955/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.272 | Acc: 90.457% (43072/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.272 | Acc: 90.468% (43193/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.272 | Acc: 90.458% (43304/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.272 | Acc: 90.458% (43420/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.272 | Acc: 90.455% (43534/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.272 | Acc: 90.449% (43647/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.271 | Acc: 90.451% (43764/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m19s | Loss: 0.272 | Acc: 90.450% (43879/48512) 379/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.272 | Acc: 90.452% (43996/48640) 380/391 [===============================================================>.] Step: 375ms | Tot: 2m19s | Loss: 0.271 | Acc: 90.463% (44117/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m20s | Loss: 0.271 | Acc: 90.470% (44236/48896) 382/391 [===============================================================>.] Step: 388ms | Tot: 2m20s | Loss: 0.271 | Acc: 90.466% (44350/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.271 | Acc: 90.464% (44465/49152) 384/391 [===============================================================>.] Step: 377ms | Tot: 2m21s | Loss: 0.271 | Acc: 90.459% (44578/49280) 385/391 [================================================================>] Step: 378ms | Tot: 2m21s | Loss: 0.271 | Acc: 90.455% (44692/49408) 386/391 [================================================================>] Step: 375ms | Tot: 2m22s | Loss: 0.271 | Acc: 90.451% (44806/49536) 387/391 [================================================================>] Step: 376ms | Tot: 2m22s | Loss: 0.272 | Acc: 90.452% (44922/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.272 | Acc: 90.440% (45032/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m23s | Loss: 0.272 | Acc: 90.437% (45146/49920) 390/391 [================================================================>] Step: 347ms | Tot: 2m23s | Loss: 0.272 | Acc: 90.434% (45217/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 2ms | Loss: 0.465 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 318ms | Tot: 321ms | Loss: 0.443 | Acc: 86.500% (173/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 617ms | Loss: 0.447 | Acc: 86.000% (258/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 915ms | Loss: 0.438 | Acc: 86.750% (347/400) 4/100 [==>..............................................................] Step: 308ms | Tot: 1s224ms | Loss: 0.451 | Acc: 86.600% (433/500) 5/100 [===>.............................................................] Step: 311ms | Tot: 1s535ms | Loss: 0.410 | Acc: 87.500% (525/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s833ms | Loss: 0.415 | Acc: 87.143% (610/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s133ms | Loss: 0.434 | Acc: 86.375% (691/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s439ms | Loss: 0.469 | Acc: 85.333% (768/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s739ms | Loss: 0.467 | Acc: 85.300% (853/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s41ms | Loss: 0.478 | Acc: 85.182% (937/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s348ms | Loss: 0.488 | Acc: 84.750% (1017/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s653ms | Loss: 0.480 | Acc: 84.769% (1102/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s952ms | Loss: 0.492 | Acc: 84.786% (1187/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s257ms | Loss: 0.485 | Acc: 84.933% (1274/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s565ms | Loss: 0.490 | Acc: 84.562% (1353/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s870ms | Loss: 0.482 | Acc: 84.647% (1439/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s174ms | Loss: 0.485 | Acc: 84.444% (1520/1800) 18/100 [===========>.....................................................] Step: 314ms | Tot: 5s488ms | Loss: 0.483 | Acc: 84.316% (1602/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s795ms | Loss: 0.503 | Acc: 83.800% (1676/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s99ms | Loss: 0.508 | Acc: 83.714% (1758/2100) 21/100 [=============>...................................................] Step: 314ms | Tot: 6s413ms | Loss: 0.503 | Acc: 83.818% (1844/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s719ms | Loss: 0.511 | Acc: 83.435% (1919/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 7s19ms | Loss: 0.513 | Acc: 83.417% (2002/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s329ms | Loss: 0.517 | Acc: 83.440% (2086/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s634ms | Loss: 0.520 | Acc: 83.308% (2166/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s938ms | Loss: 0.512 | Acc: 83.556% (2256/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s247ms | Loss: 0.510 | Acc: 83.571% (2340/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s552ms | Loss: 0.508 | Acc: 83.586% (2424/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s862ms | Loss: 0.505 | Acc: 83.533% (2506/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s172ms | Loss: 0.506 | Acc: 83.548% (2590/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s483ms | Loss: 0.505 | Acc: 83.562% (2674/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s788ms | Loss: 0.500 | Acc: 83.727% (2763/3300) 33/100 [=====================>...........................................] Step: 317ms | Tot: 10s105ms | Loss: 0.500 | Acc: 83.765% (2848/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s420ms | Loss: 0.504 | Acc: 83.686% (2929/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s724ms | Loss: 0.500 | Acc: 83.806% (3017/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 11s28ms | Loss: 0.502 | Acc: 83.811% (3101/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s341ms | Loss: 0.500 | Acc: 83.947% (3190/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s647ms | Loss: 0.498 | Acc: 84.128% (3281/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s954ms | Loss: 0.494 | Acc: 84.200% (3368/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s269ms | Loss: 0.498 | Acc: 84.195% (3452/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s573ms | Loss: 0.497 | Acc: 84.190% (3536/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s877ms | Loss: 0.490 | Acc: 84.372% (3628/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s184ms | Loss: 0.490 | Acc: 84.500% (3718/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s494ms | Loss: 0.489 | Acc: 84.467% (3801/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s801ms | Loss: 0.487 | Acc: 84.457% (3885/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s111ms | Loss: 0.487 | Acc: 84.426% (3968/4700) 47/100 [==============================>..................................] Step: 317ms | Tot: 14s429ms | Loss: 0.489 | Acc: 84.312% (4047/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s727ms | Loss: 0.485 | Acc: 84.367% (4134/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s35ms | Loss: 0.487 | Acc: 84.260% (4213/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s342ms | Loss: 0.488 | Acc: 84.353% (4302/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s645ms | Loss: 0.488 | Acc: 84.404% (4389/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s948ms | Loss: 0.487 | Acc: 84.377% (4472/5300) 53/100 [==================================>..............................] Step: 308ms | Tot: 16s256ms | Loss: 0.485 | Acc: 84.463% (4561/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s561ms | Loss: 0.484 | Acc: 84.473% (4646/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s868ms | Loss: 0.486 | Acc: 84.393% (4726/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s175ms | Loss: 0.486 | Acc: 84.333% (4807/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s486ms | Loss: 0.483 | Acc: 84.466% (4899/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s799ms | Loss: 0.483 | Acc: 84.441% (4982/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s103ms | Loss: 0.485 | Acc: 84.417% (5065/6000) 60/100 [=======================================>.........................] Step: 313ms | Tot: 18s417ms | Loss: 0.485 | Acc: 84.475% (5153/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s723ms | Loss: 0.481 | Acc: 84.565% (5243/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s29ms | Loss: 0.481 | Acc: 84.603% (5330/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s341ms | Loss: 0.479 | Acc: 84.688% (5420/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s645ms | Loss: 0.479 | Acc: 84.662% (5503/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s951ms | Loss: 0.479 | Acc: 84.697% (5590/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s263ms | Loss: 0.477 | Acc: 84.716% (5676/6700) 67/100 [===========================================>.....................] Step: 314ms | Tot: 20s577ms | Loss: 0.477 | Acc: 84.750% (5763/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 20s883ms | Loss: 0.476 | Acc: 84.768% (5849/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s192ms | Loss: 0.477 | Acc: 84.729% (5931/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s501ms | Loss: 0.476 | Acc: 84.746% (6017/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s806ms | Loss: 0.475 | Acc: 84.792% (6105/7200) 72/100 [==============================================>..................] Step: 304ms | Tot: 22s111ms | Loss: 0.474 | Acc: 84.822% (6192/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s423ms | Loss: 0.473 | Acc: 84.865% (6280/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s726ms | Loss: 0.474 | Acc: 84.840% (6363/7500) 75/100 [================================================>................] Step: 306ms | Tot: 23s32ms | Loss: 0.472 | Acc: 84.855% (6449/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s341ms | Loss: 0.470 | Acc: 84.896% (6537/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s648ms | Loss: 0.470 | Acc: 84.923% (6624/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s951ms | Loss: 0.470 | Acc: 84.937% (6710/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s255ms | Loss: 0.470 | Acc: 84.900% (6792/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s557ms | Loss: 0.468 | Acc: 84.963% (6882/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s863ms | Loss: 0.468 | Acc: 84.915% (6963/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s166ms | Loss: 0.467 | Acc: 84.940% (7050/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s473ms | Loss: 0.468 | Acc: 84.917% (7133/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s779ms | Loss: 0.469 | Acc: 84.847% (7212/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 26s81ms | Loss: 0.472 | Acc: 84.791% (7292/8600) 86/100 [=======================================================>.........] Step: 316ms | Tot: 26s397ms | Loss: 0.472 | Acc: 84.770% (7375/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s703ms | Loss: 0.474 | Acc: 84.727% (7456/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 27s7ms | Loss: 0.474 | Acc: 84.730% (7541/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s314ms | Loss: 0.475 | Acc: 84.689% (7622/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s620ms | Loss: 0.472 | Acc: 84.769% (7714/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s925ms | Loss: 0.470 | Acc: 84.815% (7803/9200) 92/100 [===========================================================>.....] Step: 307ms | Tot: 28s233ms | Loss: 0.471 | Acc: 84.817% (7888/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s540ms | Loss: 0.470 | Acc: 84.798% (7971/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s847ms | Loss: 0.470 | Acc: 84.789% (8055/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 29s159ms | Loss: 0.469 | Acc: 84.802% (8141/9600) 96/100 [==============================================================>..] Step: 313ms | Tot: 29s472ms | Loss: 0.468 | Acc: 84.856% (8231/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s777ms | Loss: 0.468 | Acc: 84.888% (8319/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s86ms | Loss: 0.469 | Acc: 84.889% (8404/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s392ms | Loss: 0.468 | Acc: 84.930% (8493/10000) 100/100 + +Epoch: 124 + [>................................................................] Step: 612ms | Tot: 2ms | Loss: 0.253 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 379ms | Tot: 381ms | Loss: 0.248 | Acc: 90.234% (231/256) 2/391 [>................................................................] Step: 374ms | Tot: 755ms | Loss: 0.249 | Acc: 90.104% (346/384) 3/391 [>................................................................] Step: 357ms | Tot: 1s113ms | Loss: 0.233 | Acc: 91.016% (466/512) 4/391 [>................................................................] Step: 372ms | Tot: 1s486ms | Loss: 0.212 | Acc: 92.188% (590/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s846ms | Loss: 0.218 | Acc: 91.797% (705/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s207ms | Loss: 0.234 | Acc: 91.295% (818/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s568ms | Loss: 0.236 | Acc: 91.406% (936/1024) 8/391 [=>...............................................................] Step: 358ms | Tot: 2s926ms | Loss: 0.228 | Acc: 91.840% (1058/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s287ms | Loss: 0.229 | Acc: 91.484% (1171/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s646ms | Loss: 0.225 | Acc: 91.832% (1293/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s10ms | Loss: 0.218 | Acc: 92.188% (1416/1536) 12/391 [=>...............................................................] Step: 370ms | Tot: 4s380ms | Loss: 0.222 | Acc: 92.007% (1531/1664) 13/391 [==>..............................................................] Step: 369ms | Tot: 4s750ms | Loss: 0.224 | Acc: 91.908% (1647/1792) 14/391 [==>..............................................................] Step: 355ms | Tot: 5s106ms | Loss: 0.227 | Acc: 91.823% (1763/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s475ms | Loss: 0.226 | Acc: 91.846% (1881/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s836ms | Loss: 0.227 | Acc: 91.590% (1993/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s200ms | Loss: 0.230 | Acc: 91.536% (2109/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s563ms | Loss: 0.226 | Acc: 91.694% (2230/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s924ms | Loss: 0.227 | Acc: 91.680% (2347/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s285ms | Loss: 0.227 | Acc: 91.667% (2464/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s647ms | Loss: 0.229 | Acc: 91.584% (2579/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s9ms | Loss: 0.231 | Acc: 91.474% (2693/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s375ms | Loss: 0.228 | Acc: 91.634% (2815/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s733ms | Loss: 0.231 | Acc: 91.531% (2929/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s91ms | Loss: 0.231 | Acc: 91.587% (3048/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s460ms | Loss: 0.237 | Acc: 91.348% (3157/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s822ms | Loss: 0.240 | Acc: 91.350% (3274/3584) 28/391 [====>............................................................] Step: 355ms | Tot: 10s177ms | Loss: 0.238 | Acc: 91.460% (3395/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s542ms | Loss: 0.239 | Acc: 91.380% (3509/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s902ms | Loss: 0.240 | Acc: 91.431% (3628/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s268ms | Loss: 0.243 | Acc: 91.333% (3741/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s628ms | Loss: 0.242 | Acc: 91.430% (3862/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 11s984ms | Loss: 0.242 | Acc: 91.452% (3980/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s343ms | Loss: 0.244 | Acc: 91.473% (4098/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s700ms | Loss: 0.242 | Acc: 91.515% (4217/4608) 36/391 [=====>...........................................................] Step: 353ms | Tot: 13s53ms | Loss: 0.240 | Acc: 91.617% (4339/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s421ms | Loss: 0.243 | Acc: 91.550% (4453/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s779ms | Loss: 0.242 | Acc: 91.506% (4568/4992) 39/391 [======>..........................................................] Step: 354ms | Tot: 14s134ms | Loss: 0.240 | Acc: 91.543% (4687/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s504ms | Loss: 0.239 | Acc: 91.597% (4807/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 14s868ms | Loss: 0.241 | Acc: 91.555% (4922/5376) 42/391 [======>..........................................................] Step: 355ms | Tot: 15s224ms | Loss: 0.242 | Acc: 91.497% (5036/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s585ms | Loss: 0.242 | Acc: 91.495% (5153/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 15s944ms | Loss: 0.242 | Acc: 91.476% (5269/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s308ms | Loss: 0.242 | Acc: 91.423% (5383/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 16s675ms | Loss: 0.241 | Acc: 91.489% (5504/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s42ms | Loss: 0.240 | Acc: 91.504% (5622/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s413ms | Loss: 0.241 | Acc: 91.502% (5739/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s778ms | Loss: 0.240 | Acc: 91.547% (5859/6400) 50/391 [========>........................................................] Step: 377ms | Tot: 18s156ms | Loss: 0.241 | Acc: 91.575% (5978/6528) 51/391 [========>........................................................] Step: 377ms | Tot: 18s534ms | Loss: 0.242 | Acc: 91.556% (6094/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 18s894ms | Loss: 0.241 | Acc: 91.554% (6211/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s252ms | Loss: 0.240 | Acc: 91.580% (6330/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s613ms | Loss: 0.239 | Acc: 91.605% (6449/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 19s977ms | Loss: 0.240 | Acc: 91.574% (6564/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s338ms | Loss: 0.240 | Acc: 91.571% (6681/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s695ms | Loss: 0.241 | Acc: 91.541% (6796/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s62ms | Loss: 0.242 | Acc: 91.459% (6907/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s428ms | Loss: 0.243 | Acc: 91.432% (7022/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 21s792ms | Loss: 0.243 | Acc: 91.445% (7140/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s152ms | Loss: 0.242 | Acc: 91.482% (7260/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s518ms | Loss: 0.243 | Acc: 91.468% (7376/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s877ms | Loss: 0.243 | Acc: 91.394% (7487/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s238ms | Loss: 0.244 | Acc: 91.382% (7603/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s606ms | Loss: 0.244 | Acc: 91.371% (7719/8448) 66/391 [==========>......................................................] Step: 372ms | Tot: 23s978ms | Loss: 0.243 | Acc: 91.418% (7840/8576) 67/391 [===========>.....................................................] Step: 381ms | Tot: 24s360ms | Loss: 0.244 | Acc: 91.395% (7955/8704) 68/391 [===========>.....................................................] Step: 371ms | Tot: 24s731ms | Loss: 0.244 | Acc: 91.418% (8074/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s97ms | Loss: 0.243 | Acc: 91.473% (8196/8960) 70/391 [===========>.....................................................] Step: 366ms | Tot: 25s464ms | Loss: 0.244 | Acc: 91.461% (8312/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 25s827ms | Loss: 0.245 | Acc: 91.450% (8428/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s187ms | Loss: 0.244 | Acc: 91.492% (8549/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s553ms | Loss: 0.243 | Acc: 91.491% (8666/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 26s916ms | Loss: 0.242 | Acc: 91.510% (8785/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s280ms | Loss: 0.242 | Acc: 91.499% (8901/9728) 76/391 [============>....................................................] Step: 374ms | Tot: 27s654ms | Loss: 0.242 | Acc: 91.487% (9017/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s14ms | Loss: 0.243 | Acc: 91.456% (9131/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 28s384ms | Loss: 0.243 | Acc: 91.436% (9246/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s749ms | Loss: 0.243 | Acc: 91.416% (9361/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 29s113ms | Loss: 0.243 | Acc: 91.426% (9479/10368) 81/391 [=============>...................................................] Step: 378ms | Tot: 29s492ms | Loss: 0.244 | Acc: 91.435% (9597/10496) 82/391 [=============>...................................................] Step: 380ms | Tot: 29s872ms | Loss: 0.244 | Acc: 91.444% (9715/10624) 83/391 [=============>...................................................] Step: 372ms | Tot: 30s244ms | Loss: 0.244 | Acc: 91.434% (9831/10752) 84/391 [=============>...................................................] Step: 381ms | Tot: 30s626ms | Loss: 0.245 | Acc: 91.406% (9945/10880) 85/391 [==============>..................................................] Step: 367ms | Tot: 30s993ms | Loss: 0.245 | Acc: 91.397% (10061/11008) 86/391 [==============>..................................................] Step: 373ms | Tot: 31s366ms | Loss: 0.246 | Acc: 91.397% (10178/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s733ms | Loss: 0.246 | Acc: 91.424% (10298/11264) 88/391 [==============>..................................................] Step: 371ms | Tot: 32s104ms | Loss: 0.245 | Acc: 91.433% (10416/11392) 89/391 [==============>..................................................] Step: 369ms | Tot: 32s474ms | Loss: 0.244 | Acc: 91.450% (10535/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s835ms | Loss: 0.245 | Acc: 91.415% (10648/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 33s199ms | Loss: 0.245 | Acc: 91.423% (10766/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s564ms | Loss: 0.246 | Acc: 91.347% (10874/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s930ms | Loss: 0.246 | Acc: 91.348% (10991/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 34s305ms | Loss: 0.246 | Acc: 91.324% (11105/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s667ms | Loss: 0.247 | Acc: 91.309% (11220/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s27ms | Loss: 0.247 | Acc: 91.293% (11335/12416) 97/391 [================>................................................] Step: 369ms | Tot: 35s397ms | Loss: 0.247 | Acc: 91.295% (11452/12544) 98/391 [================>................................................] Step: 357ms | Tot: 35s754ms | Loss: 0.246 | Acc: 91.335% (11574/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s115ms | Loss: 0.246 | Acc: 91.367% (11695/12800) 100/391 [================>................................................] Step: 370ms | Tot: 36s485ms | Loss: 0.245 | Acc: 91.399% (11816/12928) 101/391 [================>................................................] Step: 366ms | Tot: 36s852ms | Loss: 0.246 | Acc: 91.353% (11927/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s214ms | Loss: 0.245 | Acc: 91.383% (12048/13184) 103/391 [=================>...............................................] Step: 379ms | Tot: 37s594ms | Loss: 0.245 | Acc: 91.369% (12163/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 37s957ms | Loss: 0.245 | Acc: 91.369% (12280/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s325ms | Loss: 0.245 | Acc: 91.384% (12399/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s688ms | Loss: 0.245 | Acc: 91.392% (12517/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 39s54ms | Loss: 0.245 | Acc: 91.399% (12635/13824) 108/391 [=================>...............................................] Step: 372ms | Tot: 39s426ms | Loss: 0.245 | Acc: 91.363% (12747/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s785ms | Loss: 0.244 | Acc: 91.392% (12868/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 40s145ms | Loss: 0.246 | Acc: 91.364% (12981/14208) 111/391 [==================>..............................................] Step: 367ms | Tot: 40s512ms | Loss: 0.246 | Acc: 91.364% (13098/14336) 112/391 [==================>..............................................] Step: 371ms | Tot: 40s884ms | Loss: 0.247 | Acc: 91.330% (13210/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s250ms | Loss: 0.247 | Acc: 91.303% (13323/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s611ms | Loss: 0.248 | Acc: 91.291% (13438/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 41s977ms | Loss: 0.247 | Acc: 91.285% (13554/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s343ms | Loss: 0.248 | Acc: 91.279% (13670/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s705ms | Loss: 0.248 | Acc: 91.267% (13785/15104) 118/391 [===================>.............................................] Step: 361ms | Tot: 43s66ms | Loss: 0.248 | Acc: 91.249% (13899/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s434ms | Loss: 0.248 | Acc: 91.263% (14018/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 43s791ms | Loss: 0.248 | Acc: 91.264% (14135/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s157ms | Loss: 0.248 | Acc: 91.214% (14244/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 44s524ms | Loss: 0.249 | Acc: 91.184% (14356/15744) 123/391 [====================>............................................] Step: 357ms | Tot: 44s882ms | Loss: 0.249 | Acc: 91.192% (14474/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s243ms | Loss: 0.249 | Acc: 91.181% (14589/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 45s608ms | Loss: 0.250 | Acc: 91.177% (14705/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s967ms | Loss: 0.250 | Acc: 91.166% (14820/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s327ms | Loss: 0.249 | Acc: 91.162% (14936/16384) 128/391 [=====================>...........................................] Step: 356ms | Tot: 46s684ms | Loss: 0.249 | Acc: 91.176% (15055/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s50ms | Loss: 0.249 | Acc: 91.160% (15169/16640) 130/391 [=====================>...........................................] Step: 375ms | Tot: 47s425ms | Loss: 0.250 | Acc: 91.144% (15283/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s790ms | Loss: 0.250 | Acc: 91.146% (15400/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s149ms | Loss: 0.249 | Acc: 91.154% (15518/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 48s517ms | Loss: 0.249 | Acc: 91.173% (15638/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s883ms | Loss: 0.249 | Acc: 91.209% (15761/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s245ms | Loss: 0.248 | Acc: 91.228% (15881/17408) 136/391 [======================>..........................................] Step: 369ms | Tot: 49s614ms | Loss: 0.249 | Acc: 91.218% (15996/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 49s976ms | Loss: 0.249 | Acc: 91.214% (16112/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 50s340ms | Loss: 0.249 | Acc: 91.193% (16225/17792) 139/391 [=======================>.........................................] Step: 368ms | Tot: 50s708ms | Loss: 0.250 | Acc: 91.161% (16336/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s73ms | Loss: 0.250 | Acc: 91.157% (16452/18048) 141/391 [=======================>.........................................] Step: 373ms | Tot: 51s446ms | Loss: 0.250 | Acc: 91.164% (16570/18176) 142/391 [=======================>.........................................] Step: 368ms | Tot: 51s814ms | Loss: 0.250 | Acc: 91.171% (16688/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 52s173ms | Loss: 0.250 | Acc: 91.195% (16809/18432) 144/391 [=======================>.........................................] Step: 372ms | Tot: 52s545ms | Loss: 0.250 | Acc: 91.202% (16927/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 52s915ms | Loss: 0.250 | Acc: 91.192% (17042/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s277ms | Loss: 0.250 | Acc: 91.220% (17164/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 53s647ms | Loss: 0.251 | Acc: 91.216% (17280/18944) 148/391 [========================>........................................] Step: 372ms | Tot: 54s20ms | Loss: 0.250 | Acc: 91.233% (17400/19072) 149/391 [========================>........................................] Step: 375ms | Tot: 54s395ms | Loss: 0.250 | Acc: 91.229% (17516/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s757ms | Loss: 0.250 | Acc: 91.236% (17634/19328) 151/391 [=========================>.......................................] Step: 364ms | Tot: 55s122ms | Loss: 0.250 | Acc: 91.237% (17751/19456) 152/391 [=========================>.......................................] Step: 367ms | Tot: 55s489ms | Loss: 0.250 | Acc: 91.248% (17870/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 55s858ms | Loss: 0.250 | Acc: 91.254% (17988/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 56s218ms | Loss: 0.250 | Acc: 91.265% (18107/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s585ms | Loss: 0.250 | Acc: 91.276% (18226/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 56s951ms | Loss: 0.250 | Acc: 91.277% (18343/20096) 157/391 [==========================>......................................] Step: 371ms | Tot: 57s323ms | Loss: 0.250 | Acc: 91.263% (18457/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s683ms | Loss: 0.250 | Acc: 91.249% (18571/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s42ms | Loss: 0.251 | Acc: 91.226% (18683/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s407ms | Loss: 0.251 | Acc: 91.193% (18793/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s768ms | Loss: 0.251 | Acc: 91.189% (18909/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 59s133ms | Loss: 0.251 | Acc: 91.195% (19027/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s499ms | Loss: 0.251 | Acc: 91.197% (19144/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 59s861ms | Loss: 0.251 | Acc: 91.188% (19259/21120) 165/391 [===========================>.....................................] Step: 374ms | Tot: 1m235ms | Loss: 0.252 | Acc: 91.185% (19375/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m607ms | Loss: 0.252 | Acc: 91.196% (19494/21376) 167/391 [===========================>.....................................] Step: 372ms | Tot: 1m979ms | Loss: 0.252 | Acc: 91.206% (19613/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.252 | Acc: 91.203% (19729/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.252 | Acc: 91.195% (19844/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.253 | Acc: 91.182% (19958/21888) 171/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.253 | Acc: 91.184% (20075/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.253 | Acc: 91.185% (20192/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.254 | Acc: 91.168% (20305/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.253 | Acc: 91.192% (20427/22400) 175/391 [=============================>...................................] Step: 369ms | Tot: 1m3s | Loss: 0.253 | Acc: 91.193% (20544/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.253 | Acc: 91.181% (20658/22656) 177/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.254 | Acc: 91.152% (20768/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.254 | Acc: 91.153% (20885/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.253 | Acc: 91.172% (21006/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.253 | Acc: 91.173% (21123/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.253 | Acc: 91.179% (21241/23296) 182/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.253 | Acc: 91.167% (21355/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.254 | Acc: 91.156% (21469/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.254 | Acc: 91.144% (21583/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.254 | Acc: 91.154% (21702/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.253 | Acc: 91.189% (21827/23936) 187/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.254 | Acc: 91.161% (21937/24064) 188/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.254 | Acc: 91.175% (22057/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.253 | Acc: 91.192% (22178/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.253 | Acc: 91.173% (22290/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.254 | Acc: 91.174% (22407/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.254 | Acc: 91.151% (22518/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.254 | Acc: 91.149% (22634/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.255 | Acc: 91.118% (22743/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.255 | Acc: 91.143% (22866/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.255 | Acc: 91.141% (22982/25216) 197/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.255 | Acc: 91.170% (23106/25344) 198/391 [================================>................................] Step: 355ms | Tot: 1m12s | Loss: 0.255 | Acc: 91.167% (23222/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.255 | Acc: 91.164% (23338/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.255 | Acc: 91.169% (23456/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.255 | Acc: 91.159% (23570/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.255 | Acc: 91.160% (23687/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.255 | Acc: 91.161% (23804/26112) 204/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.256 | Acc: 91.147% (23917/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.255 | Acc: 91.145% (24033/26368) 206/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.256 | Acc: 91.153% (24152/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.256 | Acc: 91.132% (24263/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.256 | Acc: 91.145% (24383/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.256 | Acc: 91.142% (24499/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.256 | Acc: 91.132% (24613/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.255 | Acc: 91.137% (24731/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.255 | Acc: 91.142% (24849/27264) 213/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.255 | Acc: 91.132% (24963/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.256 | Acc: 91.112% (25074/27520) 215/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.256 | Acc: 91.117% (25192/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.255 | Acc: 91.133% (25313/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.256 | Acc: 91.127% (25428/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.255 | Acc: 91.142% (25549/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.256 | Acc: 91.108% (25656/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.256 | Acc: 91.120% (25776/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.255 | Acc: 91.132% (25896/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.255 | Acc: 91.143% (26016/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.255 | Acc: 91.148% (26134/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.256 | Acc: 91.146% (26250/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.256 | Acc: 91.140% (26365/28928) 226/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.256 | Acc: 91.117% (26475/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.256 | Acc: 91.112% (26590/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.256 | Acc: 91.113% (26707/29312) 229/391 [======================================>..........................] Step: 376ms | Tot: 1m23s | Loss: 0.256 | Acc: 91.124% (26827/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.256 | Acc: 91.132% (26946/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.256 | Acc: 91.117% (27058/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.256 | Acc: 91.128% (27178/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.256 | Acc: 91.136% (27297/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.256 | Acc: 91.137% (27414/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.256 | Acc: 91.138% (27531/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.257 | Acc: 91.119% (27642/30336) 237/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.257 | Acc: 91.108% (27755/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.257 | Acc: 91.106% (27871/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.258 | Acc: 91.100% (27986/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.258 | Acc: 91.102% (28103/30848) 241/391 [========================================>........................] Step: 356ms | Tot: 1m27s | Loss: 0.258 | Acc: 91.087% (28215/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.258 | Acc: 91.088% (28332/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.258 | Acc: 91.089% (28449/31232) 244/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.258 | Acc: 91.049% (28553/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.259 | Acc: 91.041% (28667/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.258 | Acc: 91.046% (28785/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.258 | Acc: 91.053% (28904/31744) 248/391 [=========================================>.......................] Step: 375ms | Tot: 1m30s | Loss: 0.259 | Acc: 91.033% (29014/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.259 | Acc: 91.019% (29126/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.259 | Acc: 91.005% (29238/32128) 251/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.259 | Acc: 91.006% (29355/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.259 | Acc: 90.992% (29467/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.259 | Acc: 90.988% (29582/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.259 | Acc: 90.983% (29697/32640) 255/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.259 | Acc: 90.967% (29808/32768) 256/391 [==========================================>......................] Step: 373ms | Tot: 1m33s | Loss: 0.259 | Acc: 90.965% (29924/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.259 | Acc: 90.970% (30042/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.259 | Acc: 90.960% (30155/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.259 | Acc: 90.968% (30274/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.259 | Acc: 90.990% (30398/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.259 | Acc: 90.974% (30509/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.259 | Acc: 90.981% (30628/33664) 263/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.259 | Acc: 90.971% (30741/33792) 264/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.259 | Acc: 90.967% (30856/33920) 265/391 [============================================>....................] Step: 379ms | Tot: 1m36s | Loss: 0.259 | Acc: 90.969% (30973/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.259 | Acc: 90.950% (31083/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.259 | Acc: 90.957% (31202/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.259 | Acc: 90.962% (31320/34432) 269/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.259 | Acc: 90.978% (31442/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.259 | Acc: 90.977% (31558/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.259 | Acc: 90.973% (31673/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.259 | Acc: 90.960% (31785/34944) 273/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.260 | Acc: 90.950% (31898/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.260 | Acc: 90.940% (32011/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.260 | Acc: 90.956% (32133/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.259 | Acc: 90.961% (32251/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.260 | Acc: 90.962% (32368/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.261 | Acc: 90.947% (32479/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.260 | Acc: 90.957% (32599/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.260 | Acc: 90.964% (32718/35968) 281/391 [==============================================>..................] Step: 373ms | Tot: 1m42s | Loss: 0.260 | Acc: 90.966% (32835/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.260 | Acc: 90.954% (32947/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.260 | Acc: 90.963% (33067/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.260 | Acc: 90.968% (33185/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.260 | Acc: 90.966% (33301/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.260 | Acc: 90.976% (33421/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.260 | Acc: 90.964% (33533/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.261 | Acc: 90.960% (33648/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.261 | Acc: 90.964% (33766/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.260 | Acc: 90.963% (33882/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.260 | Acc: 90.967% (34000/37376) 292/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.260 | Acc: 90.964% (34115/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.260 | Acc: 90.960% (34230/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.260 | Acc: 90.948% (34342/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.261 | Acc: 90.931% (34452/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.261 | Acc: 90.930% (34568/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.261 | Acc: 90.908% (34676/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.262 | Acc: 90.894% (34787/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.262 | Acc: 90.896% (34904/38400) 300/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.261 | Acc: 90.916% (35028/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.262 | Acc: 90.899% (35138/38656) 302/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.262 | Acc: 90.885% (35249/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.262 | Acc: 90.879% (35363/38912) 304/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.262 | Acc: 90.884% (35481/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.262 | Acc: 90.896% (35602/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.262 | Acc: 90.902% (35721/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.262 | Acc: 90.896% (35835/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.262 | Acc: 90.890% (35949/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.262 | Acc: 90.880% (36061/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.263 | Acc: 90.861% (36170/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.263 | Acc: 90.843% (36279/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.263 | Acc: 90.845% (36396/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.263 | Acc: 90.841% (36511/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.263 | Acc: 90.838% (36626/40320) 315/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.263 | Acc: 90.833% (36740/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.263 | Acc: 90.842% (36860/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.263 | Acc: 90.834% (36973/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.263 | Acc: 90.836% (37090/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.263 | Acc: 90.830% (37204/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.263 | Acc: 90.827% (37319/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.263 | Acc: 90.831% (37437/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.263 | Acc: 90.831% (37553/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.263 | Acc: 90.847% (37676/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.263 | Acc: 90.841% (37790/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.263 | Acc: 90.838% (37905/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.263 | Acc: 90.828% (38017/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.263 | Acc: 90.832% (38135/41984) 328/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.263 | Acc: 90.848% (38258/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.262 | Acc: 90.855% (38377/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 2m225ms | Loss: 0.262 | Acc: 90.866% (38498/42368) 331/391 [=======================================================>.........] Step: 372ms | Tot: 2m598ms | Loss: 0.262 | Acc: 90.853% (38609/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m964ms | Loss: 0.263 | Acc: 90.834% (38717/42624) 333/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.263 | Acc: 90.831% (38832/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.263 | Acc: 90.828% (38947/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.263 | Acc: 90.834% (39066/43008) 336/391 [=======================================================>.........] Step: 376ms | Tot: 2m2s | Loss: 0.263 | Acc: 90.824% (39178/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.263 | Acc: 90.815% (39290/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.263 | Acc: 90.816% (39407/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.263 | Acc: 90.813% (39522/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.263 | Acc: 90.815% (39639/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.263 | Acc: 90.815% (39755/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.263 | Acc: 90.814% (39871/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m4s | Loss: 0.263 | Acc: 90.811% (39986/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.263 | Acc: 90.817% (40105/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.263 | Acc: 90.828% (40226/44288) 346/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.263 | Acc: 90.821% (40339/44416) 347/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.263 | Acc: 90.805% (40448/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.263 | Acc: 90.802% (40563/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.263 | Acc: 90.817% (40686/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.263 | Acc: 90.805% (40797/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.264 | Acc: 90.809% (40915/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.264 | Acc: 90.806% (41030/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.264 | Acc: 90.804% (41145/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.263 | Acc: 90.816% (41267/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.263 | Acc: 90.809% (41380/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m9s | Loss: 0.264 | Acc: 90.807% (41495/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.264 | Acc: 90.802% (41609/45824) 358/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.264 | Acc: 90.790% (41720/45952) 359/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.264 | Acc: 90.799% (41840/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.264 | Acc: 90.809% (41961/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.264 | Acc: 90.802% (42074/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.264 | Acc: 90.808% (42193/46464) 363/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.264 | Acc: 90.807% (42309/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.264 | Acc: 90.815% (42429/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.264 | Acc: 90.828% (42551/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.264 | Acc: 90.821% (42664/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.264 | Acc: 90.820% (42780/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.264 | Acc: 90.811% (42892/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.264 | Acc: 90.811% (43008/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.264 | Acc: 90.817% (43127/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.263 | Acc: 90.822% (43246/47616) 372/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.264 | Acc: 90.826% (43364/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m15s | Loss: 0.263 | Acc: 90.830% (43482/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.263 | Acc: 90.833% (43600/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.264 | Acc: 90.829% (43714/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.263 | Acc: 90.841% (43836/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.263 | Acc: 90.825% (43945/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.263 | Acc: 90.837% (44067/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.263 | Acc: 90.826% (44178/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.263 | Acc: 90.826% (44294/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.263 | Acc: 90.834% (44414/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.263 | Acc: 90.837% (44532/49024) 383/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.263 | Acc: 90.841% (44650/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.263 | Acc: 90.842% (44767/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.263 | Acc: 90.833% (44879/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.263 | Acc: 90.825% (44991/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.263 | Acc: 90.832% (45111/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.263 | Acc: 90.834% (45228/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.263 | Acc: 90.829% (45342/49920) 390/391 [================================================================>] Step: 342ms | Tot: 2m22s | Loss: 0.263 | Acc: 90.824% (45412/50000) 391/391 + [>................................................................] Step: 481ms | Tot: 2ms | Loss: 0.403 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 302ms | Tot: 304ms | Loss: 0.405 | Acc: 85.000% (170/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 599ms | Loss: 0.373 | Acc: 86.333% (259/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 902ms | Loss: 0.356 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s198ms | Loss: 0.368 | Acc: 87.400% (437/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s489ms | Loss: 0.327 | Acc: 88.833% (533/600) 6/100 [===>.............................................................] Step: 302ms | Tot: 1s792ms | Loss: 0.329 | Acc: 88.571% (620/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s90ms | Loss: 0.360 | Acc: 87.875% (703/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s395ms | Loss: 0.375 | Acc: 87.444% (787/900) 9/100 [=====>...........................................................] Step: 312ms | Tot: 2s708ms | Loss: 0.366 | Acc: 87.500% (875/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 3s15ms | Loss: 0.375 | Acc: 87.364% (961/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s318ms | Loss: 0.386 | Acc: 86.750% (1041/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s619ms | Loss: 0.381 | Acc: 86.846% (1129/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s927ms | Loss: 0.384 | Acc: 86.786% (1215/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s231ms | Loss: 0.380 | Acc: 86.933% (1304/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s532ms | Loss: 0.378 | Acc: 87.062% (1393/1600) 16/100 [==========>......................................................] Step: 311ms | Tot: 4s843ms | Loss: 0.376 | Acc: 87.235% (1483/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s147ms | Loss: 0.389 | Acc: 87.056% (1567/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s455ms | Loss: 0.387 | Acc: 87.211% (1657/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s764ms | Loss: 0.392 | Acc: 87.050% (1741/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s70ms | Loss: 0.392 | Acc: 86.952% (1826/2100) 21/100 [=============>...................................................] Step: 305ms | Tot: 6s376ms | Loss: 0.392 | Acc: 86.773% (1909/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s688ms | Loss: 0.399 | Acc: 86.609% (1992/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 6s999ms | Loss: 0.400 | Acc: 86.542% (2077/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s304ms | Loss: 0.404 | Acc: 86.640% (2166/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s608ms | Loss: 0.410 | Acc: 86.385% (2246/2600) 26/100 [================>................................................] Step: 313ms | Tot: 7s922ms | Loss: 0.405 | Acc: 86.593% (2338/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s233ms | Loss: 0.403 | Acc: 86.679% (2427/2800) 28/100 [==================>..............................................] Step: 316ms | Tot: 8s549ms | Loss: 0.406 | Acc: 86.897% (2520/2900) 29/100 [==================>..............................................] Step: 314ms | Tot: 8s864ms | Loss: 0.406 | Acc: 86.900% (2607/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s174ms | Loss: 0.405 | Acc: 86.645% (2686/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s476ms | Loss: 0.403 | Acc: 86.719% (2775/3200) 32/100 [====================>............................................] Step: 315ms | Tot: 9s791ms | Loss: 0.401 | Acc: 86.879% (2867/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 10s90ms | Loss: 0.404 | Acc: 86.676% (2947/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s396ms | Loss: 0.408 | Acc: 86.571% (3030/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s704ms | Loss: 0.408 | Acc: 86.556% (3116/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s14ms | Loss: 0.409 | Acc: 86.459% (3199/3700) 37/100 [========================>........................................] Step: 306ms | Tot: 11s320ms | Loss: 0.411 | Acc: 86.342% (3281/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s623ms | Loss: 0.411 | Acc: 86.410% (3370/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s929ms | Loss: 0.409 | Acc: 86.475% (3459/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s236ms | Loss: 0.410 | Acc: 86.463% (3545/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s540ms | Loss: 0.413 | Acc: 86.429% (3630/4200) 42/100 [===========================>.....................................] Step: 314ms | Tot: 12s854ms | Loss: 0.409 | Acc: 86.535% (3721/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s163ms | Loss: 0.409 | Acc: 86.636% (3812/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s466ms | Loss: 0.407 | Acc: 86.711% (3902/4500) 45/100 [=============================>...................................] Step: 313ms | Tot: 13s780ms | Loss: 0.407 | Acc: 86.609% (3984/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 14s88ms | Loss: 0.405 | Acc: 86.660% (4073/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s393ms | Loss: 0.410 | Acc: 86.542% (4154/4800) 48/100 [===============================>.................................] Step: 313ms | Tot: 14s707ms | Loss: 0.408 | Acc: 86.531% (4240/4900) 49/100 [===============================>.................................] Step: 312ms | Tot: 15s20ms | Loss: 0.408 | Acc: 86.580% (4329/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s326ms | Loss: 0.407 | Acc: 86.627% (4418/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s632ms | Loss: 0.407 | Acc: 86.635% (4505/5200) 52/100 [=================================>...............................] Step: 319ms | Tot: 15s952ms | Loss: 0.409 | Acc: 86.604% (4590/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s259ms | Loss: 0.409 | Acc: 86.611% (4677/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s569ms | Loss: 0.409 | Acc: 86.655% (4766/5500) 55/100 [===================================>.............................] Step: 327ms | Tot: 16s896ms | Loss: 0.410 | Acc: 86.679% (4854/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s204ms | Loss: 0.409 | Acc: 86.702% (4942/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s509ms | Loss: 0.408 | Acc: 86.707% (5029/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s823ms | Loss: 0.409 | Acc: 86.678% (5114/5900) 59/100 [======================================>..........................] Step: 312ms | Tot: 18s135ms | Loss: 0.410 | Acc: 86.667% (5200/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s441ms | Loss: 0.408 | Acc: 86.754% (5292/6100) 61/100 [=======================================>.........................] Step: 317ms | Tot: 18s759ms | Loss: 0.410 | Acc: 86.710% (5376/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s63ms | Loss: 0.408 | Acc: 86.778% (5467/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s368ms | Loss: 0.406 | Acc: 86.844% (5558/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s677ms | Loss: 0.406 | Acc: 86.831% (5644/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s985ms | Loss: 0.404 | Acc: 86.848% (5732/6600) 66/100 [==========================================>......................] Step: 308ms | Tot: 20s293ms | Loss: 0.402 | Acc: 86.925% (5824/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s596ms | Loss: 0.401 | Acc: 86.941% (5912/6800) 68/100 [============================================>....................] Step: 313ms | Tot: 20s910ms | Loss: 0.399 | Acc: 87.029% (6005/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s216ms | Loss: 0.399 | Acc: 87.014% (6091/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s518ms | Loss: 0.401 | Acc: 86.986% (6176/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s829ms | Loss: 0.401 | Acc: 86.972% (6262/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s131ms | Loss: 0.400 | Acc: 87.041% (6354/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s435ms | Loss: 0.400 | Acc: 87.027% (6440/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s743ms | Loss: 0.400 | Acc: 87.000% (6525/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s51ms | Loss: 0.400 | Acc: 87.013% (6613/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s359ms | Loss: 0.400 | Acc: 87.039% (6702/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s669ms | Loss: 0.400 | Acc: 87.064% (6791/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 23s980ms | Loss: 0.400 | Acc: 87.013% (6874/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s287ms | Loss: 0.400 | Acc: 87.013% (6961/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s591ms | Loss: 0.399 | Acc: 87.037% (7050/8100) 81/100 [====================================================>............] Step: 313ms | Tot: 24s904ms | Loss: 0.399 | Acc: 86.988% (7133/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s212ms | Loss: 0.399 | Acc: 87.012% (7222/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s518ms | Loss: 0.399 | Acc: 87.024% (7310/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s829ms | Loss: 0.400 | Acc: 86.953% (7391/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 26s131ms | Loss: 0.403 | Acc: 86.884% (7472/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s437ms | Loss: 0.402 | Acc: 86.908% (7561/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s741ms | Loss: 0.402 | Acc: 86.909% (7648/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 27s47ms | Loss: 0.402 | Acc: 86.933% (7737/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s356ms | Loss: 0.401 | Acc: 86.933% (7824/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s658ms | Loss: 0.400 | Acc: 86.945% (7912/9100) 91/100 [===========================================================>.....] Step: 311ms | Tot: 27s970ms | Loss: 0.398 | Acc: 87.011% (8005/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 28s282ms | Loss: 0.400 | Acc: 87.000% (8091/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s583ms | Loss: 0.401 | Acc: 86.989% (8177/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s895ms | Loss: 0.400 | Acc: 87.000% (8265/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s200ms | Loss: 0.399 | Acc: 87.021% (8354/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s504ms | Loss: 0.397 | Acc: 87.072% (8446/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 29s815ms | Loss: 0.398 | Acc: 87.041% (8530/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 30s123ms | Loss: 0.399 | Acc: 87.010% (8614/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s429ms | Loss: 0.399 | Acc: 87.050% (8705/10000) 100/100 + +Epoch: 125 + [>................................................................] Step: 625ms | Tot: 2ms | Loss: 0.215 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 386ms | Tot: 389ms | Loss: 0.230 | Acc: 93.750% (240/256) 2/391 [>................................................................] Step: 383ms | Tot: 772ms | Loss: 0.229 | Acc: 94.271% (362/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s139ms | Loss: 0.265 | Acc: 93.164% (477/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s507ms | Loss: 0.247 | Acc: 93.281% (597/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s869ms | Loss: 0.232 | Acc: 93.229% (716/768) 6/391 [>................................................................] Step: 373ms | Tot: 2s242ms | Loss: 0.241 | Acc: 92.969% (833/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s607ms | Loss: 0.243 | Acc: 92.676% (949/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 2s978ms | Loss: 0.242 | Acc: 92.535% (1066/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s340ms | Loss: 0.242 | Acc: 92.500% (1184/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s710ms | Loss: 0.246 | Acc: 92.259% (1299/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s78ms | Loss: 0.245 | Acc: 92.383% (1419/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s437ms | Loss: 0.240 | Acc: 92.548% (1540/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s806ms | Loss: 0.238 | Acc: 92.578% (1659/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s171ms | Loss: 0.244 | Acc: 92.188% (1770/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s531ms | Loss: 0.243 | Acc: 92.383% (1892/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s899ms | Loss: 0.242 | Acc: 92.417% (2011/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s263ms | Loss: 0.253 | Acc: 92.057% (2121/2304) 18/391 [==>..............................................................] Step: 358ms | Tot: 6s622ms | Loss: 0.250 | Acc: 92.188% (2242/2432) 19/391 [===>.............................................................] Step: 384ms | Tot: 7s6ms | Loss: 0.247 | Acc: 92.227% (2361/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s367ms | Loss: 0.245 | Acc: 92.225% (2479/2688) 21/391 [===>.............................................................] Step: 383ms | Tot: 7s751ms | Loss: 0.249 | Acc: 92.010% (2591/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s117ms | Loss: 0.248 | Acc: 92.018% (2709/2944) 23/391 [===>.............................................................] Step: 356ms | Tot: 8s473ms | Loss: 0.246 | Acc: 91.992% (2826/3072) 24/391 [===>.............................................................] Step: 375ms | Tot: 8s849ms | Loss: 0.248 | Acc: 91.969% (2943/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s210ms | Loss: 0.251 | Acc: 91.767% (3054/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s573ms | Loss: 0.257 | Acc: 91.667% (3168/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s940ms | Loss: 0.258 | Acc: 91.546% (3281/3584) 28/391 [====>............................................................] Step: 368ms | Tot: 10s309ms | Loss: 0.255 | Acc: 91.622% (3401/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s678ms | Loss: 0.254 | Acc: 91.667% (3520/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s43ms | Loss: 0.251 | Acc: 91.784% (3642/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s409ms | Loss: 0.251 | Acc: 91.724% (3757/4096) 32/391 [=====>...........................................................] Step: 367ms | Tot: 11s776ms | Loss: 0.252 | Acc: 91.714% (3874/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 12s133ms | Loss: 0.253 | Acc: 91.705% (3991/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s498ms | Loss: 0.251 | Acc: 91.741% (4110/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s865ms | Loss: 0.250 | Acc: 91.775% (4229/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s230ms | Loss: 0.250 | Acc: 91.765% (4346/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s598ms | Loss: 0.252 | Acc: 91.694% (4460/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 13s965ms | Loss: 0.251 | Acc: 91.727% (4579/4992) 39/391 [======>..........................................................] Step: 369ms | Tot: 14s335ms | Loss: 0.252 | Acc: 91.641% (4692/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s699ms | Loss: 0.254 | Acc: 91.540% (4804/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 15s66ms | Loss: 0.253 | Acc: 91.592% (4924/5376) 42/391 [======>..........................................................] Step: 358ms | Tot: 15s425ms | Loss: 0.252 | Acc: 91.624% (5043/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s793ms | Loss: 0.253 | Acc: 91.548% (5156/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s159ms | Loss: 0.255 | Acc: 91.476% (5269/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s522ms | Loss: 0.255 | Acc: 91.508% (5388/5888) 46/391 [=======>.........................................................] Step: 385ms | Tot: 16s907ms | Loss: 0.255 | Acc: 91.539% (5507/6016) 47/391 [=======>.........................................................] Step: 362ms | Tot: 17s269ms | Loss: 0.256 | Acc: 91.520% (5623/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s632ms | Loss: 0.255 | Acc: 91.582% (5744/6272) 49/391 [========>........................................................] Step: 368ms | Tot: 18s1ms | Loss: 0.255 | Acc: 91.625% (5864/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s361ms | Loss: 0.253 | Acc: 91.713% (5987/6528) 51/391 [========>........................................................] Step: 368ms | Tot: 18s730ms | Loss: 0.250 | Acc: 91.812% (6111/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s91ms | Loss: 0.251 | Acc: 91.819% (6229/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s453ms | Loss: 0.251 | Acc: 91.811% (6346/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s821ms | Loss: 0.252 | Acc: 91.790% (6462/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s187ms | Loss: 0.255 | Acc: 91.699% (6573/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 20s557ms | Loss: 0.257 | Acc: 91.653% (6687/7296) 57/391 [=========>.......................................................] Step: 372ms | Tot: 20s930ms | Loss: 0.256 | Acc: 91.676% (6806/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s291ms | Loss: 0.255 | Acc: 91.698% (6925/7552) 59/391 [=========>.......................................................] Step: 366ms | Tot: 21s658ms | Loss: 0.255 | Acc: 91.719% (7044/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 22s16ms | Loss: 0.255 | Acc: 91.662% (7157/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s384ms | Loss: 0.253 | Acc: 91.721% (7279/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s746ms | Loss: 0.254 | Acc: 91.679% (7393/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 23s110ms | Loss: 0.254 | Acc: 91.675% (7510/8192) 64/391 [==========>......................................................] Step: 373ms | Tot: 23s484ms | Loss: 0.253 | Acc: 91.731% (7632/8320) 65/391 [==========>......................................................] Step: 371ms | Tot: 23s855ms | Loss: 0.252 | Acc: 91.726% (7749/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 24s222ms | Loss: 0.251 | Acc: 91.733% (7867/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s581ms | Loss: 0.251 | Acc: 91.739% (7985/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s946ms | Loss: 0.250 | Acc: 91.814% (8109/8832) 69/391 [===========>.....................................................] Step: 368ms | Tot: 25s314ms | Loss: 0.252 | Acc: 91.708% (8217/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s672ms | Loss: 0.252 | Acc: 91.670% (8331/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 26s40ms | Loss: 0.252 | Acc: 91.688% (8450/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 26s396ms | Loss: 0.252 | Acc: 91.631% (8562/9344) 73/391 [============>....................................................] Step: 378ms | Tot: 26s775ms | Loss: 0.252 | Acc: 91.596% (8676/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 27s144ms | Loss: 0.251 | Acc: 91.635% (8797/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s508ms | Loss: 0.252 | Acc: 91.591% (8910/9728) 76/391 [============>....................................................] Step: 376ms | Tot: 27s885ms | Loss: 0.252 | Acc: 91.579% (9026/9856) 77/391 [============>....................................................] Step: 358ms | Tot: 28s243ms | Loss: 0.252 | Acc: 91.556% (9141/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s603ms | Loss: 0.251 | Acc: 91.574% (9260/10112) 79/391 [=============>...................................................] Step: 369ms | Tot: 28s973ms | Loss: 0.251 | Acc: 91.582% (9378/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s337ms | Loss: 0.252 | Acc: 91.561% (9493/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 29s709ms | Loss: 0.250 | Acc: 91.616% (9616/10496) 82/391 [=============>...................................................] Step: 379ms | Tot: 30s88ms | Loss: 0.251 | Acc: 91.585% (9730/10624) 83/391 [=============>...................................................] Step: 363ms | Tot: 30s452ms | Loss: 0.251 | Acc: 91.583% (9847/10752) 84/391 [=============>...................................................] Step: 366ms | Tot: 30s818ms | Loss: 0.250 | Acc: 91.581% (9964/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 31s176ms | Loss: 0.250 | Acc: 91.588% (10082/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s541ms | Loss: 0.251 | Acc: 91.532% (10193/11136) 87/391 [==============>..................................................] Step: 369ms | Tot: 31s910ms | Loss: 0.250 | Acc: 91.522% (10309/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s275ms | Loss: 0.249 | Acc: 91.555% (10430/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s636ms | Loss: 0.249 | Acc: 91.562% (10548/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 33s1ms | Loss: 0.249 | Acc: 91.552% (10664/11648) 91/391 [===============>.................................................] Step: 372ms | Tot: 33s373ms | Loss: 0.250 | Acc: 91.525% (10778/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s738ms | Loss: 0.250 | Acc: 91.524% (10895/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 34s97ms | Loss: 0.250 | Acc: 91.498% (11009/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s461ms | Loss: 0.251 | Acc: 91.497% (11126/12160) 95/391 [===============>.................................................] Step: 364ms | Tot: 34s826ms | Loss: 0.251 | Acc: 91.439% (11236/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s185ms | Loss: 0.252 | Acc: 91.398% (11348/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s542ms | Loss: 0.251 | Acc: 91.430% (11469/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s907ms | Loss: 0.251 | Acc: 91.430% (11586/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s271ms | Loss: 0.252 | Acc: 91.383% (11697/12800) 100/391 [================>................................................] Step: 368ms | Tot: 36s640ms | Loss: 0.252 | Acc: 91.368% (11812/12928) 101/391 [================>................................................] Step: 372ms | Tot: 37s12ms | Loss: 0.251 | Acc: 91.391% (11932/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s373ms | Loss: 0.251 | Acc: 91.376% (12047/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s738ms | Loss: 0.252 | Acc: 91.316% (12156/13312) 104/391 [=================>...............................................] Step: 377ms | Tot: 38s115ms | Loss: 0.252 | Acc: 91.302% (12271/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 38s476ms | Loss: 0.252 | Acc: 91.318% (12390/13568) 106/391 [=================>...............................................] Step: 370ms | Tot: 38s847ms | Loss: 0.252 | Acc: 91.333% (12509/13696) 107/391 [=================>...............................................] Step: 356ms | Tot: 39s203ms | Loss: 0.252 | Acc: 91.341% (12627/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s564ms | Loss: 0.252 | Acc: 91.320% (12741/13952) 109/391 [==================>..............................................] Step: 380ms | Tot: 39s945ms | Loss: 0.253 | Acc: 91.314% (12857/14080) 110/391 [==================>..............................................] Step: 364ms | Tot: 40s309ms | Loss: 0.252 | Acc: 91.329% (12976/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s674ms | Loss: 0.253 | Acc: 91.295% (13088/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 41s37ms | Loss: 0.253 | Acc: 91.309% (13207/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s398ms | Loss: 0.253 | Acc: 91.303% (13323/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 41s764ms | Loss: 0.252 | Acc: 91.325% (13443/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 42s123ms | Loss: 0.252 | Acc: 91.325% (13560/14848) 116/391 [===================>.............................................] Step: 358ms | Tot: 42s481ms | Loss: 0.253 | Acc: 91.293% (13672/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s847ms | Loss: 0.253 | Acc: 91.294% (13789/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s215ms | Loss: 0.253 | Acc: 91.262% (13901/15232) 119/391 [===================>.............................................] Step: 365ms | Tot: 43s580ms | Loss: 0.253 | Acc: 91.257% (14017/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 43s947ms | Loss: 0.254 | Acc: 91.251% (14133/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s313ms | Loss: 0.254 | Acc: 91.246% (14249/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 44s675ms | Loss: 0.254 | Acc: 91.241% (14365/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 45s39ms | Loss: 0.254 | Acc: 91.236% (14481/15872) 124/391 [====================>............................................] Step: 366ms | Tot: 45s406ms | Loss: 0.254 | Acc: 91.225% (14596/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s770ms | Loss: 0.254 | Acc: 91.233% (14714/16128) 126/391 [====================>............................................] Step: 368ms | Tot: 46s138ms | Loss: 0.254 | Acc: 91.216% (14828/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s506ms | Loss: 0.255 | Acc: 91.174% (14938/16384) 128/391 [=====================>...........................................] Step: 369ms | Tot: 46s875ms | Loss: 0.255 | Acc: 91.158% (15052/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s237ms | Loss: 0.255 | Acc: 91.130% (15164/16640) 130/391 [=====================>...........................................] Step: 354ms | Tot: 47s591ms | Loss: 0.255 | Acc: 91.144% (15283/16768) 131/391 [=====================>...........................................] Step: 376ms | Tot: 47s968ms | Loss: 0.255 | Acc: 91.170% (15404/16896) 132/391 [=====================>...........................................] Step: 356ms | Tot: 48s324ms | Loss: 0.255 | Acc: 91.183% (15523/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s683ms | Loss: 0.256 | Acc: 91.173% (15638/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s50ms | Loss: 0.256 | Acc: 91.152% (15751/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s416ms | Loss: 0.257 | Acc: 91.136% (15865/17408) 136/391 [======================>..........................................] Step: 382ms | Tot: 49s798ms | Loss: 0.257 | Acc: 91.133% (15981/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 50s158ms | Loss: 0.257 | Acc: 91.112% (16094/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s524ms | Loss: 0.257 | Acc: 91.125% (16213/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 50s897ms | Loss: 0.256 | Acc: 91.133% (16331/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 51s266ms | Loss: 0.257 | Acc: 91.096% (16441/18048) 141/391 [=======================>.........................................] Step: 371ms | Tot: 51s638ms | Loss: 0.256 | Acc: 91.109% (16560/18176) 142/391 [=======================>.........................................] Step: 371ms | Tot: 52s9ms | Loss: 0.256 | Acc: 91.122% (16679/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 52s372ms | Loss: 0.256 | Acc: 91.124% (16796/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s735ms | Loss: 0.256 | Acc: 91.105% (16909/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 53s102ms | Loss: 0.256 | Acc: 91.091% (17023/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 53s470ms | Loss: 0.257 | Acc: 91.077% (17137/18816) 147/391 [========================>........................................] Step: 369ms | Tot: 53s840ms | Loss: 0.257 | Acc: 91.074% (17253/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s200ms | Loss: 0.257 | Acc: 91.076% (17370/19072) 149/391 [========================>........................................] Step: 365ms | Tot: 54s566ms | Loss: 0.257 | Acc: 91.078% (17487/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 54s934ms | Loss: 0.258 | Acc: 91.039% (17596/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s300ms | Loss: 0.258 | Acc: 91.052% (17715/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 55s662ms | Loss: 0.258 | Acc: 91.023% (17826/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 56s28ms | Loss: 0.259 | Acc: 91.011% (17940/19712) 154/391 [=========================>.......................................] Step: 389ms | Tot: 56s417ms | Loss: 0.259 | Acc: 91.008% (18056/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s782ms | Loss: 0.259 | Acc: 91.001% (18171/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s146ms | Loss: 0.259 | Acc: 91.003% (18288/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s508ms | Loss: 0.259 | Acc: 90.996% (18403/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s874ms | Loss: 0.260 | Acc: 90.979% (18516/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 58s240ms | Loss: 0.259 | Acc: 90.991% (18635/20480) 160/391 [==========================>......................................] Step: 353ms | Tot: 58s593ms | Loss: 0.259 | Acc: 91.013% (18756/20608) 161/391 [==========================>......................................] Step: 366ms | Tot: 58s960ms | Loss: 0.259 | Acc: 91.006% (18871/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s320ms | Loss: 0.259 | Acc: 90.989% (18984/20864) 163/391 [===========================>.....................................] Step: 378ms | Tot: 59s698ms | Loss: 0.259 | Acc: 90.982% (19099/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 1m66ms | Loss: 0.259 | Acc: 90.985% (19216/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m425ms | Loss: 0.259 | Acc: 90.969% (19329/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m793ms | Loss: 0.259 | Acc: 90.985% (19449/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.259 | Acc: 90.969% (19562/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.260 | Acc: 90.953% (19675/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.260 | Acc: 90.947% (19790/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.260 | Acc: 90.954% (19908/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.260 | Acc: 90.957% (20025/22016) 172/391 [============================>....................................] Step: 377ms | Tot: 1m2s | Loss: 0.260 | Acc: 90.937% (20137/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.260 | Acc: 90.921% (20250/22272) 174/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.261 | Acc: 90.888% (20359/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.261 | Acc: 90.909% (20480/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.261 | Acc: 90.912% (20597/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.260 | Acc: 90.906% (20712/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.261 | Acc: 90.913% (20830/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.261 | Acc: 90.907% (20945/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.260 | Acc: 90.927% (21066/23168) 181/391 [==============================>..................................] Step: 374ms | Tot: 1m6s | Loss: 0.260 | Acc: 90.947% (21187/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.261 | Acc: 90.941% (21302/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.260 | Acc: 90.965% (21424/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.260 | Acc: 90.984% (21545/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m7s | Loss: 0.260 | Acc: 90.957% (21655/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.261 | Acc: 90.938% (21767/23936) 187/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.261 | Acc: 90.933% (21882/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.262 | Acc: 90.918% (21995/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.261 | Acc: 90.925% (22113/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.261 | Acc: 90.940% (22233/24448) 191/391 [===============================>.................................] Step: 376ms | Tot: 1m9s | Loss: 0.261 | Acc: 90.938% (22349/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.262 | Acc: 90.925% (22462/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.262 | Acc: 90.911% (22575/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.263 | Acc: 90.869% (22681/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.263 | Acc: 90.888% (22802/25088) 196/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.263 | Acc: 90.907% (22923/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.262 | Acc: 90.909% (23040/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.263 | Acc: 90.888% (23151/25472) 199/391 [=================================>...............................] Step: 376ms | Tot: 1m12s | Loss: 0.263 | Acc: 90.879% (23265/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.263 | Acc: 90.874% (23380/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.263 | Acc: 90.888% (23500/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.263 | Acc: 90.883% (23615/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.263 | Acc: 90.893% (23734/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.263 | Acc: 90.903% (23853/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.263 | Acc: 90.913% (23972/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.262 | Acc: 90.912% (24088/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.262 | Acc: 90.914% (24205/26624) 208/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.263 | Acc: 90.920% (24323/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.263 | Acc: 90.923% (24440/26880) 210/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.263 | Acc: 90.895% (24549/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.264 | Acc: 90.898% (24666/27136) 212/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.263 | Acc: 90.918% (24788/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.264 | Acc: 90.928% (24907/27392) 214/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.264 | Acc: 90.916% (25020/27520) 215/391 [===================================>.............................] Step: 352ms | Tot: 1m18s | Loss: 0.264 | Acc: 90.914% (25136/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.264 | Acc: 90.909% (25251/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.264 | Acc: 90.897% (25364/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.264 | Acc: 90.889% (25478/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.264 | Acc: 90.902% (25598/28160) 220/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.264 | Acc: 90.894% (25712/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.264 | Acc: 90.896% (25829/28416) 222/391 [====================================>............................] Step: 353ms | Tot: 1m21s | Loss: 0.263 | Acc: 90.902% (25947/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.263 | Acc: 90.908% (26065/28672) 224/391 [=====================================>...........................] Step: 371ms | Tot: 1m21s | Loss: 0.264 | Acc: 90.903% (26180/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.264 | Acc: 90.891% (26293/28928) 226/391 [=====================================>...........................] Step: 382ms | Tot: 1m22s | Loss: 0.264 | Acc: 90.893% (26410/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.264 | Acc: 90.903% (26529/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m23s | Loss: 0.264 | Acc: 90.891% (26642/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.264 | Acc: 90.893% (26759/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.264 | Acc: 90.892% (26875/29568) 231/391 [======================================>..........................] Step: 375ms | Tot: 1m24s | Loss: 0.264 | Acc: 90.901% (26994/29696) 232/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.264 | Acc: 90.910% (27113/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.264 | Acc: 90.925% (27234/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.264 | Acc: 90.934% (27353/30080) 235/391 [=======================================>.........................] Step: 372ms | Tot: 1m25s | Loss: 0.263 | Acc: 90.936% (27470/30208) 236/391 [=======================================>.........................] Step: 378ms | Tot: 1m26s | Loss: 0.263 | Acc: 90.961% (27594/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.263 | Acc: 90.963% (27711/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.263 | Acc: 90.962% (27827/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.264 | Acc: 90.954% (27941/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m27s | Loss: 0.264 | Acc: 90.952% (28057/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.264 | Acc: 90.945% (28171/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.264 | Acc: 90.943% (28287/31104) 243/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.264 | Acc: 90.932% (28400/31232) 244/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.264 | Acc: 90.931% (28516/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.265 | Acc: 90.911% (28626/31488) 246/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.265 | Acc: 90.922% (28746/31616) 247/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.265 | Acc: 90.924% (28863/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.264 | Acc: 90.923% (28979/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.265 | Acc: 90.922% (29095/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.265 | Acc: 90.930% (29214/32128) 251/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.265 | Acc: 90.926% (29329/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.265 | Acc: 90.918% (29443/32384) 253/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.265 | Acc: 90.923% (29561/32512) 254/391 [==========================================>......................] Step: 373ms | Tot: 1m32s | Loss: 0.265 | Acc: 90.922% (29677/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.265 | Acc: 90.927% (29795/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.264 | Acc: 90.938% (29915/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.264 | Acc: 90.940% (30032/33024) 258/391 [==========================================>......................] Step: 355ms | Tot: 1m34s | Loss: 0.264 | Acc: 90.933% (30146/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.264 | Acc: 90.925% (30260/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.264 | Acc: 90.918% (30374/33408) 261/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.264 | Acc: 90.908% (30487/33536) 262/391 [===========================================>.....................] Step: 375ms | Tot: 1m35s | Loss: 0.264 | Acc: 90.904% (30602/33664) 263/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.264 | Acc: 90.906% (30719/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.264 | Acc: 90.896% (30832/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.265 | Acc: 90.878% (30942/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.265 | Acc: 90.882% (31060/34176) 267/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.265 | Acc: 90.879% (31175/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.265 | Acc: 90.872% (31289/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.265 | Acc: 90.874% (31406/34560) 270/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.266 | Acc: 90.864% (31519/34688) 271/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.266 | Acc: 90.866% (31636/34816) 272/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.266 | Acc: 90.863% (31751/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.266 | Acc: 90.876% (31872/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.266 | Acc: 90.872% (31987/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.265 | Acc: 90.883% (32107/35328) 276/391 [=============================================>...................] Step: 371ms | Tot: 1m40s | Loss: 0.266 | Acc: 90.876% (32221/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.266 | Acc: 90.861% (32332/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.266 | Acc: 90.871% (32452/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.266 | Acc: 90.882% (32572/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.266 | Acc: 90.878% (32687/35968) 281/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.266 | Acc: 90.877% (32803/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.266 | Acc: 90.868% (32916/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.266 | Acc: 90.870% (33033/36352) 284/391 [===============================================>.................] Step: 373ms | Tot: 1m43s | Loss: 0.266 | Acc: 90.880% (33153/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.266 | Acc: 90.887% (33272/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.266 | Acc: 90.886% (33388/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.266 | Acc: 90.894% (33507/36864) 288/391 [===============================================>.................] Step: 482ms | Tot: 1m45s | Loss: 0.266 | Acc: 90.895% (33624/36992) 289/391 [================================================>................] Step: 380ms | Tot: 1m45s | Loss: 0.266 | Acc: 90.878% (33734/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.266 | Acc: 90.877% (33850/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.267 | Acc: 90.858% (33959/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.267 | Acc: 90.860% (34076/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.267 | Acc: 90.869% (34196/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.267 | Acc: 90.874% (34314/37760) 295/391 [=================================================>...............] Step: 371ms | Tot: 1m47s | Loss: 0.266 | Acc: 90.884% (34434/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.266 | Acc: 90.885% (34551/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.266 | Acc: 90.900% (34673/38144) 298/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.266 | Acc: 90.892% (34786/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.266 | Acc: 90.904% (34907/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.266 | Acc: 90.916% (35028/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.266 | Acc: 90.922% (35147/38656) 302/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.265 | Acc: 90.922% (35263/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.266 | Acc: 90.915% (35377/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.266 | Acc: 90.912% (35492/39040) 305/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.266 | Acc: 90.916% (35610/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.266 | Acc: 90.915% (35726/39296) 307/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.266 | Acc: 90.917% (35843/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.266 | Acc: 90.921% (35961/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.266 | Acc: 90.920% (36077/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.266 | Acc: 90.919% (36193/39808) 311/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.266 | Acc: 90.908% (36305/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.266 | Acc: 90.910% (36422/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.266 | Acc: 90.896% (36533/40192) 314/391 [====================================================>............] Step: 377ms | Tot: 1m54s | Loss: 0.266 | Acc: 90.903% (36652/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.266 | Acc: 90.902% (36768/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.266 | Acc: 90.911% (36888/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.266 | Acc: 90.903% (37001/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.266 | Acc: 90.904% (37118/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.266 | Acc: 90.894% (37230/40960) 320/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.267 | Acc: 90.898% (37348/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.266 | Acc: 90.906% (37468/41216) 322/391 [=====================================================>...........] Step: 375ms | Tot: 1m57s | Loss: 0.266 | Acc: 90.906% (37584/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.266 | Acc: 90.917% (37705/41472) 324/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.266 | Acc: 90.930% (37827/41600) 325/391 [======================================================>..........] Step: 376ms | Tot: 1m58s | Loss: 0.266 | Acc: 90.934% (37945/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.265 | Acc: 90.933% (38061/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.265 | Acc: 90.935% (38178/41984) 328/391 [======================================================>..........] Step: 356ms | Tot: 2m53ms | Loss: 0.266 | Acc: 90.922% (38289/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 2m417ms | Loss: 0.265 | Acc: 90.930% (38409/42240) 330/391 [======================================================>..........] Step: 369ms | Tot: 2m786ms | Loss: 0.265 | Acc: 90.927% (38524/42368) 331/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.265 | Acc: 90.926% (38640/42496) 332/391 [=======================================================>.........] Step: 353ms | Tot: 2m1s | Loss: 0.265 | Acc: 90.930% (38758/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.265 | Acc: 90.924% (38872/42752) 334/391 [=======================================================>.........] Step: 378ms | Tot: 2m2s | Loss: 0.266 | Acc: 90.914% (38984/42880) 335/391 [=======================================================>.........] Step: 353ms | Tot: 2m2s | Loss: 0.266 | Acc: 90.913% (39100/43008) 336/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.266 | Acc: 90.910% (39215/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.266 | Acc: 90.907% (39330/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.265 | Acc: 90.915% (39450/43392) 339/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.266 | Acc: 90.917% (39567/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.265 | Acc: 90.921% (39685/43648) 341/391 [========================================================>........] Step: 376ms | Tot: 2m4s | Loss: 0.265 | Acc: 90.929% (39805/43776) 342/391 [========================================================>........] Step: 353ms | Tot: 2m5s | Loss: 0.265 | Acc: 90.926% (39920/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.265 | Acc: 90.932% (40039/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.265 | Acc: 90.933% (40156/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.265 | Acc: 90.932% (40272/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.265 | Acc: 90.940% (40392/44416) 347/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.265 | Acc: 90.944% (40510/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m7s | Loss: 0.265 | Acc: 90.929% (40620/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.265 | Acc: 90.929% (40736/44800) 350/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.265 | Acc: 90.923% (40850/44928) 351/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.265 | Acc: 90.914% (40962/45056) 352/391 [==========================================================>......] Step: 381ms | Tot: 2m8s | Loss: 0.265 | Acc: 90.922% (41082/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.265 | Acc: 90.927% (41201/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.265 | Acc: 90.926% (41317/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.265 | Acc: 90.926% (41433/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.265 | Acc: 90.920% (41547/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.265 | Acc: 90.924% (41665/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.265 | Acc: 90.927% (41783/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.265 | Acc: 90.924% (41898/46080) 360/391 [===========================================================>.....] Step: 353ms | Tot: 2m11s | Loss: 0.265 | Acc: 90.932% (42018/46208) 361/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.265 | Acc: 90.931% (42134/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.265 | Acc: 90.935% (42252/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.265 | Acc: 90.941% (42371/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.265 | Acc: 90.933% (42484/46720) 365/391 [============================================================>....] Step: 356ms | Tot: 2m13s | Loss: 0.265 | Acc: 90.930% (42599/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.265 | Acc: 90.934% (42717/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.265 | Acc: 90.935% (42834/47104) 368/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.265 | Acc: 90.932% (42949/47232) 369/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.265 | Acc: 90.925% (43062/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.265 | Acc: 90.924% (43178/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.265 | Acc: 90.917% (43291/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.265 | Acc: 90.916% (43407/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.265 | Acc: 90.915% (43523/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.265 | Acc: 90.908% (43636/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.265 | Acc: 90.912% (43754/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.265 | Acc: 90.913% (43871/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.265 | Acc: 90.904% (43983/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.265 | Acc: 90.897% (44096/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.265 | Acc: 90.890% (44209/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.266 | Acc: 90.887% (44324/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.266 | Acc: 90.877% (44435/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.266 | Acc: 90.874% (44550/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.266 | Acc: 90.871% (44665/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.266 | Acc: 90.869% (44780/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.266 | Acc: 90.858% (44891/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.266 | Acc: 90.863% (45010/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.266 | Acc: 90.869% (45129/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.266 | Acc: 90.856% (45239/49792) 389/391 [================================================================>] Step: 357ms | Tot: 2m22s | Loss: 0.266 | Acc: 90.847% (45351/49920) 390/391 [================================================================>] Step: 332ms | Tot: 2m22s | Loss: 0.267 | Acc: 90.834% (45417/50000) 391/391 + [>................................................................] Step: 467ms | Tot: 2ms | Loss: 0.385 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 293ms | Tot: 296ms | Loss: 0.360 | Acc: 87.500% (175/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 590ms | Loss: 0.390 | Acc: 86.333% (259/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 888ms | Loss: 0.360 | Acc: 86.750% (347/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s182ms | Loss: 0.343 | Acc: 87.000% (435/500) 5/100 [===>.............................................................] Step: 287ms | Tot: 1s470ms | Loss: 0.303 | Acc: 88.500% (531/600) 6/100 [===>.............................................................] Step: 305ms | Tot: 1s776ms | Loss: 0.308 | Acc: 88.429% (619/700) 7/100 [====>............................................................] Step: 291ms | Tot: 2s67ms | Loss: 0.333 | Acc: 87.625% (701/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s366ms | Loss: 0.367 | Acc: 86.778% (781/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s666ms | Loss: 0.358 | Acc: 86.900% (869/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 2s970ms | Loss: 0.371 | Acc: 86.818% (955/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s275ms | Loss: 0.387 | Acc: 86.333% (1036/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s581ms | Loss: 0.393 | Acc: 86.077% (1119/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 3s896ms | Loss: 0.394 | Acc: 86.286% (1208/1400) 14/100 [=========>.......................................................] Step: 308ms | Tot: 4s204ms | Loss: 0.395 | Acc: 86.333% (1295/1500) 15/100 [=========>.......................................................] Step: 309ms | Tot: 4s514ms | Loss: 0.396 | Acc: 86.500% (1384/1600) 16/100 [==========>......................................................] Step: 316ms | Tot: 4s831ms | Loss: 0.395 | Acc: 86.529% (1471/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s135ms | Loss: 0.397 | Acc: 86.389% (1555/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s439ms | Loss: 0.397 | Acc: 86.579% (1645/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s752ms | Loss: 0.403 | Acc: 86.600% (1732/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s53ms | Loss: 0.401 | Acc: 86.667% (1820/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s360ms | Loss: 0.399 | Acc: 86.773% (1909/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s662ms | Loss: 0.401 | Acc: 86.652% (1993/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 6s973ms | Loss: 0.399 | Acc: 86.667% (2080/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s279ms | Loss: 0.403 | Acc: 86.480% (2162/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s582ms | Loss: 0.410 | Acc: 86.385% (2246/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s888ms | Loss: 0.404 | Acc: 86.593% (2338/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s194ms | Loss: 0.401 | Acc: 86.786% (2430/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s495ms | Loss: 0.405 | Acc: 86.897% (2520/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s807ms | Loss: 0.404 | Acc: 86.900% (2607/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s109ms | Loss: 0.403 | Acc: 86.839% (2692/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s412ms | Loss: 0.405 | Acc: 86.750% (2776/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s719ms | Loss: 0.402 | Acc: 86.879% (2867/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s22ms | Loss: 0.401 | Acc: 86.794% (2951/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s328ms | Loss: 0.406 | Acc: 86.686% (3034/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s640ms | Loss: 0.403 | Acc: 86.778% (3124/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s948ms | Loss: 0.404 | Acc: 86.676% (3207/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s252ms | Loss: 0.408 | Acc: 86.579% (3290/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s555ms | Loss: 0.406 | Acc: 86.692% (3381/3900) 39/100 [=========================>.......................................] Step: 310ms | Tot: 11s866ms | Loss: 0.409 | Acc: 86.700% (3468/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s172ms | Loss: 0.411 | Acc: 86.683% (3554/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s477ms | Loss: 0.415 | Acc: 86.571% (3636/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 12s787ms | Loss: 0.412 | Acc: 86.674% (3727/4300) 43/100 [===========================>.....................................] Step: 311ms | Tot: 13s99ms | Loss: 0.412 | Acc: 86.682% (3814/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s405ms | Loss: 0.412 | Acc: 86.778% (3905/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 13s715ms | Loss: 0.413 | Acc: 86.696% (3988/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 14s18ms | Loss: 0.414 | Acc: 86.660% (4073/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s319ms | Loss: 0.418 | Acc: 86.604% (4157/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s623ms | Loss: 0.415 | Acc: 86.633% (4245/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 14s935ms | Loss: 0.417 | Acc: 86.580% (4329/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s239ms | Loss: 0.416 | Acc: 86.647% (4419/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s542ms | Loss: 0.416 | Acc: 86.635% (4505/5200) 52/100 [=================================>...............................] Step: 324ms | Tot: 15s866ms | Loss: 0.417 | Acc: 86.604% (4590/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s177ms | Loss: 0.416 | Acc: 86.630% (4678/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s478ms | Loss: 0.415 | Acc: 86.655% (4766/5500) 55/100 [===================================>.............................] Step: 318ms | Tot: 16s797ms | Loss: 0.418 | Acc: 86.589% (4849/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s101ms | Loss: 0.418 | Acc: 86.526% (4932/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s405ms | Loss: 0.417 | Acc: 86.552% (5020/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s718ms | Loss: 0.419 | Acc: 86.525% (5105/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 18s20ms | Loss: 0.420 | Acc: 86.500% (5190/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s323ms | Loss: 0.420 | Acc: 86.443% (5273/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s631ms | Loss: 0.419 | Acc: 86.419% (5358/6200) 62/100 [========================================>........................] Step: 325ms | Tot: 18s957ms | Loss: 0.419 | Acc: 86.429% (5445/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s258ms | Loss: 0.416 | Acc: 86.500% (5536/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s559ms | Loss: 0.417 | Acc: 86.462% (5620/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s871ms | Loss: 0.415 | Acc: 86.515% (5710/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s174ms | Loss: 0.411 | Acc: 86.627% (5804/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s477ms | Loss: 0.413 | Acc: 86.632% (5891/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s786ms | Loss: 0.411 | Acc: 86.652% (5979/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s88ms | Loss: 0.412 | Acc: 86.586% (6061/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s390ms | Loss: 0.416 | Acc: 86.521% (6143/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 21s702ms | Loss: 0.418 | Acc: 86.500% (6228/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s5ms | Loss: 0.416 | Acc: 86.534% (6317/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s310ms | Loss: 0.418 | Acc: 86.527% (6403/7400) 74/100 [================================================>................] Step: 301ms | Tot: 22s611ms | Loss: 0.418 | Acc: 86.560% (6492/7500) 75/100 [================================================>................] Step: 305ms | Tot: 22s917ms | Loss: 0.417 | Acc: 86.539% (6577/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s223ms | Loss: 0.417 | Acc: 86.545% (6664/7700) 77/100 [==================================================>..............] Step: 297ms | Tot: 23s521ms | Loss: 0.416 | Acc: 86.551% (6751/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 23s832ms | Loss: 0.415 | Acc: 86.608% (6842/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s135ms | Loss: 0.414 | Acc: 86.650% (6932/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s446ms | Loss: 0.412 | Acc: 86.716% (7024/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s758ms | Loss: 0.411 | Acc: 86.732% (7112/8200) 82/100 [=====================================================>...........] Step: 301ms | Tot: 25s59ms | Loss: 0.412 | Acc: 86.699% (7196/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s364ms | Loss: 0.410 | Acc: 86.702% (7283/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s665ms | Loss: 0.412 | Acc: 86.671% (7367/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 25s971ms | Loss: 0.415 | Acc: 86.593% (7447/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s269ms | Loss: 0.415 | Acc: 86.598% (7534/8700) 87/100 [========================================================>........] Step: 298ms | Tot: 26s567ms | Loss: 0.415 | Acc: 86.580% (7619/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s875ms | Loss: 0.415 | Acc: 86.629% (7710/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s182ms | Loss: 0.414 | Acc: 86.656% (7799/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s481ms | Loss: 0.413 | Acc: 86.681% (7888/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 27s792ms | Loss: 0.412 | Acc: 86.717% (7978/9200) 92/100 [===========================================================>.....] Step: 298ms | Tot: 28s91ms | Loss: 0.413 | Acc: 86.688% (8062/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s395ms | Loss: 0.413 | Acc: 86.681% (8148/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 28s705ms | Loss: 0.413 | Acc: 86.663% (8233/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s13ms | Loss: 0.413 | Acc: 86.677% (8321/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s316ms | Loss: 0.411 | Acc: 86.732% (8413/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s616ms | Loss: 0.411 | Acc: 86.714% (8498/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 29s927ms | Loss: 0.411 | Acc: 86.697% (8583/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s234ms | Loss: 0.410 | Acc: 86.710% (8671/10000) 100/100 + +Epoch: 126 + [>................................................................] Step: 581ms | Tot: 2ms | Loss: 0.141 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.216 | Acc: 91.797% (235/256) 2/391 [>................................................................] Step: 375ms | Tot: 765ms | Loss: 0.215 | Acc: 92.448% (355/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s134ms | Loss: 0.236 | Acc: 91.406% (468/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s498ms | Loss: 0.230 | Acc: 91.875% (588/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s865ms | Loss: 0.226 | Acc: 92.188% (708/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s229ms | Loss: 0.220 | Acc: 92.188% (826/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s596ms | Loss: 0.220 | Acc: 92.480% (947/1024) 8/391 [=>...............................................................] Step: 374ms | Tot: 2s970ms | Loss: 0.217 | Acc: 92.361% (1064/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s332ms | Loss: 0.225 | Acc: 91.953% (1177/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s687ms | Loss: 0.222 | Acc: 92.116% (1297/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s54ms | Loss: 0.226 | Acc: 91.927% (1412/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s417ms | Loss: 0.223 | Acc: 92.007% (1531/1664) 13/391 [==>..............................................................] Step: 354ms | Tot: 4s772ms | Loss: 0.222 | Acc: 92.076% (1650/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s135ms | Loss: 0.221 | Acc: 92.188% (1770/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s493ms | Loss: 0.226 | Acc: 92.041% (1885/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s853ms | Loss: 0.227 | Acc: 92.004% (2002/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s221ms | Loss: 0.229 | Acc: 92.057% (2121/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s579ms | Loss: 0.229 | Acc: 92.146% (2241/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s941ms | Loss: 0.235 | Acc: 91.758% (2349/2560) 20/391 [===>.............................................................] Step: 361ms | Tot: 7s302ms | Loss: 0.236 | Acc: 91.704% (2465/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s669ms | Loss: 0.237 | Acc: 91.655% (2581/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s35ms | Loss: 0.236 | Acc: 91.644% (2698/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s396ms | Loss: 0.239 | Acc: 91.439% (2809/3072) 24/391 [===>.............................................................] Step: 354ms | Tot: 8s750ms | Loss: 0.240 | Acc: 91.469% (2927/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s118ms | Loss: 0.241 | Acc: 91.406% (3042/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 9s487ms | Loss: 0.241 | Acc: 91.435% (3160/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s849ms | Loss: 0.242 | Acc: 91.406% (3276/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s206ms | Loss: 0.242 | Acc: 91.406% (3393/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s570ms | Loss: 0.242 | Acc: 91.458% (3512/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s926ms | Loss: 0.242 | Acc: 91.532% (3632/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s286ms | Loss: 0.243 | Acc: 91.431% (3745/4096) 32/391 [=====>...........................................................] Step: 354ms | Tot: 11s641ms | Loss: 0.243 | Acc: 91.430% (3862/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s7ms | Loss: 0.247 | Acc: 91.337% (3975/4352) 34/391 [=====>...........................................................] Step: 357ms | Tot: 12s365ms | Loss: 0.248 | Acc: 91.250% (4088/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s732ms | Loss: 0.246 | Acc: 91.298% (4207/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s92ms | Loss: 0.243 | Acc: 91.448% (4331/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s451ms | Loss: 0.246 | Acc: 91.365% (4444/4864) 38/391 [======>..........................................................] Step: 353ms | Tot: 13s805ms | Loss: 0.247 | Acc: 91.326% (4559/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s169ms | Loss: 0.247 | Acc: 91.270% (4673/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s531ms | Loss: 0.248 | Acc: 91.330% (4793/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 14s890ms | Loss: 0.247 | Acc: 91.425% (4915/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s255ms | Loss: 0.247 | Acc: 91.406% (5031/5504) 43/391 [=======>.........................................................] Step: 377ms | Tot: 15s633ms | Loss: 0.247 | Acc: 91.406% (5148/5632) 44/391 [=======>.........................................................] Step: 371ms | Tot: 16s5ms | Loss: 0.247 | Acc: 91.389% (5264/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s366ms | Loss: 0.244 | Acc: 91.491% (5387/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s723ms | Loss: 0.246 | Acc: 91.456% (5502/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 17s91ms | Loss: 0.247 | Acc: 91.455% (5619/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s457ms | Loss: 0.245 | Acc: 91.518% (5740/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s818ms | Loss: 0.246 | Acc: 91.484% (5855/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s182ms | Loss: 0.247 | Acc: 91.422% (5968/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s543ms | Loss: 0.247 | Acc: 91.391% (6083/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s908ms | Loss: 0.248 | Acc: 91.347% (6197/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s273ms | Loss: 0.246 | Acc: 91.392% (6317/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s636ms | Loss: 0.246 | Acc: 91.335% (6430/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s6ms | Loss: 0.247 | Acc: 91.323% (6546/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s371ms | Loss: 0.246 | Acc: 91.338% (6664/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s729ms | Loss: 0.248 | Acc: 91.312% (6779/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s94ms | Loss: 0.250 | Acc: 91.208% (6888/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s461ms | Loss: 0.249 | Acc: 91.250% (7008/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s827ms | Loss: 0.249 | Acc: 91.240% (7124/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s189ms | Loss: 0.250 | Acc: 91.205% (7238/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s557ms | Loss: 0.251 | Acc: 91.183% (7353/8064) 63/391 [==========>......................................................] Step: 368ms | Tot: 22s925ms | Loss: 0.252 | Acc: 91.162% (7468/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s290ms | Loss: 0.254 | Acc: 91.106% (7580/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s654ms | Loss: 0.254 | Acc: 91.146% (7700/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s17ms | Loss: 0.254 | Acc: 91.103% (7813/8576) 67/391 [===========>.....................................................] Step: 353ms | Tot: 24s370ms | Loss: 0.254 | Acc: 91.108% (7930/8704) 68/391 [===========>.....................................................] Step: 355ms | Tot: 24s726ms | Loss: 0.254 | Acc: 91.112% (8047/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s89ms | Loss: 0.254 | Acc: 91.094% (8162/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s460ms | Loss: 0.254 | Acc: 91.109% (8280/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 25s824ms | Loss: 0.254 | Acc: 91.157% (8401/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s186ms | Loss: 0.255 | Acc: 91.117% (8514/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s543ms | Loss: 0.254 | Acc: 91.121% (8631/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 26s907ms | Loss: 0.255 | Acc: 91.062% (8742/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s270ms | Loss: 0.254 | Acc: 91.077% (8860/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s633ms | Loss: 0.255 | Acc: 91.051% (8974/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 27s996ms | Loss: 0.253 | Acc: 91.146% (9100/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s361ms | Loss: 0.252 | Acc: 91.189% (9221/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 28s724ms | Loss: 0.253 | Acc: 91.172% (9336/10240) 80/391 [=============>...................................................] Step: 375ms | Tot: 29s99ms | Loss: 0.253 | Acc: 91.175% (9453/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 29s470ms | Loss: 0.254 | Acc: 91.159% (9568/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 29s834ms | Loss: 0.253 | Acc: 91.143% (9683/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s197ms | Loss: 0.253 | Acc: 91.155% (9801/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s561ms | Loss: 0.254 | Acc: 91.103% (9912/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 30s925ms | Loss: 0.254 | Acc: 91.079% (10026/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s288ms | Loss: 0.253 | Acc: 91.083% (10143/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s645ms | Loss: 0.253 | Acc: 91.096% (10261/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s13ms | Loss: 0.253 | Acc: 91.073% (10375/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s379ms | Loss: 0.253 | Acc: 91.068% (10491/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s741ms | Loss: 0.255 | Acc: 91.020% (10602/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 33s109ms | Loss: 0.254 | Acc: 91.058% (10723/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s477ms | Loss: 0.254 | Acc: 91.037% (10837/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s840ms | Loss: 0.253 | Acc: 91.065% (10957/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 34s207ms | Loss: 0.253 | Acc: 91.086% (11076/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s577ms | Loss: 0.253 | Acc: 91.064% (11190/12288) 96/391 [===============>.................................................] Step: 372ms | Tot: 34s950ms | Loss: 0.254 | Acc: 91.068% (11307/12416) 97/391 [================>................................................] Step: 370ms | Tot: 35s320ms | Loss: 0.254 | Acc: 91.048% (11421/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s683ms | Loss: 0.254 | Acc: 91.020% (11534/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s44ms | Loss: 0.254 | Acc: 91.047% (11654/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s405ms | Loss: 0.254 | Acc: 91.058% (11772/12928) 101/391 [================>................................................] Step: 353ms | Tot: 36s758ms | Loss: 0.255 | Acc: 91.031% (11885/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s120ms | Loss: 0.254 | Acc: 91.042% (12003/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s481ms | Loss: 0.254 | Acc: 91.053% (12121/13312) 104/391 [=================>...............................................] Step: 354ms | Tot: 37s836ms | Loss: 0.255 | Acc: 91.019% (12233/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s203ms | Loss: 0.255 | Acc: 91.038% (12352/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s565ms | Loss: 0.255 | Acc: 91.041% (12469/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 38s933ms | Loss: 0.255 | Acc: 91.052% (12587/13824) 108/391 [=================>...............................................] Step: 350ms | Tot: 39s284ms | Loss: 0.255 | Acc: 91.041% (12702/13952) 109/391 [==================>..............................................] Step: 355ms | Tot: 39s639ms | Loss: 0.255 | Acc: 91.030% (12817/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s5ms | Loss: 0.255 | Acc: 91.033% (12934/14208) 111/391 [==================>..............................................] Step: 357ms | Tot: 40s363ms | Loss: 0.255 | Acc: 91.030% (13050/14336) 112/391 [==================>..............................................] Step: 347ms | Tot: 40s710ms | Loss: 0.256 | Acc: 91.026% (13166/14464) 113/391 [==================>..............................................] Step: 352ms | Tot: 41s63ms | Loss: 0.257 | Acc: 91.002% (13279/14592) 114/391 [==================>..............................................] Step: 351ms | Tot: 41s415ms | Loss: 0.257 | Acc: 91.012% (13397/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s775ms | Loss: 0.258 | Acc: 90.975% (13508/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s143ms | Loss: 0.257 | Acc: 90.979% (13625/14976) 117/391 [===================>.............................................] Step: 356ms | Tot: 42s500ms | Loss: 0.257 | Acc: 90.983% (13742/15104) 118/391 [===================>.............................................] Step: 349ms | Tot: 42s849ms | Loss: 0.257 | Acc: 90.999% (13861/15232) 119/391 [===================>.............................................] Step: 354ms | Tot: 43s204ms | Loss: 0.256 | Acc: 91.016% (13980/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s562ms | Loss: 0.256 | Acc: 91.006% (14095/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 43s922ms | Loss: 0.256 | Acc: 91.028% (14215/15616) 122/391 [====================>............................................] Step: 350ms | Tot: 44s272ms | Loss: 0.256 | Acc: 91.038% (14333/15744) 123/391 [====================>............................................] Step: 346ms | Tot: 44s619ms | Loss: 0.256 | Acc: 91.035% (14449/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 44s976ms | Loss: 0.256 | Acc: 91.025% (14564/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s344ms | Loss: 0.256 | Acc: 91.047% (14684/16128) 126/391 [====================>............................................] Step: 350ms | Tot: 45s695ms | Loss: 0.256 | Acc: 91.037% (14799/16256) 127/391 [=====================>...........................................] Step: 383ms | Tot: 46s78ms | Loss: 0.255 | Acc: 91.034% (14915/16384) 128/391 [=====================>...........................................] Step: 393ms | Tot: 46s472ms | Loss: 0.256 | Acc: 91.037% (15032/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 46s837ms | Loss: 0.255 | Acc: 91.034% (15148/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s199ms | Loss: 0.255 | Acc: 91.036% (15265/16768) 131/391 [=====================>...........................................] Step: 353ms | Tot: 47s553ms | Loss: 0.255 | Acc: 91.057% (15385/16896) 132/391 [=====================>...........................................] Step: 352ms | Tot: 47s905ms | Loss: 0.254 | Acc: 91.071% (15504/17024) 133/391 [======================>..........................................] Step: 349ms | Tot: 48s255ms | Loss: 0.255 | Acc: 91.051% (15617/17152) 134/391 [======================>..........................................] Step: 355ms | Tot: 48s610ms | Loss: 0.254 | Acc: 91.071% (15737/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 48s978ms | Loss: 0.254 | Acc: 91.085% (15856/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 49s334ms | Loss: 0.254 | Acc: 91.087% (15973/17536) 137/391 [======================>..........................................] Step: 350ms | Tot: 49s685ms | Loss: 0.254 | Acc: 91.101% (16092/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s42ms | Loss: 0.254 | Acc: 91.092% (16207/17792) 139/391 [=======================>.........................................] Step: 353ms | Tot: 50s395ms | Loss: 0.254 | Acc: 91.116% (16328/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 50s751ms | Loss: 0.254 | Acc: 91.113% (16444/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s116ms | Loss: 0.254 | Acc: 91.098% (16558/18176) 142/391 [=======================>.........................................] Step: 353ms | Tot: 51s469ms | Loss: 0.253 | Acc: 91.128% (16680/18304) 143/391 [=======================>.........................................] Step: 354ms | Tot: 51s824ms | Loss: 0.254 | Acc: 91.092% (16790/18432) 144/391 [=======================>.........................................] Step: 355ms | Tot: 52s179ms | Loss: 0.253 | Acc: 91.105% (16909/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s541ms | Loss: 0.253 | Acc: 91.096% (17024/18688) 146/391 [========================>........................................] Step: 353ms | Tot: 52s894ms | Loss: 0.253 | Acc: 91.098% (17141/18816) 147/391 [========================>........................................] Step: 355ms | Tot: 53s250ms | Loss: 0.253 | Acc: 91.105% (17259/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 53s610ms | Loss: 0.253 | Acc: 91.086% (17372/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 53s971ms | Loss: 0.254 | Acc: 91.062% (17484/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 54s336ms | Loss: 0.254 | Acc: 91.034% (17595/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 54s695ms | Loss: 0.255 | Acc: 91.000% (17705/19456) 152/391 [=========================>.......................................] Step: 366ms | Tot: 55s62ms | Loss: 0.255 | Acc: 91.018% (17825/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 55s424ms | Loss: 0.255 | Acc: 91.026% (17943/19712) 154/391 [=========================>.......................................] Step: 351ms | Tot: 55s776ms | Loss: 0.255 | Acc: 91.038% (18062/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s137ms | Loss: 0.255 | Acc: 91.041% (18179/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s499ms | Loss: 0.255 | Acc: 91.033% (18294/20096) 157/391 [==========================>......................................] Step: 351ms | Tot: 56s850ms | Loss: 0.254 | Acc: 91.060% (18416/20224) 158/391 [==========================>......................................] Step: 348ms | Tot: 57s199ms | Loss: 0.255 | Acc: 91.052% (18531/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 57s555ms | Loss: 0.254 | Acc: 91.064% (18650/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s913ms | Loss: 0.255 | Acc: 91.047% (18763/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s276ms | Loss: 0.255 | Acc: 91.059% (18882/20736) 162/391 [==========================>......................................] Step: 355ms | Tot: 58s632ms | Loss: 0.255 | Acc: 91.032% (18993/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 58s993ms | Loss: 0.255 | Acc: 91.035% (19110/20992) 164/391 [===========================>.....................................] Step: 349ms | Tot: 59s343ms | Loss: 0.255 | Acc: 91.027% (19225/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 59s697ms | Loss: 0.255 | Acc: 91.025% (19341/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m56ms | Loss: 0.256 | Acc: 91.018% (19456/21376) 167/391 [===========================>.....................................] Step: 353ms | Tot: 1m410ms | Loss: 0.255 | Acc: 91.034% (19576/21504) 168/391 [===========================>.....................................] Step: 351ms | Tot: 1m762ms | Loss: 0.255 | Acc: 91.050% (19696/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.255 | Acc: 91.071% (19817/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m1s | Loss: 0.255 | Acc: 91.073% (19934/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.254 | Acc: 91.093% (20055/22016) 172/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.254 | Acc: 91.086% (20170/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.254 | Acc: 91.092% (20288/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.254 | Acc: 91.094% (20405/22400) 175/391 [=============================>...................................] Step: 352ms | Tot: 1m3s | Loss: 0.254 | Acc: 91.087% (20520/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.254 | Acc: 91.106% (20641/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.254 | Acc: 91.103% (20757/22784) 178/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.254 | Acc: 91.114% (20876/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.254 | Acc: 91.124% (20995/23040) 180/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.254 | Acc: 91.126% (21112/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.254 | Acc: 91.136% (21231/23296) 182/391 [==============================>..................................] Step: 348ms | Tot: 1m5s | Loss: 0.254 | Acc: 91.133% (21347/23424) 183/391 [==============================>..................................] Step: 353ms | Tot: 1m6s | Loss: 0.254 | Acc: 91.147% (21467/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.254 | Acc: 91.144% (21583/23680) 185/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.254 | Acc: 91.146% (21700/23808) 186/391 [==============================>..................................] Step: 351ms | Tot: 1m7s | Loss: 0.253 | Acc: 91.156% (21819/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.253 | Acc: 91.161% (21937/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m7s | Loss: 0.254 | Acc: 91.121% (22044/24192) 189/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.253 | Acc: 91.131% (22163/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.254 | Acc: 91.099% (22272/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.253 | Acc: 91.113% (22392/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.254 | Acc: 91.111% (22508/24704) 193/391 [================================>................................] Step: 351ms | Tot: 1m9s | Loss: 0.254 | Acc: 91.088% (22619/24832) 194/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.254 | Acc: 91.098% (22738/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.254 | Acc: 91.091% (22853/25088) 196/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.254 | Acc: 91.113% (22975/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.253 | Acc: 91.138% (23098/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m11s | Loss: 0.254 | Acc: 91.100% (23205/25472) 199/391 [=================================>...............................] Step: 348ms | Tot: 1m11s | Loss: 0.254 | Acc: 91.090% (23319/25600) 200/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.254 | Acc: 91.076% (23432/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.255 | Acc: 91.043% (23540/25856) 202/391 [=================================>...............................] Step: 349ms | Tot: 1m12s | Loss: 0.255 | Acc: 91.041% (23656/25984) 203/391 [=================================>...............................] Step: 342ms | Tot: 1m13s | Loss: 0.256 | Acc: 91.004% (23763/26112) 204/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.256 | Acc: 91.014% (23882/26240) 205/391 [==================================>..............................] Step: 370ms | Tot: 1m13s | Loss: 0.256 | Acc: 91.012% (23998/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.256 | Acc: 91.025% (24118/26496) 207/391 [==================================>..............................] Step: 347ms | Tot: 1m14s | Loss: 0.256 | Acc: 91.016% (24232/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.256 | Acc: 91.010% (24347/26752) 209/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.256 | Acc: 91.027% (24468/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.256 | Acc: 91.014% (24581/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m16s | Loss: 0.257 | Acc: 90.997% (24693/27136) 212/391 [===================================>.............................] Step: 351ms | Tot: 1m16s | Loss: 0.257 | Acc: 90.995% (24809/27264) 213/391 [===================================>.............................] Step: 351ms | Tot: 1m16s | Loss: 0.257 | Acc: 90.994% (24925/27392) 214/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.257 | Acc: 91.003% (25044/27520) 215/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.256 | Acc: 91.016% (25164/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.256 | Acc: 91.017% (25281/27776) 217/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.256 | Acc: 91.030% (25401/27904) 218/391 [====================================>............................] Step: 353ms | Tot: 1m18s | Loss: 0.256 | Acc: 91.028% (25517/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.256 | Acc: 91.026% (25633/28160) 220/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.256 | Acc: 91.028% (25750/28288) 221/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.256 | Acc: 91.026% (25866/28416) 222/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.256 | Acc: 91.021% (25981/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m20s | Loss: 0.256 | Acc: 91.040% (26103/28672) 224/391 [=====================================>...........................] Step: 352ms | Tot: 1m20s | Loss: 0.256 | Acc: 91.042% (26220/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.256 | Acc: 91.050% (26339/28928) 226/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.255 | Acc: 91.052% (26456/29056) 227/391 [=====================================>...........................] Step: 352ms | Tot: 1m21s | Loss: 0.256 | Acc: 91.043% (26570/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.256 | Acc: 91.055% (26690/29312) 229/391 [======================================>..........................] Step: 352ms | Tot: 1m22s | Loss: 0.256 | Acc: 91.056% (26807/29440) 230/391 [======================================>..........................] Step: 349ms | Tot: 1m22s | Loss: 0.256 | Acc: 91.061% (26925/29568) 231/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.256 | Acc: 91.066% (27043/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.256 | Acc: 91.078% (27163/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.256 | Acc: 91.076% (27279/29952) 234/391 [======================================>..........................] Step: 353ms | Tot: 1m24s | Loss: 0.255 | Acc: 91.084% (27398/30080) 235/391 [=======================================>.........................] Step: 354ms | Tot: 1m24s | Loss: 0.255 | Acc: 91.088% (27516/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.255 | Acc: 91.080% (27630/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.256 | Acc: 91.065% (27742/30464) 238/391 [=======================================>.........................] Step: 351ms | Tot: 1m25s | Loss: 0.255 | Acc: 91.073% (27861/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.255 | Acc: 91.077% (27979/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.256 | Acc: 91.063% (28091/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m26s | Loss: 0.256 | Acc: 91.038% (28200/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.257 | Acc: 91.033% (28315/31104) 243/391 [========================================>........................] Step: 352ms | Tot: 1m27s | Loss: 0.256 | Acc: 91.051% (28437/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.256 | Acc: 91.071% (28560/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.256 | Acc: 91.082% (28680/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.256 | Acc: 91.080% (28796/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m28s | Loss: 0.256 | Acc: 91.060% (28906/31744) 248/391 [=========================================>.......................] Step: 349ms | Tot: 1m29s | Loss: 0.256 | Acc: 91.061% (29023/31872) 249/391 [=========================================>.......................] Step: 351ms | Tot: 1m29s | Loss: 0.256 | Acc: 91.062% (29140/32000) 250/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.256 | Acc: 91.061% (29256/32128) 251/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.256 | Acc: 91.078% (29378/32256) 252/391 [=========================================>.......................] Step: 351ms | Tot: 1m30s | Loss: 0.256 | Acc: 91.094% (29500/32384) 253/391 [==========================================>......................] Step: 353ms | Tot: 1m31s | Loss: 0.256 | Acc: 91.089% (29615/32512) 254/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.256 | Acc: 91.075% (29727/32640) 255/391 [==========================================>......................] Step: 352ms | Tot: 1m31s | Loss: 0.256 | Acc: 91.064% (29840/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.256 | Acc: 91.072% (29959/32896) 257/391 [==========================================>......................] Step: 354ms | Tot: 1m32s | Loss: 0.256 | Acc: 91.085% (30080/33024) 258/391 [==========================================>......................] Step: 348ms | Tot: 1m32s | Loss: 0.256 | Acc: 91.093% (30199/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.256 | Acc: 91.094% (30316/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.256 | Acc: 91.098% (30434/33408) 261/391 [===========================================>.....................] Step: 378ms | Tot: 1m33s | Loss: 0.256 | Acc: 91.102% (30552/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.256 | Acc: 91.097% (30667/33664) 263/391 [===========================================>.....................] Step: 348ms | Tot: 1m34s | Loss: 0.256 | Acc: 91.098% (30784/33792) 264/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.255 | Acc: 91.120% (30908/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m35s | Loss: 0.255 | Acc: 91.124% (31026/34048) 266/391 [============================================>....................] Step: 354ms | Tot: 1m35s | Loss: 0.255 | Acc: 91.128% (31144/34176) 267/391 [============================================>....................] Step: 350ms | Tot: 1m36s | Loss: 0.255 | Acc: 91.138% (31264/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.255 | Acc: 91.130% (31378/34432) 269/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.255 | Acc: 91.128% (31494/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.255 | Acc: 91.129% (31611/34688) 271/391 [=============================================>...................] Step: 351ms | Tot: 1m37s | Loss: 0.255 | Acc: 91.128% (31727/34816) 272/391 [=============================================>...................] Step: 348ms | Tot: 1m37s | Loss: 0.255 | Acc: 91.123% (31842/34944) 273/391 [=============================================>...................] Step: 348ms | Tot: 1m38s | Loss: 0.255 | Acc: 91.127% (31960/35072) 274/391 [=============================================>...................] Step: 353ms | Tot: 1m38s | Loss: 0.255 | Acc: 91.131% (32078/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.255 | Acc: 91.132% (32195/35328) 276/391 [=============================================>...................] Step: 352ms | Tot: 1m39s | Loss: 0.255 | Acc: 91.119% (32307/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m39s | Loss: 0.255 | Acc: 91.128% (32427/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.255 | Acc: 91.135% (32546/35712) 279/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.255 | Acc: 91.136% (32663/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.255 | Acc: 91.123% (32775/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.255 | Acc: 91.118% (32890/36096) 282/391 [==============================================>..................] Step: 351ms | Tot: 1m41s | Loss: 0.255 | Acc: 91.119% (33007/36224) 283/391 [===============================================>.................] Step: 352ms | Tot: 1m41s | Loss: 0.255 | Acc: 91.109% (33120/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.255 | Acc: 91.105% (33235/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.255 | Acc: 91.109% (33353/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.255 | Acc: 91.115% (33472/36736) 287/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.255 | Acc: 91.097% (33582/36864) 288/391 [===============================================>.................] Step: 352ms | Tot: 1m43s | Loss: 0.255 | Acc: 91.109% (33703/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m43s | Loss: 0.256 | Acc: 91.113% (33821/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m44s | Loss: 0.255 | Acc: 91.116% (33939/37248) 291/391 [================================================>................] Step: 350ms | Tot: 1m44s | Loss: 0.255 | Acc: 91.123% (34058/37376) 292/391 [================================================>................] Step: 355ms | Tot: 1m45s | Loss: 0.255 | Acc: 91.124% (34175/37504) 293/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.255 | Acc: 91.135% (34296/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.255 | Acc: 91.136% (34413/37760) 295/391 [=================================================>...............] Step: 371ms | Tot: 1m46s | Loss: 0.255 | Acc: 91.132% (34528/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m46s | Loss: 0.255 | Acc: 91.133% (34645/38016) 297/391 [=================================================>...............] Step: 349ms | Tot: 1m46s | Loss: 0.255 | Acc: 91.144% (34766/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.254 | Acc: 91.158% (34888/38272) 299/391 [=================================================>...............] Step: 348ms | Tot: 1m47s | Loss: 0.254 | Acc: 91.167% (35008/38400) 300/391 [=================================================>...............] Step: 350ms | Tot: 1m47s | Loss: 0.254 | Acc: 91.170% (35126/38528) 301/391 [==================================================>..............] Step: 345ms | Tot: 1m48s | Loss: 0.255 | Acc: 91.166% (35241/38656) 302/391 [==================================================>..............] Step: 348ms | Tot: 1m48s | Loss: 0.255 | Acc: 91.164% (35357/38784) 303/391 [==================================================>..............] Step: 356ms | Tot: 1m48s | Loss: 0.255 | Acc: 91.178% (35479/38912) 304/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.255 | Acc: 91.158% (35588/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.255 | Acc: 91.159% (35705/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.255 | Acc: 91.149% (35818/39296) 307/391 [===================================================>.............] Step: 349ms | Tot: 1m50s | Loss: 0.255 | Acc: 91.153% (35936/39424) 308/391 [===================================================>.............] Step: 349ms | Tot: 1m50s | Loss: 0.255 | Acc: 91.161% (36056/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m51s | Loss: 0.255 | Acc: 91.159% (36172/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m51s | Loss: 0.255 | Acc: 91.165% (36291/39808) 311/391 [===================================================>.............] Step: 351ms | Tot: 1m51s | Loss: 0.255 | Acc: 91.171% (36410/39936) 312/391 [===================================================>.............] Step: 353ms | Tot: 1m52s | Loss: 0.255 | Acc: 91.167% (36525/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m52s | Loss: 0.255 | Acc: 91.150% (36635/40192) 314/391 [====================================================>............] Step: 353ms | Tot: 1m52s | Loss: 0.256 | Acc: 91.138% (36747/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m53s | Loss: 0.256 | Acc: 91.142% (36865/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.256 | Acc: 91.150% (36985/40576) 317/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.256 | Acc: 91.146% (37100/40704) 318/391 [====================================================>............] Step: 348ms | Tot: 1m54s | Loss: 0.256 | Acc: 91.137% (37213/40832) 319/391 [=====================================================>...........] Step: 353ms | Tot: 1m54s | Loss: 0.256 | Acc: 91.145% (37333/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m54s | Loss: 0.255 | Acc: 91.156% (37454/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m55s | Loss: 0.255 | Acc: 91.159% (37572/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m55s | Loss: 0.256 | Acc: 91.155% (37687/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.256 | Acc: 91.158% (37805/41472) 324/391 [=====================================================>...........] Step: 349ms | Tot: 1m56s | Loss: 0.256 | Acc: 91.154% (37920/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m56s | Loss: 0.256 | Acc: 91.143% (38032/41728) 326/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.256 | Acc: 91.143% (38149/41856) 327/391 [======================================================>..........] Step: 353ms | Tot: 1m57s | Loss: 0.256 | Acc: 91.142% (38265/41984) 328/391 [======================================================>..........] Step: 350ms | Tot: 1m57s | Loss: 0.256 | Acc: 91.145% (38383/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.256 | Acc: 91.146% (38500/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.256 | Acc: 91.151% (38619/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 1m58s | Loss: 0.256 | Acc: 91.140% (38731/42496) 332/391 [=======================================================>.........] Step: 351ms | Tot: 1m59s | Loss: 0.256 | Acc: 91.141% (38848/42624) 333/391 [=======================================================>.........] Step: 356ms | Tot: 1m59s | Loss: 0.256 | Acc: 91.133% (38961/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 1m59s | Loss: 0.256 | Acc: 91.140% (39081/42880) 335/391 [=======================================================>.........] Step: 357ms | Tot: 2m357ms | Loss: 0.256 | Acc: 91.148% (39201/43008) 336/391 [=======================================================>.........] Step: 354ms | Tot: 2m712ms | Loss: 0.256 | Acc: 91.137% (39313/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m1s | Loss: 0.256 | Acc: 91.136% (39429/43264) 338/391 [========================================================>........] Step: 353ms | Tot: 2m1s | Loss: 0.257 | Acc: 91.134% (39545/43392) 339/391 [========================================================>........] Step: 347ms | Tot: 2m1s | Loss: 0.257 | Acc: 91.140% (39664/43520) 340/391 [========================================================>........] Step: 371ms | Tot: 2m2s | Loss: 0.256 | Acc: 91.150% (39785/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.257 | Acc: 91.130% (39893/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m2s | Loss: 0.257 | Acc: 91.131% (40010/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m3s | Loss: 0.257 | Acc: 91.131% (40127/44032) 344/391 [=========================================================>.......] Step: 354ms | Tot: 2m3s | Loss: 0.257 | Acc: 91.125% (40241/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m3s | Loss: 0.257 | Acc: 91.131% (40360/44288) 346/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.257 | Acc: 91.134% (40478/44416) 347/391 [=========================================================>.......] Step: 352ms | Tot: 2m4s | Loss: 0.257 | Acc: 91.123% (40590/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.257 | Acc: 91.124% (40707/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m5s | Loss: 0.257 | Acc: 91.129% (40826/44800) 350/391 [==========================================================>......] Step: 351ms | Tot: 2m5s | Loss: 0.257 | Acc: 91.128% (40942/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.257 | Acc: 91.122% (41056/45056) 352/391 [==========================================================>......] Step: 353ms | Tot: 2m6s | Loss: 0.257 | Acc: 91.107% (41166/45184) 353/391 [==========================================================>......] Step: 352ms | Tot: 2m6s | Loss: 0.257 | Acc: 91.097% (41278/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.258 | Acc: 91.085% (41389/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m7s | Loss: 0.258 | Acc: 91.081% (41504/45568) 356/391 [===========================================================>.....] Step: 352ms | Tot: 2m7s | Loss: 0.258 | Acc: 91.085% (41622/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.258 | Acc: 91.077% (41735/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m8s | Loss: 0.258 | Acc: 91.078% (41852/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m8s | Loss: 0.258 | Acc: 91.066% (41963/46080) 360/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.258 | Acc: 91.069% (42081/46208) 361/391 [============================================================>....] Step: 354ms | Tot: 2m9s | Loss: 0.258 | Acc: 91.065% (42196/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.258 | Acc: 91.066% (42313/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m10s | Loss: 0.258 | Acc: 91.071% (42432/46592) 364/391 [============================================================>....] Step: 390ms | Tot: 2m10s | Loss: 0.258 | Acc: 91.055% (42541/46720) 365/391 [============================================================>....] Step: 394ms | Tot: 2m11s | Loss: 0.258 | Acc: 91.056% (42658/46848) 366/391 [============================================================>....] Step: 389ms | Tot: 2m11s | Loss: 0.258 | Acc: 91.061% (42777/46976) 367/391 [=============================================================>...] Step: 393ms | Tot: 2m11s | Loss: 0.258 | Acc: 91.050% (42888/47104) 368/391 [=============================================================>...] Step: 386ms | Tot: 2m12s | Loss: 0.259 | Acc: 91.044% (43002/47232) 369/391 [=============================================================>...] Step: 391ms | Tot: 2m12s | Loss: 0.259 | Acc: 91.041% (43117/47360) 370/391 [=============================================================>...] Step: 393ms | Tot: 2m13s | Loss: 0.259 | Acc: 91.036% (43231/47488) 371/391 [=============================================================>...] Step: 389ms | Tot: 2m13s | Loss: 0.259 | Acc: 91.035% (43347/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.259 | Acc: 91.025% (43459/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m14s | Loss: 0.259 | Acc: 91.024% (43575/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m14s | Loss: 0.259 | Acc: 91.033% (43696/48000) 375/391 [==============================================================>..] Step: 369ms | Tot: 2m14s | Loss: 0.259 | Acc: 91.024% (43808/48128) 376/391 [==============================================================>..] Step: 376ms | Tot: 2m15s | Loss: 0.259 | Acc: 91.023% (43924/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.259 | Acc: 91.024% (44041/48384) 378/391 [==============================================================>..] Step: 373ms | Tot: 2m16s | Loss: 0.259 | Acc: 91.025% (44158/48512) 379/391 [===============================================================>.] Step: 374ms | Tot: 2m16s | Loss: 0.259 | Acc: 91.026% (44275/48640) 380/391 [===============================================================>.] Step: 374ms | Tot: 2m16s | Loss: 0.259 | Acc: 91.004% (44381/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.260 | Acc: 90.999% (44495/48896) 382/391 [===============================================================>.] Step: 353ms | Tot: 2m17s | Loss: 0.259 | Acc: 91.008% (44616/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.259 | Acc: 91.018% (44737/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.259 | Acc: 91.021% (44855/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m18s | Loss: 0.259 | Acc: 91.022% (44972/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m19s | Loss: 0.259 | Acc: 91.025% (45090/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m19s | Loss: 0.259 | Acc: 91.022% (45205/49664) 388/391 [================================================================>] Step: 368ms | Tot: 2m19s | Loss: 0.259 | Acc: 91.025% (45323/49792) 389/391 [================================================================>] Step: 389ms | Tot: 2m20s | Loss: 0.259 | Acc: 91.028% (45441/49920) 390/391 [================================================================>] Step: 376ms | Tot: 2m20s | Loss: 0.259 | Acc: 91.030% (45515/50000) 391/391 + [>................................................................] Step: 518ms | Tot: 2ms | Loss: 0.491 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.407 | Acc: 87.000% (174/200) 2/100 [=>...............................................................] Step: 315ms | Tot: 619ms | Loss: 0.403 | Acc: 86.000% (258/300) 3/100 [=>...............................................................] Step: 314ms | Tot: 933ms | Loss: 0.405 | Acc: 86.250% (345/400) 4/100 [==>..............................................................] Step: 309ms | Tot: 1s243ms | Loss: 0.383 | Acc: 87.000% (435/500) 5/100 [===>.............................................................] Step: 322ms | Tot: 1s565ms | Loss: 0.337 | Acc: 88.667% (532/600) 6/100 [===>.............................................................] Step: 325ms | Tot: 1s891ms | Loss: 0.322 | Acc: 89.143% (624/700) 7/100 [====>............................................................] Step: 325ms | Tot: 2s217ms | Loss: 0.334 | Acc: 88.375% (707/800) 8/100 [=====>...........................................................] Step: 333ms | Tot: 2s550ms | Loss: 0.347 | Acc: 88.111% (793/900) 9/100 [=====>...........................................................] Step: 329ms | Tot: 2s879ms | Loss: 0.352 | Acc: 88.000% (880/1000) 10/100 [======>..........................................................] Step: 321ms | Tot: 3s201ms | Loss: 0.361 | Acc: 88.000% (968/1100) 11/100 [=======>.........................................................] Step: 335ms | Tot: 3s537ms | Loss: 0.381 | Acc: 87.667% (1052/1200) 12/100 [=======>.........................................................] Step: 336ms | Tot: 3s873ms | Loss: 0.371 | Acc: 87.846% (1142/1300) 13/100 [========>........................................................] Step: 340ms | Tot: 4s214ms | Loss: 0.370 | Acc: 87.929% (1231/1400) 14/100 [=========>.......................................................] Step: 332ms | Tot: 4s546ms | Loss: 0.364 | Acc: 88.000% (1320/1500) 15/100 [=========>.......................................................] Step: 330ms | Tot: 4s877ms | Loss: 0.363 | Acc: 88.062% (1409/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 5s190ms | Loss: 0.361 | Acc: 88.235% (1500/1700) 17/100 [===========>.....................................................] Step: 335ms | Tot: 5s525ms | Loss: 0.365 | Acc: 87.889% (1582/1800) 18/100 [===========>.....................................................] Step: 317ms | Tot: 5s843ms | Loss: 0.365 | Acc: 87.842% (1669/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 6s150ms | Loss: 0.368 | Acc: 87.950% (1759/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s454ms | Loss: 0.368 | Acc: 87.952% (1847/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s761ms | Loss: 0.369 | Acc: 88.045% (1937/2200) 22/100 [==============>..................................................] Step: 321ms | Tot: 7s82ms | Loss: 0.377 | Acc: 87.957% (2023/2300) 23/100 [==============>..................................................] Step: 339ms | Tot: 7s421ms | Loss: 0.379 | Acc: 88.000% (2112/2400) 24/100 [===============>.................................................] Step: 325ms | Tot: 7s747ms | Loss: 0.381 | Acc: 87.880% (2197/2500) 25/100 [================>................................................] Step: 317ms | Tot: 8s64ms | Loss: 0.384 | Acc: 87.808% (2283/2600) 26/100 [================>................................................] Step: 308ms | Tot: 8s373ms | Loss: 0.382 | Acc: 87.815% (2371/2700) 27/100 [=================>...............................................] Step: 346ms | Tot: 8s719ms | Loss: 0.380 | Acc: 87.750% (2457/2800) 28/100 [==================>..............................................] Step: 343ms | Tot: 9s62ms | Loss: 0.382 | Acc: 87.828% (2547/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 9s369ms | Loss: 0.385 | Acc: 87.767% (2633/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s681ms | Loss: 0.384 | Acc: 87.774% (2721/3100) 31/100 [====================>............................................] Step: 328ms | Tot: 10s10ms | Loss: 0.383 | Acc: 87.812% (2810/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 10s317ms | Loss: 0.379 | Acc: 87.939% (2902/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s623ms | Loss: 0.381 | Acc: 87.882% (2988/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s933ms | Loss: 0.383 | Acc: 87.800% (3073/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 11s236ms | Loss: 0.382 | Acc: 87.889% (3164/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 11s539ms | Loss: 0.384 | Acc: 87.784% (3248/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s847ms | Loss: 0.383 | Acc: 87.737% (3334/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 12s150ms | Loss: 0.385 | Acc: 87.692% (3420/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 12s457ms | Loss: 0.383 | Acc: 87.725% (3509/4000) 40/100 [==========================>......................................] Step: 310ms | Tot: 12s767ms | Loss: 0.383 | Acc: 87.732% (3597/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 13s76ms | Loss: 0.386 | Acc: 87.738% (3685/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 13s382ms | Loss: 0.384 | Acc: 87.837% (3777/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 13s685ms | Loss: 0.385 | Acc: 87.886% (3867/4400) 44/100 [============================>....................................] Step: 312ms | Tot: 13s998ms | Loss: 0.385 | Acc: 87.889% (3955/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 14s307ms | Loss: 0.385 | Acc: 87.826% (4040/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s612ms | Loss: 0.384 | Acc: 87.830% (4128/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s923ms | Loss: 0.388 | Acc: 87.750% (4212/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 15s227ms | Loss: 0.385 | Acc: 87.837% (4304/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s530ms | Loss: 0.387 | Acc: 87.760% (4388/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s838ms | Loss: 0.387 | Acc: 87.745% (4475/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 16s142ms | Loss: 0.386 | Acc: 87.731% (4562/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 16s443ms | Loss: 0.386 | Acc: 87.774% (4652/5300) 53/100 [==================================>..............................] Step: 303ms | Tot: 16s746ms | Loss: 0.386 | Acc: 87.815% (4742/5400) 54/100 [===================================>.............................] Step: 316ms | Tot: 17s63ms | Loss: 0.386 | Acc: 87.764% (4827/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 17s375ms | Loss: 0.388 | Acc: 87.750% (4914/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s681ms | Loss: 0.389 | Acc: 87.719% (5000/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s992ms | Loss: 0.387 | Acc: 87.776% (5091/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 18s293ms | Loss: 0.388 | Acc: 87.712% (5175/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s598ms | Loss: 0.389 | Acc: 87.683% (5261/6000) 60/100 [=======================================>.........................] Step: 311ms | Tot: 18s909ms | Loss: 0.389 | Acc: 87.672% (5348/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 19s215ms | Loss: 0.389 | Acc: 87.694% (5437/6200) 62/100 [========================================>........................] Step: 299ms | Tot: 19s515ms | Loss: 0.388 | Acc: 87.746% (5528/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s819ms | Loss: 0.385 | Acc: 87.812% (5620/6400) 64/100 [=========================================>.......................] Step: 306ms | Tot: 20s126ms | Loss: 0.387 | Acc: 87.723% (5702/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 20s428ms | Loss: 0.387 | Acc: 87.742% (5791/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s734ms | Loss: 0.384 | Acc: 87.851% (5886/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 21s42ms | Loss: 0.385 | Acc: 87.824% (5972/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 21s349ms | Loss: 0.384 | Acc: 87.841% (6061/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s651ms | Loss: 0.384 | Acc: 87.829% (6148/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s963ms | Loss: 0.386 | Acc: 87.803% (6234/7100) 71/100 [==============================================>..................] Step: 315ms | Tot: 22s279ms | Loss: 0.386 | Acc: 87.750% (6318/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s582ms | Loss: 0.386 | Acc: 87.753% (6406/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s893ms | Loss: 0.387 | Acc: 87.703% (6490/7400) 74/100 [================================================>................] Step: 301ms | Tot: 23s195ms | Loss: 0.387 | Acc: 87.667% (6575/7500) 75/100 [================================================>................] Step: 299ms | Tot: 23s494ms | Loss: 0.387 | Acc: 87.645% (6661/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s799ms | Loss: 0.387 | Acc: 87.662% (6750/7700) 77/100 [==================================================>..............] Step: 312ms | Tot: 24s111ms | Loss: 0.386 | Acc: 87.692% (6840/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 24s414ms | Loss: 0.386 | Acc: 87.684% (6927/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s716ms | Loss: 0.385 | Acc: 87.662% (7013/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 25s26ms | Loss: 0.384 | Acc: 87.691% (7103/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 25s335ms | Loss: 0.383 | Acc: 87.720% (7193/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s650ms | Loss: 0.383 | Acc: 87.699% (7279/8300) 83/100 [=====================================================>...........] Step: 325ms | Tot: 25s976ms | Loss: 0.383 | Acc: 87.702% (7367/8400) 84/100 [======================================================>..........] Step: 316ms | Tot: 26s292ms | Loss: 0.383 | Acc: 87.694% (7454/8500) 85/100 [=======================================================>.........] Step: 319ms | Tot: 26s612ms | Loss: 0.384 | Acc: 87.674% (7540/8600) 86/100 [=======================================================>.........] Step: 321ms | Tot: 26s933ms | Loss: 0.384 | Acc: 87.678% (7628/8700) 87/100 [========================================================>........] Step: 320ms | Tot: 27s254ms | Loss: 0.384 | Acc: 87.682% (7716/8800) 88/100 [=========================================================>.......] Step: 314ms | Tot: 27s568ms | Loss: 0.384 | Acc: 87.674% (7803/8900) 89/100 [=========================================================>.......] Step: 323ms | Tot: 27s891ms | Loss: 0.384 | Acc: 87.656% (7889/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 28s203ms | Loss: 0.383 | Acc: 87.659% (7977/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 28s512ms | Loss: 0.382 | Acc: 87.674% (8066/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s818ms | Loss: 0.385 | Acc: 87.645% (8151/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 29s126ms | Loss: 0.384 | Acc: 87.670% (8241/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 29s433ms | Loss: 0.384 | Acc: 87.674% (8329/9500) 95/100 [=============================================================>...] Step: 298ms | Tot: 29s731ms | Loss: 0.384 | Acc: 87.667% (8416/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 30s41ms | Loss: 0.384 | Acc: 87.670% (8504/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 30s347ms | Loss: 0.385 | Acc: 87.643% (8589/9800) 98/100 [===============================================================>.] Step: 295ms | Tot: 30s643ms | Loss: 0.386 | Acc: 87.616% (8674/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s955ms | Loss: 0.385 | Acc: 87.670% (8767/10000) 100/100 +Saving.. + +Epoch: 127 + [>................................................................] Step: 714ms | Tot: 2ms | Loss: 0.224 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 391ms | Tot: 394ms | Loss: 0.211 | Acc: 93.359% (239/256) 2/391 [>................................................................] Step: 383ms | Tot: 777ms | Loss: 0.223 | Acc: 92.969% (357/384) 3/391 [>................................................................] Step: 368ms | Tot: 1s146ms | Loss: 0.242 | Acc: 92.383% (473/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s515ms | Loss: 0.228 | Acc: 92.656% (593/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s888ms | Loss: 0.229 | Acc: 92.708% (712/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s259ms | Loss: 0.235 | Acc: 92.411% (828/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s626ms | Loss: 0.260 | Acc: 91.406% (936/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 2s986ms | Loss: 0.269 | Acc: 91.146% (1050/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s353ms | Loss: 0.273 | Acc: 91.016% (1165/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s719ms | Loss: 0.273 | Acc: 90.767% (1278/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s77ms | Loss: 0.275 | Acc: 90.755% (1394/1536) 12/391 [=>...............................................................] Step: 368ms | Tot: 4s446ms | Loss: 0.281 | Acc: 90.505% (1506/1664) 13/391 [==>..............................................................] Step: 358ms | Tot: 4s804ms | Loss: 0.276 | Acc: 90.681% (1625/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s170ms | Loss: 0.266 | Acc: 91.042% (1748/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s540ms | Loss: 0.268 | Acc: 91.016% (1864/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s901ms | Loss: 0.267 | Acc: 91.039% (1981/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s267ms | Loss: 0.261 | Acc: 91.319% (2104/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s630ms | Loss: 0.257 | Acc: 91.530% (2226/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s990ms | Loss: 0.255 | Acc: 91.602% (2345/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s359ms | Loss: 0.254 | Acc: 91.555% (2461/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s717ms | Loss: 0.251 | Acc: 91.619% (2580/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s75ms | Loss: 0.254 | Acc: 91.644% (2698/2944) 23/391 [===>.............................................................] Step: 375ms | Tot: 8s451ms | Loss: 0.252 | Acc: 91.699% (2817/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s810ms | Loss: 0.253 | Acc: 91.625% (2932/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s175ms | Loss: 0.253 | Acc: 91.617% (3049/3328) 26/391 [====>............................................................] Step: 356ms | Tot: 9s532ms | Loss: 0.256 | Acc: 91.464% (3161/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s897ms | Loss: 0.257 | Acc: 91.378% (3275/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s264ms | Loss: 0.260 | Acc: 91.272% (3388/3712) 29/391 [====>............................................................] Step: 365ms | Tot: 10s629ms | Loss: 0.260 | Acc: 91.354% (3508/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s993ms | Loss: 0.260 | Acc: 91.356% (3625/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s361ms | Loss: 0.256 | Acc: 91.479% (3747/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s734ms | Loss: 0.255 | Acc: 91.477% (3864/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s90ms | Loss: 0.256 | Acc: 91.406% (3978/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s453ms | Loss: 0.258 | Acc: 91.339% (4092/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s818ms | Loss: 0.259 | Acc: 91.298% (4207/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s177ms | Loss: 0.261 | Acc: 91.301% (4324/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s539ms | Loss: 0.259 | Acc: 91.345% (4443/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s897ms | Loss: 0.258 | Acc: 91.346% (4560/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s259ms | Loss: 0.257 | Acc: 91.367% (4678/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s623ms | Loss: 0.253 | Acc: 91.482% (4801/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 14s984ms | Loss: 0.253 | Acc: 91.462% (4917/5376) 42/391 [======>..........................................................] Step: 375ms | Tot: 15s359ms | Loss: 0.253 | Acc: 91.443% (5033/5504) 43/391 [=======>.........................................................] Step: 371ms | Tot: 15s730ms | Loss: 0.256 | Acc: 91.371% (5146/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 16s86ms | Loss: 0.256 | Acc: 91.337% (5261/5760) 45/391 [=======>.........................................................] Step: 368ms | Tot: 16s454ms | Loss: 0.257 | Acc: 91.304% (5376/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s815ms | Loss: 0.259 | Acc: 91.257% (5490/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s183ms | Loss: 0.260 | Acc: 91.243% (5606/6144) 48/391 [=======>.........................................................] Step: 351ms | Tot: 17s535ms | Loss: 0.261 | Acc: 91.247% (5723/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s895ms | Loss: 0.260 | Acc: 91.234% (5839/6400) 50/391 [========>........................................................] Step: 376ms | Tot: 18s271ms | Loss: 0.258 | Acc: 91.284% (5959/6528) 51/391 [========>........................................................] Step: 356ms | Tot: 18s628ms | Loss: 0.258 | Acc: 91.271% (6075/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 18s991ms | Loss: 0.259 | Acc: 91.185% (6186/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s353ms | Loss: 0.260 | Acc: 91.146% (6300/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s715ms | Loss: 0.260 | Acc: 91.136% (6416/7040) 55/391 [=========>.......................................................] Step: 352ms | Tot: 20s67ms | Loss: 0.262 | Acc: 91.085% (6529/7168) 56/391 [=========>.......................................................] Step: 377ms | Tot: 20s445ms | Loss: 0.261 | Acc: 91.118% (6648/7296) 57/391 [=========>.......................................................] Step: 372ms | Tot: 20s817ms | Loss: 0.260 | Acc: 91.164% (6768/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s182ms | Loss: 0.260 | Acc: 91.128% (6882/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s542ms | Loss: 0.260 | Acc: 91.094% (6996/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s904ms | Loss: 0.259 | Acc: 91.137% (7116/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s264ms | Loss: 0.260 | Acc: 91.104% (7230/7936) 62/391 [==========>......................................................] Step: 355ms | Tot: 22s619ms | Loss: 0.258 | Acc: 91.158% (7351/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 22s975ms | Loss: 0.257 | Acc: 91.199% (7471/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s338ms | Loss: 0.258 | Acc: 91.202% (7588/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s705ms | Loss: 0.257 | Acc: 91.264% (7710/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s61ms | Loss: 0.255 | Acc: 91.313% (7831/8576) 67/391 [===========>.....................................................] Step: 379ms | Tot: 24s441ms | Loss: 0.255 | Acc: 91.291% (7946/8704) 68/391 [===========>.....................................................] Step: 377ms | Tot: 24s818ms | Loss: 0.255 | Acc: 91.316% (8065/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s183ms | Loss: 0.253 | Acc: 91.373% (8187/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s545ms | Loss: 0.251 | Acc: 91.450% (8311/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 25s911ms | Loss: 0.250 | Acc: 91.461% (8429/9216) 72/391 [===========>.....................................................] Step: 380ms | Tot: 26s291ms | Loss: 0.248 | Acc: 91.545% (8554/9344) 73/391 [============>....................................................] Step: 376ms | Tot: 26s667ms | Loss: 0.249 | Acc: 91.543% (8671/9472) 74/391 [============>....................................................] Step: 378ms | Tot: 27s46ms | Loss: 0.249 | Acc: 91.521% (8786/9600) 75/391 [============>....................................................] Step: 373ms | Tot: 27s420ms | Loss: 0.250 | Acc: 91.478% (8899/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 27s788ms | Loss: 0.248 | Acc: 91.528% (9021/9856) 77/391 [============>....................................................] Step: 384ms | Tot: 28s172ms | Loss: 0.249 | Acc: 91.526% (9138/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s537ms | Loss: 0.250 | Acc: 91.525% (9255/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s899ms | Loss: 0.250 | Acc: 91.504% (9370/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s264ms | Loss: 0.248 | Acc: 91.551% (9492/10368) 81/391 [=============>...................................................] Step: 352ms | Tot: 29s616ms | Loss: 0.247 | Acc: 91.606% (9615/10496) 82/391 [=============>...................................................] Step: 356ms | Tot: 29s972ms | Loss: 0.248 | Acc: 91.557% (9727/10624) 83/391 [=============>...................................................] Step: 374ms | Tot: 30s346ms | Loss: 0.249 | Acc: 91.546% (9843/10752) 84/391 [=============>...................................................] Step: 366ms | Tot: 30s713ms | Loss: 0.250 | Acc: 91.507% (9956/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 31s70ms | Loss: 0.249 | Acc: 91.524% (10075/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 31s441ms | Loss: 0.248 | Acc: 91.550% (10195/11136) 87/391 [==============>..................................................] Step: 368ms | Tot: 31s809ms | Loss: 0.248 | Acc: 91.522% (10309/11264) 88/391 [==============>..................................................] Step: 360ms | Tot: 32s169ms | Loss: 0.249 | Acc: 91.512% (10425/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s528ms | Loss: 0.248 | Acc: 91.528% (10544/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 32s887ms | Loss: 0.247 | Acc: 91.569% (10666/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s253ms | Loss: 0.248 | Acc: 91.559% (10782/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s612ms | Loss: 0.249 | Acc: 91.549% (10898/11904) 93/391 [===============>.................................................] Step: 354ms | Tot: 33s966ms | Loss: 0.248 | Acc: 91.564% (11017/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s332ms | Loss: 0.248 | Acc: 91.620% (11141/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s699ms | Loss: 0.247 | Acc: 91.634% (11260/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 35s58ms | Loss: 0.246 | Acc: 91.680% (11383/12416) 97/391 [================>................................................] Step: 380ms | Tot: 35s439ms | Loss: 0.246 | Acc: 91.677% (11500/12544) 98/391 [================>................................................] Step: 367ms | Tot: 35s806ms | Loss: 0.246 | Acc: 91.682% (11618/12672) 99/391 [================>................................................] Step: 352ms | Tot: 36s159ms | Loss: 0.246 | Acc: 91.680% (11735/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s519ms | Loss: 0.246 | Acc: 91.654% (11849/12928) 101/391 [================>................................................] Step: 364ms | Tot: 36s884ms | Loss: 0.246 | Acc: 91.651% (11966/13056) 102/391 [================>................................................] Step: 374ms | Tot: 37s258ms | Loss: 0.245 | Acc: 91.641% (12082/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s615ms | Loss: 0.246 | Acc: 91.647% (12200/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s978ms | Loss: 0.246 | Acc: 91.652% (12318/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s343ms | Loss: 0.246 | Acc: 91.635% (12433/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s703ms | Loss: 0.246 | Acc: 91.625% (12549/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 39s61ms | Loss: 0.247 | Acc: 91.609% (12664/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s426ms | Loss: 0.246 | Acc: 91.621% (12783/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s784ms | Loss: 0.246 | Acc: 91.598% (12897/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 40s140ms | Loss: 0.246 | Acc: 91.589% (13013/14208) 111/391 [==================>..............................................] Step: 365ms | Tot: 40s506ms | Loss: 0.247 | Acc: 91.574% (13128/14336) 112/391 [==================>..............................................] Step: 374ms | Tot: 40s880ms | Loss: 0.247 | Acc: 91.565% (13244/14464) 113/391 [==================>..............................................] Step: 371ms | Tot: 41s252ms | Loss: 0.247 | Acc: 91.584% (13364/14592) 114/391 [==================>..............................................] Step: 358ms | Tot: 41s611ms | Loss: 0.246 | Acc: 91.603% (13484/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 41s979ms | Loss: 0.246 | Acc: 91.635% (13606/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 42s342ms | Loss: 0.246 | Acc: 91.620% (13721/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 42s711ms | Loss: 0.246 | Acc: 91.625% (13839/15104) 118/391 [===================>.............................................] Step: 354ms | Tot: 43s66ms | Loss: 0.247 | Acc: 91.623% (13956/15232) 119/391 [===================>.............................................] Step: 355ms | Tot: 43s421ms | Loss: 0.247 | Acc: 91.608% (14071/15360) 120/391 [===================>.............................................] Step: 370ms | Tot: 43s792ms | Loss: 0.246 | Acc: 91.639% (14193/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s155ms | Loss: 0.245 | Acc: 91.662% (14314/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 44s525ms | Loss: 0.246 | Acc: 91.648% (14429/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s886ms | Loss: 0.245 | Acc: 91.652% (14547/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 45s253ms | Loss: 0.247 | Acc: 91.625% (14660/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s618ms | Loss: 0.248 | Acc: 91.592% (14772/16128) 126/391 [====================>............................................] Step: 362ms | Tot: 45s981ms | Loss: 0.247 | Acc: 91.609% (14892/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s349ms | Loss: 0.248 | Acc: 91.559% (15001/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s710ms | Loss: 0.247 | Acc: 91.582% (15122/16512) 129/391 [=====================>...........................................] Step: 356ms | Tot: 47s67ms | Loss: 0.247 | Acc: 91.569% (15237/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 47s431ms | Loss: 0.247 | Acc: 91.555% (15352/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s796ms | Loss: 0.246 | Acc: 91.590% (15475/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s156ms | Loss: 0.247 | Acc: 91.547% (15585/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s513ms | Loss: 0.248 | Acc: 91.529% (15699/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 48s873ms | Loss: 0.248 | Acc: 91.510% (15813/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s236ms | Loss: 0.248 | Acc: 91.533% (15934/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 49s593ms | Loss: 0.248 | Acc: 91.532% (16051/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 49s951ms | Loss: 0.248 | Acc: 91.542% (16170/17664) 138/391 [======================>..........................................] Step: 365ms | Tot: 50s317ms | Loss: 0.248 | Acc: 91.536% (16286/17792) 139/391 [=======================>.........................................] Step: 368ms | Tot: 50s685ms | Loss: 0.248 | Acc: 91.540% (16404/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s45ms | Loss: 0.248 | Acc: 91.561% (16525/18048) 141/391 [=======================>.........................................] Step: 369ms | Tot: 51s414ms | Loss: 0.248 | Acc: 91.571% (16644/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s776ms | Loss: 0.247 | Acc: 91.592% (16765/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 52s136ms | Loss: 0.247 | Acc: 91.602% (16884/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s499ms | Loss: 0.247 | Acc: 91.600% (17001/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s859ms | Loss: 0.247 | Acc: 91.610% (17120/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s220ms | Loss: 0.246 | Acc: 91.619% (17239/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 53s587ms | Loss: 0.246 | Acc: 91.633% (17359/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s945ms | Loss: 0.246 | Acc: 91.658% (17481/19072) 149/391 [========================>........................................] Step: 373ms | Tot: 54s319ms | Loss: 0.245 | Acc: 91.677% (17602/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s684ms | Loss: 0.245 | Acc: 91.680% (17720/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s45ms | Loss: 0.244 | Acc: 91.704% (17842/19456) 152/391 [=========================>.......................................] Step: 375ms | Tot: 55s420ms | Loss: 0.244 | Acc: 91.723% (17963/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 55s782ms | Loss: 0.244 | Acc: 91.716% (18079/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 56s143ms | Loss: 0.244 | Acc: 91.694% (18192/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s504ms | Loss: 0.244 | Acc: 91.712% (18313/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s864ms | Loss: 0.244 | Acc: 91.700% (18428/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s229ms | Loss: 0.244 | Acc: 91.698% (18545/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s595ms | Loss: 0.243 | Acc: 91.716% (18666/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 57s954ms | Loss: 0.243 | Acc: 91.733% (18787/20480) 160/391 [==========================>......................................] Step: 369ms | Tot: 58s323ms | Loss: 0.243 | Acc: 91.727% (18903/20608) 161/391 [==========================>......................................] Step: 372ms | Tot: 58s696ms | Loss: 0.243 | Acc: 91.720% (19019/20736) 162/391 [==========================>......................................] Step: 381ms | Tot: 59s77ms | Loss: 0.243 | Acc: 91.699% (19132/20864) 163/391 [===========================>.....................................] Step: 377ms | Tot: 59s454ms | Loss: 0.244 | Acc: 91.668% (19243/20992) 164/391 [===========================>.....................................] Step: 373ms | Tot: 59s828ms | Loss: 0.244 | Acc: 91.657% (19358/21120) 165/391 [===========================>.....................................] Step: 374ms | Tot: 1m202ms | Loss: 0.244 | Acc: 91.656% (19475/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m570ms | Loss: 0.245 | Acc: 91.645% (19590/21376) 167/391 [===========================>.....................................] Step: 376ms | Tot: 1m947ms | Loss: 0.245 | Acc: 91.643% (19707/21504) 168/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.246 | Acc: 91.614% (19818/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.245 | Acc: 91.622% (19937/21760) 170/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.246 | Acc: 91.607% (20051/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.246 | Acc: 91.597% (20166/22016) 172/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.246 | Acc: 91.582% (20280/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.246 | Acc: 91.590% (20399/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.246 | Acc: 91.580% (20514/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.246 | Acc: 91.593% (20634/22528) 176/391 [=============================>...................................] Step: 377ms | Tot: 1m4s | Loss: 0.245 | Acc: 91.592% (20751/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.246 | Acc: 91.564% (20862/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.245 | Acc: 91.550% (20976/22912) 179/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.245 | Acc: 91.562% (21096/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.245 | Acc: 91.562% (21213/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.246 | Acc: 91.544% (21326/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.246 | Acc: 91.556% (21446/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.246 | Acc: 91.551% (21562/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.246 | Acc: 91.562% (21682/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.246 | Acc: 91.557% (21798/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.247 | Acc: 91.519% (21906/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.246 | Acc: 91.527% (22025/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.246 | Acc: 91.526% (22142/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.246 | Acc: 91.534% (22261/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.247 | Acc: 91.492% (22368/24448) 191/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.247 | Acc: 91.488% (22484/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.247 | Acc: 91.487% (22601/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.247 | Acc: 91.479% (22716/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.247 | Acc: 91.486% (22835/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.246 | Acc: 91.494% (22954/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.246 | Acc: 91.478% (23067/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.247 | Acc: 91.477% (23184/25344) 198/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.246 | Acc: 91.477% (23301/25472) 199/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.246 | Acc: 91.488% (23421/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.247 | Acc: 91.480% (23536/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.248 | Acc: 91.460% (23648/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.248 | Acc: 91.452% (23763/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.248 | Acc: 91.464% (23883/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.248 | Acc: 91.479% (24004/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.248 | Acc: 91.467% (24118/26368) 206/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.248 | Acc: 91.478% (24238/26496) 207/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.248 | Acc: 91.463% (24351/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.248 | Acc: 91.474% (24471/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.248 | Acc: 91.458% (24584/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.248 | Acc: 91.451% (24699/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.248 | Acc: 91.447% (24815/27136) 212/391 [===================================>.............................] Step: 377ms | Tot: 1m17s | Loss: 0.249 | Acc: 91.432% (24928/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.249 | Acc: 91.432% (25045/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.249 | Acc: 91.421% (25159/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.249 | Acc: 91.421% (25276/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.249 | Acc: 91.424% (25394/27776) 217/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.249 | Acc: 91.406% (25506/27904) 218/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.249 | Acc: 91.421% (25627/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.250 | Acc: 91.396% (25737/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.249 | Acc: 91.417% (25860/28288) 221/391 [====================================>............................] Step: 378ms | Tot: 1m20s | Loss: 0.249 | Acc: 91.424% (25979/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.249 | Acc: 91.403% (26090/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.249 | Acc: 91.420% (26212/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.249 | Acc: 91.417% (26328/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.249 | Acc: 91.424% (26447/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.249 | Acc: 91.413% (26561/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.249 | Acc: 91.427% (26682/29184) 228/391 [=====================================>...........................] Step: 355ms | Tot: 1m23s | Loss: 0.249 | Acc: 91.416% (26796/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.249 | Acc: 91.416% (26913/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m23s | Loss: 0.249 | Acc: 91.413% (27029/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.249 | Acc: 91.416% (27147/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.249 | Acc: 91.430% (27268/29824) 233/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.249 | Acc: 91.413% (27380/29952) 234/391 [======================================>..........................] Step: 377ms | Tot: 1m25s | Loss: 0.250 | Acc: 91.393% (27491/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.250 | Acc: 91.386% (27606/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.250 | Acc: 91.360% (27715/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.250 | Acc: 91.364% (27833/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.251 | Acc: 91.347% (27945/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.251 | Acc: 91.351% (28063/30720) 240/391 [=======================================>.........................] Step: 357ms | Tot: 1m27s | Loss: 0.251 | Acc: 91.338% (28176/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.251 | Acc: 91.322% (28288/30976) 242/391 [========================================>........................] Step: 375ms | Tot: 1m28s | Loss: 0.251 | Acc: 91.329% (28407/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.251 | Acc: 91.329% (28524/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.251 | Acc: 91.327% (28640/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.251 | Acc: 91.305% (28750/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.251 | Acc: 91.302% (28866/31616) 247/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.251 | Acc: 91.305% (28984/31744) 248/391 [=========================================>.......................] Step: 390ms | Tot: 1m30s | Loss: 0.251 | Acc: 91.300% (29099/31872) 249/391 [=========================================>.......................] Step: 378ms | Tot: 1m30s | Loss: 0.251 | Acc: 91.297% (29215/32000) 250/391 [=========================================>.......................] Step: 379ms | Tot: 1m31s | Loss: 0.251 | Acc: 91.310% (29336/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.251 | Acc: 91.282% (29444/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.251 | Acc: 91.280% (29560/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.251 | Acc: 91.292% (29681/32512) 254/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.251 | Acc: 91.287% (29796/32640) 255/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.251 | Acc: 91.284% (29912/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.251 | Acc: 91.285% (30029/32896) 257/391 [==========================================>......................] Step: 372ms | Tot: 1m33s | Loss: 0.251 | Acc: 91.288% (30147/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.252 | Acc: 91.261% (30255/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.251 | Acc: 91.283% (30379/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.251 | Acc: 91.278% (30494/33408) 261/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.251 | Acc: 91.269% (30608/33536) 262/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.251 | Acc: 91.279% (30728/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.251 | Acc: 91.273% (30843/33792) 264/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.251 | Acc: 91.262% (30956/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.251 | Acc: 91.262% (31073/34048) 266/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.251 | Acc: 91.269% (31192/34176) 267/391 [============================================>....................] Step: 378ms | Tot: 1m37s | Loss: 0.251 | Acc: 91.269% (31309/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.250 | Acc: 91.276% (31428/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.250 | Acc: 91.270% (31543/34560) 270/391 [============================================>....................] Step: 354ms | Tot: 1m38s | Loss: 0.250 | Acc: 91.277% (31662/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.250 | Acc: 91.271% (31777/34816) 272/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.250 | Acc: 91.257% (31889/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.250 | Acc: 91.258% (32006/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.250 | Acc: 91.253% (32121/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.250 | Acc: 91.259% (32240/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.250 | Acc: 91.257% (32356/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.250 | Acc: 91.254% (32472/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.250 | Acc: 91.247% (32586/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.251 | Acc: 91.247% (32703/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.251 | Acc: 91.248% (32820/35968) 281/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.251 | Acc: 91.248% (32937/36096) 282/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.251 | Acc: 91.257% (33057/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.251 | Acc: 91.255% (33173/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.251 | Acc: 91.266% (33294/36480) 285/391 [===============================================>.................] Step: 355ms | Tot: 1m44s | Loss: 0.251 | Acc: 91.253% (33406/36608) 286/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.251 | Acc: 91.254% (33523/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.251 | Acc: 91.252% (33639/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m45s | Loss: 0.251 | Acc: 91.247% (33754/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.251 | Acc: 91.258% (33875/37120) 290/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.252 | Acc: 91.240% (33985/37248) 291/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.252 | Acc: 91.235% (34100/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.252 | Acc: 91.236% (34217/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.251 | Acc: 91.244% (34337/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.251 | Acc: 91.247% (34455/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.252 | Acc: 91.245% (34571/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.251 | Acc: 91.256% (34692/38016) 297/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.251 | Acc: 91.249% (34806/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.251 | Acc: 91.257% (34926/38272) 299/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.251 | Acc: 91.268% (35047/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.251 | Acc: 91.271% (35165/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.251 | Acc: 91.267% (35280/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.251 | Acc: 91.282% (35403/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.251 | Acc: 91.283% (35520/38912) 304/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.251 | Acc: 91.270% (35632/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.251 | Acc: 91.271% (35749/39168) 306/391 [==================================================>..............] Step: 353ms | Tot: 1m51s | Loss: 0.251 | Acc: 91.269% (35865/39296) 307/391 [===================================================>.............] Step: 350ms | Tot: 1m51s | Loss: 0.251 | Acc: 91.279% (35986/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.251 | Acc: 91.282% (36104/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.251 | Acc: 91.278% (36219/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.251 | Acc: 91.281% (36337/39808) 311/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.251 | Acc: 91.291% (36458/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.251 | Acc: 91.299% (36578/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.251 | Acc: 91.289% (36691/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.251 | Acc: 91.292% (36809/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.251 | Acc: 91.290% (36925/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.251 | Acc: 91.300% (37046/40576) 317/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.251 | Acc: 91.301% (37163/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.250 | Acc: 91.303% (37281/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.250 | Acc: 91.296% (37395/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.250 | Acc: 91.302% (37514/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.251 | Acc: 91.290% (37626/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.251 | Acc: 91.293% (37744/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.251 | Acc: 91.293% (37861/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m58s | Loss: 0.251 | Acc: 91.291% (37977/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.251 | Acc: 91.286% (38092/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.251 | Acc: 91.287% (38209/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.251 | Acc: 91.292% (38328/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.251 | Acc: 91.283% (38441/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.251 | Acc: 91.276% (38555/42240) 330/391 [======================================================>..........] Step: 369ms | Tot: 2m329ms | Loss: 0.251 | Acc: 91.279% (38673/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m691ms | Loss: 0.251 | Acc: 91.289% (38794/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.251 | Acc: 91.287% (38910/42624) 333/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.251 | Acc: 91.287% (39027/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.251 | Acc: 91.285% (39143/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 2m2s | Loss: 0.251 | Acc: 91.283% (39259/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.251 | Acc: 91.288% (39378/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.250 | Acc: 91.300% (39500/43264) 338/391 [========================================================>........] Step: 375ms | Tot: 2m3s | Loss: 0.250 | Acc: 91.307% (39620/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.250 | Acc: 91.291% (39730/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.251 | Acc: 91.292% (39847/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.250 | Acc: 91.290% (39963/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.251 | Acc: 91.281% (40076/43904) 343/391 [=========================================================>.......] Step: 377ms | Tot: 2m5s | Loss: 0.251 | Acc: 91.275% (40190/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m5s | Loss: 0.251 | Acc: 91.268% (40304/44160) 345/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.251 | Acc: 91.278% (40425/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.251 | Acc: 91.280% (40543/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.251 | Acc: 91.269% (40655/44544) 348/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.251 | Acc: 91.272% (40773/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.251 | Acc: 91.259% (40884/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.251 | Acc: 91.253% (40998/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.252 | Acc: 91.249% (41113/45056) 352/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.251 | Acc: 91.247% (41229/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.252 | Acc: 91.247% (41346/45312) 354/391 [==========================================================>......] Step: 351ms | Tot: 2m9s | Loss: 0.252 | Acc: 91.241% (41460/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.252 | Acc: 91.237% (41575/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.252 | Acc: 91.244% (41695/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.252 | Acc: 91.232% (41806/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.252 | Acc: 91.228% (41921/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.252 | Acc: 91.224% (42036/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.252 | Acc: 91.224% (42153/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.252 | Acc: 91.223% (42269/46336) 362/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.252 | Acc: 91.238% (42393/46464) 363/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.252 | Acc: 91.237% (42509/46592) 364/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.252 | Acc: 91.244% (42629/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.252 | Acc: 91.235% (42742/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.252 | Acc: 91.238% (42860/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.252 | Acc: 91.230% (42973/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.252 | Acc: 91.237% (43093/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.252 | Acc: 91.239% (43211/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.252 | Acc: 91.244% (43330/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.252 | Acc: 91.245% (43447/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.252 | Acc: 91.245% (43564/47744) 373/391 [==============================================================>..] Step: 372ms | Tot: 2m15s | Loss: 0.252 | Acc: 91.245% (43681/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m16s | Loss: 0.252 | Acc: 91.258% (43804/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.252 | Acc: 91.255% (43919/48128) 376/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.252 | Acc: 91.251% (44034/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.252 | Acc: 91.253% (44152/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.252 | Acc: 91.239% (44262/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.252 | Acc: 91.238% (44378/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.252 | Acc: 91.240% (44496/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.252 | Acc: 91.241% (44613/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.252 | Acc: 91.235% (44727/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.252 | Acc: 91.239% (44846/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.252 | Acc: 91.232% (44959/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.252 | Acc: 91.234% (45077/49408) 386/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.252 | Acc: 91.241% (45197/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m21s | Loss: 0.252 | Acc: 91.243% (45315/49664) 388/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.252 | Acc: 91.238% (45429/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.252 | Acc: 91.244% (45549/49920) 390/391 [================================================================>] Step: 332ms | Tot: 2m22s | Loss: 0.252 | Acc: 91.240% (45620/50000) 391/391 + [>................................................................] Step: 491ms | Tot: 3ms | Loss: 0.441 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 302ms | Tot: 306ms | Loss: 0.397 | Acc: 88.000% (176/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 601ms | Loss: 0.383 | Acc: 89.000% (267/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 896ms | Loss: 0.371 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s188ms | Loss: 0.380 | Acc: 87.800% (439/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s486ms | Loss: 0.341 | Acc: 89.000% (534/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s786ms | Loss: 0.340 | Acc: 89.286% (625/700) 7/100 [====>............................................................] Step: 295ms | Tot: 2s81ms | Loss: 0.344 | Acc: 88.750% (710/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s383ms | Loss: 0.361 | Acc: 88.222% (794/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s690ms | Loss: 0.357 | Acc: 88.400% (884/1000) 10/100 [======>..........................................................] Step: 315ms | Tot: 3s6ms | Loss: 0.359 | Acc: 88.455% (973/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s311ms | Loss: 0.379 | Acc: 87.833% (1054/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s617ms | Loss: 0.368 | Acc: 88.154% (1146/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s918ms | Loss: 0.372 | Acc: 88.214% (1235/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s222ms | Loss: 0.370 | Acc: 88.200% (1323/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s523ms | Loss: 0.370 | Acc: 88.125% (1410/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s826ms | Loss: 0.368 | Acc: 88.235% (1500/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s133ms | Loss: 0.370 | Acc: 88.000% (1584/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s440ms | Loss: 0.374 | Acc: 87.947% (1671/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s754ms | Loss: 0.385 | Acc: 87.750% (1755/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s59ms | Loss: 0.385 | Acc: 87.714% (1842/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s363ms | Loss: 0.386 | Acc: 87.727% (1930/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s668ms | Loss: 0.394 | Acc: 87.522% (2013/2300) 23/100 [==============>..................................................] Step: 300ms | Tot: 6s969ms | Loss: 0.397 | Acc: 87.375% (2097/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s271ms | Loss: 0.398 | Acc: 87.360% (2184/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s573ms | Loss: 0.402 | Acc: 87.115% (2265/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s876ms | Loss: 0.400 | Acc: 87.148% (2353/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s183ms | Loss: 0.400 | Acc: 87.107% (2439/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s486ms | Loss: 0.403 | Acc: 87.034% (2524/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s790ms | Loss: 0.407 | Acc: 87.000% (2610/3000) 30/100 [===================>.............................................] Step: 299ms | Tot: 9s90ms | Loss: 0.406 | Acc: 87.032% (2698/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s392ms | Loss: 0.408 | Acc: 86.969% (2783/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s698ms | Loss: 0.404 | Acc: 87.121% (2875/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 10s | Loss: 0.404 | Acc: 87.088% (2961/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s302ms | Loss: 0.407 | Acc: 87.000% (3045/3500) 35/100 [======================>..........................................] Step: 312ms | Tot: 10s614ms | Loss: 0.408 | Acc: 86.944% (3130/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s919ms | Loss: 0.410 | Acc: 86.838% (3213/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s229ms | Loss: 0.411 | Acc: 86.816% (3299/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s532ms | Loss: 0.409 | Acc: 86.949% (3391/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 11s844ms | Loss: 0.407 | Acc: 87.025% (3481/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s147ms | Loss: 0.409 | Acc: 87.024% (3568/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s450ms | Loss: 0.413 | Acc: 87.024% (3655/4200) 42/100 [===========================>.....................................] Step: 315ms | Tot: 12s765ms | Loss: 0.409 | Acc: 87.140% (3747/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s70ms | Loss: 0.410 | Acc: 87.114% (3833/4400) 44/100 [============================>....................................] Step: 298ms | Tot: 13s369ms | Loss: 0.409 | Acc: 87.178% (3923/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 13s679ms | Loss: 0.411 | Acc: 87.130% (4008/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 13s989ms | Loss: 0.412 | Acc: 87.106% (4094/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s296ms | Loss: 0.414 | Acc: 87.083% (4180/4800) 48/100 [===============================>.................................] Step: 311ms | Tot: 14s607ms | Loss: 0.410 | Acc: 87.224% (4274/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 14s918ms | Loss: 0.411 | Acc: 87.260% (4363/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s221ms | Loss: 0.409 | Acc: 87.314% (4453/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s529ms | Loss: 0.409 | Acc: 87.308% (4540/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 15s839ms | Loss: 0.411 | Acc: 87.189% (4621/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s146ms | Loss: 0.412 | Acc: 87.167% (4707/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s447ms | Loss: 0.411 | Acc: 87.182% (4795/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 16s757ms | Loss: 0.415 | Acc: 87.161% (4881/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s62ms | Loss: 0.414 | Acc: 87.140% (4967/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s363ms | Loss: 0.412 | Acc: 87.190% (5057/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s668ms | Loss: 0.415 | Acc: 87.068% (5137/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 17s968ms | Loss: 0.415 | Acc: 87.050% (5223/6000) 60/100 [=======================================>.........................] Step: 314ms | Tot: 18s282ms | Loss: 0.414 | Acc: 87.098% (5313/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s592ms | Loss: 0.415 | Acc: 87.097% (5400/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s894ms | Loss: 0.415 | Acc: 87.048% (5484/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s197ms | Loss: 0.412 | Acc: 87.109% (5575/6400) 64/100 [=========================================>.......................] Step: 306ms | Tot: 19s504ms | Loss: 0.413 | Acc: 87.108% (5662/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s815ms | Loss: 0.412 | Acc: 87.152% (5752/6600) 66/100 [==========================================>......................] Step: 308ms | Tot: 20s123ms | Loss: 0.409 | Acc: 87.179% (5841/6700) 67/100 [===========================================>.....................] Step: 324ms | Tot: 20s448ms | Loss: 0.412 | Acc: 87.162% (5927/6800) 68/100 [============================================>....................] Step: 323ms | Tot: 20s771ms | Loss: 0.410 | Acc: 87.174% (6015/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s80ms | Loss: 0.411 | Acc: 87.143% (6100/7000) 70/100 [=============================================>...................] Step: 305ms | Tot: 21s386ms | Loss: 0.412 | Acc: 87.141% (6187/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s694ms | Loss: 0.412 | Acc: 87.097% (6271/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 21s994ms | Loss: 0.412 | Acc: 87.110% (6359/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s297ms | Loss: 0.414 | Acc: 87.081% (6444/7400) 74/100 [================================================>................] Step: 315ms | Tot: 22s613ms | Loss: 0.416 | Acc: 87.027% (6527/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s913ms | Loss: 0.417 | Acc: 86.974% (6610/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s225ms | Loss: 0.417 | Acc: 86.948% (6695/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s530ms | Loss: 0.416 | Acc: 86.974% (6784/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s835ms | Loss: 0.416 | Acc: 86.987% (6872/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s138ms | Loss: 0.416 | Acc: 86.963% (6957/8000) 80/100 [====================================================>............] Step: 297ms | Tot: 24s435ms | Loss: 0.415 | Acc: 86.975% (7045/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s747ms | Loss: 0.413 | Acc: 87.024% (7136/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s55ms | Loss: 0.413 | Acc: 87.000% (7221/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s359ms | Loss: 0.413 | Acc: 86.976% (7306/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s666ms | Loss: 0.414 | Acc: 86.965% (7392/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 25s971ms | Loss: 0.418 | Acc: 86.884% (7472/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s279ms | Loss: 0.417 | Acc: 86.920% (7562/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s586ms | Loss: 0.417 | Acc: 86.898% (7647/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 26s891ms | Loss: 0.418 | Acc: 86.888% (7733/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s199ms | Loss: 0.417 | Acc: 86.911% (7822/9000) 90/100 [==========================================================>......] Step: 301ms | Tot: 27s500ms | Loss: 0.415 | Acc: 86.956% (7913/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s810ms | Loss: 0.414 | Acc: 87.022% (8006/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s116ms | Loss: 0.416 | Acc: 86.989% (8090/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s429ms | Loss: 0.415 | Acc: 86.979% (8176/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s736ms | Loss: 0.415 | Acc: 86.958% (8261/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s42ms | Loss: 0.415 | Acc: 86.948% (8347/9600) 96/100 [==============================================================>..] Step: 300ms | Tot: 29s342ms | Loss: 0.414 | Acc: 86.969% (8436/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s647ms | Loss: 0.414 | Acc: 86.959% (8522/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 29s948ms | Loss: 0.414 | Acc: 86.960% (8609/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s248ms | Loss: 0.413 | Acc: 86.970% (8697/10000) 100/100 + +Epoch: 128 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.241 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.233 | Acc: 91.406% (234/256) 2/391 [>................................................................] Step: 392ms | Tot: 777ms | Loss: 0.218 | Acc: 91.146% (350/384) 3/391 [>................................................................] Step: 381ms | Tot: 1s158ms | Loss: 0.251 | Acc: 90.430% (463/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s526ms | Loss: 0.239 | Acc: 90.781% (581/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s898ms | Loss: 0.222 | Acc: 91.797% (705/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s266ms | Loss: 0.224 | Acc: 91.741% (822/896) 7/391 [=>...............................................................] Step: 375ms | Tot: 2s641ms | Loss: 0.222 | Acc: 91.797% (940/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 3s9ms | Loss: 0.223 | Acc: 91.840% (1058/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s373ms | Loss: 0.217 | Acc: 92.188% (1180/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s740ms | Loss: 0.214 | Acc: 92.188% (1298/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s111ms | Loss: 0.219 | Acc: 91.992% (1413/1536) 12/391 [=>...............................................................] Step: 365ms | Tot: 4s477ms | Loss: 0.218 | Acc: 92.188% (1534/1664) 13/391 [==>..............................................................] Step: 372ms | Tot: 4s849ms | Loss: 0.220 | Acc: 92.188% (1652/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s216ms | Loss: 0.214 | Acc: 92.448% (1775/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s580ms | Loss: 0.221 | Acc: 92.236% (1889/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s948ms | Loss: 0.222 | Acc: 92.188% (2006/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s319ms | Loss: 0.221 | Acc: 92.231% (2125/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s682ms | Loss: 0.224 | Acc: 92.146% (2241/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 7s47ms | Loss: 0.224 | Acc: 92.109% (2358/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s420ms | Loss: 0.221 | Acc: 92.262% (2480/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s784ms | Loss: 0.223 | Acc: 92.152% (2595/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s147ms | Loss: 0.227 | Acc: 91.950% (2707/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s511ms | Loss: 0.228 | Acc: 91.960% (2825/3072) 24/391 [===>.............................................................] Step: 369ms | Tot: 8s881ms | Loss: 0.228 | Acc: 91.906% (2941/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s242ms | Loss: 0.227 | Acc: 92.037% (3063/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s607ms | Loss: 0.232 | Acc: 91.956% (3178/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 9s978ms | Loss: 0.233 | Acc: 91.853% (3292/3584) 28/391 [====>............................................................] Step: 367ms | Tot: 10s346ms | Loss: 0.233 | Acc: 91.891% (3411/3712) 29/391 [====>............................................................] Step: 373ms | Tot: 10s719ms | Loss: 0.229 | Acc: 92.005% (3533/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s84ms | Loss: 0.231 | Acc: 91.935% (3648/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s448ms | Loss: 0.229 | Acc: 92.041% (3770/4096) 32/391 [=====>...........................................................] Step: 370ms | Tot: 11s819ms | Loss: 0.229 | Acc: 92.045% (3888/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 12s180ms | Loss: 0.229 | Acc: 92.142% (4010/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s543ms | Loss: 0.228 | Acc: 92.121% (4127/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s910ms | Loss: 0.229 | Acc: 92.079% (4243/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s273ms | Loss: 0.227 | Acc: 92.103% (4362/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s634ms | Loss: 0.227 | Acc: 92.085% (4479/4864) 38/391 [======>..........................................................] Step: 378ms | Tot: 14s13ms | Loss: 0.228 | Acc: 91.987% (4592/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s380ms | Loss: 0.228 | Acc: 91.973% (4709/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s748ms | Loss: 0.228 | Acc: 91.978% (4827/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s111ms | Loss: 0.229 | Acc: 91.871% (4939/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s476ms | Loss: 0.229 | Acc: 91.915% (5059/5504) 43/391 [=======>.........................................................] Step: 362ms | Tot: 15s839ms | Loss: 0.228 | Acc: 91.974% (5180/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s198ms | Loss: 0.228 | Acc: 91.997% (5299/5760) 45/391 [=======>.........................................................] Step: 369ms | Tot: 16s568ms | Loss: 0.229 | Acc: 91.984% (5416/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s937ms | Loss: 0.228 | Acc: 92.021% (5536/6016) 47/391 [=======>.........................................................] Step: 372ms | Tot: 17s310ms | Loss: 0.228 | Acc: 92.057% (5656/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s675ms | Loss: 0.228 | Acc: 91.996% (5770/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 18s40ms | Loss: 0.227 | Acc: 91.984% (5887/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s406ms | Loss: 0.227 | Acc: 92.004% (6006/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s769ms | Loss: 0.228 | Acc: 91.962% (6121/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s130ms | Loss: 0.228 | Acc: 91.966% (6239/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s495ms | Loss: 0.231 | Acc: 91.913% (6353/6912) 54/391 [========>........................................................] Step: 368ms | Tot: 19s864ms | Loss: 0.232 | Acc: 91.847% (6466/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s226ms | Loss: 0.230 | Acc: 91.922% (6589/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s599ms | Loss: 0.229 | Acc: 91.968% (6710/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 20s972ms | Loss: 0.230 | Acc: 91.918% (6824/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s337ms | Loss: 0.230 | Acc: 91.936% (6943/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s696ms | Loss: 0.232 | Acc: 91.901% (7058/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s62ms | Loss: 0.233 | Acc: 91.906% (7176/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s428ms | Loss: 0.232 | Acc: 91.948% (7297/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s796ms | Loss: 0.231 | Acc: 91.927% (7413/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s156ms | Loss: 0.230 | Acc: 91.956% (7533/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s518ms | Loss: 0.231 | Acc: 91.947% (7650/8320) 65/391 [==========>......................................................] Step: 370ms | Tot: 23s889ms | Loss: 0.231 | Acc: 91.927% (7766/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s250ms | Loss: 0.231 | Acc: 91.919% (7883/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s607ms | Loss: 0.231 | Acc: 91.923% (8001/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s976ms | Loss: 0.231 | Acc: 91.961% (8122/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s341ms | Loss: 0.231 | Acc: 91.942% (8238/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s712ms | Loss: 0.232 | Acc: 91.956% (8357/9088) 71/391 [===========>.....................................................] Step: 369ms | Tot: 26s82ms | Loss: 0.233 | Acc: 91.927% (8472/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s447ms | Loss: 0.233 | Acc: 91.920% (8589/9344) 73/391 [============>....................................................] Step: 371ms | Tot: 26s818ms | Loss: 0.234 | Acc: 91.871% (8702/9472) 74/391 [============>....................................................] Step: 370ms | Tot: 27s188ms | Loss: 0.234 | Acc: 91.885% (8821/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s550ms | Loss: 0.233 | Acc: 91.941% (8944/9728) 76/391 [============>....................................................] Step: 371ms | Tot: 27s921ms | Loss: 0.234 | Acc: 91.924% (9060/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s285ms | Loss: 0.235 | Acc: 91.887% (9174/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s649ms | Loss: 0.234 | Acc: 91.940% (9297/10112) 79/391 [=============>...................................................] Step: 373ms | Tot: 29s23ms | Loss: 0.233 | Acc: 91.982% (9419/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s385ms | Loss: 0.233 | Acc: 91.995% (9538/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s747ms | Loss: 0.234 | Acc: 91.930% (9649/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s114ms | Loss: 0.234 | Acc: 91.924% (9766/10624) 83/391 [=============>...................................................] Step: 369ms | Tot: 30s484ms | Loss: 0.234 | Acc: 91.936% (9885/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s853ms | Loss: 0.236 | Acc: 91.857% (9994/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s219ms | Loss: 0.236 | Acc: 91.879% (10114/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s588ms | Loss: 0.235 | Acc: 91.918% (10236/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s952ms | Loss: 0.235 | Acc: 91.886% (10350/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s311ms | Loss: 0.235 | Acc: 91.854% (10464/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s671ms | Loss: 0.235 | Acc: 91.806% (10576/11520) 90/391 [==============>..................................................] Step: 370ms | Tot: 33s42ms | Loss: 0.236 | Acc: 91.801% (10693/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s402ms | Loss: 0.235 | Acc: 91.831% (10814/11776) 92/391 [===============>.................................................] Step: 371ms | Tot: 33s774ms | Loss: 0.234 | Acc: 91.851% (10934/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 34s143ms | Loss: 0.234 | Acc: 91.863% (11053/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s511ms | Loss: 0.234 | Acc: 91.891% (11174/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s879ms | Loss: 0.235 | Acc: 91.838% (11285/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s244ms | Loss: 0.235 | Acc: 91.817% (11400/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s604ms | Loss: 0.235 | Acc: 91.845% (11521/12544) 98/391 [================>................................................] Step: 368ms | Tot: 35s972ms | Loss: 0.234 | Acc: 91.880% (11643/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s331ms | Loss: 0.235 | Acc: 91.898% (11763/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s690ms | Loss: 0.234 | Acc: 91.925% (11884/12928) 101/391 [================>................................................] Step: 372ms | Tot: 37s62ms | Loss: 0.234 | Acc: 91.958% (12006/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s431ms | Loss: 0.235 | Acc: 91.899% (12116/13184) 103/391 [=================>...............................................] Step: 369ms | Tot: 37s801ms | Loss: 0.234 | Acc: 91.925% (12237/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 38s168ms | Loss: 0.234 | Acc: 91.920% (12354/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s533ms | Loss: 0.235 | Acc: 91.871% (12465/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 38s904ms | Loss: 0.235 | Acc: 91.852% (12580/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s267ms | Loss: 0.235 | Acc: 91.862% (12699/13824) 108/391 [=================>...............................................] Step: 355ms | Tot: 39s623ms | Loss: 0.235 | Acc: 91.865% (12817/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 39s990ms | Loss: 0.235 | Acc: 91.882% (12937/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s362ms | Loss: 0.235 | Acc: 91.871% (13053/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s733ms | Loss: 0.235 | Acc: 91.846% (13167/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 41s95ms | Loss: 0.235 | Acc: 91.863% (13287/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s458ms | Loss: 0.235 | Acc: 91.859% (13404/14592) 114/391 [==================>..............................................] Step: 369ms | Tot: 41s828ms | Loss: 0.235 | Acc: 91.889% (13526/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s190ms | Loss: 0.234 | Acc: 91.925% (13649/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s551ms | Loss: 0.234 | Acc: 91.947% (13770/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 42s922ms | Loss: 0.234 | Acc: 91.936% (13886/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 43s285ms | Loss: 0.233 | Acc: 91.964% (14008/15232) 119/391 [===================>.............................................] Step: 369ms | Tot: 43s654ms | Loss: 0.234 | Acc: 91.960% (14125/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 44s22ms | Loss: 0.234 | Acc: 91.936% (14239/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s387ms | Loss: 0.234 | Acc: 91.957% (14360/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s750ms | Loss: 0.233 | Acc: 91.972% (14480/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 45s116ms | Loss: 0.233 | Acc: 91.948% (14594/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s479ms | Loss: 0.234 | Acc: 91.919% (14707/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s842ms | Loss: 0.234 | Acc: 91.927% (14826/16128) 126/391 [====================>............................................] Step: 362ms | Tot: 46s204ms | Loss: 0.234 | Acc: 91.948% (14947/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s564ms | Loss: 0.234 | Acc: 91.956% (15066/16384) 128/391 [=====================>...........................................] Step: 375ms | Tot: 46s940ms | Loss: 0.234 | Acc: 91.951% (15183/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s305ms | Loss: 0.235 | Acc: 91.947% (15300/16640) 130/391 [=====================>...........................................] Step: 362ms | Tot: 47s667ms | Loss: 0.235 | Acc: 91.931% (15415/16768) 131/391 [=====================>...........................................] Step: 370ms | Tot: 48s38ms | Loss: 0.235 | Acc: 91.933% (15533/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 48s402ms | Loss: 0.235 | Acc: 91.923% (15649/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s767ms | Loss: 0.234 | Acc: 91.948% (15771/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 49s132ms | Loss: 0.234 | Acc: 91.962% (15891/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s503ms | Loss: 0.234 | Acc: 91.963% (16009/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 49s874ms | Loss: 0.234 | Acc: 91.977% (16129/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s249ms | Loss: 0.233 | Acc: 91.989% (16249/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s614ms | Loss: 0.233 | Acc: 91.985% (16366/17792) 139/391 [=======================>.........................................] Step: 375ms | Tot: 50s989ms | Loss: 0.233 | Acc: 92.003% (16487/17920) 140/391 [=======================>.........................................] Step: 365ms | Tot: 51s355ms | Loss: 0.233 | Acc: 91.982% (16601/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s720ms | Loss: 0.233 | Acc: 91.978% (16718/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s85ms | Loss: 0.233 | Acc: 91.996% (16839/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 52s453ms | Loss: 0.234 | Acc: 91.970% (16952/18432) 144/391 [=======================>.........................................] Step: 369ms | Tot: 52s822ms | Loss: 0.234 | Acc: 91.956% (17067/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s188ms | Loss: 0.233 | Acc: 91.963% (17186/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 53s557ms | Loss: 0.234 | Acc: 91.964% (17304/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 53s925ms | Loss: 0.235 | Acc: 91.918% (17413/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s294ms | Loss: 0.235 | Acc: 91.904% (17528/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 54s656ms | Loss: 0.236 | Acc: 91.870% (17639/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 55s19ms | Loss: 0.236 | Acc: 91.846% (17752/19328) 151/391 [=========================>.......................................] Step: 369ms | Tot: 55s389ms | Loss: 0.236 | Acc: 91.864% (17873/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s754ms | Loss: 0.236 | Acc: 91.856% (17989/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 56s109ms | Loss: 0.236 | Acc: 91.873% (18110/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s473ms | Loss: 0.236 | Acc: 91.890% (18231/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 56s849ms | Loss: 0.235 | Acc: 91.912% (18353/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 57s213ms | Loss: 0.235 | Acc: 91.914% (18471/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s572ms | Loss: 0.235 | Acc: 91.901% (18586/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s937ms | Loss: 0.235 | Acc: 91.917% (18707/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 58s295ms | Loss: 0.235 | Acc: 91.899% (18821/20480) 160/391 [==========================>......................................] Step: 355ms | Tot: 58s650ms | Loss: 0.235 | Acc: 91.862% (18931/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 59s11ms | Loss: 0.235 | Acc: 91.864% (19049/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 59s371ms | Loss: 0.236 | Acc: 91.838% (19161/20864) 163/391 [===========================>.....................................] Step: 355ms | Tot: 59s726ms | Loss: 0.236 | Acc: 91.849% (19281/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 1m90ms | Loss: 0.235 | Acc: 91.866% (19402/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m451ms | Loss: 0.236 | Acc: 91.872% (19521/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m818ms | Loss: 0.235 | Acc: 91.874% (19639/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.236 | Acc: 91.867% (19755/21504) 168/391 [===========================>.....................................] Step: 353ms | Tot: 1m1s | Loss: 0.236 | Acc: 91.869% (19873/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.236 | Acc: 91.834% (19983/21760) 170/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.237 | Acc: 91.822% (20098/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.236 | Acc: 91.838% (20219/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.236 | Acc: 91.826% (20334/22144) 173/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.237 | Acc: 91.815% (20449/22272) 174/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.237 | Acc: 91.812% (20566/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.237 | Acc: 91.792% (20679/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.237 | Acc: 91.790% (20796/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.237 | Acc: 91.788% (20913/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.237 | Acc: 91.786% (21030/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.237 | Acc: 91.797% (21150/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.237 | Acc: 91.790% (21266/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.237 | Acc: 91.780% (21381/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.237 | Acc: 91.790% (21501/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.237 | Acc: 91.784% (21617/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.237 | Acc: 91.782% (21734/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.237 | Acc: 91.788% (21853/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m8s | Loss: 0.236 | Acc: 91.795% (21972/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.236 | Acc: 91.805% (22092/24064) 188/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.236 | Acc: 91.803% (22209/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.236 | Acc: 91.809% (22328/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.236 | Acc: 91.815% (22447/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.237 | Acc: 91.785% (22557/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.238 | Acc: 91.767% (22670/24704) 193/391 [================================>................................] Step: 353ms | Tot: 1m10s | Loss: 0.237 | Acc: 91.781% (22791/24832) 194/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.237 | Acc: 91.779% (22908/24960) 195/391 [================================>................................] Step: 353ms | Tot: 1m11s | Loss: 0.237 | Acc: 91.781% (23026/25088) 196/391 [================================>................................] Step: 352ms | Tot: 1m11s | Loss: 0.237 | Acc: 91.771% (23141/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.237 | Acc: 91.789% (23263/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.236 | Acc: 91.807% (23385/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.237 | Acc: 91.793% (23499/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.237 | Acc: 91.779% (23613/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.237 | Acc: 91.770% (23728/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.237 | Acc: 91.753% (23841/25984) 203/391 [=================================>...............................] Step: 355ms | Tot: 1m14s | Loss: 0.238 | Acc: 91.732% (23953/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.238 | Acc: 91.715% (24066/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.238 | Acc: 91.729% (24187/26368) 206/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.238 | Acc: 91.735% (24306/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.238 | Acc: 91.741% (24425/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.238 | Acc: 91.735% (24541/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.238 | Acc: 91.726% (24656/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.238 | Acc: 91.725% (24773/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.238 | Acc: 91.745% (24896/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.238 | Acc: 91.747% (25014/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.238 | Acc: 91.757% (25134/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.238 | Acc: 91.748% (25249/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.239 | Acc: 91.743% (25365/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.238 | Acc: 91.737% (25481/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.239 | Acc: 91.740% (25599/27904) 218/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.239 | Acc: 91.724% (25712/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.238 | Acc: 91.737% (25833/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.239 | Acc: 91.728% (25948/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.238 | Acc: 91.748% (26071/28416) 222/391 [====================================>............................] Step: 369ms | Tot: 1m21s | Loss: 0.239 | Acc: 91.732% (26184/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.239 | Acc: 91.741% (26304/28672) 224/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.239 | Acc: 91.736% (26420/28800) 225/391 [=====================================>...........................] Step: 355ms | Tot: 1m22s | Loss: 0.239 | Acc: 91.735% (26537/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.239 | Acc: 91.740% (26656/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.239 | Acc: 91.728% (26770/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m23s | Loss: 0.240 | Acc: 91.706% (26881/29312) 229/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.240 | Acc: 91.685% (26992/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.240 | Acc: 91.690% (27111/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.240 | Acc: 91.676% (27224/29696) 232/391 [======================================>..........................] Step: 348ms | Tot: 1m24s | Loss: 0.240 | Acc: 91.668% (27339/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.241 | Acc: 91.650% (27451/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.241 | Acc: 91.626% (27561/30080) 235/391 [=======================================>.........................] Step: 352ms | Tot: 1m25s | Loss: 0.241 | Acc: 91.611% (27674/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.242 | Acc: 91.581% (27782/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.242 | Acc: 91.584% (27900/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.242 | Acc: 91.589% (28019/30592) 239/391 [=======================================>.........................] Step: 352ms | Tot: 1m27s | Loss: 0.243 | Acc: 91.589% (28136/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.243 | Acc: 91.591% (28254/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.243 | Acc: 91.577% (28367/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.243 | Acc: 91.570% (28482/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.243 | Acc: 91.570% (28599/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.243 | Acc: 91.572% (28717/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.243 | Acc: 91.559% (28830/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.244 | Acc: 91.552% (28945/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.244 | Acc: 91.539% (29058/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.244 | Acc: 91.522% (29170/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.244 | Acc: 91.509% (29283/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.244 | Acc: 91.515% (29402/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.244 | Acc: 91.518% (29520/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.244 | Acc: 91.514% (29636/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.245 | Acc: 91.499% (29748/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.245 | Acc: 91.498% (29865/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.245 | Acc: 91.492% (29980/32768) 256/391 [==========================================>......................] Step: 376ms | Tot: 1m33s | Loss: 0.245 | Acc: 91.497% (30099/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.245 | Acc: 91.500% (30217/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.245 | Acc: 91.491% (30331/33152) 259/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.245 | Acc: 91.481% (30445/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.246 | Acc: 91.478% (30561/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.246 | Acc: 91.469% (30675/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.246 | Acc: 91.448% (30785/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.247 | Acc: 91.436% (30898/33792) 264/391 [===========================================>.....................] Step: 357ms | Tot: 1m36s | Loss: 0.247 | Acc: 91.427% (31012/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.247 | Acc: 91.433% (31131/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.247 | Acc: 91.441% (31251/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.246 | Acc: 91.444% (31369/34304) 268/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.247 | Acc: 91.438% (31484/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.246 | Acc: 91.441% (31602/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.246 | Acc: 91.429% (31715/34688) 271/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.247 | Acc: 91.438% (31835/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.247 | Acc: 91.429% (31949/34944) 273/391 [=============================================>...................] Step: 375ms | Tot: 1m39s | Loss: 0.246 | Acc: 91.438% (32069/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.246 | Acc: 91.438% (32186/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.247 | Acc: 91.420% (32297/35328) 276/391 [=============================================>...................] Step: 350ms | Tot: 1m40s | Loss: 0.248 | Acc: 91.409% (32410/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.248 | Acc: 91.415% (32529/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.248 | Acc: 91.429% (32651/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.248 | Acc: 91.429% (32768/35840) 280/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.248 | Acc: 91.415% (32880/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.248 | Acc: 91.420% (32999/36096) 282/391 [==============================================>..................] Step: 355ms | Tot: 1m42s | Loss: 0.248 | Acc: 91.426% (33118/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.248 | Acc: 91.426% (33235/36352) 284/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.248 | Acc: 91.434% (33355/36480) 285/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.248 | Acc: 91.431% (33471/36608) 286/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.248 | Acc: 91.423% (33585/36736) 287/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.248 | Acc: 91.425% (33703/36864) 288/391 [===============================================>.................] Step: 374ms | Tot: 1m44s | Loss: 0.248 | Acc: 91.425% (33820/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.248 | Acc: 91.436% (33941/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.248 | Acc: 91.447% (34062/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.248 | Acc: 91.428% (34172/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.248 | Acc: 91.444% (34295/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.248 | Acc: 91.465% (34420/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.248 | Acc: 91.465% (34537/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.248 | Acc: 91.443% (34646/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.248 | Acc: 91.438% (34761/38016) 297/391 [=================================================>...............] Step: 354ms | Tot: 1m48s | Loss: 0.248 | Acc: 91.448% (34882/38144) 298/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.248 | Acc: 91.459% (35003/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.248 | Acc: 91.448% (35116/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.248 | Acc: 91.453% (35235/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.248 | Acc: 91.442% (35348/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.248 | Acc: 91.437% (35463/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.248 | Acc: 91.442% (35582/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.248 | Acc: 91.440% (35698/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.248 | Acc: 91.432% (35812/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.248 | Acc: 91.434% (35930/39296) 307/391 [===================================================>.............] Step: 369ms | Tot: 1m51s | Loss: 0.248 | Acc: 91.434% (36047/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.248 | Acc: 91.432% (36163/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.248 | Acc: 91.434% (36281/39680) 310/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.248 | Acc: 91.439% (36400/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.248 | Acc: 91.441% (36518/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.248 | Acc: 91.441% (36635/40064) 313/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.248 | Acc: 91.436% (36750/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.249 | Acc: 91.416% (36859/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.249 | Acc: 91.421% (36978/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.249 | Acc: 91.426% (37097/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.249 | Acc: 91.426% (37214/40704) 318/391 [====================================================>............] Step: 375ms | Tot: 1m55s | Loss: 0.249 | Acc: 91.418% (37328/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.249 | Acc: 91.411% (37442/40960) 320/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.249 | Acc: 91.409% (37558/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.250 | Acc: 91.401% (37672/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.250 | Acc: 91.392% (37785/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.250 | Acc: 91.404% (37907/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.250 | Acc: 91.392% (38019/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.250 | Acc: 91.385% (38133/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.250 | Acc: 91.387% (38251/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.250 | Acc: 91.387% (38368/41984) 328/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.250 | Acc: 91.392% (38487/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.250 | Acc: 91.387% (38602/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 2m199ms | Loss: 0.250 | Acc: 91.387% (38719/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 2m555ms | Loss: 0.250 | Acc: 91.387% (38836/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m921ms | Loss: 0.250 | Acc: 91.406% (38961/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.250 | Acc: 91.399% (39075/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.250 | Acc: 91.402% (39193/42880) 335/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.250 | Acc: 91.395% (39307/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.250 | Acc: 91.388% (39421/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.250 | Acc: 91.395% (39541/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.250 | Acc: 91.386% (39654/43392) 339/391 [========================================================>........] Step: 369ms | Tot: 2m3s | Loss: 0.250 | Acc: 91.388% (39772/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.250 | Acc: 91.388% (39889/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.250 | Acc: 91.377% (40001/43776) 342/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.250 | Acc: 91.386% (40122/43904) 343/391 [=========================================================>.......] Step: 371ms | Tot: 2m4s | Loss: 0.250 | Acc: 91.381% (40237/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.250 | Acc: 91.370% (40349/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.250 | Acc: 91.370% (40466/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.250 | Acc: 91.366% (40581/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.251 | Acc: 91.350% (40691/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.250 | Acc: 91.361% (40813/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.250 | Acc: 91.368% (40933/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.250 | Acc: 91.368% (41050/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.250 | Acc: 91.369% (41167/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.250 | Acc: 91.369% (41284/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.251 | Acc: 91.358% (41396/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.251 | Acc: 91.358% (41513/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.250 | Acc: 91.356% (41629/45568) 356/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.251 | Acc: 91.360% (41748/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.251 | Acc: 91.358% (41864/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.250 | Acc: 91.365% (41984/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.250 | Acc: 91.372% (42104/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.250 | Acc: 91.374% (42222/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.251 | Acc: 91.365% (42335/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m11s | Loss: 0.250 | Acc: 91.374% (42456/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.250 | Acc: 91.383% (42577/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.250 | Acc: 91.396% (42700/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.250 | Acc: 91.393% (42816/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.250 | Acc: 91.396% (42934/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.250 | Acc: 91.398% (43052/47104) 368/391 [=============================================================>...] Step: 372ms | Tot: 2m13s | Loss: 0.250 | Acc: 91.402% (43171/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.250 | Acc: 91.402% (43288/47360) 370/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.250 | Acc: 91.404% (43406/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.250 | Acc: 91.400% (43521/47616) 372/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.250 | Acc: 91.389% (43633/47744) 373/391 [==============================================================>..] Step: 373ms | Tot: 2m15s | Loss: 0.250 | Acc: 91.396% (43753/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m16s | Loss: 0.250 | Acc: 91.398% (43871/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.250 | Acc: 91.394% (43986/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.250 | Acc: 91.404% (44108/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.250 | Acc: 91.404% (44225/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.250 | Acc: 91.412% (44346/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.250 | Acc: 91.421% (44467/48640) 380/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.251 | Acc: 91.400% (44574/48768) 381/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.251 | Acc: 91.408% (44695/48896) 382/391 [===============================================================>.] Step: 354ms | Tot: 2m19s | Loss: 0.251 | Acc: 91.406% (44811/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.251 | Acc: 91.400% (44925/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.251 | Acc: 91.396% (45040/49280) 385/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.251 | Acc: 91.400% (45159/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.251 | Acc: 91.394% (45273/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.251 | Acc: 91.398% (45392/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.251 | Acc: 91.396% (45508/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.251 | Acc: 91.394% (45624/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m21s | Loss: 0.252 | Acc: 91.390% (45695/50000) 391/391 + [>................................................................] Step: 485ms | Tot: 2ms | Loss: 0.362 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 302ms | Tot: 305ms | Loss: 0.382 | Acc: 88.000% (176/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 599ms | Loss: 0.406 | Acc: 87.000% (261/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 901ms | Loss: 0.400 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s195ms | Loss: 0.385 | Acc: 88.200% (441/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s497ms | Loss: 0.347 | Acc: 89.167% (535/600) 6/100 [===>.............................................................] Step: 305ms | Tot: 1s803ms | Loss: 0.369 | Acc: 88.429% (619/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s105ms | Loss: 0.375 | Acc: 87.750% (702/800) 8/100 [=====>...........................................................] Step: 298ms | Tot: 2s403ms | Loss: 0.400 | Acc: 87.444% (787/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s712ms | Loss: 0.400 | Acc: 87.100% (871/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 3s15ms | Loss: 0.394 | Acc: 87.455% (962/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s324ms | Loss: 0.408 | Acc: 86.917% (1043/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s626ms | Loss: 0.398 | Acc: 87.000% (1131/1300) 13/100 [========>........................................................] Step: 297ms | Tot: 3s923ms | Loss: 0.400 | Acc: 87.000% (1218/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s222ms | Loss: 0.399 | Acc: 87.067% (1306/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s530ms | Loss: 0.402 | Acc: 86.688% (1387/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s838ms | Loss: 0.399 | Acc: 87.000% (1479/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s142ms | Loss: 0.399 | Acc: 87.000% (1566/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s449ms | Loss: 0.399 | Acc: 87.158% (1656/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s751ms | Loss: 0.400 | Acc: 87.300% (1746/2000) 20/100 [=============>...................................................] Step: 300ms | Tot: 6s52ms | Loss: 0.403 | Acc: 87.190% (1831/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s363ms | Loss: 0.403 | Acc: 87.136% (1917/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s665ms | Loss: 0.403 | Acc: 87.043% (2002/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s967ms | Loss: 0.405 | Acc: 87.125% (2091/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s269ms | Loss: 0.409 | Acc: 87.160% (2179/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s575ms | Loss: 0.414 | Acc: 87.154% (2266/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s877ms | Loss: 0.407 | Acc: 87.259% (2356/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s180ms | Loss: 0.400 | Acc: 87.571% (2452/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s489ms | Loss: 0.403 | Acc: 87.586% (2540/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s794ms | Loss: 0.402 | Acc: 87.667% (2630/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s100ms | Loss: 0.401 | Acc: 87.710% (2719/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s410ms | Loss: 0.401 | Acc: 87.625% (2804/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s715ms | Loss: 0.396 | Acc: 87.727% (2895/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 10s18ms | Loss: 0.396 | Acc: 87.706% (2982/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s330ms | Loss: 0.397 | Acc: 87.600% (3066/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s639ms | Loss: 0.395 | Acc: 87.722% (3158/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s941ms | Loss: 0.394 | Acc: 87.730% (3246/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s250ms | Loss: 0.394 | Acc: 87.711% (3333/3800) 38/100 [========================>........................................] Step: 319ms | Tot: 11s570ms | Loss: 0.393 | Acc: 87.744% (3422/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s877ms | Loss: 0.393 | Acc: 87.675% (3507/4000) 40/100 [==========================>......................................] Step: 301ms | Tot: 12s178ms | Loss: 0.394 | Acc: 87.707% (3596/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s489ms | Loss: 0.396 | Acc: 87.714% (3684/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 12s798ms | Loss: 0.394 | Acc: 87.744% (3773/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 13s101ms | Loss: 0.393 | Acc: 87.818% (3864/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s413ms | Loss: 0.391 | Acc: 87.867% (3954/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s714ms | Loss: 0.392 | Acc: 87.826% (4040/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s27ms | Loss: 0.393 | Acc: 87.809% (4127/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s339ms | Loss: 0.395 | Acc: 87.792% (4214/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s642ms | Loss: 0.390 | Acc: 87.959% (4310/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s945ms | Loss: 0.392 | Acc: 87.960% (4398/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s250ms | Loss: 0.390 | Acc: 88.000% (4488/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s559ms | Loss: 0.388 | Acc: 88.038% (4578/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s863ms | Loss: 0.389 | Acc: 87.943% (4661/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s167ms | Loss: 0.388 | Acc: 88.037% (4754/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s478ms | Loss: 0.387 | Acc: 88.036% (4842/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s781ms | Loss: 0.388 | Acc: 88.036% (4930/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s88ms | Loss: 0.387 | Acc: 88.070% (5020/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s397ms | Loss: 0.385 | Acc: 88.121% (5111/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s702ms | Loss: 0.386 | Acc: 88.034% (5194/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 18s8ms | Loss: 0.385 | Acc: 88.033% (5282/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s318ms | Loss: 0.386 | Acc: 88.033% (5370/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s625ms | Loss: 0.385 | Acc: 88.065% (5460/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 18s936ms | Loss: 0.383 | Acc: 88.079% (5549/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s243ms | Loss: 0.382 | Acc: 88.125% (5640/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s554ms | Loss: 0.385 | Acc: 88.062% (5724/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 19s857ms | Loss: 0.383 | Acc: 88.076% (5813/6600) 66/100 [==========================================>......................] Step: 300ms | Tot: 20s158ms | Loss: 0.383 | Acc: 88.090% (5902/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s465ms | Loss: 0.383 | Acc: 88.059% (5988/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s767ms | Loss: 0.382 | Acc: 88.101% (6079/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s70ms | Loss: 0.382 | Acc: 88.057% (6164/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s381ms | Loss: 0.382 | Acc: 88.028% (6250/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s682ms | Loss: 0.383 | Acc: 88.028% (6338/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 21s991ms | Loss: 0.380 | Acc: 88.096% (6431/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s301ms | Loss: 0.379 | Acc: 88.108% (6520/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s605ms | Loss: 0.379 | Acc: 88.133% (6610/7500) 75/100 [================================================>................] Step: 303ms | Tot: 22s908ms | Loss: 0.379 | Acc: 88.171% (6701/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s212ms | Loss: 0.380 | Acc: 88.143% (6787/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s522ms | Loss: 0.379 | Acc: 88.128% (6874/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 23s827ms | Loss: 0.379 | Acc: 88.139% (6963/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s137ms | Loss: 0.379 | Acc: 88.125% (7050/8000) 80/100 [====================================================>............] Step: 312ms | Tot: 24s450ms | Loss: 0.377 | Acc: 88.173% (7142/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s759ms | Loss: 0.377 | Acc: 88.159% (7229/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s63ms | Loss: 0.377 | Acc: 88.120% (7314/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s371ms | Loss: 0.376 | Acc: 88.083% (7399/8400) 84/100 [======================================================>..........] Step: 303ms | Tot: 25s674ms | Loss: 0.377 | Acc: 88.012% (7481/8500) 85/100 [=======================================================>.........] Step: 310ms | Tot: 25s984ms | Loss: 0.378 | Acc: 88.023% (7570/8600) 86/100 [=======================================================>.........] Step: 315ms | Tot: 26s300ms | Loss: 0.376 | Acc: 88.046% (7660/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s606ms | Loss: 0.377 | Acc: 88.057% (7749/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s909ms | Loss: 0.377 | Acc: 88.090% (7840/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s213ms | Loss: 0.378 | Acc: 88.067% (7926/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s525ms | Loss: 0.377 | Acc: 88.099% (8017/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s834ms | Loss: 0.376 | Acc: 88.130% (8108/9200) 92/100 [===========================================================>.....] Step: 319ms | Tot: 28s154ms | Loss: 0.378 | Acc: 88.054% (8189/9300) 93/100 [============================================================>....] Step: 320ms | Tot: 28s475ms | Loss: 0.377 | Acc: 88.021% (8274/9400) 94/100 [=============================================================>...] Step: 314ms | Tot: 28s790ms | Loss: 0.377 | Acc: 88.011% (8361/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s97ms | Loss: 0.376 | Acc: 88.021% (8450/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s409ms | Loss: 0.376 | Acc: 88.031% (8539/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s721ms | Loss: 0.376 | Acc: 88.010% (8625/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s29ms | Loss: 0.377 | Acc: 87.990% (8711/9900) 99/100 [================================================================>] Step: 315ms | Tot: 30s344ms | Loss: 0.377 | Acc: 88.010% (8801/10000) 100/100 +Saving.. + +Epoch: 129 + [>................................................................] Step: 739ms | Tot: 2ms | Loss: 0.292 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 397ms | Tot: 399ms | Loss: 0.289 | Acc: 89.844% (230/256) 2/391 [>................................................................] Step: 373ms | Tot: 773ms | Loss: 0.270 | Acc: 90.365% (347/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s149ms | Loss: 0.243 | Acc: 91.406% (468/512) 4/391 [>................................................................] Step: 389ms | Tot: 1s539ms | Loss: 0.244 | Acc: 91.719% (587/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s917ms | Loss: 0.243 | Acc: 91.797% (705/768) 6/391 [>................................................................] Step: 376ms | Tot: 2s293ms | Loss: 0.239 | Acc: 91.741% (822/896) 7/391 [=>...............................................................] Step: 374ms | Tot: 2s668ms | Loss: 0.233 | Acc: 91.895% (941/1024) 8/391 [=>...............................................................] Step: 385ms | Tot: 3s53ms | Loss: 0.227 | Acc: 92.101% (1061/1152) 9/391 [=>...............................................................] Step: 373ms | Tot: 3s427ms | Loss: 0.242 | Acc: 91.719% (1174/1280) 10/391 [=>...............................................................] Step: 368ms | Tot: 3s795ms | Loss: 0.237 | Acc: 91.761% (1292/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s159ms | Loss: 0.238 | Acc: 91.667% (1408/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s531ms | Loss: 0.240 | Acc: 91.466% (1522/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s903ms | Loss: 0.234 | Acc: 91.797% (1645/1792) 14/391 [==>..............................................................] Step: 373ms | Tot: 5s276ms | Loss: 0.233 | Acc: 91.875% (1764/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s640ms | Loss: 0.235 | Acc: 91.895% (1882/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s998ms | Loss: 0.238 | Acc: 91.820% (1998/2176) 17/391 [==>..............................................................] Step: 375ms | Tot: 6s374ms | Loss: 0.239 | Acc: 91.710% (2113/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s742ms | Loss: 0.241 | Acc: 91.612% (2228/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 7s101ms | Loss: 0.238 | Acc: 91.602% (2345/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s469ms | Loss: 0.234 | Acc: 91.815% (2468/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s832ms | Loss: 0.238 | Acc: 91.655% (2581/2816) 22/391 [===>.............................................................] Step: 370ms | Tot: 8s203ms | Loss: 0.240 | Acc: 91.474% (2693/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s571ms | Loss: 0.240 | Acc: 91.569% (2813/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s937ms | Loss: 0.240 | Acc: 91.594% (2931/3200) 25/391 [====>............................................................] Step: 369ms | Tot: 9s307ms | Loss: 0.241 | Acc: 91.617% (3049/3328) 26/391 [====>............................................................] Step: 373ms | Tot: 9s680ms | Loss: 0.236 | Acc: 91.840% (3174/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 10s45ms | Loss: 0.234 | Acc: 91.936% (3295/3584) 28/391 [====>............................................................] Step: 373ms | Tot: 10s419ms | Loss: 0.233 | Acc: 91.945% (3413/3712) 29/391 [====>............................................................] Step: 376ms | Tot: 10s796ms | Loss: 0.236 | Acc: 91.875% (3528/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 11s157ms | Loss: 0.233 | Acc: 92.011% (3651/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s518ms | Loss: 0.233 | Acc: 92.065% (3771/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s878ms | Loss: 0.235 | Acc: 92.045% (3888/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s245ms | Loss: 0.233 | Acc: 92.142% (4010/4352) 34/391 [=====>...........................................................] Step: 350ms | Tot: 12s596ms | Loss: 0.232 | Acc: 92.210% (4131/4480) 35/391 [=====>...........................................................] Step: 368ms | Tot: 12s965ms | Loss: 0.230 | Acc: 92.144% (4246/4608) 36/391 [=====>...........................................................] Step: 365ms | Tot: 13s330ms | Loss: 0.233 | Acc: 92.040% (4359/4736) 37/391 [======>..........................................................] Step: 352ms | Tot: 13s682ms | Loss: 0.233 | Acc: 91.982% (4474/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 14s43ms | Loss: 0.231 | Acc: 92.047% (4595/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s406ms | Loss: 0.229 | Acc: 92.109% (4716/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s770ms | Loss: 0.228 | Acc: 92.111% (4834/5248) 41/391 [======>..........................................................] Step: 355ms | Tot: 15s125ms | Loss: 0.227 | Acc: 92.206% (4957/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s489ms | Loss: 0.227 | Acc: 92.224% (5076/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s854ms | Loss: 0.224 | Acc: 92.365% (5202/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s222ms | Loss: 0.225 | Acc: 92.257% (5314/5760) 45/391 [=======>.........................................................] Step: 366ms | Tot: 16s588ms | Loss: 0.228 | Acc: 92.188% (5428/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s947ms | Loss: 0.226 | Acc: 92.271% (5551/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 17s317ms | Loss: 0.228 | Acc: 92.253% (5668/6144) 48/391 [=======>.........................................................] Step: 357ms | Tot: 17s674ms | Loss: 0.227 | Acc: 92.251% (5786/6272) 49/391 [========>........................................................] Step: 352ms | Tot: 18s27ms | Loss: 0.226 | Acc: 92.297% (5907/6400) 50/391 [========>........................................................] Step: 374ms | Tot: 18s401ms | Loss: 0.228 | Acc: 92.233% (6021/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s766ms | Loss: 0.228 | Acc: 92.233% (6139/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s126ms | Loss: 0.229 | Acc: 92.188% (6254/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s502ms | Loss: 0.229 | Acc: 92.245% (6376/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s862ms | Loss: 0.229 | Acc: 92.230% (6493/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s220ms | Loss: 0.230 | Acc: 92.243% (6612/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s581ms | Loss: 0.231 | Acc: 92.160% (6724/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s942ms | Loss: 0.232 | Acc: 92.147% (6841/7424) 58/391 [=========>.......................................................] Step: 372ms | Tot: 21s315ms | Loss: 0.234 | Acc: 92.082% (6954/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s675ms | Loss: 0.233 | Acc: 92.096% (7073/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 22s34ms | Loss: 0.233 | Acc: 92.123% (7193/7808) 61/391 [==========>......................................................] Step: 375ms | Tot: 22s409ms | Loss: 0.232 | Acc: 92.162% (7314/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s777ms | Loss: 0.232 | Acc: 92.150% (7431/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s145ms | Loss: 0.232 | Acc: 92.139% (7548/8192) 64/391 [==========>......................................................] Step: 369ms | Tot: 23s514ms | Loss: 0.231 | Acc: 92.151% (7667/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s882ms | Loss: 0.229 | Acc: 92.235% (7792/8448) 66/391 [==========>......................................................] Step: 368ms | Tot: 24s250ms | Loss: 0.231 | Acc: 92.176% (7905/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s615ms | Loss: 0.230 | Acc: 92.222% (8027/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 24s984ms | Loss: 0.230 | Acc: 92.267% (8149/8832) 69/391 [===========>.....................................................] Step: 369ms | Tot: 25s353ms | Loss: 0.230 | Acc: 92.254% (8266/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s724ms | Loss: 0.230 | Acc: 92.265% (8385/9088) 71/391 [===========>.....................................................] Step: 377ms | Tot: 26s101ms | Loss: 0.230 | Acc: 92.253% (8502/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s466ms | Loss: 0.229 | Acc: 92.273% (8622/9344) 73/391 [============>....................................................] Step: 370ms | Tot: 26s837ms | Loss: 0.228 | Acc: 92.325% (8745/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s204ms | Loss: 0.229 | Acc: 92.323% (8863/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s572ms | Loss: 0.229 | Acc: 92.321% (8981/9728) 76/391 [============>....................................................] Step: 371ms | Tot: 27s943ms | Loss: 0.227 | Acc: 92.401% (9107/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 28s312ms | Loss: 0.227 | Acc: 92.408% (9226/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s680ms | Loss: 0.227 | Acc: 92.415% (9345/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 29s36ms | Loss: 0.227 | Acc: 92.402% (9462/10240) 80/391 [=============>...................................................] Step: 378ms | Tot: 29s414ms | Loss: 0.227 | Acc: 92.409% (9581/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s778ms | Loss: 0.227 | Acc: 92.426% (9701/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s142ms | Loss: 0.227 | Acc: 92.432% (9820/10624) 83/391 [=============>...................................................] Step: 372ms | Tot: 30s515ms | Loss: 0.226 | Acc: 92.448% (9940/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 30s877ms | Loss: 0.226 | Acc: 92.472% (10061/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s238ms | Loss: 0.227 | Acc: 92.460% (10178/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s605ms | Loss: 0.227 | Acc: 92.430% (10293/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s965ms | Loss: 0.228 | Acc: 92.409% (10409/11264) 88/391 [==============>..................................................] Step: 377ms | Tot: 32s343ms | Loss: 0.228 | Acc: 92.416% (10528/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s711ms | Loss: 0.227 | Acc: 92.431% (10648/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 33s74ms | Loss: 0.228 | Acc: 92.411% (10764/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s439ms | Loss: 0.228 | Acc: 92.374% (10878/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s798ms | Loss: 0.229 | Acc: 92.356% (10994/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 34s167ms | Loss: 0.229 | Acc: 92.362% (11113/12032) 94/391 [===============>.................................................] Step: 367ms | Tot: 34s535ms | Loss: 0.228 | Acc: 92.377% (11233/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 34s904ms | Loss: 0.228 | Acc: 92.383% (11352/12288) 96/391 [===============>.................................................] Step: 379ms | Tot: 35s284ms | Loss: 0.228 | Acc: 92.373% (11469/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s652ms | Loss: 0.228 | Acc: 92.363% (11586/12544) 98/391 [================>................................................] Step: 370ms | Tot: 36s22ms | Loss: 0.228 | Acc: 92.353% (11703/12672) 99/391 [================>................................................] Step: 373ms | Tot: 36s396ms | Loss: 0.229 | Acc: 92.328% (11818/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s759ms | Loss: 0.229 | Acc: 92.319% (11935/12928) 101/391 [================>................................................] Step: 376ms | Tot: 37s135ms | Loss: 0.229 | Acc: 92.333% (12055/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s503ms | Loss: 0.229 | Acc: 92.301% (12169/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s862ms | Loss: 0.229 | Acc: 92.300% (12287/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 38s224ms | Loss: 0.229 | Acc: 92.321% (12408/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s586ms | Loss: 0.229 | Acc: 92.305% (12524/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s949ms | Loss: 0.229 | Acc: 92.290% (12640/13696) 107/391 [=================>...............................................] Step: 383ms | Tot: 39s332ms | Loss: 0.229 | Acc: 92.296% (12759/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s695ms | Loss: 0.229 | Acc: 92.288% (12876/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 40s54ms | Loss: 0.230 | Acc: 92.223% (12985/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s425ms | Loss: 0.230 | Acc: 92.251% (13107/14208) 111/391 [==================>..............................................] Step: 370ms | Tot: 40s795ms | Loss: 0.230 | Acc: 92.257% (13226/14336) 112/391 [==================>..............................................] Step: 374ms | Tot: 41s169ms | Loss: 0.230 | Acc: 92.236% (13341/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s534ms | Loss: 0.230 | Acc: 92.242% (13460/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s894ms | Loss: 0.230 | Acc: 92.228% (13576/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s258ms | Loss: 0.230 | Acc: 92.248% (13697/14848) 116/391 [===================>.............................................] Step: 374ms | Tot: 42s633ms | Loss: 0.231 | Acc: 92.234% (13813/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s995ms | Loss: 0.231 | Acc: 92.234% (13931/15104) 118/391 [===================>.............................................] Step: 371ms | Tot: 43s367ms | Loss: 0.232 | Acc: 92.227% (14048/15232) 119/391 [===================>.............................................] Step: 361ms | Tot: 43s728ms | Loss: 0.232 | Acc: 92.220% (14165/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 44s85ms | Loss: 0.232 | Acc: 92.200% (14280/15488) 121/391 [====================>............................................] Step: 370ms | Tot: 44s456ms | Loss: 0.232 | Acc: 92.220% (14401/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 44s815ms | Loss: 0.232 | Acc: 92.245% (14523/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 45s178ms | Loss: 0.231 | Acc: 92.244% (14641/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s541ms | Loss: 0.231 | Acc: 92.263% (14762/16000) 125/391 [====================>............................................] Step: 370ms | Tot: 45s911ms | Loss: 0.231 | Acc: 92.243% (14877/16128) 126/391 [====================>............................................] Step: 376ms | Tot: 46s288ms | Loss: 0.231 | Acc: 92.231% (14993/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s649ms | Loss: 0.231 | Acc: 92.242% (15113/16384) 128/391 [=====================>...........................................] Step: 363ms | Tot: 47s12ms | Loss: 0.231 | Acc: 92.248% (15232/16512) 129/391 [=====================>...........................................] Step: 371ms | Tot: 47s384ms | Loss: 0.231 | Acc: 92.266% (15353/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s745ms | Loss: 0.230 | Acc: 92.277% (15473/16768) 131/391 [=====================>...........................................] Step: 366ms | Tot: 48s111ms | Loss: 0.230 | Acc: 92.282% (15592/16896) 132/391 [=====================>...........................................] Step: 367ms | Tot: 48s479ms | Loss: 0.231 | Acc: 92.270% (15708/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s842ms | Loss: 0.231 | Acc: 92.269% (15826/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 49s212ms | Loss: 0.232 | Acc: 92.257% (15942/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s578ms | Loss: 0.232 | Acc: 92.245% (16058/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s946ms | Loss: 0.232 | Acc: 92.245% (16176/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 50s315ms | Loss: 0.232 | Acc: 92.261% (16297/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s682ms | Loss: 0.231 | Acc: 92.277% (16418/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s44ms | Loss: 0.232 | Acc: 92.266% (16534/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 51s414ms | Loss: 0.231 | Acc: 92.282% (16655/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 51s781ms | Loss: 0.232 | Acc: 92.287% (16774/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 52s139ms | Loss: 0.232 | Acc: 92.291% (16893/18304) 143/391 [=======================>.........................................] Step: 374ms | Tot: 52s513ms | Loss: 0.232 | Acc: 92.242% (17002/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s879ms | Loss: 0.232 | Acc: 92.225% (17117/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 53s246ms | Loss: 0.232 | Acc: 92.214% (17233/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s616ms | Loss: 0.233 | Acc: 92.177% (17344/18816) 147/391 [========================>........................................] Step: 371ms | Tot: 53s987ms | Loss: 0.233 | Acc: 92.188% (17464/18944) 148/391 [========================>........................................] Step: 377ms | Tot: 54s365ms | Loss: 0.233 | Acc: 92.177% (17580/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s721ms | Loss: 0.234 | Acc: 92.161% (17695/19200) 150/391 [========================>........................................] Step: 354ms | Tot: 55s75ms | Loss: 0.234 | Acc: 92.156% (17812/19328) 151/391 [=========================>.......................................] Step: 371ms | Tot: 55s446ms | Loss: 0.234 | Acc: 92.152% (17929/19456) 152/391 [=========================>.......................................] Step: 381ms | Tot: 55s828ms | Loss: 0.234 | Acc: 92.182% (18053/19584) 153/391 [=========================>.......................................] Step: 387ms | Tot: 56s215ms | Loss: 0.233 | Acc: 92.188% (18172/19712) 154/391 [=========================>.......................................] Step: 370ms | Tot: 56s586ms | Loss: 0.234 | Acc: 92.157% (18284/19840) 155/391 [=========================>.......................................] Step: 364ms | Tot: 56s950ms | Loss: 0.233 | Acc: 92.182% (18407/19968) 156/391 [=========================>.......................................] Step: 374ms | Tot: 57s324ms | Loss: 0.233 | Acc: 92.197% (18528/20096) 157/391 [==========================>......................................] Step: 378ms | Tot: 57s702ms | Loss: 0.233 | Acc: 92.188% (18644/20224) 158/391 [==========================>......................................] Step: 378ms | Tot: 58s81ms | Loss: 0.233 | Acc: 92.178% (18760/20352) 159/391 [==========================>......................................] Step: 371ms | Tot: 58s452ms | Loss: 0.234 | Acc: 92.188% (18880/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s816ms | Loss: 0.233 | Acc: 92.178% (18996/20608) 161/391 [==========================>......................................] Step: 373ms | Tot: 59s190ms | Loss: 0.234 | Acc: 92.163% (19111/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 59s556ms | Loss: 0.234 | Acc: 92.164% (19229/20864) 163/391 [===========================>.....................................] Step: 369ms | Tot: 59s925ms | Loss: 0.234 | Acc: 92.135% (19341/20992) 164/391 [===========================>.....................................] Step: 376ms | Tot: 1m302ms | Loss: 0.235 | Acc: 92.126% (19457/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m663ms | Loss: 0.235 | Acc: 92.122% (19574/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.235 | Acc: 92.127% (19693/21376) 167/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.234 | Acc: 92.141% (19814/21504) 168/391 [===========================>.....................................] Step: 383ms | Tot: 1m1s | Loss: 0.234 | Acc: 92.146% (19933/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.235 | Acc: 92.142% (20050/21760) 170/391 [============================>....................................] Step: 378ms | Tot: 1m2s | Loss: 0.234 | Acc: 92.151% (20170/21888) 171/391 [============================>....................................] Step: 377ms | Tot: 1m2s | Loss: 0.234 | Acc: 92.165% (20291/22016) 172/391 [============================>....................................] Step: 375ms | Tot: 1m3s | Loss: 0.234 | Acc: 92.165% (20409/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.234 | Acc: 92.170% (20528/22272) 174/391 [============================>....................................] Step: 370ms | Tot: 1m4s | Loss: 0.233 | Acc: 92.174% (20647/22400) 175/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.234 | Acc: 92.156% (20761/22528) 176/391 [=============================>...................................] Step: 374ms | Tot: 1m4s | Loss: 0.234 | Acc: 92.139% (20875/22656) 177/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.235 | Acc: 92.126% (20990/22784) 178/391 [=============================>...................................] Step: 384ms | Tot: 1m5s | Loss: 0.235 | Acc: 92.096% (21101/22912) 179/391 [=============================>...................................] Step: 384ms | Tot: 1m5s | Loss: 0.236 | Acc: 92.079% (21215/23040) 180/391 [=============================>...................................] Step: 374ms | Tot: 1m6s | Loss: 0.236 | Acc: 92.067% (21330/23168) 181/391 [==============================>..................................] Step: 383ms | Tot: 1m6s | Loss: 0.236 | Acc: 92.054% (21445/23296) 182/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.237 | Acc: 92.021% (21555/23424) 183/391 [==============================>..................................] Step: 386ms | Tot: 1m7s | Loss: 0.237 | Acc: 92.001% (21668/23552) 184/391 [==============================>..................................] Step: 380ms | Tot: 1m7s | Loss: 0.237 | Acc: 91.997% (21785/23680) 185/391 [==============================>..................................] Step: 372ms | Tot: 1m8s | Loss: 0.237 | Acc: 92.011% (21906/23808) 186/391 [==============================>..................................] Step: 380ms | Tot: 1m8s | Loss: 0.238 | Acc: 92.004% (22022/23936) 187/391 [===============================>.................................] Step: 382ms | Tot: 1m8s | Loss: 0.237 | Acc: 92.013% (22142/24064) 188/391 [===============================>.................................] Step: 399ms | Tot: 1m9s | Loss: 0.237 | Acc: 92.010% (22259/24192) 189/391 [===============================>.................................] Step: 377ms | Tot: 1m9s | Loss: 0.237 | Acc: 92.015% (22378/24320) 190/391 [===============================>.................................] Step: 370ms | Tot: 1m10s | Loss: 0.237 | Acc: 92.020% (22497/24448) 191/391 [===============================>.................................] Step: 373ms | Tot: 1m10s | Loss: 0.238 | Acc: 91.980% (22605/24576) 192/391 [===============================>.................................] Step: 373ms | Tot: 1m10s | Loss: 0.238 | Acc: 91.981% (22723/24704) 193/391 [================================>................................] Step: 379ms | Tot: 1m11s | Loss: 0.237 | Acc: 91.994% (22844/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.237 | Acc: 92.007% (22965/24960) 195/391 [================================>................................] Step: 379ms | Tot: 1m11s | Loss: 0.237 | Acc: 92.020% (23086/25088) 196/391 [================================>................................] Step: 377ms | Tot: 1m12s | Loss: 0.237 | Acc: 92.001% (23199/25216) 197/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.238 | Acc: 91.990% (23314/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m13s | Loss: 0.238 | Acc: 91.972% (23427/25472) 199/391 [=================================>...............................] Step: 375ms | Tot: 1m13s | Loss: 0.238 | Acc: 91.973% (23545/25600) 200/391 [=================================>...............................] Step: 376ms | Tot: 1m13s | Loss: 0.239 | Acc: 91.962% (23660/25728) 201/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.239 | Acc: 91.975% (23781/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.239 | Acc: 91.980% (23900/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.239 | Acc: 91.977% (24017/26112) 204/391 [=================================>...............................] Step: 372ms | Tot: 1m15s | Loss: 0.239 | Acc: 91.997% (24140/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.239 | Acc: 91.990% (24256/26368) 206/391 [==================================>..............................] Step: 379ms | Tot: 1m16s | Loss: 0.239 | Acc: 91.961% (24366/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.240 | Acc: 91.928% (24475/26624) 208/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.240 | Acc: 91.911% (24588/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.240 | Acc: 91.916% (24707/26880) 210/391 [==================================>..............................] Step: 374ms | Tot: 1m17s | Loss: 0.240 | Acc: 91.925% (24827/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.241 | Acc: 91.893% (24936/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.242 | Acc: 91.879% (25050/27264) 213/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.242 | Acc: 91.855% (25161/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.242 | Acc: 91.864% (25281/27520) 215/391 [===================================>.............................] Step: 378ms | Tot: 1m19s | Loss: 0.242 | Acc: 91.848% (25394/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.243 | Acc: 91.835% (25508/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.243 | Acc: 91.829% (25624/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.243 | Acc: 91.809% (25736/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.243 | Acc: 91.804% (25852/28160) 220/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.243 | Acc: 91.809% (25971/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.244 | Acc: 91.790% (26083/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m21s | Loss: 0.243 | Acc: 91.795% (26202/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.243 | Acc: 91.797% (26320/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.243 | Acc: 91.792% (26436/28800) 225/391 [=====================================>...........................] Step: 377ms | Tot: 1m23s | Loss: 0.244 | Acc: 91.780% (26550/28928) 226/391 [=====================================>...........................] Step: 384ms | Tot: 1m23s | Loss: 0.244 | Acc: 91.785% (26669/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.243 | Acc: 91.793% (26789/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m24s | Loss: 0.243 | Acc: 91.799% (26908/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.243 | Acc: 91.817% (27031/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.243 | Acc: 91.812% (27147/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.243 | Acc: 91.804% (27262/29696) 232/391 [======================================>..........................] Step: 355ms | Tot: 1m25s | Loss: 0.243 | Acc: 91.805% (27380/29824) 233/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.244 | Acc: 91.797% (27495/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m26s | Loss: 0.244 | Acc: 91.799% (27613/30080) 235/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.243 | Acc: 91.807% (27733/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.243 | Acc: 91.822% (27855/30336) 237/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.243 | Acc: 91.817% (27971/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.243 | Acc: 91.792% (28081/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m28s | Loss: 0.244 | Acc: 91.781% (28195/30720) 240/391 [=======================================>.........................] Step: 374ms | Tot: 1m28s | Loss: 0.244 | Acc: 91.769% (28309/30848) 241/391 [========================================>........................] Step: 378ms | Tot: 1m28s | Loss: 0.244 | Acc: 91.761% (28424/30976) 242/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.243 | Acc: 91.760% (28541/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.243 | Acc: 91.768% (28661/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.243 | Acc: 91.757% (28775/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m30s | Loss: 0.243 | Acc: 91.765% (28895/31488) 246/391 [========================================>........................] Step: 369ms | Tot: 1m30s | Loss: 0.243 | Acc: 91.764% (29012/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.243 | Acc: 91.772% (29132/31744) 248/391 [=========================================>.......................] Step: 372ms | Tot: 1m31s | Loss: 0.243 | Acc: 91.770% (29249/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.243 | Acc: 91.781% (29370/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.243 | Acc: 91.798% (29493/32128) 251/391 [=========================================>.......................] Step: 369ms | Tot: 1m32s | Loss: 0.242 | Acc: 91.791% (29608/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m32s | Loss: 0.243 | Acc: 91.789% (29725/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.243 | Acc: 91.785% (29841/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.243 | Acc: 91.795% (29962/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.243 | Acc: 91.785% (30076/32768) 256/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.243 | Acc: 91.777% (30191/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.243 | Acc: 91.788% (30312/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m35s | Loss: 0.243 | Acc: 91.768% (30423/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.243 | Acc: 91.779% (30544/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.243 | Acc: 91.783% (30663/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.243 | Acc: 91.773% (30777/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.243 | Acc: 91.772% (30894/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.243 | Acc: 91.761% (31008/33792) 264/391 [===========================================>.....................] Step: 368ms | Tot: 1m37s | Loss: 0.243 | Acc: 91.745% (31120/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.243 | Acc: 91.747% (31238/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.244 | Acc: 91.743% (31354/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.244 | Acc: 91.733% (31468/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.244 | Acc: 91.717% (31580/34432) 269/391 [============================================>....................] Step: 379ms | Tot: 1m39s | Loss: 0.244 | Acc: 91.719% (31698/34560) 270/391 [============================================>....................] Step: 390ms | Tot: 1m39s | Loss: 0.244 | Acc: 91.723% (31817/34688) 271/391 [=============================================>...................] Step: 383ms | Tot: 1m39s | Loss: 0.244 | Acc: 91.716% (31932/34816) 272/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.245 | Acc: 91.690% (32040/34944) 273/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.245 | Acc: 91.669% (32150/35072) 274/391 [=============================================>...................] Step: 372ms | Tot: 1m41s | Loss: 0.245 | Acc: 91.682% (32272/35200) 275/391 [=============================================>...................] Step: 400ms | Tot: 1m41s | Loss: 0.245 | Acc: 91.672% (32386/35328) 276/391 [=============================================>...................] Step: 373ms | Tot: 1m41s | Loss: 0.246 | Acc: 91.654% (32497/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.246 | Acc: 91.648% (32612/35584) 278/391 [==============================================>..................] Step: 377ms | Tot: 1m42s | Loss: 0.246 | Acc: 91.647% (32729/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.246 | Acc: 91.649% (32847/35840) 280/391 [==============================================>..................] Step: 378ms | Tot: 1m43s | Loss: 0.246 | Acc: 91.648% (32964/35968) 281/391 [==============================================>..................] Step: 379ms | Tot: 1m43s | Loss: 0.246 | Acc: 91.636% (33077/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m44s | Loss: 0.246 | Acc: 91.633% (33193/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.246 | Acc: 91.646% (33315/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.246 | Acc: 91.650% (33434/36480) 285/391 [===============================================>.................] Step: 371ms | Tot: 1m45s | Loss: 0.246 | Acc: 91.633% (33545/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.246 | Acc: 91.627% (33660/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.246 | Acc: 91.610% (33771/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m46s | Loss: 0.247 | Acc: 91.601% (33885/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.247 | Acc: 91.598% (34001/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.247 | Acc: 91.581% (34112/37248) 291/391 [================================================>................] Step: 371ms | Tot: 1m47s | Loss: 0.247 | Acc: 91.580% (34229/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.247 | Acc: 91.572% (34343/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m48s | Loss: 0.247 | Acc: 91.574% (34461/37632) 294/391 [================================================>................] Step: 383ms | Tot: 1m48s | Loss: 0.247 | Acc: 91.568% (34576/37760) 295/391 [=================================================>...............] Step: 384ms | Tot: 1m48s | Loss: 0.247 | Acc: 91.567% (34693/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.247 | Acc: 91.559% (34807/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.248 | Acc: 91.550% (34921/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.248 | Acc: 91.542% (35035/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.248 | Acc: 91.534% (35149/38400) 300/391 [=================================================>...............] Step: 369ms | Tot: 1m50s | Loss: 0.248 | Acc: 91.531% (35265/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.248 | Acc: 91.525% (35380/38656) 302/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.248 | Acc: 91.517% (35494/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.248 | Acc: 91.519% (35612/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.249 | Acc: 91.514% (35727/39040) 305/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.248 | Acc: 91.511% (35843/39168) 306/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.248 | Acc: 91.513% (35961/39296) 307/391 [===================================================>.............] Step: 374ms | Tot: 1m53s | Loss: 0.248 | Acc: 91.510% (36077/39424) 308/391 [===================================================>.............] Step: 381ms | Tot: 1m53s | Loss: 0.249 | Acc: 91.502% (36191/39552) 309/391 [===================================================>.............] Step: 370ms | Tot: 1m54s | Loss: 0.249 | Acc: 91.492% (36304/39680) 310/391 [===================================================>.............] Step: 375ms | Tot: 1m54s | Loss: 0.249 | Acc: 91.482% (36417/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m54s | Loss: 0.249 | Acc: 91.476% (36532/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m55s | Loss: 0.249 | Acc: 91.484% (36652/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.249 | Acc: 91.478% (36767/40192) 314/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.249 | Acc: 91.478% (36884/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.249 | Acc: 91.471% (36998/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.249 | Acc: 91.483% (37120/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m56s | Loss: 0.248 | Acc: 91.492% (37241/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m57s | Loss: 0.249 | Acc: 91.487% (37356/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.249 | Acc: 91.492% (37475/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.249 | Acc: 91.484% (37589/41088) 321/391 [=====================================================>...........] Step: 379ms | Tot: 1m58s | Loss: 0.249 | Acc: 91.474% (37702/41216) 322/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.249 | Acc: 91.484% (37823/41344) 323/391 [=====================================================>...........] Step: 381ms | Tot: 1m59s | Loss: 0.249 | Acc: 91.476% (37937/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m59s | Loss: 0.249 | Acc: 91.471% (38052/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.249 | Acc: 91.466% (38167/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 2m281ms | Loss: 0.249 | Acc: 91.478% (38289/41856) 327/391 [======================================================>..........] Step: 356ms | Tot: 2m638ms | Loss: 0.249 | Acc: 91.487% (38410/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 2m997ms | Loss: 0.249 | Acc: 91.492% (38529/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.249 | Acc: 91.501% (38650/42240) 330/391 [======================================================>..........] Step: 372ms | Tot: 2m1s | Loss: 0.249 | Acc: 91.505% (38769/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.249 | Acc: 91.500% (38884/42496) 332/391 [=======================================================>.........] Step: 376ms | Tot: 2m2s | Loss: 0.249 | Acc: 91.484% (38994/42624) 333/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.249 | Acc: 91.486% (39112/42752) 334/391 [=======================================================>.........] Step: 379ms | Tot: 2m3s | Loss: 0.249 | Acc: 91.490% (39231/42880) 335/391 [=======================================================>.........] Step: 374ms | Tot: 2m3s | Loss: 0.249 | Acc: 91.481% (39344/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.249 | Acc: 91.478% (39460/43136) 337/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.249 | Acc: 91.471% (39574/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m4s | Loss: 0.249 | Acc: 91.473% (39692/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m5s | Loss: 0.249 | Acc: 91.473% (39809/43520) 340/391 [========================================================>........] Step: 375ms | Tot: 2m5s | Loss: 0.249 | Acc: 91.464% (39922/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.249 | Acc: 91.466% (40040/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m6s | Loss: 0.250 | Acc: 91.463% (40156/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.250 | Acc: 91.461% (40272/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.250 | Acc: 91.461% (40389/44160) 345/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.250 | Acc: 91.460% (40506/44288) 346/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.249 | Acc: 91.474% (40629/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.249 | Acc: 91.483% (40750/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m8s | Loss: 0.249 | Acc: 91.480% (40866/44672) 349/391 [==========================================================>......] Step: 377ms | Tot: 2m8s | Loss: 0.249 | Acc: 91.489% (40987/44800) 350/391 [==========================================================>......] Step: 383ms | Tot: 2m9s | Loss: 0.249 | Acc: 91.482% (41101/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.249 | Acc: 91.477% (41216/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.249 | Acc: 91.475% (41332/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.249 | Acc: 91.479% (41451/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m10s | Loss: 0.249 | Acc: 91.477% (41567/45440) 355/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.249 | Acc: 91.485% (41688/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.249 | Acc: 91.487% (41806/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.249 | Acc: 91.496% (41927/45824) 358/391 [===========================================================>.....] Step: 375ms | Tot: 2m12s | Loss: 0.249 | Acc: 91.491% (42042/45952) 359/391 [===========================================================>.....] Step: 391ms | Tot: 2m12s | Loss: 0.249 | Acc: 91.500% (42163/46080) 360/391 [===========================================================>.....] Step: 377ms | Tot: 2m12s | Loss: 0.249 | Acc: 91.482% (42272/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.249 | Acc: 91.477% (42387/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m13s | Loss: 0.249 | Acc: 91.479% (42505/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.249 | Acc: 91.484% (42624/46592) 364/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.249 | Acc: 91.483% (42741/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m14s | Loss: 0.249 | Acc: 91.485% (42859/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m15s | Loss: 0.249 | Acc: 91.496% (42981/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.249 | Acc: 91.485% (43093/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.249 | Acc: 91.482% (43209/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.249 | Acc: 91.476% (43323/47360) 370/391 [=============================================================>...] Step: 372ms | Tot: 2m16s | Loss: 0.249 | Acc: 91.461% (43433/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.250 | Acc: 91.461% (43550/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m17s | Loss: 0.250 | Acc: 91.459% (43666/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.250 | Acc: 91.454% (43781/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.250 | Acc: 91.450% (43896/48000) 375/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.250 | Acc: 91.448% (44012/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.250 | Acc: 91.435% (44123/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m19s | Loss: 0.250 | Acc: 91.435% (44240/48384) 378/391 [==============================================================>..] Step: 372ms | Tot: 2m19s | Loss: 0.250 | Acc: 91.427% (44353/48512) 379/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.250 | Acc: 91.429% (44471/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.250 | Acc: 91.427% (44587/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.250 | Acc: 91.425% (44703/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.250 | Acc: 91.418% (44817/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.250 | Acc: 91.412% (44931/49152) 384/391 [===============================================================>.] Step: 368ms | Tot: 2m21s | Loss: 0.250 | Acc: 91.408% (45046/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.250 | Acc: 91.412% (45165/49408) 386/391 [================================================================>] Step: 376ms | Tot: 2m22s | Loss: 0.250 | Acc: 91.414% (45283/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m22s | Loss: 0.250 | Acc: 91.416% (45401/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m23s | Loss: 0.250 | Acc: 91.416% (45518/49792) 389/391 [================================================================>] Step: 372ms | Tot: 2m23s | Loss: 0.250 | Acc: 91.410% (45632/49920) 390/391 [================================================================>] Step: 352ms | Tot: 2m23s | Loss: 0.250 | Acc: 91.414% (45707/50000) 391/391 + [>................................................................] Step: 494ms | Tot: 2ms | Loss: 0.290 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.315 | Acc: 89.000% (178/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 593ms | Loss: 0.320 | Acc: 88.333% (265/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 895ms | Loss: 0.347 | Acc: 88.000% (352/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s192ms | Loss: 0.340 | Acc: 88.000% (440/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s491ms | Loss: 0.299 | Acc: 89.500% (537/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s787ms | Loss: 0.306 | Acc: 89.000% (623/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s88ms | Loss: 0.320 | Acc: 88.625% (709/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s394ms | Loss: 0.341 | Acc: 88.222% (794/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s698ms | Loss: 0.350 | Acc: 88.500% (885/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 3s5ms | Loss: 0.354 | Acc: 88.455% (973/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s304ms | Loss: 0.364 | Acc: 88.250% (1059/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s604ms | Loss: 0.365 | Acc: 88.154% (1146/1300) 13/100 [========>........................................................] Step: 319ms | Tot: 3s923ms | Loss: 0.358 | Acc: 88.357% (1237/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s233ms | Loss: 0.353 | Acc: 88.133% (1322/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s540ms | Loss: 0.356 | Acc: 88.000% (1408/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s843ms | Loss: 0.348 | Acc: 88.294% (1501/1700) 17/100 [===========>.....................................................] Step: 305ms | Tot: 5s149ms | Loss: 0.361 | Acc: 87.833% (1581/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s457ms | Loss: 0.362 | Acc: 87.842% (1669/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s761ms | Loss: 0.367 | Acc: 87.650% (1753/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s72ms | Loss: 0.369 | Acc: 87.429% (1836/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s372ms | Loss: 0.364 | Acc: 87.591% (1927/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s682ms | Loss: 0.370 | Acc: 87.478% (2012/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 6s994ms | Loss: 0.375 | Acc: 87.458% (2099/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s304ms | Loss: 0.378 | Acc: 87.480% (2187/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s613ms | Loss: 0.384 | Acc: 87.385% (2272/2600) 26/100 [================>................................................] Step: 316ms | Tot: 7s929ms | Loss: 0.379 | Acc: 87.407% (2360/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s231ms | Loss: 0.376 | Acc: 87.536% (2451/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s537ms | Loss: 0.377 | Acc: 87.690% (2543/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s839ms | Loss: 0.375 | Acc: 87.667% (2630/3000) 30/100 [===================>.............................................] Step: 317ms | Tot: 9s156ms | Loss: 0.375 | Acc: 87.677% (2718/3100) 31/100 [====================>............................................] Step: 314ms | Tot: 9s471ms | Loss: 0.376 | Acc: 87.750% (2808/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 9s784ms | Loss: 0.373 | Acc: 87.788% (2897/3300) 33/100 [=====================>...........................................] Step: 312ms | Tot: 10s97ms | Loss: 0.369 | Acc: 87.765% (2984/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s402ms | Loss: 0.371 | Acc: 87.771% (3072/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s710ms | Loss: 0.367 | Acc: 87.833% (3162/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s21ms | Loss: 0.367 | Acc: 87.892% (3252/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s325ms | Loss: 0.368 | Acc: 87.842% (3338/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s629ms | Loss: 0.368 | Acc: 87.846% (3426/3900) 39/100 [=========================>.......................................] Step: 310ms | Tot: 11s939ms | Loss: 0.367 | Acc: 87.875% (3515/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s242ms | Loss: 0.370 | Acc: 87.829% (3601/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s550ms | Loss: 0.371 | Acc: 87.833% (3689/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s856ms | Loss: 0.369 | Acc: 87.860% (3778/4300) 43/100 [===========================>.....................................] Step: 311ms | Tot: 13s167ms | Loss: 0.368 | Acc: 87.909% (3868/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s470ms | Loss: 0.369 | Acc: 87.933% (3957/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s776ms | Loss: 0.370 | Acc: 87.935% (4045/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s91ms | Loss: 0.370 | Acc: 87.894% (4131/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s401ms | Loss: 0.373 | Acc: 87.750% (4212/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s702ms | Loss: 0.369 | Acc: 87.878% (4306/4900) 49/100 [===============================>.................................] Step: 312ms | Tot: 15s15ms | Loss: 0.372 | Acc: 87.900% (4395/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s319ms | Loss: 0.371 | Acc: 87.961% (4486/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s625ms | Loss: 0.371 | Acc: 87.885% (4570/5200) 52/100 [=================================>...............................] Step: 309ms | Tot: 15s934ms | Loss: 0.371 | Acc: 87.887% (4658/5300) 53/100 [==================================>..............................] Step: 298ms | Tot: 16s233ms | Loss: 0.372 | Acc: 87.907% (4747/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s537ms | Loss: 0.371 | Acc: 87.927% (4836/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s844ms | Loss: 0.372 | Acc: 87.893% (4922/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s152ms | Loss: 0.371 | Acc: 87.912% (5011/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s455ms | Loss: 0.369 | Acc: 88.000% (5104/5800) 58/100 [=====================================>...........................] Step: 327ms | Tot: 17s782ms | Loss: 0.369 | Acc: 88.000% (5192/5900) 59/100 [======================================>..........................] Step: 317ms | Tot: 18s100ms | Loss: 0.368 | Acc: 88.000% (5280/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s407ms | Loss: 0.368 | Acc: 88.033% (5370/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s714ms | Loss: 0.368 | Acc: 88.048% (5459/6200) 62/100 [========================================>........................] Step: 317ms | Tot: 19s31ms | Loss: 0.367 | Acc: 88.127% (5552/6300) 63/100 [========================================>........................] Step: 315ms | Tot: 19s346ms | Loss: 0.364 | Acc: 88.188% (5644/6400) 64/100 [=========================================>.......................] Step: 316ms | Tot: 19s662ms | Loss: 0.365 | Acc: 88.169% (5731/6500) 65/100 [==========================================>......................] Step: 323ms | Tot: 19s986ms | Loss: 0.366 | Acc: 88.152% (5818/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s297ms | Loss: 0.365 | Acc: 88.164% (5907/6700) 67/100 [===========================================>.....................] Step: 324ms | Tot: 20s621ms | Loss: 0.366 | Acc: 88.103% (5991/6800) 68/100 [============================================>....................] Step: 324ms | Tot: 20s945ms | Loss: 0.364 | Acc: 88.174% (6084/6900) 69/100 [============================================>....................] Step: 313ms | Tot: 21s259ms | Loss: 0.364 | Acc: 88.129% (6169/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s569ms | Loss: 0.365 | Acc: 88.099% (6255/7100) 71/100 [==============================================>..................] Step: 317ms | Tot: 21s886ms | Loss: 0.367 | Acc: 88.083% (6342/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 22s193ms | Loss: 0.365 | Acc: 88.164% (6436/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s497ms | Loss: 0.365 | Acc: 88.149% (6523/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s802ms | Loss: 0.366 | Acc: 88.107% (6608/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s109ms | Loss: 0.367 | Acc: 88.092% (6695/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s412ms | Loss: 0.366 | Acc: 88.065% (6781/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s715ms | Loss: 0.366 | Acc: 88.103% (6872/7800) 78/100 [==================================================>..............] Step: 315ms | Tot: 24s30ms | Loss: 0.368 | Acc: 88.063% (6957/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s343ms | Loss: 0.367 | Acc: 88.025% (7042/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s648ms | Loss: 0.368 | Acc: 88.025% (7130/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 24s965ms | Loss: 0.366 | Acc: 88.085% (7223/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s269ms | Loss: 0.365 | Acc: 88.108% (7313/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s575ms | Loss: 0.365 | Acc: 88.083% (7399/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s882ms | Loss: 0.366 | Acc: 88.047% (7484/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s190ms | Loss: 0.367 | Acc: 88.035% (7571/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s497ms | Loss: 0.366 | Acc: 88.046% (7660/8700) 87/100 [========================================================>........] Step: 319ms | Tot: 26s817ms | Loss: 0.368 | Acc: 88.023% (7746/8800) 88/100 [=========================================================>.......] Step: 315ms | Tot: 27s132ms | Loss: 0.369 | Acc: 87.989% (7831/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s444ms | Loss: 0.370 | Acc: 87.978% (7918/9000) 90/100 [==========================================================>......] Step: 301ms | Tot: 27s745ms | Loss: 0.369 | Acc: 88.022% (8010/9100) 91/100 [===========================================================>.....] Step: 313ms | Tot: 28s58ms | Loss: 0.367 | Acc: 88.098% (8105/9200) 92/100 [===========================================================>.....] Step: 307ms | Tot: 28s366ms | Loss: 0.368 | Acc: 88.108% (8194/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s681ms | Loss: 0.368 | Acc: 88.085% (8280/9400) 94/100 [=============================================================>...] Step: 320ms | Tot: 29s2ms | Loss: 0.367 | Acc: 88.063% (8366/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 29s313ms | Loss: 0.367 | Acc: 88.094% (8457/9600) 96/100 [==============================================================>..] Step: 317ms | Tot: 29s631ms | Loss: 0.366 | Acc: 88.124% (8548/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s940ms | Loss: 0.366 | Acc: 88.133% (8637/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s244ms | Loss: 0.367 | Acc: 88.111% (8723/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s550ms | Loss: 0.366 | Acc: 88.130% (8813/10000) 100/100 +Saving.. + +Epoch: 130 + [>................................................................] Step: 740ms | Tot: 2ms | Loss: 0.286 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 392ms | Tot: 394ms | Loss: 0.217 | Acc: 92.578% (237/256) 2/391 [>................................................................] Step: 398ms | Tot: 792ms | Loss: 0.209 | Acc: 92.708% (356/384) 3/391 [>................................................................] Step: 386ms | Tot: 1s179ms | Loss: 0.211 | Acc: 92.188% (472/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s547ms | Loss: 0.231 | Acc: 91.719% (587/640) 5/391 [>................................................................] Step: 384ms | Tot: 1s931ms | Loss: 0.220 | Acc: 92.448% (710/768) 6/391 [>................................................................] Step: 372ms | Tot: 2s304ms | Loss: 0.216 | Acc: 92.746% (831/896) 7/391 [=>...............................................................] Step: 374ms | Tot: 2s678ms | Loss: 0.218 | Acc: 92.578% (948/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 3s47ms | Loss: 0.222 | Acc: 92.361% (1064/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s414ms | Loss: 0.235 | Acc: 92.031% (1178/1280) 10/391 [=>...............................................................] Step: 377ms | Tot: 3s791ms | Loss: 0.235 | Acc: 92.045% (1296/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 4s151ms | Loss: 0.232 | Acc: 92.122% (1415/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s518ms | Loss: 0.224 | Acc: 92.368% (1537/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s883ms | Loss: 0.221 | Acc: 92.467% (1657/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s253ms | Loss: 0.229 | Acc: 92.135% (1769/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s622ms | Loss: 0.224 | Acc: 92.285% (1890/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s990ms | Loss: 0.225 | Acc: 92.371% (2010/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s355ms | Loss: 0.222 | Acc: 92.535% (2132/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s727ms | Loss: 0.225 | Acc: 92.393% (2247/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 7s84ms | Loss: 0.224 | Acc: 92.422% (2366/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s444ms | Loss: 0.223 | Acc: 92.411% (2484/2688) 21/391 [===>.............................................................] Step: 377ms | Tot: 7s821ms | Loss: 0.228 | Acc: 92.152% (2595/2816) 22/391 [===>.............................................................] Step: 370ms | Tot: 8s192ms | Loss: 0.226 | Acc: 92.188% (2714/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s562ms | Loss: 0.227 | Acc: 92.155% (2831/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s929ms | Loss: 0.230 | Acc: 92.062% (2946/3200) 25/391 [====>............................................................] Step: 371ms | Tot: 9s301ms | Loss: 0.227 | Acc: 92.218% (3069/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s660ms | Loss: 0.225 | Acc: 92.188% (3186/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 10s19ms | Loss: 0.227 | Acc: 92.188% (3304/3584) 28/391 [====>............................................................] Step: 358ms | Tot: 10s377ms | Loss: 0.226 | Acc: 92.161% (3421/3712) 29/391 [====>............................................................] Step: 384ms | Tot: 10s762ms | Loss: 0.227 | Acc: 92.083% (3536/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s131ms | Loss: 0.224 | Acc: 92.263% (3661/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s498ms | Loss: 0.226 | Acc: 92.188% (3776/4096) 32/391 [=====>...........................................................] Step: 374ms | Tot: 11s872ms | Loss: 0.224 | Acc: 92.259% (3897/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s234ms | Loss: 0.226 | Acc: 92.210% (4013/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s599ms | Loss: 0.227 | Acc: 92.165% (4129/4480) 35/391 [=====>...........................................................] Step: 383ms | Tot: 12s982ms | Loss: 0.228 | Acc: 92.101% (4244/4608) 36/391 [=====>...........................................................] Step: 365ms | Tot: 13s348ms | Loss: 0.225 | Acc: 92.209% (4367/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s720ms | Loss: 0.224 | Acc: 92.270% (4488/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 14s84ms | Loss: 0.223 | Acc: 92.308% (4608/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s445ms | Loss: 0.221 | Acc: 92.363% (4729/5120) 40/391 [======>..........................................................] Step: 374ms | Tot: 14s820ms | Loss: 0.220 | Acc: 92.378% (4848/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 15s190ms | Loss: 0.221 | Acc: 92.299% (4962/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s556ms | Loss: 0.218 | Acc: 92.387% (5085/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s921ms | Loss: 0.218 | Acc: 92.401% (5204/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s281ms | Loss: 0.217 | Acc: 92.448% (5325/5760) 45/391 [=======>.........................................................] Step: 378ms | Tot: 16s660ms | Loss: 0.218 | Acc: 92.425% (5442/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 17s30ms | Loss: 0.221 | Acc: 92.370% (5557/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s394ms | Loss: 0.222 | Acc: 92.285% (5670/6144) 48/391 [=======>.........................................................] Step: 377ms | Tot: 17s771ms | Loss: 0.222 | Acc: 92.267% (5787/6272) 49/391 [========>........................................................] Step: 378ms | Tot: 18s149ms | Loss: 0.222 | Acc: 92.281% (5906/6400) 50/391 [========>........................................................] Step: 383ms | Tot: 18s533ms | Loss: 0.220 | Acc: 92.325% (6027/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s900ms | Loss: 0.220 | Acc: 92.338% (6146/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s264ms | Loss: 0.221 | Acc: 92.305% (6262/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s625ms | Loss: 0.220 | Acc: 92.332% (6382/6912) 54/391 [========>........................................................] Step: 376ms | Tot: 20s2ms | Loss: 0.219 | Acc: 92.358% (6502/7040) 55/391 [=========>.......................................................] Step: 384ms | Tot: 20s386ms | Loss: 0.219 | Acc: 92.397% (6623/7168) 56/391 [=========>.......................................................] Step: 381ms | Tot: 20s767ms | Loss: 0.221 | Acc: 92.325% (6736/7296) 57/391 [=========>.......................................................] Step: 380ms | Tot: 21s148ms | Loss: 0.220 | Acc: 92.363% (6857/7424) 58/391 [=========>.......................................................] Step: 374ms | Tot: 21s522ms | Loss: 0.220 | Acc: 92.280% (6969/7552) 59/391 [=========>.......................................................] Step: 383ms | Tot: 21s905ms | Loss: 0.221 | Acc: 92.214% (7082/7680) 60/391 [=========>.......................................................] Step: 380ms | Tot: 22s286ms | Loss: 0.221 | Acc: 92.252% (7203/7808) 61/391 [==========>......................................................] Step: 375ms | Tot: 22s661ms | Loss: 0.221 | Acc: 92.251% (7321/7936) 62/391 [==========>......................................................] Step: 370ms | Tot: 23s32ms | Loss: 0.223 | Acc: 92.188% (7434/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 23s397ms | Loss: 0.223 | Acc: 92.212% (7554/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s764ms | Loss: 0.225 | Acc: 92.139% (7666/8320) 65/391 [==========>......................................................] Step: 366ms | Tot: 24s131ms | Loss: 0.225 | Acc: 92.152% (7785/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s492ms | Loss: 0.226 | Acc: 92.141% (7902/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s860ms | Loss: 0.227 | Acc: 92.096% (8016/8704) 68/391 [===========>.....................................................] Step: 370ms | Tot: 25s231ms | Loss: 0.228 | Acc: 92.029% (8128/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s595ms | Loss: 0.227 | Acc: 92.031% (8246/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s965ms | Loss: 0.227 | Acc: 92.033% (8364/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 26s328ms | Loss: 0.226 | Acc: 92.046% (8483/9216) 72/391 [===========>.....................................................] Step: 367ms | Tot: 26s695ms | Loss: 0.226 | Acc: 92.091% (8605/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 27s55ms | Loss: 0.227 | Acc: 92.061% (8720/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 27s418ms | Loss: 0.228 | Acc: 92.031% (8835/9600) 75/391 [============>....................................................] Step: 389ms | Tot: 27s807ms | Loss: 0.228 | Acc: 92.033% (8953/9728) 76/391 [============>....................................................] Step: 371ms | Tot: 28s179ms | Loss: 0.229 | Acc: 91.995% (9067/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 28s549ms | Loss: 0.229 | Acc: 92.007% (9186/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s916ms | Loss: 0.229 | Acc: 92.000% (9303/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 29s277ms | Loss: 0.229 | Acc: 92.031% (9424/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s646ms | Loss: 0.228 | Acc: 92.081% (9547/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 30s3ms | Loss: 0.229 | Acc: 92.026% (9659/10496) 82/391 [=============>...................................................] Step: 356ms | Tot: 30s360ms | Loss: 0.229 | Acc: 91.999% (9774/10624) 83/391 [=============>...................................................] Step: 370ms | Tot: 30s730ms | Loss: 0.230 | Acc: 91.946% (9886/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 31s86ms | Loss: 0.230 | Acc: 91.921% (10001/10880) 85/391 [==============>..................................................] Step: 374ms | Tot: 31s460ms | Loss: 0.231 | Acc: 91.906% (10117/11008) 86/391 [==============>..................................................] Step: 380ms | Tot: 31s841ms | Loss: 0.231 | Acc: 91.873% (10231/11136) 87/391 [==============>..................................................] Step: 371ms | Tot: 32s213ms | Loss: 0.231 | Acc: 91.841% (10345/11264) 88/391 [==============>..................................................] Step: 370ms | Tot: 32s583ms | Loss: 0.232 | Acc: 91.801% (10458/11392) 89/391 [==============>..................................................] Step: 381ms | Tot: 32s964ms | Loss: 0.232 | Acc: 91.814% (10577/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 33s335ms | Loss: 0.232 | Acc: 91.844% (10698/11648) 91/391 [===============>.................................................] Step: 371ms | Tot: 33s707ms | Loss: 0.231 | Acc: 91.865% (10818/11776) 92/391 [===============>.................................................] Step: 360ms | Tot: 34s68ms | Loss: 0.230 | Acc: 91.910% (10941/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 34s432ms | Loss: 0.231 | Acc: 91.880% (11055/12032) 94/391 [===============>.................................................] Step: 373ms | Tot: 34s806ms | Loss: 0.232 | Acc: 91.801% (11163/12160) 95/391 [===============>.................................................] Step: 373ms | Tot: 35s180ms | Loss: 0.231 | Acc: 91.838% (11285/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s538ms | Loss: 0.230 | Acc: 91.873% (11407/12416) 97/391 [================>................................................] Step: 371ms | Tot: 35s909ms | Loss: 0.231 | Acc: 91.869% (11524/12544) 98/391 [================>................................................] Step: 368ms | Tot: 36s278ms | Loss: 0.230 | Acc: 91.880% (11643/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s639ms | Loss: 0.230 | Acc: 91.891% (11762/12800) 100/391 [================>................................................] Step: 364ms | Tot: 37s3ms | Loss: 0.229 | Acc: 91.909% (11882/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s368ms | Loss: 0.230 | Acc: 91.881% (11996/13056) 102/391 [================>................................................] Step: 376ms | Tot: 37s745ms | Loss: 0.230 | Acc: 91.907% (12117/13184) 103/391 [=================>...............................................] Step: 374ms | Tot: 38s119ms | Loss: 0.230 | Acc: 91.880% (12231/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 38s490ms | Loss: 0.230 | Acc: 91.920% (12354/13440) 105/391 [=================>...............................................] Step: 373ms | Tot: 38s863ms | Loss: 0.230 | Acc: 91.915% (12471/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 39s219ms | Loss: 0.230 | Acc: 91.917% (12589/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 39s577ms | Loss: 0.231 | Acc: 91.913% (12706/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 39s945ms | Loss: 0.232 | Acc: 91.829% (12812/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 40s307ms | Loss: 0.232 | Acc: 91.832% (12930/14080) 110/391 [==================>..............................................] Step: 373ms | Tot: 40s680ms | Loss: 0.233 | Acc: 91.822% (13046/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 41s42ms | Loss: 0.232 | Acc: 91.874% (13171/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 41s403ms | Loss: 0.231 | Acc: 91.904% (13293/14464) 113/391 [==================>..............................................] Step: 377ms | Tot: 41s781ms | Loss: 0.232 | Acc: 91.886% (13408/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 42s144ms | Loss: 0.232 | Acc: 91.882% (13525/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 42s511ms | Loss: 0.233 | Acc: 91.884% (13643/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s887ms | Loss: 0.232 | Acc: 91.894% (13762/14976) 117/391 [===================>.............................................] Step: 375ms | Tot: 43s263ms | Loss: 0.233 | Acc: 91.876% (13877/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s624ms | Loss: 0.233 | Acc: 91.866% (13993/15232) 119/391 [===================>.............................................] Step: 369ms | Tot: 43s994ms | Loss: 0.233 | Acc: 91.888% (14114/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 44s358ms | Loss: 0.233 | Acc: 91.884% (14231/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s724ms | Loss: 0.233 | Acc: 91.893% (14350/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 45s92ms | Loss: 0.232 | Acc: 91.889% (14467/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 45s461ms | Loss: 0.232 | Acc: 91.898% (14586/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 45s828ms | Loss: 0.232 | Acc: 91.900% (14704/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 46s197ms | Loss: 0.232 | Acc: 91.884% (14819/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s562ms | Loss: 0.232 | Acc: 91.868% (14934/16256) 127/391 [=====================>...........................................] Step: 381ms | Tot: 46s944ms | Loss: 0.232 | Acc: 91.870% (15052/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 47s311ms | Loss: 0.231 | Acc: 91.897% (15174/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 47s679ms | Loss: 0.232 | Acc: 91.893% (15291/16640) 130/391 [=====================>...........................................] Step: 376ms | Tot: 48s56ms | Loss: 0.232 | Acc: 91.877% (15406/16768) 131/391 [=====================>...........................................] Step: 371ms | Tot: 48s428ms | Loss: 0.233 | Acc: 91.850% (15519/16896) 132/391 [=====================>...........................................] Step: 366ms | Tot: 48s794ms | Loss: 0.233 | Acc: 91.853% (15637/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 49s155ms | Loss: 0.233 | Acc: 91.849% (15754/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s514ms | Loss: 0.233 | Acc: 91.829% (15868/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s886ms | Loss: 0.233 | Acc: 91.826% (15985/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 50s249ms | Loss: 0.233 | Acc: 91.834% (16104/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 50s613ms | Loss: 0.234 | Acc: 91.814% (16218/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s973ms | Loss: 0.234 | Acc: 91.788% (16331/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s336ms | Loss: 0.234 | Acc: 91.802% (16451/17920) 140/391 [=======================>.........................................] Step: 379ms | Tot: 51s715ms | Loss: 0.234 | Acc: 91.800% (16568/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 52s87ms | Loss: 0.234 | Acc: 91.819% (16689/18176) 142/391 [=======================>.........................................] Step: 381ms | Tot: 52s469ms | Loss: 0.233 | Acc: 91.838% (16810/18304) 143/391 [=======================>.........................................] Step: 383ms | Tot: 52s852ms | Loss: 0.233 | Acc: 91.840% (16928/18432) 144/391 [=======================>.........................................] Step: 382ms | Tot: 53s234ms | Loss: 0.233 | Acc: 91.848% (17047/18560) 145/391 [========================>........................................] Step: 386ms | Tot: 53s621ms | Loss: 0.233 | Acc: 91.834% (17162/18688) 146/391 [========================>........................................] Step: 379ms | Tot: 54s | Loss: 0.234 | Acc: 91.826% (17278/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 54s364ms | Loss: 0.234 | Acc: 91.813% (17393/18944) 148/391 [========================>........................................] Step: 374ms | Tot: 54s738ms | Loss: 0.234 | Acc: 91.831% (17514/19072) 149/391 [========================>........................................] Step: 372ms | Tot: 55s110ms | Loss: 0.234 | Acc: 91.844% (17634/19200) 150/391 [========================>........................................] Step: 374ms | Tot: 55s484ms | Loss: 0.234 | Acc: 91.856% (17754/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s851ms | Loss: 0.234 | Acc: 91.859% (17872/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 56s214ms | Loss: 0.234 | Acc: 91.840% (17986/19584) 153/391 [=========================>.......................................] Step: 366ms | Tot: 56s580ms | Loss: 0.234 | Acc: 91.832% (18102/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 56s946ms | Loss: 0.234 | Acc: 91.825% (18218/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 57s317ms | Loss: 0.234 | Acc: 91.837% (18338/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 57s684ms | Loss: 0.234 | Acc: 91.849% (18458/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 58s45ms | Loss: 0.234 | Acc: 91.856% (18577/20224) 158/391 [==========================>......................................] Step: 373ms | Tot: 58s419ms | Loss: 0.234 | Acc: 91.853% (18694/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 58s792ms | Loss: 0.234 | Acc: 91.860% (18813/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 59s158ms | Loss: 0.234 | Acc: 91.853% (18929/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 59s522ms | Loss: 0.234 | Acc: 91.860% (19048/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 59s888ms | Loss: 0.234 | Acc: 91.871% (19168/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 1m250ms | Loss: 0.234 | Acc: 91.840% (19279/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 1m612ms | Loss: 0.234 | Acc: 91.866% (19402/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 1m984ms | Loss: 0.234 | Acc: 91.858% (19518/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.234 | Acc: 91.865% (19637/21376) 167/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.233 | Acc: 91.885% (19759/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m2s | Loss: 0.233 | Acc: 91.892% (19878/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.233 | Acc: 91.898% (19997/21760) 170/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.233 | Acc: 91.900% (20115/21888) 171/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.233 | Acc: 91.901% (20233/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.233 | Acc: 91.903% (20351/22144) 173/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.233 | Acc: 91.923% (20473/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m4s | Loss: 0.233 | Acc: 91.888% (20583/22400) 175/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.233 | Acc: 91.908% (20705/22528) 176/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.233 | Acc: 91.909% (20823/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.233 | Acc: 91.889% (20936/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.234 | Acc: 91.873% (21050/22912) 179/391 [=============================>...................................] Step: 378ms | Tot: 1m6s | Loss: 0.234 | Acc: 91.888% (21171/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m6s | Loss: 0.234 | Acc: 91.885% (21288/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.234 | Acc: 91.896% (21408/23296) 182/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.234 | Acc: 91.910% (21529/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.233 | Acc: 91.928% (21651/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.233 | Acc: 91.934% (21770/23680) 185/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.234 | Acc: 91.923% (21885/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m8s | Loss: 0.234 | Acc: 91.908% (21999/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.234 | Acc: 91.892% (22113/24064) 188/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.234 | Acc: 91.890% (22230/24192) 189/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.234 | Acc: 91.891% (22348/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.235 | Acc: 91.860% (22458/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.236 | Acc: 91.846% (22572/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m10s | Loss: 0.236 | Acc: 91.843% (22689/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.236 | Acc: 91.825% (22802/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.237 | Acc: 91.807% (22915/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.237 | Acc: 91.805% (23032/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.237 | Acc: 91.803% (23149/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.237 | Acc: 91.773% (23259/25344) 198/391 [================================>................................] Step: 358ms | Tot: 1m13s | Loss: 0.238 | Acc: 91.783% (23379/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.238 | Acc: 91.781% (23496/25600) 200/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.238 | Acc: 91.768% (23610/25728) 201/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.238 | Acc: 91.762% (23726/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.238 | Acc: 91.768% (23845/25984) 203/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.238 | Acc: 91.774% (23964/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m15s | Loss: 0.238 | Acc: 91.749% (24075/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.238 | Acc: 91.744% (24191/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.238 | Acc: 91.765% (24314/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.238 | Acc: 91.756% (24429/26624) 208/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.238 | Acc: 91.769% (24550/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m17s | Loss: 0.238 | Acc: 91.775% (24669/26880) 210/391 [==================================>..............................] Step: 375ms | Tot: 1m17s | Loss: 0.238 | Acc: 91.784% (24789/27008) 211/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.238 | Acc: 91.764% (24901/27136) 212/391 [===================================>.............................] Step: 372ms | Tot: 1m18s | Loss: 0.238 | Acc: 91.762% (25018/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.238 | Acc: 91.764% (25136/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.239 | Acc: 91.762% (25253/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.238 | Acc: 91.764% (25371/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.239 | Acc: 91.755% (25486/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.239 | Acc: 91.754% (25603/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.239 | Acc: 91.745% (25718/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.239 | Acc: 91.754% (25838/28160) 220/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.239 | Acc: 91.735% (25950/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m21s | Loss: 0.238 | Acc: 91.748% (26071/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.239 | Acc: 91.746% (26188/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.239 | Acc: 91.748% (26306/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.239 | Acc: 91.743% (26422/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.239 | Acc: 91.738% (26538/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.239 | Acc: 91.737% (26655/29056) 227/391 [=====================================>...........................] Step: 372ms | Tot: 1m23s | Loss: 0.239 | Acc: 91.718% (26767/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m24s | Loss: 0.239 | Acc: 91.703% (26880/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.239 | Acc: 91.712% (27000/29440) 230/391 [======================================>..........................] Step: 376ms | Tot: 1m24s | Loss: 0.239 | Acc: 91.704% (27115/29568) 231/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.239 | Acc: 91.709% (27234/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.239 | Acc: 91.711% (27352/29824) 233/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.239 | Acc: 91.717% (27471/29952) 234/391 [======================================>..........................] Step: 365ms | Tot: 1m26s | Loss: 0.238 | Acc: 91.722% (27590/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.239 | Acc: 91.704% (27702/30208) 236/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.239 | Acc: 91.693% (27816/30336) 237/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.239 | Acc: 91.689% (27932/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.239 | Acc: 91.694% (28051/30592) 239/391 [=======================================>.........................] Step: 376ms | Tot: 1m28s | Loss: 0.239 | Acc: 91.686% (28166/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m28s | Loss: 0.239 | Acc: 91.672% (28279/30848) 241/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.240 | Acc: 91.665% (28394/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.240 | Acc: 91.657% (28509/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.240 | Acc: 91.659% (28627/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.240 | Acc: 91.658% (28744/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m30s | Loss: 0.240 | Acc: 91.667% (28864/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m30s | Loss: 0.239 | Acc: 91.685% (28987/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.239 | Acc: 91.680% (29103/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.239 | Acc: 91.682% (29221/31872) 249/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.240 | Acc: 91.675% (29336/32000) 250/391 [=========================================>.......................] Step: 369ms | Tot: 1m32s | Loss: 0.240 | Acc: 91.683% (29456/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.240 | Acc: 91.664% (29567/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.240 | Acc: 91.666% (29685/32384) 253/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.241 | Acc: 91.646% (29796/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.241 | Acc: 91.642% (29912/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.241 | Acc: 91.653% (30033/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.241 | Acc: 91.637% (30145/32896) 257/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.241 | Acc: 91.624% (30258/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m35s | Loss: 0.241 | Acc: 91.605% (30369/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.242 | Acc: 91.587% (30480/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.242 | Acc: 91.583% (30596/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.242 | Acc: 91.582% (30713/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.242 | Acc: 91.584% (30831/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.242 | Acc: 91.578% (30946/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m37s | Loss: 0.243 | Acc: 91.548% (31053/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.243 | Acc: 91.556% (31173/34048) 266/391 [============================================>....................] Step: 381ms | Tot: 1m38s | Loss: 0.243 | Acc: 91.555% (31290/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.243 | Acc: 91.558% (31408/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.243 | Acc: 91.551% (31523/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m39s | Loss: 0.243 | Acc: 91.551% (31640/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m39s | Loss: 0.243 | Acc: 91.536% (31752/34688) 271/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.243 | Acc: 91.544% (31872/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.243 | Acc: 91.541% (31988/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.244 | Acc: 91.517% (32097/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.244 | Acc: 91.517% (32214/35200) 275/391 [=============================================>...................] Step: 378ms | Tot: 1m41s | Loss: 0.244 | Acc: 91.528% (32335/35328) 276/391 [=============================================>...................] Step: 374ms | Tot: 1m41s | Loss: 0.244 | Acc: 91.530% (32453/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.244 | Acc: 91.516% (32565/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.244 | Acc: 91.507% (32679/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.244 | Acc: 91.512% (32798/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m43s | Loss: 0.244 | Acc: 91.506% (32913/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.245 | Acc: 91.492% (33025/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.245 | Acc: 91.495% (33143/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.244 | Acc: 91.500% (33262/36352) 284/391 [===============================================>.................] Step: 415ms | Tot: 1m44s | Loss: 0.245 | Acc: 91.502% (33380/36480) 285/391 [===============================================>.................] Step: 393ms | Tot: 1m45s | Loss: 0.244 | Acc: 91.513% (33501/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.244 | Acc: 91.512% (33618/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.245 | Acc: 91.512% (33735/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m46s | Loss: 0.244 | Acc: 91.514% (33853/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.244 | Acc: 91.525% (33974/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.244 | Acc: 91.527% (34092/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.244 | Acc: 91.527% (34209/37376) 292/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.244 | Acc: 91.537% (34330/37504) 293/391 [================================================>................] Step: 379ms | Tot: 1m47s | Loss: 0.244 | Acc: 91.528% (34444/37632) 294/391 [================================================>................] Step: 374ms | Tot: 1m48s | Loss: 0.244 | Acc: 91.544% (34567/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.244 | Acc: 91.549% (34686/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.244 | Acc: 91.538% (34799/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.244 | Acc: 91.543% (34918/38144) 298/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.244 | Acc: 91.547% (35037/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m50s | Loss: 0.244 | Acc: 91.536% (35150/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m50s | Loss: 0.244 | Acc: 91.546% (35271/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.244 | Acc: 91.551% (35390/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.244 | Acc: 91.558% (35510/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.244 | Acc: 91.563% (35629/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m52s | Loss: 0.244 | Acc: 91.568% (35748/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m52s | Loss: 0.244 | Acc: 91.567% (35865/39168) 306/391 [==================================================>..............] Step: 376ms | Tot: 1m52s | Loss: 0.244 | Acc: 91.556% (35978/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.244 | Acc: 91.543% (36090/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.244 | Acc: 91.548% (36209/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.244 | Acc: 91.535% (36321/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m54s | Loss: 0.244 | Acc: 91.529% (36436/39808) 311/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.244 | Acc: 91.526% (36552/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.244 | Acc: 91.531% (36671/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.244 | Acc: 91.516% (36782/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.244 | Acc: 91.518% (36900/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.245 | Acc: 91.508% (37013/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.244 | Acc: 91.507% (37130/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.245 | Acc: 91.505% (37246/40704) 318/391 [====================================================>............] Step: 373ms | Tot: 1m57s | Loss: 0.245 | Acc: 91.504% (37363/40832) 319/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.245 | Acc: 91.504% (37480/40960) 320/391 [=====================================================>...........] Step: 377ms | Tot: 1m57s | Loss: 0.245 | Acc: 91.491% (37592/41088) 321/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.245 | Acc: 91.477% (37703/41216) 322/391 [=====================================================>...........] Step: 379ms | Tot: 1m58s | Loss: 0.245 | Acc: 91.469% (37817/41344) 323/391 [=====================================================>...........] Step: 379ms | Tot: 1m59s | Loss: 0.245 | Acc: 91.469% (37934/41472) 324/391 [=====================================================>...........] Step: 374ms | Tot: 1m59s | Loss: 0.245 | Acc: 91.471% (38052/41600) 325/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.245 | Acc: 91.478% (38172/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 2m123ms | Loss: 0.246 | Acc: 91.471% (38286/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 2m484ms | Loss: 0.246 | Acc: 91.471% (38403/41984) 328/391 [======================================================>..........] Step: 376ms | Tot: 2m860ms | Loss: 0.246 | Acc: 91.475% (38522/42112) 329/391 [======================================================>..........] Step: 369ms | Tot: 2m1s | Loss: 0.246 | Acc: 91.468% (38636/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 2m1s | Loss: 0.246 | Acc: 91.463% (38751/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.246 | Acc: 91.467% (38870/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.245 | Acc: 91.477% (38991/42624) 333/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.246 | Acc: 91.474% (39107/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.245 | Acc: 91.476% (39225/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.245 | Acc: 91.471% (39340/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.246 | Acc: 91.471% (39457/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.246 | Acc: 91.464% (39571/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.246 | Acc: 91.455% (39684/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.246 | Acc: 91.457% (39802/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m5s | Loss: 0.246 | Acc: 91.464% (39922/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.246 | Acc: 91.461% (40038/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m5s | Loss: 0.246 | Acc: 91.456% (40153/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.246 | Acc: 91.445% (40265/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.246 | Acc: 91.445% (40382/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.246 | Acc: 91.438% (40496/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m7s | Loss: 0.246 | Acc: 91.442% (40615/44416) 347/391 [=========================================================>.......] Step: 380ms | Tot: 2m7s | Loss: 0.246 | Acc: 91.442% (40732/44544) 348/391 [=========================================================>.......] Step: 368ms | Tot: 2m8s | Loss: 0.246 | Acc: 91.455% (40855/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.246 | Acc: 91.451% (40970/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.246 | Acc: 91.446% (41085/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.246 | Acc: 91.442% (41200/45056) 352/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.246 | Acc: 91.446% (41319/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.245 | Acc: 91.457% (41441/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.245 | Acc: 91.452% (41556/45440) 355/391 [===========================================================>.....] Step: 373ms | Tot: 2m10s | Loss: 0.245 | Acc: 91.455% (41674/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.246 | Acc: 91.448% (41788/45696) 357/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.246 | Acc: 91.448% (41905/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.246 | Acc: 91.448% (42022/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m12s | Loss: 0.246 | Acc: 91.434% (42133/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m12s | Loss: 0.246 | Acc: 91.430% (42248/46208) 361/391 [============================================================>....] Step: 377ms | Tot: 2m12s | Loss: 0.246 | Acc: 91.426% (42363/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.246 | Acc: 91.421% (42478/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.246 | Acc: 91.413% (42591/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m14s | Loss: 0.246 | Acc: 91.408% (42706/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.246 | Acc: 91.413% (42825/46848) 366/391 [============================================================>....] Step: 378ms | Tot: 2m14s | Loss: 0.247 | Acc: 91.402% (42937/46976) 367/391 [=============================================================>...] Step: 354ms | Tot: 2m15s | Loss: 0.247 | Acc: 91.389% (43048/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.247 | Acc: 91.398% (43169/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.247 | Acc: 91.398% (43286/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m16s | Loss: 0.247 | Acc: 91.398% (43403/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.247 | Acc: 91.396% (43519/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m16s | Loss: 0.247 | Acc: 91.389% (43633/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.247 | Acc: 91.394% (43752/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.247 | Acc: 91.390% (43867/48000) 375/391 [==============================================================>..] Step: 380ms | Tot: 2m18s | Loss: 0.246 | Acc: 91.400% (43989/48128) 376/391 [==============================================================>..] Step: 378ms | Tot: 2m18s | Loss: 0.247 | Acc: 91.390% (44101/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m18s | Loss: 0.247 | Acc: 91.388% (44217/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m19s | Loss: 0.247 | Acc: 91.375% (44328/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.247 | Acc: 91.377% (44446/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.247 | Acc: 91.388% (44568/48768) 381/391 [===============================================================>.] Step: 375ms | Tot: 2m20s | Loss: 0.247 | Acc: 91.390% (44686/48896) 382/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.247 | Acc: 91.382% (44799/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.247 | Acc: 91.396% (44923/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m21s | Loss: 0.247 | Acc: 91.390% (45037/49280) 385/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.247 | Acc: 91.392% (45155/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m22s | Loss: 0.247 | Acc: 91.372% (45262/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.247 | Acc: 91.378% (45382/49664) 388/391 [================================================================>] Step: 372ms | Tot: 2m22s | Loss: 0.247 | Acc: 91.382% (45501/49792) 389/391 [================================================================>] Step: 371ms | Tot: 2m23s | Loss: 0.247 | Acc: 91.374% (45614/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m23s | Loss: 0.248 | Acc: 91.370% (45685/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 3ms | Loss: 0.431 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 298ms | Tot: 302ms | Loss: 0.447 | Acc: 85.500% (171/200) 2/100 [=>...............................................................] Step: 303ms | Tot: 606ms | Loss: 0.420 | Acc: 85.667% (257/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 905ms | Loss: 0.424 | Acc: 85.250% (341/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s199ms | Loss: 0.399 | Acc: 85.800% (429/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s496ms | Loss: 0.383 | Acc: 86.833% (521/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s790ms | Loss: 0.383 | Acc: 86.857% (608/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s87ms | Loss: 0.411 | Acc: 86.375% (691/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s389ms | Loss: 0.422 | Acc: 86.333% (777/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s698ms | Loss: 0.424 | Acc: 86.100% (861/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 3s2ms | Loss: 0.414 | Acc: 86.636% (953/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s304ms | Loss: 0.419 | Acc: 86.417% (1037/1200) 12/100 [=======>.........................................................] Step: 308ms | Tot: 3s613ms | Loss: 0.409 | Acc: 86.615% (1126/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 3s928ms | Loss: 0.411 | Acc: 86.786% (1215/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s232ms | Loss: 0.403 | Acc: 87.133% (1307/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s536ms | Loss: 0.408 | Acc: 87.000% (1392/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s844ms | Loss: 0.398 | Acc: 87.235% (1483/1700) 17/100 [===========>.....................................................] Step: 305ms | Tot: 5s149ms | Loss: 0.403 | Acc: 87.111% (1568/1800) 18/100 [===========>.....................................................] Step: 315ms | Tot: 5s464ms | Loss: 0.408 | Acc: 86.842% (1650/1900) 19/100 [============>....................................................] Step: 323ms | Tot: 5s788ms | Loss: 0.415 | Acc: 86.650% (1733/2000) 20/100 [=============>...................................................] Step: 320ms | Tot: 6s109ms | Loss: 0.411 | Acc: 86.619% (1819/2100) 21/100 [=============>...................................................] Step: 318ms | Tot: 6s427ms | Loss: 0.410 | Acc: 86.682% (1907/2200) 22/100 [==============>..................................................] Step: 323ms | Tot: 6s750ms | Loss: 0.416 | Acc: 86.609% (1992/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s63ms | Loss: 0.419 | Acc: 86.500% (2076/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s377ms | Loss: 0.427 | Acc: 86.520% (2163/2500) 25/100 [================>................................................] Step: 317ms | Tot: 7s694ms | Loss: 0.433 | Acc: 86.346% (2245/2600) 26/100 [================>................................................] Step: 311ms | Tot: 8s6ms | Loss: 0.422 | Acc: 86.667% (2340/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s309ms | Loss: 0.423 | Acc: 86.857% (2432/2800) 28/100 [==================>..............................................] Step: 315ms | Tot: 8s624ms | Loss: 0.424 | Acc: 86.897% (2520/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s935ms | Loss: 0.421 | Acc: 87.033% (2611/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s243ms | Loss: 0.422 | Acc: 86.903% (2694/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s550ms | Loss: 0.419 | Acc: 86.938% (2782/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s859ms | Loss: 0.416 | Acc: 86.939% (2869/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s166ms | Loss: 0.416 | Acc: 86.882% (2954/3400) 34/100 [======================>..........................................] Step: 299ms | Tot: 10s465ms | Loss: 0.420 | Acc: 86.800% (3038/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s774ms | Loss: 0.421 | Acc: 86.778% (3124/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s81ms | Loss: 0.420 | Acc: 86.838% (3213/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s381ms | Loss: 0.425 | Acc: 86.711% (3295/3800) 38/100 [========================>........................................] Step: 310ms | Tot: 11s692ms | Loss: 0.423 | Acc: 86.718% (3382/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 12s | Loss: 0.422 | Acc: 86.800% (3472/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s306ms | Loss: 0.425 | Acc: 86.756% (3557/4100) 41/100 [==========================>......................................] Step: 313ms | Tot: 12s620ms | Loss: 0.427 | Acc: 86.738% (3643/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s925ms | Loss: 0.424 | Acc: 86.860% (3735/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s232ms | Loss: 0.425 | Acc: 86.886% (3823/4400) 44/100 [============================>....................................] Step: 301ms | Tot: 13s533ms | Loss: 0.424 | Acc: 86.978% (3914/4500) 45/100 [=============================>...................................] Step: 315ms | Tot: 13s849ms | Loss: 0.423 | Acc: 86.978% (4001/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s159ms | Loss: 0.419 | Acc: 87.064% (4092/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s466ms | Loss: 0.422 | Acc: 86.979% (4175/4800) 48/100 [===============================>.................................] Step: 313ms | Tot: 14s780ms | Loss: 0.417 | Acc: 87.082% (4267/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 15s85ms | Loss: 0.419 | Acc: 86.960% (4348/5000) 50/100 [================================>................................] Step: 300ms | Tot: 15s385ms | Loss: 0.418 | Acc: 86.941% (4434/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s697ms | Loss: 0.418 | Acc: 86.981% (4523/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 15s997ms | Loss: 0.418 | Acc: 86.962% (4609/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s308ms | Loss: 0.417 | Acc: 87.000% (4698/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s613ms | Loss: 0.419 | Acc: 86.945% (4782/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s926ms | Loss: 0.417 | Acc: 87.054% (4875/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s237ms | Loss: 0.417 | Acc: 86.982% (4958/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s540ms | Loss: 0.415 | Acc: 87.017% (5047/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s849ms | Loss: 0.416 | Acc: 86.983% (5132/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s154ms | Loss: 0.416 | Acc: 86.933% (5216/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s454ms | Loss: 0.418 | Acc: 86.869% (5299/6100) 61/100 [=======================================>.........................] Step: 313ms | Tot: 18s767ms | Loss: 0.417 | Acc: 86.968% (5392/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s79ms | Loss: 0.414 | Acc: 87.016% (5482/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s381ms | Loss: 0.411 | Acc: 87.109% (5575/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s691ms | Loss: 0.412 | Acc: 87.062% (5659/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 20s | Loss: 0.413 | Acc: 86.924% (5737/6600) 66/100 [==========================================>......................] Step: 310ms | Tot: 20s310ms | Loss: 0.410 | Acc: 87.000% (5829/6700) 67/100 [===========================================>.....................] Step: 320ms | Tot: 20s631ms | Loss: 0.409 | Acc: 87.029% (5918/6800) 68/100 [============================================>....................] Step: 299ms | Tot: 20s930ms | Loss: 0.408 | Acc: 87.058% (6007/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s235ms | Loss: 0.409 | Acc: 86.986% (6089/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s539ms | Loss: 0.408 | Acc: 87.000% (6177/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s851ms | Loss: 0.410 | Acc: 86.944% (6260/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s158ms | Loss: 0.407 | Acc: 87.055% (6355/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s460ms | Loss: 0.405 | Acc: 87.122% (6447/7400) 74/100 [================================================>................] Step: 309ms | Tot: 22s769ms | Loss: 0.407 | Acc: 87.040% (6528/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s80ms | Loss: 0.407 | Acc: 87.013% (6613/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s383ms | Loss: 0.407 | Acc: 87.013% (6700/7700) 77/100 [==================================================>..............] Step: 321ms | Tot: 23s704ms | Loss: 0.408 | Acc: 87.038% (6789/7800) 78/100 [==================================================>..............] Step: 326ms | Tot: 24s31ms | Loss: 0.408 | Acc: 86.975% (6871/7900) 79/100 [===================================================>.............] Step: 317ms | Tot: 24s349ms | Loss: 0.408 | Acc: 86.963% (6957/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s655ms | Loss: 0.407 | Acc: 86.938% (7042/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s960ms | Loss: 0.407 | Acc: 86.927% (7128/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s264ms | Loss: 0.407 | Acc: 86.880% (7211/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s567ms | Loss: 0.408 | Acc: 86.845% (7295/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s879ms | Loss: 0.408 | Acc: 86.788% (7377/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 26s185ms | Loss: 0.410 | Acc: 86.733% (7459/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s490ms | Loss: 0.408 | Acc: 86.782% (7550/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 26s802ms | Loss: 0.410 | Acc: 86.761% (7635/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s112ms | Loss: 0.409 | Acc: 86.775% (7723/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s416ms | Loss: 0.411 | Acc: 86.733% (7806/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 27s730ms | Loss: 0.410 | Acc: 86.769% (7896/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 28s37ms | Loss: 0.407 | Acc: 86.848% (7990/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s341ms | Loss: 0.408 | Acc: 86.849% (8077/9300) 93/100 [============================================================>....] Step: 328ms | Tot: 28s670ms | Loss: 0.408 | Acc: 86.862% (8165/9400) 94/100 [=============================================================>...] Step: 317ms | Tot: 28s987ms | Loss: 0.408 | Acc: 86.853% (8251/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 29s291ms | Loss: 0.408 | Acc: 86.854% (8338/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s601ms | Loss: 0.408 | Acc: 86.835% (8423/9700) 97/100 [===============================================================>.] Step: 300ms | Tot: 29s901ms | Loss: 0.409 | Acc: 86.786% (8505/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s206ms | Loss: 0.410 | Acc: 86.747% (8588/9900) 99/100 [================================================================>] Step: 303ms | Tot: 30s510ms | Loss: 0.409 | Acc: 86.780% (8678/10000) 100/100 + +Epoch: 131 + [>................................................................] Step: 589ms | Tot: 2ms | Loss: 0.161 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.216 | Acc: 91.016% (233/256) 2/391 [>................................................................] Step: 378ms | Tot: 765ms | Loss: 0.238 | Acc: 90.104% (346/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s136ms | Loss: 0.267 | Acc: 89.844% (460/512) 4/391 [>................................................................] Step: 372ms | Tot: 1s508ms | Loss: 0.240 | Acc: 90.781% (581/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s876ms | Loss: 0.258 | Acc: 90.495% (695/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s239ms | Loss: 0.263 | Acc: 90.513% (811/896) 7/391 [=>...............................................................] Step: 372ms | Tot: 2s611ms | Loss: 0.262 | Acc: 90.430% (926/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 2s983ms | Loss: 0.268 | Acc: 90.451% (1042/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s350ms | Loss: 0.269 | Acc: 90.547% (1159/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s714ms | Loss: 0.266 | Acc: 90.483% (1274/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s82ms | Loss: 0.265 | Acc: 90.560% (1391/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s443ms | Loss: 0.262 | Acc: 90.805% (1511/1664) 13/391 [==>..............................................................] Step: 370ms | Tot: 4s813ms | Loss: 0.258 | Acc: 90.792% (1627/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s174ms | Loss: 0.252 | Acc: 90.885% (1745/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s535ms | Loss: 0.248 | Acc: 91.113% (1866/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s896ms | Loss: 0.244 | Acc: 91.222% (1985/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s257ms | Loss: 0.244 | Acc: 91.233% (2102/2304) 18/391 [==>..............................................................] Step: 378ms | Tot: 6s635ms | Loss: 0.244 | Acc: 91.201% (2218/2432) 19/391 [===>.............................................................] Step: 375ms | Tot: 7s11ms | Loss: 0.243 | Acc: 91.250% (2336/2560) 20/391 [===>.............................................................] Step: 390ms | Tot: 7s401ms | Loss: 0.243 | Acc: 91.257% (2453/2688) 21/391 [===>.............................................................] Step: 387ms | Tot: 7s788ms | Loss: 0.244 | Acc: 91.335% (2572/2816) 22/391 [===>.............................................................] Step: 380ms | Tot: 8s169ms | Loss: 0.242 | Acc: 91.508% (2694/2944) 23/391 [===>.............................................................] Step: 376ms | Tot: 8s546ms | Loss: 0.240 | Acc: 91.536% (2812/3072) 24/391 [===>.............................................................] Step: 370ms | Tot: 8s917ms | Loss: 0.241 | Acc: 91.500% (2928/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s280ms | Loss: 0.239 | Acc: 91.526% (3046/3328) 26/391 [====>............................................................] Step: 381ms | Tot: 9s662ms | Loss: 0.238 | Acc: 91.551% (3164/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 10s31ms | Loss: 0.239 | Acc: 91.462% (3278/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s394ms | Loss: 0.238 | Acc: 91.433% (3394/3712) 29/391 [====>............................................................] Step: 376ms | Tot: 10s771ms | Loss: 0.243 | Acc: 91.276% (3505/3840) 30/391 [====>............................................................] Step: 368ms | Tot: 11s139ms | Loss: 0.241 | Acc: 91.381% (3626/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s504ms | Loss: 0.241 | Acc: 91.382% (3743/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s866ms | Loss: 0.243 | Acc: 91.383% (3860/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 12s225ms | Loss: 0.241 | Acc: 91.521% (3983/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s590ms | Loss: 0.241 | Acc: 91.496% (4099/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s953ms | Loss: 0.241 | Acc: 91.623% (4222/4608) 36/391 [=====>...........................................................] Step: 357ms | Tot: 13s310ms | Loss: 0.240 | Acc: 91.681% (4342/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s675ms | Loss: 0.240 | Acc: 91.674% (4459/4864) 38/391 [======>..........................................................] Step: 369ms | Tot: 14s44ms | Loss: 0.242 | Acc: 91.687% (4577/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s410ms | Loss: 0.242 | Acc: 91.738% (4697/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s779ms | Loss: 0.242 | Acc: 91.730% (4814/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s141ms | Loss: 0.240 | Acc: 91.797% (4935/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s505ms | Loss: 0.241 | Acc: 91.788% (5052/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s864ms | Loss: 0.241 | Acc: 91.779% (5169/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s225ms | Loss: 0.241 | Acc: 91.806% (5288/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s590ms | Loss: 0.244 | Acc: 91.712% (5400/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s949ms | Loss: 0.245 | Acc: 91.689% (5516/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s315ms | Loss: 0.246 | Acc: 91.683% (5633/6144) 48/391 [=======>.........................................................] Step: 371ms | Tot: 17s686ms | Loss: 0.245 | Acc: 91.725% (5753/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 18s46ms | Loss: 0.247 | Acc: 91.719% (5870/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s410ms | Loss: 0.248 | Acc: 91.682% (5985/6528) 51/391 [========>........................................................] Step: 371ms | Tot: 18s782ms | Loss: 0.247 | Acc: 91.722% (6105/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s141ms | Loss: 0.245 | Acc: 91.775% (6226/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s505ms | Loss: 0.245 | Acc: 91.768% (6343/6912) 54/391 [========>........................................................] Step: 370ms | Tot: 19s875ms | Loss: 0.244 | Acc: 91.776% (6461/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 20s238ms | Loss: 0.243 | Acc: 91.797% (6580/7168) 56/391 [=========>.......................................................] Step: 375ms | Tot: 20s614ms | Loss: 0.244 | Acc: 91.790% (6697/7296) 57/391 [=========>.......................................................] Step: 369ms | Tot: 20s983ms | Loss: 0.243 | Acc: 91.810% (6816/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s346ms | Loss: 0.244 | Acc: 91.751% (6929/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s711ms | Loss: 0.244 | Acc: 91.745% (7046/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 22s71ms | Loss: 0.243 | Acc: 91.752% (7164/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s429ms | Loss: 0.243 | Acc: 91.721% (7279/7936) 62/391 [==========>......................................................] Step: 371ms | Tot: 22s800ms | Loss: 0.243 | Acc: 91.766% (7400/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s163ms | Loss: 0.243 | Acc: 91.724% (7514/8192) 64/391 [==========>......................................................] Step: 374ms | Tot: 23s537ms | Loss: 0.244 | Acc: 91.719% (7631/8320) 65/391 [==========>......................................................] Step: 369ms | Tot: 23s907ms | Loss: 0.244 | Acc: 91.702% (7747/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s270ms | Loss: 0.244 | Acc: 91.663% (7861/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s638ms | Loss: 0.244 | Acc: 91.648% (7977/8704) 68/391 [===========>.....................................................] Step: 361ms | Tot: 25s | Loss: 0.245 | Acc: 91.644% (8094/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s360ms | Loss: 0.244 | Acc: 91.629% (8210/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s726ms | Loss: 0.244 | Acc: 91.604% (8325/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 26s89ms | Loss: 0.243 | Acc: 91.656% (8447/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 26s445ms | Loss: 0.243 | Acc: 91.642% (8563/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s806ms | Loss: 0.242 | Acc: 91.691% (8685/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s174ms | Loss: 0.241 | Acc: 91.708% (8804/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s537ms | Loss: 0.241 | Acc: 91.715% (8922/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s897ms | Loss: 0.241 | Acc: 91.680% (9036/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 28s264ms | Loss: 0.241 | Acc: 91.707% (9156/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s628ms | Loss: 0.241 | Acc: 91.693% (9272/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 28s991ms | Loss: 0.240 | Acc: 91.729% (9393/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s352ms | Loss: 0.239 | Acc: 91.773% (9515/10368) 81/391 [=============>...................................................] Step: 369ms | Tot: 29s721ms | Loss: 0.238 | Acc: 91.787% (9634/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 30s83ms | Loss: 0.238 | Acc: 91.802% (9753/10624) 83/391 [=============>...................................................] Step: 371ms | Tot: 30s454ms | Loss: 0.238 | Acc: 91.769% (9867/10752) 84/391 [=============>...................................................] Step: 372ms | Tot: 30s826ms | Loss: 0.237 | Acc: 91.801% (9988/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 31s186ms | Loss: 0.239 | Acc: 91.779% (10103/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s546ms | Loss: 0.240 | Acc: 91.739% (10216/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s909ms | Loss: 0.241 | Acc: 91.735% (10333/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s268ms | Loss: 0.241 | Acc: 91.713% (10448/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s635ms | Loss: 0.241 | Acc: 91.710% (10565/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s998ms | Loss: 0.240 | Acc: 91.741% (10686/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s360ms | Loss: 0.239 | Acc: 91.763% (10806/11776) 92/391 [===============>.................................................] Step: 388ms | Tot: 33s749ms | Loss: 0.238 | Acc: 91.801% (10928/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 34s118ms | Loss: 0.239 | Acc: 91.780% (11043/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s480ms | Loss: 0.238 | Acc: 91.801% (11163/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 34s849ms | Loss: 0.238 | Acc: 91.789% (11279/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 35s212ms | Loss: 0.238 | Acc: 91.801% (11398/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s581ms | Loss: 0.238 | Acc: 91.797% (11515/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s943ms | Loss: 0.238 | Acc: 91.785% (11631/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s302ms | Loss: 0.240 | Acc: 91.719% (11740/12800) 100/391 [================>................................................] Step: 368ms | Tot: 36s670ms | Loss: 0.240 | Acc: 91.692% (11854/12928) 101/391 [================>................................................] Step: 371ms | Tot: 37s42ms | Loss: 0.241 | Acc: 91.682% (11970/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s401ms | Loss: 0.240 | Acc: 91.732% (12094/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s768ms | Loss: 0.239 | Acc: 91.767% (12216/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 38s132ms | Loss: 0.238 | Acc: 91.763% (12333/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s499ms | Loss: 0.238 | Acc: 91.753% (12449/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 38s866ms | Loss: 0.238 | Acc: 91.771% (12569/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s234ms | Loss: 0.238 | Acc: 91.753% (12684/13824) 108/391 [=================>...............................................] Step: 373ms | Tot: 39s607ms | Loss: 0.239 | Acc: 91.722% (12797/13952) 109/391 [==================>..............................................] Step: 375ms | Tot: 39s983ms | Loss: 0.239 | Acc: 91.712% (12913/14080) 110/391 [==================>..............................................] Step: 373ms | Tot: 40s356ms | Loss: 0.238 | Acc: 91.737% (13034/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 40s720ms | Loss: 0.238 | Acc: 91.734% (13151/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 41s89ms | Loss: 0.239 | Acc: 91.724% (13267/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s453ms | Loss: 0.238 | Acc: 91.735% (13386/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s815ms | Loss: 0.239 | Acc: 91.746% (13505/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 42s174ms | Loss: 0.238 | Acc: 91.756% (13624/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 42s539ms | Loss: 0.239 | Acc: 91.727% (13737/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s899ms | Loss: 0.239 | Acc: 91.744% (13857/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 43s257ms | Loss: 0.239 | Acc: 91.728% (13972/15232) 119/391 [===================>.............................................] Step: 379ms | Tot: 43s637ms | Loss: 0.239 | Acc: 91.719% (14088/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s997ms | Loss: 0.239 | Acc: 91.761% (14212/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 44s351ms | Loss: 0.239 | Acc: 91.714% (14322/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 44s719ms | Loss: 0.240 | Acc: 91.724% (14441/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s79ms | Loss: 0.240 | Acc: 91.696% (14554/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 45s437ms | Loss: 0.239 | Acc: 91.706% (14673/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 45s802ms | Loss: 0.240 | Acc: 91.685% (14787/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 46s158ms | Loss: 0.239 | Acc: 91.702% (14907/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s517ms | Loss: 0.239 | Acc: 91.699% (15024/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 46s888ms | Loss: 0.238 | Acc: 91.727% (15146/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 47s252ms | Loss: 0.237 | Acc: 91.761% (15269/16640) 130/391 [=====================>...........................................] Step: 369ms | Tot: 47s621ms | Loss: 0.238 | Acc: 91.728% (15381/16768) 131/391 [=====================>...........................................] Step: 373ms | Tot: 47s994ms | Loss: 0.238 | Acc: 91.720% (15497/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s358ms | Loss: 0.238 | Acc: 91.688% (15609/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 48s727ms | Loss: 0.238 | Acc: 91.674% (15724/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s86ms | Loss: 0.238 | Acc: 91.672% (15841/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 49s456ms | Loss: 0.239 | Acc: 91.676% (15959/17408) 136/391 [======================>..........................................] Step: 367ms | Tot: 49s824ms | Loss: 0.238 | Acc: 91.697% (16080/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 50s190ms | Loss: 0.238 | Acc: 91.678% (16194/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s558ms | Loss: 0.238 | Acc: 91.665% (16309/17792) 139/391 [=======================>.........................................] Step: 361ms | Tot: 50s920ms | Loss: 0.238 | Acc: 91.674% (16428/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 51s278ms | Loss: 0.238 | Acc: 91.678% (16546/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 51s645ms | Loss: 0.239 | Acc: 91.681% (16664/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 52s2ms | Loss: 0.239 | Acc: 91.674% (16780/18304) 143/391 [=======================>.........................................] Step: 355ms | Tot: 52s358ms | Loss: 0.238 | Acc: 91.688% (16900/18432) 144/391 [=======================>.........................................] Step: 372ms | Tot: 52s731ms | Loss: 0.240 | Acc: 91.659% (17012/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 53s100ms | Loss: 0.240 | Acc: 91.647% (17127/18688) 146/391 [========================>........................................] Step: 379ms | Tot: 53s479ms | Loss: 0.240 | Acc: 91.640% (17243/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 53s846ms | Loss: 0.240 | Acc: 91.639% (17360/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 54s211ms | Loss: 0.240 | Acc: 91.653% (17480/19072) 149/391 [========================>........................................] Step: 365ms | Tot: 54s576ms | Loss: 0.239 | Acc: 91.672% (17601/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s937ms | Loss: 0.239 | Acc: 91.660% (17716/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s296ms | Loss: 0.239 | Acc: 91.663% (17834/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s660ms | Loss: 0.240 | Acc: 91.672% (17953/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 56s22ms | Loss: 0.240 | Acc: 91.660% (18068/19712) 154/391 [=========================>.......................................] Step: 356ms | Tot: 56s379ms | Loss: 0.240 | Acc: 91.658% (18185/19840) 155/391 [=========================>.......................................] Step: 379ms | Tot: 56s758ms | Loss: 0.240 | Acc: 91.662% (18303/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 57s118ms | Loss: 0.239 | Acc: 91.680% (18424/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 57s479ms | Loss: 0.240 | Acc: 91.644% (18534/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 57s849ms | Loss: 0.240 | Acc: 91.642% (18651/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 58s214ms | Loss: 0.240 | Acc: 91.665% (18773/20480) 160/391 [==========================>......................................] Step: 369ms | Tot: 58s584ms | Loss: 0.239 | Acc: 91.678% (18893/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s947ms | Loss: 0.240 | Acc: 91.667% (19008/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 59s306ms | Loss: 0.240 | Acc: 91.646% (19121/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s670ms | Loss: 0.240 | Acc: 91.635% (19236/20992) 164/391 [===========================>.....................................] Step: 371ms | Tot: 1m41ms | Loss: 0.240 | Acc: 91.648% (19356/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 1m408ms | Loss: 0.240 | Acc: 91.623% (19468/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m774ms | Loss: 0.240 | Acc: 91.645% (19590/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.240 | Acc: 91.639% (19706/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.240 | Acc: 91.633% (19822/21632) 169/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.240 | Acc: 91.627% (19938/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.241 | Acc: 91.616% (20053/21888) 171/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.240 | Acc: 91.620% (20171/22016) 172/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.241 | Acc: 91.609% (20286/22144) 173/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.241 | Acc: 91.608% (20403/22272) 174/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.241 | Acc: 91.612% (20521/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.240 | Acc: 91.624% (20641/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.240 | Acc: 91.623% (20758/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.241 | Acc: 91.621% (20875/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.241 | Acc: 91.594% (20986/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.241 | Acc: 91.593% (21103/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.241 | Acc: 91.588% (21219/23168) 181/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.241 | Acc: 91.599% (21339/23296) 182/391 [==============================>..................................] Step: 373ms | Tot: 1m6s | Loss: 0.242 | Acc: 91.581% (21452/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.242 | Acc: 91.568% (21566/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.241 | Acc: 91.584% (21687/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.241 | Acc: 91.591% (21806/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.241 | Acc: 91.573% (21919/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.242 | Acc: 91.556% (22032/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.242 | Acc: 91.567% (22152/24192) 189/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.241 | Acc: 91.575% (22271/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.242 | Acc: 91.562% (22385/24448) 191/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.242 | Acc: 91.569% (22504/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.242 | Acc: 91.560% (22619/24704) 193/391 [================================>................................] Step: 375ms | Tot: 1m10s | Loss: 0.242 | Acc: 91.571% (22739/24832) 194/391 [================================>................................] Step: 395ms | Tot: 1m11s | Loss: 0.242 | Acc: 91.583% (22859/24960) 195/391 [================================>................................] Step: 379ms | Tot: 1m11s | Loss: 0.242 | Acc: 91.574% (22974/25088) 196/391 [================================>................................] Step: 380ms | Tot: 1m11s | Loss: 0.242 | Acc: 91.581% (23093/25216) 197/391 [================================>................................] Step: 379ms | Tot: 1m12s | Loss: 0.242 | Acc: 91.596% (23214/25344) 198/391 [================================>................................] Step: 379ms | Tot: 1m12s | Loss: 0.242 | Acc: 91.610% (23335/25472) 199/391 [=================================>...............................] Step: 377ms | Tot: 1m12s | Loss: 0.241 | Acc: 91.613% (23453/25600) 200/391 [=================================>...............................] Step: 383ms | Tot: 1m13s | Loss: 0.241 | Acc: 91.620% (23572/25728) 201/391 [=================================>...............................] Step: 377ms | Tot: 1m13s | Loss: 0.241 | Acc: 91.623% (23690/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.242 | Acc: 91.606% (23803/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.242 | Acc: 91.628% (23926/26112) 204/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.241 | Acc: 91.643% (24047/26240) 205/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.241 | Acc: 91.649% (24166/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.241 | Acc: 91.659% (24286/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.241 | Acc: 91.662% (24404/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.240 | Acc: 91.675% (24525/26752) 209/391 [==================================>..............................] Step: 375ms | Tot: 1m16s | Loss: 0.240 | Acc: 91.682% (24644/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.240 | Acc: 91.684% (24762/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.240 | Acc: 91.697% (24883/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.240 | Acc: 91.696% (25000/27264) 213/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.239 | Acc: 91.706% (25120/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.239 | Acc: 91.704% (25237/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.239 | Acc: 91.717% (25358/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.239 | Acc: 91.701% (25471/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.239 | Acc: 91.697% (25587/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.240 | Acc: 91.674% (25698/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.240 | Acc: 91.665% (25813/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.240 | Acc: 91.671% (25932/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.240 | Acc: 91.670% (26049/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.239 | Acc: 91.665% (26165/28544) 223/391 [=====================================>...........................] Step: 372ms | Tot: 1m21s | Loss: 0.240 | Acc: 91.643% (26276/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.240 | Acc: 91.639% (26392/28800) 225/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.240 | Acc: 91.641% (26510/28928) 226/391 [=====================================>...........................] Step: 376ms | Tot: 1m22s | Loss: 0.240 | Acc: 91.623% (26622/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.240 | Acc: 91.626% (26740/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.240 | Acc: 91.635% (26860/29312) 229/391 [======================================>..........................] Step: 379ms | Tot: 1m23s | Loss: 0.240 | Acc: 91.620% (26973/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.241 | Acc: 91.609% (27087/29568) 231/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.241 | Acc: 91.622% (27208/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.241 | Acc: 91.628% (27327/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.241 | Acc: 91.613% (27440/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.241 | Acc: 91.599% (27553/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.241 | Acc: 91.592% (27668/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.241 | Acc: 91.594% (27786/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.240 | Acc: 91.593% (27903/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.241 | Acc: 91.583% (28017/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.241 | Acc: 91.579% (28133/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.241 | Acc: 91.581% (28251/30848) 241/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.240 | Acc: 91.587% (28370/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.240 | Acc: 91.599% (28491/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.240 | Acc: 91.621% (28615/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.240 | Acc: 91.620% (28732/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.240 | Acc: 91.613% (28847/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.240 | Acc: 91.602% (28961/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.240 | Acc: 91.595% (29076/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.240 | Acc: 91.598% (29194/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.240 | Acc: 91.591% (29309/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.240 | Acc: 91.587% (29425/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.241 | Acc: 91.574% (29538/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m32s | Loss: 0.241 | Acc: 91.582% (29658/32384) 253/391 [==========================================>......................] Step: 378ms | Tot: 1m32s | Loss: 0.241 | Acc: 91.575% (29773/32512) 254/391 [==========================================>......................] Step: 377ms | Tot: 1m33s | Loss: 0.240 | Acc: 91.587% (29894/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.241 | Acc: 91.580% (30009/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.241 | Acc: 91.576% (30125/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.241 | Acc: 91.579% (30243/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.241 | Acc: 91.593% (30365/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.241 | Acc: 91.590% (30481/33280) 260/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.241 | Acc: 91.592% (30599/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.241 | Acc: 91.591% (30716/33536) 262/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.241 | Acc: 91.599% (30836/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.241 | Acc: 91.587% (30949/33792) 264/391 [===========================================>.....................] Step: 373ms | Tot: 1m36s | Loss: 0.241 | Acc: 91.568% (31060/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.241 | Acc: 91.541% (31168/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.241 | Acc: 91.544% (31286/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.242 | Acc: 91.535% (31400/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.242 | Acc: 91.534% (31517/34432) 269/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.241 | Acc: 91.534% (31634/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.242 | Acc: 91.519% (31746/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.242 | Acc: 91.507% (31859/34816) 272/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.242 | Acc: 91.501% (31974/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.242 | Acc: 91.503% (32092/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.242 | Acc: 91.489% (32204/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.242 | Acc: 91.497% (32324/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.242 | Acc: 91.502% (32443/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.242 | Acc: 91.505% (32561/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.242 | Acc: 91.501% (32677/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.242 | Acc: 91.512% (32798/35840) 280/391 [==============================================>..................] Step: 378ms | Tot: 1m42s | Loss: 0.242 | Acc: 91.504% (32912/35968) 281/391 [==============================================>..................] Step: 381ms | Tot: 1m42s | Loss: 0.242 | Acc: 91.520% (33035/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.241 | Acc: 91.522% (33153/36224) 283/391 [===============================================>.................] Step: 376ms | Tot: 1m43s | Loss: 0.242 | Acc: 91.516% (33268/36352) 284/391 [===============================================>.................] Step: 384ms | Tot: 1m44s | Loss: 0.242 | Acc: 91.527% (33389/36480) 285/391 [===============================================>.................] Step: 390ms | Tot: 1m44s | Loss: 0.241 | Acc: 91.532% (33508/36608) 286/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.242 | Acc: 91.529% (33624/36736) 287/391 [===============================================>.................] Step: 374ms | Tot: 1m45s | Loss: 0.242 | Acc: 91.504% (33732/36864) 288/391 [===============================================>.................] Step: 373ms | Tot: 1m45s | Loss: 0.242 | Acc: 91.514% (33853/36992) 289/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.242 | Acc: 91.514% (33970/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.242 | Acc: 91.511% (34086/37248) 291/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.242 | Acc: 91.505% (34201/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.242 | Acc: 91.510% (34320/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.242 | Acc: 91.510% (34437/37632) 294/391 [================================================>................] Step: 378ms | Tot: 1m47s | Loss: 0.242 | Acc: 91.515% (34556/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.242 | Acc: 91.522% (34676/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.242 | Acc: 91.511% (34789/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.242 | Acc: 91.511% (34906/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.242 | Acc: 91.524% (35028/38272) 299/391 [=================================================>...............] Step: 376ms | Tot: 1m49s | Loss: 0.242 | Acc: 91.529% (35147/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.241 | Acc: 91.536% (35267/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.241 | Acc: 91.528% (35381/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.242 | Acc: 91.530% (35499/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.242 | Acc: 91.522% (35613/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.241 | Acc: 91.537% (35736/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.241 | Acc: 91.542% (35855/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.241 | Acc: 91.541% (35972/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.242 | Acc: 91.528% (36084/39424) 308/391 [===================================================>.............] Step: 379ms | Tot: 1m52s | Loss: 0.242 | Acc: 91.520% (36198/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.242 | Acc: 91.520% (36315/39680) 310/391 [===================================================>.............] Step: 370ms | Tot: 1m53s | Loss: 0.242 | Acc: 91.517% (36431/39808) 311/391 [===================================================>.............] Step: 378ms | Tot: 1m54s | Loss: 0.243 | Acc: 91.509% (36545/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.243 | Acc: 91.499% (36658/40064) 313/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.243 | Acc: 91.491% (36772/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.243 | Acc: 91.478% (36884/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.243 | Acc: 91.485% (37004/40448) 316/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.243 | Acc: 91.480% (37119/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.243 | Acc: 91.468% (37231/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.243 | Acc: 91.475% (37351/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.243 | Acc: 91.484% (37472/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.243 | Acc: 91.477% (37586/41088) 321/391 [=====================================================>...........] Step: 376ms | Tot: 1m57s | Loss: 0.243 | Acc: 91.474% (37702/41216) 322/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.243 | Acc: 91.479% (37821/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.244 | Acc: 91.469% (37934/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.243 | Acc: 91.474% (38053/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.244 | Acc: 91.471% (38169/41728) 326/391 [======================================================>..........] Step: 378ms | Tot: 1m59s | Loss: 0.244 | Acc: 91.468% (38285/41856) 327/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.244 | Acc: 91.461% (38399/41984) 328/391 [======================================================>..........] Step: 374ms | Tot: 2m342ms | Loss: 0.244 | Acc: 91.463% (38517/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 2m703ms | Loss: 0.244 | Acc: 91.451% (38629/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m1s | Loss: 0.244 | Acc: 91.456% (38748/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.243 | Acc: 91.465% (38869/42496) 332/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.243 | Acc: 91.472% (38989/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.243 | Acc: 91.467% (39104/42752) 334/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.244 | Acc: 91.465% (39220/42880) 335/391 [=======================================================>.........] Step: 373ms | Tot: 2m2s | Loss: 0.243 | Acc: 91.467% (39338/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.243 | Acc: 91.467% (39455/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.243 | Acc: 91.469% (39573/43264) 338/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.243 | Acc: 91.466% (39689/43392) 339/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.243 | Acc: 91.473% (39809/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.243 | Acc: 91.468% (39924/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.243 | Acc: 91.466% (40040/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.243 | Acc: 91.456% (40153/43904) 343/391 [=========================================================>.......] Step: 375ms | Tot: 2m5s | Loss: 0.243 | Acc: 91.447% (40266/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.244 | Acc: 91.431% (40376/44160) 345/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.244 | Acc: 91.438% (40496/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.244 | Acc: 91.438% (40613/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.244 | Acc: 91.440% (40731/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.244 | Acc: 91.438% (40847/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.244 | Acc: 91.442% (40966/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.244 | Acc: 91.446% (41085/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.244 | Acc: 91.453% (41205/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.244 | Acc: 91.453% (41322/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.243 | Acc: 91.468% (41446/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.243 | Acc: 91.477% (41567/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.243 | Acc: 91.470% (41681/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.243 | Acc: 91.450% (41789/45696) 357/391 [===========================================================>.....] Step: 373ms | Tot: 2m10s | Loss: 0.244 | Acc: 91.437% (41900/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.243 | Acc: 91.439% (42018/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.244 | Acc: 91.443% (42137/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m12s | Loss: 0.244 | Acc: 91.432% (42249/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.244 | Acc: 91.445% (42372/46336) 362/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.244 | Acc: 91.445% (42489/46464) 363/391 [============================================================>....] Step: 372ms | Tot: 2m13s | Loss: 0.244 | Acc: 91.441% (42604/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.244 | Acc: 91.445% (42723/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.244 | Acc: 91.447% (42841/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m14s | Loss: 0.244 | Acc: 91.447% (42958/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.244 | Acc: 91.455% (43079/47104) 368/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.244 | Acc: 91.446% (43192/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.244 | Acc: 91.455% (43313/47360) 370/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.244 | Acc: 91.446% (43426/47488) 371/391 [=============================================================>...] Step: 379ms | Tot: 2m16s | Loss: 0.244 | Acc: 91.446% (43543/47616) 372/391 [=============================================================>...] Step: 382ms | Tot: 2m16s | Loss: 0.244 | Acc: 91.438% (43656/47744) 373/391 [==============================================================>..] Step: 379ms | Tot: 2m16s | Loss: 0.244 | Acc: 91.433% (43771/47872) 374/391 [==============================================================>..] Step: 376ms | Tot: 2m17s | Loss: 0.244 | Acc: 91.438% (43890/48000) 375/391 [==============================================================>..] Step: 378ms | Tot: 2m17s | Loss: 0.244 | Acc: 91.448% (44012/48128) 376/391 [==============================================================>..] Step: 377ms | Tot: 2m17s | Loss: 0.244 | Acc: 91.444% (44127/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.244 | Acc: 91.439% (44242/48384) 378/391 [==============================================================>..] Step: 375ms | Tot: 2m18s | Loss: 0.244 | Acc: 91.437% (44358/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.244 | Acc: 91.441% (44477/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.244 | Acc: 91.437% (44592/48768) 381/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.244 | Acc: 91.435% (44708/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.244 | Acc: 91.441% (44828/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.244 | Acc: 91.437% (44943/49152) 384/391 [===============================================================>.] Step: 356ms | Tot: 2m20s | Loss: 0.244 | Acc: 91.433% (45058/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.244 | Acc: 91.420% (45169/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m21s | Loss: 0.244 | Acc: 91.422% (45287/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.244 | Acc: 91.420% (45403/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.244 | Acc: 91.426% (45523/49792) 389/391 [================================================================>] Step: 378ms | Tot: 2m22s | Loss: 0.244 | Acc: 91.424% (45639/49920) 390/391 [================================================================>] Step: 356ms | Tot: 2m23s | Loss: 0.244 | Acc: 91.426% (45713/50000) 391/391 + [>................................................................] Step: 490ms | Tot: 2ms | Loss: 0.462 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 298ms | Tot: 301ms | Loss: 0.394 | Acc: 86.500% (173/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 595ms | Loss: 0.430 | Acc: 85.667% (257/300) 3/100 [=>...............................................................] Step: 312ms | Tot: 908ms | Loss: 0.416 | Acc: 86.000% (344/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s200ms | Loss: 0.401 | Acc: 86.800% (434/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s497ms | Loss: 0.362 | Acc: 87.833% (527/600) 6/100 [===>.............................................................] Step: 308ms | Tot: 1s806ms | Loss: 0.349 | Acc: 88.571% (620/700) 7/100 [====>............................................................] Step: 313ms | Tot: 2s119ms | Loss: 0.361 | Acc: 88.000% (704/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s421ms | Loss: 0.393 | Acc: 87.444% (787/900) 9/100 [=====>...........................................................] Step: 310ms | Tot: 2s731ms | Loss: 0.377 | Acc: 87.900% (879/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s41ms | Loss: 0.389 | Acc: 87.545% (963/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s346ms | Loss: 0.404 | Acc: 86.833% (1042/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s651ms | Loss: 0.405 | Acc: 86.846% (1129/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s961ms | Loss: 0.409 | Acc: 86.786% (1215/1400) 14/100 [=========>.......................................................] Step: 311ms | Tot: 4s272ms | Loss: 0.403 | Acc: 86.867% (1303/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s577ms | Loss: 0.412 | Acc: 86.688% (1387/1600) 16/100 [==========>......................................................] Step: 307ms | Tot: 4s885ms | Loss: 0.405 | Acc: 86.882% (1477/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s187ms | Loss: 0.414 | Acc: 86.667% (1560/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s490ms | Loss: 0.411 | Acc: 86.842% (1650/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s794ms | Loss: 0.419 | Acc: 86.600% (1732/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s101ms | Loss: 0.418 | Acc: 86.667% (1820/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s409ms | Loss: 0.416 | Acc: 86.682% (1907/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s711ms | Loss: 0.419 | Acc: 86.478% (1989/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 7s23ms | Loss: 0.421 | Acc: 86.250% (2070/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s325ms | Loss: 0.432 | Acc: 86.120% (2153/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s634ms | Loss: 0.440 | Acc: 85.846% (2232/2600) 26/100 [================>................................................] Step: 312ms | Tot: 7s946ms | Loss: 0.433 | Acc: 86.000% (2322/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s251ms | Loss: 0.434 | Acc: 86.107% (2411/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s556ms | Loss: 0.434 | Acc: 86.276% (2502/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s865ms | Loss: 0.436 | Acc: 86.200% (2586/3000) 30/100 [===================>.............................................] Step: 318ms | Tot: 9s183ms | Loss: 0.433 | Acc: 86.323% (2676/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s496ms | Loss: 0.432 | Acc: 86.344% (2763/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s802ms | Loss: 0.430 | Acc: 86.394% (2851/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s106ms | Loss: 0.428 | Acc: 86.500% (2941/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s412ms | Loss: 0.430 | Acc: 86.400% (3024/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s722ms | Loss: 0.429 | Acc: 86.472% (3113/3600) 36/100 [=======================>.........................................] Step: 311ms | Tot: 11s34ms | Loss: 0.430 | Acc: 86.459% (3199/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s336ms | Loss: 0.432 | Acc: 86.342% (3281/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s637ms | Loss: 0.429 | Acc: 86.359% (3368/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s944ms | Loss: 0.428 | Acc: 86.400% (3456/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s247ms | Loss: 0.432 | Acc: 86.341% (3540/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s550ms | Loss: 0.433 | Acc: 86.238% (3622/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s862ms | Loss: 0.429 | Acc: 86.349% (3713/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s173ms | Loss: 0.428 | Acc: 86.432% (3803/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s484ms | Loss: 0.426 | Acc: 86.422% (3889/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s789ms | Loss: 0.427 | Acc: 86.435% (3976/4600) 46/100 [=============================>...................................] Step: 320ms | Tot: 14s110ms | Loss: 0.425 | Acc: 86.489% (4065/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s426ms | Loss: 0.428 | Acc: 86.438% (4149/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s735ms | Loss: 0.424 | Acc: 86.510% (4239/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s45ms | Loss: 0.428 | Acc: 86.400% (4320/5000) 50/100 [================================>................................] Step: 302ms | Tot: 15s347ms | Loss: 0.427 | Acc: 86.412% (4407/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s650ms | Loss: 0.427 | Acc: 86.404% (4493/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 15s961ms | Loss: 0.429 | Acc: 86.321% (4575/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s276ms | Loss: 0.429 | Acc: 86.333% (4662/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s584ms | Loss: 0.427 | Acc: 86.364% (4750/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s890ms | Loss: 0.429 | Acc: 86.339% (4835/5600) 56/100 [====================================>............................] Step: 321ms | Tot: 17s211ms | Loss: 0.428 | Acc: 86.333% (4921/5700) 57/100 [=====================================>...........................] Step: 322ms | Tot: 17s534ms | Loss: 0.426 | Acc: 86.362% (5009/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s840ms | Loss: 0.429 | Acc: 86.254% (5089/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s149ms | Loss: 0.429 | Acc: 86.183% (5171/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s457ms | Loss: 0.430 | Acc: 86.148% (5255/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s759ms | Loss: 0.430 | Acc: 86.194% (5344/6200) 62/100 [========================================>........................] Step: 326ms | Tot: 19s86ms | Loss: 0.430 | Acc: 86.222% (5432/6300) 63/100 [========================================>........................] Step: 313ms | Tot: 19s400ms | Loss: 0.428 | Acc: 86.281% (5522/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s703ms | Loss: 0.432 | Acc: 86.185% (5602/6500) 65/100 [==========================================>......................] Step: 315ms | Tot: 20s18ms | Loss: 0.432 | Acc: 86.136% (5685/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s323ms | Loss: 0.430 | Acc: 86.164% (5773/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s629ms | Loss: 0.432 | Acc: 86.162% (5859/6800) 68/100 [============================================>....................] Step: 315ms | Tot: 20s944ms | Loss: 0.431 | Acc: 86.188% (5947/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s249ms | Loss: 0.430 | Acc: 86.200% (6034/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s558ms | Loss: 0.432 | Acc: 86.127% (6115/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s868ms | Loss: 0.434 | Acc: 86.083% (6198/7200) 72/100 [==============================================>..................] Step: 317ms | Tot: 22s186ms | Loss: 0.433 | Acc: 86.123% (6287/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s496ms | Loss: 0.434 | Acc: 86.122% (6373/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s802ms | Loss: 0.435 | Acc: 86.080% (6456/7500) 75/100 [================================================>................] Step: 310ms | Tot: 23s112ms | Loss: 0.434 | Acc: 86.092% (6543/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s421ms | Loss: 0.435 | Acc: 86.039% (6625/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s725ms | Loss: 0.436 | Acc: 85.949% (6704/7800) 78/100 [==================================================>..............] Step: 320ms | Tot: 24s46ms | Loss: 0.436 | Acc: 85.975% (6792/7900) 79/100 [===================================================>.............] Step: 326ms | Tot: 24s373ms | Loss: 0.437 | Acc: 85.963% (6877/8000) 80/100 [====================================================>............] Step: 326ms | Tot: 24s699ms | Loss: 0.436 | Acc: 86.012% (6967/8100) 81/100 [====================================================>............] Step: 324ms | Tot: 25s23ms | Loss: 0.436 | Acc: 85.963% (7049/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 25s339ms | Loss: 0.436 | Acc: 85.976% (7136/8300) 83/100 [=====================================================>...........] Step: 316ms | Tot: 25s656ms | Loss: 0.436 | Acc: 85.976% (7222/8400) 84/100 [======================================================>..........] Step: 317ms | Tot: 25s973ms | Loss: 0.437 | Acc: 85.941% (7305/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 26s289ms | Loss: 0.439 | Acc: 85.895% (7387/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 26s604ms | Loss: 0.439 | Acc: 85.885% (7472/8700) 87/100 [========================================================>........] Step: 322ms | Tot: 26s926ms | Loss: 0.439 | Acc: 85.830% (7553/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s237ms | Loss: 0.439 | Acc: 85.809% (7637/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s541ms | Loss: 0.440 | Acc: 85.811% (7723/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s855ms | Loss: 0.438 | Acc: 85.846% (7812/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s164ms | Loss: 0.436 | Acc: 85.891% (7902/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s466ms | Loss: 0.437 | Acc: 85.882% (7987/9300) 93/100 [============================================================>....] Step: 298ms | Tot: 28s765ms | Loss: 0.436 | Acc: 85.926% (8077/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 29s81ms | Loss: 0.436 | Acc: 85.937% (8164/9500) 95/100 [=============================================================>...] Step: 325ms | Tot: 29s407ms | Loss: 0.435 | Acc: 85.958% (8252/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s714ms | Loss: 0.434 | Acc: 86.010% (8343/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 30s24ms | Loss: 0.435 | Acc: 85.980% (8426/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 30s326ms | Loss: 0.436 | Acc: 85.949% (8509/9900) 99/100 [================================================================>] Step: 314ms | Tot: 30s640ms | Loss: 0.436 | Acc: 85.920% (8592/10000) 100/100 + +Epoch: 132 + [>................................................................] Step: 640ms | Tot: 2ms | Loss: 0.151 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 374ms | Tot: 376ms | Loss: 0.223 | Acc: 91.406% (234/256) 2/391 [>................................................................] Step: 386ms | Tot: 763ms | Loss: 0.199 | Acc: 92.708% (356/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s134ms | Loss: 0.218 | Acc: 92.773% (475/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s497ms | Loss: 0.218 | Acc: 92.344% (591/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s864ms | Loss: 0.217 | Acc: 92.578% (711/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s233ms | Loss: 0.218 | Acc: 92.299% (827/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s595ms | Loss: 0.217 | Acc: 92.188% (944/1024) 8/391 [=>...............................................................] Step: 387ms | Tot: 2s982ms | Loss: 0.223 | Acc: 92.014% (1060/1152) 9/391 [=>...............................................................] Step: 381ms | Tot: 3s364ms | Loss: 0.217 | Acc: 92.344% (1182/1280) 10/391 [=>...............................................................] Step: 371ms | Tot: 3s735ms | Loss: 0.216 | Acc: 92.330% (1300/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s106ms | Loss: 0.224 | Acc: 92.188% (1416/1536) 12/391 [=>...............................................................] Step: 355ms | Tot: 4s462ms | Loss: 0.221 | Acc: 92.248% (1535/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s827ms | Loss: 0.226 | Acc: 92.188% (1652/1792) 14/391 [==>..............................................................] Step: 368ms | Tot: 5s196ms | Loss: 0.231 | Acc: 92.083% (1768/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s557ms | Loss: 0.235 | Acc: 92.041% (1885/2048) 16/391 [==>..............................................................] Step: 370ms | Tot: 5s928ms | Loss: 0.238 | Acc: 91.958% (2001/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s299ms | Loss: 0.239 | Acc: 91.884% (2117/2304) 18/391 [==>..............................................................] Step: 364ms | Tot: 6s663ms | Loss: 0.236 | Acc: 92.023% (2238/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 7s24ms | Loss: 0.242 | Acc: 91.797% (2350/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s385ms | Loss: 0.242 | Acc: 91.704% (2465/2688) 21/391 [===>.............................................................] Step: 375ms | Tot: 7s761ms | Loss: 0.243 | Acc: 91.619% (2580/2816) 22/391 [===>.............................................................] Step: 371ms | Tot: 8s132ms | Loss: 0.246 | Acc: 91.508% (2694/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s492ms | Loss: 0.246 | Acc: 91.439% (2809/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s858ms | Loss: 0.247 | Acc: 91.438% (2926/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s221ms | Loss: 0.245 | Acc: 91.556% (3047/3328) 26/391 [====>............................................................] Step: 371ms | Tot: 9s592ms | Loss: 0.245 | Acc: 91.551% (3164/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s958ms | Loss: 0.243 | Acc: 91.629% (3284/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s321ms | Loss: 0.241 | Acc: 91.676% (3403/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s685ms | Loss: 0.240 | Acc: 91.615% (3518/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s48ms | Loss: 0.236 | Acc: 91.683% (3638/3968) 31/391 [=====>...........................................................] Step: 373ms | Tot: 11s421ms | Loss: 0.237 | Acc: 91.626% (3753/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s784ms | Loss: 0.236 | Acc: 91.690% (3873/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s143ms | Loss: 0.238 | Acc: 91.659% (3989/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s503ms | Loss: 0.237 | Acc: 91.719% (4109/4480) 35/391 [=====>...........................................................] Step: 383ms | Tot: 12s887ms | Loss: 0.236 | Acc: 91.797% (4230/4608) 36/391 [=====>...........................................................] Step: 375ms | Tot: 13s263ms | Loss: 0.232 | Acc: 91.955% (4355/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s624ms | Loss: 0.232 | Acc: 92.002% (4475/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s984ms | Loss: 0.233 | Acc: 92.007% (4593/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s349ms | Loss: 0.233 | Acc: 92.012% (4711/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s719ms | Loss: 0.235 | Acc: 91.978% (4827/5248) 41/391 [======>..........................................................] Step: 363ms | Tot: 15s82ms | Loss: 0.236 | Acc: 91.983% (4945/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s440ms | Loss: 0.236 | Acc: 91.988% (5063/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s805ms | Loss: 0.235 | Acc: 92.010% (5182/5632) 44/391 [=======>.........................................................] Step: 380ms | Tot: 16s186ms | Loss: 0.235 | Acc: 92.014% (5300/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s557ms | Loss: 0.236 | Acc: 92.001% (5417/5888) 46/391 [=======>.........................................................] Step: 371ms | Tot: 16s929ms | Loss: 0.235 | Acc: 91.988% (5534/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s295ms | Loss: 0.234 | Acc: 92.041% (5655/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s655ms | Loss: 0.233 | Acc: 92.092% (5776/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 18s23ms | Loss: 0.232 | Acc: 92.156% (5898/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s383ms | Loss: 0.232 | Acc: 92.142% (6015/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s751ms | Loss: 0.233 | Acc: 92.082% (6129/6656) 52/391 [========>........................................................] Step: 356ms | Tot: 19s107ms | Loss: 0.233 | Acc: 92.055% (6245/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s474ms | Loss: 0.232 | Acc: 92.072% (6364/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s841ms | Loss: 0.232 | Acc: 92.074% (6482/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s203ms | Loss: 0.233 | Acc: 92.062% (6599/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 20s562ms | Loss: 0.233 | Acc: 92.037% (6715/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s922ms | Loss: 0.232 | Acc: 92.066% (6835/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s287ms | Loss: 0.234 | Acc: 91.949% (6944/7552) 59/391 [=========>.......................................................] Step: 361ms | Tot: 21s649ms | Loss: 0.232 | Acc: 92.005% (7066/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 22s9ms | Loss: 0.232 | Acc: 92.072% (7189/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s378ms | Loss: 0.231 | Acc: 92.074% (7307/7936) 62/391 [==========>......................................................] Step: 380ms | Tot: 22s758ms | Loss: 0.231 | Acc: 92.063% (7424/8064) 63/391 [==========>......................................................] Step: 370ms | Tot: 23s129ms | Loss: 0.231 | Acc: 92.053% (7541/8192) 64/391 [==========>......................................................] Step: 369ms | Tot: 23s498ms | Loss: 0.230 | Acc: 92.103% (7663/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 23s861ms | Loss: 0.229 | Acc: 92.164% (7786/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s222ms | Loss: 0.229 | Acc: 92.129% (7901/8576) 67/391 [===========>.....................................................] Step: 374ms | Tot: 24s597ms | Loss: 0.231 | Acc: 92.061% (8013/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s959ms | Loss: 0.230 | Acc: 92.063% (8131/8832) 69/391 [===========>.....................................................] Step: 370ms | Tot: 25s329ms | Loss: 0.230 | Acc: 92.087% (8251/8960) 70/391 [===========>.....................................................] Step: 383ms | Tot: 25s712ms | Loss: 0.229 | Acc: 92.044% (8365/9088) 71/391 [===========>.....................................................] Step: 396ms | Tot: 26s109ms | Loss: 0.229 | Acc: 92.036% (8482/9216) 72/391 [===========>.....................................................] Step: 377ms | Tot: 26s487ms | Loss: 0.229 | Acc: 92.070% (8603/9344) 73/391 [============>....................................................] Step: 379ms | Tot: 26s866ms | Loss: 0.228 | Acc: 92.061% (8720/9472) 74/391 [============>....................................................] Step: 372ms | Tot: 27s239ms | Loss: 0.229 | Acc: 91.990% (8831/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s606ms | Loss: 0.230 | Acc: 91.941% (8944/9728) 76/391 [============>....................................................] Step: 378ms | Tot: 27s984ms | Loss: 0.231 | Acc: 91.934% (9061/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s352ms | Loss: 0.231 | Acc: 91.907% (9176/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 28s722ms | Loss: 0.231 | Acc: 91.920% (9295/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 29s85ms | Loss: 0.231 | Acc: 91.904% (9411/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s451ms | Loss: 0.232 | Acc: 91.840% (9522/10368) 81/391 [=============>...................................................] Step: 374ms | Tot: 29s826ms | Loss: 0.231 | Acc: 91.892% (9645/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s191ms | Loss: 0.231 | Acc: 91.933% (9767/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s553ms | Loss: 0.231 | Acc: 91.908% (9882/10752) 84/391 [=============>...................................................] Step: 366ms | Tot: 30s920ms | Loss: 0.232 | Acc: 91.866% (9995/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s286ms | Loss: 0.233 | Acc: 91.860% (10112/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s650ms | Loss: 0.232 | Acc: 91.891% (10233/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 32s8ms | Loss: 0.231 | Acc: 91.921% (10354/11264) 88/391 [==============>..................................................] Step: 360ms | Tot: 32s369ms | Loss: 0.232 | Acc: 91.880% (10467/11392) 89/391 [==============>..................................................] Step: 375ms | Tot: 32s745ms | Loss: 0.232 | Acc: 91.884% (10585/11520) 90/391 [==============>..................................................] Step: 372ms | Tot: 33s117ms | Loss: 0.231 | Acc: 91.904% (10705/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s487ms | Loss: 0.231 | Acc: 91.899% (10822/11776) 92/391 [===============>.................................................] Step: 363ms | Tot: 33s851ms | Loss: 0.231 | Acc: 91.902% (10940/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 34s217ms | Loss: 0.231 | Acc: 91.880% (11055/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s579ms | Loss: 0.232 | Acc: 91.859% (11170/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s940ms | Loss: 0.231 | Acc: 91.878% (11290/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s303ms | Loss: 0.230 | Acc: 91.898% (11410/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s664ms | Loss: 0.229 | Acc: 91.940% (11533/12544) 98/391 [================>................................................] Step: 371ms | Tot: 36s35ms | Loss: 0.230 | Acc: 91.935% (11650/12672) 99/391 [================>................................................] Step: 363ms | Tot: 36s399ms | Loss: 0.230 | Acc: 91.938% (11768/12800) 100/391 [================>................................................] Step: 371ms | Tot: 36s770ms | Loss: 0.230 | Acc: 91.940% (11886/12928) 101/391 [================>................................................] Step: 368ms | Tot: 37s139ms | Loss: 0.230 | Acc: 91.958% (12006/13056) 102/391 [================>................................................] Step: 354ms | Tot: 37s493ms | Loss: 0.230 | Acc: 91.960% (12124/13184) 103/391 [=================>...............................................] Step: 373ms | Tot: 37s867ms | Loss: 0.230 | Acc: 91.940% (12239/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 38s234ms | Loss: 0.231 | Acc: 91.912% (12353/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s599ms | Loss: 0.230 | Acc: 91.944% (12475/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 38s968ms | Loss: 0.230 | Acc: 91.947% (12593/13696) 107/391 [=================>...............................................] Step: 373ms | Tot: 39s341ms | Loss: 0.230 | Acc: 91.970% (12714/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s709ms | Loss: 0.230 | Acc: 91.965% (12831/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 40s70ms | Loss: 0.230 | Acc: 91.974% (12950/14080) 110/391 [==================>..............................................] Step: 357ms | Tot: 40s427ms | Loss: 0.231 | Acc: 91.920% (13060/14208) 111/391 [==================>..............................................] Step: 373ms | Tot: 40s800ms | Loss: 0.231 | Acc: 91.936% (13180/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 41s166ms | Loss: 0.231 | Acc: 91.952% (13300/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s528ms | Loss: 0.231 | Acc: 91.961% (13419/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 41s897ms | Loss: 0.231 | Acc: 91.963% (13537/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 42s254ms | Loss: 0.230 | Acc: 91.992% (13659/14848) 116/391 [===================>.............................................] Step: 373ms | Tot: 42s627ms | Loss: 0.230 | Acc: 92.041% (13784/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 42s998ms | Loss: 0.229 | Acc: 92.029% (13900/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s366ms | Loss: 0.230 | Acc: 92.017% (14016/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s733ms | Loss: 0.230 | Acc: 92.005% (14132/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 44s95ms | Loss: 0.230 | Acc: 92.007% (14250/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s456ms | Loss: 0.230 | Acc: 91.989% (14365/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s821ms | Loss: 0.230 | Acc: 91.965% (14479/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 45s183ms | Loss: 0.229 | Acc: 92.017% (14605/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s544ms | Loss: 0.229 | Acc: 92.025% (14724/16000) 125/391 [====================>............................................] Step: 381ms | Tot: 45s926ms | Loss: 0.229 | Acc: 92.045% (14845/16128) 126/391 [====================>............................................] Step: 373ms | Tot: 46s299ms | Loss: 0.228 | Acc: 92.077% (14968/16256) 127/391 [=====================>...........................................] Step: 363ms | Tot: 46s662ms | Loss: 0.229 | Acc: 92.065% (15084/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 47s23ms | Loss: 0.229 | Acc: 92.066% (15202/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s389ms | Loss: 0.229 | Acc: 92.073% (15321/16640) 130/391 [=====================>...........................................] Step: 371ms | Tot: 47s760ms | Loss: 0.228 | Acc: 92.092% (15442/16768) 131/391 [=====================>...........................................] Step: 377ms | Tot: 48s138ms | Loss: 0.228 | Acc: 92.105% (15562/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s503ms | Loss: 0.228 | Acc: 92.105% (15680/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 48s875ms | Loss: 0.228 | Acc: 92.123% (15801/17152) 134/391 [======================>..........................................] Step: 374ms | Tot: 49s249ms | Loss: 0.229 | Acc: 92.089% (15913/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 49s614ms | Loss: 0.229 | Acc: 92.096% (16032/17408) 136/391 [======================>..........................................] Step: 371ms | Tot: 49s985ms | Loss: 0.229 | Acc: 92.079% (16147/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 50s348ms | Loss: 0.228 | Acc: 92.114% (16271/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s715ms | Loss: 0.228 | Acc: 92.114% (16389/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s78ms | Loss: 0.228 | Acc: 92.121% (16508/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 51s444ms | Loss: 0.228 | Acc: 92.121% (16626/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 51s813ms | Loss: 0.228 | Acc: 92.116% (16743/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 52s178ms | Loss: 0.229 | Acc: 92.095% (16857/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 52s547ms | Loss: 0.229 | Acc: 92.090% (16974/18432) 144/391 [=======================>.........................................] Step: 378ms | Tot: 52s925ms | Loss: 0.229 | Acc: 92.107% (17095/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 53s292ms | Loss: 0.229 | Acc: 92.113% (17214/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s656ms | Loss: 0.229 | Acc: 92.118% (17333/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 54s13ms | Loss: 0.229 | Acc: 92.114% (17450/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s376ms | Loss: 0.229 | Acc: 92.114% (17568/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s743ms | Loss: 0.228 | Acc: 92.135% (17690/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 55s102ms | Loss: 0.228 | Acc: 92.131% (17807/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s460ms | Loss: 0.228 | Acc: 92.136% (17926/19456) 152/391 [=========================>.......................................] Step: 370ms | Tot: 55s831ms | Loss: 0.227 | Acc: 92.152% (18047/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 56s194ms | Loss: 0.228 | Acc: 92.122% (18159/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s553ms | Loss: 0.229 | Acc: 92.092% (18271/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 56s917ms | Loss: 0.228 | Acc: 92.102% (18391/19968) 156/391 [=========================>.......................................] Step: 370ms | Tot: 57s287ms | Loss: 0.228 | Acc: 92.108% (18510/20096) 157/391 [==========================>......................................] Step: 378ms | Tot: 57s665ms | Loss: 0.228 | Acc: 92.089% (18624/20224) 158/391 [==========================>......................................] Step: 370ms | Tot: 58s36ms | Loss: 0.228 | Acc: 92.084% (18741/20352) 159/391 [==========================>......................................] Step: 374ms | Tot: 58s411ms | Loss: 0.228 | Acc: 92.095% (18861/20480) 160/391 [==========================>......................................] Step: 374ms | Tot: 58s785ms | Loss: 0.227 | Acc: 92.124% (18985/20608) 161/391 [==========================>......................................] Step: 386ms | Tot: 59s172ms | Loss: 0.228 | Acc: 92.125% (19103/20736) 162/391 [==========================>......................................] Step: 371ms | Tot: 59s543ms | Loss: 0.228 | Acc: 92.125% (19221/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 59s915ms | Loss: 0.228 | Acc: 92.121% (19338/20992) 164/391 [===========================>.....................................] Step: 374ms | Tot: 1m289ms | Loss: 0.227 | Acc: 92.135% (19459/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 1m658ms | Loss: 0.228 | Acc: 92.122% (19574/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.228 | Acc: 92.122% (19692/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.229 | Acc: 92.085% (19802/21504) 168/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.229 | Acc: 92.104% (19924/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.229 | Acc: 92.091% (20039/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.229 | Acc: 92.110% (20161/21888) 171/391 [============================>....................................] Step: 376ms | Tot: 1m2s | Loss: 0.230 | Acc: 92.083% (20273/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.230 | Acc: 92.097% (20394/22144) 173/391 [============================>....................................] Step: 356ms | Tot: 1m3s | Loss: 0.230 | Acc: 92.084% (20509/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.230 | Acc: 92.089% (20628/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.230 | Acc: 92.085% (20745/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.229 | Acc: 92.099% (20866/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.230 | Acc: 92.095% (20983/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.229 | Acc: 92.096% (21101/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.230 | Acc: 92.070% (21213/23040) 180/391 [=============================>...................................] Step: 357ms | Tot: 1m6s | Loss: 0.230 | Acc: 92.067% (21330/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.230 | Acc: 92.063% (21447/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.230 | Acc: 92.059% (21564/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.229 | Acc: 92.077% (21686/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.229 | Acc: 92.082% (21805/23680) 185/391 [==============================>..................................] Step: 377ms | Tot: 1m7s | Loss: 0.230 | Acc: 92.070% (21920/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m8s | Loss: 0.229 | Acc: 92.066% (22037/23936) 187/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.229 | Acc: 92.071% (22156/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.229 | Acc: 92.059% (22271/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.229 | Acc: 92.068% (22391/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.230 | Acc: 92.053% (22505/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m10s | Loss: 0.230 | Acc: 92.053% (22623/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.230 | Acc: 92.050% (22740/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.231 | Acc: 91.998% (22845/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.232 | Acc: 91.979% (22958/24960) 195/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.232 | Acc: 91.976% (23075/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.233 | Acc: 91.950% (23186/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.232 | Acc: 91.974% (23310/25344) 198/391 [================================>................................] Step: 373ms | Tot: 1m12s | Loss: 0.232 | Acc: 91.983% (23430/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.232 | Acc: 91.988% (23549/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.232 | Acc: 91.954% (23658/25728) 201/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.233 | Acc: 91.948% (23774/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.232 | Acc: 91.945% (23891/25984) 203/391 [=================================>...............................] Step: 355ms | Tot: 1m14s | Loss: 0.232 | Acc: 91.958% (24012/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.232 | Acc: 91.966% (24132/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.232 | Acc: 91.964% (24249/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.232 | Acc: 91.957% (24365/26496) 207/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.232 | Acc: 91.951% (24481/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.233 | Acc: 91.948% (24598/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.233 | Acc: 91.935% (24712/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m17s | Loss: 0.233 | Acc: 91.928% (24828/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.233 | Acc: 91.937% (24948/27136) 212/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.233 | Acc: 91.938% (25066/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.233 | Acc: 91.958% (25189/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.233 | Acc: 91.959% (25307/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.232 | Acc: 91.967% (25427/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m19s | Loss: 0.232 | Acc: 91.964% (25544/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.233 | Acc: 91.958% (25660/27904) 218/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.233 | Acc: 91.959% (25778/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.233 | Acc: 91.957% (25895/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.233 | Acc: 91.951% (26011/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m21s | Loss: 0.233 | Acc: 91.927% (26122/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.233 | Acc: 91.932% (26241/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.233 | Acc: 91.926% (26357/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.233 | Acc: 91.913% (26471/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.234 | Acc: 91.907% (26587/28928) 226/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.234 | Acc: 91.885% (26698/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.234 | Acc: 91.889% (26817/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.234 | Acc: 91.898% (26937/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.234 | Acc: 91.895% (27054/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.234 | Acc: 91.897% (27172/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.234 | Acc: 91.888% (27287/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.234 | Acc: 91.892% (27406/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.234 | Acc: 91.890% (27523/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.234 | Acc: 91.895% (27642/30080) 235/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.235 | Acc: 91.880% (27755/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.235 | Acc: 91.874% (27871/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.235 | Acc: 91.856% (27983/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.235 | Acc: 91.861% (28102/30592) 239/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.235 | Acc: 91.855% (28218/30720) 240/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.235 | Acc: 91.837% (28330/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.235 | Acc: 91.842% (28449/30976) 242/391 [========================================>........................] Step: 384ms | Tot: 1m28s | Loss: 0.235 | Acc: 91.837% (28565/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.235 | Acc: 91.835% (28682/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.236 | Acc: 91.830% (28798/31360) 245/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.236 | Acc: 91.822% (28913/31488) 246/391 [========================================>........................] Step: 374ms | Tot: 1m30s | Loss: 0.236 | Acc: 91.827% (29032/31616) 247/391 [=========================================>.......................] Step: 379ms | Tot: 1m30s | Loss: 0.235 | Acc: 91.841% (29154/31744) 248/391 [=========================================>.......................] Step: 379ms | Tot: 1m30s | Loss: 0.235 | Acc: 91.836% (29270/31872) 249/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.235 | Acc: 91.831% (29386/32000) 250/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.235 | Acc: 91.833% (29504/32128) 251/391 [=========================================>.......................] Step: 378ms | Tot: 1m32s | Loss: 0.235 | Acc: 91.822% (29618/32256) 252/391 [=========================================>.......................] Step: 377ms | Tot: 1m32s | Loss: 0.235 | Acc: 91.826% (29737/32384) 253/391 [==========================================>......................] Step: 378ms | Tot: 1m32s | Loss: 0.236 | Acc: 91.809% (29849/32512) 254/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.235 | Acc: 91.820% (29970/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.235 | Acc: 91.821% (30088/32768) 256/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.235 | Acc: 91.835% (30210/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.235 | Acc: 91.833% (30327/33024) 258/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.235 | Acc: 91.832% (30444/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.235 | Acc: 91.824% (30559/33280) 260/391 [===========================================>.....................] Step: 375ms | Tot: 1m35s | Loss: 0.235 | Acc: 91.819% (30675/33408) 261/391 [===========================================>.....................] Step: 375ms | Tot: 1m35s | Loss: 0.235 | Acc: 91.821% (30793/33536) 262/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.235 | Acc: 91.822% (30911/33664) 263/391 [===========================================>.....................] Step: 372ms | Tot: 1m36s | Loss: 0.235 | Acc: 91.809% (31024/33792) 264/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.235 | Acc: 91.795% (31137/33920) 265/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.236 | Acc: 91.776% (31248/34048) 266/391 [============================================>....................] Step: 376ms | Tot: 1m37s | Loss: 0.236 | Acc: 91.778% (31366/34176) 267/391 [============================================>....................] Step: 375ms | Tot: 1m38s | Loss: 0.236 | Acc: 91.762% (31478/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.236 | Acc: 91.755% (31593/34432) 269/391 [============================================>....................] Step: 380ms | Tot: 1m38s | Loss: 0.236 | Acc: 91.742% (31706/34560) 270/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.236 | Acc: 91.749% (31826/34688) 271/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.236 | Acc: 91.742% (31941/34816) 272/391 [=============================================>...................] Step: 373ms | Tot: 1m39s | Loss: 0.236 | Acc: 91.735% (32056/34944) 273/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.236 | Acc: 91.737% (32174/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.236 | Acc: 91.719% (32285/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.236 | Acc: 91.715% (32401/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m41s | Loss: 0.236 | Acc: 91.708% (32516/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.237 | Acc: 91.710% (32634/35584) 278/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.237 | Acc: 91.706% (32750/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.237 | Acc: 91.702% (32866/35840) 280/391 [==============================================>..................] Step: 379ms | Tot: 1m42s | Loss: 0.237 | Acc: 91.704% (32984/35968) 281/391 [==============================================>..................] Step: 376ms | Tot: 1m43s | Loss: 0.237 | Acc: 91.708% (33103/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m43s | Loss: 0.237 | Acc: 91.693% (33215/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.237 | Acc: 91.673% (33325/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.237 | Acc: 91.680% (33445/36480) 285/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.237 | Acc: 91.674% (33560/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.238 | Acc: 91.662% (33673/36736) 287/391 [===============================================>.................] Step: 374ms | Tot: 1m45s | Loss: 0.238 | Acc: 91.664% (33791/36864) 288/391 [===============================================>.................] Step: 379ms | Tot: 1m45s | Loss: 0.238 | Acc: 91.650% (33903/36992) 289/391 [================================================>................] Step: 387ms | Tot: 1m46s | Loss: 0.238 | Acc: 91.651% (34021/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.238 | Acc: 91.640% (34134/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.238 | Acc: 91.628% (34247/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.238 | Acc: 91.633% (34366/37504) 293/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.238 | Acc: 91.643% (34487/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m48s | Loss: 0.238 | Acc: 91.653% (34608/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.238 | Acc: 91.646% (34723/37888) 296/391 [=================================================>...............] Step: 376ms | Tot: 1m48s | Loss: 0.238 | Acc: 91.640% (34838/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.239 | Acc: 91.640% (34955/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.239 | Acc: 91.644% (35074/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.239 | Acc: 91.641% (35190/38400) 300/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.239 | Acc: 91.642% (35308/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.239 | Acc: 91.649% (35428/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.239 | Acc: 91.643% (35543/38784) 303/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.239 | Acc: 91.632% (35656/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.239 | Acc: 91.632% (35773/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.239 | Acc: 91.631% (35890/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m52s | Loss: 0.239 | Acc: 91.625% (36005/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.239 | Acc: 91.629% (36124/39424) 308/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.239 | Acc: 91.626% (36240/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.239 | Acc: 91.623% (36356/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.239 | Acc: 91.620% (36472/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.240 | Acc: 91.612% (36586/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.240 | Acc: 91.603% (36700/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.240 | Acc: 91.608% (36819/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.240 | Acc: 91.590% (36929/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.240 | Acc: 91.592% (37047/40448) 316/391 [====================================================>............] Step: 354ms | Tot: 1m56s | Loss: 0.240 | Acc: 91.589% (37163/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.240 | Acc: 91.588% (37280/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.240 | Acc: 91.592% (37399/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.240 | Acc: 91.584% (37513/40960) 320/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.240 | Acc: 91.586% (37631/41088) 321/391 [=====================================================>...........] Step: 377ms | Tot: 1m57s | Loss: 0.241 | Acc: 91.574% (37743/41216) 322/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.240 | Acc: 91.583% (37864/41344) 323/391 [=====================================================>...........] Step: 375ms | Tot: 1m58s | Loss: 0.240 | Acc: 91.577% (37979/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m59s | Loss: 0.240 | Acc: 91.587% (38100/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.240 | Acc: 91.591% (38219/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.240 | Acc: 91.569% (38327/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 2m144ms | Loss: 0.240 | Acc: 91.568% (38444/41984) 328/391 [======================================================>..........] Step: 356ms | Tot: 2m500ms | Loss: 0.241 | Acc: 91.558% (38557/42112) 329/391 [======================================================>..........] Step: 375ms | Tot: 2m875ms | Loss: 0.241 | Acc: 91.546% (38669/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 2m1s | Loss: 0.241 | Acc: 91.541% (38784/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.241 | Acc: 91.550% (38905/42496) 332/391 [=======================================================>.........] Step: 383ms | Tot: 2m1s | Loss: 0.241 | Acc: 91.561% (39027/42624) 333/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.241 | Acc: 91.561% (39144/42752) 334/391 [=======================================================>.........] Step: 373ms | Tot: 2m2s | Loss: 0.241 | Acc: 91.558% (39260/42880) 335/391 [=======================================================>.........] Step: 371ms | Tot: 2m3s | Loss: 0.241 | Acc: 91.534% (39367/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.241 | Acc: 91.534% (39484/43136) 337/391 [========================================================>........] Step: 376ms | Tot: 2m3s | Loss: 0.242 | Acc: 91.531% (39600/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.241 | Acc: 91.533% (39718/43392) 339/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.241 | Acc: 91.528% (39833/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.241 | Acc: 91.541% (39956/43648) 341/391 [========================================================>........] Step: 372ms | Tot: 2m5s | Loss: 0.241 | Acc: 91.534% (40070/43776) 342/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.241 | Acc: 91.532% (40186/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.242 | Acc: 91.531% (40303/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.242 | Acc: 91.526% (40418/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.242 | Acc: 91.530% (40537/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.242 | Acc: 91.537% (40657/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.242 | Acc: 91.530% (40771/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.242 | Acc: 91.536% (40891/44672) 349/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.242 | Acc: 91.538% (41009/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.242 | Acc: 91.551% (41132/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.242 | Acc: 91.553% (41250/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.242 | Acc: 91.557% (41369/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.242 | Acc: 91.554% (41485/45312) 354/391 [==========================================================>......] Step: 356ms | Tot: 2m10s | Loss: 0.242 | Acc: 91.549% (41600/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.242 | Acc: 91.553% (41719/45568) 356/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.242 | Acc: 91.555% (41837/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.242 | Acc: 91.561% (41957/45824) 358/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.242 | Acc: 91.567% (42077/45952) 359/391 [===========================================================>.....] Step: 379ms | Tot: 2m11s | Loss: 0.242 | Acc: 91.569% (42195/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m12s | Loss: 0.242 | Acc: 91.566% (42311/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.242 | Acc: 91.570% (42430/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.242 | Acc: 91.566% (42545/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.242 | Acc: 91.556% (42658/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.242 | Acc: 91.558% (42776/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m14s | Loss: 0.242 | Acc: 91.560% (42894/46848) 366/391 [============================================================>....] Step: 373ms | Tot: 2m14s | Loss: 0.241 | Acc: 91.568% (43015/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.242 | Acc: 91.559% (43128/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.242 | Acc: 91.554% (43243/47232) 369/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.242 | Acc: 91.550% (43358/47360) 370/391 [=============================================================>...] Step: 380ms | Tot: 2m15s | Loss: 0.242 | Acc: 91.533% (43467/47488) 371/391 [=============================================================>...] Step: 383ms | Tot: 2m16s | Loss: 0.242 | Acc: 91.532% (43584/47616) 372/391 [=============================================================>...] Step: 373ms | Tot: 2m16s | Loss: 0.242 | Acc: 91.536% (43703/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.242 | Acc: 91.538% (43821/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.242 | Acc: 91.533% (43936/48000) 375/391 [==============================================================>..] Step: 373ms | Tot: 2m17s | Loss: 0.242 | Acc: 91.525% (44049/48128) 376/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.242 | Acc: 91.533% (44170/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m18s | Loss: 0.242 | Acc: 91.534% (44288/48384) 378/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.242 | Acc: 91.536% (44406/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.242 | Acc: 91.536% (44523/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.242 | Acc: 91.527% (44636/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.242 | Acc: 91.529% (44754/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.242 | Acc: 91.523% (44868/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.242 | Acc: 91.522% (44985/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m21s | Loss: 0.242 | Acc: 91.514% (45098/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.242 | Acc: 91.520% (45218/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.242 | Acc: 91.519% (45335/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.242 | Acc: 91.529% (45457/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.242 | Acc: 91.521% (45570/49792) 389/391 [================================================================>] Step: 369ms | Tot: 2m22s | Loss: 0.242 | Acc: 91.524% (45689/49920) 390/391 [================================================================>] Step: 353ms | Tot: 2m23s | Loss: 0.242 | Acc: 91.518% (45759/50000) 391/391 + [>................................................................] Step: 468ms | Tot: 2ms | Loss: 0.397 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 294ms | Tot: 297ms | Loss: 0.452 | Acc: 84.500% (169/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 597ms | Loss: 0.418 | Acc: 86.667% (260/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 894ms | Loss: 0.395 | Acc: 86.750% (347/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s190ms | Loss: 0.395 | Acc: 86.200% (431/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s486ms | Loss: 0.352 | Acc: 87.333% (524/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s783ms | Loss: 0.343 | Acc: 87.571% (613/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s87ms | Loss: 0.363 | Acc: 86.875% (695/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s395ms | Loss: 0.386 | Acc: 86.556% (779/900) 9/100 [=====>...........................................................] Step: 314ms | Tot: 2s710ms | Loss: 0.390 | Acc: 86.300% (863/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s19ms | Loss: 0.397 | Acc: 86.091% (947/1100) 11/100 [=======>.........................................................] Step: 297ms | Tot: 3s316ms | Loss: 0.404 | Acc: 86.333% (1036/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s613ms | Loss: 0.395 | Acc: 86.538% (1125/1300) 13/100 [========>........................................................] Step: 309ms | Tot: 3s923ms | Loss: 0.406 | Acc: 86.429% (1210/1400) 14/100 [=========>.......................................................] Step: 308ms | Tot: 4s231ms | Loss: 0.398 | Acc: 86.667% (1300/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s535ms | Loss: 0.402 | Acc: 86.375% (1382/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s844ms | Loss: 0.395 | Acc: 86.647% (1473/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s149ms | Loss: 0.394 | Acc: 86.556% (1558/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s450ms | Loss: 0.392 | Acc: 86.579% (1645/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s754ms | Loss: 0.406 | Acc: 86.400% (1728/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s63ms | Loss: 0.404 | Acc: 86.333% (1813/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s363ms | Loss: 0.397 | Acc: 86.500% (1903/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s668ms | Loss: 0.399 | Acc: 86.522% (1990/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 6s976ms | Loss: 0.402 | Acc: 86.375% (2073/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s279ms | Loss: 0.409 | Acc: 86.320% (2158/2500) 25/100 [================>................................................] Step: 322ms | Tot: 7s602ms | Loss: 0.412 | Acc: 86.308% (2244/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s909ms | Loss: 0.406 | Acc: 86.370% (2332/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s207ms | Loss: 0.404 | Acc: 86.357% (2418/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s511ms | Loss: 0.407 | Acc: 86.448% (2507/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s819ms | Loss: 0.406 | Acc: 86.400% (2592/3000) 30/100 [===================>.............................................] Step: 319ms | Tot: 9s138ms | Loss: 0.405 | Acc: 86.355% (2677/3100) 31/100 [====================>............................................] Step: 318ms | Tot: 9s457ms | Loss: 0.407 | Acc: 86.250% (2760/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s761ms | Loss: 0.405 | Acc: 86.364% (2850/3300) 33/100 [=====================>...........................................] Step: 311ms | Tot: 10s73ms | Loss: 0.405 | Acc: 86.412% (2938/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s380ms | Loss: 0.407 | Acc: 86.371% (3023/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s686ms | Loss: 0.405 | Acc: 86.417% (3111/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 11s2ms | Loss: 0.407 | Acc: 86.297% (3193/3700) 37/100 [========================>........................................] Step: 321ms | Tot: 11s324ms | Loss: 0.409 | Acc: 86.289% (3279/3800) 38/100 [========================>........................................] Step: 318ms | Tot: 11s643ms | Loss: 0.409 | Acc: 86.282% (3365/3900) 39/100 [=========================>.......................................] Step: 332ms | Tot: 11s975ms | Loss: 0.407 | Acc: 86.375% (3455/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s289ms | Loss: 0.413 | Acc: 86.293% (3538/4100) 41/100 [==========================>......................................] Step: 324ms | Tot: 12s614ms | Loss: 0.414 | Acc: 86.262% (3623/4200) 42/100 [===========================>.....................................] Step: 324ms | Tot: 12s938ms | Loss: 0.409 | Acc: 86.465% (3718/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s250ms | Loss: 0.409 | Acc: 86.500% (3806/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s559ms | Loss: 0.409 | Acc: 86.511% (3893/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s872ms | Loss: 0.411 | Acc: 86.370% (3973/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s187ms | Loss: 0.410 | Acc: 86.426% (4062/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s499ms | Loss: 0.411 | Acc: 86.458% (4150/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s807ms | Loss: 0.410 | Acc: 86.469% (4237/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 15s111ms | Loss: 0.411 | Acc: 86.460% (4323/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s417ms | Loss: 0.412 | Acc: 86.471% (4410/5100) 51/100 [=================================>...............................] Step: 298ms | Tot: 15s715ms | Loss: 0.411 | Acc: 86.481% (4497/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 16s22ms | Loss: 0.410 | Acc: 86.434% (4581/5300) 53/100 [==================================>..............................] Step: 300ms | Tot: 16s323ms | Loss: 0.409 | Acc: 86.500% (4671/5400) 54/100 [===================================>.............................] Step: 303ms | Tot: 16s627ms | Loss: 0.408 | Acc: 86.564% (4761/5500) 55/100 [===================================>.............................] Step: 316ms | Tot: 16s943ms | Loss: 0.410 | Acc: 86.554% (4847/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s250ms | Loss: 0.409 | Acc: 86.579% (4935/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s558ms | Loss: 0.407 | Acc: 86.603% (5023/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s868ms | Loss: 0.410 | Acc: 86.559% (5107/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s180ms | Loss: 0.410 | Acc: 86.533% (5192/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s481ms | Loss: 0.409 | Acc: 86.574% (5281/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s786ms | Loss: 0.407 | Acc: 86.645% (5372/6200) 62/100 [========================================>........................] Step: 321ms | Tot: 19s108ms | Loss: 0.406 | Acc: 86.619% (5457/6300) 63/100 [========================================>........................] Step: 319ms | Tot: 19s427ms | Loss: 0.404 | Acc: 86.672% (5547/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s730ms | Loss: 0.406 | Acc: 86.723% (5637/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s41ms | Loss: 0.406 | Acc: 86.652% (5719/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s348ms | Loss: 0.404 | Acc: 86.701% (5809/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s657ms | Loss: 0.405 | Acc: 86.676% (5894/6800) 68/100 [============================================>....................] Step: 317ms | Tot: 20s975ms | Loss: 0.404 | Acc: 86.681% (5981/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s281ms | Loss: 0.404 | Acc: 86.614% (6063/7000) 70/100 [=============================================>...................] Step: 305ms | Tot: 21s587ms | Loss: 0.406 | Acc: 86.507% (6142/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s891ms | Loss: 0.406 | Acc: 86.528% (6230/7200) 72/100 [==============================================>..................] Step: 349ms | Tot: 22s240ms | Loss: 0.404 | Acc: 86.575% (6320/7300) 73/100 [===============================================>.................] Step: 345ms | Tot: 22s586ms | Loss: 0.405 | Acc: 86.595% (6408/7400) 74/100 [================================================>................] Step: 309ms | Tot: 22s896ms | Loss: 0.406 | Acc: 86.573% (6493/7500) 75/100 [================================================>................] Step: 302ms | Tot: 23s198ms | Loss: 0.407 | Acc: 86.579% (6580/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s510ms | Loss: 0.407 | Acc: 86.571% (6666/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s816ms | Loss: 0.406 | Acc: 86.641% (6758/7800) 78/100 [==================================================>..............] Step: 321ms | Tot: 24s138ms | Loss: 0.405 | Acc: 86.658% (6846/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s447ms | Loss: 0.405 | Acc: 86.650% (6932/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s750ms | Loss: 0.403 | Acc: 86.704% (7023/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 25s59ms | Loss: 0.403 | Acc: 86.707% (7110/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s361ms | Loss: 0.402 | Acc: 86.687% (7195/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s663ms | Loss: 0.403 | Acc: 86.690% (7282/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s973ms | Loss: 0.402 | Acc: 86.718% (7371/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s278ms | Loss: 0.403 | Acc: 86.674% (7454/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s583ms | Loss: 0.402 | Acc: 86.678% (7541/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s896ms | Loss: 0.404 | Acc: 86.602% (7621/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s199ms | Loss: 0.404 | Acc: 86.596% (7707/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s502ms | Loss: 0.405 | Acc: 86.600% (7794/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s806ms | Loss: 0.404 | Acc: 86.637% (7884/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s115ms | Loss: 0.402 | Acc: 86.707% (7977/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s419ms | Loss: 0.404 | Acc: 86.667% (8060/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s728ms | Loss: 0.403 | Acc: 86.670% (8147/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 29s44ms | Loss: 0.403 | Acc: 86.695% (8236/9500) 95/100 [=============================================================>...] Step: 313ms | Tot: 29s358ms | Loss: 0.404 | Acc: 86.688% (8322/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s664ms | Loss: 0.403 | Acc: 86.742% (8414/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s970ms | Loss: 0.403 | Acc: 86.745% (8501/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 30s271ms | Loss: 0.403 | Acc: 86.727% (8586/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s578ms | Loss: 0.402 | Acc: 86.780% (8678/10000) 100/100 + +Epoch: 133 + [>................................................................] Step: 594ms | Tot: 2ms | Loss: 0.237 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.272 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 378ms | Tot: 762ms | Loss: 0.280 | Acc: 90.104% (346/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s134ms | Loss: 0.283 | Acc: 90.234% (462/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s496ms | Loss: 0.260 | Acc: 90.938% (582/640) 5/391 [>................................................................] Step: 386ms | Tot: 1s883ms | Loss: 0.253 | Acc: 91.276% (701/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s255ms | Loss: 0.250 | Acc: 91.295% (818/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s618ms | Loss: 0.233 | Acc: 91.992% (942/1024) 8/391 [=>...............................................................] Step: 373ms | Tot: 2s992ms | Loss: 0.233 | Acc: 92.014% (1060/1152) 9/391 [=>...............................................................] Step: 372ms | Tot: 3s364ms | Loss: 0.224 | Acc: 92.188% (1180/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s730ms | Loss: 0.227 | Acc: 92.188% (1298/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s93ms | Loss: 0.228 | Acc: 91.927% (1412/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s452ms | Loss: 0.223 | Acc: 92.368% (1537/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s818ms | Loss: 0.221 | Acc: 92.522% (1658/1792) 14/391 [==>..............................................................] Step: 374ms | Tot: 5s193ms | Loss: 0.218 | Acc: 92.760% (1781/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s555ms | Loss: 0.214 | Acc: 92.969% (1904/2048) 16/391 [==>..............................................................] Step: 377ms | Tot: 5s932ms | Loss: 0.214 | Acc: 92.785% (2019/2176) 17/391 [==>..............................................................] Step: 357ms | Tot: 6s290ms | Loss: 0.218 | Acc: 92.578% (2133/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s656ms | Loss: 0.218 | Acc: 92.599% (2252/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 7s18ms | Loss: 0.218 | Acc: 92.656% (2372/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s387ms | Loss: 0.221 | Acc: 92.560% (2488/2688) 21/391 [===>.............................................................] Step: 368ms | Tot: 7s755ms | Loss: 0.219 | Acc: 92.685% (2610/2816) 22/391 [===>.............................................................] Step: 368ms | Tot: 8s124ms | Loss: 0.219 | Acc: 92.731% (2730/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s493ms | Loss: 0.218 | Acc: 92.708% (2848/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s859ms | Loss: 0.218 | Acc: 92.719% (2967/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s223ms | Loss: 0.215 | Acc: 92.788% (3088/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s587ms | Loss: 0.216 | Acc: 92.824% (3208/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s954ms | Loss: 0.217 | Acc: 92.801% (3326/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s316ms | Loss: 0.215 | Acc: 92.888% (3448/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s674ms | Loss: 0.219 | Acc: 92.656% (3558/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 11s35ms | Loss: 0.219 | Acc: 92.666% (3677/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s403ms | Loss: 0.218 | Acc: 92.700% (3797/4096) 32/391 [=====>...........................................................] Step: 379ms | Tot: 11s783ms | Loss: 0.217 | Acc: 92.756% (3918/4224) 33/391 [=====>...........................................................] Step: 376ms | Tot: 12s160ms | Loss: 0.216 | Acc: 92.693% (4034/4352) 34/391 [=====>...........................................................] Step: 372ms | Tot: 12s532ms | Loss: 0.217 | Acc: 92.701% (4153/4480) 35/391 [=====>...........................................................] Step: 378ms | Tot: 12s910ms | Loss: 0.219 | Acc: 92.578% (4266/4608) 36/391 [=====>...........................................................] Step: 377ms | Tot: 13s288ms | Loss: 0.220 | Acc: 92.441% (4378/4736) 37/391 [======>..........................................................] Step: 372ms | Tot: 13s660ms | Loss: 0.222 | Acc: 92.393% (4494/4864) 38/391 [======>..........................................................] Step: 373ms | Tot: 14s34ms | Loss: 0.220 | Acc: 92.488% (4617/4992) 39/391 [======>..........................................................] Step: 370ms | Tot: 14s404ms | Loss: 0.219 | Acc: 92.539% (4738/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 14s771ms | Loss: 0.219 | Acc: 92.492% (4854/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 15s137ms | Loss: 0.221 | Acc: 92.374% (4966/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s494ms | Loss: 0.221 | Acc: 92.406% (5086/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s860ms | Loss: 0.219 | Acc: 92.507% (5210/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s222ms | Loss: 0.218 | Acc: 92.500% (5328/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s584ms | Loss: 0.218 | Acc: 92.527% (5448/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s953ms | Loss: 0.221 | Acc: 92.354% (5556/6016) 47/391 [=======>.........................................................] Step: 354ms | Tot: 17s307ms | Loss: 0.223 | Acc: 92.269% (5669/6144) 48/391 [=======>.........................................................] Step: 357ms | Tot: 17s664ms | Loss: 0.224 | Acc: 92.235% (5785/6272) 49/391 [========>........................................................] Step: 370ms | Tot: 18s35ms | Loss: 0.224 | Acc: 92.266% (5905/6400) 50/391 [========>........................................................] Step: 371ms | Tot: 18s406ms | Loss: 0.225 | Acc: 92.203% (6019/6528) 51/391 [========>........................................................] Step: 373ms | Tot: 18s780ms | Loss: 0.225 | Acc: 92.203% (6137/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s141ms | Loss: 0.226 | Acc: 92.158% (6252/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s502ms | Loss: 0.226 | Acc: 92.144% (6369/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s867ms | Loss: 0.226 | Acc: 92.159% (6488/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s233ms | Loss: 0.226 | Acc: 92.132% (6604/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s594ms | Loss: 0.226 | Acc: 92.160% (6724/7296) 57/391 [=========>.......................................................] Step: 381ms | Tot: 20s976ms | Loss: 0.225 | Acc: 92.214% (6846/7424) 58/391 [=========>.......................................................] Step: 399ms | Tot: 21s375ms | Loss: 0.225 | Acc: 92.240% (6966/7552) 59/391 [=========>.......................................................] Step: 371ms | Tot: 21s747ms | Loss: 0.224 | Acc: 92.240% (7084/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 22s106ms | Loss: 0.226 | Acc: 92.213% (7200/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 22s472ms | Loss: 0.225 | Acc: 92.213% (7318/7936) 62/391 [==========>......................................................] Step: 377ms | Tot: 22s849ms | Loss: 0.225 | Acc: 92.188% (7434/8064) 63/391 [==========>......................................................] Step: 377ms | Tot: 23s226ms | Loss: 0.224 | Acc: 92.212% (7554/8192) 64/391 [==========>......................................................] Step: 372ms | Tot: 23s599ms | Loss: 0.224 | Acc: 92.224% (7673/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s967ms | Loss: 0.224 | Acc: 92.211% (7790/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s332ms | Loss: 0.224 | Acc: 92.257% (7912/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s690ms | Loss: 0.224 | Acc: 92.279% (8032/8704) 68/391 [===========>.....................................................] Step: 370ms | Tot: 25s60ms | Loss: 0.224 | Acc: 92.267% (8149/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s423ms | Loss: 0.224 | Acc: 92.232% (8264/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s791ms | Loss: 0.223 | Acc: 92.276% (8386/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 26s156ms | Loss: 0.225 | Acc: 92.188% (8496/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s514ms | Loss: 0.224 | Acc: 92.209% (8616/9344) 73/391 [============>....................................................] Step: 369ms | Tot: 26s883ms | Loss: 0.224 | Acc: 92.219% (8735/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 27s245ms | Loss: 0.224 | Acc: 92.240% (8855/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s608ms | Loss: 0.224 | Acc: 92.259% (8975/9728) 76/391 [============>....................................................] Step: 379ms | Tot: 27s988ms | Loss: 0.224 | Acc: 92.269% (9094/9856) 77/391 [============>....................................................] Step: 380ms | Tot: 28s368ms | Loss: 0.223 | Acc: 92.298% (9215/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s736ms | Loss: 0.223 | Acc: 92.277% (9331/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 29s98ms | Loss: 0.223 | Acc: 92.305% (9452/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s459ms | Loss: 0.222 | Acc: 92.313% (9571/10368) 81/391 [=============>...................................................] Step: 376ms | Tot: 29s836ms | Loss: 0.221 | Acc: 92.359% (9694/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 30s195ms | Loss: 0.221 | Acc: 92.357% (9812/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s553ms | Loss: 0.222 | Acc: 92.327% (9927/10752) 84/391 [=============>...................................................] Step: 368ms | Tot: 30s921ms | Loss: 0.222 | Acc: 92.307% (10043/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s284ms | Loss: 0.222 | Acc: 92.324% (10163/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s653ms | Loss: 0.222 | Acc: 92.331% (10282/11136) 87/391 [==============>..................................................] Step: 374ms | Tot: 32s28ms | Loss: 0.224 | Acc: 92.276% (10394/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 32s386ms | Loss: 0.223 | Acc: 92.293% (10514/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s750ms | Loss: 0.224 | Acc: 92.292% (10632/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 33s116ms | Loss: 0.223 | Acc: 92.299% (10751/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 33s484ms | Loss: 0.223 | Acc: 92.298% (10869/11776) 92/391 [===============>.................................................] Step: 370ms | Tot: 33s855ms | Loss: 0.223 | Acc: 92.288% (10986/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 34s213ms | Loss: 0.222 | Acc: 92.337% (11110/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 34s579ms | Loss: 0.221 | Acc: 92.385% (11234/12160) 95/391 [===============>.................................................] Step: 375ms | Tot: 34s955ms | Loss: 0.221 | Acc: 92.415% (11356/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 35s324ms | Loss: 0.220 | Acc: 92.421% (11475/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s681ms | Loss: 0.221 | Acc: 92.411% (11592/12544) 98/391 [================>................................................] Step: 363ms | Tot: 36s44ms | Loss: 0.221 | Acc: 92.424% (11712/12672) 99/391 [================>................................................] Step: 369ms | Tot: 36s414ms | Loss: 0.221 | Acc: 92.422% (11830/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s778ms | Loss: 0.221 | Acc: 92.404% (11946/12928) 101/391 [================>................................................] Step: 377ms | Tot: 37s155ms | Loss: 0.221 | Acc: 92.410% (12065/13056) 102/391 [================>................................................] Step: 354ms | Tot: 37s509ms | Loss: 0.222 | Acc: 92.400% (12182/13184) 103/391 [=================>...............................................] Step: 371ms | Tot: 37s881ms | Loss: 0.222 | Acc: 92.405% (12301/13312) 104/391 [=================>...............................................] Step: 377ms | Tot: 38s258ms | Loss: 0.222 | Acc: 92.418% (12421/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s615ms | Loss: 0.222 | Acc: 92.401% (12537/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 38s987ms | Loss: 0.222 | Acc: 92.421% (12658/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s349ms | Loss: 0.222 | Acc: 92.397% (12773/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s715ms | Loss: 0.222 | Acc: 92.395% (12891/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 40s73ms | Loss: 0.222 | Acc: 92.386% (13008/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 40s430ms | Loss: 0.221 | Acc: 92.413% (13130/14208) 111/391 [==================>..............................................] Step: 368ms | Tot: 40s798ms | Loss: 0.221 | Acc: 92.439% (13252/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 41s159ms | Loss: 0.220 | Acc: 92.429% (13369/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s525ms | Loss: 0.221 | Acc: 92.407% (13484/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 41s892ms | Loss: 0.220 | Acc: 92.432% (13606/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s256ms | Loss: 0.220 | Acc: 92.430% (13724/14848) 116/391 [===================>.............................................] Step: 363ms | Tot: 42s620ms | Loss: 0.220 | Acc: 92.428% (13842/14976) 117/391 [===================>.............................................] Step: 372ms | Tot: 42s992ms | Loss: 0.220 | Acc: 92.413% (13958/15104) 118/391 [===================>.............................................] Step: 375ms | Tot: 43s368ms | Loss: 0.220 | Acc: 92.404% (14075/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 43s732ms | Loss: 0.220 | Acc: 92.415% (14195/15360) 120/391 [===================>.............................................] Step: 372ms | Tot: 44s104ms | Loss: 0.221 | Acc: 92.413% (14313/15488) 121/391 [====================>............................................] Step: 383ms | Tot: 44s488ms | Loss: 0.221 | Acc: 92.392% (14428/15616) 122/391 [====================>............................................] Step: 385ms | Tot: 44s873ms | Loss: 0.221 | Acc: 92.372% (14543/15744) 123/391 [====================>............................................] Step: 372ms | Tot: 45s245ms | Loss: 0.221 | Acc: 92.389% (14664/15872) 124/391 [====================>............................................] Step: 371ms | Tot: 45s617ms | Loss: 0.221 | Acc: 92.381% (14781/16000) 125/391 [====================>............................................] Step: 375ms | Tot: 45s993ms | Loss: 0.222 | Acc: 92.343% (14893/16128) 126/391 [====================>............................................] Step: 374ms | Tot: 46s367ms | Loss: 0.222 | Acc: 92.360% (15014/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s732ms | Loss: 0.222 | Acc: 92.352% (15131/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 47s91ms | Loss: 0.222 | Acc: 92.351% (15249/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 47s454ms | Loss: 0.222 | Acc: 92.326% (15363/16640) 130/391 [=====================>...........................................] Step: 372ms | Tot: 47s826ms | Loss: 0.222 | Acc: 92.325% (15481/16768) 131/391 [=====================>...........................................] Step: 390ms | Tot: 48s216ms | Loss: 0.223 | Acc: 92.294% (15594/16896) 132/391 [=====================>...........................................] Step: 369ms | Tot: 48s586ms | Loss: 0.223 | Acc: 92.287% (15711/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 48s954ms | Loss: 0.223 | Acc: 92.287% (15829/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 49s314ms | Loss: 0.223 | Acc: 92.303% (15950/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s676ms | Loss: 0.223 | Acc: 92.268% (16062/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 50s46ms | Loss: 0.223 | Acc: 92.296% (16185/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 50s414ms | Loss: 0.223 | Acc: 92.289% (16302/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s775ms | Loss: 0.223 | Acc: 92.283% (16419/17792) 139/391 [=======================>.........................................] Step: 406ms | Tot: 51s182ms | Loss: 0.222 | Acc: 92.288% (16538/17920) 140/391 [=======================>.........................................] Step: 393ms | Tot: 51s576ms | Loss: 0.223 | Acc: 92.260% (16651/18048) 141/391 [=======================>.........................................] Step: 373ms | Tot: 51s949ms | Loss: 0.223 | Acc: 92.248% (16767/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 52s315ms | Loss: 0.223 | Acc: 92.248% (16885/18304) 143/391 [=======================>.........................................] Step: 369ms | Tot: 52s684ms | Loss: 0.224 | Acc: 92.225% (16999/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 53s48ms | Loss: 0.224 | Acc: 92.231% (17118/18560) 145/391 [========================>........................................] Step: 357ms | Tot: 53s406ms | Loss: 0.224 | Acc: 92.220% (17234/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s773ms | Loss: 0.225 | Acc: 92.182% (17345/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 54s138ms | Loss: 0.225 | Acc: 92.177% (17462/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s501ms | Loss: 0.225 | Acc: 92.188% (17582/19072) 149/391 [========================>........................................] Step: 376ms | Tot: 54s878ms | Loss: 0.225 | Acc: 92.203% (17703/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 55s244ms | Loss: 0.225 | Acc: 92.198% (17820/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s611ms | Loss: 0.225 | Acc: 92.203% (17939/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s979ms | Loss: 0.225 | Acc: 92.208% (18058/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 56s341ms | Loss: 0.224 | Acc: 92.233% (18181/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s709ms | Loss: 0.225 | Acc: 92.218% (18296/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 57s67ms | Loss: 0.225 | Acc: 92.208% (18412/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 57s428ms | Loss: 0.225 | Acc: 92.202% (18529/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s790ms | Loss: 0.225 | Acc: 92.188% (18644/20224) 158/391 [==========================>......................................] Step: 372ms | Tot: 58s162ms | Loss: 0.225 | Acc: 92.183% (18761/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 58s525ms | Loss: 0.226 | Acc: 92.178% (18878/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 58s892ms | Loss: 0.226 | Acc: 92.183% (18997/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 59s254ms | Loss: 0.226 | Acc: 92.197% (19118/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s615ms | Loss: 0.226 | Acc: 92.202% (19237/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s982ms | Loss: 0.226 | Acc: 92.188% (19352/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 1m344ms | Loss: 0.226 | Acc: 92.206% (19474/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m705ms | Loss: 0.226 | Acc: 92.197% (19590/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.226 | Acc: 92.202% (19709/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.226 | Acc: 92.201% (19827/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.226 | Acc: 92.188% (19942/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.225 | Acc: 92.215% (20066/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.225 | Acc: 92.233% (20188/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.225 | Acc: 92.242% (20308/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.225 | Acc: 92.224% (20422/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.225 | Acc: 92.223% (20540/22272) 174/391 [============================>....................................] Step: 357ms | Tot: 1m3s | Loss: 0.226 | Acc: 92.196% (20652/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.226 | Acc: 92.210% (20773/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.227 | Acc: 92.196% (20888/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.226 | Acc: 92.201% (21007/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.227 | Acc: 92.196% (21124/22912) 179/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.227 | Acc: 92.179% (21238/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m6s | Loss: 0.227 | Acc: 92.166% (21353/23168) 181/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.228 | Acc: 92.170% (21472/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.227 | Acc: 92.183% (21593/23424) 183/391 [==============================>..................................] Step: 379ms | Tot: 1m7s | Loss: 0.227 | Acc: 92.200% (21715/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.227 | Acc: 92.192% (21831/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.227 | Acc: 92.179% (21946/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m8s | Loss: 0.227 | Acc: 92.208% (22071/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.227 | Acc: 92.200% (22187/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.227 | Acc: 92.192% (22303/24192) 189/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.227 | Acc: 92.196% (22422/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.227 | Acc: 92.212% (22544/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.227 | Acc: 92.200% (22659/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.227 | Acc: 92.204% (22778/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.227 | Acc: 92.196% (22894/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.227 | Acc: 92.179% (23008/24960) 195/391 [================================>................................] Step: 377ms | Tot: 1m11s | Loss: 0.227 | Acc: 92.168% (23123/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.227 | Acc: 92.172% (23242/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.227 | Acc: 92.180% (23362/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.226 | Acc: 92.203% (23486/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.226 | Acc: 92.199% (23603/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.227 | Acc: 92.195% (23720/25728) 201/391 [=================================>...............................] Step: 372ms | Tot: 1m13s | Loss: 0.227 | Acc: 92.199% (23839/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.227 | Acc: 92.184% (23953/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.227 | Acc: 92.176% (24069/26112) 204/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.227 | Acc: 92.153% (24181/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.227 | Acc: 92.146% (24297/26368) 206/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.228 | Acc: 92.142% (24414/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.228 | Acc: 92.146% (24533/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.228 | Acc: 92.158% (24654/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.228 | Acc: 92.158% (24772/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m17s | Loss: 0.228 | Acc: 92.139% (24885/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.228 | Acc: 92.132% (25001/27136) 212/391 [===================================>.............................] Step: 374ms | Tot: 1m17s | Loss: 0.228 | Acc: 92.132% (25119/27264) 213/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.228 | Acc: 92.136% (25238/27392) 214/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.227 | Acc: 92.155% (25361/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.228 | Acc: 92.151% (25478/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.228 | Acc: 92.130% (25590/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.229 | Acc: 92.119% (25705/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.229 | Acc: 92.113% (25821/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.229 | Acc: 92.088% (25932/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.229 | Acc: 92.085% (26049/28288) 221/391 [====================================>............................] Step: 408ms | Tot: 1m21s | Loss: 0.229 | Acc: 92.107% (26173/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.229 | Acc: 92.110% (26292/28544) 223/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.229 | Acc: 92.111% (26410/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.229 | Acc: 92.118% (26530/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.229 | Acc: 92.111% (26646/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.229 | Acc: 92.108% (26763/29056) 227/391 [=====================================>...........................] Step: 358ms | Tot: 1m23s | Loss: 0.229 | Acc: 92.102% (26879/29184) 228/391 [=====================================>...........................] Step: 373ms | Tot: 1m23s | Loss: 0.229 | Acc: 92.109% (26999/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.229 | Acc: 92.103% (27115/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.229 | Acc: 92.103% (27233/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.229 | Acc: 92.107% (27352/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.229 | Acc: 92.100% (27468/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.229 | Acc: 92.111% (27589/29952) 234/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.229 | Acc: 92.088% (27700/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.229 | Acc: 92.098% (27821/30208) 236/391 [=======================================>.........................] Step: 374ms | Tot: 1m26s | Loss: 0.229 | Acc: 92.079% (27933/30336) 237/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.229 | Acc: 92.079% (28051/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.229 | Acc: 92.089% (28172/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.229 | Acc: 92.087% (28289/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.229 | Acc: 92.087% (28407/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.228 | Acc: 92.091% (28526/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.228 | Acc: 92.088% (28643/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.228 | Acc: 92.091% (28762/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.229 | Acc: 92.082% (28877/31360) 245/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.229 | Acc: 92.080% (28994/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.228 | Acc: 92.089% (29115/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.229 | Acc: 92.084% (29231/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.229 | Acc: 92.078% (29347/31872) 249/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.229 | Acc: 92.069% (29462/32000) 250/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.229 | Acc: 92.072% (29581/32128) 251/391 [=========================================>.......................] Step: 371ms | Tot: 1m32s | Loss: 0.229 | Acc: 92.076% (29700/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.229 | Acc: 92.079% (29819/32384) 253/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.229 | Acc: 92.071% (29934/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.228 | Acc: 92.074% (30053/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.228 | Acc: 92.078% (30172/32768) 256/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.228 | Acc: 92.066% (30286/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.228 | Acc: 92.066% (30404/33024) 258/391 [==========================================>......................] Step: 369ms | Tot: 1m34s | Loss: 0.228 | Acc: 92.073% (30524/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.228 | Acc: 92.070% (30641/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.228 | Acc: 92.044% (30750/33408) 261/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.229 | Acc: 92.032% (30864/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.229 | Acc: 92.036% (30983/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.229 | Acc: 92.048% (31105/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.229 | Acc: 92.040% (31220/33920) 265/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.229 | Acc: 92.023% (31332/34048) 266/391 [============================================>....................] Step: 385ms | Tot: 1m37s | Loss: 0.229 | Acc: 92.015% (31447/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.229 | Acc: 92.007% (31562/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.230 | Acc: 91.984% (31672/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.230 | Acc: 91.991% (31792/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m39s | Loss: 0.229 | Acc: 92.009% (31916/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.229 | Acc: 92.009% (32034/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.229 | Acc: 91.996% (32147/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.229 | Acc: 91.996% (32265/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.229 | Acc: 92.000% (32384/35200) 275/391 [=============================================>...................] Step: 374ms | Tot: 1m41s | Loss: 0.229 | Acc: 92.001% (32502/35328) 276/391 [=============================================>...................] Step: 371ms | Tot: 1m41s | Loss: 0.230 | Acc: 91.996% (32618/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.230 | Acc: 91.991% (32734/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.229 | Acc: 92.000% (32855/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.230 | Acc: 92.006% (32975/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.230 | Acc: 91.996% (33089/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.230 | Acc: 92.007% (33211/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.230 | Acc: 92.000% (33326/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.229 | Acc: 92.000% (33444/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.229 | Acc: 92.007% (33564/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.229 | Acc: 92.013% (33684/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.229 | Acc: 92.013% (33802/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.229 | Acc: 92.008% (33918/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.229 | Acc: 92.001% (34033/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.230 | Acc: 91.988% (34146/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.230 | Acc: 91.986% (34263/37248) 291/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.229 | Acc: 92.000% (34386/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.229 | Acc: 92.004% (34505/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.229 | Acc: 92.004% (34623/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.229 | Acc: 91.997% (34738/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.230 | Acc: 91.982% (34850/37888) 296/391 [=================================================>...............] Step: 376ms | Tot: 1m48s | Loss: 0.230 | Acc: 91.980% (34967/38016) 297/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.230 | Acc: 91.986% (35087/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.229 | Acc: 91.986% (35205/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.230 | Acc: 91.977% (35319/38400) 300/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.229 | Acc: 91.980% (35438/38528) 301/391 [==================================================>..............] Step: 372ms | Tot: 1m50s | Loss: 0.230 | Acc: 91.968% (35551/38656) 302/391 [==================================================>..............] Step: 384ms | Tot: 1m50s | Loss: 0.230 | Acc: 91.966% (35668/38784) 303/391 [==================================================>..............] Step: 377ms | Tot: 1m51s | Loss: 0.230 | Acc: 91.961% (35784/38912) 304/391 [==================================================>..............] Step: 373ms | Tot: 1m51s | Loss: 0.230 | Acc: 91.960% (35901/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.230 | Acc: 91.953% (36016/39168) 306/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.230 | Acc: 91.961% (36137/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.230 | Acc: 91.947% (36249/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.230 | Acc: 91.942% (36365/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.230 | Acc: 91.923% (36475/39680) 310/391 [===================================================>.............] Step: 373ms | Tot: 1m53s | Loss: 0.230 | Acc: 91.921% (36592/39808) 311/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.230 | Acc: 91.925% (36711/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.230 | Acc: 91.923% (36828/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.230 | Acc: 91.914% (36942/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.231 | Acc: 91.900% (37054/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.231 | Acc: 91.888% (37167/40448) 316/391 [====================================================>............] Step: 375ms | Tot: 1m56s | Loss: 0.231 | Acc: 91.892% (37286/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.231 | Acc: 91.885% (37401/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.231 | Acc: 91.879% (37516/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.231 | Acc: 91.877% (37633/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.231 | Acc: 91.883% (37753/41088) 321/391 [=====================================================>...........] Step: 377ms | Tot: 1m57s | Loss: 0.231 | Acc: 91.891% (37874/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.231 | Acc: 91.883% (37988/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m58s | Loss: 0.231 | Acc: 91.884% (38106/41472) 324/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.231 | Acc: 91.889% (38226/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.231 | Acc: 91.883% (38341/41728) 326/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.231 | Acc: 91.877% (38456/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 2m89ms | Loss: 0.231 | Acc: 91.873% (38572/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 2m456ms | Loss: 0.231 | Acc: 91.869% (38688/42112) 329/391 [======================================================>..........] Step: 374ms | Tot: 2m830ms | Loss: 0.231 | Acc: 91.875% (38808/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 2m1s | Loss: 0.231 | Acc: 91.883% (38929/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.231 | Acc: 91.879% (39045/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.231 | Acc: 91.878% (39162/42624) 333/391 [=======================================================>.........] Step: 355ms | Tot: 2m2s | Loss: 0.231 | Acc: 91.879% (39280/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.231 | Acc: 91.887% (39401/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.231 | Acc: 91.888% (39519/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.231 | Acc: 91.884% (39635/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.231 | Acc: 91.878% (39750/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.232 | Acc: 91.869% (39864/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.231 | Acc: 91.877% (39985/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.232 | Acc: 91.876% (40102/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.232 | Acc: 91.875% (40219/43776) 342/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.232 | Acc: 91.878% (40338/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.231 | Acc: 91.885% (40459/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.231 | Acc: 91.891% (40579/44160) 345/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.231 | Acc: 91.883% (40693/44288) 346/391 [=========================================================>.......] Step: 374ms | Tot: 2m7s | Loss: 0.232 | Acc: 91.884% (40811/44416) 347/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.232 | Acc: 91.889% (40931/44544) 348/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.232 | Acc: 91.879% (41044/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.232 | Acc: 91.877% (41161/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.232 | Acc: 91.883% (41281/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.232 | Acc: 91.888% (41401/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.232 | Acc: 91.884% (41517/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.232 | Acc: 91.890% (41637/45312) 354/391 [==========================================================>......] Step: 371ms | Tot: 2m9s | Loss: 0.232 | Acc: 91.901% (41760/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.231 | Acc: 91.904% (41879/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.232 | Acc: 91.905% (41997/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.231 | Acc: 91.899% (42112/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.231 | Acc: 91.896% (42228/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.232 | Acc: 91.886% (42341/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m12s | Loss: 0.232 | Acc: 91.885% (42458/46208) 361/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.231 | Acc: 91.881% (42574/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.231 | Acc: 91.882% (42692/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.231 | Acc: 91.885% (42811/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.231 | Acc: 91.881% (42927/46720) 365/391 [============================================================>....] Step: 380ms | Tot: 2m13s | Loss: 0.231 | Acc: 91.889% (43048/46848) 366/391 [============================================================>....] Step: 375ms | Tot: 2m14s | Loss: 0.231 | Acc: 91.887% (43165/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.231 | Acc: 91.880% (43279/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.232 | Acc: 91.859% (43387/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.232 | Acc: 91.845% (43498/47360) 370/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.232 | Acc: 91.834% (43610/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.232 | Acc: 91.837% (43729/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.232 | Acc: 91.831% (43844/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.233 | Acc: 91.830% (43961/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.233 | Acc: 91.829% (44078/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.233 | Acc: 91.822% (44192/48128) 376/391 [==============================================================>..] Step: 373ms | Tot: 2m18s | Loss: 0.232 | Acc: 91.825% (44311/48256) 377/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.233 | Acc: 91.824% (44428/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.233 | Acc: 91.812% (44540/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.233 | Acc: 91.811% (44657/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.233 | Acc: 91.814% (44776/48768) 381/391 [===============================================================>.] Step: 385ms | Tot: 2m19s | Loss: 0.233 | Acc: 91.807% (44890/48896) 382/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.233 | Acc: 91.804% (45006/49024) 383/391 [===============================================================>.] Step: 373ms | Tot: 2m20s | Loss: 0.233 | Acc: 91.805% (45124/49152) 384/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.233 | Acc: 91.812% (45245/49280) 385/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.233 | Acc: 91.807% (45360/49408) 386/391 [================================================================>] Step: 373ms | Tot: 2m21s | Loss: 0.233 | Acc: 91.802% (45475/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.233 | Acc: 91.791% (45587/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.233 | Acc: 91.794% (45706/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.233 | Acc: 91.795% (45824/49920) 390/391 [================================================================>] Step: 337ms | Tot: 2m23s | Loss: 0.233 | Acc: 91.798% (45899/50000) 391/391 + [>................................................................] Step: 470ms | Tot: 3ms | Loss: 0.451 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 314ms | Tot: 318ms | Loss: 0.435 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 619ms | Loss: 0.440 | Acc: 84.333% (253/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 914ms | Loss: 0.416 | Acc: 85.250% (341/400) 4/100 [==>..............................................................] Step: 301ms | Tot: 1s216ms | Loss: 0.397 | Acc: 86.000% (430/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s512ms | Loss: 0.361 | Acc: 86.667% (520/600) 6/100 [===>.............................................................] Step: 306ms | Tot: 1s818ms | Loss: 0.344 | Acc: 87.143% (610/700) 7/100 [====>............................................................] Step: 310ms | Tot: 2s128ms | Loss: 0.341 | Acc: 87.375% (699/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s431ms | Loss: 0.351 | Acc: 87.000% (783/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s741ms | Loss: 0.357 | Acc: 87.200% (872/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s51ms | Loss: 0.358 | Acc: 87.182% (959/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s358ms | Loss: 0.374 | Acc: 87.000% (1044/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s660ms | Loss: 0.367 | Acc: 87.077% (1132/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s964ms | Loss: 0.369 | Acc: 87.143% (1220/1400) 14/100 [=========>.......................................................] Step: 308ms | Tot: 4s272ms | Loss: 0.360 | Acc: 87.267% (1309/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s577ms | Loss: 0.362 | Acc: 87.000% (1392/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s886ms | Loss: 0.357 | Acc: 87.294% (1484/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s199ms | Loss: 0.363 | Acc: 87.167% (1569/1800) 18/100 [===========>.....................................................] Step: 300ms | Tot: 5s500ms | Loss: 0.364 | Acc: 87.211% (1657/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s806ms | Loss: 0.370 | Acc: 87.100% (1742/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s116ms | Loss: 0.367 | Acc: 87.238% (1832/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s419ms | Loss: 0.367 | Acc: 87.227% (1919/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s722ms | Loss: 0.372 | Acc: 87.174% (2005/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 7s27ms | Loss: 0.376 | Acc: 87.083% (2090/2400) 24/100 [===============>.................................................] Step: 316ms | Tot: 7s344ms | Loss: 0.379 | Acc: 87.080% (2177/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s652ms | Loss: 0.383 | Acc: 87.038% (2263/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s963ms | Loss: 0.380 | Acc: 87.074% (2351/2700) 27/100 [=================>...............................................] Step: 314ms | Tot: 8s278ms | Loss: 0.378 | Acc: 87.250% (2443/2800) 28/100 [==================>..............................................] Step: 315ms | Tot: 8s594ms | Loss: 0.381 | Acc: 87.310% (2532/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s899ms | Loss: 0.381 | Acc: 87.233% (2617/3000) 30/100 [===================>.............................................] Step: 313ms | Tot: 9s212ms | Loss: 0.380 | Acc: 87.323% (2707/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s523ms | Loss: 0.380 | Acc: 87.312% (2794/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s825ms | Loss: 0.378 | Acc: 87.485% (2887/3300) 33/100 [=====================>...........................................] Step: 309ms | Tot: 10s135ms | Loss: 0.376 | Acc: 87.559% (2977/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s443ms | Loss: 0.379 | Acc: 87.486% (3062/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s752ms | Loss: 0.376 | Acc: 87.611% (3154/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s58ms | Loss: 0.379 | Acc: 87.541% (3239/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s367ms | Loss: 0.378 | Acc: 87.500% (3325/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s676ms | Loss: 0.377 | Acc: 87.590% (3416/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s983ms | Loss: 0.374 | Acc: 87.675% (3507/4000) 40/100 [==========================>......................................] Step: 311ms | Tot: 12s295ms | Loss: 0.378 | Acc: 87.585% (3591/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s599ms | Loss: 0.380 | Acc: 87.548% (3677/4200) 42/100 [===========================>.....................................] Step: 299ms | Tot: 12s899ms | Loss: 0.378 | Acc: 87.651% (3769/4300) 43/100 [===========================>.....................................] Step: 315ms | Tot: 13s215ms | Loss: 0.376 | Acc: 87.659% (3857/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s518ms | Loss: 0.375 | Acc: 87.689% (3946/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s821ms | Loss: 0.375 | Acc: 87.630% (4031/4600) 46/100 [=============================>...................................] Step: 313ms | Tot: 14s135ms | Loss: 0.374 | Acc: 87.617% (4118/4700) 47/100 [==============================>..................................] Step: 325ms | Tot: 14s460ms | Loss: 0.376 | Acc: 87.625% (4206/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s763ms | Loss: 0.370 | Acc: 87.796% (4302/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 15s69ms | Loss: 0.370 | Acc: 87.820% (4391/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s376ms | Loss: 0.370 | Acc: 87.824% (4479/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s685ms | Loss: 0.370 | Acc: 87.731% (4562/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s988ms | Loss: 0.371 | Acc: 87.679% (4647/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s295ms | Loss: 0.370 | Acc: 87.704% (4736/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s599ms | Loss: 0.370 | Acc: 87.709% (4824/5500) 55/100 [===================================>.............................] Step: 300ms | Tot: 16s899ms | Loss: 0.370 | Acc: 87.714% (4912/5600) 56/100 [====================================>............................] Step: 314ms | Tot: 17s214ms | Loss: 0.369 | Acc: 87.737% (5001/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s517ms | Loss: 0.366 | Acc: 87.810% (5093/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s819ms | Loss: 0.366 | Acc: 87.847% (5183/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 18s133ms | Loss: 0.369 | Acc: 87.750% (5265/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s437ms | Loss: 0.368 | Acc: 87.803% (5356/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s746ms | Loss: 0.369 | Acc: 87.823% (5445/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s57ms | Loss: 0.368 | Acc: 87.841% (5534/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s364ms | Loss: 0.366 | Acc: 87.875% (5624/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s675ms | Loss: 0.367 | Acc: 87.908% (5714/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s978ms | Loss: 0.368 | Acc: 87.879% (5800/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s285ms | Loss: 0.366 | Acc: 87.970% (5894/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s594ms | Loss: 0.367 | Acc: 87.971% (5982/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s896ms | Loss: 0.368 | Acc: 88.000% (6072/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s203ms | Loss: 0.369 | Acc: 87.957% (6157/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s506ms | Loss: 0.371 | Acc: 87.915% (6242/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s811ms | Loss: 0.372 | Acc: 87.889% (6328/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s124ms | Loss: 0.370 | Acc: 87.945% (6420/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s425ms | Loss: 0.369 | Acc: 87.986% (6511/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s736ms | Loss: 0.369 | Acc: 88.000% (6600/7500) 75/100 [================================================>................] Step: 303ms | Tot: 23s39ms | Loss: 0.370 | Acc: 87.934% (6683/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s344ms | Loss: 0.371 | Acc: 87.922% (6770/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s655ms | Loss: 0.370 | Acc: 87.949% (6860/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 23s958ms | Loss: 0.370 | Acc: 87.962% (6949/7900) 79/100 [===================================================>.............] Step: 315ms | Tot: 24s274ms | Loss: 0.368 | Acc: 88.000% (7040/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s582ms | Loss: 0.369 | Acc: 87.988% (7127/8100) 81/100 [====================================================>............] Step: 302ms | Tot: 24s884ms | Loss: 0.367 | Acc: 88.037% (7219/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s197ms | Loss: 0.367 | Acc: 88.024% (7306/8300) 83/100 [=====================================================>...........] Step: 300ms | Tot: 25s497ms | Loss: 0.367 | Acc: 88.024% (7394/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s806ms | Loss: 0.368 | Acc: 87.988% (7479/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s117ms | Loss: 0.369 | Acc: 87.965% (7565/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s429ms | Loss: 0.369 | Acc: 87.966% (7653/8700) 87/100 [========================================================>........] Step: 319ms | Tot: 26s748ms | Loss: 0.369 | Acc: 87.943% (7739/8800) 88/100 [=========================================================>.......] Step: 308ms | Tot: 27s57ms | Loss: 0.369 | Acc: 87.944% (7827/8900) 89/100 [=========================================================>.......] Step: 314ms | Tot: 27s372ms | Loss: 0.369 | Acc: 87.967% (7917/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s682ms | Loss: 0.367 | Acc: 88.000% (8008/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s984ms | Loss: 0.366 | Acc: 88.022% (8098/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s296ms | Loss: 0.367 | Acc: 87.989% (8183/9300) 93/100 [============================================================>....] Step: 325ms | Tot: 28s621ms | Loss: 0.367 | Acc: 88.000% (8272/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s930ms | Loss: 0.366 | Acc: 88.011% (8361/9500) 95/100 [=============================================================>...] Step: 313ms | Tot: 29s243ms | Loss: 0.366 | Acc: 88.010% (8449/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s552ms | Loss: 0.365 | Acc: 88.041% (8540/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 29s858ms | Loss: 0.366 | Acc: 88.041% (8628/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s167ms | Loss: 0.367 | Acc: 87.980% (8710/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s476ms | Loss: 0.367 | Acc: 87.980% (8798/10000) 100/100 + +Epoch: 134 + [>................................................................] Step: 629ms | Tot: 2ms | Loss: 0.223 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 383ms | Tot: 386ms | Loss: 0.254 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 400ms | Tot: 786ms | Loss: 0.251 | Acc: 91.146% (350/384) 3/391 [>................................................................] Step: 381ms | Tot: 1s167ms | Loss: 0.232 | Acc: 92.188% (472/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s535ms | Loss: 0.250 | Acc: 91.406% (585/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s902ms | Loss: 0.254 | Acc: 91.016% (699/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s270ms | Loss: 0.244 | Acc: 91.629% (821/896) 7/391 [=>...............................................................] Step: 375ms | Tot: 2s645ms | Loss: 0.230 | Acc: 92.285% (945/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 3s14ms | Loss: 0.246 | Acc: 91.493% (1054/1152) 9/391 [=>...............................................................] Step: 357ms | Tot: 3s371ms | Loss: 0.250 | Acc: 91.328% (1169/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s733ms | Loss: 0.248 | Acc: 91.406% (1287/1408) 11/391 [=>...............................................................] Step: 375ms | Tot: 4s109ms | Loss: 0.244 | Acc: 91.536% (1406/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s474ms | Loss: 0.237 | Acc: 91.767% (1527/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s835ms | Loss: 0.241 | Acc: 91.797% (1645/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s201ms | Loss: 0.237 | Acc: 91.823% (1763/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s561ms | Loss: 0.233 | Acc: 91.992% (1884/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s928ms | Loss: 0.231 | Acc: 92.050% (2003/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s292ms | Loss: 0.230 | Acc: 91.970% (2119/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s656ms | Loss: 0.228 | Acc: 91.982% (2237/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 7s18ms | Loss: 0.227 | Acc: 92.031% (2356/2560) 20/391 [===>.............................................................] Step: 364ms | Tot: 7s382ms | Loss: 0.227 | Acc: 92.076% (2475/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s743ms | Loss: 0.226 | Acc: 92.081% (2593/2816) 22/391 [===>.............................................................] Step: 376ms | Tot: 8s119ms | Loss: 0.230 | Acc: 91.984% (2708/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s478ms | Loss: 0.232 | Acc: 92.025% (2827/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s842ms | Loss: 0.233 | Acc: 92.094% (2947/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s210ms | Loss: 0.234 | Acc: 92.067% (3064/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s568ms | Loss: 0.236 | Acc: 91.898% (3176/3456) 27/391 [====>............................................................] Step: 354ms | Tot: 9s923ms | Loss: 0.239 | Acc: 91.797% (3290/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s286ms | Loss: 0.240 | Acc: 91.864% (3410/3712) 29/391 [====>............................................................] Step: 369ms | Tot: 10s655ms | Loss: 0.239 | Acc: 91.849% (3527/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s19ms | Loss: 0.239 | Acc: 91.809% (3643/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s376ms | Loss: 0.238 | Acc: 91.870% (3763/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s735ms | Loss: 0.239 | Acc: 91.832% (3879/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s100ms | Loss: 0.239 | Acc: 91.797% (3995/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s463ms | Loss: 0.239 | Acc: 91.808% (4113/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s819ms | Loss: 0.237 | Acc: 91.884% (4234/4608) 36/391 [=====>...........................................................] Step: 369ms | Tot: 13s189ms | Loss: 0.237 | Acc: 91.829% (4349/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s552ms | Loss: 0.235 | Acc: 91.879% (4469/4864) 38/391 [======>..........................................................] Step: 363ms | Tot: 13s916ms | Loss: 0.235 | Acc: 91.867% (4586/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 14s284ms | Loss: 0.236 | Acc: 91.836% (4702/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s648ms | Loss: 0.238 | Acc: 91.730% (4814/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s11ms | Loss: 0.236 | Acc: 91.797% (4935/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s371ms | Loss: 0.235 | Acc: 91.770% (5051/5504) 43/391 [=======>.........................................................] Step: 364ms | Tot: 15s736ms | Loss: 0.234 | Acc: 91.797% (5170/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s98ms | Loss: 0.233 | Acc: 91.858% (5291/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s457ms | Loss: 0.234 | Acc: 91.797% (5405/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s813ms | Loss: 0.233 | Acc: 91.822% (5524/6016) 47/391 [=======>.........................................................] Step: 377ms | Tot: 17s191ms | Loss: 0.231 | Acc: 91.895% (5646/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s557ms | Loss: 0.231 | Acc: 91.885% (5763/6272) 49/391 [========>........................................................] Step: 357ms | Tot: 17s914ms | Loss: 0.230 | Acc: 91.938% (5884/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s279ms | Loss: 0.229 | Acc: 91.988% (6005/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s641ms | Loss: 0.228 | Acc: 92.037% (6126/6656) 52/391 [========>........................................................] Step: 375ms | Tot: 19s16ms | Loss: 0.227 | Acc: 92.025% (6243/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s380ms | Loss: 0.226 | Acc: 92.043% (6362/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s747ms | Loss: 0.226 | Acc: 92.031% (6479/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s110ms | Loss: 0.225 | Acc: 92.090% (6601/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s476ms | Loss: 0.223 | Acc: 92.146% (6723/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s842ms | Loss: 0.223 | Acc: 92.147% (6841/7424) 58/391 [=========>.......................................................] Step: 374ms | Tot: 21s217ms | Loss: 0.224 | Acc: 92.174% (6961/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s587ms | Loss: 0.226 | Acc: 92.148% (7077/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s950ms | Loss: 0.225 | Acc: 92.149% (7195/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s314ms | Loss: 0.226 | Acc: 92.112% (7310/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s677ms | Loss: 0.224 | Acc: 92.150% (7431/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s44ms | Loss: 0.225 | Acc: 92.090% (7544/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s412ms | Loss: 0.225 | Acc: 92.103% (7663/8320) 65/391 [==========>......................................................] Step: 370ms | Tot: 23s782ms | Loss: 0.225 | Acc: 92.105% (7781/8448) 66/391 [==========>......................................................] Step: 370ms | Tot: 24s153ms | Loss: 0.225 | Acc: 92.141% (7902/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s515ms | Loss: 0.224 | Acc: 92.130% (8019/8704) 68/391 [===========>.....................................................] Step: 366ms | Tot: 24s882ms | Loss: 0.224 | Acc: 92.142% (8138/8832) 69/391 [===========>.....................................................] Step: 370ms | Tot: 25s252ms | Loss: 0.225 | Acc: 92.076% (8250/8960) 70/391 [===========>.....................................................] Step: 369ms | Tot: 25s622ms | Loss: 0.225 | Acc: 92.077% (8368/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s991ms | Loss: 0.224 | Acc: 92.090% (8487/9216) 72/391 [===========>.....................................................] Step: 394ms | Tot: 26s385ms | Loss: 0.225 | Acc: 92.070% (8603/9344) 73/391 [============>....................................................] Step: 386ms | Tot: 26s772ms | Loss: 0.224 | Acc: 92.103% (8724/9472) 74/391 [============>....................................................] Step: 379ms | Tot: 27s151ms | Loss: 0.225 | Acc: 92.104% (8842/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s518ms | Loss: 0.224 | Acc: 92.136% (8963/9728) 76/391 [============>....................................................] Step: 366ms | Tot: 27s884ms | Loss: 0.224 | Acc: 92.147% (9082/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s258ms | Loss: 0.223 | Acc: 92.198% (9205/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s622ms | Loss: 0.223 | Acc: 92.188% (9322/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s985ms | Loss: 0.223 | Acc: 92.158% (9437/10240) 80/391 [=============>...................................................] Step: 367ms | Tot: 29s352ms | Loss: 0.223 | Acc: 92.139% (9553/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s720ms | Loss: 0.223 | Acc: 92.159% (9673/10496) 82/391 [=============>...................................................] Step: 372ms | Tot: 30s93ms | Loss: 0.223 | Acc: 92.140% (9789/10624) 83/391 [=============>...................................................] Step: 373ms | Tot: 30s466ms | Loss: 0.223 | Acc: 92.122% (9905/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 30s838ms | Loss: 0.222 | Acc: 92.178% (10029/10880) 85/391 [==============>..................................................] Step: 373ms | Tot: 31s212ms | Loss: 0.222 | Acc: 92.197% (10149/11008) 86/391 [==============>..................................................] Step: 373ms | Tot: 31s585ms | Loss: 0.222 | Acc: 92.188% (10266/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s949ms | Loss: 0.221 | Acc: 92.205% (10386/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s315ms | Loss: 0.223 | Acc: 92.152% (10498/11392) 89/391 [==============>..................................................] Step: 375ms | Tot: 32s690ms | Loss: 0.223 | Acc: 92.127% (10613/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 33s61ms | Loss: 0.223 | Acc: 92.127% (10731/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s422ms | Loss: 0.223 | Acc: 92.154% (10852/11776) 92/391 [===============>.................................................] Step: 370ms | Tot: 33s793ms | Loss: 0.223 | Acc: 92.171% (10972/11904) 93/391 [===============>.................................................] Step: 370ms | Tot: 34s163ms | Loss: 0.224 | Acc: 92.138% (11086/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s526ms | Loss: 0.225 | Acc: 92.122% (11202/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s888ms | Loss: 0.224 | Acc: 92.139% (11322/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s253ms | Loss: 0.224 | Acc: 92.131% (11439/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s621ms | Loss: 0.224 | Acc: 92.140% (11558/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s992ms | Loss: 0.224 | Acc: 92.132% (11675/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s354ms | Loss: 0.224 | Acc: 92.125% (11792/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s717ms | Loss: 0.223 | Acc: 92.172% (11916/12928) 101/391 [================>................................................] Step: 380ms | Tot: 37s97ms | Loss: 0.223 | Acc: 92.157% (12032/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s461ms | Loss: 0.223 | Acc: 92.172% (12152/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s826ms | Loss: 0.222 | Acc: 92.195% (12273/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 38s198ms | Loss: 0.222 | Acc: 92.210% (12393/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 38s559ms | Loss: 0.222 | Acc: 92.202% (12510/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s922ms | Loss: 0.221 | Acc: 92.217% (12630/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s290ms | Loss: 0.222 | Acc: 92.231% (12750/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 39s647ms | Loss: 0.222 | Acc: 92.245% (12870/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 40s11ms | Loss: 0.221 | Acc: 92.287% (12994/14080) 110/391 [==================>..............................................] Step: 378ms | Tot: 40s390ms | Loss: 0.220 | Acc: 92.307% (13115/14208) 111/391 [==================>..............................................] Step: 357ms | Tot: 40s747ms | Loss: 0.220 | Acc: 92.299% (13232/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s116ms | Loss: 0.219 | Acc: 92.340% (13356/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s478ms | Loss: 0.220 | Acc: 92.318% (13471/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 41s844ms | Loss: 0.220 | Acc: 92.344% (13593/14720) 115/391 [===================>.............................................] Step: 373ms | Tot: 42s217ms | Loss: 0.220 | Acc: 92.336% (13710/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 42s583ms | Loss: 0.220 | Acc: 92.334% (13828/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s941ms | Loss: 0.220 | Acc: 92.313% (13943/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s310ms | Loss: 0.220 | Acc: 92.306% (14060/15232) 119/391 [===================>.............................................] Step: 378ms | Tot: 43s689ms | Loss: 0.220 | Acc: 92.298% (14177/15360) 120/391 [===================>.............................................] Step: 375ms | Tot: 44s64ms | Loss: 0.221 | Acc: 92.259% (14289/15488) 121/391 [====================>............................................] Step: 369ms | Tot: 44s434ms | Loss: 0.221 | Acc: 92.271% (14409/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s791ms | Loss: 0.222 | Acc: 92.251% (14524/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 45s160ms | Loss: 0.222 | Acc: 92.244% (14641/15872) 124/391 [====================>............................................] Step: 371ms | Tot: 45s531ms | Loss: 0.221 | Acc: 92.250% (14760/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s890ms | Loss: 0.221 | Acc: 92.268% (14881/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s260ms | Loss: 0.221 | Acc: 92.280% (15001/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s626ms | Loss: 0.221 | Acc: 92.279% (15119/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 46s998ms | Loss: 0.222 | Acc: 92.242% (15231/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s359ms | Loss: 0.222 | Acc: 92.242% (15349/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s725ms | Loss: 0.222 | Acc: 92.253% (15469/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 48s98ms | Loss: 0.223 | Acc: 92.223% (15582/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 48s462ms | Loss: 0.223 | Acc: 92.229% (15701/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s826ms | Loss: 0.223 | Acc: 92.222% (15818/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s192ms | Loss: 0.223 | Acc: 92.222% (15936/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 49s559ms | Loss: 0.224 | Acc: 92.188% (16048/17408) 136/391 [======================>..........................................] Step: 367ms | Tot: 49s927ms | Loss: 0.224 | Acc: 92.193% (16167/17536) 137/391 [======================>..........................................] Step: 377ms | Tot: 50s304ms | Loss: 0.223 | Acc: 92.233% (16292/17664) 138/391 [======================>..........................................] Step: 367ms | Tot: 50s672ms | Loss: 0.223 | Acc: 92.249% (16413/17792) 139/391 [=======================>.........................................] Step: 367ms | Tot: 51s39ms | Loss: 0.223 | Acc: 92.249% (16531/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s403ms | Loss: 0.223 | Acc: 92.243% (16648/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s769ms | Loss: 0.223 | Acc: 92.254% (16768/18176) 142/391 [=======================>.........................................] Step: 370ms | Tot: 52s140ms | Loss: 0.222 | Acc: 92.275% (16890/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s505ms | Loss: 0.222 | Acc: 92.269% (17007/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 52s862ms | Loss: 0.222 | Acc: 92.268% (17125/18560) 145/391 [========================>........................................] Step: 373ms | Tot: 53s235ms | Loss: 0.223 | Acc: 92.214% (17233/18688) 146/391 [========================>........................................] Step: 372ms | Tot: 53s608ms | Loss: 0.223 | Acc: 92.214% (17351/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s970ms | Loss: 0.223 | Acc: 92.214% (17469/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s339ms | Loss: 0.223 | Acc: 92.198% (17584/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s702ms | Loss: 0.222 | Acc: 92.208% (17704/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 55s67ms | Loss: 0.223 | Acc: 92.188% (17818/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 55s430ms | Loss: 0.223 | Acc: 92.198% (17938/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s793ms | Loss: 0.223 | Acc: 92.213% (18059/19584) 153/391 [=========================>.......................................] Step: 380ms | Tot: 56s174ms | Loss: 0.222 | Acc: 92.218% (18178/19712) 154/391 [=========================>.......................................] Step: 395ms | Tot: 56s570ms | Loss: 0.222 | Acc: 92.218% (18296/19840) 155/391 [=========================>.......................................] Step: 376ms | Tot: 56s946ms | Loss: 0.222 | Acc: 92.213% (18413/19968) 156/391 [=========================>.......................................] Step: 370ms | Tot: 57s316ms | Loss: 0.222 | Acc: 92.237% (18536/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s679ms | Loss: 0.222 | Acc: 92.232% (18653/20224) 158/391 [==========================>......................................] Step: 361ms | Tot: 58s40ms | Loss: 0.222 | Acc: 92.217% (18768/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s398ms | Loss: 0.222 | Acc: 92.227% (18888/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s762ms | Loss: 0.222 | Acc: 92.231% (19007/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 59s131ms | Loss: 0.222 | Acc: 92.216% (19122/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 59s494ms | Loss: 0.223 | Acc: 92.207% (19238/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s855ms | Loss: 0.223 | Acc: 92.221% (19359/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 1m224ms | Loss: 0.223 | Acc: 92.211% (19475/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m585ms | Loss: 0.223 | Acc: 92.216% (19594/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m944ms | Loss: 0.224 | Acc: 92.216% (19712/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.224 | Acc: 92.211% (19829/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.224 | Acc: 92.201% (19945/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.224 | Acc: 92.178% (20058/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.224 | Acc: 92.197% (20180/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.224 | Acc: 92.201% (20299/22016) 172/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.224 | Acc: 92.197% (20416/22144) 173/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.224 | Acc: 92.201% (20535/22272) 174/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.225 | Acc: 92.196% (20652/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.225 | Acc: 92.205% (20772/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.225 | Acc: 92.205% (20890/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.224 | Acc: 92.209% (21009/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.224 | Acc: 92.222% (21130/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.224 | Acc: 92.231% (21250/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.224 | Acc: 92.231% (21368/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.224 | Acc: 92.239% (21488/23296) 182/391 [==============================>..................................] Step: 376ms | Tot: 1m6s | Loss: 0.224 | Acc: 92.239% (21606/23424) 183/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.224 | Acc: 92.234% (21723/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.225 | Acc: 92.204% (21834/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.225 | Acc: 92.188% (21948/23808) 186/391 [==============================>..................................] Step: 366ms | Tot: 1m8s | Loss: 0.225 | Acc: 92.179% (22064/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.225 | Acc: 92.175% (22181/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.226 | Acc: 92.163% (22296/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.226 | Acc: 92.155% (22412/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.226 | Acc: 92.147% (22528/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.226 | Acc: 92.135% (22643/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.226 | Acc: 92.139% (22762/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.226 | Acc: 92.123% (22876/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.227 | Acc: 92.115% (22992/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.227 | Acc: 92.084% (23102/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.227 | Acc: 92.084% (23220/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.228 | Acc: 92.073% (23335/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.227 | Acc: 92.078% (23454/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.227 | Acc: 92.086% (23574/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.227 | Acc: 92.063% (23686/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.228 | Acc: 92.052% (23801/25856) 202/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.227 | Acc: 92.057% (23920/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.227 | Acc: 92.073% (24042/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.227 | Acc: 92.088% (24164/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.227 | Acc: 92.078% (24279/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.227 | Acc: 92.071% (24395/26496) 207/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.227 | Acc: 92.075% (24514/26624) 208/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.227 | Acc: 92.087% (24635/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.227 | Acc: 92.087% (24753/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.227 | Acc: 92.084% (24870/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.227 | Acc: 92.088% (24989/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.227 | Acc: 92.077% (25104/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.227 | Acc: 92.071% (25220/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.228 | Acc: 92.075% (25339/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.227 | Acc: 92.086% (25460/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m19s | Loss: 0.227 | Acc: 92.083% (25577/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.228 | Acc: 92.073% (25692/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.228 | Acc: 92.059% (25806/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.228 | Acc: 92.063% (25925/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.228 | Acc: 92.067% (26044/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.227 | Acc: 92.071% (26163/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.228 | Acc: 92.068% (26280/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.228 | Acc: 92.055% (26394/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.227 | Acc: 92.059% (26513/28800) 225/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.228 | Acc: 92.028% (26622/28928) 226/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.228 | Acc: 92.033% (26741/29056) 227/391 [=====================================>...........................] Step: 373ms | Tot: 1m23s | Loss: 0.227 | Acc: 92.054% (26865/29184) 228/391 [=====================================>...........................] Step: 363ms | Tot: 1m23s | Loss: 0.227 | Acc: 92.078% (26990/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.226 | Acc: 92.096% (27113/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.227 | Acc: 92.083% (27227/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.227 | Acc: 92.083% (27345/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.227 | Acc: 92.084% (27463/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.227 | Acc: 92.084% (27581/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.227 | Acc: 92.068% (27694/30080) 235/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.227 | Acc: 92.078% (27815/30208) 236/391 [=======================================>.........................] Step: 384ms | Tot: 1m26s | Loss: 0.227 | Acc: 92.082% (27934/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.227 | Acc: 92.076% (28050/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.228 | Acc: 92.063% (28164/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.228 | Acc: 92.038% (28274/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.228 | Acc: 92.035% (28391/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.228 | Acc: 92.039% (28510/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.228 | Acc: 92.046% (28630/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.228 | Acc: 92.047% (28748/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.228 | Acc: 92.047% (28866/31360) 245/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.228 | Acc: 92.051% (28985/31488) 246/391 [========================================>........................] Step: 376ms | Tot: 1m30s | Loss: 0.227 | Acc: 92.048% (29102/31616) 247/391 [=========================================>.......................] Step: 372ms | Tot: 1m30s | Loss: 0.228 | Acc: 92.043% (29218/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.228 | Acc: 92.046% (29337/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.228 | Acc: 92.053% (29457/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.227 | Acc: 92.063% (29578/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.228 | Acc: 92.051% (29692/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.228 | Acc: 92.045% (29808/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.228 | Acc: 92.043% (29925/32512) 254/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.228 | Acc: 92.034% (30040/32640) 255/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.228 | Acc: 92.047% (30162/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.228 | Acc: 92.042% (30278/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.228 | Acc: 92.045% (30397/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.228 | Acc: 92.034% (30511/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.228 | Acc: 92.019% (30624/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.228 | Acc: 92.023% (30743/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.229 | Acc: 92.009% (30856/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.229 | Acc: 92.024% (30979/33664) 263/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.229 | Acc: 92.019% (31095/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.229 | Acc: 92.011% (31210/33920) 265/391 [============================================>....................] Step: 373ms | Tot: 1m37s | Loss: 0.229 | Acc: 92.017% (31330/34048) 266/391 [============================================>....................] Step: 373ms | Tot: 1m37s | Loss: 0.229 | Acc: 92.024% (31450/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.228 | Acc: 92.033% (31571/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.228 | Acc: 92.031% (31688/34432) 269/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.229 | Acc: 92.031% (31806/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.229 | Acc: 92.023% (31921/34688) 271/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.229 | Acc: 92.024% (32039/34816) 272/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.229 | Acc: 92.016% (32154/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.229 | Acc: 92.022% (32274/35072) 274/391 [=============================================>...................] Step: 355ms | Tot: 1m40s | Loss: 0.229 | Acc: 92.017% (32390/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.229 | Acc: 92.023% (32510/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.229 | Acc: 92.010% (32623/35456) 277/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.229 | Acc: 92.008% (32740/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.229 | Acc: 92.000% (32855/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.230 | Acc: 91.995% (32971/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.230 | Acc: 91.982% (33084/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.230 | Acc: 91.991% (33205/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.230 | Acc: 91.986% (33321/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.230 | Acc: 91.987% (33439/36352) 284/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.230 | Acc: 91.996% (33560/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.230 | Acc: 91.991% (33676/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.230 | Acc: 91.992% (33794/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.230 | Acc: 91.992% (33912/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.230 | Acc: 91.996% (34031/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.230 | Acc: 91.996% (34149/37120) 290/391 [================================================>................] Step: 373ms | Tot: 1m46s | Loss: 0.230 | Acc: 92.000% (34268/37248) 291/391 [================================================>................] Step: 377ms | Tot: 1m46s | Loss: 0.230 | Acc: 92.006% (34388/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.231 | Acc: 91.993% (34501/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.230 | Acc: 91.999% (34621/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.231 | Acc: 91.986% (34734/37760) 295/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.231 | Acc: 91.984% (34851/37888) 296/391 [=================================================>...............] Step: 379ms | Tot: 1m48s | Loss: 0.230 | Acc: 91.995% (34973/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.231 | Acc: 91.978% (35084/38144) 298/391 [=================================================>...............] Step: 369ms | Tot: 1m49s | Loss: 0.231 | Acc: 91.971% (35199/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.231 | Acc: 91.961% (35313/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.231 | Acc: 91.959% (35430/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.231 | Acc: 91.968% (35551/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.231 | Acc: 91.968% (35669/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.231 | Acc: 91.964% (35785/38912) 304/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.231 | Acc: 91.977% (35908/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.231 | Acc: 91.981% (36027/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.231 | Acc: 91.976% (36143/39296) 307/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.231 | Acc: 91.969% (36258/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.231 | Acc: 91.975% (36378/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.231 | Acc: 91.973% (36495/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.231 | Acc: 91.964% (36609/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.231 | Acc: 91.965% (36727/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.231 | Acc: 91.963% (36844/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.231 | Acc: 91.966% (36963/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.231 | Acc: 91.964% (37080/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.231 | Acc: 91.960% (37196/40448) 316/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.231 | Acc: 91.953% (37311/40576) 317/391 [====================================================>............] Step: 378ms | Tot: 1m56s | Loss: 0.232 | Acc: 91.947% (37426/40704) 318/391 [====================================================>............] Step: 409ms | Tot: 1m56s | Loss: 0.231 | Acc: 91.947% (37544/40832) 319/391 [=====================================================>...........] Step: 380ms | Tot: 1m56s | Loss: 0.232 | Acc: 91.943% (37660/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.232 | Acc: 91.934% (37774/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.232 | Acc: 91.930% (37890/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.232 | Acc: 91.941% (38012/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.231 | Acc: 91.951% (38134/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.232 | Acc: 91.945% (38249/41600) 325/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.232 | Acc: 91.941% (38365/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.232 | Acc: 91.937% (38481/41856) 327/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.232 | Acc: 91.933% (38597/41984) 328/391 [======================================================>..........] Step: 368ms | Tot: 2m182ms | Loss: 0.232 | Acc: 91.938% (38717/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 2m541ms | Loss: 0.232 | Acc: 91.941% (38836/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 2m899ms | Loss: 0.232 | Acc: 91.928% (38948/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.232 | Acc: 91.919% (39062/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.232 | Acc: 91.911% (39176/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.232 | Acc: 91.919% (39297/42752) 334/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.232 | Acc: 91.917% (39414/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.232 | Acc: 91.920% (39533/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m3s | Loss: 0.233 | Acc: 91.916% (39649/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.233 | Acc: 91.922% (39769/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.232 | Acc: 91.927% (39889/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.233 | Acc: 91.923% (40005/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.233 | Acc: 91.929% (40125/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.232 | Acc: 91.939% (40247/43776) 342/391 [========================================================>........] Step: 372ms | Tot: 2m5s | Loss: 0.233 | Acc: 91.937% (40364/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.232 | Acc: 91.942% (40484/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.233 | Acc: 91.936% (40599/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.233 | Acc: 91.928% (40713/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.233 | Acc: 91.915% (40825/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.233 | Acc: 91.911% (40941/44544) 348/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.233 | Acc: 91.912% (41059/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.233 | Acc: 91.920% (41180/44800) 350/391 [==========================================================>......] Step: 376ms | Tot: 2m8s | Loss: 0.234 | Acc: 91.916% (41296/44928) 351/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.234 | Acc: 91.912% (41412/45056) 352/391 [==========================================================>......] Step: 376ms | Tot: 2m8s | Loss: 0.234 | Acc: 91.902% (41525/45184) 353/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.234 | Acc: 91.905% (41644/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.234 | Acc: 91.912% (41765/45440) 355/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.234 | Acc: 91.896% (41875/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.234 | Acc: 91.894% (41992/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.234 | Acc: 91.893% (42109/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.234 | Acc: 91.881% (42221/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.234 | Acc: 91.895% (42345/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.234 | Acc: 91.880% (42456/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.234 | Acc: 91.888% (42577/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.234 | Acc: 91.890% (42696/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.234 | Acc: 91.878% (42808/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.234 | Acc: 91.888% (42930/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.235 | Acc: 91.874% (43041/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m14s | Loss: 0.235 | Acc: 91.868% (43156/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.235 | Acc: 91.869% (43274/47104) 368/391 [=============================================================>...] Step: 376ms | Tot: 2m14s | Loss: 0.234 | Acc: 91.878% (43396/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.235 | Acc: 91.875% (43512/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.235 | Acc: 91.859% (43622/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.235 | Acc: 91.845% (43733/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.235 | Acc: 91.848% (43852/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.235 | Acc: 91.845% (43968/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.235 | Acc: 91.840% (44083/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.235 | Acc: 91.841% (44201/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.235 | Acc: 91.841% (44319/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.235 | Acc: 91.836% (44434/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.235 | Acc: 91.831% (44549/48512) 379/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.235 | Acc: 91.840% (44671/48640) 380/391 [===============================================================>.] Step: 374ms | Tot: 2m19s | Loss: 0.235 | Acc: 91.827% (44782/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.235 | Acc: 91.823% (44898/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.235 | Acc: 91.828% (45018/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.235 | Acc: 91.819% (45131/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.235 | Acc: 91.816% (45247/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.236 | Acc: 91.803% (45358/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m21s | Loss: 0.236 | Acc: 91.798% (45473/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.236 | Acc: 91.803% (45593/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.236 | Acc: 91.804% (45711/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.236 | Acc: 91.803% (45828/49920) 390/391 [================================================================>] Step: 342ms | Tot: 2m22s | Loss: 0.236 | Acc: 91.796% (45898/50000) 391/391 + [>................................................................] Step: 465ms | Tot: 2ms | Loss: 0.403 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 317ms | Tot: 320ms | Loss: 0.431 | Acc: 84.500% (169/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 614ms | Loss: 0.425 | Acc: 84.667% (254/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 917ms | Loss: 0.407 | Acc: 85.250% (341/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s212ms | Loss: 0.375 | Acc: 86.600% (433/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s508ms | Loss: 0.340 | Acc: 87.500% (525/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s812ms | Loss: 0.330 | Acc: 88.143% (617/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s118ms | Loss: 0.334 | Acc: 87.875% (703/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s427ms | Loss: 0.354 | Acc: 87.778% (790/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s732ms | Loss: 0.352 | Acc: 87.700% (877/1000) 10/100 [======>..........................................................] Step: 338ms | Tot: 3s70ms | Loss: 0.361 | Acc: 87.636% (964/1100) 11/100 [=======>.........................................................] Step: 349ms | Tot: 3s420ms | Loss: 0.375 | Acc: 87.583% (1051/1200) 12/100 [=======>.........................................................] Step: 317ms | Tot: 3s738ms | Loss: 0.366 | Acc: 88.000% (1144/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 4s42ms | Loss: 0.363 | Acc: 88.143% (1234/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s347ms | Loss: 0.356 | Acc: 88.200% (1323/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s655ms | Loss: 0.365 | Acc: 87.750% (1404/1600) 16/100 [==========>......................................................] Step: 315ms | Tot: 4s971ms | Loss: 0.360 | Acc: 87.941% (1495/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s280ms | Loss: 0.367 | Acc: 87.667% (1578/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s584ms | Loss: 0.363 | Acc: 87.947% (1671/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s897ms | Loss: 0.366 | Acc: 87.850% (1757/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s201ms | Loss: 0.366 | Acc: 87.762% (1843/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s511ms | Loss: 0.367 | Acc: 87.727% (1930/2200) 22/100 [==============>..................................................] Step: 315ms | Tot: 6s827ms | Loss: 0.375 | Acc: 87.522% (2013/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 7s131ms | Loss: 0.375 | Acc: 87.458% (2099/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s445ms | Loss: 0.377 | Acc: 87.560% (2189/2500) 25/100 [================>................................................] Step: 322ms | Tot: 7s767ms | Loss: 0.377 | Acc: 87.500% (2275/2600) 26/100 [================>................................................] Step: 315ms | Tot: 8s83ms | Loss: 0.373 | Acc: 87.444% (2361/2700) 27/100 [=================>...............................................] Step: 313ms | Tot: 8s396ms | Loss: 0.372 | Acc: 87.607% (2453/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s705ms | Loss: 0.373 | Acc: 87.724% (2544/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 9s15ms | Loss: 0.372 | Acc: 87.700% (2631/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s322ms | Loss: 0.372 | Acc: 87.774% (2721/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s628ms | Loss: 0.374 | Acc: 87.688% (2806/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s939ms | Loss: 0.373 | Acc: 87.727% (2895/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s243ms | Loss: 0.371 | Acc: 87.706% (2982/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s548ms | Loss: 0.376 | Acc: 87.543% (3064/3500) 35/100 [======================>..........................................] Step: 315ms | Tot: 10s864ms | Loss: 0.375 | Acc: 87.667% (3156/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 11s169ms | Loss: 0.376 | Acc: 87.622% (3242/3700) 37/100 [========================>........................................] Step: 306ms | Tot: 11s475ms | Loss: 0.378 | Acc: 87.553% (3327/3800) 38/100 [========================>........................................] Step: 313ms | Tot: 11s789ms | Loss: 0.376 | Acc: 87.564% (3415/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 12s93ms | Loss: 0.375 | Acc: 87.600% (3504/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s407ms | Loss: 0.376 | Acc: 87.537% (3589/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s714ms | Loss: 0.378 | Acc: 87.548% (3677/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 13s17ms | Loss: 0.377 | Acc: 87.628% (3768/4300) 43/100 [===========================>.....................................] Step: 314ms | Tot: 13s332ms | Loss: 0.376 | Acc: 87.682% (3858/4400) 44/100 [============================>....................................] Step: 312ms | Tot: 13s645ms | Loss: 0.376 | Acc: 87.667% (3945/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s958ms | Loss: 0.376 | Acc: 87.696% (4034/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 14s265ms | Loss: 0.377 | Acc: 87.702% (4122/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s572ms | Loss: 0.380 | Acc: 87.667% (4208/4800) 48/100 [===============================>.................................] Step: 313ms | Tot: 14s886ms | Loss: 0.376 | Acc: 87.776% (4301/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 15s190ms | Loss: 0.379 | Acc: 87.740% (4387/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s498ms | Loss: 0.380 | Acc: 87.725% (4474/5100) 51/100 [=================================>...............................] Step: 317ms | Tot: 15s816ms | Loss: 0.380 | Acc: 87.692% (4560/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 16s115ms | Loss: 0.378 | Acc: 87.755% (4651/5300) 53/100 [==================================>..............................] Step: 303ms | Tot: 16s419ms | Loss: 0.377 | Acc: 87.815% (4742/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s724ms | Loss: 0.375 | Acc: 87.855% (4832/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 17s30ms | Loss: 0.376 | Acc: 87.875% (4921/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s336ms | Loss: 0.376 | Acc: 87.895% (5010/5700) 57/100 [=====================================>...........................] Step: 343ms | Tot: 17s679ms | Loss: 0.374 | Acc: 87.931% (5100/5800) 58/100 [=====================================>...........................] Step: 345ms | Tot: 18s24ms | Loss: 0.374 | Acc: 87.864% (5184/5900) 59/100 [======================================>..........................] Step: 319ms | Tot: 18s343ms | Loss: 0.374 | Acc: 87.867% (5272/6000) 60/100 [=======================================>.........................] Step: 311ms | Tot: 18s654ms | Loss: 0.374 | Acc: 87.852% (5359/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s963ms | Loss: 0.373 | Acc: 87.855% (5447/6200) 62/100 [========================================>........................] Step: 316ms | Tot: 19s280ms | Loss: 0.372 | Acc: 87.889% (5537/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s582ms | Loss: 0.369 | Acc: 87.984% (5631/6400) 64/100 [=========================================>.......................] Step: 313ms | Tot: 19s895ms | Loss: 0.372 | Acc: 87.938% (5716/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 20s202ms | Loss: 0.374 | Acc: 87.864% (5799/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s504ms | Loss: 0.372 | Acc: 87.940% (5892/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s814ms | Loss: 0.373 | Acc: 87.941% (5980/6800) 68/100 [============================================>....................] Step: 297ms | Tot: 21s111ms | Loss: 0.372 | Acc: 87.971% (6070/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s416ms | Loss: 0.372 | Acc: 87.971% (6158/7000) 70/100 [=============================================>...................] Step: 318ms | Tot: 21s734ms | Loss: 0.373 | Acc: 87.958% (6245/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 22s40ms | Loss: 0.375 | Acc: 87.917% (6330/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s346ms | Loss: 0.373 | Acc: 87.932% (6419/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s652ms | Loss: 0.371 | Acc: 87.973% (6510/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s965ms | Loss: 0.375 | Acc: 87.853% (6589/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s277ms | Loss: 0.374 | Acc: 87.895% (6680/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s579ms | Loss: 0.376 | Acc: 87.831% (6763/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s890ms | Loss: 0.376 | Acc: 87.885% (6855/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 24s194ms | Loss: 0.376 | Acc: 87.886% (6943/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s494ms | Loss: 0.376 | Acc: 87.862% (7029/8000) 80/100 [====================================================>............] Step: 318ms | Tot: 24s813ms | Loss: 0.374 | Acc: 87.889% (7119/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 25s125ms | Loss: 0.375 | Acc: 87.817% (7201/8200) 82/100 [=====================================================>...........] Step: 318ms | Tot: 25s444ms | Loss: 0.376 | Acc: 87.783% (7286/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s752ms | Loss: 0.375 | Acc: 87.786% (7374/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 26s53ms | Loss: 0.376 | Acc: 87.753% (7459/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s361ms | Loss: 0.378 | Acc: 87.698% (7542/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s666ms | Loss: 0.376 | Acc: 87.724% (7632/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s971ms | Loss: 0.378 | Acc: 87.693% (7717/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 27s276ms | Loss: 0.378 | Acc: 87.685% (7804/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s581ms | Loss: 0.378 | Acc: 87.689% (7892/9000) 90/100 [==========================================================>......] Step: 315ms | Tot: 27s897ms | Loss: 0.377 | Acc: 87.681% (7979/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 28s203ms | Loss: 0.375 | Acc: 87.750% (8073/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s503ms | Loss: 0.376 | Acc: 87.731% (8159/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s808ms | Loss: 0.376 | Acc: 87.755% (8249/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 29s110ms | Loss: 0.374 | Acc: 87.779% (8339/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s418ms | Loss: 0.374 | Acc: 87.771% (8426/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s721ms | Loss: 0.373 | Acc: 87.794% (8516/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 30s27ms | Loss: 0.373 | Acc: 87.806% (8605/9800) 98/100 [===============================================================>.] Step: 302ms | Tot: 30s329ms | Loss: 0.374 | Acc: 87.758% (8688/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s636ms | Loss: 0.373 | Acc: 87.780% (8778/10000) 100/100 + +Epoch: 135 + [>................................................................] Step: 602ms | Tot: 2ms | Loss: 0.248 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 387ms | Tot: 389ms | Loss: 0.205 | Acc: 92.578% (237/256) 2/391 [>................................................................] Step: 388ms | Tot: 778ms | Loss: 0.223 | Acc: 91.667% (352/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s149ms | Loss: 0.223 | Acc: 91.211% (467/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s518ms | Loss: 0.218 | Acc: 91.719% (587/640) 5/391 [>................................................................] Step: 403ms | Tot: 1s921ms | Loss: 0.228 | Acc: 91.406% (702/768) 6/391 [>................................................................] Step: 398ms | Tot: 2s320ms | Loss: 0.228 | Acc: 91.295% (818/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s686ms | Loss: 0.215 | Acc: 91.895% (941/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 3s58ms | Loss: 0.214 | Acc: 92.014% (1060/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s423ms | Loss: 0.233 | Acc: 91.328% (1169/1280) 10/391 [=>...............................................................] Step: 360ms | Tot: 3s784ms | Loss: 0.246 | Acc: 91.122% (1283/1408) 11/391 [=>...............................................................] Step: 355ms | Tot: 4s140ms | Loss: 0.243 | Acc: 91.341% (1403/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s502ms | Loss: 0.246 | Acc: 91.346% (1520/1664) 13/391 [==>..............................................................] Step: 353ms | Tot: 4s856ms | Loss: 0.243 | Acc: 91.406% (1638/1792) 14/391 [==>..............................................................] Step: 354ms | Tot: 5s210ms | Loss: 0.239 | Acc: 91.615% (1759/1920) 15/391 [==>..............................................................] Step: 350ms | Tot: 5s560ms | Loss: 0.237 | Acc: 91.699% (1878/2048) 16/391 [==>..............................................................] Step: 350ms | Tot: 5s910ms | Loss: 0.233 | Acc: 91.774% (1997/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s276ms | Loss: 0.233 | Acc: 91.753% (2114/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s633ms | Loss: 0.233 | Acc: 91.735% (2231/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 6s992ms | Loss: 0.235 | Acc: 91.641% (2346/2560) 20/391 [===>.............................................................] Step: 350ms | Tot: 7s343ms | Loss: 0.232 | Acc: 91.704% (2465/2688) 21/391 [===>.............................................................] Step: 372ms | Tot: 7s715ms | Loss: 0.228 | Acc: 91.868% (2587/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 8s72ms | Loss: 0.229 | Acc: 91.848% (2704/2944) 23/391 [===>.............................................................] Step: 349ms | Tot: 8s422ms | Loss: 0.225 | Acc: 91.927% (2824/3072) 24/391 [===>.............................................................] Step: 355ms | Tot: 8s777ms | Loss: 0.230 | Acc: 91.688% (2934/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s137ms | Loss: 0.228 | Acc: 91.767% (3054/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s502ms | Loss: 0.227 | Acc: 91.840% (3174/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s863ms | Loss: 0.228 | Acc: 91.769% (3289/3584) 28/391 [====>............................................................] Step: 361ms | Tot: 10s224ms | Loss: 0.228 | Acc: 91.756% (3406/3712) 29/391 [====>............................................................] Step: 356ms | Tot: 10s581ms | Loss: 0.227 | Acc: 91.771% (3524/3840) 30/391 [====>............................................................] Step: 351ms | Tot: 10s932ms | Loss: 0.227 | Acc: 91.809% (3643/3968) 31/391 [=====>...........................................................] Step: 355ms | Tot: 11s288ms | Loss: 0.226 | Acc: 91.846% (3762/4096) 32/391 [=====>...........................................................] Step: 355ms | Tot: 11s644ms | Loss: 0.226 | Acc: 91.927% (3883/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 12s | Loss: 0.228 | Acc: 91.820% (3996/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s365ms | Loss: 0.229 | Acc: 91.763% (4111/4480) 35/391 [=====>...........................................................] Step: 372ms | Tot: 12s737ms | Loss: 0.231 | Acc: 91.732% (4227/4608) 36/391 [=====>...........................................................] Step: 393ms | Tot: 13s131ms | Loss: 0.232 | Acc: 91.681% (4342/4736) 37/391 [======>..........................................................] Step: 391ms | Tot: 13s522ms | Loss: 0.232 | Acc: 91.694% (4460/4864) 38/391 [======>..........................................................] Step: 393ms | Tot: 13s915ms | Loss: 0.231 | Acc: 91.807% (4583/4992) 39/391 [======>..........................................................] Step: 382ms | Tot: 14s297ms | Loss: 0.229 | Acc: 91.953% (4708/5120) 40/391 [======>..........................................................] Step: 393ms | Tot: 14s690ms | Loss: 0.229 | Acc: 91.959% (4826/5248) 41/391 [======>..........................................................] Step: 385ms | Tot: 15s76ms | Loss: 0.227 | Acc: 92.057% (4949/5376) 42/391 [======>..........................................................] Step: 390ms | Tot: 15s466ms | Loss: 0.226 | Acc: 92.060% (5067/5504) 43/391 [=======>.........................................................] Step: 376ms | Tot: 15s842ms | Loss: 0.226 | Acc: 92.081% (5186/5632) 44/391 [=======>.........................................................] Step: 411ms | Tot: 16s253ms | Loss: 0.225 | Acc: 92.118% (5306/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s618ms | Loss: 0.225 | Acc: 92.086% (5422/5888) 46/391 [=======>.........................................................] Step: 350ms | Tot: 16s969ms | Loss: 0.224 | Acc: 92.104% (5541/6016) 47/391 [=======>.........................................................] Step: 352ms | Tot: 17s322ms | Loss: 0.225 | Acc: 92.074% (5657/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s688ms | Loss: 0.226 | Acc: 92.060% (5774/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 18s46ms | Loss: 0.226 | Acc: 92.062% (5892/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 18s402ms | Loss: 0.226 | Acc: 92.065% (6010/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s762ms | Loss: 0.227 | Acc: 91.977% (6122/6656) 52/391 [========>........................................................] Step: 352ms | Tot: 19s115ms | Loss: 0.227 | Acc: 92.011% (6242/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s474ms | Loss: 0.226 | Acc: 92.014% (6360/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s835ms | Loss: 0.226 | Acc: 92.060% (6481/7040) 55/391 [=========>.......................................................] Step: 356ms | Tot: 20s192ms | Loss: 0.225 | Acc: 92.076% (6600/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s549ms | Loss: 0.225 | Acc: 92.092% (6719/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s909ms | Loss: 0.224 | Acc: 92.134% (6840/7424) 58/391 [=========>.......................................................] Step: 355ms | Tot: 21s265ms | Loss: 0.224 | Acc: 92.174% (6961/7552) 59/391 [=========>.......................................................] Step: 354ms | Tot: 21s620ms | Loss: 0.224 | Acc: 92.135% (7076/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 21s988ms | Loss: 0.226 | Acc: 92.072% (7189/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s346ms | Loss: 0.227 | Acc: 92.036% (7304/7936) 62/391 [==========>......................................................] Step: 403ms | Tot: 22s750ms | Loss: 0.227 | Acc: 92.063% (7424/8064) 63/391 [==========>......................................................] Step: 390ms | Tot: 23s141ms | Loss: 0.226 | Acc: 92.078% (7543/8192) 64/391 [==========>......................................................] Step: 394ms | Tot: 23s536ms | Loss: 0.226 | Acc: 92.067% (7660/8320) 65/391 [==========>......................................................] Step: 389ms | Tot: 23s925ms | Loss: 0.227 | Acc: 91.974% (7770/8448) 66/391 [==========>......................................................] Step: 393ms | Tot: 24s318ms | Loss: 0.228 | Acc: 91.954% (7886/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s686ms | Loss: 0.227 | Acc: 92.015% (8009/8704) 68/391 [===========>.....................................................] Step: 380ms | Tot: 25s66ms | Loss: 0.227 | Acc: 92.018% (8127/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s430ms | Loss: 0.226 | Acc: 92.042% (8247/8960) 70/391 [===========>.....................................................] Step: 389ms | Tot: 25s819ms | Loss: 0.224 | Acc: 92.099% (8370/9088) 71/391 [===========>.....................................................] Step: 386ms | Tot: 26s205ms | Loss: 0.223 | Acc: 92.144% (8492/9216) 72/391 [===========>.....................................................] Step: 402ms | Tot: 26s608ms | Loss: 0.222 | Acc: 92.209% (8616/9344) 73/391 [============>....................................................] Step: 381ms | Tot: 26s989ms | Loss: 0.221 | Acc: 92.261% (8739/9472) 74/391 [============>....................................................] Step: 390ms | Tot: 27s380ms | Loss: 0.221 | Acc: 92.250% (8856/9600) 75/391 [============>....................................................] Step: 382ms | Tot: 27s763ms | Loss: 0.220 | Acc: 92.249% (8974/9728) 76/391 [============>....................................................] Step: 365ms | Tot: 28s128ms | Loss: 0.220 | Acc: 92.269% (9094/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s501ms | Loss: 0.220 | Acc: 92.238% (9209/9984) 78/391 [============>....................................................] Step: 379ms | Tot: 28s881ms | Loss: 0.220 | Acc: 92.277% (9331/10112) 79/391 [=============>...................................................] Step: 396ms | Tot: 29s278ms | Loss: 0.220 | Acc: 92.275% (9449/10240) 80/391 [=============>...................................................] Step: 399ms | Tot: 29s677ms | Loss: 0.219 | Acc: 92.294% (9569/10368) 81/391 [=============>...................................................] Step: 397ms | Tot: 30s74ms | Loss: 0.218 | Acc: 92.349% (9693/10496) 82/391 [=============>...................................................] Step: 397ms | Tot: 30s471ms | Loss: 0.218 | Acc: 92.338% (9810/10624) 83/391 [=============>...................................................] Step: 393ms | Tot: 30s865ms | Loss: 0.218 | Acc: 92.336% (9928/10752) 84/391 [=============>...................................................] Step: 397ms | Tot: 31s263ms | Loss: 0.218 | Acc: 92.344% (10047/10880) 85/391 [==============>..................................................] Step: 382ms | Tot: 31s645ms | Loss: 0.217 | Acc: 92.378% (10169/11008) 86/391 [==============>..................................................] Step: 413ms | Tot: 32s58ms | Loss: 0.217 | Acc: 92.385% (10288/11136) 87/391 [==============>..................................................] Step: 377ms | Tot: 32s436ms | Loss: 0.217 | Acc: 92.374% (10405/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s797ms | Loss: 0.218 | Acc: 92.363% (10522/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 33s169ms | Loss: 0.219 | Acc: 92.326% (10636/11520) 90/391 [==============>..................................................] Step: 375ms | Tot: 33s544ms | Loss: 0.218 | Acc: 92.359% (10758/11648) 91/391 [===============>.................................................] Step: 387ms | Tot: 33s932ms | Loss: 0.218 | Acc: 92.340% (10874/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 34s291ms | Loss: 0.219 | Acc: 92.297% (10987/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 34s654ms | Loss: 0.218 | Acc: 92.312% (11107/12032) 94/391 [===============>.................................................] Step: 394ms | Tot: 35s48ms | Loss: 0.218 | Acc: 92.319% (11226/12160) 95/391 [===============>.................................................] Step: 389ms | Tot: 35s438ms | Loss: 0.218 | Acc: 92.334% (11346/12288) 96/391 [===============>.................................................] Step: 373ms | Tot: 35s812ms | Loss: 0.217 | Acc: 92.357% (11467/12416) 97/391 [================>................................................] Step: 368ms | Tot: 36s180ms | Loss: 0.218 | Acc: 92.299% (11578/12544) 98/391 [================>................................................] Step: 378ms | Tot: 36s559ms | Loss: 0.218 | Acc: 92.314% (11698/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s919ms | Loss: 0.217 | Acc: 92.320% (11817/12800) 100/391 [================>................................................] Step: 358ms | Tot: 37s278ms | Loss: 0.217 | Acc: 92.350% (11939/12928) 101/391 [================>................................................] Step: 368ms | Tot: 37s647ms | Loss: 0.216 | Acc: 92.387% (12062/13056) 102/391 [================>................................................] Step: 356ms | Tot: 38s3ms | Loss: 0.215 | Acc: 92.407% (12183/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 38s365ms | Loss: 0.215 | Acc: 92.435% (12305/13312) 104/391 [=================>...............................................] Step: 369ms | Tot: 38s734ms | Loss: 0.215 | Acc: 92.426% (12422/13440) 105/391 [=================>...............................................] Step: 362ms | Tot: 39s97ms | Loss: 0.215 | Acc: 92.416% (12539/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 39s459ms | Loss: 0.216 | Acc: 92.414% (12657/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s823ms | Loss: 0.215 | Acc: 92.433% (12778/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 40s180ms | Loss: 0.215 | Acc: 92.410% (12893/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 40s541ms | Loss: 0.215 | Acc: 92.408% (13011/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s908ms | Loss: 0.215 | Acc: 92.448% (13135/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 41s275ms | Loss: 0.215 | Acc: 92.446% (13253/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 41s642ms | Loss: 0.215 | Acc: 92.450% (13372/14464) 113/391 [==================>..............................................] Step: 355ms | Tot: 41s997ms | Loss: 0.215 | Acc: 92.455% (13491/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 42s354ms | Loss: 0.215 | Acc: 92.466% (13611/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s719ms | Loss: 0.216 | Acc: 92.464% (13729/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 43s87ms | Loss: 0.216 | Acc: 92.455% (13846/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 43s451ms | Loss: 0.216 | Acc: 92.452% (13964/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 43s812ms | Loss: 0.215 | Acc: 92.470% (14085/15232) 119/391 [===================>.............................................] Step: 353ms | Tot: 44s165ms | Loss: 0.216 | Acc: 92.474% (14204/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 44s524ms | Loss: 0.216 | Acc: 92.472% (14322/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s891ms | Loss: 0.216 | Acc: 92.482% (14442/15616) 122/391 [====================>............................................] Step: 359ms | Tot: 45s251ms | Loss: 0.216 | Acc: 92.486% (14561/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 45s615ms | Loss: 0.216 | Acc: 92.484% (14679/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 45s970ms | Loss: 0.215 | Acc: 92.506% (14801/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 46s334ms | Loss: 0.215 | Acc: 92.485% (14916/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 46s700ms | Loss: 0.215 | Acc: 92.495% (15036/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 47s55ms | Loss: 0.216 | Acc: 92.468% (15150/16384) 128/391 [=====================>...........................................] Step: 362ms | Tot: 47s417ms | Loss: 0.216 | Acc: 92.478% (15270/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s780ms | Loss: 0.217 | Acc: 92.434% (15381/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 48s138ms | Loss: 0.218 | Acc: 92.390% (15492/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 48s499ms | Loss: 0.219 | Acc: 92.389% (15610/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s865ms | Loss: 0.219 | Acc: 92.381% (15727/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 49s229ms | Loss: 0.219 | Acc: 92.374% (15844/17152) 134/391 [======================>..........................................] Step: 372ms | Tot: 49s602ms | Loss: 0.219 | Acc: 92.390% (15965/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s964ms | Loss: 0.218 | Acc: 92.412% (16087/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 50s321ms | Loss: 0.219 | Acc: 92.381% (16200/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 50s687ms | Loss: 0.219 | Acc: 92.380% (16318/17664) 138/391 [======================>..........................................] Step: 377ms | Tot: 51s64ms | Loss: 0.219 | Acc: 92.367% (16434/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s427ms | Loss: 0.218 | Acc: 92.388% (16556/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 51s798ms | Loss: 0.218 | Acc: 92.398% (16676/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 52s159ms | Loss: 0.218 | Acc: 92.375% (16790/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 52s525ms | Loss: 0.218 | Acc: 92.373% (16908/18304) 143/391 [=======================>.........................................] Step: 377ms | Tot: 52s903ms | Loss: 0.218 | Acc: 92.372% (17026/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 53s266ms | Loss: 0.218 | Acc: 92.360% (17142/18560) 145/391 [========================>........................................] Step: 372ms | Tot: 53s638ms | Loss: 0.218 | Acc: 92.359% (17260/18688) 146/391 [========================>........................................] Step: 354ms | Tot: 53s993ms | Loss: 0.218 | Acc: 92.363% (17379/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 54s353ms | Loss: 0.218 | Acc: 92.346% (17494/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 54s717ms | Loss: 0.218 | Acc: 92.361% (17615/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 55s79ms | Loss: 0.218 | Acc: 92.365% (17734/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 55s438ms | Loss: 0.218 | Acc: 92.379% (17855/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s799ms | Loss: 0.218 | Acc: 92.373% (17972/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 56s162ms | Loss: 0.218 | Acc: 92.387% (18093/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 56s522ms | Loss: 0.218 | Acc: 92.375% (18209/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s881ms | Loss: 0.218 | Acc: 92.394% (18331/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 57s243ms | Loss: 0.218 | Acc: 92.408% (18452/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 57s607ms | Loss: 0.218 | Acc: 92.377% (18564/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s966ms | Loss: 0.219 | Acc: 92.370% (18681/20224) 158/391 [==========================>......................................] Step: 355ms | Tot: 58s322ms | Loss: 0.219 | Acc: 92.364% (18798/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s685ms | Loss: 0.219 | Acc: 92.354% (18914/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 59s47ms | Loss: 0.219 | Acc: 92.357% (19033/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 59s412ms | Loss: 0.219 | Acc: 92.371% (19154/20736) 162/391 [==========================>......................................] Step: 372ms | Tot: 59s785ms | Loss: 0.219 | Acc: 92.346% (19267/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 1m144ms | Loss: 0.219 | Acc: 92.359% (19388/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 1m504ms | Loss: 0.219 | Acc: 92.363% (19507/21120) 165/391 [===========================>.....................................] Step: 371ms | Tot: 1m876ms | Loss: 0.219 | Acc: 92.366% (19626/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.219 | Acc: 92.370% (19745/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.219 | Acc: 92.397% (19869/21504) 168/391 [===========================>.....................................] Step: 409ms | Tot: 1m2s | Loss: 0.218 | Acc: 92.414% (19991/21632) 169/391 [============================>....................................] Step: 385ms | Tot: 1m2s | Loss: 0.218 | Acc: 92.408% (20108/21760) 170/391 [============================>....................................] Step: 378ms | Tot: 1m2s | Loss: 0.218 | Acc: 92.411% (20227/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.218 | Acc: 92.415% (20346/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.219 | Acc: 92.377% (20456/22144) 173/391 [============================>....................................] Step: 356ms | Tot: 1m3s | Loss: 0.219 | Acc: 92.367% (20572/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m4s | Loss: 0.219 | Acc: 92.366% (20690/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.219 | Acc: 92.383% (20812/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.219 | Acc: 92.364% (20926/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.220 | Acc: 92.346% (21040/22784) 178/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.219 | Acc: 92.362% (21162/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m6s | Loss: 0.220 | Acc: 92.352% (21278/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m6s | Loss: 0.220 | Acc: 92.343% (21394/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.220 | Acc: 92.351% (21514/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.220 | Acc: 92.354% (21633/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.220 | Acc: 92.345% (21749/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.220 | Acc: 92.352% (21869/23680) 185/391 [==============================>..................................] Step: 356ms | Tot: 1m8s | Loss: 0.220 | Acc: 92.343% (21985/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.220 | Acc: 92.350% (22105/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.220 | Acc: 92.354% (22224/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.220 | Acc: 92.353% (22342/24192) 189/391 [===============================>.................................] Step: 376ms | Tot: 1m9s | Loss: 0.220 | Acc: 92.356% (22461/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m10s | Loss: 0.220 | Acc: 92.331% (22573/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.220 | Acc: 92.342% (22694/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m10s | Loss: 0.219 | Acc: 92.345% (22813/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.219 | Acc: 92.361% (22935/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.219 | Acc: 92.364% (23054/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.219 | Acc: 92.359% (23171/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.219 | Acc: 92.350% (23287/25216) 197/391 [================================>................................] Step: 372ms | Tot: 1m12s | Loss: 0.220 | Acc: 92.318% (23397/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.220 | Acc: 92.297% (23510/25472) 199/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.220 | Acc: 92.301% (23629/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.220 | Acc: 92.300% (23747/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.220 | Acc: 92.296% (23864/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.221 | Acc: 92.268% (23975/25984) 203/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.221 | Acc: 92.245% (24087/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m15s | Loss: 0.221 | Acc: 92.248% (24206/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.222 | Acc: 92.218% (24316/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.222 | Acc: 92.225% (24436/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.222 | Acc: 92.236% (24557/26624) 208/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.222 | Acc: 92.225% (24672/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.222 | Acc: 92.214% (24787/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m17s | Loss: 0.222 | Acc: 92.232% (24910/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.221 | Acc: 92.239% (25030/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.222 | Acc: 92.235% (25147/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.222 | Acc: 92.235% (25265/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.222 | Acc: 92.227% (25381/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.222 | Acc: 92.235% (25501/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m19s | Loss: 0.222 | Acc: 92.231% (25618/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.222 | Acc: 92.227% (25735/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.222 | Acc: 92.245% (25858/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.222 | Acc: 92.255% (25979/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.222 | Acc: 92.262% (26099/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.221 | Acc: 92.268% (26219/28416) 222/391 [====================================>............................] Step: 372ms | Tot: 1m21s | Loss: 0.222 | Acc: 92.261% (26335/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.222 | Acc: 92.261% (26453/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.221 | Acc: 92.278% (26576/28800) 225/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.221 | Acc: 92.288% (26697/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.222 | Acc: 92.274% (26811/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.222 | Acc: 92.266% (26927/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.222 | Acc: 92.273% (27047/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.222 | Acc: 92.272% (27165/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.222 | Acc: 92.279% (27285/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.222 | Acc: 92.282% (27404/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.221 | Acc: 92.295% (27526/29824) 233/391 [======================================>..........................] Step: 377ms | Tot: 1m25s | Loss: 0.221 | Acc: 92.301% (27646/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m26s | Loss: 0.221 | Acc: 92.301% (27764/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.222 | Acc: 92.297% (27881/30208) 236/391 [=======================================>.........................] Step: 381ms | Tot: 1m26s | Loss: 0.221 | Acc: 92.313% (28004/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.221 | Acc: 92.312% (28122/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.222 | Acc: 92.302% (28237/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.221 | Acc: 92.301% (28355/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m28s | Loss: 0.221 | Acc: 92.298% (28472/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.222 | Acc: 92.284% (28586/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.222 | Acc: 92.287% (28705/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.221 | Acc: 92.303% (28828/31232) 244/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.221 | Acc: 92.312% (28949/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m30s | Loss: 0.221 | Acc: 92.302% (29064/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.221 | Acc: 92.308% (29184/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.221 | Acc: 92.320% (29306/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.221 | Acc: 92.332% (29428/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.221 | Acc: 92.312% (29540/32000) 250/391 [=========================================>.......................] Step: 395ms | Tot: 1m31s | Loss: 0.221 | Acc: 92.306% (29656/32128) 251/391 [=========================================>.......................] Step: 386ms | Tot: 1m32s | Loss: 0.221 | Acc: 92.305% (29774/32256) 252/391 [=========================================>.......................] Step: 369ms | Tot: 1m32s | Loss: 0.221 | Acc: 92.302% (29891/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.222 | Acc: 92.304% (30010/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.222 | Acc: 92.292% (30124/32640) 255/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.222 | Acc: 92.279% (30238/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.222 | Acc: 92.267% (30352/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.222 | Acc: 92.266% (30470/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.222 | Acc: 92.254% (30584/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.223 | Acc: 92.239% (30697/33280) 260/391 [===========================================>.....................] Step: 375ms | Tot: 1m35s | Loss: 0.223 | Acc: 92.229% (30812/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.223 | Acc: 92.220% (30927/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.223 | Acc: 92.217% (31044/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m36s | Loss: 0.223 | Acc: 92.226% (31165/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m37s | Loss: 0.223 | Acc: 92.223% (31282/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.224 | Acc: 92.220% (31399/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.223 | Acc: 92.226% (31519/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.224 | Acc: 92.217% (31634/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.224 | Acc: 92.208% (31749/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.224 | Acc: 92.199% (31864/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m39s | Loss: 0.224 | Acc: 92.190% (31979/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.224 | Acc: 92.196% (32099/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.224 | Acc: 92.208% (32221/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.224 | Acc: 92.199% (32336/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.224 | Acc: 92.196% (32453/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.224 | Acc: 92.190% (32569/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m41s | Loss: 0.224 | Acc: 92.190% (32687/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.224 | Acc: 92.176% (32800/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.224 | Acc: 92.182% (32920/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.223 | Acc: 92.188% (33040/35840) 280/391 [==============================================>..................] Step: 355ms | Tot: 1m42s | Loss: 0.223 | Acc: 92.179% (33155/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m43s | Loss: 0.224 | Acc: 92.171% (33270/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.224 | Acc: 92.168% (33387/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.224 | Acc: 92.143% (33496/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.224 | Acc: 92.141% (33613/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.224 | Acc: 92.147% (33733/36608) 286/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.224 | Acc: 92.155% (33854/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.224 | Acc: 92.171% (33978/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.224 | Acc: 92.158% (34091/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.224 | Acc: 92.155% (34208/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.224 | Acc: 92.142% (34321/37248) 291/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.224 | Acc: 92.137% (34437/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.224 | Acc: 92.142% (34557/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.224 | Acc: 92.132% (34671/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.224 | Acc: 92.137% (34791/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.224 | Acc: 92.145% (34912/37888) 296/391 [=================================================>...............] Step: 375ms | Tot: 1m48s | Loss: 0.224 | Acc: 92.143% (35029/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.225 | Acc: 92.138% (35145/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.225 | Acc: 92.138% (35263/38272) 299/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.225 | Acc: 92.135% (35380/38400) 300/391 [=================================================>...............] Step: 372ms | Tot: 1m50s | Loss: 0.225 | Acc: 92.128% (35495/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.225 | Acc: 92.131% (35614/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.225 | Acc: 92.136% (35734/38784) 303/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.225 | Acc: 92.139% (35853/38912) 304/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.225 | Acc: 92.147% (35974/39040) 305/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.225 | Acc: 92.136% (36088/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m52s | Loss: 0.225 | Acc: 92.142% (36208/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.225 | Acc: 92.139% (36325/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.225 | Acc: 92.147% (36446/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.225 | Acc: 92.147% (36564/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.225 | Acc: 92.137% (36678/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m54s | Loss: 0.225 | Acc: 92.137% (36796/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m54s | Loss: 0.225 | Acc: 92.145% (36917/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.225 | Acc: 92.155% (37039/40192) 314/391 [====================================================>............] Step: 375ms | Tot: 1m55s | Loss: 0.225 | Acc: 92.150% (37155/40320) 315/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.224 | Acc: 92.160% (37277/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.224 | Acc: 92.165% (37397/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.224 | Acc: 92.178% (37520/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.224 | Acc: 92.178% (37638/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.224 | Acc: 92.175% (37755/40960) 320/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.224 | Acc: 92.161% (37867/41088) 321/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.224 | Acc: 92.163% (37986/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.225 | Acc: 92.156% (38101/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.225 | Acc: 92.156% (38219/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.224 | Acc: 92.166% (38341/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.224 | Acc: 92.164% (38458/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.224 | Acc: 92.161% (38575/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 2m25ms | Loss: 0.225 | Acc: 92.157% (38691/41984) 328/391 [======================================================>..........] Step: 365ms | Tot: 2m390ms | Loss: 0.225 | Acc: 92.154% (38808/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 2m757ms | Loss: 0.225 | Acc: 92.140% (38920/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m1s | Loss: 0.224 | Acc: 92.150% (39042/42368) 331/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.224 | Acc: 92.150% (39160/42496) 332/391 [=======================================================>.........] Step: 416ms | Tot: 2m1s | Loss: 0.224 | Acc: 92.150% (39278/42624) 333/391 [=======================================================>.........] Step: 394ms | Tot: 2m2s | Loss: 0.225 | Acc: 92.143% (39393/42752) 334/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.224 | Acc: 92.153% (39515/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m3s | Loss: 0.224 | Acc: 92.155% (39634/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.225 | Acc: 92.146% (39748/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.225 | Acc: 92.139% (39863/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.225 | Acc: 92.134% (39979/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.225 | Acc: 92.114% (40088/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.225 | Acc: 92.114% (40206/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.226 | Acc: 92.098% (40317/43776) 342/391 [========================================================>........] Step: 377ms | Tot: 2m5s | Loss: 0.226 | Acc: 92.101% (40436/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.226 | Acc: 92.088% (40548/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.226 | Acc: 92.099% (40671/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.227 | Acc: 92.079% (40780/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.226 | Acc: 92.086% (40901/44416) 347/391 [=========================================================>.......] Step: 355ms | Tot: 2m7s | Loss: 0.226 | Acc: 92.098% (41024/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m7s | Loss: 0.226 | Acc: 92.107% (41146/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.226 | Acc: 92.105% (41263/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.226 | Acc: 92.098% (41378/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.226 | Acc: 92.103% (41498/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.226 | Acc: 92.106% (41617/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.226 | Acc: 92.115% (41739/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.226 | Acc: 92.124% (41861/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.226 | Acc: 92.113% (41974/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.226 | Acc: 92.117% (42094/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.226 | Acc: 92.113% (42210/45824) 358/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.226 | Acc: 92.114% (42328/45952) 359/391 [===========================================================>.....] Step: 377ms | Tot: 2m11s | Loss: 0.226 | Acc: 92.120% (42449/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m12s | Loss: 0.226 | Acc: 92.123% (42568/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.226 | Acc: 92.125% (42687/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.226 | Acc: 92.114% (42800/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m13s | Loss: 0.226 | Acc: 92.117% (42919/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.226 | Acc: 92.117% (43037/46720) 365/391 [============================================================>....] Step: 351ms | Tot: 2m13s | Loss: 0.226 | Acc: 92.109% (43151/46848) 366/391 [============================================================>....] Step: 354ms | Tot: 2m14s | Loss: 0.227 | Acc: 92.109% (43269/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.226 | Acc: 92.122% (43393/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.226 | Acc: 92.118% (43509/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.226 | Acc: 92.109% (43623/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.226 | Acc: 92.114% (43743/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m16s | Loss: 0.226 | Acc: 92.112% (43860/47616) 372/391 [=============================================================>...] Step: 354ms | Tot: 2m16s | Loss: 0.226 | Acc: 92.110% (43977/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.227 | Acc: 92.093% (44087/47872) 374/391 [==============================================================>..] Step: 352ms | Tot: 2m17s | Loss: 0.227 | Acc: 92.085% (44201/48000) 375/391 [==============================================================>..] Step: 353ms | Tot: 2m17s | Loss: 0.227 | Acc: 92.071% (44312/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.227 | Acc: 92.071% (44430/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.227 | Acc: 92.076% (44550/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.227 | Acc: 92.080% (44670/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.227 | Acc: 92.076% (44786/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.227 | Acc: 92.079% (44905/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.227 | Acc: 92.079% (45023/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.227 | Acc: 92.075% (45139/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m20s | Loss: 0.227 | Acc: 92.082% (45260/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.227 | Acc: 92.070% (45372/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.228 | Acc: 92.054% (45482/49408) 386/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.228 | Acc: 92.054% (45600/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.228 | Acc: 92.061% (45721/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.228 | Acc: 92.057% (45837/49792) 389/391 [================================================================>] Step: 351ms | Tot: 2m22s | Loss: 0.228 | Acc: 92.051% (45952/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m22s | Loss: 0.228 | Acc: 92.052% (46026/50000) 391/391 + [>................................................................] Step: 491ms | Tot: 2ms | Loss: 0.416 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 306ms | Tot: 308ms | Loss: 0.487 | Acc: 86.500% (173/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 611ms | Loss: 0.468 | Acc: 87.000% (261/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 905ms | Loss: 0.441 | Acc: 87.500% (350/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s207ms | Loss: 0.442 | Acc: 87.000% (435/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s499ms | Loss: 0.414 | Acc: 87.833% (527/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s798ms | Loss: 0.413 | Acc: 87.857% (615/700) 7/100 [====>............................................................] Step: 293ms | Tot: 2s91ms | Loss: 0.421 | Acc: 87.375% (699/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s394ms | Loss: 0.434 | Acc: 87.222% (785/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s694ms | Loss: 0.445 | Acc: 86.800% (868/1000) 10/100 [======>..........................................................] Step: 296ms | Tot: 2s990ms | Loss: 0.443 | Acc: 86.727% (954/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s296ms | Loss: 0.451 | Acc: 86.583% (1039/1200) 12/100 [=======>.........................................................] Step: 312ms | Tot: 3s608ms | Loss: 0.447 | Acc: 86.385% (1123/1300) 13/100 [========>........................................................] Step: 316ms | Tot: 3s924ms | Loss: 0.447 | Acc: 86.571% (1212/1400) 14/100 [=========>.......................................................] Step: 319ms | Tot: 4s244ms | Loss: 0.436 | Acc: 86.733% (1301/1500) 15/100 [=========>.......................................................] Step: 319ms | Tot: 4s564ms | Loss: 0.440 | Acc: 86.438% (1383/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 4s877ms | Loss: 0.430 | Acc: 86.647% (1473/1700) 17/100 [===========>.....................................................] Step: 322ms | Tot: 5s200ms | Loss: 0.441 | Acc: 86.278% (1553/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s513ms | Loss: 0.447 | Acc: 86.368% (1641/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s827ms | Loss: 0.456 | Acc: 86.200% (1724/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s139ms | Loss: 0.453 | Acc: 86.095% (1808/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s447ms | Loss: 0.453 | Acc: 86.136% (1895/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s755ms | Loss: 0.463 | Acc: 85.696% (1971/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 7s63ms | Loss: 0.461 | Acc: 85.542% (2053/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s368ms | Loss: 0.465 | Acc: 85.560% (2139/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s671ms | Loss: 0.465 | Acc: 85.577% (2225/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s975ms | Loss: 0.459 | Acc: 85.704% (2314/2700) 27/100 [=================>...............................................] Step: 320ms | Tot: 8s295ms | Loss: 0.463 | Acc: 85.571% (2396/2800) 28/100 [==================>..............................................] Step: 347ms | Tot: 8s643ms | Loss: 0.468 | Acc: 85.655% (2484/2900) 29/100 [==================>..............................................] Step: 321ms | Tot: 8s965ms | Loss: 0.468 | Acc: 85.567% (2567/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s273ms | Loss: 0.466 | Acc: 85.548% (2652/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s572ms | Loss: 0.463 | Acc: 85.688% (2742/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s879ms | Loss: 0.458 | Acc: 85.848% (2833/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 10s188ms | Loss: 0.458 | Acc: 85.794% (2917/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s498ms | Loss: 0.465 | Acc: 85.571% (2995/3500) 35/100 [======================>..........................................] Step: 314ms | Tot: 10s812ms | Loss: 0.460 | Acc: 85.750% (3087/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s121ms | Loss: 0.461 | Acc: 85.703% (3171/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s423ms | Loss: 0.459 | Acc: 85.711% (3257/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s728ms | Loss: 0.458 | Acc: 85.769% (3345/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 12s35ms | Loss: 0.459 | Acc: 85.750% (3430/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s344ms | Loss: 0.462 | Acc: 85.732% (3515/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s654ms | Loss: 0.460 | Acc: 85.833% (3605/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s958ms | Loss: 0.456 | Acc: 85.953% (3696/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s269ms | Loss: 0.456 | Acc: 85.955% (3782/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s569ms | Loss: 0.456 | Acc: 85.956% (3868/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s877ms | Loss: 0.456 | Acc: 85.913% (3952/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 14s186ms | Loss: 0.457 | Acc: 85.830% (4034/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s491ms | Loss: 0.460 | Acc: 85.771% (4117/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s797ms | Loss: 0.455 | Acc: 85.878% (4208/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s101ms | Loss: 0.460 | Acc: 85.780% (4289/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s409ms | Loss: 0.460 | Acc: 85.725% (4372/5100) 51/100 [=================================>...............................] Step: 297ms | Tot: 15s707ms | Loss: 0.458 | Acc: 85.750% (4459/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 16s9ms | Loss: 0.458 | Acc: 85.774% (4546/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s313ms | Loss: 0.458 | Acc: 85.759% (4631/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s618ms | Loss: 0.458 | Acc: 85.727% (4715/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 16s922ms | Loss: 0.458 | Acc: 85.696% (4799/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s226ms | Loss: 0.458 | Acc: 85.667% (4883/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s528ms | Loss: 0.454 | Acc: 85.793% (4976/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s834ms | Loss: 0.456 | Acc: 85.729% (5058/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s145ms | Loss: 0.457 | Acc: 85.700% (5142/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s448ms | Loss: 0.458 | Acc: 85.672% (5226/6100) 61/100 [=======================================>.........................] Step: 299ms | Tot: 18s747ms | Loss: 0.459 | Acc: 85.661% (5311/6200) 62/100 [========================================>........................] Step: 298ms | Tot: 19s46ms | Loss: 0.459 | Acc: 85.683% (5398/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s355ms | Loss: 0.455 | Acc: 85.766% (5489/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s657ms | Loss: 0.454 | Acc: 85.769% (5575/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s960ms | Loss: 0.453 | Acc: 85.742% (5659/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s275ms | Loss: 0.451 | Acc: 85.761% (5746/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s583ms | Loss: 0.450 | Acc: 85.809% (5835/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 20s889ms | Loss: 0.447 | Acc: 85.870% (5925/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s200ms | Loss: 0.447 | Acc: 85.800% (6006/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s499ms | Loss: 0.446 | Acc: 85.831% (6094/7100) 71/100 [==============================================>..................] Step: 302ms | Tot: 21s801ms | Loss: 0.447 | Acc: 85.819% (6179/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s118ms | Loss: 0.445 | Acc: 85.890% (6270/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s423ms | Loss: 0.441 | Acc: 86.014% (6365/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s727ms | Loss: 0.442 | Acc: 86.027% (6452/7500) 75/100 [================================================>................] Step: 303ms | Tot: 23s31ms | Loss: 0.440 | Acc: 86.079% (6542/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s339ms | Loss: 0.440 | Acc: 86.065% (6627/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s639ms | Loss: 0.442 | Acc: 86.038% (6711/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s946ms | Loss: 0.440 | Acc: 86.063% (6799/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s256ms | Loss: 0.440 | Acc: 86.100% (6888/8000) 80/100 [====================================================>............] Step: 299ms | Tot: 24s555ms | Loss: 0.440 | Acc: 86.111% (6975/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s856ms | Loss: 0.440 | Acc: 86.098% (7060/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s168ms | Loss: 0.440 | Acc: 86.084% (7145/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s473ms | Loss: 0.439 | Acc: 86.071% (7230/8400) 84/100 [======================================================>..........] Step: 303ms | Tot: 25s776ms | Loss: 0.440 | Acc: 86.024% (7312/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 26s76ms | Loss: 0.441 | Acc: 85.965% (7393/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s388ms | Loss: 0.441 | Acc: 85.954% (7478/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s693ms | Loss: 0.444 | Acc: 85.909% (7560/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 26s999ms | Loss: 0.443 | Acc: 85.955% (7650/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s311ms | Loss: 0.442 | Acc: 86.011% (7741/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s615ms | Loss: 0.442 | Acc: 86.011% (7827/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s915ms | Loss: 0.440 | Acc: 86.033% (7915/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s221ms | Loss: 0.441 | Acc: 86.011% (7999/9300) 93/100 [============================================================>....] Step: 299ms | Tot: 28s520ms | Loss: 0.442 | Acc: 86.000% (8084/9400) 94/100 [=============================================================>...] Step: 321ms | Tot: 28s841ms | Loss: 0.442 | Acc: 86.000% (8170/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 29s153ms | Loss: 0.441 | Acc: 86.000% (8256/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s459ms | Loss: 0.440 | Acc: 86.010% (8343/9700) 97/100 [===============================================================>.] Step: 302ms | Tot: 29s761ms | Loss: 0.439 | Acc: 86.031% (8431/9800) 98/100 [===============================================================>.] Step: 312ms | Tot: 30s73ms | Loss: 0.440 | Acc: 85.980% (8512/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s381ms | Loss: 0.439 | Acc: 86.000% (8600/10000) 100/100 + +Epoch: 136 + [>................................................................] Step: 611ms | Tot: 2ms | Loss: 0.296 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.256 | Acc: 91.406% (234/256) 2/391 [>................................................................] Step: 369ms | Tot: 758ms | Loss: 0.225 | Acc: 92.448% (355/384) 3/391 [>................................................................] Step: 363ms | Tot: 1s121ms | Loss: 0.209 | Acc: 92.383% (473/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s487ms | Loss: 0.231 | Acc: 92.031% (589/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s857ms | Loss: 0.223 | Acc: 92.188% (708/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s228ms | Loss: 0.224 | Acc: 92.076% (825/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s591ms | Loss: 0.228 | Acc: 91.797% (940/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s954ms | Loss: 0.237 | Acc: 91.667% (1056/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s322ms | Loss: 0.236 | Acc: 91.875% (1176/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s681ms | Loss: 0.238 | Acc: 91.690% (1291/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s37ms | Loss: 0.233 | Acc: 91.992% (1413/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s402ms | Loss: 0.237 | Acc: 91.947% (1530/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s767ms | Loss: 0.248 | Acc: 91.741% (1644/1792) 14/391 [==>..............................................................] Step: 374ms | Tot: 5s142ms | Loss: 0.244 | Acc: 91.771% (1762/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s508ms | Loss: 0.239 | Acc: 92.041% (1885/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s871ms | Loss: 0.236 | Acc: 92.233% (2007/2176) 17/391 [==>..............................................................] Step: 375ms | Tot: 6s247ms | Loss: 0.233 | Acc: 92.231% (2125/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s611ms | Loss: 0.226 | Acc: 92.475% (2249/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s974ms | Loss: 0.225 | Acc: 92.578% (2370/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s350ms | Loss: 0.224 | Acc: 92.560% (2488/2688) 21/391 [===>.............................................................] Step: 388ms | Tot: 7s738ms | Loss: 0.225 | Acc: 92.543% (2606/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s98ms | Loss: 0.226 | Acc: 92.493% (2723/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s466ms | Loss: 0.229 | Acc: 92.318% (2836/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s829ms | Loss: 0.227 | Acc: 92.375% (2956/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s193ms | Loss: 0.225 | Acc: 92.368% (3074/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 9s561ms | Loss: 0.225 | Acc: 92.448% (3195/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s918ms | Loss: 0.225 | Acc: 92.411% (3312/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s282ms | Loss: 0.223 | Acc: 92.511% (3434/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s645ms | Loss: 0.225 | Acc: 92.370% (3547/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 11s7ms | Loss: 0.224 | Acc: 92.364% (3665/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s376ms | Loss: 0.226 | Acc: 92.310% (3781/4096) 32/391 [=====>...........................................................] Step: 369ms | Tot: 11s745ms | Loss: 0.224 | Acc: 92.353% (3901/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 12s109ms | Loss: 0.222 | Acc: 92.394% (4021/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s470ms | Loss: 0.222 | Acc: 92.344% (4137/4480) 35/391 [=====>...........................................................] Step: 357ms | Tot: 12s828ms | Loss: 0.222 | Acc: 92.339% (4255/4608) 36/391 [=====>...........................................................] Step: 369ms | Tot: 13s198ms | Loss: 0.221 | Acc: 92.378% (4375/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s561ms | Loss: 0.220 | Acc: 92.475% (4498/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s922ms | Loss: 0.221 | Acc: 92.448% (4615/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s287ms | Loss: 0.222 | Acc: 92.422% (4732/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s646ms | Loss: 0.222 | Acc: 92.397% (4849/5248) 41/391 [======>..........................................................] Step: 366ms | Tot: 15s13ms | Loss: 0.222 | Acc: 92.429% (4969/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s378ms | Loss: 0.223 | Acc: 92.406% (5086/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s736ms | Loss: 0.223 | Acc: 92.401% (5204/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s98ms | Loss: 0.224 | Acc: 92.361% (5320/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s461ms | Loss: 0.224 | Acc: 92.374% (5439/5888) 46/391 [=======>.........................................................] Step: 366ms | Tot: 16s827ms | Loss: 0.222 | Acc: 92.487% (5564/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 17s196ms | Loss: 0.220 | Acc: 92.578% (5688/6144) 48/391 [=======>.........................................................] Step: 361ms | Tot: 17s558ms | Loss: 0.219 | Acc: 92.602% (5808/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s915ms | Loss: 0.217 | Acc: 92.672% (5931/6400) 50/391 [========>........................................................] Step: 377ms | Tot: 18s292ms | Loss: 0.216 | Acc: 92.708% (6052/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s657ms | Loss: 0.216 | Acc: 92.698% (6170/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 19s21ms | Loss: 0.216 | Acc: 92.674% (6287/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s389ms | Loss: 0.216 | Acc: 92.708% (6408/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s750ms | Loss: 0.216 | Acc: 92.699% (6526/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s112ms | Loss: 0.215 | Acc: 92.773% (6650/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s474ms | Loss: 0.213 | Acc: 92.791% (6770/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s832ms | Loss: 0.212 | Acc: 92.821% (6891/7424) 58/391 [=========>.......................................................] Step: 370ms | Tot: 21s203ms | Loss: 0.213 | Acc: 92.810% (7009/7552) 59/391 [=========>.......................................................] Step: 368ms | Tot: 21s572ms | Loss: 0.213 | Acc: 92.786% (7126/7680) 60/391 [=========>.......................................................] Step: 359ms | Tot: 21s932ms | Loss: 0.213 | Acc: 92.841% (7249/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s300ms | Loss: 0.213 | Acc: 92.843% (7368/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s658ms | Loss: 0.212 | Acc: 92.919% (7493/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s18ms | Loss: 0.212 | Acc: 92.847% (7606/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s386ms | Loss: 0.212 | Acc: 92.897% (7729/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s750ms | Loss: 0.211 | Acc: 92.886% (7847/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s107ms | Loss: 0.212 | Acc: 92.829% (7961/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s469ms | Loss: 0.211 | Acc: 92.865% (8083/8704) 68/391 [===========>.....................................................] Step: 370ms | Tot: 24s839ms | Loss: 0.211 | Acc: 92.856% (8201/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s205ms | Loss: 0.212 | Acc: 92.801% (8315/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s568ms | Loss: 0.212 | Acc: 92.815% (8435/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 25s930ms | Loss: 0.211 | Acc: 92.860% (8558/9216) 72/391 [===========>.....................................................] Step: 369ms | Tot: 26s299ms | Loss: 0.212 | Acc: 92.862% (8677/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s657ms | Loss: 0.212 | Acc: 92.874% (8797/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 27s17ms | Loss: 0.212 | Acc: 92.875% (8916/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s384ms | Loss: 0.212 | Acc: 92.866% (9034/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s742ms | Loss: 0.213 | Acc: 92.847% (9151/9856) 77/391 [============>....................................................] Step: 374ms | Tot: 28s116ms | Loss: 0.212 | Acc: 92.839% (9269/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s482ms | Loss: 0.212 | Acc: 92.781% (9382/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s843ms | Loss: 0.212 | Acc: 92.773% (9500/10240) 80/391 [=============>...................................................] Step: 367ms | Tot: 29s211ms | Loss: 0.213 | Acc: 92.718% (9613/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s572ms | Loss: 0.214 | Acc: 92.683% (9728/10496) 82/391 [=============>...................................................] Step: 356ms | Tot: 29s928ms | Loss: 0.214 | Acc: 92.677% (9846/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s293ms | Loss: 0.214 | Acc: 92.634% (9960/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s654ms | Loss: 0.215 | Acc: 92.546% (10069/10880) 85/391 [==============>..................................................] Step: 355ms | Tot: 31s10ms | Loss: 0.215 | Acc: 92.569% (10190/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s382ms | Loss: 0.215 | Acc: 92.538% (10305/11136) 87/391 [==============>..................................................] Step: 356ms | Tot: 31s739ms | Loss: 0.215 | Acc: 92.534% (10423/11264) 88/391 [==============>..................................................] Step: 354ms | Tot: 32s93ms | Loss: 0.215 | Acc: 92.547% (10543/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s460ms | Loss: 0.214 | Acc: 92.587% (10666/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s823ms | Loss: 0.213 | Acc: 92.625% (10789/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s184ms | Loss: 0.214 | Acc: 92.612% (10906/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s542ms | Loss: 0.214 | Acc: 92.608% (11024/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 33s899ms | Loss: 0.215 | Acc: 92.586% (11140/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s264ms | Loss: 0.214 | Acc: 92.574% (11257/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 34s633ms | Loss: 0.214 | Acc: 92.546% (11372/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s992ms | Loss: 0.214 | Acc: 92.542% (11490/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s358ms | Loss: 0.214 | Acc: 92.538% (11608/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s719ms | Loss: 0.215 | Acc: 92.551% (11728/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s82ms | Loss: 0.215 | Acc: 92.562% (11848/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s443ms | Loss: 0.214 | Acc: 92.597% (11971/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s809ms | Loss: 0.213 | Acc: 92.616% (12092/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s175ms | Loss: 0.213 | Acc: 92.620% (12211/13184) 103/391 [=================>...............................................] Step: 407ms | Tot: 37s582ms | Loss: 0.213 | Acc: 92.601% (12327/13312) 104/391 [=================>...............................................] Step: 397ms | Tot: 37s980ms | Loss: 0.213 | Acc: 92.604% (12446/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 38s349ms | Loss: 0.212 | Acc: 92.622% (12567/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s708ms | Loss: 0.212 | Acc: 92.618% (12685/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s73ms | Loss: 0.212 | Acc: 92.629% (12805/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s438ms | Loss: 0.214 | Acc: 92.589% (12918/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s800ms | Loss: 0.213 | Acc: 92.614% (13040/14080) 110/391 [==================>..............................................] Step: 359ms | Tot: 40s160ms | Loss: 0.212 | Acc: 92.631% (13161/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s518ms | Loss: 0.213 | Acc: 92.592% (13274/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s879ms | Loss: 0.213 | Acc: 92.637% (13399/14464) 113/391 [==================>..............................................] Step: 378ms | Tot: 41s258ms | Loss: 0.214 | Acc: 92.599% (13512/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s621ms | Loss: 0.214 | Acc: 92.575% (13627/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s981ms | Loss: 0.214 | Acc: 92.592% (13748/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s350ms | Loss: 0.213 | Acc: 92.608% (13869/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s709ms | Loss: 0.213 | Acc: 92.611% (13988/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s74ms | Loss: 0.214 | Acc: 92.581% (14102/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 43s446ms | Loss: 0.214 | Acc: 92.604% (14224/15360) 120/391 [===================>.............................................] Step: 372ms | Tot: 43s819ms | Loss: 0.214 | Acc: 92.601% (14342/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 44s176ms | Loss: 0.214 | Acc: 92.597% (14460/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 44s548ms | Loss: 0.215 | Acc: 92.569% (14574/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s911ms | Loss: 0.214 | Acc: 92.597% (14697/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s275ms | Loss: 0.214 | Acc: 92.575% (14812/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s637ms | Loss: 0.214 | Acc: 92.566% (14929/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s999ms | Loss: 0.215 | Acc: 92.550% (15045/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s365ms | Loss: 0.215 | Acc: 92.560% (15165/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s727ms | Loss: 0.215 | Acc: 92.539% (15280/16512) 129/391 [=====================>...........................................] Step: 356ms | Tot: 47s83ms | Loss: 0.215 | Acc: 92.548% (15400/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s443ms | Loss: 0.215 | Acc: 92.545% (15518/16768) 131/391 [=====================>...........................................] Step: 368ms | Tot: 47s812ms | Loss: 0.215 | Acc: 92.560% (15639/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s175ms | Loss: 0.215 | Acc: 92.569% (15759/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s532ms | Loss: 0.216 | Acc: 92.502% (15866/17152) 134/391 [======================>..........................................] Step: 361ms | Tot: 48s893ms | Loss: 0.216 | Acc: 92.517% (15987/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s256ms | Loss: 0.215 | Acc: 92.538% (16109/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s624ms | Loss: 0.215 | Acc: 92.524% (16225/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 49s987ms | Loss: 0.216 | Acc: 92.522% (16343/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s353ms | Loss: 0.216 | Acc: 92.536% (16464/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 50s709ms | Loss: 0.216 | Acc: 92.522% (16580/17920) 140/391 [=======================>.........................................] Step: 367ms | Tot: 51s76ms | Loss: 0.216 | Acc: 92.531% (16700/18048) 141/391 [=======================>.........................................] Step: 374ms | Tot: 51s451ms | Loss: 0.215 | Acc: 92.540% (16820/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 51s809ms | Loss: 0.215 | Acc: 92.548% (16940/18304) 143/391 [=======================>.........................................] Step: 356ms | Tot: 52s166ms | Loss: 0.215 | Acc: 92.556% (17060/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s529ms | Loss: 0.216 | Acc: 92.532% (17174/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 52s888ms | Loss: 0.215 | Acc: 92.551% (17296/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s253ms | Loss: 0.216 | Acc: 92.560% (17416/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s613ms | Loss: 0.216 | Acc: 92.552% (17533/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s971ms | Loss: 0.215 | Acc: 92.570% (17655/19072) 149/391 [========================>........................................] Step: 378ms | Tot: 54s350ms | Loss: 0.216 | Acc: 92.557% (17771/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s719ms | Loss: 0.215 | Acc: 92.565% (17891/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 55s78ms | Loss: 0.216 | Acc: 92.547% (18006/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 55s449ms | Loss: 0.215 | Acc: 92.565% (18128/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 55s812ms | Loss: 0.215 | Acc: 92.583% (18250/19712) 154/391 [=========================>.......................................] Step: 355ms | Tot: 56s167ms | Loss: 0.215 | Acc: 92.581% (18368/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 56s525ms | Loss: 0.215 | Acc: 92.593% (18489/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 56s888ms | Loss: 0.215 | Acc: 92.586% (18606/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s253ms | Loss: 0.215 | Acc: 92.608% (18729/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 57s617ms | Loss: 0.215 | Acc: 92.605% (18847/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s979ms | Loss: 0.214 | Acc: 92.607% (18966/20480) 160/391 [==========================>......................................] Step: 376ms | Tot: 58s356ms | Loss: 0.214 | Acc: 92.605% (19084/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s717ms | Loss: 0.214 | Acc: 92.607% (19203/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 59s74ms | Loss: 0.214 | Acc: 92.600% (19320/20864) 163/391 [===========================>.....................................] Step: 373ms | Tot: 59s447ms | Loss: 0.215 | Acc: 92.583% (19435/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 59s811ms | Loss: 0.215 | Acc: 92.571% (19551/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 1m165ms | Loss: 0.215 | Acc: 92.578% (19671/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m524ms | Loss: 0.215 | Acc: 92.566% (19787/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m889ms | Loss: 0.215 | Acc: 92.583% (19909/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.214 | Acc: 92.594% (20030/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.214 | Acc: 92.583% (20146/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.215 | Acc: 92.576% (20263/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.215 | Acc: 92.560% (20378/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.215 | Acc: 92.562% (20497/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.215 | Acc: 92.556% (20614/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.215 | Acc: 92.558% (20733/22400) 175/391 [=============================>...................................] Step: 377ms | Tot: 1m3s | Loss: 0.215 | Acc: 92.565% (20853/22528) 176/391 [=============================>...................................] Step: 376ms | Tot: 1m4s | Loss: 0.215 | Acc: 92.563% (20971/22656) 177/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.215 | Acc: 92.556% (21088/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.215 | Acc: 92.545% (21204/22912) 179/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.215 | Acc: 92.543% (21322/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.215 | Acc: 92.546% (21441/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.215 | Acc: 92.548% (21560/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.215 | Acc: 92.529% (21674/23424) 183/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.215 | Acc: 92.544% (21796/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.215 | Acc: 92.542% (21914/23680) 185/391 [==============================>..................................] Step: 402ms | Tot: 1m7s | Loss: 0.215 | Acc: 92.545% (22033/23808) 186/391 [==============================>..................................] Step: 403ms | Tot: 1m7s | Loss: 0.215 | Acc: 92.534% (22149/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.215 | Acc: 92.528% (22266/24064) 188/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.216 | Acc: 92.518% (22382/24192) 189/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.216 | Acc: 92.496% (22495/24320) 190/391 [===============================>.................................] Step: 382ms | Tot: 1m9s | Loss: 0.215 | Acc: 92.511% (22617/24448) 191/391 [===============================>.................................] Step: 374ms | Tot: 1m9s | Loss: 0.216 | Acc: 92.501% (22733/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.215 | Acc: 92.515% (22855/24704) 193/391 [================================>................................] Step: 379ms | Tot: 1m10s | Loss: 0.216 | Acc: 92.486% (22966/24832) 194/391 [================================>................................] Step: 377ms | Tot: 1m10s | Loss: 0.217 | Acc: 92.456% (23077/24960) 195/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.217 | Acc: 92.443% (23192/25088) 196/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.217 | Acc: 92.461% (23315/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.217 | Acc: 92.456% (23432/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.218 | Acc: 92.439% (23546/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.218 | Acc: 92.434% (23663/25600) 200/391 [=================================>...............................] Step: 349ms | Tot: 1m13s | Loss: 0.219 | Acc: 92.432% (23781/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.219 | Acc: 92.431% (23899/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.218 | Acc: 92.430% (24017/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.219 | Acc: 92.429% (24135/26112) 204/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.219 | Acc: 92.424% (24252/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.219 | Acc: 92.411% (24367/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.220 | Acc: 92.399% (24482/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.220 | Acc: 92.387% (24597/26624) 208/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.221 | Acc: 92.374% (24712/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.221 | Acc: 92.359% (24826/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.221 | Acc: 92.365% (24946/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.222 | Acc: 92.368% (25065/27136) 212/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.221 | Acc: 92.378% (25186/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.221 | Acc: 92.392% (25308/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.221 | Acc: 92.395% (25427/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.221 | Acc: 92.390% (25544/27648) 216/391 [===================================>.............................] Step: 353ms | Tot: 1m18s | Loss: 0.221 | Acc: 92.386% (25661/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.221 | Acc: 92.385% (25779/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.221 | Acc: 92.380% (25896/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.221 | Acc: 92.379% (26014/28160) 220/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.221 | Acc: 92.375% (26131/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.221 | Acc: 92.374% (26249/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.221 | Acc: 92.394% (26373/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.221 | Acc: 92.400% (26493/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.221 | Acc: 92.403% (26612/28800) 225/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.221 | Acc: 92.412% (26733/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.221 | Acc: 92.404% (26849/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.222 | Acc: 92.366% (26956/29184) 228/391 [=====================================>...........................] Step: 356ms | Tot: 1m23s | Loss: 0.222 | Acc: 92.361% (27073/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.222 | Acc: 92.371% (27194/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.222 | Acc: 92.374% (27313/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.222 | Acc: 92.390% (27436/29696) 232/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.222 | Acc: 92.379% (27551/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.221 | Acc: 92.391% (27673/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.221 | Acc: 92.400% (27794/30080) 235/391 [=======================================>.........................] Step: 355ms | Tot: 1m25s | Loss: 0.221 | Acc: 92.399% (27912/30208) 236/391 [=======================================>.........................] Step: 352ms | Tot: 1m26s | Loss: 0.222 | Acc: 92.379% (28024/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.222 | Acc: 92.358% (28136/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.222 | Acc: 92.364% (28256/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.222 | Acc: 92.360% (28373/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m27s | Loss: 0.222 | Acc: 92.359% (28491/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.222 | Acc: 92.365% (28611/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.222 | Acc: 92.377% (28733/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.222 | Acc: 92.370% (28849/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.222 | Acc: 92.379% (28970/31360) 245/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.222 | Acc: 92.384% (29090/31488) 246/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.222 | Acc: 92.377% (29206/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.222 | Acc: 92.377% (29324/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.222 | Acc: 92.385% (29445/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.221 | Acc: 92.397% (29567/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.221 | Acc: 92.396% (29685/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.221 | Acc: 92.405% (29806/32256) 252/391 [=========================================>.......................] Step: 353ms | Tot: 1m31s | Loss: 0.221 | Acc: 92.404% (29924/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.222 | Acc: 92.375% (30033/32512) 254/391 [==========================================>......................] Step: 352ms | Tot: 1m32s | Loss: 0.222 | Acc: 92.368% (30149/32640) 255/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.222 | Acc: 92.380% (30271/32768) 256/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.221 | Acc: 92.385% (30391/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.222 | Acc: 92.384% (30509/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.221 | Acc: 92.396% (30631/33152) 259/391 [===========================================>.....................] Step: 373ms | Tot: 1m34s | Loss: 0.221 | Acc: 92.401% (30751/33280) 260/391 [===========================================>.....................] Step: 374ms | Tot: 1m34s | Loss: 0.222 | Acc: 92.391% (30866/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.222 | Acc: 92.384% (30982/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.222 | Acc: 92.392% (31103/33664) 263/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.222 | Acc: 92.389% (31220/33792) 264/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.222 | Acc: 92.382% (31336/33920) 265/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.222 | Acc: 92.387% (31456/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.222 | Acc: 92.389% (31575/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.222 | Acc: 92.377% (31689/34304) 268/391 [============================================>....................] Step: 408ms | Tot: 1m37s | Loss: 0.222 | Acc: 92.376% (31807/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.222 | Acc: 92.364% (31921/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.222 | Acc: 92.372% (32042/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.222 | Acc: 92.357% (32155/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.222 | Acc: 92.342% (32268/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.222 | Acc: 92.341% (32386/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.223 | Acc: 92.330% (32500/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.222 | Acc: 92.326% (32617/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.222 | Acc: 92.326% (32735/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.222 | Acc: 92.325% (32853/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.222 | Acc: 92.316% (32968/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.223 | Acc: 92.299% (33080/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.223 | Acc: 92.299% (33198/35968) 281/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.223 | Acc: 92.293% (33314/36096) 282/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.223 | Acc: 92.281% (33428/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.223 | Acc: 92.273% (33543/36352) 284/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.223 | Acc: 92.267% (33659/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.223 | Acc: 92.261% (33775/36608) 286/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.223 | Acc: 92.261% (33893/36736) 287/391 [===============================================>.................] Step: 376ms | Tot: 1m44s | Loss: 0.223 | Acc: 92.261% (34011/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m45s | Loss: 0.223 | Acc: 92.263% (34130/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.223 | Acc: 92.274% (34252/37120) 290/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.223 | Acc: 92.263% (34366/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.223 | Acc: 92.260% (34483/37376) 292/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.224 | Acc: 92.241% (34594/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.224 | Acc: 92.246% (34714/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.224 | Acc: 92.246% (34832/37760) 295/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.224 | Acc: 92.240% (34948/37888) 296/391 [=================================================>...............] Step: 354ms | Tot: 1m47s | Loss: 0.224 | Acc: 92.243% (35067/38016) 297/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.224 | Acc: 92.235% (35182/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.224 | Acc: 92.242% (35303/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.224 | Acc: 92.224% (35414/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.224 | Acc: 92.229% (35534/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.225 | Acc: 92.216% (35647/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.225 | Acc: 92.211% (35763/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.225 | Acc: 92.211% (35881/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.225 | Acc: 92.213% (36000/39040) 305/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.225 | Acc: 92.216% (36119/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.224 | Acc: 92.221% (36239/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.224 | Acc: 92.238% (36364/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.224 | Acc: 92.243% (36484/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.224 | Acc: 92.243% (36602/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.224 | Acc: 92.230% (36715/39808) 311/391 [===================================================>.............] Step: 373ms | Tot: 1m53s | Loss: 0.224 | Acc: 92.238% (36836/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.224 | Acc: 92.240% (36955/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.224 | Acc: 92.225% (37067/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.225 | Acc: 92.220% (37183/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.225 | Acc: 92.220% (37301/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.225 | Acc: 92.207% (37414/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.225 | Acc: 92.207% (37532/40704) 318/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.225 | Acc: 92.202% (37648/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.225 | Acc: 92.207% (37768/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.225 | Acc: 92.209% (37887/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.225 | Acc: 92.207% (38004/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.225 | Acc: 92.209% (38123/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.225 | Acc: 92.195% (38235/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.225 | Acc: 92.185% (38349/41600) 325/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.225 | Acc: 92.185% (38467/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.225 | Acc: 92.183% (38584/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.225 | Acc: 92.195% (38707/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.225 | Acc: 92.199% (38827/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.225 | Acc: 92.190% (38941/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m239ms | Loss: 0.225 | Acc: 92.197% (39062/42368) 331/391 [=======================================================>.........] Step: 352ms | Tot: 2m592ms | Loss: 0.225 | Acc: 92.199% (39181/42496) 332/391 [=======================================================>.........] Step: 357ms | Tot: 2m950ms | Loss: 0.225 | Acc: 92.192% (39296/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.225 | Acc: 92.192% (39414/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.225 | Acc: 92.197% (39534/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 2m2s | Loss: 0.225 | Acc: 92.199% (39653/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.225 | Acc: 92.185% (39765/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.225 | Acc: 92.188% (39884/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.225 | Acc: 92.194% (40005/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.225 | Acc: 92.188% (40120/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.226 | Acc: 92.190% (40239/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.226 | Acc: 92.172% (40349/43776) 342/391 [========================================================>........] Step: 378ms | Tot: 2m4s | Loss: 0.226 | Acc: 92.160% (40462/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.226 | Acc: 92.156% (40578/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.226 | Acc: 92.154% (40695/44160) 345/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.226 | Acc: 92.160% (40816/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.226 | Acc: 92.158% (40933/44416) 347/391 [=========================================================>.......] Step: 378ms | Tot: 2m6s | Loss: 0.226 | Acc: 92.154% (41049/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.227 | Acc: 92.138% (41160/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.227 | Acc: 92.125% (41272/44800) 350/391 [==========================================================>......] Step: 407ms | Tot: 2m7s | Loss: 0.227 | Acc: 92.121% (41388/44928) 351/391 [==========================================================>......] Step: 391ms | Tot: 2m7s | Loss: 0.227 | Acc: 92.128% (41509/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.227 | Acc: 92.126% (41626/45184) 353/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.227 | Acc: 92.128% (41745/45312) 354/391 [==========================================================>......] Step: 352ms | Tot: 2m9s | Loss: 0.227 | Acc: 92.121% (41860/45440) 355/391 [===========================================================>.....] Step: 373ms | Tot: 2m9s | Loss: 0.227 | Acc: 92.124% (41979/45568) 356/391 [===========================================================>.....] Step: 372ms | Tot: 2m9s | Loss: 0.227 | Acc: 92.124% (42097/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.227 | Acc: 92.124% (42215/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.227 | Acc: 92.127% (42334/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.227 | Acc: 92.125% (42451/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.227 | Acc: 92.120% (42567/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.227 | Acc: 92.105% (42678/46336) 362/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.227 | Acc: 92.099% (42793/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.227 | Acc: 92.095% (42909/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.227 | Acc: 92.098% (43028/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.227 | Acc: 92.091% (43143/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.227 | Acc: 92.098% (43264/46976) 367/391 [=============================================================>...] Step: 372ms | Tot: 2m13s | Loss: 0.227 | Acc: 92.105% (43385/47104) 368/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.228 | Acc: 92.088% (43495/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.228 | Acc: 92.088% (43613/47360) 370/391 [=============================================================>...] Step: 371ms | Tot: 2m14s | Loss: 0.228 | Acc: 92.084% (43729/47488) 371/391 [=============================================================>...] Step: 376ms | Tot: 2m15s | Loss: 0.228 | Acc: 92.078% (43844/47616) 372/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.228 | Acc: 92.081% (43963/47744) 373/391 [==============================================================>..] Step: 373ms | Tot: 2m16s | Loss: 0.228 | Acc: 92.077% (44079/47872) 374/391 [==============================================================>..] Step: 377ms | Tot: 2m16s | Loss: 0.228 | Acc: 92.085% (44201/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.228 | Acc: 92.082% (44317/48128) 376/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.228 | Acc: 92.088% (44438/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.228 | Acc: 92.084% (44554/48384) 378/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.228 | Acc: 92.091% (44675/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.228 | Acc: 92.099% (44797/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.228 | Acc: 92.091% (44911/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.228 | Acc: 92.100% (45033/48896) 382/391 [===============================================================>.] Step: 375ms | Tot: 2m19s | Loss: 0.228 | Acc: 92.100% (45151/49024) 383/391 [===============================================================>.] Step: 377ms | Tot: 2m19s | Loss: 0.228 | Acc: 92.092% (45265/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.228 | Acc: 92.082% (45378/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.228 | Acc: 92.094% (45502/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.228 | Acc: 92.103% (45624/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.228 | Acc: 92.099% (45740/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.228 | Acc: 92.105% (45861/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.228 | Acc: 92.101% (45977/49920) 390/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.228 | Acc: 92.092% (46046/50000) 391/391 + [>................................................................] Step: 479ms | Tot: 3ms | Loss: 0.375 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 301ms | Tot: 305ms | Loss: 0.373 | Acc: 88.500% (177/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 602ms | Loss: 0.306 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 303ms | Tot: 905ms | Loss: 0.316 | Acc: 88.750% (355/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s203ms | Loss: 0.305 | Acc: 89.000% (445/500) 5/100 [===>.............................................................] Step: 305ms | Tot: 1s508ms | Loss: 0.279 | Acc: 90.167% (541/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s810ms | Loss: 0.279 | Acc: 90.000% (630/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s115ms | Loss: 0.292 | Acc: 89.500% (716/800) 8/100 [=====>...........................................................] Step: 295ms | Tot: 2s410ms | Loss: 0.319 | Acc: 89.111% (802/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s708ms | Loss: 0.324 | Acc: 89.000% (890/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 3s15ms | Loss: 0.323 | Acc: 89.000% (979/1100) 11/100 [=======>.........................................................] Step: 297ms | Tot: 3s313ms | Loss: 0.337 | Acc: 88.667% (1064/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s613ms | Loss: 0.334 | Acc: 88.615% (1152/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s911ms | Loss: 0.335 | Acc: 88.714% (1242/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s210ms | Loss: 0.327 | Acc: 89.133% (1337/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s517ms | Loss: 0.330 | Acc: 89.062% (1425/1600) 16/100 [==========>......................................................] Step: 322ms | Tot: 4s840ms | Loss: 0.326 | Acc: 89.176% (1516/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s143ms | Loss: 0.328 | Acc: 88.944% (1601/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s450ms | Loss: 0.331 | Acc: 88.895% (1689/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s758ms | Loss: 0.338 | Acc: 88.750% (1775/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s62ms | Loss: 0.338 | Acc: 88.810% (1865/2100) 21/100 [=============>...................................................] Step: 317ms | Tot: 6s380ms | Loss: 0.337 | Acc: 88.818% (1954/2200) 22/100 [==============>..................................................] Step: 320ms | Tot: 6s701ms | Loss: 0.343 | Acc: 88.696% (2040/2300) 23/100 [==============>..................................................] Step: 314ms | Tot: 7s15ms | Loss: 0.344 | Acc: 88.750% (2130/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s319ms | Loss: 0.349 | Acc: 88.720% (2218/2500) 25/100 [================>................................................] Step: 312ms | Tot: 7s631ms | Loss: 0.357 | Acc: 88.462% (2300/2600) 26/100 [================>................................................] Step: 297ms | Tot: 7s929ms | Loss: 0.352 | Acc: 88.519% (2390/2700) 27/100 [=================>...............................................] Step: 312ms | Tot: 8s241ms | Loss: 0.349 | Acc: 88.714% (2484/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s554ms | Loss: 0.352 | Acc: 88.759% (2574/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s862ms | Loss: 0.352 | Acc: 88.733% (2662/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s165ms | Loss: 0.354 | Acc: 88.677% (2749/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s473ms | Loss: 0.351 | Acc: 88.719% (2839/3200) 32/100 [====================>............................................] Step: 311ms | Tot: 9s785ms | Loss: 0.351 | Acc: 88.697% (2927/3300) 33/100 [=====================>...........................................] Step: 316ms | Tot: 10s101ms | Loss: 0.351 | Acc: 88.647% (3014/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s407ms | Loss: 0.354 | Acc: 88.600% (3101/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s714ms | Loss: 0.352 | Acc: 88.722% (3194/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s22ms | Loss: 0.353 | Acc: 88.730% (3283/3700) 37/100 [========================>........................................] Step: 306ms | Tot: 11s328ms | Loss: 0.352 | Acc: 88.737% (3372/3800) 38/100 [========================>........................................] Step: 320ms | Tot: 11s649ms | Loss: 0.351 | Acc: 88.821% (3464/3900) 39/100 [=========================>.......................................] Step: 316ms | Tot: 11s965ms | Loss: 0.352 | Acc: 88.750% (3550/4000) 40/100 [==========================>......................................] Step: 300ms | Tot: 12s266ms | Loss: 0.356 | Acc: 88.707% (3637/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s577ms | Loss: 0.359 | Acc: 88.738% (3727/4200) 42/100 [===========================>.....................................] Step: 313ms | Tot: 12s891ms | Loss: 0.356 | Acc: 88.814% (3819/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s192ms | Loss: 0.354 | Acc: 88.932% (3913/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s500ms | Loss: 0.353 | Acc: 88.978% (4004/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s805ms | Loss: 0.352 | Acc: 88.957% (4092/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 14s111ms | Loss: 0.351 | Acc: 88.979% (4182/4700) 47/100 [==============================>..................................] Step: 318ms | Tot: 14s429ms | Loss: 0.354 | Acc: 88.896% (4267/4800) 48/100 [===============================>.................................] Step: 347ms | Tot: 14s777ms | Loss: 0.350 | Acc: 89.020% (4362/4900) 49/100 [===============================>.................................] Step: 344ms | Tot: 15s121ms | Loss: 0.352 | Acc: 89.000% (4450/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s428ms | Loss: 0.352 | Acc: 88.941% (4536/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s733ms | Loss: 0.351 | Acc: 88.923% (4624/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 16s40ms | Loss: 0.351 | Acc: 88.868% (4710/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s345ms | Loss: 0.351 | Acc: 88.889% (4800/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s659ms | Loss: 0.352 | Acc: 88.836% (4886/5500) 55/100 [===================================>.............................] Step: 321ms | Tot: 16s980ms | Loss: 0.353 | Acc: 88.893% (4978/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s289ms | Loss: 0.351 | Acc: 88.930% (5069/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s598ms | Loss: 0.350 | Acc: 88.983% (5161/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s902ms | Loss: 0.352 | Acc: 88.915% (5246/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s209ms | Loss: 0.356 | Acc: 88.817% (5329/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s514ms | Loss: 0.356 | Acc: 88.770% (5415/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s817ms | Loss: 0.355 | Acc: 88.823% (5507/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 19s119ms | Loss: 0.355 | Acc: 88.810% (5595/6300) 63/100 [========================================>........................] Step: 306ms | Tot: 19s426ms | Loss: 0.352 | Acc: 88.891% (5689/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s732ms | Loss: 0.354 | Acc: 88.908% (5779/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s42ms | Loss: 0.354 | Acc: 88.864% (5865/6600) 66/100 [==========================================>......................] Step: 299ms | Tot: 20s341ms | Loss: 0.353 | Acc: 88.881% (5955/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s652ms | Loss: 0.353 | Acc: 88.868% (6043/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s959ms | Loss: 0.351 | Acc: 88.986% (6140/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s265ms | Loss: 0.350 | Acc: 89.000% (6230/7000) 70/100 [=============================================>...................] Step: 321ms | Tot: 21s586ms | Loss: 0.351 | Acc: 88.972% (6317/7100) 71/100 [==============================================>..................] Step: 314ms | Tot: 21s901ms | Loss: 0.352 | Acc: 88.972% (6406/7200) 72/100 [==============================================>..................] Step: 312ms | Tot: 22s213ms | Loss: 0.350 | Acc: 89.041% (6500/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s525ms | Loss: 0.349 | Acc: 89.041% (6589/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s829ms | Loss: 0.350 | Acc: 88.960% (6672/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s140ms | Loss: 0.351 | Acc: 88.882% (6755/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s451ms | Loss: 0.351 | Acc: 88.909% (6846/7700) 77/100 [==================================================>..............] Step: 318ms | Tot: 23s769ms | Loss: 0.351 | Acc: 88.885% (6933/7800) 78/100 [==================================================>..............] Step: 318ms | Tot: 24s88ms | Loss: 0.350 | Acc: 88.911% (7024/7900) 79/100 [===================================================>.............] Step: 315ms | Tot: 24s404ms | Loss: 0.350 | Acc: 88.862% (7109/8000) 80/100 [====================================================>............] Step: 312ms | Tot: 24s717ms | Loss: 0.350 | Acc: 88.840% (7196/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 25s32ms | Loss: 0.350 | Acc: 88.829% (7284/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s346ms | Loss: 0.351 | Acc: 88.771% (7368/8300) 83/100 [=====================================================>...........] Step: 318ms | Tot: 25s665ms | Loss: 0.351 | Acc: 88.786% (7458/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s976ms | Loss: 0.352 | Acc: 88.741% (7543/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 26s279ms | Loss: 0.354 | Acc: 88.651% (7624/8600) 86/100 [=======================================================>.........] Step: 313ms | Tot: 26s592ms | Loss: 0.353 | Acc: 88.667% (7714/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s903ms | Loss: 0.353 | Acc: 88.682% (7804/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 27s207ms | Loss: 0.353 | Acc: 88.663% (7891/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s515ms | Loss: 0.352 | Acc: 88.678% (7981/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s820ms | Loss: 0.351 | Acc: 88.670% (8069/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 28s124ms | Loss: 0.350 | Acc: 88.696% (8160/9200) 92/100 [===========================================================>.....] Step: 311ms | Tot: 28s436ms | Loss: 0.350 | Acc: 88.710% (8250/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s741ms | Loss: 0.350 | Acc: 88.681% (8336/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 29s47ms | Loss: 0.349 | Acc: 88.705% (8427/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s354ms | Loss: 0.349 | Acc: 88.708% (8516/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 29s665ms | Loss: 0.348 | Acc: 88.742% (8608/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s969ms | Loss: 0.348 | Acc: 88.714% (8694/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 30s268ms | Loss: 0.348 | Acc: 88.707% (8782/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s574ms | Loss: 0.348 | Acc: 88.720% (8872/10000) 100/100 +Saving.. + +Epoch: 137 + [>................................................................] Step: 727ms | Tot: 2ms | Loss: 0.195 | Acc: 90.625% (116/128) 1/391 [>................................................................] Step: 384ms | Tot: 387ms | Loss: 0.205 | Acc: 89.844% (230/256) 2/391 [>................................................................] Step: 382ms | Tot: 769ms | Loss: 0.223 | Acc: 90.625% (348/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s136ms | Loss: 0.215 | Acc: 91.211% (467/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s498ms | Loss: 0.243 | Acc: 90.781% (581/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s859ms | Loss: 0.245 | Acc: 90.625% (696/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s225ms | Loss: 0.236 | Acc: 91.295% (818/896) 7/391 [=>...............................................................] Step: 356ms | Tot: 2s582ms | Loss: 0.237 | Acc: 91.406% (936/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 2s948ms | Loss: 0.232 | Acc: 91.493% (1054/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s315ms | Loss: 0.229 | Acc: 91.484% (1171/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s677ms | Loss: 0.227 | Acc: 91.406% (1287/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s45ms | Loss: 0.220 | Acc: 91.471% (1405/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s417ms | Loss: 0.218 | Acc: 91.526% (1523/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s780ms | Loss: 0.213 | Acc: 91.797% (1645/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s141ms | Loss: 0.212 | Acc: 92.031% (1767/1920) 15/391 [==>..............................................................] Step: 379ms | Tot: 5s521ms | Loss: 0.215 | Acc: 91.895% (1882/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s884ms | Loss: 0.217 | Acc: 91.820% (1998/2176) 17/391 [==>..............................................................] Step: 373ms | Tot: 6s258ms | Loss: 0.220 | Acc: 91.840% (2116/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s626ms | Loss: 0.221 | Acc: 91.941% (2236/2432) 19/391 [===>.............................................................] Step: 373ms | Tot: 6s999ms | Loss: 0.220 | Acc: 91.992% (2355/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s374ms | Loss: 0.220 | Acc: 91.927% (2471/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s739ms | Loss: 0.223 | Acc: 91.868% (2587/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s101ms | Loss: 0.221 | Acc: 91.950% (2707/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s464ms | Loss: 0.224 | Acc: 91.862% (2822/3072) 24/391 [===>.............................................................] Step: 374ms | Tot: 8s839ms | Loss: 0.222 | Acc: 91.938% (2942/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s203ms | Loss: 0.221 | Acc: 92.067% (3064/3328) 26/391 [====>............................................................] Step: 354ms | Tot: 9s558ms | Loss: 0.219 | Acc: 92.159% (3185/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s919ms | Loss: 0.226 | Acc: 91.964% (3296/3584) 28/391 [====>............................................................] Step: 375ms | Tot: 10s295ms | Loss: 0.227 | Acc: 91.945% (3413/3712) 29/391 [====>............................................................] Step: 387ms | Tot: 10s683ms | Loss: 0.227 | Acc: 91.979% (3532/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 11s43ms | Loss: 0.228 | Acc: 91.935% (3648/3968) 31/391 [=====>...........................................................] Step: 369ms | Tot: 11s413ms | Loss: 0.229 | Acc: 91.943% (3766/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s774ms | Loss: 0.230 | Acc: 91.880% (3881/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s142ms | Loss: 0.230 | Acc: 91.866% (3998/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s502ms | Loss: 0.229 | Acc: 91.920% (4118/4480) 35/391 [=====>...........................................................] Step: 355ms | Tot: 12s858ms | Loss: 0.227 | Acc: 91.992% (4239/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s227ms | Loss: 0.226 | Acc: 92.061% (4360/4736) 37/391 [======>..........................................................] Step: 410ms | Tot: 13s637ms | Loss: 0.225 | Acc: 92.085% (4479/4864) 38/391 [======>..........................................................] Step: 396ms | Tot: 14s33ms | Loss: 0.226 | Acc: 92.007% (4593/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s395ms | Loss: 0.228 | Acc: 91.953% (4708/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s752ms | Loss: 0.226 | Acc: 92.016% (4829/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 15s118ms | Loss: 0.227 | Acc: 91.946% (4943/5376) 42/391 [======>..........................................................] Step: 374ms | Tot: 15s492ms | Loss: 0.227 | Acc: 91.951% (5061/5504) 43/391 [=======>.........................................................] Step: 375ms | Tot: 15s867ms | Loss: 0.227 | Acc: 91.974% (5180/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 16s232ms | Loss: 0.228 | Acc: 91.927% (5295/5760) 45/391 [=======>.........................................................] Step: 355ms | Tot: 16s588ms | Loss: 0.228 | Acc: 91.882% (5410/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 16s952ms | Loss: 0.228 | Acc: 91.938% (5531/6016) 47/391 [=======>.........................................................] Step: 380ms | Tot: 17s332ms | Loss: 0.227 | Acc: 91.992% (5652/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s698ms | Loss: 0.225 | Acc: 92.076% (5775/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 18s57ms | Loss: 0.224 | Acc: 92.094% (5894/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s421ms | Loss: 0.225 | Acc: 92.050% (6009/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s782ms | Loss: 0.225 | Acc: 92.037% (6126/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s150ms | Loss: 0.227 | Acc: 91.966% (6239/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s514ms | Loss: 0.227 | Acc: 91.913% (6353/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s876ms | Loss: 0.228 | Acc: 91.946% (6473/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s246ms | Loss: 0.227 | Acc: 92.006% (6595/7168) 56/391 [=========>.......................................................] Step: 376ms | Tot: 20s622ms | Loss: 0.226 | Acc: 92.023% (6714/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 20s991ms | Loss: 0.226 | Acc: 91.999% (6830/7424) 58/391 [=========>.......................................................] Step: 369ms | Tot: 21s361ms | Loss: 0.227 | Acc: 91.949% (6944/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s725ms | Loss: 0.226 | Acc: 92.005% (7066/7680) 60/391 [=========>.......................................................] Step: 356ms | Tot: 22s81ms | Loss: 0.226 | Acc: 91.983% (7182/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s448ms | Loss: 0.225 | Acc: 92.036% (7304/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s812ms | Loss: 0.225 | Acc: 92.026% (7421/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s176ms | Loss: 0.223 | Acc: 92.102% (7545/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s537ms | Loss: 0.224 | Acc: 92.091% (7662/8320) 65/391 [==========>......................................................] Step: 372ms | Tot: 23s909ms | Loss: 0.224 | Acc: 92.105% (7781/8448) 66/391 [==========>......................................................] Step: 374ms | Tot: 24s283ms | Loss: 0.223 | Acc: 92.129% (7901/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s651ms | Loss: 0.222 | Acc: 92.165% (8022/8704) 68/391 [===========>.....................................................] Step: 367ms | Tot: 25s18ms | Loss: 0.222 | Acc: 92.188% (8142/8832) 69/391 [===========>.....................................................] Step: 383ms | Tot: 25s402ms | Loss: 0.221 | Acc: 92.232% (8264/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s771ms | Loss: 0.220 | Acc: 92.232% (8382/9088) 71/391 [===========>.....................................................] Step: 374ms | Tot: 26s145ms | Loss: 0.220 | Acc: 92.263% (8503/9216) 72/391 [===========>.....................................................] Step: 379ms | Tot: 26s524ms | Loss: 0.220 | Acc: 92.262% (8621/9344) 73/391 [============>....................................................] Step: 375ms | Tot: 26s899ms | Loss: 0.220 | Acc: 92.272% (8740/9472) 74/391 [============>....................................................] Step: 378ms | Tot: 27s278ms | Loss: 0.220 | Acc: 92.250% (8856/9600) 75/391 [============>....................................................] Step: 369ms | Tot: 27s647ms | Loss: 0.220 | Acc: 92.249% (8974/9728) 76/391 [============>....................................................] Step: 354ms | Tot: 28s2ms | Loss: 0.219 | Acc: 92.238% (9091/9856) 77/391 [============>....................................................] Step: 374ms | Tot: 28s377ms | Loss: 0.220 | Acc: 92.238% (9209/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s742ms | Loss: 0.218 | Acc: 92.296% (9333/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 29s101ms | Loss: 0.217 | Acc: 92.344% (9456/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s461ms | Loss: 0.216 | Acc: 92.400% (9580/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s822ms | Loss: 0.216 | Acc: 92.426% (9701/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s188ms | Loss: 0.216 | Acc: 92.413% (9818/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s555ms | Loss: 0.216 | Acc: 92.383% (9933/10752) 84/391 [=============>...................................................] Step: 357ms | Tot: 30s913ms | Loss: 0.216 | Acc: 92.381% (10051/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 31s279ms | Loss: 0.215 | Acc: 92.387% (10170/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s639ms | Loss: 0.214 | Acc: 92.439% (10294/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s997ms | Loss: 0.215 | Acc: 92.392% (10407/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s363ms | Loss: 0.215 | Acc: 92.398% (10526/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s725ms | Loss: 0.215 | Acc: 92.396% (10644/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 33s82ms | Loss: 0.214 | Acc: 92.419% (10765/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s441ms | Loss: 0.214 | Acc: 92.451% (10887/11776) 92/391 [===============>.................................................] Step: 371ms | Tot: 33s812ms | Loss: 0.215 | Acc: 92.423% (11002/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 34s174ms | Loss: 0.215 | Acc: 92.429% (11121/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s537ms | Loss: 0.214 | Acc: 92.475% (11245/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s901ms | Loss: 0.214 | Acc: 92.480% (11364/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s267ms | Loss: 0.213 | Acc: 92.510% (11486/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s631ms | Loss: 0.213 | Acc: 92.522% (11606/12544) 98/391 [================>................................................] Step: 374ms | Tot: 36s6ms | Loss: 0.213 | Acc: 92.527% (11725/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s373ms | Loss: 0.213 | Acc: 92.555% (11847/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s735ms | Loss: 0.213 | Acc: 92.497% (11958/12928) 101/391 [================>................................................] Step: 367ms | Tot: 37s103ms | Loss: 0.214 | Acc: 92.502% (12077/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s466ms | Loss: 0.215 | Acc: 92.461% (12190/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s830ms | Loss: 0.214 | Acc: 92.458% (12308/13312) 104/391 [=================>...............................................] Step: 367ms | Tot: 38s198ms | Loss: 0.215 | Acc: 92.418% (12421/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s559ms | Loss: 0.215 | Acc: 92.453% (12544/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s916ms | Loss: 0.214 | Acc: 92.480% (12666/13696) 107/391 [=================>...............................................] Step: 362ms | Tot: 39s279ms | Loss: 0.214 | Acc: 92.455% (12781/13824) 108/391 [=================>...............................................] Step: 355ms | Tot: 39s634ms | Loss: 0.214 | Acc: 92.460% (12900/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s992ms | Loss: 0.213 | Acc: 92.486% (13022/14080) 110/391 [==================>..............................................] Step: 375ms | Tot: 40s367ms | Loss: 0.213 | Acc: 92.497% (13142/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s733ms | Loss: 0.213 | Acc: 92.494% (13260/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 41s97ms | Loss: 0.213 | Acc: 92.519% (13382/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s459ms | Loss: 0.214 | Acc: 92.475% (13494/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s820ms | Loss: 0.214 | Acc: 92.480% (13613/14720) 115/391 [===================>.............................................] Step: 372ms | Tot: 42s193ms | Loss: 0.213 | Acc: 92.484% (13732/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s552ms | Loss: 0.214 | Acc: 92.475% (13849/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s911ms | Loss: 0.214 | Acc: 92.452% (13964/15104) 118/391 [===================>.............................................] Step: 382ms | Tot: 43s293ms | Loss: 0.215 | Acc: 92.444% (14081/15232) 119/391 [===================>.............................................] Step: 417ms | Tot: 43s711ms | Loss: 0.214 | Acc: 92.461% (14202/15360) 120/391 [===================>.............................................] Step: 382ms | Tot: 44s94ms | Loss: 0.214 | Acc: 92.452% (14319/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s455ms | Loss: 0.214 | Acc: 92.450% (14437/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s818ms | Loss: 0.214 | Acc: 92.442% (14554/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 45s188ms | Loss: 0.214 | Acc: 92.452% (14674/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s549ms | Loss: 0.214 | Acc: 92.419% (14787/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s914ms | Loss: 0.214 | Acc: 92.436% (14908/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s281ms | Loss: 0.214 | Acc: 92.409% (15022/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 46s640ms | Loss: 0.214 | Acc: 92.419% (15142/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 47s6ms | Loss: 0.214 | Acc: 92.412% (15259/16512) 129/391 [=====================>...........................................] Step: 372ms | Tot: 47s378ms | Loss: 0.214 | Acc: 92.392% (15374/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 47s736ms | Loss: 0.214 | Acc: 92.372% (15489/16768) 131/391 [=====================>...........................................] Step: 357ms | Tot: 48s94ms | Loss: 0.215 | Acc: 92.359% (15605/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s454ms | Loss: 0.215 | Acc: 92.364% (15724/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s819ms | Loss: 0.216 | Acc: 92.310% (15833/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 49s184ms | Loss: 0.216 | Acc: 92.309% (15951/17280) 135/391 [======================>..........................................] Step: 357ms | Tot: 49s541ms | Loss: 0.216 | Acc: 92.302% (16068/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 49s907ms | Loss: 0.215 | Acc: 92.324% (16190/17536) 137/391 [======================>..........................................] Step: 376ms | Tot: 50s284ms | Loss: 0.216 | Acc: 92.329% (16309/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 50s647ms | Loss: 0.215 | Acc: 92.367% (16434/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s9ms | Loss: 0.215 | Acc: 92.383% (16555/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 51s372ms | Loss: 0.215 | Acc: 92.387% (16674/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s734ms | Loss: 0.214 | Acc: 92.408% (16796/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 52s95ms | Loss: 0.214 | Acc: 92.401% (16913/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 52s458ms | Loss: 0.215 | Acc: 92.383% (17028/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s825ms | Loss: 0.215 | Acc: 92.376% (17145/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 53s194ms | Loss: 0.214 | Acc: 92.391% (17266/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s561ms | Loss: 0.214 | Acc: 92.389% (17384/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s925ms | Loss: 0.214 | Acc: 92.404% (17505/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s295ms | Loss: 0.214 | Acc: 92.382% (17619/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s654ms | Loss: 0.214 | Acc: 92.396% (17740/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 55s16ms | Loss: 0.214 | Acc: 92.400% (17859/19328) 151/391 [=========================>.......................................] Step: 364ms | Tot: 55s380ms | Loss: 0.214 | Acc: 92.398% (17977/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 55s737ms | Loss: 0.214 | Acc: 92.371% (18090/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 56s97ms | Loss: 0.213 | Acc: 92.395% (18213/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s465ms | Loss: 0.214 | Acc: 92.389% (18330/19840) 155/391 [=========================>.......................................] Step: 373ms | Tot: 56s839ms | Loss: 0.214 | Acc: 92.388% (18448/19968) 156/391 [=========================>.......................................] Step: 372ms | Tot: 57s211ms | Loss: 0.214 | Acc: 92.387% (18566/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 57s572ms | Loss: 0.214 | Acc: 92.395% (18686/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s938ms | Loss: 0.215 | Acc: 92.364% (18798/20352) 159/391 [==========================>......................................] Step: 381ms | Tot: 58s319ms | Loss: 0.215 | Acc: 92.368% (18917/20480) 160/391 [==========================>......................................] Step: 376ms | Tot: 58s696ms | Loss: 0.215 | Acc: 92.377% (19037/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 59s64ms | Loss: 0.215 | Acc: 92.356% (19151/20736) 162/391 [==========================>......................................] Step: 371ms | Tot: 59s436ms | Loss: 0.215 | Acc: 92.341% (19266/20864) 163/391 [===========================>.....................................] Step: 365ms | Tot: 59s802ms | Loss: 0.215 | Acc: 92.326% (19381/20992) 164/391 [===========================>.....................................] Step: 374ms | Tot: 1m176ms | Loss: 0.215 | Acc: 92.344% (19503/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 1m545ms | Loss: 0.214 | Acc: 92.357% (19624/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m911ms | Loss: 0.215 | Acc: 92.351% (19741/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.215 | Acc: 92.355% (19860/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.215 | Acc: 92.349% (19977/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.215 | Acc: 92.358% (20097/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.215 | Acc: 92.370% (20218/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.215 | Acc: 92.374% (20337/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.215 | Acc: 92.400% (20461/22144) 173/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.214 | Acc: 92.408% (20581/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.214 | Acc: 92.406% (20699/22400) 175/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.214 | Acc: 92.396% (20815/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.214 | Acc: 92.408% (20936/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.214 | Acc: 92.429% (21059/22784) 178/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.214 | Acc: 92.414% (21174/22912) 179/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.215 | Acc: 92.370% (21282/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m6s | Loss: 0.215 | Acc: 92.377% (21402/23168) 181/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.214 | Acc: 92.398% (21525/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.214 | Acc: 92.418% (21648/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.214 | Acc: 92.430% (21769/23552) 184/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.214 | Acc: 92.411% (21883/23680) 185/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.214 | Acc: 92.414% (22002/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.214 | Acc: 92.413% (22120/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.215 | Acc: 92.395% (22234/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.214 | Acc: 92.398% (22353/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.215 | Acc: 92.401% (22472/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.214 | Acc: 92.421% (22595/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.214 | Acc: 92.432% (22716/24576) 192/391 [===============================>.................................] Step: 374ms | Tot: 1m10s | Loss: 0.214 | Acc: 92.434% (22835/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.215 | Acc: 92.413% (22948/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.215 | Acc: 92.416% (23067/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.215 | Acc: 92.415% (23185/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.215 | Acc: 92.425% (23306/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.214 | Acc: 92.452% (23431/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.214 | Acc: 92.462% (23552/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.214 | Acc: 92.469% (23672/25600) 200/391 [=================================>...............................] Step: 397ms | Tot: 1m13s | Loss: 0.214 | Acc: 92.463% (23789/25728) 201/391 [=================================>...............................] Step: 417ms | Tot: 1m13s | Loss: 0.214 | Acc: 92.462% (23907/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.214 | Acc: 92.461% (24025/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.214 | Acc: 92.463% (24144/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.215 | Acc: 92.443% (24257/26240) 205/391 [==================================>..............................] Step: 374ms | Tot: 1m15s | Loss: 0.215 | Acc: 92.464% (24381/26368) 206/391 [==================================>..............................] Step: 379ms | Tot: 1m15s | Loss: 0.215 | Acc: 92.452% (24496/26496) 207/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.216 | Acc: 92.443% (24612/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.216 | Acc: 92.416% (24723/26752) 209/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.216 | Acc: 92.414% (24841/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.215 | Acc: 92.428% (24963/27008) 211/391 [===================================>.............................] Step: 376ms | Tot: 1m17s | Loss: 0.215 | Acc: 92.434% (25083/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.215 | Acc: 92.441% (25203/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.215 | Acc: 92.432% (25319/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.215 | Acc: 92.445% (25441/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.215 | Acc: 92.452% (25561/27648) 216/391 [===================================>.............................] Step: 387ms | Tot: 1m19s | Loss: 0.215 | Acc: 92.454% (25680/27776) 217/391 [====================================>............................] Step: 370ms | Tot: 1m19s | Loss: 0.215 | Acc: 92.456% (25799/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.216 | Acc: 92.451% (25916/28032) 219/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.216 | Acc: 92.436% (26030/28160) 220/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.216 | Acc: 92.446% (26151/28288) 221/391 [====================================>............................] Step: 374ms | Tot: 1m21s | Loss: 0.216 | Acc: 92.437% (26267/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.216 | Acc: 92.457% (26391/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.216 | Acc: 92.467% (26512/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.216 | Acc: 92.479% (26634/28800) 225/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.216 | Acc: 92.454% (26745/28928) 226/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.216 | Acc: 92.435% (26858/29056) 227/391 [=====================================>...........................] Step: 380ms | Tot: 1m23s | Loss: 0.216 | Acc: 92.451% (26981/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.216 | Acc: 92.464% (27103/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.215 | Acc: 92.480% (27226/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.215 | Acc: 92.482% (27345/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.216 | Acc: 92.480% (27463/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.216 | Acc: 92.479% (27581/29824) 233/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.216 | Acc: 92.465% (27695/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.216 | Acc: 92.473% (27816/30080) 235/391 [=======================================>.........................] Step: 373ms | Tot: 1m26s | Loss: 0.216 | Acc: 92.462% (27931/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.217 | Acc: 92.468% (28051/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.217 | Acc: 92.470% (28170/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.217 | Acc: 92.465% (28287/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.217 | Acc: 92.480% (28410/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m28s | Loss: 0.217 | Acc: 92.489% (28531/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.216 | Acc: 92.507% (28655/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.217 | Acc: 92.486% (28767/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.217 | Acc: 92.485% (28885/31232) 244/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.217 | Acc: 92.494% (29006/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.217 | Acc: 92.486% (29122/31488) 246/391 [========================================>........................] Step: 373ms | Tot: 1m30s | Loss: 0.217 | Acc: 92.488% (29241/31616) 247/391 [=========================================>.......................] Step: 371ms | Tot: 1m30s | Loss: 0.217 | Acc: 92.496% (29362/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.217 | Acc: 92.508% (29484/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.217 | Acc: 92.494% (29598/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.217 | Acc: 92.493% (29716/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m32s | Loss: 0.217 | Acc: 92.498% (29836/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.217 | Acc: 92.484% (29950/32384) 253/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.217 | Acc: 92.492% (30071/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.217 | Acc: 92.479% (30185/32640) 255/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.217 | Acc: 92.477% (30303/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.217 | Acc: 92.485% (30424/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.217 | Acc: 92.481% (30541/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.217 | Acc: 92.456% (30651/33152) 259/391 [===========================================>.....................] Step: 352ms | Tot: 1m35s | Loss: 0.218 | Acc: 92.443% (30765/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.218 | Acc: 92.436% (30881/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.218 | Acc: 92.441% (31001/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.218 | Acc: 92.428% (31115/33664) 263/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.218 | Acc: 92.427% (31233/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.218 | Acc: 92.415% (31347/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.218 | Acc: 92.390% (31457/34048) 266/391 [============================================>....................] Step: 353ms | Tot: 1m37s | Loss: 0.218 | Acc: 92.386% (31574/34176) 267/391 [============================================>....................] Step: 351ms | Tot: 1m37s | Loss: 0.218 | Acc: 92.383% (31691/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.218 | Acc: 92.373% (31806/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.218 | Acc: 92.367% (31922/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.218 | Acc: 92.378% (32044/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.218 | Acc: 92.400% (32170/34816) 272/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.218 | Acc: 92.399% (32288/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.218 | Acc: 92.410% (32410/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.218 | Acc: 92.389% (32521/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.218 | Acc: 92.377% (32635/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m41s | Loss: 0.218 | Acc: 92.382% (32755/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.218 | Acc: 92.387% (32875/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.218 | Acc: 92.398% (32997/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.218 | Acc: 92.411% (33120/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.218 | Acc: 92.415% (33240/35968) 281/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.218 | Acc: 92.406% (33355/36096) 282/391 [==============================================>..................] Step: 391ms | Tot: 1m43s | Loss: 0.218 | Acc: 92.417% (33477/36224) 283/391 [===============================================>.................] Step: 401ms | Tot: 1m43s | Loss: 0.218 | Acc: 92.416% (33595/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.218 | Acc: 92.423% (33716/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.218 | Acc: 92.428% (33836/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.218 | Acc: 92.432% (33956/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.217 | Acc: 92.442% (34078/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.218 | Acc: 92.431% (34192/36992) 289/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.218 | Acc: 92.433% (34311/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.218 | Acc: 92.429% (34428/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.218 | Acc: 92.434% (34548/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.218 | Acc: 92.417% (34660/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.218 | Acc: 92.403% (34773/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.218 | Acc: 92.402% (34891/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.218 | Acc: 92.409% (35012/37888) 296/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.218 | Acc: 92.408% (35130/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.218 | Acc: 92.405% (35247/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.218 | Acc: 92.404% (35365/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.218 | Acc: 92.391% (35478/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.218 | Acc: 92.387% (35595/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.218 | Acc: 92.394% (35716/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.218 | Acc: 92.386% (35831/38784) 303/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.219 | Acc: 92.375% (35945/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.219 | Acc: 92.372% (36062/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.219 | Acc: 92.366% (36178/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m52s | Loss: 0.218 | Acc: 92.373% (36299/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.219 | Acc: 92.363% (36413/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.219 | Acc: 92.357% (36529/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.219 | Acc: 92.364% (36650/39680) 310/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.219 | Acc: 92.358% (36766/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.219 | Acc: 92.360% (36885/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.219 | Acc: 92.355% (37001/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.219 | Acc: 92.359% (37121/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.219 | Acc: 92.351% (37236/40320) 315/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.219 | Acc: 92.363% (37359/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.219 | Acc: 92.355% (37474/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.219 | Acc: 92.330% (37582/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.220 | Acc: 92.317% (37695/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.220 | Acc: 92.312% (37811/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m57s | Loss: 0.220 | Acc: 92.309% (37928/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.220 | Acc: 92.311% (38047/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.220 | Acc: 92.321% (38169/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.219 | Acc: 92.327% (38290/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.220 | Acc: 92.320% (38405/41600) 325/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.220 | Acc: 92.310% (38519/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.220 | Acc: 92.309% (38637/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.220 | Acc: 92.311% (38756/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 2m113ms | Loss: 0.220 | Acc: 92.311% (38874/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 2m479ms | Loss: 0.219 | Acc: 92.325% (38998/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m844ms | Loss: 0.219 | Acc: 92.327% (39117/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.219 | Acc: 92.326% (39235/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.219 | Acc: 92.331% (39355/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.219 | Acc: 92.323% (39470/42752) 334/391 [=======================================================>.........] Step: 378ms | Tot: 2m2s | Loss: 0.219 | Acc: 92.323% (39588/42880) 335/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.219 | Acc: 92.308% (39700/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m3s | Loss: 0.219 | Acc: 92.313% (39820/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.220 | Acc: 92.308% (39936/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.220 | Acc: 92.305% (40053/43392) 339/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.220 | Acc: 92.300% (40169/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.220 | Acc: 92.300% (40287/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.220 | Acc: 92.304% (40407/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.220 | Acc: 92.306% (40526/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.220 | Acc: 92.301% (40642/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m5s | Loss: 0.220 | Acc: 92.285% (40753/44160) 345/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.220 | Acc: 92.289% (40873/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.220 | Acc: 92.287% (40990/44416) 347/391 [=========================================================>.......] Step: 357ms | Tot: 2m7s | Loss: 0.220 | Acc: 92.289% (41109/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.220 | Acc: 92.290% (41228/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.220 | Acc: 92.283% (41343/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.220 | Acc: 92.288% (41463/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.220 | Acc: 92.296% (41585/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.219 | Acc: 92.298% (41704/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m9s | Loss: 0.219 | Acc: 92.300% (41823/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.220 | Acc: 92.284% (41934/45440) 355/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.220 | Acc: 92.284% (42052/45568) 356/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.220 | Acc: 92.279% (42168/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.220 | Acc: 92.286% (42289/45824) 358/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.220 | Acc: 92.279% (42404/45952) 359/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.220 | Acc: 92.283% (42524/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.220 | Acc: 92.272% (42637/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.220 | Acc: 92.270% (42754/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.220 | Acc: 92.274% (42874/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.220 | Acc: 92.275% (42993/46592) 364/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.220 | Acc: 92.273% (43110/46720) 365/391 [============================================================>....] Step: 400ms | Tot: 2m13s | Loss: 0.220 | Acc: 92.273% (43228/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m14s | Loss: 0.220 | Acc: 92.277% (43348/46976) 367/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.220 | Acc: 92.281% (43468/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.220 | Acc: 92.272% (43582/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.220 | Acc: 92.280% (43704/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.220 | Acc: 92.282% (43823/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.220 | Acc: 92.278% (43939/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.220 | Acc: 92.271% (44054/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.220 | Acc: 92.284% (44178/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.220 | Acc: 92.277% (44293/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.220 | Acc: 92.283% (44414/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.220 | Acc: 92.281% (44531/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m18s | Loss: 0.220 | Acc: 92.278% (44648/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m18s | Loss: 0.220 | Acc: 92.276% (44765/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.220 | Acc: 92.280% (44885/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.220 | Acc: 92.276% (45001/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.220 | Acc: 92.277% (45120/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.220 | Acc: 92.275% (45237/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.220 | Acc: 92.275% (45355/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.220 | Acc: 92.277% (45474/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.220 | Acc: 92.279% (45593/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.220 | Acc: 92.276% (45710/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.220 | Acc: 92.276% (45828/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.220 | Acc: 92.282% (45949/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m22s | Loss: 0.220 | Acc: 92.284% (46068/49920) 390/391 [================================================================>] Step: 339ms | Tot: 2m22s | Loss: 0.220 | Acc: 92.278% (46139/50000) 391/391 + [>................................................................] Step: 498ms | Tot: 2ms | Loss: 0.336 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 294ms | Tot: 297ms | Loss: 0.327 | Acc: 89.500% (179/200) 2/100 [=>...............................................................] Step: 290ms | Tot: 587ms | Loss: 0.321 | Acc: 90.000% (270/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 883ms | Loss: 0.338 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s180ms | Loss: 0.341 | Acc: 88.800% (444/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s480ms | Loss: 0.308 | Acc: 89.667% (538/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s776ms | Loss: 0.314 | Acc: 90.143% (631/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s79ms | Loss: 0.317 | Acc: 89.625% (717/800) 8/100 [=====>...........................................................] Step: 291ms | Tot: 2s371ms | Loss: 0.340 | Acc: 89.111% (802/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s670ms | Loss: 0.350 | Acc: 88.700% (887/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 2s972ms | Loss: 0.355 | Acc: 88.364% (972/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s272ms | Loss: 0.363 | Acc: 88.167% (1058/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s570ms | Loss: 0.352 | Acc: 88.231% (1147/1300) 13/100 [========>........................................................] Step: 296ms | Tot: 3s867ms | Loss: 0.346 | Acc: 88.429% (1238/1400) 14/100 [=========>.......................................................] Step: 307ms | Tot: 4s175ms | Loss: 0.340 | Acc: 88.400% (1326/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s477ms | Loss: 0.346 | Acc: 88.250% (1412/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s783ms | Loss: 0.339 | Acc: 88.529% (1505/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s94ms | Loss: 0.347 | Acc: 88.333% (1590/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s402ms | Loss: 0.348 | Acc: 88.211% (1676/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s703ms | Loss: 0.353 | Acc: 87.950% (1759/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s9ms | Loss: 0.359 | Acc: 87.810% (1844/2100) 21/100 [=============>...................................................] Step: 305ms | Tot: 6s314ms | Loss: 0.357 | Acc: 87.818% (1932/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s620ms | Loss: 0.363 | Acc: 87.739% (2018/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s922ms | Loss: 0.368 | Acc: 87.667% (2104/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s230ms | Loss: 0.370 | Acc: 87.800% (2195/2500) 25/100 [================>................................................] Step: 332ms | Tot: 7s563ms | Loss: 0.376 | Acc: 87.654% (2279/2600) 26/100 [================>................................................] Step: 312ms | Tot: 7s875ms | Loss: 0.375 | Acc: 87.593% (2365/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s182ms | Loss: 0.374 | Acc: 87.607% (2453/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s488ms | Loss: 0.379 | Acc: 87.586% (2540/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s787ms | Loss: 0.377 | Acc: 87.600% (2628/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s96ms | Loss: 0.375 | Acc: 87.548% (2714/3100) 31/100 [====================>............................................] Step: 301ms | Tot: 9s397ms | Loss: 0.375 | Acc: 87.594% (2803/3200) 32/100 [====================>............................................] Step: 337ms | Tot: 9s734ms | Loss: 0.373 | Acc: 87.667% (2893/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s49ms | Loss: 0.373 | Acc: 87.588% (2978/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s352ms | Loss: 0.379 | Acc: 87.400% (3059/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s660ms | Loss: 0.379 | Acc: 87.444% (3148/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s968ms | Loss: 0.379 | Acc: 87.405% (3234/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s271ms | Loss: 0.381 | Acc: 87.342% (3319/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s574ms | Loss: 0.382 | Acc: 87.359% (3407/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s874ms | Loss: 0.382 | Acc: 87.375% (3495/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s184ms | Loss: 0.383 | Acc: 87.390% (3583/4100) 41/100 [==========================>......................................] Step: 302ms | Tot: 12s486ms | Loss: 0.385 | Acc: 87.452% (3673/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s787ms | Loss: 0.381 | Acc: 87.535% (3764/4300) 43/100 [===========================>.....................................] Step: 315ms | Tot: 13s102ms | Loss: 0.381 | Acc: 87.568% (3853/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s407ms | Loss: 0.379 | Acc: 87.644% (3944/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s712ms | Loss: 0.379 | Acc: 87.609% (4030/4600) 46/100 [=============================>...................................] Step: 313ms | Tot: 14s25ms | Loss: 0.382 | Acc: 87.511% (4113/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s335ms | Loss: 0.385 | Acc: 87.458% (4198/4800) 48/100 [===============================>.................................] Step: 299ms | Tot: 14s634ms | Loss: 0.383 | Acc: 87.551% (4290/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 14s943ms | Loss: 0.385 | Acc: 87.460% (4373/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s247ms | Loss: 0.384 | Acc: 87.490% (4462/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s555ms | Loss: 0.385 | Acc: 87.577% (4554/5200) 52/100 [=================================>...............................] Step: 309ms | Tot: 15s865ms | Loss: 0.384 | Acc: 87.566% (4641/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s175ms | Loss: 0.383 | Acc: 87.611% (4731/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s477ms | Loss: 0.382 | Acc: 87.582% (4817/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s782ms | Loss: 0.382 | Acc: 87.625% (4907/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s94ms | Loss: 0.380 | Acc: 87.684% (4998/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s398ms | Loss: 0.378 | Acc: 87.793% (5092/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s703ms | Loss: 0.379 | Acc: 87.763% (5178/5900) 59/100 [======================================>..........................] Step: 313ms | Tot: 18s16ms | Loss: 0.380 | Acc: 87.717% (5263/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s315ms | Loss: 0.380 | Acc: 87.738% (5352/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s622ms | Loss: 0.378 | Acc: 87.823% (5445/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 18s936ms | Loss: 0.377 | Acc: 87.810% (5532/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s239ms | Loss: 0.375 | Acc: 87.891% (5625/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s544ms | Loss: 0.376 | Acc: 87.846% (5710/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 19s847ms | Loss: 0.375 | Acc: 87.818% (5796/6600) 66/100 [==========================================>......................] Step: 342ms | Tot: 20s189ms | Loss: 0.373 | Acc: 87.851% (5886/6700) 67/100 [===========================================>.....................] Step: 353ms | Tot: 20s543ms | Loss: 0.374 | Acc: 87.882% (5976/6800) 68/100 [============================================>....................] Step: 323ms | Tot: 20s867ms | Loss: 0.372 | Acc: 87.971% (6070/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s177ms | Loss: 0.373 | Acc: 87.957% (6157/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s478ms | Loss: 0.373 | Acc: 87.972% (6246/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s787ms | Loss: 0.373 | Acc: 87.958% (6333/7200) 72/100 [==============================================>..................] Step: 321ms | Tot: 22s109ms | Loss: 0.372 | Acc: 88.027% (6426/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s410ms | Loss: 0.372 | Acc: 88.041% (6515/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s711ms | Loss: 0.373 | Acc: 88.013% (6601/7500) 75/100 [================================================>................] Step: 314ms | Tot: 23s25ms | Loss: 0.374 | Acc: 88.000% (6688/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s330ms | Loss: 0.374 | Acc: 88.013% (6777/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s634ms | Loss: 0.373 | Acc: 88.038% (6867/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 23s945ms | Loss: 0.373 | Acc: 88.038% (6955/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s248ms | Loss: 0.373 | Acc: 88.013% (7041/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s553ms | Loss: 0.372 | Acc: 88.025% (7130/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s860ms | Loss: 0.372 | Acc: 88.024% (7218/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s169ms | Loss: 0.373 | Acc: 88.024% (7306/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s473ms | Loss: 0.372 | Acc: 88.012% (7393/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 25s773ms | Loss: 0.373 | Acc: 87.965% (7477/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s80ms | Loss: 0.374 | Acc: 87.919% (7561/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s384ms | Loss: 0.373 | Acc: 87.943% (7651/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s689ms | Loss: 0.373 | Acc: 87.955% (7740/8800) 88/100 [=========================================================>.......] Step: 313ms | Tot: 27s3ms | Loss: 0.372 | Acc: 87.955% (7828/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s307ms | Loss: 0.373 | Acc: 87.956% (7916/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s615ms | Loss: 0.373 | Acc: 87.967% (8005/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s924ms | Loss: 0.371 | Acc: 88.011% (8097/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s228ms | Loss: 0.371 | Acc: 88.011% (8185/9300) 93/100 [============================================================>....] Step: 300ms | Tot: 28s529ms | Loss: 0.371 | Acc: 87.979% (8270/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 28s838ms | Loss: 0.371 | Acc: 87.979% (8358/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s143ms | Loss: 0.371 | Acc: 87.979% (8446/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s450ms | Loss: 0.370 | Acc: 88.041% (8540/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s754ms | Loss: 0.370 | Acc: 88.051% (8629/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 30s63ms | Loss: 0.370 | Acc: 88.010% (8713/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s370ms | Loss: 0.369 | Acc: 88.040% (8804/10000) 100/100 + +Epoch: 138 + [>................................................................] Step: 599ms | Tot: 2ms | Loss: 0.136 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 381ms | Tot: 383ms | Loss: 0.157 | Acc: 94.531% (242/256) 2/391 [>................................................................] Step: 373ms | Tot: 757ms | Loss: 0.164 | Acc: 93.750% (360/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s134ms | Loss: 0.183 | Acc: 93.164% (477/512) 4/391 [>................................................................] Step: 373ms | Tot: 1s507ms | Loss: 0.186 | Acc: 93.125% (596/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s880ms | Loss: 0.210 | Acc: 92.708% (712/768) 6/391 [>................................................................] Step: 375ms | Tot: 2s255ms | Loss: 0.211 | Acc: 92.634% (830/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s626ms | Loss: 0.216 | Acc: 92.871% (951/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 3s1ms | Loss: 0.219 | Acc: 92.448% (1065/1152) 9/391 [=>...............................................................] Step: 377ms | Tot: 3s379ms | Loss: 0.209 | Acc: 92.734% (1187/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s745ms | Loss: 0.206 | Acc: 92.969% (1309/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s116ms | Loss: 0.203 | Acc: 93.164% (1431/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s484ms | Loss: 0.207 | Acc: 92.788% (1544/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s850ms | Loss: 0.205 | Acc: 92.857% (1664/1792) 14/391 [==>..............................................................] Step: 375ms | Tot: 5s225ms | Loss: 0.199 | Acc: 93.021% (1786/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s592ms | Loss: 0.196 | Acc: 93.115% (1907/2048) 16/391 [==>..............................................................] Step: 369ms | Tot: 5s961ms | Loss: 0.195 | Acc: 93.107% (2026/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s331ms | Loss: 0.191 | Acc: 93.229% (2148/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s701ms | Loss: 0.188 | Acc: 93.339% (2270/2432) 19/391 [===>.............................................................] Step: 369ms | Tot: 7s71ms | Loss: 0.189 | Acc: 93.359% (2390/2560) 20/391 [===>.............................................................] Step: 365ms | Tot: 7s437ms | Loss: 0.197 | Acc: 93.192% (2505/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s803ms | Loss: 0.202 | Acc: 92.898% (2616/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s173ms | Loss: 0.200 | Acc: 92.935% (2736/2944) 23/391 [===>.............................................................] Step: 372ms | Tot: 8s545ms | Loss: 0.199 | Acc: 92.904% (2854/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s907ms | Loss: 0.202 | Acc: 92.750% (2968/3200) 25/391 [====>............................................................] Step: 368ms | Tot: 9s275ms | Loss: 0.201 | Acc: 92.819% (3089/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s645ms | Loss: 0.202 | Acc: 92.911% (3211/3456) 27/391 [====>............................................................] Step: 371ms | Tot: 10s16ms | Loss: 0.203 | Acc: 92.941% (3331/3584) 28/391 [====>............................................................] Step: 369ms | Tot: 10s385ms | Loss: 0.206 | Acc: 92.834% (3446/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s754ms | Loss: 0.206 | Acc: 92.839% (3565/3840) 30/391 [====>............................................................] Step: 371ms | Tot: 11s126ms | Loss: 0.205 | Acc: 92.868% (3685/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s488ms | Loss: 0.207 | Acc: 92.847% (3803/4096) 32/391 [=====>...........................................................] Step: 364ms | Tot: 11s853ms | Loss: 0.206 | Acc: 92.827% (3921/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s221ms | Loss: 0.207 | Acc: 92.808% (4039/4352) 34/391 [=====>...........................................................] Step: 368ms | Tot: 12s589ms | Loss: 0.208 | Acc: 92.746% (4155/4480) 35/391 [=====>...........................................................] Step: 372ms | Tot: 12s961ms | Loss: 0.210 | Acc: 92.687% (4271/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s329ms | Loss: 0.210 | Acc: 92.694% (4390/4736) 37/391 [======>..........................................................] Step: 369ms | Tot: 13s698ms | Loss: 0.209 | Acc: 92.681% (4508/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 14s66ms | Loss: 0.208 | Acc: 92.668% (4626/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s430ms | Loss: 0.208 | Acc: 92.656% (4744/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 14s797ms | Loss: 0.209 | Acc: 92.702% (4865/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s167ms | Loss: 0.209 | Acc: 92.671% (4982/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s531ms | Loss: 0.209 | Acc: 92.624% (5098/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s896ms | Loss: 0.211 | Acc: 92.578% (5214/5632) 44/391 [=======>.........................................................] Step: 372ms | Tot: 16s268ms | Loss: 0.212 | Acc: 92.535% (5330/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s638ms | Loss: 0.211 | Acc: 92.595% (5452/5888) 46/391 [=======>.........................................................] Step: 370ms | Tot: 17s8ms | Loss: 0.210 | Acc: 92.653% (5574/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s374ms | Loss: 0.209 | Acc: 92.660% (5693/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s745ms | Loss: 0.207 | Acc: 92.746% (5817/6272) 49/391 [========>........................................................] Step: 372ms | Tot: 18s117ms | Loss: 0.207 | Acc: 92.734% (5935/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s483ms | Loss: 0.207 | Acc: 92.724% (6053/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s852ms | Loss: 0.206 | Acc: 92.728% (6172/6656) 52/391 [========>........................................................] Step: 402ms | Tot: 19s255ms | Loss: 0.206 | Acc: 92.718% (6290/6784) 53/391 [========>........................................................] Step: 418ms | Tot: 19s674ms | Loss: 0.207 | Acc: 92.694% (6407/6912) 54/391 [========>........................................................] Step: 374ms | Tot: 20s49ms | Loss: 0.209 | Acc: 92.585% (6518/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s415ms | Loss: 0.210 | Acc: 92.550% (6634/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 20s784ms | Loss: 0.211 | Acc: 92.530% (6751/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 21s155ms | Loss: 0.212 | Acc: 92.524% (6869/7424) 58/391 [=========>.......................................................] Step: 371ms | Tot: 21s526ms | Loss: 0.213 | Acc: 92.519% (6987/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s895ms | Loss: 0.212 | Acc: 92.552% (7108/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 22s267ms | Loss: 0.212 | Acc: 92.559% (7227/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 22s633ms | Loss: 0.213 | Acc: 92.540% (7344/7936) 62/391 [==========>......................................................] Step: 379ms | Tot: 23s12ms | Loss: 0.214 | Acc: 92.510% (7460/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s379ms | Loss: 0.216 | Acc: 92.480% (7576/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s745ms | Loss: 0.217 | Acc: 92.440% (7691/8320) 65/391 [==========>......................................................] Step: 371ms | Tot: 24s117ms | Loss: 0.216 | Acc: 92.448% (7810/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s481ms | Loss: 0.216 | Acc: 92.456% (7929/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s845ms | Loss: 0.216 | Acc: 92.475% (8049/8704) 68/391 [===========>.....................................................] Step: 371ms | Tot: 25s216ms | Loss: 0.217 | Acc: 92.437% (8164/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s581ms | Loss: 0.217 | Acc: 92.433% (8282/8960) 70/391 [===========>.....................................................] Step: 374ms | Tot: 25s955ms | Loss: 0.218 | Acc: 92.397% (8397/9088) 71/391 [===========>.....................................................] Step: 375ms | Tot: 26s330ms | Loss: 0.218 | Acc: 92.415% (8517/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s697ms | Loss: 0.217 | Acc: 92.487% (8642/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 27s65ms | Loss: 0.216 | Acc: 92.494% (8761/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s432ms | Loss: 0.216 | Acc: 92.521% (8882/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s797ms | Loss: 0.216 | Acc: 92.475% (8996/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 28s168ms | Loss: 0.216 | Acc: 92.461% (9113/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s535ms | Loss: 0.215 | Acc: 92.528% (9238/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s903ms | Loss: 0.216 | Acc: 92.484% (9352/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 29s271ms | Loss: 0.216 | Acc: 92.480% (9470/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 29s642ms | Loss: 0.216 | Acc: 92.458% (9586/10368) 81/391 [=============>...................................................] Step: 375ms | Tot: 30s17ms | Loss: 0.216 | Acc: 92.464% (9705/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s383ms | Loss: 0.216 | Acc: 92.460% (9823/10624) 83/391 [=============>...................................................] Step: 382ms | Tot: 30s765ms | Loss: 0.217 | Acc: 92.439% (9939/10752) 84/391 [=============>...................................................] Step: 377ms | Tot: 31s143ms | Loss: 0.218 | Acc: 92.399% (10053/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 31s513ms | Loss: 0.218 | Acc: 92.442% (10176/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s880ms | Loss: 0.217 | Acc: 92.457% (10296/11136) 87/391 [==============>..................................................] Step: 376ms | Tot: 32s257ms | Loss: 0.217 | Acc: 92.436% (10412/11264) 88/391 [==============>..................................................] Step: 377ms | Tot: 32s634ms | Loss: 0.217 | Acc: 92.442% (10531/11392) 89/391 [==============>..................................................] Step: 387ms | Tot: 33s21ms | Loss: 0.217 | Acc: 92.439% (10649/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 33s387ms | Loss: 0.217 | Acc: 92.428% (10766/11648) 91/391 [===============>.................................................] Step: 372ms | Tot: 33s760ms | Loss: 0.217 | Acc: 92.459% (10888/11776) 92/391 [===============>.................................................] Step: 382ms | Tot: 34s142ms | Loss: 0.217 | Acc: 92.473% (11008/11904) 93/391 [===============>.................................................] Step: 374ms | Tot: 34s516ms | Loss: 0.217 | Acc: 92.462% (11125/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s879ms | Loss: 0.217 | Acc: 92.434% (11240/12160) 95/391 [===============>.................................................] Step: 373ms | Tot: 35s253ms | Loss: 0.216 | Acc: 92.505% (11367/12288) 96/391 [===============>.................................................] Step: 367ms | Tot: 35s620ms | Loss: 0.216 | Acc: 92.526% (11488/12416) 97/391 [================>................................................] Step: 378ms | Tot: 35s999ms | Loss: 0.216 | Acc: 92.546% (11609/12544) 98/391 [================>................................................] Step: 381ms | Tot: 36s381ms | Loss: 0.215 | Acc: 92.551% (11728/12672) 99/391 [================>................................................] Step: 366ms | Tot: 36s748ms | Loss: 0.215 | Acc: 92.539% (11845/12800) 100/391 [================>................................................] Step: 375ms | Tot: 37s123ms | Loss: 0.215 | Acc: 92.543% (11964/12928) 101/391 [================>................................................] Step: 367ms | Tot: 37s490ms | Loss: 0.216 | Acc: 92.502% (12077/13056) 102/391 [================>................................................] Step: 376ms | Tot: 37s867ms | Loss: 0.216 | Acc: 92.521% (12198/13184) 103/391 [=================>...............................................] Step: 377ms | Tot: 38s244ms | Loss: 0.215 | Acc: 92.533% (12318/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 38s610ms | Loss: 0.215 | Acc: 92.530% (12436/13440) 105/391 [=================>...............................................] Step: 371ms | Tot: 38s982ms | Loss: 0.215 | Acc: 92.556% (12558/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 39s345ms | Loss: 0.214 | Acc: 92.589% (12681/13696) 107/391 [=================>...............................................] Step: 380ms | Tot: 39s726ms | Loss: 0.214 | Acc: 92.614% (12803/13824) 108/391 [=================>...............................................] Step: 379ms | Tot: 40s105ms | Loss: 0.214 | Acc: 92.618% (12922/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 40s472ms | Loss: 0.215 | Acc: 92.599% (13038/14080) 110/391 [==================>..............................................] Step: 369ms | Tot: 40s841ms | Loss: 0.215 | Acc: 92.582% (13154/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 41s213ms | Loss: 0.215 | Acc: 92.585% (13273/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 41s583ms | Loss: 0.215 | Acc: 92.602% (13394/14464) 113/391 [==================>..............................................] Step: 378ms | Tot: 41s962ms | Loss: 0.215 | Acc: 92.592% (13511/14592) 114/391 [==================>..............................................] Step: 372ms | Tot: 42s334ms | Loss: 0.216 | Acc: 92.595% (13630/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s696ms | Loss: 0.215 | Acc: 92.598% (13749/14848) 116/391 [===================>.............................................] Step: 379ms | Tot: 43s75ms | Loss: 0.216 | Acc: 92.581% (13865/14976) 117/391 [===================>.............................................] Step: 378ms | Tot: 43s454ms | Loss: 0.216 | Acc: 92.572% (13982/15104) 118/391 [===================>.............................................] Step: 382ms | Tot: 43s837ms | Loss: 0.217 | Acc: 92.575% (14101/15232) 119/391 [===================>.............................................] Step: 379ms | Tot: 44s216ms | Loss: 0.217 | Acc: 92.533% (14213/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 44s580ms | Loss: 0.218 | Acc: 92.504% (14327/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 44s945ms | Loss: 0.217 | Acc: 92.527% (14449/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 45s316ms | Loss: 0.217 | Acc: 92.537% (14569/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 45s681ms | Loss: 0.217 | Acc: 92.547% (14689/15872) 124/391 [====================>............................................] Step: 374ms | Tot: 46s55ms | Loss: 0.217 | Acc: 92.525% (14804/16000) 125/391 [====================>............................................] Step: 373ms | Tot: 46s428ms | Loss: 0.216 | Acc: 92.547% (14926/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 46s792ms | Loss: 0.216 | Acc: 92.544% (15044/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 47s160ms | Loss: 0.216 | Acc: 92.542% (15162/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 47s527ms | Loss: 0.216 | Acc: 92.563% (15284/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 47s894ms | Loss: 0.217 | Acc: 92.554% (15401/16640) 130/391 [=====================>...........................................] Step: 372ms | Tot: 48s267ms | Loss: 0.217 | Acc: 92.545% (15518/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 48s632ms | Loss: 0.217 | Acc: 92.543% (15636/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 49s1ms | Loss: 0.216 | Acc: 92.558% (15757/17024) 133/391 [======================>..........................................] Step: 420ms | Tot: 49s421ms | Loss: 0.216 | Acc: 92.590% (15881/17152) 134/391 [======================>..........................................] Step: 403ms | Tot: 49s824ms | Loss: 0.216 | Acc: 92.581% (15998/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 50s195ms | Loss: 0.217 | Acc: 92.555% (16112/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 50s566ms | Loss: 0.216 | Acc: 92.581% (16235/17536) 137/391 [======================>..........................................] Step: 372ms | Tot: 50s938ms | Loss: 0.216 | Acc: 92.567% (16351/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 51s300ms | Loss: 0.216 | Acc: 92.575% (16471/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 51s664ms | Loss: 0.216 | Acc: 92.584% (16591/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 52s27ms | Loss: 0.216 | Acc: 92.570% (16707/18048) 141/391 [=======================>.........................................] Step: 353ms | Tot: 52s381ms | Loss: 0.216 | Acc: 92.556% (16823/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s745ms | Loss: 0.216 | Acc: 92.543% (16939/18304) 143/391 [=======================>.........................................] Step: 372ms | Tot: 53s118ms | Loss: 0.216 | Acc: 92.546% (17058/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 53s480ms | Loss: 0.216 | Acc: 92.559% (17179/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 53s838ms | Loss: 0.216 | Acc: 92.557% (17297/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 54s199ms | Loss: 0.216 | Acc: 92.554% (17415/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 54s564ms | Loss: 0.216 | Acc: 92.562% (17535/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 54s922ms | Loss: 0.215 | Acc: 92.576% (17656/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 55s282ms | Loss: 0.215 | Acc: 92.568% (17773/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 55s639ms | Loss: 0.215 | Acc: 92.570% (17892/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 56s3ms | Loss: 0.216 | Acc: 92.573% (18011/19456) 152/391 [=========================>.......................................] Step: 376ms | Tot: 56s379ms | Loss: 0.215 | Acc: 92.576% (18130/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 56s743ms | Loss: 0.215 | Acc: 92.609% (18255/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 57s105ms | Loss: 0.214 | Acc: 92.631% (18378/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 57s467ms | Loss: 0.214 | Acc: 92.638% (18498/19968) 156/391 [=========================>.......................................] Step: 353ms | Tot: 57s821ms | Loss: 0.215 | Acc: 92.630% (18615/20096) 157/391 [==========================>......................................] Step: 366ms | Tot: 58s187ms | Loss: 0.214 | Acc: 92.642% (18736/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 58s544ms | Loss: 0.214 | Acc: 92.644% (18855/20352) 159/391 [==========================>......................................] Step: 357ms | Tot: 58s901ms | Loss: 0.214 | Acc: 92.646% (18974/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 59s264ms | Loss: 0.214 | Acc: 92.653% (19094/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 59s627ms | Loss: 0.214 | Acc: 92.665% (19215/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 59s993ms | Loss: 0.214 | Acc: 92.691% (19339/20864) 163/391 [===========================>.....................................] Step: 362ms | Tot: 1m355ms | Loss: 0.214 | Acc: 92.669% (19453/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 1m714ms | Loss: 0.214 | Acc: 92.685% (19575/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.214 | Acc: 92.668% (19690/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.214 | Acc: 92.679% (19811/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.214 | Acc: 92.685% (19931/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m2s | Loss: 0.213 | Acc: 92.701% (20053/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.214 | Acc: 92.693% (20170/21760) 170/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.214 | Acc: 92.690% (20288/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.214 | Acc: 92.692% (20407/22016) 172/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.214 | Acc: 92.675% (20522/22144) 173/391 [============================>....................................] Step: 357ms | Tot: 1m3s | Loss: 0.214 | Acc: 92.690% (20644/22272) 174/391 [============================>....................................] Step: 357ms | Tot: 1m4s | Loss: 0.214 | Acc: 92.679% (20760/22400) 175/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.214 | Acc: 92.680% (20879/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.214 | Acc: 92.691% (21000/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.214 | Acc: 92.670% (21114/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.214 | Acc: 92.676% (21234/22912) 179/391 [=============================>...................................] Step: 375ms | Tot: 1m6s | Loss: 0.214 | Acc: 92.678% (21353/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m6s | Loss: 0.214 | Acc: 92.680% (21472/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.214 | Acc: 92.698% (21595/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.213 | Acc: 92.708% (21716/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.214 | Acc: 92.697% (21832/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.214 | Acc: 92.682% (21947/23680) 185/391 [==============================>..................................] Step: 355ms | Tot: 1m8s | Loss: 0.214 | Acc: 92.679% (22065/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m8s | Loss: 0.214 | Acc: 92.676% (22183/23936) 187/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.214 | Acc: 92.674% (22301/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.214 | Acc: 92.671% (22419/24192) 189/391 [===============================>.................................] Step: 353ms | Tot: 1m9s | Loss: 0.215 | Acc: 92.644% (22531/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.214 | Acc: 92.670% (22656/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.214 | Acc: 92.660% (22772/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.215 | Acc: 92.629% (22883/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.215 | Acc: 92.639% (23004/24832) 194/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.215 | Acc: 92.648% (23125/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.215 | Acc: 92.634% (23240/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.215 | Acc: 92.624% (23356/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.215 | Acc: 92.633% (23477/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m13s | Loss: 0.215 | Acc: 92.631% (23595/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.215 | Acc: 92.641% (23716/25600) 200/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.215 | Acc: 92.658% (23839/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.215 | Acc: 92.648% (23955/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.215 | Acc: 92.642% (24072/25984) 203/391 [=================================>...............................] Step: 356ms | Tot: 1m14s | Loss: 0.215 | Acc: 92.632% (24188/26112) 204/391 [=================================>...............................] Step: 356ms | Tot: 1m15s | Loss: 0.216 | Acc: 92.622% (24304/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.215 | Acc: 92.624% (24423/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.215 | Acc: 92.610% (24538/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.216 | Acc: 92.608% (24656/26624) 208/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.216 | Acc: 92.606% (24774/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.216 | Acc: 92.615% (24895/26880) 210/391 [==================================>..............................] Step: 350ms | Tot: 1m17s | Loss: 0.216 | Acc: 92.595% (25008/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.216 | Acc: 92.600% (25128/27136) 212/391 [===================================>.............................] Step: 376ms | Tot: 1m18s | Loss: 0.216 | Acc: 92.598% (25246/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.216 | Acc: 92.604% (25366/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.216 | Acc: 92.602% (25484/27520) 215/391 [===================================>.............................] Step: 395ms | Tot: 1m19s | Loss: 0.216 | Acc: 92.603% (25603/27648) 216/391 [===================================>.............................] Step: 405ms | Tot: 1m19s | Loss: 0.217 | Acc: 92.576% (25714/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.217 | Acc: 92.564% (25829/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.217 | Acc: 92.573% (25950/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.217 | Acc: 92.582% (26071/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.217 | Acc: 92.573% (26187/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.217 | Acc: 92.582% (26308/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.217 | Acc: 92.601% (26432/28544) 223/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.216 | Acc: 92.610% (26553/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.216 | Acc: 92.615% (26673/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.216 | Acc: 92.595% (26786/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.216 | Acc: 92.611% (26909/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.216 | Acc: 92.616% (27029/29184) 228/391 [=====================================>...........................] Step: 363ms | Tot: 1m23s | Loss: 0.216 | Acc: 92.600% (27143/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.216 | Acc: 92.605% (27263/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.216 | Acc: 92.603% (27381/29568) 231/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.216 | Acc: 92.612% (27502/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.216 | Acc: 92.597% (27616/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.216 | Acc: 92.591% (27733/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m26s | Loss: 0.217 | Acc: 92.576% (27847/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.218 | Acc: 92.538% (27954/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.217 | Acc: 92.547% (28075/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.217 | Acc: 92.558% (28197/30464) 238/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.217 | Acc: 92.563% (28317/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.217 | Acc: 92.559% (28434/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m28s | Loss: 0.217 | Acc: 92.557% (28552/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.217 | Acc: 92.565% (28673/30976) 242/391 [========================================>........................] Step: 378ms | Tot: 1m29s | Loss: 0.216 | Acc: 92.573% (28794/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.216 | Acc: 92.591% (28918/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.216 | Acc: 92.596% (29038/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m30s | Loss: 0.216 | Acc: 92.578% (29151/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m30s | Loss: 0.216 | Acc: 92.564% (29265/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.216 | Acc: 92.581% (29389/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.216 | Acc: 92.567% (29503/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.216 | Acc: 92.562% (29620/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.216 | Acc: 92.549% (29734/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m32s | Loss: 0.216 | Acc: 92.553% (29854/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.215 | Acc: 92.577% (29980/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.215 | Acc: 92.566% (30095/32512) 254/391 [==========================================>......................] Step: 353ms | Tot: 1m33s | Loss: 0.215 | Acc: 92.570% (30215/32640) 255/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.215 | Acc: 92.569% (30333/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.215 | Acc: 92.583% (30456/32896) 257/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.215 | Acc: 92.566% (30569/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.215 | Acc: 92.559% (30685/33152) 259/391 [===========================================>.....................] Step: 377ms | Tot: 1m35s | Loss: 0.216 | Acc: 92.545% (30799/33280) 260/391 [===========================================>.....................] Step: 384ms | Tot: 1m35s | Loss: 0.216 | Acc: 92.535% (30914/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.216 | Acc: 92.533% (31032/33536) 262/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.216 | Acc: 92.514% (31144/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.216 | Acc: 92.507% (31260/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m37s | Loss: 0.216 | Acc: 92.503% (31377/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.216 | Acc: 92.516% (31500/34048) 266/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.216 | Acc: 92.515% (31618/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.216 | Acc: 92.511% (31735/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.217 | Acc: 92.501% (31850/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.216 | Acc: 92.509% (31971/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m39s | Loss: 0.217 | Acc: 92.479% (32079/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.217 | Acc: 92.489% (32201/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.217 | Acc: 92.505% (32325/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.217 | Acc: 92.510% (32445/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.216 | Acc: 92.520% (32567/35200) 275/391 [=============================================>...................] Step: 371ms | Tot: 1m41s | Loss: 0.216 | Acc: 92.527% (32688/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m41s | Loss: 0.216 | Acc: 92.529% (32807/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.216 | Acc: 92.516% (32921/35584) 278/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.216 | Acc: 92.518% (33040/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.216 | Acc: 92.520% (33159/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.216 | Acc: 92.527% (33280/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.216 | Acc: 92.520% (33396/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.216 | Acc: 92.522% (33515/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.216 | Acc: 92.512% (33630/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.216 | Acc: 92.505% (33746/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.217 | Acc: 92.502% (33863/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.217 | Acc: 92.498% (33980/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.217 | Acc: 92.505% (34101/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.217 | Acc: 92.509% (34221/36992) 289/391 [================================================>................] Step: 375ms | Tot: 1m46s | Loss: 0.217 | Acc: 92.508% (34339/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.217 | Acc: 92.510% (34458/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.217 | Acc: 92.503% (34574/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.217 | Acc: 92.499% (34691/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.217 | Acc: 92.488% (34805/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.217 | Acc: 92.466% (34915/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.218 | Acc: 92.462% (35032/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.217 | Acc: 92.464% (35151/38016) 297/391 [=================================================>...............] Step: 385ms | Tot: 1m49s | Loss: 0.218 | Acc: 92.458% (35267/38144) 298/391 [=================================================>...............] Step: 419ms | Tot: 1m49s | Loss: 0.217 | Acc: 92.459% (35386/38272) 299/391 [=================================================>...............] Step: 380ms | Tot: 1m49s | Loss: 0.218 | Acc: 92.448% (35500/38400) 300/391 [=================================================>...............] Step: 376ms | Tot: 1m50s | Loss: 0.218 | Acc: 92.457% (35622/38528) 301/391 [==================================================>..............] Step: 375ms | Tot: 1m50s | Loss: 0.217 | Acc: 92.462% (35742/38656) 302/391 [==================================================>..............] Step: 384ms | Tot: 1m51s | Loss: 0.218 | Acc: 92.445% (35854/38784) 303/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.218 | Acc: 92.447% (35973/38912) 304/391 [==================================================>..............] Step: 377ms | Tot: 1m51s | Loss: 0.218 | Acc: 92.444% (36090/39040) 305/391 [==================================================>..............] Step: 377ms | Tot: 1m52s | Loss: 0.218 | Acc: 92.450% (36211/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m52s | Loss: 0.218 | Acc: 92.442% (36326/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.218 | Acc: 92.439% (36443/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.218 | Acc: 92.433% (36559/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.218 | Acc: 92.445% (36682/39680) 310/391 [===================================================>.............] Step: 370ms | Tot: 1m54s | Loss: 0.218 | Acc: 92.426% (36793/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m54s | Loss: 0.218 | Acc: 92.418% (36908/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.218 | Acc: 92.430% (37031/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.218 | Acc: 92.434% (37151/40192) 314/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.218 | Acc: 92.426% (37266/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.218 | Acc: 92.430% (37386/40448) 316/391 [====================================================>............] Step: 385ms | Tot: 1m56s | Loss: 0.218 | Acc: 92.429% (37504/40576) 317/391 [====================================================>............] Step: 387ms | Tot: 1m56s | Loss: 0.218 | Acc: 92.441% (37627/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.218 | Acc: 92.440% (37745/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m57s | Loss: 0.218 | Acc: 92.439% (37863/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.218 | Acc: 92.436% (37980/41088) 321/391 [=====================================================>...........] Step: 376ms | Tot: 1m58s | Loss: 0.218 | Acc: 92.433% (38097/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.218 | Acc: 92.434% (38216/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.218 | Acc: 92.438% (38336/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 1m59s | Loss: 0.218 | Acc: 92.445% (38457/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.218 | Acc: 92.458% (38581/41728) 326/391 [======================================================>..........] Step: 377ms | Tot: 1m59s | Loss: 0.218 | Acc: 92.455% (38698/41856) 327/391 [======================================================>..........] Step: 378ms | Tot: 2m293ms | Loss: 0.218 | Acc: 92.450% (38814/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 2m653ms | Loss: 0.218 | Acc: 92.458% (38936/42112) 329/391 [======================================================>..........] Step: 374ms | Tot: 2m1s | Loss: 0.218 | Acc: 92.453% (39052/42240) 330/391 [======================================================>..........] Step: 376ms | Tot: 2m1s | Loss: 0.218 | Acc: 92.454% (39171/42368) 331/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.218 | Acc: 92.456% (39290/42496) 332/391 [=======================================================>.........] Step: 382ms | Tot: 2m2s | Loss: 0.218 | Acc: 92.450% (39406/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.218 | Acc: 92.445% (39522/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.218 | Acc: 92.446% (39641/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.218 | Acc: 92.450% (39761/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m3s | Loss: 0.218 | Acc: 92.459% (39883/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.218 | Acc: 92.458% (40001/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.218 | Acc: 92.457% (40119/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.218 | Acc: 92.456% (40237/43520) 340/391 [========================================================>........] Step: 370ms | Tot: 2m5s | Loss: 0.218 | Acc: 92.458% (40356/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.218 | Acc: 92.457% (40474/43776) 342/391 [========================================================>........] Step: 373ms | Tot: 2m5s | Loss: 0.218 | Acc: 92.454% (40591/43904) 343/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.218 | Acc: 92.451% (40708/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.218 | Acc: 92.439% (40821/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.218 | Acc: 92.422% (40932/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.218 | Acc: 92.428% (41053/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.218 | Acc: 92.434% (41174/44544) 348/391 [=========================================================>.......] Step: 364ms | Tot: 2m7s | Loss: 0.218 | Acc: 92.443% (41296/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.218 | Acc: 92.444% (41415/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.218 | Acc: 92.443% (41533/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.218 | Acc: 92.443% (41651/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.219 | Acc: 92.440% (41768/45184) 353/391 [==========================================================>......] Step: 374ms | Tot: 2m9s | Loss: 0.219 | Acc: 92.430% (41882/45312) 354/391 [==========================================================>......] Step: 375ms | Tot: 2m10s | Loss: 0.219 | Acc: 92.430% (42000/45440) 355/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.219 | Acc: 92.427% (42117/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.219 | Acc: 92.426% (42235/45696) 357/391 [===========================================================>.....] Step: 375ms | Tot: 2m11s | Loss: 0.219 | Acc: 92.434% (42357/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.219 | Acc: 92.433% (42475/45952) 359/391 [===========================================================>.....] Step: 378ms | Tot: 2m12s | Loss: 0.219 | Acc: 92.439% (42596/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m12s | Loss: 0.219 | Acc: 92.428% (42709/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.219 | Acc: 92.427% (42827/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.219 | Acc: 92.426% (42945/46464) 363/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.219 | Acc: 92.439% (43069/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.219 | Acc: 92.446% (43191/46720) 365/391 [============================================================>....] Step: 372ms | Tot: 2m14s | Loss: 0.219 | Acc: 92.427% (43300/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m14s | Loss: 0.219 | Acc: 92.426% (43418/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.219 | Acc: 92.419% (43533/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.219 | Acc: 92.420% (43652/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.219 | Acc: 92.418% (43769/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m16s | Loss: 0.219 | Acc: 92.421% (43889/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m16s | Loss: 0.219 | Acc: 92.427% (44010/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m16s | Loss: 0.219 | Acc: 92.435% (44132/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.219 | Acc: 92.438% (44252/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.219 | Acc: 92.431% (44367/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.219 | Acc: 92.435% (44487/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.219 | Acc: 92.447% (44611/48256) 377/391 [==============================================================>..] Step: 372ms | Tot: 2m18s | Loss: 0.219 | Acc: 92.446% (44729/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m18s | Loss: 0.219 | Acc: 92.447% (44848/48512) 379/391 [===============================================================>.] Step: 412ms | Tot: 2m19s | Loss: 0.219 | Acc: 92.453% (44969/48640) 380/391 [===============================================================>.] Step: 401ms | Tot: 2m19s | Loss: 0.219 | Acc: 92.450% (45086/48768) 381/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.219 | Acc: 92.445% (45202/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.219 | Acc: 92.430% (45313/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.219 | Acc: 92.432% (45432/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m21s | Loss: 0.219 | Acc: 92.435% (45552/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.219 | Acc: 92.436% (45671/49408) 386/391 [================================================================>] Step: 378ms | Tot: 2m21s | Loss: 0.219 | Acc: 92.424% (45783/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.219 | Acc: 92.419% (45899/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.219 | Acc: 92.420% (46018/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m23s | Loss: 0.219 | Acc: 92.424% (46138/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m23s | Loss: 0.219 | Acc: 92.426% (46213/50000) 391/391 + [>................................................................] Step: 475ms | Tot: 2ms | Loss: 0.375 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.340 | Acc: 87.500% (175/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 596ms | Loss: 0.392 | Acc: 86.667% (260/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 893ms | Loss: 0.365 | Acc: 88.000% (352/400) 4/100 [==>..............................................................] Step: 305ms | Tot: 1s199ms | Loss: 0.371 | Acc: 87.400% (437/500) 5/100 [===>.............................................................] Step: 292ms | Tot: 1s491ms | Loss: 0.332 | Acc: 88.333% (530/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s785ms | Loss: 0.330 | Acc: 87.857% (615/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s89ms | Loss: 0.336 | Acc: 87.750% (702/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s392ms | Loss: 0.370 | Acc: 87.444% (787/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s697ms | Loss: 0.374 | Acc: 87.600% (876/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s995ms | Loss: 0.386 | Acc: 87.364% (961/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s299ms | Loss: 0.402 | Acc: 86.917% (1043/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s599ms | Loss: 0.393 | Acc: 87.308% (1135/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s907ms | Loss: 0.391 | Acc: 87.500% (1225/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s212ms | Loss: 0.383 | Acc: 87.600% (1314/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s518ms | Loss: 0.378 | Acc: 87.750% (1404/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s822ms | Loss: 0.380 | Acc: 87.765% (1492/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s131ms | Loss: 0.393 | Acc: 87.333% (1572/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s437ms | Loss: 0.392 | Acc: 87.105% (1655/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s751ms | Loss: 0.396 | Acc: 87.050% (1741/2000) 20/100 [=============>...................................................] Step: 316ms | Tot: 6s68ms | Loss: 0.401 | Acc: 86.905% (1825/2100) 21/100 [=============>...................................................] Step: 314ms | Tot: 6s382ms | Loss: 0.399 | Acc: 86.773% (1909/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s695ms | Loss: 0.401 | Acc: 86.696% (1994/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s3ms | Loss: 0.406 | Acc: 86.708% (2081/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s314ms | Loss: 0.408 | Acc: 86.760% (2169/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s622ms | Loss: 0.417 | Acc: 86.423% (2247/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s928ms | Loss: 0.415 | Acc: 86.370% (2332/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s237ms | Loss: 0.409 | Acc: 86.571% (2424/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s541ms | Loss: 0.413 | Acc: 86.621% (2512/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s843ms | Loss: 0.410 | Acc: 86.633% (2599/3000) 30/100 [===================>.............................................] Step: 315ms | Tot: 9s159ms | Loss: 0.408 | Acc: 86.677% (2687/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s466ms | Loss: 0.407 | Acc: 86.562% (2770/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s772ms | Loss: 0.403 | Acc: 86.667% (2860/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s85ms | Loss: 0.403 | Acc: 86.676% (2947/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s393ms | Loss: 0.404 | Acc: 86.629% (3032/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s701ms | Loss: 0.403 | Acc: 86.639% (3119/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s8ms | Loss: 0.406 | Acc: 86.622% (3205/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s319ms | Loss: 0.406 | Acc: 86.605% (3291/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s628ms | Loss: 0.405 | Acc: 86.667% (3380/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s935ms | Loss: 0.407 | Acc: 86.650% (3466/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s248ms | Loss: 0.410 | Acc: 86.683% (3554/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s557ms | Loss: 0.411 | Acc: 86.786% (3645/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s858ms | Loss: 0.407 | Acc: 86.907% (3737/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s168ms | Loss: 0.410 | Acc: 86.909% (3824/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s472ms | Loss: 0.410 | Acc: 86.978% (3914/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s779ms | Loss: 0.410 | Acc: 87.000% (4002/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s89ms | Loss: 0.410 | Acc: 86.979% (4088/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s393ms | Loss: 0.413 | Acc: 87.000% (4176/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s697ms | Loss: 0.410 | Acc: 87.061% (4266/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s4ms | Loss: 0.411 | Acc: 87.040% (4352/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s315ms | Loss: 0.412 | Acc: 87.039% (4439/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s622ms | Loss: 0.411 | Acc: 87.058% (4527/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s926ms | Loss: 0.411 | Acc: 87.000% (4611/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s235ms | Loss: 0.409 | Acc: 87.056% (4701/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s544ms | Loss: 0.409 | Acc: 87.055% (4788/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s851ms | Loss: 0.411 | Acc: 87.125% (4879/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s163ms | Loss: 0.410 | Acc: 87.193% (4970/5700) 57/100 [=====================================>...........................] Step: 302ms | Tot: 17s465ms | Loss: 0.408 | Acc: 87.293% (5063/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s771ms | Loss: 0.409 | Acc: 87.237% (5147/5900) 59/100 [======================================>..........................] Step: 315ms | Tot: 18s87ms | Loss: 0.411 | Acc: 87.183% (5231/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s399ms | Loss: 0.412 | Acc: 87.131% (5315/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s712ms | Loss: 0.411 | Acc: 87.177% (5405/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s19ms | Loss: 0.410 | Acc: 87.206% (5494/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s328ms | Loss: 0.408 | Acc: 87.266% (5585/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s637ms | Loss: 0.410 | Acc: 87.262% (5672/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 19s951ms | Loss: 0.410 | Acc: 87.258% (5759/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s265ms | Loss: 0.408 | Acc: 87.313% (5850/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s575ms | Loss: 0.409 | Acc: 87.309% (5937/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s885ms | Loss: 0.407 | Acc: 87.319% (6025/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s194ms | Loss: 0.409 | Acc: 87.243% (6107/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s495ms | Loss: 0.410 | Acc: 87.211% (6192/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s797ms | Loss: 0.410 | Acc: 87.222% (6280/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s110ms | Loss: 0.409 | Acc: 87.247% (6369/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s414ms | Loss: 0.410 | Acc: 87.257% (6457/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s724ms | Loss: 0.411 | Acc: 87.200% (6540/7500) 75/100 [================================================>................] Step: 303ms | Tot: 23s28ms | Loss: 0.411 | Acc: 87.250% (6631/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s338ms | Loss: 0.410 | Acc: 87.299% (6722/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s647ms | Loss: 0.410 | Acc: 87.269% (6807/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 23s958ms | Loss: 0.411 | Acc: 87.266% (6894/7900) 79/100 [===================================================>.............] Step: 314ms | Tot: 24s272ms | Loss: 0.411 | Acc: 87.213% (6977/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s582ms | Loss: 0.410 | Acc: 87.222% (7065/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s883ms | Loss: 0.410 | Acc: 87.207% (7151/8200) 82/100 [=====================================================>...........] Step: 327ms | Tot: 25s211ms | Loss: 0.410 | Acc: 87.169% (7235/8300) 83/100 [=====================================================>...........] Step: 359ms | Tot: 25s570ms | Loss: 0.410 | Acc: 87.190% (7324/8400) 84/100 [======================================================>..........] Step: 340ms | Tot: 25s910ms | Loss: 0.411 | Acc: 87.153% (7408/8500) 85/100 [=======================================================>.........] Step: 316ms | Tot: 26s226ms | Loss: 0.411 | Acc: 87.140% (7494/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s535ms | Loss: 0.410 | Acc: 87.172% (7584/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s845ms | Loss: 0.411 | Acc: 87.170% (7671/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s156ms | Loss: 0.411 | Acc: 87.157% (7757/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s457ms | Loss: 0.411 | Acc: 87.144% (7843/9000) 90/100 [==========================================================>......] Step: 298ms | Tot: 27s756ms | Loss: 0.408 | Acc: 87.220% (7937/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s59ms | Loss: 0.407 | Acc: 87.261% (8028/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s362ms | Loss: 0.408 | Acc: 87.237% (8113/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s672ms | Loss: 0.408 | Acc: 87.234% (8200/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s977ms | Loss: 0.407 | Acc: 87.232% (8287/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s283ms | Loss: 0.406 | Acc: 87.240% (8375/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s595ms | Loss: 0.405 | Acc: 87.299% (8468/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s899ms | Loss: 0.405 | Acc: 87.296% (8555/9800) 98/100 [===============================================================>.] Step: 314ms | Tot: 30s213ms | Loss: 0.406 | Acc: 87.273% (8640/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s521ms | Loss: 0.406 | Acc: 87.270% (8727/10000) 100/100 + +Epoch: 139 + [>................................................................] Step: 612ms | Tot: 2ms | Loss: 0.203 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 385ms | Tot: 388ms | Loss: 0.227 | Acc: 93.359% (239/256) 2/391 [>................................................................] Step: 373ms | Tot: 761ms | Loss: 0.188 | Acc: 94.531% (363/384) 3/391 [>................................................................] Step: 387ms | Tot: 1s149ms | Loss: 0.177 | Acc: 94.531% (484/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s517ms | Loss: 0.203 | Acc: 93.750% (600/640) 5/391 [>................................................................] Step: 375ms | Tot: 1s893ms | Loss: 0.207 | Acc: 93.229% (716/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s256ms | Loss: 0.210 | Acc: 93.192% (835/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s622ms | Loss: 0.210 | Acc: 92.969% (952/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 2s991ms | Loss: 0.198 | Acc: 93.403% (1076/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s353ms | Loss: 0.202 | Acc: 93.203% (1193/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s715ms | Loss: 0.200 | Acc: 93.253% (1313/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s78ms | Loss: 0.204 | Acc: 93.294% (1433/1536) 12/391 [=>...............................................................] Step: 355ms | Tot: 4s434ms | Loss: 0.205 | Acc: 93.389% (1554/1664) 13/391 [==>..............................................................] Step: 354ms | Tot: 4s789ms | Loss: 0.207 | Acc: 93.359% (1673/1792) 14/391 [==>..............................................................] Step: 377ms | Tot: 5s167ms | Loss: 0.213 | Acc: 93.125% (1788/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s532ms | Loss: 0.215 | Acc: 92.871% (1902/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s893ms | Loss: 0.214 | Acc: 92.969% (2023/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s254ms | Loss: 0.221 | Acc: 92.752% (2137/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s617ms | Loss: 0.222 | Acc: 92.516% (2250/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s979ms | Loss: 0.219 | Acc: 92.617% (2371/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s339ms | Loss: 0.221 | Acc: 92.597% (2489/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s697ms | Loss: 0.223 | Acc: 92.543% (2606/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s63ms | Loss: 0.222 | Acc: 92.561% (2725/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s427ms | Loss: 0.221 | Acc: 92.578% (2844/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s786ms | Loss: 0.222 | Acc: 92.500% (2960/3200) 25/391 [====>............................................................] Step: 371ms | Tot: 9s157ms | Loss: 0.221 | Acc: 92.518% (3079/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s522ms | Loss: 0.222 | Acc: 92.390% (3193/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s882ms | Loss: 0.221 | Acc: 92.439% (3313/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s245ms | Loss: 0.220 | Acc: 92.484% (3433/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s608ms | Loss: 0.219 | Acc: 92.500% (3552/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 10s977ms | Loss: 0.217 | Acc: 92.540% (3672/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s340ms | Loss: 0.217 | Acc: 92.603% (3793/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s700ms | Loss: 0.215 | Acc: 92.661% (3914/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s68ms | Loss: 0.215 | Acc: 92.647% (4032/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s427ms | Loss: 0.214 | Acc: 92.679% (4152/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s791ms | Loss: 0.212 | Acc: 92.708% (4272/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s153ms | Loss: 0.212 | Acc: 92.673% (4389/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s510ms | Loss: 0.212 | Acc: 92.640% (4506/4864) 38/391 [======>..........................................................] Step: 352ms | Tot: 13s863ms | Loss: 0.212 | Acc: 92.628% (4624/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s222ms | Loss: 0.212 | Acc: 92.656% (4744/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s580ms | Loss: 0.210 | Acc: 92.778% (4869/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 14s948ms | Loss: 0.212 | Acc: 92.764% (4987/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s314ms | Loss: 0.211 | Acc: 92.733% (5104/5504) 43/391 [=======>.........................................................] Step: 356ms | Tot: 15s670ms | Loss: 0.211 | Acc: 92.702% (5221/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s38ms | Loss: 0.210 | Acc: 92.778% (5344/5760) 45/391 [=======>.........................................................] Step: 351ms | Tot: 16s390ms | Loss: 0.210 | Acc: 92.765% (5462/5888) 46/391 [=======>.........................................................] Step: 354ms | Tot: 16s744ms | Loss: 0.209 | Acc: 92.786% (5582/6016) 47/391 [=======>.........................................................] Step: 362ms | Tot: 17s107ms | Loss: 0.207 | Acc: 92.855% (5705/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s465ms | Loss: 0.208 | Acc: 92.793% (5820/6272) 49/391 [========>........................................................] Step: 354ms | Tot: 17s820ms | Loss: 0.209 | Acc: 92.750% (5936/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s185ms | Loss: 0.208 | Acc: 92.831% (6060/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s546ms | Loss: 0.207 | Acc: 92.879% (6182/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 18s907ms | Loss: 0.206 | Acc: 92.895% (6302/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s265ms | Loss: 0.206 | Acc: 92.882% (6420/6912) 54/391 [========>........................................................] Step: 355ms | Tot: 19s621ms | Loss: 0.206 | Acc: 92.855% (6537/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 19s980ms | Loss: 0.207 | Acc: 92.829% (6654/7168) 56/391 [=========>.......................................................] Step: 354ms | Tot: 20s334ms | Loss: 0.206 | Acc: 92.845% (6774/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s698ms | Loss: 0.205 | Acc: 92.888% (6896/7424) 58/391 [=========>.......................................................] Step: 377ms | Tot: 21s75ms | Loss: 0.204 | Acc: 92.942% (7019/7552) 59/391 [=========>.......................................................] Step: 373ms | Tot: 21s448ms | Loss: 0.204 | Acc: 92.969% (7140/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s806ms | Loss: 0.203 | Acc: 92.994% (7261/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s174ms | Loss: 0.203 | Acc: 92.994% (7380/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s540ms | Loss: 0.204 | Acc: 92.956% (7496/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s902ms | Loss: 0.203 | Acc: 92.993% (7618/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s264ms | Loss: 0.205 | Acc: 92.957% (7734/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s620ms | Loss: 0.205 | Acc: 92.945% (7852/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 23s979ms | Loss: 0.206 | Acc: 92.899% (7967/8576) 67/391 [===========>.....................................................] Step: 415ms | Tot: 24s394ms | Loss: 0.205 | Acc: 92.946% (8090/8704) 68/391 [===========>.....................................................] Step: 402ms | Tot: 24s796ms | Loss: 0.205 | Acc: 92.946% (8209/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s161ms | Loss: 0.206 | Acc: 92.913% (8325/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s523ms | Loss: 0.205 | Acc: 92.914% (8444/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 25s880ms | Loss: 0.204 | Acc: 92.936% (8565/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s240ms | Loss: 0.203 | Acc: 92.990% (8689/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s598ms | Loss: 0.204 | Acc: 92.990% (8808/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 26s957ms | Loss: 0.203 | Acc: 93.000% (8928/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s316ms | Loss: 0.204 | Acc: 92.958% (9043/9728) 76/391 [============>....................................................] Step: 355ms | Tot: 27s671ms | Loss: 0.204 | Acc: 92.959% (9162/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s44ms | Loss: 0.202 | Acc: 93.009% (9286/9984) 78/391 [============>....................................................] Step: 354ms | Tot: 28s399ms | Loss: 0.203 | Acc: 92.949% (9399/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s754ms | Loss: 0.203 | Acc: 92.900% (9513/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s120ms | Loss: 0.204 | Acc: 92.863% (9628/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s481ms | Loss: 0.203 | Acc: 92.921% (9753/10496) 82/391 [=============>...................................................] Step: 355ms | Tot: 29s837ms | Loss: 0.203 | Acc: 92.941% (9874/10624) 83/391 [=============>...................................................] Step: 363ms | Tot: 30s200ms | Loss: 0.203 | Acc: 92.959% (9995/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s561ms | Loss: 0.204 | Acc: 92.904% (10108/10880) 85/391 [==============>..................................................] Step: 368ms | Tot: 30s929ms | Loss: 0.204 | Acc: 92.905% (10227/11008) 86/391 [==============>..................................................] Step: 368ms | Tot: 31s298ms | Loss: 0.204 | Acc: 92.897% (10345/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s662ms | Loss: 0.204 | Acc: 92.924% (10467/11264) 88/391 [==============>..................................................] Step: 369ms | Tot: 32s31ms | Loss: 0.204 | Acc: 92.916% (10585/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s391ms | Loss: 0.204 | Acc: 92.908% (10703/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 32s750ms | Loss: 0.204 | Acc: 92.891% (10820/11648) 91/391 [===============>.................................................] Step: 373ms | Tot: 33s124ms | Loss: 0.205 | Acc: 92.875% (10937/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s482ms | Loss: 0.207 | Acc: 92.792% (11046/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s842ms | Loss: 0.206 | Acc: 92.811% (11167/12032) 94/391 [===============>.................................................] Step: 366ms | Tot: 34s208ms | Loss: 0.206 | Acc: 92.829% (11288/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 34s577ms | Loss: 0.207 | Acc: 92.790% (11402/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s937ms | Loss: 0.207 | Acc: 92.808% (11523/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s304ms | Loss: 0.207 | Acc: 92.785% (11639/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s666ms | Loss: 0.208 | Acc: 92.779% (11757/12672) 99/391 [================>................................................] Step: 365ms | Tot: 36s32ms | Loss: 0.209 | Acc: 92.766% (11874/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s391ms | Loss: 0.208 | Acc: 92.768% (11993/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s749ms | Loss: 0.209 | Acc: 92.777% (12113/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s116ms | Loss: 0.208 | Acc: 92.817% (12237/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s474ms | Loss: 0.208 | Acc: 92.811% (12355/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s836ms | Loss: 0.208 | Acc: 92.783% (12470/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s201ms | Loss: 0.208 | Acc: 92.807% (12592/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s558ms | Loss: 0.209 | Acc: 92.721% (12699/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 38s918ms | Loss: 0.208 | Acc: 92.759% (12823/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 39s287ms | Loss: 0.207 | Acc: 92.804% (12948/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 39s658ms | Loss: 0.208 | Acc: 92.784% (13064/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s24ms | Loss: 0.208 | Acc: 92.800% (13185/14208) 111/391 [==================>..............................................] Step: 349ms | Tot: 40s374ms | Loss: 0.207 | Acc: 92.815% (13306/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s732ms | Loss: 0.208 | Acc: 92.810% (13424/14464) 113/391 [==================>..............................................] Step: 381ms | Tot: 41s113ms | Loss: 0.208 | Acc: 92.811% (13543/14592) 114/391 [==================>..............................................] Step: 354ms | Tot: 41s468ms | Loss: 0.207 | Acc: 92.826% (13664/14720) 115/391 [===================>.............................................] Step: 352ms | Tot: 41s820ms | Loss: 0.207 | Acc: 92.821% (13782/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s180ms | Loss: 0.206 | Acc: 92.835% (13903/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s537ms | Loss: 0.206 | Acc: 92.830% (14021/15104) 118/391 [===================>.............................................] Step: 390ms | Tot: 42s928ms | Loss: 0.205 | Acc: 92.864% (14145/15232) 119/391 [===================>.............................................] Step: 399ms | Tot: 43s327ms | Loss: 0.205 | Acc: 92.865% (14264/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s689ms | Loss: 0.206 | Acc: 92.846% (14380/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s55ms | Loss: 0.206 | Acc: 92.834% (14497/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 44s422ms | Loss: 0.205 | Acc: 92.861% (14620/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s781ms | Loss: 0.205 | Acc: 92.899% (14745/15872) 124/391 [====================>............................................] Step: 370ms | Tot: 45s152ms | Loss: 0.205 | Acc: 92.912% (14866/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s512ms | Loss: 0.205 | Acc: 92.894% (14982/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 45s873ms | Loss: 0.206 | Acc: 92.858% (15095/16256) 127/391 [=====================>...........................................] Step: 372ms | Tot: 46s245ms | Loss: 0.206 | Acc: 92.865% (15215/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s604ms | Loss: 0.206 | Acc: 92.848% (15331/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 46s970ms | Loss: 0.206 | Acc: 92.825% (15446/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s331ms | Loss: 0.206 | Acc: 92.814% (15563/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s691ms | Loss: 0.206 | Acc: 92.815% (15682/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 48s55ms | Loss: 0.207 | Acc: 92.810% (15800/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s413ms | Loss: 0.206 | Acc: 92.817% (15920/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s779ms | Loss: 0.206 | Acc: 92.812% (16038/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 49s146ms | Loss: 0.206 | Acc: 92.814% (16157/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s507ms | Loss: 0.206 | Acc: 92.809% (16275/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 49s862ms | Loss: 0.208 | Acc: 92.776% (16388/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 50s226ms | Loss: 0.208 | Acc: 92.766% (16505/17792) 139/391 [=======================>.........................................] Step: 414ms | Tot: 50s640ms | Loss: 0.209 | Acc: 92.723% (16616/17920) 140/391 [=======================>.........................................] Step: 385ms | Tot: 51s25ms | Loss: 0.209 | Acc: 92.730% (16736/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 51s397ms | Loss: 0.210 | Acc: 92.699% (16849/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s755ms | Loss: 0.210 | Acc: 92.701% (16968/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 52s118ms | Loss: 0.209 | Acc: 92.708% (17088/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s480ms | Loss: 0.210 | Acc: 92.710% (17207/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 52s844ms | Loss: 0.210 | Acc: 92.690% (17322/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s207ms | Loss: 0.209 | Acc: 92.714% (17445/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 53s565ms | Loss: 0.209 | Acc: 92.731% (17567/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 53s923ms | Loss: 0.209 | Acc: 92.722% (17684/19072) 149/391 [========================>........................................] Step: 411ms | Tot: 54s334ms | Loss: 0.209 | Acc: 92.724% (17803/19200) 150/391 [========================>........................................] Step: 392ms | Tot: 54s727ms | Loss: 0.209 | Acc: 92.736% (17924/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 55s95ms | Loss: 0.210 | Acc: 92.717% (18039/19456) 152/391 [=========================>.......................................] Step: 359ms | Tot: 55s454ms | Loss: 0.210 | Acc: 92.703% (18155/19584) 153/391 [=========================>.......................................] Step: 357ms | Tot: 55s812ms | Loss: 0.210 | Acc: 92.720% (18277/19712) 154/391 [=========================>.......................................] Step: 361ms | Tot: 56s173ms | Loss: 0.210 | Acc: 92.702% (18392/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 56s529ms | Loss: 0.210 | Acc: 92.703% (18511/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 56s887ms | Loss: 0.210 | Acc: 92.705% (18630/20096) 157/391 [==========================>......................................] Step: 366ms | Tot: 57s253ms | Loss: 0.209 | Acc: 92.722% (18752/20224) 158/391 [==========================>......................................] Step: 371ms | Tot: 57s625ms | Loss: 0.209 | Acc: 92.738% (18874/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s990ms | Loss: 0.209 | Acc: 92.754% (18996/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s351ms | Loss: 0.209 | Acc: 92.736% (19111/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s712ms | Loss: 0.209 | Acc: 92.742% (19231/20736) 162/391 [==========================>......................................] Step: 371ms | Tot: 59s83ms | Loss: 0.209 | Acc: 92.743% (19350/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s450ms | Loss: 0.209 | Acc: 92.735% (19467/20992) 164/391 [===========================>.....................................] Step: 353ms | Tot: 59s803ms | Loss: 0.210 | Acc: 92.737% (19586/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m168ms | Loss: 0.209 | Acc: 92.743% (19706/21248) 166/391 [===========================>.....................................] Step: 364ms | Tot: 1m532ms | Loss: 0.210 | Acc: 92.725% (19821/21376) 167/391 [===========================>.....................................] Step: 374ms | Tot: 1m906ms | Loss: 0.210 | Acc: 92.727% (19940/21504) 168/391 [===========================>.....................................] Step: 373ms | Tot: 1m1s | Loss: 0.209 | Acc: 92.751% (20064/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.209 | Acc: 92.757% (20184/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.209 | Acc: 92.759% (20303/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.209 | Acc: 92.755% (20421/22016) 172/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.209 | Acc: 92.766% (20542/22144) 173/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.209 | Acc: 92.767% (20661/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.209 | Acc: 92.768% (20780/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.209 | Acc: 92.760% (20897/22528) 176/391 [=============================>...................................] Step: 384ms | Tot: 1m4s | Loss: 0.210 | Acc: 92.761% (21016/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.210 | Acc: 92.758% (21134/22784) 178/391 [=============================>...................................] Step: 376ms | Tot: 1m4s | Loss: 0.210 | Acc: 92.759% (21253/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.210 | Acc: 92.756% (21371/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.210 | Acc: 92.787% (21497/23168) 181/391 [==============================>..................................] Step: 373ms | Tot: 1m6s | Loss: 0.210 | Acc: 92.793% (21617/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.210 | Acc: 92.794% (21736/23424) 183/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.210 | Acc: 92.778% (21851/23552) 184/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.210 | Acc: 92.766% (21967/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.210 | Acc: 92.767% (22086/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.210 | Acc: 92.764% (22204/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.210 | Acc: 92.753% (22320/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.210 | Acc: 92.750% (22438/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.211 | Acc: 92.738% (22554/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.211 | Acc: 92.711% (22666/24448) 191/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.211 | Acc: 92.696% (22781/24576) 192/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.212 | Acc: 92.689% (22898/24704) 193/391 [================================>................................] Step: 354ms | Tot: 1m10s | Loss: 0.212 | Acc: 92.695% (23018/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.212 | Acc: 92.704% (23139/24960) 195/391 [================================>................................] Step: 377ms | Tot: 1m11s | Loss: 0.212 | Acc: 92.686% (23253/25088) 196/391 [================================>................................] Step: 383ms | Tot: 1m11s | Loss: 0.212 | Acc: 92.695% (23374/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.212 | Acc: 92.696% (23493/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.211 | Acc: 92.694% (23611/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.211 | Acc: 92.680% (23726/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.212 | Acc: 92.658% (23839/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.212 | Acc: 92.659% (23958/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.212 | Acc: 92.661% (24077/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.212 | Acc: 92.666% (24197/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.212 | Acc: 92.664% (24315/26240) 205/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.212 | Acc: 92.639% (24427/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.212 | Acc: 92.648% (24548/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.213 | Acc: 92.619% (24659/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.212 | Acc: 92.629% (24780/26752) 209/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.213 | Acc: 92.630% (24899/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.213 | Acc: 92.624% (25016/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.213 | Acc: 92.630% (25136/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.212 | Acc: 92.639% (25257/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.212 | Acc: 92.651% (25379/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.212 | Acc: 92.645% (25496/27520) 215/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.212 | Acc: 92.643% (25614/27648) 216/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.212 | Acc: 92.630% (25729/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.212 | Acc: 92.621% (25845/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.212 | Acc: 92.616% (25962/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.212 | Acc: 92.617% (26081/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.212 | Acc: 92.612% (26198/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.212 | Acc: 92.603% (26314/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.212 | Acc: 92.608% (26434/28544) 223/391 [=====================================>...........................] Step: 374ms | Tot: 1m21s | Loss: 0.212 | Acc: 92.613% (26554/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.212 | Acc: 92.608% (26671/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.212 | Acc: 92.599% (26787/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.213 | Acc: 92.590% (26903/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.212 | Acc: 92.602% (27025/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.212 | Acc: 92.607% (27145/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.212 | Acc: 92.612% (27265/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.212 | Acc: 92.624% (27387/29568) 231/391 [======================================>..........................] Step: 391ms | Tot: 1m24s | Loss: 0.212 | Acc: 92.629% (27507/29696) 232/391 [======================================>..........................] Step: 403ms | Tot: 1m24s | Loss: 0.211 | Acc: 92.647% (27631/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.211 | Acc: 92.648% (27750/29952) 234/391 [======================================>..........................] Step: 354ms | Tot: 1m25s | Loss: 0.212 | Acc: 92.643% (27867/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.212 | Acc: 92.628% (27981/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.212 | Acc: 92.629% (28100/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.212 | Acc: 92.604% (28211/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.212 | Acc: 92.596% (28327/30592) 239/391 [=======================================>.........................] Step: 374ms | Tot: 1m27s | Loss: 0.212 | Acc: 92.614% (28451/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.212 | Acc: 92.615% (28570/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.212 | Acc: 92.617% (28689/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.212 | Acc: 92.609% (28805/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.212 | Acc: 92.597% (28920/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.212 | Acc: 92.589% (29036/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.212 | Acc: 92.591% (29155/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.212 | Acc: 92.580% (29270/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.212 | Acc: 92.578% (29388/31744) 248/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.212 | Acc: 92.573% (29505/31872) 249/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.212 | Acc: 92.575% (29624/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.212 | Acc: 92.564% (29739/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.212 | Acc: 92.578% (29862/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.212 | Acc: 92.564% (29976/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.212 | Acc: 92.560% (30093/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.212 | Acc: 92.552% (30209/32640) 255/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.212 | Acc: 92.560% (30330/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.213 | Acc: 92.552% (30446/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.212 | Acc: 92.560% (30567/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.213 | Acc: 92.565% (30687/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.212 | Acc: 92.569% (30807/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.212 | Acc: 92.577% (30928/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.212 | Acc: 92.572% (31045/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.212 | Acc: 92.591% (31170/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.213 | Acc: 92.575% (31283/33792) 264/391 [===========================================>.....................] Step: 375ms | Tot: 1m36s | Loss: 0.213 | Acc: 92.580% (31403/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.213 | Acc: 92.572% (31519/34048) 266/391 [============================================>....................] Step: 382ms | Tot: 1m37s | Loss: 0.213 | Acc: 92.583% (31641/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.213 | Acc: 92.578% (31758/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.213 | Acc: 92.574% (31875/34432) 269/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.213 | Acc: 92.543% (31983/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.213 | Acc: 92.545% (32102/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.213 | Acc: 92.541% (32219/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.214 | Acc: 92.531% (32334/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.214 | Acc: 92.527% (32451/35072) 274/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.213 | Acc: 92.543% (32575/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.213 | Acc: 92.536% (32691/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.213 | Acc: 92.546% (32813/35456) 277/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.213 | Acc: 92.553% (32934/35584) 278/391 [==============================================>..................] Step: 385ms | Tot: 1m41s | Loss: 0.213 | Acc: 92.560% (33055/35712) 279/391 [==============================================>..................] Step: 368ms | Tot: 1m41s | Loss: 0.213 | Acc: 92.567% (33176/35840) 280/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.213 | Acc: 92.541% (33285/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.213 | Acc: 92.531% (33400/36096) 282/391 [==============================================>..................] Step: 354ms | Tot: 1m42s | Loss: 0.214 | Acc: 92.524% (33516/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.214 | Acc: 92.523% (33634/36352) 284/391 [===============================================>.................] Step: 373ms | Tot: 1m43s | Loss: 0.214 | Acc: 92.516% (33750/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.214 | Acc: 92.513% (33867/36608) 286/391 [===============================================>.................] Step: 355ms | Tot: 1m44s | Loss: 0.214 | Acc: 92.514% (33986/36736) 287/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.214 | Acc: 92.518% (34106/36864) 288/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.214 | Acc: 92.520% (34225/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.213 | Acc: 92.524% (34345/37120) 290/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.214 | Acc: 92.515% (34460/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.214 | Acc: 92.519% (34580/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.213 | Acc: 92.521% (34699/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.213 | Acc: 92.522% (34818/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.213 | Acc: 92.526% (34938/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.214 | Acc: 92.531% (35058/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.213 | Acc: 92.532% (35177/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.213 | Acc: 92.541% (35299/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.213 | Acc: 92.545% (35419/38272) 299/391 [=================================================>...............] Step: 377ms | Tot: 1m49s | Loss: 0.213 | Acc: 92.557% (35542/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.213 | Acc: 92.553% (35659/38528) 301/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.213 | Acc: 92.555% (35778/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.213 | Acc: 92.548% (35894/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.213 | Acc: 92.560% (36017/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.213 | Acc: 92.556% (36134/39040) 305/391 [==================================================>..............] Step: 372ms | Tot: 1m51s | Loss: 0.213 | Acc: 92.547% (36249/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.213 | Acc: 92.546% (36367/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m51s | Loss: 0.213 | Acc: 92.543% (36484/39424) 308/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.213 | Acc: 92.539% (36601/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.213 | Acc: 92.540% (36720/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.214 | Acc: 92.529% (36834/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.214 | Acc: 92.533% (36954/39936) 312/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.214 | Acc: 92.527% (37070/40064) 313/391 [====================================================>............] Step: 376ms | Tot: 1m54s | Loss: 0.214 | Acc: 92.533% (37191/40192) 314/391 [====================================================>............] Step: 402ms | Tot: 1m54s | Loss: 0.214 | Acc: 92.525% (37306/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m54s | Loss: 0.214 | Acc: 92.524% (37424/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.214 | Acc: 92.530% (37545/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.214 | Acc: 92.544% (37669/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.213 | Acc: 92.552% (37791/40832) 319/391 [=====================================================>...........] Step: 375ms | Tot: 1m56s | Loss: 0.213 | Acc: 92.554% (37910/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.213 | Acc: 92.548% (38026/41088) 321/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.213 | Acc: 92.549% (38145/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.213 | Acc: 92.548% (38263/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.213 | Acc: 92.547% (38381/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.213 | Acc: 92.538% (38496/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.213 | Acc: 92.545% (38617/41728) 326/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.213 | Acc: 92.546% (38736/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.213 | Acc: 92.545% (38854/41984) 328/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.213 | Acc: 92.558% (38978/42112) 329/391 [======================================================>..........] Step: 371ms | Tot: 2m2ms | Loss: 0.213 | Acc: 92.552% (39094/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 2m360ms | Loss: 0.213 | Acc: 92.553% (39213/42368) 331/391 [=======================================================>.........] Step: 356ms | Tot: 2m717ms | Loss: 0.213 | Acc: 92.555% (39332/42496) 332/391 [=======================================================>.........] Step: 373ms | Tot: 2m1s | Loss: 0.213 | Acc: 92.553% (39450/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.213 | Acc: 92.550% (39567/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.213 | Acc: 92.544% (39683/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.213 | Acc: 92.539% (39799/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.213 | Acc: 92.545% (39920/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.213 | Acc: 92.553% (40042/43264) 338/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.213 | Acc: 92.547% (40158/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.213 | Acc: 92.546% (40276/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.213 | Acc: 92.540% (40392/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.213 | Acc: 92.544% (40512/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.213 | Acc: 92.543% (40630/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m5s | Loss: 0.213 | Acc: 92.551% (40752/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.213 | Acc: 92.543% (40867/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.213 | Acc: 92.531% (40980/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.213 | Acc: 92.525% (41096/44416) 347/391 [=========================================================>.......] Step: 382ms | Tot: 2m6s | Loss: 0.213 | Acc: 92.513% (41209/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.214 | Acc: 92.508% (41325/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.214 | Acc: 92.513% (41446/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.214 | Acc: 92.515% (41565/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.214 | Acc: 92.523% (41687/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.214 | Acc: 92.522% (41805/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.214 | Acc: 92.516% (41921/45312) 354/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.214 | Acc: 92.511% (42037/45440) 355/391 [===========================================================>.....] Step: 376ms | Tot: 2m9s | Loss: 0.213 | Acc: 92.521% (42160/45568) 356/391 [===========================================================>.....] Step: 375ms | Tot: 2m9s | Loss: 0.214 | Acc: 92.522% (42279/45696) 357/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.214 | Acc: 92.517% (42395/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.214 | Acc: 92.516% (42513/45952) 359/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.214 | Acc: 92.515% (42631/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.214 | Acc: 92.512% (42748/46208) 361/391 [============================================================>....] Step: 372ms | Tot: 2m11s | Loss: 0.214 | Acc: 92.511% (42866/46336) 362/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.214 | Acc: 92.517% (42987/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.214 | Acc: 92.507% (43101/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.214 | Acc: 92.504% (43218/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.214 | Acc: 92.497% (43333/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.214 | Acc: 92.507% (43456/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.214 | Acc: 92.512% (43577/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.214 | Acc: 92.511% (43695/47232) 369/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.214 | Acc: 92.515% (43815/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.214 | Acc: 92.520% (43936/47488) 371/391 [=============================================================>...] Step: 354ms | Tot: 2m15s | Loss: 0.214 | Acc: 92.524% (44056/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.214 | Acc: 92.518% (44172/47744) 373/391 [==============================================================>..] Step: 371ms | Tot: 2m16s | Loss: 0.214 | Acc: 92.524% (44293/47872) 374/391 [==============================================================>..] Step: 374ms | Tot: 2m16s | Loss: 0.214 | Acc: 92.523% (44411/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.214 | Acc: 92.518% (44527/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.214 | Acc: 92.515% (44644/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.214 | Acc: 92.516% (44763/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.214 | Acc: 92.517% (44882/48512) 379/391 [===============================================================>.] Step: 354ms | Tot: 2m18s | Loss: 0.214 | Acc: 92.519% (45001/48640) 380/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.215 | Acc: 92.507% (45114/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.215 | Acc: 92.511% (45234/48896) 382/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.214 | Acc: 92.526% (45360/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.214 | Acc: 92.525% (45478/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.214 | Acc: 92.524% (45596/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.214 | Acc: 92.532% (45718/49408) 386/391 [================================================================>] Step: 374ms | Tot: 2m20s | Loss: 0.214 | Acc: 92.531% (45836/49536) 387/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.214 | Acc: 92.526% (45952/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.214 | Acc: 92.531% (46073/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.214 | Acc: 92.522% (46187/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m22s | Loss: 0.215 | Acc: 92.512% (46256/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 3ms | Loss: 0.495 | Acc: 85.000% (85/100) 1/100 [>................................................................] Step: 308ms | Tot: 312ms | Loss: 0.441 | Acc: 86.500% (173/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 610ms | Loss: 0.431 | Acc: 86.333% (259/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 912ms | Loss: 0.390 | Acc: 87.500% (350/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s212ms | Loss: 0.379 | Acc: 87.000% (435/500) 5/100 [===>.............................................................] Step: 351ms | Tot: 1s564ms | Loss: 0.361 | Acc: 87.333% (524/600) 6/100 [===>.............................................................] Step: 356ms | Tot: 1s920ms | Loss: 0.359 | Acc: 87.571% (613/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s226ms | Loss: 0.373 | Acc: 87.000% (696/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s532ms | Loss: 0.388 | Acc: 87.000% (783/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s836ms | Loss: 0.400 | Acc: 86.700% (867/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s145ms | Loss: 0.405 | Acc: 86.727% (954/1100) 11/100 [=======>.........................................................] Step: 324ms | Tot: 3s470ms | Loss: 0.422 | Acc: 86.250% (1035/1200) 12/100 [=======>.........................................................] Step: 327ms | Tot: 3s797ms | Loss: 0.418 | Acc: 86.538% (1125/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 4s108ms | Loss: 0.420 | Acc: 86.500% (1211/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s425ms | Loss: 0.411 | Acc: 86.733% (1301/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s732ms | Loss: 0.421 | Acc: 86.375% (1382/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 5s37ms | Loss: 0.417 | Acc: 86.706% (1474/1700) 17/100 [===========>.....................................................] Step: 314ms | Tot: 5s351ms | Loss: 0.419 | Acc: 86.556% (1558/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s665ms | Loss: 0.419 | Acc: 86.526% (1644/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s979ms | Loss: 0.424 | Acc: 86.550% (1731/2000) 20/100 [=============>...................................................] Step: 318ms | Tot: 6s297ms | Loss: 0.422 | Acc: 86.524% (1817/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s608ms | Loss: 0.420 | Acc: 86.500% (1903/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s919ms | Loss: 0.426 | Acc: 86.391% (1987/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s225ms | Loss: 0.427 | Acc: 86.375% (2073/2400) 24/100 [===============>.................................................] Step: 309ms | Tot: 7s534ms | Loss: 0.434 | Acc: 86.360% (2159/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s845ms | Loss: 0.436 | Acc: 86.269% (2243/2600) 26/100 [================>................................................] Step: 308ms | Tot: 8s153ms | Loss: 0.432 | Acc: 86.444% (2334/2700) 27/100 [=================>...............................................] Step: 334ms | Tot: 8s488ms | Loss: 0.428 | Acc: 86.643% (2426/2800) 28/100 [==================>..............................................] Step: 324ms | Tot: 8s813ms | Loss: 0.431 | Acc: 86.759% (2516/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 9s119ms | Loss: 0.430 | Acc: 86.767% (2603/3000) 30/100 [===================>.............................................] Step: 317ms | Tot: 9s436ms | Loss: 0.429 | Acc: 86.774% (2690/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s747ms | Loss: 0.427 | Acc: 86.719% (2775/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 10s51ms | Loss: 0.424 | Acc: 86.727% (2862/3300) 33/100 [=====================>...........................................] Step: 318ms | Tot: 10s370ms | Loss: 0.423 | Acc: 86.735% (2949/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s678ms | Loss: 0.427 | Acc: 86.657% (3033/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s987ms | Loss: 0.422 | Acc: 86.833% (3126/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s298ms | Loss: 0.423 | Acc: 86.757% (3210/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s608ms | Loss: 0.427 | Acc: 86.711% (3295/3800) 38/100 [========================>........................................] Step: 318ms | Tot: 11s927ms | Loss: 0.428 | Acc: 86.744% (3383/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s238ms | Loss: 0.425 | Acc: 86.800% (3472/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s544ms | Loss: 0.429 | Acc: 86.732% (3556/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s855ms | Loss: 0.432 | Acc: 86.714% (3642/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 13s162ms | Loss: 0.426 | Acc: 86.884% (3736/4300) 43/100 [===========================>.....................................] Step: 329ms | Tot: 13s491ms | Loss: 0.429 | Acc: 86.818% (3820/4400) 44/100 [============================>....................................] Step: 326ms | Tot: 13s818ms | Loss: 0.425 | Acc: 86.956% (3913/4500) 45/100 [=============================>...................................] Step: 314ms | Tot: 14s133ms | Loss: 0.422 | Acc: 87.022% (4003/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s448ms | Loss: 0.420 | Acc: 87.043% (4091/4700) 47/100 [==============================>..................................] Step: 315ms | Tot: 14s764ms | Loss: 0.425 | Acc: 86.875% (4170/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 15s74ms | Loss: 0.421 | Acc: 87.020% (4264/4900) 49/100 [===============================>.................................] Step: 314ms | Tot: 15s388ms | Loss: 0.422 | Acc: 87.000% (4350/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s697ms | Loss: 0.421 | Acc: 87.000% (4437/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 16s9ms | Loss: 0.422 | Acc: 87.038% (4526/5200) 52/100 [=================================>...............................] Step: 319ms | Tot: 16s328ms | Loss: 0.421 | Acc: 87.038% (4613/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s630ms | Loss: 0.419 | Acc: 87.111% (4704/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s945ms | Loss: 0.420 | Acc: 87.036% (4787/5500) 55/100 [===================================>.............................] Step: 314ms | Tot: 17s260ms | Loss: 0.418 | Acc: 87.143% (4880/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s571ms | Loss: 0.418 | Acc: 87.140% (4967/5700) 57/100 [=====================================>...........................] Step: 315ms | Tot: 17s887ms | Loss: 0.416 | Acc: 87.190% (5057/5800) 58/100 [=====================================>...........................] Step: 318ms | Tot: 18s206ms | Loss: 0.416 | Acc: 87.119% (5140/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s513ms | Loss: 0.416 | Acc: 87.117% (5227/6000) 60/100 [=======================================>.........................] Step: 320ms | Tot: 18s834ms | Loss: 0.414 | Acc: 87.213% (5320/6100) 61/100 [=======================================>.........................] Step: 326ms | Tot: 19s161ms | Loss: 0.412 | Acc: 87.242% (5409/6200) 62/100 [========================================>........................] Step: 323ms | Tot: 19s485ms | Loss: 0.410 | Acc: 87.254% (5497/6300) 63/100 [========================================>........................] Step: 319ms | Tot: 19s804ms | Loss: 0.407 | Acc: 87.344% (5590/6400) 64/100 [=========================================>.......................] Step: 317ms | Tot: 20s121ms | Loss: 0.408 | Acc: 87.400% (5681/6500) 65/100 [==========================================>......................] Step: 328ms | Tot: 20s449ms | Loss: 0.408 | Acc: 87.348% (5765/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s761ms | Loss: 0.407 | Acc: 87.343% (5852/6700) 67/100 [===========================================>.....................] Step: 316ms | Tot: 21s77ms | Loss: 0.406 | Acc: 87.397% (5943/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 21s391ms | Loss: 0.403 | Acc: 87.464% (6035/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s697ms | Loss: 0.403 | Acc: 87.443% (6121/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s997ms | Loss: 0.407 | Acc: 87.352% (6202/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 22s306ms | Loss: 0.408 | Acc: 87.319% (6287/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s612ms | Loss: 0.406 | Acc: 87.342% (6376/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s919ms | Loss: 0.407 | Acc: 87.297% (6460/7400) 74/100 [================================================>................] Step: 314ms | Tot: 23s233ms | Loss: 0.408 | Acc: 87.227% (6542/7500) 75/100 [================================================>................] Step: 320ms | Tot: 23s554ms | Loss: 0.407 | Acc: 87.250% (6631/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s866ms | Loss: 0.406 | Acc: 87.286% (6721/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 24s173ms | Loss: 0.406 | Acc: 87.321% (6811/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 24s479ms | Loss: 0.407 | Acc: 87.316% (6898/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s787ms | Loss: 0.407 | Acc: 87.338% (6987/8000) 80/100 [====================================================>............] Step: 314ms | Tot: 25s101ms | Loss: 0.407 | Acc: 87.346% (7075/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 25s413ms | Loss: 0.405 | Acc: 87.378% (7165/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 25s725ms | Loss: 0.406 | Acc: 87.349% (7250/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 26s29ms | Loss: 0.406 | Acc: 87.345% (7337/8400) 84/100 [======================================================>..........] Step: 316ms | Tot: 26s345ms | Loss: 0.406 | Acc: 87.353% (7425/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 26s652ms | Loss: 0.410 | Acc: 87.302% (7508/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s958ms | Loss: 0.409 | Acc: 87.299% (7595/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 27s272ms | Loss: 0.410 | Acc: 87.295% (7682/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 27s572ms | Loss: 0.410 | Acc: 87.281% (7768/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s877ms | Loss: 0.411 | Acc: 87.289% (7856/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 28s184ms | Loss: 0.409 | Acc: 87.319% (7946/9100) 91/100 [===========================================================>.....] Step: 320ms | Tot: 28s505ms | Loss: 0.407 | Acc: 87.370% (8038/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s812ms | Loss: 0.407 | Acc: 87.355% (8124/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 29s117ms | Loss: 0.406 | Acc: 87.362% (8212/9400) 94/100 [=============================================================>...] Step: 314ms | Tot: 29s431ms | Loss: 0.406 | Acc: 87.379% (8301/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s739ms | Loss: 0.406 | Acc: 87.354% (8386/9600) 96/100 [==============================================================>..] Step: 300ms | Tot: 30s40ms | Loss: 0.405 | Acc: 87.423% (8480/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 30s347ms | Loss: 0.405 | Acc: 87.439% (8569/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 30s651ms | Loss: 0.405 | Acc: 87.434% (8656/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s951ms | Loss: 0.404 | Acc: 87.470% (8747/10000) 100/100 + +Epoch: 140 + [>................................................................] Step: 649ms | Tot: 2ms | Loss: 0.222 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 430ms | Tot: 432ms | Loss: 0.203 | Acc: 92.578% (237/256) 2/391 [>................................................................] Step: 393ms | Tot: 826ms | Loss: 0.198 | Acc: 93.490% (359/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s203ms | Loss: 0.207 | Acc: 92.773% (475/512) 4/391 [>................................................................] Step: 376ms | Tot: 1s580ms | Loss: 0.191 | Acc: 93.594% (599/640) 5/391 [>................................................................] Step: 371ms | Tot: 1s951ms | Loss: 0.200 | Acc: 93.099% (715/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s320ms | Loss: 0.201 | Acc: 93.080% (834/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s684ms | Loss: 0.198 | Acc: 93.359% (956/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 3s46ms | Loss: 0.207 | Acc: 93.142% (1073/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s409ms | Loss: 0.206 | Acc: 93.125% (1192/1280) 10/391 [=>...............................................................] Step: 371ms | Tot: 3s780ms | Loss: 0.199 | Acc: 93.395% (1315/1408) 11/391 [=>...............................................................] Step: 370ms | Tot: 4s151ms | Loss: 0.201 | Acc: 93.294% (1433/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s515ms | Loss: 0.199 | Acc: 93.389% (1554/1664) 13/391 [==>..............................................................] Step: 373ms | Tot: 4s888ms | Loss: 0.204 | Acc: 93.192% (1670/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s251ms | Loss: 0.207 | Acc: 93.021% (1786/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s612ms | Loss: 0.213 | Acc: 92.871% (1902/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s972ms | Loss: 0.214 | Acc: 92.785% (2019/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s335ms | Loss: 0.211 | Acc: 92.925% (2141/2304) 18/391 [==>..............................................................] Step: 370ms | Tot: 6s705ms | Loss: 0.213 | Acc: 92.804% (2257/2432) 19/391 [===>.............................................................] Step: 357ms | Tot: 7s63ms | Loss: 0.219 | Acc: 92.500% (2368/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s431ms | Loss: 0.219 | Acc: 92.522% (2487/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s795ms | Loss: 0.214 | Acc: 92.685% (2610/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s154ms | Loss: 0.212 | Acc: 92.833% (2733/2944) 23/391 [===>.............................................................] Step: 356ms | Tot: 8s510ms | Loss: 0.212 | Acc: 92.741% (2849/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s877ms | Loss: 0.214 | Acc: 92.688% (2966/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s240ms | Loss: 0.216 | Acc: 92.638% (3083/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s598ms | Loss: 0.217 | Acc: 92.564% (3199/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s961ms | Loss: 0.216 | Acc: 92.550% (3317/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s324ms | Loss: 0.216 | Acc: 92.511% (3434/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s694ms | Loss: 0.218 | Acc: 92.474% (3551/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 11s57ms | Loss: 0.218 | Acc: 92.490% (3670/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s420ms | Loss: 0.216 | Acc: 92.578% (3792/4096) 32/391 [=====>...........................................................] Step: 368ms | Tot: 11s789ms | Loss: 0.213 | Acc: 92.685% (3915/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s144ms | Loss: 0.216 | Acc: 92.601% (4030/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s500ms | Loss: 0.215 | Acc: 92.656% (4151/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s868ms | Loss: 0.213 | Acc: 92.687% (4271/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s228ms | Loss: 0.212 | Acc: 92.736% (4392/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s586ms | Loss: 0.213 | Acc: 92.640% (4506/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s950ms | Loss: 0.211 | Acc: 92.728% (4629/4992) 39/391 [======>..........................................................] Step: 361ms | Tot: 14s311ms | Loss: 0.212 | Acc: 92.715% (4747/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s670ms | Loss: 0.210 | Acc: 92.797% (4870/5248) 41/391 [======>..........................................................] Step: 355ms | Tot: 15s26ms | Loss: 0.209 | Acc: 92.857% (4992/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s388ms | Loss: 0.211 | Acc: 92.842% (5110/5504) 43/391 [=======>.........................................................] Step: 371ms | Tot: 15s760ms | Loss: 0.210 | Acc: 92.862% (5230/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s126ms | Loss: 0.211 | Acc: 92.812% (5346/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s488ms | Loss: 0.211 | Acc: 92.799% (5464/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s851ms | Loss: 0.212 | Acc: 92.736% (5579/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s225ms | Loss: 0.211 | Acc: 92.773% (5700/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s586ms | Loss: 0.213 | Acc: 92.682% (5813/6272) 49/391 [========>........................................................] Step: 371ms | Tot: 17s957ms | Loss: 0.211 | Acc: 92.766% (5937/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 18s313ms | Loss: 0.212 | Acc: 92.754% (6055/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s673ms | Loss: 0.209 | Acc: 92.834% (6179/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 19s30ms | Loss: 0.210 | Acc: 92.821% (6297/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s394ms | Loss: 0.210 | Acc: 92.839% (6417/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s756ms | Loss: 0.210 | Acc: 92.770% (6531/7040) 55/391 [=========>.......................................................] Step: 354ms | Tot: 20s110ms | Loss: 0.212 | Acc: 92.718% (6646/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s477ms | Loss: 0.212 | Acc: 92.722% (6765/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 20s847ms | Loss: 0.210 | Acc: 92.767% (6887/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s209ms | Loss: 0.209 | Acc: 92.797% (7008/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s570ms | Loss: 0.209 | Acc: 92.799% (7127/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s932ms | Loss: 0.210 | Acc: 92.764% (7243/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s295ms | Loss: 0.209 | Acc: 92.742% (7360/7936) 62/391 [==========>......................................................] Step: 360ms | Tot: 22s655ms | Loss: 0.208 | Acc: 92.783% (7482/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 23s12ms | Loss: 0.210 | Acc: 92.712% (7595/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s376ms | Loss: 0.209 | Acc: 92.728% (7715/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 23s752ms | Loss: 0.209 | Acc: 92.744% (7835/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s108ms | Loss: 0.209 | Acc: 92.712% (7951/8576) 67/391 [===========>.....................................................] Step: 354ms | Tot: 24s463ms | Loss: 0.211 | Acc: 92.705% (8069/8704) 68/391 [===========>.....................................................] Step: 367ms | Tot: 24s830ms | Loss: 0.210 | Acc: 92.754% (8192/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s188ms | Loss: 0.209 | Acc: 92.790% (8314/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s548ms | Loss: 0.209 | Acc: 92.782% (8432/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 25s914ms | Loss: 0.209 | Acc: 92.795% (8552/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s276ms | Loss: 0.208 | Acc: 92.808% (8672/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s633ms | Loss: 0.209 | Acc: 92.768% (8787/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s2ms | Loss: 0.208 | Acc: 92.792% (8908/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s368ms | Loss: 0.208 | Acc: 92.794% (9027/9728) 76/391 [============>....................................................] Step: 369ms | Tot: 27s738ms | Loss: 0.208 | Acc: 92.766% (9143/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s103ms | Loss: 0.209 | Acc: 92.738% (9259/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s463ms | Loss: 0.208 | Acc: 92.751% (9379/10112) 79/391 [=============>...................................................] Step: 365ms | Tot: 28s829ms | Loss: 0.208 | Acc: 92.764% (9499/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s191ms | Loss: 0.209 | Acc: 92.766% (9618/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s553ms | Loss: 0.209 | Acc: 92.788% (9739/10496) 82/391 [=============>...................................................] Step: 402ms | Tot: 29s955ms | Loss: 0.208 | Acc: 92.818% (9861/10624) 83/391 [=============>...................................................] Step: 422ms | Tot: 30s378ms | Loss: 0.208 | Acc: 92.829% (9981/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s741ms | Loss: 0.208 | Acc: 92.812% (10098/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 31s101ms | Loss: 0.208 | Acc: 92.805% (10216/11008) 86/391 [==============>..................................................] Step: 358ms | Tot: 31s459ms | Loss: 0.208 | Acc: 92.807% (10335/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s817ms | Loss: 0.208 | Acc: 92.800% (10453/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s179ms | Loss: 0.208 | Acc: 92.776% (10569/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s537ms | Loss: 0.208 | Acc: 92.795% (10690/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 32s901ms | Loss: 0.208 | Acc: 92.771% (10806/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s259ms | Loss: 0.208 | Acc: 92.714% (10918/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s625ms | Loss: 0.208 | Acc: 92.725% (11038/11904) 93/391 [===============>.................................................] Step: 352ms | Tot: 33s977ms | Loss: 0.208 | Acc: 92.736% (11158/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s340ms | Loss: 0.207 | Acc: 92.730% (11276/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s706ms | Loss: 0.208 | Acc: 92.716% (11393/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s65ms | Loss: 0.209 | Acc: 92.671% (11506/12416) 97/391 [================>................................................] Step: 355ms | Tot: 35s421ms | Loss: 0.209 | Acc: 92.674% (11625/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s788ms | Loss: 0.208 | Acc: 92.716% (11749/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s146ms | Loss: 0.207 | Acc: 92.758% (11873/12800) 100/391 [================>................................................] Step: 356ms | Tot: 36s503ms | Loss: 0.208 | Acc: 92.706% (11985/12928) 101/391 [================>................................................] Step: 368ms | Tot: 36s871ms | Loss: 0.208 | Acc: 92.708% (12104/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s233ms | Loss: 0.207 | Acc: 92.726% (12225/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s591ms | Loss: 0.207 | Acc: 92.728% (12344/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s953ms | Loss: 0.207 | Acc: 92.716% (12461/13440) 105/391 [=================>...............................................] Step: 358ms | Tot: 38s311ms | Loss: 0.208 | Acc: 92.681% (12575/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s672ms | Loss: 0.208 | Acc: 92.662% (12691/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 39s33ms | Loss: 0.208 | Acc: 92.643% (12807/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s391ms | Loss: 0.209 | Acc: 92.610% (12921/13952) 109/391 [==================>..............................................] Step: 373ms | Tot: 39s764ms | Loss: 0.209 | Acc: 92.599% (13038/14080) 110/391 [==================>..............................................] Step: 372ms | Tot: 40s137ms | Loss: 0.209 | Acc: 92.603% (13157/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s503ms | Loss: 0.209 | Acc: 92.599% (13275/14336) 112/391 [==================>..............................................] Step: 371ms | Tot: 40s874ms | Loss: 0.208 | Acc: 92.630% (13398/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s238ms | Loss: 0.209 | Acc: 92.599% (13512/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s600ms | Loss: 0.209 | Acc: 92.575% (13627/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 41s970ms | Loss: 0.209 | Acc: 92.571% (13745/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 42s324ms | Loss: 0.209 | Acc: 92.561% (13862/14976) 117/391 [===================>.............................................] Step: 352ms | Tot: 42s676ms | Loss: 0.209 | Acc: 92.565% (13981/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 43s32ms | Loss: 0.209 | Acc: 92.568% (14100/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s401ms | Loss: 0.209 | Acc: 92.572% (14219/15360) 120/391 [===================>.............................................] Step: 368ms | Tot: 43s769ms | Loss: 0.209 | Acc: 92.549% (14334/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 44s127ms | Loss: 0.209 | Acc: 92.546% (14452/15616) 122/391 [====================>............................................] Step: 352ms | Tot: 44s480ms | Loss: 0.210 | Acc: 92.530% (14568/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 44s845ms | Loss: 0.211 | Acc: 92.509% (14683/15872) 124/391 [====================>............................................] Step: 355ms | Tot: 45s200ms | Loss: 0.211 | Acc: 92.513% (14802/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s559ms | Loss: 0.211 | Acc: 92.516% (14921/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s921ms | Loss: 0.211 | Acc: 92.526% (15041/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s281ms | Loss: 0.211 | Acc: 92.517% (15158/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 46s654ms | Loss: 0.212 | Acc: 92.502% (15274/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 47s18ms | Loss: 0.211 | Acc: 92.530% (15397/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s383ms | Loss: 0.211 | Acc: 92.551% (15519/16768) 131/391 [=====================>...........................................] Step: 367ms | Tot: 47s751ms | Loss: 0.210 | Acc: 92.560% (15639/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s114ms | Loss: 0.210 | Acc: 92.569% (15759/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s470ms | Loss: 0.210 | Acc: 92.578% (15879/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s839ms | Loss: 0.210 | Acc: 92.569% (15996/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s211ms | Loss: 0.210 | Acc: 92.555% (16112/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s569ms | Loss: 0.210 | Acc: 92.587% (16236/17536) 137/391 [======================>..........................................] Step: 371ms | Tot: 49s941ms | Loss: 0.209 | Acc: 92.612% (16359/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s299ms | Loss: 0.209 | Acc: 92.615% (16478/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s657ms | Loss: 0.209 | Acc: 92.584% (16591/17920) 140/391 [=======================>.........................................] Step: 379ms | Tot: 51s37ms | Loss: 0.210 | Acc: 92.570% (16707/18048) 141/391 [=======================>.........................................] Step: 375ms | Tot: 51s412ms | Loss: 0.210 | Acc: 92.534% (16819/18176) 142/391 [=======================>.........................................] Step: 373ms | Tot: 51s785ms | Loss: 0.211 | Acc: 92.526% (16936/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s146ms | Loss: 0.211 | Acc: 92.540% (17057/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s509ms | Loss: 0.211 | Acc: 92.532% (17174/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 52s877ms | Loss: 0.210 | Acc: 92.551% (17296/18688) 146/391 [========================>........................................] Step: 373ms | Tot: 53s251ms | Loss: 0.210 | Acc: 92.570% (17418/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 53s608ms | Loss: 0.209 | Acc: 92.578% (17538/18944) 148/391 [========================>........................................] Step: 363ms | Tot: 53s972ms | Loss: 0.209 | Acc: 92.586% (17658/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 54s333ms | Loss: 0.210 | Acc: 92.568% (17773/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s694ms | Loss: 0.210 | Acc: 92.555% (17889/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 55s62ms | Loss: 0.210 | Acc: 92.547% (18006/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s426ms | Loss: 0.210 | Acc: 92.519% (18119/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 55s794ms | Loss: 0.210 | Acc: 92.512% (18236/19712) 154/391 [=========================>.......................................] Step: 357ms | Tot: 56s152ms | Loss: 0.211 | Acc: 92.510% (18354/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 56s516ms | Loss: 0.210 | Acc: 92.523% (18475/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s878ms | Loss: 0.211 | Acc: 92.501% (18589/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s237ms | Loss: 0.211 | Acc: 92.509% (18709/20224) 158/391 [==========================>......................................] Step: 367ms | Tot: 57s604ms | Loss: 0.211 | Acc: 92.507% (18827/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 57s969ms | Loss: 0.210 | Acc: 92.510% (18946/20480) 160/391 [==========================>......................................] Step: 355ms | Tot: 58s325ms | Loss: 0.211 | Acc: 92.503% (19063/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s687ms | Loss: 0.211 | Acc: 92.506% (19182/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 59s46ms | Loss: 0.211 | Acc: 92.494% (19298/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 59s406ms | Loss: 0.211 | Acc: 92.483% (19414/20992) 164/391 [===========================>.....................................] Step: 382ms | Tot: 59s789ms | Loss: 0.211 | Acc: 92.495% (19535/21120) 165/391 [===========================>.....................................] Step: 393ms | Tot: 1m182ms | Loss: 0.211 | Acc: 92.493% (19653/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m542ms | Loss: 0.211 | Acc: 92.496% (19772/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m904ms | Loss: 0.211 | Acc: 92.490% (19889/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.211 | Acc: 92.497% (20009/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.212 | Acc: 92.482% (20124/21760) 170/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.211 | Acc: 92.489% (20244/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.212 | Acc: 92.465% (20357/22016) 172/391 [============================>....................................] Step: 370ms | Tot: 1m2s | Loss: 0.211 | Acc: 92.481% (20479/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.212 | Acc: 92.475% (20596/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.212 | Acc: 92.478% (20715/22400) 175/391 [=============================>...................................] Step: 372ms | Tot: 1m3s | Loss: 0.212 | Acc: 92.498% (20838/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.211 | Acc: 92.523% (20962/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.211 | Acc: 92.543% (21085/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.211 | Acc: 92.532% (21201/22912) 179/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.210 | Acc: 92.543% (21322/23040) 180/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.210 | Acc: 92.546% (21441/23168) 181/391 [==============================>..................................] Step: 351ms | Tot: 1m5s | Loss: 0.210 | Acc: 92.544% (21559/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.210 | Acc: 92.533% (21675/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.211 | Acc: 92.536% (21794/23552) 184/391 [==============================>..................................] Step: 353ms | Tot: 1m7s | Loss: 0.211 | Acc: 92.521% (21909/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.210 | Acc: 92.536% (22031/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.211 | Acc: 92.526% (22147/23936) 187/391 [===============================>.................................] Step: 353ms | Tot: 1m8s | Loss: 0.210 | Acc: 92.528% (22266/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.210 | Acc: 92.522% (22383/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.211 | Acc: 92.508% (22498/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.211 | Acc: 92.523% (22620/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.210 | Acc: 92.533% (22741/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.211 | Acc: 92.519% (22856/24704) 193/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.211 | Acc: 92.514% (22973/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.212 | Acc: 92.524% (23094/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.212 | Acc: 92.526% (23213/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.211 | Acc: 92.540% (23335/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.212 | Acc: 92.531% (23451/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.211 | Acc: 92.529% (23569/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.212 | Acc: 92.527% (23687/25600) 200/391 [=================================>...............................] Step: 373ms | Tot: 1m12s | Loss: 0.211 | Acc: 92.541% (23809/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.211 | Acc: 92.543% (23928/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.211 | Acc: 92.545% (24047/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.212 | Acc: 92.540% (24164/26112) 204/391 [=================================>...............................] Step: 353ms | Tot: 1m14s | Loss: 0.212 | Acc: 92.561% (24288/26240) 205/391 [==================================>..............................] Step: 366ms | Tot: 1m14s | Loss: 0.211 | Acc: 92.567% (24408/26368) 206/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.211 | Acc: 92.584% (24531/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.211 | Acc: 92.582% (24649/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.211 | Acc: 92.599% (24772/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.211 | Acc: 92.612% (24894/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.210 | Acc: 92.632% (25018/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m16s | Loss: 0.210 | Acc: 92.652% (25142/27136) 212/391 [===================================>.............................] Step: 374ms | Tot: 1m17s | Loss: 0.210 | Acc: 92.661% (25263/27264) 213/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.210 | Acc: 92.655% (25380/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.209 | Acc: 92.667% (25502/27520) 215/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.210 | Acc: 92.665% (25620/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.210 | Acc: 92.663% (25738/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.210 | Acc: 92.675% (25860/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.209 | Acc: 92.680% (25980/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.209 | Acc: 92.674% (26097/28160) 220/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.209 | Acc: 92.679% (26217/28288) 221/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.209 | Acc: 92.691% (26339/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.209 | Acc: 92.685% (26456/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.209 | Acc: 92.686% (26575/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.209 | Acc: 92.677% (26691/28800) 225/391 [=====================================>...........................] Step: 373ms | Tot: 1m21s | Loss: 0.209 | Acc: 92.668% (26807/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.209 | Acc: 92.669% (26926/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.209 | Acc: 92.654% (27040/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.209 | Acc: 92.658% (27160/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.209 | Acc: 92.660% (27279/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.209 | Acc: 92.661% (27398/29568) 231/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.209 | Acc: 92.659% (27516/29696) 232/391 [======================================>..........................] Step: 375ms | Tot: 1m24s | Loss: 0.209 | Acc: 92.657% (27634/29824) 233/391 [======================================>..........................] Step: 378ms | Tot: 1m24s | Loss: 0.210 | Acc: 92.635% (27746/29952) 234/391 [======================================>..........................] Step: 377ms | Tot: 1m25s | Loss: 0.210 | Acc: 92.616% (27859/30080) 235/391 [=======================================>.........................] Step: 372ms | Tot: 1m25s | Loss: 0.210 | Acc: 92.631% (27982/30208) 236/391 [=======================================>.........................] Step: 377ms | Tot: 1m25s | Loss: 0.210 | Acc: 92.636% (28102/30336) 237/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.210 | Acc: 92.640% (28222/30464) 238/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.210 | Acc: 92.645% (28342/30592) 239/391 [=======================================>.........................] Step: 373ms | Tot: 1m27s | Loss: 0.210 | Acc: 92.646% (28461/30720) 240/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.210 | Acc: 92.641% (28578/30848) 241/391 [========================================>........................] Step: 386ms | Tot: 1m27s | Loss: 0.210 | Acc: 92.630% (28693/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.210 | Acc: 92.625% (28810/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.210 | Acc: 92.633% (28931/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.210 | Acc: 92.618% (29045/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.211 | Acc: 92.610% (29161/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.211 | Acc: 92.592% (29274/31616) 247/391 [=========================================>.......................] Step: 370ms | Tot: 1m29s | Loss: 0.211 | Acc: 92.584% (29390/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.211 | Acc: 92.577% (29506/31872) 249/391 [=========================================>.......................] Step: 372ms | Tot: 1m30s | Loss: 0.211 | Acc: 92.569% (29622/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.212 | Acc: 92.558% (29737/32128) 251/391 [=========================================>.......................] Step: 353ms | Tot: 1m31s | Loss: 0.211 | Acc: 92.560% (29856/32256) 252/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.211 | Acc: 92.552% (29972/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.212 | Acc: 92.554% (30091/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.212 | Acc: 92.537% (30204/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.212 | Acc: 92.535% (30322/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.212 | Acc: 92.549% (30445/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.212 | Acc: 92.548% (30563/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.212 | Acc: 92.549% (30682/33152) 259/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.212 | Acc: 92.539% (30797/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.212 | Acc: 92.538% (30915/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.212 | Acc: 92.536% (31033/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.212 | Acc: 92.553% (31157/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.212 | Acc: 92.563% (31279/33792) 264/391 [===========================================>.....................] Step: 355ms | Tot: 1m36s | Loss: 0.212 | Acc: 92.565% (31398/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.212 | Acc: 92.578% (31521/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.211 | Acc: 92.580% (31640/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.212 | Acc: 92.578% (31758/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.211 | Acc: 92.597% (31883/34432) 269/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.211 | Acc: 92.607% (32005/34560) 270/391 [============================================>....................] Step: 354ms | Tot: 1m38s | Loss: 0.211 | Acc: 92.594% (32119/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.211 | Acc: 92.592% (32237/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.212 | Acc: 92.562% (32345/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.212 | Acc: 92.564% (32464/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.212 | Acc: 92.560% (32581/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.212 | Acc: 92.553% (32697/35328) 276/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.212 | Acc: 92.571% (32822/35456) 277/391 [==============================================>..................] Step: 371ms | Tot: 1m40s | Loss: 0.212 | Acc: 92.575% (32942/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.212 | Acc: 92.580% (33062/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.212 | Acc: 92.573% (33178/35840) 280/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.212 | Acc: 92.582% (33300/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.212 | Acc: 92.575% (33416/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.212 | Acc: 92.585% (33538/36224) 283/391 [===============================================>.................] Step: 354ms | Tot: 1m43s | Loss: 0.212 | Acc: 92.586% (33657/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.212 | Acc: 92.579% (33773/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.212 | Acc: 92.584% (33893/36608) 286/391 [===============================================>.................] Step: 354ms | Tot: 1m44s | Loss: 0.212 | Acc: 92.590% (34014/36736) 287/391 [===============================================>.................] Step: 352ms | Tot: 1m44s | Loss: 0.212 | Acc: 92.589% (34132/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.212 | Acc: 92.588% (34250/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.212 | Acc: 92.584% (34367/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.212 | Acc: 92.593% (34489/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.212 | Acc: 92.592% (34607/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.212 | Acc: 92.587% (34724/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.212 | Acc: 92.578% (34839/37632) 294/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.212 | Acc: 92.577% (34957/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m47s | Loss: 0.212 | Acc: 92.573% (35074/37888) 296/391 [=================================================>...............] Step: 377ms | Tot: 1m47s | Loss: 0.213 | Acc: 92.572% (35192/38016) 297/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.213 | Acc: 92.565% (35308/38144) 298/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.213 | Acc: 92.561% (35425/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m48s | Loss: 0.213 | Acc: 92.560% (35543/38400) 300/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.213 | Acc: 92.556% (35660/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.213 | Acc: 92.557% (35779/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.213 | Acc: 92.561% (35899/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.213 | Acc: 92.563% (36018/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.213 | Acc: 92.564% (36137/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.213 | Acc: 92.547% (36249/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.213 | Acc: 92.541% (36365/39296) 307/391 [===================================================>.............] Step: 370ms | Tot: 1m51s | Loss: 0.213 | Acc: 92.535% (36481/39424) 308/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.213 | Acc: 92.541% (36602/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.213 | Acc: 92.528% (36715/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.213 | Acc: 92.522% (36831/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.213 | Acc: 92.518% (36948/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.213 | Acc: 92.514% (37065/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m53s | Loss: 0.213 | Acc: 92.513% (37183/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.213 | Acc: 92.510% (37300/40320) 315/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.213 | Acc: 92.514% (37420/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.213 | Acc: 92.505% (37535/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.214 | Acc: 92.495% (37649/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.214 | Acc: 92.489% (37765/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.213 | Acc: 92.502% (37889/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.213 | Acc: 92.511% (38011/41088) 321/391 [=====================================================>...........] Step: 376ms | Tot: 1m56s | Loss: 0.213 | Acc: 92.513% (38130/41216) 322/391 [=====================================================>...........] Step: 376ms | Tot: 1m57s | Loss: 0.213 | Acc: 92.512% (38248/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.214 | Acc: 92.515% (38368/41472) 324/391 [=====================================================>...........] Step: 391ms | Tot: 1m58s | Loss: 0.214 | Acc: 92.514% (38486/41600) 325/391 [======================================================>..........] Step: 371ms | Tot: 1m58s | Loss: 0.214 | Acc: 92.511% (38603/41728) 326/391 [======================================================>..........] Step: 380ms | Tot: 1m58s | Loss: 0.213 | Acc: 92.515% (38723/41856) 327/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.213 | Acc: 92.516% (38842/41984) 328/391 [======================================================>..........] Step: 378ms | Tot: 1m59s | Loss: 0.213 | Acc: 92.513% (38959/42112) 329/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.214 | Acc: 92.493% (39069/42240) 330/391 [======================================================>..........] Step: 373ms | Tot: 2m258ms | Loss: 0.214 | Acc: 92.499% (39190/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 2m613ms | Loss: 0.213 | Acc: 92.503% (39310/42496) 332/391 [=======================================================>.........] Step: 357ms | Tot: 2m970ms | Loss: 0.214 | Acc: 92.495% (39425/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.214 | Acc: 92.480% (39537/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.214 | Acc: 92.477% (39654/42880) 335/391 [=======================================================>.........] Step: 379ms | Tot: 2m2s | Loss: 0.214 | Acc: 92.469% (39769/43008) 336/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.214 | Acc: 92.475% (39890/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m2s | Loss: 0.214 | Acc: 92.469% (40006/43264) 338/391 [========================================================>........] Step: 352ms | Tot: 2m3s | Loss: 0.214 | Acc: 92.473% (40126/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.214 | Acc: 92.466% (40241/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.214 | Acc: 92.474% (40363/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.214 | Acc: 92.482% (40485/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.214 | Acc: 92.481% (40603/43904) 343/391 [=========================================================>.......] Step: 357ms | Tot: 2m4s | Loss: 0.214 | Acc: 92.483% (40722/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.214 | Acc: 92.477% (40838/44160) 345/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.214 | Acc: 92.477% (40956/44288) 346/391 [=========================================================>.......] Step: 355ms | Tot: 2m6s | Loss: 0.214 | Acc: 92.469% (41071/44416) 347/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.214 | Acc: 92.470% (41190/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.214 | Acc: 92.467% (41307/44672) 349/391 [==========================================================>......] Step: 351ms | Tot: 2m7s | Loss: 0.214 | Acc: 92.475% (41429/44800) 350/391 [==========================================================>......] Step: 353ms | Tot: 2m7s | Loss: 0.214 | Acc: 92.479% (41549/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.214 | Acc: 92.492% (41673/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.214 | Acc: 92.495% (41793/45184) 353/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.214 | Acc: 92.492% (41910/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.214 | Acc: 92.489% (42027/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.213 | Acc: 92.504% (42152/45568) 356/391 [===========================================================>.....] Step: 352ms | Tot: 2m9s | Loss: 0.213 | Acc: 92.509% (42273/45696) 357/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.213 | Acc: 92.502% (42388/45824) 358/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.213 | Acc: 92.505% (42508/45952) 359/391 [===========================================================>.....] Step: 352ms | Tot: 2m10s | Loss: 0.213 | Acc: 92.502% (42625/46080) 360/391 [===========================================================>.....] Step: 351ms | Tot: 2m11s | Loss: 0.213 | Acc: 92.506% (42745/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.214 | Acc: 92.492% (42857/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.214 | Acc: 92.482% (42971/46464) 363/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.214 | Acc: 92.477% (43087/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.214 | Acc: 92.481% (43207/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.214 | Acc: 92.476% (43323/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m13s | Loss: 0.214 | Acc: 92.466% (43437/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.214 | Acc: 92.470% (43557/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.215 | Acc: 92.465% (43673/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m14s | Loss: 0.215 | Acc: 92.470% (43794/47360) 370/391 [=============================================================>...] Step: 353ms | Tot: 2m14s | Loss: 0.214 | Acc: 92.478% (43916/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.214 | Acc: 92.473% (44032/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.214 | Acc: 92.474% (44151/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.214 | Acc: 92.484% (44274/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.214 | Acc: 92.485% (44393/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.214 | Acc: 92.485% (44511/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.215 | Acc: 92.467% (44621/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.215 | Acc: 92.473% (44742/48384) 378/391 [==============================================================>..] Step: 354ms | Tot: 2m17s | Loss: 0.215 | Acc: 92.466% (44857/48512) 379/391 [===============================================================>.] Step: 369ms | Tot: 2m17s | Loss: 0.215 | Acc: 92.471% (44978/48640) 380/391 [===============================================================>.] Step: 373ms | Tot: 2m18s | Loss: 0.215 | Acc: 92.466% (45094/48768) 381/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.215 | Acc: 92.466% (45212/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.215 | Acc: 92.467% (45331/49024) 383/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.215 | Acc: 92.454% (45443/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.215 | Acc: 92.449% (45559/49280) 385/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.216 | Acc: 92.436% (45671/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.215 | Acc: 92.440% (45791/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.216 | Acc: 92.437% (45908/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.216 | Acc: 92.435% (46025/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.216 | Acc: 92.436% (46144/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m21s | Loss: 0.216 | Acc: 92.434% (46217/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 2ms | Loss: 0.316 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 291ms | Tot: 294ms | Loss: 0.336 | Acc: 88.500% (177/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 593ms | Loss: 0.313 | Acc: 88.667% (266/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 889ms | Loss: 0.345 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s180ms | Loss: 0.345 | Acc: 87.200% (436/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s481ms | Loss: 0.302 | Acc: 88.500% (531/600) 6/100 [===>.............................................................] Step: 292ms | Tot: 1s773ms | Loss: 0.302 | Acc: 89.000% (623/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s77ms | Loss: 0.318 | Acc: 88.750% (710/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s387ms | Loss: 0.334 | Acc: 88.333% (795/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s690ms | Loss: 0.348 | Acc: 88.100% (881/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 2s994ms | Loss: 0.343 | Acc: 88.273% (971/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s298ms | Loss: 0.346 | Acc: 88.167% (1058/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s603ms | Loss: 0.337 | Acc: 88.538% (1151/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s906ms | Loss: 0.332 | Acc: 88.714% (1242/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s207ms | Loss: 0.333 | Acc: 88.600% (1329/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s509ms | Loss: 0.338 | Acc: 88.625% (1418/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s823ms | Loss: 0.339 | Acc: 88.471% (1504/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s127ms | Loss: 0.347 | Acc: 88.167% (1587/1800) 18/100 [===========>.....................................................] Step: 324ms | Tot: 5s451ms | Loss: 0.349 | Acc: 88.211% (1676/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s767ms | Loss: 0.353 | Acc: 88.200% (1764/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s78ms | Loss: 0.352 | Acc: 88.190% (1852/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s389ms | Loss: 0.351 | Acc: 88.182% (1940/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s695ms | Loss: 0.360 | Acc: 88.130% (2027/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s8ms | Loss: 0.362 | Acc: 88.125% (2115/2400) 24/100 [===============>.................................................] Step: 324ms | Tot: 7s332ms | Loss: 0.364 | Acc: 88.080% (2202/2500) 25/100 [================>................................................] Step: 329ms | Tot: 7s662ms | Loss: 0.370 | Acc: 88.038% (2289/2600) 26/100 [================>................................................] Step: 332ms | Tot: 7s994ms | Loss: 0.364 | Acc: 88.111% (2379/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s298ms | Loss: 0.365 | Acc: 88.179% (2469/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s610ms | Loss: 0.370 | Acc: 88.276% (2560/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s917ms | Loss: 0.368 | Acc: 88.300% (2649/3000) 30/100 [===================>.............................................] Step: 311ms | Tot: 9s228ms | Loss: 0.364 | Acc: 88.419% (2741/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s537ms | Loss: 0.361 | Acc: 88.469% (2831/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s842ms | Loss: 0.358 | Acc: 88.485% (2920/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s147ms | Loss: 0.362 | Acc: 88.353% (3004/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s462ms | Loss: 0.368 | Acc: 88.229% (3088/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s770ms | Loss: 0.368 | Acc: 88.306% (3179/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 11s71ms | Loss: 0.369 | Acc: 88.270% (3266/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s380ms | Loss: 0.372 | Acc: 88.184% (3351/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s685ms | Loss: 0.371 | Acc: 88.282% (3443/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s992ms | Loss: 0.369 | Acc: 88.350% (3534/4000) 40/100 [==========================>......................................] Step: 311ms | Tot: 12s303ms | Loss: 0.371 | Acc: 88.317% (3621/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s610ms | Loss: 0.374 | Acc: 88.286% (3708/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s914ms | Loss: 0.372 | Acc: 88.395% (3801/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s219ms | Loss: 0.372 | Acc: 88.409% (3890/4400) 44/100 [============================>....................................] Step: 317ms | Tot: 13s536ms | Loss: 0.372 | Acc: 88.489% (3982/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s842ms | Loss: 0.372 | Acc: 88.435% (4068/4600) 46/100 [=============================>...................................] Step: 306ms | Tot: 14s148ms | Loss: 0.372 | Acc: 88.426% (4156/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s460ms | Loss: 0.374 | Acc: 88.354% (4241/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s768ms | Loss: 0.371 | Acc: 88.429% (4333/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 15s75ms | Loss: 0.373 | Acc: 88.440% (4422/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s386ms | Loss: 0.373 | Acc: 88.392% (4508/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s698ms | Loss: 0.375 | Acc: 88.423% (4598/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 16s4ms | Loss: 0.375 | Acc: 88.321% (4681/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s317ms | Loss: 0.376 | Acc: 88.333% (4770/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s618ms | Loss: 0.375 | Acc: 88.345% (4859/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 16s927ms | Loss: 0.376 | Acc: 88.339% (4947/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s232ms | Loss: 0.376 | Acc: 88.316% (5034/5700) 57/100 [=====================================>...........................] Step: 313ms | Tot: 17s545ms | Loss: 0.376 | Acc: 88.310% (5122/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s855ms | Loss: 0.378 | Acc: 88.254% (5207/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s162ms | Loss: 0.380 | Acc: 88.233% (5294/6000) 60/100 [=======================================>.........................] Step: 315ms | Tot: 18s477ms | Loss: 0.380 | Acc: 88.246% (5383/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s786ms | Loss: 0.382 | Acc: 88.242% (5471/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 19s99ms | Loss: 0.380 | Acc: 88.254% (5560/6300) 63/100 [========================================>........................] Step: 316ms | Tot: 19s416ms | Loss: 0.378 | Acc: 88.312% (5652/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s719ms | Loss: 0.379 | Acc: 88.246% (5736/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s29ms | Loss: 0.379 | Acc: 88.258% (5825/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s339ms | Loss: 0.376 | Acc: 88.328% (5918/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s652ms | Loss: 0.377 | Acc: 88.309% (6005/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s962ms | Loss: 0.375 | Acc: 88.377% (6098/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s268ms | Loss: 0.376 | Acc: 88.343% (6184/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s577ms | Loss: 0.376 | Acc: 88.352% (6273/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s882ms | Loss: 0.377 | Acc: 88.292% (6357/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s189ms | Loss: 0.375 | Acc: 88.315% (6447/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s501ms | Loss: 0.376 | Acc: 88.284% (6533/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s812ms | Loss: 0.376 | Acc: 88.267% (6620/7500) 75/100 [================================================>................] Step: 306ms | Tot: 23s118ms | Loss: 0.376 | Acc: 88.289% (6710/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s428ms | Loss: 0.377 | Acc: 88.260% (6796/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s733ms | Loss: 0.378 | Acc: 88.218% (6881/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 24s38ms | Loss: 0.377 | Acc: 88.228% (6970/7900) 79/100 [===================================================>.............] Step: 313ms | Tot: 24s351ms | Loss: 0.378 | Acc: 88.213% (7057/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s660ms | Loss: 0.377 | Acc: 88.198% (7144/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s971ms | Loss: 0.377 | Acc: 88.195% (7232/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s276ms | Loss: 0.377 | Acc: 88.181% (7319/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s586ms | Loss: 0.376 | Acc: 88.214% (7410/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s888ms | Loss: 0.376 | Acc: 88.212% (7498/8500) 85/100 [=======================================================>.........] Step: 316ms | Tot: 26s204ms | Loss: 0.379 | Acc: 88.186% (7584/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 26s516ms | Loss: 0.378 | Acc: 88.161% (7670/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 26s825ms | Loss: 0.379 | Acc: 88.182% (7760/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s127ms | Loss: 0.378 | Acc: 88.191% (7849/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s435ms | Loss: 0.377 | Acc: 88.233% (7941/9000) 90/100 [==========================================================>......] Step: 301ms | Tot: 27s737ms | Loss: 0.378 | Acc: 88.209% (8027/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s40ms | Loss: 0.376 | Acc: 88.272% (8121/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s346ms | Loss: 0.376 | Acc: 88.226% (8205/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s651ms | Loss: 0.377 | Acc: 88.160% (8287/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s964ms | Loss: 0.376 | Acc: 88.189% (8378/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s272ms | Loss: 0.375 | Acc: 88.219% (8469/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s580ms | Loss: 0.374 | Acc: 88.237% (8559/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s889ms | Loss: 0.375 | Acc: 88.224% (8646/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s195ms | Loss: 0.375 | Acc: 88.212% (8733/9900) 99/100 [================================================================>] Step: 320ms | Tot: 30s515ms | Loss: 0.375 | Acc: 88.190% (8819/10000) 100/100 + +Epoch: 141 + [>................................................................] Step: 631ms | Tot: 2ms | Loss: 0.189 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 397ms | Tot: 399ms | Loss: 0.283 | Acc: 90.625% (232/256) 2/391 [>................................................................] Step: 384ms | Tot: 783ms | Loss: 0.262 | Acc: 90.104% (346/384) 3/391 [>................................................................] Step: 380ms | Tot: 1s163ms | Loss: 0.236 | Acc: 91.406% (468/512) 4/391 [>................................................................] Step: 388ms | Tot: 1s552ms | Loss: 0.224 | Acc: 91.719% (587/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s926ms | Loss: 0.223 | Acc: 91.667% (704/768) 6/391 [>................................................................] Step: 372ms | Tot: 2s298ms | Loss: 0.229 | Acc: 91.741% (822/896) 7/391 [=>...............................................................] Step: 358ms | Tot: 2s657ms | Loss: 0.226 | Acc: 91.602% (938/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 3s26ms | Loss: 0.219 | Acc: 91.927% (1059/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s392ms | Loss: 0.210 | Acc: 92.188% (1180/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s756ms | Loss: 0.207 | Acc: 92.401% (1301/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s112ms | Loss: 0.205 | Acc: 92.578% (1422/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s478ms | Loss: 0.202 | Acc: 92.728% (1543/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s838ms | Loss: 0.201 | Acc: 92.746% (1662/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s203ms | Loss: 0.198 | Acc: 92.917% (1784/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s561ms | Loss: 0.199 | Acc: 93.018% (1905/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s921ms | Loss: 0.195 | Acc: 93.061% (2025/2176) 17/391 [==>..............................................................] Step: 377ms | Tot: 6s298ms | Loss: 0.194 | Acc: 93.186% (2147/2304) 18/391 [==>..............................................................] Step: 409ms | Tot: 6s708ms | Loss: 0.193 | Acc: 93.133% (2265/2432) 19/391 [===>.............................................................] Step: 380ms | Tot: 7s88ms | Loss: 0.192 | Acc: 93.203% (2386/2560) 20/391 [===>.............................................................] Step: 370ms | Tot: 7s458ms | Loss: 0.190 | Acc: 93.266% (2507/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s816ms | Loss: 0.189 | Acc: 93.359% (2629/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s178ms | Loss: 0.190 | Acc: 93.410% (2750/2944) 23/391 [===>.............................................................] Step: 352ms | Tot: 8s530ms | Loss: 0.190 | Acc: 93.457% (2871/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s894ms | Loss: 0.191 | Acc: 93.438% (2990/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s258ms | Loss: 0.189 | Acc: 93.510% (3112/3328) 26/391 [====>............................................................] Step: 376ms | Tot: 9s635ms | Loss: 0.191 | Acc: 93.345% (3226/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s997ms | Loss: 0.190 | Acc: 93.331% (3345/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s368ms | Loss: 0.192 | Acc: 93.184% (3459/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s727ms | Loss: 0.193 | Acc: 93.177% (3578/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 11s85ms | Loss: 0.191 | Acc: 93.196% (3698/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s450ms | Loss: 0.188 | Acc: 93.311% (3822/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s813ms | Loss: 0.187 | Acc: 93.371% (3944/4224) 33/391 [=====>...........................................................] Step: 369ms | Tot: 12s183ms | Loss: 0.187 | Acc: 93.405% (4065/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s545ms | Loss: 0.191 | Acc: 93.214% (4176/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s912ms | Loss: 0.191 | Acc: 93.207% (4295/4608) 36/391 [=====>...........................................................] Step: 373ms | Tot: 13s286ms | Loss: 0.189 | Acc: 93.243% (4416/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s650ms | Loss: 0.189 | Acc: 93.236% (4535/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 14s14ms | Loss: 0.190 | Acc: 93.149% (4650/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s380ms | Loss: 0.191 | Acc: 93.125% (4768/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s744ms | Loss: 0.191 | Acc: 93.121% (4887/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s105ms | Loss: 0.194 | Acc: 92.987% (4999/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s468ms | Loss: 0.194 | Acc: 93.005% (5119/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s830ms | Loss: 0.194 | Acc: 93.058% (5241/5632) 44/391 [=======>.........................................................] Step: 379ms | Tot: 16s209ms | Loss: 0.194 | Acc: 93.090% (5362/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s572ms | Loss: 0.194 | Acc: 93.054% (5479/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s935ms | Loss: 0.196 | Acc: 92.985% (5594/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s301ms | Loss: 0.196 | Acc: 93.001% (5714/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s666ms | Loss: 0.198 | Acc: 92.985% (5832/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 18s27ms | Loss: 0.197 | Acc: 93.031% (5954/6400) 50/391 [========>........................................................] Step: 361ms | Tot: 18s389ms | Loss: 0.197 | Acc: 93.061% (6075/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s750ms | Loss: 0.195 | Acc: 93.149% (6200/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s111ms | Loss: 0.194 | Acc: 93.175% (6321/6784) 53/391 [========>........................................................] Step: 372ms | Tot: 19s483ms | Loss: 0.193 | Acc: 93.200% (6442/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s849ms | Loss: 0.193 | Acc: 93.224% (6563/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s215ms | Loss: 0.193 | Acc: 93.220% (6682/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s576ms | Loss: 0.193 | Acc: 93.257% (6804/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s935ms | Loss: 0.194 | Acc: 93.225% (6921/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s299ms | Loss: 0.195 | Acc: 93.207% (7039/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s659ms | Loss: 0.195 | Acc: 93.203% (7158/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 22s22ms | Loss: 0.195 | Acc: 93.212% (7278/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s385ms | Loss: 0.193 | Acc: 93.271% (7402/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s754ms | Loss: 0.193 | Acc: 93.266% (7521/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s118ms | Loss: 0.193 | Acc: 93.286% (7642/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s482ms | Loss: 0.193 | Acc: 93.305% (7763/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s847ms | Loss: 0.192 | Acc: 93.336% (7885/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s209ms | Loss: 0.193 | Acc: 93.284% (8000/8576) 67/391 [===========>.....................................................] Step: 372ms | Tot: 24s581ms | Loss: 0.193 | Acc: 93.313% (8122/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s945ms | Loss: 0.193 | Acc: 93.286% (8239/8832) 69/391 [===========>.....................................................] Step: 374ms | Tot: 25s319ms | Loss: 0.193 | Acc: 93.304% (8360/8960) 70/391 [===========>.....................................................] Step: 360ms | Tot: 25s680ms | Loss: 0.193 | Acc: 93.288% (8478/9088) 71/391 [===========>.....................................................] Step: 373ms | Tot: 26s54ms | Loss: 0.192 | Acc: 93.305% (8599/9216) 72/391 [===========>.....................................................] Step: 368ms | Tot: 26s422ms | Loss: 0.193 | Acc: 93.268% (8715/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s789ms | Loss: 0.193 | Acc: 93.243% (8832/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 27s150ms | Loss: 0.194 | Acc: 93.208% (8948/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s510ms | Loss: 0.194 | Acc: 93.195% (9066/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s866ms | Loss: 0.194 | Acc: 93.222% (9188/9856) 77/391 [============>....................................................] Step: 371ms | Tot: 28s237ms | Loss: 0.193 | Acc: 93.229% (9308/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s597ms | Loss: 0.193 | Acc: 93.275% (9432/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s960ms | Loss: 0.193 | Acc: 93.252% (9549/10240) 80/391 [=============>...................................................] Step: 379ms | Tot: 29s340ms | Loss: 0.194 | Acc: 93.210% (9664/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s702ms | Loss: 0.193 | Acc: 93.236% (9786/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 30s66ms | Loss: 0.193 | Acc: 93.242% (9906/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s430ms | Loss: 0.194 | Acc: 93.238% (10025/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s794ms | Loss: 0.194 | Acc: 93.235% (10144/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s155ms | Loss: 0.194 | Acc: 93.241% (10264/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s521ms | Loss: 0.194 | Acc: 93.238% (10383/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s884ms | Loss: 0.195 | Acc: 93.191% (10497/11264) 88/391 [==============>..................................................] Step: 369ms | Tot: 32s254ms | Loss: 0.195 | Acc: 93.215% (10619/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s622ms | Loss: 0.194 | Acc: 93.229% (10740/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 32s988ms | Loss: 0.193 | Acc: 93.261% (10863/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s354ms | Loss: 0.194 | Acc: 93.215% (10977/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s719ms | Loss: 0.194 | Acc: 93.221% (11097/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 34s79ms | Loss: 0.194 | Acc: 93.243% (11219/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s444ms | Loss: 0.193 | Acc: 93.298% (11345/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s807ms | Loss: 0.193 | Acc: 93.319% (11467/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 35s170ms | Loss: 0.191 | Acc: 93.380% (11594/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s529ms | Loss: 0.191 | Acc: 93.383% (11714/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s900ms | Loss: 0.191 | Acc: 93.403% (11836/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s268ms | Loss: 0.191 | Acc: 93.406% (11956/12800) 100/391 [================>................................................] Step: 410ms | Tot: 36s678ms | Loss: 0.191 | Acc: 93.394% (12074/12928) 101/391 [================>................................................] Step: 384ms | Tot: 37s62ms | Loss: 0.191 | Acc: 93.398% (12194/13056) 102/391 [================>................................................] Step: 372ms | Tot: 37s435ms | Loss: 0.191 | Acc: 93.371% (12310/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s798ms | Loss: 0.192 | Acc: 93.367% (12429/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 38s163ms | Loss: 0.192 | Acc: 93.378% (12550/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s524ms | Loss: 0.192 | Acc: 93.345% (12665/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 38s892ms | Loss: 0.192 | Acc: 93.356% (12786/13696) 107/391 [=================>...............................................] Step: 378ms | Tot: 39s271ms | Loss: 0.192 | Acc: 93.374% (12908/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s632ms | Loss: 0.191 | Acc: 93.392% (13030/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s991ms | Loss: 0.192 | Acc: 93.381% (13148/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s358ms | Loss: 0.192 | Acc: 93.356% (13264/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s716ms | Loss: 0.192 | Acc: 93.380% (13387/14336) 112/391 [==================>..............................................] Step: 348ms | Tot: 41s65ms | Loss: 0.192 | Acc: 93.377% (13506/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s432ms | Loss: 0.192 | Acc: 93.380% (13626/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s793ms | Loss: 0.192 | Acc: 93.370% (13744/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 42s156ms | Loss: 0.192 | Acc: 93.366% (13863/14848) 116/391 [===================>.............................................] Step: 364ms | Tot: 42s521ms | Loss: 0.192 | Acc: 93.343% (13979/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 42s886ms | Loss: 0.192 | Acc: 93.379% (14104/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s252ms | Loss: 0.191 | Acc: 93.382% (14224/15232) 119/391 [===================>.............................................] Step: 357ms | Tot: 43s610ms | Loss: 0.191 | Acc: 93.392% (14345/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 43s967ms | Loss: 0.191 | Acc: 93.388% (14464/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s329ms | Loss: 0.191 | Acc: 93.398% (14585/15616) 122/391 [====================>............................................] Step: 356ms | Tot: 44s686ms | Loss: 0.191 | Acc: 93.375% (14701/15744) 123/391 [====================>............................................] Step: 355ms | Tot: 45s41ms | Loss: 0.191 | Acc: 93.397% (14824/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 45s409ms | Loss: 0.190 | Acc: 93.419% (14947/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 45s777ms | Loss: 0.190 | Acc: 93.415% (15066/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 46s137ms | Loss: 0.190 | Acc: 93.418% (15186/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s498ms | Loss: 0.190 | Acc: 93.445% (15310/16384) 128/391 [=====================>...........................................] Step: 363ms | Tot: 46s862ms | Loss: 0.190 | Acc: 93.423% (15426/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s231ms | Loss: 0.189 | Acc: 93.444% (15549/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s590ms | Loss: 0.190 | Acc: 93.440% (15668/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s950ms | Loss: 0.190 | Acc: 93.413% (15783/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s312ms | Loss: 0.189 | Acc: 93.421% (15904/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s673ms | Loss: 0.189 | Acc: 93.418% (16023/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s39ms | Loss: 0.190 | Acc: 93.391% (16138/17280) 135/391 [======================>..........................................] Step: 374ms | Tot: 49s413ms | Loss: 0.190 | Acc: 93.377% (16255/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 49s772ms | Loss: 0.190 | Acc: 93.362% (16372/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 50s130ms | Loss: 0.191 | Acc: 93.342% (16488/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 50s488ms | Loss: 0.191 | Acc: 93.334% (16606/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s846ms | Loss: 0.191 | Acc: 93.348% (16728/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 51s204ms | Loss: 0.192 | Acc: 93.340% (16846/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s565ms | Loss: 0.191 | Acc: 93.343% (16966/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s928ms | Loss: 0.192 | Acc: 93.340% (17085/18304) 143/391 [=======================>.........................................] Step: 378ms | Tot: 52s307ms | Loss: 0.192 | Acc: 93.338% (17204/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s671ms | Loss: 0.192 | Acc: 93.314% (17319/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 53s31ms | Loss: 0.192 | Acc: 93.306% (17437/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s398ms | Loss: 0.192 | Acc: 93.314% (17558/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s758ms | Loss: 0.192 | Acc: 93.312% (17677/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s127ms | Loss: 0.192 | Acc: 93.299% (17794/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s491ms | Loss: 0.192 | Acc: 93.292% (17912/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 54s850ms | Loss: 0.193 | Acc: 93.264% (18026/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 55s213ms | Loss: 0.193 | Acc: 93.262% (18145/19456) 152/391 [=========================>.......................................] Step: 370ms | Tot: 55s584ms | Loss: 0.193 | Acc: 93.270% (18266/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 55s943ms | Loss: 0.193 | Acc: 93.278% (18387/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s307ms | Loss: 0.192 | Acc: 93.296% (18510/19840) 155/391 [=========================>.......................................] Step: 367ms | Tot: 56s675ms | Loss: 0.193 | Acc: 93.269% (18624/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 57s34ms | Loss: 0.193 | Acc: 93.267% (18743/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s402ms | Loss: 0.193 | Acc: 93.275% (18864/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s760ms | Loss: 0.192 | Acc: 93.288% (18986/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 58s120ms | Loss: 0.192 | Acc: 93.301% (19108/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s479ms | Loss: 0.192 | Acc: 93.323% (19232/20608) 161/391 [==========================>......................................] Step: 367ms | Tot: 58s846ms | Loss: 0.191 | Acc: 93.345% (19356/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s208ms | Loss: 0.191 | Acc: 93.352% (19477/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s568ms | Loss: 0.191 | Acc: 93.326% (19591/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 59s923ms | Loss: 0.191 | Acc: 93.319% (19709/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 1m280ms | Loss: 0.191 | Acc: 93.322% (19829/21248) 166/391 [===========================>.....................................] Step: 352ms | Tot: 1m632ms | Loss: 0.191 | Acc: 93.324% (19949/21376) 167/391 [===========================>.....................................] Step: 348ms | Tot: 1m981ms | Loss: 0.191 | Acc: 93.336% (20071/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.191 | Acc: 93.339% (20191/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.191 | Acc: 93.332% (20309/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.191 | Acc: 93.334% (20429/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.192 | Acc: 93.305% (20542/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.191 | Acc: 93.303% (20661/22144) 173/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.191 | Acc: 93.323% (20785/22272) 174/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.191 | Acc: 93.317% (20903/22400) 175/391 [=============================>...................................] Step: 353ms | Tot: 1m3s | Loss: 0.190 | Acc: 93.337% (21027/22528) 176/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.191 | Acc: 93.322% (21143/22656) 177/391 [=============================>...................................] Step: 351ms | Tot: 1m4s | Loss: 0.191 | Acc: 93.320% (21262/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.190 | Acc: 93.344% (21387/22912) 179/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.191 | Acc: 93.329% (21503/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.191 | Acc: 93.292% (21614/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m5s | Loss: 0.191 | Acc: 93.299% (21735/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.191 | Acc: 93.293% (21853/23424) 183/391 [==============================>..................................] Step: 405ms | Tot: 1m6s | Loss: 0.192 | Acc: 93.296% (21973/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.192 | Acc: 93.277% (22088/23680) 185/391 [==============================>..................................] Step: 350ms | Tot: 1m7s | Loss: 0.192 | Acc: 93.267% (22205/23808) 186/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.193 | Acc: 93.270% (22325/23936) 187/391 [===============================>.................................] Step: 371ms | Tot: 1m8s | Loss: 0.192 | Acc: 93.293% (22450/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.193 | Acc: 93.271% (22564/24192) 189/391 [===============================>.................................] Step: 390ms | Tot: 1m8s | Loss: 0.192 | Acc: 93.281% (22686/24320) 190/391 [===============================>.................................] Step: 392ms | Tot: 1m9s | Loss: 0.193 | Acc: 93.276% (22804/24448) 191/391 [===============================>.................................] Step: 388ms | Tot: 1m9s | Loss: 0.192 | Acc: 93.294% (22928/24576) 192/391 [===============================>.................................] Step: 372ms | Tot: 1m10s | Loss: 0.192 | Acc: 93.293% (23047/24704) 193/391 [================================>................................] Step: 384ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.275% (23162/24832) 194/391 [================================>................................] Step: 380ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.265% (23279/24960) 195/391 [================================>................................] Step: 385ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.260% (23397/25088) 196/391 [================================>................................] Step: 384ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.266% (23518/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.245% (23632/25344) 198/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.247% (23752/25472) 199/391 [=================================>...............................] Step: 342ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.254% (23873/25600) 200/391 [=================================>...............................] Step: 345ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.256% (23993/25728) 201/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.263% (24114/25856) 202/391 [=================================>...............................] Step: 352ms | Tot: 1m13s | Loss: 0.194 | Acc: 93.254% (24231/25984) 203/391 [=================================>...............................] Step: 349ms | Tot: 1m14s | Loss: 0.194 | Acc: 93.237% (24346/26112) 204/391 [=================================>...............................] Step: 352ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.258% (24471/26240) 205/391 [==================================>..............................] Step: 349ms | Tot: 1m14s | Loss: 0.194 | Acc: 93.246% (24587/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.194 | Acc: 93.240% (24705/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.194 | Acc: 93.239% (24824/26624) 208/391 [==================================>..............................] Step: 350ms | Tot: 1m15s | Loss: 0.194 | Acc: 93.234% (24942/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.194 | Acc: 93.222% (25058/26880) 210/391 [==================================>..............................] Step: 349ms | Tot: 1m16s | Loss: 0.194 | Acc: 93.232% (25180/27008) 211/391 [===================================>.............................] Step: 348ms | Tot: 1m16s | Loss: 0.194 | Acc: 93.223% (25297/27136) 212/391 [===================================>.............................] Step: 353ms | Tot: 1m17s | Loss: 0.194 | Acc: 93.211% (25413/27264) 213/391 [===================================>.............................] Step: 354ms | Tot: 1m17s | Loss: 0.194 | Acc: 93.210% (25532/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.201% (25649/27520) 215/391 [===================================>.............................] Step: 375ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.193% (25766/27648) 216/391 [===================================>.............................] Step: 375ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.203% (25888/27776) 217/391 [====================================>............................] Step: 387ms | Tot: 1m19s | Loss: 0.195 | Acc: 93.195% (26005/27904) 218/391 [====================================>............................] Step: 380ms | Tot: 1m19s | Loss: 0.194 | Acc: 93.204% (26127/28032) 219/391 [====================================>............................] Step: 385ms | Tot: 1m19s | Loss: 0.195 | Acc: 93.207% (26247/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.194 | Acc: 93.220% (26370/28288) 221/391 [====================================>............................] Step: 383ms | Tot: 1m20s | Loss: 0.195 | Acc: 93.215% (26488/28416) 222/391 [====================================>............................] Step: 385ms | Tot: 1m21s | Loss: 0.194 | Acc: 93.217% (26608/28544) 223/391 [=====================================>...........................] Step: 377ms | Tot: 1m21s | Loss: 0.194 | Acc: 93.227% (26730/28672) 224/391 [=====================================>...........................] Step: 395ms | Tot: 1m21s | Loss: 0.194 | Acc: 93.219% (26847/28800) 225/391 [=====================================>...........................] Step: 380ms | Tot: 1m22s | Loss: 0.194 | Acc: 93.225% (26968/28928) 226/391 [=====================================>...........................] Step: 388ms | Tot: 1m22s | Loss: 0.194 | Acc: 93.223% (27087/29056) 227/391 [=====================================>...........................] Step: 381ms | Tot: 1m22s | Loss: 0.195 | Acc: 93.198% (27199/29184) 228/391 [=====================================>...........................] Step: 389ms | Tot: 1m23s | Loss: 0.195 | Acc: 93.191% (27316/29312) 229/391 [======================================>..........................] Step: 379ms | Tot: 1m23s | Loss: 0.195 | Acc: 93.200% (27438/29440) 230/391 [======================================>..........................] Step: 394ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.195% (27556/29568) 231/391 [======================================>..........................] Step: 392ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.198% (27676/29696) 232/391 [======================================>..........................] Step: 391ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.214% (27800/29824) 233/391 [======================================>..........................] Step: 393ms | Tot: 1m25s | Loss: 0.194 | Acc: 93.212% (27919/29952) 234/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.194 | Acc: 93.215% (28039/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.194 | Acc: 93.210% (28157/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.194 | Acc: 93.219% (28279/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.194 | Acc: 93.212% (28396/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.194 | Acc: 93.204% (28513/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.194 | Acc: 93.206% (28633/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.195 | Acc: 93.196% (28749/30848) 241/391 [========================================>........................] Step: 377ms | Tot: 1m28s | Loss: 0.195 | Acc: 93.185% (28865/30976) 242/391 [========================================>........................] Step: 397ms | Tot: 1m28s | Loss: 0.196 | Acc: 93.184% (28984/31104) 243/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.196 | Acc: 93.164% (29097/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.196 | Acc: 93.160% (29215/31360) 245/391 [========================================>........................] Step: 403ms | Tot: 1m29s | Loss: 0.197 | Acc: 93.156% (29333/31488) 246/391 [========================================>........................] Step: 399ms | Tot: 1m30s | Loss: 0.196 | Acc: 93.171% (29457/31616) 247/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.196 | Acc: 93.170% (29576/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.196 | Acc: 93.170% (29695/31872) 249/391 [=========================================>.......................] Step: 377ms | Tot: 1m31s | Loss: 0.196 | Acc: 93.172% (29815/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.197 | Acc: 93.165% (29932/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.197 | Acc: 93.167% (30052/32256) 252/391 [=========================================>.......................] Step: 377ms | Tot: 1m32s | Loss: 0.197 | Acc: 93.169% (30172/32384) 253/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.197 | Acc: 93.178% (30294/32512) 254/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.197 | Acc: 93.162% (30408/32640) 255/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.197 | Acc: 93.161% (30527/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.197 | Acc: 93.166% (30648/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.197 | Acc: 93.160% (30765/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.197 | Acc: 93.159% (30884/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.198 | Acc: 93.149% (31000/33280) 260/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.198 | Acc: 93.139% (31116/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.197 | Acc: 93.145% (31237/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.197 | Acc: 93.159% (31361/33664) 263/391 [===========================================>.....................] Step: 397ms | Tot: 1m36s | Loss: 0.197 | Acc: 93.161% (31481/33792) 264/391 [===========================================>.....................] Step: 408ms | Tot: 1m36s | Loss: 0.197 | Acc: 93.157% (31599/33920) 265/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.197 | Acc: 93.151% (31716/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.197 | Acc: 93.162% (31839/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.197 | Acc: 93.161% (31958/34304) 268/391 [============================================>....................] Step: 376ms | Tot: 1m38s | Loss: 0.198 | Acc: 93.134% (32068/34432) 269/391 [============================================>....................] Step: 374ms | Tot: 1m38s | Loss: 0.198 | Acc: 93.125% (32184/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.198 | Acc: 93.124% (32303/34688) 271/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.198 | Acc: 93.132% (32425/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.198 | Acc: 93.123% (32541/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.198 | Acc: 93.128% (32662/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.198 | Acc: 93.134% (32783/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.198 | Acc: 93.133% (32902/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m41s | Loss: 0.198 | Acc: 93.135% (33022/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.198 | Acc: 93.151% (33147/35584) 278/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.198 | Acc: 93.145% (33264/35712) 279/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.198 | Acc: 93.142% (33382/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.198 | Acc: 93.133% (33498/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.198 | Acc: 93.127% (33615/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.198 | Acc: 93.129% (33735/36224) 283/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.199 | Acc: 93.120% (33851/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.199 | Acc: 93.117% (33969/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.199 | Acc: 93.119% (34089/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.199 | Acc: 93.105% (34203/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.200 | Acc: 93.088% (34316/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.200 | Acc: 93.093% (34437/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.200 | Acc: 93.090% (34555/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.200 | Acc: 93.090% (34674/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.200 | Acc: 93.089% (34793/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.199 | Acc: 93.097% (34915/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.200 | Acc: 93.088% (35031/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.200 | Acc: 93.085% (35149/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.200 | Acc: 93.090% (35270/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.200 | Acc: 93.071% (35382/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.200 | Acc: 93.079% (35504/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.200 | Acc: 93.084% (35625/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.200 | Acc: 93.083% (35744/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m50s | Loss: 0.200 | Acc: 93.070% (35858/38528) 301/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.200 | Acc: 93.083% (35982/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.201 | Acc: 93.059% (36092/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.201 | Acc: 93.033% (36201/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.201 | Acc: 93.028% (36318/39040) 305/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.202 | Acc: 93.010% (36430/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.202 | Acc: 92.994% (36543/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m52s | Loss: 0.202 | Acc: 92.984% (36658/39424) 308/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.202 | Acc: 92.984% (36777/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.202 | Acc: 92.974% (36892/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.202 | Acc: 92.964% (37007/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m54s | Loss: 0.203 | Acc: 92.951% (37121/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.203 | Acc: 92.939% (37235/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.203 | Acc: 92.941% (37355/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.203 | Acc: 92.941% (37474/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.203 | Acc: 92.944% (37594/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.203 | Acc: 92.937% (37710/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.203 | Acc: 92.944% (37832/40704) 318/391 [====================================================>............] Step: 358ms | Tot: 1m56s | Loss: 0.203 | Acc: 92.939% (37949/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.203 | Acc: 92.939% (38068/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.203 | Acc: 92.952% (38192/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.203 | Acc: 92.944% (38308/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.203 | Acc: 92.937% (38424/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.203 | Acc: 92.933% (38541/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.203 | Acc: 92.925% (38657/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.204 | Acc: 92.926% (38776/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.203 | Acc: 92.928% (38896/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.204 | Acc: 92.916% (39010/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 2m158ms | Loss: 0.204 | Acc: 92.905% (39124/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 2m522ms | Loss: 0.204 | Acc: 92.910% (39245/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m886ms | Loss: 0.204 | Acc: 92.910% (39364/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.204 | Acc: 92.908% (39482/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.204 | Acc: 92.901% (39598/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.205 | Acc: 92.894% (39714/42752) 334/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.205 | Acc: 92.901% (39836/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.205 | Acc: 92.883% (39947/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m3s | Loss: 0.205 | Acc: 92.885% (40067/43136) 337/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.205 | Acc: 92.876% (40182/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.205 | Acc: 92.883% (40304/43392) 339/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.205 | Acc: 92.875% (40419/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.205 | Acc: 92.877% (40539/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.205 | Acc: 92.875% (40657/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m5s | Loss: 0.205 | Acc: 92.878% (40777/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.205 | Acc: 92.878% (40896/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.205 | Acc: 92.869% (41011/44160) 345/391 [=========================================================>.......] Step: 391ms | Tot: 2m6s | Loss: 0.205 | Acc: 92.863% (41127/44288) 346/391 [=========================================================>.......] Step: 405ms | Tot: 2m6s | Loss: 0.205 | Acc: 92.854% (41242/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.205 | Acc: 92.852% (41360/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m7s | Loss: 0.205 | Acc: 92.846% (41476/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.205 | Acc: 92.842% (41593/44800) 350/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.205 | Acc: 92.835% (41709/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.205 | Acc: 92.838% (41829/45056) 352/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.205 | Acc: 92.840% (41949/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.205 | Acc: 92.845% (42070/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.205 | Acc: 92.846% (42189/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.205 | Acc: 92.848% (42309/45568) 356/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.205 | Acc: 92.855% (42431/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.205 | Acc: 92.853% (42549/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.205 | Acc: 92.856% (42669/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.205 | Acc: 92.849% (42785/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.205 | Acc: 92.830% (42895/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.206 | Acc: 92.818% (43008/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.206 | Acc: 92.825% (43130/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.206 | Acc: 92.816% (43245/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.206 | Acc: 92.821% (43366/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.206 | Acc: 92.809% (43479/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m14s | Loss: 0.206 | Acc: 92.807% (43597/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.206 | Acc: 92.801% (43713/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.206 | Acc: 92.801% (43832/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.206 | Acc: 92.800% (43950/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.206 | Acc: 92.800% (44069/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.206 | Acc: 92.805% (44190/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.207 | Acc: 92.803% (44308/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.207 | Acc: 92.797% (44424/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.207 | Acc: 92.785% (44537/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.207 | Acc: 92.790% (44658/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.206 | Acc: 92.801% (44782/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.206 | Acc: 92.799% (44900/48384) 378/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.206 | Acc: 92.796% (45017/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.207 | Acc: 92.794% (45135/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.207 | Acc: 92.792% (45253/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.206 | Acc: 92.795% (45373/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.207 | Acc: 92.787% (45488/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.206 | Acc: 92.796% (45611/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.206 | Acc: 92.792% (45728/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.206 | Acc: 92.795% (45848/49408) 386/391 [================================================================>] Step: 377ms | Tot: 2m21s | Loss: 0.207 | Acc: 92.783% (45961/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.207 | Acc: 92.786% (46081/49664) 388/391 [================================================================>] Step: 348ms | Tot: 2m22s | Loss: 0.207 | Acc: 92.768% (46191/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m22s | Loss: 0.207 | Acc: 92.762% (46307/49920) 390/391 [================================================================>] Step: 337ms | Tot: 2m22s | Loss: 0.207 | Acc: 92.762% (46381/50000) 391/391 + [>................................................................] Step: 492ms | Tot: 2ms | Loss: 0.289 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.296 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 594ms | Loss: 0.284 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 291ms | Tot: 886ms | Loss: 0.284 | Acc: 91.000% (364/400) 4/100 [==>..............................................................] Step: 305ms | Tot: 1s191ms | Loss: 0.288 | Acc: 90.000% (450/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s491ms | Loss: 0.259 | Acc: 90.667% (544/600) 6/100 [===>.............................................................] Step: 307ms | Tot: 1s799ms | Loss: 0.264 | Acc: 90.143% (631/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s104ms | Loss: 0.276 | Acc: 89.375% (715/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s409ms | Loss: 0.295 | Acc: 89.111% (802/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s712ms | Loss: 0.299 | Acc: 89.100% (891/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s20ms | Loss: 0.305 | Acc: 89.000% (979/1100) 11/100 [=======>.........................................................] Step: 296ms | Tot: 3s317ms | Loss: 0.323 | Acc: 88.833% (1066/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s619ms | Loss: 0.316 | Acc: 89.077% (1158/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s926ms | Loss: 0.322 | Acc: 89.214% (1249/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s226ms | Loss: 0.316 | Acc: 89.400% (1341/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s526ms | Loss: 0.322 | Acc: 89.312% (1429/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s827ms | Loss: 0.322 | Acc: 89.353% (1519/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s133ms | Loss: 0.329 | Acc: 89.000% (1602/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s434ms | Loss: 0.333 | Acc: 88.842% (1688/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s739ms | Loss: 0.338 | Acc: 88.750% (1775/2000) 20/100 [=============>...................................................] Step: 308ms | Tot: 6s47ms | Loss: 0.342 | Acc: 88.571% (1860/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s357ms | Loss: 0.335 | Acc: 88.682% (1951/2200) 22/100 [==============>..................................................] Step: 315ms | Tot: 6s672ms | Loss: 0.342 | Acc: 88.652% (2039/2300) 23/100 [==============>..................................................] Step: 314ms | Tot: 6s986ms | Loss: 0.348 | Acc: 88.542% (2125/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s298ms | Loss: 0.346 | Acc: 88.720% (2218/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s607ms | Loss: 0.350 | Acc: 88.654% (2305/2600) 26/100 [================>................................................] Step: 312ms | Tot: 7s919ms | Loss: 0.346 | Acc: 88.815% (2398/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s226ms | Loss: 0.347 | Acc: 88.786% (2486/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s531ms | Loss: 0.350 | Acc: 88.862% (2577/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s833ms | Loss: 0.350 | Acc: 88.833% (2665/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s139ms | Loss: 0.351 | Acc: 88.806% (2753/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s446ms | Loss: 0.350 | Acc: 88.844% (2843/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s755ms | Loss: 0.348 | Acc: 88.970% (2936/3300) 33/100 [=====================>...........................................] Step: 316ms | Tot: 10s71ms | Loss: 0.349 | Acc: 88.971% (3025/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s382ms | Loss: 0.354 | Acc: 88.800% (3108/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s687ms | Loss: 0.353 | Acc: 88.833% (3198/3600) 36/100 [=======================>.........................................] Step: 314ms | Tot: 11s2ms | Loss: 0.354 | Acc: 88.784% (3285/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s309ms | Loss: 0.354 | Acc: 88.789% (3374/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s614ms | Loss: 0.353 | Acc: 88.923% (3468/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 11s929ms | Loss: 0.353 | Acc: 88.875% (3555/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s243ms | Loss: 0.355 | Acc: 88.878% (3644/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s554ms | Loss: 0.359 | Acc: 88.881% (3733/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s862ms | Loss: 0.356 | Acc: 88.907% (3823/4300) 43/100 [===========================>.....................................] Step: 349ms | Tot: 13s211ms | Loss: 0.358 | Acc: 88.932% (3913/4400) 44/100 [============================>....................................] Step: 359ms | Tot: 13s571ms | Loss: 0.358 | Acc: 88.956% (4003/4500) 45/100 [=============================>...................................] Step: 304ms | Tot: 13s875ms | Loss: 0.359 | Acc: 88.870% (4088/4600) 46/100 [=============================>...................................] Step: 323ms | Tot: 14s199ms | Loss: 0.360 | Acc: 88.851% (4176/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s505ms | Loss: 0.363 | Acc: 88.771% (4261/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s809ms | Loss: 0.359 | Acc: 88.857% (4354/4900) 49/100 [===============================>.................................] Step: 317ms | Tot: 15s126ms | Loss: 0.360 | Acc: 88.900% (4445/5000) 50/100 [================================>................................] Step: 317ms | Tot: 15s443ms | Loss: 0.360 | Acc: 88.941% (4536/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s747ms | Loss: 0.360 | Acc: 88.942% (4625/5200) 52/100 [=================================>...............................] Step: 314ms | Tot: 16s61ms | Loss: 0.359 | Acc: 88.962% (4715/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s368ms | Loss: 0.358 | Acc: 89.019% (4807/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s674ms | Loss: 0.357 | Acc: 89.018% (4896/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 16s988ms | Loss: 0.358 | Acc: 89.000% (4984/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s294ms | Loss: 0.356 | Acc: 89.000% (5073/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s606ms | Loss: 0.355 | Acc: 89.034% (5164/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s909ms | Loss: 0.357 | Acc: 88.898% (5245/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s218ms | Loss: 0.358 | Acc: 88.867% (5332/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s520ms | Loss: 0.360 | Acc: 88.820% (5418/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s828ms | Loss: 0.360 | Acc: 88.790% (5505/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s138ms | Loss: 0.360 | Acc: 88.778% (5593/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s446ms | Loss: 0.358 | Acc: 88.828% (5685/6400) 64/100 [=========================================>.......................] Step: 306ms | Tot: 19s752ms | Loss: 0.360 | Acc: 88.815% (5773/6500) 65/100 [==========================================>......................] Step: 314ms | Tot: 20s67ms | Loss: 0.359 | Acc: 88.833% (5863/6600) 66/100 [==========================================>......................] Step: 310ms | Tot: 20s377ms | Loss: 0.355 | Acc: 88.955% (5960/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s680ms | Loss: 0.356 | Acc: 88.926% (6047/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s988ms | Loss: 0.355 | Acc: 88.942% (6137/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s296ms | Loss: 0.356 | Acc: 88.871% (6221/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s608ms | Loss: 0.359 | Acc: 88.859% (6309/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 21s917ms | Loss: 0.359 | Acc: 88.875% (6399/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s220ms | Loss: 0.358 | Acc: 88.890% (6489/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s532ms | Loss: 0.358 | Acc: 88.865% (6576/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s838ms | Loss: 0.359 | Acc: 88.827% (6662/7500) 75/100 [================================================>................] Step: 305ms | Tot: 23s144ms | Loss: 0.360 | Acc: 88.842% (6752/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s455ms | Loss: 0.360 | Acc: 88.844% (6841/7700) 77/100 [==================================================>..............] Step: 303ms | Tot: 23s758ms | Loss: 0.359 | Acc: 88.897% (6934/7800) 78/100 [==================================================>..............] Step: 316ms | Tot: 24s75ms | Loss: 0.361 | Acc: 88.835% (7018/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s380ms | Loss: 0.359 | Acc: 88.875% (7110/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s685ms | Loss: 0.358 | Acc: 88.901% (7201/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 24s991ms | Loss: 0.356 | Acc: 88.902% (7290/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s295ms | Loss: 0.356 | Acc: 88.867% (7376/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s603ms | Loss: 0.356 | Acc: 88.881% (7466/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s912ms | Loss: 0.357 | Acc: 88.812% (7549/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s220ms | Loss: 0.359 | Acc: 88.709% (7629/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s528ms | Loss: 0.358 | Acc: 88.713% (7718/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s833ms | Loss: 0.359 | Acc: 88.739% (7809/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 27s144ms | Loss: 0.359 | Acc: 88.708% (7895/8900) 89/100 [=========================================================>.......] Step: 309ms | Tot: 27s454ms | Loss: 0.359 | Acc: 88.722% (7985/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s758ms | Loss: 0.358 | Acc: 88.692% (8071/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s66ms | Loss: 0.357 | Acc: 88.750% (8165/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s372ms | Loss: 0.359 | Acc: 88.720% (8251/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s677ms | Loss: 0.359 | Acc: 88.681% (8336/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s990ms | Loss: 0.357 | Acc: 88.716% (8428/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s295ms | Loss: 0.356 | Acc: 88.729% (8518/9600) 96/100 [==============================================================>..] Step: 310ms | Tot: 29s606ms | Loss: 0.355 | Acc: 88.784% (8612/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s910ms | Loss: 0.354 | Acc: 88.806% (8703/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 30s214ms | Loss: 0.357 | Acc: 88.768% (8788/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s520ms | Loss: 0.356 | Acc: 88.810% (8881/10000) 100/100 +Saving.. + +Epoch: 142 + [>................................................................] Step: 702ms | Tot: 2ms | Loss: 0.190 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 377ms | Tot: 379ms | Loss: 0.210 | Acc: 93.359% (239/256) 2/391 [>................................................................] Step: 368ms | Tot: 748ms | Loss: 0.210 | Acc: 93.490% (359/384) 3/391 [>................................................................] Step: 363ms | Tot: 1s111ms | Loss: 0.221 | Acc: 92.773% (475/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s475ms | Loss: 0.210 | Acc: 92.656% (593/640) 5/391 [>................................................................] Step: 385ms | Tot: 1s860ms | Loss: 0.198 | Acc: 93.099% (715/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s220ms | Loss: 0.193 | Acc: 93.192% (835/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s580ms | Loss: 0.190 | Acc: 93.359% (956/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s944ms | Loss: 0.197 | Acc: 93.056% (1072/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s307ms | Loss: 0.199 | Acc: 92.656% (1186/1280) 10/391 [=>...............................................................] Step: 359ms | Tot: 3s666ms | Loss: 0.202 | Acc: 92.614% (1304/1408) 11/391 [=>...............................................................] Step: 369ms | Tot: 4s35ms | Loss: 0.201 | Acc: 92.839% (1426/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s397ms | Loss: 0.200 | Acc: 92.909% (1546/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s764ms | Loss: 0.202 | Acc: 92.969% (1666/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s128ms | Loss: 0.204 | Acc: 92.917% (1784/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s490ms | Loss: 0.200 | Acc: 93.066% (1906/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s857ms | Loss: 0.198 | Acc: 92.969% (2023/2176) 17/391 [==>..............................................................] Step: 355ms | Tot: 6s212ms | Loss: 0.194 | Acc: 93.186% (2147/2304) 18/391 [==>..............................................................] Step: 357ms | Tot: 6s570ms | Loss: 0.196 | Acc: 93.133% (2265/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s934ms | Loss: 0.193 | Acc: 93.242% (2387/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s301ms | Loss: 0.189 | Acc: 93.341% (2509/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s664ms | Loss: 0.186 | Acc: 93.359% (2629/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s28ms | Loss: 0.186 | Acc: 93.342% (2748/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s387ms | Loss: 0.183 | Acc: 93.392% (2869/3072) 24/391 [===>.............................................................] Step: 355ms | Tot: 8s743ms | Loss: 0.181 | Acc: 93.500% (2992/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s108ms | Loss: 0.182 | Acc: 93.419% (3109/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s472ms | Loss: 0.182 | Acc: 93.519% (3232/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s837ms | Loss: 0.185 | Acc: 93.331% (3345/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s203ms | Loss: 0.185 | Acc: 93.427% (3468/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s558ms | Loss: 0.183 | Acc: 93.464% (3589/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 10s922ms | Loss: 0.184 | Acc: 93.498% (3710/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s281ms | Loss: 0.184 | Acc: 93.555% (3832/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s645ms | Loss: 0.182 | Acc: 93.608% (3954/4224) 33/391 [=====>...........................................................] Step: 410ms | Tot: 12s56ms | Loss: 0.181 | Acc: 93.681% (4077/4352) 34/391 [=====>...........................................................] Step: 405ms | Tot: 12s461ms | Loss: 0.182 | Acc: 93.728% (4199/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s825ms | Loss: 0.183 | Acc: 93.663% (4316/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s188ms | Loss: 0.185 | Acc: 93.581% (4432/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s545ms | Loss: 0.184 | Acc: 93.606% (4553/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 13s911ms | Loss: 0.185 | Acc: 93.630% (4674/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s274ms | Loss: 0.185 | Acc: 93.633% (4794/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s632ms | Loss: 0.186 | Acc: 93.559% (4910/5248) 41/391 [======>..........................................................] Step: 365ms | Tot: 14s998ms | Loss: 0.184 | Acc: 93.657% (5035/5376) 42/391 [======>..........................................................] Step: 368ms | Tot: 15s366ms | Loss: 0.184 | Acc: 93.641% (5154/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s724ms | Loss: 0.186 | Acc: 93.608% (5272/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s87ms | Loss: 0.189 | Acc: 93.559% (5389/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s447ms | Loss: 0.190 | Acc: 93.563% (5509/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s809ms | Loss: 0.188 | Acc: 93.617% (5632/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s168ms | Loss: 0.191 | Acc: 93.441% (5741/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s528ms | Loss: 0.192 | Acc: 93.431% (5860/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s887ms | Loss: 0.193 | Acc: 93.406% (5978/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s253ms | Loss: 0.192 | Acc: 93.474% (6102/6528) 51/391 [========>........................................................] Step: 351ms | Tot: 18s605ms | Loss: 0.195 | Acc: 93.359% (6214/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 18s969ms | Loss: 0.193 | Acc: 93.455% (6340/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s328ms | Loss: 0.195 | Acc: 93.388% (6455/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s688ms | Loss: 0.194 | Acc: 93.409% (6576/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s50ms | Loss: 0.193 | Acc: 93.429% (6697/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s410ms | Loss: 0.193 | Acc: 93.421% (6816/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s775ms | Loss: 0.193 | Acc: 93.359% (6931/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s134ms | Loss: 0.192 | Acc: 93.379% (7052/7552) 59/391 [=========>.......................................................] Step: 371ms | Tot: 21s505ms | Loss: 0.193 | Acc: 93.359% (7170/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s867ms | Loss: 0.193 | Acc: 93.327% (7287/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s225ms | Loss: 0.192 | Acc: 93.359% (7409/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s583ms | Loss: 0.191 | Acc: 93.403% (7532/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 22s938ms | Loss: 0.192 | Acc: 93.396% (7651/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s302ms | Loss: 0.192 | Acc: 93.365% (7768/8320) 65/391 [==========>......................................................] Step: 357ms | Tot: 23s659ms | Loss: 0.192 | Acc: 93.371% (7888/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s20ms | Loss: 0.192 | Acc: 93.389% (8009/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 24s376ms | Loss: 0.192 | Acc: 93.359% (8126/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s740ms | Loss: 0.194 | Acc: 93.286% (8239/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s97ms | Loss: 0.194 | Acc: 93.248% (8355/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s456ms | Loss: 0.195 | Acc: 93.222% (8472/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 25s818ms | Loss: 0.195 | Acc: 93.197% (8589/9216) 72/391 [===========>.....................................................] Step: 354ms | Tot: 26s172ms | Loss: 0.195 | Acc: 93.236% (8712/9344) 73/391 [============>....................................................] Step: 354ms | Tot: 26s527ms | Loss: 0.194 | Acc: 93.233% (8831/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 26s894ms | Loss: 0.196 | Acc: 93.219% (8949/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s262ms | Loss: 0.195 | Acc: 93.205% (9067/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s620ms | Loss: 0.196 | Acc: 93.202% (9186/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 27s988ms | Loss: 0.197 | Acc: 93.149% (9300/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 28s345ms | Loss: 0.197 | Acc: 93.127% (9417/10112) 79/391 [=============>...................................................] Step: 356ms | Tot: 28s701ms | Loss: 0.197 | Acc: 93.135% (9537/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s62ms | Loss: 0.197 | Acc: 93.152% (9658/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 29s419ms | Loss: 0.196 | Acc: 93.188% (9781/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 29s778ms | Loss: 0.196 | Acc: 93.129% (9894/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s138ms | Loss: 0.195 | Acc: 93.173% (10018/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s496ms | Loss: 0.199 | Acc: 93.088% (10128/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 30s855ms | Loss: 0.198 | Acc: 93.105% (10249/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s221ms | Loss: 0.199 | Acc: 93.077% (10365/11136) 87/391 [==============>..................................................] Step: 354ms | Tot: 31s575ms | Loss: 0.199 | Acc: 93.093% (10486/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 31s939ms | Loss: 0.199 | Acc: 93.092% (10605/11392) 89/391 [==============>..................................................] Step: 365ms | Tot: 32s304ms | Loss: 0.199 | Acc: 93.090% (10724/11520) 90/391 [==============>..................................................] Step: 355ms | Tot: 32s660ms | Loss: 0.199 | Acc: 93.089% (10843/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s21ms | Loss: 0.199 | Acc: 93.088% (10962/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s383ms | Loss: 0.200 | Acc: 93.053% (11077/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s747ms | Loss: 0.199 | Acc: 93.068% (11198/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 34s105ms | Loss: 0.199 | Acc: 93.059% (11316/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s470ms | Loss: 0.199 | Acc: 93.066% (11436/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 34s831ms | Loss: 0.199 | Acc: 93.057% (11554/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s190ms | Loss: 0.201 | Acc: 93.017% (11668/12544) 98/391 [================>................................................] Step: 359ms | Tot: 35s550ms | Loss: 0.200 | Acc: 93.048% (11791/12672) 99/391 [================>................................................] Step: 368ms | Tot: 35s918ms | Loss: 0.200 | Acc: 93.047% (11910/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s278ms | Loss: 0.200 | Acc: 93.038% (12028/12928) 101/391 [================>................................................] Step: 356ms | Tot: 36s634ms | Loss: 0.200 | Acc: 93.022% (12145/13056) 102/391 [================>................................................] Step: 363ms | Tot: 36s997ms | Loss: 0.200 | Acc: 93.014% (12263/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s363ms | Loss: 0.201 | Acc: 92.991% (12379/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 37s728ms | Loss: 0.201 | Acc: 92.961% (12494/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 38s84ms | Loss: 0.201 | Acc: 92.969% (12614/13568) 106/391 [=================>...............................................] Step: 358ms | Tot: 38s443ms | Loss: 0.201 | Acc: 92.947% (12730/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 38s804ms | Loss: 0.201 | Acc: 92.940% (12848/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s163ms | Loss: 0.202 | Acc: 92.911% (12963/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s523ms | Loss: 0.202 | Acc: 92.926% (13084/14080) 110/391 [==================>..............................................] Step: 359ms | Tot: 39s883ms | Loss: 0.202 | Acc: 92.898% (13199/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s244ms | Loss: 0.203 | Acc: 92.871% (13314/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s609ms | Loss: 0.203 | Acc: 92.844% (13429/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 40s974ms | Loss: 0.202 | Acc: 92.880% (13553/14592) 114/391 [==================>..............................................] Step: 357ms | Tot: 41s332ms | Loss: 0.202 | Acc: 92.874% (13671/14720) 115/391 [===================>.............................................] Step: 351ms | Tot: 41s684ms | Loss: 0.202 | Acc: 92.868% (13789/14848) 116/391 [===================>.............................................] Step: 415ms | Tot: 42s100ms | Loss: 0.202 | Acc: 92.869% (13908/14976) 117/391 [===================>.............................................] Step: 393ms | Tot: 42s494ms | Loss: 0.202 | Acc: 92.863% (14026/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 42s852ms | Loss: 0.202 | Acc: 92.870% (14146/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s212ms | Loss: 0.202 | Acc: 92.884% (14267/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s576ms | Loss: 0.202 | Acc: 92.885% (14386/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 43s935ms | Loss: 0.202 | Acc: 92.892% (14506/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 44s306ms | Loss: 0.202 | Acc: 92.899% (14626/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s669ms | Loss: 0.202 | Acc: 92.868% (14740/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s28ms | Loss: 0.201 | Acc: 92.881% (14861/16000) 125/391 [====================>............................................] Step: 354ms | Tot: 45s382ms | Loss: 0.201 | Acc: 92.888% (14981/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s744ms | Loss: 0.201 | Acc: 92.895% (15101/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s103ms | Loss: 0.201 | Acc: 92.883% (15218/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s461ms | Loss: 0.202 | Acc: 92.878% (15336/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 46s823ms | Loss: 0.202 | Acc: 92.891% (15457/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s189ms | Loss: 0.202 | Acc: 92.897% (15577/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s553ms | Loss: 0.202 | Acc: 92.868% (15691/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 47s917ms | Loss: 0.202 | Acc: 92.881% (15812/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s280ms | Loss: 0.202 | Acc: 92.864% (15928/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s650ms | Loss: 0.203 | Acc: 92.865% (16047/17280) 135/391 [======================>..........................................] Step: 372ms | Tot: 49s22ms | Loss: 0.202 | Acc: 92.871% (16167/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s388ms | Loss: 0.203 | Acc: 92.855% (16283/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 49s751ms | Loss: 0.203 | Acc: 92.844% (16400/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s111ms | Loss: 0.203 | Acc: 92.834% (16517/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s473ms | Loss: 0.203 | Acc: 92.840% (16637/17920) 140/391 [=======================>.........................................] Step: 367ms | Tot: 50s841ms | Loss: 0.203 | Acc: 92.825% (16753/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s207ms | Loss: 0.203 | Acc: 92.826% (16872/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 51s573ms | Loss: 0.203 | Acc: 92.821% (16990/18304) 143/391 [=======================>.........................................] Step: 366ms | Tot: 51s939ms | Loss: 0.203 | Acc: 92.839% (17112/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s301ms | Loss: 0.203 | Acc: 92.839% (17231/18560) 145/391 [========================>........................................] Step: 367ms | Tot: 52s668ms | Loss: 0.203 | Acc: 92.808% (17344/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s39ms | Loss: 0.203 | Acc: 92.804% (17462/18816) 147/391 [========================>........................................] Step: 378ms | Tot: 53s417ms | Loss: 0.203 | Acc: 92.805% (17581/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 53s784ms | Loss: 0.203 | Acc: 92.822% (17703/19072) 149/391 [========================>........................................] Step: 365ms | Tot: 54s149ms | Loss: 0.204 | Acc: 92.792% (17816/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s510ms | Loss: 0.203 | Acc: 92.777% (17932/19328) 151/391 [=========================>.......................................] Step: 371ms | Tot: 54s881ms | Loss: 0.204 | Acc: 92.763% (18048/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 55s251ms | Loss: 0.204 | Acc: 92.785% (18171/19584) 153/391 [=========================>.......................................] Step: 370ms | Tot: 55s621ms | Loss: 0.204 | Acc: 92.776% (18288/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 55s985ms | Loss: 0.203 | Acc: 92.777% (18407/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 56s340ms | Loss: 0.204 | Acc: 92.733% (18517/19968) 156/391 [=========================>.......................................] Step: 373ms | Tot: 56s713ms | Loss: 0.205 | Acc: 92.730% (18635/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s78ms | Loss: 0.204 | Acc: 92.761% (18760/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s444ms | Loss: 0.204 | Acc: 92.767% (18880/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 57s807ms | Loss: 0.203 | Acc: 92.798% (19005/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s170ms | Loss: 0.203 | Acc: 92.818% (19128/20608) 161/391 [==========================>......................................] Step: 352ms | Tot: 58s523ms | Loss: 0.203 | Acc: 92.814% (19246/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 58s889ms | Loss: 0.203 | Acc: 92.811% (19364/20864) 163/391 [===========================>.....................................] Step: 369ms | Tot: 59s258ms | Loss: 0.203 | Acc: 92.821% (19485/20992) 164/391 [===========================>.....................................] Step: 356ms | Tot: 59s615ms | Loss: 0.203 | Acc: 92.798% (19599/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 59s981ms | Loss: 0.203 | Acc: 92.785% (19715/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m340ms | Loss: 0.204 | Acc: 92.777% (19832/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m703ms | Loss: 0.204 | Acc: 92.759% (19947/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.204 | Acc: 92.751% (20064/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.204 | Acc: 92.725% (20177/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.204 | Acc: 92.745% (20300/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.204 | Acc: 92.751% (20420/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.204 | Acc: 92.757% (20540/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.204 | Acc: 92.753% (20658/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.204 | Acc: 92.750% (20776/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.204 | Acc: 92.729% (20890/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m3s | Loss: 0.204 | Acc: 92.744% (21012/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.204 | Acc: 92.745% (21131/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.204 | Acc: 92.729% (21246/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.204 | Acc: 92.721% (21363/23040) 180/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.204 | Acc: 92.727% (21483/23168) 181/391 [==============================>..................................] Step: 364ms | Tot: 1m5s | Loss: 0.204 | Acc: 92.715% (21599/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.204 | Acc: 92.708% (21716/23424) 183/391 [==============================>..................................] Step: 374ms | Tot: 1m6s | Loss: 0.204 | Acc: 92.710% (21835/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.204 | Acc: 92.698% (21951/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.204 | Acc: 92.704% (22071/23808) 186/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.204 | Acc: 92.701% (22189/23936) 187/391 [===============================>.................................] Step: 366ms | Tot: 1m7s | Loss: 0.205 | Acc: 92.690% (22305/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.204 | Acc: 92.696% (22425/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.204 | Acc: 92.693% (22543/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.204 | Acc: 92.691% (22661/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.205 | Acc: 92.655% (22771/24576) 192/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.204 | Acc: 92.669% (22893/24704) 193/391 [================================>................................] Step: 367ms | Tot: 1m10s | Loss: 0.205 | Acc: 92.667% (23011/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.205 | Acc: 92.668% (23130/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.205 | Acc: 92.678% (23251/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.205 | Acc: 92.691% (23373/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.205 | Acc: 92.669% (23486/25344) 198/391 [================================>................................] Step: 401ms | Tot: 1m12s | Loss: 0.205 | Acc: 92.670% (23605/25472) 199/391 [=================================>...............................] Step: 400ms | Tot: 1m12s | Loss: 0.205 | Acc: 92.684% (23727/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.205 | Acc: 92.673% (23843/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.206 | Acc: 92.659% (23958/25856) 202/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.205 | Acc: 92.672% (24080/25984) 203/391 [=================================>...............................] Step: 371ms | Tot: 1m13s | Loss: 0.205 | Acc: 92.685% (24202/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.205 | Acc: 92.691% (24322/26240) 205/391 [==================================>..............................] Step: 353ms | Tot: 1m14s | Loss: 0.206 | Acc: 92.673% (24436/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.206 | Acc: 92.663% (24552/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.206 | Acc: 92.661% (24670/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.206 | Acc: 92.651% (24786/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.206 | Acc: 92.641% (24902/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.206 | Acc: 92.624% (25016/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.206 | Acc: 92.615% (25132/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.206 | Acc: 92.613% (25250/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.206 | Acc: 92.622% (25371/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.206 | Acc: 92.631% (25492/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.206 | Acc: 92.632% (25611/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.206 | Acc: 92.620% (25726/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m18s | Loss: 0.206 | Acc: 92.618% (25844/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.206 | Acc: 92.623% (25964/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.206 | Acc: 92.638% (26087/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.206 | Acc: 92.644% (26207/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.206 | Acc: 92.631% (26322/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.206 | Acc: 92.639% (26443/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.206 | Acc: 92.634% (26560/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.206 | Acc: 92.635% (26679/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.206 | Acc: 92.630% (26796/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.207 | Acc: 92.635% (26916/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m22s | Loss: 0.207 | Acc: 92.633% (27034/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.207 | Acc: 92.621% (27149/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.207 | Acc: 92.612% (27265/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.207 | Acc: 92.617% (27385/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.207 | Acc: 92.619% (27504/29696) 232/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.207 | Acc: 92.613% (27621/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.207 | Acc: 92.628% (27744/29952) 234/391 [======================================>..........................] Step: 354ms | Tot: 1m25s | Loss: 0.207 | Acc: 92.620% (27860/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.207 | Acc: 92.615% (27977/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.208 | Acc: 92.600% (28091/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.208 | Acc: 92.598% (28209/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.208 | Acc: 92.619% (28334/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.207 | Acc: 92.624% (28454/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.207 | Acc: 92.635% (28576/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.207 | Acc: 92.633% (28694/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.207 | Acc: 92.628% (28811/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.208 | Acc: 92.613% (28925/31232) 244/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.208 | Acc: 92.621% (29046/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.208 | Acc: 92.632% (29168/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.207 | Acc: 92.643% (29290/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.207 | Acc: 92.647% (29410/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.208 | Acc: 92.633% (29524/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.208 | Acc: 92.644% (29646/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.208 | Acc: 92.636% (29762/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.207 | Acc: 92.649% (29885/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.207 | Acc: 92.654% (30005/32384) 253/391 [==========================================>......................] Step: 378ms | Tot: 1m31s | Loss: 0.207 | Acc: 92.649% (30122/32512) 254/391 [==========================================>......................] Step: 373ms | Tot: 1m32s | Loss: 0.207 | Acc: 92.641% (30238/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.207 | Acc: 92.636% (30355/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.207 | Acc: 92.640% (30475/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.207 | Acc: 92.642% (30594/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m33s | Loss: 0.207 | Acc: 92.646% (30714/33152) 259/391 [===========================================>.....................] Step: 369ms | Tot: 1m34s | Loss: 0.207 | Acc: 92.644% (30832/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.207 | Acc: 92.645% (30951/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.207 | Acc: 92.647% (31070/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.207 | Acc: 92.651% (31190/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.207 | Acc: 92.652% (31309/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.207 | Acc: 92.653% (31428/33920) 265/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.207 | Acc: 92.654% (31547/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.207 | Acc: 92.653% (31665/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.207 | Acc: 92.642% (31780/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.207 | Acc: 92.655% (31903/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.207 | Acc: 92.656% (32022/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.207 | Acc: 92.660% (32142/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.207 | Acc: 92.673% (32265/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m38s | Loss: 0.207 | Acc: 92.677% (32385/34944) 273/391 [=============================================>...................] Step: 376ms | Tot: 1m39s | Loss: 0.207 | Acc: 92.649% (32494/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.207 | Acc: 92.651% (32613/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.207 | Acc: 92.638% (32727/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.207 | Acc: 92.630% (32843/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.208 | Acc: 92.626% (32960/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.208 | Acc: 92.616% (33075/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.208 | Acc: 92.614% (33193/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.208 | Acc: 92.618% (33313/35968) 281/391 [==============================================>..................] Step: 415ms | Tot: 1m42s | Loss: 0.208 | Acc: 92.628% (33435/36096) 282/391 [==============================================>..................] Step: 387ms | Tot: 1m42s | Loss: 0.207 | Acc: 92.632% (33555/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.207 | Acc: 92.639% (33676/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.207 | Acc: 92.640% (33795/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.207 | Acc: 92.641% (33914/36608) 286/391 [===============================================>.................] Step: 372ms | Tot: 1m44s | Loss: 0.207 | Acc: 92.642% (34033/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.207 | Acc: 92.630% (34147/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.207 | Acc: 92.631% (34266/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.207 | Acc: 92.640% (34388/37120) 290/391 [================================================>................] Step: 353ms | Tot: 1m45s | Loss: 0.207 | Acc: 92.636% (34505/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.207 | Acc: 92.632% (34622/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.207 | Acc: 92.646% (34746/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.207 | Acc: 92.634% (34860/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.207 | Acc: 92.622% (34974/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.208 | Acc: 92.618% (35091/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.207 | Acc: 92.619% (35210/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.208 | Acc: 92.607% (35324/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.208 | Acc: 92.603% (35441/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.208 | Acc: 92.604% (35560/38400) 300/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.208 | Acc: 92.600% (35677/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.208 | Acc: 92.591% (35792/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.208 | Acc: 92.592% (35911/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.208 | Acc: 92.601% (36033/38912) 304/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.208 | Acc: 92.597% (36150/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.209 | Acc: 92.593% (36267/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.209 | Acc: 92.587% (36383/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.209 | Acc: 92.593% (36504/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.209 | Acc: 92.595% (36623/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.209 | Acc: 92.586% (36738/39680) 310/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.209 | Acc: 92.592% (36859/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.209 | Acc: 92.593% (36978/39936) 312/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.210 | Acc: 92.569% (37087/40064) 313/391 [====================================================>............] Step: 372ms | Tot: 1m53s | Loss: 0.210 | Acc: 92.566% (37204/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.210 | Acc: 92.555% (37318/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.210 | Acc: 92.558% (37438/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.210 | Acc: 92.557% (37556/40576) 317/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.210 | Acc: 92.556% (37674/40704) 318/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.210 | Acc: 92.552% (37791/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.210 | Acc: 92.551% (37909/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.210 | Acc: 92.553% (38028/41088) 321/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.210 | Acc: 92.551% (38146/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.210 | Acc: 92.550% (38264/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.210 | Acc: 92.549% (38382/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.210 | Acc: 92.550% (38501/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.210 | Acc: 92.542% (38616/41728) 326/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.210 | Acc: 92.548% (38737/41856) 327/391 [======================================================>..........] Step: 378ms | Tot: 1m58s | Loss: 0.210 | Acc: 92.530% (38848/41984) 328/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.210 | Acc: 92.527% (38965/42112) 329/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.210 | Acc: 92.519% (39080/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 2m55ms | Loss: 0.210 | Acc: 92.527% (39202/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m417ms | Loss: 0.210 | Acc: 92.522% (39318/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m781ms | Loss: 0.211 | Acc: 92.518% (39435/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.211 | Acc: 92.517% (39553/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.210 | Acc: 92.530% (39677/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.211 | Acc: 92.520% (39791/43008) 336/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.211 | Acc: 92.519% (39909/43136) 337/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.210 | Acc: 92.520% (40028/43264) 338/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.211 | Acc: 92.512% (40143/43392) 339/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.211 | Acc: 92.509% (40260/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.211 | Acc: 92.501% (40375/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.211 | Acc: 92.505% (40495/43776) 342/391 [========================================================>........] Step: 373ms | Tot: 2m4s | Loss: 0.211 | Acc: 92.513% (40617/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m4s | Loss: 0.211 | Acc: 92.519% (40738/44032) 344/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.211 | Acc: 92.520% (40857/44160) 345/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.211 | Acc: 92.519% (40975/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.211 | Acc: 92.509% (41089/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.211 | Acc: 92.502% (41204/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.211 | Acc: 92.501% (41322/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.211 | Acc: 92.507% (41443/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.211 | Acc: 92.501% (41559/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.211 | Acc: 92.514% (41683/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.211 | Acc: 92.513% (41801/45184) 353/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.211 | Acc: 92.510% (41918/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.211 | Acc: 92.498% (42031/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.211 | Acc: 92.499% (42150/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.211 | Acc: 92.494% (42266/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.211 | Acc: 92.493% (42384/45824) 358/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.211 | Acc: 92.492% (42502/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.212 | Acc: 92.493% (42621/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.212 | Acc: 92.497% (42741/46208) 361/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.211 | Acc: 92.498% (42860/46336) 362/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.212 | Acc: 92.497% (42978/46464) 363/391 [============================================================>....] Step: 398ms | Tot: 2m12s | Loss: 0.211 | Acc: 92.503% (43099/46592) 364/391 [============================================================>....] Step: 389ms | Tot: 2m12s | Loss: 0.211 | Acc: 92.509% (43220/46720) 365/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.211 | Acc: 92.510% (43339/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.211 | Acc: 92.513% (43459/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.211 | Acc: 92.514% (43578/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m13s | Loss: 0.212 | Acc: 92.509% (43694/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.212 | Acc: 92.502% (43809/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.212 | Acc: 92.501% (43927/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.212 | Acc: 92.492% (44041/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.211 | Acc: 92.506% (44166/47744) 373/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.211 | Acc: 92.505% (44284/47872) 374/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.211 | Acc: 92.508% (44404/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.212 | Acc: 92.497% (44517/48128) 376/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.212 | Acc: 92.492% (44633/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.212 | Acc: 92.500% (44755/48384) 378/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.212 | Acc: 92.480% (44864/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m17s | Loss: 0.212 | Acc: 92.484% (44984/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.212 | Acc: 92.475% (45098/48768) 381/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.212 | Acc: 92.476% (45217/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.212 | Acc: 92.479% (45337/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.212 | Acc: 92.472% (45452/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.213 | Acc: 92.468% (45568/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.212 | Acc: 92.475% (45690/49408) 386/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.213 | Acc: 92.470% (45806/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.213 | Acc: 92.471% (45925/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.212 | Acc: 92.475% (46045/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.213 | Acc: 92.468% (46160/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m21s | Loss: 0.212 | Acc: 92.470% (46235/50000) 391/391 + [>................................................................] Step: 468ms | Tot: 3ms | Loss: 0.416 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 297ms | Tot: 300ms | Loss: 0.422 | Acc: 88.000% (176/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 596ms | Loss: 0.415 | Acc: 88.000% (264/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 891ms | Loss: 0.383 | Acc: 89.500% (358/400) 4/100 [==>..............................................................] Step: 288ms | Tot: 1s180ms | Loss: 0.379 | Acc: 88.800% (444/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s479ms | Loss: 0.335 | Acc: 90.000% (540/600) 6/100 [===>.............................................................] Step: 302ms | Tot: 1s781ms | Loss: 0.333 | Acc: 90.143% (631/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s86ms | Loss: 0.357 | Acc: 89.250% (714/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s385ms | Loss: 0.365 | Acc: 89.111% (802/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s686ms | Loss: 0.370 | Acc: 88.800% (888/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 2s994ms | Loss: 0.371 | Acc: 88.818% (977/1100) 11/100 [=======>.........................................................] Step: 297ms | Tot: 3s292ms | Loss: 0.377 | Acc: 88.417% (1061/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s598ms | Loss: 0.364 | Acc: 88.615% (1152/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s903ms | Loss: 0.364 | Acc: 88.643% (1241/1400) 14/100 [=========>.......................................................] Step: 300ms | Tot: 4s204ms | Loss: 0.359 | Acc: 88.800% (1332/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s508ms | Loss: 0.361 | Acc: 88.625% (1418/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s813ms | Loss: 0.356 | Acc: 88.882% (1511/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s116ms | Loss: 0.366 | Acc: 88.500% (1593/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s422ms | Loss: 0.370 | Acc: 88.632% (1684/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s729ms | Loss: 0.382 | Acc: 88.450% (1769/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s33ms | Loss: 0.385 | Acc: 88.381% (1856/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s336ms | Loss: 0.382 | Acc: 88.318% (1943/2200) 22/100 [==============>..................................................] Step: 318ms | Tot: 6s654ms | Loss: 0.390 | Acc: 88.261% (2030/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 6s967ms | Loss: 0.393 | Acc: 88.208% (2117/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s268ms | Loss: 0.396 | Acc: 88.080% (2202/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s574ms | Loss: 0.399 | Acc: 87.885% (2285/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s876ms | Loss: 0.395 | Acc: 87.889% (2373/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s179ms | Loss: 0.392 | Acc: 87.893% (2461/2800) 28/100 [==================>..............................................] Step: 313ms | Tot: 8s492ms | Loss: 0.391 | Acc: 87.966% (2551/2900) 29/100 [==================>..............................................] Step: 298ms | Tot: 8s790ms | Loss: 0.388 | Acc: 87.967% (2639/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s95ms | Loss: 0.390 | Acc: 87.871% (2724/3100) 31/100 [====================>............................................] Step: 300ms | Tot: 9s396ms | Loss: 0.388 | Acc: 87.969% (2815/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s706ms | Loss: 0.385 | Acc: 88.121% (2908/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 10s14ms | Loss: 0.387 | Acc: 88.088% (2995/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s321ms | Loss: 0.392 | Acc: 88.000% (3080/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s625ms | Loss: 0.393 | Acc: 87.944% (3166/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s929ms | Loss: 0.395 | Acc: 87.865% (3251/3700) 37/100 [========================>........................................] Step: 299ms | Tot: 11s229ms | Loss: 0.394 | Acc: 87.895% (3340/3800) 38/100 [========================>........................................] Step: 317ms | Tot: 11s546ms | Loss: 0.392 | Acc: 87.974% (3431/3900) 39/100 [=========================>.......................................] Step: 323ms | Tot: 11s870ms | Loss: 0.392 | Acc: 88.025% (3521/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s173ms | Loss: 0.394 | Acc: 88.049% (3610/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s482ms | Loss: 0.396 | Acc: 88.048% (3698/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s783ms | Loss: 0.395 | Acc: 88.116% (3789/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 13s86ms | Loss: 0.394 | Acc: 88.136% (3878/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s389ms | Loss: 0.393 | Acc: 88.200% (3969/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 13s700ms | Loss: 0.393 | Acc: 88.152% (4055/4600) 46/100 [=============================>...................................] Step: 316ms | Tot: 14s17ms | Loss: 0.393 | Acc: 88.106% (4141/4700) 47/100 [==============================>..................................] Step: 318ms | Tot: 14s335ms | Loss: 0.395 | Acc: 88.021% (4225/4800) 48/100 [===============================>.................................] Step: 317ms | Tot: 14s652ms | Loss: 0.392 | Acc: 88.102% (4317/4900) 49/100 [===============================>.................................] Step: 319ms | Tot: 14s971ms | Loss: 0.393 | Acc: 88.040% (4402/5000) 50/100 [================================>................................] Step: 312ms | Tot: 15s284ms | Loss: 0.396 | Acc: 88.059% (4491/5100) 51/100 [=================================>...............................] Step: 313ms | Tot: 15s597ms | Loss: 0.396 | Acc: 88.000% (4576/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 15s909ms | Loss: 0.398 | Acc: 87.962% (4662/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s215ms | Loss: 0.399 | Acc: 87.963% (4750/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s523ms | Loss: 0.398 | Acc: 87.891% (4834/5500) 55/100 [===================================>.............................] Step: 319ms | Tot: 16s842ms | Loss: 0.399 | Acc: 87.875% (4921/5600) 56/100 [====================================>............................] Step: 313ms | Tot: 17s156ms | Loss: 0.398 | Acc: 87.895% (5010/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s462ms | Loss: 0.395 | Acc: 87.931% (5100/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s763ms | Loss: 0.396 | Acc: 87.915% (5187/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s71ms | Loss: 0.396 | Acc: 87.917% (5275/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s376ms | Loss: 0.396 | Acc: 87.902% (5362/6100) 61/100 [=======================================>.........................] Step: 313ms | Tot: 18s690ms | Loss: 0.396 | Acc: 87.952% (5453/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s993ms | Loss: 0.396 | Acc: 87.921% (5539/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s296ms | Loss: 0.393 | Acc: 87.984% (5631/6400) 64/100 [=========================================>.......................] Step: 330ms | Tot: 19s626ms | Loss: 0.393 | Acc: 87.969% (5718/6500) 65/100 [==========================================>......................] Step: 352ms | Tot: 19s979ms | Loss: 0.392 | Acc: 87.985% (5807/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s292ms | Loss: 0.389 | Acc: 88.060% (5900/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s602ms | Loss: 0.389 | Acc: 88.044% (5987/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s909ms | Loss: 0.387 | Acc: 88.101% (6079/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s214ms | Loss: 0.387 | Acc: 88.043% (6163/7000) 70/100 [=============================================>...................] Step: 320ms | Tot: 21s535ms | Loss: 0.390 | Acc: 87.986% (6247/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s847ms | Loss: 0.389 | Acc: 88.014% (6337/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s150ms | Loss: 0.386 | Acc: 88.068% (6429/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s454ms | Loss: 0.385 | Acc: 88.108% (6520/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s761ms | Loss: 0.387 | Acc: 88.027% (6602/7500) 75/100 [================================================>................] Step: 309ms | Tot: 23s71ms | Loss: 0.387 | Acc: 88.066% (6693/7600) 76/100 [=================================================>...............] Step: 300ms | Tot: 23s372ms | Loss: 0.387 | Acc: 88.039% (6779/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s683ms | Loss: 0.387 | Acc: 88.038% (6867/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s990ms | Loss: 0.386 | Acc: 88.089% (6959/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s291ms | Loss: 0.385 | Acc: 88.075% (7046/8000) 80/100 [====================================================>............] Step: 312ms | Tot: 24s604ms | Loss: 0.384 | Acc: 88.062% (7133/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s913ms | Loss: 0.384 | Acc: 88.061% (7221/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s215ms | Loss: 0.384 | Acc: 88.036% (7307/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s519ms | Loss: 0.384 | Acc: 88.000% (7392/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s825ms | Loss: 0.384 | Acc: 87.941% (7475/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 26s130ms | Loss: 0.386 | Acc: 87.872% (7557/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s434ms | Loss: 0.386 | Acc: 87.851% (7643/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s744ms | Loss: 0.387 | Acc: 87.886% (7734/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s52ms | Loss: 0.388 | Acc: 87.888% (7822/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s355ms | Loss: 0.388 | Acc: 87.911% (7912/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 27s660ms | Loss: 0.387 | Acc: 87.934% (8002/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 27s962ms | Loss: 0.386 | Acc: 87.978% (8094/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 28s262ms | Loss: 0.388 | Acc: 87.935% (8178/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s572ms | Loss: 0.389 | Acc: 87.872% (8260/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s874ms | Loss: 0.388 | Acc: 87.884% (8349/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s180ms | Loss: 0.387 | Acc: 87.885% (8437/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s485ms | Loss: 0.387 | Acc: 87.928% (8529/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s789ms | Loss: 0.388 | Acc: 87.939% (8618/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 30s94ms | Loss: 0.389 | Acc: 87.899% (8702/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s394ms | Loss: 0.387 | Acc: 87.940% (8794/10000) 100/100 + +Epoch: 143 + [>................................................................] Step: 608ms | Tot: 2ms | Loss: 0.138 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 376ms | Tot: 378ms | Loss: 0.172 | Acc: 94.531% (242/256) 2/391 [>................................................................] Step: 383ms | Tot: 762ms | Loss: 0.179 | Acc: 94.010% (361/384) 3/391 [>................................................................] Step: 368ms | Tot: 1s130ms | Loss: 0.183 | Acc: 93.750% (480/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s500ms | Loss: 0.188 | Acc: 93.438% (598/640) 5/391 [>................................................................] Step: 357ms | Tot: 1s857ms | Loss: 0.196 | Acc: 93.099% (715/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s218ms | Loss: 0.190 | Acc: 93.304% (836/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s588ms | Loss: 0.192 | Acc: 93.066% (953/1024) 8/391 [=>...............................................................] Step: 358ms | Tot: 2s946ms | Loss: 0.189 | Acc: 92.969% (1071/1152) 9/391 [=>...............................................................] Step: 356ms | Tot: 3s303ms | Loss: 0.191 | Acc: 92.891% (1189/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s667ms | Loss: 0.195 | Acc: 92.685% (1305/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s35ms | Loss: 0.200 | Acc: 92.578% (1422/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s398ms | Loss: 0.200 | Acc: 92.608% (1541/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s757ms | Loss: 0.196 | Acc: 92.857% (1664/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s118ms | Loss: 0.194 | Acc: 92.917% (1784/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s482ms | Loss: 0.198 | Acc: 92.773% (1900/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s849ms | Loss: 0.206 | Acc: 92.325% (2009/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s207ms | Loss: 0.205 | Acc: 92.318% (2127/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s569ms | Loss: 0.209 | Acc: 92.188% (2242/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 6s930ms | Loss: 0.211 | Acc: 92.188% (2360/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s297ms | Loss: 0.205 | Acc: 92.411% (2484/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s659ms | Loss: 0.202 | Acc: 92.543% (2606/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s18ms | Loss: 0.201 | Acc: 92.595% (2726/2944) 23/391 [===>.............................................................] Step: 357ms | Tot: 8s375ms | Loss: 0.199 | Acc: 92.676% (2847/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s740ms | Loss: 0.199 | Acc: 92.594% (2963/3200) 25/391 [====>............................................................] Step: 349ms | Tot: 9s89ms | Loss: 0.196 | Acc: 92.668% (3084/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s451ms | Loss: 0.198 | Acc: 92.650% (3202/3456) 27/391 [====>............................................................] Step: 352ms | Tot: 9s804ms | Loss: 0.197 | Acc: 92.634% (3320/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s160ms | Loss: 0.196 | Acc: 92.699% (3441/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s531ms | Loss: 0.197 | Acc: 92.656% (3558/3840) 30/391 [====>............................................................] Step: 371ms | Tot: 10s902ms | Loss: 0.195 | Acc: 92.767% (3681/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s260ms | Loss: 0.193 | Acc: 92.822% (3802/4096) 32/391 [=====>...........................................................] Step: 367ms | Tot: 11s628ms | Loss: 0.191 | Acc: 92.898% (3924/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 11s986ms | Loss: 0.190 | Acc: 92.900% (4043/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s342ms | Loss: 0.193 | Acc: 92.835% (4159/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s705ms | Loss: 0.191 | Acc: 92.860% (4279/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s67ms | Loss: 0.193 | Acc: 92.821% (4396/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s432ms | Loss: 0.194 | Acc: 92.825% (4515/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s800ms | Loss: 0.193 | Acc: 92.808% (4633/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s164ms | Loss: 0.192 | Acc: 92.871% (4755/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s532ms | Loss: 0.191 | Acc: 92.969% (4879/5248) 41/391 [======>..........................................................] Step: 377ms | Tot: 14s910ms | Loss: 0.190 | Acc: 93.006% (5000/5376) 42/391 [======>..........................................................] Step: 375ms | Tot: 15s285ms | Loss: 0.191 | Acc: 92.951% (5116/5504) 43/391 [=======>.........................................................] Step: 374ms | Tot: 15s659ms | Loss: 0.192 | Acc: 92.933% (5234/5632) 44/391 [=======>.........................................................] Step: 376ms | Tot: 16s36ms | Loss: 0.191 | Acc: 92.969% (5355/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s403ms | Loss: 0.189 | Acc: 93.003% (5476/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s773ms | Loss: 0.190 | Acc: 93.002% (5595/6016) 47/391 [=======>.........................................................] Step: 377ms | Tot: 17s150ms | Loss: 0.189 | Acc: 93.001% (5714/6144) 48/391 [=======>.........................................................] Step: 374ms | Tot: 17s525ms | Loss: 0.190 | Acc: 93.001% (5833/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s881ms | Loss: 0.189 | Acc: 92.984% (5951/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s242ms | Loss: 0.189 | Acc: 92.938% (6067/6528) 51/391 [========>........................................................] Step: 376ms | Tot: 18s619ms | Loss: 0.190 | Acc: 92.909% (6184/6656) 52/391 [========>........................................................] Step: 403ms | Tot: 19s22ms | Loss: 0.189 | Acc: 92.969% (6307/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s389ms | Loss: 0.189 | Acc: 92.911% (6422/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s747ms | Loss: 0.190 | Acc: 92.926% (6542/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s112ms | Loss: 0.189 | Acc: 92.927% (6661/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s485ms | Loss: 0.189 | Acc: 92.941% (6781/7296) 57/391 [=========>.......................................................] Step: 385ms | Tot: 20s870ms | Loss: 0.188 | Acc: 92.996% (6904/7424) 58/391 [=========>.......................................................] Step: 368ms | Tot: 21s238ms | Loss: 0.189 | Acc: 92.956% (7020/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s601ms | Loss: 0.189 | Acc: 92.969% (7140/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s967ms | Loss: 0.189 | Acc: 92.969% (7259/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s327ms | Loss: 0.189 | Acc: 93.019% (7382/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s690ms | Loss: 0.188 | Acc: 93.080% (7506/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s57ms | Loss: 0.189 | Acc: 93.005% (7619/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s416ms | Loss: 0.189 | Acc: 93.029% (7740/8320) 65/391 [==========>......................................................] Step: 369ms | Tot: 23s786ms | Loss: 0.189 | Acc: 93.052% (7861/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s149ms | Loss: 0.190 | Acc: 93.015% (7977/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s511ms | Loss: 0.189 | Acc: 93.072% (8101/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s869ms | Loss: 0.190 | Acc: 93.071% (8220/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s230ms | Loss: 0.189 | Acc: 93.069% (8339/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 25s598ms | Loss: 0.189 | Acc: 93.079% (8459/9088) 71/391 [===========>.....................................................] Step: 375ms | Tot: 25s974ms | Loss: 0.188 | Acc: 93.121% (8582/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s334ms | Loss: 0.189 | Acc: 93.108% (8700/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s696ms | Loss: 0.188 | Acc: 93.127% (8821/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s65ms | Loss: 0.189 | Acc: 93.083% (8936/9600) 75/391 [============>....................................................] Step: 354ms | Tot: 27s420ms | Loss: 0.189 | Acc: 93.082% (9055/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s782ms | Loss: 0.188 | Acc: 93.101% (9176/9856) 77/391 [============>....................................................] Step: 358ms | Tot: 28s140ms | Loss: 0.189 | Acc: 93.049% (9290/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s499ms | Loss: 0.189 | Acc: 93.008% (9405/10112) 79/391 [=============>...................................................] Step: 351ms | Tot: 28s851ms | Loss: 0.190 | Acc: 93.008% (9524/10240) 80/391 [=============>...................................................] Step: 356ms | Tot: 29s207ms | Loss: 0.189 | Acc: 93.056% (9648/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s569ms | Loss: 0.189 | Acc: 93.064% (9768/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 29s932ms | Loss: 0.189 | Acc: 93.035% (9884/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s297ms | Loss: 0.190 | Acc: 92.997% (9999/10752) 84/391 [=============>...................................................] Step: 366ms | Tot: 30s664ms | Loss: 0.190 | Acc: 93.024% (10121/10880) 85/391 [==============>..................................................] Step: 371ms | Tot: 31s36ms | Loss: 0.190 | Acc: 93.032% (10241/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s393ms | Loss: 0.190 | Acc: 93.041% (10361/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s750ms | Loss: 0.190 | Acc: 93.040% (10480/11264) 88/391 [==============>..................................................] Step: 356ms | Tot: 32s107ms | Loss: 0.190 | Acc: 92.960% (10590/11392) 89/391 [==============>..................................................] Step: 354ms | Tot: 32s462ms | Loss: 0.191 | Acc: 92.934% (10706/11520) 90/391 [==============>..................................................] Step: 354ms | Tot: 32s816ms | Loss: 0.191 | Acc: 92.909% (10822/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 33s179ms | Loss: 0.191 | Acc: 92.926% (10943/11776) 92/391 [===============>.................................................] Step: 369ms | Tot: 33s549ms | Loss: 0.192 | Acc: 92.885% (11057/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s912ms | Loss: 0.192 | Acc: 92.886% (11176/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s273ms | Loss: 0.192 | Acc: 92.878% (11294/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s633ms | Loss: 0.191 | Acc: 92.912% (11417/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 34s991ms | Loss: 0.191 | Acc: 92.904% (11535/12416) 97/391 [================>................................................] Step: 349ms | Tot: 35s341ms | Loss: 0.191 | Acc: 92.913% (11655/12544) 98/391 [================>................................................] Step: 372ms | Tot: 35s713ms | Loss: 0.191 | Acc: 92.914% (11774/12672) 99/391 [================>................................................] Step: 370ms | Tot: 36s83ms | Loss: 0.192 | Acc: 92.922% (11894/12800) 100/391 [================>................................................] Step: 355ms | Tot: 36s439ms | Loss: 0.192 | Acc: 92.907% (12011/12928) 101/391 [================>................................................] Step: 367ms | Tot: 36s806ms | Loss: 0.191 | Acc: 92.938% (12134/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s166ms | Loss: 0.191 | Acc: 92.908% (12249/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s523ms | Loss: 0.192 | Acc: 92.909% (12368/13312) 104/391 [=================>...............................................] Step: 356ms | Tot: 37s880ms | Loss: 0.192 | Acc: 92.924% (12489/13440) 105/391 [=================>...............................................] Step: 355ms | Tot: 38s236ms | Loss: 0.192 | Acc: 92.939% (12610/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 38s599ms | Loss: 0.192 | Acc: 92.947% (12730/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 38s962ms | Loss: 0.192 | Acc: 92.940% (12848/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 39s319ms | Loss: 0.192 | Acc: 92.962% (12970/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 39s689ms | Loss: 0.192 | Acc: 92.969% (13090/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s58ms | Loss: 0.192 | Acc: 92.955% (13207/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s418ms | Loss: 0.191 | Acc: 92.983% (13330/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 40s785ms | Loss: 0.192 | Acc: 92.996% (13451/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s145ms | Loss: 0.191 | Acc: 93.017% (13573/14592) 114/391 [==================>..............................................] Step: 354ms | Tot: 41s499ms | Loss: 0.191 | Acc: 93.050% (13697/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s862ms | Loss: 0.190 | Acc: 93.063% (13818/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 42s216ms | Loss: 0.190 | Acc: 93.089% (13941/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s581ms | Loss: 0.190 | Acc: 93.061% (14056/15104) 118/391 [===================>.............................................] Step: 355ms | Tot: 42s937ms | Loss: 0.190 | Acc: 93.067% (14176/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s301ms | Loss: 0.191 | Acc: 93.027% (14289/15360) 120/391 [===================>.............................................] Step: 359ms | Tot: 43s660ms | Loss: 0.190 | Acc: 93.046% (14411/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 44s19ms | Loss: 0.191 | Acc: 93.033% (14528/15616) 122/391 [====================>............................................] Step: 356ms | Tot: 44s376ms | Loss: 0.191 | Acc: 93.020% (14645/15744) 123/391 [====================>............................................] Step: 353ms | Tot: 44s729ms | Loss: 0.191 | Acc: 93.038% (14767/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 45s83ms | Loss: 0.190 | Acc: 93.044% (14887/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s442ms | Loss: 0.190 | Acc: 93.068% (15010/16128) 126/391 [====================>............................................] Step: 368ms | Tot: 45s810ms | Loss: 0.189 | Acc: 93.092% (15133/16256) 127/391 [=====================>...........................................] Step: 363ms | Tot: 46s173ms | Loss: 0.189 | Acc: 93.103% (15254/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 46s541ms | Loss: 0.189 | Acc: 93.090% (15371/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 46s905ms | Loss: 0.190 | Acc: 93.083% (15489/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s270ms | Loss: 0.189 | Acc: 93.088% (15609/16768) 131/391 [=====================>...........................................] Step: 377ms | Tot: 47s647ms | Loss: 0.189 | Acc: 93.093% (15729/16896) 132/391 [=====================>...........................................] Step: 373ms | Tot: 48s21ms | Loss: 0.189 | Acc: 93.098% (15849/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 48s393ms | Loss: 0.189 | Acc: 93.097% (15968/17152) 134/391 [======================>..........................................] Step: 390ms | Tot: 48s783ms | Loss: 0.189 | Acc: 93.096% (16087/17280) 135/391 [======================>..........................................] Step: 378ms | Tot: 49s162ms | Loss: 0.189 | Acc: 93.124% (16211/17408) 136/391 [======================>..........................................] Step: 367ms | Tot: 49s530ms | Loss: 0.189 | Acc: 93.134% (16332/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 49s897ms | Loss: 0.189 | Acc: 93.139% (16452/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s256ms | Loss: 0.189 | Acc: 93.121% (16568/17792) 139/391 [=======================>.........................................] Step: 371ms | Tot: 50s628ms | Loss: 0.189 | Acc: 93.119% (16687/17920) 140/391 [=======================>.........................................] Step: 386ms | Tot: 51s14ms | Loss: 0.190 | Acc: 93.085% (16800/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 51s371ms | Loss: 0.191 | Acc: 93.073% (16917/18176) 142/391 [=======================>.........................................] Step: 354ms | Tot: 51s726ms | Loss: 0.191 | Acc: 93.078% (17037/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 52s89ms | Loss: 0.190 | Acc: 93.104% (17161/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s447ms | Loss: 0.190 | Acc: 93.136% (17286/18560) 145/391 [========================>........................................] Step: 356ms | Tot: 52s804ms | Loss: 0.190 | Acc: 93.140% (17406/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 53s173ms | Loss: 0.190 | Acc: 93.123% (17522/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 53s538ms | Loss: 0.190 | Acc: 93.117% (17640/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s897ms | Loss: 0.191 | Acc: 93.121% (17760/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s265ms | Loss: 0.192 | Acc: 93.104% (17876/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 54s629ms | Loss: 0.192 | Acc: 93.088% (17992/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 54s986ms | Loss: 0.192 | Acc: 93.082% (18110/19456) 152/391 [=========================>.......................................] Step: 357ms | Tot: 55s343ms | Loss: 0.193 | Acc: 93.066% (18226/19584) 153/391 [=========================>.......................................] Step: 373ms | Tot: 55s717ms | Loss: 0.193 | Acc: 93.075% (18347/19712) 154/391 [=========================>.......................................] Step: 371ms | Tot: 56s88ms | Loss: 0.193 | Acc: 93.065% (18464/19840) 155/391 [=========================>.......................................] Step: 374ms | Tot: 56s463ms | Loss: 0.193 | Acc: 93.074% (18585/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 56s821ms | Loss: 0.193 | Acc: 93.068% (18703/20096) 157/391 [==========================>......................................] Step: 353ms | Tot: 57s174ms | Loss: 0.193 | Acc: 93.063% (18821/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s534ms | Loss: 0.193 | Acc: 93.067% (18941/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s897ms | Loss: 0.193 | Acc: 93.057% (19058/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 58s256ms | Loss: 0.193 | Acc: 93.051% (19176/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 58s616ms | Loss: 0.193 | Acc: 93.051% (19295/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 58s978ms | Loss: 0.193 | Acc: 93.055% (19415/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s338ms | Loss: 0.193 | Acc: 93.040% (19531/20992) 164/391 [===========================>.....................................] Step: 372ms | Tot: 59s711ms | Loss: 0.193 | Acc: 93.049% (19652/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m75ms | Loss: 0.193 | Acc: 93.053% (19772/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m436ms | Loss: 0.193 | Acc: 93.030% (19886/21376) 167/391 [===========================>.....................................] Step: 371ms | Tot: 1m807ms | Loss: 0.193 | Acc: 93.039% (20007/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.193 | Acc: 93.033% (20125/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.193 | Acc: 93.033% (20244/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.193 | Acc: 93.042% (20365/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.193 | Acc: 93.019% (20479/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.193 | Acc: 93.032% (20601/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.193 | Acc: 93.036% (20721/22272) 174/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.193 | Acc: 93.045% (20842/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.193 | Acc: 93.026% (20957/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.193 | Acc: 93.017% (21074/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.193 | Acc: 93.035% (21197/22784) 178/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.193 | Acc: 93.034% (21316/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.193 | Acc: 93.043% (21437/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.193 | Acc: 93.051% (21558/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m5s | Loss: 0.193 | Acc: 93.042% (21675/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.193 | Acc: 93.033% (21792/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.193 | Acc: 93.041% (21913/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.193 | Acc: 93.045% (22033/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m7s | Loss: 0.194 | Acc: 93.032% (22149/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.193 | Acc: 93.036% (22269/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m7s | Loss: 0.193 | Acc: 93.027% (22386/24064) 188/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.193 | Acc: 93.035% (22507/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.193 | Acc: 93.030% (22625/24320) 190/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.193 | Acc: 93.026% (22743/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.193 | Acc: 93.009% (22858/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.193 | Acc: 93.017% (22979/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.013% (23097/24832) 194/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.192 | Acc: 93.041% (23223/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m10s | Loss: 0.192 | Acc: 93.044% (23343/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.192 | Acc: 93.040% (23461/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.192 | Acc: 93.056% (23584/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.043% (23700/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.027% (23815/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.015% (23931/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.027% (24053/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.023% (24171/25984) 203/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.011% (24287/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.014% (24407/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.022% (24528/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.040% (24652/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.194 | Acc: 93.025% (24767/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.194 | Acc: 93.029% (24887/26752) 209/391 [==================================>..............................] Step: 372ms | Tot: 1m15s | Loss: 0.194 | Acc: 93.032% (25007/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.194 | Acc: 93.032% (25126/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.194 | Acc: 93.046% (25249/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.194 | Acc: 93.027% (25363/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.194 | Acc: 93.031% (25483/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.194 | Acc: 93.020% (25599/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.016% (25717/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.016% (25836/27776) 217/391 [====================================>............................] Step: 375ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.012% (25954/27904) 218/391 [====================================>............................] Step: 378ms | Tot: 1m19s | Loss: 0.195 | Acc: 93.012% (26073/28032) 219/391 [====================================>............................] Step: 375ms | Tot: 1m19s | Loss: 0.195 | Acc: 93.018% (26194/28160) 220/391 [====================================>............................] Step: 373ms | Tot: 1m19s | Loss: 0.195 | Acc: 93.008% (26310/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.195 | Acc: 93.011% (26430/28416) 222/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.196 | Acc: 92.997% (26545/28544) 223/391 [=====================================>...........................] Step: 371ms | Tot: 1m21s | Loss: 0.195 | Acc: 93.000% (26665/28672) 224/391 [=====================================>...........................] Step: 377ms | Tot: 1m21s | Loss: 0.195 | Acc: 93.021% (26790/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.195 | Acc: 93.017% (26908/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.195 | Acc: 93.017% (27027/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.195 | Acc: 93.000% (27141/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.195 | Acc: 93.010% (27263/29312) 229/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.195 | Acc: 93.020% (27385/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.194 | Acc: 93.036% (27509/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.060% (27635/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.053% (27752/29824) 233/391 [======================================>..........................] Step: 354ms | Tot: 1m24s | Loss: 0.195 | Acc: 93.036% (27866/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.195 | Acc: 93.029% (27983/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.195 | Acc: 93.032% (28103/30208) 236/391 [=======================================>.........................] Step: 376ms | Tot: 1m25s | Loss: 0.195 | Acc: 93.045% (28226/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.195 | Acc: 93.031% (28341/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.195 | Acc: 93.008% (28453/30592) 239/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.195 | Acc: 93.011% (28573/30720) 240/391 [=======================================>.........................] Step: 354ms | Tot: 1m27s | Loss: 0.195 | Acc: 92.991% (28686/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.196 | Acc: 92.978% (28801/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.195 | Acc: 92.998% (28926/31104) 243/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.195 | Acc: 93.007% (29048/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.195 | Acc: 93.007% (29167/31360) 245/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.195 | Acc: 93.010% (29287/31488) 246/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.195 | Acc: 92.997% (29402/31616) 247/391 [=========================================>.......................] Step: 354ms | Tot: 1m29s | Loss: 0.196 | Acc: 92.972% (29513/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.196 | Acc: 92.969% (29631/31872) 249/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.196 | Acc: 92.959% (29747/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.196 | Acc: 92.969% (29869/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.196 | Acc: 92.978% (29991/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.196 | Acc: 92.978% (30110/32384) 253/391 [==========================================>......................] Step: 358ms | Tot: 1m31s | Loss: 0.196 | Acc: 92.963% (30224/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.196 | Acc: 92.966% (30344/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.196 | Acc: 92.960% (30461/32768) 256/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.196 | Acc: 92.951% (30577/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.196 | Acc: 92.948% (30695/33024) 258/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.197 | Acc: 92.942% (30812/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.197 | Acc: 92.942% (30931/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.197 | Acc: 92.939% (31049/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.197 | Acc: 92.948% (31171/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.197 | Acc: 92.939% (31287/33664) 263/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.196 | Acc: 92.948% (31409/33792) 264/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.197 | Acc: 92.945% (31527/33920) 265/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.197 | Acc: 92.942% (31645/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.197 | Acc: 92.931% (31760/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.197 | Acc: 92.940% (31882/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.197 | Acc: 92.931% (31998/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.197 | Acc: 92.911% (32110/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.197 | Acc: 92.908% (32228/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.197 | Acc: 92.911% (32348/34816) 272/391 [=============================================>...................] Step: 368ms | Tot: 1m38s | Loss: 0.197 | Acc: 92.926% (32472/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.197 | Acc: 92.932% (32593/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.197 | Acc: 92.926% (32710/35200) 275/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.197 | Acc: 92.932% (32831/35328) 276/391 [=============================================>...................] Step: 353ms | Tot: 1m40s | Loss: 0.197 | Acc: 92.938% (32952/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m40s | Loss: 0.197 | Acc: 92.943% (33073/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.197 | Acc: 92.941% (33191/35712) 279/391 [==============================================>..................] Step: 352ms | Tot: 1m41s | Loss: 0.197 | Acc: 92.941% (33310/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.197 | Acc: 92.930% (33425/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.197 | Acc: 92.930% (33544/36096) 282/391 [==============================================>..................] Step: 353ms | Tot: 1m42s | Loss: 0.197 | Acc: 92.933% (33664/36224) 283/391 [===============================================>.................] Step: 383ms | Tot: 1m42s | Loss: 0.197 | Acc: 92.938% (33785/36352) 284/391 [===============================================>.................] Step: 402ms | Tot: 1m43s | Loss: 0.197 | Acc: 92.930% (33901/36480) 285/391 [===============================================>.................] Step: 382ms | Tot: 1m43s | Loss: 0.197 | Acc: 92.936% (34022/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.197 | Acc: 92.944% (34144/36736) 287/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.197 | Acc: 92.947% (34264/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.197 | Acc: 92.950% (34384/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.197 | Acc: 92.953% (34504/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.197 | Acc: 92.971% (34630/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.197 | Acc: 92.971% (34749/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.197 | Acc: 92.977% (34870/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.197 | Acc: 92.969% (34986/37632) 294/391 [================================================>................] Step: 355ms | Tot: 1m46s | Loss: 0.197 | Acc: 92.971% (35106/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.197 | Acc: 92.969% (35224/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.197 | Acc: 92.961% (35340/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.197 | Acc: 92.953% (35456/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.197 | Acc: 92.956% (35576/38272) 299/391 [=================================================>...............] Step: 387ms | Tot: 1m48s | Loss: 0.197 | Acc: 92.951% (35693/38400) 300/391 [=================================================>...............] Step: 381ms | Tot: 1m49s | Loss: 0.197 | Acc: 92.943% (35809/38528) 301/391 [==================================================>..............] Step: 354ms | Tot: 1m49s | Loss: 0.197 | Acc: 92.938% (35926/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m49s | Loss: 0.197 | Acc: 92.935% (36044/38784) 303/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.198 | Acc: 92.930% (36161/38912) 304/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.198 | Acc: 92.935% (36282/39040) 305/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.197 | Acc: 92.938% (36402/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.197 | Acc: 92.946% (36524/39296) 307/391 [===================================================>.............] Step: 380ms | Tot: 1m51s | Loss: 0.197 | Acc: 92.951% (36645/39424) 308/391 [===================================================>.............] Step: 384ms | Tot: 1m52s | Loss: 0.197 | Acc: 92.943% (36761/39552) 309/391 [===================================================>.............] Step: 377ms | Tot: 1m52s | Loss: 0.198 | Acc: 92.933% (36876/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.198 | Acc: 92.926% (36992/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.198 | Acc: 92.931% (37113/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.198 | Acc: 92.936% (37234/40064) 313/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.198 | Acc: 92.931% (37351/40192) 314/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.198 | Acc: 92.941% (37474/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.198 | Acc: 92.944% (37594/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.198 | Acc: 92.939% (37711/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.198 | Acc: 92.932% (37827/40704) 318/391 [====================================================>............] Step: 376ms | Tot: 1m55s | Loss: 0.198 | Acc: 92.937% (37948/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.198 | Acc: 92.949% (38072/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.198 | Acc: 92.942% (38188/41088) 321/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.198 | Acc: 92.940% (38306/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.198 | Acc: 92.949% (38429/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.198 | Acc: 92.949% (38548/41472) 324/391 [=====================================================>...........] Step: 353ms | Tot: 1m57s | Loss: 0.198 | Acc: 92.954% (38669/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.198 | Acc: 92.945% (38784/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.198 | Acc: 92.952% (38906/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.198 | Acc: 92.950% (39024/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.198 | Acc: 92.959% (39147/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.198 | Acc: 92.962% (39267/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 2m47ms | Loss: 0.198 | Acc: 92.955% (39383/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m404ms | Loss: 0.198 | Acc: 92.952% (39501/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m769ms | Loss: 0.198 | Acc: 92.955% (39621/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.198 | Acc: 92.959% (39742/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.198 | Acc: 92.952% (39858/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.198 | Acc: 92.936% (39970/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.198 | Acc: 92.943% (40092/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.198 | Acc: 92.941% (40210/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.198 | Acc: 92.939% (40328/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.199 | Acc: 92.941% (40448/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.199 | Acc: 92.930% (40562/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.199 | Acc: 92.937% (40684/43776) 342/391 [========================================================>........] Step: 354ms | Tot: 2m4s | Loss: 0.199 | Acc: 92.932% (40801/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m4s | Loss: 0.199 | Acc: 92.935% (40921/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.199 | Acc: 92.933% (41039/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.199 | Acc: 92.926% (41155/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.199 | Acc: 92.924% (41273/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.199 | Acc: 92.924% (41392/44544) 348/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.199 | Acc: 92.924% (41511/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.199 | Acc: 92.913% (41625/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.199 | Acc: 92.915% (41745/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.199 | Acc: 92.920% (41866/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.200 | Acc: 92.913% (41982/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.200 | Acc: 92.914% (42101/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.200 | Acc: 92.912% (42219/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.200 | Acc: 92.914% (42339/45568) 356/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.200 | Acc: 92.918% (42460/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.200 | Acc: 92.921% (42580/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.200 | Acc: 92.930% (42703/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.200 | Acc: 92.921% (42818/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.200 | Acc: 92.925% (42939/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.200 | Acc: 92.928% (43059/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.200 | Acc: 92.921% (43175/46464) 363/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.200 | Acc: 92.932% (43299/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.200 | Acc: 92.937% (43420/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.200 | Acc: 92.941% (43541/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.200 | Acc: 92.933% (43656/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m13s | Loss: 0.200 | Acc: 92.924% (43771/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.200 | Acc: 92.926% (43891/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.200 | Acc: 92.931% (44012/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.200 | Acc: 92.933% (44132/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.200 | Acc: 92.927% (44248/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.201 | Acc: 92.921% (44364/47744) 373/391 [==============================================================>..] Step: 375ms | Tot: 2m15s | Loss: 0.200 | Acc: 92.925% (44485/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.200 | Acc: 92.931% (44607/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.201 | Acc: 92.921% (44721/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.200 | Acc: 92.925% (44842/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.200 | Acc: 92.919% (44958/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.200 | Acc: 92.921% (45078/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.200 | Acc: 92.917% (45195/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.200 | Acc: 92.928% (45319/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.200 | Acc: 92.932% (45440/48896) 382/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.201 | Acc: 92.914% (45550/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.200 | Acc: 92.918% (45671/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.200 | Acc: 92.912% (45787/49280) 385/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.200 | Acc: 92.920% (45910/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.200 | Acc: 92.926% (46032/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.200 | Acc: 92.920% (46148/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.200 | Acc: 92.923% (46268/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.200 | Acc: 92.927% (46389/49920) 390/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.200 | Acc: 92.926% (46463/50000) 391/391 + [>................................................................] Step: 460ms | Tot: 2ms | Loss: 0.347 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.324 | Acc: 92.500% (185/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 591ms | Loss: 0.302 | Acc: 92.333% (277/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 884ms | Loss: 0.303 | Acc: 91.000% (364/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s181ms | Loss: 0.311 | Acc: 90.200% (451/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s485ms | Loss: 0.277 | Acc: 91.333% (548/600) 6/100 [===>.............................................................] Step: 307ms | Tot: 1s792ms | Loss: 0.284 | Acc: 91.286% (639/700) 7/100 [====>............................................................] Step: 310ms | Tot: 2s103ms | Loss: 0.313 | Acc: 90.250% (722/800) 8/100 [=====>...........................................................] Step: 321ms | Tot: 2s424ms | Loss: 0.323 | Acc: 90.000% (810/900) 9/100 [=====>...........................................................] Step: 314ms | Tot: 2s739ms | Loss: 0.333 | Acc: 89.700% (897/1000) 10/100 [======>..........................................................] Step: 311ms | Tot: 3s51ms | Loss: 0.338 | Acc: 89.545% (985/1100) 11/100 [=======>.........................................................] Step: 326ms | Tot: 3s378ms | Loss: 0.354 | Acc: 89.417% (1073/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s688ms | Loss: 0.349 | Acc: 89.308% (1161/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 4s4ms | Loss: 0.342 | Acc: 89.643% (1255/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s320ms | Loss: 0.345 | Acc: 89.533% (1343/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s624ms | Loss: 0.344 | Acc: 89.438% (1431/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s930ms | Loss: 0.338 | Acc: 89.765% (1526/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s239ms | Loss: 0.351 | Acc: 89.222% (1606/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s542ms | Loss: 0.353 | Acc: 89.263% (1696/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s849ms | Loss: 0.357 | Acc: 89.150% (1783/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s155ms | Loss: 0.360 | Acc: 88.952% (1868/2100) 21/100 [=============>...................................................] Step: 299ms | Tot: 6s454ms | Loss: 0.357 | Acc: 88.955% (1957/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s759ms | Loss: 0.364 | Acc: 88.913% (2045/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 7s57ms | Loss: 0.366 | Acc: 88.833% (2132/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s366ms | Loss: 0.370 | Acc: 88.760% (2219/2500) 25/100 [================>................................................] Step: 312ms | Tot: 7s678ms | Loss: 0.374 | Acc: 88.731% (2307/2600) 26/100 [================>................................................] Step: 299ms | Tot: 7s977ms | Loss: 0.370 | Acc: 88.741% (2396/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s286ms | Loss: 0.372 | Acc: 88.750% (2485/2800) 28/100 [==================>..............................................] Step: 315ms | Tot: 8s602ms | Loss: 0.371 | Acc: 88.793% (2575/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s907ms | Loss: 0.370 | Acc: 88.833% (2665/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s214ms | Loss: 0.370 | Acc: 88.742% (2751/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s516ms | Loss: 0.366 | Acc: 88.906% (2845/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s821ms | Loss: 0.365 | Acc: 89.000% (2937/3300) 33/100 [=====================>...........................................] Step: 301ms | Tot: 10s123ms | Loss: 0.362 | Acc: 89.059% (3028/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s432ms | Loss: 0.367 | Acc: 88.971% (3114/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s737ms | Loss: 0.366 | Acc: 89.000% (3204/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s43ms | Loss: 0.366 | Acc: 88.946% (3291/3700) 37/100 [========================>........................................] Step: 317ms | Tot: 11s360ms | Loss: 0.365 | Acc: 88.974% (3381/3800) 38/100 [========================>........................................] Step: 313ms | Tot: 11s674ms | Loss: 0.365 | Acc: 89.026% (3472/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s978ms | Loss: 0.363 | Acc: 89.125% (3565/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s286ms | Loss: 0.367 | Acc: 89.000% (3649/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s592ms | Loss: 0.370 | Acc: 88.976% (3737/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s899ms | Loss: 0.368 | Acc: 89.023% (3828/4300) 43/100 [===========================>.....................................] Step: 325ms | Tot: 13s224ms | Loss: 0.367 | Acc: 89.114% (3921/4400) 44/100 [============================>....................................] Step: 326ms | Tot: 13s551ms | Loss: 0.366 | Acc: 89.111% (4010/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s863ms | Loss: 0.366 | Acc: 89.130% (4100/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s163ms | Loss: 0.365 | Acc: 89.128% (4189/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s463ms | Loss: 0.369 | Acc: 89.042% (4274/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s770ms | Loss: 0.366 | Acc: 89.061% (4364/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s78ms | Loss: 0.367 | Acc: 89.080% (4454/5000) 50/100 [================================>................................] Step: 313ms | Tot: 15s391ms | Loss: 0.367 | Acc: 89.059% (4542/5100) 51/100 [=================================>...............................] Step: 314ms | Tot: 15s706ms | Loss: 0.368 | Acc: 89.058% (4631/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 16s9ms | Loss: 0.368 | Acc: 88.981% (4716/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s322ms | Loss: 0.367 | Acc: 88.963% (4804/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s631ms | Loss: 0.367 | Acc: 88.982% (4894/5500) 55/100 [===================================>.............................] Step: 315ms | Tot: 16s947ms | Loss: 0.368 | Acc: 88.964% (4982/5600) 56/100 [====================================>............................] Step: 316ms | Tot: 17s263ms | Loss: 0.367 | Acc: 89.018% (5074/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s573ms | Loss: 0.366 | Acc: 89.052% (5165/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s886ms | Loss: 0.368 | Acc: 88.881% (5244/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s193ms | Loss: 0.367 | Acc: 88.900% (5334/6000) 60/100 [=======================================>.........................] Step: 313ms | Tot: 18s507ms | Loss: 0.367 | Acc: 88.918% (5424/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s812ms | Loss: 0.369 | Acc: 88.871% (5510/6200) 62/100 [========================================>........................] Step: 314ms | Tot: 19s127ms | Loss: 0.368 | Acc: 88.857% (5598/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s431ms | Loss: 0.366 | Acc: 88.938% (5692/6400) 64/100 [=========================================>.......................] Step: 316ms | Tot: 19s747ms | Loss: 0.365 | Acc: 88.954% (5782/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 20s51ms | Loss: 0.365 | Acc: 88.909% (5868/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s354ms | Loss: 0.363 | Acc: 88.970% (5961/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s658ms | Loss: 0.363 | Acc: 88.956% (6049/6800) 68/100 [============================================>....................] Step: 304ms | Tot: 20s962ms | Loss: 0.362 | Acc: 88.986% (6140/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s266ms | Loss: 0.362 | Acc: 88.957% (6227/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s574ms | Loss: 0.364 | Acc: 88.944% (6315/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s881ms | Loss: 0.364 | Acc: 88.875% (6399/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s188ms | Loss: 0.361 | Acc: 88.918% (6491/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s492ms | Loss: 0.362 | Acc: 88.946% (6582/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s800ms | Loss: 0.362 | Acc: 88.947% (6671/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s109ms | Loss: 0.363 | Acc: 88.961% (6761/7600) 76/100 [=================================================>...............] Step: 316ms | Tot: 23s425ms | Loss: 0.363 | Acc: 88.961% (6850/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s736ms | Loss: 0.363 | Acc: 88.974% (6940/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 24s39ms | Loss: 0.363 | Acc: 88.975% (7029/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s351ms | Loss: 0.363 | Acc: 88.900% (7112/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s654ms | Loss: 0.362 | Acc: 88.901% (7201/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s962ms | Loss: 0.361 | Acc: 88.890% (7289/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s272ms | Loss: 0.361 | Acc: 88.843% (7374/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s573ms | Loss: 0.361 | Acc: 88.845% (7463/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s875ms | Loss: 0.362 | Acc: 88.812% (7549/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 26s177ms | Loss: 0.364 | Acc: 88.756% (7633/8600) 86/100 [=======================================================>.........] Step: 338ms | Tot: 26s516ms | Loss: 0.364 | Acc: 88.713% (7718/8700) 87/100 [========================================================>........] Step: 336ms | Tot: 26s852ms | Loss: 0.366 | Acc: 88.682% (7804/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 27s159ms | Loss: 0.366 | Acc: 88.640% (7889/8900) 89/100 [=========================================================>.......] Step: 300ms | Tot: 27s459ms | Loss: 0.367 | Acc: 88.644% (7978/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s765ms | Loss: 0.366 | Acc: 88.659% (8068/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 28s68ms | Loss: 0.364 | Acc: 88.707% (8161/9200) 92/100 [===========================================================>.....] Step: 316ms | Tot: 28s385ms | Loss: 0.366 | Acc: 88.677% (8247/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s697ms | Loss: 0.366 | Acc: 88.649% (8333/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s998ms | Loss: 0.365 | Acc: 88.674% (8424/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s309ms | Loss: 0.364 | Acc: 88.719% (8517/9600) 96/100 [==============================================================>..] Step: 314ms | Tot: 29s623ms | Loss: 0.363 | Acc: 88.753% (8609/9700) 97/100 [===============================================================>.] Step: 313ms | Tot: 29s937ms | Loss: 0.363 | Acc: 88.755% (8698/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s243ms | Loss: 0.362 | Acc: 88.758% (8787/9900) 99/100 [================================================================>] Step: 304ms | Tot: 30s548ms | Loss: 0.361 | Acc: 88.800% (8880/10000) 100/100 + +Epoch: 144 + [>................................................................] Step: 617ms | Tot: 2ms | Loss: 0.097 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 378ms | Tot: 381ms | Loss: 0.164 | Acc: 94.141% (241/256) 2/391 [>................................................................] Step: 376ms | Tot: 757ms | Loss: 0.158 | Acc: 94.271% (362/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s133ms | Loss: 0.161 | Acc: 94.727% (485/512) 4/391 [>................................................................] Step: 358ms | Tot: 1s491ms | Loss: 0.178 | Acc: 93.750% (600/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s854ms | Loss: 0.174 | Acc: 94.141% (723/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s220ms | Loss: 0.172 | Acc: 94.196% (844/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s591ms | Loss: 0.170 | Acc: 94.238% (965/1024) 8/391 [=>...............................................................] Step: 377ms | Tot: 2s969ms | Loss: 0.166 | Acc: 94.271% (1086/1152) 9/391 [=>...............................................................] Step: 376ms | Tot: 3s345ms | Loss: 0.165 | Acc: 94.297% (1207/1280) 10/391 [=>...............................................................] Step: 374ms | Tot: 3s719ms | Loss: 0.166 | Acc: 94.389% (1329/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s93ms | Loss: 0.170 | Acc: 94.010% (1444/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s459ms | Loss: 0.171 | Acc: 93.930% (1563/1664) 13/391 [==>..............................................................] Step: 369ms | Tot: 4s828ms | Loss: 0.169 | Acc: 94.196% (1688/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s198ms | Loss: 0.172 | Acc: 94.062% (1806/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s565ms | Loss: 0.172 | Acc: 94.141% (1928/2048) 16/391 [==>..............................................................] Step: 356ms | Tot: 5s921ms | Loss: 0.169 | Acc: 94.347% (2053/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s288ms | Loss: 0.168 | Acc: 94.314% (2173/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s650ms | Loss: 0.167 | Acc: 94.285% (2293/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s13ms | Loss: 0.169 | Acc: 94.258% (2413/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s382ms | Loss: 0.174 | Acc: 94.122% (2530/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s743ms | Loss: 0.174 | Acc: 94.105% (2650/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s104ms | Loss: 0.176 | Acc: 94.056% (2769/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s465ms | Loss: 0.182 | Acc: 93.913% (2885/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s824ms | Loss: 0.182 | Acc: 93.875% (3004/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s187ms | Loss: 0.182 | Acc: 93.870% (3124/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s551ms | Loss: 0.182 | Acc: 93.924% (3246/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s912ms | Loss: 0.182 | Acc: 93.945% (3367/3584) 28/391 [====>............................................................] Step: 368ms | Tot: 10s281ms | Loss: 0.185 | Acc: 93.885% (3485/3712) 29/391 [====>............................................................] Step: 352ms | Tot: 10s633ms | Loss: 0.184 | Acc: 93.932% (3607/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s990ms | Loss: 0.183 | Acc: 94.002% (3730/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s347ms | Loss: 0.184 | Acc: 93.970% (3849/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s709ms | Loss: 0.186 | Acc: 93.821% (3963/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s69ms | Loss: 0.187 | Acc: 93.750% (4080/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s433ms | Loss: 0.190 | Acc: 93.661% (4196/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s796ms | Loss: 0.187 | Acc: 93.772% (4321/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s155ms | Loss: 0.186 | Acc: 93.856% (4445/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s514ms | Loss: 0.185 | Acc: 93.853% (4565/4864) 38/391 [======>..........................................................] Step: 354ms | Tot: 13s869ms | Loss: 0.185 | Acc: 93.850% (4685/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s232ms | Loss: 0.186 | Acc: 93.867% (4806/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s591ms | Loss: 0.186 | Acc: 93.883% (4927/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 14s949ms | Loss: 0.187 | Acc: 93.880% (5047/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s308ms | Loss: 0.186 | Acc: 93.823% (5164/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s670ms | Loss: 0.188 | Acc: 93.732% (5279/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s37ms | Loss: 0.187 | Acc: 93.715% (5398/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s398ms | Loss: 0.187 | Acc: 93.716% (5518/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s758ms | Loss: 0.186 | Acc: 93.767% (5641/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s131ms | Loss: 0.186 | Acc: 93.799% (5763/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s501ms | Loss: 0.187 | Acc: 93.702% (5877/6272) 49/391 [========>........................................................] Step: 354ms | Tot: 17s856ms | Loss: 0.186 | Acc: 93.703% (5997/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s221ms | Loss: 0.186 | Acc: 93.704% (6117/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s579ms | Loss: 0.185 | Acc: 93.765% (6241/6656) 52/391 [========>........................................................] Step: 350ms | Tot: 18s930ms | Loss: 0.186 | Acc: 93.735% (6359/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s295ms | Loss: 0.186 | Acc: 93.721% (6478/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s656ms | Loss: 0.186 | Acc: 93.722% (6598/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 20s12ms | Loss: 0.185 | Acc: 93.764% (6721/7168) 56/391 [=========>.......................................................] Step: 353ms | Tot: 20s366ms | Loss: 0.185 | Acc: 93.723% (6838/7296) 57/391 [=========>.......................................................] Step: 353ms | Tot: 20s719ms | Loss: 0.185 | Acc: 93.723% (6958/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s77ms | Loss: 0.185 | Acc: 93.737% (7079/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s432ms | Loss: 0.186 | Acc: 93.711% (7197/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s793ms | Loss: 0.185 | Acc: 93.763% (7321/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s157ms | Loss: 0.184 | Acc: 93.763% (7441/7936) 62/391 [==========>......................................................] Step: 378ms | Tot: 22s535ms | Loss: 0.185 | Acc: 93.725% (7558/8064) 63/391 [==========>......................................................] Step: 353ms | Tot: 22s888ms | Loss: 0.184 | Acc: 93.738% (7679/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s249ms | Loss: 0.183 | Acc: 93.762% (7801/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s614ms | Loss: 0.183 | Acc: 93.762% (7921/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 23s978ms | Loss: 0.182 | Acc: 93.762% (8041/8576) 67/391 [===========>.....................................................] Step: 350ms | Tot: 24s328ms | Loss: 0.182 | Acc: 93.773% (8162/8704) 68/391 [===========>.....................................................] Step: 355ms | Tot: 24s683ms | Loss: 0.182 | Acc: 93.773% (8282/8832) 69/391 [===========>.....................................................] Step: 355ms | Tot: 25s38ms | Loss: 0.183 | Acc: 93.739% (8399/8960) 70/391 [===========>.....................................................] Step: 411ms | Tot: 25s449ms | Loss: 0.182 | Acc: 93.761% (8521/9088) 71/391 [===========>.....................................................] Step: 382ms | Tot: 25s831ms | Loss: 0.181 | Acc: 93.804% (8645/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s198ms | Loss: 0.182 | Acc: 93.814% (8766/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 26s557ms | Loss: 0.181 | Acc: 93.834% (8888/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 26s914ms | Loss: 0.182 | Acc: 93.792% (9004/9600) 75/391 [============>....................................................] Step: 375ms | Tot: 27s289ms | Loss: 0.181 | Acc: 93.771% (9122/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s651ms | Loss: 0.183 | Acc: 93.740% (9239/9856) 77/391 [============>....................................................] Step: 358ms | Tot: 28s10ms | Loss: 0.183 | Acc: 93.740% (9359/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s368ms | Loss: 0.182 | Acc: 93.780% (9483/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s729ms | Loss: 0.182 | Acc: 93.770% (9602/10240) 80/391 [=============>...................................................] Step: 380ms | Tot: 29s110ms | Loss: 0.183 | Acc: 93.711% (9716/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s469ms | Loss: 0.183 | Acc: 93.712% (9836/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s829ms | Loss: 0.183 | Acc: 93.731% (9958/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s189ms | Loss: 0.183 | Acc: 93.722% (10077/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s546ms | Loss: 0.184 | Acc: 93.704% (10195/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 30s903ms | Loss: 0.184 | Acc: 93.695% (10314/11008) 86/391 [==============>..................................................] Step: 356ms | Tot: 31s259ms | Loss: 0.184 | Acc: 93.705% (10435/11136) 87/391 [==============>..................................................] Step: 355ms | Tot: 31s614ms | Loss: 0.184 | Acc: 93.697% (10554/11264) 88/391 [==============>..................................................] Step: 360ms | Tot: 31s975ms | Loss: 0.185 | Acc: 93.662% (10670/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 32s347ms | Loss: 0.184 | Acc: 93.646% (10788/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s709ms | Loss: 0.184 | Acc: 93.656% (10909/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s69ms | Loss: 0.183 | Acc: 93.665% (11030/11776) 92/391 [===============>.................................................] Step: 355ms | Tot: 33s425ms | Loss: 0.184 | Acc: 93.666% (11150/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 33s782ms | Loss: 0.184 | Acc: 93.625% (11265/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s145ms | Loss: 0.184 | Acc: 93.660% (11389/12160) 95/391 [===============>.................................................] Step: 355ms | Tot: 34s501ms | Loss: 0.185 | Acc: 93.620% (11504/12288) 96/391 [===============>.................................................] Step: 353ms | Tot: 34s854ms | Loss: 0.184 | Acc: 93.621% (11624/12416) 97/391 [================>................................................] Step: 376ms | Tot: 35s231ms | Loss: 0.184 | Acc: 93.622% (11744/12544) 98/391 [================>................................................] Step: 378ms | Tot: 35s610ms | Loss: 0.184 | Acc: 93.608% (11862/12672) 99/391 [================>................................................] Step: 371ms | Tot: 35s982ms | Loss: 0.185 | Acc: 93.594% (11980/12800) 100/391 [================>................................................] Step: 373ms | Tot: 36s355ms | Loss: 0.186 | Acc: 93.557% (12095/12928) 101/391 [================>................................................] Step: 367ms | Tot: 36s722ms | Loss: 0.185 | Acc: 93.574% (12217/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s93ms | Loss: 0.185 | Acc: 93.538% (12332/13184) 103/391 [=================>...............................................] Step: 369ms | Tot: 37s462ms | Loss: 0.186 | Acc: 93.547% (12453/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s825ms | Loss: 0.185 | Acc: 93.579% (12577/13440) 105/391 [=================>...............................................] Step: 354ms | Tot: 38s179ms | Loss: 0.186 | Acc: 93.573% (12696/13568) 106/391 [=================>...............................................] Step: 356ms | Tot: 38s536ms | Loss: 0.185 | Acc: 93.575% (12816/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 38s902ms | Loss: 0.186 | Acc: 93.540% (12931/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s266ms | Loss: 0.187 | Acc: 93.506% (13046/13952) 109/391 [==================>..............................................] Step: 356ms | Tot: 39s622ms | Loss: 0.187 | Acc: 93.501% (13165/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 39s979ms | Loss: 0.187 | Acc: 93.497% (13284/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s338ms | Loss: 0.186 | Acc: 93.513% (13406/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s699ms | Loss: 0.187 | Acc: 93.487% (13522/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 41s55ms | Loss: 0.187 | Acc: 93.490% (13642/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s412ms | Loss: 0.188 | Acc: 93.465% (13758/14720) 115/391 [===================>.............................................] Step: 358ms | Tot: 41s771ms | Loss: 0.187 | Acc: 93.474% (13879/14848) 116/391 [===================>.............................................] Step: 380ms | Tot: 42s151ms | Loss: 0.188 | Acc: 93.463% (13997/14976) 117/391 [===================>.............................................] Step: 366ms | Tot: 42s518ms | Loss: 0.188 | Acc: 93.445% (14114/15104) 118/391 [===================>.............................................] Step: 360ms | Tot: 42s878ms | Loss: 0.189 | Acc: 93.441% (14233/15232) 119/391 [===================>.............................................] Step: 361ms | Tot: 43s239ms | Loss: 0.188 | Acc: 93.438% (14352/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 43s597ms | Loss: 0.190 | Acc: 93.401% (14466/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 43s954ms | Loss: 0.189 | Acc: 93.398% (14585/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 44s321ms | Loss: 0.189 | Acc: 93.426% (14709/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s681ms | Loss: 0.189 | Acc: 93.410% (14826/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s45ms | Loss: 0.189 | Acc: 93.419% (14947/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s409ms | Loss: 0.190 | Acc: 93.409% (15065/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s766ms | Loss: 0.190 | Acc: 93.418% (15186/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s129ms | Loss: 0.190 | Acc: 93.433% (15308/16384) 128/391 [=====================>...........................................] Step: 355ms | Tot: 46s484ms | Loss: 0.190 | Acc: 93.447% (15430/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 46s841ms | Loss: 0.189 | Acc: 93.450% (15550/16640) 130/391 [=====================>...........................................] Step: 373ms | Tot: 47s215ms | Loss: 0.189 | Acc: 93.452% (15670/16768) 131/391 [=====================>...........................................] Step: 369ms | Tot: 47s585ms | Loss: 0.189 | Acc: 93.442% (15788/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s940ms | Loss: 0.189 | Acc: 93.439% (15907/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s298ms | Loss: 0.189 | Acc: 93.435% (16026/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s667ms | Loss: 0.189 | Acc: 93.449% (16148/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s30ms | Loss: 0.189 | Acc: 93.423% (16263/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s387ms | Loss: 0.189 | Acc: 93.414% (16381/17536) 137/391 [======================>..........................................] Step: 356ms | Tot: 49s744ms | Loss: 0.190 | Acc: 93.399% (16498/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 50s113ms | Loss: 0.190 | Acc: 93.402% (16618/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s473ms | Loss: 0.190 | Acc: 93.398% (16737/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 50s832ms | Loss: 0.189 | Acc: 93.423% (16861/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s194ms | Loss: 0.189 | Acc: 93.431% (16982/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s558ms | Loss: 0.189 | Acc: 93.428% (17101/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 51s928ms | Loss: 0.189 | Acc: 93.452% (17225/18432) 144/391 [=======================>.........................................] Step: 369ms | Tot: 52s298ms | Loss: 0.189 | Acc: 93.438% (17342/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s661ms | Loss: 0.189 | Acc: 93.429% (17460/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s22ms | Loss: 0.190 | Acc: 93.399% (17574/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 53s380ms | Loss: 0.190 | Acc: 93.402% (17694/18944) 148/391 [========================>........................................] Step: 353ms | Tot: 53s734ms | Loss: 0.190 | Acc: 93.404% (17814/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s98ms | Loss: 0.190 | Acc: 93.396% (17932/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s458ms | Loss: 0.189 | Acc: 93.409% (18054/19328) 151/391 [=========================>.......................................] Step: 354ms | Tot: 54s813ms | Loss: 0.190 | Acc: 93.406% (18173/19456) 152/391 [=========================>.......................................] Step: 385ms | Tot: 55s199ms | Loss: 0.190 | Acc: 93.387% (18289/19584) 153/391 [=========================>.......................................] Step: 399ms | Tot: 55s598ms | Loss: 0.191 | Acc: 93.370% (18405/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 55s962ms | Loss: 0.191 | Acc: 93.367% (18524/19840) 155/391 [=========================>.......................................] Step: 357ms | Tot: 56s319ms | Loss: 0.191 | Acc: 93.364% (18643/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 56s679ms | Loss: 0.190 | Acc: 93.397% (18769/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s42ms | Loss: 0.191 | Acc: 93.379% (18885/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 57s411ms | Loss: 0.191 | Acc: 93.367% (19002/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 57s771ms | Loss: 0.190 | Acc: 93.384% (19125/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s131ms | Loss: 0.190 | Acc: 93.362% (19240/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 58s500ms | Loss: 0.190 | Acc: 93.379% (19363/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 58s856ms | Loss: 0.190 | Acc: 93.376% (19482/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s217ms | Loss: 0.190 | Acc: 93.355% (19597/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s577ms | Loss: 0.190 | Acc: 93.357% (19717/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 59s933ms | Loss: 0.190 | Acc: 93.373% (19840/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 1m290ms | Loss: 0.190 | Acc: 93.376% (19960/21376) 167/391 [===========================>.....................................] Step: 351ms | Tot: 1m642ms | Loss: 0.190 | Acc: 93.383% (20081/21504) 168/391 [===========================>.....................................] Step: 353ms | Tot: 1m996ms | Loss: 0.189 | Acc: 93.389% (20202/21632) 169/391 [============================>....................................] Step: 354ms | Tot: 1m1s | Loss: 0.190 | Acc: 93.373% (20318/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m1s | Loss: 0.190 | Acc: 93.385% (20440/21888) 171/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.189 | Acc: 93.400% (20563/22016) 172/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.190 | Acc: 93.398% (20682/22144) 173/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.189 | Acc: 93.418% (20806/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.190 | Acc: 93.393% (20920/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.189 | Acc: 93.413% (21044/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.189 | Acc: 93.415% (21164/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.189 | Acc: 93.412% (21283/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.189 | Acc: 93.418% (21404/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.189 | Acc: 93.394% (21518/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.190 | Acc: 93.387% (21636/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.190 | Acc: 93.398% (21758/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.190 | Acc: 93.396% (21877/23424) 183/391 [==============================>..................................] Step: 352ms | Tot: 1m6s | Loss: 0.190 | Acc: 93.398% (21997/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.190 | Acc: 93.378% (22112/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.191 | Acc: 93.372% (22230/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.191 | Acc: 93.366% (22348/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m7s | Loss: 0.191 | Acc: 93.368% (22468/24064) 188/391 [===============================>.................................] Step: 380ms | Tot: 1m8s | Loss: 0.191 | Acc: 93.361% (22586/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.191 | Acc: 93.347% (22702/24320) 190/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.191 | Acc: 93.341% (22820/24448) 191/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.192 | Acc: 93.315% (22933/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.192 | Acc: 93.325% (23055/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.192 | Acc: 93.311% (23171/24832) 194/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.192 | Acc: 93.301% (23288/24960) 195/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.300% (23407/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.294% (23525/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.280% (23641/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.279% (23760/25472) 199/391 [=================================>...............................] Step: 371ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.273% (23878/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.284% (24000/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.270% (24116/25856) 202/391 [=================================>...............................] Step: 352ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.257% (24232/25984) 203/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.248% (24349/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.251% (24469/26240) 205/391 [==================================>..............................] Step: 349ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.268% (24593/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.259% (24710/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.193 | Acc: 93.262% (24830/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.193 | Acc: 93.268% (24951/26752) 209/391 [==================================>..............................] Step: 353ms | Tot: 1m15s | Loss: 0.193 | Acc: 93.263% (25069/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.193 | Acc: 93.261% (25188/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.193 | Acc: 93.256% (25306/27136) 212/391 [===================================>.............................] Step: 356ms | Tot: 1m16s | Loss: 0.194 | Acc: 93.251% (25424/27264) 213/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.193 | Acc: 93.257% (25545/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.193 | Acc: 93.259% (25665/27520) 215/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.194 | Acc: 93.229% (25776/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.217% (25892/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.194 | Acc: 93.209% (26009/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.194 | Acc: 93.218% (26131/28032) 219/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.194 | Acc: 93.224% (26252/28160) 220/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.194 | Acc: 93.206% (26366/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.194 | Acc: 93.205% (26485/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.194 | Acc: 93.217% (26608/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m20s | Loss: 0.194 | Acc: 93.213% (26726/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.194 | Acc: 93.208% (26844/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.194 | Acc: 93.200% (26961/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.194 | Acc: 93.196% (27079/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.194 | Acc: 93.212% (27203/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.194 | Acc: 93.208% (27321/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.194 | Acc: 93.213% (27442/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.194 | Acc: 93.205% (27559/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.194 | Acc: 93.208% (27679/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.217% (27801/29824) 233/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.193 | Acc: 93.226% (27923/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.194 | Acc: 93.215% (28039/30080) 235/391 [=======================================>.........................] Step: 388ms | Tot: 1m25s | Loss: 0.194 | Acc: 93.214% (28158/30208) 236/391 [=======================================>.........................] Step: 400ms | Tot: 1m25s | Loss: 0.194 | Acc: 93.209% (28276/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.194 | Acc: 93.215% (28397/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.194 | Acc: 93.207% (28514/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.194 | Acc: 93.223% (28638/30720) 240/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.194 | Acc: 93.228% (28759/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.194 | Acc: 93.230% (28879/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.194 | Acc: 93.232% (28999/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.193 | Acc: 93.247% (29123/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.193 | Acc: 93.249% (29243/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.194 | Acc: 93.242% (29360/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.193 | Acc: 93.253% (29483/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m29s | Loss: 0.193 | Acc: 93.262% (29605/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.193 | Acc: 93.257% (29723/31872) 249/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.194 | Acc: 93.259% (29843/32000) 250/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.193 | Acc: 93.258% (29962/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.194 | Acc: 93.238% (30075/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.193 | Acc: 93.253% (30199/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m31s | Loss: 0.193 | Acc: 93.264% (30322/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.194 | Acc: 93.248% (30436/32640) 255/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.193 | Acc: 93.265% (30561/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.193 | Acc: 93.264% (30680/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.193 | Acc: 93.269% (30801/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.193 | Acc: 93.282% (30925/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m33s | Loss: 0.193 | Acc: 93.284% (31045/33280) 260/391 [===========================================>.....................] Step: 371ms | Tot: 1m34s | Loss: 0.192 | Acc: 93.289% (31166/33408) 261/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.193 | Acc: 93.282% (31283/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.192 | Acc: 93.293% (31406/33664) 263/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.192 | Acc: 93.297% (31527/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.193 | Acc: 93.296% (31646/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.193 | Acc: 93.289% (31763/34048) 266/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.193 | Acc: 93.294% (31884/34176) 267/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.192 | Acc: 93.298% (32005/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.193 | Acc: 93.294% (32123/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.193 | Acc: 93.287% (32240/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.193 | Acc: 93.286% (32359/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.193 | Acc: 93.273% (32474/34816) 272/391 [=============================================>...................] Step: 352ms | Tot: 1m38s | Loss: 0.193 | Acc: 93.284% (32597/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.193 | Acc: 93.280% (32715/35072) 274/391 [=============================================>...................] Step: 351ms | Tot: 1m39s | Loss: 0.193 | Acc: 93.276% (32833/35200) 275/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.194 | Acc: 93.263% (32948/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.193 | Acc: 93.271% (33070/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.194 | Acc: 93.258% (33185/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.194 | Acc: 93.260% (33305/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.194 | Acc: 93.251% (33421/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.194 | Acc: 93.250% (33540/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.194 | Acc: 93.240% (33656/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.195 | Acc: 93.234% (33773/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m42s | Loss: 0.195 | Acc: 93.230% (33891/36352) 284/391 [===============================================>.................] Step: 352ms | Tot: 1m42s | Loss: 0.195 | Acc: 93.224% (34008/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.195 | Acc: 93.234% (34131/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.195 | Acc: 93.238% (34252/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.195 | Acc: 93.240% (34372/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.195 | Acc: 93.236% (34490/36992) 289/391 [================================================>................] Step: 355ms | Tot: 1m44s | Loss: 0.195 | Acc: 93.230% (34607/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.195 | Acc: 93.221% (34723/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.196 | Acc: 93.212% (34839/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.196 | Acc: 93.214% (34959/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.195 | Acc: 93.232% (35085/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.195 | Acc: 93.242% (35208/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m46s | Loss: 0.195 | Acc: 93.225% (35321/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.196 | Acc: 93.221% (35439/38016) 297/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.196 | Acc: 93.223% (35559/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.196 | Acc: 93.225% (35679/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.196 | Acc: 93.224% (35798/38400) 300/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.196 | Acc: 93.228% (35919/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.195 | Acc: 93.238% (36042/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m49s | Loss: 0.195 | Acc: 93.245% (36164/38784) 303/391 [==================================================>..............] Step: 349ms | Tot: 1m49s | Loss: 0.195 | Acc: 93.239% (36281/38912) 304/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.196 | Acc: 93.220% (36393/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.196 | Acc: 93.214% (36510/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.196 | Acc: 93.216% (36630/39296) 307/391 [===================================================>.............] Step: 358ms | Tot: 1m51s | Loss: 0.196 | Acc: 93.215% (36749/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.196 | Acc: 93.217% (36869/39552) 309/391 [===================================================>.............] Step: 354ms | Tot: 1m51s | Loss: 0.196 | Acc: 93.213% (36987/39680) 310/391 [===================================================>.............] Step: 351ms | Tot: 1m52s | Loss: 0.196 | Acc: 93.212% (37106/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.196 | Acc: 93.209% (37224/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.196 | Acc: 93.206% (37342/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m53s | Loss: 0.196 | Acc: 93.215% (37465/40192) 314/391 [====================================================>............] Step: 362ms | Tot: 1m53s | Loss: 0.196 | Acc: 93.207% (37581/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.196 | Acc: 93.209% (37701/40448) 316/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.196 | Acc: 93.203% (37818/40576) 317/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.197 | Acc: 93.185% (37930/40704) 318/391 [====================================================>............] Step: 382ms | Tot: 1m55s | Loss: 0.197 | Acc: 93.179% (38047/40832) 319/391 [=====================================================>...........] Step: 408ms | Tot: 1m55s | Loss: 0.197 | Acc: 93.169% (38162/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.197 | Acc: 93.171% (38282/41088) 321/391 [=====================================================>...........] Step: 352ms | Tot: 1m56s | Loss: 0.197 | Acc: 93.170% (38401/41216) 322/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.197 | Acc: 93.174% (38522/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.197 | Acc: 93.174% (38641/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.197 | Acc: 93.173% (38760/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m57s | Loss: 0.197 | Acc: 93.182% (38883/41728) 326/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.197 | Acc: 93.189% (39005/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.197 | Acc: 93.185% (39123/41984) 328/391 [======================================================>..........] Step: 352ms | Tot: 1m58s | Loss: 0.197 | Acc: 93.190% (39244/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.197 | Acc: 93.191% (39364/42240) 330/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.197 | Acc: 93.195% (39485/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 1m59s | Loss: 0.197 | Acc: 93.188% (39601/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m261ms | Loss: 0.196 | Acc: 93.194% (39723/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 2m619ms | Loss: 0.196 | Acc: 93.193% (39842/42752) 334/391 [=======================================================>.........] Step: 352ms | Tot: 2m972ms | Loss: 0.196 | Acc: 93.193% (39961/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 2m1s | Loss: 0.196 | Acc: 93.197% (40082/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.196 | Acc: 93.212% (40208/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.196 | Acc: 93.205% (40324/43264) 338/391 [========================================================>........] Step: 353ms | Tot: 2m2s | Loss: 0.196 | Acc: 93.199% (40441/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.196 | Acc: 93.199% (40560/43520) 340/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.197 | Acc: 93.193% (40677/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.197 | Acc: 93.190% (40795/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.197 | Acc: 93.197% (40917/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.196 | Acc: 93.200% (41038/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m4s | Loss: 0.197 | Acc: 93.202% (41158/44160) 345/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.197 | Acc: 93.199% (41276/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.196 | Acc: 93.201% (41396/44416) 347/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.196 | Acc: 93.198% (41514/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.197 | Acc: 93.181% (41626/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m6s | Loss: 0.197 | Acc: 93.183% (41746/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m6s | Loss: 0.197 | Acc: 93.185% (41866/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.197 | Acc: 93.184% (41985/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.197 | Acc: 93.183% (42104/45184) 353/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.197 | Acc: 93.176% (42220/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.197 | Acc: 93.173% (42338/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m8s | Loss: 0.197 | Acc: 93.177% (42459/45568) 356/391 [===========================================================>.....] Step: 354ms | Tot: 2m8s | Loss: 0.197 | Acc: 93.177% (42578/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.197 | Acc: 93.180% (42699/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.197 | Acc: 93.182% (42819/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.197 | Acc: 93.179% (42937/46080) 360/391 [===========================================================>.....] Step: 352ms | Tot: 2m10s | Loss: 0.197 | Acc: 93.181% (43057/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m10s | Loss: 0.197 | Acc: 93.189% (43180/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.197 | Acc: 93.190% (43300/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.197 | Acc: 93.186% (43417/46592) 364/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.197 | Acc: 93.183% (43535/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.197 | Acc: 93.193% (43659/46848) 366/391 [============================================================>....] Step: 354ms | Tot: 2m12s | Loss: 0.197 | Acc: 93.199% (43781/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m12s | Loss: 0.197 | Acc: 93.202% (43902/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.197 | Acc: 93.197% (44019/47232) 369/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.197 | Acc: 93.203% (44141/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m13s | Loss: 0.197 | Acc: 93.205% (44261/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.197 | Acc: 93.200% (44378/47616) 372/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.197 | Acc: 93.195% (44495/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.197 | Acc: 93.199% (44616/47872) 374/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.197 | Acc: 93.194% (44733/48000) 375/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.197 | Acc: 93.187% (44849/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.197 | Acc: 93.193% (44971/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.197 | Acc: 93.192% (45090/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.197 | Acc: 93.193% (45210/48512) 379/391 [===============================================================>.] Step: 363ms | Tot: 2m17s | Loss: 0.197 | Acc: 93.191% (45328/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.197 | Acc: 93.196% (45450/48768) 381/391 [===============================================================>.] Step: 356ms | Tot: 2m17s | Loss: 0.197 | Acc: 93.190% (45566/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.197 | Acc: 93.181% (45681/49024) 383/391 [===============================================================>.] Step: 369ms | Tot: 2m18s | Loss: 0.197 | Acc: 93.180% (45800/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.197 | Acc: 93.180% (45919/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m19s | Loss: 0.197 | Acc: 93.183% (46040/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m19s | Loss: 0.197 | Acc: 93.179% (46157/49536) 387/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.197 | Acc: 93.178% (46276/49664) 388/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.197 | Acc: 93.174% (46393/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.197 | Acc: 93.175% (46513/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m21s | Loss: 0.197 | Acc: 93.172% (46586/50000) 391/391 + [>................................................................] Step: 506ms | Tot: 2ms | Loss: 0.342 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 298ms | Tot: 301ms | Loss: 0.343 | Acc: 90.000% (180/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 598ms | Loss: 0.329 | Acc: 90.000% (270/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 898ms | Loss: 0.327 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s198ms | Loss: 0.327 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 292ms | Tot: 1s491ms | Loss: 0.307 | Acc: 89.833% (539/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s789ms | Loss: 0.307 | Acc: 89.857% (629/700) 7/100 [====>............................................................] Step: 301ms | Tot: 2s91ms | Loss: 0.316 | Acc: 89.375% (715/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s395ms | Loss: 0.323 | Acc: 89.111% (802/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s696ms | Loss: 0.344 | Acc: 88.800% (888/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 2s996ms | Loss: 0.351 | Acc: 88.727% (976/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s299ms | Loss: 0.355 | Acc: 88.500% (1062/1200) 12/100 [=======>.........................................................] Step: 337ms | Tot: 3s637ms | Loss: 0.345 | Acc: 88.846% (1155/1300) 13/100 [========>........................................................] Step: 353ms | Tot: 3s990ms | Loss: 0.346 | Acc: 88.714% (1242/1400) 14/100 [=========>.......................................................] Step: 317ms | Tot: 4s308ms | Loss: 0.340 | Acc: 88.933% (1334/1500) 15/100 [=========>.......................................................] Step: 299ms | Tot: 4s607ms | Loss: 0.342 | Acc: 88.750% (1420/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s918ms | Loss: 0.334 | Acc: 89.176% (1516/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s228ms | Loss: 0.344 | Acc: 89.000% (1602/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s534ms | Loss: 0.352 | Acc: 89.000% (1691/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s837ms | Loss: 0.354 | Acc: 88.900% (1778/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s140ms | Loss: 0.354 | Acc: 88.905% (1867/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s448ms | Loss: 0.357 | Acc: 88.727% (1952/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s756ms | Loss: 0.368 | Acc: 88.609% (2038/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 7s57ms | Loss: 0.369 | Acc: 88.500% (2124/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s363ms | Loss: 0.374 | Acc: 88.400% (2210/2500) 25/100 [================>................................................] Step: 297ms | Tot: 7s660ms | Loss: 0.380 | Acc: 88.038% (2289/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s962ms | Loss: 0.377 | Acc: 88.000% (2376/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s274ms | Loss: 0.378 | Acc: 88.036% (2465/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s579ms | Loss: 0.378 | Acc: 88.069% (2554/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s885ms | Loss: 0.372 | Acc: 88.167% (2645/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s187ms | Loss: 0.372 | Acc: 88.194% (2734/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s494ms | Loss: 0.374 | Acc: 88.000% (2816/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s803ms | Loss: 0.373 | Acc: 88.030% (2905/3300) 33/100 [=====================>...........................................] Step: 297ms | Tot: 10s101ms | Loss: 0.373 | Acc: 88.029% (2993/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s409ms | Loss: 0.381 | Acc: 87.829% (3074/3500) 35/100 [======================>..........................................] Step: 301ms | Tot: 10s711ms | Loss: 0.380 | Acc: 87.861% (3163/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s21ms | Loss: 0.383 | Acc: 87.757% (3247/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s334ms | Loss: 0.383 | Acc: 87.763% (3335/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s635ms | Loss: 0.382 | Acc: 87.795% (3424/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s941ms | Loss: 0.384 | Acc: 87.725% (3509/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s245ms | Loss: 0.383 | Acc: 87.756% (3598/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s554ms | Loss: 0.384 | Acc: 87.786% (3687/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s864ms | Loss: 0.380 | Acc: 87.884% (3779/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s166ms | Loss: 0.382 | Acc: 87.932% (3869/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s479ms | Loss: 0.379 | Acc: 87.978% (3959/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s783ms | Loss: 0.378 | Acc: 88.065% (4051/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s87ms | Loss: 0.378 | Acc: 88.043% (4138/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s398ms | Loss: 0.381 | Acc: 88.000% (4224/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s697ms | Loss: 0.378 | Acc: 88.082% (4316/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s1ms | Loss: 0.379 | Acc: 88.040% (4402/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s317ms | Loss: 0.381 | Acc: 87.980% (4487/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s624ms | Loss: 0.382 | Acc: 87.981% (4575/5200) 52/100 [=================================>...............................] Step: 305ms | Tot: 15s930ms | Loss: 0.382 | Acc: 87.943% (4661/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s234ms | Loss: 0.383 | Acc: 87.926% (4748/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s543ms | Loss: 0.384 | Acc: 87.873% (4833/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s846ms | Loss: 0.386 | Acc: 87.893% (4922/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s149ms | Loss: 0.385 | Acc: 87.877% (5009/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s458ms | Loss: 0.384 | Acc: 87.879% (5097/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s760ms | Loss: 0.386 | Acc: 87.831% (5182/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s66ms | Loss: 0.386 | Acc: 87.833% (5270/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s374ms | Loss: 0.386 | Acc: 87.869% (5360/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s678ms | Loss: 0.388 | Acc: 87.806% (5444/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s979ms | Loss: 0.387 | Acc: 87.810% (5532/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s285ms | Loss: 0.384 | Acc: 87.875% (5624/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s585ms | Loss: 0.385 | Acc: 87.892% (5713/6500) 65/100 [==========================================>......................] Step: 299ms | Tot: 19s885ms | Loss: 0.384 | Acc: 87.879% (5800/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s190ms | Loss: 0.382 | Acc: 87.955% (5893/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s499ms | Loss: 0.383 | Acc: 87.971% (5982/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s805ms | Loss: 0.382 | Acc: 88.029% (6074/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s111ms | Loss: 0.382 | Acc: 88.014% (6161/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s417ms | Loss: 0.381 | Acc: 88.056% (6252/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s718ms | Loss: 0.382 | Acc: 88.042% (6339/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s24ms | Loss: 0.380 | Acc: 88.110% (6432/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s333ms | Loss: 0.380 | Acc: 88.095% (6519/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s642ms | Loss: 0.382 | Acc: 88.053% (6604/7500) 75/100 [================================================>................] Step: 312ms | Tot: 22s954ms | Loss: 0.384 | Acc: 88.053% (6692/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s262ms | Loss: 0.385 | Acc: 87.987% (6775/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s569ms | Loss: 0.385 | Acc: 88.026% (6866/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s877ms | Loss: 0.384 | Acc: 88.063% (6957/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s182ms | Loss: 0.383 | Acc: 88.037% (7043/8000) 80/100 [====================================================>............] Step: 317ms | Tot: 24s499ms | Loss: 0.382 | Acc: 88.000% (7128/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s809ms | Loss: 0.382 | Acc: 88.049% (7220/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 25s121ms | Loss: 0.381 | Acc: 88.072% (7310/8300) 83/100 [=====================================================>...........] Step: 317ms | Tot: 25s438ms | Loss: 0.382 | Acc: 88.036% (7395/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s748ms | Loss: 0.381 | Acc: 88.012% (7481/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s60ms | Loss: 0.382 | Acc: 87.977% (7566/8600) 86/100 [=======================================================>.........] Step: 327ms | Tot: 26s387ms | Loss: 0.383 | Acc: 87.954% (7652/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s698ms | Loss: 0.383 | Acc: 87.932% (7738/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s8ms | Loss: 0.384 | Acc: 87.888% (7822/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s312ms | Loss: 0.384 | Acc: 87.911% (7912/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s618ms | Loss: 0.384 | Acc: 87.912% (8000/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s925ms | Loss: 0.382 | Acc: 87.946% (8091/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 28s226ms | Loss: 0.383 | Acc: 87.914% (8176/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s532ms | Loss: 0.383 | Acc: 87.904% (8263/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s837ms | Loss: 0.381 | Acc: 87.937% (8354/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s140ms | Loss: 0.381 | Acc: 87.958% (8444/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s449ms | Loss: 0.379 | Acc: 88.010% (8537/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s756ms | Loss: 0.380 | Acc: 88.010% (8625/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 30s61ms | Loss: 0.379 | Acc: 88.010% (8713/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s368ms | Loss: 0.378 | Acc: 88.020% (8802/10000) 100/100 + +Epoch: 145 + [>................................................................] Step: 604ms | Tot: 2ms | Loss: 0.195 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 390ms | Tot: 393ms | Loss: 0.184 | Acc: 93.750% (240/256) 2/391 [>................................................................] Step: 380ms | Tot: 774ms | Loss: 0.170 | Acc: 94.271% (362/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s140ms | Loss: 0.181 | Acc: 94.336% (483/512) 4/391 [>................................................................] Step: 376ms | Tot: 1s517ms | Loss: 0.172 | Acc: 94.219% (603/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s892ms | Loss: 0.175 | Acc: 94.271% (724/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s257ms | Loss: 0.165 | Acc: 94.978% (851/896) 7/391 [=>...............................................................] Step: 395ms | Tot: 2s652ms | Loss: 0.172 | Acc: 94.727% (970/1024) 8/391 [=>...............................................................] Step: 413ms | Tot: 3s66ms | Loss: 0.168 | Acc: 94.705% (1091/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s434ms | Loss: 0.167 | Acc: 94.609% (1211/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s792ms | Loss: 0.171 | Acc: 94.531% (1331/1408) 11/391 [=>...............................................................] Step: 355ms | Tot: 4s147ms | Loss: 0.178 | Acc: 94.401% (1450/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s510ms | Loss: 0.180 | Acc: 94.471% (1572/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s872ms | Loss: 0.181 | Acc: 94.364% (1691/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s242ms | Loss: 0.181 | Acc: 94.427% (1813/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s604ms | Loss: 0.181 | Acc: 94.385% (1933/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s965ms | Loss: 0.187 | Acc: 94.164% (2049/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s325ms | Loss: 0.189 | Acc: 94.097% (2168/2304) 18/391 [==>..............................................................] Step: 353ms | Tot: 6s678ms | Loss: 0.190 | Acc: 94.038% (2287/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 7s35ms | Loss: 0.194 | Acc: 93.945% (2405/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s401ms | Loss: 0.196 | Acc: 93.750% (2520/2688) 21/391 [===>.............................................................] Step: 378ms | Tot: 7s780ms | Loss: 0.194 | Acc: 93.750% (2640/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s138ms | Loss: 0.192 | Acc: 93.852% (2763/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s509ms | Loss: 0.192 | Acc: 93.848% (2883/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s872ms | Loss: 0.194 | Acc: 93.875% (3004/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s226ms | Loss: 0.192 | Acc: 93.930% (3126/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s586ms | Loss: 0.194 | Acc: 93.779% (3241/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s945ms | Loss: 0.194 | Acc: 93.806% (3362/3584) 28/391 [====>............................................................] Step: 361ms | Tot: 10s306ms | Loss: 0.193 | Acc: 93.723% (3479/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s675ms | Loss: 0.191 | Acc: 93.750% (3600/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 11s31ms | Loss: 0.193 | Acc: 93.624% (3715/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s389ms | Loss: 0.192 | Acc: 93.604% (3834/4096) 32/391 [=====>...........................................................] Step: 369ms | Tot: 11s759ms | Loss: 0.189 | Acc: 93.703% (3958/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s121ms | Loss: 0.190 | Acc: 93.681% (4077/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s488ms | Loss: 0.190 | Acc: 93.616% (4194/4480) 35/391 [=====>...........................................................] Step: 355ms | Tot: 12s844ms | Loss: 0.190 | Acc: 93.620% (4314/4608) 36/391 [=====>...........................................................] Step: 353ms | Tot: 13s198ms | Loss: 0.189 | Acc: 93.666% (4436/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s561ms | Loss: 0.191 | Acc: 93.606% (4553/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s921ms | Loss: 0.190 | Acc: 93.630% (4674/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s288ms | Loss: 0.192 | Acc: 93.555% (4790/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s650ms | Loss: 0.190 | Acc: 93.617% (4913/5248) 41/391 [======>..........................................................] Step: 366ms | Tot: 15s16ms | Loss: 0.190 | Acc: 93.657% (5035/5376) 42/391 [======>..........................................................] Step: 356ms | Tot: 15s373ms | Loss: 0.191 | Acc: 93.641% (5154/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s734ms | Loss: 0.192 | Acc: 93.608% (5272/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s96ms | Loss: 0.191 | Acc: 93.628% (5393/5760) 45/391 [=======>.........................................................] Step: 369ms | Tot: 16s465ms | Loss: 0.191 | Acc: 93.665% (5515/5888) 46/391 [=======>.........................................................] Step: 370ms | Tot: 16s835ms | Loss: 0.191 | Acc: 93.667% (5635/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s196ms | Loss: 0.190 | Acc: 93.701% (5757/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s556ms | Loss: 0.191 | Acc: 93.686% (5876/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s921ms | Loss: 0.191 | Acc: 93.641% (5993/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s289ms | Loss: 0.193 | Acc: 93.551% (6107/6528) 51/391 [========>........................................................] Step: 363ms | Tot: 18s653ms | Loss: 0.192 | Acc: 93.600% (6230/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s13ms | Loss: 0.190 | Acc: 93.647% (6353/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s375ms | Loss: 0.191 | Acc: 93.692% (6476/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s740ms | Loss: 0.191 | Acc: 93.651% (6593/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s98ms | Loss: 0.191 | Acc: 93.666% (6714/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s458ms | Loss: 0.190 | Acc: 93.654% (6833/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s816ms | Loss: 0.190 | Acc: 93.642% (6952/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s178ms | Loss: 0.191 | Acc: 93.618% (7070/7552) 59/391 [=========>.......................................................] Step: 374ms | Tot: 21s552ms | Loss: 0.193 | Acc: 93.555% (7185/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s912ms | Loss: 0.195 | Acc: 93.494% (7300/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 22s266ms | Loss: 0.194 | Acc: 93.485% (7419/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s628ms | Loss: 0.195 | Acc: 93.452% (7536/8064) 63/391 [==========>......................................................] Step: 358ms | Tot: 22s987ms | Loss: 0.196 | Acc: 93.433% (7654/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s348ms | Loss: 0.195 | Acc: 93.450% (7775/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s707ms | Loss: 0.195 | Acc: 93.454% (7895/8448) 66/391 [==========>......................................................] Step: 357ms | Tot: 24s65ms | Loss: 0.194 | Acc: 93.493% (8018/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s432ms | Loss: 0.193 | Acc: 93.520% (8140/8704) 68/391 [===========>.....................................................] Step: 373ms | Tot: 24s805ms | Loss: 0.193 | Acc: 93.501% (8258/8832) 69/391 [===========>.....................................................] Step: 377ms | Tot: 25s183ms | Loss: 0.194 | Acc: 93.449% (8373/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s548ms | Loss: 0.195 | Acc: 93.420% (8490/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 25s906ms | Loss: 0.194 | Acc: 93.392% (8607/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s269ms | Loss: 0.194 | Acc: 93.375% (8725/9344) 73/391 [============>....................................................] Step: 364ms | Tot: 26s634ms | Loss: 0.194 | Acc: 93.328% (8840/9472) 74/391 [============>....................................................] Step: 367ms | Tot: 27s1ms | Loss: 0.193 | Acc: 93.375% (8964/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s365ms | Loss: 0.194 | Acc: 93.370% (9083/9728) 76/391 [============>....................................................] Step: 365ms | Tot: 27s730ms | Loss: 0.193 | Acc: 93.395% (9205/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s102ms | Loss: 0.193 | Acc: 93.379% (9323/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s468ms | Loss: 0.193 | Acc: 93.384% (9443/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s832ms | Loss: 0.195 | Acc: 93.340% (9558/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s191ms | Loss: 0.195 | Acc: 93.335% (9677/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s553ms | Loss: 0.195 | Acc: 93.350% (9798/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s914ms | Loss: 0.195 | Acc: 93.326% (9915/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s271ms | Loss: 0.195 | Acc: 93.294% (10031/10752) 84/391 [=============>...................................................] Step: 372ms | Tot: 30s644ms | Loss: 0.195 | Acc: 93.300% (10151/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 31s | Loss: 0.196 | Acc: 93.269% (10267/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s371ms | Loss: 0.196 | Acc: 93.256% (10385/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s729ms | Loss: 0.195 | Acc: 93.271% (10506/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s93ms | Loss: 0.195 | Acc: 93.276% (10626/11392) 89/391 [==============>..................................................] Step: 375ms | Tot: 32s469ms | Loss: 0.195 | Acc: 93.264% (10744/11520) 90/391 [==============>..................................................] Step: 410ms | Tot: 32s879ms | Loss: 0.195 | Acc: 93.286% (10866/11648) 91/391 [===============>.................................................] Step: 384ms | Tot: 33s264ms | Loss: 0.195 | Acc: 93.291% (10986/11776) 92/391 [===============>.................................................] Step: 353ms | Tot: 33s617ms | Loss: 0.195 | Acc: 93.288% (11105/11904) 93/391 [===============>.................................................] Step: 354ms | Tot: 33s971ms | Loss: 0.195 | Acc: 93.318% (11228/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 34s331ms | Loss: 0.195 | Acc: 93.322% (11348/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s698ms | Loss: 0.196 | Acc: 93.311% (11466/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s56ms | Loss: 0.196 | Acc: 93.275% (11581/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s417ms | Loss: 0.196 | Acc: 93.280% (11701/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s776ms | Loss: 0.195 | Acc: 93.308% (11824/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s136ms | Loss: 0.195 | Acc: 93.312% (11944/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s497ms | Loss: 0.195 | Acc: 93.340% (12067/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s854ms | Loss: 0.194 | Acc: 93.352% (12188/13056) 102/391 [================>................................................] Step: 354ms | Tot: 37s208ms | Loss: 0.195 | Acc: 93.340% (12306/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s570ms | Loss: 0.195 | Acc: 93.314% (12422/13312) 104/391 [=================>...............................................] Step: 380ms | Tot: 37s951ms | Loss: 0.195 | Acc: 93.281% (12537/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s317ms | Loss: 0.195 | Acc: 93.278% (12656/13568) 106/391 [=================>...............................................] Step: 358ms | Tot: 38s676ms | Loss: 0.195 | Acc: 93.283% (12776/13696) 107/391 [=================>...............................................] Step: 359ms | Tot: 39s35ms | Loss: 0.195 | Acc: 93.280% (12895/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s397ms | Loss: 0.196 | Acc: 93.263% (13012/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s758ms | Loss: 0.195 | Acc: 93.267% (13132/14080) 110/391 [==================>..............................................] Step: 360ms | Tot: 40s118ms | Loss: 0.195 | Acc: 93.285% (13254/14208) 111/391 [==================>..............................................] Step: 359ms | Tot: 40s478ms | Loss: 0.195 | Acc: 93.283% (13373/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s837ms | Loss: 0.195 | Acc: 93.287% (13493/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s202ms | Loss: 0.195 | Acc: 93.277% (13611/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s566ms | Loss: 0.195 | Acc: 93.247% (13726/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 41s924ms | Loss: 0.195 | Acc: 93.279% (13850/14848) 116/391 [===================>.............................................] Step: 356ms | Tot: 42s280ms | Loss: 0.194 | Acc: 93.323% (13976/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s643ms | Loss: 0.194 | Acc: 93.313% (14094/15104) 118/391 [===================>.............................................] Step: 358ms | Tot: 43s2ms | Loss: 0.194 | Acc: 93.310% (14213/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s361ms | Loss: 0.193 | Acc: 93.333% (14336/15360) 120/391 [===================>.............................................] Step: 359ms | Tot: 43s721ms | Loss: 0.193 | Acc: 93.343% (14457/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s83ms | Loss: 0.193 | Acc: 93.347% (14577/15616) 122/391 [====================>............................................] Step: 372ms | Tot: 44s455ms | Loss: 0.193 | Acc: 93.363% (14699/15744) 123/391 [====================>............................................] Step: 349ms | Tot: 44s805ms | Loss: 0.192 | Acc: 93.385% (14822/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s163ms | Loss: 0.193 | Acc: 93.362% (14938/16000) 125/391 [====================>............................................] Step: 362ms | Tot: 45s526ms | Loss: 0.192 | Acc: 93.372% (15059/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 45s884ms | Loss: 0.192 | Acc: 93.387% (15181/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s243ms | Loss: 0.192 | Acc: 93.365% (15297/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s605ms | Loss: 0.192 | Acc: 93.368% (15417/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 46s965ms | Loss: 0.192 | Acc: 93.377% (15538/16640) 130/391 [=====================>...........................................] Step: 351ms | Tot: 47s317ms | Loss: 0.192 | Acc: 93.368% (15656/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 47s680ms | Loss: 0.192 | Acc: 93.353% (15773/16896) 132/391 [=====================>...........................................] Step: 356ms | Tot: 48s36ms | Loss: 0.191 | Acc: 93.380% (15897/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s397ms | Loss: 0.191 | Acc: 93.406% (16021/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 48s756ms | Loss: 0.191 | Acc: 93.391% (16138/17280) 135/391 [======================>..........................................] Step: 353ms | Tot: 49s110ms | Loss: 0.191 | Acc: 93.394% (16258/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s474ms | Loss: 0.190 | Acc: 93.414% (16381/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 49s829ms | Loss: 0.190 | Acc: 93.416% (16501/17664) 138/391 [======================>..........................................] Step: 353ms | Tot: 50s183ms | Loss: 0.190 | Acc: 93.407% (16619/17792) 139/391 [=======================>.........................................] Step: 373ms | Tot: 50s557ms | Loss: 0.191 | Acc: 93.410% (16739/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 50s927ms | Loss: 0.192 | Acc: 93.384% (16854/18048) 141/391 [=======================>.........................................] Step: 358ms | Tot: 51s286ms | Loss: 0.191 | Acc: 93.392% (16975/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s645ms | Loss: 0.191 | Acc: 93.400% (17096/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 52s5ms | Loss: 0.192 | Acc: 93.381% (17212/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s369ms | Loss: 0.192 | Acc: 93.373% (17330/18560) 145/391 [========================>........................................] Step: 355ms | Tot: 52s725ms | Loss: 0.191 | Acc: 93.386% (17452/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s82ms | Loss: 0.192 | Acc: 93.367% (17568/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s443ms | Loss: 0.191 | Acc: 93.375% (17689/18944) 148/391 [========================>........................................] Step: 355ms | Tot: 53s798ms | Loss: 0.191 | Acc: 93.378% (17809/19072) 149/391 [========================>........................................] Step: 370ms | Tot: 54s169ms | Loss: 0.191 | Acc: 93.391% (17931/19200) 150/391 [========================>........................................] Step: 356ms | Tot: 54s525ms | Loss: 0.191 | Acc: 93.377% (18048/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 54s885ms | Loss: 0.192 | Acc: 93.375% (18167/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 55s242ms | Loss: 0.193 | Acc: 93.321% (18276/19584) 153/391 [=========================>.......................................] Step: 372ms | Tot: 55s615ms | Loss: 0.192 | Acc: 93.324% (18396/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 55s979ms | Loss: 0.192 | Acc: 93.317% (18514/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 56s335ms | Loss: 0.192 | Acc: 93.319% (18634/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 56s695ms | Loss: 0.192 | Acc: 93.327% (18755/20096) 157/391 [==========================>......................................] Step: 354ms | Tot: 57s50ms | Loss: 0.192 | Acc: 93.330% (18875/20224) 158/391 [==========================>......................................] Step: 373ms | Tot: 57s424ms | Loss: 0.193 | Acc: 93.323% (18993/20352) 159/391 [==========================>......................................] Step: 369ms | Tot: 57s794ms | Loss: 0.192 | Acc: 93.350% (19118/20480) 160/391 [==========================>......................................] Step: 354ms | Tot: 58s149ms | Loss: 0.192 | Acc: 93.342% (19236/20608) 161/391 [==========================>......................................] Step: 367ms | Tot: 58s516ms | Loss: 0.192 | Acc: 93.350% (19357/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s880ms | Loss: 0.192 | Acc: 93.328% (19472/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s242ms | Loss: 0.192 | Acc: 93.321% (19590/20992) 164/391 [===========================>.....................................] Step: 371ms | Tot: 59s613ms | Loss: 0.192 | Acc: 93.314% (19708/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 59s980ms | Loss: 0.193 | Acc: 93.303% (19825/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 1m336ms | Loss: 0.193 | Acc: 93.315% (19947/21376) 167/391 [===========================>.....................................] Step: 377ms | Tot: 1m714ms | Loss: 0.192 | Acc: 93.313% (20066/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.192 | Acc: 93.311% (20185/21632) 169/391 [============================>....................................] Step: 376ms | Tot: 1m1s | Loss: 0.193 | Acc: 93.286% (20299/21760) 170/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.193 | Acc: 93.289% (20419/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.193 | Acc: 93.282% (20537/22016) 172/391 [============================>....................................] Step: 394ms | Tot: 1m2s | Loss: 0.193 | Acc: 93.276% (20655/22144) 173/391 [============================>....................................] Step: 398ms | Tot: 1m2s | Loss: 0.193 | Acc: 93.292% (20778/22272) 174/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.192 | Acc: 93.317% (20903/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.192 | Acc: 93.315% (21022/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.192 | Acc: 93.326% (21144/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.193 | Acc: 93.294% (21256/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.193 | Acc: 93.283% (21373/22912) 179/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.193 | Acc: 93.281% (21492/23040) 180/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.193 | Acc: 93.297% (21615/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.192 | Acc: 93.304% (21736/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.192 | Acc: 93.323% (21860/23424) 183/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.192 | Acc: 93.330% (21981/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.192 | Acc: 93.336% (22102/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.192 | Acc: 93.338% (22222/23808) 186/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.192 | Acc: 93.320% (22337/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.193 | Acc: 93.314% (22455/24064) 188/391 [===============================>.................................] Step: 373ms | Tot: 1m8s | Loss: 0.192 | Acc: 93.316% (22575/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.192 | Acc: 93.326% (22697/24320) 190/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.194 | Acc: 93.280% (22805/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.194 | Acc: 93.282% (22925/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.193 | Acc: 93.284% (23045/24704) 193/391 [================================>................................] Step: 352ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.291% (23166/24832) 194/391 [================================>................................] Step: 372ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.285% (23284/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.193 | Acc: 93.284% (23403/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.282% (23522/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.193 | Acc: 93.296% (23645/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.299% (23765/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.297% (23884/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.193 | Acc: 93.299% (24004/25728) 201/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.301% (24124/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.193 | Acc: 93.315% (24247/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.192 | Acc: 93.317% (24367/26112) 204/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.192 | Acc: 93.316% (24486/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.314% (24605/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.193 | Acc: 93.308% (24723/26496) 207/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.193 | Acc: 93.318% (24845/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.193 | Acc: 93.298% (24959/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.193 | Acc: 93.274% (25072/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.193 | Acc: 93.276% (25192/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m16s | Loss: 0.193 | Acc: 93.278% (25312/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.193 | Acc: 93.288% (25434/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.193 | Acc: 93.290% (25554/27392) 214/391 [===================================>.............................] Step: 373ms | Tot: 1m17s | Loss: 0.193 | Acc: 93.296% (25675/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.192 | Acc: 93.294% (25794/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.193 | Acc: 93.289% (25912/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m18s | Loss: 0.193 | Acc: 93.281% (26029/27904) 218/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.193 | Acc: 93.283% (26149/28032) 219/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.193 | Acc: 93.288% (26270/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.193 | Acc: 93.287% (26389/28288) 221/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.193 | Acc: 93.282% (26507/28416) 222/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.193 | Acc: 93.270% (26623/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.193 | Acc: 93.276% (26744/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.193 | Acc: 93.288% (26867/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.192 | Acc: 93.290% (26987/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.192 | Acc: 93.292% (27107/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.192 | Acc: 93.301% (27229/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.192 | Acc: 93.303% (27349/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.193 | Acc: 93.295% (27466/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.193 | Acc: 93.300% (27587/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.193 | Acc: 93.295% (27705/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.193 | Acc: 93.304% (27827/29824) 233/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.192 | Acc: 93.316% (27950/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.193 | Acc: 93.305% (28066/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.192 | Acc: 93.300% (28184/30208) 236/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.193 | Acc: 93.292% (28301/30336) 237/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.193 | Acc: 93.287% (28419/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.193 | Acc: 93.299% (28542/30592) 239/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.192 | Acc: 93.311% (28665/30720) 240/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.192 | Acc: 93.322% (28788/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.192 | Acc: 93.317% (28906/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.192 | Acc: 93.313% (29024/31104) 243/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.192 | Acc: 93.318% (29145/31232) 244/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.192 | Acc: 93.329% (29268/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.192 | Acc: 93.321% (29385/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.191 | Acc: 93.336% (29509/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m29s | Loss: 0.191 | Acc: 93.350% (29633/31744) 248/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.191 | Acc: 93.352% (29753/31872) 249/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.191 | Acc: 93.362% (29876/32000) 250/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.191 | Acc: 93.367% (29997/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.191 | Acc: 93.366% (30116/32256) 252/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.192 | Acc: 93.352% (30231/32384) 253/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.192 | Acc: 93.344% (30348/32512) 254/391 [==========================================>......................] Step: 374ms | Tot: 1m32s | Loss: 0.192 | Acc: 93.346% (30468/32640) 255/391 [==========================================>......................] Step: 398ms | Tot: 1m32s | Loss: 0.192 | Acc: 93.332% (30583/32768) 256/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.192 | Acc: 93.327% (30701/32896) 257/391 [==========================================>......................] Step: 372ms | Tot: 1m33s | Loss: 0.192 | Acc: 93.317% (30817/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.192 | Acc: 93.319% (30937/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.192 | Acc: 93.320% (31057/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.192 | Acc: 93.319% (31176/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.192 | Acc: 93.321% (31296/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.192 | Acc: 93.328% (31418/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.192 | Acc: 93.324% (31536/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.192 | Acc: 93.317% (31653/33920) 265/391 [============================================>....................] Step: 370ms | Tot: 1m36s | Loss: 0.192 | Acc: 93.318% (31773/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.192 | Acc: 93.308% (31889/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.193 | Acc: 93.307% (32008/34304) 268/391 [============================================>....................] Step: 377ms | Tot: 1m37s | Loss: 0.193 | Acc: 93.306% (32127/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.193 | Acc: 93.296% (32243/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.193 | Acc: 93.295% (32362/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.194 | Acc: 93.288% (32479/34816) 272/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.194 | Acc: 93.292% (32600/34944) 273/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.194 | Acc: 93.291% (32719/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.194 | Acc: 93.298% (32841/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.194 | Acc: 93.297% (32960/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.193 | Acc: 93.304% (33082/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.193 | Acc: 93.300% (33200/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.193 | Acc: 93.302% (33320/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.194 | Acc: 93.298% (33438/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.194 | Acc: 93.294% (33556/35968) 281/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.194 | Acc: 93.301% (33678/36096) 282/391 [==============================================>..................] Step: 353ms | Tot: 1m42s | Loss: 0.194 | Acc: 93.306% (33799/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.194 | Acc: 93.304% (33918/36352) 284/391 [===============================================>.................] Step: 382ms | Tot: 1m43s | Loss: 0.194 | Acc: 93.289% (34032/36480) 285/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.194 | Acc: 93.286% (34150/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.194 | Acc: 93.287% (34270/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.194 | Acc: 93.283% (34388/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.194 | Acc: 93.288% (34509/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.194 | Acc: 93.287% (34628/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.194 | Acc: 93.296% (34751/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.194 | Acc: 93.292% (34869/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.194 | Acc: 93.299% (34991/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.194 | Acc: 93.301% (35111/37632) 294/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.194 | Acc: 93.294% (35228/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.194 | Acc: 93.293% (35347/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.194 | Acc: 93.292% (35466/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.194 | Acc: 93.283% (35582/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.194 | Acc: 93.301% (35708/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.194 | Acc: 93.289% (35823/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.194 | Acc: 93.275% (35937/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.194 | Acc: 93.274% (36056/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.194 | Acc: 93.276% (36176/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.194 | Acc: 93.277% (36296/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.194 | Acc: 93.276% (36415/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.194 | Acc: 93.278% (36535/39168) 306/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.194 | Acc: 93.279% (36655/39296) 307/391 [===================================================>.............] Step: 369ms | Tot: 1m51s | Loss: 0.195 | Acc: 93.263% (36768/39424) 308/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.195 | Acc: 93.260% (36886/39552) 309/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.195 | Acc: 93.251% (37002/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.195 | Acc: 93.258% (37124/39808) 311/391 [===================================================>.............] Step: 373ms | Tot: 1m53s | Loss: 0.195 | Acc: 93.247% (37239/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.195 | Acc: 93.243% (37357/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.195 | Acc: 93.245% (37477/40192) 314/391 [====================================================>............] Step: 373ms | Tot: 1m54s | Loss: 0.195 | Acc: 93.249% (37598/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.195 | Acc: 93.248% (37717/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.195 | Acc: 93.252% (37838/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.194 | Acc: 93.259% (37960/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.194 | Acc: 93.260% (38080/40832) 319/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.194 | Acc: 93.252% (38196/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.194 | Acc: 93.251% (38315/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.194 | Acc: 93.260% (38438/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.194 | Acc: 93.261% (38558/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.194 | Acc: 93.261% (38677/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.194 | Acc: 93.250% (38792/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.195 | Acc: 93.240% (38907/41728) 326/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.195 | Acc: 93.234% (39024/41856) 327/391 [======================================================>..........] Step: 352ms | Tot: 1m59s | Loss: 0.195 | Acc: 93.233% (39143/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.195 | Acc: 93.235% (39263/42112) 329/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.195 | Acc: 93.217% (39375/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m239ms | Loss: 0.195 | Acc: 93.202% (39488/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 2m599ms | Loss: 0.195 | Acc: 93.206% (39609/42496) 332/391 [=======================================================>.........] Step: 354ms | Tot: 2m954ms | Loss: 0.195 | Acc: 93.208% (39729/42624) 333/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.195 | Acc: 93.198% (39844/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.195 | Acc: 93.197% (39963/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.195 | Acc: 93.204% (40085/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.195 | Acc: 93.210% (40207/43136) 337/391 [========================================================>........] Step: 420ms | Tot: 2m2s | Loss: 0.195 | Acc: 93.205% (40324/43264) 338/391 [========================================================>........] Step: 391ms | Tot: 2m3s | Loss: 0.195 | Acc: 93.215% (40448/43392) 339/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.195 | Acc: 93.203% (40562/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.195 | Acc: 93.207% (40683/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.195 | Acc: 93.199% (40799/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.195 | Acc: 93.203% (40920/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.195 | Acc: 93.205% (41040/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m5s | Loss: 0.195 | Acc: 93.202% (41158/44160) 345/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.195 | Acc: 93.201% (41277/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.195 | Acc: 93.203% (41397/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.195 | Acc: 93.187% (41509/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.196 | Acc: 93.177% (41624/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.196 | Acc: 93.163% (41737/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.196 | Acc: 93.160% (41855/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.196 | Acc: 93.160% (41974/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.196 | Acc: 93.159% (42093/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.196 | Acc: 93.150% (42208/45312) 354/391 [==========================================================>......] Step: 369ms | Tot: 2m9s | Loss: 0.196 | Acc: 93.154% (42329/45440) 355/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.196 | Acc: 93.157% (42450/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.196 | Acc: 93.155% (42568/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.196 | Acc: 93.150% (42685/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.196 | Acc: 93.149% (42804/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.196 | Acc: 93.158% (42927/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.196 | Acc: 93.170% (43052/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.196 | Acc: 93.169% (43171/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.196 | Acc: 93.167% (43289/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.196 | Acc: 93.166% (43408/46592) 364/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.196 | Acc: 93.161% (43525/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.196 | Acc: 93.161% (43644/46848) 366/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.196 | Acc: 93.156% (43761/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.196 | Acc: 93.156% (43880/47104) 368/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.196 | Acc: 93.157% (44000/47232) 369/391 [=============================================================>...] Step: 376ms | Tot: 2m14s | Loss: 0.196 | Acc: 93.165% (44123/47360) 370/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.196 | Acc: 93.169% (44244/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.196 | Acc: 93.177% (44367/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.196 | Acc: 93.178% (44487/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m15s | Loss: 0.196 | Acc: 93.180% (44607/47872) 374/391 [==============================================================>..] Step: 376ms | Tot: 2m16s | Loss: 0.196 | Acc: 93.175% (44724/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.196 | Acc: 93.172% (44842/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.196 | Acc: 93.178% (44964/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.196 | Acc: 93.175% (45082/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.196 | Acc: 93.175% (45201/48512) 379/391 [===============================================================>.] Step: 373ms | Tot: 2m18s | Loss: 0.195 | Acc: 93.185% (45325/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.195 | Acc: 93.184% (45444/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.196 | Acc: 93.173% (45558/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.196 | Acc: 93.158% (45670/49024) 383/391 [===============================================================>.] Step: 381ms | Tot: 2m19s | Loss: 0.196 | Acc: 93.158% (45789/49152) 384/391 [===============================================================>.] Step: 374ms | Tot: 2m20s | Loss: 0.196 | Acc: 93.157% (45908/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.196 | Acc: 93.159% (46028/49408) 386/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.196 | Acc: 93.159% (46147/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.195 | Acc: 93.166% (46270/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.195 | Acc: 93.164% (46388/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.196 | Acc: 93.157% (46504/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m22s | Loss: 0.196 | Acc: 93.150% (46575/50000) 391/391 + [>................................................................] Step: 487ms | Tot: 3ms | Loss: 0.350 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 303ms | Tot: 307ms | Loss: 0.360 | Acc: 89.000% (178/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 604ms | Loss: 0.348 | Acc: 88.667% (266/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 905ms | Loss: 0.336 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s202ms | Loss: 0.331 | Acc: 88.600% (443/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s500ms | Loss: 0.286 | Acc: 90.333% (542/600) 6/100 [===>.............................................................] Step: 307ms | Tot: 1s808ms | Loss: 0.285 | Acc: 90.000% (630/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s114ms | Loss: 0.309 | Acc: 89.500% (716/800) 8/100 [=====>...........................................................] Step: 297ms | Tot: 2s412ms | Loss: 0.318 | Acc: 89.556% (806/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s721ms | Loss: 0.335 | Acc: 89.300% (893/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 3s19ms | Loss: 0.338 | Acc: 89.091% (980/1100) 11/100 [=======>.........................................................] Step: 301ms | Tot: 3s321ms | Loss: 0.351 | Acc: 88.917% (1067/1200) 12/100 [=======>.........................................................] Step: 295ms | Tot: 3s616ms | Loss: 0.341 | Acc: 89.077% (1158/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s920ms | Loss: 0.338 | Acc: 89.071% (1247/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s226ms | Loss: 0.329 | Acc: 89.267% (1339/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s531ms | Loss: 0.331 | Acc: 89.188% (1427/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 4s845ms | Loss: 0.323 | Acc: 89.471% (1521/1700) 17/100 [===========>.....................................................] Step: 318ms | Tot: 5s163ms | Loss: 0.329 | Acc: 89.222% (1606/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s477ms | Loss: 0.327 | Acc: 89.316% (1697/1900) 19/100 [============>....................................................] Step: 318ms | Tot: 5s796ms | Loss: 0.336 | Acc: 89.100% (1782/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s99ms | Loss: 0.336 | Acc: 88.952% (1868/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s407ms | Loss: 0.334 | Acc: 88.955% (1957/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s722ms | Loss: 0.341 | Acc: 88.826% (2043/2300) 23/100 [==============>..................................................] Step: 316ms | Tot: 7s38ms | Loss: 0.343 | Acc: 88.792% (2131/2400) 24/100 [===============>.................................................] Step: 315ms | Tot: 7s354ms | Loss: 0.348 | Acc: 88.640% (2216/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s660ms | Loss: 0.354 | Acc: 88.577% (2303/2600) 26/100 [================>................................................] Step: 312ms | Tot: 7s972ms | Loss: 0.351 | Acc: 88.593% (2392/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s281ms | Loss: 0.350 | Acc: 88.571% (2480/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s589ms | Loss: 0.353 | Acc: 88.586% (2569/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s906ms | Loss: 0.351 | Acc: 88.700% (2661/3000) 30/100 [===================>.............................................] Step: 314ms | Tot: 9s220ms | Loss: 0.351 | Acc: 88.677% (2749/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s526ms | Loss: 0.350 | Acc: 88.656% (2837/3200) 32/100 [====================>............................................] Step: 325ms | Tot: 9s852ms | Loss: 0.348 | Acc: 88.667% (2926/3300) 33/100 [=====================>...........................................] Step: 347ms | Tot: 10s199ms | Loss: 0.349 | Acc: 88.529% (3010/3400) 34/100 [======================>..........................................] Step: 330ms | Tot: 10s529ms | Loss: 0.355 | Acc: 88.486% (3097/3500) 35/100 [======================>..........................................] Step: 321ms | Tot: 10s851ms | Loss: 0.355 | Acc: 88.528% (3187/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 11s164ms | Loss: 0.358 | Acc: 88.486% (3274/3700) 37/100 [========================>........................................] Step: 319ms | Tot: 11s484ms | Loss: 0.359 | Acc: 88.474% (3362/3800) 38/100 [========================>........................................] Step: 328ms | Tot: 11s812ms | Loss: 0.359 | Acc: 88.538% (3453/3900) 39/100 [=========================>.......................................] Step: 321ms | Tot: 12s133ms | Loss: 0.357 | Acc: 88.625% (3545/4000) 40/100 [==========================>......................................] Step: 321ms | Tot: 12s455ms | Loss: 0.359 | Acc: 88.537% (3630/4100) 41/100 [==========================>......................................] Step: 321ms | Tot: 12s776ms | Loss: 0.362 | Acc: 88.524% (3718/4200) 42/100 [===========================>.....................................] Step: 315ms | Tot: 13s91ms | Loss: 0.360 | Acc: 88.605% (3810/4300) 43/100 [===========================>.....................................] Step: 318ms | Tot: 13s410ms | Loss: 0.359 | Acc: 88.659% (3901/4400) 44/100 [============================>....................................] Step: 312ms | Tot: 13s722ms | Loss: 0.357 | Acc: 88.711% (3992/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 14s31ms | Loss: 0.359 | Acc: 88.630% (4077/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s340ms | Loss: 0.360 | Acc: 88.596% (4164/4700) 47/100 [==============================>..................................] Step: 313ms | Tot: 14s654ms | Loss: 0.362 | Acc: 88.500% (4248/4800) 48/100 [===============================>.................................] Step: 315ms | Tot: 14s970ms | Loss: 0.359 | Acc: 88.571% (4340/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s277ms | Loss: 0.359 | Acc: 88.540% (4427/5000) 50/100 [================================>................................] Step: 313ms | Tot: 15s590ms | Loss: 0.360 | Acc: 88.549% (4516/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s902ms | Loss: 0.359 | Acc: 88.558% (4605/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 16s207ms | Loss: 0.359 | Acc: 88.509% (4691/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s519ms | Loss: 0.359 | Acc: 88.519% (4780/5400) 54/100 [===================================>.............................] Step: 312ms | Tot: 16s832ms | Loss: 0.358 | Acc: 88.545% (4870/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 17s142ms | Loss: 0.358 | Acc: 88.571% (4960/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s452ms | Loss: 0.359 | Acc: 88.526% (5046/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s761ms | Loss: 0.358 | Acc: 88.586% (5138/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 18s72ms | Loss: 0.358 | Acc: 88.627% (5229/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s378ms | Loss: 0.360 | Acc: 88.533% (5312/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s687ms | Loss: 0.360 | Acc: 88.557% (5402/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s998ms | Loss: 0.360 | Acc: 88.565% (5491/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s303ms | Loss: 0.359 | Acc: 88.571% (5580/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s608ms | Loss: 0.356 | Acc: 88.672% (5675/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s916ms | Loss: 0.357 | Acc: 88.677% (5764/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 20s227ms | Loss: 0.357 | Acc: 88.667% (5852/6600) 66/100 [==========================================>......................] Step: 308ms | Tot: 20s536ms | Loss: 0.356 | Acc: 88.687% (5942/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s846ms | Loss: 0.355 | Acc: 88.676% (6030/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 21s153ms | Loss: 0.354 | Acc: 88.754% (6124/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s459ms | Loss: 0.353 | Acc: 88.757% (6213/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s762ms | Loss: 0.354 | Acc: 88.761% (6302/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 22s66ms | Loss: 0.354 | Acc: 88.764% (6391/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s369ms | Loss: 0.351 | Acc: 88.836% (6485/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s676ms | Loss: 0.351 | Acc: 88.851% (6575/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s983ms | Loss: 0.352 | Acc: 88.773% (6658/7500) 75/100 [================================================>................] Step: 305ms | Tot: 23s288ms | Loss: 0.353 | Acc: 88.763% (6746/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s600ms | Loss: 0.354 | Acc: 88.714% (6831/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s911ms | Loss: 0.354 | Acc: 88.731% (6921/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s222ms | Loss: 0.355 | Acc: 88.722% (7009/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s522ms | Loss: 0.354 | Acc: 88.700% (7096/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s829ms | Loss: 0.353 | Acc: 88.728% (7187/8100) 81/100 [====================================================>............] Step: 313ms | Tot: 25s142ms | Loss: 0.352 | Acc: 88.768% (7279/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s455ms | Loss: 0.351 | Acc: 88.783% (7369/8300) 83/100 [=====================================================>...........] Step: 312ms | Tot: 25s767ms | Loss: 0.352 | Acc: 88.786% (7458/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 26s73ms | Loss: 0.353 | Acc: 88.706% (7540/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s382ms | Loss: 0.354 | Acc: 88.674% (7626/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s684ms | Loss: 0.354 | Acc: 88.667% (7714/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 26s993ms | Loss: 0.354 | Acc: 88.636% (7800/8800) 88/100 [=========================================================>.......] Step: 308ms | Tot: 27s302ms | Loss: 0.354 | Acc: 88.640% (7889/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s608ms | Loss: 0.355 | Acc: 88.656% (7979/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s916ms | Loss: 0.354 | Acc: 88.681% (8070/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s221ms | Loss: 0.352 | Acc: 88.750% (8165/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s526ms | Loss: 0.354 | Acc: 88.720% (8251/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s839ms | Loss: 0.354 | Acc: 88.660% (8334/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 29s146ms | Loss: 0.353 | Acc: 88.663% (8423/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s454ms | Loss: 0.353 | Acc: 88.656% (8511/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s761ms | Loss: 0.352 | Acc: 88.701% (8604/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 30s65ms | Loss: 0.353 | Acc: 88.704% (8693/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s368ms | Loss: 0.352 | Acc: 88.697% (8781/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s669ms | Loss: 0.351 | Acc: 88.730% (8873/10000) 100/100 + +Epoch: 146 + [>................................................................] Step: 620ms | Tot: 2ms | Loss: 0.176 | Acc: 92.969% (119/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.147 | Acc: 94.922% (243/256) 2/391 [>................................................................] Step: 385ms | Tot: 774ms | Loss: 0.156 | Acc: 94.792% (364/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s141ms | Loss: 0.145 | Acc: 95.117% (487/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s509ms | Loss: 0.167 | Acc: 94.219% (603/640) 5/391 [>................................................................] Step: 364ms | Tot: 1s873ms | Loss: 0.173 | Acc: 93.880% (721/768) 6/391 [>................................................................] Step: 369ms | Tot: 2s243ms | Loss: 0.168 | Acc: 94.085% (843/896) 7/391 [=>...............................................................] Step: 371ms | Tot: 2s614ms | Loss: 0.184 | Acc: 93.457% (957/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s976ms | Loss: 0.173 | Acc: 93.924% (1082/1152) 9/391 [=>...............................................................] Step: 359ms | Tot: 3s336ms | Loss: 0.180 | Acc: 93.750% (1200/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s700ms | Loss: 0.183 | Acc: 93.679% (1319/1408) 11/391 [=>...............................................................] Step: 374ms | Tot: 4s75ms | Loss: 0.179 | Acc: 93.685% (1439/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s442ms | Loss: 0.182 | Acc: 93.570% (1557/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s805ms | Loss: 0.185 | Acc: 93.583% (1677/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s165ms | Loss: 0.181 | Acc: 93.750% (1800/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s534ms | Loss: 0.182 | Acc: 93.799% (1921/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s899ms | Loss: 0.183 | Acc: 93.750% (2040/2176) 17/391 [==>..............................................................] Step: 356ms | Tot: 6s256ms | Loss: 0.181 | Acc: 93.837% (2162/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s617ms | Loss: 0.178 | Acc: 93.956% (2285/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s982ms | Loss: 0.177 | Acc: 93.906% (2404/2560) 20/391 [===>.............................................................] Step: 371ms | Tot: 7s354ms | Loss: 0.179 | Acc: 93.899% (2524/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s719ms | Loss: 0.177 | Acc: 93.892% (2644/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s79ms | Loss: 0.178 | Acc: 93.920% (2765/2944) 23/391 [===>.............................................................] Step: 366ms | Tot: 8s446ms | Loss: 0.180 | Acc: 93.717% (2879/3072) 24/391 [===>.............................................................] Step: 402ms | Tot: 8s848ms | Loss: 0.177 | Acc: 93.875% (3004/3200) 25/391 [====>............................................................] Step: 400ms | Tot: 9s248ms | Loss: 0.175 | Acc: 93.960% (3127/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s613ms | Loss: 0.174 | Acc: 93.924% (3246/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s974ms | Loss: 0.178 | Acc: 93.694% (3358/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s332ms | Loss: 0.180 | Acc: 93.615% (3475/3712) 29/391 [====>............................................................] Step: 374ms | Tot: 10s706ms | Loss: 0.178 | Acc: 93.698% (3598/3840) 30/391 [====>............................................................] Step: 367ms | Tot: 11s73ms | Loss: 0.179 | Acc: 93.700% (3718/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s432ms | Loss: 0.182 | Acc: 93.555% (3832/4096) 32/391 [=====>...........................................................] Step: 364ms | Tot: 11s796ms | Loss: 0.182 | Acc: 93.490% (3949/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 12s158ms | Loss: 0.185 | Acc: 93.428% (4066/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s524ms | Loss: 0.186 | Acc: 93.371% (4183/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s891ms | Loss: 0.184 | Acc: 93.468% (4307/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s253ms | Loss: 0.183 | Acc: 93.539% (4430/4736) 37/391 [======>..........................................................] Step: 365ms | Tot: 13s619ms | Loss: 0.190 | Acc: 93.359% (4541/4864) 38/391 [======>..........................................................] Step: 377ms | Tot: 13s997ms | Loss: 0.189 | Acc: 93.429% (4664/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 14s365ms | Loss: 0.188 | Acc: 93.477% (4786/5120) 40/391 [======>..........................................................] Step: 371ms | Tot: 14s736ms | Loss: 0.188 | Acc: 93.502% (4907/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 15s98ms | Loss: 0.188 | Acc: 93.452% (5024/5376) 42/391 [======>..........................................................] Step: 384ms | Tot: 15s482ms | Loss: 0.188 | Acc: 93.459% (5144/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s841ms | Loss: 0.189 | Acc: 93.413% (5261/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s202ms | Loss: 0.189 | Acc: 93.403% (5380/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s572ms | Loss: 0.188 | Acc: 93.444% (5502/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s934ms | Loss: 0.187 | Acc: 93.467% (5623/6016) 47/391 [=======>.........................................................] Step: 362ms | Tot: 17s297ms | Loss: 0.187 | Acc: 93.457% (5742/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s662ms | Loss: 0.186 | Acc: 93.495% (5864/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 18s29ms | Loss: 0.187 | Acc: 93.422% (5979/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s396ms | Loss: 0.187 | Acc: 93.444% (6100/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s759ms | Loss: 0.187 | Acc: 93.434% (6219/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 19s117ms | Loss: 0.187 | Acc: 93.426% (6338/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s480ms | Loss: 0.187 | Acc: 93.432% (6458/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s840ms | Loss: 0.188 | Acc: 93.438% (6578/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s206ms | Loss: 0.187 | Acc: 93.471% (6700/7168) 56/391 [=========>.......................................................] Step: 372ms | Tot: 20s579ms | Loss: 0.187 | Acc: 93.476% (6820/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s938ms | Loss: 0.186 | Acc: 93.481% (6940/7424) 58/391 [=========>.......................................................] Step: 354ms | Tot: 21s293ms | Loss: 0.186 | Acc: 93.512% (7062/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s653ms | Loss: 0.185 | Acc: 93.542% (7184/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 22s23ms | Loss: 0.186 | Acc: 93.507% (7301/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s380ms | Loss: 0.185 | Acc: 93.536% (7423/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s742ms | Loss: 0.186 | Acc: 93.514% (7541/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s103ms | Loss: 0.185 | Acc: 93.555% (7664/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s466ms | Loss: 0.185 | Acc: 93.570% (7785/8320) 65/391 [==========>......................................................] Step: 376ms | Tot: 23s843ms | Loss: 0.185 | Acc: 93.608% (7908/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s206ms | Loss: 0.184 | Acc: 93.610% (8028/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s566ms | Loss: 0.184 | Acc: 93.624% (8149/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s924ms | Loss: 0.183 | Acc: 93.637% (8270/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s284ms | Loss: 0.182 | Acc: 93.683% (8394/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s652ms | Loss: 0.183 | Acc: 93.662% (8512/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 26s14ms | Loss: 0.182 | Acc: 93.696% (8635/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s374ms | Loss: 0.182 | Acc: 93.696% (8755/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s742ms | Loss: 0.182 | Acc: 93.697% (8875/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 27s105ms | Loss: 0.181 | Acc: 93.750% (9000/9600) 75/391 [============>....................................................] Step: 371ms | Tot: 27s477ms | Loss: 0.180 | Acc: 93.781% (9123/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s835ms | Loss: 0.179 | Acc: 93.811% (9246/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 28s200ms | Loss: 0.179 | Acc: 93.790% (9364/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s563ms | Loss: 0.179 | Acc: 93.770% (9482/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s927ms | Loss: 0.180 | Acc: 93.770% (9602/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s293ms | Loss: 0.179 | Acc: 93.760% (9721/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s664ms | Loss: 0.179 | Acc: 93.769% (9842/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 30s24ms | Loss: 0.179 | Acc: 93.797% (9965/10624) 83/391 [=============>...................................................] Step: 371ms | Tot: 30s395ms | Loss: 0.179 | Acc: 93.797% (10085/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s758ms | Loss: 0.179 | Acc: 93.750% (10200/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s120ms | Loss: 0.180 | Acc: 93.723% (10317/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 31s492ms | Loss: 0.180 | Acc: 93.714% (10436/11136) 87/391 [==============>..................................................] Step: 356ms | Tot: 31s849ms | Loss: 0.180 | Acc: 93.697% (10554/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s207ms | Loss: 0.180 | Acc: 93.671% (10671/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s574ms | Loss: 0.180 | Acc: 93.681% (10792/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s935ms | Loss: 0.180 | Acc: 93.673% (10911/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 33s291ms | Loss: 0.181 | Acc: 93.657% (11029/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s658ms | Loss: 0.181 | Acc: 93.641% (11147/11904) 93/391 [===============>.................................................] Step: 361ms | Tot: 34s20ms | Loss: 0.182 | Acc: 93.617% (11264/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s381ms | Loss: 0.182 | Acc: 93.627% (11385/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s747ms | Loss: 0.182 | Acc: 93.612% (11503/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s108ms | Loss: 0.181 | Acc: 93.653% (11628/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s471ms | Loss: 0.182 | Acc: 93.630% (11745/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s836ms | Loss: 0.182 | Acc: 93.655% (11868/12672) 99/391 [================>................................................] Step: 357ms | Tot: 36s193ms | Loss: 0.183 | Acc: 93.641% (11986/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s557ms | Loss: 0.183 | Acc: 93.657% (12108/12928) 101/391 [================>................................................] Step: 372ms | Tot: 36s929ms | Loss: 0.183 | Acc: 93.620% (12223/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s293ms | Loss: 0.184 | Acc: 93.606% (12341/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s655ms | Loss: 0.183 | Acc: 93.637% (12465/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 38s19ms | Loss: 0.184 | Acc: 93.616% (12582/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s378ms | Loss: 0.186 | Acc: 93.544% (12692/13568) 106/391 [=================>...............................................] Step: 406ms | Tot: 38s785ms | Loss: 0.186 | Acc: 93.538% (12811/13696) 107/391 [=================>...............................................] Step: 410ms | Tot: 39s195ms | Loss: 0.186 | Acc: 93.519% (12928/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s558ms | Loss: 0.185 | Acc: 93.528% (13049/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s917ms | Loss: 0.185 | Acc: 93.544% (13171/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s288ms | Loss: 0.185 | Acc: 93.532% (13289/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 40s657ms | Loss: 0.186 | Acc: 93.499% (13404/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 41s19ms | Loss: 0.186 | Acc: 93.487% (13522/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 41s380ms | Loss: 0.186 | Acc: 93.490% (13642/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s742ms | Loss: 0.186 | Acc: 93.471% (13759/14720) 115/391 [===================>.............................................] Step: 370ms | Tot: 42s113ms | Loss: 0.186 | Acc: 93.467% (13878/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s481ms | Loss: 0.185 | Acc: 93.483% (14000/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s844ms | Loss: 0.186 | Acc: 93.432% (14112/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s201ms | Loss: 0.186 | Acc: 93.435% (14232/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 43s572ms | Loss: 0.187 | Acc: 93.431% (14351/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s939ms | Loss: 0.186 | Acc: 93.453% (14474/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s303ms | Loss: 0.187 | Acc: 93.443% (14592/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s668ms | Loss: 0.187 | Acc: 93.426% (14709/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 45s32ms | Loss: 0.187 | Acc: 93.435% (14830/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s395ms | Loss: 0.187 | Acc: 93.456% (14953/16000) 125/391 [====================>............................................] Step: 380ms | Tot: 45s776ms | Loss: 0.188 | Acc: 93.434% (15069/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s147ms | Loss: 0.187 | Acc: 93.455% (15192/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s515ms | Loss: 0.187 | Acc: 93.445% (15310/16384) 128/391 [=====================>...........................................] Step: 378ms | Tot: 46s893ms | Loss: 0.187 | Acc: 93.459% (15432/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 47s254ms | Loss: 0.187 | Acc: 93.498% (15558/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s622ms | Loss: 0.186 | Acc: 93.517% (15681/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s981ms | Loss: 0.186 | Acc: 93.507% (15799/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 48s341ms | Loss: 0.186 | Acc: 93.503% (15918/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s705ms | Loss: 0.186 | Acc: 93.499% (16037/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s65ms | Loss: 0.186 | Acc: 93.472% (16152/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s434ms | Loss: 0.186 | Acc: 93.486% (16274/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s795ms | Loss: 0.185 | Acc: 93.493% (16395/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 50s161ms | Loss: 0.186 | Acc: 93.495% (16515/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s521ms | Loss: 0.185 | Acc: 93.514% (16638/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 50s879ms | Loss: 0.186 | Acc: 93.488% (16753/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 51s246ms | Loss: 0.187 | Acc: 93.451% (16866/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 51s613ms | Loss: 0.186 | Acc: 93.469% (16989/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s971ms | Loss: 0.186 | Acc: 93.455% (17106/18304) 143/391 [=======================>.........................................] Step: 359ms | Tot: 52s330ms | Loss: 0.186 | Acc: 93.473% (17229/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s694ms | Loss: 0.186 | Acc: 93.481% (17350/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 53s63ms | Loss: 0.186 | Acc: 93.461% (17466/18688) 146/391 [========================>........................................] Step: 371ms | Tot: 53s435ms | Loss: 0.186 | Acc: 93.479% (17589/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s791ms | Loss: 0.186 | Acc: 93.476% (17708/18944) 148/391 [========================>........................................] Step: 356ms | Tot: 54s148ms | Loss: 0.186 | Acc: 93.488% (17830/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s512ms | Loss: 0.186 | Acc: 93.490% (17950/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s879ms | Loss: 0.186 | Acc: 93.486% (18069/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s237ms | Loss: 0.185 | Acc: 93.508% (18193/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 55s598ms | Loss: 0.186 | Acc: 93.484% (18308/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 55s959ms | Loss: 0.186 | Acc: 93.481% (18427/19712) 154/391 [=========================>.......................................] Step: 368ms | Tot: 56s327ms | Loss: 0.186 | Acc: 93.478% (18546/19840) 155/391 [=========================>.......................................] Step: 377ms | Tot: 56s705ms | Loss: 0.186 | Acc: 93.495% (18669/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 57s67ms | Loss: 0.186 | Acc: 93.486% (18787/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s430ms | Loss: 0.186 | Acc: 93.488% (18907/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 57s794ms | Loss: 0.186 | Acc: 93.475% (19024/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s153ms | Loss: 0.186 | Acc: 93.452% (19139/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s517ms | Loss: 0.187 | Acc: 93.415% (19251/20608) 161/391 [==========================>......................................] Step: 353ms | Tot: 58s871ms | Loss: 0.187 | Acc: 93.417% (19371/20736) 162/391 [==========================>......................................] Step: 355ms | Tot: 59s227ms | Loss: 0.187 | Acc: 93.395% (19486/20864) 163/391 [===========================>.....................................] Step: 362ms | Tot: 59s589ms | Loss: 0.187 | Acc: 93.402% (19607/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 59s958ms | Loss: 0.188 | Acc: 93.390% (19724/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m321ms | Loss: 0.187 | Acc: 93.406% (19847/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m687ms | Loss: 0.187 | Acc: 93.404% (19966/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.187 | Acc: 93.424% (20090/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.188 | Acc: 93.417% (20208/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.187 | Acc: 93.410% (20326/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.187 | Acc: 93.403% (20444/21888) 171/391 [============================>....................................] Step: 375ms | Tot: 1m2s | Loss: 0.187 | Acc: 93.414% (20566/22016) 172/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.187 | Acc: 93.416% (20686/22144) 173/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.187 | Acc: 93.409% (20804/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.187 | Acc: 93.411% (20924/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m3s | Loss: 0.187 | Acc: 93.413% (21044/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.187 | Acc: 93.410% (21163/22656) 177/391 [=============================>...................................] Step: 379ms | Tot: 1m4s | Loss: 0.187 | Acc: 93.408% (21282/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.188 | Acc: 93.401% (21400/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.188 | Acc: 93.394% (21518/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.188 | Acc: 93.396% (21638/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.188 | Acc: 93.398% (21758/23296) 182/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.188 | Acc: 93.404% (21879/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.188 | Acc: 93.393% (21996/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.188 | Acc: 93.383% (22113/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.188 | Acc: 93.393% (22235/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.187 | Acc: 93.399% (22356/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.188 | Acc: 93.380% (22471/24064) 188/391 [===============================>.................................] Step: 414ms | Tot: 1m8s | Loss: 0.188 | Acc: 93.366% (22587/24192) 189/391 [===============================>.................................] Step: 387ms | Tot: 1m9s | Loss: 0.188 | Acc: 93.363% (22706/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.188 | Acc: 93.357% (22824/24448) 191/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.188 | Acc: 93.363% (22945/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.188 | Acc: 93.357% (23063/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.188 | Acc: 93.359% (23183/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.188 | Acc: 93.369% (23305/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.188 | Acc: 93.367% (23424/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.188 | Acc: 93.385% (23548/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.188 | Acc: 93.375% (23665/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.188 | Acc: 93.397% (23790/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.188 | Acc: 93.395% (23909/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.188 | Acc: 93.400% (24030/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.188 | Acc: 93.410% (24152/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.188 | Acc: 93.407% (24271/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.188 | Acc: 93.398% (24388/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.188 | Acc: 93.384% (24504/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.188 | Acc: 93.394% (24626/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.189 | Acc: 93.384% (24743/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.189 | Acc: 93.393% (24865/26624) 208/391 [==================================>..............................] Step: 377ms | Tot: 1m16s | Loss: 0.189 | Acc: 93.391% (24984/26752) 209/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.189 | Acc: 93.385% (25102/26880) 210/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.189 | Acc: 93.387% (25222/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.189 | Acc: 93.396% (25344/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.189 | Acc: 93.394% (25463/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.189 | Acc: 93.410% (25587/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.188 | Acc: 93.416% (25708/27520) 215/391 [===================================>.............................] Step: 377ms | Tot: 1m18s | Loss: 0.189 | Acc: 93.406% (25825/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.189 | Acc: 93.390% (25940/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.189 | Acc: 93.392% (26060/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.189 | Acc: 93.383% (26177/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.189 | Acc: 93.388% (26298/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.189 | Acc: 93.389% (26418/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.188 | Acc: 93.412% (26544/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.188 | Acc: 93.414% (26664/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.188 | Acc: 93.422% (26786/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.188 | Acc: 93.417% (26904/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.188 | Acc: 93.411% (27022/28928) 226/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.188 | Acc: 93.409% (27141/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.188 | Acc: 93.421% (27264/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.188 | Acc: 93.433% (27387/29312) 229/391 [======================================>..........................] Step: 366ms | Tot: 1m23s | Loss: 0.187 | Acc: 93.448% (27511/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.187 | Acc: 93.466% (27636/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.187 | Acc: 93.477% (27759/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.187 | Acc: 93.485% (27881/29824) 233/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.187 | Acc: 93.480% (27999/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.187 | Acc: 93.484% (28120/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.187 | Acc: 93.465% (28234/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.187 | Acc: 93.460% (28352/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.187 | Acc: 93.464% (28473/30464) 238/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.187 | Acc: 93.472% (28595/30592) 239/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.187 | Acc: 93.473% (28715/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.187 | Acc: 93.458% (28830/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.187 | Acc: 93.450% (28947/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.187 | Acc: 93.445% (29065/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.187 | Acc: 93.452% (29187/31232) 244/391 [========================================>........................] Step: 355ms | Tot: 1m29s | Loss: 0.187 | Acc: 93.453% (29307/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.187 | Acc: 93.448% (29425/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.187 | Acc: 93.450% (29545/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.187 | Acc: 93.444% (29663/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.187 | Acc: 93.449% (29784/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.187 | Acc: 93.450% (29904/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.187 | Acc: 93.464% (30028/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.187 | Acc: 93.474% (30151/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.187 | Acc: 93.475% (30271/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.186 | Acc: 93.479% (30392/32512) 254/391 [==========================================>......................] Step: 386ms | Tot: 1m32s | Loss: 0.186 | Acc: 93.480% (30512/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.186 | Acc: 93.481% (30632/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.187 | Acc: 93.476% (30750/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.187 | Acc: 93.462% (30865/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.187 | Acc: 93.466% (30986/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.187 | Acc: 93.465% (31105/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.187 | Acc: 93.466% (31225/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.187 | Acc: 93.470% (31346/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.187 | Acc: 93.474% (31467/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.187 | Acc: 93.475% (31587/33792) 264/391 [===========================================>.....................] Step: 356ms | Tot: 1m36s | Loss: 0.187 | Acc: 93.473% (31706/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.187 | Acc: 93.465% (31823/34048) 266/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.187 | Acc: 93.466% (31943/34176) 267/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.187 | Acc: 93.456% (32059/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.187 | Acc: 93.457% (32179/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.187 | Acc: 93.446% (32295/34560) 270/391 [============================================>....................] Step: 384ms | Tot: 1m38s | Loss: 0.187 | Acc: 93.442% (32413/34688) 271/391 [=============================================>...................] Step: 421ms | Tot: 1m38s | Loss: 0.187 | Acc: 93.451% (32536/34816) 272/391 [=============================================>...................] Step: 383ms | Tot: 1m39s | Loss: 0.187 | Acc: 93.452% (32656/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.187 | Acc: 93.445% (32773/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.187 | Acc: 93.449% (32894/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.187 | Acc: 93.447% (33013/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.188 | Acc: 93.443% (33131/35456) 277/391 [==============================================>..................] Step: 354ms | Tot: 1m41s | Loss: 0.188 | Acc: 93.435% (33248/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.188 | Acc: 93.434% (33367/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.187 | Acc: 93.446% (33491/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.187 | Acc: 93.447% (33611/35968) 281/391 [==============================================>..................] Step: 375ms | Tot: 1m42s | Loss: 0.187 | Acc: 93.445% (33730/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.188 | Acc: 93.441% (33848/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.188 | Acc: 93.436% (33966/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.188 | Acc: 93.438% (34086/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.188 | Acc: 93.444% (34208/36608) 286/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.188 | Acc: 93.442% (34327/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.188 | Acc: 93.441% (34446/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.188 | Acc: 93.442% (34566/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.188 | Acc: 93.438% (34684/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.188 | Acc: 93.447% (34807/37248) 291/391 [================================================>................] Step: 381ms | Tot: 1m46s | Loss: 0.188 | Acc: 93.442% (34925/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.188 | Acc: 93.454% (35049/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.188 | Acc: 93.452% (35168/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.188 | Acc: 93.445% (35285/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.188 | Acc: 93.439% (35402/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.188 | Acc: 93.440% (35522/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.188 | Acc: 93.433% (35639/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.188 | Acc: 93.434% (35759/38272) 299/391 [=================================================>...............] Step: 374ms | Tot: 1m49s | Loss: 0.188 | Acc: 93.432% (35878/38400) 300/391 [=================================================>...............] Step: 377ms | Tot: 1m49s | Loss: 0.189 | Acc: 93.428% (35996/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.189 | Acc: 93.424% (36114/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.189 | Acc: 93.433% (36237/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.189 | Acc: 93.444% (36361/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.188 | Acc: 93.455% (36485/39040) 305/391 [==================================================>..............] Step: 378ms | Tot: 1m51s | Loss: 0.189 | Acc: 93.454% (36604/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.188 | Acc: 93.460% (36726/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.188 | Acc: 93.466% (36848/39424) 308/391 [===================================================>.............] Step: 376ms | Tot: 1m52s | Loss: 0.188 | Acc: 93.469% (36969/39552) 309/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.188 | Acc: 93.478% (37092/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.188 | Acc: 93.469% (37208/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.188 | Acc: 93.467% (37327/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m54s | Loss: 0.188 | Acc: 93.460% (37444/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.188 | Acc: 93.471% (37568/40192) 314/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.188 | Acc: 93.465% (37685/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.188 | Acc: 93.473% (37808/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.188 | Acc: 93.467% (37925/40576) 317/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.188 | Acc: 93.467% (38045/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.188 | Acc: 93.483% (38171/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.188 | Acc: 93.486% (38292/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.187 | Acc: 93.487% (38412/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.187 | Acc: 93.483% (38530/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.187 | Acc: 93.479% (38648/41344) 323/391 [=====================================================>...........] Step: 356ms | Tot: 1m58s | Loss: 0.187 | Acc: 93.470% (38764/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m58s | Loss: 0.188 | Acc: 93.469% (38883/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.188 | Acc: 93.472% (39004/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.188 | Acc: 93.470% (39123/41856) 327/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.188 | Acc: 93.478% (39246/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.188 | Acc: 93.477% (39365/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 2m213ms | Loss: 0.188 | Acc: 93.478% (39485/42240) 330/391 [======================================================>..........] Step: 370ms | Tot: 2m584ms | Loss: 0.188 | Acc: 93.469% (39601/42368) 331/391 [=======================================================>.........] Step: 374ms | Tot: 2m958ms | Loss: 0.188 | Acc: 93.470% (39721/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.188 | Acc: 93.478% (39844/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.187 | Acc: 93.486% (39967/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.188 | Acc: 93.484% (40086/42880) 335/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.188 | Acc: 93.476% (40202/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.188 | Acc: 93.474% (40321/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.188 | Acc: 93.468% (40438/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.188 | Acc: 93.455% (40552/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.188 | Acc: 93.456% (40672/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.188 | Acc: 93.448% (40788/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.188 | Acc: 93.460% (40913/43776) 342/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.188 | Acc: 93.456% (41031/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.188 | Acc: 93.450% (41148/44032) 344/391 [=========================================================>.......] Step: 380ms | Tot: 2m5s | Loss: 0.188 | Acc: 93.451% (41268/44160) 345/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.188 | Acc: 93.450% (41387/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.188 | Acc: 93.439% (41502/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.188 | Acc: 93.440% (41622/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.188 | Acc: 93.428% (41736/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.188 | Acc: 93.435% (41859/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.188 | Acc: 93.436% (41979/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.188 | Acc: 93.444% (42102/45056) 352/391 [==========================================================>......] Step: 384ms | Tot: 2m8s | Loss: 0.188 | Acc: 93.442% (42221/45184) 353/391 [==========================================================>......] Step: 421ms | Tot: 2m9s | Loss: 0.188 | Acc: 93.439% (42339/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.188 | Acc: 93.440% (42459/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.189 | Acc: 93.436% (42577/45568) 356/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.188 | Acc: 93.450% (42703/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.188 | Acc: 93.442% (42819/45824) 358/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.188 | Acc: 93.432% (42934/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.188 | Acc: 93.433% (43054/46080) 360/391 [===========================================================>.....] Step: 376ms | Tot: 2m11s | Loss: 0.188 | Acc: 93.434% (43174/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.188 | Acc: 93.441% (43297/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.188 | Acc: 93.444% (43418/46464) 363/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.189 | Acc: 93.430% (43531/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.189 | Acc: 93.423% (43647/46720) 365/391 [============================================================>....] Step: 374ms | Tot: 2m13s | Loss: 0.189 | Acc: 93.415% (43763/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.189 | Acc: 93.418% (43884/46976) 367/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.189 | Acc: 93.423% (44006/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.189 | Acc: 93.422% (44125/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.189 | Acc: 93.423% (44245/47360) 370/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.189 | Acc: 93.409% (44358/47488) 371/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.189 | Acc: 93.401% (44474/47616) 372/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.189 | Acc: 93.407% (44596/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.189 | Acc: 93.405% (44715/47872) 374/391 [==============================================================>..] Step: 373ms | Tot: 2m16s | Loss: 0.189 | Acc: 93.400% (44832/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.189 | Acc: 93.409% (44956/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.189 | Acc: 93.414% (45078/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.189 | Acc: 93.428% (45204/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.189 | Acc: 93.437% (45328/48512) 379/391 [===============================================================>.] Step: 373ms | Tot: 2m18s | Loss: 0.189 | Acc: 93.440% (45449/48640) 380/391 [===============================================================>.] Step: 378ms | Tot: 2m18s | Loss: 0.189 | Acc: 93.436% (45567/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.189 | Acc: 93.437% (45687/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.189 | Acc: 93.432% (45804/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.189 | Acc: 93.429% (45922/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.190 | Acc: 93.421% (46038/49280) 385/391 [================================================================>] Step: 383ms | Tot: 2m20s | Loss: 0.190 | Acc: 93.424% (46159/49408) 386/391 [================================================================>] Step: 382ms | Tot: 2m21s | Loss: 0.190 | Acc: 93.409% (46271/49536) 387/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.190 | Acc: 93.408% (46390/49664) 388/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.190 | Acc: 93.401% (46506/49792) 389/391 [================================================================>] Step: 373ms | Tot: 2m22s | Loss: 0.190 | Acc: 93.403% (46627/49920) 390/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.190 | Acc: 93.408% (46704/50000) 391/391 + [>................................................................] Step: 507ms | Tot: 2ms | Loss: 0.325 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 314ms | Tot: 316ms | Loss: 0.302 | Acc: 90.500% (181/200) 2/100 [=>...............................................................] Step: 291ms | Tot: 608ms | Loss: 0.287 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 902ms | Loss: 0.286 | Acc: 90.000% (360/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s199ms | Loss: 0.296 | Acc: 90.000% (450/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s504ms | Loss: 0.268 | Acc: 90.667% (544/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s804ms | Loss: 0.261 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s109ms | Loss: 0.285 | Acc: 90.375% (723/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s419ms | Loss: 0.295 | Acc: 89.667% (807/900) 9/100 [=====>...........................................................] Step: 313ms | Tot: 2s732ms | Loss: 0.316 | Acc: 89.100% (891/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 3s30ms | Loss: 0.313 | Acc: 89.091% (980/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s334ms | Loss: 0.330 | Acc: 88.833% (1066/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s634ms | Loss: 0.326 | Acc: 89.000% (1157/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s943ms | Loss: 0.321 | Acc: 89.286% (1250/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s243ms | Loss: 0.315 | Acc: 89.467% (1342/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s550ms | Loss: 0.316 | Acc: 89.312% (1429/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 4s863ms | Loss: 0.314 | Acc: 89.412% (1520/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s169ms | Loss: 0.323 | Acc: 88.889% (1600/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s478ms | Loss: 0.325 | Acc: 88.895% (1689/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s786ms | Loss: 0.332 | Acc: 88.700% (1774/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s90ms | Loss: 0.335 | Acc: 88.619% (1861/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s401ms | Loss: 0.333 | Acc: 88.636% (1950/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s704ms | Loss: 0.338 | Acc: 88.522% (2036/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s10ms | Loss: 0.342 | Acc: 88.417% (2122/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s323ms | Loss: 0.347 | Acc: 88.320% (2208/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s640ms | Loss: 0.353 | Acc: 88.192% (2293/2600) 26/100 [================>................................................] Step: 311ms | Tot: 7s952ms | Loss: 0.347 | Acc: 88.370% (2386/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s258ms | Loss: 0.348 | Acc: 88.464% (2477/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s564ms | Loss: 0.349 | Acc: 88.621% (2570/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 8s873ms | Loss: 0.348 | Acc: 88.633% (2659/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s181ms | Loss: 0.347 | Acc: 88.581% (2746/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s488ms | Loss: 0.344 | Acc: 88.750% (2840/3200) 32/100 [====================>............................................] Step: 319ms | Tot: 9s808ms | Loss: 0.343 | Acc: 88.788% (2930/3300) 33/100 [=====================>...........................................] Step: 312ms | Tot: 10s120ms | Loss: 0.339 | Acc: 88.824% (3020/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s429ms | Loss: 0.343 | Acc: 88.800% (3108/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s740ms | Loss: 0.341 | Acc: 88.889% (3200/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 11s44ms | Loss: 0.342 | Acc: 88.892% (3289/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s355ms | Loss: 0.343 | Acc: 88.895% (3378/3800) 38/100 [========================>........................................] Step: 305ms | Tot: 11s660ms | Loss: 0.341 | Acc: 88.974% (3470/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 11s971ms | Loss: 0.343 | Acc: 88.900% (3556/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s285ms | Loss: 0.345 | Acc: 88.829% (3642/4100) 41/100 [==========================>......................................] Step: 299ms | Tot: 12s584ms | Loss: 0.346 | Acc: 88.857% (3732/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s892ms | Loss: 0.344 | Acc: 88.953% (3825/4300) 43/100 [===========================>.....................................] Step: 307ms | Tot: 13s200ms | Loss: 0.345 | Acc: 88.932% (3913/4400) 44/100 [============================>....................................] Step: 317ms | Tot: 13s518ms | Loss: 0.343 | Acc: 88.978% (4004/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s824ms | Loss: 0.343 | Acc: 88.957% (4092/4600) 46/100 [=============================>...................................] Step: 301ms | Tot: 14s125ms | Loss: 0.343 | Acc: 88.936% (4180/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s430ms | Loss: 0.343 | Acc: 88.896% (4267/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s736ms | Loss: 0.341 | Acc: 88.980% (4360/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 15s43ms | Loss: 0.341 | Acc: 89.000% (4450/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s351ms | Loss: 0.343 | Acc: 89.000% (4539/5100) 51/100 [=================================>...............................] Step: 355ms | Tot: 15s707ms | Loss: 0.341 | Acc: 89.058% (4631/5200) 52/100 [=================================>...............................] Step: 342ms | Tot: 16s49ms | Loss: 0.340 | Acc: 89.075% (4721/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s362ms | Loss: 0.339 | Acc: 89.111% (4812/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s669ms | Loss: 0.341 | Acc: 89.073% (4899/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s977ms | Loss: 0.343 | Acc: 89.071% (4988/5600) 56/100 [====================================>............................] Step: 314ms | Tot: 17s291ms | Loss: 0.343 | Acc: 89.035% (5075/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s596ms | Loss: 0.342 | Acc: 89.052% (5165/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s903ms | Loss: 0.342 | Acc: 89.017% (5252/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 18s204ms | Loss: 0.343 | Acc: 88.967% (5338/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s509ms | Loss: 0.344 | Acc: 88.967% (5427/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s815ms | Loss: 0.344 | Acc: 88.984% (5517/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s126ms | Loss: 0.344 | Acc: 88.984% (5606/6300) 63/100 [========================================>........................] Step: 312ms | Tot: 19s438ms | Loss: 0.341 | Acc: 89.078% (5701/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s748ms | Loss: 0.341 | Acc: 89.108% (5792/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 20s55ms | Loss: 0.340 | Acc: 89.152% (5884/6600) 66/100 [==========================================>......................] Step: 314ms | Tot: 20s369ms | Loss: 0.337 | Acc: 89.209% (5977/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s673ms | Loss: 0.337 | Acc: 89.206% (6066/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s979ms | Loss: 0.336 | Acc: 89.246% (6158/6900) 69/100 [============================================>....................] Step: 312ms | Tot: 21s292ms | Loss: 0.338 | Acc: 89.157% (6241/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s595ms | Loss: 0.339 | Acc: 89.099% (6326/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s906ms | Loss: 0.340 | Acc: 89.069% (6413/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s214ms | Loss: 0.339 | Acc: 89.096% (6504/7300) 73/100 [===============================================>.................] Step: 312ms | Tot: 22s526ms | Loss: 0.338 | Acc: 89.135% (6596/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s837ms | Loss: 0.339 | Acc: 89.147% (6686/7500) 75/100 [================================================>................] Step: 303ms | Tot: 23s140ms | Loss: 0.340 | Acc: 89.145% (6775/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s452ms | Loss: 0.341 | Acc: 89.143% (6864/7700) 77/100 [==================================================>..............] Step: 322ms | Tot: 23s775ms | Loss: 0.341 | Acc: 89.103% (6950/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s81ms | Loss: 0.341 | Acc: 89.114% (7040/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s390ms | Loss: 0.340 | Acc: 89.075% (7126/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s694ms | Loss: 0.340 | Acc: 89.111% (7218/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 25s3ms | Loss: 0.339 | Acc: 89.122% (7308/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s317ms | Loss: 0.340 | Acc: 89.108% (7396/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s619ms | Loss: 0.339 | Acc: 89.131% (7487/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s924ms | Loss: 0.340 | Acc: 89.106% (7574/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s229ms | Loss: 0.341 | Acc: 89.081% (7661/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s537ms | Loss: 0.341 | Acc: 89.103% (7752/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s844ms | Loss: 0.342 | Acc: 89.091% (7840/8800) 88/100 [=========================================================>.......] Step: 314ms | Tot: 27s158ms | Loss: 0.342 | Acc: 89.090% (7929/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s467ms | Loss: 0.341 | Acc: 89.144% (8023/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s778ms | Loss: 0.340 | Acc: 89.187% (8116/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 28s81ms | Loss: 0.338 | Acc: 89.239% (8210/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 28s394ms | Loss: 0.340 | Acc: 89.237% (8299/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s697ms | Loss: 0.340 | Acc: 89.213% (8386/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 29s2ms | Loss: 0.340 | Acc: 89.200% (8474/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s311ms | Loss: 0.339 | Acc: 89.240% (8567/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s618ms | Loss: 0.338 | Acc: 89.289% (8661/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s929ms | Loss: 0.338 | Acc: 89.296% (8751/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 30s239ms | Loss: 0.338 | Acc: 89.303% (8841/9900) 99/100 [================================================================>] Step: 319ms | Tot: 30s559ms | Loss: 0.337 | Acc: 89.330% (8933/10000) 100/100 +Saving.. + +Epoch: 147 + [>................................................................] Step: 717ms | Tot: 2ms | Loss: 0.136 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.181 | Acc: 92.188% (236/256) 2/391 [>................................................................] Step: 385ms | Tot: 772ms | Loss: 0.189 | Acc: 91.927% (353/384) 3/391 [>................................................................] Step: 390ms | Tot: 1s163ms | Loss: 0.163 | Acc: 93.555% (479/512) 4/391 [>................................................................] Step: 373ms | Tot: 1s537ms | Loss: 0.152 | Acc: 94.375% (604/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s907ms | Loss: 0.160 | Acc: 94.010% (722/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s279ms | Loss: 0.154 | Acc: 94.420% (846/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s648ms | Loss: 0.158 | Acc: 94.531% (968/1024) 8/391 [=>...............................................................] Step: 377ms | Tot: 3s26ms | Loss: 0.159 | Acc: 94.531% (1089/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s388ms | Loss: 0.163 | Acc: 94.375% (1208/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s755ms | Loss: 0.175 | Acc: 94.247% (1327/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s127ms | Loss: 0.184 | Acc: 93.945% (1443/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s494ms | Loss: 0.184 | Acc: 93.930% (1563/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s861ms | Loss: 0.182 | Acc: 94.029% (1685/1792) 14/391 [==>..............................................................] Step: 369ms | Tot: 5s231ms | Loss: 0.180 | Acc: 94.219% (1809/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s598ms | Loss: 0.178 | Acc: 94.336% (1932/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s962ms | Loss: 0.175 | Acc: 94.347% (2053/2176) 17/391 [==>..............................................................] Step: 375ms | Tot: 6s337ms | Loss: 0.174 | Acc: 94.444% (2176/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s700ms | Loss: 0.173 | Acc: 94.326% (2294/2432) 19/391 [===>.............................................................] Step: 370ms | Tot: 7s70ms | Loss: 0.173 | Acc: 94.336% (2415/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s429ms | Loss: 0.175 | Acc: 94.308% (2535/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s796ms | Loss: 0.175 | Acc: 94.283% (2655/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s162ms | Loss: 0.176 | Acc: 94.124% (2771/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s529ms | Loss: 0.175 | Acc: 94.173% (2893/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s893ms | Loss: 0.175 | Acc: 94.156% (3013/3200) 25/391 [====>............................................................] Step: 366ms | Tot: 9s260ms | Loss: 0.175 | Acc: 94.141% (3133/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s627ms | Loss: 0.174 | Acc: 94.155% (3254/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s994ms | Loss: 0.175 | Acc: 94.169% (3375/3584) 28/391 [====>............................................................] Step: 367ms | Tot: 10s361ms | Loss: 0.174 | Acc: 94.262% (3499/3712) 29/391 [====>............................................................] Step: 363ms | Tot: 10s725ms | Loss: 0.173 | Acc: 94.297% (3621/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s95ms | Loss: 0.174 | Acc: 94.204% (3738/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 11s459ms | Loss: 0.173 | Acc: 94.165% (3857/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s821ms | Loss: 0.172 | Acc: 94.152% (3977/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s189ms | Loss: 0.174 | Acc: 94.118% (4096/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s553ms | Loss: 0.175 | Acc: 94.085% (4215/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 12s926ms | Loss: 0.175 | Acc: 94.032% (4333/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s295ms | Loss: 0.174 | Acc: 94.088% (4456/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s664ms | Loss: 0.173 | Acc: 94.141% (4579/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 14s29ms | Loss: 0.173 | Acc: 94.111% (4698/4992) 39/391 [======>..........................................................] Step: 411ms | Tot: 14s440ms | Loss: 0.174 | Acc: 94.082% (4817/5120) 40/391 [======>..........................................................] Step: 407ms | Tot: 14s847ms | Loss: 0.174 | Acc: 94.093% (4938/5248) 41/391 [======>..........................................................] Step: 371ms | Tot: 15s219ms | Loss: 0.173 | Acc: 94.066% (5057/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s582ms | Loss: 0.172 | Acc: 94.113% (5180/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s943ms | Loss: 0.173 | Acc: 94.070% (5298/5632) 44/391 [=======>.........................................................] Step: 374ms | Tot: 16s317ms | Loss: 0.175 | Acc: 94.010% (5415/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s687ms | Loss: 0.174 | Acc: 94.073% (5539/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 17s57ms | Loss: 0.175 | Acc: 93.983% (5654/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 17s425ms | Loss: 0.177 | Acc: 93.913% (5770/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s790ms | Loss: 0.177 | Acc: 93.862% (5887/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 18s156ms | Loss: 0.178 | Acc: 93.781% (6002/6400) 50/391 [========>........................................................] Step: 368ms | Tot: 18s525ms | Loss: 0.177 | Acc: 93.811% (6124/6528) 51/391 [========>........................................................] Step: 368ms | Tot: 18s894ms | Loss: 0.179 | Acc: 93.765% (6241/6656) 52/391 [========>........................................................] Step: 374ms | Tot: 19s268ms | Loss: 0.177 | Acc: 93.838% (6366/6784) 53/391 [========>........................................................] Step: 374ms | Tot: 19s643ms | Loss: 0.177 | Acc: 93.851% (6487/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 20s9ms | Loss: 0.177 | Acc: 93.835% (6606/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 20s373ms | Loss: 0.176 | Acc: 93.862% (6728/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s734ms | Loss: 0.178 | Acc: 93.805% (6844/7296) 57/391 [=========>.......................................................] Step: 371ms | Tot: 21s106ms | Loss: 0.177 | Acc: 93.844% (6967/7424) 58/391 [=========>.......................................................] Step: 370ms | Tot: 21s476ms | Loss: 0.177 | Acc: 93.856% (7088/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s845ms | Loss: 0.177 | Acc: 93.867% (7209/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s213ms | Loss: 0.177 | Acc: 93.827% (7326/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s582ms | Loss: 0.178 | Acc: 93.800% (7444/7936) 62/391 [==========>......................................................] Step: 373ms | Tot: 22s955ms | Loss: 0.178 | Acc: 93.787% (7563/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s323ms | Loss: 0.179 | Acc: 93.762% (7681/8192) 64/391 [==========>......................................................] Step: 372ms | Tot: 23s695ms | Loss: 0.178 | Acc: 93.798% (7804/8320) 65/391 [==========>......................................................] Step: 373ms | Tot: 24s68ms | Loss: 0.178 | Acc: 93.750% (7920/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s431ms | Loss: 0.179 | Acc: 93.727% (8038/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s794ms | Loss: 0.179 | Acc: 93.693% (8155/8704) 68/391 [===========>.....................................................] Step: 375ms | Tot: 25s170ms | Loss: 0.178 | Acc: 93.750% (8280/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s536ms | Loss: 0.178 | Acc: 93.750% (8400/8960) 70/391 [===========>.....................................................] Step: 369ms | Tot: 25s905ms | Loss: 0.177 | Acc: 93.816% (8526/9088) 71/391 [===========>.....................................................] Step: 380ms | Tot: 26s285ms | Loss: 0.178 | Acc: 93.815% (8646/9216) 72/391 [===========>.....................................................] Step: 371ms | Tot: 26s657ms | Loss: 0.177 | Acc: 93.825% (8767/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 27s19ms | Loss: 0.178 | Acc: 93.866% (8891/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 27s383ms | Loss: 0.178 | Acc: 93.844% (9009/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s751ms | Loss: 0.178 | Acc: 93.822% (9127/9728) 76/391 [============>....................................................] Step: 373ms | Tot: 28s125ms | Loss: 0.177 | Acc: 93.831% (9248/9856) 77/391 [============>....................................................] Step: 364ms | Tot: 28s490ms | Loss: 0.178 | Acc: 93.800% (9365/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s858ms | Loss: 0.178 | Acc: 93.790% (9484/10112) 79/391 [=============>...................................................] Step: 377ms | Tot: 29s235ms | Loss: 0.179 | Acc: 93.779% (9603/10240) 80/391 [=============>...................................................] Step: 375ms | Tot: 29s610ms | Loss: 0.178 | Acc: 93.789% (9724/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s978ms | Loss: 0.178 | Acc: 93.769% (9842/10496) 82/391 [=============>...................................................] Step: 369ms | Tot: 30s347ms | Loss: 0.178 | Acc: 93.797% (9965/10624) 83/391 [=============>...................................................] Step: 376ms | Tot: 30s724ms | Loss: 0.178 | Acc: 93.815% (10087/10752) 84/391 [=============>...................................................] Step: 379ms | Tot: 31s103ms | Loss: 0.178 | Acc: 93.805% (10206/10880) 85/391 [==============>..................................................] Step: 379ms | Tot: 31s482ms | Loss: 0.178 | Acc: 93.777% (10323/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s852ms | Loss: 0.178 | Acc: 93.795% (10445/11136) 87/391 [==============>..................................................] Step: 369ms | Tot: 32s222ms | Loss: 0.179 | Acc: 93.768% (10562/11264) 88/391 [==============>..................................................] Step: 371ms | Tot: 32s594ms | Loss: 0.179 | Acc: 93.785% (10684/11392) 89/391 [==============>..................................................] Step: 372ms | Tot: 32s966ms | Loss: 0.179 | Acc: 93.759% (10801/11520) 90/391 [==============>..................................................] Step: 375ms | Tot: 33s342ms | Loss: 0.179 | Acc: 93.767% (10922/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 33s709ms | Loss: 0.179 | Acc: 93.758% (11041/11776) 92/391 [===============>.................................................] Step: 368ms | Tot: 34s78ms | Loss: 0.179 | Acc: 93.775% (11163/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 34s444ms | Loss: 0.178 | Acc: 93.783% (11284/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s810ms | Loss: 0.179 | Acc: 93.758% (11401/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 35s182ms | Loss: 0.180 | Acc: 93.734% (11518/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 35s550ms | Loss: 0.179 | Acc: 93.774% (11643/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s913ms | Loss: 0.180 | Acc: 93.750% (11760/12544) 98/391 [================>................................................] Step: 382ms | Tot: 36s295ms | Loss: 0.180 | Acc: 93.742% (11879/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s660ms | Loss: 0.180 | Acc: 93.734% (11998/12800) 100/391 [================>................................................] Step: 371ms | Tot: 37s32ms | Loss: 0.181 | Acc: 93.727% (12117/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s396ms | Loss: 0.181 | Acc: 93.712% (12235/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s762ms | Loss: 0.182 | Acc: 93.682% (12351/13184) 103/391 [=================>...............................................] Step: 367ms | Tot: 38s130ms | Loss: 0.182 | Acc: 93.675% (12470/13312) 104/391 [=================>...............................................] Step: 369ms | Tot: 38s500ms | Loss: 0.182 | Acc: 93.668% (12589/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 38s868ms | Loss: 0.182 | Acc: 93.691% (12712/13568) 106/391 [=================>...............................................] Step: 380ms | Tot: 39s249ms | Loss: 0.182 | Acc: 93.692% (12832/13696) 107/391 [=================>...............................................] Step: 379ms | Tot: 39s628ms | Loss: 0.181 | Acc: 93.707% (12954/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s990ms | Loss: 0.181 | Acc: 93.714% (13075/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 40s354ms | Loss: 0.181 | Acc: 93.729% (13197/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s722ms | Loss: 0.181 | Acc: 93.729% (13317/14208) 111/391 [==================>..............................................] Step: 373ms | Tot: 41s96ms | Loss: 0.180 | Acc: 93.750% (13440/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 41s461ms | Loss: 0.180 | Acc: 93.736% (13558/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s826ms | Loss: 0.181 | Acc: 93.716% (13675/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 42s192ms | Loss: 0.181 | Acc: 93.723% (13796/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 42s562ms | Loss: 0.180 | Acc: 93.737% (13918/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s938ms | Loss: 0.180 | Acc: 93.757% (14041/14976) 117/391 [===================>.............................................] Step: 369ms | Tot: 43s308ms | Loss: 0.180 | Acc: 93.743% (14159/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s674ms | Loss: 0.180 | Acc: 93.717% (14275/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 44s35ms | Loss: 0.180 | Acc: 93.704% (14393/15360) 120/391 [===================>.............................................] Step: 406ms | Tot: 44s441ms | Loss: 0.180 | Acc: 93.698% (14512/15488) 121/391 [====================>............................................] Step: 392ms | Tot: 44s833ms | Loss: 0.180 | Acc: 93.692% (14631/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 45s204ms | Loss: 0.180 | Acc: 93.667% (14747/15744) 123/391 [====================>............................................] Step: 371ms | Tot: 45s576ms | Loss: 0.180 | Acc: 93.674% (14868/15872) 124/391 [====================>............................................] Step: 367ms | Tot: 45s943ms | Loss: 0.181 | Acc: 93.650% (14984/16000) 125/391 [====================>............................................] Step: 377ms | Tot: 46s320ms | Loss: 0.181 | Acc: 93.620% (15099/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s686ms | Loss: 0.181 | Acc: 93.639% (15222/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 47s54ms | Loss: 0.181 | Acc: 93.622% (15339/16384) 128/391 [=====================>...........................................] Step: 368ms | Tot: 47s422ms | Loss: 0.181 | Acc: 93.623% (15459/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s788ms | Loss: 0.182 | Acc: 93.600% (15575/16640) 130/391 [=====================>...........................................] Step: 368ms | Tot: 48s157ms | Loss: 0.181 | Acc: 93.619% (15698/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 48s523ms | Loss: 0.181 | Acc: 93.614% (15817/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s882ms | Loss: 0.181 | Acc: 93.621% (15938/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 49s250ms | Loss: 0.181 | Acc: 93.610% (16056/17152) 134/391 [======================>..........................................] Step: 373ms | Tot: 49s624ms | Loss: 0.181 | Acc: 93.617% (16177/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 49s989ms | Loss: 0.181 | Acc: 93.612% (16296/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 50s355ms | Loss: 0.181 | Acc: 93.613% (16416/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 50s720ms | Loss: 0.181 | Acc: 93.597% (16533/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 51s87ms | Loss: 0.182 | Acc: 93.581% (16650/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 51s452ms | Loss: 0.181 | Acc: 93.583% (16770/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s813ms | Loss: 0.181 | Acc: 93.595% (16892/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 52s181ms | Loss: 0.181 | Acc: 93.601% (17013/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 52s549ms | Loss: 0.181 | Acc: 93.608% (17134/18304) 143/391 [=======================>.........................................] Step: 386ms | Tot: 52s935ms | Loss: 0.181 | Acc: 93.614% (17255/18432) 144/391 [=======================>.........................................] Step: 370ms | Tot: 53s306ms | Loss: 0.181 | Acc: 93.605% (17373/18560) 145/391 [========================>........................................] Step: 374ms | Tot: 53s680ms | Loss: 0.181 | Acc: 93.611% (17494/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 54s40ms | Loss: 0.181 | Acc: 93.612% (17614/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 54s406ms | Loss: 0.180 | Acc: 93.629% (17737/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s768ms | Loss: 0.180 | Acc: 93.629% (17857/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 55s132ms | Loss: 0.180 | Acc: 93.646% (17980/19200) 150/391 [========================>........................................] Step: 364ms | Tot: 55s496ms | Loss: 0.181 | Acc: 93.621% (18095/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s856ms | Loss: 0.181 | Acc: 93.596% (18210/19456) 152/391 [=========================>.......................................] Step: 380ms | Tot: 56s237ms | Loss: 0.181 | Acc: 93.571% (18325/19584) 153/391 [=========================>.......................................] Step: 372ms | Tot: 56s609ms | Loss: 0.181 | Acc: 93.572% (18445/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 56s975ms | Loss: 0.182 | Acc: 93.574% (18565/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 57s341ms | Loss: 0.181 | Acc: 93.585% (18687/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 57s708ms | Loss: 0.182 | Acc: 93.591% (18808/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 58s69ms | Loss: 0.182 | Acc: 93.557% (18921/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 58s430ms | Loss: 0.182 | Acc: 93.573% (19044/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 58s797ms | Loss: 0.181 | Acc: 93.599% (19169/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 59s167ms | Loss: 0.181 | Acc: 93.614% (19292/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 59s543ms | Loss: 0.181 | Acc: 93.625% (19414/20736) 162/391 [==========================>......................................] Step: 367ms | Tot: 59s910ms | Loss: 0.181 | Acc: 93.621% (19533/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 1m277ms | Loss: 0.181 | Acc: 93.602% (19649/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 1m642ms | Loss: 0.181 | Acc: 93.594% (19767/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.181 | Acc: 93.595% (19887/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.181 | Acc: 93.600% (20008/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.181 | Acc: 93.610% (20130/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m2s | Loss: 0.181 | Acc: 93.616% (20251/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.181 | Acc: 93.612% (20370/21760) 170/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.181 | Acc: 93.618% (20491/21888) 171/391 [============================>....................................] Step: 373ms | Tot: 1m3s | Loss: 0.182 | Acc: 93.596% (20606/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.182 | Acc: 93.596% (20726/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.182 | Acc: 93.588% (20844/22272) 174/391 [============================>....................................] Step: 370ms | Tot: 1m4s | Loss: 0.182 | Acc: 93.567% (20959/22400) 175/391 [=============================>...................................] Step: 375ms | Tot: 1m4s | Loss: 0.182 | Acc: 93.572% (21080/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.182 | Acc: 93.600% (21206/22656) 177/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.182 | Acc: 93.605% (21327/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.181 | Acc: 93.619% (21450/22912) 179/391 [=============================>...................................] Step: 378ms | Tot: 1m6s | Loss: 0.181 | Acc: 93.615% (21569/23040) 180/391 [=============================>...................................] Step: 381ms | Tot: 1m6s | Loss: 0.182 | Acc: 93.603% (21686/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.182 | Acc: 93.613% (21808/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.182 | Acc: 93.609% (21927/23424) 183/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.182 | Acc: 93.593% (22043/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.182 | Acc: 93.594% (22163/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.182 | Acc: 93.611% (22287/23808) 186/391 [==============================>..................................] Step: 374ms | Tot: 1m8s | Loss: 0.182 | Acc: 93.600% (22404/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.183 | Acc: 93.592% (22522/24064) 188/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.182 | Acc: 93.597% (22643/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.183 | Acc: 93.581% (22759/24320) 190/391 [===============================>.................................] Step: 373ms | Tot: 1m10s | Loss: 0.183 | Acc: 93.574% (22877/24448) 191/391 [===============================>.................................] Step: 377ms | Tot: 1m10s | Loss: 0.182 | Acc: 93.595% (23002/24576) 192/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.182 | Acc: 93.608% (23125/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.182 | Acc: 93.609% (23245/24832) 194/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.182 | Acc: 93.594% (23361/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.182 | Acc: 93.587% (23479/25088) 196/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.182 | Acc: 93.599% (23602/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m12s | Loss: 0.182 | Acc: 93.576% (23716/25344) 198/391 [================================>................................] Step: 371ms | Tot: 1m13s | Loss: 0.182 | Acc: 93.585% (23838/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.182 | Acc: 93.590% (23959/25600) 200/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.182 | Acc: 93.579% (24076/25728) 201/391 [=================================>...............................] Step: 391ms | Tot: 1m14s | Loss: 0.182 | Acc: 93.572% (24194/25856) 202/391 [=================================>...............................] Step: 386ms | Tot: 1m14s | Loss: 0.182 | Acc: 93.573% (24314/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m15s | Loss: 0.182 | Acc: 93.574% (24434/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m15s | Loss: 0.182 | Acc: 93.579% (24555/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.182 | Acc: 93.583% (24676/26368) 206/391 [==================================>..............................] Step: 381ms | Tot: 1m16s | Loss: 0.182 | Acc: 93.595% (24799/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.182 | Acc: 93.607% (24922/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.182 | Acc: 93.593% (25038/26752) 209/391 [==================================>..............................] Step: 369ms | Tot: 1m17s | Loss: 0.182 | Acc: 93.597% (25159/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.182 | Acc: 93.591% (25277/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.182 | Acc: 93.588% (25396/27136) 212/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.182 | Acc: 93.581% (25514/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.182 | Acc: 93.582% (25634/27392) 214/391 [===================================>.............................] Step: 371ms | Tot: 1m19s | Loss: 0.182 | Acc: 93.605% (25760/27520) 215/391 [===================================>.............................] Step: 373ms | Tot: 1m19s | Loss: 0.182 | Acc: 93.594% (25877/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m19s | Loss: 0.182 | Acc: 93.602% (25999/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.182 | Acc: 93.589% (26115/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.182 | Acc: 93.600% (26238/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.182 | Acc: 93.590% (26355/28160) 220/391 [====================================>............................] Step: 372ms | Tot: 1m21s | Loss: 0.183 | Acc: 93.566% (26468/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.184 | Acc: 93.549% (26583/28416) 222/391 [====================================>............................] Step: 369ms | Tot: 1m22s | Loss: 0.183 | Acc: 93.550% (26703/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.183 | Acc: 93.555% (26824/28672) 224/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.183 | Acc: 93.559% (26945/28800) 225/391 [=====================================>...........................] Step: 380ms | Tot: 1m23s | Loss: 0.183 | Acc: 93.570% (27068/28928) 226/391 [=====================================>...........................] Step: 375ms | Tot: 1m23s | Loss: 0.183 | Acc: 93.588% (27193/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.183 | Acc: 93.579% (27310/29184) 228/391 [=====================================>...........................] Step: 363ms | Tot: 1m24s | Loss: 0.183 | Acc: 93.576% (27429/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.183 | Acc: 93.573% (27548/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.183 | Acc: 93.564% (27665/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.183 | Acc: 93.572% (27787/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.183 | Acc: 93.576% (27908/29824) 233/391 [======================================>..........................] Step: 374ms | Tot: 1m26s | Loss: 0.182 | Acc: 93.580% (28029/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m26s | Loss: 0.182 | Acc: 93.584% (28150/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.182 | Acc: 93.584% (28270/30208) 236/391 [=======================================>.........................] Step: 373ms | Tot: 1m27s | Loss: 0.182 | Acc: 93.602% (28395/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.182 | Acc: 93.602% (28515/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.182 | Acc: 93.593% (28632/30592) 239/391 [=======================================>.........................] Step: 361ms | Tot: 1m28s | Loss: 0.182 | Acc: 93.584% (28749/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m28s | Loss: 0.182 | Acc: 93.588% (28870/30848) 241/391 [========================================>........................] Step: 374ms | Tot: 1m29s | Loss: 0.182 | Acc: 93.585% (28989/30976) 242/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.183 | Acc: 93.576% (29106/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.183 | Acc: 93.567% (29223/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m30s | Loss: 0.183 | Acc: 93.578% (29346/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m30s | Loss: 0.183 | Acc: 93.582% (29467/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m30s | Loss: 0.183 | Acc: 93.576% (29585/31616) 247/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.183 | Acc: 93.580% (29706/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.183 | Acc: 93.562% (29820/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m32s | Loss: 0.183 | Acc: 93.559% (29939/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m32s | Loss: 0.183 | Acc: 93.554% (30057/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.183 | Acc: 93.564% (30180/32256) 252/391 [=========================================>.......................] Step: 369ms | Tot: 1m33s | Loss: 0.183 | Acc: 93.552% (30296/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.183 | Acc: 93.553% (30416/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.183 | Acc: 93.548% (30534/32640) 255/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.183 | Acc: 93.549% (30654/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.183 | Acc: 93.558% (30777/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.183 | Acc: 93.559% (30897/33024) 258/391 [==========================================>......................] Step: 373ms | Tot: 1m35s | Loss: 0.183 | Acc: 93.566% (31019/33152) 259/391 [===========================================>.....................] Step: 380ms | Tot: 1m35s | Loss: 0.183 | Acc: 93.564% (31138/33280) 260/391 [===========================================>.....................] Step: 378ms | Tot: 1m36s | Loss: 0.183 | Acc: 93.549% (31253/33408) 261/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.183 | Acc: 93.547% (31372/33536) 262/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.183 | Acc: 93.551% (31493/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m37s | Loss: 0.183 | Acc: 93.537% (31608/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m37s | Loss: 0.184 | Acc: 93.523% (31723/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.184 | Acc: 93.524% (31843/34048) 266/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.184 | Acc: 93.510% (31958/34176) 267/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.184 | Acc: 93.488% (32070/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.184 | Acc: 93.494% (32192/34432) 269/391 [============================================>....................] Step: 376ms | Tot: 1m39s | Loss: 0.184 | Acc: 93.501% (32314/34560) 270/391 [============================================>....................] Step: 374ms | Tot: 1m39s | Loss: 0.185 | Acc: 93.502% (32434/34688) 271/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.184 | Acc: 93.517% (32559/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.184 | Acc: 93.521% (32680/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.184 | Acc: 93.519% (32799/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m41s | Loss: 0.185 | Acc: 93.514% (32917/35200) 275/391 [=============================================>...................] Step: 382ms | Tot: 1m41s | Loss: 0.185 | Acc: 93.509% (33035/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m41s | Loss: 0.185 | Acc: 93.510% (33155/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.185 | Acc: 93.503% (33272/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.185 | Acc: 93.506% (33393/35712) 279/391 [==============================================>..................] Step: 376ms | Tot: 1m43s | Loss: 0.185 | Acc: 93.493% (33508/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.185 | Acc: 93.478% (33622/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.186 | Acc: 93.462% (33736/36096) 282/391 [==============================================>..................] Step: 374ms | Tot: 1m44s | Loss: 0.186 | Acc: 93.474% (33860/36224) 283/391 [===============================================>.................] Step: 402ms | Tot: 1m44s | Loss: 0.186 | Acc: 93.480% (33982/36352) 284/391 [===============================================>.................] Step: 374ms | Tot: 1m44s | Loss: 0.186 | Acc: 93.479% (34101/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.186 | Acc: 93.477% (34220/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.186 | Acc: 93.483% (34342/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m46s | Loss: 0.186 | Acc: 93.479% (34460/36864) 288/391 [===============================================>.................] Step: 369ms | Tot: 1m46s | Loss: 0.186 | Acc: 93.482% (34581/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.186 | Acc: 93.483% (34701/37120) 290/391 [================================================>................] Step: 370ms | Tot: 1m47s | Loss: 0.186 | Acc: 93.482% (34820/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.186 | Acc: 93.485% (34941/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.186 | Acc: 93.491% (35063/37504) 293/391 [================================================>................] Step: 369ms | Tot: 1m48s | Loss: 0.186 | Acc: 93.492% (35183/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m48s | Loss: 0.186 | Acc: 93.490% (35302/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.186 | Acc: 93.491% (35422/37888) 296/391 [=================================================>...............] Step: 371ms | Tot: 1m49s | Loss: 0.186 | Acc: 93.490% (35541/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.186 | Acc: 93.496% (35663/38144) 298/391 [=================================================>...............] Step: 370ms | Tot: 1m50s | Loss: 0.185 | Acc: 93.510% (35788/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m50s | Loss: 0.185 | Acc: 93.495% (35902/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.186 | Acc: 93.496% (36022/38528) 301/391 [==================================================>..............] Step: 377ms | Tot: 1m51s | Loss: 0.186 | Acc: 93.494% (36141/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.186 | Acc: 93.505% (36265/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.186 | Acc: 93.506% (36385/38912) 304/391 [==================================================>..............] Step: 375ms | Tot: 1m52s | Loss: 0.186 | Acc: 93.517% (36509/39040) 305/391 [==================================================>..............] Step: 380ms | Tot: 1m52s | Loss: 0.186 | Acc: 93.518% (36629/39168) 306/391 [==================================================>..............] Step: 375ms | Tot: 1m53s | Loss: 0.186 | Acc: 93.526% (36752/39296) 307/391 [===================================================>.............] Step: 384ms | Tot: 1m53s | Loss: 0.186 | Acc: 93.519% (36869/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.186 | Acc: 93.522% (36990/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.186 | Acc: 93.506% (37103/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.186 | Acc: 93.501% (37221/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.186 | Acc: 93.515% (37346/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m55s | Loss: 0.186 | Acc: 93.500% (37460/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.186 | Acc: 93.491% (37576/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.186 | Acc: 93.482% (37692/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.186 | Acc: 93.493% (37816/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.186 | Acc: 93.496% (37937/40576) 317/391 [====================================================>............] Step: 371ms | Tot: 1m57s | Loss: 0.186 | Acc: 93.502% (38059/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m57s | Loss: 0.186 | Acc: 93.505% (38180/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.186 | Acc: 93.508% (38301/40960) 320/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.186 | Acc: 93.509% (38421/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.186 | Acc: 93.512% (38542/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.186 | Acc: 93.515% (38663/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m59s | Loss: 0.186 | Acc: 93.514% (38782/41472) 324/391 [=====================================================>...........] Step: 371ms | Tot: 1m59s | Loss: 0.186 | Acc: 93.512% (38901/41600) 325/391 [======================================================>..........] Step: 367ms | Tot: 2m100ms | Loss: 0.186 | Acc: 93.513% (39021/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 2m461ms | Loss: 0.186 | Acc: 93.506% (39138/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 2m826ms | Loss: 0.186 | Acc: 93.512% (39260/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 2m1s | Loss: 0.185 | Acc: 93.517% (39382/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.186 | Acc: 93.513% (39500/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m1s | Loss: 0.186 | Acc: 93.519% (39622/42368) 331/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.185 | Acc: 93.524% (39744/42496) 332/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.186 | Acc: 93.527% (39865/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.186 | Acc: 93.523% (39983/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m3s | Loss: 0.185 | Acc: 93.531% (40106/42880) 335/391 [=======================================================>.........] Step: 378ms | Tot: 2m3s | Loss: 0.185 | Acc: 93.534% (40227/43008) 336/391 [=======================================================>.........] Step: 368ms | Tot: 2m4s | Loss: 0.185 | Acc: 93.516% (40339/43136) 337/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.185 | Acc: 93.521% (40461/43264) 338/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.186 | Acc: 93.506% (40574/43392) 339/391 [========================================================>........] Step: 373ms | Tot: 2m5s | Loss: 0.186 | Acc: 93.504% (40693/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m5s | Loss: 0.186 | Acc: 93.503% (40812/43648) 341/391 [========================================================>........] Step: 372ms | Tot: 2m6s | Loss: 0.185 | Acc: 93.508% (40934/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m6s | Loss: 0.186 | Acc: 93.502% (41051/43904) 343/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.186 | Acc: 93.505% (41172/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.186 | Acc: 93.503% (41291/44160) 345/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.186 | Acc: 93.508% (41413/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.186 | Acc: 93.498% (41528/44416) 347/391 [=========================================================>.......] Step: 373ms | Tot: 2m8s | Loss: 0.186 | Acc: 93.496% (41647/44544) 348/391 [=========================================================>.......] Step: 374ms | Tot: 2m8s | Loss: 0.186 | Acc: 93.495% (41766/44672) 349/391 [==========================================================>......] Step: 372ms | Tot: 2m8s | Loss: 0.186 | Acc: 93.504% (41890/44800) 350/391 [==========================================================>......] Step: 380ms | Tot: 2m9s | Loss: 0.186 | Acc: 93.510% (42012/44928) 351/391 [==========================================================>......] Step: 380ms | Tot: 2m9s | Loss: 0.185 | Acc: 93.504% (42129/45056) 352/391 [==========================================================>......] Step: 373ms | Tot: 2m10s | Loss: 0.186 | Acc: 93.500% (42247/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.186 | Acc: 93.490% (42362/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m10s | Loss: 0.186 | Acc: 93.490% (42482/45440) 355/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.186 | Acc: 93.489% (42601/45568) 356/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.186 | Acc: 93.487% (42720/45696) 357/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.186 | Acc: 93.486% (42839/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m12s | Loss: 0.186 | Acc: 93.491% (42961/45952) 359/391 [===========================================================>.....] Step: 372ms | Tot: 2m12s | Loss: 0.186 | Acc: 93.494% (43082/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m13s | Loss: 0.186 | Acc: 93.495% (43202/46208) 361/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.186 | Acc: 93.489% (43319/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.186 | Acc: 93.490% (43439/46464) 363/391 [============================================================>....] Step: 372ms | Tot: 2m14s | Loss: 0.186 | Acc: 93.490% (43559/46592) 364/391 [============================================================>....] Step: 384ms | Tot: 2m14s | Loss: 0.186 | Acc: 93.500% (43683/46720) 365/391 [============================================================>....] Step: 374ms | Tot: 2m14s | Loss: 0.186 | Acc: 93.507% (43806/46848) 366/391 [============================================================>....] Step: 377ms | Tot: 2m15s | Loss: 0.186 | Acc: 93.492% (43919/46976) 367/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.186 | Acc: 93.485% (44035/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.186 | Acc: 93.481% (44153/47232) 369/391 [=============================================================>...] Step: 374ms | Tot: 2m16s | Loss: 0.186 | Acc: 93.488% (44276/47360) 370/391 [=============================================================>...] Step: 374ms | Tot: 2m16s | Loss: 0.186 | Acc: 93.485% (44394/47488) 371/391 [=============================================================>...] Step: 375ms | Tot: 2m17s | Loss: 0.186 | Acc: 93.485% (44514/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m17s | Loss: 0.186 | Acc: 93.484% (44633/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.186 | Acc: 93.485% (44753/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.186 | Acc: 93.483% (44872/48000) 375/391 [==============================================================>..] Step: 371ms | Tot: 2m18s | Loss: 0.186 | Acc: 93.490% (44995/48128) 376/391 [==============================================================>..] Step: 372ms | Tot: 2m18s | Loss: 0.186 | Acc: 93.493% (45116/48256) 377/391 [==============================================================>..] Step: 374ms | Tot: 2m19s | Loss: 0.186 | Acc: 93.490% (45234/48384) 378/391 [==============================================================>..] Step: 370ms | Tot: 2m19s | Loss: 0.186 | Acc: 93.484% (45351/48512) 379/391 [===============================================================>.] Step: 372ms | Tot: 2m20s | Loss: 0.186 | Acc: 93.483% (45470/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.186 | Acc: 93.490% (45593/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.186 | Acc: 93.482% (45709/48896) 382/391 [===============================================================>.] Step: 372ms | Tot: 2m21s | Loss: 0.186 | Acc: 93.481% (45828/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m21s | Loss: 0.186 | Acc: 93.481% (45948/49152) 384/391 [===============================================================>.] Step: 368ms | Tot: 2m21s | Loss: 0.186 | Acc: 93.476% (46065/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m22s | Loss: 0.186 | Acc: 93.475% (46184/49408) 386/391 [================================================================>] Step: 382ms | Tot: 2m22s | Loss: 0.186 | Acc: 93.475% (46304/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m23s | Loss: 0.186 | Acc: 93.478% (46425/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m23s | Loss: 0.186 | Acc: 93.481% (46546/49792) 389/391 [================================================================>] Step: 383ms | Tot: 2m23s | Loss: 0.186 | Acc: 93.478% (46664/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m24s | Loss: 0.186 | Acc: 93.484% (46742/50000) 391/391 + [>................................................................] Step: 490ms | Tot: 2ms | Loss: 0.378 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 292ms | Tot: 295ms | Loss: 0.329 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 305ms | Tot: 600ms | Loss: 0.326 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 902ms | Loss: 0.359 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 306ms | Tot: 1s208ms | Loss: 0.354 | Acc: 88.800% (444/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s512ms | Loss: 0.318 | Acc: 89.833% (539/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s814ms | Loss: 0.320 | Acc: 89.143% (624/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s119ms | Loss: 0.340 | Acc: 88.625% (709/800) 8/100 [=====>...........................................................] Step: 314ms | Tot: 2s434ms | Loss: 0.347 | Acc: 88.556% (797/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s737ms | Loss: 0.348 | Acc: 88.700% (887/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s46ms | Loss: 0.355 | Acc: 88.364% (972/1100) 11/100 [=======>.........................................................] Step: 312ms | Tot: 3s359ms | Loss: 0.376 | Acc: 87.917% (1055/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s664ms | Loss: 0.363 | Acc: 88.154% (1146/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s972ms | Loss: 0.364 | Acc: 88.286% (1236/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s278ms | Loss: 0.351 | Acc: 88.600% (1329/1500) 15/100 [=========>.......................................................] Step: 309ms | Tot: 4s588ms | Loss: 0.353 | Acc: 88.562% (1417/1600) 16/100 [==========>......................................................] Step: 313ms | Tot: 4s901ms | Loss: 0.344 | Acc: 88.824% (1510/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s212ms | Loss: 0.349 | Acc: 88.556% (1594/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s526ms | Loss: 0.352 | Acc: 88.474% (1681/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s833ms | Loss: 0.362 | Acc: 88.150% (1763/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s143ms | Loss: 0.366 | Acc: 88.048% (1849/2100) 21/100 [=============>...................................................] Step: 314ms | Tot: 6s457ms | Loss: 0.360 | Acc: 88.227% (1941/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s769ms | Loss: 0.364 | Acc: 88.043% (2025/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 7s77ms | Loss: 0.365 | Acc: 88.000% (2112/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s391ms | Loss: 0.367 | Acc: 88.000% (2200/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s702ms | Loss: 0.371 | Acc: 87.846% (2284/2600) 26/100 [================>................................................] Step: 311ms | Tot: 8s13ms | Loss: 0.365 | Acc: 88.037% (2377/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s325ms | Loss: 0.365 | Acc: 88.000% (2464/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s636ms | Loss: 0.367 | Acc: 88.138% (2556/2900) 29/100 [==================>..............................................] Step: 313ms | Tot: 8s949ms | Loss: 0.369 | Acc: 88.067% (2642/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s258ms | Loss: 0.365 | Acc: 88.161% (2733/3100) 31/100 [====================>............................................] Step: 313ms | Tot: 9s572ms | Loss: 0.361 | Acc: 88.250% (2824/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s883ms | Loss: 0.360 | Acc: 88.242% (2912/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s196ms | Loss: 0.357 | Acc: 88.265% (3001/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s511ms | Loss: 0.358 | Acc: 88.257% (3089/3500) 35/100 [======================>..........................................] Step: 310ms | Tot: 10s822ms | Loss: 0.356 | Acc: 88.389% (3182/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 11s135ms | Loss: 0.358 | Acc: 88.351% (3269/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s452ms | Loss: 0.358 | Acc: 88.342% (3357/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s760ms | Loss: 0.356 | Acc: 88.487% (3451/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 12s74ms | Loss: 0.356 | Acc: 88.500% (3540/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s388ms | Loss: 0.360 | Acc: 88.390% (3624/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s696ms | Loss: 0.366 | Acc: 88.381% (3712/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 13s9ms | Loss: 0.363 | Acc: 88.442% (3803/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s316ms | Loss: 0.366 | Acc: 88.409% (3890/4400) 44/100 [============================>....................................] Step: 315ms | Tot: 13s631ms | Loss: 0.365 | Acc: 88.422% (3979/4500) 45/100 [=============================>...................................] Step: 314ms | Tot: 13s946ms | Loss: 0.366 | Acc: 88.435% (4068/4600) 46/100 [=============================>...................................] Step: 313ms | Tot: 14s259ms | Loss: 0.365 | Acc: 88.468% (4158/4700) 47/100 [==============================>..................................] Step: 320ms | Tot: 14s579ms | Loss: 0.366 | Acc: 88.396% (4243/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s888ms | Loss: 0.364 | Acc: 88.449% (4334/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 15s199ms | Loss: 0.363 | Acc: 88.480% (4424/5000) 50/100 [================================>................................] Step: 316ms | Tot: 15s515ms | Loss: 0.363 | Acc: 88.471% (4512/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s827ms | Loss: 0.362 | Acc: 88.481% (4601/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 16s141ms | Loss: 0.362 | Acc: 88.415% (4686/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s455ms | Loss: 0.362 | Acc: 88.463% (4777/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s764ms | Loss: 0.361 | Acc: 88.491% (4867/5500) 55/100 [===================================>.............................] Step: 313ms | Tot: 17s78ms | Loss: 0.363 | Acc: 88.500% (4956/5600) 56/100 [====================================>............................] Step: 321ms | Tot: 17s400ms | Loss: 0.363 | Acc: 88.474% (5043/5700) 57/100 [=====================================>...........................] Step: 347ms | Tot: 17s748ms | Loss: 0.361 | Acc: 88.466% (5131/5800) 58/100 [=====================================>...........................] Step: 348ms | Tot: 18s96ms | Loss: 0.362 | Acc: 88.373% (5214/5900) 59/100 [======================================>..........................] Step: 322ms | Tot: 18s418ms | Loss: 0.364 | Acc: 88.283% (5297/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s728ms | Loss: 0.366 | Acc: 88.295% (5386/6100) 61/100 [=======================================>.........................] Step: 315ms | Tot: 19s44ms | Loss: 0.364 | Acc: 88.355% (5478/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s356ms | Loss: 0.363 | Acc: 88.381% (5568/6300) 63/100 [========================================>........................] Step: 326ms | Tot: 19s683ms | Loss: 0.361 | Acc: 88.422% (5659/6400) 64/100 [=========================================>.......................] Step: 321ms | Tot: 20s4ms | Loss: 0.361 | Acc: 88.431% (5748/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 20s310ms | Loss: 0.362 | Acc: 88.394% (5834/6600) 66/100 [==========================================>......................] Step: 316ms | Tot: 20s626ms | Loss: 0.360 | Acc: 88.448% (5926/6700) 67/100 [===========================================>.....................] Step: 314ms | Tot: 20s941ms | Loss: 0.360 | Acc: 88.426% (6013/6800) 68/100 [============================================>....................] Step: 316ms | Tot: 21s257ms | Loss: 0.359 | Acc: 88.464% (6104/6900) 69/100 [============================================>....................] Step: 316ms | Tot: 21s573ms | Loss: 0.358 | Acc: 88.486% (6194/7000) 70/100 [=============================================>...................] Step: 314ms | Tot: 21s888ms | Loss: 0.360 | Acc: 88.493% (6283/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 22s201ms | Loss: 0.360 | Acc: 88.472% (6370/7200) 72/100 [==============================================>..................] Step: 310ms | Tot: 22s512ms | Loss: 0.359 | Acc: 88.493% (6460/7300) 73/100 [===============================================>.................] Step: 312ms | Tot: 22s825ms | Loss: 0.358 | Acc: 88.514% (6550/7400) 74/100 [================================================>................] Step: 308ms | Tot: 23s133ms | Loss: 0.359 | Acc: 88.480% (6636/7500) 75/100 [================================================>................] Step: 314ms | Tot: 23s448ms | Loss: 0.360 | Acc: 88.474% (6724/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s760ms | Loss: 0.360 | Acc: 88.455% (6811/7700) 77/100 [==================================================>..............] Step: 312ms | Tot: 24s73ms | Loss: 0.360 | Acc: 88.462% (6900/7800) 78/100 [==================================================>..............] Step: 320ms | Tot: 24s393ms | Loss: 0.360 | Acc: 88.443% (6987/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s702ms | Loss: 0.359 | Acc: 88.400% (7072/8000) 80/100 [====================================================>............] Step: 318ms | Tot: 25s20ms | Loss: 0.358 | Acc: 88.432% (7163/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 25s333ms | Loss: 0.357 | Acc: 88.451% (7253/8200) 82/100 [=====================================================>...........] Step: 323ms | Tot: 25s656ms | Loss: 0.358 | Acc: 88.422% (7339/8300) 83/100 [=====================================================>...........] Step: 311ms | Tot: 25s967ms | Loss: 0.358 | Acc: 88.440% (7429/8400) 84/100 [======================================================>..........] Step: 313ms | Tot: 26s280ms | Loss: 0.358 | Acc: 88.400% (7514/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s592ms | Loss: 0.359 | Acc: 88.384% (7601/8600) 86/100 [=======================================================>.........] Step: 315ms | Tot: 26s907ms | Loss: 0.358 | Acc: 88.402% (7691/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 27s221ms | Loss: 0.359 | Acc: 88.398% (7779/8800) 88/100 [=========================================================>.......] Step: 327ms | Tot: 27s548ms | Loss: 0.360 | Acc: 88.393% (7867/8900) 89/100 [=========================================================>.......] Step: 314ms | Tot: 27s862ms | Loss: 0.359 | Acc: 88.411% (7957/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 28s170ms | Loss: 0.359 | Acc: 88.418% (8046/9100) 91/100 [===========================================================>.....] Step: 315ms | Tot: 28s485ms | Loss: 0.357 | Acc: 88.457% (8138/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s798ms | Loss: 0.359 | Acc: 88.409% (8222/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 29s112ms | Loss: 0.359 | Acc: 88.383% (8308/9400) 94/100 [=============================================================>...] Step: 335ms | Tot: 29s447ms | Loss: 0.359 | Acc: 88.411% (8399/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s755ms | Loss: 0.358 | Acc: 88.448% (8491/9600) 96/100 [==============================================================>..] Step: 412ms | Tot: 30s168ms | Loss: 0.357 | Acc: 88.464% (8581/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 30s478ms | Loss: 0.358 | Acc: 88.429% (8666/9800) 98/100 [===============================================================>.] Step: 320ms | Tot: 30s799ms | Loss: 0.358 | Acc: 88.444% (8756/9900) 99/100 [================================================================>] Step: 313ms | Tot: 31s113ms | Loss: 0.358 | Acc: 88.480% (8848/10000) 100/100 + +Epoch: 148 + [>................................................................] Step: 622ms | Tot: 2ms | Loss: 0.148 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 384ms | Tot: 386ms | Loss: 0.112 | Acc: 96.094% (246/256) 2/391 [>................................................................] Step: 377ms | Tot: 764ms | Loss: 0.113 | Acc: 96.354% (370/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s138ms | Loss: 0.126 | Acc: 96.289% (493/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s506ms | Loss: 0.150 | Acc: 95.000% (608/640) 5/391 [>................................................................] Step: 379ms | Tot: 1s886ms | Loss: 0.153 | Acc: 95.052% (730/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s252ms | Loss: 0.167 | Acc: 94.754% (849/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s617ms | Loss: 0.179 | Acc: 94.336% (966/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 2s977ms | Loss: 0.184 | Acc: 93.750% (1080/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s340ms | Loss: 0.177 | Acc: 93.906% (1202/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s705ms | Loss: 0.176 | Acc: 93.821% (1321/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s66ms | Loss: 0.170 | Acc: 94.076% (1445/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s430ms | Loss: 0.166 | Acc: 94.351% (1570/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s797ms | Loss: 0.171 | Acc: 93.917% (1683/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s165ms | Loss: 0.167 | Acc: 94.010% (1805/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s529ms | Loss: 0.164 | Acc: 94.043% (1926/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s896ms | Loss: 0.169 | Acc: 93.980% (2045/2176) 17/391 [==>..............................................................] Step: 363ms | Tot: 6s259ms | Loss: 0.168 | Acc: 94.010% (2166/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s621ms | Loss: 0.166 | Acc: 94.161% (2290/2432) 19/391 [===>.............................................................] Step: 357ms | Tot: 6s978ms | Loss: 0.164 | Acc: 94.258% (2413/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s345ms | Loss: 0.165 | Acc: 94.159% (2531/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s711ms | Loss: 0.166 | Acc: 94.212% (2653/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s70ms | Loss: 0.168 | Acc: 94.124% (2771/2944) 23/391 [===>.............................................................] Step: 371ms | Tot: 8s442ms | Loss: 0.165 | Acc: 94.271% (2896/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s806ms | Loss: 0.165 | Acc: 94.281% (3017/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s166ms | Loss: 0.165 | Acc: 94.231% (3136/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s527ms | Loss: 0.165 | Acc: 94.271% (3258/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 9s889ms | Loss: 0.166 | Acc: 94.224% (3377/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s253ms | Loss: 0.166 | Acc: 94.181% (3496/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s616ms | Loss: 0.170 | Acc: 94.036% (3611/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s975ms | Loss: 0.169 | Acc: 94.052% (3732/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s336ms | Loss: 0.166 | Acc: 94.116% (3855/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s709ms | Loss: 0.164 | Acc: 94.176% (3978/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s69ms | Loss: 0.163 | Acc: 94.210% (4100/4352) 34/391 [=====>...........................................................] Step: 353ms | Tot: 12s423ms | Loss: 0.162 | Acc: 94.241% (4222/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s787ms | Loss: 0.161 | Acc: 94.271% (4344/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s145ms | Loss: 0.162 | Acc: 94.278% (4465/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s517ms | Loss: 0.164 | Acc: 94.243% (4584/4864) 38/391 [======>..........................................................] Step: 362ms | Tot: 13s879ms | Loss: 0.165 | Acc: 94.271% (4706/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s240ms | Loss: 0.165 | Acc: 94.199% (4823/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s603ms | Loss: 0.166 | Acc: 94.112% (4939/5248) 41/391 [======>..........................................................] Step: 374ms | Tot: 14s977ms | Loss: 0.164 | Acc: 94.196% (5064/5376) 42/391 [======>..........................................................] Step: 373ms | Tot: 15s350ms | Loss: 0.166 | Acc: 94.113% (5180/5504) 43/391 [=======>.........................................................] Step: 377ms | Tot: 15s728ms | Loss: 0.166 | Acc: 94.105% (5300/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s91ms | Loss: 0.165 | Acc: 94.184% (5425/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s453ms | Loss: 0.166 | Acc: 94.141% (5543/5888) 46/391 [=======>.........................................................] Step: 371ms | Tot: 16s824ms | Loss: 0.165 | Acc: 94.215% (5668/6016) 47/391 [=======>.........................................................] Step: 371ms | Tot: 17s195ms | Loss: 0.165 | Acc: 94.206% (5788/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s566ms | Loss: 0.164 | Acc: 94.196% (5908/6272) 49/391 [========>........................................................] Step: 388ms | Tot: 17s954ms | Loss: 0.165 | Acc: 94.172% (6027/6400) 50/391 [========>........................................................] Step: 389ms | Tot: 18s344ms | Loss: 0.165 | Acc: 94.240% (6152/6528) 51/391 [========>........................................................] Step: 372ms | Tot: 18s716ms | Loss: 0.165 | Acc: 94.276% (6275/6656) 52/391 [========>........................................................] Step: 365ms | Tot: 19s82ms | Loss: 0.167 | Acc: 94.192% (6390/6784) 53/391 [========>........................................................] Step: 367ms | Tot: 19s450ms | Loss: 0.165 | Acc: 94.271% (6516/6912) 54/391 [========>........................................................] Step: 377ms | Tot: 19s827ms | Loss: 0.165 | Acc: 94.304% (6639/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s190ms | Loss: 0.164 | Acc: 94.308% (6760/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s548ms | Loss: 0.164 | Acc: 94.339% (6883/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s913ms | Loss: 0.164 | Acc: 94.302% (7001/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s277ms | Loss: 0.164 | Acc: 94.293% (7121/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s648ms | Loss: 0.164 | Acc: 94.349% (7246/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s13ms | Loss: 0.164 | Acc: 94.339% (7366/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s375ms | Loss: 0.165 | Acc: 94.317% (7485/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s738ms | Loss: 0.164 | Acc: 94.320% (7606/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 23s102ms | Loss: 0.164 | Acc: 94.312% (7726/8192) 64/391 [==========>......................................................] Step: 359ms | Tot: 23s461ms | Loss: 0.163 | Acc: 94.363% (7851/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s827ms | Loss: 0.162 | Acc: 94.413% (7976/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s184ms | Loss: 0.163 | Acc: 94.380% (8094/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s546ms | Loss: 0.164 | Acc: 94.359% (8213/8704) 68/391 [===========>.....................................................] Step: 373ms | Tot: 24s920ms | Loss: 0.164 | Acc: 94.339% (8332/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s283ms | Loss: 0.165 | Acc: 94.319% (8451/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s644ms | Loss: 0.164 | Acc: 94.322% (8572/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 26s9ms | Loss: 0.164 | Acc: 94.314% (8692/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s372ms | Loss: 0.164 | Acc: 94.317% (8813/9344) 73/391 [============>....................................................] Step: 364ms | Tot: 26s736ms | Loss: 0.166 | Acc: 94.278% (8930/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 27s93ms | Loss: 0.168 | Acc: 94.167% (9040/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s454ms | Loss: 0.168 | Acc: 94.120% (9156/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s819ms | Loss: 0.168 | Acc: 94.105% (9275/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s191ms | Loss: 0.167 | Acc: 94.131% (9398/9984) 78/391 [============>....................................................] Step: 368ms | Tot: 28s560ms | Loss: 0.167 | Acc: 94.146% (9520/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s924ms | Loss: 0.167 | Acc: 94.141% (9640/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s290ms | Loss: 0.167 | Acc: 94.165% (9763/10368) 81/391 [=============>...................................................] Step: 358ms | Tot: 29s649ms | Loss: 0.167 | Acc: 94.131% (9880/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s13ms | Loss: 0.167 | Acc: 94.145% (10002/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s371ms | Loss: 0.167 | Acc: 94.141% (10122/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s733ms | Loss: 0.167 | Acc: 94.164% (10245/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 31s95ms | Loss: 0.168 | Acc: 94.132% (10362/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s461ms | Loss: 0.168 | Acc: 94.154% (10485/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s825ms | Loss: 0.168 | Acc: 94.123% (10602/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s184ms | Loss: 0.168 | Acc: 94.119% (10722/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s545ms | Loss: 0.168 | Acc: 94.123% (10843/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s910ms | Loss: 0.169 | Acc: 94.085% (10959/11648) 91/391 [===============>.................................................] Step: 363ms | Tot: 33s274ms | Loss: 0.170 | Acc: 94.047% (11075/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s633ms | Loss: 0.171 | Acc: 94.044% (11195/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s991ms | Loss: 0.171 | Acc: 94.058% (11317/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s353ms | Loss: 0.171 | Acc: 94.071% (11439/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s723ms | Loss: 0.171 | Acc: 94.092% (11562/12288) 96/391 [===============>.................................................] Step: 357ms | Tot: 35s81ms | Loss: 0.170 | Acc: 94.104% (11684/12416) 97/391 [================>................................................] Step: 353ms | Tot: 35s435ms | Loss: 0.170 | Acc: 94.109% (11805/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s796ms | Loss: 0.170 | Acc: 94.113% (11926/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s157ms | Loss: 0.170 | Acc: 94.102% (12045/12800) 100/391 [================>................................................] Step: 358ms | Tot: 36s515ms | Loss: 0.170 | Acc: 94.137% (12170/12928) 101/391 [================>................................................] Step: 363ms | Tot: 36s879ms | Loss: 0.170 | Acc: 94.102% (12286/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s238ms | Loss: 0.170 | Acc: 94.091% (12405/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s601ms | Loss: 0.171 | Acc: 94.035% (12518/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 37s971ms | Loss: 0.171 | Acc: 94.033% (12638/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s329ms | Loss: 0.170 | Acc: 94.045% (12760/13568) 106/391 [=================>...............................................] Step: 364ms | Tot: 38s693ms | Loss: 0.171 | Acc: 94.035% (12879/13696) 107/391 [=================>...............................................] Step: 356ms | Tot: 39s49ms | Loss: 0.171 | Acc: 94.010% (12996/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 39s406ms | Loss: 0.170 | Acc: 94.037% (13120/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s766ms | Loss: 0.170 | Acc: 94.034% (13240/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 40s128ms | Loss: 0.169 | Acc: 94.060% (13364/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s484ms | Loss: 0.169 | Acc: 94.078% (13487/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s848ms | Loss: 0.169 | Acc: 94.089% (13609/14464) 113/391 [==================>..............................................] Step: 370ms | Tot: 41s218ms | Loss: 0.169 | Acc: 94.086% (13729/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s577ms | Loss: 0.169 | Acc: 94.096% (13851/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 41s941ms | Loss: 0.169 | Acc: 94.114% (13974/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 42s307ms | Loss: 0.169 | Acc: 94.117% (14095/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s666ms | Loss: 0.169 | Acc: 94.114% (14215/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s22ms | Loss: 0.169 | Acc: 94.111% (14335/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s382ms | Loss: 0.169 | Acc: 94.134% (14459/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s746ms | Loss: 0.169 | Acc: 94.124% (14578/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s107ms | Loss: 0.169 | Acc: 94.109% (14696/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 44s470ms | Loss: 0.169 | Acc: 94.112% (14817/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s834ms | Loss: 0.169 | Acc: 94.115% (14938/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s197ms | Loss: 0.169 | Acc: 94.119% (15059/16000) 125/391 [====================>............................................] Step: 354ms | Tot: 45s551ms | Loss: 0.169 | Acc: 94.097% (15176/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 45s918ms | Loss: 0.170 | Acc: 94.088% (15295/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s279ms | Loss: 0.169 | Acc: 94.122% (15421/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s639ms | Loss: 0.169 | Acc: 94.107% (15539/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 46s997ms | Loss: 0.169 | Acc: 94.093% (15657/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s358ms | Loss: 0.169 | Acc: 94.108% (15780/16768) 131/391 [=====================>...........................................] Step: 370ms | Tot: 47s729ms | Loss: 0.169 | Acc: 94.087% (15897/16896) 132/391 [=====================>...........................................] Step: 372ms | Tot: 48s102ms | Loss: 0.169 | Acc: 94.097% (16019/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 48s468ms | Loss: 0.169 | Acc: 94.111% (16142/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s831ms | Loss: 0.169 | Acc: 94.126% (16265/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s193ms | Loss: 0.169 | Acc: 94.123% (16385/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s555ms | Loss: 0.169 | Acc: 94.138% (16508/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 49s922ms | Loss: 0.168 | Acc: 94.141% (16629/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s282ms | Loss: 0.169 | Acc: 94.132% (16748/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s642ms | Loss: 0.168 | Acc: 94.141% (16870/17920) 140/391 [=======================>.........................................] Step: 367ms | Tot: 51s9ms | Loss: 0.168 | Acc: 94.127% (16988/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s369ms | Loss: 0.169 | Acc: 94.113% (17106/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s731ms | Loss: 0.169 | Acc: 94.132% (17230/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 52s88ms | Loss: 0.169 | Acc: 94.135% (17351/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s449ms | Loss: 0.169 | Acc: 94.143% (17473/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 52s813ms | Loss: 0.169 | Acc: 94.135% (17592/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s176ms | Loss: 0.169 | Acc: 94.138% (17713/18816) 147/391 [========================>........................................] Step: 354ms | Tot: 53s531ms | Loss: 0.169 | Acc: 94.130% (17832/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 53s895ms | Loss: 0.169 | Acc: 94.112% (17949/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s263ms | Loss: 0.170 | Acc: 94.099% (18067/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s625ms | Loss: 0.170 | Acc: 94.086% (18185/19328) 151/391 [=========================>.......................................] Step: 354ms | Tot: 54s979ms | Loss: 0.170 | Acc: 94.079% (18304/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 55s337ms | Loss: 0.170 | Acc: 94.067% (18422/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 55s705ms | Loss: 0.170 | Acc: 94.065% (18542/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s69ms | Loss: 0.170 | Acc: 94.062% (18662/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 56s427ms | Loss: 0.170 | Acc: 94.071% (18784/19968) 156/391 [=========================>.......................................] Step: 371ms | Tot: 56s799ms | Loss: 0.170 | Acc: 94.063% (18903/20096) 157/391 [==========================>......................................] Step: 363ms | Tot: 57s162ms | Loss: 0.170 | Acc: 94.086% (19028/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s528ms | Loss: 0.170 | Acc: 94.084% (19148/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s894ms | Loss: 0.170 | Acc: 94.082% (19268/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s259ms | Loss: 0.170 | Acc: 94.085% (19389/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s617ms | Loss: 0.170 | Acc: 94.107% (19514/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 58s977ms | Loss: 0.170 | Acc: 94.095% (19632/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 59s336ms | Loss: 0.170 | Acc: 94.093% (19752/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 59s702ms | Loss: 0.170 | Acc: 94.086% (19871/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 1m57ms | Loss: 0.169 | Acc: 94.108% (19996/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m421ms | Loss: 0.169 | Acc: 94.110% (20117/21376) 167/391 [===========================>.....................................] Step: 379ms | Tot: 1m800ms | Loss: 0.170 | Acc: 94.103% (20236/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.169 | Acc: 94.120% (20360/21632) 169/391 [============================>....................................] Step: 355ms | Tot: 1m1s | Loss: 0.170 | Acc: 94.108% (20478/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m1s | Loss: 0.170 | Acc: 94.088% (20594/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.170 | Acc: 94.082% (20713/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.170 | Acc: 94.084% (20834/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.170 | Acc: 94.078% (20953/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.170 | Acc: 94.076% (21073/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.170 | Acc: 94.074% (21193/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.171 | Acc: 94.077% (21314/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.171 | Acc: 94.084% (21436/22784) 178/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.170 | Acc: 94.099% (21560/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.170 | Acc: 94.110% (21683/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.170 | Acc: 94.113% (21804/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m5s | Loss: 0.170 | Acc: 94.106% (21923/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.170 | Acc: 94.109% (22044/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.171 | Acc: 94.107% (22164/23552) 184/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.171 | Acc: 94.084% (22279/23680) 185/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.171 | Acc: 94.078% (22398/23808) 186/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.171 | Acc: 94.080% (22519/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.171 | Acc: 94.070% (22637/24064) 188/391 [===============================>.................................] Step: 371ms | Tot: 1m8s | Loss: 0.171 | Acc: 94.077% (22759/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.171 | Acc: 94.062% (22876/24320) 190/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.172 | Acc: 94.040% (22991/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.171 | Acc: 94.063% (23117/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.171 | Acc: 94.074% (23240/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.171 | Acc: 94.060% (23357/24832) 194/391 [================================>................................] Step: 377ms | Tot: 1m10s | Loss: 0.171 | Acc: 94.071% (23480/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.171 | Acc: 94.069% (23600/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.171 | Acc: 94.087% (23725/25216) 197/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.171 | Acc: 94.089% (23846/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.171 | Acc: 94.095% (23968/25472) 199/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.171 | Acc: 94.090% (24087/25600) 200/391 [=================================>...............................] Step: 371ms | Tot: 1m12s | Loss: 0.171 | Acc: 94.104% (24211/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.171 | Acc: 94.090% (24328/25856) 202/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.171 | Acc: 94.089% (24448/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.171 | Acc: 94.072% (24564/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.171 | Acc: 94.066% (24683/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.171 | Acc: 94.061% (24802/26368) 206/391 [==================================>..............................] Step: 356ms | Tot: 1m15s | Loss: 0.171 | Acc: 94.059% (24922/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.171 | Acc: 94.047% (25039/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.171 | Acc: 94.049% (25160/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.171 | Acc: 94.048% (25280/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.171 | Acc: 94.046% (25400/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.171 | Acc: 94.034% (25517/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.171 | Acc: 94.051% (25642/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.171 | Acc: 94.035% (25758/27392) 214/391 [===================================>.............................] Step: 380ms | Tot: 1m17s | Loss: 0.170 | Acc: 94.044% (25881/27520) 215/391 [===================================>.............................] Step: 385ms | Tot: 1m18s | Loss: 0.170 | Acc: 94.039% (26000/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.170 | Acc: 94.049% (26123/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.170 | Acc: 94.069% (26249/27904) 218/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.170 | Acc: 94.064% (26368/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.170 | Acc: 94.055% (26486/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.170 | Acc: 94.054% (26606/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.170 | Acc: 94.039% (26722/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.171 | Acc: 94.030% (26840/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.170 | Acc: 94.033% (26961/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.170 | Acc: 94.042% (27084/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.171 | Acc: 94.023% (27199/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.171 | Acc: 94.005% (27314/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.171 | Acc: 94.000% (27433/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.171 | Acc: 94.006% (27555/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.171 | Acc: 94.008% (27676/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m23s | Loss: 0.171 | Acc: 94.004% (27795/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.171 | Acc: 94.003% (27915/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.171 | Acc: 93.995% (28033/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.172 | Acc: 93.984% (28150/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.171 | Acc: 93.989% (28272/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.172 | Acc: 93.982% (28390/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.172 | Acc: 93.971% (28507/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.172 | Acc: 93.976% (28629/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.172 | Acc: 93.979% (28750/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.172 | Acc: 93.971% (28868/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.172 | Acc: 93.970% (28988/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m27s | Loss: 0.172 | Acc: 93.947% (29101/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.172 | Acc: 93.956% (29224/31104) 243/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.172 | Acc: 93.949% (29342/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.172 | Acc: 93.941% (29460/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.173 | Acc: 93.941% (29580/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.173 | Acc: 93.949% (29703/31616) 247/391 [=========================================>.......................] Step: 365ms | Tot: 1m29s | Loss: 0.173 | Acc: 93.961% (29827/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.173 | Acc: 93.954% (29945/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.173 | Acc: 93.953% (30065/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.173 | Acc: 93.952% (30185/32128) 251/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.173 | Acc: 93.955% (30306/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.173 | Acc: 93.963% (30429/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.173 | Acc: 93.965% (30550/32512) 254/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.173 | Acc: 93.934% (30660/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.173 | Acc: 93.945% (30784/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.173 | Acc: 93.942% (30903/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.174 | Acc: 93.935% (31021/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.174 | Acc: 93.928% (31139/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.174 | Acc: 93.924% (31258/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.174 | Acc: 93.900% (31370/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.174 | Acc: 93.896% (31489/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.174 | Acc: 93.901% (31611/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.174 | Acc: 93.898% (31730/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.174 | Acc: 93.894% (31849/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.174 | Acc: 93.876% (31963/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.174 | Acc: 93.876% (32083/34176) 267/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.174 | Acc: 93.884% (32206/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.174 | Acc: 93.901% (32332/34432) 269/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.174 | Acc: 93.889% (32448/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.174 | Acc: 93.888% (32568/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.175 | Acc: 93.879% (32685/34816) 272/391 [=============================================>...................] Step: 354ms | Tot: 1m39s | Loss: 0.174 | Acc: 93.887% (32808/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.875% (32924/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.881% (33046/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.875% (33164/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.880% (33286/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.885% (33408/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.175 | Acc: 93.890% (33530/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.175 | Acc: 93.884% (33648/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.175 | Acc: 93.881% (33767/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.176 | Acc: 93.866% (33882/36096) 282/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.175 | Acc: 93.877% (34006/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.888% (34130/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.890% (34251/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.887% (34370/36608) 286/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.176 | Acc: 93.878% (34487/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.176 | Acc: 93.877% (34607/36864) 288/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.176 | Acc: 93.874% (34726/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.176 | Acc: 93.879% (34848/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.175 | Acc: 93.884% (34970/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.176 | Acc: 93.878% (35088/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.175 | Acc: 93.886% (35211/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.175 | Acc: 93.880% (35329/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.176 | Acc: 93.872% (35446/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.175 | Acc: 93.871% (35566/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.176 | Acc: 93.860% (35682/38016) 297/391 [=================================================>...............] Step: 403ms | Tot: 1m48s | Loss: 0.175 | Acc: 93.871% (35806/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.176 | Acc: 93.852% (35919/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.176 | Acc: 93.836% (36033/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.176 | Acc: 93.836% (36153/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m49s | Loss: 0.176 | Acc: 93.835% (36273/38656) 302/391 [==================================================>..............] Step: 374ms | Tot: 1m50s | Loss: 0.176 | Acc: 93.833% (36392/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.176 | Acc: 93.837% (36514/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.176 | Acc: 93.829% (36631/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.176 | Acc: 93.832% (36752/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.176 | Acc: 93.839% (36875/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.176 | Acc: 93.831% (36992/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.176 | Acc: 93.836% (37114/39552) 309/391 [===================================================>.............] Step: 354ms | Tot: 1m52s | Loss: 0.177 | Acc: 93.828% (37231/39680) 310/391 [===================================================>.............] Step: 374ms | Tot: 1m52s | Loss: 0.177 | Acc: 93.825% (37350/39808) 311/391 [===================================================>.............] Step: 380ms | Tot: 1m53s | Loss: 0.177 | Acc: 93.825% (37470/39936) 312/391 [===================================================>.............] Step: 376ms | Tot: 1m53s | Loss: 0.177 | Acc: 93.825% (37590/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.177 | Acc: 93.822% (37709/40192) 314/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.177 | Acc: 93.810% (37824/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.177 | Acc: 93.807% (37943/40448) 316/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.177 | Acc: 93.807% (38063/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.177 | Acc: 93.819% (38188/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.177 | Acc: 93.816% (38307/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.177 | Acc: 93.821% (38429/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.177 | Acc: 93.821% (38549/41088) 321/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.177 | Acc: 93.813% (38666/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.177 | Acc: 93.810% (38785/41344) 323/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.177 | Acc: 93.815% (38907/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m58s | Loss: 0.177 | Acc: 93.808% (39024/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.177 | Acc: 93.810% (39145/41728) 326/391 [======================================================>..........] Step: 377ms | Tot: 1m58s | Loss: 0.177 | Acc: 93.805% (39263/41856) 327/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.177 | Acc: 93.812% (39386/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.177 | Acc: 93.816% (39508/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.177 | Acc: 93.804% (39623/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 2m233ms | Loss: 0.177 | Acc: 93.804% (39743/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m592ms | Loss: 0.177 | Acc: 93.811% (39866/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m953ms | Loss: 0.177 | Acc: 93.813% (39987/42624) 333/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.177 | Acc: 93.804% (40103/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.177 | Acc: 93.806% (40224/42880) 335/391 [=======================================================>.........] Step: 354ms | Tot: 2m2s | Loss: 0.177 | Acc: 93.799% (40341/43008) 336/391 [=======================================================>.........] Step: 354ms | Tot: 2m2s | Loss: 0.177 | Acc: 93.789% (40457/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m2s | Loss: 0.177 | Acc: 93.792% (40578/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.177 | Acc: 93.791% (40698/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.177 | Acc: 93.787% (40816/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.177 | Acc: 93.794% (40939/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.177 | Acc: 93.787% (41056/43776) 342/391 [========================================================>........] Step: 354ms | Tot: 2m4s | Loss: 0.177 | Acc: 93.789% (41177/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.177 | Acc: 93.791% (41298/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.177 | Acc: 93.795% (41420/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.177 | Acc: 93.788% (41537/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.177 | Acc: 93.788% (41657/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.177 | Acc: 93.795% (41780/44544) 348/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.177 | Acc: 93.806% (41905/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.177 | Acc: 93.804% (42024/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.177 | Acc: 93.795% (42140/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.178 | Acc: 93.788% (42257/45056) 352/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.178 | Acc: 93.785% (42376/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.178 | Acc: 93.779% (42493/45312) 354/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.178 | Acc: 93.779% (42613/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.177 | Acc: 93.781% (42734/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.177 | Acc: 93.783% (42855/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.177 | Acc: 93.787% (42977/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.177 | Acc: 93.785% (43096/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.177 | Acc: 93.780% (43214/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.177 | Acc: 93.782% (43335/46208) 361/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.178 | Acc: 93.769% (43449/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.178 | Acc: 93.772% (43570/46464) 363/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.177 | Acc: 93.776% (43692/46592) 364/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.177 | Acc: 93.774% (43811/46720) 365/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.178 | Acc: 93.765% (43927/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.178 | Acc: 93.759% (44044/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.178 | Acc: 93.761% (44165/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.178 | Acc: 93.758% (44284/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.178 | Acc: 93.754% (44402/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.178 | Acc: 93.756% (44523/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.178 | Acc: 93.756% (44643/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.178 | Acc: 93.756% (44763/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.178 | Acc: 93.744% (44877/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.178 | Acc: 93.748% (44999/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.178 | Acc: 93.740% (45115/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.178 | Acc: 93.742% (45236/48256) 377/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.178 | Acc: 93.750% (45360/48384) 378/391 [==============================================================>..] Step: 354ms | Tot: 2m17s | Loss: 0.178 | Acc: 93.748% (45479/48512) 379/391 [===============================================================>.] Step: 394ms | Tot: 2m17s | Loss: 0.178 | Acc: 93.746% (45598/48640) 380/391 [===============================================================>.] Step: 386ms | Tot: 2m18s | Loss: 0.178 | Acc: 93.740% (45715/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.178 | Acc: 93.738% (45834/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.179 | Acc: 93.734% (45952/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.179 | Acc: 93.730% (46070/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.179 | Acc: 93.722% (46186/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.179 | Acc: 93.718% (46304/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.179 | Acc: 93.722% (46426/49536) 387/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.179 | Acc: 93.722% (46546/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.180 | Acc: 93.716% (46663/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.180 | Acc: 93.712% (46781/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m21s | Loss: 0.180 | Acc: 93.708% (46854/50000) 391/391 + [>................................................................] Step: 480ms | Tot: 3ms | Loss: 0.374 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 308ms | Tot: 311ms | Loss: 0.344 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 601ms | Loss: 0.321 | Acc: 92.000% (276/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 901ms | Loss: 0.342 | Acc: 91.250% (365/400) 4/100 [==>..............................................................] Step: 289ms | Tot: 1s191ms | Loss: 0.343 | Acc: 91.000% (455/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s482ms | Loss: 0.309 | Acc: 91.667% (550/600) 6/100 [===>.............................................................] Step: 289ms | Tot: 1s771ms | Loss: 0.313 | Acc: 91.143% (638/700) 7/100 [====>............................................................] Step: 295ms | Tot: 2s67ms | Loss: 0.352 | Acc: 89.875% (719/800) 8/100 [=====>...........................................................] Step: 312ms | Tot: 2s380ms | Loss: 0.360 | Acc: 89.444% (805/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s688ms | Loss: 0.362 | Acc: 89.300% (893/1000) 10/100 [======>..........................................................] Step: 311ms | Tot: 3s | Loss: 0.374 | Acc: 88.909% (978/1100) 11/100 [=======>.........................................................] Step: 315ms | Tot: 3s315ms | Loss: 0.384 | Acc: 88.667% (1064/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s618ms | Loss: 0.373 | Acc: 88.923% (1156/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s916ms | Loss: 0.367 | Acc: 89.143% (1248/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s223ms | Loss: 0.362 | Acc: 89.267% (1339/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s524ms | Loss: 0.368 | Acc: 88.875% (1422/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s829ms | Loss: 0.363 | Acc: 88.882% (1511/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s139ms | Loss: 0.376 | Acc: 88.667% (1596/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s451ms | Loss: 0.377 | Acc: 88.684% (1685/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s762ms | Loss: 0.379 | Acc: 88.650% (1773/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s70ms | Loss: 0.374 | Acc: 88.762% (1864/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s379ms | Loss: 0.373 | Acc: 88.636% (1950/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s689ms | Loss: 0.379 | Acc: 88.435% (2034/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s992ms | Loss: 0.381 | Acc: 88.375% (2121/2400) 24/100 [===============>.................................................] Step: 309ms | Tot: 7s301ms | Loss: 0.386 | Acc: 88.440% (2211/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s607ms | Loss: 0.393 | Acc: 88.269% (2295/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s911ms | Loss: 0.388 | Acc: 88.333% (2385/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s218ms | Loss: 0.389 | Acc: 88.500% (2478/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s525ms | Loss: 0.394 | Acc: 88.517% (2567/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s832ms | Loss: 0.393 | Acc: 88.467% (2654/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s136ms | Loss: 0.392 | Acc: 88.387% (2740/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s444ms | Loss: 0.391 | Acc: 88.406% (2829/3200) 32/100 [====================>............................................] Step: 299ms | Tot: 9s744ms | Loss: 0.387 | Acc: 88.485% (2920/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 10s43ms | Loss: 0.384 | Acc: 88.500% (3009/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s352ms | Loss: 0.389 | Acc: 88.400% (3094/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 10s654ms | Loss: 0.387 | Acc: 88.444% (3184/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s956ms | Loss: 0.389 | Acc: 88.378% (3270/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s265ms | Loss: 0.388 | Acc: 88.395% (3359/3800) 38/100 [========================>........................................] Step: 300ms | Tot: 11s565ms | Loss: 0.385 | Acc: 88.410% (3448/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s867ms | Loss: 0.384 | Acc: 88.375% (3535/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s170ms | Loss: 0.389 | Acc: 88.317% (3621/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s476ms | Loss: 0.394 | Acc: 88.286% (3708/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s782ms | Loss: 0.393 | Acc: 88.326% (3798/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 13s83ms | Loss: 0.395 | Acc: 88.386% (3889/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s389ms | Loss: 0.393 | Acc: 88.400% (3978/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s692ms | Loss: 0.393 | Acc: 88.326% (4063/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 13s996ms | Loss: 0.392 | Acc: 88.340% (4152/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s304ms | Loss: 0.394 | Acc: 88.250% (4236/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s606ms | Loss: 0.390 | Acc: 88.327% (4328/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 14s909ms | Loss: 0.392 | Acc: 88.280% (4414/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s212ms | Loss: 0.391 | Acc: 88.353% (4506/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s515ms | Loss: 0.391 | Acc: 88.288% (4591/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s818ms | Loss: 0.391 | Acc: 88.189% (4674/5300) 53/100 [==================================>..............................] Step: 300ms | Tot: 16s119ms | Loss: 0.392 | Acc: 88.222% (4764/5400) 54/100 [===================================>.............................] Step: 303ms | Tot: 16s422ms | Loss: 0.391 | Acc: 88.236% (4853/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s726ms | Loss: 0.392 | Acc: 88.214% (4940/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s33ms | Loss: 0.390 | Acc: 88.228% (5029/5700) 57/100 [=====================================>...........................] Step: 310ms | Tot: 17s344ms | Loss: 0.388 | Acc: 88.241% (5118/5800) 58/100 [=====================================>...........................] Step: 300ms | Tot: 17s644ms | Loss: 0.388 | Acc: 88.169% (5202/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 17s948ms | Loss: 0.391 | Acc: 88.117% (5287/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s258ms | Loss: 0.390 | Acc: 88.115% (5375/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s562ms | Loss: 0.390 | Acc: 88.129% (5464/6200) 62/100 [========================================>........................] Step: 300ms | Tot: 18s863ms | Loss: 0.389 | Acc: 88.079% (5549/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s163ms | Loss: 0.387 | Acc: 88.188% (5644/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s469ms | Loss: 0.390 | Acc: 88.123% (5728/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s777ms | Loss: 0.389 | Acc: 88.121% (5816/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s79ms | Loss: 0.387 | Acc: 88.179% (5908/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s389ms | Loss: 0.387 | Acc: 88.176% (5996/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s692ms | Loss: 0.384 | Acc: 88.217% (6087/6900) 69/100 [============================================>....................] Step: 299ms | Tot: 20s992ms | Loss: 0.383 | Acc: 88.243% (6177/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s298ms | Loss: 0.388 | Acc: 88.197% (6262/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s604ms | Loss: 0.388 | Acc: 88.167% (6348/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 21s911ms | Loss: 0.386 | Acc: 88.219% (6440/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s222ms | Loss: 0.386 | Acc: 88.243% (6530/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s525ms | Loss: 0.385 | Acc: 88.280% (6621/7500) 75/100 [================================================>................] Step: 304ms | Tot: 22s830ms | Loss: 0.386 | Acc: 88.263% (6708/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s134ms | Loss: 0.385 | Acc: 88.286% (6798/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s441ms | Loss: 0.385 | Acc: 88.256% (6884/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s746ms | Loss: 0.384 | Acc: 88.304% (6976/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s51ms | Loss: 0.383 | Acc: 88.325% (7066/8000) 80/100 [====================================================>............] Step: 319ms | Tot: 24s371ms | Loss: 0.381 | Acc: 88.370% (7158/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s671ms | Loss: 0.381 | Acc: 88.390% (7248/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 24s976ms | Loss: 0.381 | Acc: 88.386% (7336/8300) 83/100 [=====================================================>...........] Step: 313ms | Tot: 25s290ms | Loss: 0.380 | Acc: 88.369% (7423/8400) 84/100 [======================================================>..........] Step: 352ms | Tot: 25s642ms | Loss: 0.380 | Acc: 88.365% (7511/8500) 85/100 [=======================================================>.........] Step: 330ms | Tot: 25s972ms | Loss: 0.384 | Acc: 88.267% (7591/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s278ms | Loss: 0.384 | Acc: 88.253% (7678/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s579ms | Loss: 0.383 | Acc: 88.284% (7769/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s884ms | Loss: 0.382 | Acc: 88.337% (7862/8900) 89/100 [=========================================================>.......] Step: 299ms | Tot: 27s183ms | Loss: 0.380 | Acc: 88.389% (7955/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s495ms | Loss: 0.380 | Acc: 88.374% (8042/9100) 91/100 [===========================================================>.....] Step: 296ms | Tot: 27s791ms | Loss: 0.379 | Acc: 88.380% (8131/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 28s93ms | Loss: 0.380 | Acc: 88.333% (8215/9300) 93/100 [============================================================>....] Step: 314ms | Tot: 28s407ms | Loss: 0.382 | Acc: 88.287% (8299/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s714ms | Loss: 0.380 | Acc: 88.316% (8390/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s24ms | Loss: 0.380 | Acc: 88.312% (8478/9600) 96/100 [==============================================================>..] Step: 318ms | Tot: 29s343ms | Loss: 0.379 | Acc: 88.361% (8571/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s643ms | Loss: 0.379 | Acc: 88.337% (8657/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s942ms | Loss: 0.379 | Acc: 88.343% (8746/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s249ms | Loss: 0.378 | Acc: 88.410% (8841/10000) 100/100 + +Epoch: 149 + [>................................................................] Step: 583ms | Tot: 2ms | Loss: 0.135 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 380ms | Tot: 383ms | Loss: 0.201 | Acc: 93.750% (240/256) 2/391 [>................................................................] Step: 377ms | Tot: 760ms | Loss: 0.190 | Acc: 93.750% (360/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s134ms | Loss: 0.180 | Acc: 93.945% (481/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s504ms | Loss: 0.186 | Acc: 93.594% (599/640) 5/391 [>................................................................] Step: 364ms | Tot: 1s868ms | Loss: 0.188 | Acc: 93.229% (716/768) 6/391 [>................................................................] Step: 357ms | Tot: 2s225ms | Loss: 0.186 | Acc: 93.415% (837/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s590ms | Loss: 0.185 | Acc: 93.652% (959/1024) 8/391 [=>...............................................................] Step: 362ms | Tot: 2s952ms | Loss: 0.186 | Acc: 93.490% (1077/1152) 9/391 [=>...............................................................] Step: 354ms | Tot: 3s307ms | Loss: 0.183 | Acc: 93.516% (1197/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s668ms | Loss: 0.176 | Acc: 93.821% (1321/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s36ms | Loss: 0.176 | Acc: 93.750% (1440/1536) 12/391 [=>...............................................................] Step: 368ms | Tot: 4s404ms | Loss: 0.178 | Acc: 93.690% (1559/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s766ms | Loss: 0.180 | Acc: 93.527% (1676/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s129ms | Loss: 0.179 | Acc: 93.594% (1797/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s492ms | Loss: 0.178 | Acc: 93.701% (1919/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s855ms | Loss: 0.176 | Acc: 93.750% (2040/2176) 17/391 [==>..............................................................] Step: 382ms | Tot: 6s237ms | Loss: 0.174 | Acc: 93.707% (2159/2304) 18/391 [==>..............................................................] Step: 374ms | Tot: 6s612ms | Loss: 0.180 | Acc: 93.380% (2271/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s971ms | Loss: 0.181 | Acc: 93.359% (2390/2560) 20/391 [===>.............................................................] Step: 371ms | Tot: 7s342ms | Loss: 0.180 | Acc: 93.341% (2509/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s704ms | Loss: 0.177 | Acc: 93.430% (2631/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s66ms | Loss: 0.177 | Acc: 93.512% (2753/2944) 23/391 [===>.............................................................] Step: 357ms | Tot: 8s423ms | Loss: 0.178 | Acc: 93.424% (2870/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s786ms | Loss: 0.176 | Acc: 93.531% (2993/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s146ms | Loss: 0.174 | Acc: 93.600% (3115/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s506ms | Loss: 0.173 | Acc: 93.663% (3237/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s869ms | Loss: 0.171 | Acc: 93.834% (3363/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s225ms | Loss: 0.171 | Acc: 93.885% (3485/3712) 29/391 [====>............................................................] Step: 365ms | Tot: 10s591ms | Loss: 0.170 | Acc: 93.932% (3607/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s952ms | Loss: 0.169 | Acc: 94.002% (3730/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s309ms | Loss: 0.168 | Acc: 94.067% (3853/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s670ms | Loss: 0.171 | Acc: 93.892% (3966/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 12s25ms | Loss: 0.170 | Acc: 93.934% (4088/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s386ms | Loss: 0.169 | Acc: 93.951% (4209/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s750ms | Loss: 0.170 | Acc: 93.967% (4330/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s112ms | Loss: 0.170 | Acc: 93.877% (4446/4736) 37/391 [======>..........................................................] Step: 363ms | Tot: 13s476ms | Loss: 0.171 | Acc: 93.853% (4565/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 13s844ms | Loss: 0.170 | Acc: 93.890% (4687/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s202ms | Loss: 0.170 | Acc: 93.906% (4808/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s563ms | Loss: 0.171 | Acc: 93.826% (4924/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 14s923ms | Loss: 0.172 | Acc: 93.787% (5042/5376) 42/391 [======>..........................................................] Step: 356ms | Tot: 15s280ms | Loss: 0.174 | Acc: 93.732% (5159/5504) 43/391 [=======>.........................................................] Step: 366ms | Tot: 15s646ms | Loss: 0.174 | Acc: 93.679% (5276/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 16s4ms | Loss: 0.173 | Acc: 93.733% (5399/5760) 45/391 [=======>.........................................................] Step: 355ms | Tot: 16s360ms | Loss: 0.172 | Acc: 93.716% (5518/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s718ms | Loss: 0.172 | Acc: 93.733% (5639/6016) 47/391 [=======>.........................................................] Step: 370ms | Tot: 17s88ms | Loss: 0.171 | Acc: 93.799% (5763/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s449ms | Loss: 0.171 | Acc: 93.846% (5886/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s810ms | Loss: 0.172 | Acc: 93.828% (6005/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s170ms | Loss: 0.173 | Acc: 93.827% (6125/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s533ms | Loss: 0.175 | Acc: 93.780% (6242/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 18s896ms | Loss: 0.176 | Acc: 93.706% (6357/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s257ms | Loss: 0.175 | Acc: 93.707% (6477/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s617ms | Loss: 0.176 | Acc: 93.693% (6596/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 19s977ms | Loss: 0.176 | Acc: 93.694% (6716/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s344ms | Loss: 0.177 | Acc: 93.668% (6834/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 20s712ms | Loss: 0.177 | Acc: 93.696% (6956/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s74ms | Loss: 0.177 | Acc: 93.750% (7080/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s443ms | Loss: 0.177 | Acc: 93.737% (7199/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s807ms | Loss: 0.177 | Acc: 93.750% (7320/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 22s172ms | Loss: 0.177 | Acc: 93.712% (7437/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s536ms | Loss: 0.177 | Acc: 93.713% (7557/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 22s899ms | Loss: 0.176 | Acc: 93.738% (7679/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s260ms | Loss: 0.177 | Acc: 93.738% (7799/8320) 65/391 [==========>......................................................] Step: 372ms | Tot: 23s633ms | Loss: 0.176 | Acc: 93.726% (7918/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 23s997ms | Loss: 0.176 | Acc: 93.762% (8041/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s357ms | Loss: 0.175 | Acc: 93.796% (8164/8704) 68/391 [===========>.....................................................] Step: 401ms | Tot: 24s759ms | Loss: 0.175 | Acc: 93.761% (8281/8832) 69/391 [===========>.....................................................] Step: 392ms | Tot: 25s152ms | Loss: 0.175 | Acc: 93.783% (8403/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s520ms | Loss: 0.175 | Acc: 93.728% (8518/9088) 71/391 [===========>.....................................................] Step: 358ms | Tot: 25s879ms | Loss: 0.175 | Acc: 93.717% (8637/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s236ms | Loss: 0.175 | Acc: 93.739% (8759/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s602ms | Loss: 0.175 | Acc: 93.697% (8875/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 26s973ms | Loss: 0.175 | Acc: 93.698% (8995/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s338ms | Loss: 0.176 | Acc: 93.678% (9113/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s697ms | Loss: 0.176 | Acc: 93.720% (9237/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s62ms | Loss: 0.175 | Acc: 93.740% (9359/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s425ms | Loss: 0.174 | Acc: 93.780% (9483/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s786ms | Loss: 0.174 | Acc: 93.799% (9605/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s144ms | Loss: 0.175 | Acc: 93.789% (9724/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s506ms | Loss: 0.174 | Acc: 93.817% (9847/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 29s869ms | Loss: 0.174 | Acc: 93.816% (9967/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s235ms | Loss: 0.174 | Acc: 93.843% (10090/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s602ms | Loss: 0.174 | Acc: 93.842% (10210/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 30s964ms | Loss: 0.173 | Acc: 93.859% (10332/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s324ms | Loss: 0.172 | Acc: 93.876% (10454/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s682ms | Loss: 0.172 | Acc: 93.865% (10573/11264) 88/391 [==============>..................................................] Step: 368ms | Tot: 32s51ms | Loss: 0.173 | Acc: 93.882% (10695/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s412ms | Loss: 0.173 | Acc: 93.880% (10815/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s769ms | Loss: 0.173 | Acc: 93.862% (10933/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s130ms | Loss: 0.173 | Acc: 93.886% (11056/11776) 92/391 [===============>.................................................] Step: 376ms | Tot: 33s507ms | Loss: 0.174 | Acc: 93.842% (11171/11904) 93/391 [===============>.................................................] Step: 379ms | Tot: 33s886ms | Loss: 0.174 | Acc: 93.883% (11296/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s248ms | Loss: 0.173 | Acc: 93.939% (11423/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s611ms | Loss: 0.173 | Acc: 93.937% (11543/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 34s971ms | Loss: 0.172 | Acc: 93.935% (11663/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s331ms | Loss: 0.172 | Acc: 93.949% (11785/12544) 98/391 [================>................................................] Step: 363ms | Tot: 35s695ms | Loss: 0.172 | Acc: 93.932% (11903/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s51ms | Loss: 0.173 | Acc: 93.914% (12021/12800) 100/391 [================>................................................] Step: 374ms | Tot: 36s425ms | Loss: 0.173 | Acc: 93.905% (12140/12928) 101/391 [================>................................................] Step: 382ms | Tot: 36s807ms | Loss: 0.174 | Acc: 93.857% (12254/13056) 102/391 [================>................................................] Step: 388ms | Tot: 37s196ms | Loss: 0.174 | Acc: 93.856% (12374/13184) 103/391 [=================>...............................................] Step: 379ms | Tot: 37s575ms | Loss: 0.174 | Acc: 93.863% (12495/13312) 104/391 [=================>...............................................] Step: 373ms | Tot: 37s948ms | Loss: 0.173 | Acc: 93.884% (12618/13440) 105/391 [=================>...............................................] Step: 382ms | Tot: 38s331ms | Loss: 0.173 | Acc: 93.890% (12739/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 38s698ms | Loss: 0.173 | Acc: 93.881% (12858/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s66ms | Loss: 0.174 | Acc: 93.880% (12978/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 39s433ms | Loss: 0.174 | Acc: 93.879% (13098/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s796ms | Loss: 0.174 | Acc: 93.892% (13220/14080) 110/391 [==================>..............................................] Step: 369ms | Tot: 40s165ms | Loss: 0.174 | Acc: 93.884% (13339/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s530ms | Loss: 0.174 | Acc: 93.890% (13460/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s891ms | Loss: 0.174 | Acc: 93.895% (13581/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s251ms | Loss: 0.175 | Acc: 93.873% (13698/14592) 114/391 [==================>..............................................] Step: 370ms | Tot: 41s621ms | Loss: 0.174 | Acc: 93.886% (13820/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 41s989ms | Loss: 0.174 | Acc: 93.885% (13940/14848) 116/391 [===================>.............................................] Step: 355ms | Tot: 42s344ms | Loss: 0.174 | Acc: 93.910% (14064/14976) 117/391 [===================>.............................................] Step: 360ms | Tot: 42s705ms | Loss: 0.173 | Acc: 93.929% (14187/15104) 118/391 [===================>.............................................] Step: 363ms | Tot: 43s69ms | Loss: 0.173 | Acc: 93.914% (14305/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 43s441ms | Loss: 0.173 | Acc: 93.913% (14425/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s802ms | Loss: 0.173 | Acc: 93.911% (14545/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s163ms | Loss: 0.174 | Acc: 93.897% (14663/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s526ms | Loss: 0.173 | Acc: 93.921% (14787/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s884ms | Loss: 0.173 | Acc: 93.926% (14908/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 45s242ms | Loss: 0.173 | Acc: 93.938% (15030/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 45s607ms | Loss: 0.173 | Acc: 93.936% (15150/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 45s963ms | Loss: 0.174 | Acc: 93.916% (15267/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 46s321ms | Loss: 0.174 | Acc: 93.909% (15386/16384) 128/391 [=====================>...........................................] Step: 377ms | Tot: 46s699ms | Loss: 0.174 | Acc: 93.883% (15502/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s61ms | Loss: 0.174 | Acc: 93.888% (15623/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s422ms | Loss: 0.174 | Acc: 93.905% (15746/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 47s778ms | Loss: 0.174 | Acc: 93.910% (15867/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s142ms | Loss: 0.173 | Acc: 93.926% (15990/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s506ms | Loss: 0.173 | Acc: 93.925% (16110/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s871ms | Loss: 0.173 | Acc: 93.941% (16233/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s230ms | Loss: 0.173 | Acc: 93.951% (16355/17408) 136/391 [======================>..........................................] Step: 369ms | Tot: 49s599ms | Loss: 0.173 | Acc: 93.950% (16475/17536) 137/391 [======================>..........................................] Step: 370ms | Tot: 49s970ms | Loss: 0.173 | Acc: 93.942% (16594/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s331ms | Loss: 0.173 | Acc: 93.941% (16714/17792) 139/391 [=======================>.........................................] Step: 353ms | Tot: 50s685ms | Loss: 0.173 | Acc: 93.962% (16838/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s45ms | Loss: 0.172 | Acc: 93.977% (16961/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s407ms | Loss: 0.173 | Acc: 93.959% (17078/18176) 142/391 [=======================>.........................................] Step: 372ms | Tot: 51s779ms | Loss: 0.173 | Acc: 93.947% (17196/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s145ms | Loss: 0.173 | Acc: 93.929% (17313/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s509ms | Loss: 0.173 | Acc: 93.944% (17436/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s869ms | Loss: 0.173 | Acc: 93.937% (17555/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s233ms | Loss: 0.173 | Acc: 93.957% (17679/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s597ms | Loss: 0.173 | Acc: 93.961% (17800/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s959ms | Loss: 0.173 | Acc: 93.975% (17923/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s321ms | Loss: 0.173 | Acc: 93.984% (18045/19200) 150/391 [========================>........................................] Step: 393ms | Tot: 54s715ms | Loss: 0.173 | Acc: 93.983% (18165/19328) 151/391 [=========================>.......................................] Step: 394ms | Tot: 55s110ms | Loss: 0.172 | Acc: 93.997% (18288/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 55s470ms | Loss: 0.173 | Acc: 93.985% (18406/19584) 153/391 [=========================>.......................................] Step: 357ms | Tot: 55s827ms | Loss: 0.172 | Acc: 93.978% (18525/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s186ms | Loss: 0.172 | Acc: 93.997% (18649/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 56s562ms | Loss: 0.172 | Acc: 94.015% (18773/19968) 156/391 [=========================>.......................................] Step: 371ms | Tot: 56s934ms | Loss: 0.172 | Acc: 94.024% (18895/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 57s291ms | Loss: 0.171 | Acc: 94.057% (19022/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s649ms | Loss: 0.171 | Acc: 94.055% (19142/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 58s10ms | Loss: 0.171 | Acc: 94.028% (19257/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s370ms | Loss: 0.171 | Acc: 94.036% (19379/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s728ms | Loss: 0.172 | Acc: 94.020% (19496/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s89ms | Loss: 0.172 | Acc: 94.004% (19613/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s455ms | Loss: 0.172 | Acc: 93.993% (19731/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 59s824ms | Loss: 0.172 | Acc: 93.973% (19847/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 1m179ms | Loss: 0.172 | Acc: 93.985% (19970/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m543ms | Loss: 0.172 | Acc: 93.993% (20092/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 1m904ms | Loss: 0.172 | Acc: 93.983% (20210/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.172 | Acc: 93.990% (20332/21632) 169/391 [============================>....................................] Step: 371ms | Tot: 1m1s | Loss: 0.172 | Acc: 93.998% (20454/21760) 170/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.172 | Acc: 94.001% (20575/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.171 | Acc: 94.009% (20697/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.172 | Acc: 94.003% (20816/22144) 173/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.172 | Acc: 93.988% (20933/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.172 | Acc: 93.969% (21049/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.172 | Acc: 93.972% (21170/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.172 | Acc: 93.957% (21287/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.172 | Acc: 93.969% (21410/22784) 178/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.172 | Acc: 93.977% (21532/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.171 | Acc: 93.989% (21655/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.172 | Acc: 93.983% (21774/23168) 181/391 [==============================>..................................] Step: 364ms | Tot: 1m5s | Loss: 0.172 | Acc: 93.956% (21888/23296) 182/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.172 | Acc: 93.946% (22006/23424) 183/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.172 | Acc: 93.954% (22128/23552) 184/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.172 | Acc: 93.957% (22249/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.172 | Acc: 93.952% (22368/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.172 | Acc: 93.959% (22490/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.172 | Acc: 93.970% (22613/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.172 | Acc: 93.986% (22737/24192) 189/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.172 | Acc: 93.976% (22855/24320) 190/391 [===============================>.................................] Step: 378ms | Tot: 1m9s | Loss: 0.172 | Acc: 93.975% (22975/24448) 191/391 [===============================>.................................] Step: 379ms | Tot: 1m9s | Loss: 0.172 | Acc: 93.990% (23099/24576) 192/391 [===============================>.................................] Step: 374ms | Tot: 1m10s | Loss: 0.172 | Acc: 94.009% (23224/24704) 193/391 [================================>................................] Step: 379ms | Tot: 1m10s | Loss: 0.172 | Acc: 93.984% (23338/24832) 194/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.172 | Acc: 93.998% (23462/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.171 | Acc: 94.013% (23586/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.171 | Acc: 94.024% (23709/25216) 197/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.172 | Acc: 94.014% (23827/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m12s | Loss: 0.172 | Acc: 94.021% (23949/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.171 | Acc: 94.031% (24072/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.171 | Acc: 94.034% (24193/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.171 | Acc: 94.028% (24312/25856) 202/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.171 | Acc: 94.031% (24433/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.171 | Acc: 94.033% (24554/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.172 | Acc: 94.013% (24669/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.172 | Acc: 94.008% (24788/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.172 | Acc: 94.007% (24908/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.172 | Acc: 94.020% (25032/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.173 | Acc: 93.989% (25144/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.173 | Acc: 93.992% (25265/26880) 210/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.173 | Acc: 94.002% (25388/27008) 211/391 [===================================>.............................] Step: 374ms | Tot: 1m17s | Loss: 0.173 | Acc: 93.993% (25506/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.174 | Acc: 93.977% (25622/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.173 | Acc: 93.987% (25745/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.173 | Acc: 93.983% (25864/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.173 | Acc: 93.989% (25986/27648) 216/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.173 | Acc: 93.988% (26106/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.174 | Acc: 93.979% (26224/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.173 | Acc: 93.985% (26346/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.174 | Acc: 93.970% (26462/28160) 220/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.174 | Acc: 93.987% (26587/28288) 221/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.173 | Acc: 93.996% (26710/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.174 | Acc: 93.992% (26829/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.173 | Acc: 93.991% (26949/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.174 | Acc: 93.983% (27067/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.174 | Acc: 93.985% (27188/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.173 | Acc: 93.991% (27310/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.173 | Acc: 93.997% (27432/29184) 228/391 [=====================================>...........................] Step: 356ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.992% (27551/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.173 | Acc: 93.991% (27671/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.980% (27788/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.959% (27902/29696) 232/391 [======================================>..........................] Step: 382ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.958% (28022/29824) 233/391 [======================================>..........................] Step: 392ms | Tot: 1m25s | Loss: 0.174 | Acc: 93.957% (28142/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.174 | Acc: 93.949% (28260/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.175 | Acc: 93.945% (28379/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.175 | Acc: 93.928% (28494/30336) 237/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.175 | Acc: 93.924% (28613/30464) 238/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.175 | Acc: 93.923% (28733/30592) 239/391 [=======================================>.........................] Step: 355ms | Tot: 1m27s | Loss: 0.175 | Acc: 93.929% (28855/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.175 | Acc: 93.941% (28979/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.175 | Acc: 93.944% (29100/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.175 | Acc: 93.946% (29221/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.175 | Acc: 93.952% (29343/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.175 | Acc: 93.941% (29460/31360) 245/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.175 | Acc: 93.944% (29581/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.175 | Acc: 93.927% (29696/31616) 247/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.175 | Acc: 93.920% (29814/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.175 | Acc: 93.916% (29933/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.175 | Acc: 93.922% (30055/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.175 | Acc: 93.915% (30173/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.175 | Acc: 93.924% (30296/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.175 | Acc: 93.920% (30415/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.175 | Acc: 93.913% (30533/32512) 254/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.175 | Acc: 93.915% (30654/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.176 | Acc: 93.900% (30769/32768) 256/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.176 | Acc: 93.896% (30888/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.176 | Acc: 93.898% (31009/33024) 258/391 [==========================================>......................] Step: 356ms | Tot: 1m34s | Loss: 0.175 | Acc: 93.913% (31134/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.175 | Acc: 93.912% (31254/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.175 | Acc: 93.915% (31375/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.175 | Acc: 93.923% (31498/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.175 | Acc: 93.913% (31615/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.176 | Acc: 93.910% (31734/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.175 | Acc: 93.921% (31858/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.175 | Acc: 93.938% (31984/34048) 266/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.175 | Acc: 93.928% (32101/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.175 | Acc: 93.939% (32225/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.175 | Acc: 93.942% (32346/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.175 | Acc: 93.944% (32467/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.175 | Acc: 93.943% (32587/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m38s | Loss: 0.175 | Acc: 93.945% (32708/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.939% (32826/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.932% (32944/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.929% (33063/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.942% (33188/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.928% (33303/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.176 | Acc: 93.921% (33421/35584) 278/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.176 | Acc: 93.921% (33541/35712) 279/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.175 | Acc: 93.937% (33667/35840) 280/391 [==============================================>..................] Step: 374ms | Tot: 1m42s | Loss: 0.175 | Acc: 93.953% (33793/35968) 281/391 [==============================================>..................] Step: 384ms | Tot: 1m42s | Loss: 0.176 | Acc: 93.944% (33910/36096) 282/391 [==============================================>..................] Step: 382ms | Tot: 1m42s | Loss: 0.175 | Acc: 93.954% (34034/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.959% (34156/36352) 284/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.945% (34271/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.176 | Acc: 93.925% (34384/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.176 | Acc: 93.924% (34504/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.176 | Acc: 93.929% (34626/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.176 | Acc: 93.926% (34745/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.176 | Acc: 93.925% (34865/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.176 | Acc: 93.916% (34982/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.175 | Acc: 93.924% (35105/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.175 | Acc: 93.923% (35225/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m46s | Loss: 0.175 | Acc: 93.917% (35343/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.176 | Acc: 93.917% (35463/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.176 | Acc: 93.916% (35583/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.176 | Acc: 93.918% (35704/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.176 | Acc: 93.910% (35821/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.175 | Acc: 93.915% (35943/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.175 | Acc: 93.917% (36064/38400) 300/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.176 | Acc: 93.906% (36180/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.175 | Acc: 93.916% (36304/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.176 | Acc: 93.912% (36423/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.175 | Acc: 93.927% (36549/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.175 | Acc: 93.932% (36671/39040) 305/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.175 | Acc: 93.926% (36789/39168) 306/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.175 | Acc: 93.931% (36911/39296) 307/391 [===================================================>.............] Step: 377ms | Tot: 1m52s | Loss: 0.175 | Acc: 93.945% (37037/39424) 308/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.174 | Acc: 93.950% (37159/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.175 | Acc: 93.944% (37277/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.175 | Acc: 93.951% (37400/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.175 | Acc: 93.933% (37513/39936) 312/391 [===================================================>.............] Step: 356ms | Tot: 1m53s | Loss: 0.175 | Acc: 93.930% (37632/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.175 | Acc: 93.934% (37754/40192) 314/391 [====================================================>............] Step: 379ms | Tot: 1m54s | Loss: 0.175 | Acc: 93.941% (37877/40320) 315/391 [====================================================>............] Step: 412ms | Tot: 1m54s | Loss: 0.175 | Acc: 93.945% (37999/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.175 | Acc: 93.942% (38118/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.944% (38239/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.174 | Acc: 93.948% (38361/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.174 | Acc: 93.948% (38481/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.174 | Acc: 93.937% (38597/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.174 | Acc: 93.937% (38717/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.175 | Acc: 93.929% (38834/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.175 | Acc: 93.931% (38955/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m58s | Loss: 0.175 | Acc: 93.933% (39076/41600) 325/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.175 | Acc: 93.920% (39191/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.175 | Acc: 93.912% (39308/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.175 | Acc: 93.917% (39430/41984) 328/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.175 | Acc: 93.919% (39551/42112) 329/391 [======================================================>..........] Step: 359ms | Tot: 2m81ms | Loss: 0.175 | Acc: 93.930% (39676/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m442ms | Loss: 0.175 | Acc: 93.929% (39796/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 2m798ms | Loss: 0.175 | Acc: 93.941% (39921/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.175 | Acc: 93.947% (40044/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.175 | Acc: 93.951% (40166/42752) 334/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.175 | Acc: 93.939% (40281/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.175 | Acc: 93.941% (40402/43008) 336/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.175 | Acc: 93.929% (40517/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.175 | Acc: 93.926% (40636/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.175 | Acc: 93.927% (40757/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.175 | Acc: 93.918% (40873/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.175 | Acc: 93.917% (40993/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.176 | Acc: 93.903% (41107/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.176 | Acc: 93.893% (41223/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.176 | Acc: 93.891% (41342/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.177 | Acc: 93.879% (41457/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.177 | Acc: 93.870% (41573/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.177 | Acc: 93.874% (41695/44416) 347/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.177 | Acc: 93.878% (41817/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.177 | Acc: 93.882% (41939/44672) 349/391 [==========================================================>......] Step: 371ms | Tot: 2m7s | Loss: 0.177 | Acc: 93.879% (42058/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.177 | Acc: 93.881% (42179/44928) 351/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.177 | Acc: 93.883% (42300/45056) 352/391 [==========================================================>......] Step: 374ms | Tot: 2m8s | Loss: 0.177 | Acc: 93.874% (42416/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.177 | Acc: 93.878% (42538/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.177 | Acc: 93.880% (42659/45440) 355/391 [===========================================================>.....] Step: 373ms | Tot: 2m9s | Loss: 0.177 | Acc: 93.875% (42777/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.177 | Acc: 93.875% (42897/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.177 | Acc: 93.881% (43020/45824) 358/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.177 | Acc: 93.872% (43136/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.177 | Acc: 93.869% (43255/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.177 | Acc: 93.873% (43377/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.177 | Acc: 93.867% (43494/46336) 362/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.177 | Acc: 93.866% (43614/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.177 | Acc: 93.866% (43734/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.177 | Acc: 93.851% (43847/46720) 365/391 [============================================================>....] Step: 353ms | Tot: 2m13s | Loss: 0.177 | Acc: 93.852% (43968/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.177 | Acc: 93.859% (44091/46976) 367/391 [=============================================================>...] Step: 374ms | Tot: 2m13s | Loss: 0.177 | Acc: 93.856% (44210/47104) 368/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.178 | Acc: 93.852% (44328/47232) 369/391 [=============================================================>...] Step: 371ms | Tot: 2m14s | Loss: 0.178 | Acc: 93.841% (44443/47360) 370/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.178 | Acc: 93.843% (44564/47488) 371/391 [=============================================================>...] Step: 379ms | Tot: 2m15s | Loss: 0.178 | Acc: 93.834% (44680/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.178 | Acc: 93.827% (44797/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.178 | Acc: 93.829% (44918/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.178 | Acc: 93.827% (45037/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.178 | Acc: 93.819% (45153/48128) 376/391 [==============================================================>..] Step: 352ms | Tot: 2m17s | Loss: 0.178 | Acc: 93.827% (45277/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.178 | Acc: 93.826% (45397/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.178 | Acc: 93.828% (45518/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.178 | Acc: 93.820% (45634/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.178 | Acc: 93.822% (45755/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.178 | Acc: 93.815% (45872/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.179 | Acc: 93.813% (45991/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.179 | Acc: 93.801% (46105/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.179 | Acc: 93.787% (46218/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.179 | Acc: 93.778% (46334/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.179 | Acc: 93.778% (46454/49536) 387/391 [================================================================>] Step: 350ms | Tot: 2m21s | Loss: 0.179 | Acc: 93.782% (46576/49664) 388/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.179 | Acc: 93.782% (46696/49792) 389/391 [================================================================>] Step: 387ms | Tot: 2m21s | Loss: 0.179 | Acc: 93.778% (46814/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m22s | Loss: 0.180 | Acc: 93.772% (46886/50000) 391/391 + [>................................................................] Step: 502ms | Tot: 2ms | Loss: 0.346 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 291ms | Tot: 293ms | Loss: 0.326 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 588ms | Loss: 0.301 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 289ms | Tot: 877ms | Loss: 0.337 | Acc: 89.750% (359/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s167ms | Loss: 0.329 | Acc: 89.800% (449/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s462ms | Loss: 0.294 | Acc: 90.333% (542/600) 6/100 [===>.............................................................] Step: 325ms | Tot: 1s788ms | Loss: 0.291 | Acc: 90.571% (634/700) 7/100 [====>............................................................] Step: 344ms | Tot: 2s132ms | Loss: 0.306 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 297ms | Tot: 2s429ms | Loss: 0.328 | Acc: 89.333% (804/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s733ms | Loss: 0.342 | Acc: 89.000% (890/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 3s33ms | Loss: 0.348 | Acc: 89.273% (982/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s333ms | Loss: 0.371 | Acc: 88.833% (1066/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s644ms | Loss: 0.355 | Acc: 88.846% (1155/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 3s959ms | Loss: 0.349 | Acc: 89.071% (1247/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s264ms | Loss: 0.349 | Acc: 89.067% (1336/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s570ms | Loss: 0.356 | Acc: 88.812% (1421/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s880ms | Loss: 0.349 | Acc: 89.000% (1513/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s183ms | Loss: 0.361 | Acc: 88.611% (1595/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s485ms | Loss: 0.359 | Acc: 88.632% (1684/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s789ms | Loss: 0.360 | Acc: 88.550% (1771/2000) 20/100 [=============>...................................................] Step: 298ms | Tot: 6s88ms | Loss: 0.358 | Acc: 88.619% (1861/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s392ms | Loss: 0.361 | Acc: 88.591% (1949/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s702ms | Loss: 0.364 | Acc: 88.609% (2038/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s5ms | Loss: 0.366 | Acc: 88.583% (2126/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s308ms | Loss: 0.368 | Acc: 88.640% (2216/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s619ms | Loss: 0.373 | Acc: 88.577% (2303/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s926ms | Loss: 0.367 | Acc: 88.667% (2394/2700) 27/100 [=================>...............................................] Step: 312ms | Tot: 8s238ms | Loss: 0.367 | Acc: 88.714% (2484/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s544ms | Loss: 0.370 | Acc: 88.828% (2576/2900) 29/100 [==================>..............................................] Step: 315ms | Tot: 8s859ms | Loss: 0.370 | Acc: 88.833% (2665/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s169ms | Loss: 0.369 | Acc: 88.742% (2751/3100) 31/100 [====================>............................................] Step: 302ms | Tot: 9s472ms | Loss: 0.370 | Acc: 88.781% (2841/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s779ms | Loss: 0.368 | Acc: 88.788% (2930/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s85ms | Loss: 0.368 | Acc: 88.853% (3021/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s390ms | Loss: 0.373 | Acc: 88.771% (3107/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s696ms | Loss: 0.373 | Acc: 88.861% (3199/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 11s1ms | Loss: 0.376 | Acc: 88.784% (3285/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s305ms | Loss: 0.374 | Acc: 88.763% (3373/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s612ms | Loss: 0.372 | Acc: 88.872% (3466/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s915ms | Loss: 0.371 | Acc: 88.925% (3557/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s221ms | Loss: 0.373 | Acc: 88.902% (3645/4100) 41/100 [==========================>......................................] Step: 303ms | Tot: 12s524ms | Loss: 0.375 | Acc: 88.952% (3736/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s824ms | Loss: 0.374 | Acc: 89.000% (3827/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s131ms | Loss: 0.374 | Acc: 89.091% (3920/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s441ms | Loss: 0.370 | Acc: 89.178% (4013/4500) 45/100 [=============================>...................................] Step: 316ms | Tot: 13s758ms | Loss: 0.368 | Acc: 89.174% (4102/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s69ms | Loss: 0.368 | Acc: 89.128% (4189/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s374ms | Loss: 0.370 | Acc: 89.083% (4276/4800) 48/100 [===============================>.................................] Step: 324ms | Tot: 14s699ms | Loss: 0.366 | Acc: 89.204% (4371/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 15s5ms | Loss: 0.366 | Acc: 89.200% (4460/5000) 50/100 [================================>................................] Step: 301ms | Tot: 15s306ms | Loss: 0.366 | Acc: 89.216% (4550/5100) 51/100 [=================================>...............................] Step: 310ms | Tot: 15s617ms | Loss: 0.366 | Acc: 89.212% (4639/5200) 52/100 [=================================>...............................] Step: 308ms | Tot: 15s925ms | Loss: 0.365 | Acc: 89.170% (4726/5300) 53/100 [==================================>..............................] Step: 315ms | Tot: 16s240ms | Loss: 0.365 | Acc: 89.148% (4814/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s541ms | Loss: 0.364 | Acc: 89.182% (4905/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s847ms | Loss: 0.365 | Acc: 89.179% (4994/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s155ms | Loss: 0.363 | Acc: 89.175% (5083/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s459ms | Loss: 0.361 | Acc: 89.241% (5176/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s764ms | Loss: 0.364 | Acc: 89.153% (5260/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 18s69ms | Loss: 0.364 | Acc: 89.117% (5347/6000) 60/100 [=======================================>.........................] Step: 298ms | Tot: 18s368ms | Loss: 0.364 | Acc: 89.164% (5439/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 18s680ms | Loss: 0.365 | Acc: 89.177% (5529/6200) 62/100 [========================================>........................] Step: 314ms | Tot: 18s995ms | Loss: 0.363 | Acc: 89.159% (5617/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s303ms | Loss: 0.361 | Acc: 89.266% (5713/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s615ms | Loss: 0.360 | Acc: 89.215% (5799/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 19s920ms | Loss: 0.359 | Acc: 89.182% (5886/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s228ms | Loss: 0.357 | Acc: 89.239% (5979/6700) 67/100 [===========================================>.....................] Step: 300ms | Tot: 20s529ms | Loss: 0.358 | Acc: 89.176% (6064/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s831ms | Loss: 0.356 | Acc: 89.203% (6155/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s136ms | Loss: 0.355 | Acc: 89.243% (6247/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s437ms | Loss: 0.357 | Acc: 89.211% (6334/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s748ms | Loss: 0.357 | Acc: 89.208% (6423/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s51ms | Loss: 0.355 | Acc: 89.274% (6517/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s353ms | Loss: 0.354 | Acc: 89.297% (6608/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s666ms | Loss: 0.355 | Acc: 89.307% (6698/7500) 75/100 [================================================>................] Step: 319ms | Tot: 22s985ms | Loss: 0.355 | Acc: 89.303% (6787/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s299ms | Loss: 0.355 | Acc: 89.286% (6875/7700) 77/100 [==================================================>..............] Step: 320ms | Tot: 23s620ms | Loss: 0.354 | Acc: 89.282% (6964/7800) 78/100 [==================================================>..............] Step: 317ms | Tot: 23s937ms | Loss: 0.354 | Acc: 89.316% (7056/7900) 79/100 [===================================================>.............] Step: 320ms | Tot: 24s257ms | Loss: 0.352 | Acc: 89.312% (7145/8000) 80/100 [====================================================>............] Step: 320ms | Tot: 24s577ms | Loss: 0.351 | Acc: 89.370% (7239/8100) 81/100 [====================================================>............] Step: 318ms | Tot: 24s895ms | Loss: 0.351 | Acc: 89.354% (7327/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s209ms | Loss: 0.351 | Acc: 89.349% (7416/8300) 83/100 [=====================================================>...........] Step: 313ms | Tot: 25s523ms | Loss: 0.350 | Acc: 89.321% (7503/8400) 84/100 [======================================================>..........] Step: 317ms | Tot: 25s840ms | Loss: 0.350 | Acc: 89.282% (7589/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s147ms | Loss: 0.352 | Acc: 89.209% (7672/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 26s447ms | Loss: 0.352 | Acc: 89.207% (7761/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s754ms | Loss: 0.353 | Acc: 89.193% (7849/8800) 88/100 [=========================================================>.......] Step: 313ms | Tot: 27s67ms | Loss: 0.353 | Acc: 89.202% (7939/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s378ms | Loss: 0.352 | Acc: 89.211% (8029/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s693ms | Loss: 0.351 | Acc: 89.209% (8118/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s1ms | Loss: 0.350 | Acc: 89.228% (8209/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 28s302ms | Loss: 0.351 | Acc: 89.215% (8297/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s615ms | Loss: 0.350 | Acc: 89.245% (8389/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s928ms | Loss: 0.349 | Acc: 89.242% (8478/9500) 95/100 [=============================================================>...] Step: 318ms | Tot: 29s246ms | Loss: 0.347 | Acc: 89.281% (8571/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s552ms | Loss: 0.347 | Acc: 89.330% (8665/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s861ms | Loss: 0.347 | Acc: 89.337% (8755/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s167ms | Loss: 0.347 | Acc: 89.313% (8842/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s472ms | Loss: 0.347 | Acc: 89.320% (8932/10000) 100/100 + +Epoch: 150 + [>................................................................] Step: 609ms | Tot: 2ms | Loss: 0.118 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 377ms | Tot: 379ms | Loss: 0.154 | Acc: 94.141% (241/256) 2/391 [>................................................................] Step: 410ms | Tot: 790ms | Loss: 0.157 | Acc: 94.271% (362/384) 3/391 [>................................................................] Step: 398ms | Tot: 1s188ms | Loss: 0.145 | Acc: 94.922% (486/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s552ms | Loss: 0.166 | Acc: 93.906% (601/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s915ms | Loss: 0.173 | Acc: 94.010% (722/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s275ms | Loss: 0.165 | Acc: 93.973% (842/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s641ms | Loss: 0.173 | Acc: 93.652% (959/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 3s16ms | Loss: 0.171 | Acc: 93.924% (1082/1152) 9/391 [=>...............................................................] Step: 358ms | Tot: 3s375ms | Loss: 0.165 | Acc: 94.219% (1206/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s736ms | Loss: 0.167 | Acc: 94.176% (1326/1408) 11/391 [=>...............................................................] Step: 359ms | Tot: 4s96ms | Loss: 0.168 | Acc: 94.206% (1447/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s454ms | Loss: 0.168 | Acc: 94.171% (1567/1664) 13/391 [==>..............................................................] Step: 357ms | Tot: 4s812ms | Loss: 0.164 | Acc: 94.364% (1691/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s177ms | Loss: 0.168 | Acc: 94.323% (1811/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s537ms | Loss: 0.165 | Acc: 94.336% (1932/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s900ms | Loss: 0.164 | Acc: 94.347% (2053/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s268ms | Loss: 0.165 | Acc: 94.141% (2169/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s630ms | Loss: 0.168 | Acc: 93.956% (2285/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s984ms | Loss: 0.168 | Acc: 94.062% (2408/2560) 20/391 [===>.............................................................] Step: 354ms | Tot: 7s339ms | Loss: 0.167 | Acc: 94.122% (2530/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s704ms | Loss: 0.166 | Acc: 94.105% (2650/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s68ms | Loss: 0.167 | Acc: 94.124% (2771/2944) 23/391 [===>.............................................................] Step: 358ms | Tot: 8s427ms | Loss: 0.167 | Acc: 94.141% (2892/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s785ms | Loss: 0.164 | Acc: 94.250% (3016/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s149ms | Loss: 0.166 | Acc: 94.261% (3137/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s517ms | Loss: 0.168 | Acc: 94.155% (3254/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s875ms | Loss: 0.166 | Acc: 94.196% (3376/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s237ms | Loss: 0.168 | Acc: 94.100% (3493/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s604ms | Loss: 0.168 | Acc: 94.115% (3614/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 10s966ms | Loss: 0.166 | Acc: 94.178% (3737/3968) 31/391 [=====>...........................................................] Step: 353ms | Tot: 11s319ms | Loss: 0.165 | Acc: 94.263% (3861/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s680ms | Loss: 0.166 | Acc: 94.271% (3982/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 12s34ms | Loss: 0.167 | Acc: 94.164% (4098/4352) 34/391 [=====>...........................................................] Step: 353ms | Tot: 12s388ms | Loss: 0.169 | Acc: 94.062% (4214/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 12s761ms | Loss: 0.169 | Acc: 94.076% (4335/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s123ms | Loss: 0.166 | Acc: 94.193% (4461/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s483ms | Loss: 0.169 | Acc: 94.079% (4576/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s844ms | Loss: 0.169 | Acc: 93.970% (4691/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s207ms | Loss: 0.169 | Acc: 94.023% (4814/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s568ms | Loss: 0.168 | Acc: 94.093% (4938/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 14s930ms | Loss: 0.167 | Acc: 94.103% (5059/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s290ms | Loss: 0.166 | Acc: 94.150% (5182/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s652ms | Loss: 0.168 | Acc: 94.052% (5297/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s19ms | Loss: 0.168 | Acc: 94.062% (5418/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s379ms | Loss: 0.167 | Acc: 94.124% (5542/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 16s744ms | Loss: 0.168 | Acc: 94.099% (5661/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 17s101ms | Loss: 0.168 | Acc: 94.141% (5784/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s462ms | Loss: 0.169 | Acc: 94.133% (5904/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 17s828ms | Loss: 0.170 | Acc: 94.047% (6019/6400) 50/391 [========>........................................................] Step: 361ms | Tot: 18s190ms | Loss: 0.170 | Acc: 94.056% (6140/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s551ms | Loss: 0.170 | Acc: 94.050% (6260/6656) 52/391 [========>........................................................] Step: 355ms | Tot: 18s907ms | Loss: 0.169 | Acc: 94.060% (6381/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s272ms | Loss: 0.170 | Acc: 94.068% (6502/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s638ms | Loss: 0.170 | Acc: 94.006% (6618/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 19s994ms | Loss: 0.170 | Acc: 94.001% (6738/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s356ms | Loss: 0.169 | Acc: 93.997% (6858/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s720ms | Loss: 0.170 | Acc: 94.006% (6979/7424) 58/391 [=========>.......................................................] Step: 359ms | Tot: 21s80ms | Loss: 0.170 | Acc: 94.002% (7099/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s438ms | Loss: 0.172 | Acc: 93.984% (7218/7680) 60/391 [=========>.......................................................] Step: 359ms | Tot: 21s797ms | Loss: 0.172 | Acc: 93.968% (7337/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s158ms | Loss: 0.173 | Acc: 93.939% (7455/7936) 62/391 [==========>......................................................] Step: 373ms | Tot: 22s532ms | Loss: 0.172 | Acc: 93.998% (7580/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s893ms | Loss: 0.172 | Acc: 94.031% (7703/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s256ms | Loss: 0.172 | Acc: 93.978% (7819/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s620ms | Loss: 0.171 | Acc: 94.022% (7943/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 23s983ms | Loss: 0.170 | Acc: 94.065% (8067/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s346ms | Loss: 0.170 | Acc: 94.072% (8188/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s714ms | Loss: 0.171 | Acc: 94.010% (8303/8832) 69/391 [===========>.....................................................] Step: 371ms | Tot: 25s86ms | Loss: 0.170 | Acc: 94.062% (8428/8960) 70/391 [===========>.....................................................] Step: 371ms | Tot: 25s457ms | Loss: 0.170 | Acc: 94.036% (8546/9088) 71/391 [===========>.....................................................] Step: 380ms | Tot: 25s838ms | Loss: 0.171 | Acc: 93.989% (8662/9216) 72/391 [===========>.....................................................] Step: 373ms | Tot: 26s212ms | Loss: 0.171 | Acc: 93.985% (8782/9344) 73/391 [============>....................................................] Step: 377ms | Tot: 26s590ms | Loss: 0.171 | Acc: 94.003% (8904/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 26s957ms | Loss: 0.171 | Acc: 94.000% (9024/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s316ms | Loss: 0.171 | Acc: 94.017% (9146/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s680ms | Loss: 0.171 | Acc: 94.014% (9266/9856) 77/391 [============>....................................................] Step: 371ms | Tot: 28s51ms | Loss: 0.170 | Acc: 94.040% (9389/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s419ms | Loss: 0.171 | Acc: 93.997% (9505/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s779ms | Loss: 0.171 | Acc: 93.994% (9625/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s147ms | Loss: 0.171 | Acc: 94.030% (9749/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s512ms | Loss: 0.170 | Acc: 94.064% (9873/10496) 82/391 [=============>...................................................] Step: 354ms | Tot: 29s867ms | Loss: 0.170 | Acc: 94.108% (9998/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s226ms | Loss: 0.170 | Acc: 94.094% (10117/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s594ms | Loss: 0.170 | Acc: 94.118% (10240/10880) 85/391 [==============>..................................................] Step: 409ms | Tot: 31s3ms | Loss: 0.171 | Acc: 94.086% (10357/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s369ms | Loss: 0.171 | Acc: 94.064% (10475/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s732ms | Loss: 0.171 | Acc: 94.052% (10594/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s91ms | Loss: 0.171 | Acc: 94.075% (10717/11392) 89/391 [==============>..................................................] Step: 368ms | Tot: 32s460ms | Loss: 0.171 | Acc: 94.080% (10838/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s827ms | Loss: 0.171 | Acc: 94.059% (10956/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s192ms | Loss: 0.172 | Acc: 94.056% (11076/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s554ms | Loss: 0.172 | Acc: 94.027% (11193/11904) 93/391 [===============>.................................................] Step: 356ms | Tot: 33s911ms | Loss: 0.173 | Acc: 94.008% (11311/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s272ms | Loss: 0.173 | Acc: 94.005% (11431/12160) 95/391 [===============>.................................................] Step: 364ms | Tot: 34s637ms | Loss: 0.173 | Acc: 94.002% (11551/12288) 96/391 [===============>.................................................] Step: 355ms | Tot: 34s993ms | Loss: 0.174 | Acc: 93.984% (11669/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s353ms | Loss: 0.173 | Acc: 94.005% (11792/12544) 98/391 [================>................................................] Step: 368ms | Tot: 35s722ms | Loss: 0.173 | Acc: 93.995% (11911/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s81ms | Loss: 0.174 | Acc: 93.938% (12024/12800) 100/391 [================>................................................] Step: 358ms | Tot: 36s439ms | Loss: 0.174 | Acc: 93.943% (12145/12928) 101/391 [================>................................................] Step: 361ms | Tot: 36s800ms | Loss: 0.174 | Acc: 93.964% (12268/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s158ms | Loss: 0.174 | Acc: 93.962% (12388/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s522ms | Loss: 0.174 | Acc: 93.953% (12507/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 37s887ms | Loss: 0.174 | Acc: 93.966% (12629/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s249ms | Loss: 0.173 | Acc: 93.986% (12752/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s615ms | Loss: 0.173 | Acc: 94.006% (12875/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s981ms | Loss: 0.174 | Acc: 93.960% (12989/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 39s338ms | Loss: 0.174 | Acc: 93.951% (13108/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s698ms | Loss: 0.174 | Acc: 93.935% (13226/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 40s59ms | Loss: 0.174 | Acc: 93.926% (13345/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s421ms | Loss: 0.175 | Acc: 93.917% (13464/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s787ms | Loss: 0.175 | Acc: 93.937% (13587/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s147ms | Loss: 0.175 | Acc: 93.928% (13706/14592) 114/391 [==================>..............................................] Step: 355ms | Tot: 41s503ms | Loss: 0.176 | Acc: 93.920% (13825/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s862ms | Loss: 0.175 | Acc: 93.918% (13945/14848) 116/391 [===================>.............................................] Step: 369ms | Tot: 42s232ms | Loss: 0.175 | Acc: 93.904% (14063/14976) 117/391 [===================>.............................................] Step: 373ms | Tot: 42s606ms | Loss: 0.175 | Acc: 93.929% (14187/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 42s971ms | Loss: 0.174 | Acc: 93.960% (14312/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s332ms | Loss: 0.174 | Acc: 93.945% (14430/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s696ms | Loss: 0.174 | Acc: 93.937% (14549/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s56ms | Loss: 0.173 | Acc: 93.961% (14673/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s417ms | Loss: 0.173 | Acc: 93.972% (14795/15744) 123/391 [====================>............................................] Step: 356ms | Tot: 44s774ms | Loss: 0.175 | Acc: 93.939% (14910/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 45s133ms | Loss: 0.174 | Acc: 93.975% (15036/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 45s502ms | Loss: 0.174 | Acc: 93.979% (15157/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s864ms | Loss: 0.174 | Acc: 93.990% (15279/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s225ms | Loss: 0.174 | Acc: 94.000% (15401/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s586ms | Loss: 0.174 | Acc: 93.974% (15517/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 46s946ms | Loss: 0.174 | Acc: 93.972% (15637/16640) 130/391 [=====================>...........................................] Step: 376ms | Tot: 47s323ms | Loss: 0.174 | Acc: 93.971% (15757/16768) 131/391 [=====================>...........................................] Step: 380ms | Tot: 47s703ms | Loss: 0.174 | Acc: 93.999% (15882/16896) 132/391 [=====================>...........................................] Step: 375ms | Tot: 48s79ms | Loss: 0.174 | Acc: 93.997% (16002/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s438ms | Loss: 0.174 | Acc: 94.007% (16124/17152) 134/391 [======================>..........................................] Step: 368ms | Tot: 48s807ms | Loss: 0.174 | Acc: 93.987% (16241/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s168ms | Loss: 0.174 | Acc: 94.003% (16364/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 49s538ms | Loss: 0.174 | Acc: 94.001% (16484/17536) 137/391 [======================>..........................................] Step: 352ms | Tot: 49s891ms | Loss: 0.174 | Acc: 93.999% (16604/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 50s248ms | Loss: 0.175 | Acc: 93.997% (16724/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s610ms | Loss: 0.174 | Acc: 94.001% (16845/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 50s975ms | Loss: 0.175 | Acc: 93.972% (16960/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 51s332ms | Loss: 0.174 | Acc: 93.981% (17082/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s696ms | Loss: 0.175 | Acc: 93.947% (17196/18304) 143/391 [=======================>.........................................] Step: 373ms | Tot: 52s70ms | Loss: 0.174 | Acc: 93.967% (17320/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s428ms | Loss: 0.174 | Acc: 93.992% (17445/18560) 145/391 [========================>........................................] Step: 374ms | Tot: 52s803ms | Loss: 0.175 | Acc: 93.975% (17562/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s168ms | Loss: 0.175 | Acc: 93.984% (17684/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s532ms | Loss: 0.175 | Acc: 93.961% (17800/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 53s894ms | Loss: 0.175 | Acc: 93.949% (17918/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s258ms | Loss: 0.175 | Acc: 93.948% (18038/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s626ms | Loss: 0.176 | Acc: 93.936% (18156/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 54s988ms | Loss: 0.175 | Acc: 93.950% (18279/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s354ms | Loss: 0.175 | Acc: 93.964% (18402/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s717ms | Loss: 0.175 | Acc: 93.968% (18523/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s77ms | Loss: 0.175 | Acc: 93.967% (18643/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 56s438ms | Loss: 0.175 | Acc: 93.965% (18763/19968) 156/391 [=========================>.......................................] Step: 374ms | Tot: 56s813ms | Loss: 0.175 | Acc: 93.949% (18880/20096) 157/391 [==========================>......................................] Step: 372ms | Tot: 57s185ms | Loss: 0.175 | Acc: 93.973% (19005/20224) 158/391 [==========================>......................................] Step: 378ms | Tot: 57s563ms | Loss: 0.175 | Acc: 93.981% (19127/20352) 159/391 [==========================>......................................] Step: 378ms | Tot: 57s942ms | Loss: 0.175 | Acc: 93.994% (19250/20480) 160/391 [==========================>......................................] Step: 378ms | Tot: 58s321ms | Loss: 0.175 | Acc: 94.002% (19372/20608) 161/391 [==========================>......................................] Step: 393ms | Tot: 58s714ms | Loss: 0.174 | Acc: 94.010% (19494/20736) 162/391 [==========================>......................................] Step: 371ms | Tot: 59s86ms | Loss: 0.174 | Acc: 94.004% (19613/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 59s457ms | Loss: 0.174 | Acc: 94.017% (19736/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s822ms | Loss: 0.174 | Acc: 94.010% (19855/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 1m177ms | Loss: 0.174 | Acc: 94.004% (19974/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m545ms | Loss: 0.174 | Acc: 94.007% (20095/21376) 167/391 [===========================>.....................................] Step: 420ms | Tot: 1m966ms | Loss: 0.173 | Acc: 94.001% (20214/21504) 168/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.173 | Acc: 94.013% (20337/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.173 | Acc: 94.007% (20456/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.173 | Acc: 93.992% (20573/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.173 | Acc: 93.991% (20693/22016) 172/391 [============================>....................................] Step: 376ms | Tot: 1m2s | Loss: 0.173 | Acc: 93.994% (20814/22144) 173/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.173 | Acc: 94.010% (20938/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.173 | Acc: 94.018% (21060/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.173 | Acc: 94.016% (21180/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.173 | Acc: 94.019% (21301/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.173 | Acc: 94.022% (21422/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.173 | Acc: 94.025% (21543/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.173 | Acc: 94.002% (21658/23040) 180/391 [=============================>...................................] Step: 378ms | Tot: 1m5s | Loss: 0.174 | Acc: 93.992% (21776/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.174 | Acc: 93.995% (21897/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.174 | Acc: 93.998% (22018/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.174 | Acc: 93.984% (22135/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.174 | Acc: 93.978% (22254/23680) 185/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.174 | Acc: 93.973% (22373/23808) 186/391 [==============================>..................................] Step: 378ms | Tot: 1m7s | Loss: 0.174 | Acc: 93.984% (22496/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.174 | Acc: 93.979% (22615/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.174 | Acc: 93.977% (22735/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.174 | Acc: 93.968% (22853/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.174 | Acc: 93.955% (22970/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.174 | Acc: 93.941% (23087/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.174 | Acc: 93.944% (23208/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.174 | Acc: 93.939% (23327/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.174 | Acc: 93.950% (23450/24960) 195/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.174 | Acc: 93.953% (23571/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.174 | Acc: 93.940% (23688/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.174 | Acc: 93.939% (23808/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.174 | Acc: 93.942% (23929/25472) 199/391 [=================================>...............................] Step: 378ms | Tot: 1m12s | Loss: 0.174 | Acc: 93.941% (24049/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.174 | Acc: 93.921% (24164/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.174 | Acc: 93.932% (24287/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.174 | Acc: 93.935% (24408/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.174 | Acc: 93.945% (24531/26112) 204/391 [=================================>...............................] Step: 381ms | Tot: 1m14s | Loss: 0.173 | Acc: 93.948% (24652/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.174 | Acc: 93.932% (24768/26368) 206/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.174 | Acc: 93.946% (24892/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.174 | Acc: 93.953% (25014/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.174 | Acc: 93.948% (25133/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.174 | Acc: 93.955% (25255/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.174 | Acc: 93.957% (25376/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.174 | Acc: 93.949% (25494/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.174 | Acc: 93.941% (25612/27264) 213/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.175 | Acc: 93.936% (25731/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.175 | Acc: 93.935% (25851/27520) 215/391 [===================================>.............................] Step: 373ms | Tot: 1m18s | Loss: 0.175 | Acc: 93.931% (25970/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.175 | Acc: 93.930% (26090/27776) 217/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.175 | Acc: 93.922% (26208/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.175 | Acc: 93.925% (26329/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.175 | Acc: 93.924% (26449/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.175 | Acc: 93.923% (26569/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.175 | Acc: 93.929% (26691/28416) 222/391 [====================================>............................] Step: 355ms | Tot: 1m21s | Loss: 0.175 | Acc: 93.932% (26812/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.175 | Acc: 93.938% (26934/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.174 | Acc: 93.948% (27057/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.175 | Acc: 93.937% (27174/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.175 | Acc: 93.946% (27297/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.174 | Acc: 93.962% (27422/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.965% (27543/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.950% (27659/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.946% (27778/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.959% (27902/29696) 232/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.951% (28020/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.175 | Acc: 93.937% (28136/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.175 | Acc: 93.939% (28257/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.175 | Acc: 93.929% (28374/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.175 | Acc: 93.928% (28494/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.174 | Acc: 93.940% (28618/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.174 | Acc: 93.940% (28738/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.174 | Acc: 93.945% (28860/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.174 | Acc: 93.948% (28981/30848) 241/391 [========================================>........................] Step: 373ms | Tot: 1m28s | Loss: 0.174 | Acc: 93.953% (29103/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.174 | Acc: 93.940% (29219/31104) 243/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.174 | Acc: 93.929% (29336/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.174 | Acc: 93.913% (29451/31360) 245/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.175 | Acc: 93.887% (29563/31488) 246/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.175 | Acc: 93.889% (29684/31616) 247/391 [=========================================>.......................] Step: 382ms | Tot: 1m30s | Loss: 0.175 | Acc: 93.889% (29804/31744) 248/391 [=========================================>.......................] Step: 395ms | Tot: 1m30s | Loss: 0.175 | Acc: 93.891% (29925/31872) 249/391 [=========================================>.......................] Step: 423ms | Tot: 1m31s | Loss: 0.174 | Acc: 93.897% (30047/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.174 | Acc: 93.899% (30168/32128) 251/391 [=========================================>.......................] Step: 377ms | Tot: 1m31s | Loss: 0.174 | Acc: 93.911% (30292/32256) 252/391 [=========================================>.......................] Step: 376ms | Tot: 1m32s | Loss: 0.174 | Acc: 93.917% (30414/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m32s | Loss: 0.174 | Acc: 93.910% (30532/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.174 | Acc: 93.912% (30653/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.174 | Acc: 93.918% (30775/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.174 | Acc: 93.923% (30897/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.174 | Acc: 93.929% (31019/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.174 | Acc: 93.913% (31134/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.174 | Acc: 93.915% (31255/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.174 | Acc: 93.924% (31378/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.174 | Acc: 93.926% (31499/33536) 262/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.174 | Acc: 93.934% (31622/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.173 | Acc: 93.942% (31745/33792) 264/391 [===========================================>.....................] Step: 372ms | Tot: 1m36s | Loss: 0.173 | Acc: 93.942% (31865/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.174 | Acc: 93.917% (31977/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.174 | Acc: 93.914% (32096/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.174 | Acc: 93.916% (32217/34304) 268/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.174 | Acc: 93.918% (32338/34432) 269/391 [============================================>....................] Step: 377ms | Tot: 1m38s | Loss: 0.174 | Acc: 93.915% (32457/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.174 | Acc: 93.911% (32576/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.174 | Acc: 93.905% (32694/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.174 | Acc: 93.902% (32813/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.174 | Acc: 93.895% (32931/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.174 | Acc: 93.889% (33049/35200) 275/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.174 | Acc: 93.883% (33167/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.174 | Acc: 93.891% (33290/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.174 | Acc: 93.882% (33407/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m41s | Loss: 0.174 | Acc: 93.879% (33526/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.174 | Acc: 93.876% (33645/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.174 | Acc: 93.883% (33768/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.174 | Acc: 93.889% (33890/36096) 282/391 [==============================================>..................] Step: 363ms | Tot: 1m43s | Loss: 0.174 | Acc: 93.885% (34009/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.174 | Acc: 93.882% (34128/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.174 | Acc: 93.882% (34248/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.174 | Acc: 93.892% (34372/36608) 286/391 [===============================================>.................] Step: 379ms | Tot: 1m44s | Loss: 0.174 | Acc: 93.892% (34492/36736) 287/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.174 | Acc: 93.896% (34614/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m45s | Loss: 0.174 | Acc: 93.896% (34734/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.174 | Acc: 93.901% (34856/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.174 | Acc: 93.900% (34976/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.174 | Acc: 93.897% (35095/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.174 | Acc: 93.891% (35213/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.174 | Acc: 93.896% (35335/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.174 | Acc: 93.898% (35456/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.174 | Acc: 93.903% (35578/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.174 | Acc: 93.903% (35698/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.174 | Acc: 93.907% (35820/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.174 | Acc: 93.899% (35937/38272) 299/391 [=================================================>...............] Step: 356ms | Tot: 1m49s | Loss: 0.174 | Acc: 93.885% (36052/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.174 | Acc: 93.890% (36174/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.174 | Acc: 93.890% (36294/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.174 | Acc: 93.889% (36414/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.174 | Acc: 93.894% (36536/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.174 | Acc: 93.896% (36657/39040) 305/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.174 | Acc: 93.885% (36773/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.174 | Acc: 93.887% (36894/39296) 307/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.174 | Acc: 93.877% (37010/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.174 | Acc: 93.881% (37132/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.174 | Acc: 93.886% (37254/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.174 | Acc: 93.891% (37376/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.174 | Acc: 93.898% (37499/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.174 | Acc: 93.892% (37617/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.174 | Acc: 93.892% (37737/40192) 314/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.174 | Acc: 93.894% (37858/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.891% (37977/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.895% (38099/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.900% (38221/40704) 318/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.174 | Acc: 93.904% (38343/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.174 | Acc: 93.906% (38464/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.174 | Acc: 93.903% (38583/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.174 | Acc: 93.896% (38700/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.174 | Acc: 93.902% (38823/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.174 | Acc: 93.904% (38944/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.174 | Acc: 93.909% (39066/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.174 | Acc: 93.913% (39188/41728) 326/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.174 | Acc: 93.917% (39310/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.174 | Acc: 93.919% (39431/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.174 | Acc: 93.923% (39553/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m330ms | Loss: 0.174 | Acc: 93.920% (39672/42240) 330/391 [======================================================>..........] Step: 396ms | Tot: 2m726ms | Loss: 0.174 | Acc: 93.920% (39792/42368) 331/391 [=======================================================>.........] Step: 419ms | Tot: 2m1s | Loss: 0.174 | Acc: 93.926% (39915/42496) 332/391 [=======================================================>.........] Step: 380ms | Tot: 2m1s | Loss: 0.174 | Acc: 93.919% (40032/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.174 | Acc: 93.918% (40152/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.174 | Acc: 93.920% (40273/42880) 335/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.174 | Acc: 93.927% (40396/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.174 | Acc: 93.942% (40523/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.174 | Acc: 93.951% (40647/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.174 | Acc: 93.955% (40769/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.174 | Acc: 93.961% (40892/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.173 | Acc: 93.965% (41014/43648) 341/391 [========================================================>........] Step: 379ms | Tot: 2m4s | Loss: 0.174 | Acc: 93.958% (41131/43776) 342/391 [========================================================>........] Step: 371ms | Tot: 2m5s | Loss: 0.174 | Acc: 93.962% (41253/43904) 343/391 [=========================================================>.......] Step: 374ms | Tot: 2m5s | Loss: 0.174 | Acc: 93.959% (41372/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.174 | Acc: 93.965% (41495/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.173 | Acc: 93.967% (41616/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.174 | Acc: 93.964% (41735/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.173 | Acc: 93.966% (41856/44544) 348/391 [=========================================================>.......] Step: 364ms | Tot: 2m7s | Loss: 0.174 | Acc: 93.963% (41975/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.174 | Acc: 93.967% (42097/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.173 | Acc: 93.966% (42217/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.173 | Acc: 93.972% (42340/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.173 | Acc: 93.969% (42459/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.173 | Acc: 93.975% (42582/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.174 | Acc: 93.970% (42700/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.174 | Acc: 93.974% (42822/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.173 | Acc: 93.973% (42942/45696) 357/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.173 | Acc: 93.975% (43063/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.173 | Acc: 93.981% (43186/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.174 | Acc: 93.971% (43302/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.173 | Acc: 93.971% (43422/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.173 | Acc: 93.972% (43543/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.174 | Acc: 93.972% (43663/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.174 | Acc: 93.965% (43780/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.174 | Acc: 93.958% (43897/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.174 | Acc: 93.951% (44014/46848) 366/391 [============================================================>....] Step: 351ms | Tot: 2m13s | Loss: 0.174 | Acc: 93.959% (44138/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m14s | Loss: 0.174 | Acc: 93.954% (44256/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.174 | Acc: 93.960% (44379/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.174 | Acc: 93.963% (44501/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.174 | Acc: 93.956% (44618/47488) 371/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.174 | Acc: 93.956% (44738/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m16s | Loss: 0.174 | Acc: 93.953% (44857/47744) 373/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.174 | Acc: 93.944% (44973/47872) 374/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.174 | Acc: 93.935% (45089/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.174 | Acc: 93.941% (45212/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.174 | Acc: 93.934% (45329/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.174 | Acc: 93.930% (45447/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m18s | Loss: 0.175 | Acc: 93.923% (45564/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.175 | Acc: 93.927% (45686/48640) 380/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.175 | Acc: 93.928% (45807/48768) 381/391 [===============================================================>.] Step: 353ms | Tot: 2m19s | Loss: 0.175 | Acc: 93.928% (45927/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.175 | Acc: 93.934% (46050/49024) 383/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.174 | Acc: 93.939% (46173/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.174 | Acc: 93.945% (46296/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.174 | Acc: 93.944% (46416/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.174 | Acc: 93.944% (46536/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.174 | Acc: 93.937% (46653/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.174 | Acc: 93.945% (46777/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.174 | Acc: 93.940% (46895/49920) 390/391 [================================================================>] Step: 347ms | Tot: 2m22s | Loss: 0.174 | Acc: 93.938% (46969/50000) 391/391 + [>................................................................] Step: 474ms | Tot: 2ms | Loss: 0.411 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 292ms | Tot: 295ms | Loss: 0.354 | Acc: 89.000% (178/200) 2/100 [=>...............................................................] Step: 304ms | Tot: 599ms | Loss: 0.346 | Acc: 88.667% (266/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 899ms | Loss: 0.379 | Acc: 88.250% (353/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s199ms | Loss: 0.363 | Acc: 88.400% (442/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s500ms | Loss: 0.320 | Acc: 89.667% (538/600) 6/100 [===>.............................................................] Step: 288ms | Tot: 1s789ms | Loss: 0.311 | Acc: 89.857% (629/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s88ms | Loss: 0.334 | Acc: 88.750% (710/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s389ms | Loss: 0.355 | Acc: 88.222% (794/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s694ms | Loss: 0.354 | Acc: 88.500% (885/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 2s996ms | Loss: 0.364 | Acc: 88.182% (970/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s295ms | Loss: 0.378 | Acc: 87.917% (1055/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s602ms | Loss: 0.366 | Acc: 88.154% (1146/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s910ms | Loss: 0.366 | Acc: 88.429% (1238/1400) 14/100 [=========>.......................................................] Step: 297ms | Tot: 4s207ms | Loss: 0.362 | Acc: 88.533% (1328/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s518ms | Loss: 0.359 | Acc: 88.625% (1418/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s821ms | Loss: 0.350 | Acc: 88.941% (1512/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s124ms | Loss: 0.358 | Acc: 88.667% (1596/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s427ms | Loss: 0.363 | Acc: 88.579% (1683/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s739ms | Loss: 0.371 | Acc: 88.500% (1770/2000) 20/100 [=============>...................................................] Step: 315ms | Tot: 6s55ms | Loss: 0.368 | Acc: 88.524% (1859/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s360ms | Loss: 0.366 | Acc: 88.500% (1947/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s674ms | Loss: 0.368 | Acc: 88.435% (2034/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 6s978ms | Loss: 0.370 | Acc: 88.375% (2121/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s281ms | Loss: 0.376 | Acc: 88.400% (2210/2500) 25/100 [================>................................................] Step: 331ms | Tot: 7s613ms | Loss: 0.380 | Acc: 88.231% (2294/2600) 26/100 [================>................................................] Step: 354ms | Tot: 7s967ms | Loss: 0.378 | Acc: 88.185% (2381/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s276ms | Loss: 0.377 | Acc: 88.214% (2470/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s584ms | Loss: 0.381 | Acc: 88.345% (2562/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s888ms | Loss: 0.383 | Acc: 88.300% (2649/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s190ms | Loss: 0.382 | Acc: 88.290% (2737/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s500ms | Loss: 0.381 | Acc: 88.375% (2828/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s805ms | Loss: 0.379 | Acc: 88.424% (2918/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s112ms | Loss: 0.377 | Acc: 88.412% (3006/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s419ms | Loss: 0.381 | Acc: 88.343% (3092/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s723ms | Loss: 0.381 | Acc: 88.333% (3180/3600) 36/100 [=======================>.........................................] Step: 324ms | Tot: 11s47ms | Loss: 0.381 | Acc: 88.378% (3270/3700) 37/100 [========================>........................................] Step: 319ms | Tot: 11s367ms | Loss: 0.382 | Acc: 88.368% (3358/3800) 38/100 [========================>........................................] Step: 319ms | Tot: 11s687ms | Loss: 0.380 | Acc: 88.436% (3449/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s995ms | Loss: 0.378 | Acc: 88.475% (3539/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s301ms | Loss: 0.382 | Acc: 88.439% (3626/4100) 41/100 [==========================>......................................] Step: 319ms | Tot: 12s620ms | Loss: 0.386 | Acc: 88.381% (3712/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 12s932ms | Loss: 0.384 | Acc: 88.419% (3802/4300) 43/100 [===========================>.....................................] Step: 307ms | Tot: 13s239ms | Loss: 0.385 | Acc: 88.386% (3889/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s548ms | Loss: 0.386 | Acc: 88.378% (3977/4500) 45/100 [=============================>...................................] Step: 296ms | Tot: 13s844ms | Loss: 0.385 | Acc: 88.304% (4062/4600) 46/100 [=============================>...................................] Step: 299ms | Tot: 14s144ms | Loss: 0.385 | Acc: 88.298% (4150/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s449ms | Loss: 0.387 | Acc: 88.146% (4231/4800) 48/100 [===============================>.................................] Step: 298ms | Tot: 14s748ms | Loss: 0.383 | Acc: 88.224% (4323/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s51ms | Loss: 0.383 | Acc: 88.220% (4411/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s357ms | Loss: 0.385 | Acc: 88.157% (4496/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s666ms | Loss: 0.385 | Acc: 88.154% (4584/5200) 52/100 [=================================>...............................] Step: 299ms | Tot: 15s965ms | Loss: 0.384 | Acc: 88.132% (4671/5300) 53/100 [==================================>..............................] Step: 303ms | Tot: 16s269ms | Loss: 0.384 | Acc: 88.167% (4761/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s577ms | Loss: 0.383 | Acc: 88.218% (4852/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 16s881ms | Loss: 0.386 | Acc: 88.179% (4938/5600) 56/100 [====================================>............................] Step: 303ms | Tot: 17s185ms | Loss: 0.386 | Acc: 88.158% (5025/5700) 57/100 [=====================================>...........................] Step: 313ms | Tot: 17s498ms | Loss: 0.384 | Acc: 88.190% (5115/5800) 58/100 [=====================================>...........................] Step: 297ms | Tot: 17s795ms | Loss: 0.387 | Acc: 88.119% (5199/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s104ms | Loss: 0.388 | Acc: 88.083% (5285/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s407ms | Loss: 0.387 | Acc: 88.131% (5376/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s710ms | Loss: 0.388 | Acc: 88.081% (5461/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 19s14ms | Loss: 0.387 | Acc: 88.079% (5549/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s318ms | Loss: 0.385 | Acc: 88.141% (5641/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 19s634ms | Loss: 0.385 | Acc: 88.169% (5731/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 19s940ms | Loss: 0.384 | Acc: 88.182% (5820/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s242ms | Loss: 0.382 | Acc: 88.209% (5910/6700) 67/100 [===========================================>.....................] Step: 307ms | Tot: 20s549ms | Loss: 0.383 | Acc: 88.191% (5997/6800) 68/100 [============================================>....................] Step: 301ms | Tot: 20s851ms | Loss: 0.381 | Acc: 88.246% (6089/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s158ms | Loss: 0.381 | Acc: 88.257% (6178/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s467ms | Loss: 0.386 | Acc: 88.211% (6263/7100) 71/100 [==============================================>..................] Step: 299ms | Tot: 21s767ms | Loss: 0.387 | Acc: 88.181% (6349/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s75ms | Loss: 0.387 | Acc: 88.178% (6437/7300) 73/100 [===============================================>.................] Step: 317ms | Tot: 22s393ms | Loss: 0.388 | Acc: 88.135% (6522/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s698ms | Loss: 0.390 | Acc: 88.120% (6609/7500) 75/100 [================================================>................] Step: 301ms | Tot: 23s | Loss: 0.391 | Acc: 88.092% (6695/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s303ms | Loss: 0.391 | Acc: 88.104% (6784/7700) 77/100 [==================================================>..............] Step: 314ms | Tot: 23s617ms | Loss: 0.390 | Acc: 88.115% (6873/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 23s928ms | Loss: 0.390 | Acc: 88.127% (6962/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s231ms | Loss: 0.389 | Acc: 88.138% (7051/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s534ms | Loss: 0.386 | Acc: 88.210% (7145/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s834ms | Loss: 0.387 | Acc: 88.171% (7230/8200) 82/100 [=====================================================>...........] Step: 300ms | Tot: 25s135ms | Loss: 0.386 | Acc: 88.157% (7317/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s445ms | Loss: 0.386 | Acc: 88.167% (7406/8400) 84/100 [======================================================>..........] Step: 299ms | Tot: 25s744ms | Loss: 0.387 | Acc: 88.153% (7493/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 26s44ms | Loss: 0.390 | Acc: 88.105% (7577/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s350ms | Loss: 0.390 | Acc: 88.069% (7662/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s661ms | Loss: 0.390 | Acc: 88.102% (7753/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s966ms | Loss: 0.389 | Acc: 88.124% (7843/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s270ms | Loss: 0.388 | Acc: 88.156% (7934/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s580ms | Loss: 0.387 | Acc: 88.231% (8029/9100) 91/100 [===========================================================>.....] Step: 297ms | Tot: 27s878ms | Loss: 0.386 | Acc: 88.261% (8120/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 28s179ms | Loss: 0.388 | Acc: 88.237% (8206/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s487ms | Loss: 0.387 | Acc: 88.234% (8294/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 28s797ms | Loss: 0.386 | Acc: 88.221% (8381/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s103ms | Loss: 0.385 | Acc: 88.240% (8471/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s411ms | Loss: 0.384 | Acc: 88.227% (8558/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s711ms | Loss: 0.385 | Acc: 88.204% (8644/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 30s16ms | Loss: 0.385 | Acc: 88.222% (8734/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s322ms | Loss: 0.383 | Acc: 88.270% (8827/10000) 100/100 + +Epoch: 151 + [>................................................................] Step: 629ms | Tot: 2ms | Loss: 0.215 | Acc: 92.188% (118/128) 1/391 [>................................................................] Step: 379ms | Tot: 382ms | Loss: 0.187 | Acc: 93.750% (240/256) 2/391 [>................................................................] Step: 383ms | Tot: 765ms | Loss: 0.174 | Acc: 94.271% (362/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s143ms | Loss: 0.164 | Acc: 94.922% (486/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s513ms | Loss: 0.178 | Acc: 94.375% (604/640) 5/391 [>................................................................] Step: 371ms | Tot: 1s884ms | Loss: 0.176 | Acc: 94.531% (726/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s247ms | Loss: 0.185 | Acc: 93.973% (842/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s610ms | Loss: 0.182 | Acc: 94.043% (963/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s977ms | Loss: 0.175 | Acc: 94.184% (1085/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s338ms | Loss: 0.171 | Acc: 94.453% (1209/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s702ms | Loss: 0.172 | Acc: 94.460% (1330/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s67ms | Loss: 0.171 | Acc: 94.336% (1449/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s430ms | Loss: 0.169 | Acc: 94.351% (1570/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s793ms | Loss: 0.172 | Acc: 94.252% (1689/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s164ms | Loss: 0.170 | Acc: 94.167% (1808/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s533ms | Loss: 0.169 | Acc: 94.287% (1931/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s894ms | Loss: 0.173 | Acc: 94.118% (2048/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s254ms | Loss: 0.174 | Acc: 94.054% (2167/2304) 18/391 [==>..............................................................] Step: 375ms | Tot: 6s630ms | Loss: 0.173 | Acc: 94.079% (2288/2432) 19/391 [===>.............................................................] Step: 415ms | Tot: 7s46ms | Loss: 0.176 | Acc: 93.984% (2406/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s418ms | Loss: 0.179 | Acc: 93.787% (2521/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s784ms | Loss: 0.178 | Acc: 93.892% (2644/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s143ms | Loss: 0.176 | Acc: 93.920% (2765/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s512ms | Loss: 0.178 | Acc: 93.848% (2883/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s872ms | Loss: 0.179 | Acc: 93.875% (3004/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s234ms | Loss: 0.178 | Acc: 93.870% (3124/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s597ms | Loss: 0.176 | Acc: 93.924% (3246/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s954ms | Loss: 0.176 | Acc: 93.834% (3363/3584) 28/391 [====>............................................................] Step: 356ms | Tot: 10s310ms | Loss: 0.175 | Acc: 93.858% (3484/3712) 29/391 [====>............................................................] Step: 365ms | Tot: 10s676ms | Loss: 0.176 | Acc: 93.776% (3601/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 11s35ms | Loss: 0.177 | Acc: 93.800% (3722/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s396ms | Loss: 0.176 | Acc: 93.774% (3841/4096) 32/391 [=====>...........................................................] Step: 376ms | Tot: 11s773ms | Loss: 0.174 | Acc: 93.845% (3964/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 12s136ms | Loss: 0.174 | Acc: 93.773% (4081/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s503ms | Loss: 0.175 | Acc: 93.683% (4197/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s866ms | Loss: 0.176 | Acc: 93.728% (4319/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s233ms | Loss: 0.174 | Acc: 93.813% (4443/4736) 37/391 [======>..........................................................] Step: 370ms | Tot: 13s604ms | Loss: 0.178 | Acc: 93.709% (4558/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s965ms | Loss: 0.178 | Acc: 93.690% (4677/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s328ms | Loss: 0.178 | Acc: 93.750% (4800/5120) 40/391 [======>..........................................................] Step: 366ms | Tot: 14s695ms | Loss: 0.179 | Acc: 93.693% (4917/5248) 41/391 [======>..........................................................] Step: 363ms | Tot: 15s59ms | Loss: 0.178 | Acc: 93.731% (5039/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s421ms | Loss: 0.178 | Acc: 93.695% (5157/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s780ms | Loss: 0.179 | Acc: 93.661% (5275/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s144ms | Loss: 0.181 | Acc: 93.576% (5390/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s504ms | Loss: 0.181 | Acc: 93.580% (5510/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s866ms | Loss: 0.180 | Acc: 93.634% (5633/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s225ms | Loss: 0.180 | Acc: 93.636% (5753/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s588ms | Loss: 0.180 | Acc: 93.654% (5874/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s946ms | Loss: 0.180 | Acc: 93.625% (5992/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s312ms | Loss: 0.178 | Acc: 93.673% (6115/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s676ms | Loss: 0.177 | Acc: 93.720% (6238/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s36ms | Loss: 0.176 | Acc: 93.735% (6359/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s397ms | Loss: 0.176 | Acc: 93.750% (6480/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s757ms | Loss: 0.177 | Acc: 93.750% (6600/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s120ms | Loss: 0.177 | Acc: 93.638% (6712/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s478ms | Loss: 0.177 | Acc: 93.668% (6834/7296) 57/391 [=========>.......................................................] Step: 354ms | Tot: 20s833ms | Loss: 0.176 | Acc: 93.710% (6957/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s194ms | Loss: 0.176 | Acc: 93.710% (7077/7552) 59/391 [=========>.......................................................] Step: 378ms | Tot: 21s572ms | Loss: 0.176 | Acc: 93.750% (7200/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s937ms | Loss: 0.175 | Acc: 93.763% (7321/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s300ms | Loss: 0.176 | Acc: 93.750% (7440/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s666ms | Loss: 0.178 | Acc: 93.775% (7562/8064) 63/391 [==========>......................................................] Step: 368ms | Tot: 23s35ms | Loss: 0.177 | Acc: 93.823% (7686/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s395ms | Loss: 0.177 | Acc: 93.786% (7803/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s756ms | Loss: 0.177 | Acc: 93.762% (7921/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s120ms | Loss: 0.177 | Acc: 93.773% (8042/8576) 67/391 [===========>.....................................................] Step: 355ms | Tot: 24s475ms | Loss: 0.176 | Acc: 93.807% (8165/8704) 68/391 [===========>.....................................................] Step: 367ms | Tot: 24s843ms | Loss: 0.175 | Acc: 93.852% (8289/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s209ms | Loss: 0.176 | Acc: 93.817% (8406/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s575ms | Loss: 0.176 | Acc: 93.783% (8523/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s935ms | Loss: 0.176 | Acc: 93.783% (8643/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s297ms | Loss: 0.176 | Acc: 93.761% (8761/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s665ms | Loss: 0.176 | Acc: 93.782% (8883/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 27s28ms | Loss: 0.176 | Acc: 93.771% (9002/9600) 75/391 [============>....................................................] Step: 355ms | Tot: 27s384ms | Loss: 0.177 | Acc: 93.709% (9116/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s748ms | Loss: 0.177 | Acc: 93.740% (9239/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s113ms | Loss: 0.175 | Acc: 93.800% (9365/9984) 78/391 [============>....................................................] Step: 366ms | Tot: 28s479ms | Loss: 0.175 | Acc: 93.790% (9484/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s843ms | Loss: 0.175 | Acc: 93.828% (9608/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s203ms | Loss: 0.175 | Acc: 93.818% (9727/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s569ms | Loss: 0.175 | Acc: 93.817% (9847/10496) 82/391 [=============>...................................................] Step: 357ms | Tot: 29s926ms | Loss: 0.174 | Acc: 93.835% (9969/10624) 83/391 [=============>...................................................] Step: 357ms | Tot: 30s284ms | Loss: 0.174 | Acc: 93.843% (10090/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s648ms | Loss: 0.174 | Acc: 93.833% (10209/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s8ms | Loss: 0.173 | Acc: 93.868% (10333/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s373ms | Loss: 0.173 | Acc: 93.921% (10459/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s740ms | Loss: 0.172 | Acc: 93.936% (10581/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s103ms | Loss: 0.173 | Acc: 93.882% (10695/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s463ms | Loss: 0.173 | Acc: 93.898% (10817/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s825ms | Loss: 0.172 | Acc: 93.930% (10941/11648) 91/391 [===============>.................................................] Step: 356ms | Tot: 33s182ms | Loss: 0.172 | Acc: 93.937% (11062/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s548ms | Loss: 0.171 | Acc: 93.952% (11184/11904) 93/391 [===============>.................................................] Step: 364ms | Tot: 33s913ms | Loss: 0.171 | Acc: 93.974% (11307/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 34s270ms | Loss: 0.171 | Acc: 93.956% (11425/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 34s642ms | Loss: 0.171 | Acc: 93.970% (11547/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 35s4ms | Loss: 0.170 | Acc: 93.976% (11668/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s365ms | Loss: 0.170 | Acc: 93.973% (11788/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s726ms | Loss: 0.171 | Acc: 93.963% (11907/12672) 99/391 [================>................................................] Step: 353ms | Tot: 36s80ms | Loss: 0.170 | Acc: 93.977% (12029/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s442ms | Loss: 0.170 | Acc: 94.005% (12153/12928) 101/391 [================>................................................] Step: 409ms | Tot: 36s852ms | Loss: 0.169 | Acc: 94.026% (12276/13056) 102/391 [================>................................................] Step: 408ms | Tot: 37s260ms | Loss: 0.169 | Acc: 94.023% (12396/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s625ms | Loss: 0.170 | Acc: 94.013% (12515/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 37s990ms | Loss: 0.169 | Acc: 94.055% (12641/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s357ms | Loss: 0.169 | Acc: 94.067% (12763/13568) 106/391 [=================>...............................................] Step: 369ms | Tot: 38s726ms | Loss: 0.169 | Acc: 94.064% (12883/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s93ms | Loss: 0.169 | Acc: 94.025% (12998/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s451ms | Loss: 0.170 | Acc: 94.015% (13117/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 39s820ms | Loss: 0.170 | Acc: 94.013% (13237/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 40s182ms | Loss: 0.170 | Acc: 94.003% (13356/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s543ms | Loss: 0.170 | Acc: 94.001% (13476/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s899ms | Loss: 0.169 | Acc: 94.013% (13598/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s268ms | Loss: 0.169 | Acc: 94.010% (13718/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 41s637ms | Loss: 0.170 | Acc: 94.015% (13839/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 42s | Loss: 0.170 | Acc: 94.006% (13958/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 42s354ms | Loss: 0.171 | Acc: 94.010% (14079/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s717ms | Loss: 0.170 | Acc: 93.988% (14196/15104) 118/391 [===================>.............................................] Step: 363ms | Tot: 43s80ms | Loss: 0.170 | Acc: 93.986% (14316/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s443ms | Loss: 0.170 | Acc: 93.991% (14437/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s806ms | Loss: 0.170 | Acc: 93.995% (14558/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s166ms | Loss: 0.170 | Acc: 94.006% (14680/15616) 122/391 [====================>............................................] Step: 373ms | Tot: 44s540ms | Loss: 0.170 | Acc: 93.998% (14799/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s899ms | Loss: 0.170 | Acc: 93.971% (14915/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s261ms | Loss: 0.170 | Acc: 93.994% (15039/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s624ms | Loss: 0.170 | Acc: 93.986% (15158/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 45s991ms | Loss: 0.169 | Acc: 94.015% (15283/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s353ms | Loss: 0.170 | Acc: 93.994% (15400/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s714ms | Loss: 0.170 | Acc: 93.992% (15520/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s79ms | Loss: 0.170 | Acc: 93.978% (15638/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 47s436ms | Loss: 0.171 | Acc: 93.947% (15753/16768) 131/391 [=====================>...........................................] Step: 371ms | Tot: 47s807ms | Loss: 0.171 | Acc: 93.945% (15873/16896) 132/391 [=====================>...........................................] Step: 366ms | Tot: 48s174ms | Loss: 0.171 | Acc: 93.944% (15993/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s537ms | Loss: 0.171 | Acc: 93.942% (16113/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s897ms | Loss: 0.171 | Acc: 93.958% (16236/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s256ms | Loss: 0.170 | Acc: 93.951% (16355/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s619ms | Loss: 0.170 | Acc: 93.955% (16476/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 49s983ms | Loss: 0.171 | Acc: 93.959% (16597/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s344ms | Loss: 0.171 | Acc: 93.969% (16719/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 50s711ms | Loss: 0.171 | Acc: 93.962% (16838/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 51s81ms | Loss: 0.170 | Acc: 93.983% (16962/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s443ms | Loss: 0.170 | Acc: 93.987% (17083/18176) 142/391 [=======================>.........................................] Step: 371ms | Tot: 51s814ms | Loss: 0.172 | Acc: 93.941% (17195/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 52s179ms | Loss: 0.172 | Acc: 93.940% (17315/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s543ms | Loss: 0.172 | Acc: 93.917% (17431/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s904ms | Loss: 0.172 | Acc: 93.894% (17547/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s266ms | Loss: 0.173 | Acc: 93.862% (17661/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s625ms | Loss: 0.173 | Acc: 93.866% (17782/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 53s989ms | Loss: 0.174 | Acc: 93.855% (17900/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s353ms | Loss: 0.173 | Acc: 93.870% (18023/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s714ms | Loss: 0.173 | Acc: 93.879% (18145/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 55s78ms | Loss: 0.173 | Acc: 93.873% (18264/19456) 152/391 [=========================>.......................................] Step: 357ms | Tot: 55s435ms | Loss: 0.174 | Acc: 93.857% (18381/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s799ms | Loss: 0.174 | Acc: 93.836% (18497/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s163ms | Loss: 0.174 | Acc: 93.856% (18621/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 56s526ms | Loss: 0.174 | Acc: 93.840% (18738/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 56s884ms | Loss: 0.174 | Acc: 93.830% (18856/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s242ms | Loss: 0.174 | Acc: 93.844% (18979/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 57s610ms | Loss: 0.174 | Acc: 93.834% (19097/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s972ms | Loss: 0.174 | Acc: 93.843% (19219/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 58s332ms | Loss: 0.175 | Acc: 93.813% (19333/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s693ms | Loss: 0.174 | Acc: 93.832% (19457/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s54ms | Loss: 0.174 | Acc: 93.841% (19579/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 59s411ms | Loss: 0.174 | Acc: 93.845% (19700/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s775ms | Loss: 0.174 | Acc: 93.849% (19821/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m134ms | Loss: 0.175 | Acc: 93.839% (19939/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 1m491ms | Loss: 0.175 | Acc: 93.830% (20057/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m858ms | Loss: 0.176 | Acc: 93.797% (20170/21504) 168/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.176 | Acc: 93.805% (20292/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.177 | Acc: 93.773% (20405/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.177 | Acc: 93.787% (20528/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.177 | Acc: 93.800% (20651/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.176 | Acc: 93.800% (20771/22144) 173/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.176 | Acc: 93.799% (20891/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.176 | Acc: 93.790% (21009/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.176 | Acc: 93.812% (21134/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.175 | Acc: 93.843% (21261/22656) 177/391 [=============================>...................................] Step: 352ms | Tot: 1m4s | Loss: 0.175 | Acc: 93.847% (21382/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.175 | Acc: 93.837% (21500/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.175 | Acc: 93.845% (21622/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.175 | Acc: 93.854% (21744/23168) 181/391 [==============================>..................................] Step: 356ms | Tot: 1m5s | Loss: 0.175 | Acc: 93.853% (21864/23296) 182/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.175 | Acc: 93.870% (21988/23424) 183/391 [==============================>..................................] Step: 377ms | Tot: 1m6s | Loss: 0.174 | Acc: 93.890% (22113/23552) 184/391 [==============================>..................................] Step: 418ms | Tot: 1m7s | Loss: 0.174 | Acc: 93.894% (22234/23680) 185/391 [==============================>..................................] Step: 385ms | Tot: 1m7s | Loss: 0.174 | Acc: 93.914% (22359/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.173 | Acc: 93.942% (22486/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.174 | Acc: 93.929% (22603/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.173 | Acc: 93.924% (22722/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.173 | Acc: 93.943% (22847/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.173 | Acc: 93.955% (22970/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.173 | Acc: 93.966% (23093/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.173 | Acc: 93.969% (23214/24704) 193/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.173 | Acc: 93.976% (23336/24832) 194/391 [================================>................................] Step: 372ms | Tot: 1m10s | Loss: 0.173 | Acc: 93.966% (23454/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.172 | Acc: 93.973% (23576/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.173 | Acc: 93.960% (23693/25216) 197/391 [================================>................................] Step: 373ms | Tot: 1m11s | Loss: 0.172 | Acc: 93.975% (23817/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m12s | Loss: 0.172 | Acc: 93.982% (23939/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.172 | Acc: 93.988% (24061/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.172 | Acc: 93.972% (24177/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.172 | Acc: 93.967% (24296/25856) 202/391 [=================================>...............................] Step: 379ms | Tot: 1m13s | Loss: 0.172 | Acc: 93.973% (24418/25984) 203/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.172 | Acc: 93.972% (24538/26112) 204/391 [=================================>...............................] Step: 352ms | Tot: 1m14s | Loss: 0.172 | Acc: 93.967% (24657/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.172 | Acc: 93.955% (24774/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.173 | Acc: 93.946% (24892/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.173 | Acc: 93.927% (25007/26624) 208/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.173 | Acc: 93.933% (25129/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.173 | Acc: 93.940% (25251/26880) 210/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.172 | Acc: 93.957% (25376/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.172 | Acc: 93.960% (25497/27136) 212/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.173 | Acc: 93.948% (25614/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.173 | Acc: 93.940% (25732/27392) 214/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.173 | Acc: 93.935% (25851/27520) 215/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.173 | Acc: 93.945% (25974/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.173 | Acc: 93.937% (26092/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.173 | Acc: 93.926% (26209/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.173 | Acc: 93.907% (26324/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.174 | Acc: 93.896% (26441/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.174 | Acc: 93.891% (26560/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.173 | Acc: 93.905% (26684/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.173 | Acc: 93.894% (26801/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.174 | Acc: 93.872% (26915/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.174 | Acc: 93.878% (27037/28800) 225/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.174 | Acc: 93.881% (27158/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.174 | Acc: 93.881% (27278/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.174 | Acc: 93.884% (27399/29184) 228/391 [=====================================>...........................] Step: 360ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.890% (27521/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.893% (27642/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.174 | Acc: 93.899% (27764/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.888% (27881/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.884% (28000/29824) 233/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.174 | Acc: 93.874% (28117/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.174 | Acc: 93.876% (28238/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.174 | Acc: 93.872% (28357/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.174 | Acc: 93.865% (28475/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.174 | Acc: 93.862% (28594/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.174 | Acc: 93.868% (28716/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.175 | Acc: 93.857% (28833/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.175 | Acc: 93.854% (28952/30848) 241/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.175 | Acc: 93.847% (29070/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.175 | Acc: 93.856% (29193/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.175 | Acc: 93.852% (29312/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.175 | Acc: 93.849% (29431/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.174 | Acc: 93.858% (29554/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.174 | Acc: 93.858% (29674/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m29s | Loss: 0.174 | Acc: 93.860% (29795/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.174 | Acc: 93.860% (29915/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.175 | Acc: 93.853% (30033/32000) 250/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.175 | Acc: 93.859% (30155/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.175 | Acc: 93.852% (30273/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.175 | Acc: 93.858% (30395/32384) 253/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.175 | Acc: 93.852% (30513/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.175 | Acc: 93.857% (30635/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.175 | Acc: 93.854% (30754/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.175 | Acc: 93.847% (30872/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.175 | Acc: 93.838% (30989/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.175 | Acc: 93.837% (31109/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.175 | Acc: 93.843% (31231/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.175 | Acc: 93.849% (31353/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.175 | Acc: 93.854% (31475/33536) 262/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.175 | Acc: 93.851% (31594/33664) 263/391 [===========================================>.....................] Step: 372ms | Tot: 1m35s | Loss: 0.176 | Acc: 93.845% (31712/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.175 | Acc: 93.850% (31834/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.176 | Acc: 93.847% (31953/34048) 266/391 [============================================>....................] Step: 410ms | Tot: 1m36s | Loss: 0.176 | Acc: 93.844% (32072/34176) 267/391 [============================================>....................] Step: 399ms | Tot: 1m37s | Loss: 0.175 | Acc: 93.861% (32198/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.175 | Acc: 93.855% (32316/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.175 | Acc: 93.854% (32436/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.176 | Acc: 93.857% (32557/34688) 271/391 [=============================================>...................] Step: 374ms | Tot: 1m38s | Loss: 0.175 | Acc: 93.865% (32680/34816) 272/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.870% (32802/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.870% (32922/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.175 | Acc: 93.855% (33037/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.846% (33154/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.860% (33279/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.175 | Acc: 93.854% (33397/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.175 | Acc: 93.845% (33514/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.175 | Acc: 93.839% (33632/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.175 | Acc: 93.836% (33751/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.175 | Acc: 93.844% (33874/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.175 | Acc: 93.844% (33994/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.852% (34117/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.857% (34239/36480) 285/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.175 | Acc: 93.873% (34365/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.175 | Acc: 93.878% (34487/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.174 | Acc: 93.888% (34611/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.174 | Acc: 93.888% (34731/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.174 | Acc: 93.890% (34852/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.174 | Acc: 93.908% (34979/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.174 | Acc: 93.911% (35100/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.174 | Acc: 93.921% (35224/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.174 | Acc: 93.928% (35347/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.173 | Acc: 93.941% (35472/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.173 | Acc: 93.922% (35585/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.174 | Acc: 93.916% (35703/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.174 | Acc: 93.902% (35818/38144) 298/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.174 | Acc: 93.904% (35939/38272) 299/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.174 | Acc: 93.911% (36062/38400) 300/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.174 | Acc: 93.908% (36181/38528) 301/391 [==================================================>..............] Step: 372ms | Tot: 1m49s | Loss: 0.174 | Acc: 93.916% (36304/38656) 302/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.174 | Acc: 93.902% (36419/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.174 | Acc: 93.909% (36542/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.174 | Acc: 93.919% (36666/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.174 | Acc: 93.916% (36785/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.174 | Acc: 93.921% (36907/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.174 | Acc: 93.928% (37030/39424) 308/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.174 | Acc: 93.935% (37153/39552) 309/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.174 | Acc: 93.939% (37275/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.174 | Acc: 93.938% (37395/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.174 | Acc: 93.925% (37510/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m53s | Loss: 0.174 | Acc: 93.915% (37626/40064) 313/391 [====================================================>............] Step: 355ms | Tot: 1m54s | Loss: 0.174 | Acc: 93.919% (37748/40192) 314/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.174 | Acc: 93.914% (37866/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.174 | Acc: 93.916% (37987/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.915% (38107/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.920% (38229/40704) 318/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.174 | Acc: 93.926% (38352/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.174 | Acc: 93.933% (38475/40960) 320/391 [=====================================================>...........] Step: 371ms | Tot: 1m56s | Loss: 0.173 | Acc: 93.937% (38597/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.173 | Acc: 93.934% (38716/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.173 | Acc: 93.941% (38839/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.173 | Acc: 93.938% (38958/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.173 | Acc: 93.938% (39078/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.173 | Acc: 93.937% (39198/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.173 | Acc: 93.936% (39318/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.173 | Acc: 93.933% (39437/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.173 | Acc: 93.942% (39561/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.173 | Acc: 93.944% (39682/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m213ms | Loss: 0.173 | Acc: 93.936% (39799/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m575ms | Loss: 0.173 | Acc: 93.936% (39919/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m937ms | Loss: 0.173 | Acc: 93.945% (40043/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.173 | Acc: 93.951% (40166/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.173 | Acc: 93.955% (40288/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.173 | Acc: 93.950% (40406/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.173 | Acc: 93.935% (40520/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m2s | Loss: 0.173 | Acc: 93.940% (40642/43264) 338/391 [========================================================>........] Step: 369ms | Tot: 2m3s | Loss: 0.173 | Acc: 93.937% (40761/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.173 | Acc: 93.932% (40879/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.173 | Acc: 93.938% (41002/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.174 | Acc: 93.921% (41115/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.174 | Acc: 93.928% (41238/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.174 | Acc: 93.932% (41360/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.174 | Acc: 93.927% (41478/44160) 345/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.173 | Acc: 93.931% (41600/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.173 | Acc: 93.935% (41722/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.173 | Acc: 93.930% (41840/44544) 348/391 [=========================================================>.......] Step: 406ms | Tot: 2m6s | Loss: 0.174 | Acc: 93.922% (41957/44672) 349/391 [==========================================================>......] Step: 409ms | Tot: 2m7s | Loss: 0.174 | Acc: 93.926% (42079/44800) 350/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.174 | Acc: 93.928% (42200/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.174 | Acc: 93.923% (42318/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.174 | Acc: 93.923% (42438/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.174 | Acc: 93.920% (42557/45312) 354/391 [==========================================================>......] Step: 354ms | Tot: 2m9s | Loss: 0.174 | Acc: 93.924% (42679/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.174 | Acc: 93.919% (42797/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.174 | Acc: 93.912% (42914/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.174 | Acc: 93.914% (43035/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.174 | Acc: 93.918% (43157/45952) 359/391 [===========================================================>.....] Step: 354ms | Tot: 2m10s | Loss: 0.174 | Acc: 93.915% (43276/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.174 | Acc: 93.904% (43391/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.174 | Acc: 93.901% (43510/46336) 362/391 [============================================================>....] Step: 355ms | Tot: 2m11s | Loss: 0.175 | Acc: 93.901% (43630/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.174 | Acc: 93.905% (43752/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.175 | Acc: 93.898% (43869/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.175 | Acc: 93.893% (43987/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.175 | Acc: 93.890% (44106/46976) 367/391 [=============================================================>...] Step: 359ms | Tot: 2m13s | Loss: 0.175 | Acc: 93.886% (44224/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.175 | Acc: 93.888% (44345/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.175 | Acc: 93.900% (44471/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.175 | Acc: 93.897% (44590/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.175 | Acc: 93.895% (44709/47616) 372/391 [=============================================================>...] Step: 355ms | Tot: 2m15s | Loss: 0.175 | Acc: 93.895% (44829/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.175 | Acc: 93.896% (44950/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.175 | Acc: 93.896% (45070/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.175 | Acc: 93.900% (45192/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.174 | Acc: 93.903% (45314/48256) 377/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.174 | Acc: 93.905% (45435/48384) 378/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.174 | Acc: 93.905% (45555/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.174 | Acc: 93.908% (45677/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.175 | Acc: 93.904% (45795/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.175 | Acc: 93.914% (45920/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.174 | Acc: 93.917% (46042/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.174 | Acc: 93.921% (46164/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.175 | Acc: 93.908% (46278/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.175 | Acc: 93.902% (46395/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.175 | Acc: 93.899% (46514/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.175 | Acc: 93.899% (46634/49664) 388/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.175 | Acc: 93.897% (46753/49792) 389/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.175 | Acc: 93.896% (46873/49920) 390/391 [================================================================>] Step: 356ms | Tot: 2m22s | Loss: 0.175 | Acc: 93.898% (46949/50000) 391/391 + [>................................................................] Step: 530ms | Tot: 4ms | Loss: 0.494 | Acc: 84.000% (84/100) 1/100 [>................................................................] Step: 307ms | Tot: 311ms | Loss: 0.430 | Acc: 86.000% (172/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 608ms | Loss: 0.391 | Acc: 87.333% (262/300) 3/100 [=>...............................................................] Step: 290ms | Tot: 899ms | Loss: 0.377 | Acc: 87.250% (349/400) 4/100 [==>..............................................................] Step: 308ms | Tot: 1s208ms | Loss: 0.378 | Acc: 87.200% (436/500) 5/100 [===>.............................................................] Step: 314ms | Tot: 1s522ms | Loss: 0.368 | Acc: 87.333% (524/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s818ms | Loss: 0.357 | Acc: 87.571% (613/700) 7/100 [====>............................................................] Step: 311ms | Tot: 2s130ms | Loss: 0.370 | Acc: 87.375% (699/800) 8/100 [=====>...........................................................] Step: 304ms | Tot: 2s435ms | Loss: 0.374 | Acc: 87.556% (788/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s735ms | Loss: 0.385 | Acc: 87.500% (875/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 3s41ms | Loss: 0.381 | Acc: 87.545% (963/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s341ms | Loss: 0.386 | Acc: 87.417% (1049/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s644ms | Loss: 0.374 | Acc: 87.692% (1140/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s951ms | Loss: 0.372 | Acc: 88.000% (1232/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s256ms | Loss: 0.366 | Acc: 88.133% (1322/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s556ms | Loss: 0.369 | Acc: 88.125% (1410/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s858ms | Loss: 0.364 | Acc: 88.235% (1500/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s160ms | Loss: 0.373 | Acc: 87.944% (1583/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s465ms | Loss: 0.377 | Acc: 87.947% (1671/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s777ms | Loss: 0.390 | Acc: 87.800% (1756/2000) 20/100 [=============>...................................................] Step: 318ms | Tot: 6s95ms | Loss: 0.393 | Acc: 87.619% (1840/2100) 21/100 [=============>...................................................] Step: 312ms | Tot: 6s408ms | Loss: 0.392 | Acc: 87.591% (1927/2200) 22/100 [==============>..................................................] Step: 300ms | Tot: 6s708ms | Loss: 0.401 | Acc: 87.565% (2014/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s17ms | Loss: 0.399 | Acc: 87.458% (2099/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s318ms | Loss: 0.406 | Acc: 87.440% (2186/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s629ms | Loss: 0.414 | Acc: 87.231% (2268/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s938ms | Loss: 0.409 | Acc: 87.259% (2356/2700) 27/100 [=================>...............................................] Step: 314ms | Tot: 8s252ms | Loss: 0.410 | Acc: 87.393% (2447/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s559ms | Loss: 0.418 | Acc: 87.345% (2533/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s869ms | Loss: 0.415 | Acc: 87.367% (2621/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s176ms | Loss: 0.410 | Acc: 87.355% (2708/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s482ms | Loss: 0.410 | Acc: 87.281% (2793/3200) 32/100 [====================>............................................] Step: 311ms | Tot: 9s793ms | Loss: 0.412 | Acc: 87.212% (2878/3300) 33/100 [=====================>...........................................] Step: 312ms | Tot: 10s106ms | Loss: 0.410 | Acc: 87.206% (2965/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s418ms | Loss: 0.415 | Acc: 87.057% (3047/3500) 35/100 [======================>..........................................] Step: 298ms | Tot: 10s716ms | Loss: 0.412 | Acc: 87.139% (3137/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s24ms | Loss: 0.414 | Acc: 87.027% (3220/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s332ms | Loss: 0.417 | Acc: 86.947% (3304/3800) 38/100 [========================>........................................] Step: 320ms | Tot: 11s653ms | Loss: 0.417 | Acc: 86.949% (3391/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s962ms | Loss: 0.417 | Acc: 87.000% (3480/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s271ms | Loss: 0.419 | Acc: 87.024% (3568/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s577ms | Loss: 0.423 | Acc: 87.000% (3654/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s878ms | Loss: 0.422 | Acc: 87.070% (3744/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s182ms | Loss: 0.420 | Acc: 87.091% (3832/4400) 44/100 [============================>....................................] Step: 316ms | Tot: 13s498ms | Loss: 0.419 | Acc: 87.178% (3923/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s806ms | Loss: 0.417 | Acc: 87.217% (4012/4600) 46/100 [=============================>...................................] Step: 339ms | Tot: 14s145ms | Loss: 0.413 | Acc: 87.319% (4104/4700) 47/100 [==============================>..................................] Step: 363ms | Tot: 14s509ms | Loss: 0.416 | Acc: 87.292% (4190/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s814ms | Loss: 0.412 | Acc: 87.429% (4284/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s117ms | Loss: 0.411 | Acc: 87.440% (4372/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s427ms | Loss: 0.411 | Acc: 87.510% (4463/5100) 51/100 [=================================>...............................] Step: 313ms | Tot: 15s740ms | Loss: 0.414 | Acc: 87.462% (4548/5200) 52/100 [=================================>...............................] Step: 324ms | Tot: 16s65ms | Loss: 0.412 | Acc: 87.453% (4635/5300) 53/100 [==================================>..............................] Step: 319ms | Tot: 16s384ms | Loss: 0.411 | Acc: 87.519% (4726/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s689ms | Loss: 0.413 | Acc: 87.473% (4811/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 16s997ms | Loss: 0.413 | Acc: 87.554% (4903/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s309ms | Loss: 0.412 | Acc: 87.579% (4992/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s620ms | Loss: 0.410 | Acc: 87.638% (5083/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s927ms | Loss: 0.412 | Acc: 87.576% (5167/5900) 59/100 [======================================>..........................] Step: 301ms | Tot: 18s228ms | Loss: 0.413 | Acc: 87.550% (5253/6000) 60/100 [=======================================>.........................] Step: 299ms | Tot: 18s528ms | Loss: 0.415 | Acc: 87.508% (5338/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s829ms | Loss: 0.415 | Acc: 87.548% (5428/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 19s132ms | Loss: 0.414 | Acc: 87.540% (5515/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s440ms | Loss: 0.411 | Acc: 87.609% (5607/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s744ms | Loss: 0.412 | Acc: 87.615% (5695/6500) 65/100 [==========================================>......................] Step: 314ms | Tot: 20s58ms | Loss: 0.411 | Acc: 87.652% (5785/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s361ms | Loss: 0.408 | Acc: 87.701% (5876/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s672ms | Loss: 0.407 | Acc: 87.750% (5967/6800) 68/100 [============================================>....................] Step: 313ms | Tot: 20s986ms | Loss: 0.405 | Acc: 87.754% (6055/6900) 69/100 [============================================>....................] Step: 316ms | Tot: 21s302ms | Loss: 0.404 | Acc: 87.700% (6139/7000) 70/100 [=============================================>...................] Step: 315ms | Tot: 21s618ms | Loss: 0.406 | Acc: 87.676% (6225/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s922ms | Loss: 0.407 | Acc: 87.667% (6312/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 22s222ms | Loss: 0.406 | Acc: 87.699% (6402/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s529ms | Loss: 0.405 | Acc: 87.730% (6492/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s833ms | Loss: 0.405 | Acc: 87.720% (6579/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s144ms | Loss: 0.405 | Acc: 87.724% (6667/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s452ms | Loss: 0.406 | Acc: 87.714% (6754/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s756ms | Loss: 0.406 | Acc: 87.731% (6843/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s62ms | Loss: 0.406 | Acc: 87.722% (6930/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s361ms | Loss: 0.405 | Acc: 87.725% (7018/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s665ms | Loss: 0.404 | Acc: 87.691% (7103/8100) 81/100 [====================================================>............] Step: 302ms | Tot: 24s967ms | Loss: 0.405 | Acc: 87.646% (7187/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s282ms | Loss: 0.405 | Acc: 87.663% (7276/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s590ms | Loss: 0.403 | Acc: 87.702% (7367/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s900ms | Loss: 0.402 | Acc: 87.671% (7452/8500) 85/100 [=======================================================>.........] Step: 316ms | Tot: 26s217ms | Loss: 0.403 | Acc: 87.663% (7539/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s525ms | Loss: 0.402 | Acc: 87.701% (7630/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s830ms | Loss: 0.403 | Acc: 87.670% (7715/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 27s136ms | Loss: 0.403 | Acc: 87.652% (7801/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s443ms | Loss: 0.403 | Acc: 87.656% (7889/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s746ms | Loss: 0.402 | Acc: 87.659% (7977/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s48ms | Loss: 0.400 | Acc: 87.707% (8069/9200) 92/100 [===========================================================>.....] Step: 297ms | Tot: 28s346ms | Loss: 0.401 | Acc: 87.688% (8155/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s654ms | Loss: 0.401 | Acc: 87.649% (8239/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 28s966ms | Loss: 0.399 | Acc: 87.674% (8329/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s269ms | Loss: 0.399 | Acc: 87.708% (8420/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s572ms | Loss: 0.398 | Acc: 87.742% (8511/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s880ms | Loss: 0.398 | Acc: 87.765% (8601/9800) 98/100 [===============================================================>.] Step: 313ms | Tot: 30s194ms | Loss: 0.398 | Acc: 87.747% (8687/9900) 99/100 [================================================================>] Step: 333ms | Tot: 30s527ms | Loss: 0.397 | Acc: 87.780% (8778/10000) 100/100 + +Epoch: 152 + [>................................................................] Step: 628ms | Tot: 2ms | Loss: 0.150 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 395ms | Tot: 398ms | Loss: 0.176 | Acc: 94.531% (242/256) 2/391 [>................................................................] Step: 390ms | Tot: 788ms | Loss: 0.153 | Acc: 95.312% (366/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s155ms | Loss: 0.179 | Acc: 94.141% (482/512) 4/391 [>................................................................] Step: 376ms | Tot: 1s532ms | Loss: 0.174 | Acc: 94.219% (603/640) 5/391 [>................................................................] Step: 379ms | Tot: 1s911ms | Loss: 0.176 | Acc: 94.401% (725/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s280ms | Loss: 0.168 | Acc: 94.643% (848/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s643ms | Loss: 0.168 | Acc: 94.434% (967/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 3s3ms | Loss: 0.166 | Acc: 94.358% (1087/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s363ms | Loss: 0.163 | Acc: 94.453% (1209/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s724ms | Loss: 0.166 | Acc: 94.318% (1328/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s96ms | Loss: 0.159 | Acc: 94.531% (1452/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s458ms | Loss: 0.166 | Acc: 94.291% (1569/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s820ms | Loss: 0.164 | Acc: 94.475% (1693/1792) 14/391 [==>..............................................................] Step: 357ms | Tot: 5s178ms | Loss: 0.165 | Acc: 94.427% (1813/1920) 15/391 [==>..............................................................] Step: 378ms | Tot: 5s557ms | Loss: 0.168 | Acc: 94.336% (1932/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s919ms | Loss: 0.165 | Acc: 94.347% (2053/2176) 17/391 [==>..............................................................] Step: 355ms | Tot: 6s274ms | Loss: 0.166 | Acc: 94.358% (2174/2304) 18/391 [==>..............................................................] Step: 356ms | Tot: 6s631ms | Loss: 0.162 | Acc: 94.531% (2299/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 6s998ms | Loss: 0.159 | Acc: 94.648% (2423/2560) 20/391 [===>.............................................................] Step: 371ms | Tot: 7s370ms | Loss: 0.155 | Acc: 94.829% (2549/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s732ms | Loss: 0.155 | Acc: 94.744% (2668/2816) 22/391 [===>.............................................................] Step: 369ms | Tot: 8s102ms | Loss: 0.156 | Acc: 94.599% (2785/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s464ms | Loss: 0.154 | Acc: 94.694% (2909/3072) 24/391 [===>.............................................................] Step: 371ms | Tot: 8s836ms | Loss: 0.154 | Acc: 94.719% (3031/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s197ms | Loss: 0.155 | Acc: 94.681% (3151/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s556ms | Loss: 0.154 | Acc: 94.647% (3271/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s922ms | Loss: 0.153 | Acc: 94.727% (3395/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s282ms | Loss: 0.154 | Acc: 94.666% (3514/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s649ms | Loss: 0.152 | Acc: 94.766% (3639/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 11s7ms | Loss: 0.154 | Acc: 94.657% (3756/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s369ms | Loss: 0.153 | Acc: 94.702% (3879/4096) 32/391 [=====>...........................................................] Step: 354ms | Tot: 11s723ms | Loss: 0.152 | Acc: 94.744% (4002/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s83ms | Loss: 0.153 | Acc: 94.715% (4122/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s448ms | Loss: 0.153 | Acc: 94.710% (4243/4480) 35/391 [=====>...........................................................] Step: 359ms | Tot: 12s807ms | Loss: 0.152 | Acc: 94.792% (4368/4608) 36/391 [=====>...........................................................] Step: 417ms | Tot: 13s224ms | Loss: 0.150 | Acc: 94.869% (4493/4736) 37/391 [======>..........................................................] Step: 389ms | Tot: 13s614ms | Loss: 0.151 | Acc: 94.757% (4609/4864) 38/391 [======>..........................................................] Step: 372ms | Tot: 13s986ms | Loss: 0.151 | Acc: 94.792% (4732/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s346ms | Loss: 0.150 | Acc: 94.863% (4857/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s705ms | Loss: 0.149 | Acc: 94.912% (4981/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s66ms | Loss: 0.148 | Acc: 94.978% (5106/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s426ms | Loss: 0.148 | Acc: 95.004% (5229/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s784ms | Loss: 0.149 | Acc: 94.993% (5350/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s145ms | Loss: 0.151 | Acc: 94.931% (5468/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s506ms | Loss: 0.150 | Acc: 94.990% (5593/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s868ms | Loss: 0.151 | Acc: 94.914% (5710/6016) 47/391 [=======>.........................................................] Step: 370ms | Tot: 17s239ms | Loss: 0.151 | Acc: 94.906% (5831/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s598ms | Loss: 0.151 | Acc: 94.866% (5950/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 17s961ms | Loss: 0.151 | Acc: 94.812% (6068/6400) 50/391 [========>........................................................] Step: 357ms | Tot: 18s318ms | Loss: 0.151 | Acc: 94.822% (6190/6528) 51/391 [========>........................................................] Step: 354ms | Tot: 18s673ms | Loss: 0.151 | Acc: 94.877% (6315/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s34ms | Loss: 0.150 | Acc: 94.900% (6438/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s393ms | Loss: 0.152 | Acc: 94.864% (6557/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s755ms | Loss: 0.151 | Acc: 94.901% (6681/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s117ms | Loss: 0.150 | Acc: 94.922% (6804/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s485ms | Loss: 0.152 | Acc: 94.819% (6918/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s851ms | Loss: 0.151 | Acc: 94.881% (7044/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s213ms | Loss: 0.152 | Acc: 94.836% (7162/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s572ms | Loss: 0.151 | Acc: 94.870% (7286/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s933ms | Loss: 0.151 | Acc: 94.839% (7405/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s294ms | Loss: 0.152 | Acc: 94.796% (7523/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s652ms | Loss: 0.151 | Acc: 94.779% (7643/8064) 63/391 [==========>......................................................] Step: 370ms | Tot: 23s23ms | Loss: 0.154 | Acc: 94.714% (7759/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s387ms | Loss: 0.153 | Acc: 94.748% (7883/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s754ms | Loss: 0.153 | Acc: 94.780% (8007/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s111ms | Loss: 0.153 | Acc: 94.764% (8127/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s470ms | Loss: 0.153 | Acc: 94.773% (8249/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s833ms | Loss: 0.153 | Acc: 94.780% (8371/8832) 69/391 [===========>.....................................................] Step: 356ms | Tot: 25s190ms | Loss: 0.152 | Acc: 94.788% (8493/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s555ms | Loss: 0.153 | Acc: 94.762% (8612/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 25s914ms | Loss: 0.152 | Acc: 94.792% (8736/9216) 72/391 [===========>.....................................................] Step: 358ms | Tot: 26s273ms | Loss: 0.152 | Acc: 94.810% (8859/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s635ms | Loss: 0.151 | Acc: 94.837% (8983/9472) 74/391 [============>....................................................] Step: 367ms | Tot: 27s3ms | Loss: 0.151 | Acc: 94.844% (9105/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s365ms | Loss: 0.151 | Acc: 94.819% (9224/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s725ms | Loss: 0.153 | Acc: 94.795% (9343/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s90ms | Loss: 0.153 | Acc: 94.802% (9465/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s452ms | Loss: 0.152 | Acc: 94.798% (9586/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s816ms | Loss: 0.152 | Acc: 94.814% (9709/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s176ms | Loss: 0.152 | Acc: 94.840% (9833/10368) 81/391 [=============>...................................................] Step: 369ms | Tot: 29s546ms | Loss: 0.152 | Acc: 94.836% (9954/10496) 82/391 [=============>...................................................] Step: 367ms | Tot: 29s913ms | Loss: 0.151 | Acc: 94.880% (10080/10624) 83/391 [=============>...................................................] Step: 368ms | Tot: 30s282ms | Loss: 0.152 | Acc: 94.866% (10200/10752) 84/391 [=============>...................................................] Step: 365ms | Tot: 30s647ms | Loss: 0.151 | Acc: 94.890% (10324/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s10ms | Loss: 0.152 | Acc: 94.840% (10440/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s374ms | Loss: 0.152 | Acc: 94.846% (10562/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s737ms | Loss: 0.152 | Acc: 94.833% (10682/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s102ms | Loss: 0.152 | Acc: 94.821% (10802/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s469ms | Loss: 0.152 | Acc: 94.809% (10922/11520) 90/391 [==============>..................................................] Step: 368ms | Tot: 32s838ms | Loss: 0.152 | Acc: 94.815% (11044/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s197ms | Loss: 0.153 | Acc: 94.803% (11164/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s559ms | Loss: 0.153 | Acc: 94.775% (11282/11904) 93/391 [===============>.................................................] Step: 370ms | Tot: 33s930ms | Loss: 0.153 | Acc: 94.781% (11404/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s295ms | Loss: 0.154 | Acc: 94.745% (11521/12160) 95/391 [===============>.................................................] Step: 358ms | Tot: 34s654ms | Loss: 0.154 | Acc: 94.743% (11642/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 35s17ms | Loss: 0.154 | Acc: 94.733% (11762/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s376ms | Loss: 0.154 | Acc: 94.746% (11885/12544) 98/391 [================>................................................] Step: 355ms | Tot: 35s732ms | Loss: 0.155 | Acc: 94.721% (12003/12672) 99/391 [================>................................................] Step: 368ms | Tot: 36s101ms | Loss: 0.155 | Acc: 94.703% (12122/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s467ms | Loss: 0.154 | Acc: 94.725% (12246/12928) 101/391 [================>................................................] Step: 373ms | Tot: 36s840ms | Loss: 0.155 | Acc: 94.715% (12366/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s203ms | Loss: 0.155 | Acc: 94.713% (12487/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s563ms | Loss: 0.155 | Acc: 94.697% (12606/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 37s927ms | Loss: 0.156 | Acc: 94.673% (12724/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s286ms | Loss: 0.156 | Acc: 94.671% (12845/13568) 106/391 [=================>...............................................] Step: 361ms | Tot: 38s648ms | Loss: 0.156 | Acc: 94.648% (12963/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 39s14ms | Loss: 0.156 | Acc: 94.661% (13086/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s374ms | Loss: 0.156 | Acc: 94.653% (13206/13952) 109/391 [==================>..............................................] Step: 358ms | Tot: 39s733ms | Loss: 0.156 | Acc: 94.652% (13327/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s100ms | Loss: 0.156 | Acc: 94.672% (13451/14208) 111/391 [==================>..............................................] Step: 358ms | Tot: 40s458ms | Loss: 0.156 | Acc: 94.650% (13569/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s819ms | Loss: 0.156 | Acc: 94.635% (13688/14464) 113/391 [==================>..............................................] Step: 355ms | Tot: 41s174ms | Loss: 0.156 | Acc: 94.620% (13807/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s534ms | Loss: 0.156 | Acc: 94.633% (13930/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 41s895ms | Loss: 0.156 | Acc: 94.632% (14051/14848) 116/391 [===================>.............................................] Step: 351ms | Tot: 42s247ms | Loss: 0.156 | Acc: 94.638% (14173/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s608ms | Loss: 0.156 | Acc: 94.657% (14297/15104) 118/391 [===================>.............................................] Step: 388ms | Tot: 42s996ms | Loss: 0.156 | Acc: 94.623% (14413/15232) 119/391 [===================>.............................................] Step: 423ms | Tot: 43s420ms | Loss: 0.156 | Acc: 94.616% (14533/15360) 120/391 [===================>.............................................] Step: 376ms | Tot: 43s796ms | Loss: 0.157 | Acc: 94.615% (14654/15488) 121/391 [====================>............................................] Step: 372ms | Tot: 44s169ms | Loss: 0.156 | Acc: 94.621% (14776/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s532ms | Loss: 0.156 | Acc: 94.627% (14898/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 44s898ms | Loss: 0.156 | Acc: 94.657% (15024/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s261ms | Loss: 0.156 | Acc: 94.662% (15146/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s622ms | Loss: 0.156 | Acc: 94.637% (15263/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 45s989ms | Loss: 0.156 | Acc: 94.624% (15382/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s350ms | Loss: 0.155 | Acc: 94.647% (15507/16384) 128/391 [=====================>...........................................] Step: 379ms | Tot: 46s730ms | Loss: 0.155 | Acc: 94.646% (15628/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 47s90ms | Loss: 0.156 | Acc: 94.633% (15747/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s455ms | Loss: 0.155 | Acc: 94.668% (15874/16768) 131/391 [=====================>...........................................] Step: 356ms | Tot: 47s812ms | Loss: 0.154 | Acc: 94.703% (16001/16896) 132/391 [=====================>...........................................] Step: 354ms | Tot: 48s166ms | Loss: 0.154 | Acc: 94.707% (16123/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s526ms | Loss: 0.154 | Acc: 94.712% (16245/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s890ms | Loss: 0.154 | Acc: 94.711% (16366/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 49s249ms | Loss: 0.154 | Acc: 94.681% (16482/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s606ms | Loss: 0.154 | Acc: 94.680% (16603/17536) 137/391 [======================>..........................................] Step: 370ms | Tot: 49s977ms | Loss: 0.154 | Acc: 94.678% (16724/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 50s346ms | Loss: 0.154 | Acc: 94.672% (16844/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s709ms | Loss: 0.155 | Acc: 94.654% (16962/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s73ms | Loss: 0.155 | Acc: 94.625% (17078/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s436ms | Loss: 0.156 | Acc: 94.625% (17199/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s795ms | Loss: 0.155 | Acc: 94.635% (17322/18304) 143/391 [=======================>.........................................] Step: 353ms | Tot: 52s149ms | Loss: 0.156 | Acc: 94.618% (17440/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s511ms | Loss: 0.156 | Acc: 94.601% (17558/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s874ms | Loss: 0.156 | Acc: 94.601% (17679/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s239ms | Loss: 0.156 | Acc: 94.590% (17798/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 53s597ms | Loss: 0.156 | Acc: 94.610% (17923/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 53s954ms | Loss: 0.156 | Acc: 94.594% (18041/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s314ms | Loss: 0.156 | Acc: 94.573% (18158/19200) 150/391 [========================>........................................] Step: 356ms | Tot: 54s670ms | Loss: 0.156 | Acc: 94.562% (18277/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s37ms | Loss: 0.156 | Acc: 94.578% (18401/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 55s396ms | Loss: 0.156 | Acc: 94.587% (18524/19584) 153/391 [=========================>.......................................] Step: 358ms | Tot: 55s754ms | Loss: 0.156 | Acc: 94.582% (18644/19712) 154/391 [=========================>.......................................] Step: 357ms | Tot: 56s112ms | Loss: 0.156 | Acc: 94.592% (18767/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s480ms | Loss: 0.155 | Acc: 94.616% (18893/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s839ms | Loss: 0.155 | Acc: 94.616% (19014/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s200ms | Loss: 0.155 | Acc: 94.605% (19133/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s559ms | Loss: 0.156 | Acc: 94.585% (19250/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 57s922ms | Loss: 0.156 | Acc: 94.565% (19367/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s285ms | Loss: 0.156 | Acc: 94.575% (19490/20608) 161/391 [==========================>......................................] Step: 356ms | Tot: 58s642ms | Loss: 0.156 | Acc: 94.570% (19610/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 59s6ms | Loss: 0.155 | Acc: 94.584% (19734/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s370ms | Loss: 0.155 | Acc: 94.593% (19857/20992) 164/391 [===========================>.....................................] Step: 379ms | Tot: 59s749ms | Loss: 0.155 | Acc: 94.602% (19980/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m115ms | Loss: 0.155 | Acc: 94.597% (20100/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m476ms | Loss: 0.156 | Acc: 94.583% (20218/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m843ms | Loss: 0.156 | Acc: 94.573% (20337/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.156 | Acc: 94.573% (20458/21632) 169/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.156 | Acc: 94.563% (20577/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.157 | Acc: 94.554% (20696/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.156 | Acc: 94.554% (20817/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.156 | Acc: 94.563% (20940/22144) 173/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.156 | Acc: 94.581% (21065/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.156 | Acc: 94.567% (21183/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.156 | Acc: 94.562% (21303/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.156 | Acc: 94.562% (21424/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.156 | Acc: 94.571% (21547/22784) 178/391 [=============================>...................................] Step: 374ms | Tot: 1m4s | Loss: 0.156 | Acc: 94.566% (21667/22912) 179/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.156 | Acc: 94.570% (21789/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.156 | Acc: 94.549% (21905/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.157 | Acc: 94.510% (22017/23296) 182/391 [==============================>..................................] Step: 373ms | Tot: 1m6s | Loss: 0.158 | Acc: 94.493% (22134/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.158 | Acc: 94.489% (22254/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.158 | Acc: 94.476% (22372/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.158 | Acc: 94.472% (22492/23808) 186/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.159 | Acc: 94.469% (22612/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.159 | Acc: 94.477% (22735/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.159 | Acc: 94.473% (22855/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.159 | Acc: 94.474% (22976/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.159 | Acc: 94.458% (23093/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.159 | Acc: 94.462% (23215/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.159 | Acc: 94.471% (23338/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.159 | Acc: 94.471% (23459/24832) 194/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.160 | Acc: 94.435% (23571/24960) 195/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.160 | Acc: 94.424% (23689/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.160 | Acc: 94.420% (23809/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.160 | Acc: 94.413% (23928/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.160 | Acc: 94.398% (24045/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.160 | Acc: 94.406% (24168/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.160 | Acc: 94.391% (24285/25728) 201/391 [=================================>...............................] Step: 413ms | Tot: 1m13s | Loss: 0.160 | Acc: 94.407% (24410/25856) 202/391 [=================================>...............................] Step: 388ms | Tot: 1m13s | Loss: 0.159 | Acc: 94.416% (24533/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.160 | Acc: 94.397% (24649/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.160 | Acc: 94.386% (24767/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.160 | Acc: 94.383% (24887/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.160 | Acc: 94.377% (25006/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.160 | Acc: 94.377% (25127/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.160 | Acc: 94.393% (25252/26752) 209/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.160 | Acc: 94.386% (25371/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.160 | Acc: 94.383% (25491/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.160 | Acc: 94.391% (25614/27136) 212/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.160 | Acc: 94.388% (25734/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.160 | Acc: 94.389% (25855/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.160 | Acc: 94.382% (25974/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.159 | Acc: 94.383% (26095/27648) 216/391 [===================================>.............................] Step: 355ms | Tot: 1m18s | Loss: 0.159 | Acc: 94.394% (26219/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.159 | Acc: 94.388% (26338/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.160 | Acc: 94.371% (26454/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.160 | Acc: 94.364% (26573/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.160 | Acc: 94.344% (26688/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.161 | Acc: 94.320% (26802/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.161 | Acc: 94.339% (26928/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.160 | Acc: 94.353% (27053/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.160 | Acc: 94.365% (27177/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.160 | Acc: 94.355% (27295/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.160 | Acc: 94.359% (27417/29056) 227/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.160 | Acc: 94.363% (27539/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.160 | Acc: 94.374% (27663/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.160 | Acc: 94.375% (27784/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.160 | Acc: 94.382% (27907/29568) 231/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.160 | Acc: 94.390% (28030/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.160 | Acc: 94.374% (28146/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.160 | Acc: 94.384% (28270/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.160 | Acc: 94.395% (28394/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.160 | Acc: 94.402% (28517/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m25s | Loss: 0.160 | Acc: 94.393% (28635/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.160 | Acc: 94.397% (28757/30464) 238/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.160 | Acc: 94.384% (28874/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.160 | Acc: 94.388% (28996/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.160 | Acc: 94.392% (29118/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.160 | Acc: 94.389% (29238/30976) 242/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.160 | Acc: 94.367% (29352/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.161 | Acc: 94.371% (29474/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.160 | Acc: 94.372% (29595/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.161 | Acc: 94.366% (29714/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.160 | Acc: 94.367% (29835/31616) 247/391 [=========================================>.......................] Step: 374ms | Tot: 1m29s | Loss: 0.160 | Acc: 94.374% (29958/31744) 248/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.160 | Acc: 94.381% (30081/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.160 | Acc: 94.375% (30200/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.160 | Acc: 94.369% (30319/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.161 | Acc: 94.367% (30439/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.161 | Acc: 94.361% (30558/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.161 | Acc: 94.356% (30677/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.161 | Acc: 94.344% (30794/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.161 | Acc: 94.345% (30915/32768) 256/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.161 | Acc: 94.334% (31032/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.161 | Acc: 94.334% (31153/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.161 | Acc: 94.341% (31276/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.161 | Acc: 94.330% (31393/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.161 | Acc: 94.343% (31518/33408) 261/391 [===========================================>.....................] Step: 372ms | Tot: 1m35s | Loss: 0.161 | Acc: 94.349% (31641/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.161 | Acc: 94.353% (31763/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.161 | Acc: 94.348% (31882/33792) 264/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.161 | Acc: 94.343% (32001/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m36s | Loss: 0.160 | Acc: 94.346% (32123/34048) 266/391 [============================================>....................] Step: 374ms | Tot: 1m36s | Loss: 0.160 | Acc: 94.347% (32244/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.161 | Acc: 94.345% (32364/34304) 268/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.161 | Acc: 94.345% (32485/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.161 | Acc: 94.355% (32609/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.161 | Acc: 94.353% (32729/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m38s | Loss: 0.161 | Acc: 94.365% (32854/34816) 272/391 [=============================================>...................] Step: 374ms | Tot: 1m39s | Loss: 0.161 | Acc: 94.368% (32976/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.161 | Acc: 94.343% (33088/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.161 | Acc: 94.358% (33214/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.161 | Acc: 94.339% (33328/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.161 | Acc: 94.314% (33440/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m40s | Loss: 0.161 | Acc: 94.298% (33555/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.162 | Acc: 94.285% (33671/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.162 | Acc: 94.289% (33793/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.162 | Acc: 94.275% (33909/35968) 281/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.163 | Acc: 94.274% (34029/36096) 282/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.163 | Acc: 94.275% (34150/36224) 283/391 [===============================================>.................] Step: 400ms | Tot: 1m43s | Loss: 0.163 | Acc: 94.262% (34266/36352) 284/391 [===============================================>.................] Step: 425ms | Tot: 1m43s | Loss: 0.163 | Acc: 94.252% (34383/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.163 | Acc: 94.264% (34508/36608) 286/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.163 | Acc: 94.267% (34630/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.163 | Acc: 94.246% (34743/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.163 | Acc: 94.245% (34863/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.164 | Acc: 94.235% (34980/37120) 290/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.164 | Acc: 94.228% (35098/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.164 | Acc: 94.224% (35217/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.164 | Acc: 94.222% (35337/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.165 | Acc: 94.204% (35451/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.164 | Acc: 94.203% (35571/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.164 | Acc: 94.199% (35690/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.164 | Acc: 94.195% (35809/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.165 | Acc: 94.180% (35924/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.165 | Acc: 94.179% (36044/38272) 299/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.165 | Acc: 94.185% (36167/38400) 300/391 [=================================================>...............] Step: 369ms | Tot: 1m49s | Loss: 0.164 | Acc: 94.194% (36291/38528) 301/391 [==================================================>..............] Step: 356ms | Tot: 1m49s | Loss: 0.164 | Acc: 94.200% (36414/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.164 | Acc: 94.199% (36534/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.164 | Acc: 94.192% (36652/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.164 | Acc: 94.191% (36772/39040) 305/391 [==================================================>..............] Step: 372ms | Tot: 1m51s | Loss: 0.164 | Acc: 94.199% (36896/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.164 | Acc: 94.195% (37015/39296) 307/391 [===================================================>.............] Step: 367ms | Tot: 1m51s | Loss: 0.164 | Acc: 94.204% (37139/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.164 | Acc: 94.205% (37260/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.164 | Acc: 94.204% (37380/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.164 | Acc: 94.197% (37498/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.164 | Acc: 94.206% (37622/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.164 | Acc: 94.192% (37737/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.165 | Acc: 94.185% (37855/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.164 | Acc: 94.199% (37981/40320) 315/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.165 | Acc: 94.193% (38099/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.165 | Acc: 94.174% (38212/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.165 | Acc: 94.180% (38335/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.165 | Acc: 94.181% (38456/40832) 319/391 [=====================================================>...........] Step: 354ms | Tot: 1m56s | Loss: 0.165 | Acc: 94.177% (38575/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.165 | Acc: 94.183% (38698/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.164 | Acc: 94.182% (38818/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.164 | Acc: 94.183% (38939/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.164 | Acc: 94.186% (39061/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.164 | Acc: 94.197% (39186/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.165 | Acc: 94.181% (39300/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.165 | Acc: 94.182% (39421/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.165 | Acc: 94.172% (39537/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.165 | Acc: 94.170% (39657/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 1m59s | Loss: 0.165 | Acc: 94.167% (39776/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m230ms | Loss: 0.165 | Acc: 94.177% (39901/42368) 331/391 [=======================================================>.........] Step: 373ms | Tot: 2m603ms | Loss: 0.165 | Acc: 94.181% (40023/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m966ms | Loss: 0.165 | Acc: 94.182% (40144/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.165 | Acc: 94.187% (40267/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.164 | Acc: 94.193% (40390/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.165 | Acc: 94.187% (40508/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.165 | Acc: 94.184% (40627/43136) 337/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.165 | Acc: 94.180% (40746/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.165 | Acc: 94.179% (40866/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.165 | Acc: 94.187% (40990/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.165 | Acc: 94.192% (41113/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.165 | Acc: 94.200% (41237/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.165 | Acc: 94.190% (41353/43904) 343/391 [=========================================================>.......] Step: 371ms | Tot: 2m4s | Loss: 0.165 | Acc: 94.193% (41475/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.165 | Acc: 94.194% (41596/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.165 | Acc: 94.184% (41712/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.165 | Acc: 94.182% (41832/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.165 | Acc: 94.172% (41948/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.166 | Acc: 94.171% (42068/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.166 | Acc: 94.174% (42190/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.166 | Acc: 94.168% (42308/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.165 | Acc: 94.172% (42430/45056) 352/391 [==========================================================>......] Step: 380ms | Tot: 2m8s | Loss: 0.165 | Acc: 94.173% (42551/45184) 353/391 [==========================================================>......] Step: 372ms | Tot: 2m8s | Loss: 0.165 | Acc: 94.174% (42672/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.166 | Acc: 94.168% (42790/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.165 | Acc: 94.167% (42910/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.166 | Acc: 94.155% (43025/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.166 | Acc: 94.145% (43141/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.166 | Acc: 94.133% (43256/45952) 359/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.166 | Acc: 94.138% (43379/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.166 | Acc: 94.146% (43503/46208) 361/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.166 | Acc: 94.149% (43625/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m11s | Loss: 0.166 | Acc: 94.140% (43741/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.166 | Acc: 94.138% (43861/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.166 | Acc: 94.137% (43981/46720) 365/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.166 | Acc: 94.138% (44102/46848) 366/391 [============================================================>....] Step: 414ms | Tot: 2m13s | Loss: 0.166 | Acc: 94.131% (44219/46976) 367/391 [=============================================================>...] Step: 361ms | Tot: 2m13s | Loss: 0.166 | Acc: 94.128% (44338/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.166 | Acc: 94.125% (44457/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.167 | Acc: 94.113% (44572/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.166 | Acc: 94.119% (44695/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.166 | Acc: 94.124% (44818/47616) 372/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.166 | Acc: 94.127% (44940/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.166 | Acc: 94.134% (45064/47872) 374/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.166 | Acc: 94.127% (45181/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.166 | Acc: 94.134% (45305/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.166 | Acc: 94.142% (45429/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.166 | Acc: 94.134% (45546/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.166 | Acc: 94.135% (45667/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.166 | Acc: 94.139% (45789/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.166 | Acc: 94.135% (45908/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.166 | Acc: 94.141% (46031/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.166 | Acc: 94.146% (46154/49024) 383/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.166 | Acc: 94.143% (46273/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.166 | Acc: 94.131% (46388/49280) 385/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.166 | Acc: 94.141% (46513/49408) 386/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.166 | Acc: 94.125% (46626/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.166 | Acc: 94.123% (46745/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.166 | Acc: 94.130% (46869/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.166 | Acc: 94.131% (46990/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m22s | Loss: 0.166 | Acc: 94.136% (47068/50000) 391/391 + [>................................................................] Step: 497ms | Tot: 2ms | Loss: 0.388 | Acc: 87.000% (87/100) 1/100 [>................................................................] Step: 298ms | Tot: 300ms | Loss: 0.322 | Acc: 90.000% (180/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 595ms | Loss: 0.364 | Acc: 89.333% (268/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 891ms | Loss: 0.370 | Acc: 88.500% (354/400) 4/100 [==>..............................................................] Step: 288ms | Tot: 1s180ms | Loss: 0.381 | Acc: 87.400% (437/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s476ms | Loss: 0.340 | Acc: 88.333% (530/600) 6/100 [===>.............................................................] Step: 302ms | Tot: 1s779ms | Loss: 0.330 | Acc: 88.429% (619/700) 7/100 [====>............................................................] Step: 307ms | Tot: 2s86ms | Loss: 0.350 | Acc: 88.375% (707/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s395ms | Loss: 0.356 | Acc: 88.556% (797/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s697ms | Loss: 0.357 | Acc: 88.400% (884/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 2s998ms | Loss: 0.370 | Acc: 88.455% (973/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s305ms | Loss: 0.378 | Acc: 88.417% (1061/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s608ms | Loss: 0.365 | Acc: 88.538% (1151/1300) 13/100 [========>........................................................] Step: 316ms | Tot: 3s925ms | Loss: 0.361 | Acc: 88.857% (1244/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s224ms | Loss: 0.356 | Acc: 88.733% (1331/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s531ms | Loss: 0.356 | Acc: 88.625% (1418/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s838ms | Loss: 0.352 | Acc: 88.647% (1507/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s145ms | Loss: 0.360 | Acc: 88.278% (1589/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s453ms | Loss: 0.371 | Acc: 88.158% (1675/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s763ms | Loss: 0.381 | Acc: 87.850% (1757/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s70ms | Loss: 0.380 | Acc: 87.810% (1844/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s377ms | Loss: 0.375 | Acc: 87.864% (1933/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s688ms | Loss: 0.386 | Acc: 87.783% (2019/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 6s994ms | Loss: 0.391 | Acc: 87.750% (2106/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s304ms | Loss: 0.394 | Acc: 87.800% (2195/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s609ms | Loss: 0.399 | Acc: 87.577% (2277/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s916ms | Loss: 0.394 | Acc: 87.778% (2370/2700) 27/100 [=================>...............................................] Step: 325ms | Tot: 8s241ms | Loss: 0.395 | Acc: 87.750% (2457/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s546ms | Loss: 0.397 | Acc: 87.897% (2549/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s856ms | Loss: 0.395 | Acc: 87.933% (2638/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s162ms | Loss: 0.393 | Acc: 87.968% (2727/3100) 31/100 [====================>............................................] Step: 313ms | Tot: 9s476ms | Loss: 0.392 | Acc: 88.062% (2818/3200) 32/100 [====================>............................................] Step: 304ms | Tot: 9s780ms | Loss: 0.389 | Acc: 88.152% (2909/3300) 33/100 [=====================>...........................................] Step: 302ms | Tot: 10s82ms | Loss: 0.388 | Acc: 88.029% (2993/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s392ms | Loss: 0.389 | Acc: 87.971% (3079/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s698ms | Loss: 0.389 | Acc: 87.917% (3165/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s7ms | Loss: 0.392 | Acc: 87.838% (3250/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s318ms | Loss: 0.392 | Acc: 87.842% (3338/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s620ms | Loss: 0.392 | Acc: 87.923% (3429/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s923ms | Loss: 0.390 | Acc: 88.000% (3520/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s232ms | Loss: 0.392 | Acc: 87.927% (3605/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s538ms | Loss: 0.396 | Acc: 87.905% (3692/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s838ms | Loss: 0.394 | Acc: 87.930% (3781/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s143ms | Loss: 0.394 | Acc: 87.977% (3871/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s457ms | Loss: 0.391 | Acc: 88.022% (3961/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s758ms | Loss: 0.390 | Acc: 87.957% (4046/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s68ms | Loss: 0.388 | Acc: 88.021% (4137/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s378ms | Loss: 0.391 | Acc: 87.979% (4223/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s680ms | Loss: 0.387 | Acc: 88.041% (4314/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 14s992ms | Loss: 0.386 | Acc: 88.080% (4404/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s303ms | Loss: 0.386 | Acc: 88.118% (4494/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s608ms | Loss: 0.387 | Acc: 88.115% (4582/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s910ms | Loss: 0.386 | Acc: 88.170% (4673/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s216ms | Loss: 0.386 | Acc: 88.259% (4766/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s524ms | Loss: 0.385 | Acc: 88.218% (4852/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s826ms | Loss: 0.387 | Acc: 88.268% (4943/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 17s128ms | Loss: 0.387 | Acc: 88.263% (5031/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s436ms | Loss: 0.384 | Acc: 88.328% (5123/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s743ms | Loss: 0.384 | Acc: 88.271% (5208/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 18s53ms | Loss: 0.384 | Acc: 88.333% (5300/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s364ms | Loss: 0.383 | Acc: 88.410% (5393/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s673ms | Loss: 0.383 | Acc: 88.387% (5480/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 18s989ms | Loss: 0.382 | Acc: 88.429% (5571/6300) 63/100 [========================================>........................] Step: 310ms | Tot: 19s299ms | Loss: 0.379 | Acc: 88.500% (5664/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s602ms | Loss: 0.380 | Acc: 88.446% (5749/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s913ms | Loss: 0.380 | Acc: 88.439% (5837/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s223ms | Loss: 0.376 | Acc: 88.537% (5932/6700) 67/100 [===========================================>.....................] Step: 355ms | Tot: 20s578ms | Loss: 0.377 | Acc: 88.544% (6021/6800) 68/100 [============================================>....................] Step: 357ms | Tot: 20s935ms | Loss: 0.374 | Acc: 88.623% (6115/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s238ms | Loss: 0.373 | Acc: 88.600% (6202/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s540ms | Loss: 0.377 | Acc: 88.563% (6288/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s841ms | Loss: 0.377 | Acc: 88.528% (6374/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s148ms | Loss: 0.375 | Acc: 88.603% (6468/7300) 73/100 [===============================================>.................] Step: 311ms | Tot: 22s460ms | Loss: 0.376 | Acc: 88.541% (6552/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s767ms | Loss: 0.377 | Acc: 88.520% (6639/7500) 75/100 [================================================>................] Step: 301ms | Tot: 23s69ms | Loss: 0.377 | Acc: 88.500% (6726/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s377ms | Loss: 0.378 | Acc: 88.506% (6815/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s679ms | Loss: 0.378 | Acc: 88.526% (6905/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s982ms | Loss: 0.377 | Acc: 88.544% (6995/7900) 79/100 [===================================================>.............] Step: 311ms | Tot: 24s294ms | Loss: 0.378 | Acc: 88.513% (7081/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s597ms | Loss: 0.376 | Acc: 88.543% (7172/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s902ms | Loss: 0.375 | Acc: 88.573% (7263/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s208ms | Loss: 0.374 | Acc: 88.602% (7354/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s514ms | Loss: 0.373 | Acc: 88.631% (7445/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s820ms | Loss: 0.373 | Acc: 88.588% (7530/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 26s121ms | Loss: 0.374 | Acc: 88.558% (7616/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s432ms | Loss: 0.374 | Acc: 88.563% (7705/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s738ms | Loss: 0.374 | Acc: 88.580% (7795/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 27s42ms | Loss: 0.373 | Acc: 88.607% (7886/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s351ms | Loss: 0.372 | Acc: 88.611% (7975/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s659ms | Loss: 0.372 | Acc: 88.637% (8066/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 27s966ms | Loss: 0.370 | Acc: 88.674% (8158/9200) 92/100 [===========================================================>.....] Step: 310ms | Tot: 28s277ms | Loss: 0.372 | Acc: 88.634% (8243/9300) 93/100 [============================================================>....] Step: 306ms | Tot: 28s583ms | Loss: 0.372 | Acc: 88.638% (8332/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s889ms | Loss: 0.372 | Acc: 88.611% (8418/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s200ms | Loss: 0.371 | Acc: 88.635% (8509/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s507ms | Loss: 0.370 | Acc: 88.660% (8600/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s816ms | Loss: 0.371 | Acc: 88.673% (8690/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 30s116ms | Loss: 0.371 | Acc: 88.677% (8779/9900) 99/100 [================================================================>] Step: 309ms | Tot: 30s425ms | Loss: 0.371 | Acc: 88.730% (8873/10000) 100/100 + +Epoch: 153 + [>................................................................] Step: 624ms | Tot: 2ms | Loss: 0.117 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 388ms | Tot: 390ms | Loss: 0.119 | Acc: 95.312% (244/256) 2/391 [>................................................................] Step: 384ms | Tot: 774ms | Loss: 0.115 | Acc: 96.094% (369/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s141ms | Loss: 0.138 | Acc: 94.922% (486/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s505ms | Loss: 0.140 | Acc: 94.688% (606/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s873ms | Loss: 0.140 | Acc: 94.922% (729/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s234ms | Loss: 0.149 | Acc: 94.643% (848/896) 7/391 [=>...............................................................] Step: 354ms | Tot: 2s589ms | Loss: 0.152 | Acc: 94.629% (969/1024) 8/391 [=>...............................................................] Step: 367ms | Tot: 2s956ms | Loss: 0.151 | Acc: 94.618% (1090/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s317ms | Loss: 0.152 | Acc: 94.375% (1208/1280) 10/391 [=>...............................................................] Step: 355ms | Tot: 3s673ms | Loss: 0.149 | Acc: 94.531% (1331/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s31ms | Loss: 0.154 | Acc: 94.206% (1447/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s394ms | Loss: 0.155 | Acc: 94.291% (1569/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s754ms | Loss: 0.153 | Acc: 94.364% (1691/1792) 14/391 [==>..............................................................] Step: 351ms | Tot: 5s106ms | Loss: 0.153 | Acc: 94.375% (1812/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s463ms | Loss: 0.152 | Acc: 94.385% (1933/2048) 16/391 [==>..............................................................] Step: 357ms | Tot: 5s821ms | Loss: 0.151 | Acc: 94.485% (2056/2176) 17/391 [==>..............................................................] Step: 369ms | Tot: 6s190ms | Loss: 0.150 | Acc: 94.575% (2179/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s552ms | Loss: 0.147 | Acc: 94.655% (2302/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s906ms | Loss: 0.148 | Acc: 94.648% (2423/2560) 20/391 [===>.............................................................] Step: 365ms | Tot: 7s271ms | Loss: 0.148 | Acc: 94.680% (2545/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s635ms | Loss: 0.149 | Acc: 94.567% (2663/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 7s997ms | Loss: 0.150 | Acc: 94.565% (2784/2944) 23/391 [===>.............................................................] Step: 366ms | Tot: 8s363ms | Loss: 0.151 | Acc: 94.466% (2902/3072) 24/391 [===>.............................................................] Step: 356ms | Tot: 8s719ms | Loss: 0.151 | Acc: 94.438% (3022/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s81ms | Loss: 0.152 | Acc: 94.411% (3142/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s452ms | Loss: 0.152 | Acc: 94.416% (3263/3456) 27/391 [====>............................................................] Step: 359ms | Tot: 9s812ms | Loss: 0.151 | Acc: 94.448% (3385/3584) 28/391 [====>............................................................] Step: 358ms | Tot: 10s171ms | Loss: 0.150 | Acc: 94.585% (3511/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s531ms | Loss: 0.149 | Acc: 94.583% (3632/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 10s889ms | Loss: 0.152 | Acc: 94.506% (3750/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s249ms | Loss: 0.152 | Acc: 94.507% (3871/4096) 32/391 [=====>...........................................................] Step: 355ms | Tot: 11s604ms | Loss: 0.153 | Acc: 94.484% (3991/4224) 33/391 [=====>...........................................................] Step: 355ms | Tot: 11s959ms | Loss: 0.153 | Acc: 94.485% (4112/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s322ms | Loss: 0.155 | Acc: 94.353% (4227/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s689ms | Loss: 0.153 | Acc: 94.423% (4351/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s49ms | Loss: 0.154 | Acc: 94.341% (4468/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s414ms | Loss: 0.155 | Acc: 94.285% (4586/4864) 38/391 [======>..........................................................] Step: 356ms | Tot: 13s770ms | Loss: 0.154 | Acc: 94.291% (4707/4992) 39/391 [======>..........................................................] Step: 356ms | Tot: 14s127ms | Loss: 0.152 | Acc: 94.355% (4831/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s488ms | Loss: 0.152 | Acc: 94.417% (4955/5248) 41/391 [======>..........................................................] Step: 354ms | Tot: 14s843ms | Loss: 0.151 | Acc: 94.494% (5080/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s205ms | Loss: 0.151 | Acc: 94.531% (5203/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s562ms | Loss: 0.150 | Acc: 94.585% (5327/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 15s931ms | Loss: 0.149 | Acc: 94.635% (5451/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s290ms | Loss: 0.149 | Acc: 94.633% (5572/5888) 46/391 [=======>.........................................................] Step: 355ms | Tot: 16s645ms | Loss: 0.149 | Acc: 94.564% (5689/6016) 47/391 [=======>.........................................................] Step: 354ms | Tot: 16s999ms | Loss: 0.151 | Acc: 94.515% (5807/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s365ms | Loss: 0.151 | Acc: 94.515% (5928/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s731ms | Loss: 0.152 | Acc: 94.469% (6046/6400) 50/391 [========>........................................................] Step: 356ms | Tot: 18s87ms | Loss: 0.152 | Acc: 94.470% (6167/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s448ms | Loss: 0.152 | Acc: 94.471% (6288/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 18s807ms | Loss: 0.154 | Acc: 94.458% (6408/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s172ms | Loss: 0.153 | Acc: 94.488% (6531/6912) 54/391 [========>........................................................] Step: 404ms | Tot: 19s577ms | Loss: 0.152 | Acc: 94.517% (6654/7040) 55/391 [=========>.......................................................] Step: 415ms | Tot: 19s993ms | Loss: 0.153 | Acc: 94.475% (6772/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 20s353ms | Loss: 0.154 | Acc: 94.449% (6891/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s716ms | Loss: 0.154 | Acc: 94.450% (7012/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s84ms | Loss: 0.154 | Acc: 94.439% (7132/7552) 59/391 [=========>.......................................................] Step: 365ms | Tot: 21s449ms | Loss: 0.154 | Acc: 94.440% (7253/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s812ms | Loss: 0.154 | Acc: 94.416% (7372/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s179ms | Loss: 0.154 | Acc: 94.443% (7495/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s548ms | Loss: 0.153 | Acc: 94.519% (7622/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 22s905ms | Loss: 0.151 | Acc: 94.568% (7747/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s267ms | Loss: 0.153 | Acc: 94.543% (7866/8320) 65/391 [==========>......................................................] Step: 354ms | Tot: 23s621ms | Loss: 0.153 | Acc: 94.543% (7987/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 23s980ms | Loss: 0.154 | Acc: 94.496% (8104/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s344ms | Loss: 0.153 | Acc: 94.531% (8228/8704) 68/391 [===========>.....................................................] Step: 356ms | Tot: 24s701ms | Loss: 0.152 | Acc: 94.577% (8353/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s65ms | Loss: 0.152 | Acc: 94.554% (8472/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s429ms | Loss: 0.152 | Acc: 94.553% (8593/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 25s791ms | Loss: 0.153 | Acc: 94.520% (8711/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s155ms | Loss: 0.152 | Acc: 94.553% (8835/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s516ms | Loss: 0.152 | Acc: 94.542% (8955/9472) 74/391 [============>....................................................] Step: 357ms | Tot: 26s873ms | Loss: 0.151 | Acc: 94.583% (9080/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s234ms | Loss: 0.152 | Acc: 94.562% (9199/9728) 76/391 [============>....................................................] Step: 355ms | Tot: 27s589ms | Loss: 0.151 | Acc: 94.602% (9324/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 27s952ms | Loss: 0.151 | Acc: 94.591% (9444/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s308ms | Loss: 0.151 | Acc: 94.551% (9561/10112) 79/391 [=============>...................................................] Step: 355ms | Tot: 28s663ms | Loss: 0.151 | Acc: 94.541% (9681/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s30ms | Loss: 0.151 | Acc: 94.551% (9803/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s389ms | Loss: 0.152 | Acc: 94.503% (9919/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s748ms | Loss: 0.152 | Acc: 94.503% (10040/10624) 83/391 [=============>...................................................] Step: 354ms | Tot: 30s102ms | Loss: 0.151 | Acc: 94.513% (10162/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s466ms | Loss: 0.151 | Acc: 94.531% (10285/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 30s827ms | Loss: 0.151 | Acc: 94.540% (10407/11008) 86/391 [==============>..................................................] Step: 356ms | Tot: 31s184ms | Loss: 0.150 | Acc: 94.567% (10531/11136) 87/391 [==============>..................................................] Step: 363ms | Tot: 31s547ms | Loss: 0.150 | Acc: 94.602% (10656/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 31s912ms | Loss: 0.150 | Acc: 94.593% (10776/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s280ms | Loss: 0.150 | Acc: 94.601% (10898/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s642ms | Loss: 0.149 | Acc: 94.651% (11025/11648) 91/391 [===============>.................................................] Step: 357ms | Tot: 32s999ms | Loss: 0.149 | Acc: 94.625% (11143/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s365ms | Loss: 0.149 | Acc: 94.640% (11266/11904) 93/391 [===============>.................................................] Step: 355ms | Tot: 33s720ms | Loss: 0.148 | Acc: 94.648% (11388/12032) 94/391 [===============>.................................................] Step: 351ms | Tot: 34s72ms | Loss: 0.148 | Acc: 94.663% (11511/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s435ms | Loss: 0.148 | Acc: 94.653% (11631/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 34s796ms | Loss: 0.148 | Acc: 94.652% (11752/12416) 97/391 [================>................................................] Step: 355ms | Tot: 35s151ms | Loss: 0.148 | Acc: 94.635% (11871/12544) 98/391 [================>................................................] Step: 368ms | Tot: 35s520ms | Loss: 0.149 | Acc: 94.626% (11991/12672) 99/391 [================>................................................] Step: 361ms | Tot: 35s881ms | Loss: 0.149 | Acc: 94.625% (12112/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s239ms | Loss: 0.150 | Acc: 94.616% (12232/12928) 101/391 [================>................................................] Step: 355ms | Tot: 36s594ms | Loss: 0.150 | Acc: 94.638% (12356/13056) 102/391 [================>................................................] Step: 356ms | Tot: 36s950ms | Loss: 0.150 | Acc: 94.645% (12478/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s311ms | Loss: 0.149 | Acc: 94.644% (12599/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 37s680ms | Loss: 0.149 | Acc: 94.658% (12722/13440) 105/391 [=================>...............................................] Step: 352ms | Tot: 38s33ms | Loss: 0.150 | Acc: 94.664% (12844/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 38s399ms | Loss: 0.150 | Acc: 94.655% (12964/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s765ms | Loss: 0.151 | Acc: 94.633% (13082/13824) 108/391 [=================>...............................................] Step: 357ms | Tot: 39s123ms | Loss: 0.151 | Acc: 94.624% (13202/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s485ms | Loss: 0.151 | Acc: 94.631% (13324/14080) 110/391 [==================>..............................................] Step: 355ms | Tot: 39s840ms | Loss: 0.151 | Acc: 94.630% (13445/14208) 111/391 [==================>..............................................] Step: 354ms | Tot: 40s195ms | Loss: 0.151 | Acc: 94.615% (13564/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s553ms | Loss: 0.151 | Acc: 94.635% (13688/14464) 113/391 [==================>..............................................] Step: 355ms | Tot: 40s908ms | Loss: 0.151 | Acc: 94.613% (13806/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s272ms | Loss: 0.151 | Acc: 94.613% (13927/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s629ms | Loss: 0.151 | Acc: 94.599% (14046/14848) 116/391 [===================>.............................................] Step: 369ms | Tot: 41s999ms | Loss: 0.151 | Acc: 94.611% (14169/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s365ms | Loss: 0.152 | Acc: 94.597% (14288/15104) 118/391 [===================>.............................................] Step: 353ms | Tot: 42s718ms | Loss: 0.152 | Acc: 94.603% (14410/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s80ms | Loss: 0.152 | Acc: 94.609% (14532/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s446ms | Loss: 0.152 | Acc: 94.615% (14654/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 43s805ms | Loss: 0.152 | Acc: 94.595% (14772/15616) 122/391 [====================>............................................] Step: 355ms | Tot: 44s160ms | Loss: 0.152 | Acc: 94.614% (14896/15744) 123/391 [====================>............................................] Step: 354ms | Tot: 44s515ms | Loss: 0.152 | Acc: 94.594% (15014/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 44s874ms | Loss: 0.152 | Acc: 94.612% (15138/16000) 125/391 [====================>............................................] Step: 371ms | Tot: 45s245ms | Loss: 0.153 | Acc: 94.593% (15256/16128) 126/391 [====================>............................................] Step: 359ms | Tot: 45s605ms | Loss: 0.152 | Acc: 94.611% (15380/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 45s965ms | Loss: 0.153 | Acc: 94.617% (15502/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s331ms | Loss: 0.153 | Acc: 94.604% (15621/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 46s697ms | Loss: 0.153 | Acc: 94.597% (15741/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s57ms | Loss: 0.153 | Acc: 94.585% (15860/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s420ms | Loss: 0.154 | Acc: 94.549% (15975/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 47s780ms | Loss: 0.154 | Acc: 94.566% (16099/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s138ms | Loss: 0.154 | Acc: 94.566% (16220/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 48s507ms | Loss: 0.154 | Acc: 94.583% (16344/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 48s865ms | Loss: 0.153 | Acc: 94.594% (16467/17408) 136/391 [======================>..........................................] Step: 354ms | Tot: 49s220ms | Loss: 0.154 | Acc: 94.588% (16587/17536) 137/391 [======================>..........................................] Step: 410ms | Tot: 49s631ms | Loss: 0.154 | Acc: 94.577% (16706/17664) 138/391 [======================>..........................................] Step: 417ms | Tot: 50s48ms | Loss: 0.154 | Acc: 94.554% (16823/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s413ms | Loss: 0.154 | Acc: 94.559% (16945/17920) 140/391 [=======================>.........................................] Step: 354ms | Tot: 50s767ms | Loss: 0.154 | Acc: 94.559% (17066/18048) 141/391 [=======================>.........................................] Step: 348ms | Tot: 51s116ms | Loss: 0.154 | Acc: 94.548% (17185/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s477ms | Loss: 0.154 | Acc: 94.548% (17306/18304) 143/391 [=======================>.........................................] Step: 372ms | Tot: 51s849ms | Loss: 0.154 | Acc: 94.531% (17424/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 52s214ms | Loss: 0.154 | Acc: 94.542% (17547/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 52s579ms | Loss: 0.154 | Acc: 94.531% (17666/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 52s942ms | Loss: 0.154 | Acc: 94.547% (17790/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s301ms | Loss: 0.154 | Acc: 94.552% (17912/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s662ms | Loss: 0.154 | Acc: 94.526% (18028/19072) 149/391 [========================>........................................] Step: 365ms | Tot: 54s28ms | Loss: 0.154 | Acc: 94.542% (18152/19200) 150/391 [========================>........................................] Step: 375ms | Tot: 54s404ms | Loss: 0.153 | Acc: 94.547% (18274/19328) 151/391 [=========================>.......................................] Step: 351ms | Tot: 54s756ms | Loss: 0.153 | Acc: 94.557% (18397/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 55s117ms | Loss: 0.153 | Acc: 94.541% (18515/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s481ms | Loss: 0.153 | Acc: 94.541% (18636/19712) 154/391 [=========================>.......................................] Step: 361ms | Tot: 55s842ms | Loss: 0.153 | Acc: 94.526% (18754/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 56s198ms | Loss: 0.153 | Acc: 94.526% (18875/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s557ms | Loss: 0.154 | Acc: 94.521% (18995/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 56s913ms | Loss: 0.154 | Acc: 94.531% (19118/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s273ms | Loss: 0.154 | Acc: 94.526% (19238/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 57s633ms | Loss: 0.154 | Acc: 94.521% (19358/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 57s999ms | Loss: 0.155 | Acc: 94.517% (19478/20608) 161/391 [==========================>......................................] Step: 364ms | Tot: 58s364ms | Loss: 0.155 | Acc: 94.502% (19596/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 58s723ms | Loss: 0.155 | Acc: 94.507% (19718/20864) 163/391 [===========================>.....................................] Step: 353ms | Tot: 59s77ms | Loss: 0.156 | Acc: 94.498% (19837/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 59s437ms | Loss: 0.156 | Acc: 94.508% (19960/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 59s800ms | Loss: 0.156 | Acc: 94.512% (20082/21248) 166/391 [===========================>.....................................] Step: 357ms | Tot: 1m157ms | Loss: 0.156 | Acc: 94.494% (20199/21376) 167/391 [===========================>.....................................] Step: 354ms | Tot: 1m511ms | Loss: 0.156 | Acc: 94.494% (20320/21504) 168/391 [===========================>.....................................] Step: 349ms | Tot: 1m861ms | Loss: 0.156 | Acc: 94.499% (20442/21632) 169/391 [============================>....................................] Step: 354ms | Tot: 1m1s | Loss: 0.156 | Acc: 94.513% (20566/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.156 | Acc: 94.522% (20689/21888) 171/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.156 | Acc: 94.499% (20805/22016) 172/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.156 | Acc: 94.495% (20925/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.156 | Acc: 94.509% (21049/22272) 174/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.156 | Acc: 94.500% (21168/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.156 | Acc: 94.518% (21293/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m3s | Loss: 0.157 | Acc: 94.496% (21409/22656) 177/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.156 | Acc: 94.496% (21530/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.156 | Acc: 94.488% (21649/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.157 | Acc: 94.479% (21768/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.158 | Acc: 94.432% (21878/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.158 | Acc: 94.424% (21997/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.158 | Acc: 94.416% (22116/23424) 183/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.159 | Acc: 94.387% (22230/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.159 | Acc: 94.379% (22349/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.159 | Acc: 94.380% (22470/23808) 186/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.159 | Acc: 94.385% (22592/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m7s | Loss: 0.160 | Acc: 94.361% (22707/24064) 188/391 [===============================>.................................] Step: 387ms | Tot: 1m8s | Loss: 0.160 | Acc: 94.370% (22830/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.160 | Acc: 94.375% (22952/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.160 | Acc: 94.380% (23074/24448) 191/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.160 | Acc: 94.373% (23193/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.160 | Acc: 94.386% (23317/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m9s | Loss: 0.160 | Acc: 94.398% (23441/24832) 194/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.159 | Acc: 94.403% (23563/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.160 | Acc: 94.404% (23684/25088) 196/391 [================================>................................] Step: 355ms | Tot: 1m10s | Loss: 0.159 | Acc: 94.428% (23811/25216) 197/391 [================================>................................] Step: 371ms | Tot: 1m11s | Loss: 0.159 | Acc: 94.433% (23933/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.159 | Acc: 94.429% (24053/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.159 | Acc: 94.434% (24175/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.159 | Acc: 94.438% (24297/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.159 | Acc: 94.454% (24422/25856) 202/391 [=================================>...............................] Step: 352ms | Tot: 1m13s | Loss: 0.159 | Acc: 94.443% (24540/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.159 | Acc: 94.443% (24661/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.159 | Acc: 94.440% (24781/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.159 | Acc: 94.410% (24894/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m14s | Loss: 0.159 | Acc: 94.410% (25015/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m14s | Loss: 0.160 | Acc: 94.392% (25131/26624) 208/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.159 | Acc: 94.397% (25253/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.159 | Acc: 94.405% (25376/26880) 210/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.159 | Acc: 94.405% (25497/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m16s | Loss: 0.159 | Acc: 94.406% (25618/27136) 212/391 [===================================>.............................] Step: 375ms | Tot: 1m16s | Loss: 0.159 | Acc: 94.407% (25739/27264) 213/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.159 | Acc: 94.403% (25859/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.159 | Acc: 94.408% (25981/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.159 | Acc: 94.419% (26105/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.159 | Acc: 94.420% (26226/27776) 217/391 [====================================>............................] Step: 379ms | Tot: 1m18s | Loss: 0.159 | Acc: 94.420% (26347/27904) 218/391 [====================================>............................] Step: 352ms | Tot: 1m18s | Loss: 0.159 | Acc: 94.431% (26471/28032) 219/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.159 | Acc: 94.425% (26590/28160) 220/391 [====================================>............................] Step: 405ms | Tot: 1m19s | Loss: 0.159 | Acc: 94.425% (26711/28288) 221/391 [====================================>............................] Step: 403ms | Tot: 1m20s | Loss: 0.159 | Acc: 94.422% (26831/28416) 222/391 [====================================>............................] Step: 376ms | Tot: 1m20s | Loss: 0.159 | Acc: 94.426% (26953/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m20s | Loss: 0.159 | Acc: 94.427% (27074/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.158 | Acc: 94.444% (27200/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.159 | Acc: 94.431% (27317/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.159 | Acc: 94.404% (27430/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.159 | Acc: 94.408% (27552/29184) 228/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.159 | Acc: 94.415% (27675/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m22s | Loss: 0.159 | Acc: 94.416% (27796/29440) 230/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.159 | Acc: 94.426% (27920/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.159 | Acc: 94.430% (28042/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.159 | Acc: 94.437% (28165/29824) 233/391 [======================================>..........................] Step: 380ms | Tot: 1m24s | Loss: 0.159 | Acc: 94.434% (28285/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.159 | Acc: 94.428% (28404/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m25s | Loss: 0.159 | Acc: 94.435% (28527/30208) 236/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.159 | Acc: 94.442% (28650/30336) 237/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.159 | Acc: 94.439% (28770/30464) 238/391 [=======================================>.........................] Step: 373ms | Tot: 1m26s | Loss: 0.159 | Acc: 94.440% (28891/30592) 239/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.159 | Acc: 94.424% (29007/30720) 240/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.159 | Acc: 94.424% (29128/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.159 | Acc: 94.428% (29250/30976) 242/391 [========================================>........................] Step: 368ms | Tot: 1m27s | Loss: 0.158 | Acc: 94.448% (29377/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.159 | Acc: 94.438% (29495/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.159 | Acc: 94.436% (29615/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.159 | Acc: 94.430% (29734/31488) 246/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.159 | Acc: 94.436% (29857/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m29s | Loss: 0.159 | Acc: 94.434% (29977/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m29s | Loss: 0.158 | Acc: 94.443% (30101/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.158 | Acc: 94.453% (30225/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.159 | Acc: 94.450% (30345/32128) 251/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.158 | Acc: 94.463% (30470/32256) 252/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.159 | Acc: 94.445% (30585/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m31s | Loss: 0.159 | Acc: 94.457% (30710/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.159 | Acc: 94.455% (30830/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.159 | Acc: 94.467% (30955/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.159 | Acc: 94.464% (31075/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.159 | Acc: 94.459% (31194/33024) 258/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.159 | Acc: 94.450% (31312/33152) 259/391 [===========================================>.....................] Step: 356ms | Tot: 1m33s | Loss: 0.159 | Acc: 94.441% (31430/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.159 | Acc: 94.441% (31551/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.160 | Acc: 94.436% (31670/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.160 | Acc: 94.436% (31791/33664) 263/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.160 | Acc: 94.428% (31909/33792) 264/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.159 | Acc: 94.428% (32030/33920) 265/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.160 | Acc: 94.414% (32146/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.160 | Acc: 94.411% (32266/34176) 267/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.160 | Acc: 94.406% (32385/34304) 268/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.160 | Acc: 94.401% (32504/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.161 | Acc: 94.392% (32622/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.160 | Acc: 94.393% (32743/34688) 271/391 [=============================================>...................] Step: 373ms | Tot: 1m38s | Loss: 0.161 | Acc: 94.391% (32863/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.161 | Acc: 94.377% (32979/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.161 | Acc: 94.386% (33103/35072) 274/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.161 | Acc: 94.384% (33223/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.161 | Acc: 94.387% (33345/35328) 276/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.161 | Acc: 94.387% (33466/35456) 277/391 [==============================================>..................] Step: 365ms | Tot: 1m40s | Loss: 0.161 | Acc: 94.391% (33588/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m40s | Loss: 0.161 | Acc: 94.386% (33707/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.161 | Acc: 94.389% (33829/35840) 280/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.161 | Acc: 94.389% (33950/35968) 281/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.161 | Acc: 94.379% (34067/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.161 | Acc: 94.371% (34185/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.161 | Acc: 94.377% (34308/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m42s | Loss: 0.161 | Acc: 94.372% (34427/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.161 | Acc: 94.384% (34552/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.160 | Acc: 94.392% (34676/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.160 | Acc: 94.390% (34796/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.160 | Acc: 94.393% (34918/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m44s | Loss: 0.160 | Acc: 94.402% (35042/37120) 290/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.160 | Acc: 94.400% (35162/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.160 | Acc: 94.397% (35282/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.160 | Acc: 94.401% (35404/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.160 | Acc: 94.398% (35524/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.160 | Acc: 94.378% (35637/37760) 295/391 [=================================================>...............] Step: 371ms | Tot: 1m46s | Loss: 0.161 | Acc: 94.370% (35755/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.161 | Acc: 94.366% (35874/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.161 | Acc: 94.366% (35995/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.161 | Acc: 94.367% (36116/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.161 | Acc: 94.357% (36233/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.161 | Acc: 94.368% (36358/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.161 | Acc: 94.373% (36481/38656) 302/391 [==================================================>..............] Step: 399ms | Tot: 1m49s | Loss: 0.161 | Acc: 94.371% (36601/38784) 303/391 [==================================================>..............] Step: 405ms | Tot: 1m49s | Loss: 0.160 | Acc: 94.374% (36723/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.161 | Acc: 94.370% (36842/39040) 305/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.161 | Acc: 94.363% (36960/39168) 306/391 [==================================================>..............] Step: 372ms | Tot: 1m51s | Loss: 0.161 | Acc: 94.368% (37083/39296) 307/391 [===================================================>.............] Step: 371ms | Tot: 1m51s | Loss: 0.161 | Acc: 94.369% (37204/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m51s | Loss: 0.161 | Acc: 94.380% (37329/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.161 | Acc: 94.375% (37448/39680) 310/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.161 | Acc: 94.365% (37565/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.161 | Acc: 94.353% (37681/39936) 312/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.161 | Acc: 94.354% (37802/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m53s | Loss: 0.161 | Acc: 94.362% (37926/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m53s | Loss: 0.161 | Acc: 94.360% (38046/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.161 | Acc: 94.361% (38167/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.161 | Acc: 94.359% (38287/40576) 317/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.161 | Acc: 94.354% (38406/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.161 | Acc: 94.352% (38526/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m55s | Loss: 0.161 | Acc: 94.346% (38644/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.161 | Acc: 94.346% (38765/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m56s | Loss: 0.162 | Acc: 94.335% (38881/41216) 322/391 [=====================================================>...........] Step: 376ms | Tot: 1m56s | Loss: 0.162 | Acc: 94.335% (39002/41344) 323/391 [=====================================================>...........] Step: 384ms | Tot: 1m57s | Loss: 0.162 | Acc: 94.314% (39114/41472) 324/391 [=====================================================>...........] Step: 373ms | Tot: 1m57s | Loss: 0.162 | Acc: 94.312% (39234/41600) 325/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.162 | Acc: 94.318% (39357/41728) 326/391 [======================================================>..........] Step: 375ms | Tot: 1m58s | Loss: 0.162 | Acc: 94.319% (39478/41856) 327/391 [======================================================>..........] Step: 369ms | Tot: 1m58s | Loss: 0.162 | Acc: 94.319% (39599/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.162 | Acc: 94.318% (39719/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.162 | Acc: 94.323% (39842/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.162 | Acc: 94.314% (39959/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m272ms | Loss: 0.162 | Acc: 94.324% (40084/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m633ms | Loss: 0.162 | Acc: 94.320% (40203/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 2m990ms | Loss: 0.162 | Acc: 94.325% (40326/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.162 | Acc: 94.324% (40446/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.162 | Acc: 94.329% (40569/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.162 | Acc: 94.327% (40689/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.162 | Acc: 94.330% (40811/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.162 | Acc: 94.326% (40930/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.162 | Acc: 94.324% (41050/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.162 | Acc: 94.318% (41168/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.163 | Acc: 94.310% (41285/43776) 342/391 [========================================================>........] Step: 354ms | Tot: 2m4s | Loss: 0.163 | Acc: 94.313% (41407/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.163 | Acc: 94.309% (41526/44032) 344/391 [=========================================================>.......] Step: 358ms | Tot: 2m4s | Loss: 0.163 | Acc: 94.307% (41646/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.163 | Acc: 94.310% (41768/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.163 | Acc: 94.322% (41894/44416) 347/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.163 | Acc: 94.316% (42012/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.163 | Acc: 94.314% (42132/44672) 349/391 [==========================================================>......] Step: 368ms | Tot: 2m6s | Loss: 0.163 | Acc: 94.319% (42255/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.163 | Acc: 94.313% (42373/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.163 | Acc: 94.312% (42493/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.163 | Acc: 94.312% (42614/45184) 353/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.163 | Acc: 94.304% (42731/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.163 | Acc: 94.307% (42853/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m8s | Loss: 0.163 | Acc: 94.310% (42975/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.163 | Acc: 94.301% (43092/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.163 | Acc: 94.291% (43208/45824) 358/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.163 | Acc: 94.288% (43327/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.163 | Acc: 94.286% (43447/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.163 | Acc: 94.282% (43566/46208) 361/391 [============================================================>....] Step: 376ms | Tot: 2m11s | Loss: 0.163 | Acc: 94.285% (43688/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.163 | Acc: 94.282% (43807/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.163 | Acc: 94.274% (43924/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.163 | Acc: 94.283% (44049/46720) 365/391 [============================================================>....] Step: 355ms | Tot: 2m12s | Loss: 0.163 | Acc: 94.286% (44171/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.163 | Acc: 94.286% (44292/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m13s | Loss: 0.163 | Acc: 94.293% (44416/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.163 | Acc: 94.303% (44541/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.163 | Acc: 94.303% (44662/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.163 | Acc: 94.306% (44784/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.163 | Acc: 94.304% (44904/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.162 | Acc: 94.313% (45029/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m15s | Loss: 0.162 | Acc: 94.316% (45151/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.162 | Acc: 94.321% (45274/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.162 | Acc: 94.330% (45399/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.162 | Acc: 94.332% (45521/48256) 377/391 [==============================================================>..] Step: 372ms | Tot: 2m16s | Loss: 0.162 | Acc: 94.337% (45644/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.162 | Acc: 94.333% (45763/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.162 | Acc: 94.319% (45877/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m17s | Loss: 0.162 | Acc: 94.324% (46000/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.162 | Acc: 94.329% (46123/48896) 382/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.162 | Acc: 94.321% (46240/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.162 | Acc: 94.324% (46362/49152) 384/391 [===============================================================>.] Step: 387ms | Tot: 2m19s | Loss: 0.162 | Acc: 94.322% (46482/49280) 385/391 [================================================================>] Step: 426ms | Tot: 2m19s | Loss: 0.162 | Acc: 94.319% (46601/49408) 386/391 [================================================================>] Step: 382ms | Tot: 2m20s | Loss: 0.162 | Acc: 94.321% (46723/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m20s | Loss: 0.163 | Acc: 94.318% (46842/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.162 | Acc: 94.320% (46964/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.163 | Acc: 94.317% (47083/49920) 390/391 [================================================================>] Step: 350ms | Tot: 2m21s | Loss: 0.163 | Acc: 94.314% (47157/50000) 391/391 + [>................................................................] Step: 481ms | Tot: 2ms | Loss: 0.338 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.313 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 595ms | Loss: 0.348 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 890ms | Loss: 0.351 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s189ms | Loss: 0.368 | Acc: 88.000% (440/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s488ms | Loss: 0.344 | Acc: 88.667% (532/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s785ms | Loss: 0.340 | Acc: 88.571% (620/700) 7/100 [====>............................................................] Step: 298ms | Tot: 2s83ms | Loss: 0.344 | Acc: 88.500% (708/800) 8/100 [=====>...........................................................] Step: 294ms | Tot: 2s377ms | Loss: 0.344 | Acc: 88.556% (797/900) 9/100 [=====>...........................................................] Step: 298ms | Tot: 2s675ms | Loss: 0.348 | Acc: 88.600% (886/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s973ms | Loss: 0.345 | Acc: 88.727% (976/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s276ms | Loss: 0.359 | Acc: 88.583% (1063/1200) 12/100 [=======>.........................................................] Step: 294ms | Tot: 3s571ms | Loss: 0.347 | Acc: 88.769% (1154/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s879ms | Loss: 0.348 | Acc: 88.857% (1244/1400) 14/100 [=========>.......................................................] Step: 315ms | Tot: 4s194ms | Loss: 0.342 | Acc: 88.800% (1332/1500) 15/100 [=========>.......................................................] Step: 320ms | Tot: 4s514ms | Loss: 0.346 | Acc: 88.688% (1419/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s817ms | Loss: 0.338 | Acc: 89.000% (1513/1700) 17/100 [===========>.....................................................] Step: 311ms | Tot: 5s129ms | Loss: 0.343 | Acc: 89.056% (1603/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s434ms | Loss: 0.348 | Acc: 89.000% (1691/1900) 19/100 [============>....................................................] Step: 301ms | Tot: 5s735ms | Loss: 0.351 | Acc: 88.900% (1778/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s45ms | Loss: 0.356 | Acc: 88.571% (1860/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s352ms | Loss: 0.355 | Acc: 88.591% (1949/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s666ms | Loss: 0.360 | Acc: 88.435% (2034/2300) 23/100 [==============>..................................................] Step: 325ms | Tot: 6s991ms | Loss: 0.364 | Acc: 88.292% (2119/2400) 24/100 [===============>.................................................] Step: 315ms | Tot: 7s307ms | Loss: 0.371 | Acc: 88.120% (2203/2500) 25/100 [================>................................................] Step: 315ms | Tot: 7s622ms | Loss: 0.377 | Acc: 87.885% (2285/2600) 26/100 [================>................................................] Step: 316ms | Tot: 7s939ms | Loss: 0.374 | Acc: 87.926% (2374/2700) 27/100 [=================>...............................................] Step: 321ms | Tot: 8s260ms | Loss: 0.372 | Acc: 87.964% (2463/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s573ms | Loss: 0.378 | Acc: 88.000% (2552/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s880ms | Loss: 0.378 | Acc: 87.967% (2639/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s188ms | Loss: 0.377 | Acc: 87.968% (2727/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s495ms | Loss: 0.376 | Acc: 88.062% (2818/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s804ms | Loss: 0.375 | Acc: 88.030% (2905/3300) 33/100 [=====================>...........................................] Step: 309ms | Tot: 10s114ms | Loss: 0.374 | Acc: 88.088% (2995/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s422ms | Loss: 0.375 | Acc: 88.029% (3081/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s725ms | Loss: 0.372 | Acc: 88.056% (3170/3600) 36/100 [=======================>.........................................] Step: 300ms | Tot: 11s25ms | Loss: 0.372 | Acc: 88.108% (3260/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s328ms | Loss: 0.375 | Acc: 88.000% (3344/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s631ms | Loss: 0.375 | Acc: 88.051% (3434/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s932ms | Loss: 0.374 | Acc: 88.075% (3523/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s239ms | Loss: 0.380 | Acc: 88.049% (3610/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s547ms | Loss: 0.382 | Acc: 88.024% (3697/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s855ms | Loss: 0.379 | Acc: 88.070% (3787/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s163ms | Loss: 0.378 | Acc: 88.159% (3879/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s463ms | Loss: 0.379 | Acc: 88.156% (3967/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s770ms | Loss: 0.378 | Acc: 88.174% (4056/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s82ms | Loss: 0.377 | Acc: 88.128% (4142/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s389ms | Loss: 0.378 | Acc: 88.042% (4226/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s691ms | Loss: 0.375 | Acc: 88.082% (4316/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s989ms | Loss: 0.376 | Acc: 88.100% (4405/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s296ms | Loss: 0.377 | Acc: 88.157% (4496/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s599ms | Loss: 0.377 | Acc: 88.115% (4582/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 15s899ms | Loss: 0.375 | Acc: 88.113% (4670/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s203ms | Loss: 0.375 | Acc: 88.130% (4759/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s517ms | Loss: 0.374 | Acc: 88.109% (4846/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 16s827ms | Loss: 0.373 | Acc: 88.143% (4936/5600) 56/100 [====================================>............................] Step: 315ms | Tot: 17s143ms | Loss: 0.374 | Acc: 88.123% (5023/5700) 57/100 [=====================================>...........................] Step: 299ms | Tot: 17s443ms | Loss: 0.372 | Acc: 88.138% (5112/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s749ms | Loss: 0.373 | Acc: 88.085% (5197/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s58ms | Loss: 0.373 | Acc: 88.067% (5284/6000) 60/100 [=======================================>.........................] Step: 297ms | Tot: 18s355ms | Loss: 0.375 | Acc: 88.049% (5371/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s660ms | Loss: 0.374 | Acc: 88.065% (5460/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s962ms | Loss: 0.374 | Acc: 88.095% (5550/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s274ms | Loss: 0.372 | Acc: 88.172% (5643/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s582ms | Loss: 0.371 | Acc: 88.185% (5732/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s883ms | Loss: 0.373 | Acc: 88.136% (5817/6600) 66/100 [==========================================>......................] Step: 304ms | Tot: 20s188ms | Loss: 0.370 | Acc: 88.179% (5908/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s493ms | Loss: 0.370 | Acc: 88.191% (5997/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s801ms | Loss: 0.368 | Acc: 88.246% (6089/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s111ms | Loss: 0.368 | Acc: 88.214% (6175/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s415ms | Loss: 0.369 | Acc: 88.197% (6262/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s720ms | Loss: 0.370 | Acc: 88.153% (6347/7200) 72/100 [==============================================>..................] Step: 300ms | Tot: 22s20ms | Loss: 0.369 | Acc: 88.178% (6437/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s326ms | Loss: 0.369 | Acc: 88.203% (6527/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s630ms | Loss: 0.370 | Acc: 88.213% (6616/7500) 75/100 [================================================>................] Step: 304ms | Tot: 22s935ms | Loss: 0.372 | Acc: 88.224% (6705/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 23s241ms | Loss: 0.371 | Acc: 88.234% (6794/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s543ms | Loss: 0.371 | Acc: 88.256% (6884/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 23s849ms | Loss: 0.371 | Acc: 88.253% (6972/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s154ms | Loss: 0.370 | Acc: 88.263% (7061/8000) 80/100 [====================================================>............] Step: 301ms | Tot: 24s456ms | Loss: 0.369 | Acc: 88.272% (7150/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s759ms | Loss: 0.368 | Acc: 88.268% (7238/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s72ms | Loss: 0.369 | Acc: 88.253% (7325/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s376ms | Loss: 0.368 | Acc: 88.298% (7417/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s683ms | Loss: 0.369 | Acc: 88.235% (7500/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 25s990ms | Loss: 0.369 | Acc: 88.209% (7586/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s296ms | Loss: 0.369 | Acc: 88.184% (7672/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s607ms | Loss: 0.370 | Acc: 88.170% (7759/8800) 88/100 [=========================================================>.......] Step: 297ms | Tot: 26s905ms | Loss: 0.370 | Acc: 88.157% (7846/8900) 89/100 [=========================================================>.......] Step: 331ms | Tot: 27s236ms | Loss: 0.370 | Acc: 88.167% (7935/9000) 90/100 [==========================================================>......] Step: 360ms | Tot: 27s597ms | Loss: 0.369 | Acc: 88.165% (8023/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s903ms | Loss: 0.367 | Acc: 88.228% (8117/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s206ms | Loss: 0.369 | Acc: 88.161% (8199/9300) 93/100 [============================================================>....] Step: 297ms | Tot: 28s503ms | Loss: 0.370 | Acc: 88.170% (8288/9400) 94/100 [=============================================================>...] Step: 303ms | Tot: 28s806ms | Loss: 0.368 | Acc: 88.211% (8380/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s112ms | Loss: 0.368 | Acc: 88.250% (8472/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s418ms | Loss: 0.367 | Acc: 88.268% (8562/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s727ms | Loss: 0.367 | Acc: 88.296% (8653/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s32ms | Loss: 0.369 | Acc: 88.293% (8741/9900) 99/100 [================================================================>] Step: 296ms | Tot: 30s329ms | Loss: 0.367 | Acc: 88.330% (8833/10000) 100/100 + +Epoch: 154 + [>................................................................] Step: 600ms | Tot: 2ms | Loss: 0.164 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 380ms | Tot: 382ms | Loss: 0.142 | Acc: 95.703% (245/256) 2/391 [>................................................................] Step: 378ms | Tot: 760ms | Loss: 0.135 | Acc: 95.833% (368/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s127ms | Loss: 0.129 | Acc: 96.094% (492/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s488ms | Loss: 0.134 | Acc: 95.781% (613/640) 5/391 [>................................................................] Step: 375ms | Tot: 1s864ms | Loss: 0.137 | Acc: 95.703% (735/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s230ms | Loss: 0.131 | Acc: 95.871% (859/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s590ms | Loss: 0.145 | Acc: 95.703% (980/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s952ms | Loss: 0.154 | Acc: 95.399% (1099/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s312ms | Loss: 0.145 | Acc: 95.703% (1225/1280) 10/391 [=>...............................................................] Step: 359ms | Tot: 3s671ms | Loss: 0.150 | Acc: 95.384% (1343/1408) 11/391 [=>...............................................................] Step: 356ms | Tot: 4s28ms | Loss: 0.152 | Acc: 95.378% (1465/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s389ms | Loss: 0.153 | Acc: 95.373% (1587/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s750ms | Loss: 0.148 | Acc: 95.592% (1713/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s121ms | Loss: 0.145 | Acc: 95.677% (1837/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s481ms | Loss: 0.144 | Acc: 95.703% (1960/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s844ms | Loss: 0.148 | Acc: 95.680% (2082/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s203ms | Loss: 0.153 | Acc: 95.530% (2201/2304) 18/391 [==>..............................................................] Step: 358ms | Tot: 6s561ms | Loss: 0.154 | Acc: 95.395% (2320/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s918ms | Loss: 0.151 | Acc: 95.391% (2442/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s275ms | Loss: 0.159 | Acc: 95.052% (2555/2688) 21/391 [===>.............................................................] Step: 362ms | Tot: 7s638ms | Loss: 0.157 | Acc: 95.099% (2678/2816) 22/391 [===>.............................................................] Step: 352ms | Tot: 7s990ms | Loss: 0.156 | Acc: 95.143% (2801/2944) 23/391 [===>.............................................................] Step: 372ms | Tot: 8s363ms | Loss: 0.157 | Acc: 95.085% (2921/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s727ms | Loss: 0.154 | Acc: 95.188% (3046/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s87ms | Loss: 0.152 | Acc: 95.192% (3168/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s450ms | Loss: 0.155 | Acc: 95.110% (3287/3456) 27/391 [====>............................................................] Step: 359ms | Tot: 9s810ms | Loss: 0.154 | Acc: 95.145% (3410/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s173ms | Loss: 0.154 | Acc: 95.070% (3529/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s534ms | Loss: 0.154 | Acc: 94.974% (3647/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s898ms | Loss: 0.156 | Acc: 94.909% (3766/3968) 31/391 [=====>...........................................................] Step: 375ms | Tot: 11s274ms | Loss: 0.155 | Acc: 94.946% (3889/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s638ms | Loss: 0.154 | Acc: 94.981% (4012/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 12s1ms | Loss: 0.156 | Acc: 94.807% (4126/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s363ms | Loss: 0.156 | Acc: 94.866% (4250/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s729ms | Loss: 0.158 | Acc: 94.792% (4368/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s88ms | Loss: 0.158 | Acc: 94.806% (4490/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s447ms | Loss: 0.159 | Acc: 94.757% (4609/4864) 38/391 [======>..........................................................] Step: 358ms | Tot: 13s805ms | Loss: 0.158 | Acc: 94.752% (4730/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s169ms | Loss: 0.159 | Acc: 94.727% (4850/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s539ms | Loss: 0.158 | Acc: 94.760% (4973/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 14s908ms | Loss: 0.158 | Acc: 94.754% (5094/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s272ms | Loss: 0.158 | Acc: 94.822% (5219/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s630ms | Loss: 0.159 | Acc: 94.780% (5338/5632) 44/391 [=======>.........................................................] Step: 377ms | Tot: 16s8ms | Loss: 0.157 | Acc: 94.792% (5460/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s379ms | Loss: 0.158 | Acc: 94.752% (5579/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s743ms | Loss: 0.158 | Acc: 94.714% (5698/6016) 47/391 [=======>.........................................................] Step: 362ms | Tot: 17s106ms | Loss: 0.158 | Acc: 94.694% (5818/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s465ms | Loss: 0.157 | Acc: 94.739% (5942/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 17s833ms | Loss: 0.157 | Acc: 94.766% (6065/6400) 50/391 [========>........................................................] Step: 376ms | Tot: 18s210ms | Loss: 0.156 | Acc: 94.776% (6187/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s571ms | Loss: 0.157 | Acc: 94.697% (6303/6656) 52/391 [========>........................................................] Step: 357ms | Tot: 18s929ms | Loss: 0.158 | Acc: 94.605% (6418/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s294ms | Loss: 0.157 | Acc: 94.661% (6543/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s657ms | Loss: 0.158 | Acc: 94.631% (6662/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 20s16ms | Loss: 0.158 | Acc: 94.643% (6784/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s377ms | Loss: 0.158 | Acc: 94.668% (6907/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s737ms | Loss: 0.158 | Acc: 94.693% (7030/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s94ms | Loss: 0.156 | Acc: 94.770% (7157/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s465ms | Loss: 0.157 | Acc: 94.714% (7274/7680) 60/391 [=========>.......................................................] Step: 375ms | Tot: 21s841ms | Loss: 0.156 | Acc: 94.736% (7397/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s202ms | Loss: 0.156 | Acc: 94.745% (7519/7936) 62/391 [==========>......................................................] Step: 360ms | Tot: 22s563ms | Loss: 0.156 | Acc: 94.730% (7639/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 22s920ms | Loss: 0.157 | Acc: 94.690% (7757/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s280ms | Loss: 0.156 | Acc: 94.712% (7880/8320) 65/391 [==========>......................................................] Step: 372ms | Tot: 23s652ms | Loss: 0.157 | Acc: 94.685% (7999/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s17ms | Loss: 0.159 | Acc: 94.636% (8116/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s382ms | Loss: 0.160 | Acc: 94.600% (8234/8704) 68/391 [===========>.....................................................] Step: 371ms | Tot: 24s753ms | Loss: 0.160 | Acc: 94.599% (8355/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s118ms | Loss: 0.159 | Acc: 94.587% (8475/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s488ms | Loss: 0.159 | Acc: 94.608% (8598/9088) 71/391 [===========>.....................................................] Step: 364ms | Tot: 25s853ms | Loss: 0.159 | Acc: 94.596% (8718/9216) 72/391 [===========>.....................................................] Step: 368ms | Tot: 26s221ms | Loss: 0.159 | Acc: 94.585% (8838/9344) 73/391 [============>....................................................] Step: 418ms | Tot: 26s640ms | Loss: 0.159 | Acc: 94.584% (8959/9472) 74/391 [============>....................................................] Step: 376ms | Tot: 27s16ms | Loss: 0.159 | Acc: 94.583% (9080/9600) 75/391 [============>....................................................] Step: 369ms | Tot: 27s386ms | Loss: 0.159 | Acc: 94.593% (9202/9728) 76/391 [============>....................................................] Step: 364ms | Tot: 27s750ms | Loss: 0.157 | Acc: 94.623% (9326/9856) 77/391 [============>....................................................] Step: 375ms | Tot: 28s125ms | Loss: 0.157 | Acc: 94.631% (9448/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s488ms | Loss: 0.157 | Acc: 94.610% (9567/10112) 79/391 [=============>...................................................] Step: 365ms | Tot: 28s854ms | Loss: 0.158 | Acc: 94.600% (9687/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 29s224ms | Loss: 0.157 | Acc: 94.618% (9810/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s586ms | Loss: 0.157 | Acc: 94.607% (9930/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 29s951ms | Loss: 0.158 | Acc: 94.588% (10049/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s313ms | Loss: 0.157 | Acc: 94.606% (10172/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s677ms | Loss: 0.158 | Acc: 94.605% (10293/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 31s41ms | Loss: 0.158 | Acc: 94.613% (10415/11008) 86/391 [==============>..................................................] Step: 373ms | Tot: 31s415ms | Loss: 0.158 | Acc: 94.621% (10537/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s781ms | Loss: 0.158 | Acc: 94.611% (10657/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s140ms | Loss: 0.159 | Acc: 94.558% (10772/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s498ms | Loss: 0.159 | Acc: 94.575% (10895/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s860ms | Loss: 0.159 | Acc: 94.574% (11016/11648) 91/391 [===============>.................................................] Step: 368ms | Tot: 33s228ms | Loss: 0.158 | Acc: 94.591% (11139/11776) 92/391 [===============>.................................................] Step: 355ms | Tot: 33s583ms | Loss: 0.158 | Acc: 94.607% (11262/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s942ms | Loss: 0.159 | Acc: 94.581% (11380/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s306ms | Loss: 0.158 | Acc: 94.589% (11502/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 34s678ms | Loss: 0.158 | Acc: 94.572% (11621/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s43ms | Loss: 0.158 | Acc: 94.588% (11744/12416) 97/391 [================>................................................] Step: 356ms | Tot: 35s399ms | Loss: 0.158 | Acc: 94.547% (11860/12544) 98/391 [================>................................................] Step: 358ms | Tot: 35s758ms | Loss: 0.158 | Acc: 94.555% (11982/12672) 99/391 [================>................................................] Step: 365ms | Tot: 36s123ms | Loss: 0.157 | Acc: 94.578% (12106/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s483ms | Loss: 0.157 | Acc: 94.609% (12231/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s841ms | Loss: 0.157 | Acc: 94.608% (12352/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s203ms | Loss: 0.157 | Acc: 94.615% (12474/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s562ms | Loss: 0.157 | Acc: 94.606% (12594/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 37s931ms | Loss: 0.157 | Acc: 94.583% (12712/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s295ms | Loss: 0.157 | Acc: 94.598% (12835/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s653ms | Loss: 0.157 | Acc: 94.619% (12959/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 39s11ms | Loss: 0.157 | Acc: 94.618% (13080/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 39s377ms | Loss: 0.157 | Acc: 94.624% (13202/13952) 109/391 [==================>..............................................] Step: 366ms | Tot: 39s743ms | Loss: 0.157 | Acc: 94.631% (13324/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 40s105ms | Loss: 0.157 | Acc: 94.630% (13445/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s466ms | Loss: 0.157 | Acc: 94.636% (13567/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s832ms | Loss: 0.157 | Acc: 94.614% (13685/14464) 113/391 [==================>..............................................] Step: 378ms | Tot: 41s211ms | Loss: 0.157 | Acc: 94.607% (13805/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s576ms | Loss: 0.158 | Acc: 94.592% (13924/14720) 115/391 [===================>.............................................] Step: 356ms | Tot: 41s933ms | Loss: 0.158 | Acc: 94.585% (14044/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s302ms | Loss: 0.159 | Acc: 94.558% (14161/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 42s666ms | Loss: 0.158 | Acc: 94.558% (14282/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 43s28ms | Loss: 0.158 | Acc: 94.564% (14404/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s392ms | Loss: 0.158 | Acc: 94.544% (14522/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 43s749ms | Loss: 0.158 | Acc: 94.570% (14647/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 44s106ms | Loss: 0.158 | Acc: 94.570% (14768/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 44s477ms | Loss: 0.158 | Acc: 94.544% (14885/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 44s843ms | Loss: 0.158 | Acc: 94.569% (15010/15872) 124/391 [====================>............................................] Step: 362ms | Tot: 45s206ms | Loss: 0.158 | Acc: 94.562% (15130/16000) 125/391 [====================>............................................] Step: 357ms | Tot: 45s563ms | Loss: 0.158 | Acc: 94.556% (15250/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s922ms | Loss: 0.158 | Acc: 94.568% (15373/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s290ms | Loss: 0.158 | Acc: 94.562% (15493/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s656ms | Loss: 0.159 | Acc: 94.549% (15612/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s22ms | Loss: 0.158 | Acc: 94.561% (15735/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 47s385ms | Loss: 0.158 | Acc: 94.561% (15856/16768) 131/391 [=====================>...........................................] Step: 370ms | Tot: 47s755ms | Loss: 0.158 | Acc: 94.567% (15978/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s119ms | Loss: 0.158 | Acc: 94.578% (16101/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s477ms | Loss: 0.158 | Acc: 94.590% (16224/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 48s837ms | Loss: 0.158 | Acc: 94.578% (16343/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s199ms | Loss: 0.158 | Acc: 94.554% (16460/17408) 136/391 [======================>..........................................] Step: 355ms | Tot: 49s555ms | Loss: 0.158 | Acc: 94.565% (16583/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 49s914ms | Loss: 0.158 | Acc: 94.582% (16707/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 50s277ms | Loss: 0.158 | Acc: 94.587% (16829/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 50s644ms | Loss: 0.158 | Acc: 94.576% (16948/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 51s11ms | Loss: 0.158 | Acc: 94.592% (17072/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 51s375ms | Loss: 0.158 | Acc: 94.575% (17190/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s739ms | Loss: 0.157 | Acc: 94.602% (17316/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 52s100ms | Loss: 0.157 | Acc: 94.613% (17439/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s460ms | Loss: 0.156 | Acc: 94.628% (17563/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 52s825ms | Loss: 0.156 | Acc: 94.633% (17685/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s190ms | Loss: 0.156 | Acc: 94.638% (17807/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s550ms | Loss: 0.156 | Acc: 94.632% (17927/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 53s912ms | Loss: 0.156 | Acc: 94.641% (18050/19072) 149/391 [========================>........................................] Step: 376ms | Tot: 54s288ms | Loss: 0.156 | Acc: 94.641% (18171/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s655ms | Loss: 0.156 | Acc: 94.645% (18293/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s16ms | Loss: 0.156 | Acc: 94.624% (18410/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s379ms | Loss: 0.156 | Acc: 94.613% (18529/19584) 153/391 [=========================>.......................................] Step: 358ms | Tot: 55s737ms | Loss: 0.156 | Acc: 94.612% (18650/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s99ms | Loss: 0.156 | Acc: 94.617% (18772/19840) 155/391 [=========================>.......................................] Step: 409ms | Tot: 56s509ms | Loss: 0.156 | Acc: 94.616% (18893/19968) 156/391 [=========================>.......................................] Step: 405ms | Tot: 56s914ms | Loss: 0.156 | Acc: 94.631% (19017/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s282ms | Loss: 0.155 | Acc: 94.625% (19137/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 57s651ms | Loss: 0.155 | Acc: 94.625% (19258/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 58s13ms | Loss: 0.155 | Acc: 94.634% (19381/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s378ms | Loss: 0.155 | Acc: 94.633% (19502/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 58s739ms | Loss: 0.156 | Acc: 94.618% (19620/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 59s96ms | Loss: 0.155 | Acc: 94.627% (19743/20864) 163/391 [===========================>.....................................] Step: 353ms | Tot: 59s449ms | Loss: 0.155 | Acc: 94.650% (19869/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 59s813ms | Loss: 0.155 | Acc: 94.640% (19988/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 1m184ms | Loss: 0.155 | Acc: 94.658% (20113/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m543ms | Loss: 0.155 | Acc: 94.681% (20239/21376) 167/391 [===========================>.....................................] Step: 372ms | Tot: 1m915ms | Loss: 0.154 | Acc: 94.680% (20360/21504) 168/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.154 | Acc: 94.684% (20482/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.154 | Acc: 94.692% (20605/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.154 | Acc: 94.691% (20726/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.154 | Acc: 94.708% (20851/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.154 | Acc: 94.712% (20973/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.154 | Acc: 94.720% (21096/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.154 | Acc: 94.732% (21220/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.153 | Acc: 94.735% (21342/22528) 176/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.154 | Acc: 94.739% (21464/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.153 | Acc: 94.751% (21588/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.153 | Acc: 94.745% (21708/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.153 | Acc: 94.740% (21828/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.154 | Acc: 94.725% (21946/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.153 | Acc: 94.742% (22071/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.153 | Acc: 94.745% (22193/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.153 | Acc: 94.735% (22312/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.153 | Acc: 94.726% (22431/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.153 | Acc: 94.729% (22553/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.152 | Acc: 94.740% (22677/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.153 | Acc: 94.735% (22797/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.152 | Acc: 94.742% (22920/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.152 | Acc: 94.741% (23041/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.152 | Acc: 94.740% (23162/24448) 191/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.153 | Acc: 94.739% (23283/24576) 192/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.152 | Acc: 94.738% (23404/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.152 | Acc: 94.741% (23526/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.153 | Acc: 94.724% (23643/24960) 195/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.152 | Acc: 94.727% (23765/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.152 | Acc: 94.718% (23884/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.152 | Acc: 94.729% (24008/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.152 | Acc: 94.724% (24128/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.152 | Acc: 94.723% (24249/25600) 200/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.153 | Acc: 94.706% (24366/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.152 | Acc: 94.713% (24489/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.152 | Acc: 94.720% (24612/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.152 | Acc: 94.715% (24732/26112) 204/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.152 | Acc: 94.707% (24851/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.152 | Acc: 94.717% (24975/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.152 | Acc: 94.728% (25099/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.152 | Acc: 94.723% (25219/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.152 | Acc: 94.722% (25340/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.152 | Acc: 94.721% (25461/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.152 | Acc: 94.716% (25581/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m16s | Loss: 0.152 | Acc: 94.719% (25703/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.152 | Acc: 94.718% (25824/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.152 | Acc: 94.717% (25945/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.152 | Acc: 94.720% (26067/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.152 | Acc: 94.723% (26189/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.152 | Acc: 94.740% (26315/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.151 | Acc: 94.743% (26437/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.151 | Acc: 94.749% (26560/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.152 | Acc: 94.741% (26679/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.152 | Acc: 94.736% (26799/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.152 | Acc: 94.732% (26919/28416) 222/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.152 | Acc: 94.724% (27038/28544) 223/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.152 | Acc: 94.709% (27155/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.152 | Acc: 94.712% (27277/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.152 | Acc: 94.718% (27400/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.152 | Acc: 94.696% (27515/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.152 | Acc: 94.703% (27638/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.153 | Acc: 94.685% (27754/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.153 | Acc: 94.677% (27873/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.153 | Acc: 94.656% (27988/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.154 | Acc: 94.649% (28107/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.154 | Acc: 94.652% (28229/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.153 | Acc: 94.665% (28354/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.153 | Acc: 94.664% (28475/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.153 | Acc: 94.674% (28599/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.153 | Acc: 94.673% (28720/30336) 237/391 [=======================================>.........................] Step: 390ms | Tot: 1m26s | Loss: 0.153 | Acc: 94.669% (28840/30464) 238/391 [=======================================>.........................] Step: 414ms | Tot: 1m26s | Loss: 0.153 | Acc: 94.659% (28958/30592) 239/391 [=======================================>.........................] Step: 372ms | Tot: 1m27s | Loss: 0.154 | Acc: 94.665% (29081/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.154 | Acc: 94.661% (29201/30848) 241/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.153 | Acc: 94.673% (29326/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.153 | Acc: 94.673% (29447/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.153 | Acc: 94.672% (29568/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.154 | Acc: 94.656% (29684/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.154 | Acc: 94.642% (29801/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.154 | Acc: 94.651% (29925/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.154 | Acc: 94.648% (30045/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.154 | Acc: 94.654% (30168/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.154 | Acc: 94.638% (30284/32000) 250/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.154 | Acc: 94.640% (30406/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.154 | Acc: 94.637% (30526/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.154 | Acc: 94.633% (30646/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.154 | Acc: 94.636% (30768/32512) 254/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.155 | Acc: 94.617% (30883/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.155 | Acc: 94.617% (31004/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.155 | Acc: 94.613% (31124/32896) 257/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.155 | Acc: 94.610% (31244/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.155 | Acc: 94.604% (31363/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.155 | Acc: 94.603% (31484/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.155 | Acc: 94.609% (31607/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.155 | Acc: 94.603% (31726/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.155 | Acc: 94.597% (31845/33664) 263/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.155 | Acc: 94.593% (31965/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.155 | Acc: 94.605% (32090/33920) 265/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.155 | Acc: 94.611% (32213/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.155 | Acc: 94.619% (32337/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.155 | Acc: 94.622% (32459/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.155 | Acc: 94.630% (32583/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.155 | Acc: 94.624% (32702/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.155 | Acc: 94.626% (32824/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.155 | Acc: 94.629% (32946/34816) 272/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.155 | Acc: 94.629% (33067/34944) 273/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.155 | Acc: 94.637% (33191/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.155 | Acc: 94.631% (33310/35200) 275/391 [=============================================>...................] Step: 374ms | Tot: 1m40s | Loss: 0.155 | Acc: 94.642% (33435/35328) 276/391 [=============================================>...................] Step: 354ms | Tot: 1m40s | Loss: 0.155 | Acc: 94.624% (33550/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m40s | Loss: 0.155 | Acc: 94.627% (33672/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.155 | Acc: 94.632% (33795/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.154 | Acc: 94.637% (33918/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.155 | Acc: 94.629% (34036/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.155 | Acc: 94.628% (34157/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.155 | Acc: 94.639% (34282/36224) 283/391 [===============================================>.................] Step: 356ms | Tot: 1m43s | Loss: 0.155 | Acc: 94.639% (34403/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.154 | Acc: 94.638% (34524/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.154 | Acc: 94.641% (34646/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.155 | Acc: 94.629% (34763/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.154 | Acc: 94.640% (34888/36864) 288/391 [===============================================>.................] Step: 353ms | Tot: 1m44s | Loss: 0.154 | Acc: 94.645% (35011/36992) 289/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.154 | Acc: 94.644% (35132/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.154 | Acc: 94.647% (35254/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.155 | Acc: 94.636% (35371/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.154 | Acc: 94.635% (35492/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.154 | Acc: 94.640% (35615/37632) 294/391 [================================================>................] Step: 378ms | Tot: 1m47s | Loss: 0.154 | Acc: 94.632% (35733/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.155 | Acc: 94.626% (35852/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.155 | Acc: 94.623% (35972/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.155 | Acc: 94.610% (36088/38144) 298/391 [=================================================>...............] Step: 352ms | Tot: 1m48s | Loss: 0.155 | Acc: 94.604% (36207/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.155 | Acc: 94.604% (36328/38400) 300/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.155 | Acc: 94.601% (36448/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.155 | Acc: 94.601% (36569/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.155 | Acc: 94.591% (36686/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.155 | Acc: 94.595% (36809/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.155 | Acc: 94.580% (36924/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.155 | Acc: 94.575% (37043/39168) 306/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.155 | Acc: 94.567% (37161/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.156 | Acc: 94.559% (37279/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.155 | Acc: 94.564% (37402/39552) 309/391 [===================================================>.............] Step: 357ms | Tot: 1m52s | Loss: 0.155 | Acc: 94.564% (37523/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.155 | Acc: 94.561% (37643/39808) 311/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.155 | Acc: 94.574% (37769/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.155 | Acc: 94.576% (37891/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.155 | Acc: 94.569% (38009/40192) 314/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.155 | Acc: 94.571% (38131/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.156 | Acc: 94.571% (38252/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.155 | Acc: 94.571% (38373/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.156 | Acc: 94.563% (38491/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.156 | Acc: 94.566% (38613/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.156 | Acc: 94.553% (38729/40960) 320/391 [=====================================================>...........] Step: 415ms | Tot: 1m56s | Loss: 0.156 | Acc: 94.551% (38849/41088) 321/391 [=====================================================>...........] Step: 405ms | Tot: 1m56s | Loss: 0.156 | Acc: 94.556% (38972/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.156 | Acc: 94.563% (39096/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.156 | Acc: 94.567% (39219/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.156 | Acc: 94.558% (39336/41600) 325/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.156 | Acc: 94.558% (39457/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.156 | Acc: 94.555% (39577/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.156 | Acc: 94.550% (39696/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.156 | Acc: 94.550% (39817/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.156 | Acc: 94.550% (39938/42240) 330/391 [======================================================>..........] Step: 374ms | Tot: 2m198ms | Loss: 0.156 | Acc: 94.543% (40056/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m555ms | Loss: 0.156 | Acc: 94.548% (40179/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m917ms | Loss: 0.157 | Acc: 94.541% (40297/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.157 | Acc: 94.536% (40416/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.157 | Acc: 94.529% (40534/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.157 | Acc: 94.527% (40654/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.157 | Acc: 94.522% (40773/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m2s | Loss: 0.157 | Acc: 94.527% (40896/43264) 338/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.157 | Acc: 94.527% (41017/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.157 | Acc: 94.529% (41139/43520) 340/391 [========================================================>........] Step: 354ms | Tot: 2m3s | Loss: 0.157 | Acc: 94.529% (41260/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.157 | Acc: 94.520% (41377/43776) 342/391 [========================================================>........] Step: 352ms | Tot: 2m4s | Loss: 0.157 | Acc: 94.524% (41500/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.157 | Acc: 94.511% (41615/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.157 | Acc: 94.509% (41735/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.157 | Acc: 94.511% (41857/44288) 346/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.157 | Acc: 94.511% (41978/44416) 347/391 [=========================================================>.......] Step: 376ms | Tot: 2m6s | Loss: 0.158 | Acc: 94.495% (42092/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.158 | Acc: 94.493% (42212/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.158 | Acc: 94.487% (42330/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.158 | Acc: 94.482% (42449/44928) 351/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.158 | Acc: 94.482% (42570/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.158 | Acc: 94.476% (42688/45184) 353/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.158 | Acc: 94.480% (42811/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.158 | Acc: 94.481% (42932/45440) 355/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.158 | Acc: 94.485% (43055/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.158 | Acc: 94.481% (43174/45696) 357/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.158 | Acc: 94.488% (43298/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.158 | Acc: 94.492% (43421/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.158 | Acc: 94.481% (43537/46080) 360/391 [===========================================================>.....] Step: 355ms | Tot: 2m11s | Loss: 0.158 | Acc: 94.479% (43657/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.158 | Acc: 94.482% (43779/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.158 | Acc: 94.480% (43899/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.159 | Acc: 94.469% (44015/46592) 364/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.158 | Acc: 94.478% (44140/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.158 | Acc: 94.489% (44266/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.158 | Acc: 94.489% (44387/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.158 | Acc: 94.476% (44502/47104) 368/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.158 | Acc: 94.480% (44625/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.158 | Acc: 94.487% (44749/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.158 | Acc: 94.483% (44868/47488) 371/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.158 | Acc: 94.483% (44989/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.158 | Acc: 94.477% (45107/47744) 373/391 [==============================================================>..] Step: 354ms | Tot: 2m15s | Loss: 0.158 | Acc: 94.475% (45227/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m16s | Loss: 0.158 | Acc: 94.469% (45345/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.158 | Acc: 94.469% (45466/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.158 | Acc: 94.465% (45585/48256) 377/391 [==============================================================>..] Step: 386ms | Tot: 2m17s | Loss: 0.158 | Acc: 94.459% (45703/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.158 | Acc: 94.459% (45824/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m17s | Loss: 0.158 | Acc: 94.461% (45946/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.158 | Acc: 94.464% (46068/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.158 | Acc: 94.464% (46189/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.158 | Acc: 94.468% (46312/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.158 | Acc: 94.470% (46434/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.158 | Acc: 94.478% (46559/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.158 | Acc: 94.471% (46676/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.158 | Acc: 94.475% (46799/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m20s | Loss: 0.158 | Acc: 94.477% (46921/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.158 | Acc: 94.481% (47044/49792) 389/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.158 | Acc: 94.479% (47164/49920) 390/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.158 | Acc: 94.482% (47241/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 3ms | Loss: 0.351 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.347 | Acc: 89.500% (179/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 591ms | Loss: 0.346 | Acc: 89.333% (268/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 891ms | Loss: 0.340 | Acc: 89.250% (357/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s188ms | Loss: 0.333 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s479ms | Loss: 0.307 | Acc: 89.833% (539/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s778ms | Loss: 0.297 | Acc: 89.857% (629/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s79ms | Loss: 0.310 | Acc: 89.625% (717/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s379ms | Loss: 0.318 | Acc: 89.333% (804/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s680ms | Loss: 0.320 | Acc: 89.300% (893/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 2s987ms | Loss: 0.328 | Acc: 89.182% (981/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s288ms | Loss: 0.341 | Acc: 88.917% (1067/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s587ms | Loss: 0.331 | Acc: 88.923% (1156/1300) 13/100 [========>........................................................] Step: 323ms | Tot: 3s910ms | Loss: 0.335 | Acc: 88.857% (1244/1400) 14/100 [=========>.......................................................] Step: 350ms | Tot: 4s261ms | Loss: 0.324 | Acc: 89.133% (1337/1500) 15/100 [=========>.......................................................] Step: 330ms | Tot: 4s591ms | Loss: 0.322 | Acc: 89.188% (1427/1600) 16/100 [==========>......................................................] Step: 298ms | Tot: 4s890ms | Loss: 0.316 | Acc: 89.294% (1518/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s191ms | Loss: 0.320 | Acc: 89.000% (1602/1800) 18/100 [===========>.....................................................] Step: 298ms | Tot: 5s489ms | Loss: 0.330 | Acc: 88.895% (1689/1900) 19/100 [============>....................................................] Step: 318ms | Tot: 5s808ms | Loss: 0.336 | Acc: 88.700% (1774/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s112ms | Loss: 0.336 | Acc: 88.667% (1862/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s415ms | Loss: 0.331 | Acc: 88.818% (1954/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s718ms | Loss: 0.339 | Acc: 88.696% (2040/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s21ms | Loss: 0.347 | Acc: 88.458% (2123/2400) 24/100 [===============>.................................................] Step: 303ms | Tot: 7s325ms | Loss: 0.348 | Acc: 88.600% (2215/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s630ms | Loss: 0.350 | Acc: 88.538% (2302/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s937ms | Loss: 0.343 | Acc: 88.704% (2395/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s238ms | Loss: 0.343 | Acc: 88.821% (2487/2800) 28/100 [==================>..............................................] Step: 300ms | Tot: 8s539ms | Loss: 0.347 | Acc: 88.862% (2577/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s846ms | Loss: 0.348 | Acc: 88.933% (2668/3000) 30/100 [===================>.............................................] Step: 300ms | Tot: 9s147ms | Loss: 0.347 | Acc: 88.903% (2756/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s445ms | Loss: 0.345 | Acc: 89.000% (2848/3200) 32/100 [====================>............................................] Step: 311ms | Tot: 9s757ms | Loss: 0.343 | Acc: 89.182% (2943/3300) 33/100 [=====================>...........................................] Step: 294ms | Tot: 10s51ms | Loss: 0.345 | Acc: 89.235% (3034/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s354ms | Loss: 0.349 | Acc: 89.200% (3122/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s658ms | Loss: 0.350 | Acc: 89.222% (3212/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s967ms | Loss: 0.350 | Acc: 89.216% (3301/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s269ms | Loss: 0.351 | Acc: 89.211% (3390/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s572ms | Loss: 0.351 | Acc: 89.282% (3482/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 11s879ms | Loss: 0.350 | Acc: 89.275% (3571/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s181ms | Loss: 0.353 | Acc: 89.268% (3660/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s482ms | Loss: 0.355 | Acc: 89.190% (3746/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s786ms | Loss: 0.353 | Acc: 89.279% (3839/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s96ms | Loss: 0.353 | Acc: 89.318% (3930/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s405ms | Loss: 0.352 | Acc: 89.311% (4019/4500) 45/100 [=============================>...................................] Step: 299ms | Tot: 13s705ms | Loss: 0.352 | Acc: 89.261% (4106/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s9ms | Loss: 0.351 | Acc: 89.298% (4197/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s316ms | Loss: 0.355 | Acc: 89.167% (4280/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s621ms | Loss: 0.351 | Acc: 89.265% (4374/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s924ms | Loss: 0.352 | Acc: 89.260% (4463/5000) 50/100 [================================>................................] Step: 298ms | Tot: 15s222ms | Loss: 0.350 | Acc: 89.353% (4557/5100) 51/100 [=================================>...............................] Step: 298ms | Tot: 15s520ms | Loss: 0.355 | Acc: 89.250% (4641/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s827ms | Loss: 0.353 | Acc: 89.264% (4731/5300) 53/100 [==================================>..............................] Step: 301ms | Tot: 16s128ms | Loss: 0.353 | Acc: 89.296% (4822/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s429ms | Loss: 0.354 | Acc: 89.236% (4908/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s732ms | Loss: 0.354 | Acc: 89.214% (4996/5600) 56/100 [====================================>............................] Step: 302ms | Tot: 17s35ms | Loss: 0.353 | Acc: 89.246% (5087/5700) 57/100 [=====================================>...........................] Step: 299ms | Tot: 17s334ms | Loss: 0.351 | Acc: 89.224% (5175/5800) 58/100 [=====================================>...........................] Step: 298ms | Tot: 17s633ms | Loss: 0.354 | Acc: 89.136% (5259/5900) 59/100 [======================================>..........................] Step: 313ms | Tot: 17s946ms | Loss: 0.354 | Acc: 89.133% (5348/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s249ms | Loss: 0.355 | Acc: 89.131% (5437/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s550ms | Loss: 0.357 | Acc: 89.081% (5523/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 18s857ms | Loss: 0.357 | Acc: 89.095% (5613/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s159ms | Loss: 0.354 | Acc: 89.156% (5706/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s462ms | Loss: 0.355 | Acc: 89.200% (5798/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 19s773ms | Loss: 0.354 | Acc: 89.182% (5886/6600) 66/100 [==========================================>......................] Step: 297ms | Tot: 20s70ms | Loss: 0.352 | Acc: 89.224% (5978/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s373ms | Loss: 0.352 | Acc: 89.221% (6067/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s677ms | Loss: 0.350 | Acc: 89.275% (6160/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 20s984ms | Loss: 0.350 | Acc: 89.243% (6247/7000) 70/100 [=============================================>...................] Step: 301ms | Tot: 21s286ms | Loss: 0.353 | Acc: 89.183% (6332/7100) 71/100 [==============================================>..................] Step: 296ms | Tot: 21s582ms | Loss: 0.352 | Acc: 89.181% (6421/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 21s889ms | Loss: 0.350 | Acc: 89.247% (6515/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s191ms | Loss: 0.349 | Acc: 89.243% (6604/7400) 74/100 [================================================>................] Step: 300ms | Tot: 22s492ms | Loss: 0.349 | Acc: 89.240% (6693/7500) 75/100 [================================================>................] Step: 309ms | Tot: 22s802ms | Loss: 0.351 | Acc: 89.224% (6781/7600) 76/100 [=================================================>...............] Step: 300ms | Tot: 23s102ms | Loss: 0.351 | Acc: 89.208% (6869/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s407ms | Loss: 0.351 | Acc: 89.231% (6960/7800) 78/100 [==================================================>..............] Step: 298ms | Tot: 23s705ms | Loss: 0.350 | Acc: 89.228% (7049/7900) 79/100 [===================================================>.............] Step: 307ms | Tot: 24s13ms | Loss: 0.349 | Acc: 89.237% (7139/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s321ms | Loss: 0.348 | Acc: 89.272% (7231/8100) 81/100 [====================================================>............] Step: 296ms | Tot: 24s618ms | Loss: 0.348 | Acc: 89.293% (7322/8200) 82/100 [=====================================================>...........] Step: 322ms | Tot: 24s941ms | Loss: 0.347 | Acc: 89.301% (7412/8300) 83/100 [=====================================================>...........] Step: 311ms | Tot: 25s252ms | Loss: 0.350 | Acc: 89.250% (7497/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s556ms | Loss: 0.350 | Acc: 89.224% (7584/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 25s863ms | Loss: 0.352 | Acc: 89.174% (7669/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s162ms | Loss: 0.351 | Acc: 89.161% (7757/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s466ms | Loss: 0.351 | Acc: 89.170% (7847/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 26s776ms | Loss: 0.350 | Acc: 89.169% (7936/8900) 89/100 [=========================================================>.......] Step: 296ms | Tot: 27s72ms | Loss: 0.350 | Acc: 89.211% (8029/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s375ms | Loss: 0.349 | Acc: 89.231% (8120/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s680ms | Loss: 0.347 | Acc: 89.304% (8216/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 27s994ms | Loss: 0.349 | Acc: 89.269% (8302/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s305ms | Loss: 0.349 | Acc: 89.234% (8388/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 28s610ms | Loss: 0.348 | Acc: 89.242% (8478/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 28s915ms | Loss: 0.346 | Acc: 89.292% (8572/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s217ms | Loss: 0.345 | Acc: 89.361% (8668/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 29s522ms | Loss: 0.346 | Acc: 89.327% (8754/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 29s833ms | Loss: 0.346 | Acc: 89.323% (8843/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s139ms | Loss: 0.345 | Acc: 89.340% (8934/10000) 100/100 +Saving.. + +Epoch: 155 + [>................................................................] Step: 730ms | Tot: 2ms | Loss: 0.214 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 382ms | Tot: 384ms | Loss: 0.180 | Acc: 94.531% (242/256) 2/391 [>................................................................] Step: 384ms | Tot: 769ms | Loss: 0.173 | Acc: 94.531% (363/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s141ms | Loss: 0.162 | Acc: 94.922% (486/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s503ms | Loss: 0.155 | Acc: 95.156% (609/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s865ms | Loss: 0.148 | Acc: 95.443% (733/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s231ms | Loss: 0.160 | Acc: 94.978% (851/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s595ms | Loss: 0.154 | Acc: 95.117% (974/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 2s967ms | Loss: 0.151 | Acc: 95.052% (1095/1152) 9/391 [=>...............................................................] Step: 409ms | Tot: 3s376ms | Loss: 0.149 | Acc: 94.844% (1214/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s738ms | Loss: 0.146 | Acc: 94.815% (1335/1408) 11/391 [=>...............................................................] Step: 369ms | Tot: 4s107ms | Loss: 0.148 | Acc: 94.596% (1453/1536) 12/391 [=>...............................................................] Step: 364ms | Tot: 4s471ms | Loss: 0.147 | Acc: 94.531% (1573/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s834ms | Loss: 0.145 | Acc: 94.587% (1695/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s200ms | Loss: 0.141 | Acc: 94.792% (1820/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s571ms | Loss: 0.138 | Acc: 94.922% (1944/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s933ms | Loss: 0.141 | Acc: 94.807% (2063/2176) 17/391 [==>..............................................................] Step: 357ms | Tot: 6s290ms | Loss: 0.144 | Acc: 94.748% (2183/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s651ms | Loss: 0.142 | Acc: 94.819% (2306/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 7s12ms | Loss: 0.141 | Acc: 94.922% (2430/2560) 20/391 [===>.............................................................] Step: 365ms | Tot: 7s377ms | Loss: 0.142 | Acc: 94.866% (2550/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s735ms | Loss: 0.141 | Acc: 94.886% (2672/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s96ms | Loss: 0.139 | Acc: 94.871% (2793/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s463ms | Loss: 0.139 | Acc: 94.824% (2913/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s825ms | Loss: 0.138 | Acc: 94.875% (3036/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s185ms | Loss: 0.138 | Acc: 94.922% (3159/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s542ms | Loss: 0.138 | Acc: 94.965% (3282/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s901ms | Loss: 0.138 | Acc: 95.033% (3406/3584) 28/391 [====>............................................................] Step: 376ms | Tot: 10s277ms | Loss: 0.141 | Acc: 94.989% (3526/3712) 29/391 [====>............................................................] Step: 376ms | Tot: 10s654ms | Loss: 0.142 | Acc: 94.974% (3647/3840) 30/391 [====>............................................................] Step: 375ms | Tot: 11s29ms | Loss: 0.143 | Acc: 94.859% (3764/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s391ms | Loss: 0.142 | Acc: 94.873% (3886/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s752ms | Loss: 0.142 | Acc: 94.815% (4005/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s118ms | Loss: 0.143 | Acc: 94.761% (4124/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s478ms | Loss: 0.143 | Acc: 94.754% (4245/4480) 35/391 [=====>...........................................................] Step: 356ms | Tot: 12s834ms | Loss: 0.143 | Acc: 94.770% (4367/4608) 36/391 [=====>...........................................................] Step: 361ms | Tot: 13s195ms | Loss: 0.144 | Acc: 94.764% (4488/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s556ms | Loss: 0.143 | Acc: 94.799% (4611/4864) 38/391 [======>..........................................................] Step: 383ms | Tot: 13s939ms | Loss: 0.144 | Acc: 94.792% (4732/4992) 39/391 [======>..........................................................] Step: 363ms | Tot: 14s302ms | Loss: 0.143 | Acc: 94.824% (4855/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s659ms | Loss: 0.143 | Acc: 94.798% (4975/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 15s18ms | Loss: 0.144 | Acc: 94.792% (5096/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s379ms | Loss: 0.146 | Acc: 94.749% (5215/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s739ms | Loss: 0.147 | Acc: 94.744% (5336/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s104ms | Loss: 0.150 | Acc: 94.653% (5452/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s467ms | Loss: 0.149 | Acc: 94.701% (5576/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s831ms | Loss: 0.149 | Acc: 94.648% (5694/6016) 47/391 [=======>.........................................................] Step: 371ms | Tot: 17s203ms | Loss: 0.149 | Acc: 94.694% (5818/6144) 48/391 [=======>.........................................................] Step: 374ms | Tot: 17s577ms | Loss: 0.148 | Acc: 94.707% (5940/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 17s944ms | Loss: 0.147 | Acc: 94.734% (6063/6400) 50/391 [========>........................................................] Step: 361ms | Tot: 18s306ms | Loss: 0.149 | Acc: 94.715% (6183/6528) 51/391 [========>........................................................] Step: 356ms | Tot: 18s662ms | Loss: 0.149 | Acc: 94.757% (6307/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s30ms | Loss: 0.149 | Acc: 94.782% (6430/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s391ms | Loss: 0.148 | Acc: 94.821% (6554/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s748ms | Loss: 0.148 | Acc: 94.815% (6675/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s113ms | Loss: 0.149 | Acc: 94.810% (6796/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s478ms | Loss: 0.147 | Acc: 94.846% (6920/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s842ms | Loss: 0.148 | Acc: 94.828% (7040/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s209ms | Loss: 0.147 | Acc: 94.876% (7165/7552) 59/391 [=========>.......................................................] Step: 357ms | Tot: 21s566ms | Loss: 0.149 | Acc: 94.857% (7285/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s925ms | Loss: 0.148 | Acc: 94.851% (7406/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 22s279ms | Loss: 0.149 | Acc: 94.871% (7529/7936) 62/391 [==========>......................................................] Step: 359ms | Tot: 22s638ms | Loss: 0.150 | Acc: 94.829% (7647/8064) 63/391 [==========>......................................................] Step: 369ms | Tot: 23s7ms | Loss: 0.149 | Acc: 94.873% (7772/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s368ms | Loss: 0.149 | Acc: 94.844% (7891/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s736ms | Loss: 0.148 | Acc: 94.886% (8016/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s99ms | Loss: 0.147 | Acc: 94.881% (8137/8576) 67/391 [===========>.....................................................] Step: 375ms | Tot: 24s475ms | Loss: 0.147 | Acc: 94.876% (8258/8704) 68/391 [===========>.....................................................] Step: 366ms | Tot: 24s841ms | Loss: 0.147 | Acc: 94.871% (8379/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s202ms | Loss: 0.146 | Acc: 94.888% (8502/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s568ms | Loss: 0.146 | Acc: 94.894% (8624/9088) 71/391 [===========>.....................................................] Step: 365ms | Tot: 25s933ms | Loss: 0.146 | Acc: 94.889% (8745/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s295ms | Loss: 0.147 | Acc: 94.863% (8864/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s655ms | Loss: 0.147 | Acc: 94.859% (8985/9472) 74/391 [============>....................................................] Step: 370ms | Tot: 27s26ms | Loss: 0.147 | Acc: 94.865% (9107/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s389ms | Loss: 0.146 | Acc: 94.881% (9230/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s750ms | Loss: 0.147 | Acc: 94.846% (9348/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s113ms | Loss: 0.146 | Acc: 94.882% (9473/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s479ms | Loss: 0.146 | Acc: 94.877% (9594/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 28s846ms | Loss: 0.147 | Acc: 94.863% (9714/10240) 80/391 [=============>...................................................] Step: 369ms | Tot: 29s215ms | Loss: 0.147 | Acc: 94.878% (9837/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s578ms | Loss: 0.146 | Acc: 94.884% (9959/10496) 82/391 [=============>...................................................] Step: 378ms | Tot: 29s956ms | Loss: 0.146 | Acc: 94.917% (10084/10624) 83/391 [=============>...................................................] Step: 392ms | Tot: 30s349ms | Loss: 0.145 | Acc: 94.950% (10209/10752) 84/391 [=============>...................................................] Step: 376ms | Tot: 30s725ms | Loss: 0.146 | Acc: 94.908% (10326/10880) 85/391 [==============>..................................................] Step: 374ms | Tot: 31s100ms | Loss: 0.146 | Acc: 94.931% (10450/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s471ms | Loss: 0.145 | Acc: 94.926% (10571/11136) 87/391 [==============>..................................................] Step: 371ms | Tot: 31s843ms | Loss: 0.145 | Acc: 94.957% (10696/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s209ms | Loss: 0.144 | Acc: 94.944% (10816/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s568ms | Loss: 0.145 | Acc: 94.931% (10936/11520) 90/391 [==============>..................................................] Step: 367ms | Tot: 32s935ms | Loss: 0.145 | Acc: 94.935% (11058/11648) 91/391 [===============>.................................................] Step: 413ms | Tot: 33s348ms | Loss: 0.144 | Acc: 94.964% (11183/11776) 92/391 [===============>.................................................] Step: 395ms | Tot: 33s744ms | Loss: 0.144 | Acc: 94.968% (11305/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 34s115ms | Loss: 0.143 | Acc: 94.972% (11427/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 34s474ms | Loss: 0.143 | Acc: 94.967% (11548/12160) 95/391 [===============>.................................................] Step: 356ms | Tot: 34s830ms | Loss: 0.144 | Acc: 94.979% (11671/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s197ms | Loss: 0.144 | Acc: 94.958% (11790/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s565ms | Loss: 0.144 | Acc: 94.954% (11911/12544) 98/391 [================>................................................] Step: 380ms | Tot: 35s945ms | Loss: 0.144 | Acc: 94.965% (12034/12672) 99/391 [================>................................................] Step: 357ms | Tot: 36s303ms | Loss: 0.144 | Acc: 94.953% (12154/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s662ms | Loss: 0.144 | Acc: 94.957% (12276/12928) 101/391 [================>................................................] Step: 367ms | Tot: 37s30ms | Loss: 0.144 | Acc: 94.953% (12397/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s399ms | Loss: 0.144 | Acc: 94.933% (12516/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 37s769ms | Loss: 0.144 | Acc: 94.959% (12641/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 38s132ms | Loss: 0.145 | Acc: 94.926% (12758/13440) 105/391 [=================>...............................................] Step: 362ms | Tot: 38s495ms | Loss: 0.145 | Acc: 94.929% (12880/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s852ms | Loss: 0.144 | Acc: 94.926% (13001/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s216ms | Loss: 0.144 | Acc: 94.936% (13124/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 39s583ms | Loss: 0.144 | Acc: 94.954% (13248/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 39s952ms | Loss: 0.143 | Acc: 94.986% (13374/14080) 110/391 [==================>..............................................] Step: 374ms | Tot: 40s327ms | Loss: 0.143 | Acc: 94.989% (13496/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s692ms | Loss: 0.143 | Acc: 94.985% (13617/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 41s56ms | Loss: 0.143 | Acc: 94.988% (13739/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s419ms | Loss: 0.144 | Acc: 94.970% (13858/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s779ms | Loss: 0.143 | Acc: 94.986% (13982/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 42s148ms | Loss: 0.143 | Acc: 95.003% (14106/14848) 116/391 [===================>.............................................] Step: 358ms | Tot: 42s507ms | Loss: 0.143 | Acc: 94.992% (14226/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s865ms | Loss: 0.143 | Acc: 95.021% (14352/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s230ms | Loss: 0.142 | Acc: 95.037% (14476/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 43s595ms | Loss: 0.142 | Acc: 95.039% (14598/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s961ms | Loss: 0.142 | Acc: 95.035% (14719/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s320ms | Loss: 0.142 | Acc: 95.050% (14843/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s678ms | Loss: 0.142 | Acc: 95.052% (14965/15744) 123/391 [====================>............................................] Step: 376ms | Tot: 45s54ms | Loss: 0.142 | Acc: 95.060% (15088/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 45s427ms | Loss: 0.142 | Acc: 95.056% (15209/16000) 125/391 [====================>............................................] Step: 356ms | Tot: 45s784ms | Loss: 0.142 | Acc: 95.058% (15331/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 46s145ms | Loss: 0.142 | Acc: 95.066% (15454/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 46s499ms | Loss: 0.142 | Acc: 95.056% (15574/16384) 128/391 [=====================>...........................................] Step: 372ms | Tot: 46s872ms | Loss: 0.143 | Acc: 95.040% (15693/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s234ms | Loss: 0.143 | Acc: 95.048% (15816/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s594ms | Loss: 0.142 | Acc: 95.044% (15937/16768) 131/391 [=====================>...........................................] Step: 366ms | Tot: 47s960ms | Loss: 0.142 | Acc: 95.046% (16059/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s319ms | Loss: 0.143 | Acc: 95.042% (16180/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s682ms | Loss: 0.143 | Acc: 95.021% (16298/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 49s47ms | Loss: 0.143 | Acc: 95.029% (16421/17280) 135/391 [======================>..........................................] Step: 355ms | Tot: 49s402ms | Loss: 0.143 | Acc: 95.014% (16540/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s763ms | Loss: 0.143 | Acc: 95.005% (16660/17536) 137/391 [======================>..........................................] Step: 381ms | Tot: 50s145ms | Loss: 0.142 | Acc: 95.024% (16785/17664) 138/391 [======================>..........................................] Step: 373ms | Tot: 50s518ms | Loss: 0.142 | Acc: 95.037% (16909/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s880ms | Loss: 0.142 | Acc: 95.045% (17032/17920) 140/391 [=======================>.........................................] Step: 357ms | Tot: 51s237ms | Loss: 0.142 | Acc: 95.063% (17157/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s598ms | Loss: 0.141 | Acc: 95.081% (17282/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s958ms | Loss: 0.141 | Acc: 95.094% (17406/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s324ms | Loss: 0.141 | Acc: 95.090% (17527/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 52s685ms | Loss: 0.142 | Acc: 95.086% (17648/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 53s45ms | Loss: 0.142 | Acc: 95.093% (17771/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s416ms | Loss: 0.142 | Acc: 95.100% (17894/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s779ms | Loss: 0.142 | Acc: 95.112% (18018/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s149ms | Loss: 0.142 | Acc: 95.103% (18138/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s506ms | Loss: 0.143 | Acc: 95.083% (18256/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s872ms | Loss: 0.143 | Acc: 95.075% (18376/19328) 151/391 [=========================>.......................................] Step: 370ms | Tot: 55s242ms | Loss: 0.143 | Acc: 95.071% (18497/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s605ms | Loss: 0.143 | Acc: 95.067% (18618/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 55s973ms | Loss: 0.143 | Acc: 95.054% (18737/19712) 154/391 [=========================>.......................................] Step: 357ms | Tot: 56s330ms | Loss: 0.143 | Acc: 95.060% (18860/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s696ms | Loss: 0.143 | Acc: 95.057% (18981/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 57s63ms | Loss: 0.143 | Acc: 95.054% (19102/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s421ms | Loss: 0.143 | Acc: 95.060% (19225/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s783ms | Loss: 0.143 | Acc: 95.067% (19348/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s147ms | Loss: 0.143 | Acc: 95.063% (19469/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 58s505ms | Loss: 0.143 | Acc: 95.075% (19593/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 58s864ms | Loss: 0.143 | Acc: 95.081% (19716/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 59s230ms | Loss: 0.143 | Acc: 95.073% (19836/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 59s589ms | Loss: 0.143 | Acc: 95.074% (19958/20992) 164/391 [===========================>.....................................] Step: 373ms | Tot: 59s963ms | Loss: 0.144 | Acc: 95.047% (20074/21120) 165/391 [===========================>.....................................] Step: 369ms | Tot: 1m332ms | Loss: 0.145 | Acc: 95.016% (20189/21248) 166/391 [===========================>.....................................] Step: 357ms | Tot: 1m689ms | Loss: 0.145 | Acc: 95.008% (20309/21376) 167/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.145 | Acc: 95.010% (20431/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.145 | Acc: 95.007% (20552/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.144 | Acc: 95.023% (20677/21760) 170/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.144 | Acc: 95.029% (20800/21888) 171/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.145 | Acc: 95.004% (20916/22016) 172/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.146 | Acc: 94.974% (21031/22144) 173/391 [============================>....................................] Step: 431ms | Tot: 1m3s | Loss: 0.146 | Acc: 94.962% (21150/22272) 174/391 [============================>....................................] Step: 394ms | Tot: 1m3s | Loss: 0.146 | Acc: 94.978% (21275/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.145 | Acc: 94.993% (21400/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.145 | Acc: 95.004% (21524/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.145 | Acc: 95.014% (21648/22784) 178/391 [=============================>...................................] Step: 376ms | Tot: 1m5s | Loss: 0.145 | Acc: 95.016% (21770/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.146 | Acc: 95.009% (21890/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.146 | Acc: 95.002% (22010/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.146 | Acc: 94.986% (22128/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.146 | Acc: 94.975% (22247/23424) 183/391 [==============================>..................................] Step: 376ms | Tot: 1m7s | Loss: 0.146 | Acc: 94.986% (22371/23552) 184/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.146 | Acc: 94.975% (22490/23680) 185/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.146 | Acc: 94.964% (22609/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m8s | Loss: 0.146 | Acc: 94.953% (22728/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.146 | Acc: 94.963% (22852/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.146 | Acc: 94.974% (22976/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.146 | Acc: 94.971% (23097/24320) 190/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.146 | Acc: 94.969% (23218/24448) 191/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.146 | Acc: 94.983% (23343/24576) 192/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.146 | Acc: 94.997% (23468/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.146 | Acc: 95.006% (23592/24832) 194/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.145 | Acc: 95.012% (23715/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.145 | Acc: 95.018% (23838/25088) 196/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.145 | Acc: 95.019% (23960/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.145 | Acc: 95.028% (24084/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.146 | Acc: 95.026% (24205/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.146 | Acc: 95.020% (24325/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.146 | Acc: 95.017% (24446/25728) 201/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.146 | Acc: 95.019% (24568/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.146 | Acc: 95.020% (24690/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.146 | Acc: 95.010% (24809/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.146 | Acc: 94.996% (24927/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.146 | Acc: 95.002% (25050/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.146 | Acc: 95.003% (25172/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.146 | Acc: 94.993% (25291/26624) 208/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.146 | Acc: 95.002% (25415/26752) 209/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.146 | Acc: 94.996% (25535/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.146 | Acc: 94.994% (25656/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.146 | Acc: 94.992% (25777/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.146 | Acc: 95.008% (25903/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.146 | Acc: 94.995% (26021/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.147 | Acc: 94.971% (26136/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.147 | Acc: 94.980% (26260/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.147 | Acc: 94.963% (26377/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.147 | Acc: 94.954% (26496/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.147 | Acc: 94.970% (26622/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.147 | Acc: 94.968% (26743/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.147 | Acc: 94.955% (26861/28288) 221/391 [====================================>............................] Step: 355ms | Tot: 1m20s | Loss: 0.147 | Acc: 94.961% (26984/28416) 222/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.147 | Acc: 94.955% (27104/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.147 | Acc: 94.960% (27227/28672) 224/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.147 | Acc: 94.969% (27351/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.147 | Acc: 94.953% (27468/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.147 | Acc: 94.958% (27591/29056) 227/391 [=====================================>...........................] Step: 376ms | Tot: 1m22s | Loss: 0.147 | Acc: 94.956% (27712/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.147 | Acc: 94.951% (27832/29312) 229/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.147 | Acc: 94.939% (27950/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.147 | Acc: 94.940% (28072/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.147 | Acc: 94.915% (28186/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.147 | Acc: 94.917% (28308/29824) 233/391 [======================================>..........................] Step: 374ms | Tot: 1m25s | Loss: 0.147 | Acc: 94.925% (28432/29952) 234/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.147 | Acc: 94.920% (28552/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m25s | Loss: 0.148 | Acc: 94.912% (28671/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.147 | Acc: 94.917% (28794/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.147 | Acc: 94.919% (28916/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.147 | Acc: 94.907% (29034/30592) 239/391 [=======================================>.........................] Step: 352ms | Tot: 1m27s | Loss: 0.147 | Acc: 94.902% (29154/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.148 | Acc: 94.891% (29272/30848) 241/391 [========================================>........................] Step: 371ms | Tot: 1m28s | Loss: 0.148 | Acc: 94.896% (29395/30976) 242/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.147 | Acc: 94.911% (29521/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.148 | Acc: 94.906% (29641/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.147 | Acc: 94.908% (29763/31360) 245/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.148 | Acc: 94.890% (29879/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.148 | Acc: 94.889% (30000/31616) 247/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.148 | Acc: 94.884% (30120/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.148 | Acc: 94.892% (30244/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.148 | Acc: 94.878% (30361/32000) 250/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.148 | Acc: 94.880% (30483/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.148 | Acc: 94.888% (30607/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.148 | Acc: 94.883% (30727/32384) 253/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.148 | Acc: 94.894% (30852/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.148 | Acc: 94.899% (30975/32640) 255/391 [==========================================>......................] Step: 394ms | Tot: 1m33s | Loss: 0.148 | Acc: 94.904% (31098/32768) 256/391 [==========================================>......................] Step: 402ms | Tot: 1m33s | Loss: 0.147 | Acc: 94.911% (31222/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.148 | Acc: 94.898% (31339/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.148 | Acc: 94.887% (31457/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.148 | Acc: 94.883% (31577/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.148 | Acc: 94.890% (31701/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.148 | Acc: 94.886% (31821/33536) 262/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.148 | Acc: 94.882% (31941/33664) 263/391 [===========================================>.....................] Step: 381ms | Tot: 1m36s | Loss: 0.148 | Acc: 94.886% (32064/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.148 | Acc: 94.885% (32185/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.148 | Acc: 94.890% (32308/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.148 | Acc: 94.894% (32431/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.148 | Acc: 94.881% (32548/34304) 268/391 [============================================>....................] Step: 375ms | Tot: 1m37s | Loss: 0.148 | Acc: 94.880% (32669/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.148 | Acc: 94.867% (32786/34560) 270/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.148 | Acc: 94.874% (32910/34688) 271/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.148 | Acc: 94.873% (33031/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.149 | Acc: 94.863% (33149/34944) 273/391 [=============================================>...................] Step: 373ms | Tot: 1m39s | Loss: 0.149 | Acc: 94.862% (33270/35072) 274/391 [=============================================>...................] Step: 380ms | Tot: 1m40s | Loss: 0.149 | Acc: 94.852% (33388/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.149 | Acc: 94.848% (33508/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.149 | Acc: 94.850% (33630/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.149 | Acc: 94.854% (33753/35584) 278/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.149 | Acc: 94.848% (33872/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.150 | Acc: 94.841% (33991/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.150 | Acc: 94.829% (34108/35968) 281/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.150 | Acc: 94.819% (34226/36096) 282/391 [==============================================>..................] Step: 370ms | Tot: 1m43s | Loss: 0.150 | Acc: 94.810% (34344/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.150 | Acc: 94.806% (34464/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.150 | Acc: 94.805% (34585/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.150 | Acc: 94.802% (34705/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.151 | Acc: 94.795% (34824/36736) 287/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.151 | Acc: 94.792% (34944/36864) 288/391 [===============================================>.................] Step: 378ms | Tot: 1m45s | Loss: 0.151 | Acc: 94.793% (35066/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.151 | Acc: 94.787% (35185/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.151 | Acc: 94.786% (35306/37248) 291/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.151 | Acc: 94.780% (35425/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.151 | Acc: 94.779% (35546/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m47s | Loss: 0.151 | Acc: 94.776% (35666/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.151 | Acc: 94.778% (35788/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.151 | Acc: 94.774% (35908/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.151 | Acc: 94.776% (36030/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.151 | Acc: 94.778% (36152/38144) 298/391 [=================================================>...............] Step: 375ms | Tot: 1m48s | Loss: 0.151 | Acc: 94.774% (36272/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.151 | Acc: 94.776% (36394/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.151 | Acc: 94.778% (36516/38528) 301/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.151 | Acc: 94.785% (36640/38656) 302/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.151 | Acc: 94.792% (36764/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.151 | Acc: 94.791% (36885/38912) 304/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.151 | Acc: 94.795% (37008/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.151 | Acc: 94.797% (37130/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.151 | Acc: 94.804% (37254/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.151 | Acc: 94.793% (37371/39424) 308/391 [===================================================>.............] Step: 374ms | Tot: 1m52s | Loss: 0.151 | Acc: 94.794% (37493/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.151 | Acc: 94.781% (37609/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.151 | Acc: 94.775% (37728/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.151 | Acc: 94.769% (37847/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m54s | Loss: 0.151 | Acc: 94.761% (37965/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.151 | Acc: 94.763% (38087/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.151 | Acc: 94.767% (38210/40320) 315/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.151 | Acc: 94.769% (38332/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.151 | Acc: 94.770% (38454/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.152 | Acc: 94.767% (38574/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.151 | Acc: 94.776% (38699/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.151 | Acc: 94.773% (38819/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.151 | Acc: 94.765% (38937/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.151 | Acc: 94.767% (39059/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.151 | Acc: 94.773% (39183/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 1m58s | Loss: 0.151 | Acc: 94.777% (39306/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.151 | Acc: 94.772% (39425/41600) 325/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.151 | Acc: 94.769% (39545/41728) 326/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.151 | Acc: 94.773% (39668/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.151 | Acc: 94.772% (39789/41984) 328/391 [======================================================>..........] Step: 374ms | Tot: 1m59s | Loss: 0.151 | Acc: 94.776% (39912/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 2m310ms | Loss: 0.151 | Acc: 94.773% (40032/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 2m677ms | Loss: 0.151 | Acc: 94.770% (40152/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.151 | Acc: 94.771% (40274/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.151 | Acc: 94.773% (40396/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.151 | Acc: 94.775% (40518/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.151 | Acc: 94.776% (40640/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.151 | Acc: 94.780% (40763/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.151 | Acc: 94.782% (40885/43136) 337/391 [========================================================>........] Step: 398ms | Tot: 2m3s | Loss: 0.151 | Acc: 94.786% (41008/43264) 338/391 [========================================================>........] Step: 400ms | Tot: 2m3s | Loss: 0.151 | Acc: 94.789% (41131/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.151 | Acc: 94.777% (41247/43520) 340/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.151 | Acc: 94.774% (41367/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.151 | Acc: 94.773% (41488/43776) 342/391 [========================================================>........] Step: 376ms | Tot: 2m5s | Loss: 0.151 | Acc: 94.775% (41610/43904) 343/391 [=========================================================>.......] Step: 379ms | Tot: 2m5s | Loss: 0.151 | Acc: 94.781% (41734/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.151 | Acc: 94.776% (41853/44160) 345/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.151 | Acc: 94.773% (41973/44288) 346/391 [=========================================================>.......] Step: 378ms | Tot: 2m6s | Loss: 0.151 | Acc: 94.779% (42097/44416) 347/391 [=========================================================>.......] Step: 382ms | Tot: 2m7s | Loss: 0.151 | Acc: 94.776% (42217/44544) 348/391 [=========================================================>.......] Step: 382ms | Tot: 2m7s | Loss: 0.151 | Acc: 94.777% (42339/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.151 | Acc: 94.779% (42461/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.150 | Acc: 94.787% (42586/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.151 | Acc: 94.782% (42705/45056) 352/391 [==========================================================>......] Step: 372ms | Tot: 2m8s | Loss: 0.151 | Acc: 94.779% (42825/45184) 353/391 [==========================================================>......] Step: 379ms | Tot: 2m9s | Loss: 0.150 | Acc: 94.778% (42946/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.151 | Acc: 94.778% (43067/45440) 355/391 [===========================================================>.....] Step: 370ms | Tot: 2m9s | Loss: 0.151 | Acc: 94.781% (43190/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.150 | Acc: 94.781% (43311/45696) 357/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.151 | Acc: 94.778% (43431/45824) 358/391 [===========================================================>.....] Step: 377ms | Tot: 2m11s | Loss: 0.151 | Acc: 94.775% (43551/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.151 | Acc: 94.766% (43668/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.151 | Acc: 94.769% (43791/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.151 | Acc: 94.775% (43915/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.151 | Acc: 94.777% (44037/46464) 363/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.151 | Acc: 94.772% (44156/46592) 364/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.151 | Acc: 94.771% (44277/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.151 | Acc: 94.768% (44397/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.151 | Acc: 94.765% (44517/46976) 367/391 [=============================================================>...] Step: 353ms | Tot: 2m14s | Loss: 0.151 | Acc: 94.758% (44635/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.151 | Acc: 94.760% (44757/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.151 | Acc: 94.764% (44880/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.151 | Acc: 94.763% (45001/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.151 | Acc: 94.756% (45119/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m16s | Loss: 0.151 | Acc: 94.749% (45237/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.151 | Acc: 94.744% (45356/47872) 374/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.151 | Acc: 94.737% (45474/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.151 | Acc: 94.737% (45595/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.151 | Acc: 94.741% (45718/48256) 377/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.151 | Acc: 94.738% (45838/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m18s | Loss: 0.151 | Acc: 94.731% (45956/48512) 379/391 [===============================================================>.] Step: 355ms | Tot: 2m18s | Loss: 0.151 | Acc: 94.733% (46078/48640) 380/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.151 | Acc: 94.734% (46200/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.151 | Acc: 94.734% (46321/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.151 | Acc: 94.737% (46444/49024) 383/391 [===============================================================>.] Step: 375ms | Tot: 2m20s | Loss: 0.152 | Acc: 94.729% (46561/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.152 | Acc: 94.722% (46679/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.152 | Acc: 94.717% (46798/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.152 | Acc: 94.713% (46917/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.152 | Acc: 94.714% (47039/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.152 | Acc: 94.716% (47161/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.152 | Acc: 94.720% (47284/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m22s | Loss: 0.152 | Acc: 94.716% (47358/50000) 391/391 + [>................................................................] Step: 475ms | Tot: 2ms | Loss: 0.395 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 304ms | Tot: 306ms | Loss: 0.365 | Acc: 90.000% (180/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 596ms | Loss: 0.350 | Acc: 90.000% (270/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 895ms | Loss: 0.353 | Acc: 89.250% (357/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s194ms | Loss: 0.351 | Acc: 88.800% (444/500) 5/100 [===>.............................................................] Step: 286ms | Tot: 1s481ms | Loss: 0.330 | Acc: 89.500% (537/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s785ms | Loss: 0.326 | Acc: 89.286% (625/700) 7/100 [====>............................................................] Step: 311ms | Tot: 2s97ms | Loss: 0.343 | Acc: 89.000% (712/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s407ms | Loss: 0.337 | Acc: 89.000% (801/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s707ms | Loss: 0.351 | Acc: 88.700% (887/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 3s6ms | Loss: 0.350 | Acc: 88.727% (976/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s304ms | Loss: 0.363 | Acc: 88.417% (1061/1200) 12/100 [=======>.........................................................] Step: 295ms | Tot: 3s599ms | Loss: 0.354 | Acc: 88.538% (1151/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s906ms | Loss: 0.355 | Acc: 88.786% (1243/1400) 14/100 [=========>.......................................................] Step: 293ms | Tot: 4s199ms | Loss: 0.341 | Acc: 89.067% (1336/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s500ms | Loss: 0.344 | Acc: 88.938% (1423/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s814ms | Loss: 0.333 | Acc: 89.353% (1519/1700) 17/100 [===========>.....................................................] Step: 299ms | Tot: 5s113ms | Loss: 0.341 | Acc: 89.167% (1605/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s417ms | Loss: 0.344 | Acc: 89.211% (1695/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s723ms | Loss: 0.357 | Acc: 89.050% (1781/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 6s25ms | Loss: 0.353 | Acc: 89.143% (1872/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s328ms | Loss: 0.350 | Acc: 89.273% (1964/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s631ms | Loss: 0.354 | Acc: 88.957% (2046/2300) 23/100 [==============>..................................................] Step: 315ms | Tot: 6s947ms | Loss: 0.358 | Acc: 88.833% (2132/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s257ms | Loss: 0.364 | Acc: 88.920% (2223/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s565ms | Loss: 0.367 | Acc: 88.846% (2310/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s873ms | Loss: 0.362 | Acc: 88.963% (2402/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s177ms | Loss: 0.364 | Acc: 88.964% (2491/2800) 28/100 [==================>..............................................] Step: 299ms | Tot: 8s476ms | Loss: 0.369 | Acc: 89.034% (2582/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 8s786ms | Loss: 0.367 | Acc: 89.067% (2672/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s89ms | Loss: 0.365 | Acc: 89.000% (2759/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s392ms | Loss: 0.365 | Acc: 89.000% (2848/3200) 32/100 [====================>............................................] Step: 299ms | Tot: 9s691ms | Loss: 0.363 | Acc: 88.909% (2934/3300) 33/100 [=====================>...........................................] Step: 334ms | Tot: 10s26ms | Loss: 0.363 | Acc: 88.882% (3022/3400) 34/100 [======================>..........................................] Step: 341ms | Tot: 10s368ms | Loss: 0.368 | Acc: 88.771% (3107/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s673ms | Loss: 0.365 | Acc: 88.861% (3199/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 10s983ms | Loss: 0.366 | Acc: 88.730% (3283/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s287ms | Loss: 0.366 | Acc: 88.789% (3374/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s585ms | Loss: 0.367 | Acc: 88.769% (3462/3900) 39/100 [=========================>.......................................] Step: 317ms | Tot: 11s902ms | Loss: 0.368 | Acc: 88.800% (3552/4000) 40/100 [==========================>......................................] Step: 310ms | Tot: 12s213ms | Loss: 0.371 | Acc: 88.780% (3640/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s519ms | Loss: 0.373 | Acc: 88.762% (3728/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s824ms | Loss: 0.371 | Acc: 88.837% (3820/4300) 43/100 [===========================>.....................................] Step: 302ms | Tot: 13s126ms | Loss: 0.371 | Acc: 88.909% (3912/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s435ms | Loss: 0.370 | Acc: 88.867% (3999/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s736ms | Loss: 0.370 | Acc: 88.870% (4088/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 14s39ms | Loss: 0.371 | Acc: 88.851% (4176/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s343ms | Loss: 0.371 | Acc: 88.875% (4266/4800) 48/100 [===============================>.................................] Step: 311ms | Tot: 14s654ms | Loss: 0.367 | Acc: 89.000% (4361/4900) 49/100 [===============================>.................................] Step: 317ms | Tot: 14s972ms | Loss: 0.368 | Acc: 88.940% (4447/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s283ms | Loss: 0.367 | Acc: 88.902% (4534/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s590ms | Loss: 0.369 | Acc: 88.788% (4617/5200) 52/100 [=================================>...............................] Step: 316ms | Tot: 15s907ms | Loss: 0.369 | Acc: 88.755% (4704/5300) 53/100 [==================================>..............................] Step: 317ms | Tot: 16s224ms | Loss: 0.368 | Acc: 88.741% (4792/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s537ms | Loss: 0.369 | Acc: 88.673% (4877/5500) 55/100 [===================================>.............................] Step: 321ms | Tot: 16s859ms | Loss: 0.372 | Acc: 88.661% (4965/5600) 56/100 [====================================>............................] Step: 314ms | Tot: 17s174ms | Loss: 0.369 | Acc: 88.754% (5059/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s479ms | Loss: 0.367 | Acc: 88.810% (5151/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s787ms | Loss: 0.369 | Acc: 88.729% (5235/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s90ms | Loss: 0.369 | Acc: 88.717% (5323/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s392ms | Loss: 0.369 | Acc: 88.705% (5411/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s697ms | Loss: 0.370 | Acc: 88.677% (5498/6200) 62/100 [========================================>........................] Step: 316ms | Tot: 19s13ms | Loss: 0.370 | Acc: 88.667% (5586/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s314ms | Loss: 0.368 | Acc: 88.734% (5679/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s618ms | Loss: 0.368 | Acc: 88.692% (5765/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 19s930ms | Loss: 0.367 | Acc: 88.667% (5852/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s236ms | Loss: 0.366 | Acc: 88.701% (5943/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s540ms | Loss: 0.366 | Acc: 88.691% (6031/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s849ms | Loss: 0.363 | Acc: 88.739% (6123/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s154ms | Loss: 0.361 | Acc: 88.757% (6213/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s461ms | Loss: 0.364 | Acc: 88.704% (6298/7100) 71/100 [==============================================>..................] Step: 315ms | Tot: 21s776ms | Loss: 0.365 | Acc: 88.694% (6386/7200) 72/100 [==============================================>..................] Step: 317ms | Tot: 22s94ms | Loss: 0.363 | Acc: 88.767% (6480/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s402ms | Loss: 0.362 | Acc: 88.770% (6569/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s706ms | Loss: 0.363 | Acc: 88.787% (6659/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s15ms | Loss: 0.362 | Acc: 88.789% (6748/7600) 76/100 [=================================================>...............] Step: 301ms | Tot: 23s316ms | Loss: 0.361 | Acc: 88.766% (6835/7700) 77/100 [==================================================>..............] Step: 299ms | Tot: 23s616ms | Loss: 0.361 | Acc: 88.769% (6924/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s922ms | Loss: 0.363 | Acc: 88.772% (7013/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 24s224ms | Loss: 0.361 | Acc: 88.800% (7104/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s529ms | Loss: 0.360 | Acc: 88.827% (7195/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 24s843ms | Loss: 0.360 | Acc: 88.829% (7284/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s146ms | Loss: 0.359 | Acc: 88.867% (7376/8300) 83/100 [=====================================================>...........] Step: 299ms | Tot: 25s446ms | Loss: 0.359 | Acc: 88.869% (7465/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s757ms | Loss: 0.359 | Acc: 88.824% (7550/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 26s61ms | Loss: 0.360 | Acc: 88.791% (7636/8600) 86/100 [=======================================================>.........] Step: 298ms | Tot: 26s360ms | Loss: 0.358 | Acc: 88.828% (7728/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s665ms | Loss: 0.358 | Acc: 88.818% (7816/8800) 88/100 [=========================================================>.......] Step: 319ms | Tot: 26s985ms | Loss: 0.357 | Acc: 88.809% (7904/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s296ms | Loss: 0.356 | Acc: 88.800% (7992/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s600ms | Loss: 0.355 | Acc: 88.846% (8085/9100) 91/100 [===========================================================>.....] Step: 313ms | Tot: 27s913ms | Loss: 0.354 | Acc: 88.891% (8178/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 28s213ms | Loss: 0.355 | Acc: 88.882% (8266/9300) 93/100 [============================================================>....] Step: 302ms | Tot: 28s515ms | Loss: 0.355 | Acc: 88.894% (8356/9400) 94/100 [=============================================================>...] Step: 313ms | Tot: 28s828ms | Loss: 0.353 | Acc: 88.926% (8448/9500) 95/100 [=============================================================>...] Step: 299ms | Tot: 29s128ms | Loss: 0.353 | Acc: 88.948% (8539/9600) 96/100 [==============================================================>..] Step: 301ms | Tot: 29s429ms | Loss: 0.352 | Acc: 88.969% (8630/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s733ms | Loss: 0.353 | Acc: 88.959% (8718/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s39ms | Loss: 0.352 | Acc: 89.000% (8811/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s346ms | Loss: 0.352 | Acc: 89.030% (8903/10000) 100/100 + +Epoch: 156 + [>................................................................] Step: 633ms | Tot: 2ms | Loss: 0.177 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 379ms | Tot: 382ms | Loss: 0.146 | Acc: 95.703% (245/256) 2/391 [>................................................................] Step: 371ms | Tot: 754ms | Loss: 0.157 | Acc: 95.833% (368/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s132ms | Loss: 0.166 | Acc: 95.508% (489/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s500ms | Loss: 0.173 | Acc: 94.844% (607/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s874ms | Loss: 0.161 | Acc: 95.443% (733/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s235ms | Loss: 0.164 | Acc: 95.201% (853/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s596ms | Loss: 0.160 | Acc: 95.215% (975/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 2s972ms | Loss: 0.155 | Acc: 95.399% (1099/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s336ms | Loss: 0.160 | Acc: 95.156% (1218/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s698ms | Loss: 0.157 | Acc: 95.170% (1340/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s60ms | Loss: 0.150 | Acc: 95.508% (1467/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s420ms | Loss: 0.145 | Acc: 95.553% (1590/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s783ms | Loss: 0.145 | Acc: 95.536% (1712/1792) 14/391 [==>..............................................................] Step: 350ms | Tot: 5s133ms | Loss: 0.143 | Acc: 95.625% (1836/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s492ms | Loss: 0.142 | Acc: 95.605% (1958/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s856ms | Loss: 0.140 | Acc: 95.634% (2081/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s229ms | Loss: 0.146 | Acc: 95.530% (2201/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s594ms | Loss: 0.142 | Acc: 95.683% (2327/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s958ms | Loss: 0.143 | Acc: 95.586% (2447/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s318ms | Loss: 0.142 | Acc: 95.610% (2570/2688) 21/391 [===>.............................................................] Step: 354ms | Tot: 7s673ms | Loss: 0.140 | Acc: 95.668% (2694/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s32ms | Loss: 0.138 | Acc: 95.720% (2818/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s393ms | Loss: 0.140 | Acc: 95.540% (2935/3072) 24/391 [===>.............................................................] Step: 355ms | Tot: 8s748ms | Loss: 0.141 | Acc: 95.500% (3056/3200) 25/391 [====>............................................................] Step: 390ms | Tot: 9s139ms | Loss: 0.142 | Acc: 95.403% (3175/3328) 26/391 [====>............................................................] Step: 405ms | Tot: 9s544ms | Loss: 0.144 | Acc: 95.312% (3294/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s910ms | Loss: 0.144 | Acc: 95.340% (3417/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s276ms | Loss: 0.145 | Acc: 95.232% (3535/3712) 29/391 [====>............................................................] Step: 353ms | Tot: 10s629ms | Loss: 0.144 | Acc: 95.260% (3658/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s994ms | Loss: 0.145 | Acc: 95.237% (3779/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s359ms | Loss: 0.147 | Acc: 95.190% (3899/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s716ms | Loss: 0.147 | Acc: 95.170% (4020/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s84ms | Loss: 0.147 | Acc: 95.129% (4140/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s444ms | Loss: 0.147 | Acc: 95.179% (4264/4480) 35/391 [=====>...........................................................] Step: 374ms | Tot: 12s819ms | Loss: 0.145 | Acc: 95.226% (4388/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s179ms | Loss: 0.147 | Acc: 95.080% (4503/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s537ms | Loss: 0.147 | Acc: 95.004% (4621/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s908ms | Loss: 0.148 | Acc: 94.992% (4742/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s268ms | Loss: 0.149 | Acc: 94.941% (4861/5120) 40/391 [======>..........................................................] Step: 350ms | Tot: 14s619ms | Loss: 0.147 | Acc: 94.989% (4985/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 14s976ms | Loss: 0.149 | Acc: 94.959% (5105/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s337ms | Loss: 0.151 | Acc: 94.840% (5220/5504) 43/391 [=======>.........................................................] Step: 375ms | Tot: 15s713ms | Loss: 0.151 | Acc: 94.815% (5340/5632) 44/391 [=======>.........................................................] Step: 382ms | Tot: 16s95ms | Loss: 0.150 | Acc: 94.844% (5463/5760) 45/391 [=======>.........................................................] Step: 374ms | Tot: 16s470ms | Loss: 0.150 | Acc: 94.803% (5582/5888) 46/391 [=======>.........................................................] Step: 374ms | Tot: 16s844ms | Loss: 0.151 | Acc: 94.764% (5701/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s211ms | Loss: 0.150 | Acc: 94.792% (5824/6144) 48/391 [=======>.........................................................] Step: 377ms | Tot: 17s588ms | Loss: 0.150 | Acc: 94.786% (5945/6272) 49/391 [========>........................................................] Step: 376ms | Tot: 17s965ms | Loss: 0.149 | Acc: 94.844% (6070/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s333ms | Loss: 0.148 | Acc: 94.868% (6193/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s696ms | Loss: 0.147 | Acc: 94.907% (6317/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s56ms | Loss: 0.147 | Acc: 94.900% (6438/6784) 53/391 [========>........................................................] Step: 377ms | Tot: 19s434ms | Loss: 0.148 | Acc: 94.878% (6558/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s792ms | Loss: 0.148 | Acc: 94.872% (6679/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 20s148ms | Loss: 0.149 | Acc: 94.838% (6798/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s508ms | Loss: 0.149 | Acc: 94.860% (6921/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s873ms | Loss: 0.149 | Acc: 94.828% (7040/7424) 58/391 [=========>.......................................................] Step: 376ms | Tot: 21s249ms | Loss: 0.148 | Acc: 94.889% (7166/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s609ms | Loss: 0.147 | Acc: 94.909% (7289/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s970ms | Loss: 0.146 | Acc: 94.954% (7414/7808) 61/391 [==========>......................................................] Step: 355ms | Tot: 22s325ms | Loss: 0.146 | Acc: 94.922% (7533/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s687ms | Loss: 0.145 | Acc: 94.953% (7657/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s55ms | Loss: 0.146 | Acc: 94.910% (7775/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s412ms | Loss: 0.145 | Acc: 94.928% (7898/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s768ms | Loss: 0.145 | Acc: 94.934% (8020/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s131ms | Loss: 0.145 | Acc: 94.963% (8144/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s489ms | Loss: 0.144 | Acc: 94.991% (8268/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 24s858ms | Loss: 0.144 | Acc: 94.984% (8389/8832) 69/391 [===========>.....................................................] Step: 355ms | Tot: 25s214ms | Loss: 0.145 | Acc: 94.944% (8507/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s572ms | Loss: 0.145 | Acc: 94.949% (8629/9088) 71/391 [===========>.....................................................] Step: 376ms | Tot: 25s949ms | Loss: 0.145 | Acc: 94.965% (8752/9216) 72/391 [===========>.....................................................] Step: 371ms | Tot: 26s321ms | Loss: 0.145 | Acc: 94.927% (8870/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s682ms | Loss: 0.145 | Acc: 94.943% (8993/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s43ms | Loss: 0.145 | Acc: 94.938% (9114/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s402ms | Loss: 0.145 | Acc: 94.953% (9237/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s762ms | Loss: 0.146 | Acc: 94.917% (9355/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s123ms | Loss: 0.146 | Acc: 94.912% (9476/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s487ms | Loss: 0.145 | Acc: 94.917% (9598/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 28s848ms | Loss: 0.145 | Acc: 94.951% (9723/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s210ms | Loss: 0.145 | Acc: 94.946% (9844/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s572ms | Loss: 0.146 | Acc: 94.950% (9966/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s936ms | Loss: 0.145 | Acc: 94.964% (10089/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s298ms | Loss: 0.144 | Acc: 94.987% (10213/10752) 84/391 [=============>...................................................] Step: 355ms | Tot: 30s653ms | Loss: 0.144 | Acc: 95.009% (10337/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 31s23ms | Loss: 0.144 | Acc: 95.013% (10459/11008) 86/391 [==============>..................................................] Step: 360ms | Tot: 31s384ms | Loss: 0.145 | Acc: 95.007% (10580/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s742ms | Loss: 0.144 | Acc: 95.011% (10702/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s110ms | Loss: 0.144 | Acc: 95.023% (10825/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s477ms | Loss: 0.144 | Acc: 95.017% (10946/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 32s841ms | Loss: 0.143 | Acc: 95.038% (11070/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 33s197ms | Loss: 0.143 | Acc: 95.058% (11194/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s557ms | Loss: 0.143 | Acc: 95.069% (11317/11904) 93/391 [===============>.................................................] Step: 381ms | Tot: 33s938ms | Loss: 0.143 | Acc: 95.038% (11435/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s304ms | Loss: 0.144 | Acc: 94.975% (11549/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s661ms | Loss: 0.145 | Acc: 94.971% (11670/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 35s29ms | Loss: 0.145 | Acc: 94.950% (11789/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s389ms | Loss: 0.145 | Acc: 94.954% (11911/12544) 98/391 [================>................................................] Step: 378ms | Tot: 35s767ms | Loss: 0.145 | Acc: 94.957% (12033/12672) 99/391 [================>................................................] Step: 373ms | Tot: 36s141ms | Loss: 0.144 | Acc: 94.953% (12154/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s502ms | Loss: 0.145 | Acc: 94.933% (12273/12928) 101/391 [================>................................................] Step: 358ms | Tot: 36s860ms | Loss: 0.144 | Acc: 94.968% (12399/13056) 102/391 [================>................................................] Step: 356ms | Tot: 37s217ms | Loss: 0.145 | Acc: 94.948% (12518/13184) 103/391 [=================>...............................................] Step: 372ms | Tot: 37s590ms | Loss: 0.145 | Acc: 94.929% (12637/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 37s954ms | Loss: 0.145 | Acc: 94.933% (12759/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s312ms | Loss: 0.145 | Acc: 94.929% (12880/13568) 106/391 [=================>...............................................] Step: 354ms | Tot: 38s666ms | Loss: 0.145 | Acc: 94.926% (13001/13696) 107/391 [=================>...............................................] Step: 391ms | Tot: 39s58ms | Loss: 0.145 | Acc: 94.936% (13124/13824) 108/391 [=================>...............................................] Step: 404ms | Tot: 39s462ms | Loss: 0.144 | Acc: 94.947% (13247/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 39s827ms | Loss: 0.145 | Acc: 94.929% (13366/14080) 110/391 [==================>..............................................] Step: 353ms | Tot: 40s181ms | Loss: 0.144 | Acc: 94.961% (13492/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s541ms | Loss: 0.145 | Acc: 94.929% (13609/14336) 112/391 [==================>..............................................] Step: 370ms | Tot: 40s912ms | Loss: 0.145 | Acc: 94.925% (13730/14464) 113/391 [==================>..............................................] Step: 372ms | Tot: 41s285ms | Loss: 0.145 | Acc: 94.942% (13854/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s645ms | Loss: 0.144 | Acc: 94.959% (13978/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 42s10ms | Loss: 0.144 | Acc: 94.949% (14098/14848) 116/391 [===================>.............................................] Step: 369ms | Tot: 42s379ms | Loss: 0.145 | Acc: 94.919% (14215/14976) 117/391 [===================>.............................................] Step: 367ms | Tot: 42s747ms | Loss: 0.145 | Acc: 94.922% (14337/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s114ms | Loss: 0.146 | Acc: 94.912% (14457/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s474ms | Loss: 0.146 | Acc: 94.915% (14579/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s837ms | Loss: 0.147 | Acc: 94.880% (14695/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 44s191ms | Loss: 0.146 | Acc: 94.909% (14821/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s550ms | Loss: 0.146 | Acc: 94.893% (14940/15744) 123/391 [====================>............................................] Step: 370ms | Tot: 44s920ms | Loss: 0.146 | Acc: 94.884% (15060/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s277ms | Loss: 0.146 | Acc: 94.881% (15181/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 45s644ms | Loss: 0.146 | Acc: 94.835% (15295/16128) 126/391 [====================>............................................] Step: 380ms | Tot: 46s25ms | Loss: 0.147 | Acc: 94.839% (15417/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s391ms | Loss: 0.147 | Acc: 94.830% (15537/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 46s756ms | Loss: 0.147 | Acc: 94.828% (15658/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 47s114ms | Loss: 0.147 | Acc: 94.826% (15779/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s474ms | Loss: 0.146 | Acc: 94.841% (15903/16768) 131/391 [=====================>...........................................] Step: 362ms | Tot: 47s837ms | Loss: 0.146 | Acc: 94.851% (16026/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s197ms | Loss: 0.146 | Acc: 94.837% (16145/17024) 133/391 [======================>..........................................] Step: 375ms | Tot: 48s572ms | Loss: 0.146 | Acc: 94.858% (16270/17152) 134/391 [======================>..........................................] Step: 387ms | Tot: 48s959ms | Loss: 0.145 | Acc: 94.867% (16393/17280) 135/391 [======================>..........................................] Step: 374ms | Tot: 49s333ms | Loss: 0.146 | Acc: 94.847% (16511/17408) 136/391 [======================>..........................................] Step: 373ms | Tot: 49s707ms | Loss: 0.146 | Acc: 94.845% (16632/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s83ms | Loss: 0.146 | Acc: 94.854% (16755/17664) 138/391 [======================>..........................................] Step: 377ms | Tot: 50s460ms | Loss: 0.145 | Acc: 94.846% (16875/17792) 139/391 [=======================>.........................................] Step: 374ms | Tot: 50s834ms | Loss: 0.146 | Acc: 94.855% (16998/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 51s203ms | Loss: 0.146 | Acc: 94.847% (17118/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 51s576ms | Loss: 0.146 | Acc: 94.845% (17239/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s937ms | Loss: 0.146 | Acc: 94.859% (17363/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s308ms | Loss: 0.145 | Acc: 94.857% (17484/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s668ms | Loss: 0.145 | Acc: 94.860% (17606/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 53s26ms | Loss: 0.145 | Acc: 94.858% (17727/18688) 146/391 [========================>........................................] Step: 356ms | Tot: 53s383ms | Loss: 0.145 | Acc: 94.871% (17851/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s739ms | Loss: 0.145 | Acc: 94.895% (17977/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s102ms | Loss: 0.145 | Acc: 94.893% (18098/19072) 149/391 [========================>........................................] Step: 360ms | Tot: 54s462ms | Loss: 0.145 | Acc: 94.896% (18220/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 54s833ms | Loss: 0.145 | Acc: 94.899% (18342/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 55s190ms | Loss: 0.145 | Acc: 94.870% (18458/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s553ms | Loss: 0.145 | Acc: 94.868% (18579/19584) 153/391 [=========================>.......................................] Step: 375ms | Tot: 55s929ms | Loss: 0.145 | Acc: 94.866% (18700/19712) 154/391 [=========================>.......................................] Step: 372ms | Tot: 56s301ms | Loss: 0.145 | Acc: 94.879% (18824/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 56s658ms | Loss: 0.145 | Acc: 94.892% (18948/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s22ms | Loss: 0.145 | Acc: 94.885% (19068/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s382ms | Loss: 0.144 | Acc: 94.892% (19191/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s748ms | Loss: 0.145 | Acc: 94.890% (19312/20352) 159/391 [==========================>......................................] Step: 356ms | Tot: 58s104ms | Loss: 0.144 | Acc: 94.902% (19436/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s463ms | Loss: 0.144 | Acc: 94.900% (19557/20608) 161/391 [==========================>......................................] Step: 372ms | Tot: 58s835ms | Loss: 0.144 | Acc: 94.907% (19680/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s196ms | Loss: 0.144 | Acc: 94.896% (19799/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s558ms | Loss: 0.144 | Acc: 94.898% (19921/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 59s921ms | Loss: 0.144 | Acc: 94.920% (20047/21120) 165/391 [===========================>.....................................] Step: 358ms | Tot: 1m279ms | Loss: 0.143 | Acc: 94.931% (20171/21248) 166/391 [===========================>.....................................] Step: 355ms | Tot: 1m635ms | Loss: 0.144 | Acc: 94.929% (20292/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.144 | Acc: 94.922% (20412/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.144 | Acc: 94.906% (20530/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.144 | Acc: 94.913% (20653/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.144 | Acc: 94.901% (20772/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.144 | Acc: 94.890% (20891/22016) 172/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.144 | Acc: 94.906% (21016/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.144 | Acc: 94.877% (21131/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.144 | Acc: 94.879% (21253/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.144 | Acc: 94.886% (21376/22528) 176/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.144 | Acc: 94.884% (21497/22656) 177/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.145 | Acc: 94.878% (21617/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.145 | Acc: 94.863% (21735/22912) 179/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.144 | Acc: 94.861% (21856/23040) 180/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.144 | Acc: 94.859% (21977/23168) 181/391 [==============================>..................................] Step: 374ms | Tot: 1m6s | Loss: 0.144 | Acc: 94.857% (22098/23296) 182/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.145 | Acc: 94.847% (22217/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.144 | Acc: 94.850% (22339/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.144 | Acc: 94.856% (22462/23680) 185/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.144 | Acc: 94.855% (22583/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.144 | Acc: 94.882% (22711/23936) 187/391 [===============================>.................................] Step: 351ms | Tot: 1m8s | Loss: 0.144 | Acc: 94.889% (22834/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.144 | Acc: 94.895% (22957/24192) 189/391 [===============================>.................................] Step: 371ms | Tot: 1m8s | Loss: 0.144 | Acc: 94.885% (23076/24320) 190/391 [===============================>.................................] Step: 389ms | Tot: 1m9s | Loss: 0.144 | Acc: 94.891% (23199/24448) 191/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.144 | Acc: 94.893% (23321/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.144 | Acc: 94.904% (23445/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.144 | Acc: 94.890% (23563/24832) 194/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.143 | Acc: 94.904% (23688/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.144 | Acc: 94.894% (23807/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.144 | Acc: 94.880% (23925/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.144 | Acc: 94.894% (24050/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.143 | Acc: 94.904% (24174/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.144 | Acc: 94.883% (24290/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.144 | Acc: 94.881% (24411/25728) 201/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.144 | Acc: 94.883% (24533/25856) 202/391 [=================================>...............................] Step: 353ms | Tot: 1m13s | Loss: 0.144 | Acc: 94.885% (24655/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.144 | Acc: 94.872% (24773/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.144 | Acc: 94.867% (24893/26240) 205/391 [==================================>..............................] Step: 359ms | Tot: 1m14s | Loss: 0.144 | Acc: 94.865% (25014/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.144 | Acc: 94.878% (25139/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.144 | Acc: 94.881% (25261/26624) 208/391 [==================================>..............................] Step: 378ms | Tot: 1m15s | Loss: 0.144 | Acc: 94.875% (25381/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.144 | Acc: 94.874% (25502/26880) 210/391 [==================================>..............................] Step: 354ms | Tot: 1m16s | Loss: 0.144 | Acc: 94.887% (25627/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.144 | Acc: 94.889% (25749/27136) 212/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.144 | Acc: 94.891% (25871/27264) 213/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.144 | Acc: 94.882% (25990/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.144 | Acc: 94.887% (26113/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.144 | Acc: 94.882% (26233/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.144 | Acc: 94.884% (26355/27776) 217/391 [====================================>............................] Step: 353ms | Tot: 1m19s | Loss: 0.144 | Acc: 94.890% (26478/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.144 | Acc: 94.892% (26600/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.144 | Acc: 94.897% (26723/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.144 | Acc: 94.892% (26843/28288) 221/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.145 | Acc: 94.869% (26958/28416) 222/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.145 | Acc: 94.875% (27081/28544) 223/391 [=====================================>...........................] Step: 374ms | Tot: 1m21s | Loss: 0.144 | Acc: 94.887% (27206/28672) 224/391 [=====================================>...........................] Step: 379ms | Tot: 1m21s | Loss: 0.144 | Acc: 94.892% (27329/28800) 225/391 [=====================================>...........................] Step: 378ms | Tot: 1m22s | Loss: 0.145 | Acc: 94.884% (27448/28928) 226/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.145 | Acc: 94.886% (27570/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.145 | Acc: 94.891% (27693/29184) 228/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.144 | Acc: 94.903% (27818/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.144 | Acc: 94.901% (27939/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.144 | Acc: 94.910% (28063/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.144 | Acc: 94.905% (28183/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.144 | Acc: 94.913% (28307/29824) 233/391 [======================================>..........................] Step: 376ms | Tot: 1m25s | Loss: 0.144 | Acc: 94.922% (28431/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.144 | Acc: 94.924% (28553/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.144 | Acc: 94.928% (28676/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.144 | Acc: 94.937% (28800/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.144 | Acc: 94.935% (28921/30464) 238/391 [=======================================>.........................] Step: 374ms | Tot: 1m26s | Loss: 0.144 | Acc: 94.930% (29041/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.144 | Acc: 94.922% (29160/30720) 240/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.144 | Acc: 94.907% (29277/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.144 | Acc: 94.903% (29397/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.144 | Acc: 94.891% (29515/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.145 | Acc: 94.861% (29627/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.145 | Acc: 94.860% (29748/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.145 | Acc: 94.852% (29867/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.146 | Acc: 94.844% (29986/31616) 247/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.146 | Acc: 94.843% (30107/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.146 | Acc: 94.829% (30224/31872) 249/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.146 | Acc: 94.841% (30349/32000) 250/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.146 | Acc: 94.821% (30464/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.146 | Acc: 94.816% (30584/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.146 | Acc: 94.812% (30704/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.146 | Acc: 94.817% (30827/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.146 | Acc: 94.819% (30949/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.146 | Acc: 94.818% (31070/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.146 | Acc: 94.823% (31193/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.147 | Acc: 94.816% (31312/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.146 | Acc: 94.821% (31435/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.147 | Acc: 94.820% (31556/33280) 260/391 [===========================================>.....................] Step: 375ms | Tot: 1m34s | Loss: 0.147 | Acc: 94.819% (31677/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.147 | Acc: 94.815% (31797/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.147 | Acc: 94.808% (31916/33664) 263/391 [===========================================>.....................] Step: 376ms | Tot: 1m35s | Loss: 0.147 | Acc: 94.804% (32036/33792) 264/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.147 | Acc: 94.802% (32157/33920) 265/391 [============================================>....................] Step: 352ms | Tot: 1m36s | Loss: 0.147 | Acc: 94.810% (32281/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.147 | Acc: 94.815% (32404/34176) 267/391 [============================================>....................] Step: 354ms | Tot: 1m37s | Loss: 0.147 | Acc: 94.811% (32524/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.147 | Acc: 94.804% (32643/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.147 | Acc: 94.800% (32763/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.147 | Acc: 94.794% (32882/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.147 | Acc: 94.798% (33005/34816) 272/391 [=============================================>...................] Step: 402ms | Tot: 1m39s | Loss: 0.147 | Acc: 94.803% (33128/34944) 273/391 [=============================================>...................] Step: 377ms | Tot: 1m39s | Loss: 0.148 | Acc: 94.788% (33244/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.148 | Acc: 94.770% (33359/35200) 275/391 [=============================================>...................] Step: 354ms | Tot: 1m40s | Loss: 0.148 | Acc: 94.769% (33480/35328) 276/391 [=============================================>...................] Step: 350ms | Tot: 1m40s | Loss: 0.148 | Acc: 94.765% (33600/35456) 277/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.148 | Acc: 94.762% (33720/35584) 278/391 [==============================================>..................] Step: 374ms | Tot: 1m41s | Loss: 0.148 | Acc: 94.769% (33844/35712) 279/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.148 | Acc: 94.768% (33965/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.148 | Acc: 94.754% (34081/35968) 281/391 [==============================================>..................] Step: 397ms | Tot: 1m42s | Loss: 0.148 | Acc: 94.764% (34206/36096) 282/391 [==============================================>..................] Step: 407ms | Tot: 1m42s | Loss: 0.148 | Acc: 94.763% (34327/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.148 | Acc: 94.765% (34449/36352) 284/391 [===============================================>.................] Step: 357ms | Tot: 1m43s | Loss: 0.148 | Acc: 94.756% (34567/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.148 | Acc: 94.761% (34690/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.148 | Acc: 94.749% (34807/36736) 287/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.148 | Acc: 94.762% (34933/36864) 288/391 [===============================================>.................] Step: 375ms | Tot: 1m45s | Loss: 0.148 | Acc: 94.761% (35054/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.148 | Acc: 94.749% (35171/37120) 290/391 [================================================>................] Step: 370ms | Tot: 1m45s | Loss: 0.148 | Acc: 94.762% (35297/37248) 291/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.148 | Acc: 94.761% (35418/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.148 | Acc: 94.753% (35536/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.149 | Acc: 94.744% (35654/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.148 | Acc: 94.740% (35774/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.148 | Acc: 94.745% (35897/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.148 | Acc: 94.750% (36020/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.148 | Acc: 94.754% (36143/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.148 | Acc: 94.735% (36257/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.148 | Acc: 94.747% (36383/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.148 | Acc: 94.747% (36504/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.148 | Acc: 94.738% (36622/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.148 | Acc: 94.735% (36742/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.148 | Acc: 94.734% (36863/38912) 304/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.149 | Acc: 94.721% (36979/39040) 305/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.149 | Acc: 94.728% (37103/39168) 306/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.148 | Acc: 94.730% (37225/39296) 307/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.148 | Acc: 94.732% (37347/39424) 308/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.149 | Acc: 94.728% (37467/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.148 | Acc: 94.728% (37588/39680) 310/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.148 | Acc: 94.735% (37712/39808) 311/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.148 | Acc: 94.737% (37834/39936) 312/391 [===================================================>.............] Step: 375ms | Tot: 1m53s | Loss: 0.149 | Acc: 94.728% (37952/40064) 313/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.149 | Acc: 94.723% (38071/40192) 314/391 [====================================================>............] Step: 378ms | Tot: 1m54s | Loss: 0.149 | Acc: 94.717% (38190/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.149 | Acc: 94.717% (38311/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.149 | Acc: 94.719% (38433/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.149 | Acc: 94.730% (38559/40704) 318/391 [====================================================>............] Step: 373ms | Tot: 1m56s | Loss: 0.148 | Acc: 94.737% (38683/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.149 | Acc: 94.729% (38801/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.149 | Acc: 94.726% (38921/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.149 | Acc: 94.735% (39046/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.148 | Acc: 94.742% (39170/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.149 | Acc: 94.739% (39290/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.149 | Acc: 94.731% (39408/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.149 | Acc: 94.730% (39529/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.149 | Acc: 94.725% (39648/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.149 | Acc: 94.722% (39768/41984) 328/391 [======================================================>..........] Step: 378ms | Tot: 1m59s | Loss: 0.149 | Acc: 94.733% (39894/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m195ms | Loss: 0.149 | Acc: 94.732% (40015/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 2m554ms | Loss: 0.149 | Acc: 94.734% (40137/42368) 331/391 [=======================================================>.........] Step: 373ms | Tot: 2m928ms | Loss: 0.149 | Acc: 94.736% (40259/42496) 332/391 [=======================================================>.........] Step: 382ms | Tot: 2m1s | Loss: 0.149 | Acc: 94.735% (40380/42624) 333/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.149 | Acc: 94.737% (40502/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.149 | Acc: 94.732% (40621/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.149 | Acc: 94.734% (40743/43008) 336/391 [=======================================================>.........] Step: 376ms | Tot: 2m2s | Loss: 0.149 | Acc: 94.735% (40865/43136) 337/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.149 | Acc: 94.728% (40983/43264) 338/391 [========================================================>........] Step: 375ms | Tot: 2m3s | Loss: 0.149 | Acc: 94.729% (41105/43392) 339/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.149 | Acc: 94.727% (41225/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.149 | Acc: 94.721% (41344/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.149 | Acc: 94.719% (41464/43776) 342/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.149 | Acc: 94.709% (41581/43904) 343/391 [=========================================================>.......] Step: 377ms | Tot: 2m5s | Loss: 0.149 | Acc: 94.713% (41704/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.149 | Acc: 94.706% (41822/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.149 | Acc: 94.710% (41945/44288) 346/391 [=========================================================>.......] Step: 374ms | Tot: 2m6s | Loss: 0.149 | Acc: 94.716% (42069/44416) 347/391 [=========================================================>.......] Step: 375ms | Tot: 2m6s | Loss: 0.149 | Acc: 94.711% (42188/44544) 348/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.149 | Acc: 94.713% (42310/44672) 349/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.149 | Acc: 94.710% (42430/44800) 350/391 [==========================================================>......] Step: 371ms | Tot: 2m7s | Loss: 0.149 | Acc: 94.720% (42556/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.149 | Acc: 94.722% (42678/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.149 | Acc: 94.726% (42801/45184) 353/391 [==========================================================>......] Step: 405ms | Tot: 2m9s | Loss: 0.149 | Acc: 94.725% (42922/45312) 354/391 [==========================================================>......] Step: 405ms | Tot: 2m9s | Loss: 0.149 | Acc: 94.723% (43042/45440) 355/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.149 | Acc: 94.711% (43158/45568) 356/391 [===========================================================>.....] Step: 355ms | Tot: 2m10s | Loss: 0.149 | Acc: 94.709% (43278/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.149 | Acc: 94.708% (43399/45824) 358/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.149 | Acc: 94.716% (43524/45952) 359/391 [===========================================================>.....] Step: 380ms | Tot: 2m11s | Loss: 0.149 | Acc: 94.714% (43644/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.149 | Acc: 94.717% (43767/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.149 | Acc: 94.725% (43892/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.149 | Acc: 94.736% (44018/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.149 | Acc: 94.735% (44139/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.149 | Acc: 94.735% (44260/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.149 | Acc: 94.736% (44382/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.149 | Acc: 94.744% (44507/46976) 367/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.149 | Acc: 94.750% (44631/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.149 | Acc: 94.747% (44751/47232) 369/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.148 | Acc: 94.755% (44876/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.148 | Acc: 94.750% (44995/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.149 | Acc: 94.737% (45110/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.149 | Acc: 94.730% (45228/47744) 373/391 [==============================================================>..] Step: 370ms | Tot: 2m16s | Loss: 0.149 | Acc: 94.728% (45348/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.149 | Acc: 94.721% (45466/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.149 | Acc: 94.720% (45587/48128) 376/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.149 | Acc: 94.718% (45707/48256) 377/391 [==============================================================>..] Step: 375ms | Tot: 2m17s | Loss: 0.149 | Acc: 94.723% (45831/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.149 | Acc: 94.729% (45955/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.149 | Acc: 94.731% (46077/48640) 380/391 [===============================================================>.] Step: 377ms | Tot: 2m18s | Loss: 0.149 | Acc: 94.724% (46195/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.149 | Acc: 94.721% (46315/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.149 | Acc: 94.717% (46434/49024) 383/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.149 | Acc: 94.716% (46555/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.149 | Acc: 94.724% (46680/49280) 385/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.149 | Acc: 94.722% (46800/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.149 | Acc: 94.719% (46920/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.149 | Acc: 94.716% (47040/49664) 388/391 [================================================================>] Step: 367ms | Tot: 2m21s | Loss: 0.149 | Acc: 94.712% (47159/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.149 | Acc: 94.704% (47276/49920) 390/391 [================================================================>] Step: 335ms | Tot: 2m22s | Loss: 0.150 | Acc: 94.700% (47350/50000) 391/391 + [>................................................................] Step: 490ms | Tot: 2ms | Loss: 0.350 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.336 | Acc: 87.500% (175/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 598ms | Loss: 0.340 | Acc: 88.667% (266/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 899ms | Loss: 0.373 | Acc: 88.000% (352/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s195ms | Loss: 0.371 | Acc: 87.200% (436/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s488ms | Loss: 0.334 | Acc: 88.500% (531/600) 6/100 [===>.............................................................] Step: 306ms | Tot: 1s794ms | Loss: 0.347 | Acc: 88.429% (619/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s99ms | Loss: 0.363 | Acc: 88.250% (706/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s402ms | Loss: 0.372 | Acc: 88.000% (792/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s712ms | Loss: 0.370 | Acc: 87.800% (878/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s13ms | Loss: 0.370 | Acc: 88.000% (968/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s314ms | Loss: 0.384 | Acc: 87.833% (1054/1200) 12/100 [=======>.........................................................] Step: 305ms | Tot: 3s619ms | Loss: 0.380 | Acc: 87.769% (1141/1300) 13/100 [========>........................................................] Step: 311ms | Tot: 3s931ms | Loss: 0.378 | Acc: 88.214% (1235/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s235ms | Loss: 0.372 | Acc: 88.333% (1325/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s536ms | Loss: 0.366 | Acc: 88.500% (1416/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s844ms | Loss: 0.356 | Acc: 88.882% (1511/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s154ms | Loss: 0.366 | Acc: 88.556% (1594/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s463ms | Loss: 0.371 | Acc: 88.579% (1683/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s771ms | Loss: 0.375 | Acc: 88.450% (1769/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s76ms | Loss: 0.375 | Acc: 88.476% (1858/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s379ms | Loss: 0.376 | Acc: 88.364% (1944/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s694ms | Loss: 0.381 | Acc: 88.217% (2029/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s998ms | Loss: 0.380 | Acc: 88.292% (2119/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s305ms | Loss: 0.381 | Acc: 88.320% (2208/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s610ms | Loss: 0.387 | Acc: 88.231% (2294/2600) 26/100 [================>................................................] Step: 315ms | Tot: 7s925ms | Loss: 0.382 | Acc: 88.370% (2386/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s233ms | Loss: 0.382 | Acc: 88.393% (2475/2800) 28/100 [==================>..............................................] Step: 301ms | Tot: 8s535ms | Loss: 0.384 | Acc: 88.552% (2568/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s845ms | Loss: 0.380 | Acc: 88.667% (2660/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s155ms | Loss: 0.378 | Acc: 88.581% (2746/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s460ms | Loss: 0.379 | Acc: 88.500% (2832/3200) 32/100 [====================>............................................] Step: 318ms | Tot: 9s778ms | Loss: 0.377 | Acc: 88.485% (2920/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s92ms | Loss: 0.376 | Acc: 88.353% (3004/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s395ms | Loss: 0.380 | Acc: 88.257% (3089/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s702ms | Loss: 0.380 | Acc: 88.250% (3177/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 11s11ms | Loss: 0.383 | Acc: 88.243% (3265/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s319ms | Loss: 0.383 | Acc: 88.263% (3354/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s620ms | Loss: 0.382 | Acc: 88.308% (3444/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s929ms | Loss: 0.381 | Acc: 88.325% (3533/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s238ms | Loss: 0.383 | Acc: 88.317% (3621/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s546ms | Loss: 0.385 | Acc: 88.310% (3709/4200) 42/100 [===========================>.....................................] Step: 316ms | Tot: 12s863ms | Loss: 0.381 | Acc: 88.419% (3802/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s164ms | Loss: 0.380 | Acc: 88.523% (3895/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s473ms | Loss: 0.379 | Acc: 88.556% (3985/4500) 45/100 [=============================>...................................] Step: 311ms | Tot: 13s784ms | Loss: 0.380 | Acc: 88.522% (4072/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s95ms | Loss: 0.379 | Acc: 88.489% (4159/4700) 47/100 [==============================>..................................] Step: 299ms | Tot: 14s395ms | Loss: 0.380 | Acc: 88.458% (4246/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s704ms | Loss: 0.376 | Acc: 88.551% (4339/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 15s10ms | Loss: 0.378 | Acc: 88.480% (4424/5000) 50/100 [================================>................................] Step: 306ms | Tot: 15s316ms | Loss: 0.377 | Acc: 88.510% (4514/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s624ms | Loss: 0.377 | Acc: 88.442% (4599/5200) 52/100 [=================================>...............................] Step: 348ms | Tot: 15s972ms | Loss: 0.379 | Acc: 88.434% (4687/5300) 53/100 [==================================>..............................] Step: 356ms | Tot: 16s329ms | Loss: 0.381 | Acc: 88.407% (4774/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s630ms | Loss: 0.380 | Acc: 88.418% (4863/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 16s938ms | Loss: 0.381 | Acc: 88.464% (4954/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s246ms | Loss: 0.380 | Acc: 88.526% (5046/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s552ms | Loss: 0.379 | Acc: 88.517% (5134/5800) 58/100 [=====================================>...........................] Step: 316ms | Tot: 17s869ms | Loss: 0.380 | Acc: 88.492% (5221/5900) 59/100 [======================================>..........................] Step: 313ms | Tot: 18s183ms | Loss: 0.380 | Acc: 88.483% (5309/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s489ms | Loss: 0.380 | Acc: 88.492% (5398/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s798ms | Loss: 0.381 | Acc: 88.516% (5488/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 19s100ms | Loss: 0.381 | Acc: 88.540% (5578/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s402ms | Loss: 0.376 | Acc: 88.688% (5676/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s712ms | Loss: 0.377 | Acc: 88.646% (5762/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 20s17ms | Loss: 0.377 | Acc: 88.636% (5850/6600) 66/100 [==========================================>......................] Step: 310ms | Tot: 20s327ms | Loss: 0.375 | Acc: 88.657% (5940/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s630ms | Loss: 0.374 | Acc: 88.662% (6029/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s937ms | Loss: 0.372 | Acc: 88.739% (6123/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s246ms | Loss: 0.371 | Acc: 88.729% (6211/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s548ms | Loss: 0.374 | Acc: 88.662% (6295/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 21s862ms | Loss: 0.373 | Acc: 88.667% (6384/7200) 72/100 [==============================================>..................] Step: 301ms | Tot: 22s163ms | Loss: 0.372 | Acc: 88.699% (6475/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s468ms | Loss: 0.371 | Acc: 88.703% (6564/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s779ms | Loss: 0.371 | Acc: 88.733% (6655/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s84ms | Loss: 0.373 | Acc: 88.750% (6745/7600) 76/100 [=================================================>...............] Step: 304ms | Tot: 23s388ms | Loss: 0.373 | Acc: 88.792% (6837/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s699ms | Loss: 0.372 | Acc: 88.769% (6924/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 24s3ms | Loss: 0.371 | Acc: 88.772% (7013/7900) 79/100 [===================================================>.............] Step: 301ms | Tot: 24s305ms | Loss: 0.370 | Acc: 88.750% (7100/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s609ms | Loss: 0.369 | Acc: 88.765% (7190/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s919ms | Loss: 0.369 | Acc: 88.756% (7278/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s221ms | Loss: 0.369 | Acc: 88.759% (7367/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s525ms | Loss: 0.370 | Acc: 88.762% (7456/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s835ms | Loss: 0.370 | Acc: 88.753% (7544/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 26s137ms | Loss: 0.372 | Acc: 88.733% (7631/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s441ms | Loss: 0.371 | Acc: 88.747% (7721/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s755ms | Loss: 0.371 | Acc: 88.750% (7810/8800) 88/100 [=========================================================>.......] Step: 297ms | Tot: 27s52ms | Loss: 0.372 | Acc: 88.730% (7897/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 27s353ms | Loss: 0.371 | Acc: 88.744% (7987/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s657ms | Loss: 0.371 | Acc: 88.747% (8076/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s957ms | Loss: 0.370 | Acc: 88.793% (8169/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s256ms | Loss: 0.371 | Acc: 88.785% (8257/9300) 93/100 [============================================================>....] Step: 300ms | Tot: 28s557ms | Loss: 0.371 | Acc: 88.777% (8345/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s864ms | Loss: 0.369 | Acc: 88.779% (8434/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 29s167ms | Loss: 0.368 | Acc: 88.812% (8526/9600) 96/100 [==============================================================>..] Step: 301ms | Tot: 29s469ms | Loss: 0.368 | Acc: 88.845% (8618/9700) 97/100 [===============================================================>.] Step: 312ms | Tot: 29s781ms | Loss: 0.369 | Acc: 88.857% (8708/9800) 98/100 [===============================================================>.] Step: 298ms | Tot: 30s80ms | Loss: 0.369 | Acc: 88.869% (8798/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s381ms | Loss: 0.367 | Acc: 88.910% (8891/10000) 100/100 + +Epoch: 157 + [>................................................................] Step: 623ms | Tot: 2ms | Loss: 0.182 | Acc: 93.750% (120/128) 1/391 [>................................................................] Step: 378ms | Tot: 381ms | Loss: 0.139 | Acc: 95.312% (244/256) 2/391 [>................................................................] Step: 390ms | Tot: 771ms | Loss: 0.146 | Acc: 95.052% (365/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s146ms | Loss: 0.157 | Acc: 94.727% (485/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s506ms | Loss: 0.159 | Acc: 94.219% (603/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s881ms | Loss: 0.155 | Acc: 94.531% (726/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s242ms | Loss: 0.146 | Acc: 94.978% (851/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s604ms | Loss: 0.149 | Acc: 94.727% (970/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 2s973ms | Loss: 0.143 | Acc: 95.139% (1096/1152) 9/391 [=>...............................................................] Step: 368ms | Tot: 3s341ms | Loss: 0.138 | Acc: 95.312% (1220/1280) 10/391 [=>...............................................................] Step: 369ms | Tot: 3s711ms | Loss: 0.134 | Acc: 95.455% (1344/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s77ms | Loss: 0.146 | Acc: 94.987% (1459/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s444ms | Loss: 0.145 | Acc: 94.952% (1580/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s811ms | Loss: 0.148 | Acc: 94.978% (1702/1792) 14/391 [==>..............................................................] Step: 375ms | Tot: 5s187ms | Loss: 0.149 | Acc: 94.740% (1819/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s555ms | Loss: 0.147 | Acc: 94.824% (1942/2048) 16/391 [==>..............................................................] Step: 369ms | Tot: 5s925ms | Loss: 0.150 | Acc: 94.623% (2059/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s292ms | Loss: 0.147 | Acc: 94.748% (2183/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s652ms | Loss: 0.147 | Acc: 94.778% (2305/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 7s11ms | Loss: 0.149 | Acc: 94.766% (2426/2560) 20/391 [===>.............................................................] Step: 357ms | Tot: 7s369ms | Loss: 0.152 | Acc: 94.643% (2544/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s730ms | Loss: 0.156 | Acc: 94.567% (2663/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s94ms | Loss: 0.155 | Acc: 94.599% (2785/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s462ms | Loss: 0.155 | Acc: 94.596% (2906/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s829ms | Loss: 0.158 | Acc: 94.438% (3022/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s191ms | Loss: 0.156 | Acc: 94.471% (3144/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s557ms | Loss: 0.154 | Acc: 94.560% (3268/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s923ms | Loss: 0.154 | Acc: 94.559% (3389/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s281ms | Loss: 0.152 | Acc: 94.639% (3513/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s636ms | Loss: 0.154 | Acc: 94.609% (3633/3840) 30/391 [====>............................................................] Step: 359ms | Tot: 10s996ms | Loss: 0.155 | Acc: 94.582% (3753/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s354ms | Loss: 0.155 | Acc: 94.556% (3873/4096) 32/391 [=====>...........................................................] Step: 380ms | Tot: 11s734ms | Loss: 0.154 | Acc: 94.626% (3997/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 12s92ms | Loss: 0.153 | Acc: 94.692% (4121/4352) 34/391 [=====>...........................................................] Step: 354ms | Tot: 12s446ms | Loss: 0.153 | Acc: 94.777% (4246/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s808ms | Loss: 0.150 | Acc: 94.878% (4372/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s169ms | Loss: 0.149 | Acc: 94.932% (4496/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s531ms | Loss: 0.151 | Acc: 94.881% (4615/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s891ms | Loss: 0.151 | Acc: 94.912% (4738/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s249ms | Loss: 0.149 | Acc: 95.020% (4865/5120) 40/391 [======>..........................................................] Step: 354ms | Tot: 14s604ms | Loss: 0.148 | Acc: 95.027% (4987/5248) 41/391 [======>..........................................................] Step: 412ms | Tot: 15s17ms | Loss: 0.149 | Acc: 95.015% (5108/5376) 42/391 [======>..........................................................] Step: 404ms | Tot: 15s421ms | Loss: 0.147 | Acc: 95.058% (5232/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s782ms | Loss: 0.148 | Acc: 95.046% (5353/5632) 44/391 [=======>.........................................................] Step: 354ms | Tot: 16s136ms | Loss: 0.146 | Acc: 95.104% (5478/5760) 45/391 [=======>.........................................................] Step: 366ms | Tot: 16s503ms | Loss: 0.145 | Acc: 95.143% (5602/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s864ms | Loss: 0.146 | Acc: 95.113% (5722/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 17s233ms | Loss: 0.146 | Acc: 95.068% (5841/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s593ms | Loss: 0.148 | Acc: 95.010% (5959/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s958ms | Loss: 0.148 | Acc: 95.031% (6082/6400) 50/391 [========>........................................................] Step: 384ms | Tot: 18s343ms | Loss: 0.147 | Acc: 95.067% (6206/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s703ms | Loss: 0.147 | Acc: 95.087% (6329/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s66ms | Loss: 0.148 | Acc: 95.032% (6447/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s431ms | Loss: 0.147 | Acc: 95.081% (6572/6912) 54/391 [========>........................................................] Step: 367ms | Tot: 19s799ms | Loss: 0.147 | Acc: 95.114% (6696/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s160ms | Loss: 0.148 | Acc: 95.061% (6814/7168) 56/391 [=========>.......................................................] Step: 351ms | Tot: 20s511ms | Loss: 0.147 | Acc: 95.079% (6937/7296) 57/391 [=========>.......................................................] Step: 371ms | Tot: 20s883ms | Loss: 0.147 | Acc: 95.084% (7059/7424) 58/391 [=========>.......................................................] Step: 356ms | Tot: 21s239ms | Loss: 0.147 | Acc: 95.087% (7181/7552) 59/391 [=========>.......................................................] Step: 374ms | Tot: 21s614ms | Loss: 0.147 | Acc: 95.065% (7301/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 21s979ms | Loss: 0.149 | Acc: 95.005% (7418/7808) 61/391 [==========>......................................................] Step: 355ms | Tot: 22s334ms | Loss: 0.148 | Acc: 95.023% (7541/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s699ms | Loss: 0.147 | Acc: 95.064% (7666/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 23s56ms | Loss: 0.147 | Acc: 95.081% (7789/8192) 64/391 [==========>......................................................] Step: 354ms | Tot: 23s411ms | Loss: 0.147 | Acc: 95.108% (7913/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s772ms | Loss: 0.148 | Acc: 95.040% (8029/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s131ms | Loss: 0.147 | Acc: 95.044% (8151/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s496ms | Loss: 0.147 | Acc: 95.071% (8275/8704) 68/391 [===========>.....................................................] Step: 373ms | Tot: 24s869ms | Loss: 0.148 | Acc: 95.052% (8395/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s231ms | Loss: 0.147 | Acc: 95.089% (8520/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s597ms | Loss: 0.145 | Acc: 95.125% (8645/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s965ms | Loss: 0.145 | Acc: 95.139% (8768/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s327ms | Loss: 0.145 | Acc: 95.120% (8888/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s690ms | Loss: 0.144 | Acc: 95.144% (9012/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s49ms | Loss: 0.144 | Acc: 95.125% (9132/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s408ms | Loss: 0.144 | Acc: 95.148% (9256/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s771ms | Loss: 0.144 | Acc: 95.140% (9377/9856) 77/391 [============>....................................................] Step: 369ms | Tot: 28s140ms | Loss: 0.144 | Acc: 95.142% (9499/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s499ms | Loss: 0.144 | Acc: 95.154% (9622/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 28s867ms | Loss: 0.144 | Acc: 95.146% (9743/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s228ms | Loss: 0.145 | Acc: 95.071% (9857/10368) 81/391 [=============>...................................................] Step: 355ms | Tot: 29s584ms | Loss: 0.146 | Acc: 95.046% (9976/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 29s947ms | Loss: 0.145 | Acc: 95.068% (10100/10624) 83/391 [=============>...................................................] Step: 359ms | Tot: 30s307ms | Loss: 0.145 | Acc: 95.080% (10223/10752) 84/391 [=============>...................................................] Step: 357ms | Tot: 30s665ms | Loss: 0.145 | Acc: 95.092% (10346/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 31s24ms | Loss: 0.145 | Acc: 95.104% (10469/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s386ms | Loss: 0.145 | Acc: 95.106% (10591/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s753ms | Loss: 0.145 | Acc: 95.082% (10710/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 32s108ms | Loss: 0.145 | Acc: 95.058% (10829/11392) 89/391 [==============>..................................................] Step: 355ms | Tot: 32s464ms | Loss: 0.145 | Acc: 95.095% (10955/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 32s831ms | Loss: 0.144 | Acc: 95.124% (11080/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s189ms | Loss: 0.145 | Acc: 95.109% (11200/11776) 92/391 [===============>.................................................] Step: 365ms | Tot: 33s555ms | Loss: 0.145 | Acc: 95.111% (11322/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s918ms | Loss: 0.145 | Acc: 95.071% (11439/12032) 94/391 [===============>.................................................] Step: 357ms | Tot: 34s275ms | Loss: 0.144 | Acc: 95.099% (11564/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s639ms | Loss: 0.144 | Acc: 95.101% (11686/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s2ms | Loss: 0.145 | Acc: 95.079% (11805/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s368ms | Loss: 0.145 | Acc: 95.057% (11924/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s734ms | Loss: 0.145 | Acc: 95.060% (12046/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s93ms | Loss: 0.145 | Acc: 95.062% (12168/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s450ms | Loss: 0.144 | Acc: 95.065% (12290/12928) 101/391 [================>................................................] Step: 369ms | Tot: 36s819ms | Loss: 0.145 | Acc: 95.060% (12411/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s187ms | Loss: 0.145 | Acc: 95.055% (12532/13184) 103/391 [=================>...............................................] Step: 354ms | Tot: 37s542ms | Loss: 0.145 | Acc: 95.065% (12655/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 37s915ms | Loss: 0.144 | Acc: 95.082% (12779/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s276ms | Loss: 0.145 | Acc: 95.062% (12898/13568) 106/391 [=================>...............................................] Step: 355ms | Tot: 38s632ms | Loss: 0.145 | Acc: 95.050% (13018/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s | Loss: 0.145 | Acc: 95.052% (13140/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s361ms | Loss: 0.145 | Acc: 95.069% (13264/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s727ms | Loss: 0.145 | Acc: 95.050% (13383/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 40s81ms | Loss: 0.145 | Acc: 95.052% (13505/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s437ms | Loss: 0.145 | Acc: 95.061% (13628/14336) 112/391 [==================>..............................................] Step: 371ms | Tot: 40s809ms | Loss: 0.145 | Acc: 95.071% (13751/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s173ms | Loss: 0.145 | Acc: 95.045% (13869/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s534ms | Loss: 0.145 | Acc: 95.061% (13993/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s897ms | Loss: 0.145 | Acc: 95.043% (14112/14848) 116/391 [===================>.............................................] Step: 354ms | Tot: 42s251ms | Loss: 0.145 | Acc: 95.045% (14234/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s610ms | Loss: 0.145 | Acc: 95.028% (14353/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 42s972ms | Loss: 0.145 | Acc: 95.024% (14474/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s332ms | Loss: 0.146 | Acc: 95.026% (14596/15360) 120/391 [===================>.............................................] Step: 357ms | Tot: 43s689ms | Loss: 0.146 | Acc: 95.015% (14716/15488) 121/391 [====================>............................................] Step: 355ms | Tot: 44s45ms | Loss: 0.145 | Acc: 95.018% (14838/15616) 122/391 [====================>............................................] Step: 375ms | Tot: 44s420ms | Loss: 0.146 | Acc: 94.976% (14953/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s789ms | Loss: 0.146 | Acc: 94.966% (15073/15872) 124/391 [====================>............................................] Step: 421ms | Tot: 45s210ms | Loss: 0.146 | Acc: 94.987% (15198/16000) 125/391 [====================>............................................] Step: 380ms | Tot: 45s591ms | Loss: 0.146 | Acc: 94.996% (15321/16128) 126/391 [====================>............................................] Step: 372ms | Tot: 45s964ms | Loss: 0.145 | Acc: 94.999% (15443/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s329ms | Loss: 0.145 | Acc: 95.001% (15565/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s690ms | Loss: 0.145 | Acc: 95.016% (15689/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 47s45ms | Loss: 0.145 | Acc: 95.006% (15809/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 47s401ms | Loss: 0.145 | Acc: 94.984% (15927/16768) 131/391 [=====================>...........................................] Step: 373ms | Tot: 47s775ms | Loss: 0.145 | Acc: 94.999% (16051/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s137ms | Loss: 0.145 | Acc: 94.989% (16171/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s493ms | Loss: 0.145 | Acc: 94.986% (16292/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s853ms | Loss: 0.144 | Acc: 95.006% (16417/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s215ms | Loss: 0.145 | Acc: 94.991% (16536/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s575ms | Loss: 0.145 | Acc: 94.987% (16657/17536) 137/391 [======================>..........................................] Step: 370ms | Tot: 49s946ms | Loss: 0.145 | Acc: 94.990% (16779/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s304ms | Loss: 0.145 | Acc: 94.998% (16902/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s663ms | Loss: 0.145 | Acc: 95.006% (17025/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s23ms | Loss: 0.145 | Acc: 95.013% (17148/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 51s387ms | Loss: 0.145 | Acc: 95.010% (17269/18176) 142/391 [=======================>.........................................] Step: 374ms | Tot: 51s761ms | Loss: 0.144 | Acc: 95.028% (17394/18304) 143/391 [=======================>.........................................] Step: 355ms | Tot: 52s117ms | Loss: 0.144 | Acc: 95.041% (17518/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 52s477ms | Loss: 0.144 | Acc: 95.027% (17637/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 52s842ms | Loss: 0.144 | Acc: 95.034% (17760/18688) 146/391 [========================>........................................] Step: 358ms | Tot: 53s200ms | Loss: 0.144 | Acc: 95.026% (17880/18816) 147/391 [========================>........................................] Step: 377ms | Tot: 53s578ms | Loss: 0.144 | Acc: 95.033% (18003/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 53s941ms | Loss: 0.144 | Acc: 95.045% (18127/19072) 149/391 [========================>........................................] Step: 369ms | Tot: 54s310ms | Loss: 0.144 | Acc: 95.052% (18250/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s672ms | Loss: 0.144 | Acc: 95.064% (18374/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s33ms | Loss: 0.144 | Acc: 95.071% (18497/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 55s405ms | Loss: 0.144 | Acc: 95.057% (18616/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 55s772ms | Loss: 0.144 | Acc: 95.049% (18736/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 56s133ms | Loss: 0.144 | Acc: 95.050% (18858/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 56s489ms | Loss: 0.144 | Acc: 95.047% (18979/19968) 156/391 [=========================>.......................................] Step: 372ms | Tot: 56s861ms | Loss: 0.144 | Acc: 95.024% (19096/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s228ms | Loss: 0.145 | Acc: 94.996% (19212/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s587ms | Loss: 0.145 | Acc: 94.993% (19333/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 57s947ms | Loss: 0.146 | Acc: 94.980% (19452/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s309ms | Loss: 0.146 | Acc: 94.963% (19570/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 58s673ms | Loss: 0.146 | Acc: 94.975% (19694/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 59s39ms | Loss: 0.146 | Acc: 94.963% (19813/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s400ms | Loss: 0.146 | Acc: 94.974% (19937/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 59s763ms | Loss: 0.146 | Acc: 94.962% (20056/21120) 165/391 [===========================>.....................................] Step: 357ms | Tot: 1m121ms | Loss: 0.146 | Acc: 94.964% (20178/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m480ms | Loss: 0.145 | Acc: 94.971% (20301/21376) 167/391 [===========================>.....................................] Step: 377ms | Tot: 1m857ms | Loss: 0.145 | Acc: 94.959% (20420/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.145 | Acc: 94.961% (20542/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.145 | Acc: 94.968% (20665/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.145 | Acc: 94.979% (20789/21888) 171/391 [============================>....................................] Step: 353ms | Tot: 1m2s | Loss: 0.145 | Acc: 94.972% (20909/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.145 | Acc: 94.951% (21026/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.146 | Acc: 94.940% (21145/22272) 174/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.145 | Acc: 94.946% (21268/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.145 | Acc: 94.953% (21391/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.145 | Acc: 94.964% (21515/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.144 | Acc: 94.988% (21642/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.144 | Acc: 94.990% (21764/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.144 | Acc: 95.000% (21888/23040) 180/391 [=============================>...................................] Step: 351ms | Tot: 1m5s | Loss: 0.144 | Acc: 94.997% (22009/23168) 181/391 [==============================>..................................] Step: 362ms | Tot: 1m5s | Loss: 0.144 | Acc: 94.999% (22131/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.144 | Acc: 95.014% (22256/23424) 183/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.143 | Acc: 95.028% (22381/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.144 | Acc: 95.013% (22499/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.144 | Acc: 95.010% (22620/23808) 186/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.144 | Acc: 95.020% (22744/23936) 187/391 [===============================>.................................] Step: 373ms | Tot: 1m8s | Loss: 0.144 | Acc: 95.009% (22863/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.144 | Acc: 95.015% (22986/24192) 189/391 [===============================>.................................] Step: 373ms | Tot: 1m8s | Loss: 0.144 | Acc: 95.008% (23106/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.143 | Acc: 95.022% (23231/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.143 | Acc: 95.036% (23356/24576) 192/391 [===============================>.................................] Step: 395ms | Tot: 1m9s | Loss: 0.143 | Acc: 95.029% (23476/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.143 | Acc: 95.035% (23599/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.143 | Acc: 95.028% (23719/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.143 | Acc: 95.041% (23844/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.143 | Acc: 95.031% (23963/25216) 197/391 [================================>................................] Step: 373ms | Tot: 1m11s | Loss: 0.143 | Acc: 95.028% (24084/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.143 | Acc: 95.030% (24206/25472) 199/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.143 | Acc: 95.027% (24327/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.143 | Acc: 95.033% (24450/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.144 | Acc: 95.015% (24567/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.144 | Acc: 95.008% (24687/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.144 | Acc: 95.010% (24809/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.144 | Acc: 94.996% (24927/26240) 205/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.144 | Acc: 94.986% (25046/26368) 206/391 [==================================>..............................] Step: 411ms | Tot: 1m15s | Loss: 0.144 | Acc: 94.969% (25163/26496) 207/391 [==================================>..............................] Step: 398ms | Tot: 1m15s | Loss: 0.144 | Acc: 94.971% (25285/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.144 | Acc: 94.969% (25406/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.144 | Acc: 94.974% (25529/26880) 210/391 [==================================>..............................] Step: 353ms | Tot: 1m16s | Loss: 0.145 | Acc: 94.972% (25650/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.145 | Acc: 94.988% (25776/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.144 | Acc: 95.001% (25901/27264) 213/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.144 | Acc: 95.013% (26026/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.144 | Acc: 95.018% (26149/27520) 215/391 [===================================>.............................] Step: 348ms | Tot: 1m18s | Loss: 0.144 | Acc: 95.027% (26273/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.144 | Acc: 95.028% (26395/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.144 | Acc: 95.026% (26516/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.144 | Acc: 95.013% (26634/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.144 | Acc: 95.007% (26754/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.145 | Acc: 95.001% (26874/28288) 221/391 [====================================>............................] Step: 352ms | Tot: 1m20s | Loss: 0.145 | Acc: 94.996% (26994/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.145 | Acc: 95.018% (27122/28544) 223/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.144 | Acc: 95.016% (27243/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.144 | Acc: 95.021% (27366/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.144 | Acc: 95.015% (27486/28928) 226/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.144 | Acc: 95.017% (27608/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.144 | Acc: 95.025% (27732/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.144 | Acc: 95.036% (27857/29312) 229/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.144 | Acc: 95.027% (27976/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.144 | Acc: 95.008% (28092/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.145 | Acc: 94.999% (28211/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.144 | Acc: 95.001% (28333/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.144 | Acc: 95.012% (28458/29952) 234/391 [======================================>..........................] Step: 353ms | Tot: 1m25s | Loss: 0.144 | Acc: 95.027% (28584/30080) 235/391 [=======================================>.........................] Step: 358ms | Tot: 1m25s | Loss: 0.144 | Acc: 95.015% (28702/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.144 | Acc: 95.022% (28826/30336) 237/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.144 | Acc: 95.037% (28952/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.144 | Acc: 95.038% (29074/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.144 | Acc: 95.046% (29198/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.144 | Acc: 95.047% (29320/30848) 241/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.144 | Acc: 95.038% (29439/30976) 242/391 [========================================>........................] Step: 371ms | Tot: 1m28s | Loss: 0.144 | Acc: 95.042% (29562/31104) 243/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.143 | Acc: 95.053% (29687/31232) 244/391 [========================================>........................] Step: 371ms | Tot: 1m28s | Loss: 0.144 | Acc: 95.045% (29806/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.144 | Acc: 95.036% (29925/31488) 246/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.144 | Acc: 95.031% (30045/31616) 247/391 [=========================================>.......................] Step: 367ms | Tot: 1m29s | Loss: 0.144 | Acc: 95.035% (30168/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.144 | Acc: 95.043% (30292/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.144 | Acc: 95.037% (30412/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.144 | Acc: 95.029% (30531/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.144 | Acc: 95.033% (30654/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.144 | Acc: 95.016% (30770/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.144 | Acc: 95.011% (30890/32512) 254/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.145 | Acc: 95.009% (31011/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.145 | Acc: 95.010% (31133/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.145 | Acc: 95.015% (31256/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.145 | Acc: 95.013% (31377/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.144 | Acc: 95.020% (31501/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.145 | Acc: 95.009% (31619/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.145 | Acc: 95.010% (31741/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.145 | Acc: 94.993% (31857/33536) 262/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.145 | Acc: 94.989% (31977/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.145 | Acc: 94.990% (32099/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.145 | Acc: 94.976% (32216/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.146 | Acc: 94.969% (32335/34048) 266/391 [============================================>....................] Step: 376ms | Tot: 1m36s | Loss: 0.146 | Acc: 94.964% (32455/34176) 267/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.146 | Acc: 94.971% (32579/34304) 268/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.146 | Acc: 94.979% (32703/34432) 269/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.145 | Acc: 94.977% (32824/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.145 | Acc: 94.978% (32946/34688) 271/391 [=============================================>...................] Step: 358ms | Tot: 1m38s | Loss: 0.146 | Acc: 94.979% (33068/34816) 272/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.146 | Acc: 94.978% (33189/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.145 | Acc: 94.982% (33312/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.146 | Acc: 94.969% (33429/35200) 275/391 [=============================================>...................] Step: 378ms | Tot: 1m40s | Loss: 0.146 | Acc: 94.964% (33549/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.146 | Acc: 94.968% (33672/35456) 277/391 [==============================================>..................] Step: 378ms | Tot: 1m40s | Loss: 0.146 | Acc: 94.967% (33793/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.146 | Acc: 94.968% (33915/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.146 | Acc: 94.961% (34034/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.146 | Acc: 94.962% (34156/35968) 281/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.146 | Acc: 94.958% (34276/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.146 | Acc: 94.962% (34399/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.146 | Acc: 94.960% (34520/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.146 | Acc: 94.964% (34643/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.146 | Acc: 94.966% (34765/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.146 | Acc: 94.964% (34886/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.146 | Acc: 94.968% (35009/36864) 288/391 [===============================================>.................] Step: 385ms | Tot: 1m44s | Loss: 0.146 | Acc: 94.972% (35132/36992) 289/391 [================================================>................] Step: 407ms | Tot: 1m45s | Loss: 0.146 | Acc: 94.970% (35253/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m45s | Loss: 0.146 | Acc: 94.969% (35374/37248) 291/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.146 | Acc: 94.967% (35495/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.146 | Acc: 94.955% (35612/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m46s | Loss: 0.146 | Acc: 94.956% (35734/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.146 | Acc: 94.963% (35858/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m47s | Loss: 0.146 | Acc: 94.959% (35978/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.147 | Acc: 94.960% (36100/38016) 297/391 [=================================================>...............] Step: 393ms | Tot: 1m48s | Loss: 0.147 | Acc: 94.956% (36220/38144) 298/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.147 | Acc: 94.949% (36339/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.147 | Acc: 94.948% (36460/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.147 | Acc: 94.941% (36579/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.147 | Acc: 94.950% (36704/38656) 302/391 [==================================================>..............] Step: 375ms | Tot: 1m50s | Loss: 0.147 | Acc: 94.944% (36823/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.147 | Acc: 94.937% (36942/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.147 | Acc: 94.946% (37067/39040) 305/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.147 | Acc: 94.940% (37186/39168) 306/391 [==================================================>..............] Step: 354ms | Tot: 1m51s | Loss: 0.146 | Acc: 94.954% (37313/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m51s | Loss: 0.147 | Acc: 94.947% (37432/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.147 | Acc: 94.943% (37552/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.147 | Acc: 94.942% (37673/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.147 | Acc: 94.936% (37792/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.147 | Acc: 94.934% (37913/39936) 312/391 [===================================================>.............] Step: 374ms | Tot: 1m53s | Loss: 0.147 | Acc: 94.936% (38035/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.147 | Acc: 94.922% (38151/40192) 314/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.147 | Acc: 94.918% (38271/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.147 | Acc: 94.917% (38392/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.147 | Acc: 94.928% (38518/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.147 | Acc: 94.932% (38641/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.147 | Acc: 94.935% (38764/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.147 | Acc: 94.932% (38884/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.147 | Acc: 94.938% (39008/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.147 | Acc: 94.934% (39128/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.147 | Acc: 94.933% (39249/41344) 323/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.147 | Acc: 94.932% (39370/41472) 324/391 [=====================================================>...........] Step: 354ms | Tot: 1m58s | Loss: 0.147 | Acc: 94.933% (39492/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.147 | Acc: 94.931% (39613/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.147 | Acc: 94.940% (39738/41856) 327/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.147 | Acc: 94.943% (39861/41984) 328/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.147 | Acc: 94.930% (39977/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.147 | Acc: 94.931% (40099/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m198ms | Loss: 0.147 | Acc: 94.944% (40226/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m557ms | Loss: 0.147 | Acc: 94.948% (40349/42496) 332/391 [=======================================================>.........] Step: 379ms | Tot: 2m936ms | Loss: 0.147 | Acc: 94.947% (40470/42624) 333/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.147 | Acc: 94.943% (40590/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.147 | Acc: 94.944% (40712/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.147 | Acc: 94.929% (40827/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.147 | Acc: 94.911% (40941/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.148 | Acc: 94.910% (41062/43264) 338/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.148 | Acc: 94.914% (41185/43392) 339/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.148 | Acc: 94.917% (41308/43520) 340/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.147 | Acc: 94.928% (41434/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.147 | Acc: 94.922% (41553/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.147 | Acc: 94.925% (41676/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.147 | Acc: 94.926% (41798/44032) 344/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.147 | Acc: 94.930% (41921/44160) 345/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.147 | Acc: 94.931% (42043/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.147 | Acc: 94.930% (42164/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.147 | Acc: 94.931% (42286/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.147 | Acc: 94.934% (42409/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.147 | Acc: 94.931% (42529/44800) 350/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.147 | Acc: 94.927% (42649/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.147 | Acc: 94.915% (42765/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.147 | Acc: 94.919% (42888/45184) 353/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.148 | Acc: 94.909% (43005/45312) 354/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.148 | Acc: 94.916% (43130/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.148 | Acc: 94.922% (43254/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.148 | Acc: 94.919% (43374/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.148 | Acc: 94.924% (43498/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.147 | Acc: 94.929% (43622/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.148 | Acc: 94.922% (43740/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.148 | Acc: 94.914% (43858/46208) 361/391 [============================================================>....] Step: 353ms | Tot: 2m11s | Loss: 0.148 | Acc: 94.911% (43978/46336) 362/391 [============================================================>....] Step: 376ms | Tot: 2m11s | Loss: 0.148 | Acc: 94.908% (44098/46464) 363/391 [============================================================>....] Step: 355ms | Tot: 2m12s | Loss: 0.148 | Acc: 94.907% (44219/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.148 | Acc: 94.908% (44341/46720) 365/391 [============================================================>....] Step: 375ms | Tot: 2m12s | Loss: 0.148 | Acc: 94.913% (44465/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.148 | Acc: 94.895% (44578/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m13s | Loss: 0.148 | Acc: 94.899% (44701/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.148 | Acc: 94.904% (44825/47232) 369/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.148 | Acc: 94.905% (44947/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.148 | Acc: 94.898% (45065/47488) 371/391 [=============================================================>...] Step: 410ms | Tot: 2m15s | Loss: 0.148 | Acc: 94.899% (45187/47616) 372/391 [=============================================================>...] Step: 384ms | Tot: 2m15s | Loss: 0.148 | Acc: 94.900% (45309/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.148 | Acc: 94.903% (45432/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.148 | Acc: 94.898% (45551/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.148 | Acc: 94.891% (45669/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.149 | Acc: 94.888% (45789/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.148 | Acc: 94.893% (45913/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.148 | Acc: 94.892% (46034/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.148 | Acc: 94.901% (46160/48640) 380/391 [===============================================================>.] Step: 356ms | Tot: 2m18s | Loss: 0.148 | Acc: 94.896% (46279/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.148 | Acc: 94.893% (46399/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.148 | Acc: 94.900% (46524/49024) 383/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.148 | Acc: 94.897% (46644/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.148 | Acc: 94.903% (46768/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m20s | Loss: 0.148 | Acc: 94.898% (46887/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.148 | Acc: 94.887% (47003/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.148 | Acc: 94.888% (47125/49664) 388/391 [================================================================>] Step: 348ms | Tot: 2m21s | Loss: 0.148 | Acc: 94.885% (47245/49792) 389/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.148 | Acc: 94.888% (47368/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.148 | Acc: 94.888% (47444/50000) 391/391 + [>................................................................] Step: 483ms | Tot: 3ms | Loss: 0.375 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 302ms | Tot: 305ms | Loss: 0.321 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 601ms | Loss: 0.308 | Acc: 91.000% (273/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 896ms | Loss: 0.299 | Acc: 90.750% (363/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s197ms | Loss: 0.311 | Acc: 89.600% (448/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s493ms | Loss: 0.279 | Acc: 90.667% (544/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s788ms | Loss: 0.284 | Acc: 90.714% (635/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s91ms | Loss: 0.304 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s398ms | Loss: 0.316 | Acc: 89.778% (808/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s695ms | Loss: 0.322 | Acc: 89.600% (896/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 2s998ms | Loss: 0.319 | Acc: 89.636% (986/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s306ms | Loss: 0.334 | Acc: 89.167% (1070/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s608ms | Loss: 0.327 | Acc: 89.231% (1160/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s908ms | Loss: 0.330 | Acc: 89.429% (1252/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s217ms | Loss: 0.322 | Acc: 89.533% (1343/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s519ms | Loss: 0.326 | Acc: 89.438% (1431/1600) 16/100 [==========>......................................................] Step: 300ms | Tot: 4s819ms | Loss: 0.318 | Acc: 89.706% (1525/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s121ms | Loss: 0.322 | Acc: 89.611% (1613/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s425ms | Loss: 0.328 | Acc: 89.421% (1699/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s730ms | Loss: 0.333 | Acc: 89.400% (1788/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s33ms | Loss: 0.331 | Acc: 89.429% (1878/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s345ms | Loss: 0.328 | Acc: 89.455% (1968/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s651ms | Loss: 0.337 | Acc: 89.304% (2054/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s954ms | Loss: 0.337 | Acc: 89.375% (2145/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s260ms | Loss: 0.341 | Acc: 89.360% (2234/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s561ms | Loss: 0.348 | Acc: 89.154% (2318/2600) 26/100 [================>................................................] Step: 302ms | Tot: 7s864ms | Loss: 0.348 | Acc: 89.148% (2407/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s173ms | Loss: 0.347 | Acc: 89.214% (2498/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s481ms | Loss: 0.351 | Acc: 89.276% (2589/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s784ms | Loss: 0.348 | Acc: 89.267% (2678/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s85ms | Loss: 0.347 | Acc: 89.258% (2767/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s392ms | Loss: 0.347 | Acc: 89.375% (2860/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s694ms | Loss: 0.345 | Acc: 89.424% (2951/3300) 33/100 [=====================>...........................................] Step: 301ms | Tot: 9s995ms | Loss: 0.345 | Acc: 89.412% (3040/3400) 34/100 [======================>..........................................] Step: 312ms | Tot: 10s307ms | Loss: 0.349 | Acc: 89.314% (3126/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s612ms | Loss: 0.348 | Acc: 89.306% (3215/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s914ms | Loss: 0.350 | Acc: 89.243% (3302/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s227ms | Loss: 0.351 | Acc: 89.263% (3392/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s536ms | Loss: 0.350 | Acc: 89.308% (3483/3900) 39/100 [=========================>.......................................] Step: 299ms | Tot: 11s835ms | Loss: 0.349 | Acc: 89.325% (3573/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s138ms | Loss: 0.351 | Acc: 89.268% (3660/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s443ms | Loss: 0.354 | Acc: 89.262% (3749/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s745ms | Loss: 0.353 | Acc: 89.256% (3838/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s54ms | Loss: 0.356 | Acc: 89.250% (3927/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s365ms | Loss: 0.355 | Acc: 89.311% (4019/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s667ms | Loss: 0.357 | Acc: 89.130% (4100/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 13s968ms | Loss: 0.356 | Acc: 89.128% (4189/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s276ms | Loss: 0.357 | Acc: 89.083% (4276/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s583ms | Loss: 0.354 | Acc: 89.122% (4367/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 14s885ms | Loss: 0.355 | Acc: 89.160% (4458/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s194ms | Loss: 0.354 | Acc: 89.137% (4546/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s498ms | Loss: 0.353 | Acc: 89.135% (4635/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s802ms | Loss: 0.353 | Acc: 89.132% (4724/5300) 53/100 [==================================>..............................] Step: 301ms | Tot: 16s104ms | Loss: 0.354 | Acc: 89.167% (4815/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s416ms | Loss: 0.353 | Acc: 89.182% (4905/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 16s728ms | Loss: 0.353 | Acc: 89.232% (4997/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s38ms | Loss: 0.351 | Acc: 89.316% (5091/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s342ms | Loss: 0.349 | Acc: 89.362% (5183/5800) 58/100 [=====================================>...........................] Step: 308ms | Tot: 17s651ms | Loss: 0.352 | Acc: 89.322% (5270/5900) 59/100 [======================================>..........................] Step: 300ms | Tot: 17s952ms | Loss: 0.352 | Acc: 89.300% (5358/6000) 60/100 [=======================================>.........................] Step: 320ms | Tot: 18s272ms | Loss: 0.352 | Acc: 89.328% (5449/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s580ms | Loss: 0.353 | Acc: 89.323% (5538/6200) 62/100 [========================================>........................] Step: 305ms | Tot: 18s885ms | Loss: 0.351 | Acc: 89.349% (5629/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s197ms | Loss: 0.348 | Acc: 89.469% (5726/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s501ms | Loss: 0.348 | Acc: 89.462% (5815/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 19s813ms | Loss: 0.348 | Acc: 89.500% (5907/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s120ms | Loss: 0.345 | Acc: 89.582% (6002/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s429ms | Loss: 0.345 | Acc: 89.588% (6092/6800) 68/100 [============================================>....................] Step: 304ms | Tot: 20s734ms | Loss: 0.342 | Acc: 89.667% (6187/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s37ms | Loss: 0.342 | Acc: 89.643% (6275/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s341ms | Loss: 0.345 | Acc: 89.592% (6361/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s645ms | Loss: 0.345 | Acc: 89.597% (6451/7200) 72/100 [==============================================>..................] Step: 296ms | Tot: 21s941ms | Loss: 0.344 | Acc: 89.616% (6542/7300) 73/100 [===============================================>.................] Step: 319ms | Tot: 22s261ms | Loss: 0.344 | Acc: 89.595% (6630/7400) 74/100 [================================================>................] Step: 356ms | Tot: 22s617ms | Loss: 0.346 | Acc: 89.560% (6717/7500) 75/100 [================================================>................] Step: 344ms | Tot: 22s962ms | Loss: 0.348 | Acc: 89.500% (6802/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s275ms | Loss: 0.347 | Acc: 89.545% (6895/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s587ms | Loss: 0.347 | Acc: 89.551% (6985/7800) 78/100 [==================================================>..............] Step: 301ms | Tot: 23s888ms | Loss: 0.346 | Acc: 89.570% (7076/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s201ms | Loss: 0.345 | Acc: 89.600% (7168/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s511ms | Loss: 0.344 | Acc: 89.630% (7260/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s822ms | Loss: 0.344 | Acc: 89.646% (7351/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s128ms | Loss: 0.344 | Acc: 89.639% (7440/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s433ms | Loss: 0.344 | Acc: 89.595% (7526/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s740ms | Loss: 0.345 | Acc: 89.529% (7610/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 26s44ms | Loss: 0.346 | Acc: 89.477% (7695/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s347ms | Loss: 0.346 | Acc: 89.506% (7787/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s654ms | Loss: 0.346 | Acc: 89.466% (7873/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 26s958ms | Loss: 0.346 | Acc: 89.483% (7964/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s264ms | Loss: 0.345 | Acc: 89.511% (8056/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s568ms | Loss: 0.344 | Acc: 89.527% (8147/9100) 91/100 [===========================================================>.....] Step: 314ms | Tot: 27s883ms | Loss: 0.343 | Acc: 89.587% (8242/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 28s191ms | Loss: 0.344 | Acc: 89.570% (8330/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 28s503ms | Loss: 0.345 | Acc: 89.606% (8423/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s806ms | Loss: 0.343 | Acc: 89.642% (8516/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s115ms | Loss: 0.342 | Acc: 89.677% (8609/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s422ms | Loss: 0.342 | Acc: 89.701% (8701/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s729ms | Loss: 0.342 | Acc: 89.714% (8792/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s33ms | Loss: 0.342 | Acc: 89.697% (8880/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s341ms | Loss: 0.341 | Acc: 89.760% (8976/10000) 100/100 +Saving.. + +Epoch: 158 + [>................................................................] Step: 743ms | Tot: 2ms | Loss: 0.093 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 389ms | Tot: 391ms | Loss: 0.104 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 387ms | Tot: 778ms | Loss: 0.133 | Acc: 96.615% (371/384) 3/391 [>................................................................] Step: 389ms | Tot: 1s167ms | Loss: 0.132 | Acc: 96.680% (495/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s533ms | Loss: 0.137 | Acc: 96.094% (615/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s894ms | Loss: 0.139 | Acc: 95.833% (736/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s259ms | Loss: 0.130 | Acc: 96.094% (861/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s623ms | Loss: 0.130 | Acc: 96.094% (984/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 2s983ms | Loss: 0.131 | Acc: 96.007% (1106/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s345ms | Loss: 0.133 | Acc: 95.859% (1227/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s710ms | Loss: 0.142 | Acc: 95.455% (1344/1408) 11/391 [=>...............................................................] Step: 369ms | Tot: 4s79ms | Loss: 0.141 | Acc: 95.573% (1468/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s438ms | Loss: 0.143 | Acc: 95.493% (1589/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s805ms | Loss: 0.141 | Acc: 95.536% (1712/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s167ms | Loss: 0.139 | Acc: 95.625% (1836/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s532ms | Loss: 0.141 | Acc: 95.557% (1957/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s893ms | Loss: 0.144 | Acc: 95.496% (2078/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s258ms | Loss: 0.143 | Acc: 95.616% (2203/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s625ms | Loss: 0.145 | Acc: 95.436% (2321/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s981ms | Loss: 0.144 | Acc: 95.352% (2441/2560) 20/391 [===>.............................................................] Step: 371ms | Tot: 7s353ms | Loss: 0.146 | Acc: 95.312% (2562/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s713ms | Loss: 0.146 | Acc: 95.312% (2684/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s74ms | Loss: 0.146 | Acc: 95.312% (2806/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s439ms | Loss: 0.147 | Acc: 95.247% (2926/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s798ms | Loss: 0.147 | Acc: 95.156% (3045/3200) 25/391 [====>............................................................] Step: 371ms | Tot: 9s170ms | Loss: 0.149 | Acc: 95.012% (3162/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s530ms | Loss: 0.150 | Acc: 95.023% (3284/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s888ms | Loss: 0.149 | Acc: 95.033% (3406/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s259ms | Loss: 0.148 | Acc: 95.016% (3527/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s626ms | Loss: 0.149 | Acc: 95.000% (3648/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 10s987ms | Loss: 0.149 | Acc: 94.934% (3767/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s350ms | Loss: 0.147 | Acc: 94.995% (3891/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s713ms | Loss: 0.147 | Acc: 95.005% (4013/4224) 33/391 [=====>...........................................................] Step: 370ms | Tot: 12s84ms | Loss: 0.147 | Acc: 94.991% (4134/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s444ms | Loss: 0.147 | Acc: 94.978% (4255/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s811ms | Loss: 0.145 | Acc: 95.030% (4379/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s175ms | Loss: 0.144 | Acc: 95.038% (4501/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s532ms | Loss: 0.143 | Acc: 95.107% (4626/4864) 38/391 [======>..........................................................] Step: 366ms | Tot: 13s899ms | Loss: 0.141 | Acc: 95.192% (4752/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s266ms | Loss: 0.141 | Acc: 95.215% (4875/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s628ms | Loss: 0.141 | Acc: 95.236% (4998/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 14s985ms | Loss: 0.140 | Acc: 95.257% (5121/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s349ms | Loss: 0.141 | Acc: 95.185% (5239/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s710ms | Loss: 0.141 | Acc: 95.188% (5361/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s76ms | Loss: 0.142 | Acc: 95.122% (5479/5760) 45/391 [=======>.........................................................] Step: 350ms | Tot: 16s426ms | Loss: 0.143 | Acc: 95.075% (5598/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 16s794ms | Loss: 0.143 | Acc: 95.080% (5720/6016) 47/391 [=======>.........................................................] Step: 372ms | Tot: 17s166ms | Loss: 0.143 | Acc: 95.101% (5843/6144) 48/391 [=======>.........................................................] Step: 381ms | Tot: 17s548ms | Loss: 0.144 | Acc: 95.041% (5961/6272) 49/391 [========>........................................................] Step: 354ms | Tot: 17s903ms | Loss: 0.145 | Acc: 95.016% (6081/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s266ms | Loss: 0.144 | Acc: 95.067% (6206/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s623ms | Loss: 0.145 | Acc: 95.072% (6328/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 18s990ms | Loss: 0.144 | Acc: 95.047% (6448/6784) 53/391 [========>........................................................] Step: 369ms | Tot: 19s359ms | Loss: 0.144 | Acc: 95.038% (6569/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s719ms | Loss: 0.144 | Acc: 95.014% (6689/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s79ms | Loss: 0.142 | Acc: 95.061% (6814/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s447ms | Loss: 0.141 | Acc: 95.121% (6940/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 20s820ms | Loss: 0.142 | Acc: 95.124% (7062/7424) 58/391 [=========>.......................................................] Step: 368ms | Tot: 21s188ms | Loss: 0.140 | Acc: 95.180% (7188/7552) 59/391 [=========>.......................................................] Step: 401ms | Tot: 21s590ms | Loss: 0.140 | Acc: 95.169% (7309/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s953ms | Loss: 0.140 | Acc: 95.197% (7433/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s322ms | Loss: 0.139 | Acc: 95.224% (7557/7936) 62/391 [==========>......................................................] Step: 360ms | Tot: 22s683ms | Loss: 0.140 | Acc: 95.188% (7676/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 23s48ms | Loss: 0.139 | Acc: 95.203% (7799/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s411ms | Loss: 0.139 | Acc: 95.168% (7918/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s779ms | Loss: 0.140 | Acc: 95.123% (8036/8448) 66/391 [==========>......................................................] Step: 380ms | Tot: 24s159ms | Loss: 0.140 | Acc: 95.138% (8159/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s526ms | Loss: 0.139 | Acc: 95.152% (8282/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s890ms | Loss: 0.139 | Acc: 95.188% (8407/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s251ms | Loss: 0.138 | Acc: 95.234% (8533/8960) 70/391 [===========>.....................................................] Step: 366ms | Tot: 25s617ms | Loss: 0.138 | Acc: 95.213% (8653/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 25s979ms | Loss: 0.139 | Acc: 95.193% (8773/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s343ms | Loss: 0.141 | Acc: 95.173% (8893/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s705ms | Loss: 0.141 | Acc: 95.165% (9014/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s77ms | Loss: 0.140 | Acc: 95.198% (9139/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s442ms | Loss: 0.141 | Acc: 95.199% (9261/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s805ms | Loss: 0.141 | Acc: 95.201% (9383/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s172ms | Loss: 0.140 | Acc: 95.232% (9508/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s535ms | Loss: 0.140 | Acc: 95.194% (9626/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s894ms | Loss: 0.140 | Acc: 95.234% (9752/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s260ms | Loss: 0.139 | Acc: 95.264% (9877/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s620ms | Loss: 0.139 | Acc: 95.255% (9998/10496) 82/391 [=============>...................................................] Step: 354ms | Tot: 29s975ms | Loss: 0.140 | Acc: 95.237% (10118/10624) 83/391 [=============>...................................................] Step: 374ms | Tot: 30s349ms | Loss: 0.141 | Acc: 95.192% (10235/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s714ms | Loss: 0.141 | Acc: 95.184% (10356/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s74ms | Loss: 0.140 | Acc: 95.194% (10479/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s434ms | Loss: 0.141 | Acc: 95.178% (10599/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s793ms | Loss: 0.142 | Acc: 95.153% (10718/11264) 88/391 [==============>..................................................] Step: 368ms | Tot: 32s161ms | Loss: 0.142 | Acc: 95.163% (10841/11392) 89/391 [==============>..................................................] Step: 357ms | Tot: 32s519ms | Loss: 0.141 | Acc: 95.174% (10964/11520) 90/391 [==============>..................................................] Step: 360ms | Tot: 32s880ms | Loss: 0.141 | Acc: 95.192% (11088/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s241ms | Loss: 0.141 | Acc: 95.185% (11209/11776) 92/391 [===============>.................................................] Step: 370ms | Tot: 33s611ms | Loss: 0.141 | Acc: 95.212% (11334/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s980ms | Loss: 0.141 | Acc: 95.196% (11454/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s343ms | Loss: 0.141 | Acc: 95.189% (11575/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s704ms | Loss: 0.141 | Acc: 95.207% (11699/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s62ms | Loss: 0.141 | Acc: 95.232% (11824/12416) 97/391 [================>................................................] Step: 356ms | Tot: 35s419ms | Loss: 0.140 | Acc: 95.241% (11947/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s785ms | Loss: 0.139 | Acc: 95.289% (12075/12672) 99/391 [================>................................................] Step: 372ms | Tot: 36s157ms | Loss: 0.139 | Acc: 95.273% (12195/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s517ms | Loss: 0.139 | Acc: 95.305% (12321/12928) 101/391 [================>................................................] Step: 366ms | Tot: 36s883ms | Loss: 0.139 | Acc: 95.290% (12441/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s249ms | Loss: 0.139 | Acc: 95.297% (12564/13184) 103/391 [=================>...............................................] Step: 368ms | Tot: 37s618ms | Loss: 0.138 | Acc: 95.335% (12691/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 37s979ms | Loss: 0.138 | Acc: 95.350% (12815/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s343ms | Loss: 0.138 | Acc: 95.349% (12937/13568) 106/391 [=================>...............................................] Step: 355ms | Tot: 38s699ms | Loss: 0.138 | Acc: 95.349% (13059/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s60ms | Loss: 0.138 | Acc: 95.334% (13179/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s419ms | Loss: 0.138 | Acc: 95.341% (13302/13952) 109/391 [==================>..............................................] Step: 356ms | Tot: 39s776ms | Loss: 0.138 | Acc: 95.341% (13424/14080) 110/391 [==================>..............................................] Step: 378ms | Tot: 40s155ms | Loss: 0.138 | Acc: 95.341% (13546/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s517ms | Loss: 0.139 | Acc: 95.285% (13660/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s879ms | Loss: 0.139 | Acc: 95.299% (13784/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s248ms | Loss: 0.139 | Acc: 95.312% (13908/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s611ms | Loss: 0.138 | Acc: 95.306% (14029/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s971ms | Loss: 0.138 | Acc: 95.312% (14152/14848) 116/391 [===================>.............................................] Step: 364ms | Tot: 42s335ms | Loss: 0.138 | Acc: 95.306% (14273/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s695ms | Loss: 0.138 | Acc: 95.326% (14398/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s51ms | Loss: 0.138 | Acc: 95.326% (14520/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 43s424ms | Loss: 0.138 | Acc: 95.306% (14639/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s787ms | Loss: 0.137 | Acc: 95.338% (14766/15488) 121/391 [====================>............................................] Step: 367ms | Tot: 44s154ms | Loss: 0.137 | Acc: 95.351% (14890/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s521ms | Loss: 0.138 | Acc: 95.332% (15009/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 44s885ms | Loss: 0.137 | Acc: 95.344% (15133/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s249ms | Loss: 0.137 | Acc: 95.344% (15255/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 45s616ms | Loss: 0.137 | Acc: 95.344% (15377/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s977ms | Loss: 0.137 | Acc: 95.337% (15498/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s342ms | Loss: 0.137 | Acc: 95.343% (15621/16384) 128/391 [=====================>...........................................] Step: 384ms | Tot: 46s727ms | Loss: 0.137 | Acc: 95.367% (15747/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 47s94ms | Loss: 0.136 | Acc: 95.373% (15870/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s455ms | Loss: 0.137 | Acc: 95.354% (15989/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 47s830ms | Loss: 0.136 | Acc: 95.354% (16111/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 48s198ms | Loss: 0.137 | Acc: 95.365% (16235/17024) 133/391 [======================>..........................................] Step: 368ms | Tot: 48s567ms | Loss: 0.136 | Acc: 95.382% (16360/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 48s927ms | Loss: 0.136 | Acc: 95.394% (16484/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 49s291ms | Loss: 0.137 | Acc: 95.358% (16600/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s658ms | Loss: 0.137 | Acc: 95.358% (16722/17536) 137/391 [======================>..........................................] Step: 373ms | Tot: 50s31ms | Loss: 0.136 | Acc: 95.380% (16848/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 50s399ms | Loss: 0.136 | Acc: 95.386% (16971/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s759ms | Loss: 0.136 | Acc: 95.396% (17095/17920) 140/391 [=======================>.........................................] Step: 365ms | Tot: 51s124ms | Loss: 0.136 | Acc: 95.390% (17216/18048) 141/391 [=======================>.........................................] Step: 408ms | Tot: 51s532ms | Loss: 0.136 | Acc: 95.401% (17340/18176) 142/391 [=======================>.........................................] Step: 398ms | Tot: 51s931ms | Loss: 0.136 | Acc: 95.389% (17460/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 52s302ms | Loss: 0.136 | Acc: 95.394% (17583/18432) 144/391 [=======================>.........................................] Step: 360ms | Tot: 52s663ms | Loss: 0.136 | Acc: 95.393% (17705/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 53s27ms | Loss: 0.136 | Acc: 95.398% (17828/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s394ms | Loss: 0.136 | Acc: 95.382% (17947/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s758ms | Loss: 0.135 | Acc: 95.402% (18073/18944) 148/391 [========================>........................................] Step: 374ms | Tot: 54s133ms | Loss: 0.136 | Acc: 95.391% (18193/19072) 149/391 [========================>........................................] Step: 355ms | Tot: 54s489ms | Loss: 0.137 | Acc: 95.380% (18313/19200) 150/391 [========================>........................................] Step: 355ms | Tot: 54s844ms | Loss: 0.137 | Acc: 95.369% (18433/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s205ms | Loss: 0.137 | Acc: 95.364% (18554/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 55s564ms | Loss: 0.136 | Acc: 95.374% (18678/19584) 153/391 [=========================>.......................................] Step: 377ms | Tot: 55s941ms | Loss: 0.136 | Acc: 95.363% (18798/19712) 154/391 [=========================>.......................................] Step: 370ms | Tot: 56s311ms | Loss: 0.137 | Acc: 95.338% (18915/19840) 155/391 [=========================>.......................................] Step: 376ms | Tot: 56s687ms | Loss: 0.137 | Acc: 95.323% (19034/19968) 156/391 [=========================>.......................................] Step: 374ms | Tot: 57s62ms | Loss: 0.137 | Acc: 95.317% (19155/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s421ms | Loss: 0.138 | Acc: 95.308% (19275/20224) 158/391 [==========================>......................................] Step: 372ms | Tot: 57s793ms | Loss: 0.138 | Acc: 95.288% (19393/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 58s167ms | Loss: 0.137 | Acc: 95.303% (19518/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s528ms | Loss: 0.137 | Acc: 95.298% (19639/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 58s885ms | Loss: 0.137 | Acc: 95.317% (19765/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 59s258ms | Loss: 0.138 | Acc: 95.293% (19882/20864) 163/391 [===========================>.....................................] Step: 365ms | Tot: 59s624ms | Loss: 0.138 | Acc: 95.265% (19998/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s993ms | Loss: 0.138 | Acc: 95.251% (20117/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 1m362ms | Loss: 0.139 | Acc: 95.228% (20234/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m724ms | Loss: 0.139 | Acc: 95.233% (20357/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.139 | Acc: 95.210% (20474/21504) 168/391 [===========================>.....................................] Step: 367ms | Tot: 1m1s | Loss: 0.140 | Acc: 95.197% (20593/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.139 | Acc: 95.202% (20716/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.139 | Acc: 95.212% (20840/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.139 | Acc: 95.199% (20959/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.139 | Acc: 95.204% (21082/22144) 173/391 [============================>....................................] Step: 380ms | Tot: 1m3s | Loss: 0.139 | Acc: 95.205% (21204/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.139 | Acc: 95.214% (21328/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.139 | Acc: 95.215% (21450/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.139 | Acc: 95.211% (21571/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.139 | Acc: 95.203% (21691/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.139 | Acc: 95.199% (21812/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.139 | Acc: 95.200% (21934/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.140 | Acc: 95.192% (22054/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.139 | Acc: 95.197% (22177/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.140 | Acc: 95.189% (22297/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.140 | Acc: 95.189% (22419/23552) 184/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.140 | Acc: 95.182% (22539/23680) 185/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.139 | Acc: 95.207% (22667/23808) 186/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.139 | Acc: 95.208% (22789/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.139 | Acc: 95.213% (22912/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.139 | Acc: 95.217% (23035/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.139 | Acc: 95.226% (23159/24320) 190/391 [===============================>.................................] Step: 354ms | Tot: 1m9s | Loss: 0.139 | Acc: 95.231% (23282/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.139 | Acc: 95.227% (23403/24576) 192/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.139 | Acc: 95.236% (23527/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.139 | Acc: 95.244% (23651/24832) 194/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.139 | Acc: 95.236% (23771/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.138 | Acc: 95.257% (23898/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.139 | Acc: 95.245% (24017/25216) 197/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.139 | Acc: 95.230% (24135/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m12s | Loss: 0.139 | Acc: 95.242% (24260/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.139 | Acc: 95.246% (24383/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.139 | Acc: 95.239% (24503/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.139 | Acc: 95.235% (24624/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.139 | Acc: 95.220% (24742/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.139 | Acc: 95.213% (24862/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.139 | Acc: 95.202% (24981/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.139 | Acc: 95.199% (25102/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.140 | Acc: 95.188% (25221/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.140 | Acc: 95.174% (25339/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.140 | Acc: 95.182% (25463/26752) 209/391 [==================================>..............................] Step: 373ms | Tot: 1m16s | Loss: 0.140 | Acc: 95.186% (25586/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.140 | Acc: 95.168% (25703/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.140 | Acc: 95.158% (25822/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.140 | Acc: 95.169% (25947/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.140 | Acc: 95.156% (26065/27392) 214/391 [===================================>.............................] Step: 371ms | Tot: 1m18s | Loss: 0.140 | Acc: 95.149% (26185/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.140 | Acc: 95.153% (26308/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.141 | Acc: 95.143% (26427/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.141 | Acc: 95.133% (26546/27904) 218/391 [====================================>............................] Step: 375ms | Tot: 1m19s | Loss: 0.140 | Acc: 95.138% (26669/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.140 | Acc: 95.149% (26794/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.140 | Acc: 95.157% (26918/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.141 | Acc: 95.147% (27037/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.141 | Acc: 95.141% (27157/28544) 223/391 [=====================================>...........................] Step: 406ms | Tot: 1m21s | Loss: 0.141 | Acc: 95.131% (27276/28672) 224/391 [=====================================>...........................] Step: 381ms | Tot: 1m21s | Loss: 0.141 | Acc: 95.122% (27395/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.141 | Acc: 95.126% (27518/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.141 | Acc: 95.120% (27638/29056) 227/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.141 | Acc: 95.103% (27755/29184) 228/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.142 | Acc: 95.087% (27872/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.141 | Acc: 95.095% (27996/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.141 | Acc: 95.103% (28120/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.141 | Acc: 95.094% (28239/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.141 | Acc: 95.095% (28361/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.142 | Acc: 95.089% (28481/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.141 | Acc: 95.100% (28606/30080) 235/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.141 | Acc: 95.087% (28724/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.141 | Acc: 95.102% (28850/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.141 | Acc: 95.093% (28969/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.141 | Acc: 95.093% (29091/30592) 239/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.141 | Acc: 95.091% (29212/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.141 | Acc: 95.099% (29336/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.141 | Acc: 95.080% (29452/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.141 | Acc: 95.078% (29573/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.141 | Acc: 95.063% (29690/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.142 | Acc: 95.061% (29811/31360) 245/391 [========================================>........................] Step: 374ms | Tot: 1m29s | Loss: 0.142 | Acc: 95.043% (29927/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.142 | Acc: 95.047% (30050/31616) 247/391 [=========================================>.......................] Step: 375ms | Tot: 1m30s | Loss: 0.142 | Acc: 95.051% (30173/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.142 | Acc: 95.052% (30295/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.142 | Acc: 95.044% (30414/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.141 | Acc: 95.048% (30537/32128) 251/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.141 | Acc: 95.046% (30658/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m32s | Loss: 0.141 | Acc: 95.050% (30781/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.141 | Acc: 95.045% (30901/32512) 254/391 [==========================================>......................] Step: 373ms | Tot: 1m32s | Loss: 0.142 | Acc: 95.025% (31016/32640) 255/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.142 | Acc: 95.010% (31133/32768) 256/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.142 | Acc: 95.012% (31255/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.142 | Acc: 95.013% (31377/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.142 | Acc: 95.011% (31498/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.142 | Acc: 95.012% (31620/33280) 260/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.142 | Acc: 95.019% (31744/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.142 | Acc: 95.008% (31862/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.142 | Acc: 95.010% (31984/33664) 263/391 [===========================================>.....................] Step: 378ms | Tot: 1m36s | Loss: 0.142 | Acc: 95.005% (32104/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.143 | Acc: 94.997% (32223/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.142 | Acc: 94.992% (32343/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.143 | Acc: 94.973% (32458/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.143 | Acc: 94.977% (32581/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.143 | Acc: 94.970% (32700/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.143 | Acc: 94.974% (32823/34560) 270/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.143 | Acc: 94.987% (32949/34688) 271/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.143 | Acc: 94.994% (33073/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.143 | Acc: 95.003% (33198/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.143 | Acc: 94.993% (33316/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.143 | Acc: 95.000% (33440/35200) 275/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.143 | Acc: 94.998% (33561/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.143 | Acc: 94.999% (33683/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.143 | Acc: 95.001% (33805/35584) 278/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.143 | Acc: 94.996% (33925/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.143 | Acc: 94.978% (34040/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.144 | Acc: 94.973% (34160/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.144 | Acc: 94.972% (34281/36096) 282/391 [==============================================>..................] Step: 390ms | Tot: 1m43s | Loss: 0.144 | Acc: 94.965% (34400/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.144 | Acc: 94.974% (34525/36352) 284/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.144 | Acc: 94.970% (34645/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.144 | Acc: 94.971% (34767/36608) 286/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.144 | Acc: 94.983% (34893/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.144 | Acc: 94.984% (35015/36864) 288/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.144 | Acc: 94.985% (35137/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.144 | Acc: 94.984% (35258/37120) 290/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.144 | Acc: 94.958% (35370/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.144 | Acc: 94.954% (35490/37376) 292/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.144 | Acc: 94.958% (35613/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.144 | Acc: 94.959% (35735/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.144 | Acc: 94.971% (35861/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m47s | Loss: 0.144 | Acc: 94.977% (35985/37888) 296/391 [=================================================>...............] Step: 379ms | Tot: 1m48s | Loss: 0.144 | Acc: 94.989% (36111/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.144 | Acc: 94.993% (36234/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.143 | Acc: 95.004% (36360/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.144 | Acc: 94.997% (36479/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.144 | Acc: 94.985% (36596/38528) 301/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.144 | Acc: 94.974% (36713/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.144 | Acc: 94.977% (36836/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.144 | Acc: 94.986% (36961/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m51s | Loss: 0.144 | Acc: 94.964% (37074/39040) 305/391 [==================================================>..............] Step: 410ms | Tot: 1m51s | Loss: 0.144 | Acc: 94.955% (37192/39168) 306/391 [==================================================>..............] Step: 387ms | Tot: 1m51s | Loss: 0.144 | Acc: 94.961% (37316/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.144 | Acc: 94.965% (37439/39424) 308/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.144 | Acc: 94.966% (37561/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.144 | Acc: 94.962% (37681/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.144 | Acc: 94.961% (37802/39808) 311/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.144 | Acc: 94.964% (37925/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.144 | Acc: 94.956% (38043/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.144 | Acc: 94.962% (38167/40192) 314/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.144 | Acc: 94.958% (38287/40320) 315/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.144 | Acc: 94.949% (38405/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.144 | Acc: 94.940% (38523/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.145 | Acc: 94.937% (38643/40704) 318/391 [====================================================>............] Step: 373ms | Tot: 1m56s | Loss: 0.144 | Acc: 94.940% (38766/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.144 | Acc: 94.939% (38887/40960) 320/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.144 | Acc: 94.935% (39007/41088) 321/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.145 | Acc: 94.927% (39125/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.144 | Acc: 94.930% (39248/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.144 | Acc: 94.941% (39374/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.144 | Acc: 94.930% (39491/41600) 325/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.144 | Acc: 94.929% (39612/41728) 326/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.144 | Acc: 94.928% (39733/41856) 327/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.144 | Acc: 94.929% (39855/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 2m38ms | Loss: 0.144 | Acc: 94.935% (39979/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 2m407ms | Loss: 0.144 | Acc: 94.931% (40099/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m769ms | Loss: 0.145 | Acc: 94.925% (40218/42368) 331/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.145 | Acc: 94.931% (40342/42496) 332/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.145 | Acc: 94.925% (40461/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.145 | Acc: 94.915% (40578/42752) 334/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.145 | Acc: 94.916% (40700/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.145 | Acc: 94.913% (40820/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.145 | Acc: 94.909% (40940/43136) 337/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.145 | Acc: 94.910% (41062/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.145 | Acc: 94.914% (41185/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.145 | Acc: 94.913% (41306/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.145 | Acc: 94.916% (41429/43648) 341/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.145 | Acc: 94.913% (41549/43776) 342/391 [========================================================>........] Step: 373ms | Tot: 2m5s | Loss: 0.145 | Acc: 94.921% (41674/43904) 343/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.144 | Acc: 94.926% (41798/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.144 | Acc: 94.930% (41921/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.145 | Acc: 94.926% (42041/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.144 | Acc: 94.928% (42163/44416) 347/391 [=========================================================>.......] Step: 354ms | Tot: 2m7s | Loss: 0.144 | Acc: 94.931% (42286/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.144 | Acc: 94.939% (42411/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.144 | Acc: 94.935% (42531/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.144 | Acc: 94.936% (42653/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.144 | Acc: 94.942% (42777/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.144 | Acc: 94.947% (42901/45184) 353/391 [==========================================================>......] Step: 376ms | Tot: 2m9s | Loss: 0.144 | Acc: 94.948% (43023/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.144 | Acc: 94.958% (43149/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.144 | Acc: 94.968% (43275/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.144 | Acc: 94.967% (43396/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.144 | Acc: 94.968% (43518/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.144 | Acc: 94.980% (43645/45952) 359/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.144 | Acc: 94.985% (43769/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.144 | Acc: 94.992% (43894/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.143 | Acc: 94.993% (44016/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.143 | Acc: 94.992% (44137/46464) 363/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.143 | Acc: 94.995% (44260/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.144 | Acc: 94.987% (44378/46720) 365/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.144 | Acc: 94.994% (44503/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.144 | Acc: 95.000% (44627/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.144 | Acc: 94.998% (44748/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.143 | Acc: 95.003% (44872/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.144 | Acc: 94.994% (44989/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.144 | Acc: 94.995% (45111/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.143 | Acc: 94.991% (45231/47616) 372/391 [=============================================================>...] Step: 364ms | Tot: 2m16s | Loss: 0.144 | Acc: 94.979% (45347/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.144 | Acc: 94.987% (45472/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.144 | Acc: 94.987% (45594/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.144 | Acc: 94.988% (45716/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.144 | Acc: 94.987% (45837/48256) 377/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.144 | Acc: 94.992% (45961/48384) 378/391 [==============================================================>..] Step: 370ms | Tot: 2m18s | Loss: 0.144 | Acc: 94.995% (46084/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.144 | Acc: 94.986% (46201/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.144 | Acc: 94.989% (46324/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.144 | Acc: 94.987% (46445/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.144 | Acc: 94.988% (46567/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.144 | Acc: 94.987% (46688/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.144 | Acc: 94.986% (46809/49280) 385/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.144 | Acc: 94.985% (46930/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m21s | Loss: 0.144 | Acc: 94.990% (47054/49536) 387/391 [================================================================>] Step: 404ms | Tot: 2m21s | Loss: 0.144 | Acc: 94.990% (47176/49664) 388/391 [================================================================>] Step: 388ms | Tot: 2m21s | Loss: 0.144 | Acc: 94.997% (47301/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m22s | Loss: 0.144 | Acc: 94.994% (47421/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m22s | Loss: 0.144 | Acc: 94.992% (47496/50000) 391/391 + [>................................................................] Step: 503ms | Tot: 2ms | Loss: 0.396 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 312ms | Tot: 315ms | Loss: 0.339 | Acc: 89.500% (179/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 614ms | Loss: 0.349 | Acc: 89.333% (268/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 910ms | Loss: 0.342 | Acc: 89.250% (357/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s202ms | Loss: 0.366 | Acc: 88.400% (442/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s493ms | Loss: 0.329 | Acc: 89.500% (537/600) 6/100 [===>.............................................................] Step: 305ms | Tot: 1s799ms | Loss: 0.316 | Acc: 90.286% (632/700) 7/100 [====>............................................................] Step: 313ms | Tot: 2s112ms | Loss: 0.329 | Acc: 89.875% (719/800) 8/100 [=====>...........................................................] Step: 312ms | Tot: 2s425ms | Loss: 0.342 | Acc: 89.778% (808/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s725ms | Loss: 0.344 | Acc: 89.800% (898/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 3s26ms | Loss: 0.349 | Acc: 89.727% (987/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s325ms | Loss: 0.364 | Acc: 89.333% (1072/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s627ms | Loss: 0.355 | Acc: 89.538% (1164/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s937ms | Loss: 0.351 | Acc: 89.714% (1256/1400) 14/100 [=========>.......................................................] Step: 307ms | Tot: 4s244ms | Loss: 0.344 | Acc: 89.867% (1348/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s556ms | Loss: 0.352 | Acc: 89.438% (1431/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s866ms | Loss: 0.344 | Acc: 89.824% (1527/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s167ms | Loss: 0.348 | Acc: 89.500% (1611/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s475ms | Loss: 0.350 | Acc: 89.579% (1702/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s788ms | Loss: 0.353 | Acc: 89.550% (1791/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s93ms | Loss: 0.353 | Acc: 89.476% (1879/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s398ms | Loss: 0.350 | Acc: 89.591% (1971/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s701ms | Loss: 0.351 | Acc: 89.522% (2059/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s5ms | Loss: 0.351 | Acc: 89.417% (2146/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s308ms | Loss: 0.356 | Acc: 89.320% (2233/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s618ms | Loss: 0.361 | Acc: 89.231% (2320/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s925ms | Loss: 0.356 | Acc: 89.333% (2412/2700) 27/100 [=================>...............................................] Step: 299ms | Tot: 8s225ms | Loss: 0.359 | Acc: 89.286% (2500/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s530ms | Loss: 0.367 | Acc: 89.310% (2590/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s832ms | Loss: 0.363 | Acc: 89.500% (2685/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s139ms | Loss: 0.359 | Acc: 89.677% (2780/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s449ms | Loss: 0.360 | Acc: 89.625% (2868/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s751ms | Loss: 0.360 | Acc: 89.606% (2957/3300) 33/100 [=====================>...........................................] Step: 310ms | Tot: 10s62ms | Loss: 0.358 | Acc: 89.588% (3046/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s372ms | Loss: 0.360 | Acc: 89.571% (3135/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s682ms | Loss: 0.357 | Acc: 89.667% (3228/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 10s990ms | Loss: 0.360 | Acc: 89.541% (3313/3700) 37/100 [========================>........................................] Step: 316ms | Tot: 11s307ms | Loss: 0.360 | Acc: 89.579% (3404/3800) 38/100 [========================>........................................] Step: 317ms | Tot: 11s624ms | Loss: 0.359 | Acc: 89.641% (3496/3900) 39/100 [=========================>.......................................] Step: 316ms | Tot: 11s940ms | Loss: 0.357 | Acc: 89.675% (3587/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s248ms | Loss: 0.360 | Acc: 89.634% (3675/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s555ms | Loss: 0.363 | Acc: 89.571% (3762/4200) 42/100 [===========================>.....................................] Step: 303ms | Tot: 12s858ms | Loss: 0.359 | Acc: 89.628% (3854/4300) 43/100 [===========================>.....................................] Step: 300ms | Tot: 13s159ms | Loss: 0.359 | Acc: 89.705% (3947/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s469ms | Loss: 0.357 | Acc: 89.778% (4040/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s776ms | Loss: 0.355 | Acc: 89.739% (4128/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 14s78ms | Loss: 0.356 | Acc: 89.723% (4217/4700) 47/100 [==============================>..................................] Step: 313ms | Tot: 14s392ms | Loss: 0.360 | Acc: 89.646% (4303/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s693ms | Loss: 0.356 | Acc: 89.776% (4399/4900) 49/100 [===============================>.................................] Step: 313ms | Tot: 15s7ms | Loss: 0.358 | Acc: 89.720% (4486/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s319ms | Loss: 0.357 | Acc: 89.745% (4577/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s623ms | Loss: 0.356 | Acc: 89.769% (4668/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s930ms | Loss: 0.356 | Acc: 89.736% (4756/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s237ms | Loss: 0.354 | Acc: 89.815% (4850/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s539ms | Loss: 0.353 | Acc: 89.855% (4942/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s843ms | Loss: 0.354 | Acc: 89.857% (5032/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s147ms | Loss: 0.353 | Acc: 89.842% (5121/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s452ms | Loss: 0.351 | Acc: 89.862% (5212/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s755ms | Loss: 0.351 | Acc: 89.847% (5301/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s59ms | Loss: 0.350 | Acc: 89.833% (5390/6000) 60/100 [=======================================>.........................] Step: 300ms | Tot: 18s359ms | Loss: 0.349 | Acc: 89.885% (5483/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s666ms | Loss: 0.350 | Acc: 89.839% (5570/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 18s981ms | Loss: 0.350 | Acc: 89.841% (5660/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s290ms | Loss: 0.348 | Acc: 89.891% (5753/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s592ms | Loss: 0.348 | Acc: 89.892% (5843/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s900ms | Loss: 0.348 | Acc: 89.833% (5929/6600) 66/100 [==========================================>......................] Step: 310ms | Tot: 20s210ms | Loss: 0.345 | Acc: 89.910% (6024/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s521ms | Loss: 0.345 | Acc: 89.882% (6112/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s828ms | Loss: 0.343 | Acc: 89.942% (6206/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s136ms | Loss: 0.343 | Acc: 89.929% (6295/7000) 70/100 [=============================================>...................] Step: 307ms | Tot: 21s443ms | Loss: 0.347 | Acc: 89.873% (6381/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s743ms | Loss: 0.347 | Acc: 89.847% (6469/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s57ms | Loss: 0.346 | Acc: 89.890% (6562/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s365ms | Loss: 0.348 | Acc: 89.851% (6649/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s672ms | Loss: 0.349 | Acc: 89.827% (6737/7500) 75/100 [================================================>................] Step: 310ms | Tot: 22s983ms | Loss: 0.349 | Acc: 89.829% (6827/7600) 76/100 [=================================================>...............] Step: 298ms | Tot: 23s281ms | Loss: 0.350 | Acc: 89.766% (6912/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s586ms | Loss: 0.350 | Acc: 89.744% (7000/7800) 78/100 [==================================================>..............] Step: 315ms | Tot: 23s902ms | Loss: 0.351 | Acc: 89.722% (7088/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s201ms | Loss: 0.350 | Acc: 89.688% (7175/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s510ms | Loss: 0.349 | Acc: 89.704% (7266/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 24s825ms | Loss: 0.349 | Acc: 89.720% (7357/8200) 82/100 [=====================================================>...........] Step: 315ms | Tot: 25s141ms | Loss: 0.349 | Acc: 89.711% (7446/8300) 83/100 [=====================================================>...........] Step: 315ms | Tot: 25s456ms | Loss: 0.349 | Acc: 89.702% (7535/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s763ms | Loss: 0.350 | Acc: 89.647% (7620/8500) 85/100 [=======================================================>.........] Step: 310ms | Tot: 26s73ms | Loss: 0.353 | Acc: 89.581% (7704/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s384ms | Loss: 0.351 | Acc: 89.609% (7796/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s686ms | Loss: 0.352 | Acc: 89.602% (7885/8800) 88/100 [=========================================================>.......] Step: 305ms | Tot: 26s991ms | Loss: 0.352 | Acc: 89.607% (7975/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s294ms | Loss: 0.352 | Acc: 89.600% (8064/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s596ms | Loss: 0.351 | Acc: 89.626% (8156/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s904ms | Loss: 0.349 | Acc: 89.674% (8250/9200) 92/100 [===========================================================>.....] Step: 353ms | Tot: 28s258ms | Loss: 0.350 | Acc: 89.613% (8334/9300) 93/100 [============================================================>....] Step: 348ms | Tot: 28s606ms | Loss: 0.351 | Acc: 89.564% (8419/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s914ms | Loss: 0.350 | Acc: 89.547% (8507/9500) 95/100 [=============================================================>...] Step: 300ms | Tot: 29s214ms | Loss: 0.350 | Acc: 89.552% (8597/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s519ms | Loss: 0.349 | Acc: 89.567% (8688/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s829ms | Loss: 0.349 | Acc: 89.582% (8779/9800) 98/100 [===============================================================>.] Step: 316ms | Tot: 30s146ms | Loss: 0.349 | Acc: 89.556% (8866/9900) 99/100 [================================================================>] Step: 316ms | Tot: 30s462ms | Loss: 0.348 | Acc: 89.600% (8960/10000) 100/100 + +Epoch: 159 + [>................................................................] Step: 617ms | Tot: 2ms | Loss: 0.052 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 382ms | Tot: 384ms | Loss: 0.097 | Acc: 97.266% (249/256) 2/391 [>................................................................] Step: 374ms | Tot: 758ms | Loss: 0.105 | Acc: 96.615% (371/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s130ms | Loss: 0.104 | Acc: 96.680% (495/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s499ms | Loss: 0.109 | Acc: 96.719% (619/640) 5/391 [>................................................................] Step: 369ms | Tot: 1s869ms | Loss: 0.104 | Acc: 97.005% (745/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s230ms | Loss: 0.106 | Acc: 96.987% (869/896) 7/391 [=>...............................................................] Step: 356ms | Tot: 2s587ms | Loss: 0.114 | Acc: 96.680% (990/1024) 8/391 [=>...............................................................] Step: 374ms | Tot: 2s961ms | Loss: 0.113 | Acc: 96.701% (1114/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s326ms | Loss: 0.114 | Acc: 96.406% (1234/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s693ms | Loss: 0.112 | Acc: 96.449% (1358/1408) 11/391 [=>...............................................................] Step: 374ms | Tot: 4s68ms | Loss: 0.113 | Acc: 96.419% (1481/1536) 12/391 [=>...............................................................] Step: 370ms | Tot: 4s438ms | Loss: 0.112 | Acc: 96.394% (1604/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s801ms | Loss: 0.114 | Acc: 96.373% (1727/1792) 14/391 [==>..............................................................] Step: 359ms | Tot: 5s160ms | Loss: 0.117 | Acc: 96.146% (1846/1920) 15/391 [==>..............................................................] Step: 357ms | Tot: 5s518ms | Loss: 0.117 | Acc: 96.094% (1968/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s885ms | Loss: 0.120 | Acc: 95.956% (2088/2176) 17/391 [==>..............................................................] Step: 364ms | Tot: 6s250ms | Loss: 0.121 | Acc: 95.964% (2211/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s613ms | Loss: 0.122 | Acc: 96.053% (2336/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s978ms | Loss: 0.121 | Acc: 96.094% (2460/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s336ms | Loss: 0.124 | Acc: 95.871% (2577/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s696ms | Loss: 0.126 | Acc: 95.845% (2699/2816) 22/391 [===>.............................................................] Step: 359ms | Tot: 8s55ms | Loss: 0.125 | Acc: 95.890% (2823/2944) 23/391 [===>.............................................................] Step: 358ms | Tot: 8s414ms | Loss: 0.129 | Acc: 95.833% (2944/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s774ms | Loss: 0.128 | Acc: 95.844% (3067/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s142ms | Loss: 0.127 | Acc: 95.853% (3190/3328) 26/391 [====>............................................................] Step: 376ms | Tot: 9s519ms | Loss: 0.126 | Acc: 95.920% (3315/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s886ms | Loss: 0.127 | Acc: 95.898% (3437/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s245ms | Loss: 0.125 | Acc: 95.986% (3563/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s605ms | Loss: 0.129 | Acc: 95.859% (3681/3840) 30/391 [====>............................................................] Step: 376ms | Tot: 10s982ms | Loss: 0.132 | Acc: 95.716% (3798/3968) 31/391 [=====>...........................................................] Step: 376ms | Tot: 11s358ms | Loss: 0.133 | Acc: 95.630% (3917/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s732ms | Loss: 0.131 | Acc: 95.715% (4043/4224) 33/391 [=====>...........................................................] Step: 374ms | Tot: 12s106ms | Loss: 0.133 | Acc: 95.611% (4161/4352) 34/391 [=====>...........................................................] Step: 369ms | Tot: 12s475ms | Loss: 0.131 | Acc: 95.603% (4283/4480) 35/391 [=====>...........................................................] Step: 388ms | Tot: 12s863ms | Loss: 0.130 | Acc: 95.660% (4408/4608) 36/391 [=====>...........................................................] Step: 370ms | Tot: 13s233ms | Loss: 0.129 | Acc: 95.629% (4529/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s594ms | Loss: 0.128 | Acc: 95.703% (4655/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s966ms | Loss: 0.127 | Acc: 95.733% (4779/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s332ms | Loss: 0.126 | Acc: 95.762% (4903/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s689ms | Loss: 0.126 | Acc: 95.751% (5025/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s52ms | Loss: 0.127 | Acc: 95.685% (5144/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s412ms | Loss: 0.126 | Acc: 95.712% (5268/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s773ms | Loss: 0.126 | Acc: 95.703% (5390/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s140ms | Loss: 0.125 | Acc: 95.747% (5515/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s499ms | Loss: 0.126 | Acc: 95.669% (5633/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s869ms | Loss: 0.127 | Acc: 95.628% (5753/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s227ms | Loss: 0.126 | Acc: 95.671% (5878/6144) 48/391 [=======>.........................................................] Step: 354ms | Tot: 17s582ms | Loss: 0.125 | Acc: 95.647% (5999/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 17s949ms | Loss: 0.124 | Acc: 95.672% (6123/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s308ms | Loss: 0.123 | Acc: 95.741% (6250/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s670ms | Loss: 0.123 | Acc: 95.733% (6372/6656) 52/391 [========>........................................................] Step: 375ms | Tot: 19s45ms | Loss: 0.124 | Acc: 95.769% (6497/6784) 53/391 [========>........................................................] Step: 380ms | Tot: 19s426ms | Loss: 0.126 | Acc: 95.674% (6613/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s783ms | Loss: 0.125 | Acc: 95.668% (6735/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s142ms | Loss: 0.126 | Acc: 95.647% (6856/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s508ms | Loss: 0.125 | Acc: 95.655% (6979/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s873ms | Loss: 0.125 | Acc: 95.690% (7104/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s231ms | Loss: 0.125 | Acc: 95.710% (7228/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s589ms | Loss: 0.125 | Acc: 95.703% (7350/7680) 60/391 [=========>.......................................................] Step: 370ms | Tot: 21s959ms | Loss: 0.125 | Acc: 95.710% (7473/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s327ms | Loss: 0.125 | Acc: 95.766% (7600/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s694ms | Loss: 0.125 | Acc: 95.784% (7724/8064) 63/391 [==========>......................................................] Step: 372ms | Tot: 23s66ms | Loss: 0.125 | Acc: 95.764% (7845/8192) 64/391 [==========>......................................................] Step: 374ms | Tot: 23s441ms | Loss: 0.125 | Acc: 95.733% (7965/8320) 65/391 [==========>......................................................] Step: 374ms | Tot: 23s815ms | Loss: 0.126 | Acc: 95.691% (8084/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 24s185ms | Loss: 0.126 | Acc: 95.662% (8204/8576) 67/391 [===========>.....................................................] Step: 364ms | Tot: 24s550ms | Loss: 0.125 | Acc: 95.703% (8330/8704) 68/391 [===========>.....................................................] Step: 383ms | Tot: 24s933ms | Loss: 0.126 | Acc: 95.709% (8453/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s299ms | Loss: 0.126 | Acc: 95.692% (8574/8960) 70/391 [===========>.....................................................] Step: 357ms | Tot: 25s657ms | Loss: 0.126 | Acc: 95.687% (8696/9088) 71/391 [===========>.....................................................] Step: 374ms | Tot: 26s31ms | Loss: 0.126 | Acc: 95.681% (8818/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s396ms | Loss: 0.126 | Acc: 95.698% (8942/9344) 73/391 [============>....................................................] Step: 361ms | Tot: 26s758ms | Loss: 0.125 | Acc: 95.735% (9068/9472) 74/391 [============>....................................................] Step: 402ms | Tot: 27s160ms | Loss: 0.126 | Acc: 95.677% (9185/9600) 75/391 [============>....................................................] Step: 399ms | Tot: 27s560ms | Loss: 0.127 | Acc: 95.631% (9303/9728) 76/391 [============>....................................................] Step: 365ms | Tot: 27s926ms | Loss: 0.127 | Acc: 95.617% (9424/9856) 77/391 [============>....................................................] Step: 355ms | Tot: 28s281ms | Loss: 0.128 | Acc: 95.583% (9543/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s638ms | Loss: 0.128 | Acc: 95.580% (9665/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 29s6ms | Loss: 0.127 | Acc: 95.615% (9791/10240) 80/391 [=============>...................................................] Step: 369ms | Tot: 29s376ms | Loss: 0.128 | Acc: 95.602% (9912/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s733ms | Loss: 0.127 | Acc: 95.627% (10037/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s98ms | Loss: 0.127 | Acc: 95.633% (10160/10624) 83/391 [=============>...................................................] Step: 355ms | Tot: 30s454ms | Loss: 0.127 | Acc: 95.638% (10283/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s810ms | Loss: 0.126 | Acc: 95.643% (10406/10880) 85/391 [==============>..................................................] Step: 353ms | Tot: 31s164ms | Loss: 0.126 | Acc: 95.658% (10530/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s527ms | Loss: 0.126 | Acc: 95.654% (10652/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s892ms | Loss: 0.126 | Acc: 95.659% (10775/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s251ms | Loss: 0.126 | Acc: 95.672% (10899/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s614ms | Loss: 0.126 | Acc: 95.660% (11020/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s979ms | Loss: 0.125 | Acc: 95.664% (11143/11648) 91/391 [===============>.................................................] Step: 358ms | Tot: 33s337ms | Loss: 0.126 | Acc: 95.635% (11262/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s700ms | Loss: 0.126 | Acc: 95.632% (11384/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 34s72ms | Loss: 0.127 | Acc: 95.603% (11503/12032) 94/391 [===============>.................................................] Step: 371ms | Tot: 34s443ms | Loss: 0.127 | Acc: 95.576% (11622/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s803ms | Loss: 0.126 | Acc: 95.605% (11748/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s163ms | Loss: 0.126 | Acc: 95.602% (11870/12416) 97/391 [================>................................................] Step: 353ms | Tot: 35s517ms | Loss: 0.127 | Acc: 95.599% (11992/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s889ms | Loss: 0.126 | Acc: 95.604% (12115/12672) 99/391 [================>................................................] Step: 357ms | Tot: 36s247ms | Loss: 0.127 | Acc: 95.578% (12234/12800) 100/391 [================>................................................] Step: 356ms | Tot: 36s603ms | Loss: 0.127 | Acc: 95.599% (12359/12928) 101/391 [================>................................................] Step: 369ms | Tot: 36s973ms | Loss: 0.126 | Acc: 95.611% (12483/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s331ms | Loss: 0.127 | Acc: 95.601% (12604/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s689ms | Loss: 0.127 | Acc: 95.598% (12726/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 38s52ms | Loss: 0.127 | Acc: 95.588% (12847/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s410ms | Loss: 0.127 | Acc: 95.563% (12966/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s770ms | Loss: 0.127 | Acc: 95.561% (13088/13696) 107/391 [=================>...............................................] Step: 377ms | Tot: 39s147ms | Loss: 0.127 | Acc: 95.558% (13210/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s510ms | Loss: 0.127 | Acc: 95.556% (13332/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 39s878ms | Loss: 0.127 | Acc: 95.568% (13456/14080) 110/391 [==================>..............................................] Step: 357ms | Tot: 40s235ms | Loss: 0.126 | Acc: 95.573% (13579/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s596ms | Loss: 0.126 | Acc: 95.592% (13704/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 40s966ms | Loss: 0.126 | Acc: 95.582% (13825/14464) 113/391 [==================>..............................................] Step: 361ms | Tot: 41s327ms | Loss: 0.127 | Acc: 95.566% (13945/14592) 114/391 [==================>..............................................] Step: 356ms | Tot: 41s684ms | Loss: 0.127 | Acc: 95.564% (14067/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 42s51ms | Loss: 0.127 | Acc: 95.555% (14188/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 42s419ms | Loss: 0.127 | Acc: 95.546% (14309/14976) 117/391 [===================>.............................................] Step: 376ms | Tot: 42s796ms | Loss: 0.127 | Acc: 95.551% (14432/15104) 118/391 [===================>.............................................] Step: 373ms | Tot: 43s169ms | Loss: 0.127 | Acc: 95.549% (14554/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s537ms | Loss: 0.127 | Acc: 95.547% (14676/15360) 120/391 [===================>.............................................] Step: 380ms | Tot: 43s917ms | Loss: 0.127 | Acc: 95.551% (14799/15488) 121/391 [====================>............................................] Step: 370ms | Tot: 44s288ms | Loss: 0.127 | Acc: 95.537% (14919/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s657ms | Loss: 0.127 | Acc: 95.535% (15041/15744) 123/391 [====================>............................................] Step: 373ms | Tot: 45s31ms | Loss: 0.126 | Acc: 95.546% (15165/15872) 124/391 [====================>............................................] Step: 374ms | Tot: 45s406ms | Loss: 0.126 | Acc: 95.556% (15289/16000) 125/391 [====================>............................................] Step: 376ms | Tot: 45s782ms | Loss: 0.126 | Acc: 95.573% (15414/16128) 126/391 [====================>............................................] Step: 359ms | Tot: 46s142ms | Loss: 0.126 | Acc: 95.577% (15537/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s501ms | Loss: 0.126 | Acc: 95.581% (15660/16384) 128/391 [=====================>...........................................] Step: 371ms | Tot: 46s872ms | Loss: 0.126 | Acc: 95.573% (15781/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 47s232ms | Loss: 0.126 | Acc: 95.595% (15907/16640) 130/391 [=====================>...........................................] Step: 356ms | Tot: 47s588ms | Loss: 0.126 | Acc: 95.587% (16028/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s952ms | Loss: 0.126 | Acc: 95.585% (16150/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s313ms | Loss: 0.126 | Acc: 95.559% (16268/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s671ms | Loss: 0.126 | Acc: 95.552% (16389/17152) 134/391 [======================>..........................................] Step: 380ms | Tot: 49s51ms | Loss: 0.126 | Acc: 95.538% (16509/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s419ms | Loss: 0.128 | Acc: 95.491% (16623/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 49s776ms | Loss: 0.128 | Acc: 95.472% (16742/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 50s135ms | Loss: 0.128 | Acc: 95.482% (16866/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s496ms | Loss: 0.129 | Acc: 95.470% (16986/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s859ms | Loss: 0.129 | Acc: 95.463% (17107/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s222ms | Loss: 0.129 | Acc: 95.451% (17227/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s583ms | Loss: 0.129 | Acc: 95.445% (17348/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s945ms | Loss: 0.129 | Acc: 95.455% (17472/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s313ms | Loss: 0.128 | Acc: 95.459% (17595/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s675ms | Loss: 0.128 | Acc: 95.474% (17720/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s41ms | Loss: 0.128 | Acc: 95.457% (17839/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s403ms | Loss: 0.129 | Acc: 95.435% (17957/18816) 147/391 [========================>........................................] Step: 358ms | Tot: 53s761ms | Loss: 0.129 | Acc: 95.423% (18077/18944) 148/391 [========================>........................................] Step: 376ms | Tot: 54s138ms | Loss: 0.129 | Acc: 95.428% (18200/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 54s500ms | Loss: 0.130 | Acc: 95.406% (18318/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 54s862ms | Loss: 0.130 | Acc: 95.406% (18440/19328) 151/391 [=========================>.......................................] Step: 378ms | Tot: 55s240ms | Loss: 0.130 | Acc: 95.395% (18560/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s603ms | Loss: 0.130 | Acc: 95.379% (18679/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s966ms | Loss: 0.130 | Acc: 95.373% (18800/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s326ms | Loss: 0.130 | Acc: 95.373% (18922/19840) 155/391 [=========================>.......................................] Step: 367ms | Tot: 56s693ms | Loss: 0.131 | Acc: 95.373% (19044/19968) 156/391 [=========================>.......................................] Step: 399ms | Tot: 57s93ms | Loss: 0.131 | Acc: 95.362% (19164/20096) 157/391 [==========================>......................................] Step: 410ms | Tot: 57s503ms | Loss: 0.131 | Acc: 95.352% (19284/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s866ms | Loss: 0.131 | Acc: 95.357% (19407/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s225ms | Loss: 0.131 | Acc: 95.347% (19527/20480) 160/391 [==========================>......................................] Step: 371ms | Tot: 58s597ms | Loss: 0.132 | Acc: 95.317% (19643/20608) 161/391 [==========================>......................................] Step: 371ms | Tot: 58s969ms | Loss: 0.132 | Acc: 95.332% (19768/20736) 162/391 [==========================>......................................] Step: 367ms | Tot: 59s336ms | Loss: 0.132 | Acc: 95.317% (19887/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s695ms | Loss: 0.132 | Acc: 95.322% (20010/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 1m62ms | Loss: 0.131 | Acc: 95.327% (20133/21120) 165/391 [===========================>.....................................] Step: 361ms | Tot: 1m424ms | Loss: 0.131 | Acc: 95.341% (20258/21248) 166/391 [===========================>.....................................] Step: 357ms | Tot: 1m781ms | Loss: 0.132 | Acc: 95.327% (20377/21376) 167/391 [===========================>.....................................] Step: 357ms | Tot: 1m1s | Loss: 0.132 | Acc: 95.317% (20497/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.132 | Acc: 95.312% (20618/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.132 | Acc: 95.312% (20740/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.132 | Acc: 95.331% (20866/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.131 | Acc: 95.331% (20988/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.132 | Acc: 95.322% (21108/22144) 173/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.132 | Acc: 95.290% (21223/22272) 174/391 [============================>....................................] Step: 353ms | Tot: 1m3s | Loss: 0.133 | Acc: 95.281% (21343/22400) 175/391 [=============================>...................................] Step: 377ms | Tot: 1m4s | Loss: 0.133 | Acc: 95.273% (21463/22528) 176/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.133 | Acc: 95.251% (21580/22656) 177/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.133 | Acc: 95.238% (21699/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.134 | Acc: 95.221% (21817/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.134 | Acc: 95.221% (21939/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.134 | Acc: 95.213% (22059/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.134 | Acc: 95.218% (22182/23296) 182/391 [==============================>..................................] Step: 351ms | Tot: 1m6s | Loss: 0.134 | Acc: 95.210% (22302/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.135 | Acc: 95.181% (22417/23552) 184/391 [==============================>..................................] Step: 354ms | Tot: 1m7s | Loss: 0.135 | Acc: 95.186% (22540/23680) 185/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.135 | Acc: 95.191% (22663/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.135 | Acc: 95.191% (22785/23936) 187/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.135 | Acc: 95.196% (22908/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.135 | Acc: 95.197% (23030/24192) 189/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.134 | Acc: 95.193% (23151/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.135 | Acc: 95.190% (23272/24448) 191/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.135 | Acc: 95.178% (23391/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.135 | Acc: 95.183% (23514/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.134 | Acc: 95.184% (23636/24832) 194/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.134 | Acc: 95.176% (23756/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.134 | Acc: 95.185% (23880/25088) 196/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.134 | Acc: 95.197% (24005/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.134 | Acc: 95.198% (24127/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.134 | Acc: 95.191% (24247/25472) 199/391 [=================================>...............................] Step: 354ms | Tot: 1m12s | Loss: 0.135 | Acc: 95.184% (24367/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.135 | Acc: 95.176% (24487/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.135 | Acc: 95.193% (24613/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.135 | Acc: 95.189% (24734/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.135 | Acc: 95.182% (24854/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.135 | Acc: 95.183% (24976/26240) 205/391 [==================================>..............................] Step: 367ms | Tot: 1m14s | Loss: 0.135 | Acc: 95.191% (25100/26368) 206/391 [==================================>..............................] Step: 370ms | Tot: 1m15s | Loss: 0.134 | Acc: 95.192% (25222/26496) 207/391 [==================================>..............................] Step: 374ms | Tot: 1m15s | Loss: 0.134 | Acc: 95.185% (25342/26624) 208/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.135 | Acc: 95.167% (25459/26752) 209/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.135 | Acc: 95.171% (25582/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.135 | Acc: 95.179% (25706/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.135 | Acc: 95.169% (25825/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.135 | Acc: 95.169% (25947/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.135 | Acc: 95.170% (26069/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.135 | Acc: 95.174% (26192/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.135 | Acc: 95.179% (26315/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.134 | Acc: 95.190% (26440/27776) 217/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.134 | Acc: 95.183% (26560/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.134 | Acc: 95.191% (26684/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.134 | Acc: 95.206% (26810/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.134 | Acc: 95.192% (26928/28288) 221/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.134 | Acc: 95.196% (27051/28416) 222/391 [====================================>............................] Step: 358ms | Tot: 1m21s | Loss: 0.134 | Acc: 95.190% (27171/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.134 | Acc: 95.201% (27296/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.134 | Acc: 95.208% (27420/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.134 | Acc: 95.209% (27542/28928) 226/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.134 | Acc: 95.223% (27668/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.134 | Acc: 95.227% (27791/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m23s | Loss: 0.134 | Acc: 95.231% (27914/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.134 | Acc: 95.221% (28033/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.135 | Acc: 95.208% (28151/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.134 | Acc: 95.211% (28274/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.134 | Acc: 95.209% (28395/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.134 | Acc: 95.226% (28522/29952) 234/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.134 | Acc: 95.223% (28643/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.134 | Acc: 95.223% (28765/30208) 236/391 [=======================================>.........................] Step: 353ms | Tot: 1m26s | Loss: 0.134 | Acc: 95.230% (28889/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.134 | Acc: 95.244% (29015/30464) 238/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.134 | Acc: 95.247% (29138/30592) 239/391 [=======================================>.........................] Step: 420ms | Tot: 1m27s | Loss: 0.134 | Acc: 95.257% (29263/30720) 240/391 [=======================================>.........................] Step: 372ms | Tot: 1m27s | Loss: 0.134 | Acc: 95.254% (29384/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.134 | Acc: 95.248% (29504/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.134 | Acc: 95.239% (29623/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.134 | Acc: 95.229% (29742/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.134 | Acc: 95.223% (29862/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.134 | Acc: 95.220% (29983/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.134 | Acc: 95.208% (30101/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.134 | Acc: 95.209% (30223/31744) 248/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.134 | Acc: 95.203% (30343/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.134 | Acc: 95.213% (30468/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.134 | Acc: 95.213% (30590/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.134 | Acc: 95.223% (30715/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.134 | Acc: 95.223% (30837/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.135 | Acc: 95.217% (30957/32512) 254/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.134 | Acc: 95.218% (31079/32640) 255/391 [==========================================>......................] Step: 355ms | Tot: 1m33s | Loss: 0.135 | Acc: 95.212% (31199/32768) 256/391 [==========================================>......................] Step: 356ms | Tot: 1m33s | Loss: 0.135 | Acc: 95.209% (31320/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.135 | Acc: 95.197% (31438/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.135 | Acc: 95.189% (31557/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.135 | Acc: 95.189% (31679/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.135 | Acc: 95.193% (31802/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.135 | Acc: 95.196% (31925/33536) 262/391 [===========================================>.....................] Step: 354ms | Tot: 1m35s | Loss: 0.135 | Acc: 95.206% (32050/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.135 | Acc: 95.197% (32169/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.135 | Acc: 95.198% (32291/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.135 | Acc: 95.195% (32412/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.135 | Acc: 95.187% (32531/34176) 267/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.135 | Acc: 95.187% (32653/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.135 | Acc: 95.182% (32773/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.135 | Acc: 95.182% (32895/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.136 | Acc: 95.174% (33014/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.136 | Acc: 95.172% (33135/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.135 | Acc: 95.181% (33260/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.135 | Acc: 95.176% (33380/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.136 | Acc: 95.168% (33499/35200) 275/391 [=============================================>...................] Step: 354ms | Tot: 1m40s | Loss: 0.136 | Acc: 95.174% (33623/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.136 | Acc: 95.171% (33744/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.136 | Acc: 95.178% (33868/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.136 | Acc: 95.184% (33992/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.136 | Acc: 95.181% (34113/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.136 | Acc: 95.171% (34231/35968) 281/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.136 | Acc: 95.166% (34351/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.136 | Acc: 95.158% (34470/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.136 | Acc: 95.156% (34591/36352) 284/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.136 | Acc: 95.151% (34711/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.136 | Acc: 95.146% (34831/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.136 | Acc: 95.149% (34954/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.137 | Acc: 95.136% (35071/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.137 | Acc: 95.131% (35191/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.137 | Acc: 95.129% (35312/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.137 | Acc: 95.138% (35437/37248) 291/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.137 | Acc: 95.136% (35558/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.137 | Acc: 95.129% (35677/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.137 | Acc: 95.121% (35796/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.137 | Acc: 95.109% (35913/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.138 | Acc: 95.099% (36031/37888) 296/391 [=================================================>...............] Step: 376ms | Tot: 1m47s | Loss: 0.138 | Acc: 95.102% (36154/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.138 | Acc: 95.100% (36275/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.138 | Acc: 95.101% (36397/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.137 | Acc: 95.107% (36521/38400) 300/391 [=================================================>...............] Step: 356ms | Tot: 1m49s | Loss: 0.137 | Acc: 95.113% (36645/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.137 | Acc: 95.116% (36768/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.138 | Acc: 95.109% (36887/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.138 | Acc: 95.099% (37005/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.138 | Acc: 95.092% (37124/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.138 | Acc: 95.088% (37244/39168) 306/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.138 | Acc: 95.091% (37367/39296) 307/391 [===================================================>.............] Step: 374ms | Tot: 1m52s | Loss: 0.138 | Acc: 95.097% (37491/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.138 | Acc: 95.087% (37609/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.139 | Acc: 95.078% (37727/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.139 | Acc: 95.081% (37850/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.139 | Acc: 95.080% (37971/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.139 | Acc: 95.083% (38094/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.139 | Acc: 95.076% (38213/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.139 | Acc: 95.077% (38335/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.139 | Acc: 95.078% (38457/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.139 | Acc: 95.086% (38582/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.139 | Acc: 95.084% (38703/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.139 | Acc: 95.075% (38821/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.139 | Acc: 95.078% (38944/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.139 | Acc: 95.081% (39067/41088) 321/391 [=====================================================>...........] Step: 400ms | Tot: 1m57s | Loss: 0.139 | Acc: 95.089% (39192/41216) 322/391 [=====================================================>...........] Step: 403ms | Tot: 1m57s | Loss: 0.139 | Acc: 95.083% (39311/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m57s | Loss: 0.139 | Acc: 95.081% (39432/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.139 | Acc: 95.091% (39558/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.139 | Acc: 95.080% (39675/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.139 | Acc: 95.081% (39797/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.139 | Acc: 95.081% (39919/41984) 328/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.139 | Acc: 95.085% (40042/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m67ms | Loss: 0.139 | Acc: 95.076% (40160/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m427ms | Loss: 0.139 | Acc: 95.067% (40278/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m788ms | Loss: 0.140 | Acc: 95.065% (40399/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.140 | Acc: 95.054% (40516/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.140 | Acc: 95.044% (40633/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.140 | Acc: 95.042% (40754/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.140 | Acc: 95.047% (40878/43008) 336/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.140 | Acc: 95.051% (41001/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m2s | Loss: 0.140 | Acc: 95.047% (41121/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.140 | Acc: 95.045% (41242/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.140 | Acc: 95.046% (41364/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.140 | Acc: 95.047% (41486/43648) 341/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.140 | Acc: 95.043% (41606/43776) 342/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.140 | Acc: 95.051% (41731/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.140 | Acc: 95.040% (41848/44032) 344/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.140 | Acc: 95.036% (41968/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.140 | Acc: 95.033% (42088/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.140 | Acc: 95.036% (42211/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.140 | Acc: 95.043% (42336/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.140 | Acc: 95.035% (42454/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.140 | Acc: 95.045% (42580/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.140 | Acc: 95.048% (42703/44928) 351/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.140 | Acc: 95.046% (42824/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.140 | Acc: 95.038% (42942/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.140 | Acc: 95.045% (43067/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.140 | Acc: 95.040% (43186/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.140 | Acc: 95.043% (43309/45568) 356/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.140 | Acc: 95.043% (43431/45696) 357/391 [===========================================================>.....] Step: 352ms | Tot: 2m10s | Loss: 0.140 | Acc: 95.046% (43554/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.140 | Acc: 95.049% (43677/45952) 359/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.140 | Acc: 95.046% (43797/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.140 | Acc: 95.046% (43919/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.140 | Acc: 95.047% (44041/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.141 | Acc: 95.039% (44159/46464) 363/391 [============================================================>....] Step: 380ms | Tot: 2m12s | Loss: 0.140 | Acc: 95.049% (44285/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.141 | Acc: 95.039% (44402/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.141 | Acc: 95.046% (44527/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.141 | Acc: 95.042% (44647/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.141 | Acc: 95.030% (44763/47104) 368/391 [=============================================================>...] Step: 374ms | Tot: 2m14s | Loss: 0.141 | Acc: 95.031% (44885/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.141 | Acc: 95.027% (45005/47360) 370/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.141 | Acc: 95.028% (45127/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.141 | Acc: 95.031% (45250/47616) 372/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.141 | Acc: 95.036% (45374/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.140 | Acc: 95.045% (45500/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.140 | Acc: 95.046% (45622/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.140 | Acc: 95.047% (45744/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.141 | Acc: 95.037% (45861/48256) 377/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.141 | Acc: 95.042% (45985/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.141 | Acc: 95.038% (46105/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.141 | Acc: 95.037% (46226/48640) 380/391 [===============================================================>.] Step: 352ms | Tot: 2m18s | Loss: 0.141 | Acc: 95.038% (46348/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.141 | Acc: 95.045% (46473/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.140 | Acc: 95.047% (46596/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.140 | Acc: 95.050% (46719/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.140 | Acc: 95.047% (46839/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.140 | Acc: 95.055% (46965/49408) 386/391 [================================================================>] Step: 372ms | Tot: 2m20s | Loss: 0.140 | Acc: 95.048% (47083/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.140 | Acc: 95.051% (47206/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.140 | Acc: 95.053% (47329/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.140 | Acc: 95.054% (47451/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m22s | Loss: 0.141 | Acc: 95.048% (47524/50000) 391/391 + [>................................................................] Step: 487ms | Tot: 2ms | Loss: 0.472 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 299ms | Tot: 302ms | Loss: 0.358 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 598ms | Loss: 0.338 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 893ms | Loss: 0.330 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 309ms | Tot: 1s203ms | Loss: 0.345 | Acc: 89.600% (448/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s502ms | Loss: 0.322 | Acc: 90.667% (544/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s804ms | Loss: 0.320 | Acc: 90.143% (631/700) 7/100 [====>............................................................] Step: 310ms | Tot: 2s114ms | Loss: 0.332 | Acc: 90.000% (720/800) 8/100 [=====>...........................................................] Step: 297ms | Tot: 2s412ms | Loss: 0.341 | Acc: 89.667% (807/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s709ms | Loss: 0.358 | Acc: 89.300% (893/1000) 10/100 [======>..........................................................] Step: 301ms | Tot: 3s10ms | Loss: 0.356 | Acc: 89.364% (983/1100) 11/100 [=======>.........................................................] Step: 313ms | Tot: 3s323ms | Loss: 0.374 | Acc: 88.833% (1066/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s625ms | Loss: 0.364 | Acc: 89.077% (1158/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s929ms | Loss: 0.361 | Acc: 89.286% (1250/1400) 14/100 [=========>.......................................................] Step: 325ms | Tot: 4s254ms | Loss: 0.353 | Acc: 89.467% (1342/1500) 15/100 [=========>.......................................................] Step: 352ms | Tot: 4s607ms | Loss: 0.355 | Acc: 89.188% (1427/1600) 16/100 [==========>......................................................] Step: 312ms | Tot: 4s919ms | Loss: 0.345 | Acc: 89.471% (1521/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s230ms | Loss: 0.350 | Acc: 89.111% (1604/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s536ms | Loss: 0.353 | Acc: 89.105% (1693/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s839ms | Loss: 0.354 | Acc: 89.100% (1782/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s152ms | Loss: 0.356 | Acc: 88.905% (1867/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s458ms | Loss: 0.352 | Acc: 89.136% (1961/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s768ms | Loss: 0.360 | Acc: 89.000% (2047/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s76ms | Loss: 0.360 | Acc: 88.958% (2135/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s383ms | Loss: 0.363 | Acc: 89.040% (2226/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s690ms | Loss: 0.367 | Acc: 88.846% (2310/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s995ms | Loss: 0.363 | Acc: 88.815% (2398/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s303ms | Loss: 0.362 | Acc: 88.857% (2488/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s609ms | Loss: 0.365 | Acc: 88.897% (2578/2900) 29/100 [==================>..............................................] Step: 300ms | Tot: 8s910ms | Loss: 0.359 | Acc: 89.100% (2673/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s219ms | Loss: 0.352 | Acc: 89.290% (2768/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s526ms | Loss: 0.350 | Acc: 89.438% (2862/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s835ms | Loss: 0.347 | Acc: 89.485% (2953/3300) 33/100 [=====================>...........................................] Step: 315ms | Tot: 10s151ms | Loss: 0.347 | Acc: 89.412% (3040/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s458ms | Loss: 0.349 | Acc: 89.343% (3127/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s768ms | Loss: 0.349 | Acc: 89.333% (3216/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 11s72ms | Loss: 0.355 | Acc: 89.270% (3303/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s379ms | Loss: 0.355 | Acc: 89.289% (3393/3800) 38/100 [========================>........................................] Step: 315ms | Tot: 11s695ms | Loss: 0.354 | Acc: 89.385% (3486/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 12s1ms | Loss: 0.354 | Acc: 89.425% (3577/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s316ms | Loss: 0.358 | Acc: 89.293% (3661/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s624ms | Loss: 0.362 | Acc: 89.286% (3750/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s929ms | Loss: 0.360 | Acc: 89.302% (3840/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s236ms | Loss: 0.362 | Acc: 89.318% (3930/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s538ms | Loss: 0.358 | Acc: 89.444% (4025/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s844ms | Loss: 0.358 | Acc: 89.435% (4114/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s155ms | Loss: 0.358 | Acc: 89.468% (4205/4700) 47/100 [==============================>..................................] Step: 300ms | Tot: 14s456ms | Loss: 0.361 | Acc: 89.396% (4291/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s762ms | Loss: 0.357 | Acc: 89.531% (4387/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 15s64ms | Loss: 0.358 | Acc: 89.500% (4475/5000) 50/100 [================================>................................] Step: 314ms | Tot: 15s379ms | Loss: 0.360 | Acc: 89.510% (4565/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s686ms | Loss: 0.359 | Acc: 89.500% (4654/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s993ms | Loss: 0.360 | Acc: 89.472% (4742/5300) 53/100 [==================================>..............................] Step: 324ms | Tot: 16s317ms | Loss: 0.360 | Acc: 89.463% (4831/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s630ms | Loss: 0.361 | Acc: 89.436% (4919/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s935ms | Loss: 0.363 | Acc: 89.411% (5007/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s247ms | Loss: 0.360 | Acc: 89.474% (5100/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s555ms | Loss: 0.357 | Acc: 89.552% (5194/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s863ms | Loss: 0.359 | Acc: 89.424% (5276/5900) 59/100 [======================================>..........................] Step: 319ms | Tot: 18s182ms | Loss: 0.360 | Acc: 89.400% (5364/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s486ms | Loss: 0.359 | Acc: 89.475% (5458/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s789ms | Loss: 0.360 | Acc: 89.484% (5548/6200) 62/100 [========================================>........................] Step: 300ms | Tot: 19s90ms | Loss: 0.358 | Acc: 89.508% (5639/6300) 63/100 [========================================>........................] Step: 301ms | Tot: 19s392ms | Loss: 0.354 | Acc: 89.625% (5736/6400) 64/100 [=========================================>.......................] Step: 313ms | Tot: 19s705ms | Loss: 0.354 | Acc: 89.600% (5824/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 20s9ms | Loss: 0.354 | Acc: 89.591% (5913/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s319ms | Loss: 0.352 | Acc: 89.672% (6008/6700) 67/100 [===========================================>.....................] Step: 312ms | Tot: 20s631ms | Loss: 0.353 | Acc: 89.676% (6098/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s939ms | Loss: 0.352 | Acc: 89.710% (6190/6900) 69/100 [============================================>....................] Step: 323ms | Tot: 21s262ms | Loss: 0.352 | Acc: 89.600% (6272/7000) 70/100 [=============================================>...................] Step: 327ms | Tot: 21s590ms | Loss: 0.353 | Acc: 89.592% (6361/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s893ms | Loss: 0.353 | Acc: 89.556% (6448/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s201ms | Loss: 0.351 | Acc: 89.603% (6541/7300) 73/100 [===============================================>.................] Step: 304ms | Tot: 22s506ms | Loss: 0.351 | Acc: 89.595% (6630/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s811ms | Loss: 0.351 | Acc: 89.533% (6715/7500) 75/100 [================================================>................] Step: 310ms | Tot: 23s122ms | Loss: 0.352 | Acc: 89.500% (6802/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s432ms | Loss: 0.353 | Acc: 89.442% (6887/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s739ms | Loss: 0.353 | Acc: 89.462% (6978/7800) 78/100 [==================================================>..............] Step: 310ms | Tot: 24s49ms | Loss: 0.352 | Acc: 89.468% (7068/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s358ms | Loss: 0.351 | Acc: 89.475% (7158/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s667ms | Loss: 0.350 | Acc: 89.506% (7250/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 24s984ms | Loss: 0.349 | Acc: 89.524% (7341/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 25s291ms | Loss: 0.349 | Acc: 89.506% (7429/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s596ms | Loss: 0.349 | Acc: 89.476% (7516/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s901ms | Loss: 0.350 | Acc: 89.424% (7601/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 26s217ms | Loss: 0.352 | Acc: 89.360% (7685/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s528ms | Loss: 0.353 | Acc: 89.322% (7771/8700) 87/100 [========================================================>........] Step: 317ms | Tot: 26s845ms | Loss: 0.352 | Acc: 89.352% (7863/8800) 88/100 [=========================================================>.......] Step: 317ms | Tot: 27s162ms | Loss: 0.351 | Acc: 89.393% (7956/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s468ms | Loss: 0.352 | Acc: 89.400% (8046/9000) 90/100 [==========================================================>......] Step: 309ms | Tot: 27s778ms | Loss: 0.352 | Acc: 89.385% (8134/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s86ms | Loss: 0.351 | Acc: 89.446% (8229/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s391ms | Loss: 0.352 | Acc: 89.430% (8317/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s697ms | Loss: 0.352 | Acc: 89.415% (8405/9400) 94/100 [=============================================================>...] Step: 313ms | Tot: 29s11ms | Loss: 0.353 | Acc: 89.400% (8493/9500) 95/100 [=============================================================>...] Step: 319ms | Tot: 29s330ms | Loss: 0.354 | Acc: 89.385% (8581/9600) 96/100 [==============================================================>..] Step: 320ms | Tot: 29s651ms | Loss: 0.352 | Acc: 89.443% (8676/9700) 97/100 [===============================================================>.] Step: 320ms | Tot: 29s971ms | Loss: 0.353 | Acc: 89.439% (8765/9800) 98/100 [===============================================================>.] Step: 327ms | Tot: 30s298ms | Loss: 0.355 | Acc: 89.444% (8855/9900) 99/100 [================================================================>] Step: 317ms | Tot: 30s615ms | Loss: 0.353 | Acc: 89.490% (8949/10000) 100/100 + +Epoch: 160 + [>................................................................] Step: 642ms | Tot: 2ms | Loss: 0.081 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 388ms | Tot: 390ms | Loss: 0.074 | Acc: 97.266% (249/256) 2/391 [>................................................................] Step: 380ms | Tot: 771ms | Loss: 0.107 | Acc: 96.354% (370/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s141ms | Loss: 0.112 | Acc: 96.289% (493/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s506ms | Loss: 0.126 | Acc: 96.094% (615/640) 5/391 [>................................................................] Step: 371ms | Tot: 1s878ms | Loss: 0.119 | Acc: 96.484% (741/768) 6/391 [>................................................................] Step: 372ms | Tot: 2s251ms | Loss: 0.118 | Acc: 96.652% (866/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s614ms | Loss: 0.120 | Acc: 96.289% (986/1024) 8/391 [=>...............................................................] Step: 370ms | Tot: 2s985ms | Loss: 0.118 | Acc: 96.267% (1109/1152) 9/391 [=>...............................................................] Step: 419ms | Tot: 3s404ms | Loss: 0.121 | Acc: 96.016% (1229/1280) 10/391 [=>...............................................................] Step: 376ms | Tot: 3s781ms | Loss: 0.120 | Acc: 95.810% (1349/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s145ms | Loss: 0.119 | Acc: 95.898% (1473/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s505ms | Loss: 0.119 | Acc: 95.974% (1597/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s865ms | Loss: 0.122 | Acc: 95.871% (1718/1792) 14/391 [==>..............................................................] Step: 371ms | Tot: 5s236ms | Loss: 0.122 | Acc: 95.885% (1841/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s596ms | Loss: 0.121 | Acc: 95.996% (1966/2048) 16/391 [==>..............................................................] Step: 367ms | Tot: 5s963ms | Loss: 0.122 | Acc: 95.956% (2088/2176) 17/391 [==>..............................................................] Step: 352ms | Tot: 6s316ms | Loss: 0.122 | Acc: 95.920% (2210/2304) 18/391 [==>..............................................................] Step: 355ms | Tot: 6s671ms | Loss: 0.125 | Acc: 95.765% (2329/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 7s31ms | Loss: 0.123 | Acc: 95.898% (2455/2560) 20/391 [===>.............................................................] Step: 352ms | Tot: 7s383ms | Loss: 0.123 | Acc: 95.871% (2577/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s742ms | Loss: 0.120 | Acc: 96.023% (2704/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 8s99ms | Loss: 0.120 | Acc: 96.060% (2828/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s466ms | Loss: 0.122 | Acc: 96.029% (2950/3072) 24/391 [===>.............................................................] Step: 355ms | Tot: 8s822ms | Loss: 0.119 | Acc: 96.125% (3076/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s185ms | Loss: 0.120 | Acc: 96.124% (3199/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s545ms | Loss: 0.121 | Acc: 96.152% (3323/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s907ms | Loss: 0.121 | Acc: 96.094% (3444/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s267ms | Loss: 0.122 | Acc: 96.094% (3567/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s632ms | Loss: 0.123 | Acc: 95.990% (3686/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 10s997ms | Loss: 0.121 | Acc: 95.968% (3808/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s355ms | Loss: 0.121 | Acc: 95.947% (3930/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s720ms | Loss: 0.123 | Acc: 95.928% (4052/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s89ms | Loss: 0.124 | Acc: 95.841% (4171/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s448ms | Loss: 0.127 | Acc: 95.670% (4286/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s813ms | Loss: 0.127 | Acc: 95.703% (4410/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s175ms | Loss: 0.127 | Acc: 95.671% (4531/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s538ms | Loss: 0.127 | Acc: 95.580% (4649/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s909ms | Loss: 0.127 | Acc: 95.613% (4773/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s268ms | Loss: 0.128 | Acc: 95.566% (4893/5120) 40/391 [======>..........................................................] Step: 352ms | Tot: 14s621ms | Loss: 0.127 | Acc: 95.598% (5017/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 14s997ms | Loss: 0.128 | Acc: 95.554% (5137/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s359ms | Loss: 0.128 | Acc: 95.531% (5258/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s721ms | Loss: 0.129 | Acc: 95.490% (5378/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s84ms | Loss: 0.128 | Acc: 95.538% (5503/5760) 45/391 [=======>.........................................................] Step: 354ms | Tot: 16s439ms | Loss: 0.129 | Acc: 95.516% (5624/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s799ms | Loss: 0.129 | Acc: 95.495% (5745/6016) 47/391 [=======>.........................................................] Step: 362ms | Tot: 17s161ms | Loss: 0.127 | Acc: 95.540% (5870/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s521ms | Loss: 0.126 | Acc: 95.615% (5997/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s884ms | Loss: 0.125 | Acc: 95.656% (6122/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s251ms | Loss: 0.126 | Acc: 95.665% (6245/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s609ms | Loss: 0.126 | Acc: 95.673% (6368/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 18s976ms | Loss: 0.126 | Acc: 95.681% (6491/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s336ms | Loss: 0.125 | Acc: 95.674% (6613/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s693ms | Loss: 0.125 | Acc: 95.696% (6737/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s59ms | Loss: 0.124 | Acc: 95.703% (6860/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s418ms | Loss: 0.125 | Acc: 95.710% (6983/7296) 57/391 [=========>.......................................................] Step: 362ms | Tot: 20s781ms | Loss: 0.125 | Acc: 95.717% (7106/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s141ms | Loss: 0.123 | Acc: 95.763% (7232/7552) 59/391 [=========>.......................................................] Step: 367ms | Tot: 21s508ms | Loss: 0.123 | Acc: 95.794% (7357/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s873ms | Loss: 0.122 | Acc: 95.812% (7481/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s233ms | Loss: 0.122 | Acc: 95.829% (7605/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s591ms | Loss: 0.122 | Acc: 95.771% (7723/8064) 63/391 [==========>......................................................] Step: 371ms | Tot: 22s962ms | Loss: 0.123 | Acc: 95.715% (7841/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s320ms | Loss: 0.122 | Acc: 95.733% (7965/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s688ms | Loss: 0.122 | Acc: 95.762% (8090/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s51ms | Loss: 0.122 | Acc: 95.756% (8212/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s414ms | Loss: 0.122 | Acc: 95.784% (8337/8704) 68/391 [===========>.....................................................] Step: 365ms | Tot: 24s779ms | Loss: 0.122 | Acc: 95.788% (8460/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s142ms | Loss: 0.122 | Acc: 95.759% (8580/8960) 70/391 [===========>.....................................................] Step: 369ms | Tot: 25s511ms | Loss: 0.122 | Acc: 95.786% (8705/9088) 71/391 [===========>.....................................................] Step: 361ms | Tot: 25s872ms | Loss: 0.122 | Acc: 95.779% (8827/9216) 72/391 [===========>.....................................................] Step: 362ms | Tot: 26s235ms | Loss: 0.122 | Acc: 95.794% (8951/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s597ms | Loss: 0.122 | Acc: 95.788% (9073/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 26s965ms | Loss: 0.122 | Acc: 95.771% (9194/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s329ms | Loss: 0.122 | Acc: 95.785% (9318/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s689ms | Loss: 0.122 | Acc: 95.769% (9439/9856) 77/391 [============>....................................................] Step: 370ms | Tot: 28s60ms | Loss: 0.122 | Acc: 95.743% (9559/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s424ms | Loss: 0.122 | Acc: 95.758% (9683/10112) 79/391 [=============>...................................................] Step: 368ms | Tot: 28s793ms | Loss: 0.122 | Acc: 95.752% (9805/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s153ms | Loss: 0.121 | Acc: 95.775% (9930/10368) 81/391 [=============>...................................................] Step: 364ms | Tot: 29s517ms | Loss: 0.121 | Acc: 95.770% (10052/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s882ms | Loss: 0.121 | Acc: 95.764% (10174/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s247ms | Loss: 0.121 | Acc: 95.778% (10298/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s608ms | Loss: 0.123 | Acc: 95.717% (10414/10880) 85/391 [==============>..................................................] Step: 369ms | Tot: 30s978ms | Loss: 0.123 | Acc: 95.703% (10535/11008) 86/391 [==============>..................................................] Step: 375ms | Tot: 31s353ms | Loss: 0.123 | Acc: 95.699% (10657/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s712ms | Loss: 0.123 | Acc: 95.703% (10780/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s80ms | Loss: 0.122 | Acc: 95.708% (10903/11392) 89/391 [==============>..................................................] Step: 370ms | Tot: 32s450ms | Loss: 0.123 | Acc: 95.703% (11025/11520) 90/391 [==============>..................................................] Step: 376ms | Tot: 32s827ms | Loss: 0.123 | Acc: 95.699% (11147/11648) 91/391 [===============>.................................................] Step: 411ms | Tot: 33s238ms | Loss: 0.122 | Acc: 95.720% (11272/11776) 92/391 [===============>.................................................] Step: 388ms | Tot: 33s627ms | Loss: 0.122 | Acc: 95.741% (11397/11904) 93/391 [===============>.................................................] Step: 373ms | Tot: 34s | Loss: 0.122 | Acc: 95.745% (11520/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s365ms | Loss: 0.123 | Acc: 95.707% (11638/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 34s734ms | Loss: 0.122 | Acc: 95.736% (11764/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s101ms | Loss: 0.122 | Acc: 95.723% (11885/12416) 97/391 [================>................................................] Step: 364ms | Tot: 35s465ms | Loss: 0.122 | Acc: 95.743% (12010/12544) 98/391 [================>................................................] Step: 372ms | Tot: 35s838ms | Loss: 0.123 | Acc: 95.715% (12129/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s200ms | Loss: 0.123 | Acc: 95.703% (12250/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s565ms | Loss: 0.123 | Acc: 95.722% (12375/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s930ms | Loss: 0.123 | Acc: 95.734% (12499/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s291ms | Loss: 0.123 | Acc: 95.737% (12622/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s654ms | Loss: 0.123 | Acc: 95.733% (12744/13312) 104/391 [=================>...............................................] Step: 377ms | Tot: 38s31ms | Loss: 0.123 | Acc: 95.751% (12869/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s397ms | Loss: 0.123 | Acc: 95.710% (12986/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s758ms | Loss: 0.123 | Acc: 95.714% (13109/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s121ms | Loss: 0.123 | Acc: 95.739% (13235/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 39s489ms | Loss: 0.123 | Acc: 95.757% (13360/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s854ms | Loss: 0.123 | Acc: 95.781% (13486/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s216ms | Loss: 0.123 | Acc: 95.777% (13608/14208) 111/391 [==================>..............................................] Step: 367ms | Tot: 40s584ms | Loss: 0.123 | Acc: 95.787% (13732/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 40s951ms | Loss: 0.124 | Acc: 95.755% (13850/14464) 113/391 [==================>..............................................] Step: 363ms | Tot: 41s314ms | Loss: 0.123 | Acc: 95.792% (13978/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s675ms | Loss: 0.123 | Acc: 95.795% (14101/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 42s44ms | Loss: 0.123 | Acc: 95.784% (14222/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s405ms | Loss: 0.124 | Acc: 95.773% (14343/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s769ms | Loss: 0.124 | Acc: 95.769% (14465/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 43s134ms | Loss: 0.124 | Acc: 95.765% (14587/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s497ms | Loss: 0.125 | Acc: 95.736% (14705/15360) 120/391 [===================>.............................................] Step: 359ms | Tot: 43s856ms | Loss: 0.125 | Acc: 95.732% (14827/15488) 121/391 [====================>............................................] Step: 353ms | Tot: 44s210ms | Loss: 0.124 | Acc: 95.748% (14952/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s575ms | Loss: 0.124 | Acc: 95.738% (15073/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 44s939ms | Loss: 0.124 | Acc: 95.741% (15196/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s296ms | Loss: 0.125 | Acc: 95.731% (15317/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 45s651ms | Loss: 0.125 | Acc: 95.747% (15442/16128) 126/391 [====================>............................................] Step: 369ms | Tot: 46s21ms | Loss: 0.124 | Acc: 95.768% (15568/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s382ms | Loss: 0.124 | Acc: 95.770% (15691/16384) 128/391 [=====================>...........................................] Step: 354ms | Tot: 46s736ms | Loss: 0.124 | Acc: 95.767% (15813/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s105ms | Loss: 0.124 | Acc: 95.775% (15937/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s470ms | Loss: 0.124 | Acc: 95.790% (16062/16768) 131/391 [=====================>...........................................] Step: 375ms | Tot: 47s845ms | Loss: 0.125 | Acc: 95.762% (16180/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 48s206ms | Loss: 0.126 | Acc: 95.741% (16299/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s569ms | Loss: 0.126 | Acc: 95.744% (16422/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s935ms | Loss: 0.126 | Acc: 95.741% (16544/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s296ms | Loss: 0.125 | Acc: 95.766% (16671/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s659ms | Loss: 0.125 | Acc: 95.752% (16791/17536) 137/391 [======================>..........................................] Step: 370ms | Tot: 50s30ms | Loss: 0.126 | Acc: 95.731% (16910/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s394ms | Loss: 0.126 | Acc: 95.740% (17034/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s757ms | Loss: 0.126 | Acc: 95.753% (17159/17920) 140/391 [=======================>.........................................] Step: 380ms | Tot: 51s137ms | Loss: 0.125 | Acc: 95.761% (17283/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s503ms | Loss: 0.125 | Acc: 95.764% (17406/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s867ms | Loss: 0.126 | Acc: 95.755% (17527/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s229ms | Loss: 0.125 | Acc: 95.779% (17654/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s587ms | Loss: 0.126 | Acc: 95.765% (17774/18560) 145/391 [========================>........................................] Step: 370ms | Tot: 52s958ms | Loss: 0.125 | Acc: 95.767% (17897/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s316ms | Loss: 0.125 | Acc: 95.759% (18018/18816) 147/391 [========================>........................................] Step: 354ms | Tot: 53s670ms | Loss: 0.126 | Acc: 95.724% (18134/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 54s34ms | Loss: 0.126 | Acc: 95.721% (18256/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s401ms | Loss: 0.126 | Acc: 95.719% (18378/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s761ms | Loss: 0.126 | Acc: 95.695% (18496/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 55s126ms | Loss: 0.126 | Acc: 95.703% (18620/19456) 152/391 [=========================>.......................................] Step: 356ms | Tot: 55s482ms | Loss: 0.126 | Acc: 95.701% (18742/19584) 153/391 [=========================>.......................................] Step: 362ms | Tot: 55s844ms | Loss: 0.127 | Acc: 95.688% (18862/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 56s203ms | Loss: 0.127 | Acc: 95.680% (18983/19840) 155/391 [=========================>.......................................] Step: 354ms | Tot: 56s557ms | Loss: 0.127 | Acc: 95.688% (19107/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s917ms | Loss: 0.127 | Acc: 95.696% (19231/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 57s278ms | Loss: 0.126 | Acc: 95.698% (19354/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 57s642ms | Loss: 0.126 | Acc: 95.710% (19479/20352) 159/391 [==========================>......................................] Step: 381ms | Tot: 58s24ms | Loss: 0.126 | Acc: 95.703% (19600/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s390ms | Loss: 0.126 | Acc: 95.715% (19725/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s752ms | Loss: 0.126 | Acc: 95.722% (19849/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s114ms | Loss: 0.126 | Acc: 95.725% (19972/20864) 163/391 [===========================>.....................................] Step: 359ms | Tot: 59s473ms | Loss: 0.126 | Acc: 95.727% (20095/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 59s837ms | Loss: 0.126 | Acc: 95.734% (20219/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 1m203ms | Loss: 0.126 | Acc: 95.727% (20340/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m565ms | Loss: 0.126 | Acc: 95.734% (20464/21376) 167/391 [===========================>.....................................] Step: 379ms | Tot: 1m944ms | Loss: 0.125 | Acc: 95.731% (20586/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.126 | Acc: 95.729% (20708/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.126 | Acc: 95.731% (20831/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.126 | Acc: 95.728% (20953/21888) 171/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.125 | Acc: 95.730% (21076/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.125 | Acc: 95.742% (21201/22144) 173/391 [============================>....................................] Step: 407ms | Tot: 1m3s | Loss: 0.125 | Acc: 95.739% (21323/22272) 174/391 [============================>....................................] Step: 398ms | Tot: 1m3s | Loss: 0.125 | Acc: 95.737% (21445/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m3s | Loss: 0.126 | Acc: 95.721% (21564/22528) 176/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.125 | Acc: 95.723% (21687/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.125 | Acc: 95.725% (21810/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.718% (21931/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.716% (22053/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.126 | Acc: 95.701% (22172/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.720% (22299/23296) 182/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.722% (22422/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.737% (22548/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.125 | Acc: 95.726% (22668/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.126 | Acc: 95.707% (22786/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.126 | Acc: 95.718% (22911/23936) 187/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.126 | Acc: 95.716% (23033/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.126 | Acc: 95.718% (23156/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.126 | Acc: 95.715% (23278/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.126 | Acc: 95.722% (23402/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.126 | Acc: 95.715% (23523/24576) 192/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.126 | Acc: 95.725% (23648/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.126 | Acc: 95.727% (23771/24832) 194/391 [================================>................................] Step: 378ms | Tot: 1m10s | Loss: 0.126 | Acc: 95.733% (23895/24960) 195/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.126 | Acc: 95.719% (24014/25088) 196/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.126 | Acc: 95.705% (24133/25216) 197/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.126 | Acc: 95.699% (24254/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.126 | Acc: 95.701% (24377/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.126 | Acc: 95.691% (24497/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.126 | Acc: 95.690% (24619/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.126 | Acc: 95.703% (24745/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.126 | Acc: 95.709% (24869/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.126 | Acc: 95.707% (24991/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.126 | Acc: 95.716% (25116/26240) 205/391 [==================================>..............................] Step: 370ms | Tot: 1m14s | Loss: 0.126 | Acc: 95.718% (25239/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.126 | Acc: 95.701% (25357/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.126 | Acc: 95.696% (25478/26624) 208/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.126 | Acc: 95.698% (25601/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.127 | Acc: 95.685% (25720/26880) 210/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.127 | Acc: 95.683% (25842/27008) 211/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.127 | Acc: 95.670% (25961/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.127 | Acc: 95.690% (26089/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.127 | Acc: 95.681% (26209/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.127 | Acc: 95.690% (26334/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.126 | Acc: 95.696% (26458/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.126 | Acc: 95.698% (26581/27776) 217/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.126 | Acc: 95.703% (26705/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.126 | Acc: 95.701% (26827/28032) 219/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.126 | Acc: 95.707% (26951/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.126 | Acc: 95.701% (27072/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.126 | Acc: 95.693% (27192/28416) 222/391 [====================================>............................] Step: 367ms | Tot: 1m21s | Loss: 0.127 | Acc: 95.677% (27310/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.127 | Acc: 95.644% (27423/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.127 | Acc: 95.646% (27546/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.127 | Acc: 95.644% (27668/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.127 | Acc: 95.643% (27790/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.127 | Acc: 95.641% (27912/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.127 | Acc: 95.637% (28033/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.127 | Acc: 95.645% (28158/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.127 | Acc: 95.641% (28279/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.127 | Acc: 95.629% (28398/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.127 | Acc: 95.628% (28520/29824) 233/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.127 | Acc: 95.626% (28642/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.127 | Acc: 95.628% (28765/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.127 | Acc: 95.620% (28885/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.127 | Acc: 95.622% (29008/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.127 | Acc: 95.637% (29135/30464) 238/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.127 | Acc: 95.633% (29256/30592) 239/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.128 | Acc: 95.625% (29376/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.127 | Acc: 95.633% (29501/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.128 | Acc: 95.626% (29621/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.128 | Acc: 95.624% (29743/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.128 | Acc: 95.607% (29860/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.128 | Acc: 95.596% (29979/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.128 | Acc: 95.601% (30103/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.129 | Acc: 95.581% (30219/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.129 | Acc: 95.577% (30340/31744) 248/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.129 | Acc: 95.567% (30459/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.129 | Acc: 95.566% (30581/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.129 | Acc: 95.549% (30698/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.129 | Acc: 95.551% (30821/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.129 | Acc: 95.535% (30938/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.129 | Acc: 95.537% (31061/32512) 254/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.129 | Acc: 95.536% (31183/32640) 255/391 [==========================================>......................] Step: 387ms | Tot: 1m33s | Loss: 0.129 | Acc: 95.541% (31307/32768) 256/391 [==========================================>......................] Step: 394ms | Tot: 1m33s | Loss: 0.129 | Acc: 95.540% (31429/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.130 | Acc: 95.524% (31546/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.130 | Acc: 95.518% (31666/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.130 | Acc: 95.523% (31790/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.130 | Acc: 95.522% (31912/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.130 | Acc: 95.527% (32036/33536) 262/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.130 | Acc: 95.520% (32156/33664) 263/391 [===========================================>.....................] Step: 377ms | Tot: 1m36s | Loss: 0.129 | Acc: 95.529% (32281/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.129 | Acc: 95.531% (32404/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.129 | Acc: 95.536% (32528/34048) 266/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.129 | Acc: 95.529% (32648/34176) 267/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.129 | Acc: 95.528% (32770/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.129 | Acc: 95.525% (32891/34432) 269/391 [============================================>....................] Step: 352ms | Tot: 1m38s | Loss: 0.129 | Acc: 95.530% (33015/34560) 270/391 [============================================>....................] Step: 354ms | Tot: 1m38s | Loss: 0.129 | Acc: 95.517% (33133/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.129 | Acc: 95.528% (33259/34816) 272/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.129 | Acc: 95.536% (33384/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.129 | Acc: 95.518% (33500/35072) 274/391 [=============================================>...................] Step: 371ms | Tot: 1m40s | Loss: 0.130 | Acc: 95.506% (33618/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.130 | Acc: 95.505% (33740/35328) 276/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.130 | Acc: 95.501% (33861/35456) 277/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.130 | Acc: 95.504% (33984/35584) 278/391 [==============================================>..................] Step: 356ms | Tot: 1m41s | Loss: 0.130 | Acc: 95.509% (34108/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.130 | Acc: 95.499% (34227/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.130 | Acc: 95.496% (34348/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.130 | Acc: 95.493% (34469/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.130 | Acc: 95.484% (34588/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.130 | Acc: 95.478% (34708/36352) 284/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.131 | Acc: 95.471% (34828/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.131 | Acc: 95.468% (34949/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.131 | Acc: 95.470% (35072/36736) 287/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.130 | Acc: 95.478% (35197/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.131 | Acc: 95.467% (35315/36992) 289/391 [================================================>................] Step: 350ms | Tot: 1m45s | Loss: 0.131 | Acc: 95.463% (35436/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.131 | Acc: 95.457% (35556/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.131 | Acc: 95.457% (35678/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.131 | Acc: 95.456% (35800/37504) 293/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.131 | Acc: 95.459% (35923/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.131 | Acc: 95.450% (36042/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.131 | Acc: 95.450% (36164/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.131 | Acc: 95.447% (36285/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.131 | Acc: 95.449% (36408/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.131 | Acc: 95.438% (36526/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.131 | Acc: 95.445% (36651/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.131 | Acc: 95.442% (36772/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.131 | Acc: 95.434% (36891/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.131 | Acc: 95.439% (37015/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.131 | Acc: 95.441% (37138/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.131 | Acc: 95.446% (37262/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.131 | Acc: 95.450% (37386/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.131 | Acc: 95.447% (37507/39296) 307/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.131 | Acc: 95.447% (37629/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.131 | Acc: 95.447% (37751/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.131 | Acc: 95.444% (37872/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.131 | Acc: 95.423% (37986/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.132 | Acc: 95.405% (38101/39936) 312/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.132 | Acc: 95.407% (38224/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.132 | Acc: 95.407% (38346/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.132 | Acc: 95.397% (38464/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.132 | Acc: 95.389% (38583/40448) 316/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.132 | Acc: 95.386% (38704/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.132 | Acc: 95.394% (38829/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.132 | Acc: 95.396% (38952/40832) 319/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.132 | Acc: 95.400% (39076/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.132 | Acc: 95.400% (39198/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.132 | Acc: 95.390% (39316/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.132 | Acc: 95.387% (39437/41344) 323/391 [=====================================================>...........] Step: 375ms | Tot: 1m57s | Loss: 0.132 | Acc: 95.392% (39561/41472) 324/391 [=====================================================>...........] Step: 356ms | Tot: 1m58s | Loss: 0.132 | Acc: 95.394% (39684/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m58s | Loss: 0.132 | Acc: 95.384% (39802/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m58s | Loss: 0.132 | Acc: 95.389% (39926/41856) 327/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.132 | Acc: 95.401% (40053/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.133 | Acc: 95.381% (40167/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 2m85ms | Loss: 0.133 | Acc: 95.379% (40288/42240) 330/391 [======================================================>..........] Step: 372ms | Tot: 2m457ms | Loss: 0.133 | Acc: 95.372% (40407/42368) 331/391 [=======================================================>.........] Step: 366ms | Tot: 2m823ms | Loss: 0.133 | Acc: 95.360% (40524/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.133 | Acc: 95.364% (40648/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.133 | Acc: 95.359% (40768/42752) 334/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.133 | Acc: 95.361% (40891/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.133 | Acc: 95.361% (41013/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.133 | Acc: 95.364% (41136/43136) 337/391 [========================================================>........] Step: 380ms | Tot: 2m3s | Loss: 0.133 | Acc: 95.366% (41259/43264) 338/391 [========================================================>........] Step: 412ms | Tot: 2m3s | Loss: 0.133 | Acc: 95.366% (41381/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.133 | Acc: 95.372% (41506/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.133 | Acc: 95.372% (41628/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.133 | Acc: 95.363% (41746/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.133 | Acc: 95.356% (41865/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.133 | Acc: 95.358% (41988/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.133 | Acc: 95.353% (42108/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.133 | Acc: 95.353% (42230/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.133 | Acc: 95.358% (42354/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.133 | Acc: 95.355% (42475/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.134 | Acc: 95.330% (42586/44672) 349/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.134 | Acc: 95.324% (42705/44800) 350/391 [==========================================================>......] Step: 374ms | Tot: 2m7s | Loss: 0.134 | Acc: 95.321% (42826/44928) 351/391 [==========================================================>......] Step: 378ms | Tot: 2m8s | Loss: 0.134 | Acc: 95.321% (42948/45056) 352/391 [==========================================================>......] Step: 375ms | Tot: 2m8s | Loss: 0.134 | Acc: 95.317% (43068/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.134 | Acc: 95.312% (43188/45312) 354/391 [==========================================================>......] Step: 379ms | Tot: 2m9s | Loss: 0.133 | Acc: 95.319% (43313/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.133 | Acc: 95.326% (43438/45568) 356/391 [===========================================================>.....] Step: 388ms | Tot: 2m10s | Loss: 0.133 | Acc: 95.332% (43563/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.133 | Acc: 95.330% (43684/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.133 | Acc: 95.330% (43806/45952) 359/391 [===========================================================>.....] Step: 382ms | Tot: 2m11s | Loss: 0.133 | Acc: 95.332% (43929/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.133 | Acc: 95.323% (44047/46208) 361/391 [============================================================>....] Step: 369ms | Tot: 2m11s | Loss: 0.133 | Acc: 95.330% (44172/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.133 | Acc: 95.330% (44294/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.134 | Acc: 95.323% (44413/46592) 364/391 [============================================================>....] Step: 371ms | Tot: 2m13s | Loss: 0.134 | Acc: 95.330% (44538/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.134 | Acc: 95.330% (44660/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.134 | Acc: 95.327% (44781/46976) 367/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.134 | Acc: 95.315% (44897/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.134 | Acc: 95.319% (45021/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.134 | Acc: 95.325% (45146/47360) 370/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.134 | Acc: 95.331% (45271/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.134 | Acc: 95.336% (45395/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.134 | Acc: 95.329% (45514/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.134 | Acc: 95.327% (45635/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.134 | Acc: 95.327% (45757/48000) 375/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.134 | Acc: 95.331% (45881/48128) 376/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.134 | Acc: 95.333% (46004/48256) 377/391 [==============================================================>..] Step: 354ms | Tot: 2m17s | Loss: 0.134 | Acc: 95.323% (46121/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.134 | Acc: 95.327% (46245/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.134 | Acc: 95.331% (46369/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.134 | Acc: 95.343% (46497/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.134 | Acc: 95.345% (46620/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.134 | Acc: 95.341% (46740/49024) 383/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.134 | Acc: 95.347% (46865/49152) 384/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.134 | Acc: 95.343% (46985/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.134 | Acc: 95.345% (47108/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.134 | Acc: 95.351% (47233/49536) 387/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.134 | Acc: 95.357% (47358/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.134 | Acc: 95.355% (47479/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m22s | Loss: 0.134 | Acc: 95.355% (47601/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m22s | Loss: 0.134 | Acc: 95.352% (47676/50000) 391/391 + [>................................................................] Step: 498ms | Tot: 3ms | Loss: 0.311 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 292ms | Tot: 296ms | Loss: 0.341 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 586ms | Loss: 0.358 | Acc: 88.667% (266/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 880ms | Loss: 0.335 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s176ms | Loss: 0.339 | Acc: 88.400% (442/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s469ms | Loss: 0.320 | Acc: 89.167% (535/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s756ms | Loss: 0.317 | Acc: 89.000% (623/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s60ms | Loss: 0.321 | Acc: 89.125% (713/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s366ms | Loss: 0.339 | Acc: 88.889% (800/900) 9/100 [=====>...........................................................] Step: 302ms | Tot: 2s669ms | Loss: 0.341 | Acc: 89.000% (890/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 2s978ms | Loss: 0.337 | Acc: 88.909% (978/1100) 11/100 [=======>.........................................................] Step: 295ms | Tot: 3s273ms | Loss: 0.353 | Acc: 88.667% (1064/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s576ms | Loss: 0.342 | Acc: 88.923% (1156/1300) 13/100 [========>........................................................] Step: 298ms | Tot: 3s874ms | Loss: 0.346 | Acc: 89.143% (1248/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s177ms | Loss: 0.336 | Acc: 89.467% (1342/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s478ms | Loss: 0.341 | Acc: 89.312% (1429/1600) 16/100 [==========>......................................................] Step: 298ms | Tot: 4s776ms | Loss: 0.335 | Acc: 89.647% (1524/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s89ms | Loss: 0.345 | Acc: 89.389% (1609/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s394ms | Loss: 0.344 | Acc: 89.421% (1699/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s701ms | Loss: 0.348 | Acc: 89.300% (1786/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s12ms | Loss: 0.347 | Acc: 89.143% (1872/2100) 21/100 [=============>...................................................] Step: 296ms | Tot: 6s309ms | Loss: 0.345 | Acc: 89.318% (1965/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s612ms | Loss: 0.351 | Acc: 89.304% (2054/2300) 23/100 [==============>..................................................] Step: 302ms | Tot: 6s914ms | Loss: 0.352 | Acc: 89.292% (2143/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s226ms | Loss: 0.359 | Acc: 89.200% (2230/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s542ms | Loss: 0.359 | Acc: 89.154% (2318/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s847ms | Loss: 0.356 | Acc: 89.111% (2406/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s150ms | Loss: 0.357 | Acc: 89.143% (2496/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s458ms | Loss: 0.361 | Acc: 89.276% (2589/2900) 29/100 [==================>..............................................] Step: 299ms | Tot: 8s758ms | Loss: 0.354 | Acc: 89.333% (2680/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s69ms | Loss: 0.352 | Acc: 89.387% (2771/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s378ms | Loss: 0.350 | Acc: 89.469% (2863/3200) 32/100 [====================>............................................] Step: 302ms | Tot: 9s680ms | Loss: 0.347 | Acc: 89.545% (2955/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 9s984ms | Loss: 0.347 | Acc: 89.500% (3043/3400) 34/100 [======================>..........................................] Step: 362ms | Tot: 10s346ms | Loss: 0.352 | Acc: 89.457% (3131/3500) 35/100 [======================>..........................................] Step: 348ms | Tot: 10s695ms | Loss: 0.351 | Acc: 89.556% (3224/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 11s10ms | Loss: 0.351 | Acc: 89.568% (3314/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s315ms | Loss: 0.352 | Acc: 89.579% (3404/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s617ms | Loss: 0.352 | Acc: 89.615% (3495/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s919ms | Loss: 0.353 | Acc: 89.650% (3586/4000) 40/100 [==========================>......................................] Step: 311ms | Tot: 12s231ms | Loss: 0.358 | Acc: 89.610% (3674/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s536ms | Loss: 0.361 | Acc: 89.619% (3764/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s836ms | Loss: 0.358 | Acc: 89.698% (3857/4300) 43/100 [===========================>.....................................] Step: 307ms | Tot: 13s143ms | Loss: 0.360 | Acc: 89.682% (3946/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s448ms | Loss: 0.359 | Acc: 89.733% (4038/4500) 45/100 [=============================>...................................] Step: 299ms | Tot: 13s747ms | Loss: 0.358 | Acc: 89.717% (4127/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s48ms | Loss: 0.355 | Acc: 89.766% (4219/4700) 47/100 [==============================>..................................] Step: 301ms | Tot: 14s349ms | Loss: 0.358 | Acc: 89.667% (4304/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s650ms | Loss: 0.356 | Acc: 89.755% (4398/4900) 49/100 [===============================>.................................] Step: 301ms | Tot: 14s951ms | Loss: 0.358 | Acc: 89.700% (4485/5000) 50/100 [================================>................................] Step: 296ms | Tot: 15s248ms | Loss: 0.360 | Acc: 89.686% (4574/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s549ms | Loss: 0.358 | Acc: 89.731% (4666/5200) 52/100 [=================================>...............................] Step: 305ms | Tot: 15s854ms | Loss: 0.359 | Acc: 89.698% (4754/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s157ms | Loss: 0.358 | Acc: 89.704% (4844/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s463ms | Loss: 0.359 | Acc: 89.655% (4931/5500) 55/100 [===================================>.............................] Step: 323ms | Tot: 16s787ms | Loss: 0.360 | Acc: 89.625% (5019/5600) 56/100 [====================================>............................] Step: 356ms | Tot: 17s143ms | Loss: 0.358 | Acc: 89.684% (5112/5700) 57/100 [=====================================>...........................] Step: 335ms | Tot: 17s479ms | Loss: 0.357 | Acc: 89.672% (5201/5800) 58/100 [=====================================>...........................] Step: 315ms | Tot: 17s794ms | Loss: 0.358 | Acc: 89.661% (5290/5900) 59/100 [======================================>..........................] Step: 318ms | Tot: 18s112ms | Loss: 0.358 | Acc: 89.650% (5379/6000) 60/100 [=======================================>.........................] Step: 311ms | Tot: 18s423ms | Loss: 0.358 | Acc: 89.672% (5470/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s728ms | Loss: 0.359 | Acc: 89.677% (5560/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s40ms | Loss: 0.358 | Acc: 89.698% (5651/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s348ms | Loss: 0.355 | Acc: 89.734% (5743/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s654ms | Loss: 0.356 | Acc: 89.723% (5832/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 19s964ms | Loss: 0.356 | Acc: 89.667% (5918/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s269ms | Loss: 0.354 | Acc: 89.687% (6009/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s573ms | Loss: 0.355 | Acc: 89.647% (6096/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s876ms | Loss: 0.353 | Acc: 89.681% (6188/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s186ms | Loss: 0.353 | Acc: 89.657% (6276/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s492ms | Loss: 0.354 | Acc: 89.620% (6363/7100) 71/100 [==============================================>..................] Step: 301ms | Tot: 21s794ms | Loss: 0.354 | Acc: 89.597% (6451/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s101ms | Loss: 0.352 | Acc: 89.644% (6544/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s402ms | Loss: 0.351 | Acc: 89.649% (6634/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s707ms | Loss: 0.352 | Acc: 89.627% (6722/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s20ms | Loss: 0.353 | Acc: 89.605% (6810/7600) 76/100 [=================================================>...............] Step: 299ms | Tot: 23s319ms | Loss: 0.352 | Acc: 89.649% (6903/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s627ms | Loss: 0.352 | Acc: 89.564% (6986/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s936ms | Loss: 0.353 | Acc: 89.570% (7076/7900) 79/100 [===================================================>.............] Step: 299ms | Tot: 24s235ms | Loss: 0.353 | Acc: 89.537% (7163/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s539ms | Loss: 0.352 | Acc: 89.556% (7254/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s841ms | Loss: 0.351 | Acc: 89.561% (7344/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s149ms | Loss: 0.351 | Acc: 89.578% (7435/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s456ms | Loss: 0.351 | Acc: 89.560% (7523/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s766ms | Loss: 0.350 | Acc: 89.541% (7611/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s79ms | Loss: 0.350 | Acc: 89.512% (7698/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s381ms | Loss: 0.349 | Acc: 89.563% (7792/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s689ms | Loss: 0.350 | Acc: 89.568% (7882/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 27s | Loss: 0.349 | Acc: 89.584% (7973/8900) 89/100 [=========================================================>.......] Step: 298ms | Tot: 27s298ms | Loss: 0.349 | Acc: 89.611% (8065/9000) 90/100 [==========================================================>......] Step: 301ms | Tot: 27s600ms | Loss: 0.348 | Acc: 89.626% (8156/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s902ms | Loss: 0.346 | Acc: 89.674% (8250/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s206ms | Loss: 0.348 | Acc: 89.624% (8335/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s522ms | Loss: 0.348 | Acc: 89.606% (8423/9400) 94/100 [=============================================================>...] Step: 297ms | Tot: 28s819ms | Loss: 0.348 | Acc: 89.600% (8512/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 29s123ms | Loss: 0.347 | Acc: 89.625% (8604/9600) 96/100 [==============================================================>..] Step: 300ms | Tot: 29s423ms | Loss: 0.345 | Acc: 89.680% (8699/9700) 97/100 [===============================================================>.] Step: 297ms | Tot: 29s720ms | Loss: 0.346 | Acc: 89.673% (8788/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s29ms | Loss: 0.346 | Acc: 89.687% (8879/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s328ms | Loss: 0.345 | Acc: 89.730% (8973/10000) 100/100 + +Epoch: 161 + [>................................................................] Step: 572ms | Tot: 2ms | Loss: 0.107 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.103 | Acc: 97.266% (249/256) 2/391 [>................................................................] Step: 372ms | Tot: 760ms | Loss: 0.100 | Acc: 97.135% (373/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s132ms | Loss: 0.098 | Acc: 96.680% (495/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s496ms | Loss: 0.098 | Acc: 96.562% (618/640) 5/391 [>................................................................] Step: 360ms | Tot: 1s857ms | Loss: 0.114 | Acc: 95.703% (735/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s227ms | Loss: 0.117 | Acc: 95.647% (857/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s590ms | Loss: 0.111 | Acc: 95.801% (981/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s951ms | Loss: 0.115 | Acc: 95.747% (1103/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s322ms | Loss: 0.113 | Acc: 95.781% (1226/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s684ms | Loss: 0.112 | Acc: 95.952% (1351/1408) 11/391 [=>...............................................................] Step: 377ms | Tot: 4s62ms | Loss: 0.113 | Acc: 95.703% (1470/1536) 12/391 [=>...............................................................] Step: 368ms | Tot: 4s430ms | Loss: 0.109 | Acc: 95.913% (1596/1664) 13/391 [==>..............................................................] Step: 357ms | Tot: 4s788ms | Loss: 0.111 | Acc: 95.926% (1719/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s155ms | Loss: 0.109 | Acc: 95.990% (1843/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s510ms | Loss: 0.112 | Acc: 95.801% (1962/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s873ms | Loss: 0.111 | Acc: 95.910% (2087/2176) 17/391 [==>..............................................................] Step: 356ms | Tot: 6s229ms | Loss: 0.117 | Acc: 95.747% (2206/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s592ms | Loss: 0.119 | Acc: 95.683% (2327/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s953ms | Loss: 0.119 | Acc: 95.664% (2449/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s325ms | Loss: 0.117 | Acc: 95.796% (2575/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s689ms | Loss: 0.118 | Acc: 95.703% (2695/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s56ms | Loss: 0.117 | Acc: 95.754% (2819/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s422ms | Loss: 0.116 | Acc: 95.736% (2941/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s785ms | Loss: 0.115 | Acc: 95.750% (3064/3200) 25/391 [====>............................................................] Step: 376ms | Tot: 9s161ms | Loss: 0.116 | Acc: 95.793% (3188/3328) 26/391 [====>............................................................] Step: 415ms | Tot: 9s576ms | Loss: 0.114 | Acc: 95.891% (3314/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s939ms | Loss: 0.114 | Acc: 95.871% (3436/3584) 28/391 [====>............................................................] Step: 373ms | Tot: 10s312ms | Loss: 0.115 | Acc: 95.851% (3558/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s681ms | Loss: 0.116 | Acc: 95.859% (3681/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s46ms | Loss: 0.116 | Acc: 95.842% (3803/3968) 31/391 [=====>...........................................................] Step: 363ms | Tot: 11s410ms | Loss: 0.119 | Acc: 95.752% (3922/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s767ms | Loss: 0.118 | Acc: 95.810% (4047/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s127ms | Loss: 0.119 | Acc: 95.795% (4169/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s482ms | Loss: 0.122 | Acc: 95.647% (4285/4480) 35/391 [=====>...........................................................] Step: 352ms | Tot: 12s835ms | Loss: 0.121 | Acc: 95.681% (4409/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s201ms | Loss: 0.122 | Acc: 95.671% (4531/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s559ms | Loss: 0.123 | Acc: 95.683% (4654/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s923ms | Loss: 0.122 | Acc: 95.693% (4777/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s288ms | Loss: 0.122 | Acc: 95.625% (4896/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s650ms | Loss: 0.122 | Acc: 95.617% (5018/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 15s10ms | Loss: 0.122 | Acc: 95.573% (5138/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s372ms | Loss: 0.122 | Acc: 95.603% (5262/5504) 43/391 [=======>.........................................................] Step: 360ms | Tot: 15s733ms | Loss: 0.121 | Acc: 95.614% (5385/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 16s98ms | Loss: 0.120 | Acc: 95.642% (5509/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s464ms | Loss: 0.119 | Acc: 95.652% (5632/5888) 46/391 [=======>.........................................................] Step: 352ms | Tot: 16s817ms | Loss: 0.119 | Acc: 95.662% (5755/6016) 47/391 [=======>.........................................................] Step: 371ms | Tot: 17s189ms | Loss: 0.118 | Acc: 95.703% (5880/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s547ms | Loss: 0.118 | Acc: 95.679% (6001/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s907ms | Loss: 0.117 | Acc: 95.734% (6127/6400) 50/391 [========>........................................................] Step: 371ms | Tot: 18s278ms | Loss: 0.117 | Acc: 95.741% (6250/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s637ms | Loss: 0.117 | Acc: 95.763% (6374/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 18s998ms | Loss: 0.117 | Acc: 95.784% (6498/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s357ms | Loss: 0.116 | Acc: 95.819% (6623/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s714ms | Loss: 0.117 | Acc: 95.753% (6741/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s80ms | Loss: 0.117 | Acc: 95.759% (6864/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s447ms | Loss: 0.117 | Acc: 95.792% (6989/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s812ms | Loss: 0.116 | Acc: 95.851% (7116/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s176ms | Loss: 0.115 | Acc: 95.855% (7239/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s534ms | Loss: 0.115 | Acc: 95.872% (7363/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s893ms | Loss: 0.117 | Acc: 95.838% (7483/7808) 61/391 [==========>......................................................] Step: 368ms | Tot: 22s262ms | Loss: 0.117 | Acc: 95.829% (7605/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s621ms | Loss: 0.116 | Acc: 95.871% (7731/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s980ms | Loss: 0.117 | Acc: 95.850% (7852/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s346ms | Loss: 0.118 | Acc: 95.805% (7971/8320) 65/391 [==========>......................................................] Step: 372ms | Tot: 23s718ms | Loss: 0.118 | Acc: 95.786% (8092/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s82ms | Loss: 0.117 | Acc: 95.814% (8217/8576) 67/391 [===========>.....................................................] Step: 356ms | Tot: 24s439ms | Loss: 0.117 | Acc: 95.841% (8342/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s797ms | Loss: 0.117 | Acc: 95.845% (8465/8832) 69/391 [===========>.....................................................] Step: 373ms | Tot: 25s170ms | Loss: 0.118 | Acc: 95.826% (8586/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s536ms | Loss: 0.117 | Acc: 95.841% (8710/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s896ms | Loss: 0.117 | Acc: 95.855% (8834/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s260ms | Loss: 0.117 | Acc: 95.869% (8958/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 26s620ms | Loss: 0.117 | Acc: 95.840% (9078/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 26s987ms | Loss: 0.118 | Acc: 95.823% (9199/9600) 75/391 [============>....................................................] Step: 369ms | Tot: 27s357ms | Loss: 0.118 | Acc: 95.785% (9318/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s724ms | Loss: 0.119 | Acc: 95.779% (9440/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s91ms | Loss: 0.119 | Acc: 95.773% (9562/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s451ms | Loss: 0.120 | Acc: 95.728% (9680/10112) 79/391 [=============>...................................................] Step: 357ms | Tot: 28s808ms | Loss: 0.120 | Acc: 95.771% (9807/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s174ms | Loss: 0.120 | Acc: 95.775% (9930/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s535ms | Loss: 0.119 | Acc: 95.798% (10055/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s893ms | Loss: 0.119 | Acc: 95.830% (10181/10624) 83/391 [=============>...................................................] Step: 376ms | Tot: 30s270ms | Loss: 0.119 | Acc: 95.787% (10299/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s634ms | Loss: 0.120 | Acc: 95.763% (10419/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 30s999ms | Loss: 0.120 | Acc: 95.767% (10542/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s363ms | Loss: 0.120 | Acc: 95.753% (10663/11136) 87/391 [==============>..................................................] Step: 370ms | Tot: 31s733ms | Loss: 0.120 | Acc: 95.765% (10787/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s100ms | Loss: 0.120 | Acc: 95.787% (10912/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s462ms | Loss: 0.120 | Acc: 95.773% (11033/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s826ms | Loss: 0.120 | Acc: 95.802% (11159/11648) 91/391 [===============>.................................................] Step: 369ms | Tot: 33s196ms | Loss: 0.120 | Acc: 95.780% (11279/11776) 92/391 [===============>.................................................] Step: 372ms | Tot: 33s568ms | Loss: 0.120 | Acc: 95.783% (11402/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s934ms | Loss: 0.120 | Acc: 95.811% (11528/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s299ms | Loss: 0.120 | Acc: 95.806% (11650/12160) 95/391 [===============>.................................................] Step: 360ms | Tot: 34s660ms | Loss: 0.120 | Acc: 95.825% (11775/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s24ms | Loss: 0.120 | Acc: 95.828% (11898/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s390ms | Loss: 0.120 | Acc: 95.807% (12018/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s751ms | Loss: 0.121 | Acc: 95.818% (12142/12672) 99/391 [================>................................................] Step: 368ms | Tot: 36s120ms | Loss: 0.121 | Acc: 95.805% (12263/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s479ms | Loss: 0.121 | Acc: 95.761% (12380/12928) 101/391 [================>................................................] Step: 385ms | Tot: 36s864ms | Loss: 0.121 | Acc: 95.772% (12504/13056) 102/391 [================>................................................] Step: 374ms | Tot: 37s239ms | Loss: 0.122 | Acc: 95.760% (12625/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s603ms | Loss: 0.122 | Acc: 95.763% (12748/13312) 104/391 [=================>...............................................] Step: 356ms | Tot: 37s960ms | Loss: 0.122 | Acc: 95.759% (12870/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s319ms | Loss: 0.122 | Acc: 95.747% (12991/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 38s686ms | Loss: 0.122 | Acc: 95.758% (13115/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s49ms | Loss: 0.122 | Acc: 95.768% (13239/13824) 108/391 [=================>...............................................] Step: 417ms | Tot: 39s467ms | Loss: 0.122 | Acc: 95.764% (13361/13952) 109/391 [==================>..............................................] Step: 391ms | Tot: 39s858ms | Loss: 0.122 | Acc: 95.739% (13480/14080) 110/391 [==================>..............................................] Step: 373ms | Tot: 40s232ms | Loss: 0.123 | Acc: 95.728% (13601/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 40s602ms | Loss: 0.123 | Acc: 95.717% (13722/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s967ms | Loss: 0.123 | Acc: 95.713% (13844/14464) 113/391 [==================>..............................................] Step: 372ms | Tot: 41s339ms | Loss: 0.123 | Acc: 95.717% (13967/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s705ms | Loss: 0.123 | Acc: 95.734% (14092/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 42s70ms | Loss: 0.123 | Acc: 95.744% (14216/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s432ms | Loss: 0.123 | Acc: 95.747% (14339/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s795ms | Loss: 0.123 | Acc: 95.736% (14460/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 43s164ms | Loss: 0.123 | Acc: 95.726% (14581/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 43s535ms | Loss: 0.124 | Acc: 95.703% (14700/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s897ms | Loss: 0.123 | Acc: 95.700% (14822/15488) 121/391 [====================>............................................] Step: 368ms | Tot: 44s265ms | Loss: 0.124 | Acc: 95.690% (14943/15616) 122/391 [====================>............................................] Step: 362ms | Tot: 44s627ms | Loss: 0.124 | Acc: 95.687% (15065/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s992ms | Loss: 0.124 | Acc: 95.678% (15186/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 45s352ms | Loss: 0.124 | Acc: 95.681% (15309/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 45s720ms | Loss: 0.124 | Acc: 95.666% (15429/16128) 126/391 [====================>............................................] Step: 373ms | Tot: 46s93ms | Loss: 0.124 | Acc: 95.688% (15555/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s454ms | Loss: 0.123 | Acc: 95.697% (15679/16384) 128/391 [=====================>...........................................] Step: 375ms | Tot: 46s830ms | Loss: 0.123 | Acc: 95.712% (15804/16512) 129/391 [=====================>...........................................] Step: 371ms | Tot: 47s201ms | Loss: 0.123 | Acc: 95.721% (15928/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s560ms | Loss: 0.123 | Acc: 95.712% (16049/16768) 131/391 [=====================>...........................................] Step: 368ms | Tot: 47s929ms | Loss: 0.123 | Acc: 95.691% (16168/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 48s297ms | Loss: 0.123 | Acc: 95.700% (16292/17024) 133/391 [======================>..........................................] Step: 364ms | Tot: 48s662ms | Loss: 0.124 | Acc: 95.691% (16413/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 49s31ms | Loss: 0.124 | Acc: 95.677% (16533/17280) 135/391 [======================>..........................................] Step: 355ms | Tot: 49s387ms | Loss: 0.124 | Acc: 95.674% (16655/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s751ms | Loss: 0.124 | Acc: 95.677% (16778/17536) 137/391 [======================>..........................................] Step: 376ms | Tot: 50s127ms | Loss: 0.124 | Acc: 95.686% (16902/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s489ms | Loss: 0.124 | Acc: 95.695% (17026/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s847ms | Loss: 0.124 | Acc: 95.698% (17149/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s211ms | Loss: 0.124 | Acc: 95.684% (17269/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 51s578ms | Loss: 0.124 | Acc: 95.681% (17391/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s941ms | Loss: 0.124 | Acc: 95.679% (17513/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s308ms | Loss: 0.124 | Acc: 95.676% (17635/18432) 144/391 [=======================>.........................................] Step: 400ms | Tot: 52s709ms | Loss: 0.124 | Acc: 95.684% (17759/18560) 145/391 [========================>........................................] Step: 377ms | Tot: 53s87ms | Loss: 0.124 | Acc: 95.676% (17880/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s457ms | Loss: 0.124 | Acc: 95.690% (18005/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s816ms | Loss: 0.124 | Acc: 95.682% (18126/18944) 148/391 [========================>........................................] Step: 366ms | Tot: 54s182ms | Loss: 0.124 | Acc: 95.680% (18248/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s546ms | Loss: 0.125 | Acc: 95.677% (18370/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s910ms | Loss: 0.124 | Acc: 95.675% (18492/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 55s276ms | Loss: 0.124 | Acc: 95.683% (18616/19456) 152/391 [=========================>.......................................] Step: 357ms | Tot: 55s633ms | Loss: 0.124 | Acc: 95.706% (18743/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 56s1ms | Loss: 0.124 | Acc: 95.693% (18863/19712) 154/391 [=========================>.......................................] Step: 355ms | Tot: 56s356ms | Loss: 0.124 | Acc: 95.675% (18982/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 56s728ms | Loss: 0.124 | Acc: 95.673% (19104/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 57s95ms | Loss: 0.125 | Acc: 95.676% (19227/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s461ms | Loss: 0.125 | Acc: 95.669% (19348/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s825ms | Loss: 0.124 | Acc: 95.681% (19473/20352) 159/391 [==========================>......................................] Step: 364ms | Tot: 58s190ms | Loss: 0.124 | Acc: 95.688% (19597/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s554ms | Loss: 0.124 | Acc: 95.691% (19720/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s912ms | Loss: 0.124 | Acc: 95.698% (19844/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 59s276ms | Loss: 0.124 | Acc: 95.696% (19966/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s635ms | Loss: 0.124 | Acc: 95.698% (20089/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 1m | Loss: 0.124 | Acc: 95.682% (20208/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m360ms | Loss: 0.125 | Acc: 95.661% (20326/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m720ms | Loss: 0.125 | Acc: 95.663% (20449/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.125 | Acc: 95.666% (20572/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.125 | Acc: 95.655% (20692/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.125 | Acc: 95.662% (20816/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.125 | Acc: 95.673% (20941/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.125 | Acc: 95.676% (21064/22016) 172/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.124 | Acc: 95.692% (21190/22144) 173/391 [============================>....................................] Step: 386ms | Tot: 1m3s | Loss: 0.124 | Acc: 95.694% (21313/22272) 174/391 [============================>....................................] Step: 363ms | Tot: 1m3s | Loss: 0.125 | Acc: 95.679% (21432/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.125 | Acc: 95.681% (21555/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.125 | Acc: 95.679% (21677/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.125 | Acc: 95.681% (21800/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.670% (21920/22912) 179/391 [=============================>...................................] Step: 354ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.681% (22045/23040) 180/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.692% (22170/23168) 181/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.695% (22293/23296) 182/391 [==============================>..................................] Step: 374ms | Tot: 1m6s | Loss: 0.124 | Acc: 95.705% (22418/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.124 | Acc: 95.699% (22539/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.124 | Acc: 95.714% (22665/23680) 185/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.124 | Acc: 95.728% (22791/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.124 | Acc: 95.734% (22915/23936) 187/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.124 | Acc: 95.724% (23035/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.124 | Acc: 95.709% (23154/24192) 189/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.124 | Acc: 95.711% (23277/24320) 190/391 [===============================>.................................] Step: 423ms | Tot: 1m9s | Loss: 0.124 | Acc: 95.705% (23398/24448) 191/391 [===============================>.................................] Step: 386ms | Tot: 1m9s | Loss: 0.125 | Acc: 95.699% (23519/24576) 192/391 [===============================>.................................] Step: 365ms | Tot: 1m10s | Loss: 0.125 | Acc: 95.697% (23641/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.125 | Acc: 95.691% (23762/24832) 194/391 [================================>................................] Step: 377ms | Tot: 1m10s | Loss: 0.125 | Acc: 95.697% (23886/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.125 | Acc: 95.715% (24013/25088) 196/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.125 | Acc: 95.705% (24133/25216) 197/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.126 | Acc: 95.683% (24250/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.125 | Acc: 95.689% (24374/25472) 199/391 [=================================>...............................] Step: 358ms | Tot: 1m12s | Loss: 0.125 | Acc: 95.707% (24501/25600) 200/391 [=================================>...............................] Step: 378ms | Tot: 1m13s | Loss: 0.125 | Acc: 95.717% (24626/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.125 | Acc: 95.715% (24748/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.125 | Acc: 95.724% (24873/25984) 203/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.126 | Acc: 95.684% (24985/26112) 204/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.126 | Acc: 95.690% (25109/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m14s | Loss: 0.125 | Acc: 95.699% (25234/26368) 206/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.125 | Acc: 95.709% (25359/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.125 | Acc: 95.703% (25480/26624) 208/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.125 | Acc: 95.701% (25602/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.126 | Acc: 95.677% (25718/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.126 | Acc: 95.664% (25837/27008) 211/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.126 | Acc: 95.666% (25960/27136) 212/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.127 | Acc: 95.624% (26071/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.127 | Acc: 95.641% (26198/27392) 214/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.127 | Acc: 95.640% (26320/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.127 | Acc: 95.620% (26437/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m19s | Loss: 0.127 | Acc: 95.619% (26559/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.128 | Acc: 95.603% (26677/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.128 | Acc: 95.605% (26800/28032) 219/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.128 | Acc: 95.604% (26922/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.128 | Acc: 95.606% (27045/28288) 221/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.128 | Acc: 95.601% (27166/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.128 | Acc: 95.607% (27290/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.128 | Acc: 95.612% (27414/28672) 224/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.127 | Acc: 95.608% (27535/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.127 | Acc: 95.606% (27657/28928) 226/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.127 | Acc: 95.608% (27780/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.127 | Acc: 95.600% (27900/29184) 228/391 [=====================================>...........................] Step: 373ms | Tot: 1m23s | Loss: 0.127 | Acc: 95.592% (28020/29312) 229/391 [======================================>..........................] Step: 372ms | Tot: 1m23s | Loss: 0.128 | Acc: 95.588% (28141/29440) 230/391 [======================================>..........................] Step: 378ms | Tot: 1m24s | Loss: 0.128 | Acc: 95.583% (28262/29568) 231/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.128 | Acc: 95.582% (28384/29696) 232/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.127 | Acc: 95.584% (28507/29824) 233/391 [======================================>..........................] Step: 374ms | Tot: 1m25s | Loss: 0.128 | Acc: 95.566% (28624/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.128 | Acc: 95.555% (28743/30080) 235/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.128 | Acc: 95.551% (28864/30208) 236/391 [=======================================>.........................] Step: 376ms | Tot: 1m26s | Loss: 0.128 | Acc: 95.556% (28988/30336) 237/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.128 | Acc: 95.555% (29110/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.128 | Acc: 95.561% (29234/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.128 | Acc: 95.550% (29353/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.128 | Acc: 95.549% (29475/30848) 241/391 [========================================>........................] Step: 375ms | Tot: 1m28s | Loss: 0.128 | Acc: 95.548% (29597/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.128 | Acc: 95.550% (29720/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.128 | Acc: 95.546% (29841/31232) 244/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.129 | Acc: 95.526% (29957/31360) 245/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.129 | Acc: 95.528% (30080/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m30s | Loss: 0.129 | Acc: 95.534% (30204/31616) 247/391 [=========================================>.......................] Step: 352ms | Tot: 1m30s | Loss: 0.129 | Acc: 95.530% (30325/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.129 | Acc: 95.529% (30447/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.129 | Acc: 95.531% (30570/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.129 | Acc: 95.537% (30694/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.129 | Acc: 95.533% (30815/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.128 | Acc: 95.535% (30938/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.128 | Acc: 95.537% (31061/32512) 254/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.129 | Acc: 95.533% (31182/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.128 | Acc: 95.535% (31305/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.129 | Acc: 95.534% (31427/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.129 | Acc: 95.534% (31549/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.129 | Acc: 95.536% (31672/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.129 | Acc: 95.538% (31795/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.128 | Acc: 95.543% (31919/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.128 | Acc: 95.548% (32043/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.128 | Acc: 95.547% (32165/33664) 263/391 [===========================================>.....................] Step: 384ms | Tot: 1m36s | Loss: 0.129 | Acc: 95.543% (32286/33792) 264/391 [===========================================>.....................] Step: 373ms | Tot: 1m36s | Loss: 0.129 | Acc: 95.537% (32406/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.129 | Acc: 95.536% (32528/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.129 | Acc: 95.538% (32651/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.129 | Acc: 95.528% (32770/34304) 268/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.129 | Acc: 95.525% (32891/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.129 | Acc: 95.530% (33015/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.129 | Acc: 95.534% (33139/34688) 271/391 [=============================================>...................] Step: 382ms | Tot: 1m39s | Loss: 0.129 | Acc: 95.537% (33262/34816) 272/391 [=============================================>...................] Step: 425ms | Tot: 1m39s | Loss: 0.128 | Acc: 95.539% (33385/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.129 | Acc: 95.535% (33506/35072) 274/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.129 | Acc: 95.528% (33626/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.129 | Acc: 95.525% (33747/35328) 276/391 [=============================================>...................] Step: 384ms | Tot: 1m41s | Loss: 0.129 | Acc: 95.524% (33869/35456) 277/391 [==============================================>..................] Step: 373ms | Tot: 1m41s | Loss: 0.129 | Acc: 95.535% (33995/35584) 278/391 [==============================================>..................] Step: 371ms | Tot: 1m41s | Loss: 0.128 | Acc: 95.539% (34119/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.129 | Acc: 95.527% (34237/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.129 | Acc: 95.527% (34359/35968) 281/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.129 | Acc: 95.523% (34480/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.129 | Acc: 95.520% (34601/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.129 | Acc: 95.519% (34723/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.129 | Acc: 95.521% (34846/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.129 | Acc: 95.504% (34962/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.130 | Acc: 95.495% (35081/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.130 | Acc: 95.489% (35201/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.129 | Acc: 95.499% (35327/36992) 289/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.130 | Acc: 95.496% (35448/37120) 290/391 [================================================>................] Step: 385ms | Tot: 1m46s | Loss: 0.129 | Acc: 95.500% (35572/37248) 291/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.130 | Acc: 95.494% (35692/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.130 | Acc: 95.491% (35813/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.130 | Acc: 95.496% (35937/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.130 | Acc: 95.485% (36055/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.130 | Acc: 95.479% (36175/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.130 | Acc: 95.473% (36295/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.130 | Acc: 95.470% (36416/38144) 298/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.130 | Acc: 95.469% (36538/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.130 | Acc: 95.469% (36660/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.130 | Acc: 95.466% (36781/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.130 | Acc: 95.470% (36905/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.130 | Acc: 95.478% (37030/38784) 303/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.129 | Acc: 95.477% (37152/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.129 | Acc: 95.479% (37275/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.129 | Acc: 95.473% (37395/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.130 | Acc: 95.465% (37514/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m52s | Loss: 0.129 | Acc: 95.475% (37640/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.129 | Acc: 95.477% (37763/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.129 | Acc: 95.474% (37884/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.129 | Acc: 95.476% (38007/39808) 311/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.130 | Acc: 95.465% (38125/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.130 | Acc: 95.462% (38246/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.129 | Acc: 95.467% (38370/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.130 | Acc: 95.456% (38488/40320) 315/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.130 | Acc: 95.461% (38612/40448) 316/391 [====================================================>............] Step: 376ms | Tot: 1m55s | Loss: 0.130 | Acc: 95.448% (38729/40576) 317/391 [====================================================>............] Step: 384ms | Tot: 1m56s | Loss: 0.130 | Acc: 95.448% (38851/40704) 318/391 [====================================================>............] Step: 376ms | Tot: 1m56s | Loss: 0.130 | Acc: 95.440% (38970/40832) 319/391 [=====================================================>...........] Step: 367ms | Tot: 1m56s | Loss: 0.130 | Acc: 95.435% (39090/40960) 320/391 [=====================================================>...........] Step: 378ms | Tot: 1m57s | Loss: 0.130 | Acc: 95.432% (39211/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.131 | Acc: 95.431% (39333/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.131 | Acc: 95.426% (39453/41344) 323/391 [=====================================================>...........] Step: 358ms | Tot: 1m58s | Loss: 0.131 | Acc: 95.431% (39577/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.131 | Acc: 95.428% (39698/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.131 | Acc: 95.428% (39820/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.131 | Acc: 95.427% (39942/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.131 | Acc: 95.422% (40062/41984) 328/391 [======================================================>..........] Step: 365ms | Tot: 2m177ms | Loss: 0.131 | Acc: 95.410% (40179/42112) 329/391 [======================================================>..........] Step: 357ms | Tot: 2m535ms | Loss: 0.131 | Acc: 95.405% (40299/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m895ms | Loss: 0.132 | Acc: 95.390% (40415/42368) 331/391 [=======================================================>.........] Step: 375ms | Tot: 2m1s | Loss: 0.132 | Acc: 95.385% (40535/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.132 | Acc: 95.383% (40656/42624) 333/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.132 | Acc: 95.380% (40777/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.132 | Acc: 95.373% (40896/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.132 | Acc: 95.378% (41020/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m3s | Loss: 0.132 | Acc: 95.370% (41139/43136) 337/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.132 | Acc: 95.356% (41255/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.132 | Acc: 95.359% (41378/43392) 339/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.133 | Acc: 95.356% (41499/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.133 | Acc: 95.356% (41621/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.133 | Acc: 95.354% (41742/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.133 | Acc: 95.347% (41861/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.133 | Acc: 95.349% (41984/44032) 344/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.133 | Acc: 95.346% (42105/44160) 345/391 [=========================================================>.......] Step: 378ms | Tot: 2m6s | Loss: 0.133 | Acc: 95.349% (42228/44288) 346/391 [=========================================================>.......] Step: 372ms | Tot: 2m6s | Loss: 0.133 | Acc: 95.344% (42348/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.133 | Acc: 95.339% (42468/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.133 | Acc: 95.335% (42588/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.133 | Acc: 95.342% (42713/44800) 350/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.133 | Acc: 95.350% (42839/44928) 351/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.133 | Acc: 95.346% (42959/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.133 | Acc: 95.343% (43080/45184) 353/391 [==========================================================>......] Step: 400ms | Tot: 2m9s | Loss: 0.133 | Acc: 95.341% (43201/45312) 354/391 [==========================================================>......] Step: 412ms | Tot: 2m9s | Loss: 0.133 | Acc: 95.339% (43322/45440) 355/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.133 | Acc: 95.337% (43443/45568) 356/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.133 | Acc: 95.341% (43567/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.133 | Acc: 95.354% (43695/45824) 358/391 [===========================================================>.....] Step: 378ms | Tot: 2m11s | Loss: 0.133 | Acc: 95.352% (43816/45952) 359/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.133 | Acc: 95.356% (43940/46080) 360/391 [===========================================================>.....] Step: 355ms | Tot: 2m11s | Loss: 0.133 | Acc: 95.360% (44064/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.133 | Acc: 95.360% (44186/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.133 | Acc: 95.360% (44308/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.132 | Acc: 95.366% (44433/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.132 | Acc: 95.368% (44556/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.133 | Acc: 95.359% (44674/46848) 366/391 [============================================================>....] Step: 371ms | Tot: 2m14s | Loss: 0.133 | Acc: 95.364% (44798/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.133 | Acc: 95.359% (44918/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.133 | Acc: 95.359% (45040/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.133 | Acc: 95.359% (45162/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.133 | Acc: 95.361% (45285/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.133 | Acc: 95.357% (45405/47616) 372/391 [=============================================================>...] Step: 380ms | Tot: 2m16s | Loss: 0.133 | Acc: 95.361% (45529/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.133 | Acc: 95.363% (45652/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.133 | Acc: 95.365% (45775/48000) 375/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.133 | Acc: 95.364% (45897/48128) 376/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.133 | Acc: 95.366% (46020/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.132 | Acc: 95.370% (46144/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.132 | Acc: 95.378% (46270/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.132 | Acc: 95.384% (46395/48640) 380/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.132 | Acc: 95.386% (46518/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.132 | Acc: 95.386% (46640/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.132 | Acc: 95.394% (46766/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.132 | Acc: 95.396% (46889/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.132 | Acc: 95.396% (47011/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.132 | Acc: 95.393% (47132/49408) 386/391 [================================================================>] Step: 582ms | Tot: 2m21s | Loss: 0.132 | Acc: 95.395% (47255/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.132 | Acc: 95.395% (47377/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.132 | Acc: 95.403% (47503/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.132 | Acc: 95.403% (47625/49920) 390/391 [================================================================>] Step: 352ms | Tot: 2m23s | Loss: 0.132 | Acc: 95.402% (47701/50000) 391/391 + [>................................................................] Step: 513ms | Tot: 2ms | Loss: 0.380 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.302 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 301ms | Tot: 600ms | Loss: 0.354 | Acc: 89.333% (268/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 898ms | Loss: 0.336 | Acc: 88.750% (355/400) 4/100 [==>..............................................................] Step: 290ms | Tot: 1s189ms | Loss: 0.330 | Acc: 88.800% (444/500) 5/100 [===>.............................................................] Step: 303ms | Tot: 1s493ms | Loss: 0.302 | Acc: 89.667% (538/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s793ms | Loss: 0.292 | Acc: 90.000% (630/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s99ms | Loss: 0.311 | Acc: 89.500% (716/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s399ms | Loss: 0.324 | Acc: 89.333% (804/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s701ms | Loss: 0.333 | Acc: 89.100% (891/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s3ms | Loss: 0.339 | Acc: 89.273% (982/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s303ms | Loss: 0.353 | Acc: 88.833% (1066/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s609ms | Loss: 0.345 | Acc: 89.000% (1157/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s915ms | Loss: 0.342 | Acc: 89.286% (1250/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s221ms | Loss: 0.333 | Acc: 89.533% (1343/1500) 15/100 [=========>.......................................................] Step: 320ms | Tot: 4s542ms | Loss: 0.337 | Acc: 89.375% (1430/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s853ms | Loss: 0.333 | Acc: 89.471% (1521/1700) 17/100 [===========>.....................................................] Step: 314ms | Tot: 5s168ms | Loss: 0.338 | Acc: 89.167% (1605/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s479ms | Loss: 0.341 | Acc: 89.158% (1694/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s789ms | Loss: 0.347 | Acc: 89.000% (1780/2000) 20/100 [=============>...................................................] Step: 319ms | Tot: 6s108ms | Loss: 0.342 | Acc: 89.143% (1872/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s416ms | Loss: 0.341 | Acc: 89.045% (1959/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s723ms | Loss: 0.349 | Acc: 88.870% (2044/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s31ms | Loss: 0.355 | Acc: 88.833% (2132/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s336ms | Loss: 0.358 | Acc: 88.800% (2220/2500) 25/100 [================>................................................] Step: 319ms | Tot: 7s656ms | Loss: 0.363 | Acc: 88.577% (2303/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s966ms | Loss: 0.357 | Acc: 88.593% (2392/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s275ms | Loss: 0.360 | Acc: 88.679% (2483/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s586ms | Loss: 0.366 | Acc: 88.724% (2573/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s894ms | Loss: 0.360 | Acc: 88.833% (2665/3000) 30/100 [===================>.............................................] Step: 312ms | Tot: 9s207ms | Loss: 0.360 | Acc: 88.677% (2749/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s524ms | Loss: 0.359 | Acc: 88.844% (2843/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s832ms | Loss: 0.356 | Acc: 88.879% (2933/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 10s140ms | Loss: 0.359 | Acc: 88.853% (3021/3400) 34/100 [======================>..........................................] Step: 319ms | Tot: 10s459ms | Loss: 0.363 | Acc: 88.829% (3109/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s770ms | Loss: 0.361 | Acc: 88.889% (3200/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s78ms | Loss: 0.363 | Acc: 88.811% (3286/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s390ms | Loss: 0.367 | Acc: 88.763% (3373/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s702ms | Loss: 0.368 | Acc: 88.872% (3466/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 12s12ms | Loss: 0.367 | Acc: 88.950% (3558/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s319ms | Loss: 0.372 | Acc: 88.927% (3646/4100) 41/100 [==========================>......................................] Step: 315ms | Tot: 12s635ms | Loss: 0.375 | Acc: 88.976% (3737/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s943ms | Loss: 0.372 | Acc: 89.070% (3830/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s248ms | Loss: 0.373 | Acc: 89.068% (3919/4400) 44/100 [============================>....................................] Step: 315ms | Tot: 13s563ms | Loss: 0.371 | Acc: 89.156% (4012/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s867ms | Loss: 0.368 | Acc: 89.196% (4103/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 14s174ms | Loss: 0.367 | Acc: 89.170% (4191/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s486ms | Loss: 0.369 | Acc: 89.125% (4278/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s794ms | Loss: 0.365 | Acc: 89.224% (4372/4900) 49/100 [===============================>.................................] Step: 310ms | Tot: 15s105ms | Loss: 0.366 | Acc: 89.160% (4458/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s413ms | Loss: 0.367 | Acc: 89.176% (4548/5100) 51/100 [=================================>...............................] Step: 341ms | Tot: 15s754ms | Loss: 0.368 | Acc: 89.154% (4636/5200) 52/100 [=================================>...............................] Step: 348ms | Tot: 16s103ms | Loss: 0.367 | Acc: 89.132% (4724/5300) 53/100 [==================================>..............................] Step: 330ms | Tot: 16s433ms | Loss: 0.367 | Acc: 89.222% (4818/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s742ms | Loss: 0.366 | Acc: 89.200% (4906/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 17s51ms | Loss: 0.367 | Acc: 89.196% (4995/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s361ms | Loss: 0.365 | Acc: 89.281% (5089/5700) 57/100 [=====================================>...........................] Step: 310ms | Tot: 17s671ms | Loss: 0.363 | Acc: 89.310% (5180/5800) 58/100 [=====================================>...........................] Step: 323ms | Tot: 17s994ms | Loss: 0.365 | Acc: 89.237% (5265/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s304ms | Loss: 0.368 | Acc: 89.167% (5350/6000) 60/100 [=======================================>.........................] Step: 313ms | Tot: 18s618ms | Loss: 0.369 | Acc: 89.164% (5439/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s930ms | Loss: 0.369 | Acc: 89.177% (5529/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s241ms | Loss: 0.371 | Acc: 89.159% (5617/6300) 63/100 [========================================>........................] Step: 317ms | Tot: 19s558ms | Loss: 0.368 | Acc: 89.203% (5709/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s862ms | Loss: 0.369 | Acc: 89.185% (5797/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 20s169ms | Loss: 0.370 | Acc: 89.136% (5883/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s484ms | Loss: 0.367 | Acc: 89.209% (5977/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s791ms | Loss: 0.367 | Acc: 89.221% (6067/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 21s100ms | Loss: 0.365 | Acc: 89.290% (6161/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s409ms | Loss: 0.364 | Acc: 89.329% (6253/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s720ms | Loss: 0.367 | Acc: 89.268% (6338/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 22s26ms | Loss: 0.369 | Acc: 89.250% (6426/7200) 72/100 [==============================================>..................] Step: 314ms | Tot: 22s340ms | Loss: 0.367 | Acc: 89.260% (6516/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s657ms | Loss: 0.366 | Acc: 89.257% (6605/7400) 74/100 [================================================>................] Step: 311ms | Tot: 22s968ms | Loss: 0.367 | Acc: 89.240% (6693/7500) 75/100 [================================================>................] Step: 315ms | Tot: 23s284ms | Loss: 0.368 | Acc: 89.250% (6783/7600) 76/100 [=================================================>...............] Step: 317ms | Tot: 23s601ms | Loss: 0.367 | Acc: 89.286% (6875/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s907ms | Loss: 0.368 | Acc: 89.205% (6958/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 24s210ms | Loss: 0.368 | Acc: 89.228% (7049/7900) 79/100 [===================================================>.............] Step: 316ms | Tot: 24s527ms | Loss: 0.367 | Acc: 89.200% (7136/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s837ms | Loss: 0.366 | Acc: 89.173% (7223/8100) 81/100 [====================================================>............] Step: 313ms | Tot: 25s150ms | Loss: 0.365 | Acc: 89.171% (7312/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s464ms | Loss: 0.365 | Acc: 89.193% (7403/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s768ms | Loss: 0.365 | Acc: 89.167% (7490/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 26s73ms | Loss: 0.365 | Acc: 89.129% (7576/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 26s380ms | Loss: 0.367 | Acc: 89.093% (7662/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s689ms | Loss: 0.367 | Acc: 89.080% (7750/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s999ms | Loss: 0.368 | Acc: 89.068% (7838/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 27s302ms | Loss: 0.368 | Acc: 89.079% (7928/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s613ms | Loss: 0.367 | Acc: 89.133% (8022/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s923ms | Loss: 0.367 | Acc: 89.154% (8113/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 28s228ms | Loss: 0.364 | Acc: 89.217% (8208/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s542ms | Loss: 0.366 | Acc: 89.215% (8297/9300) 93/100 [============================================================>....] Step: 299ms | Tot: 28s842ms | Loss: 0.365 | Acc: 89.255% (8390/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 29s147ms | Loss: 0.363 | Acc: 89.284% (8482/9500) 95/100 [=============================================================>...] Step: 315ms | Tot: 29s462ms | Loss: 0.362 | Acc: 89.281% (8571/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s765ms | Loss: 0.362 | Acc: 89.289% (8661/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 30s72ms | Loss: 0.362 | Acc: 89.276% (8749/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s383ms | Loss: 0.363 | Acc: 89.273% (8838/9900) 99/100 [================================================================>] Step: 316ms | Tot: 30s700ms | Loss: 0.361 | Acc: 89.300% (8930/10000) 100/100 + +Epoch: 162 + [>................................................................] Step: 599ms | Tot: 2ms | Loss: 0.155 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 382ms | Tot: 385ms | Loss: 0.136 | Acc: 94.922% (243/256) 2/391 [>................................................................] Step: 377ms | Tot: 763ms | Loss: 0.128 | Acc: 95.833% (368/384) 3/391 [>................................................................] Step: 371ms | Tot: 1s134ms | Loss: 0.148 | Acc: 95.117% (487/512) 4/391 [>................................................................] Step: 373ms | Tot: 1s508ms | Loss: 0.139 | Acc: 95.469% (611/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s874ms | Loss: 0.134 | Acc: 95.703% (735/768) 6/391 [>................................................................] Step: 372ms | Tot: 2s247ms | Loss: 0.128 | Acc: 95.759% (858/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s609ms | Loss: 0.139 | Acc: 95.410% (977/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 2s977ms | Loss: 0.142 | Acc: 95.226% (1097/1152) 9/391 [=>...............................................................] Step: 369ms | Tot: 3s347ms | Loss: 0.139 | Acc: 95.391% (1221/1280) 10/391 [=>...............................................................] Step: 359ms | Tot: 3s707ms | Loss: 0.136 | Acc: 95.455% (1344/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s67ms | Loss: 0.131 | Acc: 95.638% (1469/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s434ms | Loss: 0.129 | Acc: 95.673% (1592/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s802ms | Loss: 0.131 | Acc: 95.703% (1715/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s163ms | Loss: 0.125 | Acc: 95.833% (1840/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s524ms | Loss: 0.124 | Acc: 95.947% (1965/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s889ms | Loss: 0.121 | Acc: 95.956% (2088/2176) 17/391 [==>..............................................................] Step: 375ms | Tot: 6s264ms | Loss: 0.121 | Acc: 96.007% (2212/2304) 18/391 [==>..............................................................] Step: 366ms | Tot: 6s630ms | Loss: 0.123 | Acc: 95.929% (2333/2432) 19/391 [===>.............................................................] Step: 357ms | Tot: 6s987ms | Loss: 0.125 | Acc: 95.859% (2454/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s356ms | Loss: 0.124 | Acc: 95.908% (2578/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s720ms | Loss: 0.124 | Acc: 95.881% (2700/2816) 22/391 [===>.............................................................] Step: 355ms | Tot: 8s76ms | Loss: 0.125 | Acc: 95.856% (2822/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s439ms | Loss: 0.122 | Acc: 95.996% (2949/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s799ms | Loss: 0.123 | Acc: 96.000% (3072/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s159ms | Loss: 0.122 | Acc: 96.034% (3196/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s524ms | Loss: 0.124 | Acc: 96.007% (3318/3456) 27/391 [====>............................................................] Step: 366ms | Tot: 9s891ms | Loss: 0.125 | Acc: 95.898% (3437/3584) 28/391 [====>............................................................] Step: 369ms | Tot: 10s260ms | Loss: 0.123 | Acc: 95.959% (3562/3712) 29/391 [====>............................................................] Step: 356ms | Tot: 10s616ms | Loss: 0.124 | Acc: 95.859% (3681/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s975ms | Loss: 0.124 | Acc: 95.842% (3803/3968) 31/391 [=====>...........................................................] Step: 370ms | Tot: 11s345ms | Loss: 0.123 | Acc: 95.874% (3927/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s707ms | Loss: 0.123 | Acc: 95.857% (4049/4224) 33/391 [=====>...........................................................] Step: 363ms | Tot: 12s70ms | Loss: 0.122 | Acc: 95.933% (4175/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s435ms | Loss: 0.121 | Acc: 95.982% (4300/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s801ms | Loss: 0.120 | Acc: 95.985% (4423/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s163ms | Loss: 0.121 | Acc: 95.946% (4544/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s522ms | Loss: 0.121 | Acc: 95.929% (4666/4864) 38/391 [======>..........................................................] Step: 364ms | Tot: 13s886ms | Loss: 0.122 | Acc: 95.933% (4789/4992) 39/391 [======>..........................................................] Step: 373ms | Tot: 14s260ms | Loss: 0.121 | Acc: 95.938% (4912/5120) 40/391 [======>..........................................................] Step: 411ms | Tot: 14s671ms | Loss: 0.122 | Acc: 95.884% (5032/5248) 41/391 [======>..........................................................] Step: 385ms | Tot: 15s57ms | Loss: 0.124 | Acc: 95.722% (5146/5376) 42/391 [======>..........................................................] Step: 369ms | Tot: 15s426ms | Loss: 0.124 | Acc: 95.749% (5270/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s786ms | Loss: 0.122 | Acc: 95.774% (5394/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s153ms | Loss: 0.121 | Acc: 95.816% (5519/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s512ms | Loss: 0.121 | Acc: 95.856% (5644/5888) 46/391 [=======>.........................................................] Step: 372ms | Tot: 16s884ms | Loss: 0.122 | Acc: 95.844% (5766/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s258ms | Loss: 0.123 | Acc: 95.817% (5887/6144) 48/391 [=======>.........................................................] Step: 355ms | Tot: 17s613ms | Loss: 0.122 | Acc: 95.823% (6010/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s971ms | Loss: 0.122 | Acc: 95.844% (6134/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s335ms | Loss: 0.121 | Acc: 95.879% (6259/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s695ms | Loss: 0.121 | Acc: 95.853% (6380/6656) 52/391 [========>........................................................] Step: 356ms | Tot: 19s51ms | Loss: 0.122 | Acc: 95.843% (6502/6784) 53/391 [========>........................................................] Step: 371ms | Tot: 19s423ms | Loss: 0.121 | Acc: 95.833% (6624/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s782ms | Loss: 0.122 | Acc: 95.795% (6744/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s139ms | Loss: 0.121 | Acc: 95.829% (6869/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s496ms | Loss: 0.121 | Acc: 95.847% (6993/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s855ms | Loss: 0.121 | Acc: 95.878% (7118/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s218ms | Loss: 0.120 | Acc: 95.935% (7245/7552) 59/391 [=========>.......................................................] Step: 361ms | Tot: 21s579ms | Loss: 0.121 | Acc: 95.898% (7365/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s940ms | Loss: 0.121 | Acc: 95.876% (7486/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s306ms | Loss: 0.121 | Acc: 95.905% (7611/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s672ms | Loss: 0.120 | Acc: 95.957% (7738/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 23s30ms | Loss: 0.119 | Acc: 95.947% (7860/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s394ms | Loss: 0.119 | Acc: 95.950% (7983/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s758ms | Loss: 0.119 | Acc: 95.952% (8106/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s124ms | Loss: 0.119 | Acc: 95.919% (8226/8576) 67/391 [===========>.....................................................] Step: 353ms | Tot: 24s477ms | Loss: 0.119 | Acc: 95.921% (8349/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s837ms | Loss: 0.119 | Acc: 95.913% (8471/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s200ms | Loss: 0.119 | Acc: 95.915% (8594/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 25s556ms | Loss: 0.119 | Acc: 95.929% (8718/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 25s925ms | Loss: 0.118 | Acc: 95.920% (8840/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s288ms | Loss: 0.117 | Acc: 95.965% (8967/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s651ms | Loss: 0.117 | Acc: 95.978% (9091/9472) 74/391 [============>....................................................] Step: 355ms | Tot: 27s7ms | Loss: 0.117 | Acc: 95.979% (9214/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s374ms | Loss: 0.117 | Acc: 95.991% (9338/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s730ms | Loss: 0.117 | Acc: 95.972% (9459/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s91ms | Loss: 0.117 | Acc: 95.974% (9582/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s450ms | Loss: 0.117 | Acc: 95.975% (9705/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s810ms | Loss: 0.117 | Acc: 95.957% (9826/10240) 80/391 [=============>...................................................] Step: 384ms | Tot: 29s195ms | Loss: 0.117 | Acc: 95.949% (9948/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s551ms | Loss: 0.117 | Acc: 95.951% (10071/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 29s911ms | Loss: 0.117 | Acc: 95.971% (10196/10624) 83/391 [=============>...................................................] Step: 366ms | Tot: 30s278ms | Loss: 0.117 | Acc: 95.982% (10320/10752) 84/391 [=============>...................................................] Step: 365ms | Tot: 30s643ms | Loss: 0.118 | Acc: 95.928% (10437/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 31s4ms | Loss: 0.118 | Acc: 95.903% (10557/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s368ms | Loss: 0.119 | Acc: 95.869% (10676/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s730ms | Loss: 0.119 | Acc: 95.872% (10799/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s92ms | Loss: 0.119 | Acc: 95.830% (10917/11392) 89/391 [==============>..................................................] Step: 381ms | Tot: 32s473ms | Loss: 0.119 | Acc: 95.859% (11043/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s835ms | Loss: 0.119 | Acc: 95.845% (11164/11648) 91/391 [===============>.................................................] Step: 369ms | Tot: 33s204ms | Loss: 0.119 | Acc: 95.864% (11289/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s563ms | Loss: 0.119 | Acc: 95.867% (11412/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s921ms | Loss: 0.119 | Acc: 95.878% (11536/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s289ms | Loss: 0.119 | Acc: 95.855% (11656/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s647ms | Loss: 0.119 | Acc: 95.858% (11779/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 35s9ms | Loss: 0.119 | Acc: 95.812% (11896/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s377ms | Loss: 0.119 | Acc: 95.807% (12018/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s747ms | Loss: 0.119 | Acc: 95.841% (12145/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s107ms | Loss: 0.119 | Acc: 95.820% (12265/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s466ms | Loss: 0.119 | Acc: 95.815% (12387/12928) 101/391 [================>................................................] Step: 362ms | Tot: 36s829ms | Loss: 0.119 | Acc: 95.818% (12510/13056) 102/391 [================>................................................] Step: 373ms | Tot: 37s202ms | Loss: 0.119 | Acc: 95.806% (12631/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s566ms | Loss: 0.119 | Acc: 95.801% (12753/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 37s932ms | Loss: 0.119 | Acc: 95.818% (12878/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s297ms | Loss: 0.119 | Acc: 95.836% (13003/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s657ms | Loss: 0.119 | Acc: 95.831% (13125/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s24ms | Loss: 0.119 | Acc: 95.848% (13250/13824) 108/391 [=================>...............................................] Step: 374ms | Tot: 39s398ms | Loss: 0.119 | Acc: 95.821% (13369/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s763ms | Loss: 0.120 | Acc: 95.795% (13488/14080) 110/391 [==================>..............................................] Step: 359ms | Tot: 40s123ms | Loss: 0.120 | Acc: 95.798% (13611/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s485ms | Loss: 0.120 | Acc: 95.794% (13733/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s845ms | Loss: 0.120 | Acc: 95.776% (13853/14464) 113/391 [==================>..............................................] Step: 370ms | Tot: 41s216ms | Loss: 0.120 | Acc: 95.792% (13978/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s577ms | Loss: 0.120 | Acc: 95.761% (14096/14720) 115/391 [===================>.............................................] Step: 353ms | Tot: 41s931ms | Loss: 0.121 | Acc: 95.757% (14218/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s307ms | Loss: 0.121 | Acc: 95.740% (14338/14976) 117/391 [===================>.............................................] Step: 379ms | Tot: 42s687ms | Loss: 0.121 | Acc: 95.749% (14462/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 43s52ms | Loss: 0.122 | Acc: 95.726% (14581/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s416ms | Loss: 0.122 | Acc: 95.736% (14705/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s780ms | Loss: 0.122 | Acc: 95.752% (14830/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s145ms | Loss: 0.122 | Acc: 95.729% (14949/15616) 122/391 [====================>............................................] Step: 394ms | Tot: 44s540ms | Loss: 0.122 | Acc: 95.700% (15067/15744) 123/391 [====================>............................................] Step: 380ms | Tot: 44s921ms | Loss: 0.123 | Acc: 95.691% (15188/15872) 124/391 [====================>............................................] Step: 369ms | Tot: 45s290ms | Loss: 0.122 | Acc: 95.700% (15312/16000) 125/391 [====================>............................................] Step: 374ms | Tot: 45s665ms | Loss: 0.122 | Acc: 95.697% (15434/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 46s25ms | Loss: 0.122 | Acc: 95.706% (15558/16256) 127/391 [=====================>...........................................] Step: 371ms | Tot: 46s396ms | Loss: 0.122 | Acc: 95.709% (15681/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 46s761ms | Loss: 0.122 | Acc: 95.724% (15806/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s130ms | Loss: 0.122 | Acc: 95.727% (15929/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s496ms | Loss: 0.122 | Acc: 95.724% (16051/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s860ms | Loss: 0.121 | Acc: 95.727% (16174/16896) 132/391 [=====================>...........................................] Step: 373ms | Tot: 48s234ms | Loss: 0.121 | Acc: 95.747% (16300/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s592ms | Loss: 0.121 | Acc: 95.738% (16421/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s957ms | Loss: 0.121 | Acc: 95.735% (16543/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s325ms | Loss: 0.121 | Acc: 95.749% (16668/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s688ms | Loss: 0.121 | Acc: 95.763% (16793/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 50s48ms | Loss: 0.121 | Acc: 95.748% (16913/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s415ms | Loss: 0.121 | Acc: 95.734% (17033/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 50s781ms | Loss: 0.121 | Acc: 95.720% (17153/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 51s149ms | Loss: 0.121 | Acc: 95.734% (17278/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s514ms | Loss: 0.121 | Acc: 95.742% (17402/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s875ms | Loss: 0.122 | Acc: 95.739% (17524/18304) 143/391 [=======================>.........................................] Step: 378ms | Tot: 52s253ms | Loss: 0.122 | Acc: 95.736% (17646/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s620ms | Loss: 0.121 | Acc: 95.754% (17772/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 52s982ms | Loss: 0.121 | Acc: 95.757% (17895/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s351ms | Loss: 0.122 | Acc: 95.743% (18015/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s714ms | Loss: 0.122 | Acc: 95.730% (18135/18944) 148/391 [========================>........................................] Step: 375ms | Tot: 54s90ms | Loss: 0.122 | Acc: 95.748% (18261/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s454ms | Loss: 0.122 | Acc: 95.750% (18384/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s814ms | Loss: 0.122 | Acc: 95.747% (18506/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s175ms | Loss: 0.122 | Acc: 95.744% (18628/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 55s544ms | Loss: 0.122 | Acc: 95.731% (18748/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s908ms | Loss: 0.122 | Acc: 95.744% (18873/19712) 154/391 [=========================>.......................................] Step: 369ms | Tot: 56s277ms | Loss: 0.122 | Acc: 95.756% (18998/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s637ms | Loss: 0.122 | Acc: 95.753% (19120/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 56s996ms | Loss: 0.122 | Acc: 95.755% (19243/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s363ms | Loss: 0.122 | Acc: 95.723% (19359/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s726ms | Loss: 0.123 | Acc: 95.725% (19482/20352) 159/391 [==========================>......................................] Step: 369ms | Tot: 58s96ms | Loss: 0.123 | Acc: 95.698% (19599/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s457ms | Loss: 0.124 | Acc: 95.691% (19720/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 58s826ms | Loss: 0.124 | Acc: 95.708% (19846/20736) 162/391 [==========================>......................................] Step: 368ms | Tot: 59s195ms | Loss: 0.124 | Acc: 95.710% (19969/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s556ms | Loss: 0.123 | Acc: 95.722% (20094/20992) 164/391 [===========================>.....................................] Step: 358ms | Tot: 59s914ms | Loss: 0.123 | Acc: 95.715% (20215/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 1m279ms | Loss: 0.124 | Acc: 95.703% (20335/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m642ms | Loss: 0.124 | Acc: 95.696% (20456/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.123 | Acc: 95.708% (20581/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.123 | Acc: 95.715% (20705/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.124 | Acc: 95.699% (20824/21760) 170/391 [============================>....................................] Step: 378ms | Tot: 1m2s | Loss: 0.124 | Acc: 95.683% (20943/21888) 171/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.124 | Acc: 95.685% (21066/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.124 | Acc: 95.683% (21188/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.124 | Acc: 95.681% (21310/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.125 | Acc: 95.656% (21427/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m3s | Loss: 0.125 | Acc: 95.668% (21552/22528) 176/391 [=============================>...................................] Step: 377ms | Tot: 1m4s | Loss: 0.124 | Acc: 95.679% (21677/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.124 | Acc: 95.677% (21799/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.124 | Acc: 95.683% (21923/22912) 179/391 [=============================>...................................] Step: 372ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.664% (22041/23040) 180/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.125 | Acc: 95.662% (22163/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.677% (22289/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.663% (22408/23424) 183/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.125 | Acc: 95.648% (22527/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.126 | Acc: 95.642% (22648/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.125 | Acc: 95.657% (22774/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.126 | Acc: 95.647% (22894/23936) 187/391 [===============================>.................................] Step: 376ms | Tot: 1m8s | Loss: 0.125 | Acc: 95.649% (23017/24064) 188/391 [===============================>.................................] Step: 378ms | Tot: 1m8s | Loss: 0.126 | Acc: 95.635% (23136/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.126 | Acc: 95.617% (23254/24320) 190/391 [===============================>.................................] Step: 383ms | Tot: 1m9s | Loss: 0.126 | Acc: 95.611% (23375/24448) 191/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.126 | Acc: 95.614% (23498/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.126 | Acc: 95.608% (23619/24704) 193/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.126 | Acc: 95.606% (23741/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.126 | Acc: 95.613% (23865/24960) 195/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.126 | Acc: 95.623% (23990/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.126 | Acc: 95.630% (24114/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.125 | Acc: 95.644% (24240/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.126 | Acc: 95.630% (24359/25472) 199/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.126 | Acc: 95.629% (24481/25600) 200/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.125 | Acc: 95.635% (24605/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.125 | Acc: 95.634% (24727/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.125 | Acc: 95.636% (24850/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.125 | Acc: 95.634% (24972/26112) 204/391 [=================================>...............................] Step: 393ms | Tot: 1m14s | Loss: 0.125 | Acc: 95.644% (25097/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.125 | Acc: 95.650% (25221/26368) 206/391 [==================================>..............................] Step: 376ms | Tot: 1m15s | Loss: 0.125 | Acc: 95.652% (25344/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.125 | Acc: 95.658% (25468/26624) 208/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.125 | Acc: 95.656% (25590/26752) 209/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.125 | Acc: 95.651% (25711/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.125 | Acc: 95.661% (25836/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.124 | Acc: 95.659% (25958/27136) 212/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.125 | Acc: 95.657% (26080/27264) 213/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.125 | Acc: 95.663% (26204/27392) 214/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.124 | Acc: 95.672% (26329/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.125 | Acc: 95.652% (26446/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.125 | Acc: 95.651% (26568/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.125 | Acc: 95.653% (26691/27904) 218/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.125 | Acc: 95.651% (26813/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.125 | Acc: 95.661% (26938/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.124 | Acc: 95.666% (27062/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.124 | Acc: 95.671% (27186/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.125 | Acc: 95.666% (27307/28544) 223/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.125 | Acc: 95.658% (27427/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.124 | Acc: 95.663% (27551/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.124 | Acc: 95.672% (27676/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.125 | Acc: 95.650% (27792/29056) 227/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.125 | Acc: 95.641% (27912/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.125 | Acc: 95.643% (28035/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.125 | Acc: 95.642% (28157/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.125 | Acc: 95.647% (28281/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.125 | Acc: 95.639% (28401/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.125 | Acc: 95.648% (28526/29824) 233/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.125 | Acc: 95.650% (28649/29952) 234/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.125 | Acc: 95.642% (28769/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.125 | Acc: 95.650% (28894/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.125 | Acc: 95.636% (29012/30336) 237/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.125 | Acc: 95.644% (29137/30464) 238/391 [=======================================>.........................] Step: 353ms | Tot: 1m26s | Loss: 0.125 | Acc: 95.649% (29261/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.125 | Acc: 95.654% (29385/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.125 | Acc: 95.650% (29506/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.126 | Acc: 95.651% (29629/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.126 | Acc: 95.650% (29751/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.126 | Acc: 95.655% (29875/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.126 | Acc: 95.663% (30000/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.126 | Acc: 95.655% (30120/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.126 | Acc: 95.657% (30243/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.126 | Acc: 95.656% (30365/31744) 248/391 [=========================================>.......................] Step: 353ms | Tot: 1m30s | Loss: 0.126 | Acc: 95.633% (30480/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.127 | Acc: 95.612% (30596/32000) 250/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.127 | Acc: 95.605% (30716/32128) 251/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.127 | Acc: 95.607% (30839/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.127 | Acc: 95.609% (30962/32384) 253/391 [==========================================>......................] Step: 368ms | Tot: 1m32s | Loss: 0.127 | Acc: 95.599% (31081/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.127 | Acc: 95.610% (31207/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.127 | Acc: 95.612% (31330/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.127 | Acc: 95.610% (31452/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.127 | Acc: 95.594% (31569/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m34s | Loss: 0.127 | Acc: 95.596% (31692/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.127 | Acc: 95.592% (31813/33280) 260/391 [===========================================>.....................] Step: 372ms | Tot: 1m34s | Loss: 0.127 | Acc: 95.588% (31934/33408) 261/391 [===========================================>.....................] Step: 378ms | Tot: 1m35s | Loss: 0.127 | Acc: 95.593% (32058/33536) 262/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.127 | Acc: 95.595% (32181/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.127 | Acc: 95.594% (32303/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.127 | Acc: 95.601% (32428/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.127 | Acc: 95.612% (32554/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.127 | Acc: 95.593% (32670/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.127 | Acc: 95.595% (32793/34304) 268/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.127 | Acc: 95.588% (32913/34432) 269/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.127 | Acc: 95.596% (33038/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.127 | Acc: 95.604% (33163/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.127 | Acc: 95.600% (33284/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.127 | Acc: 95.602% (33407/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.127 | Acc: 95.606% (33531/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.127 | Acc: 95.608% (33654/35200) 275/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.127 | Acc: 95.607% (33776/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.127 | Acc: 95.603% (33897/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.127 | Acc: 95.599% (34018/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.127 | Acc: 95.601% (34141/35712) 279/391 [==============================================>..................] Step: 383ms | Tot: 1m41s | Loss: 0.127 | Acc: 95.594% (34261/35840) 280/391 [==============================================>..................] Step: 374ms | Tot: 1m42s | Loss: 0.127 | Acc: 95.588% (34381/35968) 281/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.127 | Acc: 95.578% (34500/36096) 282/391 [==============================================>..................] Step: 370ms | Tot: 1m43s | Loss: 0.127 | Acc: 95.578% (34622/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.127 | Acc: 95.577% (34744/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.127 | Acc: 95.581% (34868/36480) 285/391 [===============================================>.................] Step: 374ms | Tot: 1m44s | Loss: 0.127 | Acc: 95.586% (34992/36608) 286/391 [===============================================>.................] Step: 394ms | Tot: 1m44s | Loss: 0.127 | Acc: 95.579% (35112/36736) 287/391 [===============================================>.................] Step: 391ms | Tot: 1m44s | Loss: 0.128 | Acc: 95.562% (35228/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.128 | Acc: 95.556% (35348/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.128 | Acc: 95.558% (35471/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.128 | Acc: 95.570% (35598/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.128 | Acc: 95.569% (35720/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.128 | Acc: 95.579% (35846/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.128 | Acc: 95.576% (35967/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.128 | Acc: 95.575% (36089/37760) 295/391 [=================================================>...............] Step: 374ms | Tot: 1m47s | Loss: 0.128 | Acc: 95.571% (36210/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.128 | Acc: 95.568% (36331/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.128 | Acc: 95.564% (36452/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.128 | Acc: 95.566% (36575/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.128 | Acc: 95.555% (36693/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.128 | Acc: 95.549% (36813/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.128 | Acc: 95.550% (36936/38656) 302/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.129 | Acc: 95.542% (37055/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.129 | Acc: 95.541% (37177/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.129 | Acc: 95.540% (37299/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.129 | Acc: 95.540% (37421/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.129 | Acc: 95.542% (37544/39296) 307/391 [===================================================>.............] Step: 354ms | Tot: 1m52s | Loss: 0.129 | Acc: 95.543% (37667/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.128 | Acc: 95.543% (37789/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.128 | Acc: 95.552% (37915/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.128 | Acc: 95.556% (38039/39808) 311/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.128 | Acc: 95.555% (38161/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.128 | Acc: 95.560% (38285/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.128 | Acc: 95.569% (38411/40192) 314/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.128 | Acc: 95.563% (38531/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.128 | Acc: 95.562% (38653/40448) 316/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.128 | Acc: 95.559% (38774/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.128 | Acc: 95.561% (38897/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.128 | Acc: 95.565% (39021/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.128 | Acc: 95.564% (39143/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.128 | Acc: 95.553% (39261/41088) 321/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.128 | Acc: 95.553% (39383/41216) 322/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.128 | Acc: 95.562% (39509/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.128 | Acc: 95.546% (39625/41472) 324/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.129 | Acc: 95.550% (39749/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.128 | Acc: 95.550% (39871/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.129 | Acc: 95.542% (39990/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.129 | Acc: 95.541% (40112/41984) 328/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.129 | Acc: 95.543% (40235/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 2m170ms | Loss: 0.129 | Acc: 95.540% (40356/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m530ms | Loss: 0.129 | Acc: 95.541% (40479/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m895ms | Loss: 0.129 | Acc: 95.545% (40603/42496) 332/391 [=======================================================>.........] Step: 377ms | Tot: 2m1s | Loss: 0.129 | Acc: 95.552% (40728/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.129 | Acc: 95.546% (40848/42752) 334/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.129 | Acc: 95.550% (40972/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.129 | Acc: 95.550% (41094/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.129 | Acc: 95.542% (41213/43136) 337/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.129 | Acc: 95.539% (41334/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.129 | Acc: 95.545% (41459/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.129 | Acc: 95.545% (41581/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.129 | Acc: 95.537% (41700/43648) 341/391 [========================================================>........] Step: 371ms | Tot: 2m4s | Loss: 0.129 | Acc: 95.534% (41821/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.129 | Acc: 95.531% (41942/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.129 | Acc: 95.510% (42055/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.129 | Acc: 95.514% (42179/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.129 | Acc: 95.511% (42300/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.129 | Acc: 95.520% (42426/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.129 | Acc: 95.512% (42545/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.129 | Acc: 95.514% (42668/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.129 | Acc: 95.513% (42790/44800) 350/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.129 | Acc: 95.519% (42915/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.129 | Acc: 95.526% (43040/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.129 | Acc: 95.527% (43163/45184) 353/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.129 | Acc: 95.531% (43287/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.129 | Acc: 95.530% (43409/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.129 | Acc: 95.530% (43531/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.129 | Acc: 95.536% (43656/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.129 | Acc: 95.539% (43780/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.129 | Acc: 95.539% (43902/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.129 | Acc: 95.527% (44019/46080) 360/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.129 | Acc: 95.520% (44138/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m11s | Loss: 0.129 | Acc: 95.522% (44261/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.129 | Acc: 95.523% (44384/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.129 | Acc: 95.531% (44510/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.129 | Acc: 95.524% (44629/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.129 | Acc: 95.528% (44753/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.130 | Acc: 95.517% (44870/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.130 | Acc: 95.518% (44993/47104) 368/391 [=============================================================>...] Step: 388ms | Tot: 2m14s | Loss: 0.130 | Acc: 95.518% (45115/47232) 369/391 [=============================================================>...] Step: 401ms | Tot: 2m14s | Loss: 0.130 | Acc: 95.513% (45235/47360) 370/391 [=============================================================>...] Step: 380ms | Tot: 2m15s | Loss: 0.130 | Acc: 95.515% (45358/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.129 | Acc: 95.525% (45485/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.129 | Acc: 95.522% (45606/47744) 373/391 [==============================================================>..] Step: 379ms | Tot: 2m16s | Loss: 0.129 | Acc: 95.528% (45731/47872) 374/391 [==============================================================>..] Step: 374ms | Tot: 2m16s | Loss: 0.129 | Acc: 95.529% (45854/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.129 | Acc: 95.539% (45981/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.129 | Acc: 95.545% (46106/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.129 | Acc: 95.550% (46231/48384) 378/391 [==============================================================>..] Step: 385ms | Tot: 2m18s | Loss: 0.129 | Acc: 95.556% (46356/48512) 379/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.129 | Acc: 95.557% (46479/48640) 380/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.129 | Acc: 95.561% (46603/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.129 | Acc: 95.556% (46723/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.128 | Acc: 95.561% (46848/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.129 | Acc: 95.555% (46967/49152) 384/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.129 | Acc: 95.556% (47090/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.128 | Acc: 95.555% (47212/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.128 | Acc: 95.555% (47334/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.129 | Acc: 95.544% (47451/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.129 | Acc: 95.537% (47570/49792) 389/391 [================================================================>] Step: 353ms | Tot: 2m22s | Loss: 0.129 | Acc: 95.545% (47696/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m22s | Loss: 0.129 | Acc: 95.542% (47771/50000) 391/391 + [>................................................................] Step: 462ms | Tot: 2ms | Loss: 0.334 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 302ms | Tot: 305ms | Loss: 0.328 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 290ms | Tot: 595ms | Loss: 0.338 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 893ms | Loss: 0.310 | Acc: 90.750% (363/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s194ms | Loss: 0.307 | Acc: 89.800% (449/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s491ms | Loss: 0.295 | Acc: 90.167% (541/600) 6/100 [===>.............................................................] Step: 307ms | Tot: 1s798ms | Loss: 0.300 | Acc: 90.143% (631/700) 7/100 [====>............................................................] Step: 292ms | Tot: 2s91ms | Loss: 0.308 | Acc: 89.750% (718/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s401ms | Loss: 0.309 | Acc: 89.778% (808/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s705ms | Loss: 0.329 | Acc: 89.600% (896/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 3s3ms | Loss: 0.332 | Acc: 89.455% (984/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s311ms | Loss: 0.349 | Acc: 89.000% (1068/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s620ms | Loss: 0.337 | Acc: 89.231% (1160/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s926ms | Loss: 0.339 | Acc: 89.357% (1251/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s233ms | Loss: 0.329 | Acc: 89.667% (1345/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s534ms | Loss: 0.331 | Acc: 89.625% (1434/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s837ms | Loss: 0.323 | Acc: 89.941% (1529/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s143ms | Loss: 0.325 | Acc: 89.778% (1616/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s452ms | Loss: 0.328 | Acc: 89.947% (1709/1900) 19/100 [============>....................................................] Step: 300ms | Tot: 5s752ms | Loss: 0.333 | Acc: 89.900% (1798/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s53ms | Loss: 0.331 | Acc: 89.952% (1889/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s361ms | Loss: 0.333 | Acc: 89.955% (1979/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s672ms | Loss: 0.342 | Acc: 89.826% (2066/2300) 23/100 [==============>..................................................] Step: 297ms | Tot: 6s970ms | Loss: 0.345 | Acc: 89.625% (2151/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s277ms | Loss: 0.348 | Acc: 89.720% (2243/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s581ms | Loss: 0.351 | Acc: 89.692% (2332/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s888ms | Loss: 0.351 | Acc: 89.704% (2422/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s193ms | Loss: 0.351 | Acc: 89.607% (2509/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s505ms | Loss: 0.356 | Acc: 89.690% (2601/2900) 29/100 [==================>..............................................] Step: 311ms | Tot: 8s817ms | Loss: 0.352 | Acc: 89.700% (2691/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s122ms | Loss: 0.350 | Acc: 89.677% (2780/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s429ms | Loss: 0.348 | Acc: 89.750% (2872/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 9s742ms | Loss: 0.346 | Acc: 89.818% (2964/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 10s40ms | Loss: 0.348 | Acc: 89.824% (3054/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s348ms | Loss: 0.349 | Acc: 89.829% (3144/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s653ms | Loss: 0.350 | Acc: 89.806% (3233/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 10s959ms | Loss: 0.352 | Acc: 89.703% (3319/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s269ms | Loss: 0.353 | Acc: 89.632% (3406/3800) 38/100 [========================>........................................] Step: 304ms | Tot: 11s573ms | Loss: 0.351 | Acc: 89.692% (3498/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 11s881ms | Loss: 0.351 | Acc: 89.675% (3587/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s189ms | Loss: 0.355 | Acc: 89.659% (3676/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s496ms | Loss: 0.358 | Acc: 89.643% (3765/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s801ms | Loss: 0.353 | Acc: 89.814% (3862/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s106ms | Loss: 0.354 | Acc: 89.818% (3952/4400) 44/100 [============================>....................................] Step: 314ms | Tot: 13s421ms | Loss: 0.353 | Acc: 89.800% (4041/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s730ms | Loss: 0.351 | Acc: 89.848% (4133/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 14s37ms | Loss: 0.351 | Acc: 89.872% (4224/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s345ms | Loss: 0.354 | Acc: 89.833% (4312/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s646ms | Loss: 0.350 | Acc: 89.939% (4407/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s954ms | Loss: 0.351 | Acc: 89.940% (4497/5000) 50/100 [================================>................................] Step: 312ms | Tot: 15s267ms | Loss: 0.351 | Acc: 89.922% (4586/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s574ms | Loss: 0.354 | Acc: 89.808% (4670/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 15s879ms | Loss: 0.352 | Acc: 89.830% (4761/5300) 53/100 [==================================>..............................] Step: 302ms | Tot: 16s181ms | Loss: 0.351 | Acc: 89.889% (4854/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s485ms | Loss: 0.350 | Acc: 89.891% (4944/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s792ms | Loss: 0.350 | Acc: 89.929% (5036/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 17s93ms | Loss: 0.350 | Acc: 89.912% (5125/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s402ms | Loss: 0.347 | Acc: 89.983% (5219/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s704ms | Loss: 0.348 | Acc: 89.898% (5304/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 18s10ms | Loss: 0.349 | Acc: 89.883% (5393/6000) 60/100 [=======================================>.........................] Step: 316ms | Tot: 18s326ms | Loss: 0.349 | Acc: 89.885% (5483/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s636ms | Loss: 0.350 | Acc: 89.871% (5572/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s939ms | Loss: 0.350 | Acc: 89.905% (5664/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s248ms | Loss: 0.345 | Acc: 90.000% (5760/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s551ms | Loss: 0.347 | Acc: 90.000% (5850/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s857ms | Loss: 0.348 | Acc: 89.985% (5939/6600) 66/100 [==========================================>......................] Step: 308ms | Tot: 20s165ms | Loss: 0.346 | Acc: 90.015% (6031/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s469ms | Loss: 0.345 | Acc: 90.059% (6124/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s778ms | Loss: 0.343 | Acc: 90.116% (6218/6900) 69/100 [============================================>....................] Step: 303ms | Tot: 21s81ms | Loss: 0.342 | Acc: 90.157% (6311/7000) 70/100 [=============================================>...................] Step: 321ms | Tot: 21s403ms | Loss: 0.344 | Acc: 90.113% (6398/7100) 71/100 [==============================================>..................] Step: 341ms | Tot: 21s744ms | Loss: 0.346 | Acc: 90.069% (6485/7200) 72/100 [==============================================>..................] Step: 318ms | Tot: 22s63ms | Loss: 0.343 | Acc: 90.123% (6579/7300) 73/100 [===============================================>.................] Step: 307ms | Tot: 22s370ms | Loss: 0.344 | Acc: 90.095% (6667/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s675ms | Loss: 0.345 | Acc: 90.040% (6753/7500) 75/100 [================================================>................] Step: 311ms | Tot: 22s986ms | Loss: 0.346 | Acc: 90.026% (6842/7600) 76/100 [=================================================>...............] Step: 319ms | Tot: 23s306ms | Loss: 0.347 | Acc: 90.000% (6930/7700) 77/100 [==================================================>..............] Step: 318ms | Tot: 23s625ms | Loss: 0.347 | Acc: 90.013% (7021/7800) 78/100 [==================================================>..............] Step: 320ms | Tot: 23s945ms | Loss: 0.346 | Acc: 90.000% (7110/7900) 79/100 [===================================================>.............] Step: 315ms | Tot: 24s260ms | Loss: 0.345 | Acc: 90.013% (7201/8000) 80/100 [====================================================>............] Step: 317ms | Tot: 24s578ms | Loss: 0.343 | Acc: 90.049% (7294/8100) 81/100 [====================================================>............] Step: 317ms | Tot: 24s896ms | Loss: 0.343 | Acc: 90.024% (7382/8200) 82/100 [=====================================================>...........] Step: 326ms | Tot: 25s223ms | Loss: 0.343 | Acc: 90.036% (7473/8300) 83/100 [=====================================================>...........] Step: 324ms | Tot: 25s547ms | Loss: 0.343 | Acc: 90.000% (7560/8400) 84/100 [======================================================>..........] Step: 318ms | Tot: 25s865ms | Loss: 0.344 | Acc: 89.918% (7643/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 26s180ms | Loss: 0.346 | Acc: 89.860% (7728/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s489ms | Loss: 0.344 | Acc: 89.908% (7822/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s802ms | Loss: 0.346 | Acc: 89.875% (7909/8800) 88/100 [=========================================================>.......] Step: 315ms | Tot: 27s117ms | Loss: 0.346 | Acc: 89.876% (7999/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s426ms | Loss: 0.344 | Acc: 89.911% (8092/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s728ms | Loss: 0.343 | Acc: 89.890% (8180/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 28s30ms | Loss: 0.342 | Acc: 89.935% (8274/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s342ms | Loss: 0.343 | Acc: 89.882% (8359/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s655ms | Loss: 0.343 | Acc: 89.872% (8448/9400) 94/100 [=============================================================>...] Step: 305ms | Tot: 28s960ms | Loss: 0.341 | Acc: 89.916% (8542/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s264ms | Loss: 0.340 | Acc: 89.938% (8634/9600) 96/100 [==============================================================>..] Step: 309ms | Tot: 29s573ms | Loss: 0.340 | Acc: 89.959% (8726/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s875ms | Loss: 0.339 | Acc: 90.010% (8821/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s186ms | Loss: 0.340 | Acc: 90.000% (8910/9900) 99/100 [================================================================>] Step: 316ms | Tot: 30s503ms | Loss: 0.338 | Acc: 90.000% (9000/10000) 100/100 +Saving.. + +Epoch: 163 + [>................................................................] Step: 705ms | Tot: 2ms | Loss: 0.133 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 395ms | Tot: 397ms | Loss: 0.139 | Acc: 95.312% (244/256) 2/391 [>................................................................] Step: 386ms | Tot: 783ms | Loss: 0.137 | Acc: 94.531% (363/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s156ms | Loss: 0.123 | Acc: 95.312% (488/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s523ms | Loss: 0.123 | Acc: 95.156% (609/640) 5/391 [>................................................................] Step: 381ms | Tot: 1s904ms | Loss: 0.136 | Acc: 94.922% (729/768) 6/391 [>................................................................] Step: 387ms | Tot: 2s292ms | Loss: 0.136 | Acc: 94.754% (849/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s659ms | Loss: 0.141 | Acc: 94.922% (972/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 3s24ms | Loss: 0.138 | Acc: 95.226% (1097/1152) 9/391 [=>...............................................................] Step: 365ms | Tot: 3s390ms | Loss: 0.135 | Acc: 95.156% (1218/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s754ms | Loss: 0.130 | Acc: 95.455% (1344/1408) 11/391 [=>...............................................................] Step: 364ms | Tot: 4s119ms | Loss: 0.127 | Acc: 95.638% (1469/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s485ms | Loss: 0.123 | Acc: 95.733% (1593/1664) 13/391 [==>..............................................................] Step: 375ms | Tot: 4s860ms | Loss: 0.129 | Acc: 95.201% (1706/1792) 14/391 [==>..............................................................] Step: 371ms | Tot: 5s231ms | Loss: 0.131 | Acc: 95.104% (1826/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s597ms | Loss: 0.132 | Acc: 95.117% (1948/2048) 16/391 [==>..............................................................] Step: 372ms | Tot: 5s969ms | Loss: 0.132 | Acc: 95.083% (2069/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s338ms | Loss: 0.131 | Acc: 95.139% (2192/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s707ms | Loss: 0.128 | Acc: 95.354% (2319/2432) 19/391 [===>.............................................................] Step: 370ms | Tot: 7s77ms | Loss: 0.127 | Acc: 95.391% (2442/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s446ms | Loss: 0.127 | Acc: 95.350% (2563/2688) 21/391 [===>.............................................................] Step: 359ms | Tot: 7s805ms | Loss: 0.125 | Acc: 95.384% (2686/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s168ms | Loss: 0.126 | Acc: 95.346% (2807/2944) 23/391 [===>.............................................................] Step: 389ms | Tot: 8s557ms | Loss: 0.125 | Acc: 95.378% (2930/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 8s926ms | Loss: 0.125 | Acc: 95.375% (3052/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s290ms | Loss: 0.129 | Acc: 95.282% (3171/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s655ms | Loss: 0.127 | Acc: 95.312% (3294/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 10s26ms | Loss: 0.125 | Acc: 95.396% (3419/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s391ms | Loss: 0.124 | Acc: 95.447% (3543/3712) 29/391 [====>............................................................] Step: 354ms | Tot: 10s745ms | Loss: 0.123 | Acc: 95.417% (3664/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s114ms | Loss: 0.121 | Acc: 95.514% (3790/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s482ms | Loss: 0.122 | Acc: 95.581% (3915/4096) 32/391 [=====>...........................................................] Step: 366ms | Tot: 11s848ms | Loss: 0.121 | Acc: 95.597% (4038/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s214ms | Loss: 0.119 | Acc: 95.657% (4163/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s576ms | Loss: 0.119 | Acc: 95.714% (4288/4480) 35/391 [=====>...........................................................] Step: 357ms | Tot: 12s933ms | Loss: 0.117 | Acc: 95.833% (4416/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s296ms | Loss: 0.119 | Acc: 95.777% (4536/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s656ms | Loss: 0.118 | Acc: 95.847% (4662/4864) 38/391 [======>..........................................................] Step: 362ms | Tot: 14s19ms | Loss: 0.117 | Acc: 95.833% (4784/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s374ms | Loss: 0.115 | Acc: 95.898% (4910/5120) 40/391 [======>..........................................................] Step: 353ms | Tot: 14s727ms | Loss: 0.114 | Acc: 95.960% (5036/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 15s98ms | Loss: 0.114 | Acc: 95.908% (5156/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s464ms | Loss: 0.113 | Acc: 96.003% (5284/5504) 43/391 [=======>.........................................................] Step: 376ms | Tot: 15s840ms | Loss: 0.112 | Acc: 96.040% (5409/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 16s204ms | Loss: 0.114 | Acc: 95.990% (5529/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s565ms | Loss: 0.113 | Acc: 96.026% (5654/5888) 46/391 [=======>.........................................................] Step: 355ms | Tot: 16s921ms | Loss: 0.113 | Acc: 96.044% (5778/6016) 47/391 [=======>.........................................................] Step: 375ms | Tot: 17s297ms | Loss: 0.113 | Acc: 96.045% (5901/6144) 48/391 [=======>.........................................................] Step: 375ms | Tot: 17s672ms | Loss: 0.114 | Acc: 95.934% (6017/6272) 49/391 [========>........................................................] Step: 357ms | Tot: 18s29ms | Loss: 0.114 | Acc: 95.969% (6142/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s395ms | Loss: 0.114 | Acc: 95.987% (6266/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s753ms | Loss: 0.114 | Acc: 95.974% (6388/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s117ms | Loss: 0.114 | Acc: 95.961% (6510/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s481ms | Loss: 0.115 | Acc: 95.920% (6630/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s837ms | Loss: 0.115 | Acc: 95.938% (6754/7040) 55/391 [=========>.......................................................] Step: 375ms | Tot: 20s213ms | Loss: 0.116 | Acc: 95.912% (6875/7168) 56/391 [=========>.......................................................] Step: 396ms | Tot: 20s610ms | Loss: 0.115 | Acc: 95.929% (6999/7296) 57/391 [=========>.......................................................] Step: 378ms | Tot: 20s989ms | Loss: 0.115 | Acc: 95.946% (7123/7424) 58/391 [=========>.......................................................] Step: 366ms | Tot: 21s356ms | Loss: 0.117 | Acc: 95.895% (7242/7552) 59/391 [=========>.......................................................] Step: 368ms | Tot: 21s724ms | Loss: 0.117 | Acc: 95.898% (7365/7680) 60/391 [=========>.......................................................] Step: 367ms | Tot: 22s92ms | Loss: 0.116 | Acc: 95.914% (7489/7808) 61/391 [==========>......................................................] Step: 371ms | Tot: 22s463ms | Loss: 0.116 | Acc: 95.917% (7612/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s829ms | Loss: 0.116 | Acc: 95.908% (7734/8064) 63/391 [==========>......................................................] Step: 370ms | Tot: 23s199ms | Loss: 0.117 | Acc: 95.874% (7854/8192) 64/391 [==========>......................................................] Step: 354ms | Tot: 23s554ms | Loss: 0.116 | Acc: 95.865% (7976/8320) 65/391 [==========>......................................................] Step: 354ms | Tot: 23s908ms | Loss: 0.117 | Acc: 95.857% (8098/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s270ms | Loss: 0.117 | Acc: 95.849% (8220/8576) 67/391 [===========>.....................................................] Step: 380ms | Tot: 24s650ms | Loss: 0.117 | Acc: 95.864% (8344/8704) 68/391 [===========>.....................................................] Step: 388ms | Tot: 25s39ms | Loss: 0.117 | Acc: 95.845% (8465/8832) 69/391 [===========>.....................................................] Step: 371ms | Tot: 25s411ms | Loss: 0.117 | Acc: 95.848% (8588/8960) 70/391 [===========>.....................................................] Step: 366ms | Tot: 25s778ms | Loss: 0.118 | Acc: 95.830% (8709/9088) 71/391 [===========>.....................................................] Step: 377ms | Tot: 26s155ms | Loss: 0.118 | Acc: 95.822% (8831/9216) 72/391 [===========>.....................................................] Step: 368ms | Tot: 26s523ms | Loss: 0.119 | Acc: 95.783% (8950/9344) 73/391 [============>....................................................] Step: 379ms | Tot: 26s903ms | Loss: 0.118 | Acc: 95.788% (9073/9472) 74/391 [============>....................................................] Step: 379ms | Tot: 27s282ms | Loss: 0.118 | Acc: 95.812% (9198/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s647ms | Loss: 0.119 | Acc: 95.755% (9315/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 28s9ms | Loss: 0.119 | Acc: 95.800% (9442/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s377ms | Loss: 0.118 | Acc: 95.833% (9568/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s743ms | Loss: 0.119 | Acc: 95.797% (9687/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 29s109ms | Loss: 0.118 | Acc: 95.811% (9811/10240) 80/391 [=============>...................................................] Step: 358ms | Tot: 29s467ms | Loss: 0.118 | Acc: 95.824% (9935/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s824ms | Loss: 0.117 | Acc: 95.827% (10058/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s190ms | Loss: 0.117 | Acc: 95.858% (10184/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s555ms | Loss: 0.117 | Acc: 95.871% (10308/10752) 84/391 [=============>...................................................] Step: 363ms | Tot: 30s918ms | Loss: 0.117 | Acc: 95.882% (10432/10880) 85/391 [==============>..................................................] Step: 367ms | Tot: 31s285ms | Loss: 0.116 | Acc: 95.903% (10557/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s655ms | Loss: 0.116 | Acc: 95.914% (10681/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 32s17ms | Loss: 0.116 | Acc: 95.934% (10806/11264) 88/391 [==============>..................................................] Step: 376ms | Tot: 32s394ms | Loss: 0.115 | Acc: 95.980% (10934/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s758ms | Loss: 0.115 | Acc: 95.990% (11058/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 33s120ms | Loss: 0.114 | Acc: 96.008% (11183/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s479ms | Loss: 0.115 | Acc: 96.000% (11305/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s838ms | Loss: 0.115 | Acc: 96.001% (11428/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 34s207ms | Loss: 0.115 | Acc: 95.994% (11550/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 34s567ms | Loss: 0.115 | Acc: 95.995% (11673/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s931ms | Loss: 0.114 | Acc: 96.012% (11798/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s291ms | Loss: 0.115 | Acc: 95.981% (11917/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s654ms | Loss: 0.114 | Acc: 96.006% (12043/12544) 98/391 [================>................................................] Step: 363ms | Tot: 36s18ms | Loss: 0.116 | Acc: 95.960% (12160/12672) 99/391 [================>................................................] Step: 355ms | Tot: 36s374ms | Loss: 0.116 | Acc: 95.969% (12284/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s734ms | Loss: 0.116 | Acc: 95.970% (12407/12928) 101/391 [================>................................................] Step: 365ms | Tot: 37s100ms | Loss: 0.115 | Acc: 95.987% (12532/13056) 102/391 [================>................................................] Step: 367ms | Tot: 37s467ms | Loss: 0.116 | Acc: 95.980% (12654/13184) 103/391 [=================>...............................................] Step: 373ms | Tot: 37s841ms | Loss: 0.116 | Acc: 95.981% (12777/13312) 104/391 [=================>...............................................] Step: 379ms | Tot: 38s221ms | Loss: 0.116 | Acc: 95.997% (12902/13440) 105/391 [=================>...............................................] Step: 362ms | Tot: 38s584ms | Loss: 0.116 | Acc: 95.976% (13022/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s943ms | Loss: 0.116 | Acc: 95.962% (13143/13696) 107/391 [=================>...............................................] Step: 363ms | Tot: 39s306ms | Loss: 0.116 | Acc: 95.942% (13263/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 39s676ms | Loss: 0.116 | Acc: 95.943% (13386/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 40s35ms | Loss: 0.117 | Acc: 95.923% (13506/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 40s393ms | Loss: 0.117 | Acc: 95.939% (13631/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s750ms | Loss: 0.117 | Acc: 95.919% (13751/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 41s116ms | Loss: 0.118 | Acc: 95.886% (13869/14464) 113/391 [==================>..............................................] Step: 371ms | Tot: 41s488ms | Loss: 0.118 | Acc: 95.895% (13993/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s851ms | Loss: 0.118 | Acc: 95.904% (14117/14720) 115/391 [===================>.............................................] Step: 372ms | Tot: 42s223ms | Loss: 0.118 | Acc: 95.905% (14240/14848) 116/391 [===================>.............................................] Step: 367ms | Tot: 42s591ms | Loss: 0.119 | Acc: 95.880% (14359/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s948ms | Loss: 0.118 | Acc: 95.895% (14484/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s316ms | Loss: 0.118 | Acc: 95.877% (14604/15232) 119/391 [===================>.............................................] Step: 360ms | Tot: 43s677ms | Loss: 0.118 | Acc: 95.905% (14731/15360) 120/391 [===================>.............................................] Step: 356ms | Tot: 44s34ms | Loss: 0.118 | Acc: 95.913% (14855/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 44s389ms | Loss: 0.118 | Acc: 95.914% (14978/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s754ms | Loss: 0.118 | Acc: 95.929% (15103/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 45s123ms | Loss: 0.118 | Acc: 95.930% (15226/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s479ms | Loss: 0.118 | Acc: 95.925% (15348/16000) 125/391 [====================>............................................] Step: 356ms | Tot: 45s836ms | Loss: 0.118 | Acc: 95.920% (15470/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 46s200ms | Loss: 0.118 | Acc: 95.909% (15591/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s561ms | Loss: 0.118 | Acc: 95.905% (15713/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s920ms | Loss: 0.118 | Acc: 95.900% (15835/16512) 129/391 [=====================>...........................................] Step: 374ms | Tot: 47s295ms | Loss: 0.119 | Acc: 95.883% (15955/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 47s658ms | Loss: 0.119 | Acc: 95.891% (16079/16768) 131/391 [=====================>...........................................] Step: 367ms | Tot: 48s26ms | Loss: 0.119 | Acc: 95.881% (16200/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s384ms | Loss: 0.119 | Acc: 95.888% (16324/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s747ms | Loss: 0.118 | Acc: 95.901% (16449/17152) 134/391 [======================>..........................................] Step: 364ms | Tot: 49s112ms | Loss: 0.118 | Acc: 95.926% (16576/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 49s472ms | Loss: 0.118 | Acc: 95.921% (16698/17408) 136/391 [======================>..........................................] Step: 349ms | Tot: 49s822ms | Loss: 0.118 | Acc: 95.917% (16820/17536) 137/391 [======================>..........................................] Step: 370ms | Tot: 50s192ms | Loss: 0.117 | Acc: 95.935% (16946/17664) 138/391 [======================>..........................................] Step: 402ms | Tot: 50s595ms | Loss: 0.118 | Acc: 95.920% (17066/17792) 139/391 [=======================>.........................................] Step: 366ms | Tot: 50s961ms | Loss: 0.117 | Acc: 95.938% (17192/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 51s332ms | Loss: 0.117 | Acc: 95.944% (17316/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s693ms | Loss: 0.117 | Acc: 95.951% (17440/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 52s55ms | Loss: 0.117 | Acc: 95.952% (17563/18304) 143/391 [=======================>.........................................] Step: 375ms | Tot: 52s431ms | Loss: 0.117 | Acc: 95.958% (17687/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s789ms | Loss: 0.117 | Acc: 95.943% (17807/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 53s152ms | Loss: 0.117 | Acc: 95.944% (17930/18688) 146/391 [========================>........................................] Step: 357ms | Tot: 53s510ms | Loss: 0.117 | Acc: 95.940% (18052/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s873ms | Loss: 0.117 | Acc: 95.925% (18172/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 54s244ms | Loss: 0.117 | Acc: 95.936% (18297/19072) 149/391 [========================>........................................] Step: 373ms | Tot: 54s618ms | Loss: 0.117 | Acc: 95.917% (18416/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s981ms | Loss: 0.117 | Acc: 95.913% (18538/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s342ms | Loss: 0.117 | Acc: 95.914% (18661/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s705ms | Loss: 0.118 | Acc: 95.895% (18780/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 56s74ms | Loss: 0.118 | Acc: 95.911% (18906/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s433ms | Loss: 0.118 | Acc: 95.897% (19026/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 56s793ms | Loss: 0.118 | Acc: 95.888% (19147/19968) 156/391 [=========================>.......................................] Step: 379ms | Tot: 57s173ms | Loss: 0.118 | Acc: 95.895% (19271/20096) 157/391 [==========================>......................................] Step: 371ms | Tot: 57s545ms | Loss: 0.118 | Acc: 95.891% (19393/20224) 158/391 [==========================>......................................] Step: 385ms | Tot: 57s931ms | Loss: 0.119 | Acc: 95.882% (19514/20352) 159/391 [==========================>......................................] Step: 371ms | Tot: 58s302ms | Loss: 0.118 | Acc: 95.894% (19639/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s666ms | Loss: 0.118 | Acc: 95.900% (19763/20608) 161/391 [==========================>......................................] Step: 360ms | Tot: 59s27ms | Loss: 0.118 | Acc: 95.906% (19887/20736) 162/391 [==========================>......................................] Step: 354ms | Tot: 59s381ms | Loss: 0.118 | Acc: 95.892% (20007/20864) 163/391 [===========================>.....................................] Step: 370ms | Tot: 59s752ms | Loss: 0.118 | Acc: 95.889% (20129/20992) 164/391 [===========================>.....................................] Step: 362ms | Tot: 1m114ms | Loss: 0.119 | Acc: 95.890% (20252/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 1m471ms | Loss: 0.119 | Acc: 95.901% (20377/21248) 166/391 [===========================>.....................................] Step: 356ms | Tot: 1m828ms | Loss: 0.119 | Acc: 95.888% (20497/21376) 167/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.119 | Acc: 95.894% (20621/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.119 | Acc: 95.895% (20744/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.119 | Acc: 95.887% (20865/21760) 170/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.119 | Acc: 95.884% (20987/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.119 | Acc: 95.889% (21111/22016) 172/391 [============================>....................................] Step: 355ms | Tot: 1m3s | Loss: 0.119 | Acc: 95.882% (21232/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.119 | Acc: 95.883% (21355/22272) 174/391 [============================>....................................] Step: 356ms | Tot: 1m3s | Loss: 0.119 | Acc: 95.862% (21473/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.119 | Acc: 95.867% (21597/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.119 | Acc: 95.869% (21720/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.119 | Acc: 95.844% (21837/22784) 178/391 [=============================>...................................] Step: 375ms | Tot: 1m5s | Loss: 0.119 | Acc: 95.841% (21959/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.119 | Acc: 95.851% (22084/23040) 180/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.119 | Acc: 95.856% (22208/23168) 181/391 [==============================>..................................] Step: 367ms | Tot: 1m6s | Loss: 0.119 | Acc: 95.866% (22333/23296) 182/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.119 | Acc: 95.872% (22457/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.119 | Acc: 95.873% (22580/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.119 | Acc: 95.878% (22704/23680) 185/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.118 | Acc: 95.888% (22829/23808) 186/391 [==============================>..................................] Step: 371ms | Tot: 1m8s | Loss: 0.118 | Acc: 95.897% (22954/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.118 | Acc: 95.915% (23081/24064) 188/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.118 | Acc: 95.916% (23204/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.118 | Acc: 95.917% (23327/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.118 | Acc: 95.910% (23448/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.118 | Acc: 95.898% (23568/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.118 | Acc: 95.891% (23689/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.118 | Acc: 95.892% (23812/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.118 | Acc: 95.897% (23936/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.118 | Acc: 95.879% (24054/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.119 | Acc: 95.876% (24176/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.119 | Acc: 95.845% (24291/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.119 | Acc: 95.858% (24417/25472) 199/391 [=================================>...............................] Step: 355ms | Tot: 1m12s | Loss: 0.119 | Acc: 95.859% (24540/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.119 | Acc: 95.845% (24659/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.119 | Acc: 95.850% (24783/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.119 | Acc: 95.855% (24907/25984) 203/391 [=================================>...............................] Step: 380ms | Tot: 1m14s | Loss: 0.119 | Acc: 95.856% (25030/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.119 | Acc: 95.850% (25151/26240) 205/391 [==================================>..............................] Step: 354ms | Tot: 1m15s | Loss: 0.119 | Acc: 95.847% (25273/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.119 | Acc: 95.848% (25396/26496) 207/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.119 | Acc: 95.850% (25519/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.119 | Acc: 95.836% (25638/26752) 209/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.119 | Acc: 95.830% (25759/26880) 210/391 [==================================>..............................] Step: 355ms | Tot: 1m16s | Loss: 0.119 | Acc: 95.831% (25882/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.119 | Acc: 95.839% (26007/27136) 212/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.119 | Acc: 95.830% (26127/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.119 | Acc: 95.842% (26253/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.119 | Acc: 95.825% (26371/27520) 215/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.119 | Acc: 95.822% (26493/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.119 | Acc: 95.817% (26614/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.120 | Acc: 95.818% (26737/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.120 | Acc: 95.819% (26860/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.120 | Acc: 95.817% (26982/28160) 220/391 [====================================>............................] Step: 385ms | Tot: 1m20s | Loss: 0.120 | Acc: 95.822% (27106/28288) 221/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.119 | Acc: 95.830% (27231/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.119 | Acc: 95.824% (27352/28544) 223/391 [=====================================>...........................] Step: 374ms | Tot: 1m21s | Loss: 0.119 | Acc: 95.832% (27477/28672) 224/391 [=====================================>...........................] Step: 352ms | Tot: 1m21s | Loss: 0.120 | Acc: 95.830% (27599/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.120 | Acc: 95.834% (27723/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.120 | Acc: 95.829% (27844/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.120 | Acc: 95.833% (27968/29184) 228/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.120 | Acc: 95.831% (28090/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.120 | Acc: 95.825% (28211/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.120 | Acc: 95.820% (28332/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.120 | Acc: 95.821% (28455/29696) 232/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.120 | Acc: 95.829% (28580/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.120 | Acc: 95.830% (28703/29952) 234/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.119 | Acc: 95.834% (28827/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m25s | Loss: 0.119 | Acc: 95.836% (28950/30208) 236/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.120 | Acc: 95.833% (29072/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.120 | Acc: 95.831% (29194/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.120 | Acc: 95.832% (29317/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.120 | Acc: 95.827% (29438/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m27s | Loss: 0.120 | Acc: 95.831% (29562/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.120 | Acc: 95.829% (29684/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.120 | Acc: 95.827% (29806/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.120 | Acc: 95.831% (29930/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.120 | Acc: 95.835% (30054/31360) 245/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.119 | Acc: 95.846% (30180/31488) 246/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.120 | Acc: 95.847% (30303/31616) 247/391 [=========================================>.......................] Step: 371ms | Tot: 1m30s | Loss: 0.119 | Acc: 95.848% (30426/31744) 248/391 [=========================================>.......................] Step: 373ms | Tot: 1m30s | Loss: 0.119 | Acc: 95.858% (30552/31872) 249/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.119 | Acc: 95.862% (30676/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.119 | Acc: 95.863% (30799/32128) 251/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.119 | Acc: 95.864% (30922/32256) 252/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.119 | Acc: 95.865% (31045/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.119 | Acc: 95.860% (31166/32512) 254/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.119 | Acc: 95.858% (31288/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.119 | Acc: 95.856% (31410/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.119 | Acc: 95.857% (31533/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.120 | Acc: 95.852% (31654/33024) 258/391 [==========================================>......................] Step: 376ms | Tot: 1m34s | Loss: 0.119 | Acc: 95.858% (31779/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.119 | Acc: 95.844% (31897/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.119 | Acc: 95.854% (32023/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.119 | Acc: 95.858% (32147/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.119 | Acc: 95.862% (32271/33664) 263/391 [===========================================>.....................] Step: 377ms | Tot: 1m36s | Loss: 0.119 | Acc: 95.854% (32391/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.119 | Acc: 95.864% (32517/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.119 | Acc: 95.868% (32641/34048) 266/391 [============================================>....................] Step: 376ms | Tot: 1m37s | Loss: 0.119 | Acc: 95.854% (32759/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.119 | Acc: 95.849% (32880/34304) 268/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.119 | Acc: 95.850% (33003/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.120 | Acc: 95.833% (33120/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.120 | Acc: 95.837% (33244/34688) 271/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.120 | Acc: 95.832% (33365/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.120 | Acc: 95.830% (33487/34944) 273/391 [=============================================>...................] Step: 374ms | Tot: 1m39s | Loss: 0.120 | Acc: 95.820% (33606/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.121 | Acc: 95.807% (33724/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.120 | Acc: 95.805% (33846/35328) 276/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.121 | Acc: 95.792% (33964/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.121 | Acc: 95.796% (34088/35584) 278/391 [==============================================>..................] Step: 386ms | Tot: 1m41s | Loss: 0.120 | Acc: 95.803% (34213/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.120 | Acc: 95.809% (34338/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.120 | Acc: 95.819% (34464/35968) 281/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.120 | Acc: 95.814% (34585/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.121 | Acc: 95.809% (34706/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.121 | Acc: 95.816% (34831/36352) 284/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.120 | Acc: 95.820% (34955/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.120 | Acc: 95.812% (35075/36608) 286/391 [===============================================>.................] Step: 359ms | Tot: 1m44s | Loss: 0.120 | Acc: 95.824% (35202/36736) 287/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.120 | Acc: 95.825% (35325/36864) 288/391 [===============================================>.................] Step: 362ms | Tot: 1m45s | Loss: 0.120 | Acc: 95.832% (35450/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.120 | Acc: 95.835% (35574/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.120 | Acc: 95.836% (35697/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.120 | Acc: 95.842% (35822/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.120 | Acc: 95.843% (35945/37504) 293/391 [================================================>................] Step: 379ms | Tot: 1m47s | Loss: 0.120 | Acc: 95.852% (36071/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.120 | Acc: 95.853% (36194/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.120 | Acc: 95.846% (36314/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.120 | Acc: 95.846% (36437/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.120 | Acc: 95.855% (36563/38144) 298/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.120 | Acc: 95.853% (36685/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.120 | Acc: 95.841% (36803/38400) 300/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.120 | Acc: 95.832% (36922/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.120 | Acc: 95.835% (37046/38656) 302/391 [==================================================>..............] Step: 400ms | Tot: 1m50s | Loss: 0.120 | Acc: 95.838% (37170/38784) 303/391 [==================================================>..............] Step: 380ms | Tot: 1m50s | Loss: 0.120 | Acc: 95.826% (37288/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.120 | Acc: 95.822% (37409/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.120 | Acc: 95.818% (37530/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.120 | Acc: 95.827% (37656/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.120 | Acc: 95.822% (37777/39424) 308/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.120 | Acc: 95.811% (37895/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.120 | Acc: 95.814% (38019/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.121 | Acc: 95.797% (38135/39808) 311/391 [===================================================>.............] Step: 370ms | Tot: 1m53s | Loss: 0.121 | Acc: 95.801% (38259/39936) 312/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.121 | Acc: 95.789% (38377/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.121 | Acc: 95.788% (38499/40192) 314/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.121 | Acc: 95.794% (38624/40320) 315/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.121 | Acc: 95.785% (38743/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.121 | Acc: 95.781% (38864/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.121 | Acc: 95.787% (38989/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.121 | Acc: 95.778% (39108/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.121 | Acc: 95.779% (39231/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.121 | Acc: 95.782% (39355/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.121 | Acc: 95.776% (39475/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.121 | Acc: 95.777% (39598/41344) 323/391 [=====================================================>...........] Step: 375ms | Tot: 1m58s | Loss: 0.121 | Acc: 95.778% (39721/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m58s | Loss: 0.121 | Acc: 95.779% (39844/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.121 | Acc: 95.780% (39967/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.121 | Acc: 95.776% (40088/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.121 | Acc: 95.789% (40216/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.121 | Acc: 95.783% (40336/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 2m324ms | Loss: 0.121 | Acc: 95.784% (40459/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m685ms | Loss: 0.121 | Acc: 95.782% (40581/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.121 | Acc: 95.778% (40702/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.121 | Acc: 95.772% (40822/42624) 333/391 [=======================================================>.........] Step: 373ms | Tot: 2m1s | Loss: 0.121 | Acc: 95.778% (40947/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.121 | Acc: 95.779% (41070/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.121 | Acc: 95.775% (41191/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.122 | Acc: 95.769% (41311/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.122 | Acc: 95.772% (41435/43264) 338/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.122 | Acc: 95.778% (41560/43392) 339/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.121 | Acc: 95.781% (41684/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.122 | Acc: 95.780% (41806/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.121 | Acc: 95.781% (41929/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.121 | Acc: 95.786% (42054/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.121 | Acc: 95.792% (42179/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m5s | Loss: 0.121 | Acc: 95.793% (42302/44160) 345/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.121 | Acc: 95.791% (42424/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.121 | Acc: 95.792% (42547/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.121 | Acc: 95.793% (42670/44544) 348/391 [=========================================================>.......] Step: 376ms | Tot: 2m7s | Loss: 0.121 | Acc: 95.796% (42794/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.121 | Acc: 95.799% (42918/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.121 | Acc: 95.802% (43042/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.121 | Acc: 95.803% (43165/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.121 | Acc: 95.806% (43289/45184) 353/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.121 | Acc: 95.807% (43412/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.121 | Acc: 95.805% (43534/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m9s | Loss: 0.121 | Acc: 95.808% (43658/45568) 356/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.121 | Acc: 95.807% (43780/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.121 | Acc: 95.804% (43901/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.121 | Acc: 95.802% (44023/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.121 | Acc: 95.805% (44147/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.121 | Acc: 95.806% (44270/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.121 | Acc: 95.794% (44387/46336) 362/391 [============================================================>....] Step: 380ms | Tot: 2m12s | Loss: 0.121 | Acc: 95.790% (44508/46464) 363/391 [============================================================>....] Step: 380ms | Tot: 2m12s | Loss: 0.121 | Acc: 95.795% (44633/46592) 364/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.121 | Acc: 95.794% (44755/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.121 | Acc: 95.797% (44879/46848) 366/391 [============================================================>....] Step: 357ms | Tot: 2m13s | Loss: 0.121 | Acc: 95.802% (45004/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.121 | Acc: 95.799% (45125/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.121 | Acc: 95.799% (45248/47232) 369/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.121 | Acc: 95.792% (45367/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.121 | Acc: 95.795% (45491/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.121 | Acc: 95.793% (45613/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.121 | Acc: 95.796% (45737/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.121 | Acc: 95.797% (45860/47872) 374/391 [==============================================================>..] Step: 376ms | Tot: 2m16s | Loss: 0.121 | Acc: 95.794% (45981/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.121 | Acc: 95.782% (46098/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.121 | Acc: 95.783% (46221/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.121 | Acc: 95.782% (46343/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.121 | Acc: 95.782% (46466/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m18s | Loss: 0.121 | Acc: 95.781% (46588/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.121 | Acc: 95.786% (46713/48768) 381/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.121 | Acc: 95.783% (46834/48896) 382/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.121 | Acc: 95.784% (46957/49024) 383/391 [===============================================================>.] Step: 384ms | Tot: 2m20s | Loss: 0.121 | Acc: 95.785% (47080/49152) 384/391 [===============================================================>.] Step: 389ms | Tot: 2m20s | Loss: 0.121 | Acc: 95.783% (47202/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.121 | Acc: 95.780% (47323/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.121 | Acc: 95.781% (47446/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.121 | Acc: 95.784% (47570/49664) 388/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.121 | Acc: 95.784% (47693/49792) 389/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.121 | Acc: 95.785% (47816/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m22s | Loss: 0.121 | Acc: 95.784% (47892/50000) 391/391 + [>................................................................] Step: 498ms | Tot: 3ms | Loss: 0.280 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 296ms | Tot: 300ms | Loss: 0.307 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 595ms | Loss: 0.329 | Acc: 89.333% (268/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 898ms | Loss: 0.342 | Acc: 88.250% (353/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s190ms | Loss: 0.347 | Acc: 87.800% (439/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s481ms | Loss: 0.313 | Acc: 89.000% (534/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s776ms | Loss: 0.310 | Acc: 88.857% (622/700) 7/100 [====>............................................................] Step: 305ms | Tot: 2s81ms | Loss: 0.329 | Acc: 88.625% (709/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s388ms | Loss: 0.337 | Acc: 88.333% (795/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s694ms | Loss: 0.343 | Acc: 88.500% (885/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s3ms | Loss: 0.347 | Acc: 88.182% (970/1100) 11/100 [=======>.........................................................] Step: 296ms | Tot: 3s299ms | Loss: 0.365 | Acc: 87.917% (1055/1200) 12/100 [=======>.........................................................] Step: 294ms | Tot: 3s593ms | Loss: 0.352 | Acc: 88.231% (1147/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s899ms | Loss: 0.343 | Acc: 88.500% (1239/1400) 14/100 [=========>.......................................................] Step: 310ms | Tot: 4s209ms | Loss: 0.340 | Acc: 88.533% (1328/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s518ms | Loss: 0.345 | Acc: 88.375% (1414/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s823ms | Loss: 0.338 | Acc: 88.529% (1505/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s134ms | Loss: 0.346 | Acc: 88.333% (1590/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s442ms | Loss: 0.347 | Acc: 88.526% (1682/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s745ms | Loss: 0.350 | Acc: 88.550% (1771/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s57ms | Loss: 0.351 | Acc: 88.571% (1860/2100) 21/100 [=============>...................................................] Step: 296ms | Tot: 6s354ms | Loss: 0.353 | Acc: 88.636% (1950/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s653ms | Loss: 0.358 | Acc: 88.609% (2038/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 6s963ms | Loss: 0.361 | Acc: 88.542% (2125/2400) 24/100 [===============>.................................................] Step: 299ms | Tot: 7s262ms | Loss: 0.365 | Acc: 88.520% (2213/2500) 25/100 [================>................................................] Step: 301ms | Tot: 7s564ms | Loss: 0.369 | Acc: 88.423% (2299/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s867ms | Loss: 0.365 | Acc: 88.519% (2390/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s177ms | Loss: 0.365 | Acc: 88.500% (2478/2800) 28/100 [==================>..............................................] Step: 317ms | Tot: 8s495ms | Loss: 0.370 | Acc: 88.586% (2569/2900) 29/100 [==================>..............................................] Step: 305ms | Tot: 8s800ms | Loss: 0.367 | Acc: 88.667% (2660/3000) 30/100 [===================>.............................................] Step: 318ms | Tot: 9s119ms | Loss: 0.364 | Acc: 88.710% (2750/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s437ms | Loss: 0.363 | Acc: 88.781% (2841/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s737ms | Loss: 0.360 | Acc: 88.879% (2933/3300) 33/100 [=====================>...........................................] Step: 312ms | Tot: 10s50ms | Loss: 0.360 | Acc: 88.882% (3022/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s354ms | Loss: 0.364 | Acc: 88.857% (3110/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s654ms | Loss: 0.361 | Acc: 88.972% (3203/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 10s970ms | Loss: 0.359 | Acc: 88.973% (3292/3700) 37/100 [========================>........................................] Step: 320ms | Tot: 11s290ms | Loss: 0.361 | Acc: 88.974% (3381/3800) 38/100 [========================>........................................] Step: 325ms | Tot: 11s615ms | Loss: 0.361 | Acc: 89.077% (3474/3900) 39/100 [=========================>.......................................] Step: 321ms | Tot: 11s937ms | Loss: 0.360 | Acc: 89.175% (3567/4000) 40/100 [==========================>......................................] Step: 322ms | Tot: 12s260ms | Loss: 0.363 | Acc: 89.146% (3655/4100) 41/100 [==========================>......................................] Step: 314ms | Tot: 12s574ms | Loss: 0.366 | Acc: 89.143% (3744/4200) 42/100 [===========================>.....................................] Step: 317ms | Tot: 12s891ms | Loss: 0.362 | Acc: 89.233% (3837/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s201ms | Loss: 0.362 | Acc: 89.250% (3927/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s513ms | Loss: 0.361 | Acc: 89.289% (4018/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s816ms | Loss: 0.360 | Acc: 89.283% (4107/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s131ms | Loss: 0.360 | Acc: 89.319% (4198/4700) 47/100 [==============================>..................................] Step: 319ms | Tot: 14s451ms | Loss: 0.361 | Acc: 89.250% (4284/4800) 48/100 [===============================>.................................] Step: 296ms | Tot: 14s747ms | Loss: 0.358 | Acc: 89.306% (4376/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s55ms | Loss: 0.360 | Acc: 89.360% (4468/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s360ms | Loss: 0.360 | Acc: 89.353% (4557/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s665ms | Loss: 0.358 | Acc: 89.327% (4645/5200) 52/100 [=================================>...............................] Step: 318ms | Tot: 15s983ms | Loss: 0.358 | Acc: 89.321% (4734/5300) 53/100 [==================================>..............................] Step: 319ms | Tot: 16s303ms | Loss: 0.358 | Acc: 89.370% (4826/5400) 54/100 [===================================>.............................] Step: 298ms | Tot: 16s601ms | Loss: 0.357 | Acc: 89.364% (4915/5500) 55/100 [===================================>.............................] Step: 304ms | Tot: 16s905ms | Loss: 0.359 | Acc: 89.357% (5004/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s213ms | Loss: 0.356 | Acc: 89.386% (5095/5700) 57/100 [=====================================>...........................] Step: 310ms | Tot: 17s524ms | Loss: 0.354 | Acc: 89.448% (5188/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s834ms | Loss: 0.354 | Acc: 89.441% (5277/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s145ms | Loss: 0.354 | Acc: 89.417% (5365/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s452ms | Loss: 0.355 | Acc: 89.443% (5456/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s752ms | Loss: 0.357 | Acc: 89.355% (5540/6200) 62/100 [========================================>........................] Step: 319ms | Tot: 19s71ms | Loss: 0.355 | Acc: 89.333% (5628/6300) 63/100 [========================================>........................] Step: 336ms | Tot: 19s408ms | Loss: 0.352 | Acc: 89.406% (5722/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s718ms | Loss: 0.353 | Acc: 89.385% (5810/6500) 65/100 [==========================================>......................] Step: 323ms | Tot: 20s41ms | Loss: 0.353 | Acc: 89.364% (5898/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s357ms | Loss: 0.351 | Acc: 89.388% (5989/6700) 67/100 [===========================================>.....................] Step: 299ms | Tot: 20s656ms | Loss: 0.353 | Acc: 89.397% (6079/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s963ms | Loss: 0.351 | Acc: 89.435% (6171/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s272ms | Loss: 0.350 | Acc: 89.429% (6260/7000) 70/100 [=============================================>...................] Step: 315ms | Tot: 21s588ms | Loss: 0.351 | Acc: 89.366% (6345/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 21s902ms | Loss: 0.353 | Acc: 89.319% (6431/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 22s201ms | Loss: 0.351 | Acc: 89.342% (6522/7300) 73/100 [===============================================>.................] Step: 321ms | Tot: 22s522ms | Loss: 0.351 | Acc: 89.324% (6610/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s825ms | Loss: 0.352 | Acc: 89.280% (6696/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s134ms | Loss: 0.354 | Acc: 89.250% (6783/7600) 76/100 [=================================================>...............] Step: 300ms | Tot: 23s434ms | Loss: 0.353 | Acc: 89.260% (6873/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s734ms | Loss: 0.354 | Acc: 89.295% (6965/7800) 78/100 [==================================================>..............] Step: 315ms | Tot: 24s49ms | Loss: 0.354 | Acc: 89.291% (7054/7900) 79/100 [===================================================>.............] Step: 311ms | Tot: 24s361ms | Loss: 0.355 | Acc: 89.237% (7139/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s667ms | Loss: 0.353 | Acc: 89.284% (7232/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s979ms | Loss: 0.352 | Acc: 89.329% (7325/8200) 82/100 [=====================================================>...........] Step: 301ms | Tot: 25s280ms | Loss: 0.352 | Acc: 89.313% (7413/8300) 83/100 [=====================================================>...........] Step: 301ms | Tot: 25s581ms | Loss: 0.352 | Acc: 89.321% (7503/8400) 84/100 [======================================================>..........] Step: 314ms | Tot: 25s896ms | Loss: 0.353 | Acc: 89.247% (7586/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 26s198ms | Loss: 0.355 | Acc: 89.186% (7670/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s502ms | Loss: 0.354 | Acc: 89.172% (7758/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s803ms | Loss: 0.355 | Acc: 89.159% (7846/8800) 88/100 [=========================================================>.......] Step: 335ms | Tot: 27s138ms | Loss: 0.354 | Acc: 89.180% (7937/8900) 89/100 [=========================================================>.......] Step: 359ms | Tot: 27s497ms | Loss: 0.354 | Acc: 89.211% (8029/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s800ms | Loss: 0.353 | Acc: 89.264% (8123/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s111ms | Loss: 0.352 | Acc: 89.304% (8216/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 28s419ms | Loss: 0.353 | Acc: 89.301% (8305/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s731ms | Loss: 0.353 | Acc: 89.298% (8394/9400) 94/100 [=============================================================>...] Step: 326ms | Tot: 29s58ms | Loss: 0.352 | Acc: 89.295% (8483/9500) 95/100 [=============================================================>...] Step: 322ms | Tot: 29s380ms | Loss: 0.351 | Acc: 89.333% (8576/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s688ms | Loss: 0.351 | Acc: 89.361% (8668/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s995ms | Loss: 0.351 | Acc: 89.347% (8756/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 30s302ms | Loss: 0.352 | Acc: 89.323% (8843/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s608ms | Loss: 0.351 | Acc: 89.300% (8930/10000) 100/100 + +Epoch: 164 + [>................................................................] Step: 666ms | Tot: 2ms | Loss: 0.069 | Acc: 97.656% (125/128) 1/391 [>................................................................] Step: 382ms | Tot: 385ms | Loss: 0.066 | Acc: 98.047% (251/256) 2/391 [>................................................................] Step: 389ms | Tot: 774ms | Loss: 0.060 | Acc: 98.698% (379/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s151ms | Loss: 0.062 | Acc: 98.438% (504/512) 4/391 [>................................................................] Step: 383ms | Tot: 1s534ms | Loss: 0.069 | Acc: 98.438% (630/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s908ms | Loss: 0.082 | Acc: 97.266% (747/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s277ms | Loss: 0.086 | Acc: 97.210% (871/896) 7/391 [=>...............................................................] Step: 358ms | Tot: 2s635ms | Loss: 0.095 | Acc: 96.777% (991/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 3s11ms | Loss: 0.096 | Acc: 96.701% (1114/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s374ms | Loss: 0.102 | Acc: 96.484% (1235/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s738ms | Loss: 0.102 | Acc: 96.449% (1358/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s112ms | Loss: 0.102 | Acc: 96.419% (1481/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s473ms | Loss: 0.100 | Acc: 96.514% (1606/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s833ms | Loss: 0.100 | Acc: 96.596% (1731/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s195ms | Loss: 0.102 | Acc: 96.562% (1854/1920) 15/391 [==>..............................................................] Step: 356ms | Tot: 5s552ms | Loss: 0.101 | Acc: 96.631% (1979/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s914ms | Loss: 0.102 | Acc: 96.645% (2103/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s274ms | Loss: 0.101 | Acc: 96.658% (2227/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s637ms | Loss: 0.100 | Acc: 96.711% (2352/2432) 19/391 [===>.............................................................] Step: 355ms | Tot: 6s993ms | Loss: 0.098 | Acc: 96.797% (2478/2560) 20/391 [===>.............................................................] Step: 376ms | Tot: 7s369ms | Loss: 0.100 | Acc: 96.763% (2601/2688) 21/391 [===>.............................................................] Step: 370ms | Tot: 7s740ms | Loss: 0.099 | Acc: 96.768% (2725/2816) 22/391 [===>.............................................................] Step: 370ms | Tot: 8s110ms | Loss: 0.100 | Acc: 96.773% (2849/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s470ms | Loss: 0.099 | Acc: 96.842% (2975/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s835ms | Loss: 0.100 | Acc: 96.844% (3099/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s198ms | Loss: 0.101 | Acc: 96.785% (3221/3328) 26/391 [====>............................................................] Step: 353ms | Tot: 9s551ms | Loss: 0.103 | Acc: 96.672% (3341/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s912ms | Loss: 0.103 | Acc: 96.652% (3464/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s272ms | Loss: 0.102 | Acc: 96.659% (3588/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s642ms | Loss: 0.102 | Acc: 96.667% (3712/3840) 30/391 [====>............................................................] Step: 354ms | Tot: 10s996ms | Loss: 0.104 | Acc: 96.623% (3834/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s357ms | Loss: 0.103 | Acc: 96.655% (3959/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s719ms | Loss: 0.102 | Acc: 96.709% (4085/4224) 33/391 [=====>...........................................................] Step: 370ms | Tot: 12s89ms | Loss: 0.102 | Acc: 96.737% (4210/4352) 34/391 [=====>...........................................................] Step: 372ms | Tot: 12s462ms | Loss: 0.101 | Acc: 96.741% (4334/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 12s832ms | Loss: 0.102 | Acc: 96.658% (4454/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s200ms | Loss: 0.101 | Acc: 96.706% (4580/4736) 37/391 [======>..........................................................] Step: 375ms | Tot: 13s576ms | Loss: 0.102 | Acc: 96.731% (4705/4864) 38/391 [======>..........................................................] Step: 380ms | Tot: 13s957ms | Loss: 0.104 | Acc: 96.695% (4827/4992) 39/391 [======>..........................................................] Step: 377ms | Tot: 14s334ms | Loss: 0.104 | Acc: 96.660% (4949/5120) 40/391 [======>..........................................................] Step: 381ms | Tot: 14s716ms | Loss: 0.104 | Acc: 96.684% (5074/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 15s83ms | Loss: 0.106 | Acc: 96.652% (5196/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s448ms | Loss: 0.107 | Acc: 96.602% (5317/5504) 43/391 [=======>.........................................................] Step: 365ms | Tot: 15s813ms | Loss: 0.108 | Acc: 96.573% (5439/5632) 44/391 [=======>.........................................................] Step: 363ms | Tot: 16s177ms | Loss: 0.108 | Acc: 96.562% (5562/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s536ms | Loss: 0.110 | Acc: 96.484% (5681/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 16s904ms | Loss: 0.111 | Acc: 96.459% (5803/6016) 47/391 [=======>.........................................................] Step: 370ms | Tot: 17s274ms | Loss: 0.109 | Acc: 96.517% (5930/6144) 48/391 [=======>.........................................................] Step: 371ms | Tot: 17s646ms | Loss: 0.109 | Acc: 96.524% (6054/6272) 49/391 [========>........................................................] Step: 375ms | Tot: 18s21ms | Loss: 0.109 | Acc: 96.516% (6177/6400) 50/391 [========>........................................................] Step: 372ms | Tot: 18s393ms | Loss: 0.110 | Acc: 96.477% (6298/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s759ms | Loss: 0.109 | Acc: 96.484% (6422/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s119ms | Loss: 0.108 | Acc: 96.521% (6548/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s484ms | Loss: 0.108 | Acc: 96.528% (6672/6912) 54/391 [========>........................................................] Step: 371ms | Tot: 19s856ms | Loss: 0.108 | Acc: 96.520% (6795/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s218ms | Loss: 0.109 | Acc: 96.443% (6913/7168) 56/391 [=========>.......................................................] Step: 375ms | Tot: 20s594ms | Loss: 0.111 | Acc: 96.382% (7032/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s959ms | Loss: 0.111 | Acc: 96.350% (7153/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s319ms | Loss: 0.111 | Acc: 96.345% (7276/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s683ms | Loss: 0.111 | Acc: 96.367% (7401/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 22s45ms | Loss: 0.111 | Acc: 96.376% (7525/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s409ms | Loss: 0.111 | Acc: 96.384% (7649/7936) 62/391 [==========>......................................................] Step: 371ms | Tot: 22s780ms | Loss: 0.112 | Acc: 96.379% (7772/8064) 63/391 [==========>......................................................] Step: 372ms | Tot: 23s153ms | Loss: 0.112 | Acc: 96.362% (7894/8192) 64/391 [==========>......................................................] Step: 354ms | Tot: 23s507ms | Loss: 0.113 | Acc: 96.334% (8015/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 23s883ms | Loss: 0.113 | Acc: 96.319% (8137/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 24s250ms | Loss: 0.112 | Acc: 96.315% (8260/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s612ms | Loss: 0.113 | Acc: 96.266% (8379/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s972ms | Loss: 0.113 | Acc: 96.264% (8502/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s335ms | Loss: 0.113 | Acc: 96.295% (8628/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s699ms | Loss: 0.113 | Acc: 96.281% (8750/9088) 71/391 [===========>.....................................................] Step: 408ms | Tot: 26s108ms | Loss: 0.113 | Acc: 96.267% (8872/9216) 72/391 [===========>.....................................................] Step: 385ms | Tot: 26s493ms | Loss: 0.112 | Acc: 96.286% (8997/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s858ms | Loss: 0.112 | Acc: 96.294% (9121/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s227ms | Loss: 0.112 | Acc: 96.302% (9245/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s591ms | Loss: 0.112 | Acc: 96.310% (9369/9728) 76/391 [============>....................................................] Step: 376ms | Tot: 27s968ms | Loss: 0.111 | Acc: 96.337% (9495/9856) 77/391 [============>....................................................] Step: 368ms | Tot: 28s336ms | Loss: 0.111 | Acc: 96.324% (9617/9984) 78/391 [============>....................................................] Step: 367ms | Tot: 28s704ms | Loss: 0.111 | Acc: 96.331% (9741/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 29s66ms | Loss: 0.111 | Acc: 96.328% (9864/10240) 80/391 [=============>...................................................] Step: 364ms | Tot: 29s430ms | Loss: 0.111 | Acc: 96.345% (9989/10368) 81/391 [=============>...................................................] Step: 369ms | Tot: 29s799ms | Loss: 0.111 | Acc: 96.361% (10114/10496) 82/391 [=============>...................................................] Step: 375ms | Tot: 30s175ms | Loss: 0.111 | Acc: 96.376% (10239/10624) 83/391 [=============>...................................................] Step: 370ms | Tot: 30s546ms | Loss: 0.110 | Acc: 96.401% (10365/10752) 84/391 [=============>...................................................] Step: 378ms | Tot: 30s924ms | Loss: 0.111 | Acc: 96.360% (10484/10880) 85/391 [==============>..................................................] Step: 359ms | Tot: 31s284ms | Loss: 0.111 | Acc: 96.366% (10608/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s656ms | Loss: 0.111 | Acc: 96.363% (10731/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 32s21ms | Loss: 0.111 | Acc: 96.351% (10853/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s385ms | Loss: 0.111 | Acc: 96.331% (10974/11392) 89/391 [==============>..................................................] Step: 370ms | Tot: 32s755ms | Loss: 0.111 | Acc: 96.345% (11099/11520) 90/391 [==============>..................................................] Step: 368ms | Tot: 33s124ms | Loss: 0.111 | Acc: 96.360% (11224/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s484ms | Loss: 0.111 | Acc: 96.357% (11347/11776) 92/391 [===============>.................................................] Step: 375ms | Tot: 33s859ms | Loss: 0.112 | Acc: 96.321% (11466/11904) 93/391 [===============>.................................................] Step: 367ms | Tot: 34s227ms | Loss: 0.113 | Acc: 96.310% (11588/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s588ms | Loss: 0.113 | Acc: 96.291% (11709/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 34s947ms | Loss: 0.113 | Acc: 96.305% (11834/12288) 96/391 [===============>.................................................] Step: 371ms | Tot: 35s318ms | Loss: 0.112 | Acc: 96.311% (11958/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s683ms | Loss: 0.112 | Acc: 96.325% (12083/12544) 98/391 [================>................................................] Step: 364ms | Tot: 36s47ms | Loss: 0.112 | Acc: 96.307% (12204/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s406ms | Loss: 0.112 | Acc: 96.328% (12330/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s770ms | Loss: 0.112 | Acc: 96.326% (12453/12928) 101/391 [================>................................................] Step: 374ms | Tot: 37s145ms | Loss: 0.112 | Acc: 96.316% (12575/13056) 102/391 [================>................................................] Step: 374ms | Tot: 37s519ms | Loss: 0.112 | Acc: 96.306% (12697/13184) 103/391 [=================>...............................................] Step: 376ms | Tot: 37s896ms | Loss: 0.113 | Acc: 96.282% (12817/13312) 104/391 [=================>...............................................] Step: 370ms | Tot: 38s266ms | Loss: 0.113 | Acc: 96.272% (12939/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s631ms | Loss: 0.112 | Acc: 96.278% (13063/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s990ms | Loss: 0.112 | Acc: 96.284% (13187/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 39s351ms | Loss: 0.112 | Acc: 96.304% (13313/13824) 108/391 [=================>...............................................] Step: 367ms | Tot: 39s718ms | Loss: 0.112 | Acc: 96.294% (13435/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 40s82ms | Loss: 0.112 | Acc: 96.307% (13560/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s448ms | Loss: 0.112 | Acc: 96.291% (13681/14208) 111/391 [==================>..............................................] Step: 368ms | Tot: 40s817ms | Loss: 0.113 | Acc: 96.282% (13803/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 41s178ms | Loss: 0.112 | Acc: 96.301% (13929/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s538ms | Loss: 0.112 | Acc: 96.299% (14052/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s904ms | Loss: 0.112 | Acc: 96.298% (14175/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 42s266ms | Loss: 0.112 | Acc: 96.296% (14298/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s627ms | Loss: 0.112 | Acc: 96.274% (14418/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 42s998ms | Loss: 0.112 | Acc: 96.273% (14541/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 43s367ms | Loss: 0.113 | Acc: 96.258% (14662/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 43s737ms | Loss: 0.113 | Acc: 96.250% (14784/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 44s104ms | Loss: 0.113 | Acc: 96.242% (14906/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s465ms | Loss: 0.113 | Acc: 96.241% (15029/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 44s836ms | Loss: 0.114 | Acc: 96.214% (15148/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 45s205ms | Loss: 0.114 | Acc: 96.195% (15268/15872) 124/391 [====================>............................................] Step: 371ms | Tot: 45s577ms | Loss: 0.115 | Acc: 96.175% (15388/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 45s946ms | Loss: 0.115 | Acc: 96.168% (15510/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s313ms | Loss: 0.115 | Acc: 96.161% (15632/16256) 127/391 [=====================>...........................................] Step: 376ms | Tot: 46s690ms | Loss: 0.115 | Acc: 96.136% (15751/16384) 128/391 [=====================>...........................................] Step: 381ms | Tot: 47s71ms | Loss: 0.115 | Acc: 96.142% (15875/16512) 129/391 [=====================>...........................................] Step: 367ms | Tot: 47s438ms | Loss: 0.115 | Acc: 96.142% (15998/16640) 130/391 [=====================>...........................................] Step: 377ms | Tot: 47s816ms | Loss: 0.115 | Acc: 96.147% (16122/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 48s190ms | Loss: 0.115 | Acc: 96.141% (16244/16896) 132/391 [=====================>...........................................] Step: 367ms | Tot: 48s558ms | Loss: 0.115 | Acc: 96.152% (16369/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s922ms | Loss: 0.114 | Acc: 96.152% (16492/17152) 134/391 [======================>..........................................] Step: 359ms | Tot: 49s281ms | Loss: 0.114 | Acc: 96.157% (16616/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 49s642ms | Loss: 0.114 | Acc: 96.145% (16737/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 50s1ms | Loss: 0.114 | Acc: 96.162% (16863/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 50s371ms | Loss: 0.114 | Acc: 96.167% (16987/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 50s737ms | Loss: 0.113 | Acc: 96.178% (17112/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 51s94ms | Loss: 0.113 | Acc: 96.183% (17236/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 51s453ms | Loss: 0.113 | Acc: 96.182% (17359/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 51s820ms | Loss: 0.113 | Acc: 96.176% (17481/18176) 142/391 [=======================>.........................................] Step: 358ms | Tot: 52s179ms | Loss: 0.114 | Acc: 96.170% (17603/18304) 143/391 [=======================>.........................................] Step: 360ms | Tot: 52s539ms | Loss: 0.114 | Acc: 96.164% (17725/18432) 144/391 [=======================>.........................................] Step: 373ms | Tot: 52s913ms | Loss: 0.114 | Acc: 96.175% (17850/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s279ms | Loss: 0.114 | Acc: 96.174% (17973/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 53s648ms | Loss: 0.114 | Acc: 96.189% (18099/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 54s9ms | Loss: 0.114 | Acc: 96.162% (18217/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 54s368ms | Loss: 0.114 | Acc: 96.172% (18342/19072) 149/391 [========================>........................................] Step: 364ms | Tot: 54s733ms | Loss: 0.114 | Acc: 96.167% (18464/19200) 150/391 [========================>........................................] Step: 354ms | Tot: 55s88ms | Loss: 0.114 | Acc: 96.145% (18583/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 55s444ms | Loss: 0.115 | Acc: 96.150% (18707/19456) 152/391 [=========================>.......................................] Step: 385ms | Tot: 55s830ms | Loss: 0.115 | Acc: 96.119% (18824/19584) 153/391 [=========================>.......................................] Step: 401ms | Tot: 56s231ms | Loss: 0.115 | Acc: 96.129% (18949/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s593ms | Loss: 0.115 | Acc: 96.129% (19072/19840) 155/391 [=========================>.......................................] Step: 363ms | Tot: 56s957ms | Loss: 0.114 | Acc: 96.139% (19197/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s322ms | Loss: 0.115 | Acc: 96.124% (19317/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s691ms | Loss: 0.115 | Acc: 96.123% (19440/20224) 158/391 [==========================>......................................] Step: 374ms | Tot: 58s65ms | Loss: 0.115 | Acc: 96.118% (19562/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s428ms | Loss: 0.114 | Acc: 96.128% (19687/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s793ms | Loss: 0.115 | Acc: 96.094% (19803/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 59s156ms | Loss: 0.115 | Acc: 96.099% (19927/20736) 162/391 [==========================>......................................] Step: 355ms | Tot: 59s511ms | Loss: 0.114 | Acc: 96.113% (20053/20864) 163/391 [===========================>.....................................] Step: 369ms | Tot: 59s881ms | Loss: 0.115 | Acc: 96.099% (20173/20992) 164/391 [===========================>.....................................] Step: 365ms | Tot: 1m247ms | Loss: 0.114 | Acc: 96.103% (20297/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m610ms | Loss: 0.115 | Acc: 96.103% (20420/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m972ms | Loss: 0.115 | Acc: 96.094% (20541/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.115 | Acc: 96.080% (20661/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.115 | Acc: 96.080% (20784/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.115 | Acc: 96.080% (20907/21760) 170/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.115 | Acc: 96.080% (21030/21888) 171/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.114 | Acc: 96.089% (21155/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.114 | Acc: 96.094% (21279/22144) 173/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.114 | Acc: 96.103% (21404/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.114 | Acc: 96.116% (21530/22400) 175/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.114 | Acc: 96.103% (21650/22528) 176/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.114 | Acc: 96.107% (21774/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.114 | Acc: 96.111% (21898/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.114 | Acc: 96.094% (22017/22912) 179/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.114 | Acc: 96.085% (22138/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.115 | Acc: 96.076% (22259/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.115 | Acc: 96.072% (22381/23296) 182/391 [==============================>..................................] Step: 374ms | Tot: 1m6s | Loss: 0.115 | Acc: 96.077% (22505/23424) 183/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.115 | Acc: 96.073% (22627/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.115 | Acc: 96.068% (22749/23680) 185/391 [==============================>..................................] Step: 376ms | Tot: 1m7s | Loss: 0.115 | Acc: 96.073% (22873/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m8s | Loss: 0.115 | Acc: 96.077% (22997/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.115 | Acc: 96.081% (23121/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.115 | Acc: 96.085% (23245/24192) 189/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.115 | Acc: 96.086% (23368/24320) 190/391 [===============================>.................................] Step: 370ms | Tot: 1m9s | Loss: 0.115 | Acc: 96.094% (23493/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.115 | Acc: 96.094% (23616/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.115 | Acc: 96.094% (23739/24704) 193/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.114 | Acc: 96.106% (23865/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.114 | Acc: 96.102% (23987/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.114 | Acc: 96.114% (24113/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.114 | Acc: 96.118% (24237/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.114 | Acc: 96.110% (24358/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.114 | Acc: 96.121% (24484/25472) 199/391 [=================================>...............................] Step: 373ms | Tot: 1m12s | Loss: 0.114 | Acc: 96.113% (24605/25600) 200/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.114 | Acc: 96.129% (24732/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.114 | Acc: 96.121% (24853/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.114 | Acc: 96.121% (24976/25984) 203/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.114 | Acc: 96.121% (25099/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.114 | Acc: 96.124% (25223/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.114 | Acc: 96.128% (25347/26368) 206/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.114 | Acc: 96.139% (25473/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.114 | Acc: 96.135% (25595/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.114 | Acc: 96.139% (25719/26752) 209/391 [==================================>..............................] Step: 372ms | Tot: 1m16s | Loss: 0.114 | Acc: 96.142% (25843/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.114 | Acc: 96.142% (25966/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.114 | Acc: 96.142% (26089/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.114 | Acc: 96.149% (26214/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.114 | Acc: 96.141% (26335/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.114 | Acc: 96.152% (26461/27520) 215/391 [===================================>.............................] Step: 372ms | Tot: 1m18s | Loss: 0.113 | Acc: 96.159% (26586/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m19s | Loss: 0.113 | Acc: 96.173% (26713/27776) 217/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.113 | Acc: 96.176% (26837/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.113 | Acc: 96.176% (26960/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.114 | Acc: 96.161% (27079/28160) 220/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.114 | Acc: 96.161% (27202/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m21s | Loss: 0.114 | Acc: 96.157% (27324/28416) 222/391 [====================================>............................] Step: 356ms | Tot: 1m21s | Loss: 0.114 | Acc: 96.150% (27445/28544) 223/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.114 | Acc: 96.150% (27568/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.114 | Acc: 96.149% (27691/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.114 | Acc: 96.156% (27816/28928) 226/391 [=====================================>...........................] Step: 379ms | Tot: 1m22s | Loss: 0.114 | Acc: 96.149% (27937/29056) 227/391 [=====================================>...........................] Step: 379ms | Tot: 1m23s | Loss: 0.114 | Acc: 96.152% (28061/29184) 228/391 [=====================================>...........................] Step: 357ms | Tot: 1m23s | Loss: 0.114 | Acc: 96.152% (28184/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.114 | Acc: 96.162% (28310/29440) 230/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.114 | Acc: 96.165% (28434/29568) 231/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.114 | Acc: 96.158% (28555/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.114 | Acc: 96.157% (28678/29824) 233/391 [======================================>..........................] Step: 355ms | Tot: 1m25s | Loss: 0.114 | Acc: 96.151% (28799/29952) 234/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.114 | Acc: 96.144% (28920/30080) 235/391 [=======================================>.........................] Step: 398ms | Tot: 1m26s | Loss: 0.115 | Acc: 96.143% (29043/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.114 | Acc: 96.150% (29168/30336) 237/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.114 | Acc: 96.150% (29291/30464) 238/391 [=======================================>.........................] Step: 356ms | Tot: 1m27s | Loss: 0.114 | Acc: 96.149% (29414/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.114 | Acc: 96.156% (29539/30720) 240/391 [=======================================>.........................] Step: 372ms | Tot: 1m28s | Loss: 0.114 | Acc: 96.149% (29660/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.114 | Acc: 96.162% (29787/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.114 | Acc: 96.158% (29909/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.114 | Acc: 96.155% (30031/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.114 | Acc: 96.154% (30154/31360) 245/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.114 | Acc: 96.151% (30276/31488) 246/391 [========================================>........................] Step: 370ms | Tot: 1m30s | Loss: 0.114 | Acc: 96.151% (30399/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.114 | Acc: 96.150% (30522/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.114 | Acc: 96.147% (30644/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.114 | Acc: 96.147% (30767/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.114 | Acc: 96.153% (30892/32128) 251/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.114 | Acc: 96.143% (31012/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m32s | Loss: 0.114 | Acc: 96.143% (31135/32384) 253/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.114 | Acc: 96.137% (31256/32512) 254/391 [==========================================>......................] Step: 378ms | Tot: 1m33s | Loss: 0.115 | Acc: 96.124% (31375/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.115 | Acc: 96.121% (31497/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.114 | Acc: 96.124% (31621/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.114 | Acc: 96.124% (31744/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.115 | Acc: 96.121% (31866/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.115 | Acc: 96.124% (31990/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.114 | Acc: 96.127% (32114/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.114 | Acc: 96.133% (32239/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.115 | Acc: 96.126% (32360/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.115 | Acc: 96.126% (32483/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.115 | Acc: 96.111% (32601/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.115 | Acc: 96.117% (32726/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.115 | Acc: 96.108% (32846/34176) 267/391 [============================================>....................] Step: 379ms | Tot: 1m37s | Loss: 0.115 | Acc: 96.105% (32968/34304) 268/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.115 | Acc: 96.100% (33089/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.116 | Acc: 96.085% (33207/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.116 | Acc: 96.082% (33329/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.116 | Acc: 96.079% (33451/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.116 | Acc: 96.079% (33574/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.116 | Acc: 96.085% (33699/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.116 | Acc: 96.080% (33820/35200) 275/391 [=============================================>...................] Step: 368ms | Tot: 1m40s | Loss: 0.116 | Acc: 96.077% (33942/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m41s | Loss: 0.116 | Acc: 96.077% (34065/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.116 | Acc: 96.077% (34188/35584) 278/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.116 | Acc: 96.074% (34310/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.116 | Acc: 96.074% (34433/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.116 | Acc: 96.066% (34553/35968) 281/391 [==============================================>..................] Step: 381ms | Tot: 1m42s | Loss: 0.116 | Acc: 96.058% (34673/36096) 282/391 [==============================================>..................] Step: 372ms | Tot: 1m43s | Loss: 0.116 | Acc: 96.058% (34796/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.116 | Acc: 96.061% (34920/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.116 | Acc: 96.064% (35044/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.116 | Acc: 96.061% (35166/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.116 | Acc: 96.061% (35289/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.116 | Acc: 96.061% (35412/36864) 288/391 [===============================================>.................] Step: 356ms | Tot: 1m45s | Loss: 0.116 | Acc: 96.064% (35536/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.116 | Acc: 96.056% (35656/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.116 | Acc: 96.059% (35780/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.116 | Acc: 96.067% (35906/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.116 | Acc: 96.064% (36028/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.116 | Acc: 96.062% (36150/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.116 | Acc: 96.057% (36271/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.116 | Acc: 96.049% (36391/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.116 | Acc: 96.049% (36514/38016) 297/391 [=================================================>...............] Step: 371ms | Tot: 1m48s | Loss: 0.116 | Acc: 96.052% (36638/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.116 | Acc: 96.049% (36760/38272) 299/391 [=================================================>...............] Step: 369ms | Tot: 1m49s | Loss: 0.116 | Acc: 96.049% (36883/38400) 300/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.116 | Acc: 96.050% (37006/38528) 301/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.116 | Acc: 96.047% (37128/38656) 302/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.116 | Acc: 96.047% (37251/38784) 303/391 [==================================================>..............] Step: 374ms | Tot: 1m51s | Loss: 0.116 | Acc: 96.042% (37372/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.116 | Acc: 96.035% (37492/39040) 305/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.116 | Acc: 96.038% (37616/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.116 | Acc: 96.038% (37739/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.116 | Acc: 96.033% (37860/39424) 308/391 [===================================================>.............] Step: 380ms | Tot: 1m52s | Loss: 0.116 | Acc: 96.036% (37984/39552) 309/391 [===================================================>.............] Step: 375ms | Tot: 1m53s | Loss: 0.116 | Acc: 96.036% (38107/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.116 | Acc: 96.036% (38230/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.116 | Acc: 96.026% (38349/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m54s | Loss: 0.116 | Acc: 96.026% (38472/40064) 313/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.116 | Acc: 96.034% (38598/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.116 | Acc: 96.027% (38718/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.117 | Acc: 96.020% (38838/40448) 316/391 [====================================================>............] Step: 375ms | Tot: 1m55s | Loss: 0.117 | Acc: 96.005% (38955/40576) 317/391 [====================================================>............] Step: 408ms | Tot: 1m56s | Loss: 0.117 | Acc: 96.005% (39078/40704) 318/391 [====================================================>............] Step: 376ms | Tot: 1m56s | Loss: 0.117 | Acc: 96.008% (39202/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.117 | Acc: 96.003% (39323/40960) 320/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.117 | Acc: 96.004% (39446/41088) 321/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.117 | Acc: 96.011% (39572/41216) 322/391 [=====================================================>...........] Step: 373ms | Tot: 1m58s | Loss: 0.117 | Acc: 95.999% (39690/41344) 323/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.117 | Acc: 96.005% (39815/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.117 | Acc: 96.007% (39939/41600) 325/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.116 | Acc: 96.015% (40065/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.116 | Acc: 96.020% (40190/41856) 327/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.116 | Acc: 96.020% (40313/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 2m197ms | Loss: 0.116 | Acc: 96.020% (40436/42112) 329/391 [======================================================>..........] Step: 360ms | Tot: 2m558ms | Loss: 0.117 | Acc: 96.011% (40555/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m919ms | Loss: 0.117 | Acc: 96.011% (40678/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.117 | Acc: 96.004% (40798/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.117 | Acc: 96.000% (40919/42624) 333/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.117 | Acc: 96.000% (41042/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.117 | Acc: 96.000% (41165/42880) 335/391 [=======================================================>.........] Step: 381ms | Tot: 2m2s | Loss: 0.117 | Acc: 96.003% (41289/43008) 336/391 [=======================================================>.........] Step: 372ms | Tot: 2m3s | Loss: 0.117 | Acc: 95.992% (41407/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.117 | Acc: 95.990% (41529/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.117 | Acc: 95.990% (41652/43392) 339/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.117 | Acc: 95.993% (41776/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.117 | Acc: 95.998% (41901/43648) 341/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.117 | Acc: 95.993% (42022/43776) 342/391 [========================================================>........] Step: 357ms | Tot: 2m5s | Loss: 0.117 | Acc: 95.996% (42146/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.117 | Acc: 95.992% (42267/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.117 | Acc: 95.990% (42389/44160) 345/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.117 | Acc: 95.983% (42509/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.117 | Acc: 95.977% (42629/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.117 | Acc: 95.975% (42751/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.117 | Acc: 95.971% (42872/44672) 349/391 [==========================================================>......] Step: 376ms | Tot: 2m7s | Loss: 0.118 | Acc: 95.969% (42994/44800) 350/391 [==========================================================>......] Step: 376ms | Tot: 2m8s | Loss: 0.118 | Acc: 95.969% (43117/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.118 | Acc: 95.963% (43237/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.118 | Acc: 95.963% (43360/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.118 | Acc: 95.957% (43480/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.118 | Acc: 95.951% (43600/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.118 | Acc: 95.947% (43721/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.118 | Acc: 95.958% (43849/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.118 | Acc: 95.948% (43967/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.118 | Acc: 95.944% (44088/45952) 359/391 [===========================================================>.....] Step: 355ms | Tot: 2m11s | Loss: 0.118 | Acc: 95.944% (44211/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.118 | Acc: 95.947% (44335/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.118 | Acc: 95.947% (44458/46336) 362/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.118 | Acc: 95.939% (44577/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.118 | Acc: 95.937% (44699/46592) 364/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.119 | Acc: 95.927% (44817/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.119 | Acc: 95.927% (44940/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m14s | Loss: 0.119 | Acc: 95.917% (45058/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.119 | Acc: 95.905% (45175/47104) 368/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.119 | Acc: 95.899% (45295/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.119 | Acc: 95.895% (45416/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.119 | Acc: 95.894% (45538/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.119 | Acc: 95.901% (45664/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.119 | Acc: 95.907% (45790/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.119 | Acc: 95.912% (45915/47872) 374/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.119 | Acc: 95.912% (46038/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.119 | Acc: 95.909% (46159/48128) 376/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.119 | Acc: 95.911% (46283/48256) 377/391 [==============================================================>..] Step: 375ms | Tot: 2m18s | Loss: 0.119 | Acc: 95.914% (46407/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m18s | Loss: 0.119 | Acc: 95.914% (46530/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.119 | Acc: 95.911% (46651/48640) 380/391 [===============================================================>.] Step: 373ms | Tot: 2m19s | Loss: 0.119 | Acc: 95.907% (46772/48768) 381/391 [===============================================================>.] Step: 356ms | Tot: 2m19s | Loss: 0.119 | Acc: 95.906% (46894/48896) 382/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.119 | Acc: 95.910% (47019/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.119 | Acc: 95.905% (47139/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.119 | Acc: 95.897% (47258/49280) 385/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.119 | Acc: 95.895% (47380/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.120 | Acc: 95.888% (47499/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.120 | Acc: 95.884% (47620/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.120 | Acc: 95.885% (47743/49792) 389/391 [================================================================>] Step: 367ms | Tot: 2m22s | Loss: 0.119 | Acc: 95.891% (47869/49920) 390/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.120 | Acc: 95.890% (47945/50000) 391/391 + [>................................................................] Step: 497ms | Tot: 2ms | Loss: 0.309 | Acc: 95.000% (95/100) 1/100 [>................................................................] Step: 291ms | Tot: 294ms | Loss: 0.295 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 302ms | Tot: 596ms | Loss: 0.311 | Acc: 91.000% (273/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 899ms | Loss: 0.328 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s193ms | Loss: 0.309 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 305ms | Tot: 1s499ms | Loss: 0.291 | Acc: 90.833% (545/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s801ms | Loss: 0.292 | Acc: 90.714% (635/700) 7/100 [====>............................................................] Step: 295ms | Tot: 2s96ms | Loss: 0.301 | Acc: 90.625% (725/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s405ms | Loss: 0.312 | Acc: 90.444% (814/900) 9/100 [=====>...........................................................] Step: 332ms | Tot: 2s738ms | Loss: 0.316 | Acc: 90.200% (902/1000) 10/100 [======>..........................................................] Step: 320ms | Tot: 3s58ms | Loss: 0.311 | Acc: 90.364% (994/1100) 11/100 [=======>.........................................................] Step: 306ms | Tot: 3s365ms | Loss: 0.334 | Acc: 90.083% (1081/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s667ms | Loss: 0.329 | Acc: 90.077% (1171/1300) 13/100 [========>........................................................] Step: 309ms | Tot: 3s976ms | Loss: 0.325 | Acc: 90.357% (1265/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s281ms | Loss: 0.319 | Acc: 90.533% (1358/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s589ms | Loss: 0.322 | Acc: 90.188% (1443/1600) 16/100 [==========>......................................................] Step: 316ms | Tot: 4s906ms | Loss: 0.320 | Acc: 90.235% (1534/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s215ms | Loss: 0.323 | Acc: 90.000% (1620/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s526ms | Loss: 0.326 | Acc: 89.947% (1709/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s833ms | Loss: 0.337 | Acc: 89.850% (1797/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s143ms | Loss: 0.337 | Acc: 89.857% (1887/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s451ms | Loss: 0.334 | Acc: 90.000% (1980/2200) 22/100 [==============>..................................................] Step: 300ms | Tot: 6s752ms | Loss: 0.338 | Acc: 89.826% (2066/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 7s57ms | Loss: 0.338 | Acc: 89.792% (2155/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s372ms | Loss: 0.341 | Acc: 89.840% (2246/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s682ms | Loss: 0.347 | Acc: 89.769% (2334/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s993ms | Loss: 0.342 | Acc: 89.778% (2424/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s297ms | Loss: 0.344 | Acc: 89.821% (2515/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s603ms | Loss: 0.350 | Acc: 89.897% (2607/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s907ms | Loss: 0.348 | Acc: 89.967% (2699/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s212ms | Loss: 0.348 | Acc: 89.935% (2788/3100) 31/100 [====================>............................................] Step: 315ms | Tot: 9s527ms | Loss: 0.347 | Acc: 90.000% (2880/3200) 32/100 [====================>............................................] Step: 315ms | Tot: 9s842ms | Loss: 0.346 | Acc: 90.061% (2972/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s148ms | Loss: 0.344 | Acc: 90.118% (3064/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s459ms | Loss: 0.347 | Acc: 90.057% (3152/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s768ms | Loss: 0.345 | Acc: 90.083% (3243/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 11s81ms | Loss: 0.346 | Acc: 90.027% (3331/3700) 37/100 [========================>........................................] Step: 314ms | Tot: 11s396ms | Loss: 0.348 | Acc: 89.947% (3418/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s704ms | Loss: 0.347 | Acc: 90.051% (3512/3900) 39/100 [=========================>.......................................] Step: 306ms | Tot: 12s10ms | Loss: 0.346 | Acc: 90.125% (3605/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s317ms | Loss: 0.349 | Acc: 90.049% (3692/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s624ms | Loss: 0.354 | Acc: 89.976% (3779/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s934ms | Loss: 0.351 | Acc: 90.070% (3873/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s235ms | Loss: 0.353 | Acc: 90.023% (3961/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s547ms | Loss: 0.352 | Acc: 90.067% (4053/4500) 45/100 [=============================>...................................] Step: 312ms | Tot: 13s859ms | Loss: 0.352 | Acc: 90.000% (4140/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s168ms | Loss: 0.351 | Acc: 89.957% (4228/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s480ms | Loss: 0.352 | Acc: 89.917% (4316/4800) 48/100 [===============================>.................................] Step: 322ms | Tot: 14s803ms | Loss: 0.349 | Acc: 89.980% (4409/4900) 49/100 [===============================>.................................] Step: 304ms | Tot: 15s107ms | Loss: 0.350 | Acc: 90.000% (4500/5000) 50/100 [================================>................................] Step: 313ms | Tot: 15s420ms | Loss: 0.350 | Acc: 89.980% (4589/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s729ms | Loss: 0.349 | Acc: 89.962% (4678/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 16s40ms | Loss: 0.350 | Acc: 89.925% (4766/5300) 53/100 [==================================>..............................] Step: 315ms | Tot: 16s356ms | Loss: 0.349 | Acc: 89.944% (4857/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s666ms | Loss: 0.349 | Acc: 89.945% (4947/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s973ms | Loss: 0.351 | Acc: 89.964% (5038/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s285ms | Loss: 0.349 | Acc: 90.018% (5131/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s597ms | Loss: 0.347 | Acc: 90.086% (5225/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s911ms | Loss: 0.348 | Acc: 90.017% (5311/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s214ms | Loss: 0.349 | Acc: 89.917% (5395/6000) 60/100 [=======================================>.........................] Step: 317ms | Tot: 18s532ms | Loss: 0.349 | Acc: 89.934% (5486/6100) 61/100 [=======================================>.........................] Step: 311ms | Tot: 18s843ms | Loss: 0.351 | Acc: 89.919% (5575/6200) 62/100 [========================================>........................] Step: 314ms | Tot: 19s158ms | Loss: 0.350 | Acc: 89.952% (5667/6300) 63/100 [========================================>........................] Step: 318ms | Tot: 19s476ms | Loss: 0.347 | Acc: 90.016% (5761/6400) 64/100 [=========================================>.......................] Step: 316ms | Tot: 19s793ms | Loss: 0.348 | Acc: 89.985% (5849/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 20s106ms | Loss: 0.349 | Acc: 89.924% (5935/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s419ms | Loss: 0.347 | Acc: 89.985% (6029/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s727ms | Loss: 0.348 | Acc: 90.000% (6120/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 21s38ms | Loss: 0.345 | Acc: 90.029% (6212/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s349ms | Loss: 0.343 | Acc: 90.071% (6305/7000) 70/100 [=============================================>...................] Step: 302ms | Tot: 21s651ms | Loss: 0.347 | Acc: 89.986% (6389/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s959ms | Loss: 0.348 | Acc: 89.944% (6476/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s266ms | Loss: 0.345 | Acc: 90.014% (6571/7300) 73/100 [===============================================>.................] Step: 313ms | Tot: 22s580ms | Loss: 0.347 | Acc: 89.973% (6658/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s888ms | Loss: 0.347 | Acc: 89.973% (6748/7500) 75/100 [================================================>................] Step: 310ms | Tot: 23s198ms | Loss: 0.349 | Acc: 89.947% (6836/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s509ms | Loss: 0.348 | Acc: 89.922% (6924/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s817ms | Loss: 0.349 | Acc: 89.936% (7015/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 24s123ms | Loss: 0.350 | Acc: 89.886% (7101/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s436ms | Loss: 0.350 | Acc: 89.862% (7189/8000) 80/100 [====================================================>............] Step: 315ms | Tot: 24s751ms | Loss: 0.349 | Acc: 89.877% (7280/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 25s64ms | Loss: 0.349 | Acc: 89.854% (7368/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 25s376ms | Loss: 0.349 | Acc: 89.880% (7460/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s681ms | Loss: 0.349 | Acc: 89.893% (7551/8400) 84/100 [======================================================>..........] Step: 315ms | Tot: 25s997ms | Loss: 0.349 | Acc: 89.906% (7642/8500) 85/100 [=======================================================>.........] Step: 301ms | Tot: 26s299ms | Loss: 0.351 | Acc: 89.860% (7728/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s608ms | Loss: 0.350 | Acc: 89.885% (7820/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s921ms | Loss: 0.350 | Acc: 89.886% (7910/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 27s228ms | Loss: 0.349 | Acc: 89.921% (8003/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s540ms | Loss: 0.348 | Acc: 89.933% (8094/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s854ms | Loss: 0.348 | Acc: 89.956% (8186/9100) 91/100 [===========================================================>.....] Step: 311ms | Tot: 28s165ms | Loss: 0.346 | Acc: 89.989% (8279/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 28s479ms | Loss: 0.347 | Acc: 89.989% (8369/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s787ms | Loss: 0.346 | Acc: 89.989% (8459/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 29s94ms | Loss: 0.345 | Acc: 90.011% (8551/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s404ms | Loss: 0.344 | Acc: 90.021% (8642/9600) 96/100 [==============================================================>..] Step: 316ms | Tot: 29s721ms | Loss: 0.344 | Acc: 90.052% (8735/9700) 97/100 [===============================================================>.] Step: 313ms | Tot: 30s35ms | Loss: 0.344 | Acc: 90.071% (8827/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s345ms | Loss: 0.344 | Acc: 90.061% (8916/9900) 99/100 [================================================================>] Step: 313ms | Tot: 30s659ms | Loss: 0.343 | Acc: 90.080% (9008/10000) 100/100 +Saving.. + +Epoch: 165 + [>................................................................] Step: 743ms | Tot: 2ms | Loss: 0.128 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 392ms | Tot: 394ms | Loss: 0.118 | Acc: 94.922% (243/256) 2/391 [>................................................................] Step: 371ms | Tot: 766ms | Loss: 0.115 | Acc: 95.312% (366/384) 3/391 [>................................................................] Step: 377ms | Tot: 1s144ms | Loss: 0.112 | Acc: 95.898% (491/512) 4/391 [>................................................................] Step: 385ms | Tot: 1s529ms | Loss: 0.101 | Acc: 96.406% (617/640) 5/391 [>................................................................] Step: 368ms | Tot: 1s898ms | Loss: 0.104 | Acc: 96.094% (738/768) 6/391 [>................................................................] Step: 369ms | Tot: 2s268ms | Loss: 0.099 | Acc: 96.205% (862/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s633ms | Loss: 0.099 | Acc: 96.191% (985/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 3s8ms | Loss: 0.101 | Acc: 96.094% (1107/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s376ms | Loss: 0.101 | Acc: 96.250% (1232/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s742ms | Loss: 0.103 | Acc: 96.165% (1354/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s110ms | Loss: 0.102 | Acc: 96.224% (1478/1536) 12/391 [=>...............................................................] Step: 359ms | Tot: 4s470ms | Loss: 0.108 | Acc: 96.154% (1600/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s831ms | Loss: 0.110 | Acc: 95.982% (1720/1792) 14/391 [==>..............................................................] Step: 373ms | Tot: 5s204ms | Loss: 0.111 | Acc: 95.990% (1843/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s565ms | Loss: 0.112 | Acc: 95.898% (1964/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s925ms | Loss: 0.111 | Acc: 95.956% (2088/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s298ms | Loss: 0.109 | Acc: 96.007% (2212/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s665ms | Loss: 0.105 | Acc: 96.135% (2338/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 7s31ms | Loss: 0.103 | Acc: 96.211% (2463/2560) 20/391 [===>.............................................................] Step: 358ms | Tot: 7s390ms | Loss: 0.104 | Acc: 96.168% (2585/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s754ms | Loss: 0.104 | Acc: 96.236% (2710/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s120ms | Loss: 0.104 | Acc: 96.298% (2835/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s488ms | Loss: 0.104 | Acc: 96.322% (2959/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s847ms | Loss: 0.104 | Acc: 96.344% (3083/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s209ms | Loss: 0.104 | Acc: 96.304% (3205/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 9s577ms | Loss: 0.104 | Acc: 96.354% (3330/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s941ms | Loss: 0.104 | Acc: 96.373% (3454/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s301ms | Loss: 0.104 | Acc: 96.336% (3576/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s663ms | Loss: 0.104 | Acc: 96.302% (3698/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s29ms | Loss: 0.104 | Acc: 96.321% (3822/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s391ms | Loss: 0.105 | Acc: 96.289% (3944/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s751ms | Loss: 0.104 | Acc: 96.283% (4067/4224) 33/391 [=====>...........................................................] Step: 368ms | Tot: 12s120ms | Loss: 0.107 | Acc: 96.163% (4185/4352) 34/391 [=====>...........................................................] Step: 359ms | Tot: 12s480ms | Loss: 0.107 | Acc: 96.161% (4308/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 12s850ms | Loss: 0.106 | Acc: 96.202% (4433/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s217ms | Loss: 0.106 | Acc: 96.220% (4557/4736) 37/391 [======>..........................................................] Step: 366ms | Tot: 13s584ms | Loss: 0.108 | Acc: 96.197% (4679/4864) 38/391 [======>..........................................................] Step: 363ms | Tot: 13s948ms | Loss: 0.108 | Acc: 96.174% (4801/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s308ms | Loss: 0.108 | Acc: 96.172% (4924/5120) 40/391 [======>..........................................................] Step: 368ms | Tot: 14s677ms | Loss: 0.108 | Acc: 96.170% (5047/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 15s47ms | Loss: 0.108 | Acc: 96.187% (5171/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s408ms | Loss: 0.108 | Acc: 96.130% (5291/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s763ms | Loss: 0.108 | Acc: 96.129% (5414/5632) 44/391 [=======>.........................................................] Step: 379ms | Tot: 16s143ms | Loss: 0.108 | Acc: 96.146% (5538/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s501ms | Loss: 0.109 | Acc: 96.128% (5660/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s860ms | Loss: 0.108 | Acc: 96.110% (5782/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s225ms | Loss: 0.109 | Acc: 96.110% (5905/6144) 48/391 [=======>.........................................................] Step: 361ms | Tot: 17s586ms | Loss: 0.109 | Acc: 96.094% (6027/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s948ms | Loss: 0.109 | Acc: 96.094% (6150/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s311ms | Loss: 0.109 | Acc: 96.094% (6273/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s677ms | Loss: 0.108 | Acc: 96.139% (6399/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 19s44ms | Loss: 0.109 | Acc: 96.123% (6521/6784) 53/391 [========>........................................................] Step: 371ms | Tot: 19s415ms | Loss: 0.109 | Acc: 96.123% (6644/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s774ms | Loss: 0.110 | Acc: 96.094% (6765/7040) 55/391 [=========>.......................................................] Step: 368ms | Tot: 20s143ms | Loss: 0.110 | Acc: 96.094% (6888/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s500ms | Loss: 0.110 | Acc: 96.053% (7008/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s856ms | Loss: 0.110 | Acc: 96.107% (7135/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s224ms | Loss: 0.109 | Acc: 96.133% (7260/7552) 59/391 [=========>.......................................................] Step: 360ms | Tot: 21s584ms | Loss: 0.110 | Acc: 96.146% (7384/7680) 60/391 [=========>.......................................................] Step: 363ms | Tot: 21s947ms | Loss: 0.109 | Acc: 96.171% (7509/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s312ms | Loss: 0.108 | Acc: 96.207% (7635/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s677ms | Loss: 0.109 | Acc: 96.181% (7756/8064) 63/391 [==========>......................................................] Step: 368ms | Tot: 23s45ms | Loss: 0.109 | Acc: 96.191% (7880/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s410ms | Loss: 0.108 | Acc: 96.226% (8006/8320) 65/391 [==========>......................................................] Step: 353ms | Tot: 23s763ms | Loss: 0.108 | Acc: 96.236% (8130/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 24s130ms | Loss: 0.108 | Acc: 96.222% (8252/8576) 67/391 [===========>.....................................................] Step: 355ms | Tot: 24s485ms | Loss: 0.108 | Acc: 96.220% (8375/8704) 68/391 [===========>.....................................................] Step: 366ms | Tot: 24s852ms | Loss: 0.107 | Acc: 96.241% (8500/8832) 69/391 [===========>.....................................................] Step: 368ms | Tot: 25s221ms | Loss: 0.107 | Acc: 96.250% (8624/8960) 70/391 [===========>.....................................................] Step: 363ms | Tot: 25s584ms | Loss: 0.107 | Acc: 96.259% (8748/9088) 71/391 [===========>.....................................................] Step: 377ms | Tot: 25s962ms | Loss: 0.107 | Acc: 96.267% (8872/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s329ms | Loss: 0.107 | Acc: 96.254% (8994/9344) 73/391 [============>....................................................] Step: 389ms | Tot: 26s718ms | Loss: 0.107 | Acc: 96.252% (9117/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s87ms | Loss: 0.108 | Acc: 96.240% (9239/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s449ms | Loss: 0.107 | Acc: 96.279% (9366/9728) 76/391 [============>....................................................] Step: 379ms | Tot: 27s828ms | Loss: 0.107 | Acc: 96.307% (9492/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s200ms | Loss: 0.106 | Acc: 96.314% (9616/9984) 78/391 [============>....................................................] Step: 370ms | Tot: 28s571ms | Loss: 0.106 | Acc: 96.301% (9738/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s930ms | Loss: 0.106 | Acc: 96.318% (9863/10240) 80/391 [=============>...................................................] Step: 372ms | Tot: 29s302ms | Loss: 0.107 | Acc: 96.267% (9981/10368) 81/391 [=============>...................................................] Step: 364ms | Tot: 29s667ms | Loss: 0.108 | Acc: 96.246% (10102/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 30s29ms | Loss: 0.107 | Acc: 96.263% (10227/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s392ms | Loss: 0.107 | Acc: 96.261% (10350/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s751ms | Loss: 0.107 | Acc: 96.250% (10472/10880) 85/391 [==============>..................................................] Step: 371ms | Tot: 31s123ms | Loss: 0.107 | Acc: 96.266% (10597/11008) 86/391 [==============>..................................................] Step: 383ms | Tot: 31s506ms | Loss: 0.108 | Acc: 96.264% (10720/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s873ms | Loss: 0.108 | Acc: 96.280% (10845/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s239ms | Loss: 0.107 | Acc: 96.304% (10971/11392) 89/391 [==============>..................................................] Step: 378ms | Tot: 32s618ms | Loss: 0.107 | Acc: 96.302% (11094/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s979ms | Loss: 0.107 | Acc: 96.308% (11218/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s345ms | Loss: 0.107 | Acc: 96.323% (11343/11776) 92/391 [===============>.................................................] Step: 363ms | Tot: 33s709ms | Loss: 0.107 | Acc: 96.321% (11466/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 34s80ms | Loss: 0.107 | Acc: 96.302% (11587/12032) 94/391 [===============>.................................................] Step: 371ms | Tot: 34s451ms | Loss: 0.107 | Acc: 96.299% (11710/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s813ms | Loss: 0.107 | Acc: 96.281% (11831/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s179ms | Loss: 0.108 | Acc: 96.263% (11952/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s542ms | Loss: 0.108 | Acc: 96.245% (12073/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s914ms | Loss: 0.108 | Acc: 96.267% (12199/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s281ms | Loss: 0.108 | Acc: 96.281% (12324/12800) 100/391 [================>................................................] Step: 369ms | Tot: 36s650ms | Loss: 0.108 | Acc: 96.272% (12446/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s14ms | Loss: 0.107 | Acc: 96.293% (12572/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s376ms | Loss: 0.107 | Acc: 96.314% (12698/13184) 103/391 [=================>...............................................] Step: 369ms | Tot: 37s746ms | Loss: 0.108 | Acc: 96.289% (12818/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 38s111ms | Loss: 0.107 | Acc: 96.287% (12941/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s474ms | Loss: 0.108 | Acc: 96.271% (13062/13568) 106/391 [=================>...............................................] Step: 387ms | Tot: 38s861ms | Loss: 0.108 | Acc: 96.269% (13185/13696) 107/391 [=================>...............................................] Step: 371ms | Tot: 39s233ms | Loss: 0.108 | Acc: 96.260% (13307/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s597ms | Loss: 0.107 | Acc: 96.273% (13432/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 39s959ms | Loss: 0.107 | Acc: 96.293% (13558/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 40s315ms | Loss: 0.107 | Acc: 96.284% (13680/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 40s679ms | Loss: 0.107 | Acc: 96.296% (13805/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 41s39ms | Loss: 0.106 | Acc: 96.308% (13930/14464) 113/391 [==================>..............................................] Step: 360ms | Tot: 41s399ms | Loss: 0.106 | Acc: 96.299% (14052/14592) 114/391 [==================>..............................................] Step: 355ms | Tot: 41s755ms | Loss: 0.107 | Acc: 96.291% (14174/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s119ms | Loss: 0.106 | Acc: 96.303% (14299/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 42s485ms | Loss: 0.107 | Acc: 96.287% (14420/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 42s856ms | Loss: 0.106 | Acc: 96.292% (14544/15104) 118/391 [===================>.............................................] Step: 402ms | Tot: 43s259ms | Loss: 0.106 | Acc: 96.284% (14666/15232) 119/391 [===================>.............................................] Step: 394ms | Tot: 43s653ms | Loss: 0.106 | Acc: 96.283% (14789/15360) 120/391 [===================>.............................................] Step: 373ms | Tot: 44s26ms | Loss: 0.106 | Acc: 96.300% (14915/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s390ms | Loss: 0.106 | Acc: 96.305% (15039/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s748ms | Loss: 0.106 | Acc: 96.322% (15165/15744) 123/391 [====================>............................................] Step: 367ms | Tot: 45s116ms | Loss: 0.106 | Acc: 96.327% (15289/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s474ms | Loss: 0.106 | Acc: 96.300% (15408/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 45s840ms | Loss: 0.106 | Acc: 96.280% (15528/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 46s206ms | Loss: 0.106 | Acc: 96.272% (15650/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s575ms | Loss: 0.106 | Acc: 96.277% (15774/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s935ms | Loss: 0.106 | Acc: 96.281% (15898/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s300ms | Loss: 0.105 | Acc: 96.298% (16024/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s662ms | Loss: 0.106 | Acc: 96.291% (16146/16768) 131/391 [=====================>...........................................] Step: 369ms | Tot: 48s31ms | Loss: 0.106 | Acc: 96.265% (16265/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s394ms | Loss: 0.107 | Acc: 96.252% (16386/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s752ms | Loss: 0.107 | Acc: 96.251% (16509/17152) 134/391 [======================>..........................................] Step: 374ms | Tot: 49s127ms | Loss: 0.106 | Acc: 96.256% (16633/17280) 135/391 [======================>..........................................] Step: 364ms | Tot: 49s492ms | Loss: 0.107 | Acc: 96.249% (16755/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s856ms | Loss: 0.107 | Acc: 96.225% (16874/17536) 137/391 [======================>..........................................] Step: 363ms | Tot: 50s219ms | Loss: 0.107 | Acc: 96.218% (16996/17664) 138/391 [======================>..........................................] Step: 362ms | Tot: 50s582ms | Loss: 0.107 | Acc: 96.223% (17120/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 50s947ms | Loss: 0.107 | Acc: 96.222% (17243/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s308ms | Loss: 0.107 | Acc: 96.221% (17366/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s668ms | Loss: 0.107 | Acc: 96.220% (17489/18176) 142/391 [=======================>.........................................] Step: 365ms | Tot: 52s34ms | Loss: 0.107 | Acc: 96.241% (17616/18304) 143/391 [=======================>.........................................] Step: 372ms | Tot: 52s407ms | Loss: 0.107 | Acc: 96.251% (17741/18432) 144/391 [=======================>.........................................] Step: 362ms | Tot: 52s769ms | Loss: 0.108 | Acc: 96.223% (17859/18560) 145/391 [========================>........................................] Step: 369ms | Tot: 53s139ms | Loss: 0.108 | Acc: 96.228% (17983/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 53s498ms | Loss: 0.108 | Acc: 96.221% (18105/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s859ms | Loss: 0.108 | Acc: 96.220% (18228/18944) 148/391 [========================>........................................] Step: 367ms | Tot: 54s227ms | Loss: 0.107 | Acc: 96.235% (18354/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s589ms | Loss: 0.107 | Acc: 96.255% (18481/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 54s947ms | Loss: 0.108 | Acc: 96.233% (18600/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 55s304ms | Loss: 0.107 | Acc: 96.248% (18726/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s672ms | Loss: 0.107 | Acc: 96.242% (18848/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 56s36ms | Loss: 0.107 | Acc: 96.236% (18970/19712) 154/391 [=========================>.......................................] Step: 357ms | Tot: 56s394ms | Loss: 0.108 | Acc: 96.220% (19090/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s755ms | Loss: 0.107 | Acc: 96.234% (19216/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 57s120ms | Loss: 0.107 | Acc: 96.233% (19339/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s485ms | Loss: 0.107 | Acc: 96.232% (19462/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 57s842ms | Loss: 0.107 | Acc: 96.217% (19582/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 58s204ms | Loss: 0.108 | Acc: 96.196% (19701/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s566ms | Loss: 0.108 | Acc: 96.176% (19820/20608) 161/391 [==========================>......................................] Step: 364ms | Tot: 58s930ms | Loss: 0.108 | Acc: 96.181% (19944/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 59s296ms | Loss: 0.108 | Acc: 96.170% (20065/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s653ms | Loss: 0.108 | Acc: 96.175% (20189/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 1m19ms | Loss: 0.108 | Acc: 96.179% (20313/21120) 165/391 [===========================>.....................................] Step: 358ms | Tot: 1m377ms | Loss: 0.108 | Acc: 96.178% (20436/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m739ms | Loss: 0.108 | Acc: 96.183% (20560/21376) 167/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.109 | Acc: 96.173% (20681/21504) 168/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.109 | Acc: 96.172% (20804/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.109 | Acc: 96.172% (20927/21760) 170/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.109 | Acc: 96.176% (21051/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.109 | Acc: 96.176% (21174/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.109 | Acc: 96.166% (21295/22144) 173/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.109 | Acc: 96.157% (21416/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.110 | Acc: 96.152% (21538/22400) 175/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.110 | Acc: 96.134% (21657/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.110 | Acc: 96.120% (21777/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.110 | Acc: 96.120% (21900/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.110 | Acc: 96.124% (22024/22912) 179/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.110 | Acc: 96.128% (22148/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.110 | Acc: 96.137% (22273/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.110 | Acc: 96.132% (22395/23296) 182/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.109 | Acc: 96.154% (22523/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.109 | Acc: 96.157% (22647/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.109 | Acc: 96.157% (22770/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.109 | Acc: 96.161% (22894/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.109 | Acc: 96.165% (23018/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.109 | Acc: 96.144% (23136/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.109 | Acc: 96.160% (23263/24192) 189/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.109 | Acc: 96.147% (23383/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.109 | Acc: 96.151% (23507/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.109 | Acc: 96.155% (23631/24576) 192/391 [===============================>.................................] Step: 364ms | Tot: 1m10s | Loss: 0.109 | Acc: 96.171% (23758/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.109 | Acc: 96.150% (23876/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.109 | Acc: 96.150% (23999/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.110 | Acc: 96.142% (24120/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.110 | Acc: 96.149% (24245/25216) 197/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.110 | Acc: 96.137% (24365/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.110 | Acc: 96.121% (24484/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.110 | Acc: 96.129% (24609/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.110 | Acc: 96.125% (24731/25728) 201/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.110 | Acc: 96.129% (24855/25856) 202/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.110 | Acc: 96.121% (24976/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.110 | Acc: 96.117% (25098/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.111 | Acc: 96.105% (25218/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.111 | Acc: 96.113% (25343/26368) 206/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.111 | Acc: 96.109% (25465/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.111 | Acc: 96.101% (25586/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.111 | Acc: 96.112% (25712/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.111 | Acc: 96.120% (25837/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.111 | Acc: 96.116% (25959/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m17s | Loss: 0.111 | Acc: 96.101% (26078/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.111 | Acc: 96.101% (26201/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.111 | Acc: 96.105% (26325/27392) 214/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.111 | Acc: 96.105% (26448/27520) 215/391 [===================================>.............................] Step: 374ms | Tot: 1m18s | Loss: 0.111 | Acc: 96.108% (26572/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.111 | Acc: 96.101% (26693/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.111 | Acc: 96.097% (26815/27904) 218/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.111 | Acc: 96.108% (26941/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.111 | Acc: 96.119% (27067/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.111 | Acc: 96.108% (27187/28288) 221/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.111 | Acc: 96.097% (27307/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.112 | Acc: 96.087% (27427/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.112 | Acc: 96.083% (27549/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.112 | Acc: 96.076% (27670/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.112 | Acc: 96.070% (27791/28928) 226/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.112 | Acc: 96.073% (27915/29056) 227/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.112 | Acc: 96.073% (28038/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.112 | Acc: 96.077% (28162/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.112 | Acc: 96.080% (28286/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.112 | Acc: 96.073% (28407/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.112 | Acc: 96.080% (28532/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.112 | Acc: 96.080% (28655/29824) 233/391 [======================================>..........................] Step: 377ms | Tot: 1m25s | Loss: 0.112 | Acc: 96.077% (28777/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.112 | Acc: 96.067% (28897/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.112 | Acc: 96.061% (29018/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.112 | Acc: 96.067% (29143/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.112 | Acc: 96.074% (29268/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.112 | Acc: 96.074% (29391/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.112 | Acc: 96.081% (29516/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.112 | Acc: 96.074% (29637/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.112 | Acc: 96.065% (29757/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.112 | Acc: 96.058% (29878/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.112 | Acc: 96.068% (30004/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.112 | Acc: 96.068% (30127/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.112 | Acc: 96.075% (30252/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.112 | Acc: 96.059% (30370/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.112 | Acc: 96.046% (30489/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.112 | Acc: 96.053% (30614/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.112 | Acc: 96.047% (30735/32000) 250/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.112 | Acc: 96.038% (30855/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.113 | Acc: 96.029% (30975/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.113 | Acc: 96.029% (31098/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.113 | Acc: 96.032% (31222/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.112 | Acc: 96.042% (31348/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.112 | Acc: 96.039% (31470/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.112 | Acc: 96.036% (31592/32896) 257/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.112 | Acc: 96.030% (31713/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.112 | Acc: 96.030% (31836/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.113 | Acc: 96.022% (31956/33280) 260/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.113 | Acc: 96.019% (32078/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.113 | Acc: 96.022% (32202/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.113 | Acc: 96.008% (32320/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.113 | Acc: 96.002% (32441/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.113 | Acc: 96.005% (32565/33920) 265/391 [============================================>....................] Step: 372ms | Tot: 1m36s | Loss: 0.113 | Acc: 96.014% (32691/34048) 266/391 [============================================>....................] Step: 372ms | Tot: 1m37s | Loss: 0.113 | Acc: 96.000% (32809/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.113 | Acc: 96.009% (32935/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.113 | Acc: 96.012% (33059/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.113 | Acc: 96.013% (33182/34560) 270/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.113 | Acc: 96.001% (33301/34688) 271/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.113 | Acc: 95.999% (33423/34816) 272/391 [=============================================>...................] Step: 383ms | Tot: 1m39s | Loss: 0.113 | Acc: 96.002% (33547/34944) 273/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.113 | Acc: 96.000% (33669/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.113 | Acc: 95.991% (33789/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.113 | Acc: 95.992% (33912/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.113 | Acc: 95.987% (34033/35456) 277/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.113 | Acc: 95.990% (34157/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.113 | Acc: 95.990% (34280/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.113 | Acc: 95.999% (34406/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.113 | Acc: 95.999% (34529/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.113 | Acc: 95.997% (34651/36096) 282/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.113 | Acc: 95.994% (34773/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.113 | Acc: 95.997% (34897/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.113 | Acc: 95.998% (35020/36480) 285/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.113 | Acc: 95.995% (35142/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.113 | Acc: 95.996% (35265/36736) 287/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.113 | Acc: 95.996% (35388/36864) 288/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.113 | Acc: 96.005% (35514/36992) 289/391 [================================================>................] Step: 372ms | Tot: 1m45s | Loss: 0.113 | Acc: 96.008% (35638/37120) 290/391 [================================================>................] Step: 376ms | Tot: 1m46s | Loss: 0.113 | Acc: 96.005% (35760/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.113 | Acc: 96.011% (35885/37376) 292/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.113 | Acc: 96.014% (36009/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.113 | Acc: 96.019% (36134/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.113 | Acc: 96.017% (36256/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.113 | Acc: 96.020% (36380/37888) 296/391 [=================================================>...............] Step: 384ms | Tot: 1m48s | Loss: 0.113 | Acc: 96.023% (36504/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.113 | Acc: 96.026% (36628/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.113 | Acc: 96.021% (36749/38272) 299/391 [=================================================>...............] Step: 355ms | Tot: 1m49s | Loss: 0.113 | Acc: 96.010% (36868/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.113 | Acc: 96.008% (36990/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.113 | Acc: 96.011% (37114/38656) 302/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.113 | Acc: 96.011% (37237/38784) 303/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.113 | Acc: 96.012% (37360/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.113 | Acc: 96.007% (37481/39040) 305/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.113 | Acc: 96.009% (37605/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.113 | Acc: 96.005% (37726/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.113 | Acc: 96.008% (37850/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.114 | Acc: 95.998% (37969/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.113 | Acc: 96.001% (38093/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.113 | Acc: 96.003% (38217/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.114 | Acc: 95.999% (38338/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.114 | Acc: 95.999% (38461/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.114 | Acc: 95.999% (38584/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.114 | Acc: 95.992% (38704/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.114 | Acc: 96.002% (38831/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.114 | Acc: 96.003% (38954/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.114 | Acc: 96.003% (39077/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m56s | Loss: 0.114 | Acc: 96.008% (39202/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.114 | Acc: 96.011% (39326/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.114 | Acc: 96.013% (39450/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.113 | Acc: 96.019% (39575/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.113 | Acc: 96.021% (39699/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.114 | Acc: 96.009% (39817/41472) 324/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.114 | Acc: 96.012% (39941/41600) 325/391 [======================================================>..........] Step: 355ms | Tot: 1m58s | Loss: 0.114 | Acc: 96.012% (40064/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.114 | Acc: 96.008% (40185/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.114 | Acc: 96.001% (40305/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.114 | Acc: 95.996% (40426/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 2m231ms | Loss: 0.114 | Acc: 96.004% (40552/42240) 330/391 [======================================================>..........] Step: 358ms | Tot: 2m589ms | Loss: 0.114 | Acc: 95.995% (40671/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m948ms | Loss: 0.114 | Acc: 95.990% (40792/42496) 332/391 [=======================================================>.........] Step: 373ms | Tot: 2m1s | Loss: 0.114 | Acc: 95.995% (40917/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.114 | Acc: 96.005% (41044/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.114 | Acc: 96.003% (41166/42880) 335/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.114 | Acc: 96.001% (41288/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.114 | Acc: 95.999% (41410/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.114 | Acc: 95.997% (41532/43264) 338/391 [========================================================>........] Step: 373ms | Tot: 2m3s | Loss: 0.114 | Acc: 95.990% (41652/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.114 | Acc: 95.986% (41773/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.114 | Acc: 95.986% (41896/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.114 | Acc: 95.980% (42016/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.114 | Acc: 95.987% (42142/43904) 343/391 [=========================================================>.......] Step: 355ms | Tot: 2m5s | Loss: 0.114 | Acc: 95.989% (42266/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.114 | Acc: 95.990% (42389/44160) 345/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.114 | Acc: 96.001% (42517/44288) 346/391 [=========================================================>.......] Step: 352ms | Tot: 2m6s | Loss: 0.114 | Acc: 95.999% (42639/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.114 | Acc: 96.006% (42765/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.114 | Acc: 96.013% (42891/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.114 | Acc: 96.020% (43017/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.114 | Acc: 96.009% (43135/44928) 351/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.114 | Acc: 96.012% (43259/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.114 | Acc: 96.012% (43382/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m8s | Loss: 0.114 | Acc: 96.008% (43503/45312) 354/391 [==========================================================>......] Step: 378ms | Tot: 2m9s | Loss: 0.114 | Acc: 96.010% (43627/45440) 355/391 [===========================================================>.....] Step: 382ms | Tot: 2m9s | Loss: 0.114 | Acc: 96.006% (43748/45568) 356/391 [===========================================================>.....] Step: 374ms | Tot: 2m10s | Loss: 0.114 | Acc: 96.004% (43870/45696) 357/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.114 | Acc: 96.002% (43992/45824) 358/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.114 | Acc: 96.007% (44117/45952) 359/391 [===========================================================>.....] Step: 386ms | Tot: 2m11s | Loss: 0.114 | Acc: 96.009% (44241/46080) 360/391 [===========================================================>.....] Step: 376ms | Tot: 2m11s | Loss: 0.114 | Acc: 96.007% (44363/46208) 361/391 [============================================================>....] Step: 360ms | Tot: 2m11s | Loss: 0.114 | Acc: 95.999% (44482/46336) 362/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.114 | Acc: 96.001% (44606/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.114 | Acc: 95.997% (44727/46592) 364/391 [============================================================>....] Step: 375ms | Tot: 2m13s | Loss: 0.114 | Acc: 96.002% (44852/46720) 365/391 [============================================================>....] Step: 378ms | Tot: 2m13s | Loss: 0.114 | Acc: 96.004% (44976/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m13s | Loss: 0.114 | Acc: 96.002% (45098/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.114 | Acc: 96.000% (45220/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m14s | Loss: 0.114 | Acc: 96.007% (45346/47232) 369/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.114 | Acc: 96.007% (45469/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.114 | Acc: 96.005% (45591/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.114 | Acc: 96.012% (45717/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m16s | Loss: 0.114 | Acc: 96.012% (45840/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.114 | Acc: 96.016% (45965/47872) 374/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.114 | Acc: 96.013% (46086/48000) 375/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.114 | Acc: 96.019% (46212/48128) 376/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.114 | Acc: 96.015% (46333/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.114 | Acc: 96.013% (46455/48384) 378/391 [==============================================================>..] Step: 375ms | Tot: 2m18s | Loss: 0.114 | Acc: 96.007% (46575/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.114 | Acc: 96.009% (46699/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.114 | Acc: 96.012% (46823/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.114 | Acc: 95.996% (46938/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.115 | Acc: 95.992% (47059/49024) 383/391 [===============================================================>.] Step: 372ms | Tot: 2m20s | Loss: 0.114 | Acc: 95.998% (47185/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m20s | Loss: 0.114 | Acc: 96.004% (47311/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.114 | Acc: 96.003% (47433/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.114 | Acc: 96.005% (47557/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.115 | Acc: 95.997% (47676/49664) 388/391 [================================================================>] Step: 350ms | Tot: 2m21s | Loss: 0.114 | Acc: 95.999% (47800/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.115 | Acc: 95.992% (47919/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.115 | Acc: 95.992% (47996/50000) 391/391 + [>................................................................] Step: 482ms | Tot: 2ms | Loss: 0.424 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 303ms | Tot: 305ms | Loss: 0.365 | Acc: 88.500% (177/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 601ms | Loss: 0.352 | Acc: 88.667% (266/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 898ms | Loss: 0.357 | Acc: 89.000% (356/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s198ms | Loss: 0.356 | Acc: 88.200% (441/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s495ms | Loss: 0.339 | Acc: 88.833% (533/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s789ms | Loss: 0.324 | Acc: 89.000% (623/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s92ms | Loss: 0.341 | Acc: 88.625% (709/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s395ms | Loss: 0.352 | Acc: 88.444% (796/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s701ms | Loss: 0.349 | Acc: 88.800% (888/1000) 10/100 [======>..........................................................] Step: 318ms | Tot: 3s19ms | Loss: 0.341 | Acc: 89.000% (979/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s328ms | Loss: 0.352 | Acc: 88.917% (1067/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s637ms | Loss: 0.348 | Acc: 88.923% (1156/1300) 13/100 [========>........................................................] Step: 317ms | Tot: 3s954ms | Loss: 0.351 | Acc: 89.071% (1247/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s259ms | Loss: 0.342 | Acc: 89.200% (1338/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s559ms | Loss: 0.337 | Acc: 89.312% (1429/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s864ms | Loss: 0.334 | Acc: 89.471% (1521/1700) 17/100 [===========>.....................................................] Step: 321ms | Tot: 5s186ms | Loss: 0.339 | Acc: 89.167% (1605/1800) 18/100 [===========>.....................................................] Step: 318ms | Tot: 5s504ms | Loss: 0.342 | Acc: 89.263% (1696/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s808ms | Loss: 0.347 | Acc: 89.200% (1784/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s112ms | Loss: 0.351 | Acc: 88.952% (1868/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s418ms | Loss: 0.350 | Acc: 89.000% (1958/2200) 22/100 [==============>..................................................] Step: 314ms | Tot: 6s733ms | Loss: 0.356 | Acc: 88.913% (2045/2300) 23/100 [==============>..................................................] Step: 314ms | Tot: 7s48ms | Loss: 0.359 | Acc: 88.833% (2132/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s354ms | Loss: 0.366 | Acc: 88.680% (2217/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s663ms | Loss: 0.371 | Acc: 88.423% (2299/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s972ms | Loss: 0.363 | Acc: 88.593% (2392/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s280ms | Loss: 0.364 | Acc: 88.571% (2480/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s586ms | Loss: 0.369 | Acc: 88.655% (2571/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s891ms | Loss: 0.365 | Acc: 88.767% (2663/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s201ms | Loss: 0.363 | Acc: 88.774% (2752/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s508ms | Loss: 0.363 | Acc: 88.812% (2842/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s815ms | Loss: 0.359 | Acc: 88.909% (2934/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s129ms | Loss: 0.360 | Acc: 88.794% (3019/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s444ms | Loss: 0.365 | Acc: 88.743% (3106/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s748ms | Loss: 0.363 | Acc: 88.806% (3197/3600) 36/100 [=======================>.........................................] Step: 307ms | Tot: 11s55ms | Loss: 0.364 | Acc: 88.703% (3282/3700) 37/100 [========================>........................................] Step: 303ms | Tot: 11s359ms | Loss: 0.365 | Acc: 88.737% (3372/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s661ms | Loss: 0.363 | Acc: 88.795% (3463/3900) 39/100 [=========================>.......................................] Step: 313ms | Tot: 11s975ms | Loss: 0.365 | Acc: 88.825% (3553/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s284ms | Loss: 0.368 | Acc: 88.854% (3643/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s592ms | Loss: 0.370 | Acc: 88.810% (3730/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s895ms | Loss: 0.366 | Acc: 88.907% (3823/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s199ms | Loss: 0.366 | Acc: 88.955% (3914/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s503ms | Loss: 0.366 | Acc: 88.978% (4004/4500) 45/100 [=============================>...................................] Step: 301ms | Tot: 13s805ms | Loss: 0.365 | Acc: 89.000% (4094/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s109ms | Loss: 0.363 | Acc: 89.085% (4187/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s421ms | Loss: 0.366 | Acc: 89.021% (4273/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s728ms | Loss: 0.362 | Acc: 89.102% (4366/4900) 49/100 [===============================>.................................] Step: 312ms | Tot: 15s40ms | Loss: 0.364 | Acc: 89.080% (4454/5000) 50/100 [================================>................................] Step: 317ms | Tot: 15s358ms | Loss: 0.364 | Acc: 89.098% (4544/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s669ms | Loss: 0.364 | Acc: 89.077% (4632/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 15s983ms | Loss: 0.364 | Acc: 89.057% (4720/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s287ms | Loss: 0.363 | Acc: 89.111% (4812/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s596ms | Loss: 0.362 | Acc: 89.109% (4901/5500) 55/100 [===================================>.............................] Step: 314ms | Tot: 16s910ms | Loss: 0.363 | Acc: 89.161% (4993/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s218ms | Loss: 0.362 | Acc: 89.158% (5082/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s526ms | Loss: 0.360 | Acc: 89.155% (5171/5800) 58/100 [=====================================>...........................] Step: 308ms | Tot: 17s834ms | Loss: 0.362 | Acc: 89.051% (5254/5900) 59/100 [======================================>..........................] Step: 317ms | Tot: 18s152ms | Loss: 0.362 | Acc: 89.017% (5341/6000) 60/100 [=======================================>.........................] Step: 318ms | Tot: 18s471ms | Loss: 0.363 | Acc: 89.000% (5429/6100) 61/100 [=======================================>.........................] Step: 320ms | Tot: 18s791ms | Loss: 0.364 | Acc: 88.984% (5517/6200) 62/100 [========================================>........................] Step: 320ms | Tot: 19s111ms | Loss: 0.363 | Acc: 89.048% (5610/6300) 63/100 [========================================>........................] Step: 321ms | Tot: 19s433ms | Loss: 0.360 | Acc: 89.125% (5704/6400) 64/100 [=========================================>.......................] Step: 318ms | Tot: 19s752ms | Loss: 0.360 | Acc: 89.169% (5796/6500) 65/100 [==========================================>......................] Step: 316ms | Tot: 20s69ms | Loss: 0.360 | Acc: 89.167% (5885/6600) 66/100 [==========================================>......................] Step: 318ms | Tot: 20s387ms | Loss: 0.357 | Acc: 89.209% (5977/6700) 67/100 [===========================================>.....................] Step: 316ms | Tot: 20s704ms | Loss: 0.357 | Acc: 89.250% (6069/6800) 68/100 [============================================>....................] Step: 322ms | Tot: 21s27ms | Loss: 0.354 | Acc: 89.290% (6161/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s336ms | Loss: 0.353 | Acc: 89.343% (6254/7000) 70/100 [=============================================>...................] Step: 317ms | Tot: 21s653ms | Loss: 0.356 | Acc: 89.268% (6338/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s961ms | Loss: 0.358 | Acc: 89.222% (6424/7200) 72/100 [==============================================>..................] Step: 299ms | Tot: 22s261ms | Loss: 0.355 | Acc: 89.301% (6519/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s571ms | Loss: 0.356 | Acc: 89.311% (6609/7400) 74/100 [================================================>................] Step: 303ms | Tot: 22s875ms | Loss: 0.357 | Acc: 89.293% (6697/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s186ms | Loss: 0.357 | Acc: 89.303% (6787/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s490ms | Loss: 0.356 | Acc: 89.338% (6879/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s795ms | Loss: 0.356 | Acc: 89.372% (6971/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 24s101ms | Loss: 0.355 | Acc: 89.405% (7063/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s410ms | Loss: 0.355 | Acc: 89.400% (7152/8000) 80/100 [====================================================>............] Step: 300ms | Tot: 24s711ms | Loss: 0.353 | Acc: 89.420% (7243/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 25s25ms | Loss: 0.354 | Acc: 89.354% (7327/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s334ms | Loss: 0.353 | Acc: 89.373% (7418/8300) 83/100 [=====================================================>...........] Step: 310ms | Tot: 25s644ms | Loss: 0.353 | Acc: 89.357% (7506/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s955ms | Loss: 0.352 | Acc: 89.388% (7598/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 26s258ms | Loss: 0.353 | Acc: 89.372% (7686/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s562ms | Loss: 0.351 | Acc: 89.402% (7778/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 26s877ms | Loss: 0.353 | Acc: 89.375% (7865/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s186ms | Loss: 0.351 | Acc: 89.416% (7958/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s493ms | Loss: 0.351 | Acc: 89.444% (8050/9000) 90/100 [==========================================================>......] Step: 300ms | Tot: 27s793ms | Loss: 0.350 | Acc: 89.462% (8141/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 28s103ms | Loss: 0.348 | Acc: 89.500% (8234/9200) 92/100 [===========================================================>.....] Step: 301ms | Tot: 28s404ms | Loss: 0.349 | Acc: 89.473% (8321/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s711ms | Loss: 0.350 | Acc: 89.436% (8407/9400) 94/100 [=============================================================>...] Step: 322ms | Tot: 29s34ms | Loss: 0.349 | Acc: 89.463% (8499/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 29s337ms | Loss: 0.349 | Acc: 89.469% (8589/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s645ms | Loss: 0.348 | Acc: 89.485% (8680/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s952ms | Loss: 0.348 | Acc: 89.510% (8772/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s263ms | Loss: 0.348 | Acc: 89.475% (8858/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s568ms | Loss: 0.347 | Acc: 89.500% (8950/10000) 100/100 + +Epoch: 166 + [>................................................................] Step: 651ms | Tot: 2ms | Loss: 0.125 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 391ms | Tot: 393ms | Loss: 0.105 | Acc: 96.094% (246/256) 2/391 [>................................................................] Step: 381ms | Tot: 774ms | Loss: 0.110 | Acc: 96.094% (369/384) 3/391 [>................................................................] Step: 384ms | Tot: 1s158ms | Loss: 0.103 | Acc: 96.484% (494/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s522ms | Loss: 0.118 | Acc: 95.938% (614/640) 5/391 [>................................................................] Step: 382ms | Tot: 1s905ms | Loss: 0.112 | Acc: 96.354% (740/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s274ms | Loss: 0.103 | Acc: 96.763% (867/896) 7/391 [=>...............................................................] Step: 361ms | Tot: 2s636ms | Loss: 0.099 | Acc: 96.973% (993/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 3s4ms | Loss: 0.097 | Acc: 96.875% (1116/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s366ms | Loss: 0.105 | Acc: 96.562% (1236/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s725ms | Loss: 0.102 | Acc: 96.662% (1361/1408) 11/391 [=>...............................................................] Step: 376ms | Tot: 4s101ms | Loss: 0.102 | Acc: 96.680% (1485/1536) 12/391 [=>...............................................................] Step: 368ms | Tot: 4s470ms | Loss: 0.103 | Acc: 96.635% (1608/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s834ms | Loss: 0.101 | Acc: 96.708% (1733/1792) 14/391 [==>..............................................................] Step: 370ms | Tot: 5s205ms | Loss: 0.105 | Acc: 96.302% (1849/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s568ms | Loss: 0.108 | Acc: 96.240% (1971/2048) 16/391 [==>..............................................................] Step: 370ms | Tot: 5s938ms | Loss: 0.110 | Acc: 96.094% (2091/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s299ms | Loss: 0.107 | Acc: 96.267% (2218/2304) 18/391 [==>..............................................................] Step: 354ms | Tot: 6s653ms | Loss: 0.110 | Acc: 96.135% (2338/2432) 19/391 [===>.............................................................] Step: 361ms | Tot: 7s14ms | Loss: 0.108 | Acc: 96.211% (2463/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s373ms | Loss: 0.109 | Acc: 96.094% (2583/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s735ms | Loss: 0.108 | Acc: 96.094% (2706/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s94ms | Loss: 0.107 | Acc: 96.162% (2831/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s464ms | Loss: 0.107 | Acc: 96.126% (2953/3072) 24/391 [===>.............................................................] Step: 370ms | Tot: 8s834ms | Loss: 0.107 | Acc: 96.094% (3075/3200) 25/391 [====>............................................................] Step: 370ms | Tot: 9s205ms | Loss: 0.109 | Acc: 96.034% (3196/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s569ms | Loss: 0.109 | Acc: 96.065% (3320/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s937ms | Loss: 0.111 | Acc: 96.038% (3442/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s299ms | Loss: 0.111 | Acc: 95.959% (3562/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s657ms | Loss: 0.110 | Acc: 96.042% (3688/3840) 30/391 [====>............................................................] Step: 367ms | Tot: 11s25ms | Loss: 0.112 | Acc: 95.968% (3808/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s391ms | Loss: 0.115 | Acc: 95.874% (3927/4096) 32/391 [=====>...........................................................] Step: 371ms | Tot: 11s762ms | Loss: 0.113 | Acc: 95.952% (4053/4224) 33/391 [=====>...........................................................] Step: 356ms | Tot: 12s118ms | Loss: 0.113 | Acc: 95.979% (4177/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s476ms | Loss: 0.115 | Acc: 95.915% (4297/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s840ms | Loss: 0.116 | Acc: 95.898% (4419/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s198ms | Loss: 0.116 | Acc: 95.883% (4541/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s558ms | Loss: 0.117 | Acc: 95.847% (4662/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s929ms | Loss: 0.116 | Acc: 95.893% (4787/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s301ms | Loss: 0.117 | Acc: 95.879% (4909/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s659ms | Loss: 0.116 | Acc: 95.884% (5032/5248) 41/391 [======>..........................................................] Step: 372ms | Tot: 15s31ms | Loss: 0.115 | Acc: 95.926% (5157/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s395ms | Loss: 0.117 | Acc: 95.912% (5279/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s752ms | Loss: 0.117 | Acc: 95.881% (5400/5632) 44/391 [=======>.........................................................] Step: 375ms | Tot: 16s128ms | Loss: 0.116 | Acc: 95.938% (5526/5760) 45/391 [=======>.........................................................] Step: 355ms | Tot: 16s483ms | Loss: 0.114 | Acc: 95.992% (5652/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s845ms | Loss: 0.113 | Acc: 96.077% (5780/6016) 47/391 [=======>.........................................................] Step: 357ms | Tot: 17s203ms | Loss: 0.112 | Acc: 96.143% (5907/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s561ms | Loss: 0.112 | Acc: 96.142% (6030/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 17s927ms | Loss: 0.112 | Acc: 96.156% (6154/6400) 50/391 [========>........................................................] Step: 369ms | Tot: 18s297ms | Loss: 0.112 | Acc: 96.170% (6278/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s658ms | Loss: 0.112 | Acc: 96.214% (6404/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 19s22ms | Loss: 0.112 | Acc: 96.241% (6529/6784) 53/391 [========>........................................................] Step: 359ms | Tot: 19s381ms | Loss: 0.111 | Acc: 96.296% (6656/6912) 54/391 [========>........................................................] Step: 358ms | Tot: 19s739ms | Loss: 0.111 | Acc: 96.293% (6779/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 20s107ms | Loss: 0.111 | Acc: 96.289% (6902/7168) 56/391 [=========>.......................................................] Step: 370ms | Tot: 20s478ms | Loss: 0.112 | Acc: 96.245% (7022/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 20s852ms | Loss: 0.112 | Acc: 96.255% (7146/7424) 58/391 [=========>.......................................................] Step: 374ms | Tot: 21s226ms | Loss: 0.113 | Acc: 96.226% (7267/7552) 59/391 [=========>.......................................................] Step: 377ms | Tot: 21s604ms | Loss: 0.113 | Acc: 96.198% (7388/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 21s973ms | Loss: 0.112 | Acc: 96.235% (7514/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s332ms | Loss: 0.113 | Acc: 96.220% (7636/7936) 62/391 [==========>......................................................] Step: 358ms | Tot: 22s691ms | Loss: 0.114 | Acc: 96.205% (7758/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 23s54ms | Loss: 0.113 | Acc: 96.228% (7883/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s415ms | Loss: 0.113 | Acc: 96.202% (8004/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s782ms | Loss: 0.113 | Acc: 96.212% (8128/8448) 66/391 [==========>......................................................] Step: 373ms | Tot: 24s155ms | Loss: 0.114 | Acc: 96.199% (8250/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 24s514ms | Loss: 0.113 | Acc: 96.209% (8374/8704) 68/391 [===========>.....................................................] Step: 367ms | Tot: 24s882ms | Loss: 0.114 | Acc: 96.173% (8494/8832) 69/391 [===========>.....................................................] Step: 363ms | Tot: 25s245ms | Loss: 0.113 | Acc: 96.183% (8618/8960) 70/391 [===========>.....................................................] Step: 360ms | Tot: 25s606ms | Loss: 0.113 | Acc: 96.193% (8742/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 25s970ms | Loss: 0.113 | Acc: 96.202% (8866/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s327ms | Loss: 0.114 | Acc: 96.190% (8988/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 26s687ms | Loss: 0.113 | Acc: 96.220% (9114/9472) 74/391 [============>....................................................] Step: 359ms | Tot: 27s46ms | Loss: 0.114 | Acc: 96.208% (9236/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s404ms | Loss: 0.114 | Acc: 96.227% (9361/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s768ms | Loss: 0.113 | Acc: 96.256% (9487/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 28s130ms | Loss: 0.113 | Acc: 96.254% (9610/9984) 78/391 [============>....................................................] Step: 362ms | Tot: 28s493ms | Loss: 0.112 | Acc: 96.262% (9734/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s860ms | Loss: 0.112 | Acc: 96.279% (9859/10240) 80/391 [=============>...................................................] Step: 374ms | Tot: 29s234ms | Loss: 0.113 | Acc: 96.258% (9980/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s594ms | Loss: 0.112 | Acc: 96.265% (10104/10496) 82/391 [=============>...................................................] Step: 367ms | Tot: 29s962ms | Loss: 0.112 | Acc: 96.273% (10228/10624) 83/391 [=============>...................................................] Step: 368ms | Tot: 30s330ms | Loss: 0.112 | Acc: 96.289% (10353/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s689ms | Loss: 0.111 | Acc: 96.305% (10478/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s51ms | Loss: 0.111 | Acc: 96.294% (10600/11008) 86/391 [==============>..................................................] Step: 367ms | Tot: 31s419ms | Loss: 0.112 | Acc: 96.264% (10720/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s784ms | Loss: 0.112 | Acc: 96.262% (10843/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s150ms | Loss: 0.112 | Acc: 96.287% (10969/11392) 89/391 [==============>..................................................] Step: 366ms | Tot: 32s517ms | Loss: 0.111 | Acc: 96.302% (11094/11520) 90/391 [==============>..................................................] Step: 368ms | Tot: 32s885ms | Loss: 0.111 | Acc: 96.300% (11217/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 33s252ms | Loss: 0.112 | Acc: 96.289% (11339/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s611ms | Loss: 0.112 | Acc: 96.270% (11460/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 33s984ms | Loss: 0.112 | Acc: 96.252% (11581/12032) 94/391 [===============>.................................................] Step: 382ms | Tot: 34s366ms | Loss: 0.112 | Acc: 96.242% (11703/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s733ms | Loss: 0.112 | Acc: 96.257% (11828/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s94ms | Loss: 0.112 | Acc: 96.255% (11951/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s455ms | Loss: 0.112 | Acc: 96.261% (12075/12544) 98/391 [================>................................................] Step: 367ms | Tot: 35s822ms | Loss: 0.111 | Acc: 96.283% (12201/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s187ms | Loss: 0.112 | Acc: 96.258% (12321/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s549ms | Loss: 0.112 | Acc: 96.256% (12444/12928) 101/391 [================>................................................] Step: 369ms | Tot: 36s919ms | Loss: 0.111 | Acc: 96.262% (12568/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s281ms | Loss: 0.111 | Acc: 96.253% (12690/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s636ms | Loss: 0.111 | Acc: 96.259% (12814/13312) 104/391 [=================>...............................................] Step: 371ms | Tot: 38s8ms | Loss: 0.112 | Acc: 96.243% (12935/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s373ms | Loss: 0.112 | Acc: 96.226% (13056/13568) 106/391 [=================>...............................................] Step: 365ms | Tot: 38s738ms | Loss: 0.112 | Acc: 96.218% (13178/13696) 107/391 [=================>...............................................] Step: 374ms | Tot: 39s113ms | Loss: 0.111 | Acc: 96.238% (13304/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 39s482ms | Loss: 0.111 | Acc: 96.244% (13428/13952) 109/391 [==================>..............................................] Step: 366ms | Tot: 39s849ms | Loss: 0.111 | Acc: 96.250% (13552/14080) 110/391 [==================>..............................................] Step: 357ms | Tot: 40s206ms | Loss: 0.111 | Acc: 96.270% (13678/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s568ms | Loss: 0.111 | Acc: 96.261% (13800/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 40s936ms | Loss: 0.110 | Acc: 96.274% (13925/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s305ms | Loss: 0.111 | Acc: 96.272% (14048/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s665ms | Loss: 0.110 | Acc: 96.291% (14174/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s27ms | Loss: 0.111 | Acc: 96.296% (14298/14848) 116/391 [===================>.............................................] Step: 361ms | Tot: 42s388ms | Loss: 0.111 | Acc: 96.301% (14422/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s750ms | Loss: 0.111 | Acc: 96.273% (14541/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 43s110ms | Loss: 0.111 | Acc: 96.278% (14665/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s473ms | Loss: 0.111 | Acc: 96.283% (14789/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 43s842ms | Loss: 0.110 | Acc: 96.313% (14917/15488) 121/391 [====================>............................................] Step: 370ms | Tot: 44s213ms | Loss: 0.110 | Acc: 96.311% (15040/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s578ms | Loss: 0.110 | Acc: 96.322% (15165/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 44s947ms | Loss: 0.110 | Acc: 96.283% (15282/15872) 124/391 [====================>............................................] Step: 359ms | Tot: 45s306ms | Loss: 0.111 | Acc: 96.275% (15404/16000) 125/391 [====================>............................................] Step: 359ms | Tot: 45s666ms | Loss: 0.110 | Acc: 96.292% (15530/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 46s24ms | Loss: 0.111 | Acc: 96.272% (15650/16256) 127/391 [=====================>...........................................] Step: 376ms | Tot: 46s400ms | Loss: 0.110 | Acc: 96.283% (15775/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s759ms | Loss: 0.111 | Acc: 96.275% (15897/16512) 129/391 [=====================>...........................................] Step: 359ms | Tot: 47s119ms | Loss: 0.110 | Acc: 96.292% (16023/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s480ms | Loss: 0.110 | Acc: 96.314% (16150/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 47s852ms | Loss: 0.109 | Acc: 96.319% (16274/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s217ms | Loss: 0.109 | Acc: 96.329% (16399/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s583ms | Loss: 0.109 | Acc: 96.339% (16524/17152) 134/391 [======================>..........................................] Step: 370ms | Tot: 48s953ms | Loss: 0.109 | Acc: 96.337% (16647/17280) 135/391 [======================>..........................................] Step: 369ms | Tot: 49s323ms | Loss: 0.109 | Acc: 96.341% (16771/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s685ms | Loss: 0.110 | Acc: 96.322% (16891/17536) 137/391 [======================>..........................................] Step: 362ms | Tot: 50s47ms | Loss: 0.110 | Acc: 96.303% (17011/17664) 138/391 [======================>..........................................] Step: 361ms | Tot: 50s408ms | Loss: 0.110 | Acc: 96.302% (17134/17792) 139/391 [=======================>.........................................] Step: 379ms | Tot: 50s788ms | Loss: 0.109 | Acc: 96.317% (17260/17920) 140/391 [=======================>.........................................] Step: 379ms | Tot: 51s167ms | Loss: 0.110 | Acc: 96.321% (17384/18048) 141/391 [=======================>.........................................] Step: 379ms | Tot: 51s546ms | Loss: 0.109 | Acc: 96.325% (17508/18176) 142/391 [=======================>.........................................] Step: 377ms | Tot: 51s923ms | Loss: 0.110 | Acc: 96.301% (17627/18304) 143/391 [=======================>.........................................] Step: 383ms | Tot: 52s307ms | Loss: 0.110 | Acc: 96.305% (17751/18432) 144/391 [=======================>.........................................] Step: 380ms | Tot: 52s688ms | Loss: 0.110 | Acc: 96.293% (17872/18560) 145/391 [========================>........................................] Step: 378ms | Tot: 53s66ms | Loss: 0.110 | Acc: 96.297% (17996/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s433ms | Loss: 0.110 | Acc: 96.285% (18117/18816) 147/391 [========================>........................................] Step: 375ms | Tot: 53s808ms | Loss: 0.110 | Acc: 96.300% (18243/18944) 148/391 [========================>........................................] Step: 379ms | Tot: 54s188ms | Loss: 0.110 | Acc: 96.288% (18364/19072) 149/391 [========================>........................................] Step: 374ms | Tot: 54s563ms | Loss: 0.111 | Acc: 96.286% (18487/19200) 150/391 [========================>........................................] Step: 371ms | Tot: 54s934ms | Loss: 0.111 | Acc: 96.296% (18612/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s293ms | Loss: 0.110 | Acc: 96.294% (18735/19456) 152/391 [=========================>.......................................] Step: 354ms | Tot: 55s648ms | Loss: 0.111 | Acc: 96.272% (18854/19584) 153/391 [=========================>.......................................] Step: 373ms | Tot: 56s21ms | Loss: 0.111 | Acc: 96.287% (18980/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 56s386ms | Loss: 0.111 | Acc: 96.285% (19103/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 56s761ms | Loss: 0.111 | Acc: 96.264% (19222/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 57s123ms | Loss: 0.111 | Acc: 96.253% (19343/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 57s478ms | Loss: 0.111 | Acc: 96.237% (19463/20224) 158/391 [==========================>......................................] Step: 373ms | Tot: 57s852ms | Loss: 0.112 | Acc: 96.217% (19582/20352) 159/391 [==========================>......................................] Step: 370ms | Tot: 58s222ms | Loss: 0.112 | Acc: 96.196% (19701/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s586ms | Loss: 0.112 | Acc: 96.181% (19821/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 58s962ms | Loss: 0.112 | Acc: 96.181% (19944/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 59s325ms | Loss: 0.112 | Acc: 96.166% (20064/20864) 163/391 [===========================>.....................................] Step: 356ms | Tot: 59s682ms | Loss: 0.112 | Acc: 96.170% (20188/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 1m50ms | Loss: 0.112 | Acc: 96.174% (20312/21120) 165/391 [===========================>.....................................] Step: 366ms | Tot: 1m416ms | Loss: 0.112 | Acc: 96.178% (20436/21248) 166/391 [===========================>.....................................] Step: 373ms | Tot: 1m789ms | Loss: 0.112 | Acc: 96.187% (20561/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m1s | Loss: 0.112 | Acc: 96.182% (20683/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.112 | Acc: 96.172% (20804/21632) 169/391 [============================>....................................] Step: 370ms | Tot: 1m1s | Loss: 0.112 | Acc: 96.167% (20926/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.112 | Acc: 96.158% (21047/21888) 171/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.111 | Acc: 96.153% (21169/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.112 | Acc: 96.148% (21291/22144) 173/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.112 | Acc: 96.139% (21412/22272) 174/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.112 | Acc: 96.129% (21533/22400) 175/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.112 | Acc: 96.143% (21659/22528) 176/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.112 | Acc: 96.125% (21778/22656) 177/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.112 | Acc: 96.124% (21901/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.112 | Acc: 96.129% (22025/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.112 | Acc: 96.115% (22145/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.112 | Acc: 96.120% (22269/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.112 | Acc: 96.124% (22393/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.112 | Acc: 96.124% (22516/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.112 | Acc: 96.123% (22639/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.112 | Acc: 96.136% (22765/23680) 185/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.113 | Acc: 96.119% (22884/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.112 | Acc: 96.136% (23011/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.112 | Acc: 96.131% (23133/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.112 | Acc: 96.127% (23255/24192) 189/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.112 | Acc: 96.123% (23377/24320) 190/391 [===============================>.................................] Step: 364ms | Tot: 1m9s | Loss: 0.112 | Acc: 96.126% (23501/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.112 | Acc: 96.130% (23625/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.112 | Acc: 96.134% (23749/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.112 | Acc: 96.138% (23873/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m11s | Loss: 0.112 | Acc: 96.134% (23995/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.112 | Acc: 96.142% (24120/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.112 | Acc: 96.133% (24241/25216) 197/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.112 | Acc: 96.129% (24363/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.112 | Acc: 96.133% (24487/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.112 | Acc: 96.121% (24607/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.112 | Acc: 96.125% (24731/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.112 | Acc: 96.121% (24853/25856) 202/391 [=================================>...............................] Step: 372ms | Tot: 1m13s | Loss: 0.112 | Acc: 96.113% (24974/25984) 203/391 [=================================>...............................] Step: 374ms | Tot: 1m14s | Loss: 0.112 | Acc: 96.124% (25100/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.111 | Acc: 96.132% (25225/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.112 | Acc: 96.128% (25347/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.112 | Acc: 96.128% (25470/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.112 | Acc: 96.135% (25595/26624) 208/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.112 | Acc: 96.124% (25715/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.112 | Acc: 96.131% (25840/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.112 | Acc: 96.131% (25963/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.112 | Acc: 96.134% (26087/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.112 | Acc: 96.134% (26210/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.112 | Acc: 96.138% (26334/27392) 214/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.112 | Acc: 96.137% (26457/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.112 | Acc: 96.137% (26580/27648) 216/391 [===================================>.............................] Step: 373ms | Tot: 1m19s | Loss: 0.112 | Acc: 96.144% (26705/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.112 | Acc: 96.137% (26826/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.112 | Acc: 96.126% (26946/28032) 219/391 [====================================>............................] Step: 354ms | Tot: 1m20s | Loss: 0.112 | Acc: 96.122% (27068/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.112 | Acc: 96.122% (27191/28288) 221/391 [====================================>............................] Step: 374ms | Tot: 1m20s | Loss: 0.112 | Acc: 96.125% (27315/28416) 222/391 [====================================>............................] Step: 352ms | Tot: 1m21s | Loss: 0.112 | Acc: 96.125% (27438/28544) 223/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.112 | Acc: 96.122% (27560/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.112 | Acc: 96.097% (27676/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.112 | Acc: 96.083% (27795/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.112 | Acc: 96.083% (27918/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.112 | Acc: 96.077% (28039/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.112 | Acc: 96.077% (28162/29312) 229/391 [======================================>..........................] Step: 374ms | Tot: 1m23s | Loss: 0.112 | Acc: 96.080% (28286/29440) 230/391 [======================================>..........................] Step: 383ms | Tot: 1m24s | Loss: 0.112 | Acc: 96.070% (28406/29568) 231/391 [======================================>..........................] Step: 380ms | Tot: 1m24s | Loss: 0.112 | Acc: 96.074% (28530/29696) 232/391 [======================================>..........................] Step: 380ms | Tot: 1m24s | Loss: 0.112 | Acc: 96.070% (28652/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.112 | Acc: 96.084% (28779/29952) 234/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.112 | Acc: 96.094% (28905/30080) 235/391 [=======================================>.........................] Step: 376ms | Tot: 1m26s | Loss: 0.112 | Acc: 96.100% (29030/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.112 | Acc: 96.100% (29153/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.112 | Acc: 96.097% (29275/30464) 238/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.112 | Acc: 96.097% (29398/30592) 239/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.112 | Acc: 96.104% (29523/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.112 | Acc: 96.100% (29645/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.112 | Acc: 96.103% (29769/30976) 242/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.112 | Acc: 96.103% (29892/31104) 243/391 [========================================>........................] Step: 374ms | Tot: 1m28s | Loss: 0.112 | Acc: 96.100% (30014/31232) 244/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.112 | Acc: 96.107% (30139/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.111 | Acc: 96.110% (30263/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.111 | Acc: 96.106% (30385/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.112 | Acc: 96.091% (30503/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.112 | Acc: 96.094% (30627/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.112 | Acc: 96.091% (30749/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.112 | Acc: 96.078% (30868/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.112 | Acc: 96.069% (30988/32256) 252/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.112 | Acc: 96.066% (31110/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.112 | Acc: 96.063% (31232/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.112 | Acc: 96.063% (31355/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.112 | Acc: 96.054% (31475/32768) 256/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.112 | Acc: 96.054% (31598/32896) 257/391 [==========================================>......................] Step: 382ms | Tot: 1m34s | Loss: 0.113 | Acc: 96.051% (31720/33024) 258/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.113 | Acc: 96.033% (31837/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.113 | Acc: 96.034% (31960/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.113 | Acc: 96.043% (32086/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.113 | Acc: 96.037% (32207/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.113 | Acc: 96.046% (32333/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.113 | Acc: 96.052% (32458/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.113 | Acc: 96.044% (32578/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.113 | Acc: 96.047% (32702/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.113 | Acc: 96.053% (32827/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.113 | Acc: 96.056% (32951/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m38s | Loss: 0.113 | Acc: 96.059% (33075/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.112 | Acc: 96.068% (33201/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.112 | Acc: 96.074% (33326/34688) 271/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.112 | Acc: 96.074% (33449/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.112 | Acc: 96.074% (33572/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.112 | Acc: 96.062% (33691/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.113 | Acc: 96.060% (33813/35200) 275/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.112 | Acc: 96.060% (33936/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.113 | Acc: 96.051% (34056/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.113 | Acc: 96.046% (34177/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.113 | Acc: 96.046% (34300/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.112 | Acc: 96.052% (34425/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.113 | Acc: 96.055% (34549/35968) 281/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.113 | Acc: 96.044% (34668/36096) 282/391 [==============================================>..................] Step: 353ms | Tot: 1m43s | Loss: 0.113 | Acc: 96.052% (34794/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.113 | Acc: 96.041% (34913/36352) 284/391 [===============================================>.................] Step: 381ms | Tot: 1m43s | Loss: 0.113 | Acc: 96.039% (35035/36480) 285/391 [===============================================>.................] Step: 383ms | Tot: 1m44s | Loss: 0.113 | Acc: 96.042% (35159/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.113 | Acc: 96.037% (35280/36736) 287/391 [===============================================>.................] Step: 374ms | Tot: 1m44s | Loss: 0.113 | Acc: 96.029% (35400/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.113 | Acc: 96.034% (35525/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.113 | Acc: 96.040% (35650/37120) 290/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.113 | Acc: 96.043% (35774/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.113 | Acc: 96.056% (35902/37376) 292/391 [================================================>................] Step: 378ms | Tot: 1m46s | Loss: 0.113 | Acc: 96.051% (36023/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.113 | Acc: 96.054% (36147/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.113 | Acc: 96.049% (36268/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.113 | Acc: 96.054% (36393/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.113 | Acc: 96.052% (36515/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.113 | Acc: 96.049% (36637/38144) 298/391 [=================================================>...............] Step: 372ms | Tot: 1m48s | Loss: 0.113 | Acc: 96.052% (36761/38272) 299/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.113 | Acc: 96.052% (36884/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.113 | Acc: 96.052% (37007/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.113 | Acc: 96.060% (37133/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.113 | Acc: 96.058% (37255/38784) 303/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.113 | Acc: 96.063% (37380/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.113 | Acc: 96.060% (37502/39040) 305/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.113 | Acc: 96.058% (37624/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.113 | Acc: 96.066% (37750/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.113 | Acc: 96.068% (37874/39424) 308/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.112 | Acc: 96.079% (38001/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.112 | Acc: 96.081% (38125/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.112 | Acc: 96.076% (38246/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.113 | Acc: 96.076% (38369/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.113 | Acc: 96.074% (38491/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.113 | Acc: 96.069% (38612/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.112 | Acc: 96.066% (38734/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.112 | Acc: 96.067% (38857/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.112 | Acc: 96.072% (38982/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.113 | Acc: 96.064% (39102/40704) 318/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.112 | Acc: 96.069% (39227/40832) 319/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.112 | Acc: 96.074% (39352/40960) 320/391 [=====================================================>...........] Step: 378ms | Tot: 1m57s | Loss: 0.112 | Acc: 96.074% (39475/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.112 | Acc: 96.065% (39594/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.112 | Acc: 96.070% (39719/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.112 | Acc: 96.062% (39839/41472) 324/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.112 | Acc: 96.065% (39963/41600) 325/391 [======================================================>..........] Step: 375ms | Tot: 1m58s | Loss: 0.112 | Acc: 96.060% (40084/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.112 | Acc: 96.060% (40207/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.112 | Acc: 96.056% (40328/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.112 | Acc: 96.051% (40449/42112) 329/391 [======================================================>..........] Step: 364ms | Tot: 2m306ms | Loss: 0.112 | Acc: 96.056% (40574/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m669ms | Loss: 0.112 | Acc: 96.061% (40699/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.112 | Acc: 96.061% (40822/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.112 | Acc: 96.061% (40945/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.112 | Acc: 96.061% (41068/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.112 | Acc: 96.063% (41192/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.112 | Acc: 96.061% (41314/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.112 | Acc: 96.064% (41438/43136) 337/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.112 | Acc: 96.059% (41559/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.112 | Acc: 96.055% (41680/43392) 339/391 [========================================================>........] Step: 375ms | Tot: 2m3s | Loss: 0.112 | Acc: 96.057% (41804/43520) 340/391 [========================================================>........] Step: 371ms | Tot: 2m4s | Loss: 0.113 | Acc: 96.053% (41925/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.112 | Acc: 96.053% (42048/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.112 | Acc: 96.060% (42174/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.112 | Acc: 96.062% (42298/44032) 344/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.113 | Acc: 96.055% (42418/44160) 345/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.112 | Acc: 96.067% (42546/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.113 | Acc: 96.055% (42664/44416) 347/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.113 | Acc: 96.053% (42786/44544) 348/391 [=========================================================>.......] Step: 359ms | Tot: 2m7s | Loss: 0.113 | Acc: 96.049% (42907/44672) 349/391 [==========================================================>......] Step: 355ms | Tot: 2m7s | Loss: 0.113 | Acc: 96.047% (43029/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.113 | Acc: 96.051% (43154/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.113 | Acc: 96.054% (43278/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.113 | Acc: 96.056% (43402/45184) 353/391 [==========================================================>......] Step: 376ms | Tot: 2m9s | Loss: 0.113 | Acc: 96.047% (43521/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.113 | Acc: 96.048% (43644/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m9s | Loss: 0.113 | Acc: 96.039% (43763/45568) 356/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.113 | Acc: 96.039% (43886/45696) 357/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.113 | Acc: 96.046% (44012/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.113 | Acc: 96.046% (44135/45952) 359/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.113 | Acc: 96.044% (44257/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.113 | Acc: 96.046% (44381/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.113 | Acc: 96.051% (44506/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.113 | Acc: 96.053% (44630/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.113 | Acc: 96.059% (44756/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.113 | Acc: 96.062% (44880/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.113 | Acc: 96.066% (45005/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.113 | Acc: 96.068% (45129/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.113 | Acc: 96.062% (45249/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.113 | Acc: 96.068% (45375/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.113 | Acc: 96.075% (45501/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.113 | Acc: 96.062% (45618/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.113 | Acc: 96.060% (45740/47616) 372/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.113 | Acc: 96.064% (45865/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.113 | Acc: 96.065% (45988/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.113 | Acc: 96.071% (46114/48000) 375/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.113 | Acc: 96.067% (46235/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.113 | Acc: 96.065% (46357/48256) 377/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.113 | Acc: 96.059% (46477/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.113 | Acc: 96.061% (46601/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.113 | Acc: 96.063% (46725/48640) 380/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.113 | Acc: 96.061% (46847/48768) 381/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.113 | Acc: 96.059% (46969/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.113 | Acc: 96.059% (47092/49024) 383/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.113 | Acc: 96.053% (47212/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.113 | Acc: 96.051% (47334/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.113 | Acc: 96.059% (47461/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.113 | Acc: 96.051% (47580/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.113 | Acc: 96.049% (47702/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.113 | Acc: 96.052% (47826/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.113 | Acc: 96.044% (47945/49920) 390/391 [================================================================>] Step: 339ms | Tot: 2m22s | Loss: 0.113 | Acc: 96.044% (48022/50000) 391/391 + [>................................................................] Step: 487ms | Tot: 3ms | Loss: 0.376 | Acc: 88.000% (88/100) 1/100 [>................................................................] Step: 306ms | Tot: 310ms | Loss: 0.331 | Acc: 90.000% (180/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 608ms | Loss: 0.331 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 308ms | Tot: 916ms | Loss: 0.346 | Acc: 89.500% (358/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s211ms | Loss: 0.356 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 301ms | Tot: 1s513ms | Loss: 0.321 | Acc: 90.500% (543/600) 6/100 [===>.............................................................] Step: 309ms | Tot: 1s823ms | Loss: 0.319 | Acc: 90.571% (634/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s123ms | Loss: 0.327 | Acc: 90.250% (722/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s433ms | Loss: 0.339 | Acc: 90.000% (810/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s739ms | Loss: 0.354 | Acc: 89.700% (897/1000) 10/100 [======>..........................................................] Step: 313ms | Tot: 3s52ms | Loss: 0.354 | Acc: 89.545% (985/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s356ms | Loss: 0.373 | Acc: 89.417% (1073/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s660ms | Loss: 0.364 | Acc: 89.692% (1166/1300) 13/100 [========>........................................................] Step: 310ms | Tot: 3s971ms | Loss: 0.364 | Acc: 90.000% (1260/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s273ms | Loss: 0.354 | Acc: 90.067% (1351/1500) 15/100 [=========>.......................................................] Step: 301ms | Tot: 4s575ms | Loss: 0.353 | Acc: 89.875% (1438/1600) 16/100 [==========>......................................................] Step: 314ms | Tot: 4s890ms | Loss: 0.343 | Acc: 90.176% (1533/1700) 17/100 [===========>.....................................................] Step: 312ms | Tot: 5s202ms | Loss: 0.354 | Acc: 89.944% (1619/1800) 18/100 [===========>.....................................................] Step: 314ms | Tot: 5s516ms | Loss: 0.362 | Acc: 89.947% (1709/1900) 19/100 [============>....................................................] Step: 326ms | Tot: 5s843ms | Loss: 0.368 | Acc: 89.750% (1795/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 6s158ms | Loss: 0.364 | Acc: 89.762% (1885/2100) 21/100 [=============>...................................................] Step: 321ms | Tot: 6s479ms | Loss: 0.361 | Acc: 89.818% (1976/2200) 22/100 [==============>..................................................] Step: 323ms | Tot: 6s802ms | Loss: 0.370 | Acc: 89.565% (2060/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 7s116ms | Loss: 0.371 | Acc: 89.417% (2146/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s419ms | Loss: 0.374 | Acc: 89.360% (2234/2500) 25/100 [================>................................................] Step: 316ms | Tot: 7s735ms | Loss: 0.376 | Acc: 89.269% (2321/2600) 26/100 [================>................................................] Step: 315ms | Tot: 8s51ms | Loss: 0.372 | Acc: 89.407% (2414/2700) 27/100 [=================>...............................................] Step: 316ms | Tot: 8s368ms | Loss: 0.370 | Acc: 89.464% (2505/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s677ms | Loss: 0.373 | Acc: 89.552% (2597/2900) 29/100 [==================>..............................................] Step: 316ms | Tot: 8s993ms | Loss: 0.373 | Acc: 89.533% (2686/3000) 30/100 [===================>.............................................] Step: 315ms | Tot: 9s309ms | Loss: 0.370 | Acc: 89.581% (2777/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s615ms | Loss: 0.369 | Acc: 89.625% (2868/3200) 32/100 [====================>............................................] Step: 315ms | Tot: 9s931ms | Loss: 0.365 | Acc: 89.727% (2961/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 10s239ms | Loss: 0.363 | Acc: 89.765% (3052/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s547ms | Loss: 0.369 | Acc: 89.629% (3137/3500) 35/100 [======================>..........................................] Step: 319ms | Tot: 10s866ms | Loss: 0.367 | Acc: 89.639% (3227/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s177ms | Loss: 0.368 | Acc: 89.568% (3314/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s490ms | Loss: 0.368 | Acc: 89.500% (3401/3800) 38/100 [========================>........................................] Step: 312ms | Tot: 11s803ms | Loss: 0.369 | Acc: 89.564% (3493/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s114ms | Loss: 0.369 | Acc: 89.600% (3584/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s423ms | Loss: 0.374 | Acc: 89.488% (3669/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s730ms | Loss: 0.377 | Acc: 89.476% (3758/4200) 42/100 [===========================>.....................................] Step: 309ms | Tot: 13s40ms | Loss: 0.372 | Acc: 89.558% (3851/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s349ms | Loss: 0.372 | Acc: 89.591% (3942/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s652ms | Loss: 0.370 | Acc: 89.689% (4036/4500) 45/100 [=============================>...................................] Step: 316ms | Tot: 13s968ms | Loss: 0.370 | Acc: 89.522% (4118/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s279ms | Loss: 0.370 | Acc: 89.532% (4208/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s589ms | Loss: 0.372 | Acc: 89.458% (4294/4800) 48/100 [===============================>.................................] Step: 314ms | Tot: 14s904ms | Loss: 0.368 | Acc: 89.510% (4386/4900) 49/100 [===============================>.................................] Step: 315ms | Tot: 15s219ms | Loss: 0.369 | Acc: 89.500% (4475/5000) 50/100 [================================>................................] Step: 312ms | Tot: 15s532ms | Loss: 0.368 | Acc: 89.529% (4566/5100) 51/100 [=================================>...............................] Step: 319ms | Tot: 15s852ms | Loss: 0.368 | Acc: 89.519% (4655/5200) 52/100 [=================================>...............................] Step: 311ms | Tot: 16s163ms | Loss: 0.367 | Acc: 89.509% (4744/5300) 53/100 [==================================>..............................] Step: 310ms | Tot: 16s474ms | Loss: 0.368 | Acc: 89.537% (4835/5400) 54/100 [===================================>.............................] Step: 316ms | Tot: 16s790ms | Loss: 0.369 | Acc: 89.509% (4923/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 17s101ms | Loss: 0.369 | Acc: 89.571% (5016/5600) 56/100 [====================================>............................] Step: 317ms | Tot: 17s418ms | Loss: 0.367 | Acc: 89.614% (5108/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s726ms | Loss: 0.366 | Acc: 89.586% (5196/5800) 58/100 [=====================================>...........................] Step: 310ms | Tot: 18s36ms | Loss: 0.368 | Acc: 89.492% (5280/5900) 59/100 [======================================>..........................] Step: 308ms | Tot: 18s345ms | Loss: 0.368 | Acc: 89.433% (5366/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s658ms | Loss: 0.367 | Acc: 89.492% (5459/6100) 61/100 [=======================================>.........................] Step: 315ms | Tot: 18s973ms | Loss: 0.369 | Acc: 89.435% (5545/6200) 62/100 [========================================>........................] Step: 315ms | Tot: 19s289ms | Loss: 0.367 | Acc: 89.460% (5636/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s598ms | Loss: 0.364 | Acc: 89.516% (5729/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s910ms | Loss: 0.365 | Acc: 89.508% (5818/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s220ms | Loss: 0.363 | Acc: 89.455% (5904/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s530ms | Loss: 0.361 | Acc: 89.537% (5999/6700) 67/100 [===========================================>.....................] Step: 313ms | Tot: 20s843ms | Loss: 0.362 | Acc: 89.500% (6086/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 21s152ms | Loss: 0.359 | Acc: 89.522% (6177/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s464ms | Loss: 0.358 | Acc: 89.543% (6268/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s772ms | Loss: 0.361 | Acc: 89.479% (6353/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 22s85ms | Loss: 0.361 | Acc: 89.458% (6441/7200) 72/100 [==============================================>..................] Step: 315ms | Tot: 22s400ms | Loss: 0.359 | Acc: 89.507% (6534/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s710ms | Loss: 0.361 | Acc: 89.500% (6623/7400) 74/100 [================================================>................] Step: 314ms | Tot: 23s24ms | Loss: 0.361 | Acc: 89.440% (6708/7500) 75/100 [================================================>................] Step: 312ms | Tot: 23s337ms | Loss: 0.362 | Acc: 89.421% (6796/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s644ms | Loss: 0.362 | Acc: 89.403% (6884/7700) 77/100 [==================================================>..............] Step: 315ms | Tot: 23s959ms | Loss: 0.362 | Acc: 89.410% (6974/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s265ms | Loss: 0.362 | Acc: 89.430% (7065/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s577ms | Loss: 0.362 | Acc: 89.375% (7150/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s894ms | Loss: 0.361 | Acc: 89.383% (7240/8100) 81/100 [====================================================>............] Step: 307ms | Tot: 25s201ms | Loss: 0.361 | Acc: 89.354% (7327/8200) 82/100 [=====================================================>...........] Step: 313ms | Tot: 25s515ms | Loss: 0.359 | Acc: 89.349% (7416/8300) 83/100 [=====================================================>...........] Step: 311ms | Tot: 25s826ms | Loss: 0.359 | Acc: 89.369% (7507/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 26s136ms | Loss: 0.360 | Acc: 89.341% (7594/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s442ms | Loss: 0.361 | Acc: 89.291% (7679/8600) 86/100 [=======================================================>.........] Step: 308ms | Tot: 26s751ms | Loss: 0.360 | Acc: 89.287% (7768/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 27s60ms | Loss: 0.360 | Acc: 89.318% (7860/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s372ms | Loss: 0.360 | Acc: 89.303% (7948/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s680ms | Loss: 0.359 | Acc: 89.356% (8042/9000) 90/100 [==========================================================>......] Step: 311ms | Tot: 27s992ms | Loss: 0.359 | Acc: 89.396% (8135/9100) 91/100 [===========================================================>.....] Step: 317ms | Tot: 28s310ms | Loss: 0.357 | Acc: 89.435% (8228/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s623ms | Loss: 0.358 | Acc: 89.419% (8316/9300) 93/100 [============================================================>....] Step: 319ms | Tot: 28s942ms | Loss: 0.358 | Acc: 89.426% (8406/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s251ms | Loss: 0.356 | Acc: 89.474% (8500/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s561ms | Loss: 0.355 | Acc: 89.490% (8591/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s874ms | Loss: 0.354 | Acc: 89.515% (8683/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 30s180ms | Loss: 0.354 | Acc: 89.510% (8772/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 30s488ms | Loss: 0.355 | Acc: 89.465% (8857/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s795ms | Loss: 0.353 | Acc: 89.510% (8951/10000) 100/100 + +Epoch: 167 + [>................................................................] Step: 619ms | Tot: 2ms | Loss: 0.151 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 391ms | Tot: 393ms | Loss: 0.136 | Acc: 95.703% (245/256) 2/391 [>................................................................] Step: 383ms | Tot: 777ms | Loss: 0.125 | Acc: 95.573% (367/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s153ms | Loss: 0.105 | Acc: 96.680% (495/512) 4/391 [>................................................................] Step: 379ms | Tot: 1s532ms | Loss: 0.107 | Acc: 96.562% (618/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s899ms | Loss: 0.121 | Acc: 96.354% (740/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s264ms | Loss: 0.120 | Acc: 96.429% (864/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s630ms | Loss: 0.119 | Acc: 96.387% (987/1024) 8/391 [=>...............................................................] Step: 364ms | Tot: 2s994ms | Loss: 0.117 | Acc: 96.267% (1109/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s354ms | Loss: 0.114 | Acc: 96.328% (1233/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s716ms | Loss: 0.110 | Acc: 96.520% (1359/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s84ms | Loss: 0.108 | Acc: 96.615% (1484/1536) 12/391 [=>...............................................................] Step: 373ms | Tot: 4s457ms | Loss: 0.109 | Acc: 96.575% (1607/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s824ms | Loss: 0.107 | Acc: 96.596% (1731/1792) 14/391 [==>..............................................................] Step: 356ms | Tot: 5s181ms | Loss: 0.105 | Acc: 96.615% (1855/1920) 15/391 [==>..............................................................] Step: 361ms | Tot: 5s542ms | Loss: 0.108 | Acc: 96.484% (1976/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s900ms | Loss: 0.105 | Acc: 96.553% (2101/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s262ms | Loss: 0.106 | Acc: 96.528% (2224/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s629ms | Loss: 0.106 | Acc: 96.546% (2348/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s992ms | Loss: 0.107 | Acc: 96.562% (2472/2560) 20/391 [===>.............................................................] Step: 364ms | Tot: 7s357ms | Loss: 0.107 | Acc: 96.503% (2594/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s722ms | Loss: 0.109 | Acc: 96.378% (2714/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s90ms | Loss: 0.106 | Acc: 96.501% (2841/2944) 23/391 [===>.............................................................] Step: 365ms | Tot: 8s455ms | Loss: 0.106 | Acc: 96.517% (2965/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s820ms | Loss: 0.105 | Acc: 96.531% (3089/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s182ms | Loss: 0.104 | Acc: 96.544% (3213/3328) 26/391 [====>............................................................] Step: 374ms | Tot: 9s556ms | Loss: 0.104 | Acc: 96.615% (3339/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s923ms | Loss: 0.104 | Acc: 96.624% (3463/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s282ms | Loss: 0.104 | Acc: 96.579% (3585/3712) 29/391 [====>............................................................] Step: 372ms | Tot: 10s655ms | Loss: 0.104 | Acc: 96.562% (3708/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s19ms | Loss: 0.104 | Acc: 96.573% (3832/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s378ms | Loss: 0.103 | Acc: 96.631% (3958/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s740ms | Loss: 0.105 | Acc: 96.520% (4077/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s107ms | Loss: 0.105 | Acc: 96.484% (4199/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s470ms | Loss: 0.104 | Acc: 96.518% (4324/4480) 35/391 [=====>...........................................................] Step: 358ms | Tot: 12s829ms | Loss: 0.103 | Acc: 96.571% (4450/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s190ms | Loss: 0.102 | Acc: 96.664% (4578/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s548ms | Loss: 0.101 | Acc: 96.669% (4702/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s917ms | Loss: 0.101 | Acc: 96.675% (4826/4992) 39/391 [======>..........................................................] Step: 355ms | Tot: 14s273ms | Loss: 0.100 | Acc: 96.680% (4950/5120) 40/391 [======>..........................................................] Step: 371ms | Tot: 14s644ms | Loss: 0.101 | Acc: 96.646% (5072/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 15s8ms | Loss: 0.100 | Acc: 96.670% (5197/5376) 42/391 [======>..........................................................] Step: 365ms | Tot: 15s374ms | Loss: 0.100 | Acc: 96.657% (5320/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s733ms | Loss: 0.100 | Acc: 96.644% (5443/5632) 44/391 [=======>.........................................................] Step: 360ms | Tot: 16s94ms | Loss: 0.099 | Acc: 96.684% (5569/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s461ms | Loss: 0.098 | Acc: 96.756% (5697/5888) 46/391 [=======>.........................................................] Step: 358ms | Tot: 16s819ms | Loss: 0.098 | Acc: 96.742% (5820/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s184ms | Loss: 0.097 | Acc: 96.777% (5946/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s551ms | Loss: 0.097 | Acc: 96.795% (6071/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 17s916ms | Loss: 0.097 | Acc: 96.812% (6196/6400) 50/391 [========>........................................................] Step: 357ms | Tot: 18s274ms | Loss: 0.097 | Acc: 96.814% (6320/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s639ms | Loss: 0.098 | Acc: 96.770% (6441/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s | Loss: 0.099 | Acc: 96.683% (6559/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s366ms | Loss: 0.099 | Acc: 96.687% (6683/6912) 54/391 [========>........................................................] Step: 368ms | Tot: 19s734ms | Loss: 0.100 | Acc: 96.662% (6805/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 20s98ms | Loss: 0.100 | Acc: 96.680% (6930/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s471ms | Loss: 0.100 | Acc: 96.683% (7054/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s837ms | Loss: 0.101 | Acc: 96.633% (7174/7424) 58/391 [=========>.......................................................] Step: 353ms | Tot: 21s191ms | Loss: 0.101 | Acc: 96.637% (7298/7552) 59/391 [=========>.......................................................] Step: 376ms | Tot: 21s567ms | Loss: 0.101 | Acc: 96.615% (7420/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s926ms | Loss: 0.102 | Acc: 96.580% (7541/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s286ms | Loss: 0.101 | Acc: 96.623% (7668/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s651ms | Loss: 0.101 | Acc: 96.602% (7790/8064) 63/391 [==========>......................................................] Step: 357ms | Tot: 23s8ms | Loss: 0.101 | Acc: 96.619% (7915/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s371ms | Loss: 0.101 | Acc: 96.623% (8039/8320) 65/391 [==========>......................................................] Step: 373ms | Tot: 23s744ms | Loss: 0.100 | Acc: 96.650% (8165/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s107ms | Loss: 0.100 | Acc: 96.665% (8290/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s475ms | Loss: 0.100 | Acc: 96.645% (8412/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s837ms | Loss: 0.100 | Acc: 96.683% (8539/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s198ms | Loss: 0.100 | Acc: 96.674% (8662/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s563ms | Loss: 0.100 | Acc: 96.633% (8782/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s924ms | Loss: 0.101 | Acc: 96.582% (8901/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s285ms | Loss: 0.100 | Acc: 96.607% (9027/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s647ms | Loss: 0.100 | Acc: 96.569% (9147/9472) 74/391 [============>....................................................] Step: 375ms | Tot: 27s22ms | Loss: 0.101 | Acc: 96.542% (9268/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s382ms | Loss: 0.101 | Acc: 96.546% (9392/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s744ms | Loss: 0.101 | Acc: 96.520% (9513/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 28s104ms | Loss: 0.101 | Acc: 96.544% (9639/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s466ms | Loss: 0.101 | Acc: 96.559% (9764/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s826ms | Loss: 0.101 | Acc: 96.543% (9886/10240) 80/391 [=============>...................................................] Step: 357ms | Tot: 29s183ms | Loss: 0.101 | Acc: 96.537% (10009/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s546ms | Loss: 0.101 | Acc: 96.542% (10133/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 29s908ms | Loss: 0.102 | Acc: 96.489% (10251/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s275ms | Loss: 0.102 | Acc: 96.466% (10372/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s642ms | Loss: 0.102 | Acc: 96.443% (10493/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s5ms | Loss: 0.103 | Acc: 96.439% (10616/11008) 86/391 [==============>..................................................] Step: 360ms | Tot: 31s366ms | Loss: 0.102 | Acc: 96.462% (10742/11136) 87/391 [==============>..................................................] Step: 364ms | Tot: 31s730ms | Loss: 0.102 | Acc: 96.458% (10865/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s89ms | Loss: 0.102 | Acc: 96.471% (10990/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s451ms | Loss: 0.102 | Acc: 96.450% (11111/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 32s810ms | Loss: 0.102 | Acc: 96.446% (11234/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s174ms | Loss: 0.102 | Acc: 96.399% (11352/11776) 92/391 [===============>.................................................] Step: 373ms | Tot: 33s548ms | Loss: 0.102 | Acc: 96.413% (11477/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s915ms | Loss: 0.102 | Acc: 96.426% (11602/12032) 94/391 [===============>.................................................] Step: 353ms | Tot: 34s269ms | Loss: 0.102 | Acc: 96.414% (11724/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s634ms | Loss: 0.103 | Acc: 96.370% (11842/12288) 96/391 [===============>.................................................] Step: 361ms | Tot: 34s996ms | Loss: 0.103 | Acc: 96.360% (11964/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s359ms | Loss: 0.103 | Acc: 96.373% (12089/12544) 98/391 [================>................................................] Step: 364ms | Tot: 35s724ms | Loss: 0.104 | Acc: 96.370% (12212/12672) 99/391 [================>................................................] Step: 370ms | Tot: 36s94ms | Loss: 0.104 | Acc: 96.375% (12336/12800) 100/391 [================>................................................] Step: 371ms | Tot: 36s466ms | Loss: 0.104 | Acc: 96.372% (12459/12928) 101/391 [================>................................................] Step: 366ms | Tot: 36s832ms | Loss: 0.104 | Acc: 96.369% (12582/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s190ms | Loss: 0.104 | Acc: 96.359% (12704/13184) 103/391 [=================>...............................................] Step: 373ms | Tot: 37s564ms | Loss: 0.104 | Acc: 96.379% (12830/13312) 104/391 [=================>...............................................] Step: 374ms | Tot: 37s939ms | Loss: 0.104 | Acc: 96.376% (12953/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s306ms | Loss: 0.103 | Acc: 96.389% (13078/13568) 106/391 [=================>...............................................] Step: 364ms | Tot: 38s670ms | Loss: 0.103 | Acc: 96.386% (13201/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s37ms | Loss: 0.103 | Acc: 96.383% (13324/13824) 108/391 [=================>...............................................] Step: 371ms | Tot: 39s409ms | Loss: 0.103 | Acc: 96.380% (13447/13952) 109/391 [==================>..............................................] Step: 369ms | Tot: 39s779ms | Loss: 0.103 | Acc: 96.385% (13571/14080) 110/391 [==================>..............................................] Step: 377ms | Tot: 40s157ms | Loss: 0.104 | Acc: 96.375% (13693/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s528ms | Loss: 0.104 | Acc: 96.359% (13814/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s890ms | Loss: 0.104 | Acc: 96.370% (13939/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s249ms | Loss: 0.104 | Acc: 96.375% (14063/14592) 114/391 [==================>..............................................] Step: 375ms | Tot: 41s625ms | Loss: 0.103 | Acc: 96.372% (14186/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 41s987ms | Loss: 0.103 | Acc: 96.397% (14313/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s348ms | Loss: 0.103 | Acc: 96.394% (14436/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s711ms | Loss: 0.103 | Acc: 96.398% (14560/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s80ms | Loss: 0.103 | Acc: 96.415% (14686/15232) 119/391 [===================>.............................................] Step: 373ms | Tot: 43s453ms | Loss: 0.102 | Acc: 96.439% (14813/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s816ms | Loss: 0.102 | Acc: 96.442% (14937/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s182ms | Loss: 0.102 | Acc: 96.446% (15061/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s551ms | Loss: 0.102 | Acc: 96.456% (15186/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s915ms | Loss: 0.102 | Acc: 96.447% (15308/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s279ms | Loss: 0.102 | Acc: 96.444% (15431/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s645ms | Loss: 0.102 | Acc: 96.466% (15558/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s10ms | Loss: 0.103 | Acc: 96.438% (15677/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s370ms | Loss: 0.103 | Acc: 96.411% (15796/16384) 128/391 [=====================>...........................................] Step: 370ms | Tot: 46s741ms | Loss: 0.103 | Acc: 96.427% (15922/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s107ms | Loss: 0.103 | Acc: 96.448% (16049/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 47s472ms | Loss: 0.103 | Acc: 96.452% (16173/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 47s828ms | Loss: 0.103 | Acc: 96.449% (16296/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s191ms | Loss: 0.103 | Acc: 96.440% (16418/17024) 133/391 [======================>..........................................] Step: 370ms | Tot: 48s561ms | Loss: 0.103 | Acc: 96.438% (16541/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 48s924ms | Loss: 0.103 | Acc: 96.435% (16664/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s285ms | Loss: 0.103 | Acc: 96.438% (16788/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s647ms | Loss: 0.103 | Acc: 96.447% (16913/17536) 137/391 [======================>..........................................] Step: 372ms | Tot: 50s20ms | Loss: 0.102 | Acc: 96.473% (17041/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s377ms | Loss: 0.102 | Acc: 96.482% (17166/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s741ms | Loss: 0.103 | Acc: 96.462% (17286/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s101ms | Loss: 0.102 | Acc: 96.476% (17412/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 51s465ms | Loss: 0.102 | Acc: 96.484% (17537/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s822ms | Loss: 0.102 | Acc: 96.493% (17662/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 52s181ms | Loss: 0.102 | Acc: 96.468% (17781/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s545ms | Loss: 0.102 | Acc: 96.482% (17907/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 52s905ms | Loss: 0.102 | Acc: 96.479% (18030/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s271ms | Loss: 0.102 | Acc: 96.498% (18157/18816) 147/391 [========================>........................................] Step: 377ms | Tot: 53s648ms | Loss: 0.102 | Acc: 96.484% (18278/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s9ms | Loss: 0.102 | Acc: 96.482% (18401/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s369ms | Loss: 0.102 | Acc: 96.490% (18526/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s729ms | Loss: 0.103 | Acc: 96.477% (18647/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 55s89ms | Loss: 0.103 | Acc: 96.474% (18770/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s452ms | Loss: 0.103 | Acc: 96.487% (18896/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 55s811ms | Loss: 0.102 | Acc: 96.500% (19022/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s176ms | Loss: 0.102 | Acc: 96.502% (19146/19840) 155/391 [=========================>.......................................] Step: 373ms | Tot: 56s550ms | Loss: 0.102 | Acc: 96.504% (19270/19968) 156/391 [=========================>.......................................] Step: 368ms | Tot: 56s919ms | Loss: 0.103 | Acc: 96.477% (19388/20096) 157/391 [==========================>......................................] Step: 367ms | Tot: 57s286ms | Loss: 0.103 | Acc: 96.470% (19510/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s652ms | Loss: 0.103 | Acc: 96.477% (19635/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 58s14ms | Loss: 0.103 | Acc: 96.479% (19759/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 58s370ms | Loss: 0.103 | Acc: 96.477% (19882/20608) 161/391 [==========================>......................................] Step: 359ms | Tot: 58s729ms | Loss: 0.103 | Acc: 96.475% (20005/20736) 162/391 [==========================>......................................] Step: 362ms | Tot: 59s91ms | Loss: 0.103 | Acc: 96.472% (20128/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s455ms | Loss: 0.103 | Acc: 96.465% (20250/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s824ms | Loss: 0.103 | Acc: 96.468% (20374/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m184ms | Loss: 0.103 | Acc: 96.466% (20497/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m549ms | Loss: 0.103 | Acc: 96.463% (20620/21376) 167/391 [===========================>.....................................] Step: 364ms | Tot: 1m913ms | Loss: 0.103 | Acc: 96.461% (20743/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.103 | Acc: 96.459% (20866/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.103 | Acc: 96.471% (20992/21760) 170/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.103 | Acc: 96.468% (21115/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.103 | Acc: 96.471% (21239/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.103 | Acc: 96.473% (21363/22144) 173/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.103 | Acc: 96.462% (21484/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.103 | Acc: 96.460% (21607/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.103 | Acc: 96.458% (21730/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.103 | Acc: 96.442% (21850/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.103 | Acc: 96.445% (21974/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.103 | Acc: 96.456% (22100/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.103 | Acc: 96.454% (22223/23040) 180/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.103 | Acc: 96.465% (22349/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.103 | Acc: 96.467% (22473/23296) 182/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.103 | Acc: 96.461% (22595/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.103 | Acc: 96.455% (22717/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.103 | Acc: 96.448% (22839/23680) 185/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.104 | Acc: 96.447% (22962/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.103 | Acc: 96.449% (23086/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.103 | Acc: 96.464% (23213/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.103 | Acc: 96.462% (23336/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.103 | Acc: 96.472% (23462/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.103 | Acc: 96.482% (23588/24448) 191/391 [===============================>.................................] Step: 376ms | Tot: 1m9s | Loss: 0.103 | Acc: 96.484% (23712/24576) 192/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.103 | Acc: 96.474% (23833/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.103 | Acc: 96.464% (23954/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.104 | Acc: 96.446% (24073/24960) 195/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.103 | Acc: 96.452% (24198/25088) 196/391 [================================>................................] Step: 375ms | Tot: 1m11s | Loss: 0.104 | Acc: 96.459% (24323/25216) 197/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.103 | Acc: 96.473% (24450/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.103 | Acc: 96.478% (24575/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.104 | Acc: 96.473% (24697/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.104 | Acc: 96.475% (24821/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.104 | Acc: 96.469% (24943/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.104 | Acc: 96.456% (25063/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.104 | Acc: 96.454% (25186/26112) 204/391 [=================================>...............................] Step: 355ms | Tot: 1m14s | Loss: 0.104 | Acc: 96.429% (25303/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.104 | Acc: 96.443% (25430/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.104 | Acc: 96.449% (25555/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.104 | Acc: 96.439% (25676/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.104 | Acc: 96.426% (25796/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.104 | Acc: 96.432% (25921/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m16s | Loss: 0.105 | Acc: 96.420% (26041/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.104 | Acc: 96.429% (26167/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.104 | Acc: 96.420% (26288/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.105 | Acc: 96.404% (26407/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.104 | Acc: 96.406% (26531/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.104 | Acc: 96.412% (26656/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.104 | Acc: 96.411% (26779/27776) 217/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.104 | Acc: 96.402% (26900/27904) 218/391 [====================================>............................] Step: 374ms | Tot: 1m19s | Loss: 0.105 | Acc: 96.390% (27020/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.105 | Acc: 96.396% (27145/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.105 | Acc: 96.387% (27266/28288) 221/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.105 | Acc: 96.389% (27390/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.105 | Acc: 96.388% (27513/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.104 | Acc: 96.401% (27640/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.104 | Acc: 96.392% (27761/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.104 | Acc: 96.398% (27886/28928) 226/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.104 | Acc: 96.397% (28009/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.105 | Acc: 96.385% (28129/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m23s | Loss: 0.105 | Acc: 96.373% (28249/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.105 | Acc: 96.376% (28373/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.105 | Acc: 96.378% (28497/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.105 | Acc: 96.380% (28621/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.105 | Acc: 96.385% (28746/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.105 | Acc: 96.378% (28867/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.105 | Acc: 96.363% (28986/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.106 | Acc: 96.359% (29108/30208) 236/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.106 | Acc: 96.354% (29230/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.105 | Acc: 96.366% (29357/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.106 | Acc: 96.359% (29478/30592) 239/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.106 | Acc: 96.354% (29600/30720) 240/391 [=======================================>.........................] Step: 376ms | Tot: 1m27s | Loss: 0.106 | Acc: 96.363% (29726/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m27s | Loss: 0.106 | Acc: 96.365% (29850/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.106 | Acc: 96.367% (29974/31104) 243/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.106 | Acc: 96.369% (30098/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.106 | Acc: 96.358% (30218/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.106 | Acc: 96.354% (30340/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.106 | Acc: 96.353% (30463/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.106 | Acc: 96.362% (30589/31744) 248/391 [=========================================>.......................] Step: 365ms | Tot: 1m30s | Loss: 0.105 | Acc: 96.364% (30713/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.106 | Acc: 96.353% (30833/32000) 250/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.106 | Acc: 96.349% (30955/32128) 251/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.106 | Acc: 96.345% (31077/32256) 252/391 [=========================================>.......................] Step: 352ms | Tot: 1m31s | Loss: 0.106 | Acc: 96.350% (31202/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.106 | Acc: 96.349% (31325/32512) 254/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.106 | Acc: 96.345% (31447/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.106 | Acc: 96.353% (31573/32768) 256/391 [==========================================>......................] Step: 357ms | Tot: 1m33s | Loss: 0.106 | Acc: 96.361% (31699/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.106 | Acc: 96.357% (31821/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.106 | Acc: 96.362% (31946/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m34s | Loss: 0.106 | Acc: 96.355% (32067/33280) 260/391 [===========================================>.....................] Step: 356ms | Tot: 1m34s | Loss: 0.106 | Acc: 96.348% (32188/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.106 | Acc: 96.350% (32312/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.106 | Acc: 96.340% (32432/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.106 | Acc: 96.348% (32558/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.106 | Acc: 96.347% (32681/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.106 | Acc: 96.346% (32804/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m36s | Loss: 0.106 | Acc: 96.345% (32927/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.106 | Acc: 96.342% (33049/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.106 | Acc: 96.346% (33174/34432) 269/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.106 | Acc: 96.351% (33299/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.106 | Acc: 96.347% (33421/34688) 271/391 [=============================================>...................] Step: 367ms | Tot: 1m38s | Loss: 0.106 | Acc: 96.341% (33542/34816) 272/391 [=============================================>...................] Step: 371ms | Tot: 1m39s | Loss: 0.106 | Acc: 96.343% (33666/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.106 | Acc: 96.345% (33790/35072) 274/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.106 | Acc: 96.338% (33911/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.106 | Acc: 96.326% (34030/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.106 | Acc: 96.331% (34155/35456) 277/391 [==============================================>..................] Step: 369ms | Tot: 1m40s | Loss: 0.106 | Acc: 96.344% (34283/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.106 | Acc: 96.351% (34409/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.106 | Acc: 96.353% (34533/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.106 | Acc: 96.350% (34655/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.106 | Acc: 96.357% (34781/36096) 282/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.106 | Acc: 96.364% (34907/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.106 | Acc: 96.358% (35028/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.106 | Acc: 96.351% (35149/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.106 | Acc: 96.345% (35270/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.106 | Acc: 96.339% (35391/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.106 | Acc: 96.338% (35514/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.106 | Acc: 96.340% (35638/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.106 | Acc: 96.339% (35761/37120) 290/391 [================================================>................] Step: 376ms | Tot: 1m45s | Loss: 0.106 | Acc: 96.338% (35884/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.106 | Acc: 96.335% (36006/37376) 292/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.106 | Acc: 96.336% (36130/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.106 | Acc: 96.333% (36252/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.106 | Acc: 96.327% (36373/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.107 | Acc: 96.326% (36496/37888) 296/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.107 | Acc: 96.325% (36619/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.107 | Acc: 96.322% (36741/38144) 298/391 [=================================================>...............] Step: 373ms | Tot: 1m48s | Loss: 0.107 | Acc: 96.316% (36862/38272) 299/391 [=================================================>...............] Step: 375ms | Tot: 1m48s | Loss: 0.107 | Acc: 96.310% (36983/38400) 300/391 [=================================================>...............] Step: 359ms | Tot: 1m49s | Loss: 0.107 | Acc: 96.320% (37110/38528) 301/391 [==================================================>..............] Step: 372ms | Tot: 1m49s | Loss: 0.107 | Acc: 96.314% (37231/38656) 302/391 [==================================================>..............] Step: 369ms | Tot: 1m49s | Loss: 0.107 | Acc: 96.313% (37354/38784) 303/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.107 | Acc: 96.312% (37477/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.107 | Acc: 96.309% (37599/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.107 | Acc: 96.318% (37726/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.107 | Acc: 96.323% (37851/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m51s | Loss: 0.107 | Acc: 96.317% (37972/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.107 | Acc: 96.309% (38092/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.107 | Acc: 96.310% (38216/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.107 | Acc: 96.315% (38341/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.107 | Acc: 96.322% (38467/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.107 | Acc: 96.318% (38589/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.107 | Acc: 96.310% (38709/40192) 314/391 [====================================================>............] Step: 375ms | Tot: 1m54s | Loss: 0.107 | Acc: 96.314% (38834/40320) 315/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.107 | Acc: 96.314% (38957/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.107 | Acc: 96.316% (39081/40576) 317/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.107 | Acc: 96.317% (39205/40704) 318/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.107 | Acc: 96.317% (39328/40832) 319/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.107 | Acc: 96.316% (39451/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.107 | Acc: 96.320% (39576/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.107 | Acc: 96.327% (39702/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.107 | Acc: 96.324% (39824/41344) 323/391 [=====================================================>...........] Step: 376ms | Tot: 1m57s | Loss: 0.107 | Acc: 96.330% (39950/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.106 | Acc: 96.334% (40075/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.106 | Acc: 96.333% (40198/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.106 | Acc: 96.342% (40325/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.106 | Acc: 96.349% (40451/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.106 | Acc: 96.355% (40577/42112) 329/391 [======================================================>..........] Step: 371ms | Tot: 1m59s | Loss: 0.106 | Acc: 96.352% (40699/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m189ms | Loss: 0.106 | Acc: 96.349% (40821/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 2m553ms | Loss: 0.106 | Acc: 96.350% (40945/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 2m908ms | Loss: 0.106 | Acc: 96.357% (41071/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.106 | Acc: 96.356% (41194/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.106 | Acc: 96.355% (41317/42880) 335/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.106 | Acc: 96.356% (41441/43008) 336/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.106 | Acc: 96.360% (41566/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.106 | Acc: 96.355% (41687/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.106 | Acc: 96.350% (41808/43392) 339/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.106 | Acc: 96.351% (41932/43520) 340/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.106 | Acc: 96.337% (42049/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.106 | Acc: 96.338% (42173/43776) 342/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.107 | Acc: 96.333% (42294/43904) 343/391 [=========================================================>.......] Step: 372ms | Tot: 2m4s | Loss: 0.107 | Acc: 96.339% (42420/44032) 344/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.106 | Acc: 96.343% (42545/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.107 | Acc: 96.333% (42664/44288) 346/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.107 | Acc: 96.326% (42784/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.107 | Acc: 96.323% (42906/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.107 | Acc: 96.329% (43032/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.106 | Acc: 96.333% (43157/44800) 350/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.106 | Acc: 96.334% (43281/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.106 | Acc: 96.338% (43406/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.106 | Acc: 96.339% (43530/45184) 353/391 [==========================================================>......] Step: 370ms | Tot: 2m8s | Loss: 0.106 | Acc: 96.339% (43653/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.106 | Acc: 96.336% (43775/45440) 355/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.106 | Acc: 96.340% (43900/45568) 356/391 [===========================================================>.....] Step: 377ms | Tot: 2m9s | Loss: 0.106 | Acc: 96.332% (44020/45696) 357/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.106 | Acc: 96.327% (44141/45824) 358/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.107 | Acc: 96.320% (44261/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.107 | Acc: 96.319% (44384/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.107 | Acc: 96.327% (44511/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.107 | Acc: 96.331% (44636/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.107 | Acc: 96.330% (44759/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.107 | Acc: 96.328% (44881/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.107 | Acc: 96.325% (45003/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.107 | Acc: 96.324% (45126/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.107 | Acc: 96.326% (45250/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.107 | Acc: 96.321% (45371/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m13s | Loss: 0.107 | Acc: 96.327% (45497/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.107 | Acc: 96.326% (45620/47360) 370/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.107 | Acc: 96.325% (45743/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.107 | Acc: 96.325% (45866/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.107 | Acc: 96.322% (45988/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.107 | Acc: 96.321% (46111/47872) 374/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.107 | Acc: 96.323% (46235/48000) 375/391 [==============================================================>..] Step: 371ms | Tot: 2m16s | Loss: 0.107 | Acc: 96.322% (46358/48128) 376/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.107 | Acc: 96.324% (46482/48256) 377/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.107 | Acc: 96.321% (46604/48384) 378/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.107 | Acc: 96.320% (46727/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.107 | Acc: 96.318% (46849/48640) 380/391 [===============================================================>.] Step: 378ms | Tot: 2m18s | Loss: 0.107 | Acc: 96.313% (46970/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.107 | Acc: 96.311% (47092/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.107 | Acc: 96.314% (47217/49024) 383/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.107 | Acc: 96.307% (47337/49152) 384/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.107 | Acc: 96.305% (47459/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.107 | Acc: 96.308% (47584/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.107 | Acc: 96.310% (47708/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.107 | Acc: 96.313% (47833/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.107 | Acc: 96.311% (47955/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.107 | Acc: 96.316% (48081/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m22s | Loss: 0.107 | Acc: 96.308% (48154/50000) 391/391 + [>................................................................] Step: 493ms | Tot: 2ms | Loss: 0.429 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 291ms | Tot: 293ms | Loss: 0.345 | Acc: 90.000% (180/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 589ms | Loss: 0.339 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 889ms | Loss: 0.359 | Acc: 89.500% (358/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s185ms | Loss: 0.356 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s485ms | Loss: 0.320 | Acc: 90.167% (541/600) 6/100 [===>.............................................................] Step: 286ms | Tot: 1s771ms | Loss: 0.305 | Acc: 90.286% (632/700) 7/100 [====>............................................................] Step: 316ms | Tot: 2s87ms | Loss: 0.323 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s394ms | Loss: 0.340 | Acc: 89.667% (807/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s693ms | Loss: 0.343 | Acc: 89.600% (896/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 2s999ms | Loss: 0.347 | Acc: 89.545% (985/1100) 11/100 [=======>.........................................................] Step: 296ms | Tot: 3s296ms | Loss: 0.364 | Acc: 89.167% (1070/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s593ms | Loss: 0.366 | Acc: 88.923% (1156/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s902ms | Loss: 0.362 | Acc: 89.143% (1248/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s201ms | Loss: 0.358 | Acc: 89.200% (1338/1500) 15/100 [=========>.......................................................] Step: 297ms | Tot: 4s499ms | Loss: 0.359 | Acc: 89.188% (1427/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s808ms | Loss: 0.353 | Acc: 89.412% (1520/1700) 17/100 [===========>.....................................................] Step: 313ms | Tot: 5s121ms | Loss: 0.358 | Acc: 89.278% (1607/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s434ms | Loss: 0.367 | Acc: 89.316% (1697/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s737ms | Loss: 0.372 | Acc: 89.300% (1786/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s46ms | Loss: 0.374 | Acc: 89.143% (1872/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s355ms | Loss: 0.371 | Acc: 89.136% (1961/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s659ms | Loss: 0.376 | Acc: 88.870% (2044/2300) 23/100 [==============>..................................................] Step: 313ms | Tot: 6s973ms | Loss: 0.377 | Acc: 88.750% (2130/2400) 24/100 [===============>.................................................] Step: 315ms | Tot: 7s289ms | Loss: 0.382 | Acc: 88.800% (2220/2500) 25/100 [================>................................................] Step: 315ms | Tot: 7s605ms | Loss: 0.385 | Acc: 88.692% (2306/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s915ms | Loss: 0.380 | Acc: 88.704% (2395/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s214ms | Loss: 0.378 | Acc: 88.714% (2484/2800) 28/100 [==================>..............................................] Step: 307ms | Tot: 8s522ms | Loss: 0.384 | Acc: 88.862% (2577/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s824ms | Loss: 0.379 | Acc: 88.900% (2667/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s132ms | Loss: 0.377 | Acc: 88.903% (2756/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s441ms | Loss: 0.379 | Acc: 88.812% (2842/3200) 32/100 [====================>............................................] Step: 298ms | Tot: 9s740ms | Loss: 0.374 | Acc: 88.848% (2932/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s55ms | Loss: 0.374 | Acc: 88.912% (3023/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s362ms | Loss: 0.379 | Acc: 88.771% (3107/3500) 35/100 [======================>..........................................] Step: 305ms | Tot: 10s668ms | Loss: 0.377 | Acc: 88.889% (3200/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 10s973ms | Loss: 0.379 | Acc: 88.865% (3288/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s278ms | Loss: 0.379 | Acc: 88.816% (3375/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s585ms | Loss: 0.378 | Acc: 88.923% (3468/3900) 39/100 [=========================>.......................................] Step: 314ms | Tot: 11s899ms | Loss: 0.377 | Acc: 88.950% (3558/4000) 40/100 [==========================>......................................] Step: 316ms | Tot: 12s216ms | Loss: 0.382 | Acc: 88.927% (3646/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s522ms | Loss: 0.385 | Acc: 88.952% (3736/4200) 42/100 [===========================>.....................................] Step: 301ms | Tot: 12s824ms | Loss: 0.380 | Acc: 89.116% (3832/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s132ms | Loss: 0.380 | Acc: 89.136% (3922/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s440ms | Loss: 0.379 | Acc: 89.178% (4013/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s744ms | Loss: 0.380 | Acc: 89.152% (4101/4600) 46/100 [=============================>...................................] Step: 311ms | Tot: 14s55ms | Loss: 0.381 | Acc: 89.064% (4186/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s360ms | Loss: 0.381 | Acc: 89.062% (4275/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s665ms | Loss: 0.378 | Acc: 89.082% (4365/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 14s972ms | Loss: 0.379 | Acc: 89.020% (4451/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s283ms | Loss: 0.376 | Acc: 89.059% (4542/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s594ms | Loss: 0.377 | Acc: 89.058% (4631/5200) 52/100 [=================================>...............................] Step: 312ms | Tot: 15s906ms | Loss: 0.376 | Acc: 89.075% (4721/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s211ms | Loss: 0.376 | Acc: 89.093% (4811/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s519ms | Loss: 0.377 | Acc: 89.055% (4898/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s824ms | Loss: 0.379 | Acc: 89.036% (4986/5600) 56/100 [====================================>............................] Step: 317ms | Tot: 17s142ms | Loss: 0.377 | Acc: 89.088% (5078/5700) 57/100 [=====================================>...........................] Step: 316ms | Tot: 17s458ms | Loss: 0.374 | Acc: 89.086% (5167/5800) 58/100 [=====================================>...........................] Step: 298ms | Tot: 17s757ms | Loss: 0.376 | Acc: 89.034% (5253/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s68ms | Loss: 0.377 | Acc: 89.000% (5340/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s381ms | Loss: 0.376 | Acc: 89.049% (5432/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s684ms | Loss: 0.377 | Acc: 89.065% (5522/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 18s998ms | Loss: 0.376 | Acc: 89.048% (5610/6300) 63/100 [========================================>........................] Step: 303ms | Tot: 19s302ms | Loss: 0.373 | Acc: 89.125% (5704/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s611ms | Loss: 0.373 | Acc: 89.123% (5793/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s920ms | Loss: 0.373 | Acc: 89.106% (5881/6600) 66/100 [==========================================>......................] Step: 298ms | Tot: 20s218ms | Loss: 0.371 | Acc: 89.164% (5974/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s522ms | Loss: 0.371 | Acc: 89.147% (6062/6800) 68/100 [============================================>....................] Step: 302ms | Tot: 20s825ms | Loss: 0.369 | Acc: 89.203% (6155/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s136ms | Loss: 0.368 | Acc: 89.229% (6246/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s445ms | Loss: 0.371 | Acc: 89.183% (6332/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s753ms | Loss: 0.372 | Acc: 89.167% (6420/7200) 72/100 [==============================================>..................] Step: 323ms | Tot: 22s77ms | Loss: 0.369 | Acc: 89.233% (6514/7300) 73/100 [===============================================>.................] Step: 318ms | Tot: 22s395ms | Loss: 0.371 | Acc: 89.230% (6603/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s703ms | Loss: 0.371 | Acc: 89.227% (6692/7500) 75/100 [================================================>................] Step: 306ms | Tot: 23s10ms | Loss: 0.372 | Acc: 89.237% (6782/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s314ms | Loss: 0.372 | Acc: 89.247% (6872/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s620ms | Loss: 0.371 | Acc: 89.295% (6965/7800) 78/100 [==================================================>..............] Step: 313ms | Tot: 23s933ms | Loss: 0.370 | Acc: 89.316% (7056/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s234ms | Loss: 0.371 | Acc: 89.287% (7143/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s539ms | Loss: 0.369 | Acc: 89.309% (7234/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 24s849ms | Loss: 0.369 | Acc: 89.305% (7323/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s154ms | Loss: 0.368 | Acc: 89.337% (7415/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s461ms | Loss: 0.367 | Acc: 89.345% (7505/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s771ms | Loss: 0.368 | Acc: 89.329% (7593/8500) 85/100 [=======================================================>.........] Step: 318ms | Tot: 26s89ms | Loss: 0.369 | Acc: 89.302% (7680/8600) 86/100 [=======================================================>.........] Step: 316ms | Tot: 26s405ms | Loss: 0.369 | Acc: 89.264% (7766/8700) 87/100 [========================================================>........] Step: 318ms | Tot: 26s723ms | Loss: 0.370 | Acc: 89.261% (7855/8800) 88/100 [=========================================================>.......] Step: 325ms | Tot: 27s49ms | Loss: 0.369 | Acc: 89.303% (7948/8900) 89/100 [=========================================================>.......] Step: 322ms | Tot: 27s371ms | Loss: 0.369 | Acc: 89.333% (8040/9000) 90/100 [==========================================================>......] Step: 320ms | Tot: 27s692ms | Loss: 0.367 | Acc: 89.385% (8134/9100) 91/100 [===========================================================>.....] Step: 317ms | Tot: 28s10ms | Loss: 0.366 | Acc: 89.402% (8225/9200) 92/100 [===========================================================>.....] Step: 320ms | Tot: 28s331ms | Loss: 0.367 | Acc: 89.398% (8314/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s646ms | Loss: 0.367 | Acc: 89.383% (8402/9400) 94/100 [=============================================================>...] Step: 321ms | Tot: 28s967ms | Loss: 0.367 | Acc: 89.389% (8492/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s274ms | Loss: 0.366 | Acc: 89.375% (8580/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s581ms | Loss: 0.366 | Acc: 89.371% (8669/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s889ms | Loss: 0.366 | Acc: 89.398% (8761/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s195ms | Loss: 0.368 | Acc: 89.323% (8843/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s507ms | Loss: 0.367 | Acc: 89.330% (8933/10000) 100/100 + +Epoch: 168 + [>................................................................] Step: 622ms | Tot: 2ms | Loss: 0.100 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.073 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 377ms | Tot: 764ms | Loss: 0.076 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 399ms | Tot: 1s164ms | Loss: 0.090 | Acc: 97.266% (498/512) 4/391 [>................................................................] Step: 372ms | Tot: 1s537ms | Loss: 0.104 | Acc: 96.875% (620/640) 5/391 [>................................................................] Step: 369ms | Tot: 1s906ms | Loss: 0.108 | Acc: 96.875% (744/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s272ms | Loss: 0.107 | Acc: 97.098% (870/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s642ms | Loss: 0.107 | Acc: 97.070% (994/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 3s17ms | Loss: 0.112 | Acc: 96.701% (1114/1152) 9/391 [=>...............................................................] Step: 369ms | Tot: 3s387ms | Loss: 0.114 | Acc: 96.484% (1235/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s754ms | Loss: 0.115 | Acc: 96.307% (1356/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s114ms | Loss: 0.109 | Acc: 96.549% (1483/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s482ms | Loss: 0.110 | Acc: 96.454% (1605/1664) 13/391 [==>..............................................................] Step: 370ms | Tot: 4s852ms | Loss: 0.112 | Acc: 96.484% (1729/1792) 14/391 [==>..............................................................] Step: 364ms | Tot: 5s216ms | Loss: 0.111 | Acc: 96.458% (1852/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s583ms | Loss: 0.109 | Acc: 96.533% (1977/2048) 16/391 [==>..............................................................] Step: 374ms | Tot: 5s958ms | Loss: 0.110 | Acc: 96.415% (2098/2176) 17/391 [==>..............................................................] Step: 376ms | Tot: 6s334ms | Loss: 0.107 | Acc: 96.528% (2224/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s700ms | Loss: 0.112 | Acc: 96.258% (2341/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s63ms | Loss: 0.113 | Acc: 96.250% (2464/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s426ms | Loss: 0.113 | Acc: 96.280% (2588/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s787ms | Loss: 0.111 | Acc: 96.342% (2713/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s145ms | Loss: 0.112 | Acc: 96.365% (2837/2944) 23/391 [===>.............................................................] Step: 357ms | Tot: 8s502ms | Loss: 0.111 | Acc: 96.354% (2960/3072) 24/391 [===>.............................................................] Step: 373ms | Tot: 8s876ms | Loss: 0.110 | Acc: 96.438% (3086/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s241ms | Loss: 0.111 | Acc: 96.424% (3209/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s611ms | Loss: 0.110 | Acc: 96.470% (3334/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s975ms | Loss: 0.110 | Acc: 96.429% (3456/3584) 28/391 [====>............................................................] Step: 361ms | Tot: 10s337ms | Loss: 0.109 | Acc: 96.498% (3582/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s698ms | Loss: 0.108 | Acc: 96.562% (3708/3840) 30/391 [====>............................................................] Step: 379ms | Tot: 11s77ms | Loss: 0.108 | Acc: 96.522% (3830/3968) 31/391 [=====>...........................................................] Step: 367ms | Tot: 11s445ms | Loss: 0.108 | Acc: 96.509% (3953/4096) 32/391 [=====>...........................................................] Step: 358ms | Tot: 11s803ms | Loss: 0.107 | Acc: 96.496% (4076/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s164ms | Loss: 0.107 | Acc: 96.507% (4200/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s527ms | Loss: 0.106 | Acc: 96.518% (4324/4480) 35/391 [=====>...........................................................] Step: 378ms | Tot: 12s906ms | Loss: 0.106 | Acc: 96.528% (4448/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s270ms | Loss: 0.105 | Acc: 96.537% (4572/4736) 37/391 [======>..........................................................] Step: 366ms | Tot: 13s637ms | Loss: 0.105 | Acc: 96.546% (4696/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 14s8ms | Loss: 0.105 | Acc: 96.575% (4821/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s372ms | Loss: 0.104 | Acc: 96.602% (4946/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s735ms | Loss: 0.104 | Acc: 96.570% (5068/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 15s96ms | Loss: 0.105 | Acc: 96.559% (5191/5376) 42/391 [======>..........................................................] Step: 357ms | Tot: 15s454ms | Loss: 0.106 | Acc: 96.457% (5309/5504) 43/391 [=======>.........................................................] Step: 369ms | Tot: 15s824ms | Loss: 0.106 | Acc: 96.502% (5435/5632) 44/391 [=======>.........................................................] Step: 382ms | Tot: 16s206ms | Loss: 0.108 | Acc: 96.476% (5557/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s568ms | Loss: 0.107 | Acc: 96.467% (5680/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s930ms | Loss: 0.109 | Acc: 96.393% (5799/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s293ms | Loss: 0.109 | Acc: 96.354% (5920/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s656ms | Loss: 0.109 | Acc: 96.365% (6044/6272) 49/391 [========>........................................................] Step: 367ms | Tot: 18s24ms | Loss: 0.109 | Acc: 96.375% (6168/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s386ms | Loss: 0.108 | Acc: 96.431% (6295/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s747ms | Loss: 0.107 | Acc: 96.439% (6419/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s112ms | Loss: 0.107 | Acc: 96.418% (6541/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s488ms | Loss: 0.107 | Acc: 96.412% (6664/6912) 54/391 [========>........................................................] Step: 372ms | Tot: 19s860ms | Loss: 0.108 | Acc: 96.349% (6783/7040) 55/391 [=========>.......................................................] Step: 355ms | Tot: 20s215ms | Loss: 0.107 | Acc: 96.359% (6907/7168) 56/391 [=========>.......................................................] Step: 355ms | Tot: 20s571ms | Loss: 0.108 | Acc: 96.327% (7028/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 20s941ms | Loss: 0.108 | Acc: 96.309% (7150/7424) 58/391 [=========>.......................................................] Step: 373ms | Tot: 21s315ms | Loss: 0.107 | Acc: 96.332% (7275/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s673ms | Loss: 0.108 | Acc: 96.289% (7395/7680) 60/391 [=========>.......................................................] Step: 367ms | Tot: 22s41ms | Loss: 0.107 | Acc: 96.311% (7520/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s400ms | Loss: 0.107 | Acc: 96.295% (7642/7936) 62/391 [==========>......................................................] Step: 372ms | Tot: 22s773ms | Loss: 0.107 | Acc: 96.329% (7768/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s136ms | Loss: 0.107 | Acc: 96.326% (7891/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s496ms | Loss: 0.106 | Acc: 96.346% (8016/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s861ms | Loss: 0.107 | Acc: 96.342% (8139/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s222ms | Loss: 0.106 | Acc: 96.374% (8265/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 24s580ms | Loss: 0.106 | Acc: 96.404% (8391/8704) 68/391 [===========>.....................................................] Step: 364ms | Tot: 24s945ms | Loss: 0.106 | Acc: 96.411% (8515/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s306ms | Loss: 0.106 | Acc: 96.395% (8637/8960) 70/391 [===========>.....................................................] Step: 352ms | Tot: 25s659ms | Loss: 0.105 | Acc: 96.435% (8764/9088) 71/391 [===========>.....................................................] Step: 382ms | Tot: 26s42ms | Loss: 0.105 | Acc: 96.463% (8890/9216) 72/391 [===========>.....................................................] Step: 374ms | Tot: 26s417ms | Loss: 0.104 | Acc: 96.468% (9014/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s783ms | Loss: 0.104 | Acc: 96.484% (9139/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 27s145ms | Loss: 0.103 | Acc: 96.510% (9265/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s505ms | Loss: 0.104 | Acc: 96.495% (9387/9728) 76/391 [============>....................................................] Step: 381ms | Tot: 27s886ms | Loss: 0.103 | Acc: 96.479% (9509/9856) 77/391 [============>....................................................] Step: 376ms | Tot: 28s262ms | Loss: 0.103 | Acc: 96.484% (9633/9984) 78/391 [============>....................................................] Step: 369ms | Tot: 28s632ms | Loss: 0.103 | Acc: 96.499% (9758/10112) 79/391 [=============>...................................................] Step: 371ms | Tot: 29s3ms | Loss: 0.103 | Acc: 96.504% (9882/10240) 80/391 [=============>...................................................] Step: 380ms | Tot: 29s383ms | Loss: 0.102 | Acc: 96.537% (10009/10368) 81/391 [=============>...................................................] Step: 372ms | Tot: 29s755ms | Loss: 0.103 | Acc: 96.522% (10131/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s120ms | Loss: 0.102 | Acc: 96.536% (10256/10624) 83/391 [=============>...................................................] Step: 363ms | Tot: 30s483ms | Loss: 0.102 | Acc: 96.522% (10378/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s848ms | Loss: 0.102 | Acc: 96.517% (10501/10880) 85/391 [==============>..................................................] Step: 370ms | Tot: 31s219ms | Loss: 0.102 | Acc: 96.539% (10627/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s589ms | Loss: 0.102 | Acc: 96.552% (10752/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s956ms | Loss: 0.102 | Acc: 96.547% (10875/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s318ms | Loss: 0.101 | Acc: 96.568% (11001/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 32s685ms | Loss: 0.100 | Acc: 96.580% (11126/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 33s50ms | Loss: 0.100 | Acc: 96.583% (11250/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s410ms | Loss: 0.100 | Acc: 96.578% (11373/11776) 92/391 [===============>.................................................] Step: 359ms | Tot: 33s769ms | Loss: 0.100 | Acc: 96.589% (11498/11904) 93/391 [===============>.................................................] Step: 357ms | Tot: 34s127ms | Loss: 0.100 | Acc: 96.601% (11623/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 34s503ms | Loss: 0.100 | Acc: 96.595% (11746/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s873ms | Loss: 0.101 | Acc: 96.558% (11865/12288) 96/391 [===============>.................................................] Step: 354ms | Tot: 35s227ms | Loss: 0.101 | Acc: 96.561% (11989/12416) 97/391 [================>................................................] Step: 357ms | Tot: 35s585ms | Loss: 0.101 | Acc: 96.564% (12113/12544) 98/391 [================>................................................] Step: 379ms | Tot: 35s965ms | Loss: 0.101 | Acc: 96.567% (12237/12672) 99/391 [================>................................................] Step: 377ms | Tot: 36s342ms | Loss: 0.100 | Acc: 96.578% (12362/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s706ms | Loss: 0.101 | Acc: 96.558% (12483/12928) 101/391 [================>................................................] Step: 362ms | Tot: 37s68ms | Loss: 0.101 | Acc: 96.553% (12606/13056) 102/391 [================>................................................] Step: 355ms | Tot: 37s423ms | Loss: 0.100 | Acc: 96.572% (12732/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s784ms | Loss: 0.100 | Acc: 96.582% (12857/13312) 104/391 [=================>...............................................] Step: 356ms | Tot: 38s141ms | Loss: 0.100 | Acc: 96.585% (12981/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s500ms | Loss: 0.100 | Acc: 96.573% (13103/13568) 106/391 [=================>...............................................] Step: 375ms | Tot: 38s875ms | Loss: 0.100 | Acc: 96.583% (13228/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s239ms | Loss: 0.100 | Acc: 96.578% (13351/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s599ms | Loss: 0.100 | Acc: 96.588% (13476/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 39s962ms | Loss: 0.100 | Acc: 96.577% (13598/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s330ms | Loss: 0.100 | Acc: 96.572% (13721/14208) 111/391 [==================>..............................................] Step: 368ms | Tot: 40s698ms | Loss: 0.100 | Acc: 96.582% (13846/14336) 112/391 [==================>..............................................] Step: 370ms | Tot: 41s69ms | Loss: 0.100 | Acc: 96.585% (13970/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s436ms | Loss: 0.100 | Acc: 96.587% (14094/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s796ms | Loss: 0.100 | Acc: 96.590% (14218/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 42s153ms | Loss: 0.100 | Acc: 96.572% (14339/14848) 116/391 [===================>.............................................] Step: 373ms | Tot: 42s526ms | Loss: 0.100 | Acc: 96.588% (14465/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s891ms | Loss: 0.099 | Acc: 96.597% (14590/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s248ms | Loss: 0.100 | Acc: 96.586% (14712/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s611ms | Loss: 0.100 | Acc: 96.576% (14834/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 43s980ms | Loss: 0.100 | Acc: 96.572% (14957/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s344ms | Loss: 0.100 | Acc: 96.561% (15079/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s701ms | Loss: 0.100 | Acc: 96.557% (15202/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s62ms | Loss: 0.100 | Acc: 96.573% (15328/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s421ms | Loss: 0.100 | Acc: 96.562% (15450/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 45s785ms | Loss: 0.100 | Acc: 96.565% (15574/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s155ms | Loss: 0.100 | Acc: 96.561% (15697/16256) 127/391 [=====================>...........................................] Step: 367ms | Tot: 46s523ms | Loss: 0.100 | Acc: 96.570% (15822/16384) 128/391 [=====================>...........................................] Step: 364ms | Tot: 46s887ms | Loss: 0.100 | Acc: 96.560% (15944/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s249ms | Loss: 0.101 | Acc: 96.550% (16066/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s610ms | Loss: 0.100 | Acc: 96.553% (16190/16768) 131/391 [=====================>...........................................] Step: 363ms | Tot: 47s973ms | Loss: 0.100 | Acc: 96.561% (16315/16896) 132/391 [=====================>...........................................] Step: 361ms | Tot: 48s335ms | Loss: 0.100 | Acc: 96.564% (16439/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s693ms | Loss: 0.100 | Acc: 96.566% (16563/17152) 134/391 [======================>..........................................] Step: 372ms | Tot: 49s65ms | Loss: 0.100 | Acc: 96.586% (16690/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s434ms | Loss: 0.101 | Acc: 96.542% (16806/17408) 136/391 [======================>..........................................] Step: 359ms | Tot: 49s793ms | Loss: 0.101 | Acc: 96.527% (16927/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 50s150ms | Loss: 0.102 | Acc: 96.524% (17050/17664) 138/391 [======================>..........................................] Step: 358ms | Tot: 50s509ms | Loss: 0.102 | Acc: 96.521% (17173/17792) 139/391 [=======================>.........................................] Step: 368ms | Tot: 50s878ms | Loss: 0.102 | Acc: 96.529% (17298/17920) 140/391 [=======================>.........................................] Step: 374ms | Tot: 51s252ms | Loss: 0.101 | Acc: 96.543% (17424/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 51s618ms | Loss: 0.101 | Acc: 96.556% (17550/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s981ms | Loss: 0.101 | Acc: 96.547% (17672/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s353ms | Loss: 0.101 | Acc: 96.555% (17797/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s717ms | Loss: 0.101 | Acc: 96.546% (17919/18560) 145/391 [========================>........................................] Step: 360ms | Tot: 53s78ms | Loss: 0.101 | Acc: 96.538% (18041/18688) 146/391 [========================>........................................] Step: 361ms | Tot: 53s439ms | Loss: 0.101 | Acc: 96.545% (18166/18816) 147/391 [========================>........................................] Step: 365ms | Tot: 53s805ms | Loss: 0.101 | Acc: 96.548% (18290/18944) 148/391 [========================>........................................] Step: 354ms | Tot: 54s159ms | Loss: 0.102 | Acc: 96.529% (18410/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s519ms | Loss: 0.101 | Acc: 96.542% (18536/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s885ms | Loss: 0.101 | Acc: 96.549% (18661/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 55s243ms | Loss: 0.101 | Acc: 96.551% (18785/19456) 152/391 [=========================>.......................................] Step: 362ms | Tot: 55s606ms | Loss: 0.101 | Acc: 96.564% (18911/19584) 153/391 [=========================>.......................................] Step: 377ms | Tot: 55s983ms | Loss: 0.101 | Acc: 96.566% (19035/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 56s348ms | Loss: 0.101 | Acc: 96.568% (19159/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 56s706ms | Loss: 0.101 | Acc: 96.565% (19282/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 57s69ms | Loss: 0.101 | Acc: 96.562% (19405/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 57s430ms | Loss: 0.101 | Acc: 96.554% (19527/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s793ms | Loss: 0.101 | Acc: 96.561% (19652/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 58s153ms | Loss: 0.101 | Acc: 96.548% (19773/20480) 160/391 [==========================>......................................] Step: 367ms | Tot: 58s521ms | Loss: 0.101 | Acc: 96.535% (19894/20608) 161/391 [==========================>......................................] Step: 377ms | Tot: 58s898ms | Loss: 0.101 | Acc: 96.533% (20017/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 59s262ms | Loss: 0.101 | Acc: 96.520% (20138/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s619ms | Loss: 0.101 | Acc: 96.542% (20266/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 59s987ms | Loss: 0.101 | Acc: 96.548% (20391/21120) 165/391 [===========================>.....................................] Step: 369ms | Tot: 1m357ms | Loss: 0.101 | Acc: 96.546% (20514/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m729ms | Loss: 0.101 | Acc: 96.552% (20639/21376) 167/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.101 | Acc: 96.554% (20763/21504) 168/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.101 | Acc: 96.561% (20888/21632) 169/391 [============================>....................................] Step: 378ms | Tot: 1m1s | Loss: 0.101 | Acc: 96.549% (21009/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.101 | Acc: 96.541% (21131/21888) 171/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.101 | Acc: 96.539% (21254/22016) 172/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.101 | Acc: 96.541% (21378/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.101 | Acc: 96.534% (21500/22272) 174/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.101 | Acc: 96.536% (21624/22400) 175/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.101 | Acc: 96.533% (21747/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.101 | Acc: 96.548% (21874/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.101 | Acc: 96.528% (21993/22784) 178/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.101 | Acc: 96.530% (22117/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.101 | Acc: 96.510% (22236/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.102 | Acc: 96.504% (22358/23168) 181/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.102 | Acc: 96.506% (22482/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.102 | Acc: 96.504% (22605/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.102 | Acc: 96.497% (22727/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.102 | Acc: 96.482% (22847/23680) 185/391 [==============================>..................................] Step: 355ms | Tot: 1m7s | Loss: 0.102 | Acc: 96.497% (22974/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m8s | Loss: 0.102 | Acc: 96.491% (23096/23936) 187/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.102 | Acc: 96.493% (23220/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.102 | Acc: 96.495% (23344/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.103 | Acc: 96.484% (23465/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.102 | Acc: 96.491% (23590/24448) 191/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.103 | Acc: 96.488% (23713/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.102 | Acc: 96.486% (23836/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.102 | Acc: 96.488% (23960/24832) 194/391 [================================>................................] Step: 372ms | Tot: 1m10s | Loss: 0.102 | Acc: 96.494% (24085/24960) 195/391 [================================>................................] Step: 374ms | Tot: 1m11s | Loss: 0.102 | Acc: 96.480% (24205/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.102 | Acc: 96.490% (24331/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.102 | Acc: 96.480% (24452/25344) 198/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.102 | Acc: 96.478% (24575/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.103 | Acc: 96.469% (24696/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.103 | Acc: 96.463% (24818/25728) 201/391 [=================================>...............................] Step: 355ms | Tot: 1m13s | Loss: 0.103 | Acc: 96.461% (24941/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.103 | Acc: 96.448% (25061/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.103 | Acc: 96.446% (25184/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.103 | Acc: 96.441% (25306/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.103 | Acc: 96.439% (25429/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.103 | Acc: 96.441% (25553/26496) 207/391 [==================================>..............................] Step: 353ms | Tot: 1m15s | Loss: 0.103 | Acc: 96.443% (25677/26624) 208/391 [==================================>..............................] Step: 381ms | Tot: 1m16s | Loss: 0.103 | Acc: 96.449% (25802/26752) 209/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.103 | Acc: 96.447% (25925/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.103 | Acc: 96.449% (26049/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.103 | Acc: 96.459% (26175/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.102 | Acc: 96.461% (26299/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.102 | Acc: 96.470% (26425/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.103 | Acc: 96.450% (26543/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.103 | Acc: 96.448% (26666/27648) 216/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.102 | Acc: 96.450% (26790/27776) 217/391 [====================================>............................] Step: 385ms | Tot: 1m19s | Loss: 0.102 | Acc: 96.456% (26915/27904) 218/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.102 | Acc: 96.454% (27038/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.102 | Acc: 96.467% (27165/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.102 | Acc: 96.465% (27288/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.102 | Acc: 96.456% (27409/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.102 | Acc: 96.465% (27535/28544) 223/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.102 | Acc: 96.449% (27654/28672) 224/391 [=====================================>...........................] Step: 374ms | Tot: 1m21s | Loss: 0.102 | Acc: 96.448% (27777/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.102 | Acc: 96.450% (27901/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.102 | Acc: 96.459% (28027/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.103 | Acc: 96.450% (28148/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.102 | Acc: 96.455% (28273/29312) 229/391 [======================================>..........................] Step: 353ms | Tot: 1m23s | Loss: 0.102 | Acc: 96.457% (28397/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.102 | Acc: 96.456% (28520/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.102 | Acc: 96.461% (28645/29696) 232/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.102 | Acc: 96.463% (28769/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.102 | Acc: 96.471% (28895/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.102 | Acc: 96.473% (29019/30080) 235/391 [=======================================>.........................] Step: 369ms | Tot: 1m25s | Loss: 0.102 | Acc: 96.461% (29139/30208) 236/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.102 | Acc: 96.456% (29261/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.102 | Acc: 96.465% (29387/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.102 | Acc: 96.473% (29513/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.102 | Acc: 96.475% (29637/30720) 240/391 [=======================================>.........................] Step: 353ms | Tot: 1m27s | Loss: 0.102 | Acc: 96.476% (29761/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.102 | Acc: 96.465% (29881/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.102 | Acc: 96.473% (30007/31104) 243/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.102 | Acc: 96.465% (30128/31232) 244/391 [========================================>........................] Step: 354ms | Tot: 1m29s | Loss: 0.102 | Acc: 96.457% (30249/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.102 | Acc: 96.459% (30373/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.102 | Acc: 96.457% (30496/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.102 | Acc: 96.462% (30621/31744) 248/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.102 | Acc: 96.467% (30746/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.102 | Acc: 96.475% (30872/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.102 | Acc: 96.477% (30996/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.102 | Acc: 96.481% (31121/32256) 252/391 [=========================================>.......................] Step: 388ms | Tot: 1m32s | Loss: 0.102 | Acc: 96.483% (31245/32384) 253/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.102 | Acc: 96.481% (31368/32512) 254/391 [==========================================>......................] Step: 372ms | Tot: 1m32s | Loss: 0.102 | Acc: 96.489% (31494/32640) 255/391 [==========================================>......................] Step: 376ms | Tot: 1m33s | Loss: 0.102 | Acc: 96.484% (31616/32768) 256/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.102 | Acc: 96.489% (31741/32896) 257/391 [==========================================>......................] Step: 373ms | Tot: 1m33s | Loss: 0.102 | Acc: 96.478% (31861/33024) 258/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.102 | Acc: 96.480% (31985/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.102 | Acc: 96.472% (32106/33280) 260/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.102 | Acc: 96.468% (32228/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.102 | Acc: 96.464% (32350/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.102 | Acc: 96.465% (32474/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.102 | Acc: 96.470% (32599/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.102 | Acc: 96.465% (32721/33920) 265/391 [============================================>....................] Step: 366ms | Tot: 1m36s | Loss: 0.102 | Acc: 96.476% (32848/34048) 266/391 [============================================>....................] Step: 355ms | Tot: 1m37s | Loss: 0.102 | Acc: 96.480% (32973/34176) 267/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.102 | Acc: 96.490% (33100/34304) 268/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.102 | Acc: 96.495% (33225/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.102 | Acc: 96.499% (33350/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.102 | Acc: 96.497% (33473/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.102 | Acc: 96.499% (33597/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.102 | Acc: 96.492% (33718/34944) 273/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.102 | Acc: 96.484% (33839/35072) 274/391 [=============================================>...................] Step: 355ms | Tot: 1m40s | Loss: 0.102 | Acc: 96.486% (33963/35200) 275/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.102 | Acc: 96.490% (34088/35328) 276/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.102 | Acc: 96.494% (34213/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.102 | Acc: 96.493% (34336/35584) 278/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.102 | Acc: 96.480% (34455/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.102 | Acc: 96.470% (34575/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.102 | Acc: 96.464% (34696/35968) 281/391 [==============================================>..................] Step: 355ms | Tot: 1m42s | Loss: 0.102 | Acc: 96.473% (34823/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.103 | Acc: 96.464% (34943/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.102 | Acc: 96.465% (35067/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.102 | Acc: 96.467% (35191/36480) 285/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.103 | Acc: 96.465% (35314/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.103 | Acc: 96.475% (35441/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.103 | Acc: 96.476% (35565/36864) 288/391 [===============================================>.................] Step: 357ms | Tot: 1m45s | Loss: 0.102 | Acc: 96.483% (35691/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.102 | Acc: 96.482% (35814/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.102 | Acc: 96.483% (35938/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.102 | Acc: 96.484% (36062/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.102 | Acc: 96.486% (36186/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.102 | Acc: 96.482% (36308/37632) 294/391 [================================================>................] Step: 356ms | Tot: 1m47s | Loss: 0.103 | Acc: 96.467% (36426/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.103 | Acc: 96.466% (36549/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.102 | Acc: 96.475% (36676/38016) 297/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.102 | Acc: 96.474% (36799/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.102 | Acc: 96.478% (36924/38272) 299/391 [=================================================>...............] Step: 378ms | Tot: 1m49s | Loss: 0.103 | Acc: 96.461% (37041/38400) 300/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.103 | Acc: 96.462% (37165/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.103 | Acc: 96.469% (37291/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.103 | Acc: 96.452% (37408/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.103 | Acc: 96.446% (37529/38912) 304/391 [==================================================>..............] Step: 380ms | Tot: 1m51s | Loss: 0.103 | Acc: 96.455% (37656/39040) 305/391 [==================================================>..............] Step: 380ms | Tot: 1m51s | Loss: 0.103 | Acc: 96.459% (37781/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.103 | Acc: 96.460% (37905/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.103 | Acc: 96.464% (38030/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.103 | Acc: 96.468% (38155/39552) 309/391 [===================================================>.............] Step: 375ms | Tot: 1m52s | Loss: 0.103 | Acc: 96.457% (38274/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.103 | Acc: 96.458% (38398/39808) 311/391 [===================================================>.............] Step: 354ms | Tot: 1m53s | Loss: 0.103 | Acc: 96.459% (38522/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.103 | Acc: 96.448% (38641/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.103 | Acc: 96.450% (38765/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.103 | Acc: 96.453% (38890/40320) 315/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.103 | Acc: 96.460% (39016/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.103 | Acc: 96.456% (39138/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.103 | Acc: 96.455% (39261/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.103 | Acc: 96.454% (39384/40832) 319/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.103 | Acc: 96.450% (39506/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.103 | Acc: 96.449% (39629/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.103 | Acc: 96.453% (39754/41216) 322/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.103 | Acc: 96.452% (39877/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.103 | Acc: 96.448% (39999/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.103 | Acc: 96.450% (40123/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.103 | Acc: 96.444% (40244/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.104 | Acc: 96.440% (40366/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.104 | Acc: 96.439% (40489/41984) 328/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.104 | Acc: 96.438% (40612/42112) 329/391 [======================================================>..........] Step: 351ms | Tot: 2m115ms | Loss: 0.104 | Acc: 96.439% (40736/42240) 330/391 [======================================================>..........] Step: 353ms | Tot: 2m469ms | Loss: 0.104 | Acc: 96.445% (40862/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m831ms | Loss: 0.104 | Acc: 96.442% (40984/42496) 332/391 [=======================================================>.........] Step: 372ms | Tot: 2m1s | Loss: 0.103 | Acc: 96.446% (41109/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.104 | Acc: 96.442% (41231/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.104 | Acc: 96.441% (41354/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.103 | Acc: 96.447% (41480/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.103 | Acc: 96.448% (41604/43136) 337/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.103 | Acc: 96.452% (41729/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.103 | Acc: 96.453% (41853/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.103 | Acc: 96.459% (41979/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.103 | Acc: 96.456% (42101/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.103 | Acc: 96.462% (42227/43776) 342/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.103 | Acc: 96.463% (42351/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.103 | Acc: 96.466% (42476/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.103 | Acc: 96.465% (42599/44160) 345/391 [=========================================================>.......] Step: 373ms | Tot: 2m5s | Loss: 0.103 | Acc: 96.462% (42721/44288) 346/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.103 | Acc: 96.470% (42848/44416) 347/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.103 | Acc: 96.475% (42974/44544) 348/391 [=========================================================>.......] Step: 375ms | Tot: 2m7s | Loss: 0.103 | Acc: 96.477% (43098/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.103 | Acc: 96.469% (43218/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.103 | Acc: 96.470% (43342/44928) 351/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.103 | Acc: 96.467% (43464/45056) 352/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.103 | Acc: 96.459% (43584/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.103 | Acc: 96.460% (43708/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.103 | Acc: 96.466% (43834/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.103 | Acc: 96.462% (43956/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.103 | Acc: 96.453% (44075/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.103 | Acc: 96.452% (44198/45824) 358/391 [===========================================================>.....] Step: 354ms | Tot: 2m10s | Loss: 0.103 | Acc: 96.457% (44324/45952) 359/391 [===========================================================>.....] Step: 378ms | Tot: 2m10s | Loss: 0.103 | Acc: 96.452% (44445/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.103 | Acc: 96.453% (44569/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.103 | Acc: 96.461% (44696/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.103 | Acc: 96.462% (44820/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.103 | Acc: 96.467% (44946/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.103 | Acc: 96.468% (45070/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.103 | Acc: 96.463% (45191/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.103 | Acc: 96.468% (45317/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m13s | Loss: 0.103 | Acc: 96.461% (45437/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.103 | Acc: 96.466% (45563/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.103 | Acc: 96.472% (45689/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.103 | Acc: 96.471% (45812/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.103 | Acc: 96.476% (45938/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.103 | Acc: 96.471% (46059/47744) 373/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.103 | Acc: 96.474% (46184/47872) 374/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.103 | Acc: 96.475% (46308/48000) 375/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.103 | Acc: 96.476% (46432/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.103 | Acc: 96.469% (46552/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.103 | Acc: 96.470% (46676/48384) 378/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.103 | Acc: 96.471% (46800/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.103 | Acc: 96.470% (46923/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.103 | Acc: 96.465% (47044/48768) 381/391 [===============================================================>.] Step: 374ms | Tot: 2m18s | Loss: 0.103 | Acc: 96.466% (47168/48896) 382/391 [===============================================================>.] Step: 385ms | Tot: 2m19s | Loss: 0.103 | Acc: 96.459% (47288/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.103 | Acc: 96.464% (47414/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.103 | Acc: 96.463% (47537/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.103 | Acc: 96.464% (47661/49408) 386/391 [================================================================>] Step: 375ms | Tot: 2m20s | Loss: 0.103 | Acc: 96.461% (47783/49536) 387/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.103 | Acc: 96.464% (47908/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.103 | Acc: 96.471% (48035/49792) 389/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.103 | Acc: 96.472% (48159/49920) 390/391 [================================================================>] Step: 344ms | Tot: 2m22s | Loss: 0.103 | Acc: 96.472% (48236/50000) 391/391 + [>................................................................] Step: 482ms | Tot: 2ms | Loss: 0.360 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 294ms | Tot: 296ms | Loss: 0.350 | Acc: 90.500% (181/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 595ms | Loss: 0.334 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 888ms | Loss: 0.320 | Acc: 90.750% (363/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s186ms | Loss: 0.313 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s480ms | Loss: 0.293 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s785ms | Loss: 0.286 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 308ms | Tot: 2s93ms | Loss: 0.302 | Acc: 90.500% (724/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s396ms | Loss: 0.313 | Acc: 90.222% (812/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s701ms | Loss: 0.318 | Acc: 90.200% (902/1000) 10/100 [======>..........................................................] Step: 313ms | Tot: 3s14ms | Loss: 0.310 | Acc: 90.455% (995/1100) 11/100 [=======>.........................................................] Step: 316ms | Tot: 3s331ms | Loss: 0.329 | Acc: 90.000% (1080/1200) 12/100 [=======>.........................................................] Step: 317ms | Tot: 3s648ms | Loss: 0.328 | Acc: 89.846% (1168/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s952ms | Loss: 0.333 | Acc: 89.929% (1259/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s259ms | Loss: 0.328 | Acc: 89.933% (1349/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s562ms | Loss: 0.327 | Acc: 89.875% (1438/1600) 16/100 [==========>......................................................] Step: 299ms | Tot: 4s862ms | Loss: 0.322 | Acc: 89.941% (1529/1700) 17/100 [===========>.....................................................] Step: 311ms | Tot: 5s174ms | Loss: 0.328 | Acc: 89.667% (1614/1800) 18/100 [===========>.....................................................] Step: 312ms | Tot: 5s486ms | Loss: 0.331 | Acc: 89.684% (1704/1900) 19/100 [============>....................................................] Step: 299ms | Tot: 5s786ms | Loss: 0.340 | Acc: 89.450% (1789/2000) 20/100 [=============>...................................................] Step: 315ms | Tot: 6s102ms | Loss: 0.341 | Acc: 89.524% (1880/2100) 21/100 [=============>...................................................] Step: 301ms | Tot: 6s403ms | Loss: 0.341 | Acc: 89.455% (1968/2200) 22/100 [==============>..................................................] Step: 304ms | Tot: 6s707ms | Loss: 0.344 | Acc: 89.348% (2055/2300) 23/100 [==============>..................................................] Step: 316ms | Tot: 7s24ms | Loss: 0.344 | Acc: 89.417% (2146/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s330ms | Loss: 0.347 | Acc: 89.480% (2237/2500) 25/100 [================>................................................] Step: 302ms | Tot: 7s632ms | Loss: 0.356 | Acc: 89.308% (2322/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s942ms | Loss: 0.349 | Acc: 89.444% (2415/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s253ms | Loss: 0.350 | Acc: 89.429% (2504/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s563ms | Loss: 0.354 | Acc: 89.517% (2596/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s867ms | Loss: 0.352 | Acc: 89.567% (2687/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s175ms | Loss: 0.350 | Acc: 89.516% (2775/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s481ms | Loss: 0.351 | Acc: 89.531% (2865/3200) 32/100 [====================>............................................] Step: 317ms | Tot: 9s798ms | Loss: 0.351 | Acc: 89.606% (2957/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s112ms | Loss: 0.353 | Acc: 89.529% (3044/3400) 34/100 [======================>..........................................] Step: 304ms | Tot: 10s416ms | Loss: 0.355 | Acc: 89.457% (3131/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s720ms | Loss: 0.352 | Acc: 89.500% (3222/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s29ms | Loss: 0.354 | Acc: 89.459% (3310/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s329ms | Loss: 0.358 | Acc: 89.342% (3395/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s630ms | Loss: 0.357 | Acc: 89.462% (3489/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 11s934ms | Loss: 0.356 | Acc: 89.475% (3579/4000) 40/100 [==========================>......................................] Step: 315ms | Tot: 12s249ms | Loss: 0.362 | Acc: 89.415% (3666/4100) 41/100 [==========================>......................................] Step: 310ms | Tot: 12s560ms | Loss: 0.365 | Acc: 89.357% (3753/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s871ms | Loss: 0.362 | Acc: 89.465% (3847/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s181ms | Loss: 0.362 | Acc: 89.455% (3936/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s493ms | Loss: 0.360 | Acc: 89.489% (4027/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s798ms | Loss: 0.359 | Acc: 89.587% (4121/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s114ms | Loss: 0.357 | Acc: 89.596% (4211/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s424ms | Loss: 0.361 | Acc: 89.521% (4297/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s732ms | Loss: 0.356 | Acc: 89.633% (4392/4900) 49/100 [===============================>.................................] Step: 313ms | Tot: 15s46ms | Loss: 0.360 | Acc: 89.540% (4477/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s357ms | Loss: 0.360 | Acc: 89.549% (4567/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s660ms | Loss: 0.360 | Acc: 89.481% (4653/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s967ms | Loss: 0.360 | Acc: 89.491% (4743/5300) 53/100 [==================================>..............................] Step: 309ms | Tot: 16s277ms | Loss: 0.360 | Acc: 89.519% (4834/5400) 54/100 [===================================>.............................] Step: 313ms | Tot: 16s591ms | Loss: 0.359 | Acc: 89.509% (4923/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s898ms | Loss: 0.361 | Acc: 89.518% (5013/5600) 56/100 [====================================>............................] Step: 312ms | Tot: 17s210ms | Loss: 0.359 | Acc: 89.526% (5103/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s517ms | Loss: 0.357 | Acc: 89.517% (5192/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s822ms | Loss: 0.359 | Acc: 89.424% (5276/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 18s136ms | Loss: 0.359 | Acc: 89.367% (5362/6000) 60/100 [=======================================>.........................] Step: 302ms | Tot: 18s439ms | Loss: 0.357 | Acc: 89.361% (5451/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s744ms | Loss: 0.359 | Acc: 89.339% (5539/6200) 62/100 [========================================>........................] Step: 312ms | Tot: 19s57ms | Loss: 0.357 | Acc: 89.397% (5632/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s365ms | Loss: 0.353 | Acc: 89.531% (5730/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s668ms | Loss: 0.354 | Acc: 89.523% (5819/6500) 65/100 [==========================================>......................] Step: 305ms | Tot: 19s973ms | Loss: 0.354 | Acc: 89.470% (5905/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s279ms | Loss: 0.351 | Acc: 89.522% (5998/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s586ms | Loss: 0.350 | Acc: 89.515% (6087/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 20s897ms | Loss: 0.348 | Acc: 89.565% (6180/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s206ms | Loss: 0.347 | Acc: 89.543% (6268/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s511ms | Loss: 0.351 | Acc: 89.507% (6355/7100) 71/100 [==============================================>..................] Step: 299ms | Tot: 21s810ms | Loss: 0.352 | Acc: 89.472% (6442/7200) 72/100 [==============================================>..................] Step: 309ms | Tot: 22s120ms | Loss: 0.350 | Acc: 89.507% (6534/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s426ms | Loss: 0.349 | Acc: 89.514% (6624/7400) 74/100 [================================================>................] Step: 306ms | Tot: 22s732ms | Loss: 0.349 | Acc: 89.520% (6714/7500) 75/100 [================================================>................] Step: 313ms | Tot: 23s46ms | Loss: 0.350 | Acc: 89.500% (6802/7600) 76/100 [=================================================>...............] Step: 300ms | Tot: 23s346ms | Loss: 0.350 | Acc: 89.494% (6891/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 23s654ms | Loss: 0.350 | Acc: 89.513% (6982/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s959ms | Loss: 0.350 | Acc: 89.532% (7073/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s267ms | Loss: 0.350 | Acc: 89.513% (7161/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s575ms | Loss: 0.349 | Acc: 89.519% (7251/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s879ms | Loss: 0.349 | Acc: 89.500% (7339/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 25s190ms | Loss: 0.349 | Acc: 89.494% (7428/8300) 83/100 [=====================================================>...........] Step: 315ms | Tot: 25s506ms | Loss: 0.349 | Acc: 89.476% (7516/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s812ms | Loss: 0.348 | Acc: 89.471% (7605/8500) 85/100 [=======================================================>.........] Step: 316ms | Tot: 26s128ms | Loss: 0.351 | Acc: 89.430% (7691/8600) 86/100 [=======================================================>.........] Step: 323ms | Tot: 26s452ms | Loss: 0.350 | Acc: 89.448% (7782/8700) 87/100 [========================================================>........] Step: 310ms | Tot: 26s763ms | Loss: 0.351 | Acc: 89.455% (7872/8800) 88/100 [=========================================================>.......] Step: 312ms | Tot: 27s75ms | Loss: 0.350 | Acc: 89.461% (7962/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s383ms | Loss: 0.350 | Acc: 89.478% (8053/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s690ms | Loss: 0.349 | Acc: 89.495% (8144/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s999ms | Loss: 0.347 | Acc: 89.543% (8238/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s303ms | Loss: 0.349 | Acc: 89.538% (8327/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s607ms | Loss: 0.348 | Acc: 89.553% (8418/9400) 94/100 [=============================================================>...] Step: 303ms | Tot: 28s911ms | Loss: 0.347 | Acc: 89.568% (8509/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s217ms | Loss: 0.346 | Acc: 89.573% (8599/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s523ms | Loss: 0.345 | Acc: 89.588% (8690/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 29s829ms | Loss: 0.344 | Acc: 89.633% (8784/9800) 98/100 [===============================================================>.] Step: 308ms | Tot: 30s138ms | Loss: 0.344 | Acc: 89.626% (8873/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s445ms | Loss: 0.343 | Acc: 89.680% (8968/10000) 100/100 + +Epoch: 169 + [>................................................................] Step: 608ms | Tot: 2ms | Loss: 0.105 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 378ms | Tot: 380ms | Loss: 0.068 | Acc: 98.047% (251/256) 2/391 [>................................................................] Step: 385ms | Tot: 765ms | Loss: 0.067 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 385ms | Tot: 1s151ms | Loss: 0.069 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 374ms | Tot: 1s525ms | Loss: 0.073 | Acc: 97.500% (624/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s898ms | Loss: 0.086 | Acc: 97.266% (747/768) 6/391 [>................................................................] Step: 379ms | Tot: 2s278ms | Loss: 0.096 | Acc: 97.210% (871/896) 7/391 [=>...............................................................] Step: 378ms | Tot: 2s656ms | Loss: 0.100 | Acc: 96.973% (993/1024) 8/391 [=>...............................................................] Step: 374ms | Tot: 3s31ms | Loss: 0.105 | Acc: 96.615% (1113/1152) 9/391 [=>...............................................................] Step: 375ms | Tot: 3s406ms | Loss: 0.100 | Acc: 96.719% (1238/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s772ms | Loss: 0.096 | Acc: 96.875% (1364/1408) 11/391 [=>...............................................................] Step: 372ms | Tot: 4s144ms | Loss: 0.093 | Acc: 96.875% (1488/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s511ms | Loss: 0.093 | Acc: 96.995% (1614/1664) 13/391 [==>..............................................................] Step: 362ms | Tot: 4s873ms | Loss: 0.092 | Acc: 97.042% (1739/1792) 14/391 [==>..............................................................] Step: 380ms | Tot: 5s253ms | Loss: 0.088 | Acc: 97.188% (1866/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s623ms | Loss: 0.088 | Acc: 97.168% (1990/2048) 16/391 [==>..............................................................] Step: 377ms | Tot: 6s1ms | Loss: 0.088 | Acc: 97.197% (2115/2176) 17/391 [==>..............................................................] Step: 362ms | Tot: 6s363ms | Loss: 0.092 | Acc: 97.005% (2235/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s725ms | Loss: 0.089 | Acc: 97.122% (2362/2432) 19/391 [===>.............................................................] Step: 379ms | Tot: 7s105ms | Loss: 0.086 | Acc: 97.227% (2489/2560) 20/391 [===>.............................................................] Step: 374ms | Tot: 7s479ms | Loss: 0.086 | Acc: 97.173% (2612/2688) 21/391 [===>.............................................................] Step: 380ms | Tot: 7s860ms | Loss: 0.084 | Acc: 97.230% (2738/2816) 22/391 [===>.............................................................] Step: 367ms | Tot: 8s228ms | Loss: 0.083 | Acc: 97.283% (2864/2944) 23/391 [===>.............................................................] Step: 376ms | Tot: 8s605ms | Loss: 0.082 | Acc: 97.266% (2988/3072) 24/391 [===>.............................................................] Step: 383ms | Tot: 8s988ms | Loss: 0.081 | Acc: 97.344% (3115/3200) 25/391 [====>............................................................] Step: 369ms | Tot: 9s357ms | Loss: 0.083 | Acc: 97.266% (3237/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s725ms | Loss: 0.083 | Acc: 97.251% (3361/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 10s93ms | Loss: 0.083 | Acc: 97.238% (3485/3584) 28/391 [====>............................................................] Step: 368ms | Tot: 10s462ms | Loss: 0.082 | Acc: 97.252% (3610/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s830ms | Loss: 0.082 | Acc: 97.292% (3736/3840) 30/391 [====>............................................................] Step: 373ms | Tot: 11s204ms | Loss: 0.083 | Acc: 97.253% (3859/3968) 31/391 [=====>...........................................................] Step: 372ms | Tot: 11s576ms | Loss: 0.084 | Acc: 97.266% (3984/4096) 32/391 [=====>...........................................................] Step: 375ms | Tot: 11s952ms | Loss: 0.083 | Acc: 97.301% (4110/4224) 33/391 [=====>...........................................................] Step: 375ms | Tot: 12s327ms | Loss: 0.083 | Acc: 97.266% (4233/4352) 34/391 [=====>...........................................................] Step: 372ms | Tot: 12s700ms | Loss: 0.083 | Acc: 97.277% (4358/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 13s73ms | Loss: 0.083 | Acc: 97.287% (4483/4608) 36/391 [=====>...........................................................] Step: 368ms | Tot: 13s441ms | Loss: 0.083 | Acc: 97.297% (4608/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s803ms | Loss: 0.084 | Acc: 97.266% (4731/4864) 38/391 [======>..........................................................] Step: 375ms | Tot: 14s179ms | Loss: 0.083 | Acc: 97.296% (4857/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s550ms | Loss: 0.083 | Acc: 97.285% (4981/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s915ms | Loss: 0.083 | Acc: 97.256% (5104/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 15s292ms | Loss: 0.084 | Acc: 97.266% (5229/5376) 42/391 [======>..........................................................] Step: 381ms | Tot: 15s673ms | Loss: 0.084 | Acc: 97.257% (5353/5504) 43/391 [=======>.........................................................] Step: 380ms | Tot: 16s53ms | Loss: 0.084 | Acc: 97.283% (5479/5632) 44/391 [=======>.........................................................] Step: 388ms | Tot: 16s441ms | Loss: 0.084 | Acc: 97.274% (5603/5760) 45/391 [=======>.........................................................] Step: 380ms | Tot: 16s822ms | Loss: 0.085 | Acc: 97.215% (5724/5888) 46/391 [=======>.........................................................] Step: 388ms | Tot: 17s211ms | Loss: 0.085 | Acc: 97.241% (5850/6016) 47/391 [=======>.........................................................] Step: 381ms | Tot: 17s592ms | Loss: 0.085 | Acc: 97.184% (5971/6144) 48/391 [=======>.........................................................] Step: 376ms | Tot: 17s968ms | Loss: 0.084 | Acc: 97.194% (6096/6272) 49/391 [========>........................................................] Step: 374ms | Tot: 18s342ms | Loss: 0.084 | Acc: 97.172% (6219/6400) 50/391 [========>........................................................] Step: 379ms | Tot: 18s721ms | Loss: 0.084 | Acc: 97.166% (6343/6528) 51/391 [========>........................................................] Step: 370ms | Tot: 19s91ms | Loss: 0.084 | Acc: 97.175% (6468/6656) 52/391 [========>........................................................] Step: 366ms | Tot: 19s458ms | Loss: 0.084 | Acc: 97.199% (6594/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s822ms | Loss: 0.083 | Acc: 97.208% (6719/6912) 54/391 [========>........................................................] Step: 372ms | Tot: 20s195ms | Loss: 0.084 | Acc: 97.188% (6842/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s560ms | Loss: 0.083 | Acc: 97.210% (6968/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s925ms | Loss: 0.082 | Acc: 97.245% (7095/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 21s289ms | Loss: 0.083 | Acc: 97.239% (7219/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s655ms | Loss: 0.083 | Acc: 97.233% (7343/7552) 59/391 [=========>.......................................................] Step: 381ms | Tot: 22s37ms | Loss: 0.083 | Acc: 97.227% (7467/7680) 60/391 [=========>.......................................................] Step: 379ms | Tot: 22s416ms | Loss: 0.083 | Acc: 97.221% (7591/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s778ms | Loss: 0.083 | Acc: 97.203% (7714/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 23s145ms | Loss: 0.083 | Acc: 97.222% (7840/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s510ms | Loss: 0.084 | Acc: 97.217% (7964/8192) 64/391 [==========>......................................................] Step: 375ms | Tot: 23s885ms | Loss: 0.085 | Acc: 97.163% (8084/8320) 65/391 [==========>......................................................] Step: 370ms | Tot: 24s256ms | Loss: 0.085 | Acc: 97.195% (8211/8448) 66/391 [==========>......................................................] Step: 366ms | Tot: 24s622ms | Loss: 0.085 | Acc: 97.178% (8334/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s990ms | Loss: 0.085 | Acc: 97.151% (8456/8704) 68/391 [===========>.....................................................] Step: 382ms | Tot: 25s372ms | Loss: 0.085 | Acc: 97.169% (8582/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s738ms | Loss: 0.086 | Acc: 97.143% (8704/8960) 70/391 [===========>.....................................................] Step: 376ms | Tot: 26s115ms | Loss: 0.086 | Acc: 97.161% (8830/9088) 71/391 [===========>.....................................................] Step: 369ms | Tot: 26s484ms | Loss: 0.087 | Acc: 97.146% (8953/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s851ms | Loss: 0.086 | Acc: 97.175% (9080/9344) 73/391 [============>....................................................] Step: 376ms | Tot: 27s228ms | Loss: 0.086 | Acc: 97.202% (9207/9472) 74/391 [============>....................................................] Step: 378ms | Tot: 27s606ms | Loss: 0.086 | Acc: 97.208% (9332/9600) 75/391 [============>....................................................] Step: 363ms | Tot: 27s970ms | Loss: 0.086 | Acc: 97.183% (9454/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 28s333ms | Loss: 0.086 | Acc: 97.190% (9579/9856) 77/391 [============>....................................................] Step: 370ms | Tot: 28s703ms | Loss: 0.086 | Acc: 97.206% (9705/9984) 78/391 [============>....................................................] Step: 368ms | Tot: 29s72ms | Loss: 0.085 | Acc: 97.221% (9831/10112) 79/391 [=============>...................................................] Step: 374ms | Tot: 29s447ms | Loss: 0.086 | Acc: 97.188% (9952/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 29s817ms | Loss: 0.086 | Acc: 97.213% (10079/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 30s189ms | Loss: 0.085 | Acc: 97.218% (10204/10496) 82/391 [=============>...................................................] Step: 367ms | Tot: 30s556ms | Loss: 0.086 | Acc: 97.223% (10329/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s923ms | Loss: 0.086 | Acc: 97.182% (10449/10752) 84/391 [=============>...................................................] Step: 371ms | Tot: 31s295ms | Loss: 0.086 | Acc: 97.197% (10575/10880) 85/391 [==============>..................................................] Step: 368ms | Tot: 31s664ms | Loss: 0.086 | Acc: 97.193% (10699/11008) 86/391 [==============>..................................................] Step: 378ms | Tot: 32s42ms | Loss: 0.085 | Acc: 97.198% (10824/11136) 87/391 [==============>..................................................] Step: 374ms | Tot: 32s417ms | Loss: 0.086 | Acc: 97.186% (10947/11264) 88/391 [==============>..................................................] Step: 368ms | Tot: 32s785ms | Loss: 0.086 | Acc: 97.173% (11070/11392) 89/391 [==============>..................................................] Step: 377ms | Tot: 33s163ms | Loss: 0.086 | Acc: 97.161% (11193/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 33s528ms | Loss: 0.086 | Acc: 97.167% (11318/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s894ms | Loss: 0.086 | Acc: 97.164% (11442/11776) 92/391 [===============>.................................................] Step: 370ms | Tot: 34s264ms | Loss: 0.086 | Acc: 97.177% (11568/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 34s629ms | Loss: 0.087 | Acc: 97.166% (11691/12032) 94/391 [===============>.................................................] Step: 374ms | Tot: 35s4ms | Loss: 0.087 | Acc: 97.163% (11815/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 35s372ms | Loss: 0.087 | Acc: 97.152% (11938/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s737ms | Loss: 0.087 | Acc: 97.125% (12059/12416) 97/391 [================>................................................] Step: 368ms | Tot: 36s105ms | Loss: 0.088 | Acc: 97.130% (12184/12544) 98/391 [================>................................................] Step: 367ms | Tot: 36s472ms | Loss: 0.087 | Acc: 97.151% (12311/12672) 99/391 [================>................................................] Step: 370ms | Tot: 36s842ms | Loss: 0.087 | Acc: 97.164% (12437/12800) 100/391 [================>................................................] Step: 382ms | Tot: 37s225ms | Loss: 0.087 | Acc: 97.169% (12562/12928) 101/391 [================>................................................] Step: 376ms | Tot: 37s601ms | Loss: 0.087 | Acc: 97.151% (12684/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s966ms | Loss: 0.088 | Acc: 97.125% (12805/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 38s333ms | Loss: 0.088 | Acc: 97.138% (12931/13312) 104/391 [=================>...............................................] Step: 375ms | Tot: 38s708ms | Loss: 0.088 | Acc: 97.135% (13055/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 39s76ms | Loss: 0.089 | Acc: 97.111% (13176/13568) 106/391 [=================>...............................................] Step: 386ms | Tot: 39s463ms | Loss: 0.089 | Acc: 97.109% (13300/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s828ms | Loss: 0.089 | Acc: 97.106% (13424/13824) 108/391 [=================>...............................................] Step: 372ms | Tot: 40s201ms | Loss: 0.089 | Acc: 97.119% (13550/13952) 109/391 [==================>..............................................] Step: 372ms | Tot: 40s574ms | Loss: 0.089 | Acc: 97.131% (13676/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s941ms | Loss: 0.089 | Acc: 97.121% (13799/14208) 111/391 [==================>..............................................] Step: 369ms | Tot: 41s311ms | Loss: 0.088 | Acc: 97.140% (13926/14336) 112/391 [==================>..............................................] Step: 372ms | Tot: 41s683ms | Loss: 0.089 | Acc: 97.110% (14046/14464) 113/391 [==================>..............................................] Step: 380ms | Tot: 42s64ms | Loss: 0.089 | Acc: 97.108% (14170/14592) 114/391 [==================>..............................................] Step: 384ms | Tot: 42s448ms | Loss: 0.089 | Acc: 97.086% (14291/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s812ms | Loss: 0.089 | Acc: 97.084% (14415/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 43s189ms | Loss: 0.089 | Acc: 97.075% (14538/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 43s560ms | Loss: 0.089 | Acc: 97.080% (14663/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s927ms | Loss: 0.089 | Acc: 97.092% (14789/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 44s295ms | Loss: 0.089 | Acc: 97.083% (14912/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 44s662ms | Loss: 0.089 | Acc: 97.075% (15035/15488) 121/391 [====================>............................................] Step: 375ms | Tot: 45s37ms | Loss: 0.089 | Acc: 97.067% (15158/15616) 122/391 [====================>............................................] Step: 367ms | Tot: 45s405ms | Loss: 0.090 | Acc: 97.066% (15282/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 45s768ms | Loss: 0.089 | Acc: 97.070% (15407/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 46s140ms | Loss: 0.089 | Acc: 97.075% (15532/16000) 125/391 [====================>............................................] Step: 374ms | Tot: 46s515ms | Loss: 0.089 | Acc: 97.086% (15658/16128) 126/391 [====================>............................................] Step: 368ms | Tot: 46s883ms | Loss: 0.090 | Acc: 97.072% (15780/16256) 127/391 [=====================>...........................................] Step: 380ms | Tot: 47s263ms | Loss: 0.090 | Acc: 97.083% (15906/16384) 128/391 [=====================>...........................................] Step: 379ms | Tot: 47s642ms | Loss: 0.090 | Acc: 97.075% (16029/16512) 129/391 [=====================>...........................................] Step: 390ms | Tot: 48s33ms | Loss: 0.089 | Acc: 97.073% (16153/16640) 130/391 [=====================>...........................................] Step: 383ms | Tot: 48s416ms | Loss: 0.090 | Acc: 97.072% (16277/16768) 131/391 [=====================>...........................................] Step: 387ms | Tot: 48s804ms | Loss: 0.090 | Acc: 97.064% (16400/16896) 132/391 [=====================>...........................................] Step: 385ms | Tot: 49s189ms | Loss: 0.090 | Acc: 97.069% (16525/17024) 133/391 [======================>..........................................] Step: 376ms | Tot: 49s565ms | Loss: 0.090 | Acc: 97.067% (16649/17152) 134/391 [======================>..........................................] Step: 382ms | Tot: 49s947ms | Loss: 0.090 | Acc: 97.049% (16770/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 50s316ms | Loss: 0.090 | Acc: 97.047% (16894/17408) 136/391 [======================>..........................................] Step: 369ms | Tot: 50s685ms | Loss: 0.090 | Acc: 97.069% (17022/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 51s52ms | Loss: 0.090 | Acc: 97.073% (17147/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 51s417ms | Loss: 0.090 | Acc: 97.089% (17274/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 51s782ms | Loss: 0.090 | Acc: 97.093% (17399/17920) 140/391 [=======================>.........................................] Step: 386ms | Tot: 52s168ms | Loss: 0.089 | Acc: 97.108% (17526/18048) 141/391 [=======================>.........................................] Step: 375ms | Tot: 52s543ms | Loss: 0.090 | Acc: 97.101% (17649/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 52s908ms | Loss: 0.090 | Acc: 97.104% (17774/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 53s277ms | Loss: 0.090 | Acc: 97.097% (17897/18432) 144/391 [=======================>.........................................] Step: 369ms | Tot: 53s647ms | Loss: 0.090 | Acc: 97.096% (18021/18560) 145/391 [========================>........................................] Step: 372ms | Tot: 54s19ms | Loss: 0.090 | Acc: 97.100% (18146/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 54s382ms | Loss: 0.089 | Acc: 97.109% (18272/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 54s750ms | Loss: 0.090 | Acc: 97.086% (18392/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 55s122ms | Loss: 0.090 | Acc: 97.079% (18515/19072) 149/391 [========================>........................................] Step: 388ms | Tot: 55s510ms | Loss: 0.090 | Acc: 97.062% (18636/19200) 150/391 [========================>........................................] Step: 376ms | Tot: 55s887ms | Loss: 0.090 | Acc: 97.056% (18759/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 56s256ms | Loss: 0.090 | Acc: 97.075% (18887/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 56s620ms | Loss: 0.090 | Acc: 97.079% (19012/19584) 153/391 [=========================>.......................................] Step: 370ms | Tot: 56s990ms | Loss: 0.090 | Acc: 97.073% (19135/19712) 154/391 [=========================>.......................................] Step: 385ms | Tot: 57s375ms | Loss: 0.090 | Acc: 97.077% (19260/19840) 155/391 [=========================>.......................................] Step: 376ms | Tot: 57s752ms | Loss: 0.090 | Acc: 97.070% (19383/19968) 156/391 [=========================>.......................................] Step: 373ms | Tot: 58s126ms | Loss: 0.090 | Acc: 97.069% (19507/20096) 157/391 [==========================>......................................] Step: 366ms | Tot: 58s492ms | Loss: 0.091 | Acc: 97.073% (19632/20224) 158/391 [==========================>......................................] Step: 371ms | Tot: 58s864ms | Loss: 0.090 | Acc: 97.076% (19757/20352) 159/391 [==========================>......................................] Step: 374ms | Tot: 59s239ms | Loss: 0.090 | Acc: 97.075% (19881/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 59s609ms | Loss: 0.090 | Acc: 97.074% (20005/20608) 161/391 [==========================>......................................] Step: 370ms | Tot: 59s979ms | Loss: 0.090 | Acc: 97.078% (20130/20736) 162/391 [==========================>......................................] Step: 368ms | Tot: 1m348ms | Loss: 0.090 | Acc: 97.072% (20253/20864) 163/391 [===========================>.....................................] Step: 369ms | Tot: 1m718ms | Loss: 0.090 | Acc: 97.061% (20375/20992) 164/391 [===========================>.....................................] Step: 378ms | Tot: 1m1s | Loss: 0.091 | Acc: 97.060% (20499/21120) 165/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.091 | Acc: 97.049% (20621/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.091 | Acc: 97.048% (20745/21376) 167/391 [===========================>.....................................] Step: 390ms | Tot: 1m2s | Loss: 0.091 | Acc: 97.052% (20870/21504) 168/391 [===========================>.....................................] Step: 375ms | Tot: 1m2s | Loss: 0.091 | Acc: 97.046% (20993/21632) 169/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.091 | Acc: 97.036% (21115/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.091 | Acc: 97.039% (21240/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.091 | Acc: 97.039% (21364/22016) 172/391 [============================>....................................] Step: 372ms | Tot: 1m4s | Loss: 0.091 | Acc: 97.047% (21490/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m4s | Loss: 0.091 | Acc: 97.055% (21616/22272) 174/391 [============================>....................................] Step: 373ms | Tot: 1m4s | Loss: 0.091 | Acc: 97.027% (21734/22400) 175/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.091 | Acc: 97.026% (21858/22528) 176/391 [=============================>...................................] Step: 377ms | Tot: 1m5s | Loss: 0.091 | Acc: 97.029% (21983/22656) 177/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.091 | Acc: 97.037% (22109/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m6s | Loss: 0.091 | Acc: 97.041% (22234/22912) 179/391 [=============================>...................................] Step: 372ms | Tot: 1m6s | Loss: 0.091 | Acc: 97.031% (22356/23040) 180/391 [=============================>...................................] Step: 373ms | Tot: 1m7s | Loss: 0.091 | Acc: 97.030% (22480/23168) 181/391 [==============================>..................................] Step: 378ms | Tot: 1m7s | Loss: 0.091 | Acc: 97.030% (22604/23296) 182/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.092 | Acc: 97.020% (22726/23424) 183/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.091 | Acc: 97.032% (22853/23552) 184/391 [==============================>..................................] Step: 380ms | Tot: 1m8s | Loss: 0.092 | Acc: 97.027% (22976/23680) 185/391 [==============================>..................................] Step: 369ms | Tot: 1m8s | Loss: 0.091 | Acc: 97.039% (23103/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m9s | Loss: 0.091 | Acc: 97.034% (23226/23936) 187/391 [===============================>.................................] Step: 384ms | Tot: 1m9s | Loss: 0.091 | Acc: 97.029% (23349/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.092 | Acc: 97.024% (23472/24192) 189/391 [===============================>.................................] Step: 373ms | Tot: 1m10s | Loss: 0.092 | Acc: 97.023% (23596/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.091 | Acc: 97.026% (23721/24448) 191/391 [===============================>.................................] Step: 370ms | Tot: 1m11s | Loss: 0.092 | Acc: 97.021% (23844/24576) 192/391 [===============================>.................................] Step: 368ms | Tot: 1m11s | Loss: 0.091 | Acc: 97.025% (23969/24704) 193/391 [================================>................................] Step: 378ms | Tot: 1m11s | Loss: 0.092 | Acc: 97.012% (24090/24832) 194/391 [================================>................................] Step: 390ms | Tot: 1m12s | Loss: 0.091 | Acc: 97.023% (24217/24960) 195/391 [================================>................................] Step: 373ms | Tot: 1m12s | Loss: 0.091 | Acc: 97.026% (24342/25088) 196/391 [================================>................................] Step: 377ms | Tot: 1m13s | Loss: 0.091 | Acc: 97.022% (24465/25216) 197/391 [================================>................................] Step: 372ms | Tot: 1m13s | Loss: 0.091 | Acc: 97.025% (24590/25344) 198/391 [================================>................................] Step: 366ms | Tot: 1m13s | Loss: 0.091 | Acc: 97.028% (24715/25472) 199/391 [=================================>...............................] Step: 379ms | Tot: 1m14s | Loss: 0.091 | Acc: 97.035% (24841/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.091 | Acc: 97.030% (24964/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.091 | Acc: 97.034% (25089/25856) 202/391 [=================================>...............................] Step: 368ms | Tot: 1m15s | Loss: 0.091 | Acc: 97.029% (25212/25984) 203/391 [=================================>...............................] Step: 379ms | Tot: 1m15s | Loss: 0.091 | Acc: 97.024% (25335/26112) 204/391 [=================================>...............................] Step: 377ms | Tot: 1m16s | Loss: 0.092 | Acc: 97.012% (25456/26240) 205/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.092 | Acc: 96.993% (25575/26368) 206/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.092 | Acc: 96.992% (25699/26496) 207/391 [==================================>..............................] Step: 378ms | Tot: 1m17s | Loss: 0.092 | Acc: 96.995% (25824/26624) 208/391 [==================================>..............................] Step: 378ms | Tot: 1m17s | Loss: 0.092 | Acc: 96.983% (25945/26752) 209/391 [==================================>..............................] Step: 378ms | Tot: 1m17s | Loss: 0.092 | Acc: 96.987% (26070/26880) 210/391 [==================================>..............................] Step: 387ms | Tot: 1m18s | Loss: 0.092 | Acc: 96.993% (26196/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.092 | Acc: 96.997% (26321/27136) 212/391 [===================================>.............................] Step: 379ms | Tot: 1m19s | Loss: 0.092 | Acc: 96.989% (26443/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.092 | Acc: 96.988% (26567/27392) 214/391 [===================================>.............................] Step: 389ms | Tot: 1m19s | Loss: 0.092 | Acc: 96.995% (26693/27520) 215/391 [===================================>.............................] Step: 385ms | Tot: 1m20s | Loss: 0.092 | Acc: 96.998% (26818/27648) 216/391 [===================================>.............................] Step: 383ms | Tot: 1m20s | Loss: 0.092 | Acc: 97.005% (26944/27776) 217/391 [====================================>............................] Step: 385ms | Tot: 1m20s | Loss: 0.092 | Acc: 96.993% (27065/27904) 218/391 [====================================>............................] Step: 377ms | Tot: 1m21s | Loss: 0.092 | Acc: 97.000% (27191/28032) 219/391 [====================================>............................] Step: 391ms | Tot: 1m21s | Loss: 0.092 | Acc: 97.003% (27316/28160) 220/391 [====================================>............................] Step: 386ms | Tot: 1m22s | Loss: 0.092 | Acc: 96.992% (27437/28288) 221/391 [====================================>............................] Step: 389ms | Tot: 1m22s | Loss: 0.092 | Acc: 96.998% (27563/28416) 222/391 [====================================>............................] Step: 367ms | Tot: 1m22s | Loss: 0.092 | Acc: 96.994% (27686/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.092 | Acc: 96.997% (27811/28672) 224/391 [=====================================>...........................] Step: 373ms | Tot: 1m23s | Loss: 0.092 | Acc: 96.986% (27932/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.092 | Acc: 96.993% (28058/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m24s | Loss: 0.092 | Acc: 96.995% (28183/29056) 227/391 [=====================================>...........................] Step: 367ms | Tot: 1m24s | Loss: 0.092 | Acc: 96.992% (28306/29184) 228/391 [=====================================>...........................] Step: 376ms | Tot: 1m25s | Loss: 0.092 | Acc: 96.984% (28428/29312) 229/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.092 | Acc: 96.984% (28552/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.092 | Acc: 96.970% (28672/29568) 231/391 [======================================>..........................] Step: 374ms | Tot: 1m26s | Loss: 0.092 | Acc: 96.959% (28793/29696) 232/391 [======================================>..........................] Step: 367ms | Tot: 1m26s | Loss: 0.092 | Acc: 96.959% (28917/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m26s | Loss: 0.093 | Acc: 96.962% (29042/29952) 234/391 [======================================>..........................] Step: 382ms | Tot: 1m27s | Loss: 0.093 | Acc: 96.951% (29163/30080) 235/391 [=======================================>.........................] Step: 372ms | Tot: 1m27s | Loss: 0.093 | Acc: 96.945% (29285/30208) 236/391 [=======================================>.........................] Step: 372ms | Tot: 1m28s | Loss: 0.093 | Acc: 96.938% (29407/30336) 237/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.093 | Acc: 96.928% (29528/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m28s | Loss: 0.093 | Acc: 96.937% (29655/30592) 239/391 [=======================================>.........................] Step: 390ms | Tot: 1m29s | Loss: 0.093 | Acc: 96.921% (29774/30720) 240/391 [=======================================>.........................] Step: 368ms | Tot: 1m29s | Loss: 0.094 | Acc: 96.907% (29894/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.094 | Acc: 96.904% (30017/30976) 242/391 [========================================>........................] Step: 374ms | Tot: 1m30s | Loss: 0.094 | Acc: 96.898% (30139/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.094 | Acc: 96.894% (30262/31232) 244/391 [========================================>........................] Step: 373ms | Tot: 1m31s | Loss: 0.094 | Acc: 96.891% (30385/31360) 245/391 [========================================>........................] Step: 368ms | Tot: 1m31s | Loss: 0.094 | Acc: 96.865% (30501/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m31s | Loss: 0.094 | Acc: 96.869% (30626/31616) 247/391 [=========================================>.......................] Step: 382ms | Tot: 1m32s | Loss: 0.094 | Acc: 96.869% (30750/31744) 248/391 [=========================================>.......................] Step: 381ms | Tot: 1m32s | Loss: 0.094 | Acc: 96.869% (30874/31872) 249/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.094 | Acc: 96.881% (31002/32000) 250/391 [=========================================>.......................] Step: 375ms | Tot: 1m33s | Loss: 0.094 | Acc: 96.878% (31125/32128) 251/391 [=========================================>.......................] Step: 373ms | Tot: 1m33s | Loss: 0.094 | Acc: 96.881% (31250/32256) 252/391 [=========================================>.......................] Step: 375ms | Tot: 1m34s | Loss: 0.094 | Acc: 96.875% (31372/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.094 | Acc: 96.878% (31497/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.094 | Acc: 96.881% (31622/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m35s | Loss: 0.094 | Acc: 96.884% (31747/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m35s | Loss: 0.094 | Acc: 96.890% (31873/32896) 257/391 [==========================================>......................] Step: 369ms | Tot: 1m35s | Loss: 0.094 | Acc: 96.887% (31996/33024) 258/391 [==========================================>......................] Step: 374ms | Tot: 1m36s | Loss: 0.094 | Acc: 96.887% (32120/33152) 259/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.094 | Acc: 96.899% (32248/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.094 | Acc: 96.890% (32369/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m37s | Loss: 0.094 | Acc: 96.869% (32486/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m37s | Loss: 0.094 | Acc: 96.872% (32611/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m38s | Loss: 0.094 | Acc: 96.878% (32737/33792) 264/391 [===========================================>.....................] Step: 362ms | Tot: 1m38s | Loss: 0.094 | Acc: 96.860% (32855/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.095 | Acc: 96.849% (32975/34048) 266/391 [============================================>....................] Step: 373ms | Tot: 1m39s | Loss: 0.094 | Acc: 96.849% (33099/34176) 267/391 [============================================>....................] Step: 399ms | Tot: 1m39s | Loss: 0.094 | Acc: 96.849% (33223/34304) 268/391 [============================================>....................] Step: 415ms | Tot: 1m39s | Loss: 0.094 | Acc: 96.852% (33348/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m40s | Loss: 0.094 | Acc: 96.849% (33471/34560) 270/391 [============================================>....................] Step: 365ms | Tot: 1m40s | Loss: 0.095 | Acc: 96.838% (33591/34688) 271/391 [=============================================>...................] Step: 371ms | Tot: 1m41s | Loss: 0.095 | Acc: 96.843% (33717/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m41s | Loss: 0.095 | Acc: 96.849% (33843/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.094 | Acc: 96.852% (33968/35072) 274/391 [=============================================>...................] Step: 387ms | Tot: 1m42s | Loss: 0.094 | Acc: 96.855% (34093/35200) 275/391 [=============================================>...................] Step: 378ms | Tot: 1m42s | Loss: 0.094 | Acc: 96.855% (34217/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m42s | Loss: 0.094 | Acc: 96.855% (34341/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.094 | Acc: 96.847% (34462/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.094 | Acc: 96.841% (34584/35712) 279/391 [==============================================>..................] Step: 376ms | Tot: 1m44s | Loss: 0.095 | Acc: 96.833% (34705/35840) 280/391 [==============================================>..................] Step: 364ms | Tot: 1m44s | Loss: 0.095 | Acc: 96.833% (34829/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m44s | Loss: 0.095 | Acc: 96.836% (34954/36096) 282/391 [==============================================>..................] Step: 370ms | Tot: 1m45s | Loss: 0.095 | Acc: 96.825% (35074/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.095 | Acc: 96.825% (35198/36352) 284/391 [===============================================>.................] Step: 376ms | Tot: 1m45s | Loss: 0.095 | Acc: 96.834% (35325/36480) 285/391 [===============================================>.................] Step: 367ms | Tot: 1m46s | Loss: 0.095 | Acc: 96.842% (35452/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m46s | Loss: 0.095 | Acc: 96.837% (35574/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m46s | Loss: 0.095 | Acc: 96.834% (35697/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m47s | Loss: 0.095 | Acc: 96.834% (35821/36992) 289/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.095 | Acc: 96.821% (35940/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m48s | Loss: 0.095 | Acc: 96.824% (36065/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.095 | Acc: 96.832% (36192/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.095 | Acc: 96.827% (36314/37504) 293/391 [================================================>................] Step: 373ms | Tot: 1m49s | Loss: 0.095 | Acc: 96.832% (36440/37632) 294/391 [================================================>................] Step: 373ms | Tot: 1m49s | Loss: 0.095 | Acc: 96.835% (36565/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.095 | Acc: 96.830% (36687/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.095 | Acc: 96.830% (36811/38016) 297/391 [=================================================>...............] Step: 362ms | Tot: 1m50s | Loss: 0.095 | Acc: 96.833% (36936/38144) 298/391 [=================================================>...............] Step: 374ms | Tot: 1m51s | Loss: 0.095 | Acc: 96.836% (37061/38272) 299/391 [=================================================>...............] Step: 372ms | Tot: 1m51s | Loss: 0.095 | Acc: 96.833% (37184/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m51s | Loss: 0.095 | Acc: 96.833% (37308/38528) 301/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.095 | Acc: 96.826% (37429/38656) 302/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.095 | Acc: 96.826% (37553/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.095 | Acc: 96.831% (37679/38912) 304/391 [==================================================>..............] Step: 377ms | Tot: 1m53s | Loss: 0.095 | Acc: 96.816% (37797/39040) 305/391 [==================================================>..............] Step: 379ms | Tot: 1m53s | Loss: 0.095 | Acc: 96.819% (37922/39168) 306/391 [==================================================>..............] Step: 369ms | Tot: 1m54s | Loss: 0.095 | Acc: 96.819% (38046/39296) 307/391 [===================================================>.............] Step: 373ms | Tot: 1m54s | Loss: 0.095 | Acc: 96.819% (38170/39424) 308/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.095 | Acc: 96.822% (38295/39552) 309/391 [===================================================>.............] Step: 374ms | Tot: 1m55s | Loss: 0.095 | Acc: 96.825% (38420/39680) 310/391 [===================================================>.............] Step: 373ms | Tot: 1m55s | Loss: 0.095 | Acc: 96.822% (38543/39808) 311/391 [===================================================>.............] Step: 376ms | Tot: 1m55s | Loss: 0.095 | Acc: 96.817% (38665/39936) 312/391 [===================================================>.............] Step: 369ms | Tot: 1m56s | Loss: 0.095 | Acc: 96.820% (38790/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.095 | Acc: 96.818% (38913/40192) 314/391 [====================================================>............] Step: 379ms | Tot: 1m57s | Loss: 0.095 | Acc: 96.828% (39041/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m57s | Loss: 0.095 | Acc: 96.828% (39165/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m57s | Loss: 0.095 | Acc: 96.826% (39288/40576) 317/391 [====================================================>............] Step: 372ms | Tot: 1m58s | Loss: 0.095 | Acc: 96.833% (39415/40704) 318/391 [====================================================>............] Step: 361ms | Tot: 1m58s | Loss: 0.095 | Acc: 96.836% (39540/40832) 319/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.095 | Acc: 96.826% (39660/40960) 320/391 [=====================================================>...........] Step: 376ms | Tot: 1m59s | Loss: 0.095 | Acc: 96.814% (39779/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m59s | Loss: 0.095 | Acc: 96.819% (39905/41216) 322/391 [=====================================================>...........] Step: 371ms | Tot: 1m59s | Loss: 0.095 | Acc: 96.822% (40030/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 2m323ms | Loss: 0.095 | Acc: 96.827% (40156/41472) 324/391 [=====================================================>...........] Step: 370ms | Tot: 2m694ms | Loss: 0.095 | Acc: 96.812% (40274/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 2m1s | Loss: 0.095 | Acc: 96.810% (40397/41728) 326/391 [======================================================>..........] Step: 363ms | Tot: 2m1s | Loss: 0.095 | Acc: 96.810% (40521/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 2m1s | Loss: 0.095 | Acc: 96.808% (40644/41984) 328/391 [======================================================>..........] Step: 370ms | Tot: 2m2s | Loss: 0.095 | Acc: 96.816% (40771/42112) 329/391 [======================================================>..........] Step: 379ms | Tot: 2m2s | Loss: 0.095 | Acc: 96.818% (40896/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m2s | Loss: 0.095 | Acc: 96.818% (41020/42368) 331/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.095 | Acc: 96.809% (41140/42496) 332/391 [=======================================================>.........] Step: 370ms | Tot: 2m3s | Loss: 0.095 | Acc: 96.814% (41266/42624) 333/391 [=======================================================>.........] Step: 369ms | Tot: 2m4s | Loss: 0.095 | Acc: 96.810% (41388/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m4s | Loss: 0.095 | Acc: 96.807% (41511/42880) 335/391 [=======================================================>.........] Step: 368ms | Tot: 2m4s | Loss: 0.095 | Acc: 96.808% (41635/43008) 336/391 [=======================================================>.........] Step: 374ms | Tot: 2m5s | Loss: 0.095 | Acc: 96.808% (41759/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.095 | Acc: 96.810% (41884/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.095 | Acc: 96.810% (42008/43392) 339/391 [========================================================>........] Step: 377ms | Tot: 2m6s | Loss: 0.095 | Acc: 96.808% (42131/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m6s | Loss: 0.095 | Acc: 96.802% (42252/43648) 341/391 [========================================================>........] Step: 375ms | Tot: 2m6s | Loss: 0.095 | Acc: 96.806% (42378/43776) 342/391 [========================================================>........] Step: 368ms | Tot: 2m7s | Loss: 0.095 | Acc: 96.811% (42504/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.095 | Acc: 96.807% (42626/44032) 344/391 [=========================================================>.......] Step: 378ms | Tot: 2m8s | Loss: 0.095 | Acc: 96.812% (42752/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m8s | Loss: 0.095 | Acc: 96.810% (42875/44288) 346/391 [=========================================================>.......] Step: 366ms | Tot: 2m8s | Loss: 0.095 | Acc: 96.816% (43002/44416) 347/391 [=========================================================>.......] Step: 377ms | Tot: 2m9s | Loss: 0.095 | Acc: 96.821% (43128/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m9s | Loss: 0.095 | Acc: 96.821% (43252/44672) 349/391 [==========================================================>......] Step: 371ms | Tot: 2m9s | Loss: 0.095 | Acc: 96.815% (43373/44800) 350/391 [==========================================================>......] Step: 388ms | Tot: 2m10s | Loss: 0.095 | Acc: 96.817% (43498/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m10s | Loss: 0.095 | Acc: 96.820% (43623/45056) 352/391 [==========================================================>......] Step: 372ms | Tot: 2m11s | Loss: 0.095 | Acc: 96.820% (43747/45184) 353/391 [==========================================================>......] Step: 362ms | Tot: 2m11s | Loss: 0.096 | Acc: 96.818% (43870/45312) 354/391 [==========================================================>......] Step: 371ms | Tot: 2m11s | Loss: 0.095 | Acc: 96.822% (43996/45440) 355/391 [===========================================================>.....] Step: 381ms | Tot: 2m12s | Loss: 0.095 | Acc: 96.825% (44121/45568) 356/391 [===========================================================>.....] Step: 382ms | Tot: 2m12s | Loss: 0.096 | Acc: 96.825% (44245/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m12s | Loss: 0.096 | Acc: 96.820% (44367/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m13s | Loss: 0.096 | Acc: 96.814% (44488/45952) 359/391 [===========================================================>.....] Step: 370ms | Tot: 2m13s | Loss: 0.096 | Acc: 96.816% (44613/46080) 360/391 [===========================================================>.....] Step: 374ms | Tot: 2m14s | Loss: 0.096 | Acc: 96.823% (44740/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m14s | Loss: 0.096 | Acc: 96.812% (44859/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m14s | Loss: 0.096 | Acc: 96.815% (44984/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m15s | Loss: 0.096 | Acc: 96.813% (45107/46592) 364/391 [============================================================>....] Step: 372ms | Tot: 2m15s | Loss: 0.096 | Acc: 96.809% (45229/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m15s | Loss: 0.096 | Acc: 96.805% (45351/46848) 366/391 [============================================================>....] Step: 375ms | Tot: 2m16s | Loss: 0.096 | Acc: 96.807% (45476/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m16s | Loss: 0.096 | Acc: 96.803% (45598/47104) 368/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.096 | Acc: 96.801% (45721/47232) 369/391 [=============================================================>...] Step: 382ms | Tot: 2m17s | Loss: 0.097 | Acc: 96.799% (45844/47360) 370/391 [=============================================================>...] Step: 369ms | Tot: 2m17s | Loss: 0.097 | Acc: 96.791% (45964/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m18s | Loss: 0.097 | Acc: 96.780% (46083/47616) 372/391 [=============================================================>...] Step: 373ms | Tot: 2m18s | Loss: 0.097 | Acc: 96.779% (46206/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.097 | Acc: 96.775% (46328/47872) 374/391 [==============================================================>..] Step: 375ms | Tot: 2m19s | Loss: 0.097 | Acc: 96.779% (46454/48000) 375/391 [==============================================================>..] Step: 368ms | Tot: 2m19s | Loss: 0.097 | Acc: 96.781% (46579/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m19s | Loss: 0.097 | Acc: 96.780% (46702/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m20s | Loss: 0.097 | Acc: 96.780% (46826/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m20s | Loss: 0.097 | Acc: 96.780% (46950/48512) 379/391 [===============================================================>.] Step: 383ms | Tot: 2m21s | Loss: 0.097 | Acc: 96.770% (47069/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m21s | Loss: 0.097 | Acc: 96.772% (47194/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m21s | Loss: 0.097 | Acc: 96.773% (47318/48896) 382/391 [===============================================================>.] Step: 387ms | Tot: 2m22s | Loss: 0.097 | Acc: 96.769% (47440/49024) 383/391 [===============================================================>.] Step: 383ms | Tot: 2m22s | Loss: 0.097 | Acc: 96.765% (47562/49152) 384/391 [===============================================================>.] Step: 370ms | Tot: 2m22s | Loss: 0.097 | Acc: 96.765% (47686/49280) 385/391 [================================================================>] Step: 364ms | Tot: 2m23s | Loss: 0.097 | Acc: 96.760% (47807/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m23s | Loss: 0.097 | Acc: 96.760% (47931/49536) 387/391 [================================================================>] Step: 370ms | Tot: 2m24s | Loss: 0.097 | Acc: 96.760% (48055/49664) 388/391 [================================================================>] Step: 368ms | Tot: 2m24s | Loss: 0.097 | Acc: 96.765% (48181/49792) 389/391 [================================================================>] Step: 389ms | Tot: 2m24s | Loss: 0.097 | Acc: 96.767% (48306/49920) 390/391 [================================================================>] Step: 366ms | Tot: 2m25s | Loss: 0.097 | Acc: 96.766% (48383/50000) 391/391 + [>................................................................] Step: 516ms | Tot: 3ms | Loss: 0.416 | Acc: 86.000% (86/100) 1/100 [>................................................................] Step: 314ms | Tot: 317ms | Loss: 0.338 | Acc: 89.000% (178/200) 2/100 [=>...............................................................] Step: 312ms | Tot: 630ms | Loss: 0.323 | Acc: 89.000% (267/300) 3/100 [=>...............................................................] Step: 309ms | Tot: 939ms | Loss: 0.340 | Acc: 88.750% (355/400) 4/100 [==>..............................................................] Step: 309ms | Tot: 1s248ms | Loss: 0.339 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 311ms | Tot: 1s560ms | Loss: 0.303 | Acc: 90.167% (541/600) 6/100 [===>.............................................................] Step: 303ms | Tot: 1s864ms | Loss: 0.285 | Acc: 90.429% (633/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s167ms | Loss: 0.295 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s474ms | Loss: 0.310 | Acc: 89.889% (809/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s779ms | Loss: 0.313 | Acc: 90.000% (900/1000) 10/100 [======>..........................................................] Step: 324ms | Tot: 3s104ms | Loss: 0.313 | Acc: 89.909% (989/1100) 11/100 [=======>.........................................................] Step: 311ms | Tot: 3s416ms | Loss: 0.341 | Acc: 89.500% (1074/1200) 12/100 [=======>.........................................................] Step: 306ms | Tot: 3s722ms | Loss: 0.336 | Acc: 89.692% (1166/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 4s22ms | Loss: 0.337 | Acc: 89.857% (1258/1400) 14/100 [=========>.......................................................] Step: 307ms | Tot: 4s330ms | Loss: 0.328 | Acc: 89.867% (1348/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s630ms | Loss: 0.330 | Acc: 89.688% (1435/1600) 16/100 [==========>......................................................] Step: 317ms | Tot: 4s948ms | Loss: 0.321 | Acc: 90.118% (1532/1700) 17/100 [===========>.....................................................] Step: 315ms | Tot: 5s263ms | Loss: 0.331 | Acc: 89.778% (1616/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s573ms | Loss: 0.334 | Acc: 89.842% (1707/1900) 19/100 [============>....................................................] Step: 316ms | Tot: 5s889ms | Loss: 0.341 | Acc: 89.750% (1795/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s202ms | Loss: 0.339 | Acc: 89.905% (1888/2100) 21/100 [=============>...................................................] Step: 319ms | Tot: 6s522ms | Loss: 0.339 | Acc: 90.000% (1980/2200) 22/100 [==============>..................................................] Step: 318ms | Tot: 6s840ms | Loss: 0.344 | Acc: 90.043% (2071/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 7s151ms | Loss: 0.345 | Acc: 90.083% (2162/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s465ms | Loss: 0.349 | Acc: 90.120% (2253/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s769ms | Loss: 0.354 | Acc: 89.962% (2339/2600) 26/100 [================>................................................] Step: 317ms | Tot: 8s86ms | Loss: 0.349 | Acc: 90.000% (2430/2700) 27/100 [=================>...............................................] Step: 314ms | Tot: 8s400ms | Loss: 0.350 | Acc: 89.964% (2519/2800) 28/100 [==================>..............................................] Step: 318ms | Tot: 8s719ms | Loss: 0.353 | Acc: 90.138% (2614/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 9s28ms | Loss: 0.350 | Acc: 90.133% (2704/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s336ms | Loss: 0.348 | Acc: 90.065% (2792/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s641ms | Loss: 0.349 | Acc: 90.094% (2883/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s950ms | Loss: 0.346 | Acc: 90.212% (2977/3300) 33/100 [=====================>...........................................] Step: 310ms | Tot: 10s260ms | Loss: 0.350 | Acc: 89.941% (3058/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 10s568ms | Loss: 0.352 | Acc: 89.943% (3148/3500) 35/100 [======================>..........................................] Step: 310ms | Tot: 10s878ms | Loss: 0.352 | Acc: 89.972% (3239/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 11s181ms | Loss: 0.356 | Acc: 89.892% (3326/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s493ms | Loss: 0.358 | Acc: 89.789% (3412/3800) 38/100 [========================>........................................] Step: 315ms | Tot: 11s808ms | Loss: 0.358 | Acc: 89.846% (3504/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 12s117ms | Loss: 0.357 | Acc: 89.850% (3594/4000) 40/100 [==========================>......................................] Step: 311ms | Tot: 12s428ms | Loss: 0.362 | Acc: 89.732% (3679/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s734ms | Loss: 0.367 | Acc: 89.762% (3770/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 13s41ms | Loss: 0.364 | Acc: 89.814% (3862/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s353ms | Loss: 0.365 | Acc: 89.818% (3952/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s662ms | Loss: 0.363 | Acc: 89.889% (4045/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s971ms | Loss: 0.362 | Acc: 89.891% (4135/4600) 46/100 [=============================>...................................] Step: 313ms | Tot: 14s285ms | Loss: 0.363 | Acc: 89.872% (4224/4700) 47/100 [==============================>..................................] Step: 317ms | Tot: 14s603ms | Loss: 0.366 | Acc: 89.750% (4308/4800) 48/100 [===============================>.................................] Step: 318ms | Tot: 14s921ms | Loss: 0.363 | Acc: 89.796% (4400/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 15s230ms | Loss: 0.364 | Acc: 89.740% (4487/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s539ms | Loss: 0.365 | Acc: 89.745% (4577/5100) 51/100 [=================================>...............................] Step: 310ms | Tot: 15s850ms | Loss: 0.363 | Acc: 89.731% (4666/5200) 52/100 [=================================>...............................] Step: 304ms | Tot: 16s154ms | Loss: 0.365 | Acc: 89.660% (4752/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s466ms | Loss: 0.365 | Acc: 89.704% (4844/5400) 54/100 [===================================>.............................] Step: 319ms | Tot: 16s786ms | Loss: 0.364 | Acc: 89.709% (4934/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 17s95ms | Loss: 0.366 | Acc: 89.696% (5023/5600) 56/100 [====================================>............................] Step: 323ms | Tot: 17s418ms | Loss: 0.365 | Acc: 89.702% (5113/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s730ms | Loss: 0.362 | Acc: 89.776% (5207/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 18s35ms | Loss: 0.363 | Acc: 89.763% (5296/5900) 59/100 [======================================>..........................] Step: 317ms | Tot: 18s353ms | Loss: 0.363 | Acc: 89.700% (5382/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s660ms | Loss: 0.362 | Acc: 89.721% (5473/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s969ms | Loss: 0.364 | Acc: 89.726% (5563/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 19s282ms | Loss: 0.362 | Acc: 89.778% (5656/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s591ms | Loss: 0.358 | Acc: 89.875% (5752/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 19s898ms | Loss: 0.359 | Acc: 89.815% (5838/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 20s210ms | Loss: 0.359 | Acc: 89.818% (5928/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s523ms | Loss: 0.356 | Acc: 89.910% (6024/6700) 67/100 [===========================================>.....................] Step: 310ms | Tot: 20s833ms | Loss: 0.358 | Acc: 89.897% (6113/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 21s141ms | Loss: 0.356 | Acc: 89.928% (6205/6900) 69/100 [============================================>....................] Step: 315ms | Tot: 21s456ms | Loss: 0.354 | Acc: 89.986% (6299/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s764ms | Loss: 0.357 | Acc: 89.915% (6384/7100) 71/100 [==============================================>..................] Step: 335ms | Tot: 22s100ms | Loss: 0.359 | Acc: 89.889% (6472/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s407ms | Loss: 0.356 | Acc: 89.959% (6567/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s714ms | Loss: 0.356 | Acc: 89.973% (6658/7400) 74/100 [================================================>................] Step: 307ms | Tot: 23s21ms | Loss: 0.356 | Acc: 89.947% (6746/7500) 75/100 [================================================>................] Step: 314ms | Tot: 23s335ms | Loss: 0.359 | Acc: 89.882% (6831/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s644ms | Loss: 0.359 | Acc: 89.857% (6919/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s954ms | Loss: 0.358 | Acc: 89.808% (7005/7800) 78/100 [==================================================>..............] Step: 317ms | Tot: 24s271ms | Loss: 0.358 | Acc: 89.810% (7095/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s579ms | Loss: 0.356 | Acc: 89.775% (7182/8000) 80/100 [====================================================>............] Step: 309ms | Tot: 24s888ms | Loss: 0.355 | Acc: 89.790% (7273/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 25s197ms | Loss: 0.355 | Acc: 89.793% (7363/8200) 82/100 [=====================================================>...........] Step: 308ms | Tot: 25s505ms | Loss: 0.355 | Acc: 89.759% (7450/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s815ms | Loss: 0.354 | Acc: 89.762% (7540/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 26s125ms | Loss: 0.355 | Acc: 89.729% (7627/8500) 85/100 [=======================================================>.........] Step: 314ms | Tot: 26s439ms | Loss: 0.356 | Acc: 89.686% (7713/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s750ms | Loss: 0.355 | Acc: 89.701% (7804/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 27s58ms | Loss: 0.354 | Acc: 89.716% (7895/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s368ms | Loss: 0.354 | Acc: 89.730% (7986/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s675ms | Loss: 0.353 | Acc: 89.778% (8080/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s978ms | Loss: 0.352 | Acc: 89.791% (8171/9100) 91/100 [===========================================================>.....] Step: 319ms | Tot: 28s297ms | Loss: 0.351 | Acc: 89.837% (8265/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s604ms | Loss: 0.354 | Acc: 89.839% (8355/9300) 93/100 [============================================================>....] Step: 312ms | Tot: 28s917ms | Loss: 0.353 | Acc: 89.851% (8446/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s225ms | Loss: 0.352 | Acc: 89.853% (8536/9500) 95/100 [=============================================================>...] Step: 339ms | Tot: 29s564ms | Loss: 0.351 | Acc: 89.885% (8629/9600) 96/100 [==============================================================>..] Step: 336ms | Tot: 29s901ms | Loss: 0.349 | Acc: 89.907% (8721/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 30s209ms | Loss: 0.349 | Acc: 89.918% (8812/9800) 98/100 [===============================================================>.] Step: 315ms | Tot: 30s524ms | Loss: 0.350 | Acc: 89.899% (8900/9900) 99/100 [================================================================>] Step: 314ms | Tot: 30s839ms | Loss: 0.348 | Acc: 89.940% (8994/10000) 100/100 + +Epoch: 170 + [>................................................................] Step: 619ms | Tot: 2ms | Loss: 0.102 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 397ms | Tot: 399ms | Loss: 0.076 | Acc: 98.047% (251/256) 2/391 [>................................................................] Step: 388ms | Tot: 788ms | Loss: 0.077 | Acc: 97.917% (376/384) 3/391 [>................................................................] Step: 375ms | Tot: 1s163ms | Loss: 0.074 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s539ms | Loss: 0.088 | Acc: 97.344% (623/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s913ms | Loss: 0.081 | Acc: 97.786% (751/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s279ms | Loss: 0.086 | Acc: 97.656% (875/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s647ms | Loss: 0.081 | Acc: 97.754% (1001/1024) 8/391 [=>...............................................................] Step: 370ms | Tot: 3s17ms | Loss: 0.082 | Acc: 97.743% (1126/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s379ms | Loss: 0.084 | Acc: 97.734% (1251/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s741ms | Loss: 0.080 | Acc: 97.798% (1377/1408) 11/391 [=>...............................................................] Step: 369ms | Tot: 4s110ms | Loss: 0.081 | Acc: 97.786% (1502/1536) 12/391 [=>...............................................................] Step: 365ms | Tot: 4s475ms | Loss: 0.081 | Acc: 97.716% (1626/1664) 13/391 [==>..............................................................] Step: 382ms | Tot: 4s857ms | Loss: 0.082 | Acc: 97.768% (1752/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s225ms | Loss: 0.079 | Acc: 97.917% (1880/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s583ms | Loss: 0.080 | Acc: 97.803% (2003/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s949ms | Loss: 0.079 | Acc: 97.886% (2130/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s314ms | Loss: 0.083 | Acc: 97.700% (2251/2304) 18/391 [==>..............................................................] Step: 378ms | Tot: 6s693ms | Loss: 0.084 | Acc: 97.615% (2374/2432) 19/391 [===>.............................................................] Step: 370ms | Tot: 7s63ms | Loss: 0.083 | Acc: 97.656% (2500/2560) 20/391 [===>.............................................................] Step: 368ms | Tot: 7s432ms | Loss: 0.082 | Acc: 97.693% (2626/2688) 21/391 [===>.............................................................] Step: 363ms | Tot: 7s795ms | Loss: 0.083 | Acc: 97.656% (2750/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s161ms | Loss: 0.084 | Acc: 97.554% (2872/2944) 23/391 [===>.............................................................] Step: 367ms | Tot: 8s528ms | Loss: 0.086 | Acc: 97.363% (2991/3072) 24/391 [===>.............................................................] Step: 364ms | Tot: 8s893ms | Loss: 0.084 | Acc: 97.469% (3119/3200) 25/391 [====>............................................................] Step: 361ms | Tot: 9s255ms | Loss: 0.085 | Acc: 97.476% (3244/3328) 26/391 [====>............................................................] Step: 363ms | Tot: 9s618ms | Loss: 0.088 | Acc: 97.396% (3366/3456) 27/391 [====>............................................................] Step: 369ms | Tot: 9s988ms | Loss: 0.091 | Acc: 97.294% (3487/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s353ms | Loss: 0.090 | Acc: 97.306% (3612/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s719ms | Loss: 0.089 | Acc: 97.266% (3735/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s85ms | Loss: 0.090 | Acc: 97.228% (3858/3968) 31/391 [=====>...........................................................] Step: 357ms | Tot: 11s443ms | Loss: 0.089 | Acc: 97.241% (3983/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s806ms | Loss: 0.089 | Acc: 97.277% (4109/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 12s167ms | Loss: 0.088 | Acc: 97.335% (4236/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 12s524ms | Loss: 0.087 | Acc: 97.344% (4361/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s887ms | Loss: 0.087 | Acc: 97.352% (4486/4608) 36/391 [=====>...........................................................] Step: 355ms | Tot: 13s243ms | Loss: 0.086 | Acc: 97.361% (4611/4736) 37/391 [======>..........................................................] Step: 380ms | Tot: 13s623ms | Loss: 0.085 | Acc: 97.410% (4738/4864) 38/391 [======>..........................................................] Step: 376ms | Tot: 14s | Loss: 0.085 | Acc: 97.416% (4863/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s367ms | Loss: 0.084 | Acc: 97.461% (4990/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s727ms | Loss: 0.083 | Acc: 97.485% (5116/5248) 41/391 [======>..........................................................] Step: 364ms | Tot: 15s91ms | Loss: 0.083 | Acc: 97.489% (5241/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s458ms | Loss: 0.084 | Acc: 97.456% (5364/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s825ms | Loss: 0.083 | Acc: 97.479% (5490/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s187ms | Loss: 0.084 | Acc: 97.431% (5612/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s547ms | Loss: 0.084 | Acc: 97.435% (5737/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s909ms | Loss: 0.085 | Acc: 97.374% (5858/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s274ms | Loss: 0.085 | Acc: 97.396% (5984/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s644ms | Loss: 0.086 | Acc: 97.369% (6107/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 18s9ms | Loss: 0.086 | Acc: 97.359% (6231/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s367ms | Loss: 0.085 | Acc: 97.396% (6358/6528) 51/391 [========>........................................................] Step: 356ms | Tot: 18s723ms | Loss: 0.086 | Acc: 97.386% (6482/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s85ms | Loss: 0.086 | Acc: 97.376% (6606/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s447ms | Loss: 0.086 | Acc: 97.352% (6729/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s810ms | Loss: 0.087 | Acc: 97.315% (6851/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s172ms | Loss: 0.086 | Acc: 97.349% (6978/7168) 56/391 [=========>.......................................................] Step: 368ms | Tot: 20s540ms | Loss: 0.087 | Acc: 97.286% (7098/7296) 57/391 [=========>.......................................................] Step: 373ms | Tot: 20s914ms | Loss: 0.086 | Acc: 97.320% (7225/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s281ms | Loss: 0.086 | Acc: 97.312% (7349/7552) 59/391 [=========>.......................................................] Step: 355ms | Tot: 21s637ms | Loss: 0.086 | Acc: 97.305% (7473/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s5ms | Loss: 0.086 | Acc: 97.298% (7597/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s363ms | Loss: 0.086 | Acc: 97.278% (7720/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s732ms | Loss: 0.085 | Acc: 97.309% (7847/8064) 63/391 [==========>......................................................] Step: 368ms | Tot: 23s100ms | Loss: 0.085 | Acc: 97.327% (7973/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s463ms | Loss: 0.085 | Acc: 97.320% (8097/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s831ms | Loss: 0.085 | Acc: 97.301% (8220/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s193ms | Loss: 0.086 | Acc: 97.248% (8340/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s556ms | Loss: 0.086 | Acc: 97.266% (8466/8704) 68/391 [===========>.....................................................] Step: 370ms | Tot: 24s927ms | Loss: 0.086 | Acc: 97.249% (8589/8832) 69/391 [===========>.....................................................] Step: 367ms | Tot: 25s294ms | Loss: 0.086 | Acc: 97.243% (8713/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s657ms | Loss: 0.086 | Acc: 97.238% (8837/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 26s24ms | Loss: 0.086 | Acc: 97.233% (8961/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s384ms | Loss: 0.087 | Acc: 97.164% (9079/9344) 73/391 [============>....................................................] Step: 369ms | Tot: 26s753ms | Loss: 0.088 | Acc: 97.097% (9197/9472) 74/391 [============>....................................................] Step: 370ms | Tot: 27s124ms | Loss: 0.088 | Acc: 97.104% (9322/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s492ms | Loss: 0.088 | Acc: 97.111% (9447/9728) 76/391 [============>....................................................] Step: 368ms | Tot: 27s860ms | Loss: 0.088 | Acc: 97.098% (9570/9856) 77/391 [============>....................................................] Step: 418ms | Tot: 28s279ms | Loss: 0.089 | Acc: 97.085% (9693/9984) 78/391 [============>....................................................] Step: 375ms | Tot: 28s654ms | Loss: 0.089 | Acc: 97.083% (9817/10112) 79/391 [=============>...................................................] Step: 361ms | Tot: 29s16ms | Loss: 0.088 | Acc: 97.090% (9942/10240) 80/391 [=============>...................................................] Step: 361ms | Tot: 29s377ms | Loss: 0.088 | Acc: 97.106% (10068/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s737ms | Loss: 0.088 | Acc: 97.094% (10191/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 30s104ms | Loss: 0.089 | Acc: 97.073% (10313/10624) 83/391 [=============>...................................................] Step: 375ms | Tot: 30s479ms | Loss: 0.089 | Acc: 97.061% (10436/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s848ms | Loss: 0.089 | Acc: 97.059% (10560/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s211ms | Loss: 0.088 | Acc: 97.093% (10688/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s575ms | Loss: 0.089 | Acc: 97.082% (10811/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s941ms | Loss: 0.089 | Acc: 97.088% (10936/11264) 88/391 [==============>..................................................] Step: 369ms | Tot: 32s311ms | Loss: 0.088 | Acc: 97.112% (11063/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s673ms | Loss: 0.088 | Acc: 97.118% (11188/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 33s39ms | Loss: 0.088 | Acc: 97.133% (11314/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s401ms | Loss: 0.087 | Acc: 97.164% (11442/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s766ms | Loss: 0.087 | Acc: 97.194% (11570/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 34s138ms | Loss: 0.087 | Acc: 97.183% (11693/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s502ms | Loss: 0.087 | Acc: 97.179% (11817/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s872ms | Loss: 0.087 | Acc: 97.168% (11940/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s235ms | Loss: 0.088 | Acc: 97.157% (12063/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s599ms | Loss: 0.088 | Acc: 97.162% (12188/12544) 98/391 [================>................................................] Step: 370ms | Tot: 35s969ms | Loss: 0.088 | Acc: 97.151% (12311/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s332ms | Loss: 0.088 | Acc: 97.148% (12435/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s694ms | Loss: 0.088 | Acc: 97.130% (12557/12928) 101/391 [================>................................................] Step: 372ms | Tot: 37s66ms | Loss: 0.088 | Acc: 97.135% (12682/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s437ms | Loss: 0.088 | Acc: 97.133% (12806/13184) 103/391 [=================>...............................................] Step: 379ms | Tot: 37s816ms | Loss: 0.088 | Acc: 97.145% (12932/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 38s176ms | Loss: 0.088 | Acc: 97.150% (13057/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s539ms | Loss: 0.088 | Acc: 97.162% (13183/13568) 106/391 [=================>...............................................] Step: 370ms | Tot: 38s910ms | Loss: 0.088 | Acc: 97.160% (13307/13696) 107/391 [=================>...............................................] Step: 354ms | Tot: 39s265ms | Loss: 0.088 | Acc: 97.143% (13429/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s627ms | Loss: 0.089 | Acc: 97.119% (13550/13952) 109/391 [==================>..............................................] Step: 373ms | Tot: 40s1ms | Loss: 0.089 | Acc: 97.109% (13673/14080) 110/391 [==================>..............................................] Step: 378ms | Tot: 40s380ms | Loss: 0.089 | Acc: 97.107% (13797/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s742ms | Loss: 0.089 | Acc: 97.098% (13920/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 41s107ms | Loss: 0.089 | Acc: 97.096% (14044/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s474ms | Loss: 0.089 | Acc: 97.094% (14168/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s835ms | Loss: 0.089 | Acc: 97.092% (14292/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 42s195ms | Loss: 0.089 | Acc: 97.104% (14418/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s555ms | Loss: 0.090 | Acc: 97.049% (14534/14976) 117/391 [===================>.............................................] Step: 372ms | Tot: 42s927ms | Loss: 0.090 | Acc: 97.027% (14655/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s294ms | Loss: 0.090 | Acc: 97.026% (14779/15232) 119/391 [===================>.............................................] Step: 372ms | Tot: 43s667ms | Loss: 0.090 | Acc: 97.031% (14904/15360) 120/391 [===================>.............................................] Step: 368ms | Tot: 44s35ms | Loss: 0.090 | Acc: 97.030% (15028/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s395ms | Loss: 0.090 | Acc: 97.029% (15152/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s753ms | Loss: 0.091 | Acc: 97.015% (15274/15744) 123/391 [====================>............................................] Step: 376ms | Tot: 45s129ms | Loss: 0.091 | Acc: 96.988% (15394/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 45s503ms | Loss: 0.091 | Acc: 96.969% (15515/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s869ms | Loss: 0.092 | Acc: 96.943% (15635/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s234ms | Loss: 0.092 | Acc: 96.949% (15760/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s595ms | Loss: 0.093 | Acc: 96.924% (15880/16384) 128/391 [=====================>...........................................] Step: 380ms | Tot: 46s976ms | Loss: 0.093 | Acc: 96.905% (16001/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 47s337ms | Loss: 0.093 | Acc: 96.893% (16123/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s698ms | Loss: 0.093 | Acc: 96.905% (16249/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 48s56ms | Loss: 0.093 | Acc: 96.905% (16373/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s419ms | Loss: 0.092 | Acc: 96.922% (16500/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s782ms | Loss: 0.092 | Acc: 96.922% (16624/17152) 134/391 [======================>..........................................] Step: 356ms | Tot: 49s139ms | Loss: 0.092 | Acc: 96.921% (16748/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s501ms | Loss: 0.092 | Acc: 96.921% (16872/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 49s867ms | Loss: 0.092 | Acc: 96.938% (16999/17536) 137/391 [======================>..........................................] Step: 376ms | Tot: 50s243ms | Loss: 0.092 | Acc: 96.937% (17123/17664) 138/391 [======================>..........................................] Step: 370ms | Tot: 50s614ms | Loss: 0.092 | Acc: 96.942% (17248/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 50s979ms | Loss: 0.092 | Acc: 96.942% (17372/17920) 140/391 [=======================>.........................................] Step: 362ms | Tot: 51s342ms | Loss: 0.092 | Acc: 96.936% (17495/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s702ms | Loss: 0.092 | Acc: 96.952% (17622/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 52s65ms | Loss: 0.092 | Acc: 96.951% (17746/18304) 143/391 [=======================>.........................................] Step: 367ms | Tot: 52s433ms | Loss: 0.092 | Acc: 96.946% (17869/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 52s791ms | Loss: 0.092 | Acc: 96.945% (17993/18560) 145/391 [========================>........................................] Step: 356ms | Tot: 53s147ms | Loss: 0.092 | Acc: 96.945% (18117/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s517ms | Loss: 0.092 | Acc: 96.939% (18240/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s881ms | Loss: 0.092 | Acc: 96.949% (18366/18944) 148/391 [========================>........................................] Step: 362ms | Tot: 54s244ms | Loss: 0.092 | Acc: 96.969% (18494/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s606ms | Loss: 0.092 | Acc: 96.958% (18616/19200) 150/391 [========================>........................................] Step: 373ms | Tot: 54s979ms | Loss: 0.092 | Acc: 96.958% (18740/19328) 151/391 [=========================>.......................................] Step: 371ms | Tot: 55s351ms | Loss: 0.092 | Acc: 96.962% (18865/19456) 152/391 [=========================>.......................................] Step: 360ms | Tot: 55s712ms | Loss: 0.092 | Acc: 96.972% (18991/19584) 153/391 [=========================>.......................................] Step: 367ms | Tot: 56s79ms | Loss: 0.092 | Acc: 96.971% (19115/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s442ms | Loss: 0.092 | Acc: 96.971% (19239/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s807ms | Loss: 0.092 | Acc: 96.975% (19364/19968) 156/391 [=========================>.......................................] Step: 357ms | Tot: 57s164ms | Loss: 0.092 | Acc: 96.975% (19488/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s526ms | Loss: 0.092 | Acc: 96.964% (19610/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s893ms | Loss: 0.092 | Acc: 96.954% (19732/20352) 159/391 [==========================>......................................] Step: 411ms | Tot: 58s304ms | Loss: 0.092 | Acc: 96.943% (19854/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 58s675ms | Loss: 0.092 | Acc: 96.953% (19980/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 59s41ms | Loss: 0.092 | Acc: 96.952% (20104/20736) 162/391 [==========================>......................................] Step: 369ms | Tot: 59s410ms | Loss: 0.092 | Acc: 96.952% (20228/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s771ms | Loss: 0.092 | Acc: 96.946% (20351/20992) 164/391 [===========================>.....................................] Step: 374ms | Tot: 1m146ms | Loss: 0.092 | Acc: 96.955% (20477/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m509ms | Loss: 0.092 | Acc: 96.950% (20600/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m875ms | Loss: 0.092 | Acc: 96.959% (20726/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.092 | Acc: 96.935% (20845/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.092 | Acc: 96.944% (20971/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.092 | Acc: 96.939% (21094/21760) 170/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.092 | Acc: 96.934% (21217/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.092 | Acc: 96.948% (21344/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.092 | Acc: 96.961% (21471/22144) 173/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.092 | Acc: 96.947% (21592/22272) 174/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.092 | Acc: 96.946% (21716/22400) 175/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.092 | Acc: 96.959% (21843/22528) 176/391 [=============================>...................................] Step: 374ms | Tot: 1m4s | Loss: 0.092 | Acc: 96.959% (21967/22656) 177/391 [=============================>...................................] Step: 380ms | Tot: 1m4s | Loss: 0.092 | Acc: 96.963% (22092/22784) 178/391 [=============================>...................................] Step: 380ms | Tot: 1m5s | Loss: 0.091 | Acc: 96.975% (22219/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.092 | Acc: 96.953% (22338/23040) 180/391 [=============================>...................................] Step: 379ms | Tot: 1m6s | Loss: 0.092 | Acc: 96.948% (22461/23168) 181/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.092 | Acc: 96.948% (22585/23296) 182/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.092 | Acc: 96.935% (22706/23424) 183/391 [==============================>..................................] Step: 367ms | Tot: 1m7s | Loss: 0.092 | Acc: 96.943% (22832/23552) 184/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.092 | Acc: 96.934% (22954/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.092 | Acc: 96.942% (23080/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.092 | Acc: 96.942% (23204/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.092 | Acc: 96.950% (23330/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.092 | Acc: 96.941% (23452/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.092 | Acc: 96.920% (23571/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.092 | Acc: 96.932% (23698/24448) 191/391 [===============================>.................................] Step: 381ms | Tot: 1m10s | Loss: 0.092 | Acc: 96.924% (23820/24576) 192/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.092 | Acc: 96.932% (23946/24704) 193/391 [================================>................................] Step: 367ms | Tot: 1m10s | Loss: 0.092 | Acc: 96.931% (24070/24832) 194/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.092 | Acc: 96.927% (24193/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.092 | Acc: 96.903% (24311/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.092 | Acc: 96.895% (24433/25216) 197/391 [================================>................................] Step: 351ms | Tot: 1m12s | Loss: 0.092 | Acc: 96.903% (24559/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.092 | Acc: 96.910% (24685/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.092 | Acc: 96.918% (24811/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.092 | Acc: 96.918% (24935/25728) 201/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.092 | Acc: 96.929% (25062/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.092 | Acc: 96.940% (25189/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.092 | Acc: 96.925% (25309/26112) 204/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.092 | Acc: 96.928% (25434/26240) 205/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.092 | Acc: 96.917% (25555/26368) 206/391 [==================================>..............................] Step: 374ms | Tot: 1m15s | Loss: 0.092 | Acc: 96.917% (25679/26496) 207/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.092 | Acc: 96.913% (25802/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.092 | Acc: 96.920% (25928/26752) 209/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.092 | Acc: 96.912% (26050/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.092 | Acc: 96.916% (26175/27008) 211/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.092 | Acc: 96.908% (26297/27136) 212/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.092 | Acc: 96.912% (26422/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.092 | Acc: 96.915% (26547/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.092 | Acc: 96.904% (26668/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.092 | Acc: 96.889% (26788/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m19s | Loss: 0.092 | Acc: 96.893% (26913/27776) 217/391 [====================================>............................] Step: 361ms | Tot: 1m19s | Loss: 0.092 | Acc: 96.889% (27036/27904) 218/391 [====================================>............................] Step: 387ms | Tot: 1m19s | Loss: 0.092 | Acc: 96.886% (27159/28032) 219/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.092 | Acc: 96.886% (27283/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.092 | Acc: 96.879% (27405/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.092 | Acc: 96.879% (27529/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.092 | Acc: 96.868% (27650/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.092 | Acc: 96.861% (27772/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.092 | Acc: 96.868% (27898/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.092 | Acc: 96.868% (28022/28928) 226/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.092 | Acc: 96.865% (28145/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.092 | Acc: 96.872% (28271/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.092 | Acc: 96.872% (28395/29312) 229/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.092 | Acc: 96.875% (28520/29440) 230/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.091 | Acc: 96.889% (28648/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.091 | Acc: 96.885% (28771/29696) 232/391 [======================================>..........................] Step: 369ms | Tot: 1m25s | Loss: 0.091 | Acc: 96.895% (28898/29824) 233/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.091 | Acc: 96.902% (29024/29952) 234/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.092 | Acc: 96.895% (29146/30080) 235/391 [=======================================>.........................] Step: 355ms | Tot: 1m26s | Loss: 0.092 | Acc: 96.895% (29270/30208) 236/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.092 | Acc: 96.895% (29394/30336) 237/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.092 | Acc: 96.905% (29521/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.091 | Acc: 96.911% (29647/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.091 | Acc: 96.914% (29772/30720) 240/391 [=======================================>.........................] Step: 378ms | Tot: 1m27s | Loss: 0.091 | Acc: 96.907% (29894/30848) 241/391 [========================================>........................] Step: 412ms | Tot: 1m28s | Loss: 0.092 | Acc: 96.901% (30016/30976) 242/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.092 | Acc: 96.888% (30136/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.092 | Acc: 96.888% (30260/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.092 | Acc: 96.888% (30384/31360) 245/391 [========================================>........................] Step: 373ms | Tot: 1m29s | Loss: 0.092 | Acc: 96.888% (30508/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.092 | Acc: 96.881% (30630/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.092 | Acc: 96.881% (30754/31744) 248/391 [=========================================>.......................] Step: 371ms | Tot: 1m30s | Loss: 0.093 | Acc: 96.875% (30876/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.093 | Acc: 96.872% (30999/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.093 | Acc: 96.859% (31119/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m32s | Loss: 0.093 | Acc: 96.856% (31242/32256) 252/391 [=========================================>.......................] Step: 354ms | Tot: 1m32s | Loss: 0.093 | Acc: 96.853% (31365/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.093 | Acc: 96.863% (31492/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.093 | Acc: 96.854% (31613/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.093 | Acc: 96.854% (31737/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.093 | Acc: 96.854% (31861/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.093 | Acc: 96.863% (31988/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.093 | Acc: 96.863% (32112/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.094 | Acc: 96.848% (32231/33280) 260/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.094 | Acc: 96.839% (32352/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.094 | Acc: 96.842% (32477/33536) 262/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.094 | Acc: 96.842% (32601/33664) 263/391 [===========================================>.....................] Step: 381ms | Tot: 1m36s | Loss: 0.094 | Acc: 96.845% (32726/33792) 264/391 [===========================================>.....................] Step: 377ms | Tot: 1m36s | Loss: 0.094 | Acc: 96.851% (32852/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.094 | Acc: 96.846% (32974/34048) 266/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.094 | Acc: 96.849% (33099/34176) 267/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.094 | Acc: 96.843% (33221/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.094 | Acc: 96.843% (33345/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.094 | Acc: 96.849% (33471/34560) 270/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.094 | Acc: 96.855% (33597/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.094 | Acc: 96.849% (33719/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.094 | Acc: 96.844% (33841/34944) 273/391 [=============================================>...................] Step: 371ms | Tot: 1m40s | Loss: 0.094 | Acc: 96.844% (33965/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.094 | Acc: 96.835% (34086/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.094 | Acc: 96.838% (34211/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m41s | Loss: 0.094 | Acc: 96.827% (34331/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.094 | Acc: 96.827% (34455/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m41s | Loss: 0.094 | Acc: 96.822% (34577/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.094 | Acc: 96.822% (34701/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.094 | Acc: 96.828% (34827/35968) 281/391 [==============================================>..................] Step: 374ms | Tot: 1m43s | Loss: 0.094 | Acc: 96.828% (34951/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m43s | Loss: 0.094 | Acc: 96.828% (35075/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.094 | Acc: 96.828% (35199/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.094 | Acc: 96.826% (35322/36480) 285/391 [===============================================>.................] Step: 376ms | Tot: 1m44s | Loss: 0.094 | Acc: 96.829% (35447/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.094 | Acc: 96.831% (35572/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.094 | Acc: 96.834% (35697/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m45s | Loss: 0.094 | Acc: 96.837% (35822/36992) 289/391 [================================================>................] Step: 376ms | Tot: 1m45s | Loss: 0.094 | Acc: 96.843% (35948/37120) 290/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.094 | Acc: 96.837% (36070/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.094 | Acc: 96.838% (36194/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.094 | Acc: 96.824% (36313/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.094 | Acc: 96.819% (36435/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.094 | Acc: 96.825% (36561/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.094 | Acc: 96.820% (36683/37888) 296/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.094 | Acc: 96.820% (36807/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.094 | Acc: 96.815% (36929/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.094 | Acc: 96.815% (37053/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.094 | Acc: 96.815% (37177/38400) 300/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.094 | Acc: 96.818% (37302/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.094 | Acc: 96.818% (37426/38656) 302/391 [==================================================>..............] Step: 370ms | Tot: 1m50s | Loss: 0.094 | Acc: 96.826% (37553/38784) 303/391 [==================================================>..............] Step: 371ms | Tot: 1m51s | Loss: 0.094 | Acc: 96.824% (37676/38912) 304/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.094 | Acc: 96.831% (37803/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.094 | Acc: 96.829% (37926/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m52s | Loss: 0.094 | Acc: 96.827% (38049/39296) 307/391 [===================================================>.............] Step: 376ms | Tot: 1m52s | Loss: 0.094 | Acc: 96.824% (38172/39424) 308/391 [===================================================>.............] Step: 386ms | Tot: 1m52s | Loss: 0.094 | Acc: 96.822% (38295/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.094 | Acc: 96.812% (38415/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.094 | Acc: 96.810% (38538/39808) 311/391 [===================================================>.............] Step: 361ms | Tot: 1m54s | Loss: 0.094 | Acc: 96.815% (38664/39936) 312/391 [===================================================>.............] Step: 360ms | Tot: 1m54s | Loss: 0.094 | Acc: 96.808% (38785/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.094 | Acc: 96.803% (38907/40192) 314/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.094 | Acc: 96.801% (39030/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.094 | Acc: 96.796% (39152/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.094 | Acc: 96.791% (39274/40576) 317/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.094 | Acc: 96.787% (39396/40704) 318/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.094 | Acc: 96.794% (39523/40832) 319/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.094 | Acc: 96.797% (39648/40960) 320/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.094 | Acc: 96.795% (39771/41088) 321/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.094 | Acc: 96.797% (39896/41216) 322/391 [=====================================================>...........] Step: 385ms | Tot: 1m58s | Loss: 0.094 | Acc: 96.793% (40018/41344) 323/391 [=====================================================>...........] Step: 416ms | Tot: 1m58s | Loss: 0.094 | Acc: 96.793% (40142/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.094 | Acc: 96.796% (40267/41600) 325/391 [======================================================>..........] Step: 357ms | Tot: 1m59s | Loss: 0.094 | Acc: 96.798% (40392/41728) 326/391 [======================================================>..........] Step: 374ms | Tot: 1m59s | Loss: 0.094 | Acc: 96.803% (40518/41856) 327/391 [======================================================>..........] Step: 375ms | Tot: 1m59s | Loss: 0.094 | Acc: 96.808% (40644/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 2m287ms | Loss: 0.094 | Acc: 96.809% (40768/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m646ms | Loss: 0.094 | Acc: 96.816% (40895/42240) 330/391 [======================================================>..........] Step: 370ms | Tot: 2m1s | Loss: 0.094 | Acc: 96.816% (41019/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.094 | Acc: 96.814% (41142/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.094 | Acc: 96.812% (41265/42624) 333/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.094 | Acc: 96.821% (41393/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.094 | Acc: 96.819% (41516/42880) 335/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.094 | Acc: 96.815% (41638/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m3s | Loss: 0.094 | Acc: 96.817% (41763/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.094 | Acc: 96.815% (41886/43264) 338/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.094 | Acc: 96.815% (42010/43392) 339/391 [========================================================>........] Step: 355ms | Tot: 2m4s | Loss: 0.094 | Acc: 96.813% (42133/43520) 340/391 [========================================================>........] Step: 357ms | Tot: 2m4s | Loss: 0.094 | Acc: 96.809% (42255/43648) 341/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.094 | Acc: 96.809% (42379/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m5s | Loss: 0.094 | Acc: 96.811% (42504/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.094 | Acc: 96.818% (42631/44032) 344/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.093 | Acc: 96.818% (42755/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.094 | Acc: 96.814% (42877/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.094 | Acc: 96.814% (43001/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.094 | Acc: 96.810% (43123/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.094 | Acc: 96.812% (43248/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.093 | Acc: 96.810% (43371/44800) 350/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.093 | Acc: 96.813% (43496/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.093 | Acc: 96.808% (43618/45056) 352/391 [==========================================================>......] Step: 371ms | Tot: 2m9s | Loss: 0.094 | Acc: 96.806% (43741/45184) 353/391 [==========================================================>......] Step: 380ms | Tot: 2m9s | Loss: 0.094 | Acc: 96.813% (43868/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.094 | Acc: 96.809% (43990/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.094 | Acc: 96.814% (44116/45568) 356/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.094 | Acc: 96.805% (44236/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.094 | Acc: 96.812% (44363/45824) 358/391 [===========================================================>.....] Step: 374ms | Tot: 2m11s | Loss: 0.094 | Acc: 96.814% (44488/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.094 | Acc: 96.816% (44613/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.093 | Acc: 96.817% (44737/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m12s | Loss: 0.094 | Acc: 96.821% (44863/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.093 | Acc: 96.821% (44987/46464) 363/391 [============================================================>....] Step: 377ms | Tot: 2m13s | Loss: 0.094 | Acc: 96.813% (45107/46592) 364/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.094 | Acc: 96.815% (45232/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.094 | Acc: 96.815% (45356/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m14s | Loss: 0.094 | Acc: 96.820% (45482/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.094 | Acc: 96.818% (45605/47104) 368/391 [=============================================================>...] Step: 381ms | Tot: 2m14s | Loss: 0.094 | Acc: 96.820% (45730/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.094 | Acc: 96.822% (45855/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.094 | Acc: 96.822% (45979/47488) 371/391 [=============================================================>...] Step: 383ms | Tot: 2m15s | Loss: 0.094 | Acc: 96.820% (46102/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.094 | Acc: 96.810% (46221/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.094 | Acc: 96.808% (46344/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.094 | Acc: 96.810% (46469/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.094 | Acc: 96.813% (46594/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.094 | Acc: 96.821% (46722/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m18s | Loss: 0.094 | Acc: 96.823% (46847/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.094 | Acc: 96.826% (46972/48512) 379/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.094 | Acc: 96.826% (47096/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.094 | Acc: 96.824% (47219/48768) 381/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.093 | Acc: 96.830% (47346/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.093 | Acc: 96.830% (47470/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.093 | Acc: 96.824% (47591/49152) 384/391 [===============================================================>.] Step: 355ms | Tot: 2m20s | Loss: 0.094 | Acc: 96.814% (47710/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.094 | Acc: 96.814% (47834/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.094 | Acc: 96.812% (47957/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.094 | Acc: 96.811% (48080/49664) 388/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.094 | Acc: 96.815% (48206/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m22s | Loss: 0.094 | Acc: 96.819% (48332/49920) 390/391 [================================================================>] Step: 345ms | Tot: 2m22s | Loss: 0.094 | Acc: 96.814% (48407/50000) 391/391 + [>................................................................] Step: 464ms | Tot: 2ms | Loss: 0.369 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.306 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 303ms | Tot: 607ms | Loss: 0.322 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 905ms | Loss: 0.331 | Acc: 90.000% (360/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s199ms | Loss: 0.342 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s490ms | Loss: 0.301 | Acc: 90.333% (542/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s788ms | Loss: 0.301 | Acc: 89.714% (628/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s86ms | Loss: 0.315 | Acc: 89.250% (714/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s391ms | Loss: 0.318 | Acc: 89.000% (801/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s698ms | Loss: 0.318 | Acc: 89.300% (893/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s997ms | Loss: 0.319 | Acc: 89.273% (982/1100) 11/100 [=======>.........................................................] Step: 297ms | Tot: 3s294ms | Loss: 0.331 | Acc: 89.083% (1069/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s601ms | Loss: 0.330 | Acc: 89.308% (1161/1300) 13/100 [========>........................................................] Step: 296ms | Tot: 3s897ms | Loss: 0.334 | Acc: 89.643% (1255/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s200ms | Loss: 0.329 | Acc: 89.733% (1346/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s511ms | Loss: 0.331 | Acc: 89.688% (1435/1600) 16/100 [==========>......................................................] Step: 366ms | Tot: 4s877ms | Loss: 0.328 | Acc: 89.882% (1528/1700) 17/100 [===========>.....................................................] Step: 336ms | Tot: 5s214ms | Loss: 0.336 | Acc: 89.611% (1613/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s525ms | Loss: 0.343 | Acc: 89.579% (1702/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s832ms | Loss: 0.346 | Acc: 89.500% (1790/2000) 20/100 [=============>...................................................] Step: 309ms | Tot: 6s141ms | Loss: 0.345 | Acc: 89.619% (1882/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s448ms | Loss: 0.341 | Acc: 89.773% (1975/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s757ms | Loss: 0.346 | Acc: 89.522% (2059/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s63ms | Loss: 0.350 | Acc: 89.417% (2146/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s371ms | Loss: 0.352 | Acc: 89.360% (2234/2500) 25/100 [================>................................................] Step: 318ms | Tot: 7s689ms | Loss: 0.359 | Acc: 89.192% (2319/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s999ms | Loss: 0.356 | Acc: 89.259% (2410/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s309ms | Loss: 0.355 | Acc: 89.179% (2497/2800) 28/100 [==================>..............................................] Step: 313ms | Tot: 8s623ms | Loss: 0.364 | Acc: 89.207% (2587/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s931ms | Loss: 0.359 | Acc: 89.367% (2681/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s233ms | Loss: 0.356 | Acc: 89.355% (2770/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s542ms | Loss: 0.357 | Acc: 89.406% (2861/3200) 32/100 [====================>............................................] Step: 300ms | Tot: 9s843ms | Loss: 0.354 | Acc: 89.545% (2955/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s148ms | Loss: 0.353 | Acc: 89.529% (3044/3400) 34/100 [======================>..........................................] Step: 303ms | Tot: 10s451ms | Loss: 0.354 | Acc: 89.543% (3134/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s761ms | Loss: 0.353 | Acc: 89.583% (3225/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 11s66ms | Loss: 0.355 | Acc: 89.568% (3314/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s370ms | Loss: 0.359 | Acc: 89.474% (3400/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s677ms | Loss: 0.358 | Acc: 89.564% (3493/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s986ms | Loss: 0.358 | Acc: 89.575% (3583/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s289ms | Loss: 0.364 | Acc: 89.561% (3672/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s598ms | Loss: 0.367 | Acc: 89.548% (3761/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s900ms | Loss: 0.365 | Acc: 89.581% (3852/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s209ms | Loss: 0.366 | Acc: 89.614% (3943/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s520ms | Loss: 0.365 | Acc: 89.667% (4035/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s830ms | Loss: 0.365 | Acc: 89.609% (4122/4600) 46/100 [=============================>...................................] Step: 305ms | Tot: 14s135ms | Loss: 0.365 | Acc: 89.574% (4210/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s440ms | Loss: 0.367 | Acc: 89.458% (4294/4800) 48/100 [===============================>.................................] Step: 301ms | Tot: 14s742ms | Loss: 0.363 | Acc: 89.551% (4388/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 15s49ms | Loss: 0.365 | Acc: 89.540% (4477/5000) 50/100 [================================>................................] Step: 303ms | Tot: 15s352ms | Loss: 0.364 | Acc: 89.569% (4568/5100) 51/100 [=================================>...............................] Step: 308ms | Tot: 15s660ms | Loss: 0.365 | Acc: 89.558% (4657/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s962ms | Loss: 0.365 | Acc: 89.566% (4747/5300) 53/100 [==================================>..............................] Step: 308ms | Tot: 16s271ms | Loss: 0.365 | Acc: 89.574% (4837/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s580ms | Loss: 0.363 | Acc: 89.582% (4927/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s885ms | Loss: 0.365 | Acc: 89.607% (5018/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s195ms | Loss: 0.364 | Acc: 89.596% (5107/5700) 57/100 [=====================================>...........................] Step: 310ms | Tot: 17s505ms | Loss: 0.362 | Acc: 89.586% (5196/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 17s819ms | Loss: 0.364 | Acc: 89.559% (5284/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s129ms | Loss: 0.363 | Acc: 89.517% (5371/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s438ms | Loss: 0.362 | Acc: 89.590% (5465/6100) 61/100 [=======================================>.........................] Step: 313ms | Tot: 18s751ms | Loss: 0.363 | Acc: 89.565% (5553/6200) 62/100 [========================================>........................] Step: 317ms | Tot: 19s69ms | Loss: 0.362 | Acc: 89.571% (5643/6300) 63/100 [========================================>........................] Step: 310ms | Tot: 19s379ms | Loss: 0.358 | Acc: 89.656% (5738/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s690ms | Loss: 0.360 | Acc: 89.631% (5826/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 19s999ms | Loss: 0.361 | Acc: 89.621% (5915/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s312ms | Loss: 0.359 | Acc: 89.657% (6007/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s623ms | Loss: 0.359 | Acc: 89.691% (6099/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s927ms | Loss: 0.356 | Acc: 89.754% (6193/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s234ms | Loss: 0.356 | Acc: 89.757% (6283/7000) 70/100 [=============================================>...................] Step: 320ms | Tot: 21s554ms | Loss: 0.360 | Acc: 89.704% (6369/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 21s867ms | Loss: 0.361 | Acc: 89.722% (6460/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s174ms | Loss: 0.358 | Acc: 89.753% (6552/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s481ms | Loss: 0.359 | Acc: 89.743% (6641/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s794ms | Loss: 0.359 | Acc: 89.720% (6729/7500) 75/100 [================================================>................] Step: 308ms | Tot: 23s103ms | Loss: 0.362 | Acc: 89.645% (6813/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s411ms | Loss: 0.361 | Acc: 89.649% (6903/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s719ms | Loss: 0.361 | Acc: 89.705% (6997/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s24ms | Loss: 0.361 | Acc: 89.722% (7088/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s330ms | Loss: 0.360 | Acc: 89.737% (7179/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s639ms | Loss: 0.358 | Acc: 89.765% (7271/8100) 81/100 [====================================================>............] Step: 311ms | Tot: 24s950ms | Loss: 0.357 | Acc: 89.793% (7363/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s253ms | Loss: 0.357 | Acc: 89.795% (7453/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s562ms | Loss: 0.357 | Acc: 89.798% (7543/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 25s870ms | Loss: 0.357 | Acc: 89.776% (7631/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s179ms | Loss: 0.359 | Acc: 89.733% (7717/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s488ms | Loss: 0.357 | Acc: 89.782% (7811/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 26s791ms | Loss: 0.357 | Acc: 89.773% (7900/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s98ms | Loss: 0.357 | Acc: 89.809% (7993/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s403ms | Loss: 0.357 | Acc: 89.811% (8083/9000) 90/100 [==========================================================>......] Step: 314ms | Tot: 27s717ms | Loss: 0.356 | Acc: 89.857% (8177/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 28s23ms | Loss: 0.355 | Acc: 89.859% (8267/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s329ms | Loss: 0.357 | Acc: 89.828% (8354/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s639ms | Loss: 0.356 | Acc: 89.862% (8447/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s946ms | Loss: 0.356 | Acc: 89.863% (8537/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s255ms | Loss: 0.354 | Acc: 89.896% (8630/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s560ms | Loss: 0.353 | Acc: 89.918% (8722/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s863ms | Loss: 0.353 | Acc: 89.939% (8814/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s169ms | Loss: 0.354 | Acc: 89.909% (8901/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s477ms | Loss: 0.352 | Acc: 89.950% (8995/10000) 100/100 + +Epoch: 171 + [>................................................................] Step: 676ms | Tot: 2ms | Loss: 0.053 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 394ms | Tot: 396ms | Loss: 0.070 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 382ms | Tot: 779ms | Loss: 0.089 | Acc: 97.396% (374/384) 3/391 [>................................................................] Step: 364ms | Tot: 1s144ms | Loss: 0.105 | Acc: 97.070% (497/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s519ms | Loss: 0.094 | Acc: 97.344% (623/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s891ms | Loss: 0.094 | Acc: 97.266% (747/768) 6/391 [>................................................................] Step: 354ms | Tot: 2s246ms | Loss: 0.100 | Acc: 96.987% (869/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s606ms | Loss: 0.094 | Acc: 97.168% (995/1024) 8/391 [=>...............................................................] Step: 369ms | Tot: 2s975ms | Loss: 0.097 | Acc: 97.222% (1120/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s341ms | Loss: 0.094 | Acc: 97.344% (1246/1280) 10/391 [=>...............................................................] Step: 407ms | Tot: 3s749ms | Loss: 0.095 | Acc: 97.088% (1367/1408) 11/391 [=>...............................................................] Step: 397ms | Tot: 4s147ms | Loss: 0.097 | Acc: 96.940% (1489/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s518ms | Loss: 0.096 | Acc: 96.935% (1613/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s883ms | Loss: 0.097 | Acc: 96.819% (1735/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s244ms | Loss: 0.097 | Acc: 96.823% (1859/1920) 15/391 [==>..............................................................] Step: 366ms | Tot: 5s610ms | Loss: 0.094 | Acc: 96.973% (1986/2048) 16/391 [==>..............................................................] Step: 374ms | Tot: 5s985ms | Loss: 0.094 | Acc: 96.921% (2109/2176) 17/391 [==>..............................................................] Step: 374ms | Tot: 6s359ms | Loss: 0.097 | Acc: 96.701% (2228/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s727ms | Loss: 0.096 | Acc: 96.669% (2351/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 7s88ms | Loss: 0.097 | Acc: 96.562% (2472/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s452ms | Loss: 0.097 | Acc: 96.503% (2594/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s810ms | Loss: 0.096 | Acc: 96.520% (2718/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 8s165ms | Loss: 0.094 | Acc: 96.603% (2844/2944) 23/391 [===>.............................................................] Step: 368ms | Tot: 8s533ms | Loss: 0.095 | Acc: 96.549% (2966/3072) 24/391 [===>.............................................................] Step: 354ms | Tot: 8s887ms | Loss: 0.096 | Acc: 96.500% (3088/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s241ms | Loss: 0.097 | Acc: 96.514% (3212/3328) 26/391 [====>............................................................] Step: 370ms | Tot: 9s611ms | Loss: 0.096 | Acc: 96.586% (3338/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s976ms | Loss: 0.096 | Acc: 96.568% (3461/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s333ms | Loss: 0.095 | Acc: 96.633% (3587/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s704ms | Loss: 0.095 | Acc: 96.641% (3711/3840) 30/391 [====>............................................................] Step: 366ms | Tot: 11s70ms | Loss: 0.094 | Acc: 96.648% (3835/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 11s437ms | Loss: 0.095 | Acc: 96.680% (3960/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s797ms | Loss: 0.094 | Acc: 96.686% (4084/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 12s156ms | Loss: 0.095 | Acc: 96.714% (4209/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s521ms | Loss: 0.096 | Acc: 96.674% (4331/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 12s891ms | Loss: 0.097 | Acc: 96.658% (4454/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s253ms | Loss: 0.098 | Acc: 96.643% (4577/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s620ms | Loss: 0.097 | Acc: 96.649% (4701/4864) 38/391 [======>..........................................................] Step: 362ms | Tot: 13s983ms | Loss: 0.097 | Acc: 96.635% (4824/4992) 39/391 [======>..........................................................] Step: 359ms | Tot: 14s342ms | Loss: 0.096 | Acc: 96.719% (4952/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s700ms | Loss: 0.096 | Acc: 96.723% (5076/5248) 41/391 [======>..........................................................] Step: 356ms | Tot: 15s57ms | Loss: 0.094 | Acc: 96.782% (5203/5376) 42/391 [======>..........................................................] Step: 369ms | Tot: 15s426ms | Loss: 0.093 | Acc: 96.802% (5328/5504) 43/391 [=======>.........................................................] Step: 379ms | Tot: 15s806ms | Loss: 0.094 | Acc: 96.822% (5453/5632) 44/391 [=======>.........................................................] Step: 373ms | Tot: 16s179ms | Loss: 0.094 | Acc: 96.771% (5574/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s547ms | Loss: 0.094 | Acc: 96.807% (5700/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s910ms | Loss: 0.094 | Acc: 96.792% (5823/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s270ms | Loss: 0.094 | Acc: 96.794% (5947/6144) 48/391 [=======>.........................................................] Step: 366ms | Tot: 17s637ms | Loss: 0.094 | Acc: 96.811% (6072/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 17s999ms | Loss: 0.093 | Acc: 96.844% (6198/6400) 50/391 [========>........................................................] Step: 357ms | Tot: 18s357ms | Loss: 0.095 | Acc: 96.814% (6320/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s718ms | Loss: 0.094 | Acc: 96.845% (6446/6656) 52/391 [========>........................................................] Step: 375ms | Tot: 19s94ms | Loss: 0.094 | Acc: 96.801% (6567/6784) 53/391 [========>........................................................] Step: 384ms | Tot: 19s478ms | Loss: 0.094 | Acc: 96.803% (6691/6912) 54/391 [========>........................................................] Step: 376ms | Tot: 19s855ms | Loss: 0.094 | Acc: 96.776% (6813/7040) 55/391 [=========>.......................................................] Step: 370ms | Tot: 20s225ms | Loss: 0.095 | Acc: 96.749% (6935/7168) 56/391 [=========>.......................................................] Step: 378ms | Tot: 20s603ms | Loss: 0.095 | Acc: 96.765% (7060/7296) 57/391 [=========>.......................................................] Step: 376ms | Tot: 20s980ms | Loss: 0.094 | Acc: 96.767% (7184/7424) 58/391 [=========>.......................................................] Step: 368ms | Tot: 21s349ms | Loss: 0.094 | Acc: 96.809% (7311/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s719ms | Loss: 0.094 | Acc: 96.810% (7435/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 22s89ms | Loss: 0.095 | Acc: 96.760% (7555/7808) 61/391 [==========>......................................................] Step: 365ms | Tot: 22s454ms | Loss: 0.094 | Acc: 96.787% (7681/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s821ms | Loss: 0.095 | Acc: 96.776% (7804/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s188ms | Loss: 0.095 | Acc: 96.777% (7928/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s553ms | Loss: 0.094 | Acc: 96.815% (8055/8320) 65/391 [==========>......................................................] Step: 357ms | Tot: 23s911ms | Loss: 0.094 | Acc: 96.816% (8179/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s269ms | Loss: 0.093 | Acc: 96.863% (8307/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s636ms | Loss: 0.093 | Acc: 96.841% (8429/8704) 68/391 [===========>.....................................................] Step: 365ms | Tot: 25s2ms | Loss: 0.093 | Acc: 96.864% (8555/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s366ms | Loss: 0.093 | Acc: 96.875% (8680/8960) 70/391 [===========>.....................................................] Step: 372ms | Tot: 25s738ms | Loss: 0.093 | Acc: 96.864% (8803/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 26s107ms | Loss: 0.092 | Acc: 96.864% (8927/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s472ms | Loss: 0.092 | Acc: 96.875% (9052/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s835ms | Loss: 0.093 | Acc: 96.896% (9178/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 27s200ms | Loss: 0.092 | Acc: 96.927% (9305/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s558ms | Loss: 0.092 | Acc: 96.916% (9428/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s915ms | Loss: 0.093 | Acc: 96.926% (9553/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 28s269ms | Loss: 0.093 | Acc: 96.925% (9677/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s629ms | Loss: 0.094 | Acc: 96.885% (9797/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 28s992ms | Loss: 0.094 | Acc: 96.875% (9920/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s361ms | Loss: 0.093 | Acc: 96.894% (10046/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s722ms | Loss: 0.093 | Acc: 96.923% (10173/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 30s82ms | Loss: 0.093 | Acc: 96.894% (10294/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s447ms | Loss: 0.093 | Acc: 96.875% (10416/10752) 84/391 [=============>...................................................] Step: 373ms | Tot: 30s821ms | Loss: 0.093 | Acc: 96.875% (10540/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 31s184ms | Loss: 0.093 | Acc: 96.884% (10665/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s549ms | Loss: 0.093 | Acc: 96.884% (10789/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s916ms | Loss: 0.093 | Acc: 96.893% (10914/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s277ms | Loss: 0.094 | Acc: 96.849% (11033/11392) 89/391 [==============>..................................................] Step: 368ms | Tot: 32s646ms | Loss: 0.094 | Acc: 96.806% (11152/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 33s11ms | Loss: 0.094 | Acc: 96.806% (11276/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s377ms | Loss: 0.094 | Acc: 96.782% (11397/11776) 92/391 [===============>.................................................] Step: 414ms | Tot: 33s792ms | Loss: 0.095 | Acc: 96.766% (11519/11904) 93/391 [===============>.................................................] Step: 403ms | Tot: 34s196ms | Loss: 0.094 | Acc: 96.775% (11644/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s559ms | Loss: 0.094 | Acc: 96.785% (11769/12160) 95/391 [===============>.................................................] Step: 362ms | Tot: 34s922ms | Loss: 0.094 | Acc: 96.802% (11895/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s285ms | Loss: 0.094 | Acc: 96.819% (12021/12416) 97/391 [================>................................................] Step: 375ms | Tot: 35s660ms | Loss: 0.094 | Acc: 96.819% (12145/12544) 98/391 [================>................................................] Step: 375ms | Tot: 36s36ms | Loss: 0.093 | Acc: 96.843% (12272/12672) 99/391 [================>................................................] Step: 365ms | Tot: 36s401ms | Loss: 0.093 | Acc: 96.844% (12396/12800) 100/391 [================>................................................] Step: 361ms | Tot: 36s762ms | Loss: 0.093 | Acc: 96.836% (12519/12928) 101/391 [================>................................................] Step: 363ms | Tot: 37s125ms | Loss: 0.093 | Acc: 96.844% (12644/13056) 102/391 [================>................................................] Step: 367ms | Tot: 37s493ms | Loss: 0.092 | Acc: 96.875% (12772/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s853ms | Loss: 0.093 | Acc: 96.845% (12892/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 38s213ms | Loss: 0.093 | Acc: 96.845% (13016/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s577ms | Loss: 0.093 | Acc: 96.860% (13142/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s938ms | Loss: 0.092 | Acc: 96.875% (13268/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 39s304ms | Loss: 0.092 | Acc: 96.882% (13393/13824) 108/391 [=================>...............................................] Step: 356ms | Tot: 39s661ms | Loss: 0.092 | Acc: 96.882% (13517/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 40s25ms | Loss: 0.093 | Acc: 96.875% (13640/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s391ms | Loss: 0.092 | Acc: 96.889% (13766/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s763ms | Loss: 0.093 | Acc: 96.882% (13889/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 41s124ms | Loss: 0.093 | Acc: 96.875% (14012/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s486ms | Loss: 0.092 | Acc: 96.882% (14137/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s851ms | Loss: 0.092 | Acc: 96.902% (14264/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 42s215ms | Loss: 0.092 | Acc: 96.895% (14387/14848) 116/391 [===================>.............................................] Step: 374ms | Tot: 42s590ms | Loss: 0.092 | Acc: 96.915% (14514/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 42s954ms | Loss: 0.092 | Acc: 96.915% (14638/15104) 118/391 [===================>.............................................] Step: 361ms | Tot: 43s315ms | Loss: 0.092 | Acc: 96.914% (14762/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s683ms | Loss: 0.092 | Acc: 96.901% (14884/15360) 120/391 [===================>.............................................] Step: 368ms | Tot: 44s52ms | Loss: 0.092 | Acc: 96.901% (15008/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s413ms | Loss: 0.092 | Acc: 96.875% (15128/15616) 122/391 [====================>............................................] Step: 354ms | Tot: 44s768ms | Loss: 0.092 | Acc: 96.881% (15253/15744) 123/391 [====================>............................................] Step: 357ms | Tot: 45s126ms | Loss: 0.093 | Acc: 96.850% (15372/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 45s499ms | Loss: 0.092 | Acc: 96.856% (15497/16000) 125/391 [====================>............................................] Step: 378ms | Tot: 45s877ms | Loss: 0.092 | Acc: 96.875% (15624/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 46s233ms | Loss: 0.092 | Acc: 96.863% (15746/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s598ms | Loss: 0.092 | Acc: 96.857% (15869/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s965ms | Loss: 0.092 | Acc: 96.875% (15996/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 47s326ms | Loss: 0.092 | Acc: 96.881% (16121/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s685ms | Loss: 0.092 | Acc: 96.893% (16247/16768) 131/391 [=====================>...........................................] Step: 355ms | Tot: 48s41ms | Loss: 0.092 | Acc: 96.881% (16369/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s403ms | Loss: 0.091 | Acc: 96.898% (16496/17024) 133/391 [======================>..........................................] Step: 358ms | Tot: 48s762ms | Loss: 0.091 | Acc: 96.898% (16620/17152) 134/391 [======================>..........................................] Step: 369ms | Tot: 49s131ms | Loss: 0.092 | Acc: 96.892% (16743/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 49s497ms | Loss: 0.092 | Acc: 96.892% (16867/17408) 136/391 [======================>..........................................] Step: 357ms | Tot: 49s855ms | Loss: 0.091 | Acc: 96.892% (16991/17536) 137/391 [======================>..........................................] Step: 360ms | Tot: 50s215ms | Loss: 0.091 | Acc: 96.898% (17116/17664) 138/391 [======================>..........................................] Step: 373ms | Tot: 50s589ms | Loss: 0.091 | Acc: 96.897% (17240/17792) 139/391 [=======================>.........................................] Step: 371ms | Tot: 50s961ms | Loss: 0.091 | Acc: 96.908% (17366/17920) 140/391 [=======================>.........................................] Step: 373ms | Tot: 51s335ms | Loss: 0.091 | Acc: 96.881% (17485/18048) 141/391 [=======================>.........................................] Step: 372ms | Tot: 51s707ms | Loss: 0.091 | Acc: 96.903% (17613/18176) 142/391 [=======================>.........................................] Step: 372ms | Tot: 52s79ms | Loss: 0.091 | Acc: 96.886% (17734/18304) 143/391 [=======================>.........................................] Step: 375ms | Tot: 52s454ms | Loss: 0.091 | Acc: 96.875% (17856/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s821ms | Loss: 0.091 | Acc: 96.870% (17979/18560) 145/391 [========================>........................................] Step: 366ms | Tot: 53s188ms | Loss: 0.092 | Acc: 96.843% (18098/18688) 146/391 [========================>........................................] Step: 371ms | Tot: 53s559ms | Loss: 0.093 | Acc: 96.822% (18218/18816) 147/391 [========================>........................................] Step: 366ms | Tot: 53s926ms | Loss: 0.092 | Acc: 96.838% (18345/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 54s287ms | Loss: 0.092 | Acc: 96.849% (18471/19072) 149/391 [========================>........................................] Step: 362ms | Tot: 54s650ms | Loss: 0.092 | Acc: 96.839% (18593/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 55s12ms | Loss: 0.092 | Acc: 96.834% (18716/19328) 151/391 [=========================>.......................................] Step: 365ms | Tot: 55s377ms | Loss: 0.092 | Acc: 96.844% (18842/19456) 152/391 [=========================>.......................................] Step: 371ms | Tot: 55s749ms | Loss: 0.092 | Acc: 96.865% (18970/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 56s110ms | Loss: 0.092 | Acc: 96.870% (19095/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s470ms | Loss: 0.092 | Acc: 96.860% (19217/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s830ms | Loss: 0.092 | Acc: 96.865% (19342/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 57s192ms | Loss: 0.092 | Acc: 96.865% (19466/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s557ms | Loss: 0.092 | Acc: 96.870% (19591/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s924ms | Loss: 0.091 | Acc: 96.880% (19717/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 58s280ms | Loss: 0.091 | Acc: 96.880% (19841/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s641ms | Loss: 0.091 | Acc: 96.875% (19964/20608) 161/391 [==========================>......................................] Step: 375ms | Tot: 59s16ms | Loss: 0.092 | Acc: 96.856% (20084/20736) 162/391 [==========================>......................................] Step: 366ms | Tot: 59s382ms | Loss: 0.092 | Acc: 96.856% (20208/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s743ms | Loss: 0.092 | Acc: 96.861% (20333/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 1m103ms | Loss: 0.092 | Acc: 96.861% (20457/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m466ms | Loss: 0.091 | Acc: 96.870% (20583/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m834ms | Loss: 0.091 | Acc: 96.880% (20709/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.091 | Acc: 96.875% (20832/21504) 168/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.092 | Acc: 96.857% (20952/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.091 | Acc: 96.866% (21078/21760) 170/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.091 | Acc: 96.866% (21202/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.091 | Acc: 96.866% (21326/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.091 | Acc: 96.870% (21451/22144) 173/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.091 | Acc: 96.875% (21576/22272) 174/391 [============================>....................................] Step: 427ms | Tot: 1m3s | Loss: 0.091 | Acc: 96.871% (21699/22400) 175/391 [=============================>...................................] Step: 393ms | Tot: 1m4s | Loss: 0.092 | Acc: 96.866% (21822/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.091 | Acc: 96.853% (21943/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.091 | Acc: 96.866% (22070/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.091 | Acc: 96.866% (22194/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.091 | Acc: 96.871% (22319/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m6s | Loss: 0.091 | Acc: 96.875% (22444/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.091 | Acc: 96.879% (22569/23296) 182/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.091 | Acc: 96.866% (22690/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.091 | Acc: 96.871% (22815/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.091 | Acc: 96.875% (22940/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.091 | Acc: 96.892% (23068/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.091 | Acc: 96.896% (23193/23936) 187/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.091 | Acc: 96.896% (23317/24064) 188/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.091 | Acc: 96.875% (23436/24192) 189/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.091 | Acc: 96.871% (23559/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.091 | Acc: 96.871% (23683/24448) 191/391 [===============================>.................................] Step: 355ms | Tot: 1m9s | Loss: 0.092 | Acc: 96.867% (23806/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.091 | Acc: 96.875% (23932/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.091 | Acc: 96.875% (24056/24832) 194/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.091 | Acc: 96.859% (24176/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.091 | Acc: 96.859% (24300/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.091 | Acc: 96.855% (24423/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.091 | Acc: 96.867% (24550/25344) 198/391 [================================>................................] Step: 364ms | Tot: 1m12s | Loss: 0.091 | Acc: 96.871% (24675/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.091 | Acc: 96.867% (24798/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.091 | Acc: 96.863% (24921/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.091 | Acc: 96.856% (25043/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.092 | Acc: 96.848% (25165/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.091 | Acc: 96.852% (25290/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.091 | Acc: 96.864% (25417/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.091 | Acc: 96.864% (25541/26368) 206/391 [==================================>..............................] Step: 375ms | Tot: 1m15s | Loss: 0.091 | Acc: 96.871% (25667/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.091 | Acc: 96.879% (25793/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.091 | Acc: 96.886% (25919/26752) 209/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.091 | Acc: 96.882% (26042/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.091 | Acc: 96.879% (26165/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.091 | Acc: 96.879% (26289/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.091 | Acc: 96.890% (26416/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.090 | Acc: 96.904% (26544/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.090 | Acc: 96.911% (26670/27520) 215/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.090 | Acc: 96.918% (26796/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.090 | Acc: 96.925% (26922/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.090 | Acc: 96.932% (27048/27904) 218/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.090 | Acc: 96.939% (27174/28032) 219/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.090 | Acc: 96.942% (27299/28160) 220/391 [====================================>............................] Step: 378ms | Tot: 1m20s | Loss: 0.090 | Acc: 96.949% (27425/28288) 221/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.090 | Acc: 96.952% (27550/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.090 | Acc: 96.942% (27671/28544) 223/391 [=====================================>...........................] Step: 367ms | Tot: 1m21s | Loss: 0.090 | Acc: 96.934% (27793/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.090 | Acc: 96.931% (27916/28800) 225/391 [=====================================>...........................] Step: 388ms | Tot: 1m22s | Loss: 0.091 | Acc: 96.913% (28035/28928) 226/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.090 | Acc: 96.916% (28160/29056) 227/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.091 | Acc: 96.899% (28279/29184) 228/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.090 | Acc: 96.906% (28405/29312) 229/391 [======================================>..........................] Step: 370ms | Tot: 1m23s | Loss: 0.090 | Acc: 96.912% (28531/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.090 | Acc: 96.919% (28657/29568) 231/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.090 | Acc: 96.926% (28783/29696) 232/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.090 | Acc: 96.925% (28907/29824) 233/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.090 | Acc: 96.932% (29033/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m25s | Loss: 0.090 | Acc: 96.925% (29155/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.090 | Acc: 96.935% (29282/30208) 236/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.090 | Acc: 96.928% (29404/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.090 | Acc: 96.928% (29528/30464) 238/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.091 | Acc: 96.917% (29649/30592) 239/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.091 | Acc: 96.917% (29773/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.091 | Acc: 96.907% (29894/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.091 | Acc: 96.904% (30017/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.091 | Acc: 96.901% (30140/31104) 243/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.091 | Acc: 96.910% (30267/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.091 | Acc: 96.913% (30392/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.091 | Acc: 96.916% (30517/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m30s | Loss: 0.090 | Acc: 96.913% (30640/31616) 247/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.091 | Acc: 96.907% (30762/31744) 248/391 [=========================================>.......................] Step: 372ms | Tot: 1m30s | Loss: 0.091 | Acc: 96.900% (30884/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.091 | Acc: 96.900% (31008/32000) 250/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.090 | Acc: 96.906% (31134/32128) 251/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.090 | Acc: 96.909% (31259/32256) 252/391 [=========================================>.......................] Step: 361ms | Tot: 1m32s | Loss: 0.090 | Acc: 96.912% (31384/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.090 | Acc: 96.912% (31508/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.090 | Acc: 96.921% (31635/32640) 255/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.090 | Acc: 96.924% (31760/32768) 256/391 [==========================================>......................] Step: 419ms | Tot: 1m33s | Loss: 0.090 | Acc: 96.930% (31886/32896) 257/391 [==========================================>......................] Step: 394ms | Tot: 1m34s | Loss: 0.090 | Acc: 96.936% (32012/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.090 | Acc: 96.941% (32138/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.090 | Acc: 96.941% (32262/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.090 | Acc: 96.950% (32389/33408) 261/391 [===========================================>.....................] Step: 377ms | Tot: 1m35s | Loss: 0.090 | Acc: 96.947% (32512/33536) 262/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.089 | Acc: 96.955% (32639/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.089 | Acc: 96.952% (32762/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.089 | Acc: 96.955% (32887/33920) 265/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.089 | Acc: 96.948% (33009/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.089 | Acc: 96.948% (33133/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.089 | Acc: 96.942% (33255/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.089 | Acc: 96.942% (33379/34432) 269/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.089 | Acc: 96.939% (33502/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.090 | Acc: 96.936% (33625/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.090 | Acc: 96.938% (33750/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.090 | Acc: 96.932% (33872/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.090 | Acc: 96.938% (33998/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.090 | Acc: 96.935% (34121/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m40s | Loss: 0.090 | Acc: 96.934% (34245/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.090 | Acc: 96.934% (34369/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.090 | Acc: 96.934% (34493/35584) 278/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.090 | Acc: 96.937% (34618/35712) 279/391 [==============================================>..................] Step: 355ms | Tot: 1m42s | Loss: 0.090 | Acc: 96.942% (34744/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.090 | Acc: 96.942% (34868/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.090 | Acc: 96.941% (34992/36096) 282/391 [==============================================>..................] Step: 357ms | Tot: 1m43s | Loss: 0.090 | Acc: 96.944% (35117/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.090 | Acc: 96.938% (35239/36352) 284/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.090 | Acc: 96.938% (35363/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.090 | Acc: 96.943% (35489/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.090 | Acc: 96.943% (35613/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.090 | Acc: 96.946% (35738/36864) 288/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.089 | Acc: 96.951% (35864/36992) 289/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.090 | Acc: 96.945% (35986/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.090 | Acc: 96.945% (36110/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.090 | Acc: 96.945% (36234/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.089 | Acc: 96.950% (36360/37504) 293/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.090 | Acc: 96.947% (36483/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.089 | Acc: 96.949% (36608/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.089 | Acc: 96.952% (36733/37888) 296/391 [=================================================>...............] Step: 375ms | Tot: 1m48s | Loss: 0.089 | Acc: 96.957% (36859/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.089 | Acc: 96.959% (36984/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.090 | Acc: 96.956% (37107/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.089 | Acc: 96.961% (37233/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.090 | Acc: 96.953% (37354/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.090 | Acc: 96.947% (37476/38656) 302/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.090 | Acc: 96.950% (37601/38784) 303/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.090 | Acc: 96.952% (37726/38912) 304/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.090 | Acc: 96.954% (37851/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.090 | Acc: 96.957% (37976/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m52s | Loss: 0.090 | Acc: 96.967% (38104/39296) 307/391 [===================================================>.............] Step: 373ms | Tot: 1m52s | Loss: 0.090 | Acc: 96.966% (38228/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.089 | Acc: 96.971% (38354/39552) 309/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.090 | Acc: 96.961% (38474/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.090 | Acc: 96.950% (38594/39808) 311/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.090 | Acc: 96.945% (38716/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m54s | Loss: 0.090 | Acc: 96.942% (38839/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.090 | Acc: 96.947% (38965/40192) 314/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.090 | Acc: 96.954% (39092/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.090 | Acc: 96.959% (39218/40448) 316/391 [====================================================>............] Step: 377ms | Tot: 1m55s | Loss: 0.090 | Acc: 96.954% (39340/40576) 317/391 [====================================================>............] Step: 378ms | Tot: 1m56s | Loss: 0.090 | Acc: 96.956% (39465/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.090 | Acc: 96.956% (39589/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.090 | Acc: 96.963% (39716/40960) 320/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.089 | Acc: 96.965% (39841/41088) 321/391 [=====================================================>...........] Step: 374ms | Tot: 1m57s | Loss: 0.089 | Acc: 96.962% (39964/41216) 322/391 [=====================================================>...........] Step: 372ms | Tot: 1m57s | Loss: 0.089 | Acc: 96.967% (40090/41344) 323/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.089 | Acc: 96.964% (40213/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.090 | Acc: 96.964% (40337/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.090 | Acc: 96.964% (40461/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.090 | Acc: 96.961% (40584/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.090 | Acc: 96.954% (40705/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 2m75ms | Loss: 0.090 | Acc: 96.946% (40826/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m445ms | Loss: 0.090 | Acc: 96.946% (40950/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m807ms | Loss: 0.090 | Acc: 96.951% (41076/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.090 | Acc: 96.948% (41199/42496) 332/391 [=======================================================>.........] Step: 373ms | Tot: 2m1s | Loss: 0.090 | Acc: 96.945% (41322/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.090 | Acc: 96.948% (41447/42752) 334/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.090 | Acc: 96.940% (41568/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.090 | Acc: 96.933% (41689/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.090 | Acc: 96.938% (41815/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.090 | Acc: 96.935% (41938/43264) 338/391 [========================================================>........] Step: 406ms | Tot: 2m3s | Loss: 0.090 | Acc: 96.940% (42064/43392) 339/391 [========================================================>........] Step: 389ms | Tot: 2m4s | Loss: 0.090 | Acc: 96.942% (42189/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.090 | Acc: 96.939% (42312/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.090 | Acc: 96.939% (42436/43776) 342/391 [========================================================>........] Step: 362ms | Tot: 2m5s | Loss: 0.090 | Acc: 96.943% (42562/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.090 | Acc: 96.945% (42687/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.090 | Acc: 96.945% (42811/44160) 345/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.090 | Acc: 96.950% (42937/44288) 346/391 [=========================================================>.......] Step: 355ms | Tot: 2m6s | Loss: 0.090 | Acc: 96.954% (43063/44416) 347/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.090 | Acc: 96.951% (43186/44544) 348/391 [=========================================================>.......] Step: 371ms | Tot: 2m7s | Loss: 0.090 | Acc: 96.944% (43307/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.090 | Acc: 96.951% (43434/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.090 | Acc: 96.951% (43558/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.090 | Acc: 96.953% (43683/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.090 | Acc: 96.957% (43809/45184) 353/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.090 | Acc: 96.961% (43935/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.090 | Acc: 96.967% (44062/45440) 355/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.090 | Acc: 96.965% (44185/45568) 356/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.090 | Acc: 96.969% (44311/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.090 | Acc: 96.971% (44436/45824) 358/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.090 | Acc: 96.969% (44559/45952) 359/391 [===========================================================>.....] Step: 375ms | Tot: 2m11s | Loss: 0.090 | Acc: 96.960% (44679/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.090 | Acc: 96.962% (44804/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.090 | Acc: 96.957% (44926/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.090 | Acc: 96.955% (45049/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.090 | Acc: 96.954% (45173/46592) 364/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.090 | Acc: 96.952% (45296/46720) 365/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.090 | Acc: 96.948% (45418/46848) 366/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.090 | Acc: 96.952% (45544/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.090 | Acc: 96.945% (45665/47104) 368/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.090 | Acc: 96.941% (45787/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.090 | Acc: 96.940% (45911/47360) 370/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.090 | Acc: 96.938% (46034/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.091 | Acc: 96.934% (46156/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m16s | Loss: 0.091 | Acc: 96.932% (46279/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.091 | Acc: 96.933% (46404/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.090 | Acc: 96.938% (46530/48000) 375/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.090 | Acc: 96.937% (46654/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.090 | Acc: 96.939% (46779/48256) 377/391 [==============================================================>..] Step: 368ms | Tot: 2m17s | Loss: 0.090 | Acc: 96.943% (46905/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m18s | Loss: 0.090 | Acc: 96.939% (47027/48512) 379/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.090 | Acc: 96.941% (47152/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.090 | Acc: 96.941% (47276/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.090 | Acc: 96.945% (47402/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.091 | Acc: 96.940% (47524/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.091 | Acc: 96.942% (47649/49152) 384/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.091 | Acc: 96.942% (47773/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.090 | Acc: 96.946% (47899/49408) 386/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.091 | Acc: 96.942% (48021/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.091 | Acc: 96.937% (48143/49664) 388/391 [================================================================>] Step: 374ms | Tot: 2m21s | Loss: 0.091 | Acc: 96.939% (48268/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.091 | Acc: 96.941% (48393/49920) 390/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.091 | Acc: 96.938% (48469/50000) 391/391 + [>................................................................] Step: 478ms | Tot: 2ms | Loss: 0.343 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 299ms | Tot: 301ms | Loss: 0.336 | Acc: 89.000% (178/200) 2/100 [=>...............................................................] Step: 287ms | Tot: 588ms | Loss: 0.344 | Acc: 89.333% (268/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 882ms | Loss: 0.339 | Acc: 89.250% (357/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s181ms | Loss: 0.343 | Acc: 89.200% (446/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s475ms | Loss: 0.306 | Acc: 90.333% (542/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s773ms | Loss: 0.303 | Acc: 90.000% (630/700) 7/100 [====>............................................................] Step: 291ms | Tot: 2s65ms | Loss: 0.316 | Acc: 89.625% (717/800) 8/100 [=====>...........................................................] Step: 306ms | Tot: 2s371ms | Loss: 0.323 | Acc: 89.444% (805/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s677ms | Loss: 0.335 | Acc: 89.400% (894/1000) 10/100 [======>..........................................................] Step: 299ms | Tot: 2s976ms | Loss: 0.336 | Acc: 89.364% (983/1100) 11/100 [=======>.........................................................] Step: 310ms | Tot: 3s287ms | Loss: 0.350 | Acc: 89.167% (1070/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s589ms | Loss: 0.343 | Acc: 89.385% (1162/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s894ms | Loss: 0.340 | Acc: 89.714% (1256/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s201ms | Loss: 0.332 | Acc: 89.867% (1348/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s501ms | Loss: 0.338 | Acc: 89.500% (1432/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s807ms | Loss: 0.332 | Acc: 89.706% (1525/1700) 17/100 [===========>.....................................................] Step: 309ms | Tot: 5s116ms | Loss: 0.337 | Acc: 89.556% (1612/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s423ms | Loss: 0.347 | Acc: 89.579% (1702/1900) 19/100 [============>....................................................] Step: 306ms | Tot: 5s730ms | Loss: 0.350 | Acc: 89.600% (1792/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s36ms | Loss: 0.350 | Acc: 89.619% (1882/2100) 21/100 [=============>...................................................] Step: 317ms | Tot: 6s353ms | Loss: 0.347 | Acc: 89.727% (1974/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s667ms | Loss: 0.349 | Acc: 89.652% (2062/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s973ms | Loss: 0.352 | Acc: 89.625% (2151/2400) 24/100 [===============>.................................................] Step: 306ms | Tot: 7s279ms | Loss: 0.356 | Acc: 89.600% (2240/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s585ms | Loss: 0.359 | Acc: 89.538% (2328/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s886ms | Loss: 0.352 | Acc: 89.704% (2422/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s191ms | Loss: 0.353 | Acc: 89.679% (2511/2800) 28/100 [==================>..............................................] Step: 299ms | Tot: 8s490ms | Loss: 0.357 | Acc: 89.724% (2602/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 8s799ms | Loss: 0.354 | Acc: 89.800% (2694/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s106ms | Loss: 0.350 | Acc: 89.871% (2786/3100) 31/100 [====================>............................................] Step: 307ms | Tot: 9s413ms | Loss: 0.353 | Acc: 89.812% (2874/3200) 32/100 [====================>............................................] Step: 313ms | Tot: 9s727ms | Loss: 0.350 | Acc: 89.970% (2969/3300) 33/100 [=====================>...........................................] Step: 298ms | Tot: 10s26ms | Loss: 0.349 | Acc: 89.971% (3059/3400) 34/100 [======================>..........................................] Step: 333ms | Tot: 10s359ms | Loss: 0.350 | Acc: 89.943% (3148/3500) 35/100 [======================>..........................................] Step: 358ms | Tot: 10s717ms | Loss: 0.351 | Acc: 89.972% (3239/3600) 36/100 [=======================>.........................................] Step: 317ms | Tot: 11s35ms | Loss: 0.352 | Acc: 89.946% (3328/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s345ms | Loss: 0.355 | Acc: 89.868% (3415/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s647ms | Loss: 0.353 | Acc: 90.026% (3511/3900) 39/100 [=========================>.......................................] Step: 298ms | Tot: 11s945ms | Loss: 0.352 | Acc: 90.075% (3603/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s252ms | Loss: 0.357 | Acc: 90.000% (3690/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s558ms | Loss: 0.360 | Acc: 89.929% (3777/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s865ms | Loss: 0.356 | Acc: 90.023% (3871/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s175ms | Loss: 0.356 | Acc: 90.068% (3963/4400) 44/100 [============================>....................................] Step: 300ms | Tot: 13s476ms | Loss: 0.355 | Acc: 90.067% (4053/4500) 45/100 [=============================>...................................] Step: 295ms | Tot: 13s771ms | Loss: 0.353 | Acc: 90.043% (4142/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 14s80ms | Loss: 0.354 | Acc: 90.043% (4232/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s385ms | Loss: 0.358 | Acc: 89.979% (4319/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s685ms | Loss: 0.354 | Acc: 90.082% (4414/4900) 49/100 [===============================>.................................] Step: 300ms | Tot: 14s986ms | Loss: 0.356 | Acc: 90.060% (4503/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s297ms | Loss: 0.356 | Acc: 90.078% (4594/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s602ms | Loss: 0.356 | Acc: 90.058% (4683/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s908ms | Loss: 0.355 | Acc: 90.019% (4771/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s213ms | Loss: 0.354 | Acc: 90.074% (4864/5400) 54/100 [===================================>.............................] Step: 296ms | Tot: 16s509ms | Loss: 0.351 | Acc: 90.145% (4958/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s816ms | Loss: 0.352 | Acc: 90.125% (5047/5600) 56/100 [====================================>............................] Step: 297ms | Tot: 17s113ms | Loss: 0.352 | Acc: 90.105% (5136/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s419ms | Loss: 0.350 | Acc: 90.121% (5227/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s719ms | Loss: 0.351 | Acc: 90.102% (5316/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s23ms | Loss: 0.351 | Acc: 90.033% (5402/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s330ms | Loss: 0.351 | Acc: 90.082% (5495/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s635ms | Loss: 0.352 | Acc: 90.048% (5583/6200) 62/100 [========================================>........................] Step: 301ms | Tot: 18s936ms | Loss: 0.350 | Acc: 90.048% (5673/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s242ms | Loss: 0.347 | Acc: 90.109% (5767/6400) 64/100 [=========================================>.......................] Step: 296ms | Tot: 19s539ms | Loss: 0.347 | Acc: 90.092% (5856/6500) 65/100 [==========================================>......................] Step: 298ms | Tot: 19s838ms | Loss: 0.347 | Acc: 90.061% (5944/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s141ms | Loss: 0.345 | Acc: 90.119% (6038/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s443ms | Loss: 0.347 | Acc: 90.088% (6126/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s752ms | Loss: 0.345 | Acc: 90.101% (6217/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 21s53ms | Loss: 0.345 | Acc: 90.114% (6308/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s358ms | Loss: 0.348 | Acc: 90.070% (6395/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s665ms | Loss: 0.349 | Acc: 90.028% (6482/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 21s967ms | Loss: 0.346 | Acc: 90.082% (6576/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s272ms | Loss: 0.347 | Acc: 90.068% (6665/7400) 74/100 [================================================>................] Step: 298ms | Tot: 22s570ms | Loss: 0.347 | Acc: 90.080% (6756/7500) 75/100 [================================================>................] Step: 305ms | Tot: 22s875ms | Loss: 0.349 | Acc: 90.026% (6842/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s179ms | Loss: 0.349 | Acc: 90.026% (6932/7700) 77/100 [==================================================>..............] Step: 300ms | Tot: 23s479ms | Loss: 0.349 | Acc: 90.051% (7024/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 23s784ms | Loss: 0.348 | Acc: 90.063% (7115/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s89ms | Loss: 0.347 | Acc: 90.075% (7206/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s394ms | Loss: 0.346 | Acc: 90.111% (7299/8100) 81/100 [====================================================>............] Step: 300ms | Tot: 24s695ms | Loss: 0.344 | Acc: 90.122% (7390/8200) 82/100 [=====================================================>...........] Step: 300ms | Tot: 24s995ms | Loss: 0.344 | Acc: 90.108% (7479/8300) 83/100 [=====================================================>...........] Step: 313ms | Tot: 25s309ms | Loss: 0.344 | Acc: 90.155% (7573/8400) 84/100 [======================================================>..........] Step: 305ms | Tot: 25s614ms | Loss: 0.344 | Acc: 90.094% (7658/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 25s920ms | Loss: 0.346 | Acc: 90.070% (7746/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s228ms | Loss: 0.345 | Acc: 90.046% (7834/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s535ms | Loss: 0.346 | Acc: 90.034% (7923/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s840ms | Loss: 0.344 | Acc: 90.067% (8016/8900) 89/100 [=========================================================>.......] Step: 299ms | Tot: 27s140ms | Loss: 0.345 | Acc: 90.078% (8107/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s447ms | Loss: 0.344 | Acc: 90.088% (8198/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s753ms | Loss: 0.343 | Acc: 90.098% (8289/9200) 92/100 [===========================================================>.....] Step: 306ms | Tot: 28s60ms | Loss: 0.345 | Acc: 90.065% (8376/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s366ms | Loss: 0.345 | Acc: 90.085% (8468/9400) 94/100 [=============================================================>...] Step: 301ms | Tot: 28s667ms | Loss: 0.343 | Acc: 90.084% (8558/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 28s977ms | Loss: 0.342 | Acc: 90.094% (8649/9600) 96/100 [==============================================================>..] Step: 311ms | Tot: 29s288ms | Loss: 0.341 | Acc: 90.124% (8742/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 29s598ms | Loss: 0.341 | Acc: 90.173% (8837/9800) 98/100 [===============================================================>.] Step: 304ms | Tot: 29s903ms | Loss: 0.342 | Acc: 90.141% (8924/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s208ms | Loss: 0.341 | Acc: 90.160% (9016/10000) 100/100 +Saving.. + +Epoch: 172 + [>................................................................] Step: 688ms | Tot: 2ms | Loss: 0.105 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 385ms | Tot: 387ms | Loss: 0.108 | Acc: 96.875% (248/256) 2/391 [>................................................................] Step: 378ms | Tot: 766ms | Loss: 0.086 | Acc: 97.396% (374/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s140ms | Loss: 0.076 | Acc: 97.656% (500/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s515ms | Loss: 0.069 | Acc: 97.969% (627/640) 5/391 [>................................................................] Step: 372ms | Tot: 1s888ms | Loss: 0.075 | Acc: 97.786% (751/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s251ms | Loss: 0.072 | Acc: 97.991% (878/896) 7/391 [=>...............................................................] Step: 369ms | Tot: 2s621ms | Loss: 0.073 | Acc: 97.949% (1003/1024) 8/391 [=>...............................................................] Step: 359ms | Tot: 2s980ms | Loss: 0.069 | Acc: 98.003% (1129/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s344ms | Loss: 0.068 | Acc: 97.891% (1253/1280) 10/391 [=>...............................................................] Step: 356ms | Tot: 3s701ms | Loss: 0.066 | Acc: 98.011% (1380/1408) 11/391 [=>...............................................................] Step: 355ms | Tot: 4s56ms | Loss: 0.070 | Acc: 97.656% (1500/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s419ms | Loss: 0.073 | Acc: 97.536% (1623/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s785ms | Loss: 0.072 | Acc: 97.545% (1748/1792) 14/391 [==>..............................................................] Step: 368ms | Tot: 5s153ms | Loss: 0.070 | Acc: 97.604% (1874/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s521ms | Loss: 0.071 | Acc: 97.510% (1997/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s884ms | Loss: 0.073 | Acc: 97.381% (2119/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s252ms | Loss: 0.074 | Acc: 97.352% (2243/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s614ms | Loss: 0.075 | Acc: 97.327% (2367/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 6s980ms | Loss: 0.075 | Acc: 97.305% (2491/2560) 20/391 [===>.............................................................] Step: 364ms | Tot: 7s344ms | Loss: 0.077 | Acc: 97.247% (2614/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s702ms | Loss: 0.076 | Acc: 97.230% (2738/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s65ms | Loss: 0.078 | Acc: 97.181% (2861/2944) 23/391 [===>.............................................................] Step: 378ms | Tot: 8s443ms | Loss: 0.077 | Acc: 97.266% (2988/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s809ms | Loss: 0.076 | Acc: 97.344% (3115/3200) 25/391 [====>............................................................] Step: 353ms | Tot: 9s163ms | Loss: 0.078 | Acc: 97.296% (3238/3328) 26/391 [====>............................................................] Step: 395ms | Tot: 9s558ms | Loss: 0.080 | Acc: 97.251% (3361/3456) 27/391 [====>............................................................] Step: 416ms | Tot: 9s975ms | Loss: 0.078 | Acc: 97.321% (3488/3584) 28/391 [====>............................................................] Step: 371ms | Tot: 10s346ms | Loss: 0.077 | Acc: 97.360% (3614/3712) 29/391 [====>............................................................] Step: 367ms | Tot: 10s714ms | Loss: 0.078 | Acc: 97.318% (3737/3840) 30/391 [====>............................................................] Step: 355ms | Tot: 11s69ms | Loss: 0.077 | Acc: 97.354% (3863/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s435ms | Loss: 0.079 | Acc: 97.266% (3984/4096) 32/391 [=====>...........................................................] Step: 374ms | Tot: 11s809ms | Loss: 0.079 | Acc: 97.325% (4111/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s174ms | Loss: 0.078 | Acc: 97.358% (4237/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s542ms | Loss: 0.080 | Acc: 97.277% (4358/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 12s906ms | Loss: 0.080 | Acc: 97.244% (4481/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s273ms | Loss: 0.081 | Acc: 97.255% (4606/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s633ms | Loss: 0.082 | Acc: 97.204% (4728/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 13s998ms | Loss: 0.083 | Acc: 97.135% (4849/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s363ms | Loss: 0.083 | Acc: 97.168% (4975/5120) 40/391 [======>..........................................................] Step: 356ms | Tot: 14s719ms | Loss: 0.083 | Acc: 97.104% (5096/5248) 41/391 [======>..........................................................] Step: 368ms | Tot: 15s88ms | Loss: 0.083 | Acc: 97.098% (5220/5376) 42/391 [======>..........................................................] Step: 369ms | Tot: 15s457ms | Loss: 0.083 | Acc: 97.093% (5344/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s817ms | Loss: 0.084 | Acc: 97.070% (5467/5632) 44/391 [=======>.........................................................] Step: 356ms | Tot: 16s173ms | Loss: 0.084 | Acc: 97.049% (5590/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s537ms | Loss: 0.083 | Acc: 97.079% (5716/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s897ms | Loss: 0.082 | Acc: 97.108% (5842/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s261ms | Loss: 0.081 | Acc: 97.168% (5970/6144) 48/391 [=======>.........................................................] Step: 354ms | Tot: 17s615ms | Loss: 0.082 | Acc: 97.146% (6093/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s975ms | Loss: 0.082 | Acc: 97.156% (6218/6400) 50/391 [========>........................................................] Step: 374ms | Tot: 18s350ms | Loss: 0.082 | Acc: 97.181% (6344/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s714ms | Loss: 0.082 | Acc: 97.191% (6469/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 19s73ms | Loss: 0.083 | Acc: 97.185% (6593/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s436ms | Loss: 0.083 | Acc: 97.193% (6718/6912) 54/391 [========>........................................................] Step: 363ms | Tot: 19s799ms | Loss: 0.083 | Acc: 97.188% (6842/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s157ms | Loss: 0.083 | Acc: 97.224% (6969/7168) 56/391 [=========>.......................................................] Step: 365ms | Tot: 20s523ms | Loss: 0.083 | Acc: 97.218% (7093/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s887ms | Loss: 0.083 | Acc: 97.198% (7216/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s244ms | Loss: 0.083 | Acc: 97.219% (7342/7552) 59/391 [=========>.......................................................] Step: 366ms | Tot: 21s610ms | Loss: 0.083 | Acc: 97.240% (7468/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 21s970ms | Loss: 0.082 | Acc: 97.272% (7595/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s333ms | Loss: 0.082 | Acc: 97.266% (7719/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s690ms | Loss: 0.083 | Acc: 97.235% (7841/8064) 63/391 [==========>......................................................] Step: 354ms | Tot: 23s44ms | Loss: 0.083 | Acc: 97.229% (7965/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s411ms | Loss: 0.084 | Acc: 97.212% (8088/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 23s770ms | Loss: 0.084 | Acc: 97.206% (8212/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s127ms | Loss: 0.084 | Acc: 97.201% (8336/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s487ms | Loss: 0.084 | Acc: 97.185% (8459/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s851ms | Loss: 0.084 | Acc: 97.158% (8581/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s211ms | Loss: 0.083 | Acc: 97.199% (8709/8960) 70/391 [===========>.....................................................] Step: 360ms | Tot: 25s572ms | Loss: 0.083 | Acc: 97.216% (8835/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 25s929ms | Loss: 0.084 | Acc: 97.211% (8959/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s288ms | Loss: 0.083 | Acc: 97.228% (9085/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s645ms | Loss: 0.084 | Acc: 97.202% (9207/9472) 74/391 [============>....................................................] Step: 355ms | Tot: 27s1ms | Loss: 0.084 | Acc: 97.188% (9330/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s367ms | Loss: 0.083 | Acc: 97.214% (9457/9728) 76/391 [============>....................................................] Step: 355ms | Tot: 27s723ms | Loss: 0.083 | Acc: 97.200% (9580/9856) 77/391 [============>....................................................] Step: 370ms | Tot: 28s93ms | Loss: 0.084 | Acc: 97.185% (9703/9984) 78/391 [============>....................................................] Step: 376ms | Tot: 28s470ms | Loss: 0.084 | Acc: 97.182% (9827/10112) 79/391 [=============>...................................................] Step: 370ms | Tot: 28s840ms | Loss: 0.083 | Acc: 97.217% (9955/10240) 80/391 [=============>...................................................] Step: 356ms | Tot: 29s196ms | Loss: 0.083 | Acc: 97.222% (10080/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s556ms | Loss: 0.083 | Acc: 97.237% (10206/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 29s916ms | Loss: 0.083 | Acc: 97.242% (10331/10624) 83/391 [=============>...................................................] Step: 355ms | Tot: 30s271ms | Loss: 0.083 | Acc: 97.247% (10456/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s631ms | Loss: 0.083 | Acc: 97.261% (10582/10880) 85/391 [==============>..................................................] Step: 353ms | Tot: 30s985ms | Loss: 0.082 | Acc: 97.266% (10707/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s356ms | Loss: 0.082 | Acc: 97.261% (10831/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s715ms | Loss: 0.082 | Acc: 97.257% (10955/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s74ms | Loss: 0.082 | Acc: 97.270% (11081/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s432ms | Loss: 0.083 | Acc: 97.266% (11205/11520) 90/391 [==============>..................................................] Step: 358ms | Tot: 32s790ms | Loss: 0.083 | Acc: 97.270% (11330/11648) 91/391 [===============>.................................................] Step: 352ms | Tot: 33s143ms | Loss: 0.083 | Acc: 97.249% (11452/11776) 92/391 [===============>.................................................] Step: 360ms | Tot: 33s503ms | Loss: 0.083 | Acc: 97.203% (11571/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 33s862ms | Loss: 0.084 | Acc: 97.191% (11694/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s227ms | Loss: 0.084 | Acc: 97.188% (11818/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s593ms | Loss: 0.084 | Acc: 97.168% (11940/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 34s951ms | Loss: 0.084 | Acc: 97.189% (12067/12416) 97/391 [================>................................................] Step: 356ms | Tot: 35s308ms | Loss: 0.084 | Acc: 97.186% (12191/12544) 98/391 [================>................................................] Step: 359ms | Tot: 35s668ms | Loss: 0.084 | Acc: 97.175% (12314/12672) 99/391 [================>................................................] Step: 360ms | Tot: 36s29ms | Loss: 0.084 | Acc: 97.172% (12438/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s388ms | Loss: 0.084 | Acc: 97.161% (12561/12928) 101/391 [================>................................................] Step: 357ms | Tot: 36s746ms | Loss: 0.085 | Acc: 97.158% (12685/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s103ms | Loss: 0.085 | Acc: 97.163% (12810/13184) 103/391 [=================>...............................................] Step: 357ms | Tot: 37s461ms | Loss: 0.084 | Acc: 97.175% (12936/13312) 104/391 [=================>...............................................] Step: 366ms | Tot: 37s828ms | Loss: 0.085 | Acc: 97.165% (13059/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s195ms | Loss: 0.084 | Acc: 97.170% (13184/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 38s567ms | Loss: 0.085 | Acc: 97.167% (13308/13696) 107/391 [=================>...............................................] Step: 365ms | Tot: 38s932ms | Loss: 0.085 | Acc: 97.157% (13431/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s300ms | Loss: 0.086 | Acc: 97.119% (13550/13952) 109/391 [==================>..............................................] Step: 411ms | Tot: 39s712ms | Loss: 0.086 | Acc: 97.095% (13671/14080) 110/391 [==================>..............................................] Step: 398ms | Tot: 40s111ms | Loss: 0.086 | Acc: 97.114% (13798/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s473ms | Loss: 0.086 | Acc: 97.119% (13923/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s835ms | Loss: 0.086 | Acc: 97.124% (14048/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s200ms | Loss: 0.086 | Acc: 97.122% (14172/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s559ms | Loss: 0.086 | Acc: 97.140% (14299/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 41s920ms | Loss: 0.086 | Acc: 97.138% (14423/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s288ms | Loss: 0.085 | Acc: 97.142% (14548/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s647ms | Loss: 0.085 | Acc: 97.146% (14673/15104) 118/391 [===================>.............................................] Step: 361ms | Tot: 43s9ms | Loss: 0.085 | Acc: 97.131% (14795/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 43s372ms | Loss: 0.085 | Acc: 97.142% (14921/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s733ms | Loss: 0.085 | Acc: 97.146% (15046/15488) 121/391 [====================>............................................] Step: 354ms | Tot: 44s88ms | Loss: 0.085 | Acc: 97.138% (15169/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 44s459ms | Loss: 0.085 | Acc: 97.154% (15296/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s820ms | Loss: 0.085 | Acc: 97.159% (15421/15872) 124/391 [====================>............................................] Step: 352ms | Tot: 45s173ms | Loss: 0.085 | Acc: 97.162% (15546/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s532ms | Loss: 0.085 | Acc: 97.160% (15670/16128) 126/391 [====================>............................................] Step: 377ms | Tot: 45s910ms | Loss: 0.084 | Acc: 97.176% (15797/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s267ms | Loss: 0.084 | Acc: 97.162% (15919/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s627ms | Loss: 0.084 | Acc: 97.166% (16044/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 46s989ms | Loss: 0.084 | Acc: 97.169% (16169/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s351ms | Loss: 0.084 | Acc: 97.179% (16295/16768) 131/391 [=====================>...........................................] Step: 366ms | Tot: 47s717ms | Loss: 0.084 | Acc: 97.183% (16420/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s76ms | Loss: 0.084 | Acc: 97.169% (16542/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 48s436ms | Loss: 0.085 | Acc: 97.161% (16665/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 48s793ms | Loss: 0.085 | Acc: 97.153% (16788/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s159ms | Loss: 0.084 | Acc: 97.174% (16916/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s524ms | Loss: 0.084 | Acc: 97.172% (17040/17536) 137/391 [======================>..........................................] Step: 355ms | Tot: 49s880ms | Loss: 0.085 | Acc: 97.175% (17165/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s239ms | Loss: 0.085 | Acc: 97.190% (17292/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 50s595ms | Loss: 0.084 | Acc: 97.199% (17418/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 50s965ms | Loss: 0.084 | Acc: 97.196% (17542/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s330ms | Loss: 0.085 | Acc: 97.194% (17666/18176) 142/391 [=======================>.........................................] Step: 355ms | Tot: 51s685ms | Loss: 0.085 | Acc: 97.186% (17789/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s47ms | Loss: 0.085 | Acc: 97.179% (17912/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s408ms | Loss: 0.085 | Acc: 97.171% (18035/18560) 145/391 [========================>........................................] Step: 354ms | Tot: 52s763ms | Loss: 0.085 | Acc: 97.169% (18159/18688) 146/391 [========================>........................................] Step: 353ms | Tot: 53s117ms | Loss: 0.085 | Acc: 97.183% (18286/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s473ms | Loss: 0.085 | Acc: 97.197% (18413/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s831ms | Loss: 0.085 | Acc: 97.190% (18536/19072) 149/391 [========================>........................................] Step: 371ms | Tot: 54s203ms | Loss: 0.085 | Acc: 97.193% (18661/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s563ms | Loss: 0.086 | Acc: 97.180% (18783/19328) 151/391 [=========================>.......................................] Step: 355ms | Tot: 54s918ms | Loss: 0.086 | Acc: 97.178% (18907/19456) 152/391 [=========================>.......................................] Step: 353ms | Tot: 55s272ms | Loss: 0.086 | Acc: 97.176% (19031/19584) 153/391 [=========================>.......................................] Step: 355ms | Tot: 55s627ms | Loss: 0.086 | Acc: 97.184% (19157/19712) 154/391 [=========================>.......................................] Step: 356ms | Tot: 55s983ms | Loss: 0.086 | Acc: 97.182% (19281/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s344ms | Loss: 0.086 | Acc: 97.165% (19402/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 56s702ms | Loss: 0.086 | Acc: 97.174% (19528/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 57s58ms | Loss: 0.086 | Acc: 97.187% (19655/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 57s427ms | Loss: 0.086 | Acc: 97.194% (19781/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 57s793ms | Loss: 0.086 | Acc: 97.183% (19903/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 58s150ms | Loss: 0.086 | Acc: 97.181% (20027/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 58s514ms | Loss: 0.086 | Acc: 97.164% (20148/20736) 162/391 [==========================>......................................] Step: 381ms | Tot: 58s895ms | Loss: 0.086 | Acc: 97.163% (20272/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s256ms | Loss: 0.086 | Acc: 97.151% (20394/20992) 164/391 [===========================>.....................................] Step: 358ms | Tot: 59s615ms | Loss: 0.086 | Acc: 97.154% (20519/21120) 165/391 [===========================>.....................................] Step: 358ms | Tot: 59s974ms | Loss: 0.086 | Acc: 97.162% (20645/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m338ms | Loss: 0.085 | Acc: 97.165% (20770/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m705ms | Loss: 0.085 | Acc: 97.177% (20897/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.085 | Acc: 97.171% (21020/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.086 | Acc: 97.169% (21144/21760) 170/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.085 | Acc: 97.163% (21267/21888) 171/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.085 | Acc: 97.166% (21392/22016) 172/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.086 | Acc: 97.160% (21515/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.085 | Acc: 97.162% (21640/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.086 | Acc: 97.147% (21761/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m3s | Loss: 0.086 | Acc: 97.137% (21883/22528) 176/391 [=============================>...................................] Step: 365ms | Tot: 1m3s | Loss: 0.086 | Acc: 97.140% (22008/22656) 177/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.086 | Acc: 97.130% (22130/22784) 178/391 [=============================>...................................] Step: 355ms | Tot: 1m4s | Loss: 0.086 | Acc: 97.124% (22253/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.086 | Acc: 97.114% (22375/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.086 | Acc: 97.121% (22501/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m5s | Loss: 0.086 | Acc: 97.124% (22626/23296) 182/391 [==============================>..................................] Step: 356ms | Tot: 1m6s | Loss: 0.086 | Acc: 97.135% (22753/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.085 | Acc: 97.138% (22878/23552) 184/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.085 | Acc: 97.137% (23002/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.086 | Acc: 97.127% (23124/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.086 | Acc: 97.130% (23249/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m7s | Loss: 0.085 | Acc: 97.128% (23373/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.085 | Acc: 97.131% (23498/24192) 189/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.085 | Acc: 97.142% (23625/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.085 | Acc: 97.125% (23745/24448) 191/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.086 | Acc: 97.119% (23868/24576) 192/391 [===============================>.................................] Step: 413ms | Tot: 1m9s | Loss: 0.086 | Acc: 97.118% (23992/24704) 193/391 [================================>................................] Step: 379ms | Tot: 1m10s | Loss: 0.085 | Acc: 97.129% (24119/24832) 194/391 [================================>................................] Step: 379ms | Tot: 1m10s | Loss: 0.085 | Acc: 97.127% (24243/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.086 | Acc: 97.134% (24369/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.086 | Acc: 97.121% (24490/25216) 197/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.086 | Acc: 97.124% (24615/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.085 | Acc: 97.130% (24741/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.085 | Acc: 97.133% (24866/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.086 | Acc: 97.132% (24990/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.086 | Acc: 97.142% (25117/25856) 202/391 [=================================>...............................] Step: 372ms | Tot: 1m13s | Loss: 0.086 | Acc: 97.137% (25240/25984) 203/391 [=================================>...............................] Step: 374ms | Tot: 1m13s | Loss: 0.086 | Acc: 97.135% (25364/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.086 | Acc: 97.127% (25486/26240) 205/391 [==================================>..............................] Step: 357ms | Tot: 1m14s | Loss: 0.086 | Acc: 97.137% (25613/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.086 | Acc: 97.147% (25740/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.086 | Acc: 97.157% (25867/26624) 208/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.086 | Acc: 97.148% (25989/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.086 | Acc: 97.150% (26114/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.086 | Acc: 97.142% (26236/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m16s | Loss: 0.086 | Acc: 97.144% (26361/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.086 | Acc: 97.132% (26482/27264) 213/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.086 | Acc: 97.134% (26607/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.086 | Acc: 97.140% (26733/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.086 | Acc: 97.143% (26858/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.086 | Acc: 97.141% (26982/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m18s | Loss: 0.086 | Acc: 97.137% (27105/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.086 | Acc: 97.121% (27225/28032) 219/391 [====================================>............................] Step: 355ms | Tot: 1m19s | Loss: 0.086 | Acc: 97.113% (27347/28160) 220/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.086 | Acc: 97.101% (27468/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.086 | Acc: 97.107% (27594/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m20s | Loss: 0.086 | Acc: 97.117% (27721/28544) 223/391 [=====================================>...........................] Step: 372ms | Tot: 1m21s | Loss: 0.086 | Acc: 97.119% (27846/28672) 224/391 [=====================================>...........................] Step: 370ms | Tot: 1m21s | Loss: 0.086 | Acc: 97.115% (27969/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.086 | Acc: 97.110% (28092/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.086 | Acc: 97.112% (28217/29056) 227/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.086 | Acc: 97.118% (28343/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.086 | Acc: 97.104% (28463/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.087 | Acc: 97.092% (28584/29440) 230/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.087 | Acc: 97.091% (28708/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.087 | Acc: 97.087% (28831/29696) 232/391 [======================================>..........................] Step: 375ms | Tot: 1m24s | Loss: 0.087 | Acc: 97.083% (28954/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.087 | Acc: 97.079% (29077/29952) 234/391 [======================================>..........................] Step: 355ms | Tot: 1m25s | Loss: 0.087 | Acc: 97.061% (29196/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.087 | Acc: 97.067% (29322/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.087 | Acc: 97.073% (29448/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.087 | Acc: 97.085% (29576/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.086 | Acc: 97.097% (29704/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.086 | Acc: 97.106% (29831/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.086 | Acc: 97.102% (29954/30848) 241/391 [========================================>........................] Step: 354ms | Tot: 1m27s | Loss: 0.086 | Acc: 97.095% (30076/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m27s | Loss: 0.086 | Acc: 97.097% (30201/31104) 243/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.086 | Acc: 97.099% (30326/31232) 244/391 [========================================>........................] Step: 350ms | Tot: 1m28s | Loss: 0.086 | Acc: 97.098% (30450/31360) 245/391 [========================================>........................] Step: 382ms | Tot: 1m29s | Loss: 0.086 | Acc: 97.097% (30574/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.086 | Acc: 97.109% (30702/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m29s | Loss: 0.086 | Acc: 97.105% (30825/31744) 248/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.086 | Acc: 97.104% (30949/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.086 | Acc: 97.100% (31072/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.086 | Acc: 97.090% (31193/32128) 251/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.086 | Acc: 97.095% (31319/32256) 252/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.086 | Acc: 97.094% (31443/32384) 253/391 [==========================================>......................] Step: 365ms | Tot: 1m31s | Loss: 0.086 | Acc: 97.090% (31566/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.086 | Acc: 97.080% (31687/32640) 255/391 [==========================================>......................] Step: 358ms | Tot: 1m32s | Loss: 0.086 | Acc: 97.092% (31815/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.086 | Acc: 97.088% (31938/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.086 | Acc: 97.078% (32059/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.086 | Acc: 97.074% (32182/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.086 | Acc: 97.073% (32306/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.086 | Acc: 97.079% (32432/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.086 | Acc: 97.084% (32558/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.086 | Acc: 97.089% (32684/33664) 263/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.086 | Acc: 97.091% (32809/33792) 264/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.086 | Acc: 97.096% (32935/33920) 265/391 [============================================>....................] Step: 375ms | Tot: 1m36s | Loss: 0.086 | Acc: 97.101% (33061/34048) 266/391 [============================================>....................] Step: 368ms | Tot: 1m36s | Loss: 0.086 | Acc: 97.100% (33185/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.086 | Acc: 97.102% (33310/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.086 | Acc: 97.099% (33433/34432) 269/391 [============================================>....................] Step: 356ms | Tot: 1m37s | Loss: 0.086 | Acc: 97.098% (33557/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m38s | Loss: 0.086 | Acc: 97.094% (33680/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.086 | Acc: 97.096% (33805/34816) 272/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.086 | Acc: 97.084% (33925/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.086 | Acc: 97.083% (34049/35072) 274/391 [=============================================>...................] Step: 407ms | Tot: 1m39s | Loss: 0.086 | Acc: 97.077% (34171/35200) 275/391 [=============================================>...................] Step: 387ms | Tot: 1m40s | Loss: 0.086 | Acc: 97.087% (34299/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.086 | Acc: 97.078% (34420/35456) 277/391 [==============================================>..................] Step: 356ms | Tot: 1m40s | Loss: 0.086 | Acc: 97.069% (34541/35584) 278/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.086 | Acc: 97.060% (34662/35712) 279/391 [==============================================>..................] Step: 369ms | Tot: 1m41s | Loss: 0.086 | Acc: 97.059% (34786/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.086 | Acc: 97.053% (34908/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.086 | Acc: 97.058% (35034/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.086 | Acc: 97.065% (35161/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m42s | Loss: 0.086 | Acc: 97.065% (35285/36352) 284/391 [===============================================>.................] Step: 373ms | Tot: 1m43s | Loss: 0.086 | Acc: 97.070% (35411/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.086 | Acc: 97.069% (35535/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.086 | Acc: 97.066% (35658/36736) 287/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.086 | Acc: 97.068% (35783/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.086 | Acc: 97.075% (35910/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.086 | Acc: 97.077% (36035/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.086 | Acc: 97.076% (36159/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.086 | Acc: 97.076% (36283/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.086 | Acc: 97.080% (36409/37504) 293/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.086 | Acc: 97.072% (36530/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.086 | Acc: 97.079% (36657/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.086 | Acc: 97.076% (36780/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.086 | Acc: 97.078% (36905/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.086 | Acc: 97.072% (37027/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.086 | Acc: 97.076% (37153/38272) 299/391 [=================================================>...............] Step: 352ms | Tot: 1m48s | Loss: 0.086 | Acc: 97.083% (37280/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m49s | Loss: 0.086 | Acc: 97.080% (37403/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m49s | Loss: 0.086 | Acc: 97.082% (37528/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m49s | Loss: 0.086 | Acc: 97.079% (37651/38784) 303/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.086 | Acc: 97.081% (37776/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.086 | Acc: 97.080% (37900/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.086 | Acc: 97.087% (38027/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.086 | Acc: 97.086% (38151/39296) 307/391 [===================================================>.............] Step: 361ms | Tot: 1m51s | Loss: 0.086 | Acc: 97.086% (38275/39424) 308/391 [===================================================>.............] Step: 357ms | Tot: 1m51s | Loss: 0.086 | Acc: 97.087% (38400/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.086 | Acc: 97.092% (38526/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.086 | Acc: 97.094% (38651/39808) 311/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.086 | Acc: 97.083% (38771/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.086 | Acc: 97.085% (38896/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m53s | Loss: 0.086 | Acc: 97.086% (39021/40192) 314/391 [====================================================>............] Step: 353ms | Tot: 1m54s | Loss: 0.086 | Acc: 97.093% (39148/40320) 315/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.086 | Acc: 97.093% (39272/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.086 | Acc: 97.094% (39397/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.086 | Acc: 97.096% (39522/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.086 | Acc: 97.093% (39645/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m55s | Loss: 0.086 | Acc: 97.095% (39770/40960) 320/391 [=====================================================>...........] Step: 381ms | Tot: 1m56s | Loss: 0.086 | Acc: 97.099% (39896/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.086 | Acc: 97.096% (40019/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.086 | Acc: 97.090% (40141/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.086 | Acc: 97.087% (40264/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.086 | Acc: 97.070% (40381/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.086 | Acc: 97.074% (40507/41728) 326/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.086 | Acc: 97.071% (40630/41856) 327/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.086 | Acc: 97.063% (40751/41984) 328/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.086 | Acc: 97.063% (40875/42112) 329/391 [======================================================>..........] Step: 383ms | Tot: 1m59s | Loss: 0.086 | Acc: 97.060% (40998/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.086 | Acc: 97.064% (41124/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 2m331ms | Loss: 0.086 | Acc: 97.068% (41250/42496) 332/391 [=======================================================>.........] Step: 353ms | Tot: 2m685ms | Loss: 0.086 | Acc: 97.070% (41375/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.086 | Acc: 97.076% (41502/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.086 | Acc: 97.083% (41629/42880) 335/391 [=======================================================>.........] Step: 353ms | Tot: 2m1s | Loss: 0.086 | Acc: 97.084% (41754/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.086 | Acc: 97.081% (41877/43136) 337/391 [========================================================>........] Step: 369ms | Tot: 2m2s | Loss: 0.086 | Acc: 97.081% (42001/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m2s | Loss: 0.086 | Acc: 97.082% (42126/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m3s | Loss: 0.086 | Acc: 97.082% (42250/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.086 | Acc: 97.079% (42373/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.086 | Acc: 97.076% (42496/43776) 342/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.086 | Acc: 97.078% (42621/43904) 343/391 [=========================================================>.......] Step: 354ms | Tot: 2m4s | Loss: 0.086 | Acc: 97.068% (42741/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.086 | Acc: 97.072% (42867/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.086 | Acc: 97.071% (42991/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.086 | Acc: 97.073% (43116/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.086 | Acc: 97.068% (43238/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.086 | Acc: 97.068% (43362/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m6s | Loss: 0.086 | Acc: 97.065% (43485/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.086 | Acc: 97.055% (43605/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.086 | Acc: 97.064% (43733/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.086 | Acc: 97.059% (43855/45184) 353/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.086 | Acc: 97.054% (43977/45312) 354/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.086 | Acc: 97.051% (44100/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m8s | Loss: 0.086 | Acc: 97.053% (44225/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.087 | Acc: 97.048% (44347/45696) 357/391 [===========================================================>.....] Step: 416ms | Tot: 2m9s | Loss: 0.087 | Acc: 97.043% (44469/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.087 | Acc: 97.040% (44592/45952) 359/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.087 | Acc: 97.046% (44719/46080) 360/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.087 | Acc: 97.046% (44843/46208) 361/391 [============================================================>....] Step: 354ms | Tot: 2m11s | Loss: 0.087 | Acc: 97.041% (44965/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m11s | Loss: 0.087 | Acc: 97.043% (45090/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.087 | Acc: 97.045% (45215/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.087 | Acc: 97.042% (45338/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.087 | Acc: 97.039% (45461/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.087 | Acc: 97.041% (45586/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.087 | Acc: 97.041% (45710/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m13s | Loss: 0.087 | Acc: 97.032% (45830/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.087 | Acc: 97.031% (45954/47360) 370/391 [=============================================================>...] Step: 374ms | Tot: 2m14s | Loss: 0.087 | Acc: 97.035% (46080/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.087 | Acc: 97.037% (46205/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.087 | Acc: 97.034% (46328/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.087 | Acc: 97.032% (46451/47872) 374/391 [==============================================================>..] Step: 368ms | Tot: 2m15s | Loss: 0.087 | Acc: 97.029% (46574/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m16s | Loss: 0.087 | Acc: 97.033% (46700/48128) 376/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.087 | Acc: 97.035% (46825/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.087 | Acc: 97.030% (46947/48384) 378/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.087 | Acc: 97.036% (47074/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.087 | Acc: 97.035% (47198/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.087 | Acc: 97.035% (47322/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.087 | Acc: 97.037% (47447/48896) 382/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.087 | Acc: 97.034% (47570/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.087 | Acc: 97.038% (47696/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.087 | Acc: 97.039% (47821/49280) 385/391 [================================================================>] Step: 355ms | Tot: 2m19s | Loss: 0.086 | Acc: 97.045% (47948/49408) 386/391 [================================================================>] Step: 356ms | Tot: 2m20s | Loss: 0.087 | Acc: 97.041% (48070/49536) 387/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.086 | Acc: 97.046% (48197/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.086 | Acc: 97.054% (48325/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.086 | Acc: 97.061% (48453/49920) 390/391 [================================================================>] Step: 334ms | Tot: 2m21s | Loss: 0.086 | Acc: 97.058% (48529/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 3ms | Loss: 0.378 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 302ms | Tot: 306ms | Loss: 0.330 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 599ms | Loss: 0.340 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 901ms | Loss: 0.334 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s196ms | Loss: 0.318 | Acc: 90.600% (453/500) 5/100 [===>.............................................................] Step: 293ms | Tot: 1s489ms | Loss: 0.301 | Acc: 91.167% (547/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s785ms | Loss: 0.288 | Acc: 91.429% (640/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s81ms | Loss: 0.306 | Acc: 90.750% (726/800) 8/100 [=====>...........................................................] Step: 296ms | Tot: 2s378ms | Loss: 0.321 | Acc: 90.444% (814/900) 9/100 [=====>...........................................................] Step: 309ms | Tot: 2s687ms | Loss: 0.338 | Acc: 90.100% (901/1000) 10/100 [======>..........................................................] Step: 296ms | Tot: 2s984ms | Loss: 0.339 | Acc: 90.182% (992/1100) 11/100 [=======>.........................................................] Step: 307ms | Tot: 3s292ms | Loss: 0.350 | Acc: 89.917% (1079/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s589ms | Loss: 0.350 | Acc: 90.000% (1170/1300) 13/100 [========>........................................................] Step: 293ms | Tot: 3s883ms | Loss: 0.348 | Acc: 90.143% (1262/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s183ms | Loss: 0.340 | Acc: 90.133% (1352/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s488ms | Loss: 0.344 | Acc: 89.750% (1436/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s789ms | Loss: 0.333 | Acc: 90.059% (1531/1700) 17/100 [===========>.....................................................] Step: 308ms | Tot: 5s98ms | Loss: 0.341 | Acc: 89.833% (1617/1800) 18/100 [===========>.....................................................] Step: 299ms | Tot: 5s397ms | Loss: 0.346 | Acc: 89.842% (1707/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s707ms | Loss: 0.349 | Acc: 89.850% (1797/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 6s10ms | Loss: 0.348 | Acc: 89.857% (1887/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s314ms | Loss: 0.351 | Acc: 89.955% (1979/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s623ms | Loss: 0.361 | Acc: 89.783% (2065/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 6s926ms | Loss: 0.366 | Acc: 89.708% (2153/2400) 24/100 [===============>.................................................] Step: 320ms | Tot: 7s247ms | Loss: 0.369 | Acc: 89.680% (2242/2500) 25/100 [================>................................................] Step: 308ms | Tot: 7s556ms | Loss: 0.375 | Acc: 89.462% (2326/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s857ms | Loss: 0.369 | Acc: 89.481% (2416/2700) 27/100 [=================>...............................................] Step: 308ms | Tot: 8s166ms | Loss: 0.368 | Acc: 89.464% (2505/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s473ms | Loss: 0.372 | Acc: 89.517% (2596/2900) 29/100 [==================>..............................................] Step: 309ms | Tot: 8s782ms | Loss: 0.367 | Acc: 89.567% (2687/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s92ms | Loss: 0.364 | Acc: 89.645% (2779/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s409ms | Loss: 0.364 | Acc: 89.656% (2869/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s716ms | Loss: 0.362 | Acc: 89.727% (2961/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s19ms | Loss: 0.365 | Acc: 89.588% (3046/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s325ms | Loss: 0.371 | Acc: 89.514% (3133/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s634ms | Loss: 0.369 | Acc: 89.528% (3223/3600) 36/100 [=======================>.........................................] Step: 297ms | Tot: 10s931ms | Loss: 0.372 | Acc: 89.459% (3310/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s245ms | Loss: 0.372 | Acc: 89.395% (3397/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s551ms | Loss: 0.372 | Acc: 89.487% (3490/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 11s855ms | Loss: 0.370 | Acc: 89.500% (3580/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s164ms | Loss: 0.373 | Acc: 89.463% (3668/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s472ms | Loss: 0.374 | Acc: 89.429% (3756/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s785ms | Loss: 0.370 | Acc: 89.465% (3847/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 13s88ms | Loss: 0.370 | Acc: 89.523% (3939/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s393ms | Loss: 0.368 | Acc: 89.578% (4031/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s699ms | Loss: 0.367 | Acc: 89.565% (4120/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 13s997ms | Loss: 0.368 | Acc: 89.553% (4209/4700) 47/100 [==============================>..................................] Step: 314ms | Tot: 14s311ms | Loss: 0.372 | Acc: 89.396% (4291/4800) 48/100 [===============================>.................................] Step: 312ms | Tot: 14s623ms | Loss: 0.368 | Acc: 89.510% (4386/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s930ms | Loss: 0.370 | Acc: 89.500% (4475/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s240ms | Loss: 0.371 | Acc: 89.471% (4563/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 15s542ms | Loss: 0.372 | Acc: 89.442% (4651/5200) 52/100 [=================================>...............................] Step: 301ms | Tot: 15s843ms | Loss: 0.373 | Acc: 89.453% (4741/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s156ms | Loss: 0.372 | Acc: 89.444% (4830/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 16s454ms | Loss: 0.372 | Acc: 89.418% (4918/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s756ms | Loss: 0.373 | Acc: 89.482% (5011/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s67ms | Loss: 0.373 | Acc: 89.456% (5099/5700) 57/100 [=====================================>...........................] Step: 350ms | Tot: 17s417ms | Loss: 0.372 | Acc: 89.517% (5192/5800) 58/100 [=====================================>...........................] Step: 348ms | Tot: 17s765ms | Loss: 0.374 | Acc: 89.441% (5277/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s72ms | Loss: 0.373 | Acc: 89.400% (5364/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s378ms | Loss: 0.372 | Acc: 89.410% (5454/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s683ms | Loss: 0.374 | Acc: 89.403% (5543/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s987ms | Loss: 0.371 | Acc: 89.476% (5637/6300) 63/100 [========================================>........................] Step: 313ms | Tot: 19s301ms | Loss: 0.367 | Acc: 89.562% (5732/6400) 64/100 [=========================================>.......................] Step: 314ms | Tot: 19s615ms | Loss: 0.368 | Acc: 89.554% (5821/6500) 65/100 [==========================================>......................] Step: 308ms | Tot: 19s923ms | Loss: 0.367 | Acc: 89.561% (5911/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s236ms | Loss: 0.364 | Acc: 89.612% (6004/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s545ms | Loss: 0.367 | Acc: 89.544% (6089/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 20s854ms | Loss: 0.364 | Acc: 89.623% (6184/6900) 69/100 [============================================>....................] Step: 310ms | Tot: 21s164ms | Loss: 0.364 | Acc: 89.600% (6272/7000) 70/100 [=============================================>...................] Step: 304ms | Tot: 21s469ms | Loss: 0.366 | Acc: 89.592% (6361/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s772ms | Loss: 0.367 | Acc: 89.583% (6450/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s75ms | Loss: 0.364 | Acc: 89.616% (6542/7300) 73/100 [===============================================>.................] Step: 301ms | Tot: 22s377ms | Loss: 0.364 | Acc: 89.649% (6634/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s682ms | Loss: 0.364 | Acc: 89.640% (6723/7500) 75/100 [================================================>................] Step: 309ms | Tot: 22s992ms | Loss: 0.366 | Acc: 89.605% (6810/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s304ms | Loss: 0.366 | Acc: 89.597% (6899/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s612ms | Loss: 0.367 | Acc: 89.603% (6989/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s919ms | Loss: 0.365 | Acc: 89.633% (7081/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s228ms | Loss: 0.364 | Acc: 89.600% (7168/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s531ms | Loss: 0.363 | Acc: 89.605% (7258/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s835ms | Loss: 0.363 | Acc: 89.598% (7347/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 25s151ms | Loss: 0.363 | Acc: 89.590% (7436/8300) 83/100 [=====================================================>...........] Step: 302ms | Tot: 25s454ms | Loss: 0.363 | Acc: 89.560% (7523/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s762ms | Loss: 0.363 | Acc: 89.518% (7609/8500) 85/100 [=======================================================>.........] Step: 307ms | Tot: 26s69ms | Loss: 0.364 | Acc: 89.512% (7698/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s373ms | Loss: 0.363 | Acc: 89.494% (7786/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s680ms | Loss: 0.363 | Acc: 89.500% (7876/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s985ms | Loss: 0.363 | Acc: 89.494% (7965/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s292ms | Loss: 0.362 | Acc: 89.556% (8060/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s595ms | Loss: 0.362 | Acc: 89.538% (8148/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 27s903ms | Loss: 0.360 | Acc: 89.587% (8242/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s212ms | Loss: 0.362 | Acc: 89.602% (8333/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s520ms | Loss: 0.362 | Acc: 89.606% (8423/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s827ms | Loss: 0.361 | Acc: 89.600% (8512/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s136ms | Loss: 0.360 | Acc: 89.646% (8606/9600) 96/100 [==============================================================>..] Step: 297ms | Tot: 29s433ms | Loss: 0.358 | Acc: 89.680% (8699/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s741ms | Loss: 0.358 | Acc: 89.704% (8791/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 30s42ms | Loss: 0.358 | Acc: 89.677% (8878/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s348ms | Loss: 0.358 | Acc: 89.690% (8969/10000) 100/100 + +Epoch: 173 + [>................................................................] Step: 602ms | Tot: 2ms | Loss: 0.093 | Acc: 97.656% (125/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.093 | Acc: 97.266% (249/256) 2/391 [>................................................................] Step: 384ms | Tot: 770ms | Loss: 0.100 | Acc: 96.875% (372/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s137ms | Loss: 0.105 | Acc: 96.289% (493/512) 4/391 [>................................................................] Step: 358ms | Tot: 1s496ms | Loss: 0.097 | Acc: 96.719% (619/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s858ms | Loss: 0.095 | Acc: 96.745% (743/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s224ms | Loss: 0.089 | Acc: 96.763% (867/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s585ms | Loss: 0.083 | Acc: 97.168% (995/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s947ms | Loss: 0.085 | Acc: 97.049% (1118/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s315ms | Loss: 0.080 | Acc: 97.344% (1246/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s676ms | Loss: 0.083 | Acc: 97.301% (1370/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s44ms | Loss: 0.083 | Acc: 97.266% (1494/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s411ms | Loss: 0.084 | Acc: 97.296% (1619/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s770ms | Loss: 0.084 | Acc: 97.210% (1742/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s137ms | Loss: 0.084 | Acc: 97.135% (1865/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s500ms | Loss: 0.087 | Acc: 96.826% (1983/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s864ms | Loss: 0.086 | Acc: 96.875% (2108/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s231ms | Loss: 0.087 | Acc: 96.875% (2232/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s592ms | Loss: 0.085 | Acc: 96.957% (2358/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 6s956ms | Loss: 0.085 | Acc: 96.992% (2483/2560) 20/391 [===>.............................................................] Step: 376ms | Tot: 7s333ms | Loss: 0.084 | Acc: 97.098% (2610/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s693ms | Loss: 0.084 | Acc: 97.088% (2734/2816) 22/391 [===>.............................................................] Step: 353ms | Tot: 8s47ms | Loss: 0.085 | Acc: 97.079% (2858/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s410ms | Loss: 0.084 | Acc: 97.168% (2985/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s772ms | Loss: 0.086 | Acc: 97.000% (3104/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s131ms | Loss: 0.085 | Acc: 97.055% (3230/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s490ms | Loss: 0.087 | Acc: 97.020% (3353/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s848ms | Loss: 0.087 | Acc: 97.070% (3479/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s213ms | Loss: 0.088 | Acc: 96.983% (3600/3712) 29/391 [====>............................................................] Step: 362ms | Tot: 10s575ms | Loss: 0.087 | Acc: 97.005% (3725/3840) 30/391 [====>............................................................] Step: 361ms | Tot: 10s937ms | Loss: 0.089 | Acc: 96.951% (3847/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s302ms | Loss: 0.089 | Acc: 96.997% (3973/4096) 32/391 [=====>...........................................................] Step: 357ms | Tot: 11s659ms | Loss: 0.090 | Acc: 96.970% (4096/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 12s14ms | Loss: 0.089 | Acc: 97.013% (4222/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s380ms | Loss: 0.088 | Acc: 97.009% (4346/4480) 35/391 [=====>...........................................................] Step: 358ms | Tot: 12s739ms | Loss: 0.088 | Acc: 97.005% (4470/4608) 36/391 [=====>...........................................................] Step: 359ms | Tot: 13s99ms | Loss: 0.090 | Acc: 96.981% (4593/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s461ms | Loss: 0.089 | Acc: 96.998% (4718/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 13s829ms | Loss: 0.089 | Acc: 96.995% (4842/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s194ms | Loss: 0.089 | Acc: 96.953% (4964/5120) 40/391 [======>..........................................................] Step: 355ms | Tot: 14s550ms | Loss: 0.090 | Acc: 96.951% (5088/5248) 41/391 [======>..........................................................] Step: 373ms | Tot: 14s923ms | Loss: 0.091 | Acc: 96.968% (5213/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s287ms | Loss: 0.090 | Acc: 96.984% (5338/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s649ms | Loss: 0.090 | Acc: 97.017% (5464/5632) 44/391 [=======>.........................................................] Step: 357ms | Tot: 16s7ms | Loss: 0.089 | Acc: 97.014% (5588/5760) 45/391 [=======>.........................................................] Step: 393ms | Tot: 16s400ms | Loss: 0.089 | Acc: 97.045% (5714/5888) 46/391 [=======>.........................................................] Step: 419ms | Tot: 16s819ms | Loss: 0.088 | Acc: 97.108% (5842/6016) 47/391 [=======>.........................................................] Step: 366ms | Tot: 17s186ms | Loss: 0.086 | Acc: 97.168% (5970/6144) 48/391 [=======>.........................................................] Step: 359ms | Tot: 17s545ms | Loss: 0.086 | Acc: 97.210% (6097/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s906ms | Loss: 0.085 | Acc: 97.234% (6223/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s270ms | Loss: 0.085 | Acc: 97.243% (6348/6528) 51/391 [========>........................................................] Step: 355ms | Tot: 18s626ms | Loss: 0.084 | Acc: 97.266% (6474/6656) 52/391 [========>........................................................] Step: 356ms | Tot: 18s983ms | Loss: 0.085 | Acc: 97.244% (6597/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s349ms | Loss: 0.085 | Acc: 97.222% (6720/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s715ms | Loss: 0.086 | Acc: 97.188% (6842/7040) 55/391 [=========>.......................................................] Step: 358ms | Tot: 20s73ms | Loss: 0.086 | Acc: 97.196% (6967/7168) 56/391 [=========>.......................................................] Step: 377ms | Tot: 20s451ms | Loss: 0.085 | Acc: 97.204% (7092/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s817ms | Loss: 0.087 | Acc: 97.144% (7212/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s181ms | Loss: 0.087 | Acc: 97.166% (7338/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s539ms | Loss: 0.086 | Acc: 97.174% (7463/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s902ms | Loss: 0.087 | Acc: 97.131% (7584/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s269ms | Loss: 0.087 | Acc: 97.102% (7706/7936) 62/391 [==========>......................................................] Step: 355ms | Tot: 22s625ms | Loss: 0.087 | Acc: 97.098% (7830/8064) 63/391 [==========>......................................................] Step: 353ms | Tot: 22s978ms | Loss: 0.087 | Acc: 97.083% (7953/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s342ms | Loss: 0.088 | Acc: 97.055% (8075/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s710ms | Loss: 0.088 | Acc: 97.041% (8198/8448) 66/391 [==========>......................................................] Step: 354ms | Tot: 24s64ms | Loss: 0.088 | Acc: 97.003% (8319/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s427ms | Loss: 0.088 | Acc: 97.001% (8443/8704) 68/391 [===========>.....................................................] Step: 361ms | Tot: 24s789ms | Loss: 0.088 | Acc: 97.011% (8568/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s149ms | Loss: 0.088 | Acc: 96.987% (8690/8960) 70/391 [===========>.....................................................] Step: 359ms | Tot: 25s508ms | Loss: 0.088 | Acc: 97.018% (8817/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s869ms | Loss: 0.088 | Acc: 96.994% (8939/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s233ms | Loss: 0.088 | Acc: 97.003% (9064/9344) 73/391 [============>....................................................] Step: 355ms | Tot: 26s589ms | Loss: 0.088 | Acc: 96.981% (9186/9472) 74/391 [============>....................................................] Step: 367ms | Tot: 26s956ms | Loss: 0.088 | Acc: 96.979% (9310/9600) 75/391 [============>....................................................] Step: 367ms | Tot: 27s324ms | Loss: 0.088 | Acc: 96.988% (9435/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s682ms | Loss: 0.088 | Acc: 96.956% (9556/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 28s44ms | Loss: 0.088 | Acc: 96.955% (9680/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s409ms | Loss: 0.088 | Acc: 96.954% (9804/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s767ms | Loss: 0.087 | Acc: 96.973% (9930/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s128ms | Loss: 0.088 | Acc: 96.971% (10054/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s489ms | Loss: 0.088 | Acc: 96.961% (10177/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s847ms | Loss: 0.088 | Acc: 96.950% (10300/10624) 83/391 [=============>...................................................] Step: 377ms | Tot: 30s224ms | Loss: 0.088 | Acc: 96.968% (10426/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s582ms | Loss: 0.087 | Acc: 96.985% (10552/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 30s944ms | Loss: 0.087 | Acc: 96.984% (10676/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s308ms | Loss: 0.088 | Acc: 96.965% (10798/11136) 87/391 [==============>..................................................] Step: 360ms | Tot: 31s669ms | Loss: 0.088 | Acc: 96.990% (10925/11264) 88/391 [==============>..................................................] Step: 364ms | Tot: 32s34ms | Loss: 0.087 | Acc: 97.007% (11051/11392) 89/391 [==============>..................................................] Step: 370ms | Tot: 32s404ms | Loss: 0.088 | Acc: 96.997% (11174/11520) 90/391 [==============>..................................................] Step: 356ms | Tot: 32s760ms | Loss: 0.088 | Acc: 96.969% (11295/11648) 91/391 [===============>.................................................] Step: 355ms | Tot: 33s116ms | Loss: 0.088 | Acc: 96.968% (11419/11776) 92/391 [===============>.................................................] Step: 371ms | Tot: 33s487ms | Loss: 0.088 | Acc: 96.942% (11540/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s853ms | Loss: 0.089 | Acc: 96.933% (11663/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s217ms | Loss: 0.088 | Acc: 96.949% (11789/12160) 95/391 [===============>.................................................] Step: 353ms | Tot: 34s570ms | Loss: 0.088 | Acc: 96.965% (11915/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 34s933ms | Loss: 0.088 | Acc: 96.964% (12039/12416) 97/391 [================>................................................] Step: 365ms | Tot: 35s299ms | Loss: 0.088 | Acc: 96.963% (12163/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s661ms | Loss: 0.088 | Acc: 96.938% (12284/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s17ms | Loss: 0.088 | Acc: 96.938% (12408/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s381ms | Loss: 0.088 | Acc: 96.937% (12532/12928) 101/391 [================>................................................] Step: 367ms | Tot: 36s749ms | Loss: 0.088 | Acc: 96.959% (12659/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s116ms | Loss: 0.089 | Acc: 96.936% (12780/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s480ms | Loss: 0.088 | Acc: 96.950% (12906/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s843ms | Loss: 0.088 | Acc: 96.957% (13031/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s209ms | Loss: 0.088 | Acc: 96.934% (13152/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 38s575ms | Loss: 0.089 | Acc: 96.912% (13273/13696) 107/391 [=================>...............................................] Step: 358ms | Tot: 38s934ms | Loss: 0.089 | Acc: 96.882% (13393/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s300ms | Loss: 0.089 | Acc: 96.882% (13517/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 39s658ms | Loss: 0.090 | Acc: 96.875% (13640/14080) 110/391 [==================>..............................................] Step: 364ms | Tot: 40s22ms | Loss: 0.090 | Acc: 96.882% (13765/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s394ms | Loss: 0.089 | Acc: 96.896% (13891/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 40s763ms | Loss: 0.090 | Acc: 96.889% (14014/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s122ms | Loss: 0.090 | Acc: 96.875% (14136/14592) 114/391 [==================>..............................................] Step: 358ms | Tot: 41s481ms | Loss: 0.090 | Acc: 96.875% (14260/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s840ms | Loss: 0.089 | Acc: 96.888% (14386/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s201ms | Loss: 0.089 | Acc: 96.902% (14512/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s564ms | Loss: 0.089 | Acc: 96.915% (14638/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 42s926ms | Loss: 0.089 | Acc: 96.901% (14760/15232) 119/391 [===================>.............................................] Step: 374ms | Tot: 43s301ms | Loss: 0.089 | Acc: 96.908% (14885/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s667ms | Loss: 0.089 | Acc: 96.920% (15011/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 44s23ms | Loss: 0.089 | Acc: 96.926% (15136/15616) 122/391 [====================>............................................] Step: 368ms | Tot: 44s392ms | Loss: 0.089 | Acc: 96.932% (15261/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s752ms | Loss: 0.089 | Acc: 96.925% (15384/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 45s110ms | Loss: 0.089 | Acc: 96.919% (15507/16000) 125/391 [====================>............................................] Step: 360ms | Tot: 45s471ms | Loss: 0.089 | Acc: 96.918% (15631/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 45s829ms | Loss: 0.089 | Acc: 96.918% (15755/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s196ms | Loss: 0.089 | Acc: 96.906% (15877/16384) 128/391 [=====================>...........................................] Step: 414ms | Tot: 46s610ms | Loss: 0.089 | Acc: 96.893% (15999/16512) 129/391 [=====================>...........................................] Step: 391ms | Tot: 47s2ms | Loss: 0.089 | Acc: 96.899% (16124/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s369ms | Loss: 0.089 | Acc: 96.899% (16248/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s729ms | Loss: 0.089 | Acc: 96.905% (16373/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s91ms | Loss: 0.089 | Acc: 96.898% (16496/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s457ms | Loss: 0.089 | Acc: 96.904% (16621/17152) 134/391 [======================>..........................................] Step: 358ms | Tot: 48s815ms | Loss: 0.089 | Acc: 96.904% (16745/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s177ms | Loss: 0.089 | Acc: 96.904% (16869/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s538ms | Loss: 0.088 | Acc: 96.909% (16994/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 49s905ms | Loss: 0.088 | Acc: 96.903% (17117/17664) 138/391 [======================>..........................................] Step: 375ms | Tot: 50s280ms | Loss: 0.088 | Acc: 96.909% (17242/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s640ms | Loss: 0.088 | Acc: 96.925% (17369/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s1ms | Loss: 0.088 | Acc: 96.925% (17493/18048) 141/391 [=======================>.........................................] Step: 370ms | Tot: 51s372ms | Loss: 0.088 | Acc: 96.925% (17617/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s732ms | Loss: 0.088 | Acc: 96.924% (17741/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s93ms | Loss: 0.088 | Acc: 96.924% (17865/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s458ms | Loss: 0.087 | Acc: 96.940% (17992/18560) 145/391 [========================>........................................] Step: 357ms | Tot: 52s815ms | Loss: 0.087 | Acc: 96.950% (18118/18688) 146/391 [========================>........................................] Step: 368ms | Tot: 53s184ms | Loss: 0.087 | Acc: 96.960% (18244/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 53s545ms | Loss: 0.087 | Acc: 96.970% (18370/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 53s906ms | Loss: 0.087 | Acc: 96.969% (18494/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s274ms | Loss: 0.087 | Acc: 96.974% (18619/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s638ms | Loss: 0.087 | Acc: 96.989% (18746/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 54s997ms | Loss: 0.087 | Acc: 96.988% (18870/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s363ms | Loss: 0.086 | Acc: 96.992% (18995/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s726ms | Loss: 0.087 | Acc: 96.992% (19119/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s88ms | Loss: 0.087 | Acc: 96.971% (19239/19840) 155/391 [=========================>.......................................] Step: 376ms | Tot: 56s465ms | Loss: 0.087 | Acc: 96.970% (19363/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 56s825ms | Loss: 0.087 | Acc: 96.979% (19489/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s185ms | Loss: 0.087 | Acc: 96.964% (19610/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 57s542ms | Loss: 0.087 | Acc: 96.959% (19733/20352) 159/391 [==========================>......................................] Step: 353ms | Tot: 57s896ms | Loss: 0.087 | Acc: 96.938% (19853/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 58s262ms | Loss: 0.087 | Acc: 96.938% (19977/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 58s626ms | Loss: 0.088 | Acc: 96.928% (20099/20736) 162/391 [==========================>......................................] Step: 359ms | Tot: 58s986ms | Loss: 0.088 | Acc: 96.923% (20222/20864) 163/391 [===========================>.....................................] Step: 370ms | Tot: 59s356ms | Loss: 0.087 | Acc: 96.927% (20347/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 59s723ms | Loss: 0.087 | Acc: 96.932% (20472/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m84ms | Loss: 0.088 | Acc: 96.931% (20596/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m448ms | Loss: 0.087 | Acc: 96.940% (20722/21376) 167/391 [===========================>.....................................] Step: 360ms | Tot: 1m808ms | Loss: 0.087 | Acc: 96.949% (20848/21504) 168/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.087 | Acc: 96.958% (20974/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.087 | Acc: 96.958% (21098/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.087 | Acc: 96.966% (21224/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.087 | Acc: 96.979% (21351/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.087 | Acc: 96.974% (21474/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.086 | Acc: 96.974% (21598/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.086 | Acc: 96.978% (21723/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m3s | Loss: 0.086 | Acc: 96.986% (21849/22528) 176/391 [=============================>...................................] Step: 354ms | Tot: 1m4s | Loss: 0.086 | Acc: 96.994% (21975/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.086 | Acc: 96.989% (22098/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.086 | Acc: 96.997% (22224/22912) 179/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.086 | Acc: 97.010% (22351/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.086 | Acc: 97.017% (22477/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m5s | Loss: 0.086 | Acc: 97.008% (22599/23296) 182/391 [==============================>..................................] Step: 372ms | Tot: 1m6s | Loss: 0.086 | Acc: 96.999% (22721/23424) 183/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.086 | Acc: 96.994% (22844/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.086 | Acc: 97.002% (22970/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.086 | Acc: 97.005% (23095/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.086 | Acc: 97.009% (23220/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.086 | Acc: 97.004% (23343/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.086 | Acc: 96.999% (23466/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m8s | Loss: 0.087 | Acc: 96.998% (23590/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.086 | Acc: 97.010% (23717/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.087 | Acc: 97.009% (23841/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.087 | Acc: 96.988% (23960/24704) 193/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.087 | Acc: 96.980% (24082/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m10s | Loss: 0.087 | Acc: 96.987% (24208/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.087 | Acc: 96.991% (24333/25088) 196/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.087 | Acc: 96.990% (24457/25216) 197/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.087 | Acc: 96.993% (24582/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.087 | Acc: 96.977% (24702/25472) 199/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.087 | Acc: 96.988% (24829/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.087 | Acc: 96.992% (24954/25728) 201/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.087 | Acc: 96.995% (25079/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.087 | Acc: 97.002% (25205/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.087 | Acc: 97.009% (25331/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.086 | Acc: 97.012% (25456/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.086 | Acc: 97.008% (25579/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.086 | Acc: 97.003% (25702/26496) 207/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.087 | Acc: 97.003% (25826/26624) 208/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.087 | Acc: 96.998% (25949/26752) 209/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.086 | Acc: 97.005% (26075/26880) 210/391 [==================================>..............................] Step: 396ms | Tot: 1m16s | Loss: 0.086 | Acc: 97.019% (26203/27008) 211/391 [===================================>.............................] Step: 402ms | Tot: 1m16s | Loss: 0.086 | Acc: 97.033% (26331/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.086 | Acc: 97.044% (26458/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.086 | Acc: 97.036% (26580/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.086 | Acc: 97.042% (26706/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.086 | Acc: 97.045% (26831/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.086 | Acc: 97.044% (26955/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.086 | Acc: 97.040% (27078/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m19s | Loss: 0.086 | Acc: 97.032% (27200/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.086 | Acc: 97.038% (27326/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.086 | Acc: 97.034% (27449/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.086 | Acc: 97.026% (27571/28416) 222/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.086 | Acc: 97.029% (27696/28544) 223/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.086 | Acc: 97.035% (27822/28672) 224/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.086 | Acc: 97.031% (27945/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m21s | Loss: 0.086 | Acc: 97.044% (28073/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.086 | Acc: 97.047% (28198/29056) 227/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.086 | Acc: 97.043% (28321/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.086 | Acc: 97.052% (28448/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.086 | Acc: 97.052% (28572/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.086 | Acc: 97.047% (28695/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.086 | Acc: 97.027% (28813/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.086 | Acc: 97.033% (28939/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.086 | Acc: 97.032% (29063/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.086 | Acc: 97.031% (29187/30080) 235/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.086 | Acc: 97.037% (29313/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.086 | Acc: 97.033% (29436/30336) 237/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.086 | Acc: 97.029% (29559/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.086 | Acc: 97.025% (29682/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.086 | Acc: 97.021% (29805/30720) 240/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.086 | Acc: 97.021% (29929/30848) 241/391 [========================================>........................] Step: 363ms | Tot: 1m27s | Loss: 0.086 | Acc: 97.020% (30053/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.086 | Acc: 97.020% (30177/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.086 | Acc: 97.013% (30299/31232) 244/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.086 | Acc: 97.015% (30424/31360) 245/391 [========================================>........................] Step: 374ms | Tot: 1m29s | Loss: 0.087 | Acc: 97.012% (30547/31488) 246/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.087 | Acc: 97.011% (30671/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.086 | Acc: 97.023% (30799/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.086 | Acc: 97.026% (30924/31872) 249/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.086 | Acc: 97.028% (31049/32000) 250/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.086 | Acc: 97.024% (31172/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.086 | Acc: 97.021% (31295/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.087 | Acc: 97.023% (31420/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.086 | Acc: 97.035% (31548/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.086 | Acc: 97.028% (31670/32640) 255/391 [==========================================>......................] Step: 363ms | Tot: 1m32s | Loss: 0.086 | Acc: 97.031% (31795/32768) 256/391 [==========================================>......................] Step: 372ms | Tot: 1m33s | Loss: 0.086 | Acc: 97.027% (31918/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.087 | Acc: 97.023% (32041/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.087 | Acc: 97.026% (32166/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m34s | Loss: 0.087 | Acc: 97.019% (32288/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.087 | Acc: 97.016% (32411/33408) 261/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.087 | Acc: 97.009% (32533/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.087 | Acc: 97.012% (32658/33664) 263/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.087 | Acc: 97.005% (32780/33792) 264/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.087 | Acc: 96.999% (32902/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.087 | Acc: 96.995% (33025/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m36s | Loss: 0.087 | Acc: 96.989% (33147/34176) 267/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.087 | Acc: 96.992% (33272/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.087 | Acc: 97.000% (33399/34432) 269/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.087 | Acc: 97.011% (33527/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.087 | Acc: 97.010% (33651/34688) 271/391 [=============================================>...................] Step: 359ms | Tot: 1m38s | Loss: 0.087 | Acc: 97.004% (33773/34816) 272/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.087 | Acc: 97.001% (33896/34944) 273/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.087 | Acc: 97.000% (34020/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.087 | Acc: 97.003% (34145/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.087 | Acc: 97.008% (34271/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.087 | Acc: 97.008% (34395/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m40s | Loss: 0.087 | Acc: 97.016% (34522/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.087 | Acc: 97.015% (34646/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.087 | Acc: 97.015% (34770/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.087 | Acc: 97.022% (34897/35968) 281/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.087 | Acc: 97.022% (35021/36096) 282/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.087 | Acc: 97.016% (35143/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.087 | Acc: 97.010% (35265/36352) 284/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.087 | Acc: 97.001% (35386/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.087 | Acc: 97.006% (35512/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.087 | Acc: 97.000% (35634/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.087 | Acc: 97.002% (35759/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.087 | Acc: 97.005% (35884/36992) 289/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.087 | Acc: 97.002% (36007/37120) 290/391 [================================================>................] Step: 376ms | Tot: 1m45s | Loss: 0.087 | Acc: 96.996% (36129/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.087 | Acc: 96.998% (36254/37376) 292/391 [================================================>................] Step: 395ms | Tot: 1m46s | Loss: 0.087 | Acc: 97.003% (36380/37504) 293/391 [================================================>................] Step: 409ms | Tot: 1m46s | Loss: 0.086 | Acc: 97.008% (36506/37632) 294/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.086 | Acc: 97.010% (36631/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.087 | Acc: 97.010% (36755/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.086 | Acc: 97.014% (36881/38016) 297/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.086 | Acc: 97.022% (37008/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.086 | Acc: 97.021% (37132/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.086 | Acc: 97.023% (37257/38400) 300/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.086 | Acc: 97.026% (37382/38528) 301/391 [==================================================>..............] Step: 364ms | Tot: 1m49s | Loss: 0.086 | Acc: 97.028% (37507/38656) 302/391 [==================================================>..............] Step: 359ms | Tot: 1m50s | Loss: 0.086 | Acc: 97.030% (37632/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.086 | Acc: 97.024% (37754/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m50s | Loss: 0.086 | Acc: 97.026% (37879/39040) 305/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.086 | Acc: 97.028% (38004/39168) 306/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.086 | Acc: 97.028% (38128/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m51s | Loss: 0.087 | Acc: 97.017% (38248/39424) 308/391 [===================================================>.............] Step: 373ms | Tot: 1m52s | Loss: 0.087 | Acc: 97.017% (38372/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.087 | Acc: 97.011% (38494/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.087 | Acc: 97.016% (38620/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.087 | Acc: 97.018% (38745/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.087 | Acc: 97.017% (38869/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.087 | Acc: 97.012% (38991/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.087 | Acc: 97.014% (39116/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.087 | Acc: 97.013% (39240/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.087 | Acc: 97.013% (39364/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.087 | Acc: 97.015% (39489/40704) 318/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.087 | Acc: 97.019% (39615/40832) 319/391 [=====================================================>...........] Step: 370ms | Tot: 1m56s | Loss: 0.087 | Acc: 97.012% (39736/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.087 | Acc: 97.014% (39861/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.087 | Acc: 97.011% (39984/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.087 | Acc: 97.015% (40110/41344) 323/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.086 | Acc: 97.022% (40237/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.087 | Acc: 97.019% (40360/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.087 | Acc: 97.021% (40485/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.087 | Acc: 97.021% (40609/41856) 327/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.086 | Acc: 97.027% (40736/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.086 | Acc: 97.034% (40863/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.086 | Acc: 97.036% (40988/42240) 330/391 [======================================================>..........] Step: 366ms | Tot: 2m302ms | Loss: 0.086 | Acc: 97.035% (41112/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m664ms | Loss: 0.086 | Acc: 97.035% (41236/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.086 | Acc: 97.032% (41359/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.086 | Acc: 97.032% (41483/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.086 | Acc: 97.024% (41604/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.086 | Acc: 97.026% (41729/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.087 | Acc: 97.021% (41851/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m2s | Loss: 0.086 | Acc: 97.025% (41977/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.087 | Acc: 97.022% (42100/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.086 | Acc: 97.022% (42224/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.087 | Acc: 97.019% (42347/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.087 | Acc: 97.014% (42469/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.087 | Acc: 97.014% (42593/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.087 | Acc: 97.016% (42718/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.086 | Acc: 97.022% (42845/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.086 | Acc: 97.024% (42970/44288) 346/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.086 | Acc: 97.024% (43094/44416) 347/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.086 | Acc: 97.032% (43222/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.086 | Acc: 97.029% (43345/44672) 349/391 [==========================================================>......] Step: 373ms | Tot: 2m7s | Loss: 0.086 | Acc: 97.027% (43468/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.086 | Acc: 97.029% (43593/44928) 351/391 [==========================================================>......] Step: 375ms | Tot: 2m7s | Loss: 0.086 | Acc: 97.035% (43720/45056) 352/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.086 | Acc: 97.025% (43840/45184) 353/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.086 | Acc: 97.029% (43966/45312) 354/391 [==========================================================>......] Step: 365ms | Tot: 2m9s | Loss: 0.086 | Acc: 97.029% (44090/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.086 | Acc: 97.029% (44214/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.086 | Acc: 97.024% (44336/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.086 | Acc: 97.023% (44460/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.086 | Acc: 97.025% (44585/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.086 | Acc: 97.027% (44710/46080) 360/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.086 | Acc: 97.018% (44830/46208) 361/391 [============================================================>....] Step: 359ms | Tot: 2m11s | Loss: 0.086 | Acc: 97.011% (44951/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.086 | Acc: 97.015% (45077/46464) 363/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.086 | Acc: 97.017% (45202/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.086 | Acc: 97.014% (45325/46720) 365/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.086 | Acc: 97.007% (45446/46848) 366/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.086 | Acc: 97.011% (45572/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m13s | Loss: 0.086 | Acc: 97.005% (45693/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.087 | Acc: 97.004% (45817/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.087 | Acc: 97.002% (45940/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.087 | Acc: 97.006% (46066/47488) 371/391 [=============================================================>...] Step: 375ms | Tot: 2m15s | Loss: 0.087 | Acc: 97.003% (46189/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.087 | Acc: 97.003% (46313/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.087 | Acc: 96.990% (46431/47872) 374/391 [==============================================================>..] Step: 389ms | Tot: 2m16s | Loss: 0.087 | Acc: 96.990% (46555/48000) 375/391 [==============================================================>..] Step: 409ms | Tot: 2m16s | Loss: 0.087 | Acc: 96.989% (46679/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.087 | Acc: 96.989% (46803/48256) 377/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.087 | Acc: 96.991% (46928/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.087 | Acc: 96.984% (47049/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.087 | Acc: 96.984% (47173/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.087 | Acc: 96.978% (47294/48768) 381/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.087 | Acc: 96.971% (47415/48896) 382/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.087 | Acc: 96.969% (47538/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.087 | Acc: 96.973% (47664/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.087 | Acc: 96.968% (47786/49280) 385/391 [================================================================>] Step: 361ms | Tot: 2m20s | Loss: 0.087 | Acc: 96.968% (47910/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m20s | Loss: 0.087 | Acc: 96.970% (48035/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.087 | Acc: 96.972% (48160/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.087 | Acc: 96.971% (48284/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m21s | Loss: 0.087 | Acc: 96.971% (48408/49920) 390/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.087 | Acc: 96.966% (48483/50000) 391/391 + [>................................................................] Step: 512ms | Tot: 2ms | Loss: 0.421 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 301ms | Tot: 303ms | Loss: 0.339 | Acc: 89.500% (179/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 604ms | Loss: 0.325 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 304ms | Tot: 908ms | Loss: 0.326 | Acc: 88.750% (355/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s201ms | Loss: 0.326 | Acc: 88.800% (444/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s499ms | Loss: 0.298 | Acc: 89.333% (536/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s792ms | Loss: 0.297 | Acc: 89.571% (627/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s92ms | Loss: 0.307 | Acc: 89.500% (716/800) 8/100 [=====>...........................................................] Step: 311ms | Tot: 2s404ms | Loss: 0.322 | Acc: 89.222% (803/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s703ms | Loss: 0.325 | Acc: 89.000% (890/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s9ms | Loss: 0.319 | Acc: 89.182% (981/1100) 11/100 [=======>.........................................................] Step: 299ms | Tot: 3s309ms | Loss: 0.337 | Acc: 89.083% (1069/1200) 12/100 [=======>.........................................................] Step: 312ms | Tot: 3s622ms | Loss: 0.332 | Acc: 89.154% (1159/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s925ms | Loss: 0.334 | Acc: 89.500% (1253/1400) 14/100 [=========>.......................................................] Step: 301ms | Tot: 4s227ms | Loss: 0.326 | Acc: 89.600% (1344/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s535ms | Loss: 0.328 | Acc: 89.438% (1431/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s845ms | Loss: 0.318 | Acc: 89.647% (1524/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s148ms | Loss: 0.324 | Acc: 89.444% (1610/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s461ms | Loss: 0.333 | Acc: 89.421% (1699/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s776ms | Loss: 0.336 | Acc: 89.500% (1790/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s82ms | Loss: 0.337 | Acc: 89.524% (1880/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s390ms | Loss: 0.338 | Acc: 89.591% (1971/2200) 22/100 [==============>..................................................] Step: 303ms | Tot: 6s694ms | Loss: 0.340 | Acc: 89.478% (2058/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 7s5ms | Loss: 0.341 | Acc: 89.458% (2147/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s309ms | Loss: 0.344 | Acc: 89.520% (2238/2500) 25/100 [================>................................................] Step: 315ms | Tot: 7s624ms | Loss: 0.347 | Acc: 89.423% (2325/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s933ms | Loss: 0.341 | Acc: 89.556% (2418/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s237ms | Loss: 0.341 | Acc: 89.571% (2508/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s547ms | Loss: 0.347 | Acc: 89.621% (2599/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s850ms | Loss: 0.343 | Acc: 89.700% (2691/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s151ms | Loss: 0.339 | Acc: 89.839% (2785/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s457ms | Loss: 0.342 | Acc: 89.812% (2874/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s764ms | Loss: 0.338 | Acc: 90.000% (2970/3300) 33/100 [=====================>...........................................] Step: 306ms | Tot: 10s70ms | Loss: 0.339 | Acc: 89.971% (3059/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s377ms | Loss: 0.345 | Acc: 89.886% (3146/3500) 35/100 [======================>..........................................] Step: 320ms | Tot: 10s698ms | Loss: 0.342 | Acc: 89.972% (3239/3600) 36/100 [=======================>.........................................] Step: 310ms | Tot: 11s8ms | Loss: 0.342 | Acc: 89.973% (3329/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s310ms | Loss: 0.344 | Acc: 89.895% (3416/3800) 38/100 [========================>........................................] Step: 321ms | Tot: 11s632ms | Loss: 0.343 | Acc: 89.974% (3509/3900) 39/100 [=========================>.......................................] Step: 343ms | Tot: 11s975ms | Loss: 0.343 | Acc: 90.050% (3602/4000) 40/100 [==========================>......................................] Step: 344ms | Tot: 12s320ms | Loss: 0.350 | Acc: 89.976% (3689/4100) 41/100 [==========================>......................................] Step: 313ms | Tot: 12s633ms | Loss: 0.355 | Acc: 89.976% (3779/4200) 42/100 [===========================>.....................................] Step: 315ms | Tot: 12s948ms | Loss: 0.350 | Acc: 90.116% (3875/4300) 43/100 [===========================>.....................................] Step: 319ms | Tot: 13s267ms | Loss: 0.350 | Acc: 90.159% (3967/4400) 44/100 [============================>....................................] Step: 328ms | Tot: 13s596ms | Loss: 0.348 | Acc: 90.244% (4061/4500) 45/100 [=============================>...................................] Step: 324ms | Tot: 13s921ms | Loss: 0.348 | Acc: 90.326% (4155/4600) 46/100 [=============================>...................................] Step: 315ms | Tot: 14s236ms | Loss: 0.347 | Acc: 90.255% (4242/4700) 47/100 [==============================>..................................] Step: 313ms | Tot: 14s550ms | Loss: 0.351 | Acc: 90.188% (4329/4800) 48/100 [===============================>.................................] Step: 318ms | Tot: 14s869ms | Loss: 0.348 | Acc: 90.245% (4422/4900) 49/100 [===============================>.................................] Step: 311ms | Tot: 15s180ms | Loss: 0.351 | Acc: 90.160% (4508/5000) 50/100 [================================>................................] Step: 333ms | Tot: 15s514ms | Loss: 0.349 | Acc: 90.176% (4599/5100) 51/100 [=================================>...............................] Step: 302ms | Tot: 15s816ms | Loss: 0.349 | Acc: 90.135% (4687/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 16s122ms | Loss: 0.349 | Acc: 90.075% (4774/5300) 53/100 [==================================>..............................] Step: 315ms | Tot: 16s438ms | Loss: 0.349 | Acc: 90.074% (4864/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s748ms | Loss: 0.348 | Acc: 90.036% (4952/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 17s58ms | Loss: 0.351 | Acc: 90.018% (5041/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s362ms | Loss: 0.349 | Acc: 90.053% (5133/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s672ms | Loss: 0.347 | Acc: 90.086% (5225/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s977ms | Loss: 0.347 | Acc: 90.017% (5311/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s281ms | Loss: 0.347 | Acc: 90.017% (5401/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s590ms | Loss: 0.346 | Acc: 90.033% (5492/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s899ms | Loss: 0.347 | Acc: 90.032% (5582/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 19s203ms | Loss: 0.345 | Acc: 90.048% (5673/6300) 63/100 [========================================>........................] Step: 310ms | Tot: 19s513ms | Loss: 0.341 | Acc: 90.156% (5770/6400) 64/100 [=========================================>.......................] Step: 301ms | Tot: 19s815ms | Loss: 0.342 | Acc: 90.154% (5860/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 20s127ms | Loss: 0.342 | Acc: 90.136% (5949/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s439ms | Loss: 0.341 | Acc: 90.134% (6039/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s742ms | Loss: 0.343 | Acc: 90.103% (6127/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 21s51ms | Loss: 0.341 | Acc: 90.145% (6220/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s355ms | Loss: 0.340 | Acc: 90.129% (6309/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s665ms | Loss: 0.343 | Acc: 90.070% (6395/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s973ms | Loss: 0.343 | Acc: 90.097% (6487/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s278ms | Loss: 0.340 | Acc: 90.164% (6582/7300) 73/100 [===============================================>.................] Step: 312ms | Tot: 22s590ms | Loss: 0.342 | Acc: 90.176% (6673/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s899ms | Loss: 0.340 | Acc: 90.187% (6764/7500) 75/100 [================================================>................] Step: 302ms | Tot: 23s202ms | Loss: 0.342 | Acc: 90.171% (6853/7600) 76/100 [=================================================>...............] Step: 318ms | Tot: 23s520ms | Loss: 0.341 | Acc: 90.221% (6947/7700) 77/100 [==================================================>..............] Step: 340ms | Tot: 23s861ms | Loss: 0.341 | Acc: 90.192% (7035/7800) 78/100 [==================================================>..............] Step: 331ms | Tot: 24s193ms | Loss: 0.341 | Acc: 90.215% (7127/7900) 79/100 [===================================================>.............] Step: 313ms | Tot: 24s506ms | Loss: 0.341 | Acc: 90.188% (7215/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s811ms | Loss: 0.339 | Acc: 90.210% (7307/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 25s116ms | Loss: 0.339 | Acc: 90.207% (7397/8200) 82/100 [=====================================================>...........] Step: 315ms | Tot: 25s432ms | Loss: 0.339 | Acc: 90.229% (7489/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s738ms | Loss: 0.339 | Acc: 90.190% (7576/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 26s44ms | Loss: 0.339 | Acc: 90.176% (7665/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s350ms | Loss: 0.340 | Acc: 90.151% (7753/8600) 86/100 [=======================================================>.........] Step: 307ms | Tot: 26s658ms | Loss: 0.339 | Acc: 90.172% (7845/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s964ms | Loss: 0.340 | Acc: 90.182% (7936/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s267ms | Loss: 0.340 | Acc: 90.202% (8028/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s579ms | Loss: 0.339 | Acc: 90.222% (8120/9000) 90/100 [==========================================================>......] Step: 303ms | Tot: 27s883ms | Loss: 0.338 | Acc: 90.231% (8211/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s188ms | Loss: 0.337 | Acc: 90.207% (8299/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s500ms | Loss: 0.339 | Acc: 90.183% (8387/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s805ms | Loss: 0.339 | Acc: 90.223% (8481/9400) 94/100 [=============================================================>...] Step: 303ms | Tot: 29s109ms | Loss: 0.337 | Acc: 90.221% (8571/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s418ms | Loss: 0.337 | Acc: 90.229% (8662/9600) 96/100 [==============================================================>..] Step: 307ms | Tot: 29s726ms | Loss: 0.336 | Acc: 90.247% (8754/9700) 97/100 [===============================================================>.] Step: 306ms | Tot: 30s32ms | Loss: 0.335 | Acc: 90.265% (8846/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 30s340ms | Loss: 0.336 | Acc: 90.242% (8934/9900) 99/100 [================================================================>] Step: 317ms | Tot: 30s658ms | Loss: 0.334 | Acc: 90.300% (9030/10000) 100/100 +Saving.. + +Epoch: 174 + [>................................................................] Step: 698ms | Tot: 2ms | Loss: 0.059 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 383ms | Tot: 385ms | Loss: 0.065 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 373ms | Tot: 758ms | Loss: 0.064 | Acc: 97.917% (376/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s132ms | Loss: 0.066 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 360ms | Tot: 1s493ms | Loss: 0.071 | Acc: 97.656% (625/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s856ms | Loss: 0.074 | Acc: 97.786% (751/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s226ms | Loss: 0.075 | Acc: 97.768% (876/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s590ms | Loss: 0.084 | Acc: 97.266% (996/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 2s958ms | Loss: 0.080 | Acc: 97.396% (1122/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s328ms | Loss: 0.076 | Acc: 97.500% (1248/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s693ms | Loss: 0.074 | Acc: 97.585% (1374/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s52ms | Loss: 0.072 | Acc: 97.591% (1499/1536) 12/391 [=>...............................................................] Step: 361ms | Tot: 4s414ms | Loss: 0.072 | Acc: 97.476% (1622/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s773ms | Loss: 0.072 | Acc: 97.489% (1747/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s139ms | Loss: 0.075 | Acc: 97.500% (1872/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s498ms | Loss: 0.073 | Acc: 97.510% (1997/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s863ms | Loss: 0.073 | Acc: 97.518% (2122/2176) 17/391 [==>..............................................................] Step: 374ms | Tot: 6s238ms | Loss: 0.073 | Acc: 97.569% (2248/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s598ms | Loss: 0.073 | Acc: 97.533% (2372/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s959ms | Loss: 0.072 | Acc: 97.578% (2498/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s321ms | Loss: 0.072 | Acc: 97.619% (2624/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s685ms | Loss: 0.073 | Acc: 97.585% (2748/2816) 22/391 [===>.............................................................] Step: 362ms | Tot: 8s48ms | Loss: 0.075 | Acc: 97.520% (2871/2944) 23/391 [===>.............................................................] Step: 363ms | Tot: 8s411ms | Loss: 0.075 | Acc: 97.526% (2996/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s769ms | Loss: 0.073 | Acc: 97.562% (3122/3200) 25/391 [====>............................................................] Step: 369ms | Tot: 9s138ms | Loss: 0.073 | Acc: 97.626% (3249/3328) 26/391 [====>............................................................] Step: 377ms | Tot: 9s515ms | Loss: 0.072 | Acc: 97.627% (3374/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s879ms | Loss: 0.072 | Acc: 97.656% (3500/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s245ms | Loss: 0.074 | Acc: 97.602% (3623/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s609ms | Loss: 0.073 | Acc: 97.656% (3750/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 10s972ms | Loss: 0.073 | Acc: 97.631% (3874/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 11s338ms | Loss: 0.071 | Acc: 97.705% (4002/4096) 32/391 [=====>...........................................................] Step: 364ms | Tot: 11s703ms | Loss: 0.072 | Acc: 97.680% (4126/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s62ms | Loss: 0.071 | Acc: 97.702% (4252/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s424ms | Loss: 0.070 | Acc: 97.746% (4379/4480) 35/391 [=====>...........................................................] Step: 373ms | Tot: 12s797ms | Loss: 0.070 | Acc: 97.743% (4504/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s164ms | Loss: 0.070 | Acc: 97.783% (4631/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s532ms | Loss: 0.071 | Acc: 97.780% (4756/4864) 38/391 [======>..........................................................] Step: 369ms | Tot: 13s901ms | Loss: 0.071 | Acc: 97.796% (4882/4992) 39/391 [======>..........................................................] Step: 375ms | Tot: 14s277ms | Loss: 0.070 | Acc: 97.812% (5008/5120) 40/391 [======>..........................................................] Step: 374ms | Tot: 14s651ms | Loss: 0.070 | Acc: 97.828% (5134/5248) 41/391 [======>..........................................................] Step: 367ms | Tot: 15s18ms | Loss: 0.070 | Acc: 97.805% (5258/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s380ms | Loss: 0.070 | Acc: 97.783% (5382/5504) 43/391 [=======>.........................................................] Step: 373ms | Tot: 15s754ms | Loss: 0.070 | Acc: 97.727% (5504/5632) 44/391 [=======>.........................................................] Step: 377ms | Tot: 16s132ms | Loss: 0.070 | Acc: 97.743% (5630/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s497ms | Loss: 0.072 | Acc: 97.656% (5750/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s857ms | Loss: 0.072 | Acc: 97.673% (5876/6016) 47/391 [=======>.........................................................] Step: 374ms | Tot: 17s231ms | Loss: 0.072 | Acc: 97.705% (6003/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s597ms | Loss: 0.074 | Acc: 97.624% (6123/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s955ms | Loss: 0.073 | Acc: 97.641% (6249/6400) 50/391 [========>........................................................] Step: 359ms | Tot: 18s315ms | Loss: 0.073 | Acc: 97.672% (6376/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s673ms | Loss: 0.073 | Acc: 97.641% (6499/6656) 52/391 [========>........................................................] Step: 365ms | Tot: 19s39ms | Loss: 0.073 | Acc: 97.612% (6622/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s404ms | Loss: 0.072 | Acc: 97.627% (6748/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s766ms | Loss: 0.071 | Acc: 97.670% (6876/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 20s130ms | Loss: 0.071 | Acc: 97.670% (7001/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s489ms | Loss: 0.073 | Acc: 97.629% (7123/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s846ms | Loss: 0.074 | Acc: 97.589% (7245/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s211ms | Loss: 0.075 | Acc: 97.564% (7368/7552) 59/391 [=========>.......................................................] Step: 359ms | Tot: 21s571ms | Loss: 0.075 | Acc: 97.578% (7494/7680) 60/391 [=========>.......................................................] Step: 351ms | Tot: 21s923ms | Loss: 0.074 | Acc: 97.605% (7621/7808) 61/391 [==========>......................................................] Step: 395ms | Tot: 22s318ms | Loss: 0.075 | Acc: 97.581% (7744/7936) 62/391 [==========>......................................................] Step: 427ms | Tot: 22s746ms | Loss: 0.075 | Acc: 97.594% (7870/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s108ms | Loss: 0.075 | Acc: 97.583% (7994/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s469ms | Loss: 0.075 | Acc: 97.572% (8118/8320) 65/391 [==========>......................................................] Step: 358ms | Tot: 23s827ms | Loss: 0.076 | Acc: 97.562% (8242/8448) 66/391 [==========>......................................................] Step: 367ms | Tot: 24s195ms | Loss: 0.077 | Acc: 97.528% (8364/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s556ms | Loss: 0.076 | Acc: 97.530% (8489/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s913ms | Loss: 0.077 | Acc: 97.498% (8611/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s279ms | Loss: 0.076 | Acc: 97.533% (8739/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s642ms | Loss: 0.076 | Acc: 97.535% (8864/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 26s10ms | Loss: 0.076 | Acc: 97.493% (8985/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s374ms | Loss: 0.076 | Acc: 97.485% (9109/9344) 73/391 [============>....................................................] Step: 354ms | Tot: 26s729ms | Loss: 0.077 | Acc: 97.445% (9230/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 27s91ms | Loss: 0.077 | Acc: 97.427% (9353/9600) 75/391 [============>....................................................] Step: 359ms | Tot: 27s450ms | Loss: 0.078 | Acc: 97.410% (9476/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s811ms | Loss: 0.077 | Acc: 97.423% (9602/9856) 77/391 [============>....................................................] Step: 363ms | Tot: 28s175ms | Loss: 0.077 | Acc: 97.446% (9729/9984) 78/391 [============>....................................................] Step: 369ms | Tot: 28s545ms | Loss: 0.077 | Acc: 97.439% (9853/10112) 79/391 [=============>...................................................] Step: 375ms | Tot: 28s920ms | Loss: 0.077 | Acc: 97.422% (9976/10240) 80/391 [=============>...................................................] Step: 379ms | Tot: 29s300ms | Loss: 0.078 | Acc: 97.415% (10100/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s666ms | Loss: 0.078 | Acc: 97.428% (10226/10496) 82/391 [=============>...................................................] Step: 362ms | Tot: 30s28ms | Loss: 0.077 | Acc: 97.449% (10353/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s396ms | Loss: 0.077 | Acc: 97.414% (10474/10752) 84/391 [=============>...................................................] Step: 366ms | Tot: 30s763ms | Loss: 0.077 | Acc: 97.381% (10595/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s127ms | Loss: 0.078 | Acc: 97.366% (10718/11008) 86/391 [==============>..................................................] Step: 352ms | Tot: 31s479ms | Loss: 0.078 | Acc: 97.351% (10841/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s840ms | Loss: 0.078 | Acc: 97.363% (10967/11264) 88/391 [==============>..................................................] Step: 373ms | Tot: 32s213ms | Loss: 0.078 | Acc: 97.358% (11091/11392) 89/391 [==============>..................................................] Step: 375ms | Tot: 32s589ms | Loss: 0.078 | Acc: 97.352% (11215/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 32s954ms | Loss: 0.078 | Acc: 97.347% (11339/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s317ms | Loss: 0.078 | Acc: 97.342% (11463/11776) 92/391 [===============>.................................................] Step: 356ms | Tot: 33s674ms | Loss: 0.078 | Acc: 97.337% (11587/11904) 93/391 [===============>.................................................] Step: 371ms | Tot: 34s45ms | Loss: 0.078 | Acc: 97.349% (11713/12032) 94/391 [===============>.................................................] Step: 370ms | Tot: 34s415ms | Loss: 0.079 | Acc: 97.311% (11833/12160) 95/391 [===============>.................................................] Step: 371ms | Tot: 34s787ms | Loss: 0.079 | Acc: 97.298% (11956/12288) 96/391 [===============>.................................................] Step: 363ms | Tot: 35s151ms | Loss: 0.079 | Acc: 97.262% (12076/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s512ms | Loss: 0.079 | Acc: 97.266% (12201/12544) 98/391 [================>................................................] Step: 371ms | Tot: 35s884ms | Loss: 0.079 | Acc: 97.262% (12325/12672) 99/391 [================>................................................] Step: 374ms | Tot: 36s258ms | Loss: 0.079 | Acc: 97.281% (12452/12800) 100/391 [================>................................................] Step: 370ms | Tot: 36s628ms | Loss: 0.079 | Acc: 97.285% (12577/12928) 101/391 [================>................................................] Step: 355ms | Tot: 36s984ms | Loss: 0.079 | Acc: 97.296% (12703/13056) 102/391 [================>................................................] Step: 364ms | Tot: 37s348ms | Loss: 0.079 | Acc: 97.307% (12829/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 37s713ms | Loss: 0.079 | Acc: 97.303% (12953/13312) 104/391 [=================>...............................................] Step: 368ms | Tot: 38s81ms | Loss: 0.079 | Acc: 97.269% (13073/13440) 105/391 [=================>...............................................] Step: 367ms | Tot: 38s449ms | Loss: 0.079 | Acc: 97.280% (13199/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s806ms | Loss: 0.079 | Acc: 97.298% (13326/13696) 107/391 [=================>...............................................] Step: 380ms | Tot: 39s187ms | Loss: 0.079 | Acc: 97.316% (13453/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s555ms | Loss: 0.078 | Acc: 97.327% (13579/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 39s917ms | Loss: 0.078 | Acc: 97.344% (13706/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s285ms | Loss: 0.078 | Acc: 97.354% (13832/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s647ms | Loss: 0.078 | Acc: 97.370% (13959/14336) 112/391 [==================>..............................................] Step: 367ms | Tot: 41s14ms | Loss: 0.077 | Acc: 97.387% (14086/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s374ms | Loss: 0.077 | Acc: 97.382% (14210/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s738ms | Loss: 0.077 | Acc: 97.398% (14337/14720) 115/391 [===================>.............................................] Step: 367ms | Tot: 42s105ms | Loss: 0.077 | Acc: 97.394% (14461/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s474ms | Loss: 0.077 | Acc: 97.403% (14587/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s837ms | Loss: 0.077 | Acc: 97.398% (14711/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 43s207ms | Loss: 0.077 | Acc: 97.400% (14836/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s574ms | Loss: 0.077 | Acc: 97.396% (14960/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 43s944ms | Loss: 0.077 | Acc: 97.398% (15085/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s311ms | Loss: 0.077 | Acc: 97.407% (15211/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 44s682ms | Loss: 0.078 | Acc: 97.377% (15331/15744) 123/391 [====================>............................................] Step: 364ms | Tot: 45s46ms | Loss: 0.079 | Acc: 97.366% (15454/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s407ms | Loss: 0.079 | Acc: 97.369% (15579/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 45s777ms | Loss: 0.079 | Acc: 97.346% (15700/16128) 126/391 [====================>............................................] Step: 372ms | Tot: 46s149ms | Loss: 0.079 | Acc: 97.361% (15827/16256) 127/391 [=====================>...........................................] Step: 357ms | Tot: 46s506ms | Loss: 0.079 | Acc: 97.357% (15951/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s865ms | Loss: 0.079 | Acc: 97.353% (16075/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s226ms | Loss: 0.079 | Acc: 97.362% (16201/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s587ms | Loss: 0.079 | Acc: 97.370% (16327/16768) 131/391 [=====================>...........................................] Step: 368ms | Tot: 47s955ms | Loss: 0.079 | Acc: 97.343% (16447/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 48s324ms | Loss: 0.079 | Acc: 97.345% (16572/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 48s690ms | Loss: 0.080 | Acc: 97.341% (16696/17152) 134/391 [======================>..........................................] Step: 375ms | Tot: 49s66ms | Loss: 0.080 | Acc: 97.338% (16820/17280) 135/391 [======================>..........................................] Step: 366ms | Tot: 49s433ms | Loss: 0.080 | Acc: 97.329% (16943/17408) 136/391 [======================>..........................................] Step: 361ms | Tot: 49s794ms | Loss: 0.080 | Acc: 97.320% (17066/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 50s161ms | Loss: 0.080 | Acc: 97.328% (17192/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 50s524ms | Loss: 0.080 | Acc: 97.319% (17315/17792) 139/391 [=======================>.........................................] Step: 378ms | Tot: 50s903ms | Loss: 0.080 | Acc: 97.310% (17438/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s268ms | Loss: 0.080 | Acc: 97.307% (17562/18048) 141/391 [=======================>.........................................] Step: 358ms | Tot: 51s626ms | Loss: 0.080 | Acc: 97.288% (17683/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s990ms | Loss: 0.080 | Acc: 97.296% (17809/18304) 143/391 [=======================>.........................................] Step: 412ms | Tot: 52s403ms | Loss: 0.080 | Acc: 97.304% (17935/18432) 144/391 [=======================>.........................................] Step: 396ms | Tot: 52s800ms | Loss: 0.080 | Acc: 97.311% (18061/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 53s158ms | Loss: 0.080 | Acc: 97.319% (18187/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s521ms | Loss: 0.079 | Acc: 97.327% (18313/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s877ms | Loss: 0.079 | Acc: 97.324% (18437/18944) 148/391 [========================>........................................] Step: 383ms | Tot: 54s260ms | Loss: 0.079 | Acc: 97.326% (18562/19072) 149/391 [========================>........................................] Step: 365ms | Tot: 54s625ms | Loss: 0.079 | Acc: 97.328% (18687/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 54s984ms | Loss: 0.079 | Acc: 97.341% (18814/19328) 151/391 [=========================>.......................................] Step: 358ms | Tot: 55s343ms | Loss: 0.079 | Acc: 97.348% (18940/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s708ms | Loss: 0.079 | Acc: 97.350% (19065/19584) 153/391 [=========================>.......................................] Step: 359ms | Tot: 56s67ms | Loss: 0.079 | Acc: 97.347% (19189/19712) 154/391 [=========================>.......................................] Step: 354ms | Tot: 56s422ms | Loss: 0.079 | Acc: 97.349% (19314/19840) 155/391 [=========================>.......................................] Step: 359ms | Tot: 56s782ms | Loss: 0.079 | Acc: 97.351% (19439/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s146ms | Loss: 0.079 | Acc: 97.348% (19563/20096) 157/391 [==========================>......................................] Step: 364ms | Tot: 57s510ms | Loss: 0.079 | Acc: 97.360% (19690/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 57s867ms | Loss: 0.079 | Acc: 97.366% (19816/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 58s233ms | Loss: 0.078 | Acc: 97.373% (19942/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s595ms | Loss: 0.078 | Acc: 97.375% (20067/20608) 161/391 [==========================>......................................] Step: 366ms | Tot: 58s962ms | Loss: 0.079 | Acc: 97.362% (20189/20736) 162/391 [==========================>......................................] Step: 378ms | Tot: 59s341ms | Loss: 0.079 | Acc: 97.359% (20313/20864) 163/391 [===========================>.....................................] Step: 369ms | Tot: 59s710ms | Loss: 0.079 | Acc: 97.361% (20438/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 1m71ms | Loss: 0.079 | Acc: 97.358% (20562/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m431ms | Loss: 0.079 | Acc: 97.369% (20689/21248) 166/391 [===========================>.....................................] Step: 365ms | Tot: 1m797ms | Loss: 0.079 | Acc: 97.366% (20813/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.079 | Acc: 97.373% (20939/21504) 168/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.079 | Acc: 97.370% (21063/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.079 | Acc: 97.381% (21190/21760) 170/391 [============================>....................................] Step: 375ms | Tot: 1m2s | Loss: 0.078 | Acc: 97.391% (21317/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.079 | Acc: 97.379% (21439/22016) 172/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.079 | Acc: 97.372% (21562/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.079 | Acc: 97.373% (21687/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.079 | Acc: 97.353% (21807/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.079 | Acc: 97.350% (21931/22528) 176/391 [=============================>...................................] Step: 370ms | Tot: 1m4s | Loss: 0.079 | Acc: 97.356% (22057/22656) 177/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.079 | Acc: 97.353% (22181/22784) 178/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.079 | Acc: 97.359% (22307/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.079 | Acc: 97.348% (22429/23040) 180/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.079 | Acc: 97.350% (22554/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.079 | Acc: 97.347% (22678/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.079 | Acc: 97.340% (22801/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.079 | Acc: 97.351% (22928/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.079 | Acc: 97.361% (23055/23680) 185/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.079 | Acc: 97.362% (23180/23808) 186/391 [==============================>..................................] Step: 368ms | Tot: 1m8s | Loss: 0.079 | Acc: 97.372% (23307/23936) 187/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.079 | Acc: 97.370% (23431/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.079 | Acc: 97.375% (23557/24192) 189/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.079 | Acc: 97.377% (23682/24320) 190/391 [===============================>.................................] Step: 374ms | Tot: 1m9s | Loss: 0.078 | Acc: 97.382% (23808/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.078 | Acc: 97.384% (23933/24576) 192/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.078 | Acc: 97.393% (24060/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.078 | Acc: 97.394% (24185/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.078 | Acc: 97.400% (24311/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.078 | Acc: 97.385% (24432/25088) 196/391 [================================>................................] Step: 356ms | Tot: 1m11s | Loss: 0.078 | Acc: 97.387% (24557/25216) 197/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.078 | Acc: 97.392% (24683/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.078 | Acc: 97.389% (24807/25472) 199/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.078 | Acc: 97.398% (24934/25600) 200/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.078 | Acc: 97.404% (25060/25728) 201/391 [=================================>...............................] Step: 365ms | Tot: 1m13s | Loss: 0.078 | Acc: 97.401% (25184/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.078 | Acc: 97.406% (25310/25984) 203/391 [=================================>...............................] Step: 372ms | Tot: 1m14s | Loss: 0.078 | Acc: 97.411% (25436/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.078 | Acc: 97.409% (25560/26240) 205/391 [==================================>..............................] Step: 377ms | Tot: 1m15s | Loss: 0.078 | Acc: 97.391% (25680/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.078 | Acc: 97.388% (25804/26496) 207/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.078 | Acc: 97.390% (25929/26624) 208/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.078 | Acc: 97.387% (26053/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.078 | Acc: 97.388% (26178/26880) 210/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.078 | Acc: 97.393% (26304/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.078 | Acc: 97.398% (26430/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.078 | Acc: 97.403% (26556/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.078 | Acc: 97.393% (26678/27392) 214/391 [===================================>.............................] Step: 379ms | Tot: 1m18s | Loss: 0.078 | Acc: 97.387% (26801/27520) 215/391 [===================================>.............................] Step: 381ms | Tot: 1m18s | Loss: 0.078 | Acc: 97.385% (26925/27648) 216/391 [===================================>.............................] Step: 382ms | Tot: 1m19s | Loss: 0.078 | Acc: 97.386% (27050/27776) 217/391 [====================================>............................] Step: 374ms | Tot: 1m19s | Loss: 0.078 | Acc: 97.384% (27174/27904) 218/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.078 | Acc: 97.389% (27300/28032) 219/391 [====================================>............................] Step: 380ms | Tot: 1m20s | Loss: 0.078 | Acc: 97.386% (27424/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.078 | Acc: 97.384% (27548/28288) 221/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.078 | Acc: 97.382% (27672/28416) 222/391 [====================================>............................] Step: 375ms | Tot: 1m21s | Loss: 0.079 | Acc: 97.372% (27794/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.079 | Acc: 97.381% (27921/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.078 | Acc: 97.385% (28047/28800) 225/391 [=====================================>...........................] Step: 416ms | Tot: 1m22s | Loss: 0.078 | Acc: 97.376% (28169/28928) 226/391 [=====================================>...........................] Step: 385ms | Tot: 1m22s | Loss: 0.078 | Acc: 97.381% (28295/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.078 | Acc: 97.386% (28421/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.078 | Acc: 97.390% (28547/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.078 | Acc: 97.388% (28671/29440) 230/391 [======================================>..........................] Step: 375ms | Tot: 1m24s | Loss: 0.079 | Acc: 97.379% (28793/29568) 231/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.078 | Acc: 97.380% (28918/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.078 | Acc: 97.388% (29045/29824) 233/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.078 | Acc: 97.376% (29166/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.078 | Acc: 97.387% (29294/30080) 235/391 [=======================================>.........................] Step: 378ms | Tot: 1m26s | Loss: 0.078 | Acc: 97.395% (29421/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.078 | Acc: 97.396% (29546/30336) 237/391 [=======================================>.........................] Step: 359ms | Tot: 1m26s | Loss: 0.078 | Acc: 97.381% (29666/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.079 | Acc: 97.369% (29787/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.079 | Acc: 97.367% (29911/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.079 | Acc: 97.352% (30031/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.079 | Acc: 97.346% (30154/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.079 | Acc: 97.344% (30278/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.079 | Acc: 97.342% (30402/31232) 244/391 [========================================>........................] Step: 379ms | Tot: 1m29s | Loss: 0.079 | Acc: 97.341% (30526/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.079 | Acc: 97.339% (30650/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.079 | Acc: 97.337% (30774/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.079 | Acc: 97.332% (30897/31744) 248/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.080 | Acc: 97.327% (31020/31872) 249/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.080 | Acc: 97.322% (31143/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.080 | Acc: 97.311% (31264/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.080 | Acc: 97.309% (31388/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m32s | Loss: 0.080 | Acc: 97.317% (31515/32384) 253/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.080 | Acc: 97.321% (31641/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.080 | Acc: 97.322% (31766/32640) 255/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.080 | Acc: 97.311% (31887/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.080 | Acc: 97.307% (32010/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.080 | Acc: 97.305% (32134/33024) 258/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.080 | Acc: 97.297% (32256/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.080 | Acc: 97.302% (32382/33280) 260/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.080 | Acc: 97.306% (32508/33408) 261/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.080 | Acc: 97.310% (32634/33536) 262/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.080 | Acc: 97.300% (32755/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.080 | Acc: 97.295% (32878/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.080 | Acc: 97.291% (33001/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.080 | Acc: 97.289% (33125/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.080 | Acc: 97.288% (33249/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.080 | Acc: 97.292% (33375/34304) 268/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.080 | Acc: 97.293% (33500/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.080 | Acc: 97.295% (33625/34560) 270/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.080 | Acc: 97.290% (33748/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.080 | Acc: 97.289% (33872/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.080 | Acc: 97.290% (33997/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.080 | Acc: 97.297% (34124/35072) 274/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.080 | Acc: 97.293% (34247/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.080 | Acc: 97.294% (34372/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m41s | Loss: 0.080 | Acc: 97.301% (34499/35456) 277/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.080 | Acc: 97.305% (34625/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.080 | Acc: 97.315% (34753/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.080 | Acc: 97.316% (34878/35840) 280/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.080 | Acc: 97.317% (35003/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.080 | Acc: 97.310% (35125/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.080 | Acc: 97.306% (35248/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.080 | Acc: 97.304% (35372/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.080 | Acc: 97.303% (35496/36480) 285/391 [===============================================>.................] Step: 375ms | Tot: 1m44s | Loss: 0.080 | Acc: 97.301% (35620/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.081 | Acc: 97.283% (35738/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.081 | Acc: 97.287% (35864/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.081 | Acc: 97.283% (35987/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.081 | Acc: 97.284% (36112/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.081 | Acc: 97.288% (36238/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.080 | Acc: 97.295% (36365/37376) 292/391 [================================================>................] Step: 360ms | Tot: 1m46s | Loss: 0.080 | Acc: 97.296% (36490/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m47s | Loss: 0.081 | Acc: 97.292% (36613/37632) 294/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.080 | Acc: 97.299% (36740/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.080 | Acc: 97.303% (36866/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.080 | Acc: 97.304% (36991/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.080 | Acc: 97.305% (37116/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.080 | Acc: 97.301% (37239/38272) 299/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.080 | Acc: 97.289% (37359/38400) 300/391 [=================================================>...............] Step: 374ms | Tot: 1m49s | Loss: 0.081 | Acc: 97.288% (37483/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.080 | Acc: 97.289% (37608/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.081 | Acc: 97.282% (37730/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.081 | Acc: 97.278% (37853/38912) 304/391 [==================================================>..............] Step: 379ms | Tot: 1m51s | Loss: 0.081 | Acc: 97.267% (37973/39040) 305/391 [==================================================>..............] Step: 380ms | Tot: 1m51s | Loss: 0.081 | Acc: 97.266% (38097/39168) 306/391 [==================================================>..............] Step: 375ms | Tot: 1m52s | Loss: 0.081 | Acc: 97.267% (38222/39296) 307/391 [===================================================>.............] Step: 414ms | Tot: 1m52s | Loss: 0.081 | Acc: 97.271% (38348/39424) 308/391 [===================================================>.............] Step: 395ms | Tot: 1m52s | Loss: 0.081 | Acc: 97.267% (38471/39552) 309/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.081 | Acc: 97.263% (38594/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.081 | Acc: 97.264% (38719/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.081 | Acc: 97.266% (38844/39936) 312/391 [===================================================>.............] Step: 373ms | Tot: 1m54s | Loss: 0.081 | Acc: 97.269% (38970/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.081 | Acc: 97.266% (39093/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.081 | Acc: 97.264% (39217/40320) 315/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.081 | Acc: 97.256% (39338/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.081 | Acc: 97.259% (39464/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.081 | Acc: 97.266% (39591/40704) 318/391 [====================================================>............] Step: 356ms | Tot: 1m56s | Loss: 0.081 | Acc: 97.274% (39719/40832) 319/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.081 | Acc: 97.280% (39846/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.081 | Acc: 97.286% (39973/41088) 321/391 [=====================================================>...........] Step: 355ms | Tot: 1m57s | Loss: 0.081 | Acc: 97.283% (40096/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.081 | Acc: 97.281% (40220/41344) 323/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.081 | Acc: 97.266% (40338/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.081 | Acc: 97.264% (40462/41600) 325/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.081 | Acc: 97.263% (40586/41728) 326/391 [======================================================>..........] Step: 375ms | Tot: 1m59s | Loss: 0.081 | Acc: 97.262% (40710/41856) 327/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.081 | Acc: 97.263% (40835/41984) 328/391 [======================================================>..........] Step: 372ms | Tot: 2m164ms | Loss: 0.081 | Acc: 97.250% (40954/42112) 329/391 [======================================================>..........] Step: 355ms | Tot: 2m520ms | Loss: 0.081 | Acc: 97.244% (41076/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m881ms | Loss: 0.081 | Acc: 97.236% (41197/42368) 331/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.081 | Acc: 97.242% (41324/42496) 332/391 [=======================================================>.........] Step: 375ms | Tot: 2m1s | Loss: 0.081 | Acc: 97.250% (41452/42624) 333/391 [=======================================================>.........] Step: 370ms | Tot: 2m1s | Loss: 0.081 | Acc: 97.252% (41577/42752) 334/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.081 | Acc: 97.250% (41701/42880) 335/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.081 | Acc: 97.240% (41821/43008) 336/391 [=======================================================>.........] Step: 364ms | Tot: 2m3s | Loss: 0.081 | Acc: 97.241% (41946/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.081 | Acc: 97.243% (42071/43264) 338/391 [========================================================>........] Step: 357ms | Tot: 2m3s | Loss: 0.081 | Acc: 97.251% (42199/43392) 339/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.081 | Acc: 97.245% (42321/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.081 | Acc: 97.244% (42445/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.082 | Acc: 97.234% (42565/43776) 342/391 [========================================================>........] Step: 364ms | Tot: 2m5s | Loss: 0.082 | Acc: 97.235% (42690/43904) 343/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.082 | Acc: 97.225% (42810/44032) 344/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.082 | Acc: 97.217% (42931/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.082 | Acc: 97.223% (43058/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.082 | Acc: 97.222% (43182/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.082 | Acc: 97.225% (43308/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m7s | Loss: 0.082 | Acc: 97.224% (43432/44672) 349/391 [==========================================================>......] Step: 359ms | Tot: 2m7s | Loss: 0.082 | Acc: 97.223% (43556/44800) 350/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.082 | Acc: 97.220% (43679/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.082 | Acc: 97.212% (43800/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.082 | Acc: 97.216% (43926/45184) 353/391 [==========================================================>......] Step: 375ms | Tot: 2m9s | Loss: 0.082 | Acc: 97.213% (44049/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.082 | Acc: 97.214% (44174/45440) 355/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.082 | Acc: 97.209% (44296/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.082 | Acc: 97.208% (44420/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.082 | Acc: 97.205% (44543/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.082 | Acc: 97.210% (44670/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.082 | Acc: 97.211% (44795/46080) 360/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.082 | Acc: 97.215% (44921/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m12s | Loss: 0.082 | Acc: 97.210% (45043/46336) 362/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.082 | Acc: 97.209% (45167/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.082 | Acc: 97.203% (45289/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.083 | Acc: 97.192% (45408/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.083 | Acc: 97.193% (45533/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m14s | Loss: 0.083 | Acc: 97.194% (45658/46976) 367/391 [=============================================================>...] Step: 377ms | Tot: 2m14s | Loss: 0.082 | Acc: 97.200% (45785/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.082 | Acc: 97.203% (45911/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.082 | Acc: 97.209% (46038/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.082 | Acc: 97.201% (46159/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.082 | Acc: 97.205% (46285/47616) 372/391 [=============================================================>...] Step: 366ms | Tot: 2m16s | Loss: 0.082 | Acc: 97.202% (46408/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.082 | Acc: 97.205% (46534/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.082 | Acc: 97.210% (46661/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.082 | Acc: 97.214% (46787/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.082 | Acc: 97.213% (46911/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m18s | Loss: 0.082 | Acc: 97.214% (47036/48384) 378/391 [==============================================================>..] Step: 359ms | Tot: 2m18s | Loss: 0.082 | Acc: 97.215% (47161/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.082 | Acc: 97.220% (47288/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.082 | Acc: 97.222% (47413/48768) 381/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.082 | Acc: 97.219% (47536/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.082 | Acc: 97.220% (47661/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.082 | Acc: 97.215% (47783/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m20s | Loss: 0.082 | Acc: 97.218% (47909/49280) 385/391 [================================================================>] Step: 360ms | Tot: 2m20s | Loss: 0.082 | Acc: 97.219% (48034/49408) 386/391 [================================================================>] Step: 371ms | Tot: 2m21s | Loss: 0.082 | Acc: 97.220% (48159/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.082 | Acc: 97.219% (48283/49664) 388/391 [================================================================>] Step: 353ms | Tot: 2m22s | Loss: 0.082 | Acc: 97.220% (48408/49792) 389/391 [================================================================>] Step: 400ms | Tot: 2m22s | Loss: 0.082 | Acc: 97.222% (48533/49920) 390/391 [================================================================>] Step: 381ms | Tot: 2m22s | Loss: 0.082 | Acc: 97.220% (48610/50000) 391/391 + [>................................................................] Step: 470ms | Tot: 2ms | Loss: 0.357 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 302ms | Tot: 305ms | Loss: 0.287 | Acc: 90.500% (181/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 599ms | Loss: 0.304 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 900ms | Loss: 0.299 | Acc: 90.000% (360/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s199ms | Loss: 0.297 | Acc: 90.000% (450/500) 5/100 [===>.............................................................] Step: 292ms | Tot: 1s492ms | Loss: 0.269 | Acc: 90.833% (545/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s792ms | Loss: 0.265 | Acc: 90.857% (636/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s93ms | Loss: 0.279 | Acc: 90.625% (725/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s404ms | Loss: 0.294 | Acc: 90.444% (814/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s701ms | Loss: 0.304 | Acc: 90.300% (903/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 3s8ms | Loss: 0.306 | Acc: 90.182% (992/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s314ms | Loss: 0.323 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s619ms | Loss: 0.318 | Acc: 90.308% (1174/1300) 13/100 [========>........................................................] Step: 313ms | Tot: 3s933ms | Loss: 0.317 | Acc: 90.643% (1269/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s238ms | Loss: 0.312 | Acc: 90.800% (1362/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s545ms | Loss: 0.318 | Acc: 90.688% (1451/1600) 16/100 [==========>......................................................] Step: 310ms | Tot: 4s856ms | Loss: 0.309 | Acc: 90.941% (1546/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s159ms | Loss: 0.315 | Acc: 90.889% (1636/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s466ms | Loss: 0.322 | Acc: 90.947% (1728/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s777ms | Loss: 0.327 | Acc: 90.850% (1817/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s87ms | Loss: 0.324 | Acc: 90.905% (1909/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s391ms | Loss: 0.325 | Acc: 90.864% (1999/2200) 22/100 [==============>..................................................] Step: 305ms | Tot: 6s696ms | Loss: 0.329 | Acc: 90.609% (2084/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s5ms | Loss: 0.330 | Acc: 90.542% (2173/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s316ms | Loss: 0.336 | Acc: 90.480% (2262/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s621ms | Loss: 0.339 | Acc: 90.346% (2349/2600) 26/100 [================>................................................] Step: 312ms | Tot: 7s934ms | Loss: 0.331 | Acc: 90.519% (2444/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s238ms | Loss: 0.333 | Acc: 90.536% (2535/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s541ms | Loss: 0.338 | Acc: 90.517% (2625/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 8s849ms | Loss: 0.335 | Acc: 90.567% (2717/3000) 30/100 [===================>.............................................] Step: 302ms | Tot: 9s152ms | Loss: 0.333 | Acc: 90.516% (2806/3100) 31/100 [====================>............................................] Step: 313ms | Tot: 9s465ms | Loss: 0.335 | Acc: 90.500% (2896/3200) 32/100 [====================>............................................] Step: 311ms | Tot: 9s777ms | Loss: 0.332 | Acc: 90.606% (2990/3300) 33/100 [=====================>...........................................] Step: 300ms | Tot: 10s78ms | Loss: 0.334 | Acc: 90.529% (3078/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s379ms | Loss: 0.339 | Acc: 90.400% (3164/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s683ms | Loss: 0.337 | Acc: 90.333% (3252/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 10s993ms | Loss: 0.338 | Acc: 90.297% (3341/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s306ms | Loss: 0.341 | Acc: 90.289% (3431/3800) 38/100 [========================>........................................] Step: 299ms | Tot: 11s605ms | Loss: 0.341 | Acc: 90.333% (3523/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s911ms | Loss: 0.342 | Acc: 90.375% (3615/4000) 40/100 [==========================>......................................] Step: 303ms | Tot: 12s214ms | Loss: 0.348 | Acc: 90.293% (3702/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s522ms | Loss: 0.351 | Acc: 90.262% (3791/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s831ms | Loss: 0.347 | Acc: 90.279% (3882/4300) 43/100 [===========================>.....................................] Step: 303ms | Tot: 13s134ms | Loss: 0.347 | Acc: 90.318% (3974/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s439ms | Loss: 0.345 | Acc: 90.356% (4066/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s742ms | Loss: 0.344 | Acc: 90.326% (4155/4600) 46/100 [=============================>...................................] Step: 299ms | Tot: 14s42ms | Loss: 0.344 | Acc: 90.362% (4247/4700) 47/100 [==============================>..................................] Step: 304ms | Tot: 14s346ms | Loss: 0.348 | Acc: 90.312% (4335/4800) 48/100 [===============================>.................................] Step: 300ms | Tot: 14s647ms | Loss: 0.343 | Acc: 90.388% (4429/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 14s953ms | Loss: 0.345 | Acc: 90.340% (4517/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s258ms | Loss: 0.346 | Acc: 90.314% (4606/5100) 51/100 [=================================>...............................] Step: 300ms | Tot: 15s559ms | Loss: 0.347 | Acc: 90.269% (4694/5200) 52/100 [=================================>...............................] Step: 314ms | Tot: 15s873ms | Loss: 0.347 | Acc: 90.264% (4784/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s177ms | Loss: 0.346 | Acc: 90.296% (4876/5400) 54/100 [===================================>.............................] Step: 303ms | Tot: 16s480ms | Loss: 0.346 | Acc: 90.273% (4965/5500) 55/100 [===================================>.............................] Step: 314ms | Tot: 16s795ms | Loss: 0.347 | Acc: 90.286% (5056/5600) 56/100 [====================================>............................] Step: 304ms | Tot: 17s100ms | Loss: 0.345 | Acc: 90.316% (5148/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s401ms | Loss: 0.343 | Acc: 90.379% (5242/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s705ms | Loss: 0.345 | Acc: 90.322% (5329/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 18s16ms | Loss: 0.346 | Acc: 90.217% (5413/6000) 60/100 [=======================================>.........................] Step: 301ms | Tot: 18s317ms | Loss: 0.345 | Acc: 90.230% (5504/6100) 61/100 [=======================================>.........................] Step: 299ms | Tot: 18s616ms | Loss: 0.347 | Acc: 90.210% (5593/6200) 62/100 [========================================>........................] Step: 313ms | Tot: 18s930ms | Loss: 0.346 | Acc: 90.190% (5682/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s232ms | Loss: 0.342 | Acc: 90.281% (5778/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s538ms | Loss: 0.344 | Acc: 90.277% (5868/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s849ms | Loss: 0.343 | Acc: 90.303% (5960/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s151ms | Loss: 0.340 | Acc: 90.358% (6054/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s453ms | Loss: 0.341 | Acc: 90.338% (6143/6800) 68/100 [============================================>....................] Step: 312ms | Tot: 20s766ms | Loss: 0.339 | Acc: 90.362% (6235/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s75ms | Loss: 0.339 | Acc: 90.343% (6324/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s387ms | Loss: 0.342 | Acc: 90.282% (6410/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s692ms | Loss: 0.343 | Acc: 90.292% (6501/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 21s998ms | Loss: 0.341 | Acc: 90.315% (6593/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s300ms | Loss: 0.342 | Acc: 90.324% (6684/7400) 74/100 [================================================>................] Step: 310ms | Tot: 22s611ms | Loss: 0.342 | Acc: 90.320% (6774/7500) 75/100 [================================================>................] Step: 307ms | Tot: 22s918ms | Loss: 0.344 | Acc: 90.289% (6862/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s220ms | Loss: 0.344 | Acc: 90.247% (6949/7700) 77/100 [==================================================>..............] Step: 301ms | Tot: 23s522ms | Loss: 0.344 | Acc: 90.256% (7040/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s832ms | Loss: 0.343 | Acc: 90.253% (7130/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s135ms | Loss: 0.342 | Acc: 90.250% (7220/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s439ms | Loss: 0.341 | Acc: 90.247% (7310/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s743ms | Loss: 0.340 | Acc: 90.256% (7401/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s47ms | Loss: 0.340 | Acc: 90.253% (7491/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s350ms | Loss: 0.340 | Acc: 90.250% (7581/8400) 84/100 [======================================================>..........] Step: 299ms | Tot: 25s650ms | Loss: 0.339 | Acc: 90.259% (7672/8500) 85/100 [=======================================================>.........] Step: 317ms | Tot: 25s967ms | Loss: 0.341 | Acc: 90.256% (7762/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 26s282ms | Loss: 0.339 | Acc: 90.299% (7856/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s588ms | Loss: 0.340 | Acc: 90.261% (7943/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 26s898ms | Loss: 0.339 | Acc: 90.258% (8033/8900) 89/100 [=========================================================>.......] Step: 302ms | Tot: 27s201ms | Loss: 0.338 | Acc: 90.300% (8127/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s507ms | Loss: 0.337 | Acc: 90.330% (8220/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 27s817ms | Loss: 0.336 | Acc: 90.359% (8313/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s121ms | Loss: 0.339 | Acc: 90.344% (8402/9300) 93/100 [============================================================>....] Step: 308ms | Tot: 28s430ms | Loss: 0.338 | Acc: 90.340% (8492/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s733ms | Loss: 0.337 | Acc: 90.347% (8583/9500) 95/100 [=============================================================>...] Step: 351ms | Tot: 29s84ms | Loss: 0.336 | Acc: 90.344% (8673/9600) 96/100 [==============================================================>..] Step: 367ms | Tot: 29s452ms | Loss: 0.335 | Acc: 90.381% (8767/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s752ms | Loss: 0.334 | Acc: 90.408% (8860/9800) 98/100 [===============================================================>.] Step: 300ms | Tot: 30s52ms | Loss: 0.335 | Acc: 90.374% (8947/9900) 99/100 [================================================================>] Step: 304ms | Tot: 30s357ms | Loss: 0.333 | Acc: 90.410% (9041/10000) 100/100 +Saving.. + +Epoch: 175 + [>................................................................] Step: 729ms | Tot: 2ms | Loss: 0.071 | Acc: 97.656% (125/128) 1/391 [>................................................................] Step: 393ms | Tot: 396ms | Loss: 0.074 | Acc: 98.047% (251/256) 2/391 [>................................................................] Step: 381ms | Tot: 777ms | Loss: 0.066 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 378ms | Tot: 1s156ms | Loss: 0.061 | Acc: 98.438% (504/512) 4/391 [>................................................................] Step: 374ms | Tot: 1s531ms | Loss: 0.071 | Acc: 97.812% (626/640) 5/391 [>................................................................] Step: 387ms | Tot: 1s918ms | Loss: 0.074 | Acc: 97.526% (749/768) 6/391 [>................................................................] Step: 378ms | Tot: 2s297ms | Loss: 0.072 | Acc: 97.656% (875/896) 7/391 [=>...............................................................] Step: 371ms | Tot: 2s668ms | Loss: 0.071 | Acc: 97.656% (1000/1024) 8/391 [=>...............................................................] Step: 371ms | Tot: 3s39ms | Loss: 0.070 | Acc: 97.569% (1124/1152) 9/391 [=>...............................................................] Step: 373ms | Tot: 3s412ms | Loss: 0.077 | Acc: 97.344% (1246/1280) 10/391 [=>...............................................................] Step: 374ms | Tot: 3s787ms | Loss: 0.079 | Acc: 97.230% (1369/1408) 11/391 [=>...............................................................] Step: 363ms | Tot: 4s151ms | Loss: 0.080 | Acc: 97.201% (1493/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s508ms | Loss: 0.078 | Acc: 97.236% (1618/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s879ms | Loss: 0.081 | Acc: 97.210% (1742/1792) 14/391 [==>..............................................................] Step: 379ms | Tot: 5s258ms | Loss: 0.079 | Acc: 97.344% (1869/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s617ms | Loss: 0.079 | Acc: 97.314% (1993/2048) 16/391 [==>..............................................................] Step: 361ms | Tot: 5s979ms | Loss: 0.081 | Acc: 97.289% (2117/2176) 17/391 [==>..............................................................] Step: 356ms | Tot: 6s336ms | Loss: 0.081 | Acc: 97.179% (2239/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s699ms | Loss: 0.085 | Acc: 96.998% (2359/2432) 19/391 [===>.............................................................] Step: 355ms | Tot: 7s54ms | Loss: 0.086 | Acc: 96.992% (2483/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s415ms | Loss: 0.086 | Acc: 96.987% (2607/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s775ms | Loss: 0.087 | Acc: 96.982% (2731/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s139ms | Loss: 0.087 | Acc: 96.977% (2855/2944) 23/391 [===>.............................................................] Step: 372ms | Tot: 8s512ms | Loss: 0.086 | Acc: 96.973% (2979/3072) 24/391 [===>.............................................................] Step: 369ms | Tot: 8s881ms | Loss: 0.086 | Acc: 97.000% (3104/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s245ms | Loss: 0.086 | Acc: 96.995% (3228/3328) 26/391 [====>............................................................] Step: 357ms | Tot: 9s603ms | Loss: 0.086 | Acc: 97.049% (3354/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 9s976ms | Loss: 0.085 | Acc: 97.070% (3479/3584) 28/391 [====>............................................................] Step: 377ms | Tot: 10s353ms | Loss: 0.085 | Acc: 97.064% (3603/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s718ms | Loss: 0.084 | Acc: 97.083% (3728/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 11s81ms | Loss: 0.085 | Acc: 97.001% (3849/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s444ms | Loss: 0.085 | Acc: 97.021% (3974/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 11s816ms | Loss: 0.085 | Acc: 96.993% (4097/4224) 33/391 [=====>...........................................................] Step: 371ms | Tot: 12s187ms | Loss: 0.085 | Acc: 97.059% (4224/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s543ms | Loss: 0.085 | Acc: 97.054% (4348/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s909ms | Loss: 0.085 | Acc: 97.049% (4472/4608) 36/391 [=====>...........................................................] Step: 356ms | Tot: 13s265ms | Loss: 0.084 | Acc: 97.086% (4598/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s623ms | Loss: 0.083 | Acc: 97.081% (4722/4864) 38/391 [======>..........................................................] Step: 367ms | Tot: 13s991ms | Loss: 0.083 | Acc: 97.095% (4847/4992) 39/391 [======>..........................................................] Step: 354ms | Tot: 14s346ms | Loss: 0.083 | Acc: 97.109% (4972/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s707ms | Loss: 0.083 | Acc: 97.104% (5096/5248) 41/391 [======>..........................................................] Step: 377ms | Tot: 15s85ms | Loss: 0.081 | Acc: 97.173% (5224/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s455ms | Loss: 0.082 | Acc: 97.148% (5347/5504) 43/391 [=======>.........................................................] Step: 372ms | Tot: 15s827ms | Loss: 0.082 | Acc: 97.141% (5471/5632) 44/391 [=======>.........................................................] Step: 364ms | Tot: 16s191ms | Loss: 0.083 | Acc: 97.118% (5594/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s549ms | Loss: 0.083 | Acc: 97.130% (5719/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s912ms | Loss: 0.083 | Acc: 97.124% (5843/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s272ms | Loss: 0.083 | Acc: 97.087% (5965/6144) 48/391 [=======>.........................................................] Step: 368ms | Tot: 17s641ms | Loss: 0.083 | Acc: 97.082% (6089/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 18s6ms | Loss: 0.083 | Acc: 97.125% (6216/6400) 50/391 [========>........................................................] Step: 368ms | Tot: 18s374ms | Loss: 0.083 | Acc: 97.120% (6340/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s742ms | Loss: 0.084 | Acc: 97.085% (6462/6656) 52/391 [========>........................................................] Step: 356ms | Tot: 19s98ms | Loss: 0.084 | Acc: 97.081% (6586/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s463ms | Loss: 0.084 | Acc: 97.106% (6712/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s829ms | Loss: 0.084 | Acc: 97.131% (6838/7040) 55/391 [=========>.......................................................] Step: 376ms | Tot: 20s205ms | Loss: 0.083 | Acc: 97.168% (6965/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s563ms | Loss: 0.083 | Acc: 97.204% (7092/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s927ms | Loss: 0.082 | Acc: 97.185% (7215/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s291ms | Loss: 0.083 | Acc: 97.166% (7338/7552) 59/391 [=========>.......................................................] Step: 370ms | Tot: 21s662ms | Loss: 0.083 | Acc: 97.148% (7461/7680) 60/391 [=========>.......................................................] Step: 370ms | Tot: 22s33ms | Loss: 0.082 | Acc: 97.157% (7586/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s399ms | Loss: 0.082 | Acc: 97.165% (7711/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s762ms | Loss: 0.082 | Acc: 97.173% (7836/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s125ms | Loss: 0.082 | Acc: 97.192% (7962/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s486ms | Loss: 0.082 | Acc: 97.212% (8088/8320) 65/391 [==========>......................................................] Step: 365ms | Tot: 23s851ms | Loss: 0.082 | Acc: 97.218% (8213/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s212ms | Loss: 0.083 | Acc: 97.178% (8334/8576) 67/391 [===========>.....................................................] Step: 354ms | Tot: 24s566ms | Loss: 0.083 | Acc: 97.185% (8459/8704) 68/391 [===========>.....................................................] Step: 390ms | Tot: 24s956ms | Loss: 0.082 | Acc: 97.192% (8584/8832) 69/391 [===========>.....................................................] Step: 376ms | Tot: 25s333ms | Loss: 0.082 | Acc: 97.199% (8709/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s694ms | Loss: 0.082 | Acc: 97.205% (8834/9088) 71/391 [===========>.....................................................] Step: 357ms | Tot: 26s52ms | Loss: 0.083 | Acc: 97.179% (8956/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s412ms | Loss: 0.083 | Acc: 97.175% (9080/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 26s779ms | Loss: 0.083 | Acc: 97.160% (9203/9472) 74/391 [============>....................................................] Step: 355ms | Tot: 27s134ms | Loss: 0.083 | Acc: 97.146% (9326/9600) 75/391 [============>....................................................] Step: 355ms | Tot: 27s490ms | Loss: 0.083 | Acc: 97.163% (9452/9728) 76/391 [============>....................................................] Step: 382ms | Tot: 27s872ms | Loss: 0.083 | Acc: 97.169% (9577/9856) 77/391 [============>....................................................] Step: 424ms | Tot: 28s297ms | Loss: 0.083 | Acc: 97.185% (9703/9984) 78/391 [============>....................................................] Step: 373ms | Tot: 28s670ms | Loss: 0.082 | Acc: 97.201% (9829/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 29s30ms | Loss: 0.082 | Acc: 97.227% (9956/10240) 80/391 [=============>...................................................] Step: 363ms | Tot: 29s393ms | Loss: 0.082 | Acc: 97.213% (10079/10368) 81/391 [=============>...................................................] Step: 368ms | Tot: 29s762ms | Loss: 0.082 | Acc: 97.218% (10204/10496) 82/391 [=============>...................................................] Step: 373ms | Tot: 30s135ms | Loss: 0.082 | Acc: 97.242% (10331/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s500ms | Loss: 0.081 | Acc: 97.238% (10455/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s864ms | Loss: 0.082 | Acc: 97.215% (10577/10880) 85/391 [==============>..................................................] Step: 355ms | Tot: 31s220ms | Loss: 0.081 | Acc: 97.247% (10705/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s582ms | Loss: 0.081 | Acc: 97.252% (10830/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s949ms | Loss: 0.081 | Acc: 97.275% (10957/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s313ms | Loss: 0.081 | Acc: 97.288% (11083/11392) 89/391 [==============>..................................................] Step: 358ms | Tot: 32s672ms | Loss: 0.080 | Acc: 97.318% (11211/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 33s29ms | Loss: 0.081 | Acc: 97.321% (11336/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s389ms | Loss: 0.081 | Acc: 97.325% (11461/11776) 92/391 [===============>.................................................] Step: 363ms | Tot: 33s753ms | Loss: 0.081 | Acc: 97.295% (11582/11904) 93/391 [===============>.................................................] Step: 362ms | Tot: 34s115ms | Loss: 0.081 | Acc: 97.324% (11710/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s478ms | Loss: 0.082 | Acc: 97.286% (11830/12160) 95/391 [===============>.................................................] Step: 376ms | Tot: 34s854ms | Loss: 0.081 | Acc: 97.298% (11956/12288) 96/391 [===============>.................................................] Step: 373ms | Tot: 35s228ms | Loss: 0.082 | Acc: 97.286% (12079/12416) 97/391 [================>................................................] Step: 368ms | Tot: 35s597ms | Loss: 0.082 | Acc: 97.290% (12204/12544) 98/391 [================>................................................] Step: 388ms | Tot: 35s985ms | Loss: 0.081 | Acc: 97.317% (12332/12672) 99/391 [================>................................................] Step: 366ms | Tot: 36s352ms | Loss: 0.081 | Acc: 97.336% (12459/12800) 100/391 [================>................................................] Step: 358ms | Tot: 36s711ms | Loss: 0.081 | Acc: 97.324% (12582/12928) 101/391 [================>................................................] Step: 365ms | Tot: 37s76ms | Loss: 0.080 | Acc: 97.342% (12709/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s437ms | Loss: 0.080 | Acc: 97.338% (12833/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s804ms | Loss: 0.081 | Acc: 97.311% (12954/13312) 104/391 [=================>...............................................] Step: 364ms | Tot: 38s168ms | Loss: 0.081 | Acc: 97.292% (13076/13440) 105/391 [=================>...............................................] Step: 357ms | Tot: 38s526ms | Loss: 0.081 | Acc: 97.295% (13201/13568) 106/391 [=================>...............................................] Step: 370ms | Tot: 38s897ms | Loss: 0.081 | Acc: 97.291% (13325/13696) 107/391 [=================>...............................................] Step: 352ms | Tot: 39s249ms | Loss: 0.081 | Acc: 97.302% (13451/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s609ms | Loss: 0.081 | Acc: 97.298% (13575/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 39s977ms | Loss: 0.081 | Acc: 97.294% (13699/14080) 110/391 [==================>..............................................] Step: 362ms | Tot: 40s340ms | Loss: 0.082 | Acc: 97.276% (13821/14208) 111/391 [==================>..............................................] Step: 356ms | Tot: 40s697ms | Loss: 0.081 | Acc: 97.280% (13946/14336) 112/391 [==================>..............................................] Step: 354ms | Tot: 41s51ms | Loss: 0.081 | Acc: 97.283% (14071/14464) 113/391 [==================>..............................................] Step: 377ms | Tot: 41s429ms | Loss: 0.082 | Acc: 97.279% (14195/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s793ms | Loss: 0.081 | Acc: 97.296% (14322/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 42s155ms | Loss: 0.081 | Acc: 97.299% (14447/14848) 116/391 [===================>.............................................] Step: 357ms | Tot: 42s513ms | Loss: 0.081 | Acc: 97.316% (14574/14976) 117/391 [===================>.............................................] Step: 370ms | Tot: 42s883ms | Loss: 0.081 | Acc: 97.319% (14699/15104) 118/391 [===================>.............................................] Step: 370ms | Tot: 43s253ms | Loss: 0.080 | Acc: 97.335% (14826/15232) 119/391 [===================>.............................................] Step: 359ms | Tot: 43s612ms | Loss: 0.081 | Acc: 97.337% (14951/15360) 120/391 [===================>.............................................] Step: 365ms | Tot: 43s978ms | Loss: 0.080 | Acc: 97.333% (15075/15488) 121/391 [====================>............................................] Step: 364ms | Tot: 44s342ms | Loss: 0.080 | Acc: 97.330% (15199/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s712ms | Loss: 0.080 | Acc: 97.345% (15326/15744) 123/391 [====================>............................................] Step: 379ms | Tot: 45s92ms | Loss: 0.080 | Acc: 97.329% (15448/15872) 124/391 [====================>............................................] Step: 366ms | Tot: 45s458ms | Loss: 0.080 | Acc: 97.350% (15576/16000) 125/391 [====================>............................................] Step: 363ms | Tot: 45s822ms | Loss: 0.080 | Acc: 97.340% (15699/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s187ms | Loss: 0.080 | Acc: 97.336% (15823/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s547ms | Loss: 0.080 | Acc: 97.345% (15949/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 46s921ms | Loss: 0.080 | Acc: 97.359% (16076/16512) 129/391 [=====================>...........................................] Step: 360ms | Tot: 47s281ms | Loss: 0.080 | Acc: 97.374% (16203/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s643ms | Loss: 0.080 | Acc: 97.376% (16328/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 48s15ms | Loss: 0.080 | Acc: 97.378% (16453/16896) 132/391 [=====================>...........................................] Step: 360ms | Tot: 48s375ms | Loss: 0.080 | Acc: 97.351% (16573/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 48s748ms | Loss: 0.080 | Acc: 97.359% (16699/17152) 134/391 [======================>..........................................] Step: 357ms | Tot: 49s106ms | Loss: 0.080 | Acc: 97.361% (16824/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s464ms | Loss: 0.080 | Acc: 97.352% (16947/17408) 136/391 [======================>..........................................] Step: 372ms | Tot: 49s837ms | Loss: 0.080 | Acc: 97.354% (17072/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 50s206ms | Loss: 0.081 | Acc: 97.356% (17197/17664) 138/391 [======================>..........................................] Step: 371ms | Tot: 50s578ms | Loss: 0.081 | Acc: 97.358% (17322/17792) 139/391 [=======================>.........................................] Step: 367ms | Tot: 50s946ms | Loss: 0.080 | Acc: 97.360% (17447/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 51s317ms | Loss: 0.080 | Acc: 97.368% (17573/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 51s680ms | Loss: 0.080 | Acc: 97.381% (17700/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 52s41ms | Loss: 0.080 | Acc: 97.389% (17826/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 52s412ms | Loss: 0.080 | Acc: 97.374% (17948/18432) 144/391 [=======================>.........................................] Step: 372ms | Tot: 52s784ms | Loss: 0.080 | Acc: 97.371% (18072/18560) 145/391 [========================>........................................] Step: 356ms | Tot: 53s141ms | Loss: 0.080 | Acc: 97.373% (18197/18688) 146/391 [========================>........................................] Step: 358ms | Tot: 53s500ms | Loss: 0.080 | Acc: 97.375% (18322/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s865ms | Loss: 0.080 | Acc: 97.371% (18446/18944) 148/391 [========================>........................................] Step: 365ms | Tot: 54s230ms | Loss: 0.080 | Acc: 97.389% (18574/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s594ms | Loss: 0.080 | Acc: 97.380% (18697/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 54s964ms | Loss: 0.079 | Acc: 97.392% (18824/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s331ms | Loss: 0.080 | Acc: 97.389% (18948/19456) 152/391 [=========================>.......................................] Step: 361ms | Tot: 55s693ms | Loss: 0.079 | Acc: 97.401% (19075/19584) 153/391 [=========================>.......................................] Step: 368ms | Tot: 56s61ms | Loss: 0.079 | Acc: 97.408% (19201/19712) 154/391 [=========================>.......................................] Step: 353ms | Tot: 56s414ms | Loss: 0.079 | Acc: 97.414% (19327/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s780ms | Loss: 0.079 | Acc: 97.426% (19454/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 57s139ms | Loss: 0.079 | Acc: 97.442% (19582/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s496ms | Loss: 0.079 | Acc: 97.444% (19707/20224) 158/391 [==========================>......................................] Step: 400ms | Tot: 57s897ms | Loss: 0.079 | Acc: 97.450% (19833/20352) 159/391 [==========================>......................................] Step: 422ms | Tot: 58s319ms | Loss: 0.079 | Acc: 97.461% (19960/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s684ms | Loss: 0.079 | Acc: 97.448% (20082/20608) 161/391 [==========================>......................................] Step: 357ms | Tot: 59s41ms | Loss: 0.079 | Acc: 97.463% (20210/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s403ms | Loss: 0.079 | Acc: 97.460% (20334/20864) 163/391 [===========================>.....................................] Step: 370ms | Tot: 59s773ms | Loss: 0.079 | Acc: 97.461% (20459/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 1m143ms | Loss: 0.078 | Acc: 97.472% (20586/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m502ms | Loss: 0.079 | Acc: 97.463% (20709/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m870ms | Loss: 0.078 | Acc: 97.460% (20833/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.078 | Acc: 97.466% (20959/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.078 | Acc: 97.471% (21085/21632) 169/391 [============================>....................................] Step: 362ms | Tot: 1m1s | Loss: 0.078 | Acc: 97.463% (21208/21760) 170/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.078 | Acc: 97.469% (21334/21888) 171/391 [============================>....................................] Step: 359ms | Tot: 1m2s | Loss: 0.078 | Acc: 97.475% (21460/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.078 | Acc: 97.476% (21585/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.078 | Acc: 97.477% (21710/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.078 | Acc: 97.482% (21836/22400) 175/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.078 | Acc: 97.483% (21961/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.078 | Acc: 97.497% (22089/22656) 177/391 [=============================>...................................] Step: 371ms | Tot: 1m4s | Loss: 0.078 | Acc: 97.498% (22214/22784) 178/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.078 | Acc: 97.499% (22339/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.078 | Acc: 97.500% (22464/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.077 | Acc: 97.505% (22590/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m6s | Loss: 0.077 | Acc: 97.502% (22714/23296) 182/391 [==============================>..................................] Step: 373ms | Tot: 1m6s | Loss: 0.077 | Acc: 97.507% (22840/23424) 183/391 [==============================>..................................] Step: 380ms | Tot: 1m7s | Loss: 0.077 | Acc: 97.499% (22963/23552) 184/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.078 | Acc: 97.492% (23086/23680) 185/391 [==============================>..................................] Step: 379ms | Tot: 1m7s | Loss: 0.078 | Acc: 97.467% (23205/23808) 186/391 [==============================>..................................] Step: 375ms | Tot: 1m8s | Loss: 0.078 | Acc: 97.456% (23327/23936) 187/391 [===============================>.................................] Step: 374ms | Tot: 1m8s | Loss: 0.078 | Acc: 97.465% (23454/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.078 | Acc: 97.466% (23579/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.078 | Acc: 97.463% (23703/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.078 | Acc: 97.468% (23829/24448) 191/391 [===============================>.................................] Step: 371ms | Tot: 1m10s | Loss: 0.078 | Acc: 97.461% (23952/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.078 | Acc: 97.458% (24076/24704) 193/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.078 | Acc: 97.455% (24200/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.078 | Acc: 97.464% (24327/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.078 | Acc: 97.477% (24455/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.078 | Acc: 97.482% (24581/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.078 | Acc: 97.479% (24705/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.078 | Acc: 97.480% (24830/25472) 199/391 [=================================>...............................] Step: 363ms | Tot: 1m12s | Loss: 0.078 | Acc: 97.488% (24957/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.078 | Acc: 97.481% (25080/25728) 201/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.078 | Acc: 97.474% (25203/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.078 | Acc: 97.472% (25327/25984) 203/391 [=================================>...............................] Step: 371ms | Tot: 1m14s | Loss: 0.078 | Acc: 97.472% (25452/26112) 204/391 [=================================>...............................] Step: 368ms | Tot: 1m14s | Loss: 0.078 | Acc: 97.477% (25578/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.078 | Acc: 97.463% (25699/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.078 | Acc: 97.475% (25827/26496) 207/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.078 | Acc: 97.476% (25952/26624) 208/391 [==================================>..............................] Step: 376ms | Tot: 1m16s | Loss: 0.078 | Acc: 97.477% (26077/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.078 | Acc: 97.481% (26203/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.078 | Acc: 97.482% (26328/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.078 | Acc: 97.476% (26451/27136) 212/391 [===================================>.............................] Step: 378ms | Tot: 1m17s | Loss: 0.078 | Acc: 97.477% (26576/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.078 | Acc: 97.466% (26698/27392) 214/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.078 | Acc: 97.464% (26822/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.078 | Acc: 97.461% (26946/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m19s | Loss: 0.078 | Acc: 97.451% (27068/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.078 | Acc: 97.463% (27196/27904) 218/391 [====================================>............................] Step: 384ms | Tot: 1m19s | Loss: 0.078 | Acc: 97.464% (27321/28032) 219/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.078 | Acc: 97.461% (27445/28160) 220/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.078 | Acc: 97.455% (27568/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.078 | Acc: 97.456% (27693/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.078 | Acc: 97.460% (27819/28544) 223/391 [=====================================>...........................] Step: 377ms | Tot: 1m21s | Loss: 0.077 | Acc: 97.468% (27946/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.078 | Acc: 97.462% (28069/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.077 | Acc: 97.473% (28197/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.077 | Acc: 97.467% (28320/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.078 | Acc: 97.454% (28441/29184) 228/391 [=====================================>...........................] Step: 376ms | Tot: 1m23s | Loss: 0.078 | Acc: 97.458% (28567/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.078 | Acc: 97.456% (28691/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.078 | Acc: 97.460% (28817/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.078 | Acc: 97.451% (28939/29696) 232/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.078 | Acc: 97.458% (29066/29824) 233/391 [======================================>..........................] Step: 376ms | Tot: 1m25s | Loss: 0.078 | Acc: 97.463% (29192/29952) 234/391 [======================================>..........................] Step: 379ms | Tot: 1m25s | Loss: 0.078 | Acc: 97.457% (29315/30080) 235/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.077 | Acc: 97.461% (29441/30208) 236/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.077 | Acc: 97.465% (29567/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.077 | Acc: 97.469% (29693/30464) 238/391 [=======================================>.........................] Step: 375ms | Tot: 1m27s | Loss: 0.077 | Acc: 97.470% (29818/30592) 239/391 [=======================================>.........................] Step: 374ms | Tot: 1m27s | Loss: 0.077 | Acc: 97.471% (29943/30720) 240/391 [=======================================>.........................] Step: 410ms | Tot: 1m28s | Loss: 0.077 | Acc: 97.475% (30069/30848) 241/391 [========================================>........................] Step: 397ms | Tot: 1m28s | Loss: 0.077 | Acc: 97.479% (30195/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.077 | Acc: 97.479% (30320/31104) 243/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.077 | Acc: 97.474% (30443/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.077 | Acc: 97.474% (30568/31360) 245/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.077 | Acc: 97.482% (30695/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m30s | Loss: 0.077 | Acc: 97.485% (30821/31616) 247/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.077 | Acc: 97.489% (30947/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.077 | Acc: 97.490% (31072/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.077 | Acc: 97.487% (31196/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.077 | Acc: 97.473% (31316/32128) 251/391 [=========================================>.......................] Step: 356ms | Tot: 1m32s | Loss: 0.077 | Acc: 97.473% (31441/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m32s | Loss: 0.077 | Acc: 97.477% (31567/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.077 | Acc: 97.475% (31691/32512) 254/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.077 | Acc: 97.479% (31817/32640) 255/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.077 | Acc: 97.476% (31941/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.077 | Acc: 97.480% (32067/32896) 257/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.077 | Acc: 97.484% (32193/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.077 | Acc: 97.469% (32313/33152) 259/391 [===========================================>.....................] Step: 369ms | Tot: 1m35s | Loss: 0.077 | Acc: 97.470% (32438/33280) 260/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.077 | Acc: 97.465% (32561/33408) 261/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.078 | Acc: 97.459% (32684/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.077 | Acc: 97.466% (32811/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.077 | Acc: 97.470% (32937/33792) 264/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.077 | Acc: 97.479% (33065/33920) 265/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.077 | Acc: 97.480% (33190/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.077 | Acc: 97.478% (33314/34176) 267/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.077 | Acc: 97.476% (33438/34304) 268/391 [============================================>....................] Step: 377ms | Tot: 1m38s | Loss: 0.078 | Acc: 97.467% (33560/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.077 | Acc: 97.477% (33688/34560) 270/391 [============================================>....................] Step: 372ms | Tot: 1m39s | Loss: 0.078 | Acc: 97.466% (33809/34688) 271/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.078 | Acc: 97.464% (33933/34816) 272/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.078 | Acc: 97.470% (34060/34944) 273/391 [=============================================>...................] Step: 380ms | Tot: 1m40s | Loss: 0.078 | Acc: 97.471% (34185/35072) 274/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.077 | Acc: 97.472% (34310/35200) 275/391 [=============================================>...................] Step: 376ms | Tot: 1m40s | Loss: 0.078 | Acc: 97.464% (34432/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m41s | Loss: 0.078 | Acc: 97.464% (34557/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.078 | Acc: 97.451% (34677/35584) 278/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.078 | Acc: 97.449% (34801/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.078 | Acc: 97.458% (34929/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.078 | Acc: 97.459% (35054/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.078 | Acc: 97.460% (35179/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.078 | Acc: 97.446% (35299/36224) 283/391 [===============================================>.................] Step: 372ms | Tot: 1m43s | Loss: 0.078 | Acc: 97.453% (35426/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.078 | Acc: 97.442% (35547/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.078 | Acc: 97.446% (35673/36608) 286/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.078 | Acc: 97.447% (35798/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m45s | Loss: 0.078 | Acc: 97.447% (35923/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m45s | Loss: 0.078 | Acc: 97.445% (36047/36992) 289/391 [================================================>................] Step: 355ms | Tot: 1m46s | Loss: 0.078 | Acc: 97.452% (36174/37120) 290/391 [================================================>................] Step: 356ms | Tot: 1m46s | Loss: 0.078 | Acc: 97.444% (36296/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.078 | Acc: 97.442% (36420/37376) 292/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.078 | Acc: 97.432% (36541/37504) 293/391 [================================================>................] Step: 366ms | Tot: 1m47s | Loss: 0.078 | Acc: 97.433% (36666/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.078 | Acc: 97.431% (36790/37760) 295/391 [=================================================>...............] Step: 353ms | Tot: 1m48s | Loss: 0.078 | Acc: 97.432% (36915/37888) 296/391 [=================================================>...............] Step: 352ms | Tot: 1m48s | Loss: 0.078 | Acc: 97.422% (37036/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.078 | Acc: 97.420% (37160/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.078 | Acc: 97.421% (37285/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.078 | Acc: 97.424% (37411/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m50s | Loss: 0.079 | Acc: 97.412% (37531/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.079 | Acc: 97.405% (37653/38656) 302/391 [==================================================>..............] Step: 382ms | Tot: 1m50s | Loss: 0.079 | Acc: 97.401% (37776/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.079 | Acc: 97.397% (37899/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.079 | Acc: 97.395% (38023/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.079 | Acc: 97.391% (38146/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m52s | Loss: 0.079 | Acc: 97.392% (38271/39296) 307/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.079 | Acc: 97.385% (38393/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.079 | Acc: 97.383% (38517/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.079 | Acc: 97.379% (38640/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.079 | Acc: 97.377% (38764/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.079 | Acc: 97.378% (38889/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m54s | Loss: 0.079 | Acc: 97.377% (39013/40064) 313/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.079 | Acc: 97.375% (39137/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.079 | Acc: 97.376% (39262/40320) 315/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.079 | Acc: 97.374% (39386/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.079 | Acc: 97.383% (39514/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m56s | Loss: 0.079 | Acc: 97.381% (39638/40704) 318/391 [====================================================>............] Step: 365ms | Tot: 1m56s | Loss: 0.079 | Acc: 97.382% (39763/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.079 | Acc: 97.380% (39887/40960) 320/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.079 | Acc: 97.386% (40014/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.079 | Acc: 97.387% (40139/41216) 322/391 [=====================================================>...........] Step: 403ms | Tot: 1m58s | Loss: 0.079 | Acc: 97.393% (40266/41344) 323/391 [=====================================================>...........] Step: 408ms | Tot: 1m58s | Loss: 0.079 | Acc: 97.398% (40393/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.079 | Acc: 97.399% (40518/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.079 | Acc: 97.397% (40642/41728) 326/391 [======================================================>..........] Step: 355ms | Tot: 1m59s | Loss: 0.079 | Acc: 97.386% (40762/41856) 327/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.079 | Acc: 97.385% (40886/41984) 328/391 [======================================================>..........] Step: 374ms | Tot: 2m333ms | Loss: 0.079 | Acc: 97.386% (41011/42112) 329/391 [======================================================>..........] Step: 370ms | Tot: 2m704ms | Loss: 0.079 | Acc: 97.389% (41137/42240) 330/391 [======================================================>..........] Step: 356ms | Tot: 2m1s | Loss: 0.079 | Acc: 97.385% (41260/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.079 | Acc: 97.386% (41385/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.079 | Acc: 97.389% (41511/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.079 | Acc: 97.387% (41635/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.079 | Acc: 97.388% (41760/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.079 | Acc: 97.396% (41888/43008) 336/391 [=======================================================>.........] Step: 373ms | Tot: 2m3s | Loss: 0.079 | Acc: 97.394% (42012/43136) 337/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.079 | Acc: 97.393% (42136/43264) 338/391 [========================================================>........] Step: 371ms | Tot: 2m3s | Loss: 0.079 | Acc: 97.389% (42259/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.079 | Acc: 97.387% (42383/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.079 | Acc: 97.388% (42508/43648) 341/391 [========================================================>........] Step: 375ms | Tot: 2m5s | Loss: 0.079 | Acc: 97.387% (42632/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 2m5s | Loss: 0.079 | Acc: 97.392% (42759/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.079 | Acc: 97.395% (42885/44032) 344/391 [=========================================================>.......] Step: 355ms | Tot: 2m6s | Loss: 0.079 | Acc: 97.389% (43007/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.079 | Acc: 97.385% (43130/44288) 346/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.079 | Acc: 97.382% (43253/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.079 | Acc: 97.378% (43376/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.079 | Acc: 97.383% (43503/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.079 | Acc: 97.388% (43630/44800) 350/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.079 | Acc: 97.389% (43755/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.079 | Acc: 97.392% (43881/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.079 | Acc: 97.388% (44004/45184) 353/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.079 | Acc: 97.389% (44129/45312) 354/391 [==========================================================>......] Step: 368ms | Tot: 2m9s | Loss: 0.079 | Acc: 97.383% (44251/45440) 355/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.079 | Acc: 97.386% (44377/45568) 356/391 [===========================================================>.....] Step: 374ms | Tot: 2m10s | Loss: 0.079 | Acc: 97.387% (44502/45696) 357/391 [===========================================================>.....] Step: 375ms | Tot: 2m10s | Loss: 0.079 | Acc: 97.388% (44627/45824) 358/391 [===========================================================>.....] Step: 381ms | Tot: 2m11s | Loss: 0.079 | Acc: 97.386% (44751/45952) 359/391 [===========================================================>.....] Step: 374ms | Tot: 2m11s | Loss: 0.079 | Acc: 97.385% (44875/46080) 360/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.079 | Acc: 97.379% (44997/46208) 361/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.079 | Acc: 97.378% (45121/46336) 362/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.079 | Acc: 97.374% (45244/46464) 363/391 [============================================================>....] Step: 375ms | Tot: 2m13s | Loss: 0.079 | Acc: 97.373% (45368/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.079 | Acc: 97.374% (45493/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.079 | Acc: 97.374% (45618/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m14s | Loss: 0.079 | Acc: 97.380% (45745/46976) 367/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.079 | Acc: 97.378% (45869/47104) 368/391 [=============================================================>...] Step: 379ms | Tot: 2m15s | Loss: 0.079 | Acc: 97.381% (45995/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.079 | Acc: 97.378% (46118/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.079 | Acc: 97.368% (46238/47488) 371/391 [=============================================================>...] Step: 363ms | Tot: 2m16s | Loss: 0.079 | Acc: 97.373% (46365/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m16s | Loss: 0.079 | Acc: 97.373% (46490/47744) 373/391 [==============================================================>..] Step: 373ms | Tot: 2m16s | Loss: 0.079 | Acc: 97.370% (46613/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.079 | Acc: 97.375% (46740/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m17s | Loss: 0.079 | Acc: 97.374% (46864/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.079 | Acc: 97.372% (46988/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m18s | Loss: 0.079 | Acc: 97.375% (47114/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m18s | Loss: 0.079 | Acc: 97.376% (47239/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.079 | Acc: 97.381% (47366/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.079 | Acc: 97.384% (47492/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.079 | Acc: 97.380% (47615/48896) 382/391 [===============================================================>.] Step: 375ms | Tot: 2m20s | Loss: 0.079 | Acc: 97.381% (47740/49024) 383/391 [===============================================================>.] Step: 375ms | Tot: 2m20s | Loss: 0.079 | Acc: 97.380% (47864/49152) 384/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.079 | Acc: 97.384% (47991/49280) 385/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.079 | Acc: 97.383% (48115/49408) 386/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.079 | Acc: 97.382% (48239/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.079 | Acc: 97.378% (48362/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.079 | Acc: 97.375% (48485/49792) 389/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.079 | Acc: 97.378% (48611/49920) 390/391 [================================================================>] Step: 356ms | Tot: 2m23s | Loss: 0.079 | Acc: 97.374% (48687/50000) 391/391 + [>................................................................] Step: 486ms | Tot: 3ms | Loss: 0.379 | Acc: 89.000% (89/100) 1/100 [>................................................................] Step: 306ms | Tot: 309ms | Loss: 0.293 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 601ms | Loss: 0.320 | Acc: 90.000% (270/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 896ms | Loss: 0.302 | Acc: 89.750% (359/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s195ms | Loss: 0.292 | Acc: 90.000% (450/500) 5/100 [===>.............................................................] Step: 304ms | Tot: 1s499ms | Loss: 0.276 | Acc: 90.500% (543/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s804ms | Loss: 0.271 | Acc: 90.714% (635/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s101ms | Loss: 0.289 | Acc: 90.375% (723/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s406ms | Loss: 0.307 | Acc: 90.333% (813/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s713ms | Loss: 0.311 | Acc: 90.300% (903/1000) 10/100 [======>..........................................................] Step: 302ms | Tot: 3s15ms | Loss: 0.314 | Acc: 90.273% (993/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s319ms | Loss: 0.334 | Acc: 89.917% (1079/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s621ms | Loss: 0.326 | Acc: 90.154% (1172/1300) 13/100 [========>........................................................] Step: 301ms | Tot: 3s923ms | Loss: 0.326 | Acc: 90.286% (1264/1400) 14/100 [=========>.......................................................] Step: 306ms | Tot: 4s229ms | Loss: 0.319 | Acc: 90.400% (1356/1500) 15/100 [=========>.......................................................] Step: 347ms | Tot: 4s576ms | Loss: 0.320 | Acc: 90.188% (1443/1600) 16/100 [==========>......................................................] Step: 339ms | Tot: 4s916ms | Loss: 0.313 | Acc: 90.412% (1537/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s223ms | Loss: 0.319 | Acc: 90.222% (1624/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s529ms | Loss: 0.327 | Acc: 90.158% (1713/1900) 19/100 [============>....................................................] Step: 314ms | Tot: 5s844ms | Loss: 0.329 | Acc: 90.250% (1805/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s147ms | Loss: 0.328 | Acc: 90.238% (1895/2100) 21/100 [=============>...................................................] Step: 318ms | Tot: 6s465ms | Loss: 0.327 | Acc: 90.409% (1989/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s774ms | Loss: 0.336 | Acc: 90.130% (2073/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s78ms | Loss: 0.341 | Acc: 90.000% (2160/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s386ms | Loss: 0.346 | Acc: 89.920% (2248/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s687ms | Loss: 0.349 | Acc: 89.846% (2336/2600) 26/100 [================>................................................] Step: 303ms | Tot: 7s990ms | Loss: 0.342 | Acc: 89.926% (2428/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s302ms | Loss: 0.345 | Acc: 89.929% (2518/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s614ms | Loss: 0.349 | Acc: 90.069% (2612/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s918ms | Loss: 0.348 | Acc: 90.167% (2705/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s224ms | Loss: 0.345 | Acc: 90.194% (2796/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s529ms | Loss: 0.346 | Acc: 90.188% (2886/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s834ms | Loss: 0.344 | Acc: 90.333% (2981/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s142ms | Loss: 0.343 | Acc: 90.235% (3068/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s450ms | Loss: 0.348 | Acc: 90.086% (3153/3500) 35/100 [======================>..........................................] Step: 307ms | Tot: 10s757ms | Loss: 0.344 | Acc: 90.167% (3246/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 11s58ms | Loss: 0.344 | Acc: 90.243% (3339/3700) 37/100 [========================>........................................] Step: 318ms | Tot: 11s377ms | Loss: 0.345 | Acc: 90.237% (3429/3800) 38/100 [========================>........................................] Step: 322ms | Tot: 11s700ms | Loss: 0.345 | Acc: 90.308% (3522/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 12s5ms | Loss: 0.345 | Acc: 90.325% (3613/4000) 40/100 [==========================>......................................] Step: 310ms | Tot: 12s315ms | Loss: 0.351 | Acc: 90.293% (3702/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s621ms | Loss: 0.354 | Acc: 90.286% (3792/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s929ms | Loss: 0.350 | Acc: 90.395% (3887/4300) 43/100 [===========================>.....................................] Step: 308ms | Tot: 13s237ms | Loss: 0.349 | Acc: 90.364% (3976/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s544ms | Loss: 0.347 | Acc: 90.422% (4069/4500) 45/100 [=============================>...................................] Step: 316ms | Tot: 13s861ms | Loss: 0.346 | Acc: 90.413% (4159/4600) 46/100 [=============================>...................................] Step: 319ms | Tot: 14s180ms | Loss: 0.346 | Acc: 90.383% (4248/4700) 47/100 [==============================>..................................] Step: 315ms | Tot: 14s495ms | Loss: 0.349 | Acc: 90.333% (4336/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s804ms | Loss: 0.345 | Acc: 90.408% (4430/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 15s109ms | Loss: 0.347 | Acc: 90.400% (4520/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s417ms | Loss: 0.348 | Acc: 90.373% (4609/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s724ms | Loss: 0.349 | Acc: 90.346% (4698/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 16s34ms | Loss: 0.348 | Acc: 90.302% (4786/5300) 53/100 [==================================>..............................] Step: 326ms | Tot: 16s360ms | Loss: 0.348 | Acc: 90.315% (4877/5400) 54/100 [===================================>.............................] Step: 314ms | Tot: 16s674ms | Loss: 0.348 | Acc: 90.309% (4967/5500) 55/100 [===================================>.............................] Step: 301ms | Tot: 16s976ms | Loss: 0.349 | Acc: 90.321% (5058/5600) 56/100 [====================================>............................] Step: 316ms | Tot: 17s292ms | Loss: 0.348 | Acc: 90.333% (5149/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s599ms | Loss: 0.345 | Acc: 90.379% (5242/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s905ms | Loss: 0.347 | Acc: 90.322% (5329/5900) 59/100 [======================================>..........................] Step: 316ms | Tot: 18s221ms | Loss: 0.348 | Acc: 90.233% (5414/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s526ms | Loss: 0.348 | Acc: 90.246% (5505/6100) 61/100 [=======================================>.........................] Step: 303ms | Tot: 18s830ms | Loss: 0.348 | Acc: 90.242% (5595/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s136ms | Loss: 0.346 | Acc: 90.286% (5688/6300) 63/100 [========================================>........................] Step: 321ms | Tot: 19s458ms | Loss: 0.343 | Acc: 90.375% (5784/6400) 64/100 [=========================================>.......................] Step: 318ms | Tot: 19s776ms | Loss: 0.343 | Acc: 90.385% (5875/6500) 65/100 [==========================================>......................] Step: 317ms | Tot: 20s94ms | Loss: 0.342 | Acc: 90.379% (5965/6600) 66/100 [==========================================>......................] Step: 313ms | Tot: 20s408ms | Loss: 0.340 | Acc: 90.418% (6058/6700) 67/100 [===========================================>.....................] Step: 311ms | Tot: 20s719ms | Loss: 0.341 | Acc: 90.397% (6147/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 21s29ms | Loss: 0.338 | Acc: 90.449% (6241/6900) 69/100 [============================================>....................] Step: 318ms | Tot: 21s348ms | Loss: 0.337 | Acc: 90.471% (6333/7000) 70/100 [=============================================>...................] Step: 316ms | Tot: 21s664ms | Loss: 0.339 | Acc: 90.451% (6422/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s973ms | Loss: 0.339 | Acc: 90.472% (6514/7200) 72/100 [==============================================>..................] Step: 315ms | Tot: 22s288ms | Loss: 0.336 | Acc: 90.521% (6608/7300) 73/100 [===============================================>.................] Step: 302ms | Tot: 22s591ms | Loss: 0.338 | Acc: 90.514% (6698/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s899ms | Loss: 0.338 | Acc: 90.480% (6786/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s210ms | Loss: 0.340 | Acc: 90.421% (6872/7600) 76/100 [=================================================>...............] Step: 307ms | Tot: 23s518ms | Loss: 0.340 | Acc: 90.442% (6964/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s824ms | Loss: 0.340 | Acc: 90.449% (7055/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 24s124ms | Loss: 0.339 | Acc: 90.430% (7144/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s434ms | Loss: 0.339 | Acc: 90.412% (7233/8000) 80/100 [====================================================>............] Step: 304ms | Tot: 24s739ms | Loss: 0.337 | Acc: 90.407% (7323/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 25s43ms | Loss: 0.336 | Acc: 90.402% (7413/8200) 82/100 [=====================================================>...........] Step: 306ms | Tot: 25s350ms | Loss: 0.336 | Acc: 90.386% (7502/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s656ms | Loss: 0.337 | Acc: 90.333% (7588/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s966ms | Loss: 0.338 | Acc: 90.306% (7676/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s279ms | Loss: 0.339 | Acc: 90.279% (7764/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s590ms | Loss: 0.338 | Acc: 90.299% (7856/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s894ms | Loss: 0.338 | Acc: 90.295% (7946/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 27s203ms | Loss: 0.338 | Acc: 90.315% (8038/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s511ms | Loss: 0.337 | Acc: 90.356% (8132/9000) 90/100 [==========================================================>......] Step: 316ms | Tot: 27s827ms | Loss: 0.336 | Acc: 90.363% (8223/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 28s133ms | Loss: 0.335 | Acc: 90.402% (8317/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 28s442ms | Loss: 0.337 | Acc: 90.387% (8406/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s755ms | Loss: 0.337 | Acc: 90.394% (8497/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s64ms | Loss: 0.335 | Acc: 90.400% (8588/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s371ms | Loss: 0.334 | Acc: 90.427% (8681/9600) 96/100 [==============================================================>..] Step: 317ms | Tot: 29s688ms | Loss: 0.332 | Acc: 90.443% (8773/9700) 97/100 [===============================================================>.] Step: 307ms | Tot: 29s996ms | Loss: 0.332 | Acc: 90.439% (8863/9800) 98/100 [===============================================================>.] Step: 311ms | Tot: 30s308ms | Loss: 0.334 | Acc: 90.394% (8949/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s608ms | Loss: 0.333 | Acc: 90.400% (9040/10000) 100/100 + +Epoch: 176 + [>................................................................] Step: 611ms | Tot: 2ms | Loss: 0.077 | Acc: 97.656% (125/128) 1/391 [>................................................................] Step: 396ms | Tot: 399ms | Loss: 0.083 | Acc: 97.266% (249/256) 2/391 [>................................................................] Step: 384ms | Tot: 783ms | Loss: 0.088 | Acc: 97.135% (373/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s156ms | Loss: 0.092 | Acc: 97.070% (497/512) 4/391 [>................................................................] Step: 370ms | Tot: 1s526ms | Loss: 0.082 | Acc: 97.500% (624/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s887ms | Loss: 0.079 | Acc: 97.656% (750/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s253ms | Loss: 0.079 | Acc: 97.433% (873/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s614ms | Loss: 0.073 | Acc: 97.754% (1001/1024) 8/391 [=>...............................................................] Step: 360ms | Tot: 2s974ms | Loss: 0.070 | Acc: 98.003% (1129/1152) 9/391 [=>...............................................................] Step: 399ms | Tot: 3s374ms | Loss: 0.073 | Acc: 97.734% (1251/1280) 10/391 [=>...............................................................] Step: 383ms | Tot: 3s757ms | Loss: 0.070 | Acc: 97.869% (1378/1408) 11/391 [=>...............................................................] Step: 379ms | Tot: 4s136ms | Loss: 0.070 | Acc: 97.852% (1503/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s497ms | Loss: 0.067 | Acc: 97.957% (1630/1664) 13/391 [==>..............................................................] Step: 356ms | Tot: 4s853ms | Loss: 0.065 | Acc: 97.991% (1756/1792) 14/391 [==>..............................................................] Step: 372ms | Tot: 5s226ms | Loss: 0.065 | Acc: 98.073% (1883/1920) 15/391 [==>..............................................................] Step: 370ms | Tot: 5s596ms | Loss: 0.064 | Acc: 98.047% (2008/2048) 16/391 [==>..............................................................] Step: 362ms | Tot: 5s959ms | Loss: 0.065 | Acc: 97.978% (2132/2176) 17/391 [==>..............................................................] Step: 361ms | Tot: 6s320ms | Loss: 0.064 | Acc: 97.917% (2256/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s688ms | Loss: 0.064 | Acc: 97.862% (2380/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s53ms | Loss: 0.064 | Acc: 97.891% (2506/2560) 20/391 [===>.............................................................] Step: 367ms | Tot: 7s420ms | Loss: 0.063 | Acc: 97.879% (2631/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s781ms | Loss: 0.062 | Acc: 97.976% (2759/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s147ms | Loss: 0.063 | Acc: 97.928% (2883/2944) 23/391 [===>.............................................................] Step: 359ms | Tot: 8s506ms | Loss: 0.064 | Acc: 97.884% (3007/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s867ms | Loss: 0.063 | Acc: 97.906% (3133/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s234ms | Loss: 0.064 | Acc: 97.897% (3258/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s593ms | Loss: 0.063 | Acc: 97.888% (3383/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s955ms | Loss: 0.065 | Acc: 97.852% (3507/3584) 28/391 [====>............................................................] Step: 375ms | Tot: 10s331ms | Loss: 0.064 | Acc: 97.899% (3634/3712) 29/391 [====>............................................................] Step: 374ms | Tot: 10s705ms | Loss: 0.065 | Acc: 97.865% (3758/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s68ms | Loss: 0.065 | Acc: 97.807% (3881/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s430ms | Loss: 0.065 | Acc: 97.827% (4007/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s786ms | Loss: 0.066 | Acc: 97.751% (4129/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s153ms | Loss: 0.066 | Acc: 97.748% (4254/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s514ms | Loss: 0.067 | Acc: 97.656% (4375/4480) 35/391 [=====>...........................................................] Step: 364ms | Tot: 12s879ms | Loss: 0.068 | Acc: 97.635% (4499/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s242ms | Loss: 0.068 | Acc: 97.635% (4624/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s610ms | Loss: 0.068 | Acc: 97.595% (4747/4864) 38/391 [======>..........................................................] Step: 369ms | Tot: 13s979ms | Loss: 0.067 | Acc: 97.636% (4874/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s337ms | Loss: 0.068 | Acc: 97.617% (4998/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 14s704ms | Loss: 0.068 | Acc: 97.599% (5122/5248) 41/391 [======>..........................................................] Step: 369ms | Tot: 15s74ms | Loss: 0.070 | Acc: 97.545% (5244/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s440ms | Loss: 0.070 | Acc: 97.529% (5368/5504) 43/391 [=======>.........................................................] Step: 363ms | Tot: 15s804ms | Loss: 0.071 | Acc: 97.496% (5491/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s173ms | Loss: 0.070 | Acc: 97.517% (5617/5760) 45/391 [=======>.........................................................] Step: 361ms | Tot: 16s535ms | Loss: 0.070 | Acc: 97.503% (5741/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s898ms | Loss: 0.070 | Acc: 97.540% (5868/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s271ms | Loss: 0.070 | Acc: 97.542% (5993/6144) 48/391 [=======>.........................................................] Step: 369ms | Tot: 17s641ms | Loss: 0.070 | Acc: 97.465% (6113/6272) 49/391 [========>........................................................] Step: 357ms | Tot: 17s998ms | Loss: 0.071 | Acc: 97.469% (6238/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s361ms | Loss: 0.072 | Acc: 97.442% (6361/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s727ms | Loss: 0.072 | Acc: 97.446% (6486/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s94ms | Loss: 0.072 | Acc: 97.450% (6611/6784) 53/391 [========>........................................................] Step: 365ms | Tot: 19s460ms | Loss: 0.072 | Acc: 97.497% (6739/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s821ms | Loss: 0.071 | Acc: 97.543% (6867/7040) 55/391 [=========>.......................................................] Step: 379ms | Tot: 20s201ms | Loss: 0.071 | Acc: 97.559% (6993/7168) 56/391 [=========>.......................................................] Step: 386ms | Tot: 20s587ms | Loss: 0.070 | Acc: 97.588% (7120/7296) 57/391 [=========>.......................................................] Step: 378ms | Tot: 20s966ms | Loss: 0.070 | Acc: 97.616% (7247/7424) 58/391 [=========>.......................................................] Step: 377ms | Tot: 21s344ms | Loss: 0.070 | Acc: 97.617% (7372/7552) 59/391 [=========>.......................................................] Step: 374ms | Tot: 21s718ms | Loss: 0.070 | Acc: 97.617% (7497/7680) 60/391 [=========>.......................................................] Step: 380ms | Tot: 22s98ms | Loss: 0.070 | Acc: 97.643% (7624/7808) 61/391 [==========>......................................................] Step: 370ms | Tot: 22s469ms | Loss: 0.070 | Acc: 97.631% (7748/7936) 62/391 [==========>......................................................] Step: 367ms | Tot: 22s837ms | Loss: 0.070 | Acc: 97.631% (7873/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s204ms | Loss: 0.069 | Acc: 97.644% (7999/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s567ms | Loss: 0.070 | Acc: 97.632% (8123/8320) 65/391 [==========>......................................................] Step: 370ms | Tot: 23s937ms | Loss: 0.070 | Acc: 97.644% (8249/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s302ms | Loss: 0.070 | Acc: 97.645% (8374/8576) 67/391 [===========>.....................................................] Step: 357ms | Tot: 24s659ms | Loss: 0.070 | Acc: 97.656% (8500/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 25s29ms | Loss: 0.071 | Acc: 97.634% (8623/8832) 69/391 [===========>.....................................................] Step: 374ms | Tot: 25s403ms | Loss: 0.072 | Acc: 97.612% (8746/8960) 70/391 [===========>.....................................................] Step: 370ms | Tot: 25s774ms | Loss: 0.072 | Acc: 97.623% (8872/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 26s143ms | Loss: 0.072 | Acc: 97.613% (8996/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s503ms | Loss: 0.072 | Acc: 97.613% (9121/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s868ms | Loss: 0.072 | Acc: 97.593% (9244/9472) 74/391 [============>....................................................] Step: 393ms | Tot: 27s262ms | Loss: 0.073 | Acc: 97.562% (9366/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s623ms | Loss: 0.073 | Acc: 97.543% (9489/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s984ms | Loss: 0.073 | Acc: 97.565% (9616/9856) 77/391 [============>....................................................] Step: 361ms | Tot: 28s346ms | Loss: 0.073 | Acc: 97.556% (9740/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s711ms | Loss: 0.073 | Acc: 97.577% (9867/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 29s77ms | Loss: 0.072 | Acc: 97.588% (9993/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s439ms | Loss: 0.072 | Acc: 97.608% (10120/10368) 81/391 [=============>...................................................] Step: 358ms | Tot: 29s798ms | Loss: 0.072 | Acc: 97.590% (10243/10496) 82/391 [=============>...................................................] Step: 370ms | Tot: 30s168ms | Loss: 0.073 | Acc: 97.553% (10364/10624) 83/391 [=============>...................................................] Step: 380ms | Tot: 30s549ms | Loss: 0.072 | Acc: 97.563% (10490/10752) 84/391 [=============>...................................................] Step: 358ms | Tot: 30s908ms | Loss: 0.072 | Acc: 97.564% (10615/10880) 85/391 [==============>..................................................] Step: 355ms | Tot: 31s263ms | Loss: 0.073 | Acc: 97.547% (10738/11008) 86/391 [==============>..................................................] Step: 365ms | Tot: 31s628ms | Loss: 0.072 | Acc: 97.548% (10863/11136) 87/391 [==============>..................................................] Step: 358ms | Tot: 31s987ms | Loss: 0.072 | Acc: 97.550% (10988/11264) 88/391 [==============>..................................................] Step: 357ms | Tot: 32s344ms | Loss: 0.073 | Acc: 97.516% (11109/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s706ms | Loss: 0.073 | Acc: 97.509% (11233/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 33s69ms | Loss: 0.073 | Acc: 97.519% (11359/11648) 91/391 [===============>.................................................] Step: 411ms | Tot: 33s481ms | Loss: 0.073 | Acc: 97.512% (11483/11776) 92/391 [===============>.................................................] Step: 394ms | Tot: 33s875ms | Loss: 0.073 | Acc: 97.505% (11607/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 34s241ms | Loss: 0.073 | Acc: 97.507% (11732/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s604ms | Loss: 0.073 | Acc: 97.492% (11855/12160) 95/391 [===============>.................................................] Step: 357ms | Tot: 34s962ms | Loss: 0.073 | Acc: 97.510% (11982/12288) 96/391 [===============>.................................................] Step: 369ms | Tot: 35s332ms | Loss: 0.073 | Acc: 97.535% (12110/12416) 97/391 [================>................................................] Step: 362ms | Tot: 35s695ms | Loss: 0.073 | Acc: 97.521% (12233/12544) 98/391 [================>................................................] Step: 361ms | Tot: 36s56ms | Loss: 0.073 | Acc: 97.522% (12358/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s415ms | Loss: 0.073 | Acc: 97.484% (12478/12800) 100/391 [================>................................................] Step: 355ms | Tot: 36s771ms | Loss: 0.074 | Acc: 97.471% (12601/12928) 101/391 [================>................................................] Step: 367ms | Tot: 37s139ms | Loss: 0.073 | Acc: 97.488% (12728/13056) 102/391 [================>................................................] Step: 358ms | Tot: 37s497ms | Loss: 0.073 | Acc: 97.497% (12854/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s853ms | Loss: 0.073 | Acc: 97.506% (12980/13312) 104/391 [=================>...............................................] Step: 367ms | Tot: 38s220ms | Loss: 0.073 | Acc: 97.515% (13106/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s582ms | Loss: 0.073 | Acc: 97.516% (13231/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s941ms | Loss: 0.074 | Acc: 97.488% (13352/13696) 107/391 [=================>...............................................] Step: 360ms | Tot: 39s302ms | Loss: 0.074 | Acc: 97.497% (13478/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 39s664ms | Loss: 0.073 | Acc: 97.499% (13603/13952) 109/391 [==================>..............................................] Step: 364ms | Tot: 40s29ms | Loss: 0.073 | Acc: 97.514% (13730/14080) 110/391 [==================>..............................................] Step: 380ms | Tot: 40s409ms | Loss: 0.073 | Acc: 97.508% (13854/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s773ms | Loss: 0.073 | Acc: 97.517% (13980/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 41s137ms | Loss: 0.073 | Acc: 97.525% (14106/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s497ms | Loss: 0.073 | Acc: 97.526% (14231/14592) 114/391 [==================>..............................................] Step: 354ms | Tot: 41s852ms | Loss: 0.073 | Acc: 97.520% (14355/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 42s215ms | Loss: 0.073 | Acc: 97.515% (14479/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s575ms | Loss: 0.073 | Acc: 97.516% (14604/14976) 117/391 [===================>.............................................] Step: 360ms | Tot: 42s935ms | Loss: 0.073 | Acc: 97.524% (14730/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 43s295ms | Loss: 0.073 | Acc: 97.532% (14856/15232) 119/391 [===================>.............................................] Step: 365ms | Tot: 43s660ms | Loss: 0.073 | Acc: 97.539% (14982/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 44s23ms | Loss: 0.072 | Acc: 97.553% (15109/15488) 121/391 [====================>............................................] Step: 356ms | Tot: 44s379ms | Loss: 0.072 | Acc: 97.554% (15234/15616) 122/391 [====================>............................................] Step: 357ms | Tot: 44s736ms | Loss: 0.072 | Acc: 97.561% (15360/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 45s103ms | Loss: 0.072 | Acc: 97.574% (15487/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 45s476ms | Loss: 0.072 | Acc: 97.588% (15614/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s837ms | Loss: 0.071 | Acc: 97.607% (15742/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 46s200ms | Loss: 0.071 | Acc: 97.601% (15866/16256) 127/391 [=====================>...........................................] Step: 356ms | Tot: 46s556ms | Loss: 0.071 | Acc: 97.589% (15989/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s923ms | Loss: 0.072 | Acc: 97.578% (16112/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s286ms | Loss: 0.072 | Acc: 97.578% (16237/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s646ms | Loss: 0.072 | Acc: 97.579% (16362/16768) 131/391 [=====================>...........................................] Step: 361ms | Tot: 48s7ms | Loss: 0.072 | Acc: 97.579% (16487/16896) 132/391 [=====================>...........................................] Step: 353ms | Tot: 48s361ms | Loss: 0.072 | Acc: 97.580% (16612/17024) 133/391 [======================>..........................................] Step: 359ms | Tot: 48s720ms | Loss: 0.072 | Acc: 97.575% (16736/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 49s83ms | Loss: 0.072 | Acc: 97.569% (16860/17280) 135/391 [======================>..........................................] Step: 358ms | Tot: 49s441ms | Loss: 0.072 | Acc: 97.564% (16984/17408) 136/391 [======================>..........................................] Step: 356ms | Tot: 49s798ms | Loss: 0.072 | Acc: 97.576% (17111/17536) 137/391 [======================>..........................................] Step: 380ms | Tot: 50s178ms | Loss: 0.072 | Acc: 97.583% (17237/17664) 138/391 [======================>..........................................] Step: 372ms | Tot: 50s550ms | Loss: 0.072 | Acc: 97.578% (17361/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s909ms | Loss: 0.072 | Acc: 97.578% (17486/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 51s275ms | Loss: 0.072 | Acc: 97.573% (17610/18048) 141/391 [=======================>.........................................] Step: 361ms | Tot: 51s636ms | Loss: 0.072 | Acc: 97.574% (17735/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s994ms | Loss: 0.072 | Acc: 97.563% (17858/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s359ms | Loss: 0.072 | Acc: 97.553% (17981/18432) 144/391 [=======================>.........................................] Step: 374ms | Tot: 52s734ms | Loss: 0.072 | Acc: 97.559% (18107/18560) 145/391 [========================>........................................] Step: 378ms | Tot: 53s112ms | Loss: 0.072 | Acc: 97.565% (18233/18688) 146/391 [========================>........................................] Step: 370ms | Tot: 53s483ms | Loss: 0.072 | Acc: 97.571% (18359/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s846ms | Loss: 0.071 | Acc: 97.577% (18485/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 54s217ms | Loss: 0.071 | Acc: 97.588% (18612/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s585ms | Loss: 0.072 | Acc: 97.578% (18735/19200) 150/391 [========================>........................................] Step: 361ms | Tot: 54s947ms | Loss: 0.072 | Acc: 97.568% (18858/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s308ms | Loss: 0.072 | Acc: 97.559% (18981/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 55s671ms | Loss: 0.072 | Acc: 97.564% (19107/19584) 153/391 [=========================>.......................................] Step: 369ms | Tot: 56s40ms | Loss: 0.072 | Acc: 97.560% (19231/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s404ms | Loss: 0.072 | Acc: 97.550% (19354/19840) 155/391 [=========================>.......................................] Step: 375ms | Tot: 56s780ms | Loss: 0.072 | Acc: 97.536% (19476/19968) 156/391 [=========================>.......................................] Step: 366ms | Tot: 57s147ms | Loss: 0.072 | Acc: 97.537% (19601/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s512ms | Loss: 0.072 | Acc: 97.543% (19727/20224) 158/391 [==========================>......................................] Step: 358ms | Tot: 57s870ms | Loss: 0.072 | Acc: 97.538% (19851/20352) 159/391 [==========================>......................................] Step: 365ms | Tot: 58s235ms | Loss: 0.072 | Acc: 97.539% (19976/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 58s595ms | Loss: 0.072 | Acc: 97.540% (20101/20608) 161/391 [==========================>......................................] Step: 366ms | Tot: 58s961ms | Loss: 0.072 | Acc: 97.555% (20229/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s323ms | Loss: 0.072 | Acc: 97.551% (20353/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s688ms | Loss: 0.072 | Acc: 97.561% (20480/20992) 164/391 [===========================>.....................................] Step: 371ms | Tot: 1m60ms | Loss: 0.072 | Acc: 97.571% (20607/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m425ms | Loss: 0.072 | Acc: 97.567% (20731/21248) 166/391 [===========================>.....................................] Step: 362ms | Tot: 1m788ms | Loss: 0.072 | Acc: 97.567% (20856/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.072 | Acc: 97.568% (20981/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.072 | Acc: 97.559% (21104/21632) 169/391 [============================>....................................] Step: 358ms | Tot: 1m1s | Loss: 0.073 | Acc: 97.551% (21227/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.073 | Acc: 97.542% (21350/21888) 171/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.073 | Acc: 97.552% (21477/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.073 | Acc: 97.543% (21600/22144) 173/391 [============================>....................................] Step: 411ms | Tot: 1m3s | Loss: 0.073 | Acc: 97.540% (21724/22272) 174/391 [============================>....................................] Step: 395ms | Tot: 1m3s | Loss: 0.073 | Acc: 97.540% (21849/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.073 | Acc: 97.541% (21974/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.073 | Acc: 97.533% (22097/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.073 | Acc: 97.538% (22223/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.073 | Acc: 97.538% (22348/22912) 179/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.073 | Acc: 97.535% (22472/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.073 | Acc: 97.531% (22596/23168) 181/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.073 | Acc: 97.536% (22722/23296) 182/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.073 | Acc: 97.537% (22847/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.073 | Acc: 97.533% (22971/23552) 184/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.072 | Acc: 97.542% (23098/23680) 185/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.073 | Acc: 97.543% (23223/23808) 186/391 [==============================>..................................] Step: 373ms | Tot: 1m8s | Loss: 0.072 | Acc: 97.548% (23349/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.072 | Acc: 97.548% (23474/24064) 188/391 [===============================>.................................] Step: 356ms | Tot: 1m8s | Loss: 0.073 | Acc: 97.524% (23593/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.073 | Acc: 97.521% (23717/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.073 | Acc: 97.517% (23841/24448) 191/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.073 | Acc: 97.506% (23963/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.073 | Acc: 97.502% (24087/24704) 193/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.073 | Acc: 97.507% (24213/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.073 | Acc: 97.504% (24337/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.073 | Acc: 97.513% (24464/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.073 | Acc: 97.517% (24590/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.074 | Acc: 97.502% (24711/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.074 | Acc: 97.507% (24837/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.074 | Acc: 97.512% (24963/25600) 200/391 [=================================>...............................] Step: 375ms | Tot: 1m13s | Loss: 0.074 | Acc: 97.505% (25086/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.074 | Acc: 97.505% (25211/25856) 202/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.074 | Acc: 97.498% (25334/25984) 203/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.074 | Acc: 97.495% (25458/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.074 | Acc: 97.500% (25584/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.074 | Acc: 97.486% (25705/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.074 | Acc: 97.486% (25830/26496) 207/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.074 | Acc: 97.483% (25954/26624) 208/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.074 | Acc: 97.488% (26080/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.074 | Acc: 97.493% (26206/26880) 210/391 [==================================>..............................] Step: 359ms | Tot: 1m16s | Loss: 0.073 | Acc: 97.497% (26332/27008) 211/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.073 | Acc: 97.501% (26458/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.073 | Acc: 97.510% (26585/27264) 213/391 [===================================>.............................] Step: 364ms | Tot: 1m17s | Loss: 0.073 | Acc: 97.510% (26710/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.073 | Acc: 97.507% (26834/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.074 | Acc: 97.493% (26955/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.074 | Acc: 97.494% (27080/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.073 | Acc: 97.499% (27206/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m19s | Loss: 0.073 | Acc: 97.492% (27329/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.073 | Acc: 97.500% (27456/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.074 | Acc: 97.497% (27580/28288) 221/391 [====================================>............................] Step: 358ms | Tot: 1m20s | Loss: 0.073 | Acc: 97.505% (27707/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.074 | Acc: 97.499% (27830/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.074 | Acc: 97.499% (27955/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.074 | Acc: 97.503% (28081/28800) 225/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.074 | Acc: 97.511% (28208/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.074 | Acc: 97.508% (28332/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.074 | Acc: 97.509% (28457/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.074 | Acc: 97.506% (28581/29312) 229/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.074 | Acc: 97.510% (28707/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.074 | Acc: 97.521% (28835/29568) 231/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.074 | Acc: 97.511% (28957/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.074 | Acc: 97.512% (29082/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.074 | Acc: 97.519% (29209/29952) 234/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.074 | Acc: 97.513% (29332/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m25s | Loss: 0.074 | Acc: 97.514% (29457/30208) 236/391 [=======================================>.........................] Step: 375ms | Tot: 1m26s | Loss: 0.074 | Acc: 97.521% (29584/30336) 237/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.073 | Acc: 97.528% (29711/30464) 238/391 [=======================================>.........................] Step: 377ms | Tot: 1m27s | Loss: 0.074 | Acc: 97.519% (29833/30592) 239/391 [=======================================>.........................] Step: 378ms | Tot: 1m27s | Loss: 0.074 | Acc: 97.510% (29955/30720) 240/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.074 | Acc: 97.510% (30080/30848) 241/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.074 | Acc: 97.508% (30204/30976) 242/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.074 | Acc: 97.508% (30329/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.074 | Acc: 97.496% (30450/31232) 244/391 [========================================>........................] Step: 391ms | Tot: 1m29s | Loss: 0.074 | Acc: 97.490% (30573/31360) 245/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.074 | Acc: 97.485% (30696/31488) 246/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.074 | Acc: 97.482% (30820/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.074 | Acc: 97.474% (30942/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.074 | Acc: 97.477% (31068/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.074 | Acc: 97.478% (31193/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.074 | Acc: 97.482% (31319/32128) 251/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.074 | Acc: 97.486% (31445/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.074 | Acc: 97.493% (31572/32384) 253/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.074 | Acc: 97.481% (31693/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.074 | Acc: 97.479% (31817/32640) 255/391 [==========================================>......................] Step: 393ms | Tot: 1m33s | Loss: 0.074 | Acc: 97.482% (31943/32768) 256/391 [==========================================>......................] Step: 396ms | Tot: 1m33s | Loss: 0.074 | Acc: 97.474% (32065/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.074 | Acc: 97.478% (32191/33024) 258/391 [==========================================>......................] Step: 361ms | Tot: 1m34s | Loss: 0.074 | Acc: 97.478% (32316/33152) 259/391 [===========================================>.....................] Step: 355ms | Tot: 1m34s | Loss: 0.074 | Acc: 97.470% (32438/33280) 260/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.074 | Acc: 97.471% (32563/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.074 | Acc: 97.474% (32689/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.074 | Acc: 97.472% (32813/33664) 263/391 [===========================================>.....................] Step: 374ms | Tot: 1m36s | Loss: 0.074 | Acc: 97.479% (32940/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.074 | Acc: 97.482% (33066/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.074 | Acc: 97.480% (33190/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.074 | Acc: 97.475% (33313/34176) 267/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.074 | Acc: 97.467% (33435/34304) 268/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.074 | Acc: 97.465% (33559/34432) 269/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.074 | Acc: 97.465% (33684/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m38s | Loss: 0.074 | Acc: 97.463% (33808/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.074 | Acc: 97.464% (33933/34816) 272/391 [=============================================>...................] Step: 370ms | Tot: 1m39s | Loss: 0.074 | Acc: 97.462% (34057/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.074 | Acc: 97.468% (34184/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.074 | Acc: 97.466% (34308/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.074 | Acc: 97.464% (34432/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.074 | Acc: 97.470% (34559/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.074 | Acc: 97.471% (34684/35584) 278/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.074 | Acc: 97.477% (34811/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.074 | Acc: 97.478% (34936/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.074 | Acc: 97.476% (35060/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.074 | Acc: 97.476% (35185/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.074 | Acc: 97.477% (35310/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.074 | Acc: 97.475% (35434/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.074 | Acc: 97.470% (35557/36480) 285/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.074 | Acc: 97.470% (35682/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.074 | Acc: 97.474% (35808/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.074 | Acc: 97.464% (35929/36864) 288/391 [===============================================>.................] Step: 354ms | Tot: 1m45s | Loss: 0.074 | Acc: 97.462% (36053/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.074 | Acc: 97.460% (36177/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.074 | Acc: 97.460% (36302/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.074 | Acc: 97.464% (36428/37376) 292/391 [================================================>................] Step: 353ms | Tot: 1m46s | Loss: 0.074 | Acc: 97.467% (36554/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.074 | Acc: 97.468% (36679/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.074 | Acc: 97.471% (36805/37760) 295/391 [=================================================>...............] Step: 357ms | Tot: 1m47s | Loss: 0.074 | Acc: 97.474% (36931/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.074 | Acc: 97.472% (37055/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.074 | Acc: 97.473% (37180/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.074 | Acc: 97.476% (37306/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.074 | Acc: 97.474% (37430/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.074 | Acc: 97.467% (37552/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.074 | Acc: 97.475% (37680/38656) 302/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.074 | Acc: 97.471% (37803/38784) 303/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.074 | Acc: 97.466% (37926/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.074 | Acc: 97.469% (38052/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.074 | Acc: 97.470% (38177/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.074 | Acc: 97.468% (38301/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m52s | Loss: 0.074 | Acc: 97.461% (38423/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m52s | Loss: 0.074 | Acc: 97.459% (38547/39552) 309/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.074 | Acc: 97.467% (38675/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.074 | Acc: 97.475% (38803/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.074 | Acc: 97.473% (38927/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m54s | Loss: 0.074 | Acc: 97.472% (39051/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.074 | Acc: 97.465% (39173/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.074 | Acc: 97.468% (39299/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.074 | Acc: 97.463% (39422/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.074 | Acc: 97.469% (39549/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.074 | Acc: 97.460% (39670/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.074 | Acc: 97.453% (39792/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.074 | Acc: 97.456% (39918/40960) 320/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.074 | Acc: 97.464% (40046/41088) 321/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.074 | Acc: 97.462% (40170/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.074 | Acc: 97.463% (40295/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m58s | Loss: 0.074 | Acc: 97.468% (40422/41472) 324/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.074 | Acc: 97.469% (40547/41600) 325/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.074 | Acc: 97.474% (40674/41728) 326/391 [======================================================>..........] Step: 377ms | Tot: 1m59s | Loss: 0.074 | Acc: 97.475% (40799/41856) 327/391 [======================================================>..........] Step: 381ms | Tot: 1m59s | Loss: 0.074 | Acc: 97.475% (40924/41984) 328/391 [======================================================>..........] Step: 374ms | Tot: 1m59s | Loss: 0.074 | Acc: 97.478% (41050/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 2m256ms | Loss: 0.074 | Acc: 97.476% (41174/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m620ms | Loss: 0.074 | Acc: 97.472% (41297/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m982ms | Loss: 0.074 | Acc: 97.477% (41424/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.074 | Acc: 97.478% (41549/42624) 333/391 [=======================================================>.........] Step: 369ms | Tot: 2m1s | Loss: 0.074 | Acc: 97.471% (41671/42752) 334/391 [=======================================================>.........] Step: 370ms | Tot: 2m2s | Loss: 0.075 | Acc: 97.467% (41794/42880) 335/391 [=======================================================>.........] Step: 365ms | Tot: 2m2s | Loss: 0.075 | Acc: 97.461% (41916/43008) 336/391 [=======================================================>.........] Step: 368ms | Tot: 2m2s | Loss: 0.075 | Acc: 97.464% (42042/43136) 337/391 [========================================================>........] Step: 385ms | Tot: 2m3s | Loss: 0.075 | Acc: 97.460% (42165/43264) 338/391 [========================================================>........] Step: 412ms | Tot: 2m3s | Loss: 0.075 | Acc: 97.451% (42286/43392) 339/391 [========================================================>........] Step: 369ms | Tot: 2m3s | Loss: 0.075 | Acc: 97.452% (42411/43520) 340/391 [========================================================>........] Step: 373ms | Tot: 2m4s | Loss: 0.075 | Acc: 97.450% (42535/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.075 | Acc: 97.451% (42660/43776) 342/391 [========================================================>........] Step: 374ms | Tot: 2m5s | Loss: 0.075 | Acc: 97.440% (42780/43904) 343/391 [=========================================================>.......] Step: 376ms | Tot: 2m5s | Loss: 0.075 | Acc: 97.438% (42904/44032) 344/391 [=========================================================>.......] Step: 373ms | Tot: 2m5s | Loss: 0.075 | Acc: 97.443% (43031/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.075 | Acc: 97.446% (43157/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.075 | Acc: 97.449% (43283/44416) 347/391 [=========================================================>.......] Step: 366ms | Tot: 2m6s | Loss: 0.075 | Acc: 97.450% (43408/44544) 348/391 [=========================================================>.......] Step: 366ms | Tot: 2m7s | Loss: 0.075 | Acc: 97.446% (43531/44672) 349/391 [==========================================================>......] Step: 369ms | Tot: 2m7s | Loss: 0.075 | Acc: 97.440% (43653/44800) 350/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.075 | Acc: 97.436% (43776/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.075 | Acc: 97.439% (43902/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.075 | Acc: 97.442% (44028/45184) 353/391 [==========================================================>......] Step: 380ms | Tot: 2m9s | Loss: 0.075 | Acc: 97.438% (44151/45312) 354/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.075 | Acc: 97.430% (44272/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.075 | Acc: 97.428% (44396/45568) 356/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.075 | Acc: 97.429% (44521/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.075 | Acc: 97.425% (44644/45824) 358/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.075 | Acc: 97.430% (44771/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.075 | Acc: 97.428% (44895/46080) 360/391 [===========================================================>.....] Step: 367ms | Tot: 2m11s | Loss: 0.075 | Acc: 97.427% (45019/46208) 361/391 [============================================================>....] Step: 371ms | Tot: 2m12s | Loss: 0.075 | Acc: 97.427% (45144/46336) 362/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.075 | Acc: 97.424% (45267/46464) 363/391 [============================================================>....] Step: 373ms | Tot: 2m12s | Loss: 0.076 | Acc: 97.416% (45388/46592) 364/391 [============================================================>....] Step: 378ms | Tot: 2m13s | Loss: 0.076 | Acc: 97.414% (45512/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.075 | Acc: 97.419% (45639/46848) 366/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.076 | Acc: 97.416% (45762/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.075 | Acc: 97.416% (45887/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.075 | Acc: 97.417% (46012/47232) 369/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.075 | Acc: 97.416% (46136/47360) 370/391 [=============================================================>...] Step: 375ms | Tot: 2m15s | Loss: 0.075 | Acc: 97.423% (46264/47488) 371/391 [=============================================================>...] Step: 371ms | Tot: 2m15s | Loss: 0.075 | Acc: 97.421% (46388/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.075 | Acc: 97.426% (46515/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.075 | Acc: 97.426% (46640/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.075 | Acc: 97.429% (46766/48000) 375/391 [==============================================================>..] Step: 378ms | Tot: 2m17s | Loss: 0.075 | Acc: 97.426% (46889/48128) 376/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.075 | Acc: 97.418% (47010/48256) 377/391 [==============================================================>..] Step: 360ms | Tot: 2m18s | Loss: 0.075 | Acc: 97.419% (47135/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m18s | Loss: 0.076 | Acc: 97.417% (47259/48512) 379/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.075 | Acc: 97.418% (47384/48640) 380/391 [===============================================================>.] Step: 380ms | Tot: 2m19s | Loss: 0.075 | Acc: 97.420% (47510/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.075 | Acc: 97.421% (47635/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.075 | Acc: 97.422% (47760/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.075 | Acc: 97.426% (47887/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.075 | Acc: 97.421% (48009/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.075 | Acc: 97.419% (48133/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.075 | Acc: 97.416% (48256/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.075 | Acc: 97.415% (48380/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m22s | Loss: 0.075 | Acc: 97.413% (48504/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m22s | Loss: 0.075 | Acc: 97.410% (48627/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m22s | Loss: 0.075 | Acc: 97.412% (48706/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 2ms | Loss: 0.337 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 305ms | Tot: 307ms | Loss: 0.305 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 600ms | Loss: 0.332 | Acc: 91.000% (273/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 899ms | Loss: 0.317 | Acc: 90.750% (363/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s195ms | Loss: 0.320 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s491ms | Loss: 0.293 | Acc: 91.167% (547/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s793ms | Loss: 0.291 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s96ms | Loss: 0.312 | Acc: 90.250% (722/800) 8/100 [=====>...........................................................] Step: 298ms | Tot: 2s395ms | Loss: 0.319 | Acc: 89.889% (809/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s696ms | Loss: 0.322 | Acc: 90.100% (901/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 2s996ms | Loss: 0.327 | Acc: 90.000% (990/1100) 11/100 [=======>.........................................................] Step: 295ms | Tot: 3s292ms | Loss: 0.343 | Acc: 89.667% (1076/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s593ms | Loss: 0.339 | Acc: 89.846% (1168/1300) 13/100 [========>........................................................] Step: 304ms | Tot: 3s897ms | Loss: 0.336 | Acc: 90.143% (1262/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s200ms | Loss: 0.326 | Acc: 90.400% (1356/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s503ms | Loss: 0.328 | Acc: 90.125% (1442/1600) 16/100 [==========>......................................................] Step: 315ms | Tot: 4s819ms | Loss: 0.318 | Acc: 90.529% (1539/1700) 17/100 [===========>.....................................................] Step: 305ms | Tot: 5s124ms | Loss: 0.328 | Acc: 90.222% (1624/1800) 18/100 [===========>.....................................................] Step: 309ms | Tot: 5s434ms | Loss: 0.335 | Acc: 90.316% (1716/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s744ms | Loss: 0.342 | Acc: 90.250% (1805/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s52ms | Loss: 0.342 | Acc: 90.190% (1894/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s363ms | Loss: 0.341 | Acc: 90.227% (1985/2200) 22/100 [==============>..................................................] Step: 311ms | Tot: 6s674ms | Loss: 0.345 | Acc: 90.130% (2073/2300) 23/100 [==============>..................................................] Step: 309ms | Tot: 6s984ms | Loss: 0.345 | Acc: 90.000% (2160/2400) 24/100 [===============>.................................................] Step: 312ms | Tot: 7s296ms | Loss: 0.348 | Acc: 90.040% (2251/2500) 25/100 [================>................................................] Step: 321ms | Tot: 7s618ms | Loss: 0.352 | Acc: 90.000% (2340/2600) 26/100 [================>................................................] Step: 326ms | Tot: 7s944ms | Loss: 0.345 | Acc: 90.037% (2431/2700) 27/100 [=================>...............................................] Step: 317ms | Tot: 8s261ms | Loss: 0.346 | Acc: 90.071% (2522/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s573ms | Loss: 0.350 | Acc: 90.172% (2615/2900) 29/100 [==================>..............................................] Step: 310ms | Tot: 8s883ms | Loss: 0.348 | Acc: 90.100% (2703/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s193ms | Loss: 0.346 | Acc: 90.065% (2792/3100) 31/100 [====================>............................................] Step: 303ms | Tot: 9s497ms | Loss: 0.346 | Acc: 90.094% (2883/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s805ms | Loss: 0.343 | Acc: 90.212% (2977/3300) 33/100 [=====================>...........................................] Step: 341ms | Tot: 10s147ms | Loss: 0.344 | Acc: 90.206% (3067/3400) 34/100 [======================>..........................................] Step: 330ms | Tot: 10s477ms | Loss: 0.350 | Acc: 90.171% (3156/3500) 35/100 [======================>..........................................] Step: 313ms | Tot: 10s790ms | Loss: 0.347 | Acc: 90.167% (3246/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 11s92ms | Loss: 0.348 | Acc: 90.135% (3335/3700) 37/100 [========================>........................................] Step: 304ms | Tot: 11s397ms | Loss: 0.350 | Acc: 90.105% (3424/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s706ms | Loss: 0.348 | Acc: 90.179% (3517/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s18ms | Loss: 0.348 | Acc: 90.225% (3609/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s331ms | Loss: 0.354 | Acc: 90.146% (3696/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s635ms | Loss: 0.357 | Acc: 90.143% (3786/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 12s947ms | Loss: 0.354 | Acc: 90.256% (3881/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s248ms | Loss: 0.355 | Acc: 90.273% (3972/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s556ms | Loss: 0.353 | Acc: 90.356% (4066/4500) 45/100 [=============================>...................................] Step: 308ms | Tot: 13s864ms | Loss: 0.353 | Acc: 90.261% (4152/4600) 46/100 [=============================>...................................] Step: 298ms | Tot: 14s163ms | Loss: 0.353 | Acc: 90.277% (4243/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s465ms | Loss: 0.357 | Acc: 90.250% (4332/4800) 48/100 [===============================>.................................] Step: 309ms | Tot: 14s775ms | Loss: 0.354 | Acc: 90.306% (4425/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 15s81ms | Loss: 0.355 | Acc: 90.360% (4518/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s385ms | Loss: 0.356 | Acc: 90.333% (4607/5100) 51/100 [=================================>...............................] Step: 304ms | Tot: 15s690ms | Loss: 0.357 | Acc: 90.327% (4697/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 16s3ms | Loss: 0.357 | Acc: 90.321% (4787/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s318ms | Loss: 0.357 | Acc: 90.296% (4876/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s624ms | Loss: 0.355 | Acc: 90.273% (4965/5500) 55/100 [===================================>.............................] Step: 319ms | Tot: 16s944ms | Loss: 0.357 | Acc: 90.286% (5056/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s255ms | Loss: 0.356 | Acc: 90.298% (5147/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s559ms | Loss: 0.354 | Acc: 90.276% (5236/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s867ms | Loss: 0.355 | Acc: 90.237% (5324/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s171ms | Loss: 0.356 | Acc: 90.183% (5411/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s483ms | Loss: 0.355 | Acc: 90.262% (5506/6100) 61/100 [=======================================>.........................] Step: 309ms | Tot: 18s792ms | Loss: 0.356 | Acc: 90.226% (5594/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 19s100ms | Loss: 0.355 | Acc: 90.238% (5685/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s409ms | Loss: 0.350 | Acc: 90.344% (5782/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s719ms | Loss: 0.351 | Acc: 90.292% (5869/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 20s26ms | Loss: 0.351 | Acc: 90.273% (5958/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s329ms | Loss: 0.348 | Acc: 90.343% (6053/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s636ms | Loss: 0.350 | Acc: 90.309% (6141/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s942ms | Loss: 0.347 | Acc: 90.348% (6234/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s250ms | Loss: 0.347 | Acc: 90.357% (6325/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s553ms | Loss: 0.349 | Acc: 90.310% (6412/7100) 71/100 [==============================================>..................] Step: 321ms | Tot: 21s875ms | Loss: 0.350 | Acc: 90.292% (6501/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s188ms | Loss: 0.347 | Acc: 90.342% (6595/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s499ms | Loss: 0.348 | Acc: 90.378% (6688/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s804ms | Loss: 0.348 | Acc: 90.387% (6779/7500) 75/100 [================================================>................] Step: 301ms | Tot: 23s105ms | Loss: 0.351 | Acc: 90.342% (6866/7600) 76/100 [=================================================>...............] Step: 300ms | Tot: 23s406ms | Loss: 0.350 | Acc: 90.364% (6958/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s712ms | Loss: 0.350 | Acc: 90.359% (7048/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 24s22ms | Loss: 0.349 | Acc: 90.380% (7140/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s325ms | Loss: 0.347 | Acc: 90.350% (7228/8000) 80/100 [====================================================>............] Step: 301ms | Tot: 24s627ms | Loss: 0.347 | Acc: 90.346% (7318/8100) 81/100 [====================================================>............] Step: 315ms | Tot: 24s942ms | Loss: 0.345 | Acc: 90.378% (7411/8200) 82/100 [=====================================================>...........] Step: 302ms | Tot: 25s245ms | Loss: 0.345 | Acc: 90.386% (7502/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s548ms | Loss: 0.345 | Acc: 90.393% (7593/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s858ms | Loss: 0.345 | Acc: 90.353% (7680/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s163ms | Loss: 0.347 | Acc: 90.302% (7766/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s468ms | Loss: 0.345 | Acc: 90.322% (7858/8700) 87/100 [========================================================>........] Step: 315ms | Tot: 26s783ms | Loss: 0.345 | Acc: 90.307% (7947/8800) 88/100 [=========================================================>.......] Step: 320ms | Tot: 27s104ms | Loss: 0.344 | Acc: 90.337% (8040/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s410ms | Loss: 0.343 | Acc: 90.367% (8133/9000) 90/100 [==========================================================>......] Step: 306ms | Tot: 27s717ms | Loss: 0.343 | Acc: 90.374% (8224/9100) 91/100 [===========================================================>.....] Step: 308ms | Tot: 28s25ms | Loss: 0.342 | Acc: 90.391% (8316/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s328ms | Loss: 0.344 | Acc: 90.344% (8402/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s633ms | Loss: 0.344 | Acc: 90.340% (8492/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 28s943ms | Loss: 0.343 | Acc: 90.347% (8583/9500) 95/100 [=============================================================>...] Step: 307ms | Tot: 29s250ms | Loss: 0.341 | Acc: 90.385% (8677/9600) 96/100 [==============================================================>..] Step: 299ms | Tot: 29s550ms | Loss: 0.341 | Acc: 90.402% (8769/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 29s860ms | Loss: 0.340 | Acc: 90.429% (8862/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s166ms | Loss: 0.341 | Acc: 90.404% (8950/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s477ms | Loss: 0.339 | Acc: 90.440% (9044/10000) 100/100 +Saving.. + +Epoch: 177 + [>................................................................] Step: 739ms | Tot: 2ms | Loss: 0.105 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 388ms | Tot: 391ms | Loss: 0.069 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 398ms | Tot: 789ms | Loss: 0.085 | Acc: 97.656% (375/384) 3/391 [>................................................................] Step: 393ms | Tot: 1s183ms | Loss: 0.079 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 380ms | Tot: 1s564ms | Loss: 0.080 | Acc: 97.969% (627/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s926ms | Loss: 0.083 | Acc: 97.656% (750/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s291ms | Loss: 0.077 | Acc: 97.879% (877/896) 7/391 [=>...............................................................] Step: 368ms | Tot: 2s659ms | Loss: 0.074 | Acc: 97.949% (1003/1024) 8/391 [=>...............................................................] Step: 380ms | Tot: 3s39ms | Loss: 0.079 | Acc: 97.656% (1125/1152) 9/391 [=>...............................................................] Step: 361ms | Tot: 3s401ms | Loss: 0.077 | Acc: 97.812% (1252/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s766ms | Loss: 0.074 | Acc: 97.940% (1379/1408) 11/391 [=>...............................................................] Step: 357ms | Tot: 4s123ms | Loss: 0.075 | Acc: 97.852% (1503/1536) 12/391 [=>...............................................................] Step: 356ms | Tot: 4s480ms | Loss: 0.076 | Acc: 97.897% (1629/1664) 13/391 [==>..............................................................] Step: 367ms | Tot: 4s848ms | Loss: 0.077 | Acc: 97.712% (1751/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s209ms | Loss: 0.077 | Acc: 97.708% (1876/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s572ms | Loss: 0.081 | Acc: 97.656% (2000/2048) 16/391 [==>..............................................................] Step: 378ms | Tot: 5s950ms | Loss: 0.081 | Acc: 97.518% (2122/2176) 17/391 [==>..............................................................] Step: 376ms | Tot: 6s326ms | Loss: 0.080 | Acc: 97.526% (2247/2304) 18/391 [==>..............................................................] Step: 368ms | Tot: 6s695ms | Loss: 0.078 | Acc: 97.574% (2373/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 7s57ms | Loss: 0.077 | Acc: 97.617% (2499/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s417ms | Loss: 0.077 | Acc: 97.619% (2624/2688) 21/391 [===>.............................................................] Step: 376ms | Tot: 7s793ms | Loss: 0.076 | Acc: 97.656% (2750/2816) 22/391 [===>.............................................................] Step: 377ms | Tot: 8s171ms | Loss: 0.078 | Acc: 97.588% (2873/2944) 23/391 [===>.............................................................] Step: 375ms | Tot: 8s546ms | Loss: 0.076 | Acc: 97.656% (3000/3072) 24/391 [===>.............................................................] Step: 406ms | Tot: 8s952ms | Loss: 0.075 | Acc: 97.719% (3127/3200) 25/391 [====>............................................................] Step: 387ms | Tot: 9s340ms | Loss: 0.074 | Acc: 97.776% (3254/3328) 26/391 [====>............................................................] Step: 379ms | Tot: 9s719ms | Loss: 0.074 | Acc: 97.801% (3380/3456) 27/391 [====>............................................................] Step: 361ms | Tot: 10s81ms | Loss: 0.074 | Acc: 97.740% (3503/3584) 28/391 [====>............................................................] Step: 354ms | Tot: 10s436ms | Loss: 0.073 | Acc: 97.764% (3629/3712) 29/391 [====>............................................................] Step: 375ms | Tot: 10s812ms | Loss: 0.074 | Acc: 97.708% (3752/3840) 30/391 [====>............................................................] Step: 368ms | Tot: 11s180ms | Loss: 0.075 | Acc: 97.707% (3877/3968) 31/391 [=====>...........................................................] Step: 358ms | Tot: 11s538ms | Loss: 0.074 | Acc: 97.729% (4003/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s898ms | Loss: 0.074 | Acc: 97.704% (4127/4224) 33/391 [=====>...........................................................] Step: 359ms | Tot: 12s257ms | Loss: 0.073 | Acc: 97.725% (4253/4352) 34/391 [=====>...........................................................] Step: 361ms | Tot: 12s618ms | Loss: 0.072 | Acc: 97.768% (4380/4480) 35/391 [=====>...........................................................] Step: 365ms | Tot: 12s984ms | Loss: 0.071 | Acc: 97.786% (4506/4608) 36/391 [=====>...........................................................] Step: 355ms | Tot: 13s339ms | Loss: 0.071 | Acc: 97.804% (4632/4736) 37/391 [======>..........................................................] Step: 361ms | Tot: 13s701ms | Loss: 0.071 | Acc: 97.800% (4757/4864) 38/391 [======>..........................................................] Step: 354ms | Tot: 14s56ms | Loss: 0.072 | Acc: 97.776% (4881/4992) 39/391 [======>..........................................................] Step: 356ms | Tot: 14s412ms | Loss: 0.072 | Acc: 97.793% (5007/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s774ms | Loss: 0.072 | Acc: 97.809% (5133/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s137ms | Loss: 0.071 | Acc: 97.805% (5258/5376) 42/391 [======>..........................................................] Step: 358ms | Tot: 15s495ms | Loss: 0.071 | Acc: 97.820% (5384/5504) 43/391 [=======>.........................................................] Step: 371ms | Tot: 15s867ms | Loss: 0.071 | Acc: 97.834% (5510/5632) 44/391 [=======>.........................................................] Step: 376ms | Tot: 16s243ms | Loss: 0.071 | Acc: 97.865% (5637/5760) 45/391 [=======>.........................................................] Step: 370ms | Tot: 16s614ms | Loss: 0.070 | Acc: 97.894% (5764/5888) 46/391 [=======>.........................................................] Step: 362ms | Tot: 16s976ms | Loss: 0.069 | Acc: 97.922% (5891/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s336ms | Loss: 0.069 | Acc: 97.933% (6017/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s697ms | Loss: 0.069 | Acc: 97.943% (6143/6272) 49/391 [========>........................................................] Step: 355ms | Tot: 18s52ms | Loss: 0.069 | Acc: 97.969% (6270/6400) 50/391 [========>........................................................] Step: 360ms | Tot: 18s413ms | Loss: 0.069 | Acc: 97.963% (6395/6528) 51/391 [========>........................................................] Step: 368ms | Tot: 18s781ms | Loss: 0.068 | Acc: 97.987% (6522/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s143ms | Loss: 0.068 | Acc: 98.010% (6649/6784) 53/391 [========>........................................................] Step: 372ms | Tot: 19s515ms | Loss: 0.067 | Acc: 98.032% (6776/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s876ms | Loss: 0.067 | Acc: 98.040% (6902/7040) 55/391 [=========>.......................................................] Step: 359ms | Tot: 20s235ms | Loss: 0.067 | Acc: 98.061% (7029/7168) 56/391 [=========>.......................................................] Step: 373ms | Tot: 20s608ms | Loss: 0.067 | Acc: 98.067% (7155/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 20s979ms | Loss: 0.067 | Acc: 98.074% (7281/7424) 58/391 [=========>.......................................................] Step: 361ms | Tot: 21s340ms | Loss: 0.067 | Acc: 98.080% (7407/7552) 59/391 [=========>.......................................................] Step: 368ms | Tot: 21s709ms | Loss: 0.067 | Acc: 98.086% (7533/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 22s74ms | Loss: 0.067 | Acc: 98.092% (7659/7808) 61/391 [==========>......................................................] Step: 362ms | Tot: 22s437ms | Loss: 0.066 | Acc: 98.110% (7786/7936) 62/391 [==========>......................................................] Step: 373ms | Tot: 22s810ms | Loss: 0.066 | Acc: 98.127% (7913/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s174ms | Loss: 0.065 | Acc: 98.157% (8041/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s541ms | Loss: 0.065 | Acc: 98.185% (8169/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s910ms | Loss: 0.066 | Acc: 98.142% (8291/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s271ms | Loss: 0.066 | Acc: 98.134% (8416/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s638ms | Loss: 0.066 | Acc: 98.127% (8541/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 25s1ms | Loss: 0.066 | Acc: 98.120% (8666/8832) 69/391 [===========>.....................................................] Step: 358ms | Tot: 25s359ms | Loss: 0.066 | Acc: 98.136% (8793/8960) 70/391 [===========>.....................................................] Step: 373ms | Tot: 25s732ms | Loss: 0.065 | Acc: 98.129% (8918/9088) 71/391 [===========>.....................................................] Step: 377ms | Tot: 26s110ms | Loss: 0.065 | Acc: 98.134% (9044/9216) 72/391 [===========>.....................................................] Step: 355ms | Tot: 26s466ms | Loss: 0.065 | Acc: 98.149% (9171/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s831ms | Loss: 0.065 | Acc: 98.152% (9297/9472) 74/391 [============>....................................................] Step: 362ms | Tot: 27s194ms | Loss: 0.065 | Acc: 98.156% (9423/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s555ms | Loss: 0.065 | Acc: 98.139% (9547/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s915ms | Loss: 0.065 | Acc: 98.103% (9669/9856) 77/391 [============>....................................................] Step: 355ms | Tot: 28s271ms | Loss: 0.066 | Acc: 98.077% (9792/9984) 78/391 [============>....................................................] Step: 363ms | Tot: 28s634ms | Loss: 0.066 | Acc: 98.091% (9919/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s994ms | Loss: 0.066 | Acc: 98.066% (10042/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s360ms | Loss: 0.066 | Acc: 98.090% (10170/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s726ms | Loss: 0.066 | Acc: 98.095% (10296/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 30s90ms | Loss: 0.066 | Acc: 98.099% (10422/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 30s451ms | Loss: 0.065 | Acc: 98.121% (10550/10752) 84/391 [=============>...................................................] Step: 378ms | Tot: 30s830ms | Loss: 0.065 | Acc: 98.116% (10675/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s195ms | Loss: 0.066 | Acc: 98.101% (10799/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s559ms | Loss: 0.066 | Acc: 98.087% (10923/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s918ms | Loss: 0.066 | Acc: 98.082% (11048/11264) 88/391 [==============>..................................................] Step: 365ms | Tot: 32s283ms | Loss: 0.066 | Acc: 98.086% (11174/11392) 89/391 [==============>..................................................] Step: 378ms | Tot: 32s661ms | Loss: 0.066 | Acc: 98.073% (11298/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 33s23ms | Loss: 0.066 | Acc: 98.068% (11423/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s384ms | Loss: 0.066 | Acc: 98.064% (11548/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s751ms | Loss: 0.066 | Acc: 98.051% (11672/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 34s110ms | Loss: 0.066 | Acc: 98.055% (11798/12032) 94/391 [===============>.................................................] Step: 359ms | Tot: 34s469ms | Loss: 0.065 | Acc: 98.076% (11926/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s840ms | Loss: 0.066 | Acc: 98.063% (12050/12288) 96/391 [===============>.................................................] Step: 367ms | Tot: 35s207ms | Loss: 0.066 | Acc: 98.059% (12175/12416) 97/391 [================>................................................] Step: 367ms | Tot: 35s575ms | Loss: 0.066 | Acc: 98.055% (12300/12544) 98/391 [================>................................................] Step: 384ms | Tot: 35s959ms | Loss: 0.066 | Acc: 98.027% (12422/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s327ms | Loss: 0.067 | Acc: 98.023% (12547/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s692ms | Loss: 0.067 | Acc: 98.020% (12672/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s57ms | Loss: 0.067 | Acc: 98.032% (12799/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s415ms | Loss: 0.067 | Acc: 98.028% (12924/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s779ms | Loss: 0.067 | Acc: 98.024% (13049/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 38s139ms | Loss: 0.067 | Acc: 98.013% (13173/13440) 105/391 [=================>...............................................] Step: 360ms | Tot: 38s500ms | Loss: 0.067 | Acc: 97.995% (13296/13568) 106/391 [=================>...............................................] Step: 401ms | Tot: 38s902ms | Loss: 0.068 | Acc: 97.970% (13418/13696) 107/391 [=================>...............................................] Step: 411ms | Tot: 39s313ms | Loss: 0.068 | Acc: 97.975% (13544/13824) 108/391 [=================>...............................................] Step: 374ms | Tot: 39s688ms | Loss: 0.068 | Acc: 97.979% (13670/13952) 109/391 [==================>..............................................] Step: 370ms | Tot: 40s59ms | Loss: 0.068 | Acc: 97.990% (13797/14080) 110/391 [==================>..............................................] Step: 369ms | Tot: 40s429ms | Loss: 0.068 | Acc: 97.987% (13922/14208) 111/391 [==================>..............................................] Step: 380ms | Tot: 40s809ms | Loss: 0.068 | Acc: 97.977% (14046/14336) 112/391 [==================>..............................................] Step: 373ms | Tot: 41s183ms | Loss: 0.068 | Acc: 97.967% (14170/14464) 113/391 [==================>..............................................] Step: 376ms | Tot: 41s559ms | Loss: 0.068 | Acc: 97.971% (14296/14592) 114/391 [==================>..............................................] Step: 369ms | Tot: 41s929ms | Loss: 0.068 | Acc: 97.935% (14416/14720) 115/391 [===================>.............................................] Step: 360ms | Tot: 42s289ms | Loss: 0.069 | Acc: 97.905% (14537/14848) 116/391 [===================>.............................................] Step: 371ms | Tot: 42s661ms | Loss: 0.069 | Acc: 97.897% (14661/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 43s20ms | Loss: 0.069 | Acc: 97.901% (14787/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s377ms | Loss: 0.069 | Acc: 97.906% (14913/15232) 119/391 [===================>.............................................] Step: 366ms | Tot: 43s743ms | Loss: 0.069 | Acc: 97.897% (15037/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 44s106ms | Loss: 0.071 | Acc: 97.856% (15156/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s465ms | Loss: 0.071 | Acc: 97.855% (15281/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s830ms | Loss: 0.071 | Acc: 97.853% (15406/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 45s189ms | Loss: 0.071 | Acc: 97.858% (15532/15872) 124/391 [====================>............................................] Step: 358ms | Tot: 45s548ms | Loss: 0.070 | Acc: 97.869% (15659/16000) 125/391 [====================>............................................] Step: 380ms | Tot: 45s928ms | Loss: 0.070 | Acc: 97.861% (15783/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 46s290ms | Loss: 0.070 | Acc: 97.872% (15910/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s655ms | Loss: 0.070 | Acc: 97.864% (16034/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 47s13ms | Loss: 0.071 | Acc: 97.844% (16156/16512) 129/391 [=====================>...........................................] Step: 357ms | Tot: 47s370ms | Loss: 0.071 | Acc: 97.843% (16281/16640) 130/391 [=====================>...........................................] Step: 371ms | Tot: 47s741ms | Loss: 0.071 | Acc: 97.853% (16408/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 48s101ms | Loss: 0.071 | Acc: 97.834% (16530/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s459ms | Loss: 0.071 | Acc: 97.832% (16655/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 48s827ms | Loss: 0.071 | Acc: 97.814% (16777/17152) 134/391 [======================>..........................................] Step: 371ms | Tot: 49s199ms | Loss: 0.071 | Acc: 97.812% (16902/17280) 135/391 [======================>..........................................] Step: 368ms | Tot: 49s567ms | Loss: 0.071 | Acc: 97.794% (17024/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s933ms | Loss: 0.071 | Acc: 97.805% (17151/17536) 137/391 [======================>..........................................] Step: 363ms | Tot: 50s296ms | Loss: 0.071 | Acc: 97.798% (17275/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 50s664ms | Loss: 0.071 | Acc: 97.802% (17401/17792) 139/391 [=======================>.........................................] Step: 369ms | Tot: 51s34ms | Loss: 0.071 | Acc: 97.807% (17527/17920) 140/391 [=======================>.........................................] Step: 360ms | Tot: 51s395ms | Loss: 0.071 | Acc: 97.817% (17654/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 51s764ms | Loss: 0.071 | Acc: 97.810% (17778/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 52s123ms | Loss: 0.071 | Acc: 97.809% (17903/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s494ms | Loss: 0.071 | Acc: 97.808% (18028/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s856ms | Loss: 0.071 | Acc: 97.802% (18152/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 53s215ms | Loss: 0.071 | Acc: 97.806% (18278/18688) 146/391 [========================>........................................] Step: 366ms | Tot: 53s581ms | Loss: 0.071 | Acc: 97.800% (18402/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s945ms | Loss: 0.071 | Acc: 97.804% (18528/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 54s303ms | Loss: 0.071 | Acc: 97.793% (18651/19072) 149/391 [========================>........................................] Step: 369ms | Tot: 54s672ms | Loss: 0.071 | Acc: 97.786% (18775/19200) 150/391 [========================>........................................] Step: 358ms | Tot: 55s31ms | Loss: 0.071 | Acc: 97.780% (18899/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 55s389ms | Loss: 0.071 | Acc: 97.785% (19025/19456) 152/391 [=========================>.......................................] Step: 384ms | Tot: 55s773ms | Loss: 0.071 | Acc: 97.769% (19147/19584) 153/391 [=========================>.......................................] Step: 371ms | Tot: 56s144ms | Loss: 0.071 | Acc: 97.778% (19274/19712) 154/391 [=========================>.......................................] Step: 360ms | Tot: 56s505ms | Loss: 0.071 | Acc: 97.782% (19400/19840) 155/391 [=========================>.......................................] Step: 362ms | Tot: 56s868ms | Loss: 0.071 | Acc: 97.781% (19525/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 57s226ms | Loss: 0.070 | Acc: 97.796% (19653/20096) 157/391 [==========================>......................................] Step: 369ms | Tot: 57s595ms | Loss: 0.070 | Acc: 97.805% (19780/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 57s953ms | Loss: 0.070 | Acc: 97.813% (19907/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 58s309ms | Loss: 0.070 | Acc: 97.803% (20030/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s673ms | Loss: 0.070 | Acc: 97.802% (20155/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 59s41ms | Loss: 0.070 | Acc: 97.811% (20282/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 59s398ms | Loss: 0.070 | Acc: 97.800% (20405/20864) 163/391 [===========================>.....................................] Step: 364ms | Tot: 59s763ms | Loss: 0.070 | Acc: 97.799% (20530/20992) 164/391 [===========================>.....................................] Step: 355ms | Tot: 1m119ms | Loss: 0.070 | Acc: 97.803% (20656/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 1m475ms | Loss: 0.070 | Acc: 97.807% (20782/21248) 166/391 [===========================>.....................................] Step: 374ms | Tot: 1m849ms | Loss: 0.070 | Acc: 97.815% (20909/21376) 167/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.070 | Acc: 97.814% (21034/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.070 | Acc: 97.795% (21155/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.070 | Acc: 97.790% (21279/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.070 | Acc: 97.789% (21404/21888) 171/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.070 | Acc: 97.788% (21529/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m3s | Loss: 0.070 | Acc: 97.783% (21653/22144) 173/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.070 | Acc: 97.777% (21777/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.070 | Acc: 97.772% (21901/22400) 175/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.070 | Acc: 97.767% (22025/22528) 176/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.070 | Acc: 97.767% (22150/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.070 | Acc: 97.770% (22276/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.070 | Acc: 97.774% (22402/22912) 179/391 [=============================>...................................] Step: 483ms | Tot: 1m5s | Loss: 0.070 | Acc: 97.782% (22529/23040) 180/391 [=============================>...................................] Step: 378ms | Tot: 1m6s | Loss: 0.070 | Acc: 97.781% (22654/23168) 181/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.071 | Acc: 97.772% (22777/23296) 182/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.071 | Acc: 97.780% (22904/23424) 183/391 [==============================>..................................] Step: 361ms | Tot: 1m7s | Loss: 0.071 | Acc: 97.775% (23028/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.071 | Acc: 97.770% (23152/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.071 | Acc: 97.761% (23275/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m8s | Loss: 0.071 | Acc: 97.761% (23400/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.071 | Acc: 97.756% (23524/24064) 188/391 [===============================>.................................] Step: 416ms | Tot: 1m9s | Loss: 0.070 | Acc: 97.760% (23650/24192) 189/391 [===============================>.................................] Step: 385ms | Tot: 1m9s | Loss: 0.070 | Acc: 97.767% (23777/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.071 | Acc: 97.759% (23900/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.071 | Acc: 97.754% (24024/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m10s | Loss: 0.071 | Acc: 97.753% (24149/24704) 193/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.071 | Acc: 97.757% (24275/24832) 194/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.071 | Acc: 97.752% (24399/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.071 | Acc: 97.744% (24522/25088) 196/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.071 | Acc: 97.751% (24649/25216) 197/391 [================================>................................] Step: 374ms | Tot: 1m12s | Loss: 0.071 | Acc: 97.751% (24774/25344) 198/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.070 | Acc: 97.750% (24899/25472) 199/391 [=================================>...............................] Step: 373ms | Tot: 1m13s | Loss: 0.070 | Acc: 97.742% (25022/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.070 | Acc: 97.742% (25147/25728) 201/391 [=================================>...............................] Step: 381ms | Tot: 1m13s | Loss: 0.070 | Acc: 97.741% (25272/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.070 | Acc: 97.749% (25399/25984) 203/391 [=================================>...............................] Step: 362ms | Tot: 1m14s | Loss: 0.070 | Acc: 97.748% (25524/26112) 204/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.071 | Acc: 97.729% (25644/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.071 | Acc: 97.725% (25768/26368) 206/391 [==================================>..............................] Step: 375ms | Tot: 1m15s | Loss: 0.071 | Acc: 97.720% (25892/26496) 207/391 [==================================>..............................] Step: 372ms | Tot: 1m16s | Loss: 0.071 | Acc: 97.724% (26018/26624) 208/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.071 | Acc: 97.727% (26144/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.071 | Acc: 97.723% (26268/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.071 | Acc: 97.719% (26392/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.071 | Acc: 97.704% (26513/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.071 | Acc: 97.700% (26637/27264) 213/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.072 | Acc: 97.693% (26760/27392) 214/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.072 | Acc: 97.682% (26882/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.072 | Acc: 97.689% (27009/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m19s | Loss: 0.072 | Acc: 97.681% (27132/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.072 | Acc: 97.685% (27258/27904) 218/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.072 | Acc: 97.692% (27385/28032) 219/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.072 | Acc: 97.695% (27511/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.071 | Acc: 97.695% (27636/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.072 | Acc: 97.695% (27761/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m21s | Loss: 0.072 | Acc: 97.691% (27885/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.072 | Acc: 97.691% (28010/28672) 224/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.072 | Acc: 97.688% (28134/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.072 | Acc: 97.680% (28257/28928) 226/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.072 | Acc: 97.677% (28381/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.072 | Acc: 97.677% (28506/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.072 | Acc: 97.680% (28632/29312) 229/391 [======================================>..........................] Step: 353ms | Tot: 1m24s | Loss: 0.072 | Acc: 97.690% (28760/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.072 | Acc: 97.697% (28887/29568) 231/391 [======================================>..........................] Step: 372ms | Tot: 1m24s | Loss: 0.072 | Acc: 97.697% (29012/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.072 | Acc: 97.693% (29136/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.072 | Acc: 97.690% (29260/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.072 | Acc: 97.693% (29386/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.072 | Acc: 97.676% (29506/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.072 | Acc: 97.679% (29632/30336) 237/391 [=======================================>.........................] Step: 356ms | Tot: 1m26s | Loss: 0.072 | Acc: 97.676% (29756/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.072 | Acc: 97.673% (29880/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.072 | Acc: 97.673% (30005/30720) 240/391 [=======================================>.........................] Step: 361ms | Tot: 1m28s | Loss: 0.072 | Acc: 97.676% (30131/30848) 241/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.072 | Acc: 97.682% (30258/30976) 242/391 [========================================>........................] Step: 371ms | Tot: 1m28s | Loss: 0.072 | Acc: 97.688% (30385/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.071 | Acc: 97.695% (30512/31232) 244/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.071 | Acc: 97.695% (30637/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.071 | Acc: 97.691% (30761/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.071 | Acc: 97.691% (30886/31616) 247/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.071 | Acc: 97.694% (31012/31744) 248/391 [=========================================>.......................] Step: 377ms | Tot: 1m30s | Loss: 0.071 | Acc: 97.697% (31138/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.072 | Acc: 97.700% (31264/32000) 250/391 [=========================================>.......................] Step: 367ms | Tot: 1m31s | Loss: 0.072 | Acc: 97.697% (31388/32128) 251/391 [=========================================>.......................] Step: 372ms | Tot: 1m32s | Loss: 0.072 | Acc: 97.687% (31510/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.072 | Acc: 97.690% (31636/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.072 | Acc: 97.687% (31760/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.072 | Acc: 97.687% (31885/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.072 | Acc: 97.687% (32010/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.072 | Acc: 97.690% (32136/32896) 257/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.072 | Acc: 97.687% (32260/33024) 258/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.072 | Acc: 97.689% (32386/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.072 | Acc: 97.695% (32513/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.072 | Acc: 97.698% (32639/33408) 261/391 [===========================================>.....................] Step: 377ms | Tot: 1m35s | Loss: 0.072 | Acc: 97.692% (32762/33536) 262/391 [===========================================>.....................] Step: 379ms | Tot: 1m36s | Loss: 0.072 | Acc: 97.689% (32886/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.072 | Acc: 97.695% (33013/33792) 264/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.071 | Acc: 97.698% (33139/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.072 | Acc: 97.683% (33259/34048) 266/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.072 | Acc: 97.683% (33384/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.072 | Acc: 97.668% (33504/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m38s | Loss: 0.072 | Acc: 97.665% (33628/34432) 269/391 [============================================>....................] Step: 374ms | Tot: 1m38s | Loss: 0.072 | Acc: 97.659% (33751/34560) 270/391 [============================================>....................] Step: 414ms | Tot: 1m39s | Loss: 0.072 | Acc: 97.659% (33876/34688) 271/391 [=============================================>...................] Step: 396ms | Tot: 1m39s | Loss: 0.072 | Acc: 97.665% (34003/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.072 | Acc: 97.668% (34129/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.072 | Acc: 97.668% (34254/35072) 274/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.072 | Acc: 97.668% (34379/35200) 275/391 [=============================================>...................] Step: 373ms | Tot: 1m40s | Loss: 0.072 | Acc: 97.656% (34500/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m41s | Loss: 0.072 | Acc: 97.653% (34624/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.072 | Acc: 97.659% (34751/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.072 | Acc: 97.653% (34874/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.072 | Acc: 97.653% (34999/35840) 280/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.072 | Acc: 97.653% (35124/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.072 | Acc: 97.656% (35250/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m43s | Loss: 0.071 | Acc: 97.665% (35378/36224) 283/391 [===============================================>.................] Step: 370ms | Tot: 1m43s | Loss: 0.071 | Acc: 97.656% (35500/36352) 284/391 [===============================================>.................] Step: 374ms | Tot: 1m44s | Loss: 0.071 | Acc: 97.656% (35625/36480) 285/391 [===============================================>.................] Step: 377ms | Tot: 1m44s | Loss: 0.072 | Acc: 97.654% (35749/36608) 286/391 [===============================================>.................] Step: 380ms | Tot: 1m44s | Loss: 0.072 | Acc: 97.651% (35873/36736) 287/391 [===============================================>.................] Step: 382ms | Tot: 1m45s | Loss: 0.072 | Acc: 97.648% (35997/36864) 288/391 [===============================================>.................] Step: 381ms | Tot: 1m45s | Loss: 0.072 | Acc: 97.648% (36122/36992) 289/391 [================================================>................] Step: 375ms | Tot: 1m46s | Loss: 0.072 | Acc: 97.648% (36247/37120) 290/391 [================================================>................] Step: 374ms | Tot: 1m46s | Loss: 0.072 | Acc: 97.654% (36374/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.072 | Acc: 97.648% (36497/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.072 | Acc: 97.651% (36623/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.072 | Acc: 97.656% (36750/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.072 | Acc: 97.659% (36876/37760) 295/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.072 | Acc: 97.659% (37001/37888) 296/391 [=================================================>...............] Step: 374ms | Tot: 1m48s | Loss: 0.072 | Acc: 97.664% (37128/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.072 | Acc: 97.667% (37254/38144) 298/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.072 | Acc: 97.659% (37376/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.072 | Acc: 97.656% (37500/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m50s | Loss: 0.072 | Acc: 97.664% (37628/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.072 | Acc: 97.664% (37753/38656) 302/391 [==================================================>..............] Step: 376ms | Tot: 1m50s | Loss: 0.072 | Acc: 97.664% (37878/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.072 | Acc: 97.667% (38004/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.072 | Acc: 97.666% (38129/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.072 | Acc: 97.669% (38255/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m52s | Loss: 0.072 | Acc: 97.664% (38378/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.072 | Acc: 97.659% (38501/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.072 | Acc: 97.664% (38628/39552) 309/391 [===================================================>.............] Step: 354ms | Tot: 1m53s | Loss: 0.072 | Acc: 97.659% (38751/39680) 310/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.072 | Acc: 97.659% (38876/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m54s | Loss: 0.072 | Acc: 97.656% (39000/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.072 | Acc: 97.661% (39127/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.072 | Acc: 97.666% (39254/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.072 | Acc: 97.671% (39381/40320) 315/391 [====================================================>............] Step: 377ms | Tot: 1m55s | Loss: 0.071 | Acc: 97.674% (39507/40448) 316/391 [====================================================>............] Step: 372ms | Tot: 1m55s | Loss: 0.072 | Acc: 97.666% (39629/40576) 317/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.072 | Acc: 97.661% (39752/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.071 | Acc: 97.664% (39878/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.071 | Acc: 97.666% (40004/40960) 320/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.071 | Acc: 97.664% (40128/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.071 | Acc: 97.661% (40252/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.071 | Acc: 97.664% (40378/41344) 323/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.071 | Acc: 97.666% (40504/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.071 | Acc: 97.663% (40628/41600) 325/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.071 | Acc: 97.666% (40754/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.071 | Acc: 97.666% (40879/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.072 | Acc: 97.661% (41002/41984) 328/391 [======================================================>..........] Step: 370ms | Tot: 2m370ms | Loss: 0.071 | Acc: 97.659% (41126/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 2m743ms | Loss: 0.071 | Acc: 97.661% (41252/42240) 330/391 [======================================================>..........] Step: 371ms | Tot: 2m1s | Loss: 0.071 | Acc: 97.659% (41376/42368) 331/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.071 | Acc: 97.654% (41499/42496) 332/391 [=======================================================>.........] Step: 374ms | Tot: 2m1s | Loss: 0.071 | Acc: 97.661% (41627/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.071 | Acc: 97.656% (41750/42752) 334/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.071 | Acc: 97.656% (41875/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.071 | Acc: 97.656% (42000/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.071 | Acc: 97.652% (42123/43136) 337/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.071 | Acc: 97.656% (42250/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.071 | Acc: 97.661% (42377/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.072 | Acc: 97.654% (42499/43520) 340/391 [========================================================>........] Step: 372ms | Tot: 2m4s | Loss: 0.071 | Acc: 97.654% (42624/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.072 | Acc: 97.649% (42747/43776) 342/391 [========================================================>........] Step: 359ms | Tot: 2m5s | Loss: 0.072 | Acc: 97.647% (42871/43904) 343/391 [=========================================================>.......] Step: 374ms | Tot: 2m5s | Loss: 0.072 | Acc: 97.652% (42998/44032) 344/391 [=========================================================>.......] Step: 391ms | Tot: 2m6s | Loss: 0.072 | Acc: 97.652% (43123/44160) 345/391 [=========================================================>.......] Step: 371ms | Tot: 2m6s | Loss: 0.072 | Acc: 97.649% (43247/44288) 346/391 [=========================================================>.......] Step: 380ms | Tot: 2m7s | Loss: 0.072 | Acc: 97.647% (43371/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.072 | Acc: 97.643% (43494/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.072 | Acc: 97.647% (43621/44672) 349/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.072 | Acc: 97.645% (43745/44800) 350/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.072 | Acc: 97.652% (43873/44928) 351/391 [==========================================================>......] Step: 419ms | Tot: 2m8s | Loss: 0.072 | Acc: 97.656% (44000/45056) 352/391 [==========================================================>......] Step: 412ms | Tot: 2m9s | Loss: 0.072 | Acc: 97.656% (44125/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m9s | Loss: 0.072 | Acc: 97.658% (44251/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m10s | Loss: 0.072 | Acc: 97.656% (44375/45440) 355/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.072 | Acc: 97.654% (44499/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.072 | Acc: 97.643% (44619/45696) 357/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.072 | Acc: 97.641% (44743/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.072 | Acc: 97.645% (44870/45952) 359/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.072 | Acc: 97.637% (44991/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m12s | Loss: 0.072 | Acc: 97.639% (45117/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.072 | Acc: 97.643% (45244/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.072 | Acc: 97.645% (45370/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.072 | Acc: 97.641% (45493/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m13s | Loss: 0.072 | Acc: 97.637% (45616/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m14s | Loss: 0.072 | Acc: 97.639% (45742/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m14s | Loss: 0.072 | Acc: 97.637% (45866/46976) 367/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.072 | Acc: 97.637% (45991/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.072 | Acc: 97.641% (46118/47232) 369/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.072 | Acc: 97.644% (46244/47360) 370/391 [=============================================================>...] Step: 376ms | Tot: 2m15s | Loss: 0.072 | Acc: 97.637% (46366/47488) 371/391 [=============================================================>...] Step: 376ms | Tot: 2m16s | Loss: 0.072 | Acc: 97.639% (46492/47616) 372/391 [=============================================================>...] Step: 379ms | Tot: 2m16s | Loss: 0.072 | Acc: 97.637% (46616/47744) 373/391 [==============================================================>..] Step: 380ms | Tot: 2m17s | Loss: 0.072 | Acc: 97.642% (46743/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.072 | Acc: 97.638% (46866/48000) 375/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.072 | Acc: 97.633% (46989/48128) 376/391 [==============================================================>..] Step: 383ms | Tot: 2m18s | Loss: 0.072 | Acc: 97.627% (47111/48256) 377/391 [==============================================================>..] Step: 380ms | Tot: 2m18s | Loss: 0.072 | Acc: 97.621% (47233/48384) 378/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.072 | Acc: 97.621% (47358/48512) 379/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.072 | Acc: 97.617% (47481/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.072 | Acc: 97.617% (47606/48768) 381/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.073 | Acc: 97.617% (47731/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m20s | Loss: 0.072 | Acc: 97.620% (47857/49024) 383/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.073 | Acc: 97.618% (47981/49152) 384/391 [===============================================================>.] Step: 368ms | Tot: 2m21s | Loss: 0.073 | Acc: 97.618% (48106/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.072 | Acc: 97.620% (48232/49408) 386/391 [================================================================>] Step: 370ms | Tot: 2m21s | Loss: 0.073 | Acc: 97.620% (48357/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m22s | Loss: 0.073 | Acc: 97.614% (48479/49664) 388/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.073 | Acc: 97.616% (48605/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.073 | Acc: 97.620% (48732/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m23s | Loss: 0.073 | Acc: 97.616% (48808/50000) 391/391 + [>................................................................] Step: 497ms | Tot: 2ms | Loss: 0.334 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.323 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 593ms | Loss: 0.332 | Acc: 91.000% (273/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 892ms | Loss: 0.319 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s187ms | Loss: 0.319 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s485ms | Loss: 0.287 | Acc: 91.167% (547/600) 6/100 [===>.............................................................] Step: 296ms | Tot: 1s782ms | Loss: 0.282 | Acc: 91.571% (641/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s88ms | Loss: 0.294 | Acc: 91.375% (731/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s397ms | Loss: 0.306 | Acc: 91.333% (822/900) 9/100 [=====>...........................................................] Step: 305ms | Tot: 2s702ms | Loss: 0.310 | Acc: 91.000% (910/1000) 10/100 [======>..........................................................] Step: 308ms | Tot: 3s11ms | Loss: 0.312 | Acc: 90.909% (1000/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s317ms | Loss: 0.325 | Acc: 90.583% (1087/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s622ms | Loss: 0.321 | Acc: 90.538% (1177/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s930ms | Loss: 0.319 | Acc: 90.857% (1272/1400) 14/100 [=========>.......................................................] Step: 298ms | Tot: 4s229ms | Loss: 0.316 | Acc: 90.800% (1362/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s532ms | Loss: 0.320 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 311ms | Tot: 4s843ms | Loss: 0.311 | Acc: 90.824% (1544/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s144ms | Loss: 0.320 | Acc: 90.500% (1629/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s450ms | Loss: 0.326 | Acc: 90.526% (1720/1900) 19/100 [============>....................................................] Step: 304ms | Tot: 5s754ms | Loss: 0.330 | Acc: 90.500% (1810/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s59ms | Loss: 0.333 | Acc: 90.333% (1897/2100) 21/100 [=============>...................................................] Step: 307ms | Tot: 6s366ms | Loss: 0.331 | Acc: 90.409% (1989/2200) 22/100 [==============>..................................................] Step: 310ms | Tot: 6s677ms | Loss: 0.336 | Acc: 90.217% (2075/2300) 23/100 [==============>..................................................] Step: 316ms | Tot: 6s994ms | Loss: 0.340 | Acc: 90.125% (2163/2400) 24/100 [===============>.................................................] Step: 315ms | Tot: 7s310ms | Loss: 0.343 | Acc: 90.080% (2252/2500) 25/100 [================>................................................] Step: 298ms | Tot: 7s608ms | Loss: 0.346 | Acc: 90.038% (2341/2600) 26/100 [================>................................................] Step: 309ms | Tot: 7s917ms | Loss: 0.340 | Acc: 90.185% (2435/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s221ms | Loss: 0.342 | Acc: 90.179% (2525/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s524ms | Loss: 0.346 | Acc: 90.310% (2619/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s836ms | Loss: 0.346 | Acc: 90.267% (2708/3000) 30/100 [===================>.............................................] Step: 301ms | Tot: 9s137ms | Loss: 0.343 | Acc: 90.290% (2799/3100) 31/100 [====================>............................................] Step: 312ms | Tot: 9s450ms | Loss: 0.345 | Acc: 90.281% (2889/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s754ms | Loss: 0.341 | Acc: 90.455% (2985/3300) 33/100 [=====================>...........................................] Step: 311ms | Tot: 10s65ms | Loss: 0.341 | Acc: 90.382% (3073/3400) 34/100 [======================>..........................................] Step: 309ms | Tot: 10s375ms | Loss: 0.347 | Acc: 90.314% (3161/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s675ms | Loss: 0.344 | Acc: 90.389% (3254/3600) 36/100 [=======================>.........................................] Step: 309ms | Tot: 10s984ms | Loss: 0.344 | Acc: 90.351% (3343/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s284ms | Loss: 0.345 | Acc: 90.342% (3433/3800) 38/100 [========================>........................................] Step: 306ms | Tot: 11s591ms | Loss: 0.343 | Acc: 90.385% (3525/3900) 39/100 [=========================>.......................................] Step: 316ms | Tot: 11s908ms | Loss: 0.343 | Acc: 90.425% (3617/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s222ms | Loss: 0.348 | Acc: 90.390% (3706/4100) 41/100 [==========================>......................................] Step: 318ms | Tot: 12s540ms | Loss: 0.353 | Acc: 90.310% (3793/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s849ms | Loss: 0.349 | Acc: 90.419% (3888/4300) 43/100 [===========================>.....................................] Step: 307ms | Tot: 13s157ms | Loss: 0.348 | Acc: 90.500% (3982/4400) 44/100 [============================>....................................] Step: 319ms | Tot: 13s476ms | Loss: 0.346 | Acc: 90.556% (4075/4500) 45/100 [=============================>...................................] Step: 303ms | Tot: 13s780ms | Loss: 0.345 | Acc: 90.587% (4167/4600) 46/100 [=============================>...................................] Step: 301ms | Tot: 14s82ms | Loss: 0.343 | Acc: 90.574% (4257/4700) 47/100 [==============================>..................................] Step: 303ms | Tot: 14s385ms | Loss: 0.348 | Acc: 90.479% (4343/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s689ms | Loss: 0.345 | Acc: 90.551% (4437/4900) 49/100 [===============================>.................................] Step: 338ms | Tot: 15s27ms | Loss: 0.347 | Acc: 90.520% (4526/5000) 50/100 [================================>................................] Step: 367ms | Tot: 15s395ms | Loss: 0.347 | Acc: 90.529% (4617/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s700ms | Loss: 0.347 | Acc: 90.481% (4705/5200) 52/100 [=================================>...............................] Step: 308ms | Tot: 16s9ms | Loss: 0.347 | Acc: 90.491% (4796/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s314ms | Loss: 0.347 | Acc: 90.481% (4886/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s615ms | Loss: 0.346 | Acc: 90.473% (4976/5500) 55/100 [===================================>.............................] Step: 315ms | Tot: 16s930ms | Loss: 0.348 | Acc: 90.464% (5066/5600) 56/100 [====================================>............................] Step: 313ms | Tot: 17s244ms | Loss: 0.348 | Acc: 90.474% (5157/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s557ms | Loss: 0.345 | Acc: 90.534% (5251/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 17s869ms | Loss: 0.346 | Acc: 90.508% (5340/5900) 59/100 [======================================>..........................] Step: 305ms | Tot: 18s175ms | Loss: 0.347 | Acc: 90.483% (5429/6000) 60/100 [=======================================>.........................] Step: 303ms | Tot: 18s478ms | Loss: 0.346 | Acc: 90.508% (5521/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s784ms | Loss: 0.348 | Acc: 90.435% (5607/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s90ms | Loss: 0.345 | Acc: 90.492% (5701/6300) 63/100 [========================================>........................] Step: 304ms | Tot: 19s395ms | Loss: 0.342 | Acc: 90.562% (5796/6400) 64/100 [=========================================>.......................] Step: 303ms | Tot: 19s699ms | Loss: 0.343 | Acc: 90.523% (5884/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 20s9ms | Loss: 0.342 | Acc: 90.500% (5973/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s313ms | Loss: 0.340 | Acc: 90.537% (6066/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s618ms | Loss: 0.342 | Acc: 90.515% (6155/6800) 68/100 [============================================>....................] Step: 317ms | Tot: 20s935ms | Loss: 0.340 | Acc: 90.522% (6246/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s243ms | Loss: 0.339 | Acc: 90.514% (6336/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s552ms | Loss: 0.342 | Acc: 90.479% (6424/7100) 71/100 [==============================================>..................] Step: 310ms | Tot: 21s863ms | Loss: 0.343 | Acc: 90.486% (6515/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 22s171ms | Loss: 0.340 | Acc: 90.562% (6611/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s488ms | Loss: 0.341 | Acc: 90.554% (6701/7400) 74/100 [================================================>................] Step: 304ms | Tot: 22s792ms | Loss: 0.341 | Acc: 90.547% (6791/7500) 75/100 [================================================>................] Step: 310ms | Tot: 23s103ms | Loss: 0.343 | Acc: 90.513% (6879/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s416ms | Loss: 0.343 | Acc: 90.506% (6969/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s726ms | Loss: 0.343 | Acc: 90.474% (7057/7800) 78/100 [==================================================>..............] Step: 314ms | Tot: 24s40ms | Loss: 0.342 | Acc: 90.481% (7148/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s347ms | Loss: 0.342 | Acc: 90.463% (7237/8000) 80/100 [====================================================>............] Step: 318ms | Tot: 24s665ms | Loss: 0.341 | Acc: 90.481% (7329/8100) 81/100 [====================================================>............] Step: 320ms | Tot: 24s986ms | Loss: 0.341 | Acc: 90.463% (7418/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 25s302ms | Loss: 0.341 | Acc: 90.458% (7508/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s611ms | Loss: 0.340 | Acc: 90.476% (7600/8400) 84/100 [======================================================>..........] Step: 320ms | Tot: 25s932ms | Loss: 0.341 | Acc: 90.471% (7690/8500) 85/100 [=======================================================>.........] Step: 312ms | Tot: 26s245ms | Loss: 0.342 | Acc: 90.442% (7778/8600) 86/100 [=======================================================>.........] Step: 315ms | Tot: 26s560ms | Loss: 0.340 | Acc: 90.448% (7869/8700) 87/100 [========================================================>........] Step: 328ms | Tot: 26s888ms | Loss: 0.341 | Acc: 90.420% (7957/8800) 88/100 [=========================================================>.......] Step: 314ms | Tot: 27s203ms | Loss: 0.340 | Acc: 90.438% (8049/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s515ms | Loss: 0.340 | Acc: 90.467% (8142/9000) 90/100 [==========================================================>......] Step: 317ms | Tot: 27s833ms | Loss: 0.339 | Acc: 90.462% (8232/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s136ms | Loss: 0.337 | Acc: 90.478% (8324/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s441ms | Loss: 0.339 | Acc: 90.441% (8411/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s745ms | Loss: 0.339 | Acc: 90.436% (8501/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s55ms | Loss: 0.337 | Acc: 90.442% (8592/9500) 95/100 [=============================================================>...] Step: 306ms | Tot: 29s361ms | Loss: 0.336 | Acc: 90.448% (8683/9600) 96/100 [==============================================================>..] Step: 304ms | Tot: 29s666ms | Loss: 0.335 | Acc: 90.485% (8777/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 29s972ms | Loss: 0.334 | Acc: 90.520% (8871/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s282ms | Loss: 0.336 | Acc: 90.444% (8954/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s588ms | Loss: 0.335 | Acc: 90.500% (9050/10000) 100/100 +Saving.. + +Epoch: 178 + [>................................................................] Step: 704ms | Tot: 2ms | Loss: 0.084 | Acc: 94.531% (121/128) 1/391 [>................................................................] Step: 378ms | Tot: 381ms | Loss: 0.074 | Acc: 96.484% (247/256) 2/391 [>................................................................] Step: 389ms | Tot: 770ms | Loss: 0.084 | Acc: 96.875% (372/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s145ms | Loss: 0.083 | Acc: 97.266% (498/512) 4/391 [>................................................................] Step: 359ms | Tot: 1s504ms | Loss: 0.084 | Acc: 97.500% (624/640) 5/391 [>................................................................] Step: 370ms | Tot: 1s874ms | Loss: 0.077 | Acc: 97.786% (751/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s239ms | Loss: 0.075 | Acc: 97.768% (876/896) 7/391 [=>...............................................................] Step: 372ms | Tot: 2s611ms | Loss: 0.070 | Acc: 98.047% (1004/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s975ms | Loss: 0.071 | Acc: 97.743% (1126/1152) 9/391 [=>...............................................................] Step: 355ms | Tot: 3s331ms | Loss: 0.071 | Acc: 97.734% (1251/1280) 10/391 [=>...............................................................] Step: 368ms | Tot: 3s699ms | Loss: 0.069 | Acc: 97.798% (1377/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s60ms | Loss: 0.068 | Acc: 97.852% (1503/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s417ms | Loss: 0.067 | Acc: 97.897% (1629/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s781ms | Loss: 0.064 | Acc: 97.991% (1756/1792) 14/391 [==>..............................................................] Step: 371ms | Tot: 5s152ms | Loss: 0.064 | Acc: 98.073% (1883/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s515ms | Loss: 0.063 | Acc: 98.096% (2009/2048) 16/391 [==>..............................................................] Step: 373ms | Tot: 5s889ms | Loss: 0.061 | Acc: 98.208% (2137/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s261ms | Loss: 0.063 | Acc: 98.134% (2261/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s630ms | Loss: 0.064 | Acc: 98.067% (2385/2432) 19/391 [===>.............................................................] Step: 358ms | Tot: 6s989ms | Loss: 0.063 | Acc: 98.125% (2512/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s352ms | Loss: 0.063 | Acc: 98.140% (2638/2688) 21/391 [===>.............................................................] Step: 369ms | Tot: 7s722ms | Loss: 0.063 | Acc: 98.082% (2762/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s83ms | Loss: 0.064 | Acc: 97.996% (2885/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s453ms | Loss: 0.064 | Acc: 98.014% (3011/3072) 24/391 [===>.............................................................] Step: 365ms | Tot: 8s818ms | Loss: 0.063 | Acc: 98.062% (3138/3200) 25/391 [====>............................................................] Step: 368ms | Tot: 9s187ms | Loss: 0.062 | Acc: 98.107% (3265/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s549ms | Loss: 0.062 | Acc: 98.090% (3390/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s913ms | Loss: 0.062 | Acc: 98.075% (3515/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s275ms | Loss: 0.063 | Acc: 98.060% (3640/3712) 29/391 [====>............................................................] Step: 369ms | Tot: 10s645ms | Loss: 0.062 | Acc: 98.099% (3767/3840) 30/391 [====>............................................................] Step: 375ms | Tot: 11s20ms | Loss: 0.064 | Acc: 98.009% (3889/3968) 31/391 [=====>...........................................................] Step: 361ms | Tot: 11s381ms | Loss: 0.064 | Acc: 97.974% (4013/4096) 32/391 [=====>...........................................................] Step: 375ms | Tot: 11s757ms | Loss: 0.064 | Acc: 97.988% (4139/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s123ms | Loss: 0.066 | Acc: 97.932% (4262/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s491ms | Loss: 0.065 | Acc: 97.969% (4389/4480) 35/391 [=====>...........................................................] Step: 368ms | Tot: 12s859ms | Loss: 0.065 | Acc: 97.960% (4514/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s218ms | Loss: 0.065 | Acc: 97.931% (4638/4736) 37/391 [======>..........................................................] Step: 365ms | Tot: 13s583ms | Loss: 0.066 | Acc: 97.924% (4763/4864) 38/391 [======>..........................................................] Step: 413ms | Tot: 13s996ms | Loss: 0.065 | Acc: 97.937% (4889/4992) 39/391 [======>..........................................................] Step: 400ms | Tot: 14s397ms | Loss: 0.065 | Acc: 97.988% (5017/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s767ms | Loss: 0.064 | Acc: 97.961% (5141/5248) 41/391 [======>..........................................................] Step: 366ms | Tot: 15s133ms | Loss: 0.065 | Acc: 97.935% (5265/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s498ms | Loss: 0.066 | Acc: 97.856% (5386/5504) 43/391 [=======>.........................................................] Step: 378ms | Tot: 15s876ms | Loss: 0.065 | Acc: 97.905% (5514/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 16s238ms | Loss: 0.065 | Acc: 97.899% (5639/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s603ms | Loss: 0.065 | Acc: 97.911% (5765/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s964ms | Loss: 0.064 | Acc: 97.939% (5892/6016) 47/391 [=======>.........................................................] Step: 355ms | Tot: 17s320ms | Loss: 0.063 | Acc: 97.982% (6020/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s686ms | Loss: 0.064 | Acc: 97.991% (6146/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 18s52ms | Loss: 0.063 | Acc: 98.031% (6274/6400) 50/391 [========>........................................................] Step: 374ms | Tot: 18s427ms | Loss: 0.063 | Acc: 98.055% (6401/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s797ms | Loss: 0.062 | Acc: 98.047% (6526/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s159ms | Loss: 0.062 | Acc: 98.084% (6654/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s517ms | Loss: 0.062 | Acc: 98.090% (6780/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s883ms | Loss: 0.062 | Acc: 98.111% (6907/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s248ms | Loss: 0.062 | Acc: 98.103% (7032/7168) 56/391 [=========>.......................................................] Step: 368ms | Tot: 20s616ms | Loss: 0.062 | Acc: 98.109% (7158/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 20s981ms | Loss: 0.061 | Acc: 98.141% (7286/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s345ms | Loss: 0.062 | Acc: 98.133% (7411/7552) 59/391 [=========>.......................................................] Step: 381ms | Tot: 21s727ms | Loss: 0.063 | Acc: 98.112% (7535/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 22s93ms | Loss: 0.062 | Acc: 98.117% (7661/7808) 61/391 [==========>......................................................] Step: 357ms | Tot: 22s451ms | Loss: 0.063 | Acc: 98.097% (7785/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s812ms | Loss: 0.062 | Acc: 98.115% (7912/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s177ms | Loss: 0.062 | Acc: 98.132% (8039/8192) 64/391 [==========>......................................................] Step: 368ms | Tot: 23s546ms | Loss: 0.062 | Acc: 98.137% (8165/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s914ms | Loss: 0.062 | Acc: 98.130% (8290/8448) 66/391 [==========>......................................................] Step: 364ms | Tot: 24s279ms | Loss: 0.061 | Acc: 98.146% (8417/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s641ms | Loss: 0.061 | Acc: 98.173% (8545/8704) 68/391 [===========>.....................................................] Step: 374ms | Tot: 25s15ms | Loss: 0.061 | Acc: 98.188% (8672/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s381ms | Loss: 0.060 | Acc: 98.192% (8798/8960) 70/391 [===========>.....................................................] Step: 381ms | Tot: 25s763ms | Loss: 0.061 | Acc: 98.173% (8922/9088) 71/391 [===========>.....................................................] Step: 371ms | Tot: 26s134ms | Loss: 0.061 | Acc: 98.166% (9047/9216) 72/391 [===========>.....................................................] Step: 375ms | Tot: 26s510ms | Loss: 0.061 | Acc: 98.181% (9174/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s878ms | Loss: 0.061 | Acc: 98.184% (9300/9472) 74/391 [============>....................................................] Step: 374ms | Tot: 27s253ms | Loss: 0.061 | Acc: 98.167% (9424/9600) 75/391 [============>....................................................] Step: 370ms | Tot: 27s624ms | Loss: 0.061 | Acc: 98.139% (9547/9728) 76/391 [============>....................................................] Step: 372ms | Tot: 27s996ms | Loss: 0.061 | Acc: 98.133% (9672/9856) 77/391 [============>....................................................] Step: 379ms | Tot: 28s376ms | Loss: 0.061 | Acc: 98.137% (9798/9984) 78/391 [============>....................................................] Step: 374ms | Tot: 28s750ms | Loss: 0.062 | Acc: 98.121% (9922/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 29s115ms | Loss: 0.062 | Acc: 98.105% (10046/10240) 80/391 [=============>...................................................] Step: 360ms | Tot: 29s475ms | Loss: 0.062 | Acc: 98.110% (10172/10368) 81/391 [=============>...................................................] Step: 364ms | Tot: 29s840ms | Loss: 0.062 | Acc: 98.114% (10298/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 30s203ms | Loss: 0.061 | Acc: 98.127% (10425/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s569ms | Loss: 0.062 | Acc: 98.112% (10549/10752) 84/391 [=============>...................................................] Step: 374ms | Tot: 30s943ms | Loss: 0.062 | Acc: 98.134% (10677/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s306ms | Loss: 0.062 | Acc: 98.138% (10803/11008) 86/391 [==============>..................................................] Step: 374ms | Tot: 31s681ms | Loss: 0.062 | Acc: 98.132% (10928/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 32s47ms | Loss: 0.062 | Acc: 98.136% (11054/11264) 88/391 [==============>..................................................] Step: 366ms | Tot: 32s414ms | Loss: 0.062 | Acc: 98.130% (11179/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 32s785ms | Loss: 0.062 | Acc: 98.134% (11305/11520) 90/391 [==============>..................................................] Step: 359ms | Tot: 33s144ms | Loss: 0.062 | Acc: 98.128% (11430/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s508ms | Loss: 0.062 | Acc: 98.123% (11555/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s873ms | Loss: 0.062 | Acc: 98.085% (11676/11904) 93/391 [===============>.................................................] Step: 359ms | Tot: 34s232ms | Loss: 0.062 | Acc: 98.088% (11802/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s601ms | Loss: 0.062 | Acc: 98.092% (11928/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s969ms | Loss: 0.063 | Acc: 98.071% (12051/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s334ms | Loss: 0.063 | Acc: 98.067% (12176/12416) 97/391 [================>................................................] Step: 374ms | Tot: 35s709ms | Loss: 0.063 | Acc: 98.055% (12300/12544) 98/391 [================>................................................] Step: 373ms | Tot: 36s82ms | Loss: 0.063 | Acc: 98.043% (12424/12672) 99/391 [================>................................................] Step: 356ms | Tot: 36s439ms | Loss: 0.063 | Acc: 98.047% (12550/12800) 100/391 [================>................................................] Step: 367ms | Tot: 36s807ms | Loss: 0.063 | Acc: 98.043% (12675/12928) 101/391 [================>................................................] Step: 360ms | Tot: 37s167ms | Loss: 0.063 | Acc: 98.055% (12802/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s527ms | Loss: 0.063 | Acc: 98.043% (12926/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s884ms | Loss: 0.063 | Acc: 98.017% (13048/13312) 104/391 [=================>...............................................] Step: 369ms | Tot: 38s254ms | Loss: 0.063 | Acc: 98.006% (13172/13440) 105/391 [=================>...............................................] Step: 375ms | Tot: 38s629ms | Loss: 0.063 | Acc: 98.017% (13299/13568) 106/391 [=================>...............................................] Step: 395ms | Tot: 39s24ms | Loss: 0.063 | Acc: 98.007% (13423/13696) 107/391 [=================>...............................................] Step: 398ms | Tot: 39s423ms | Loss: 0.063 | Acc: 98.018% (13550/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s784ms | Loss: 0.063 | Acc: 98.007% (13674/13952) 109/391 [==================>..............................................] Step: 357ms | Tot: 40s142ms | Loss: 0.063 | Acc: 98.011% (13800/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 40s505ms | Loss: 0.063 | Acc: 98.001% (13924/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 40s878ms | Loss: 0.063 | Acc: 98.012% (14051/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 41s243ms | Loss: 0.063 | Acc: 98.016% (14177/14464) 113/391 [==================>..............................................] Step: 375ms | Tot: 41s618ms | Loss: 0.063 | Acc: 98.006% (14301/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s983ms | Loss: 0.063 | Acc: 98.003% (14426/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 42s349ms | Loss: 0.063 | Acc: 98.020% (14554/14848) 116/391 [===================>.............................................] Step: 371ms | Tot: 42s720ms | Loss: 0.063 | Acc: 98.017% (14679/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 43s82ms | Loss: 0.063 | Acc: 98.020% (14805/15104) 118/391 [===================>.............................................] Step: 356ms | Tot: 43s438ms | Loss: 0.063 | Acc: 98.011% (14929/15232) 119/391 [===================>.............................................] Step: 400ms | Tot: 43s839ms | Loss: 0.063 | Acc: 97.995% (15052/15360) 120/391 [===================>.............................................] Step: 409ms | Tot: 44s249ms | Loss: 0.063 | Acc: 97.992% (15177/15488) 121/391 [====================>............................................] Step: 375ms | Tot: 44s625ms | Loss: 0.063 | Acc: 97.996% (15303/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s990ms | Loss: 0.063 | Acc: 97.987% (15427/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s350ms | Loss: 0.063 | Acc: 97.990% (15553/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 45s723ms | Loss: 0.063 | Acc: 97.987% (15678/16000) 125/391 [====================>............................................] Step: 375ms | Tot: 46s98ms | Loss: 0.063 | Acc: 97.997% (15805/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 46s463ms | Loss: 0.063 | Acc: 97.976% (15927/16256) 127/391 [=====================>...........................................] Step: 363ms | Tot: 46s827ms | Loss: 0.063 | Acc: 97.968% (16051/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 47s188ms | Loss: 0.063 | Acc: 97.977% (16178/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s554ms | Loss: 0.063 | Acc: 97.981% (16304/16640) 130/391 [=====================>...........................................] Step: 355ms | Tot: 47s909ms | Loss: 0.063 | Acc: 97.984% (16430/16768) 131/391 [=====================>...........................................] Step: 369ms | Tot: 48s279ms | Loss: 0.063 | Acc: 97.988% (16556/16896) 132/391 [=====================>...........................................] Step: 369ms | Tot: 48s648ms | Loss: 0.063 | Acc: 97.962% (16677/17024) 133/391 [======================>..........................................] Step: 360ms | Tot: 49s9ms | Loss: 0.063 | Acc: 97.959% (16802/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 49s370ms | Loss: 0.064 | Acc: 97.951% (16926/17280) 135/391 [======================>..........................................] Step: 369ms | Tot: 49s740ms | Loss: 0.063 | Acc: 97.966% (17054/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 50s98ms | Loss: 0.063 | Acc: 97.964% (17179/17536) 137/391 [======================>..........................................] Step: 356ms | Tot: 50s455ms | Loss: 0.063 | Acc: 97.968% (17305/17664) 138/391 [======================>..........................................] Step: 372ms | Tot: 50s828ms | Loss: 0.064 | Acc: 97.971% (17431/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 51s190ms | Loss: 0.063 | Acc: 97.963% (17555/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 51s560ms | Loss: 0.064 | Acc: 97.944% (17677/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s923ms | Loss: 0.064 | Acc: 97.942% (17802/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 52s282ms | Loss: 0.064 | Acc: 97.940% (17927/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 52s648ms | Loss: 0.064 | Acc: 97.949% (18054/18432) 144/391 [=======================>.........................................] Step: 359ms | Tot: 53s7ms | Loss: 0.064 | Acc: 97.958% (18181/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 53s366ms | Loss: 0.064 | Acc: 97.945% (18304/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s732ms | Loss: 0.064 | Acc: 97.959% (18432/18816) 147/391 [========================>........................................] Step: 369ms | Tot: 54s102ms | Loss: 0.064 | Acc: 97.947% (18555/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 54s464ms | Loss: 0.064 | Acc: 97.950% (18681/19072) 149/391 [========================>........................................] Step: 372ms | Tot: 54s836ms | Loss: 0.064 | Acc: 97.958% (18808/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 55s205ms | Loss: 0.064 | Acc: 97.967% (18935/19328) 151/391 [=========================>.......................................] Step: 368ms | Tot: 55s574ms | Loss: 0.064 | Acc: 97.980% (19063/19456) 152/391 [=========================>.......................................] Step: 370ms | Tot: 55s945ms | Loss: 0.064 | Acc: 97.988% (19190/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 56s306ms | Loss: 0.064 | Acc: 97.986% (19315/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s674ms | Loss: 0.064 | Acc: 97.984% (19440/19840) 155/391 [=========================>.......................................] Step: 374ms | Tot: 57s48ms | Loss: 0.064 | Acc: 97.977% (19564/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s412ms | Loss: 0.064 | Acc: 97.985% (19691/20096) 157/391 [==========================>......................................] Step: 369ms | Tot: 57s782ms | Loss: 0.064 | Acc: 97.983% (19816/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 58s152ms | Loss: 0.064 | Acc: 97.976% (19940/20352) 159/391 [==========================>......................................] Step: 374ms | Tot: 58s526ms | Loss: 0.064 | Acc: 97.974% (20065/20480) 160/391 [==========================>......................................] Step: 426ms | Tot: 58s953ms | Loss: 0.064 | Acc: 97.967% (20189/20608) 161/391 [==========================>......................................] Step: 382ms | Tot: 59s335ms | Loss: 0.064 | Acc: 97.970% (20315/20736) 162/391 [==========================>......................................] Step: 376ms | Tot: 59s712ms | Loss: 0.064 | Acc: 97.963% (20439/20864) 163/391 [===========================>.....................................] Step: 376ms | Tot: 1m89ms | Loss: 0.064 | Acc: 97.971% (20566/20992) 164/391 [===========================>.....................................] Step: 374ms | Tot: 1m464ms | Loss: 0.064 | Acc: 97.959% (20689/21120) 165/391 [===========================>.....................................] Step: 380ms | Tot: 1m844ms | Loss: 0.064 | Acc: 97.967% (20816/21248) 166/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.064 | Acc: 97.960% (20940/21376) 167/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.064 | Acc: 97.949% (21063/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.064 | Acc: 97.947% (21188/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.064 | Acc: 97.955% (21315/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m2s | Loss: 0.064 | Acc: 97.953% (21440/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m3s | Loss: 0.064 | Acc: 97.942% (21563/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.065 | Acc: 97.918% (21683/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.065 | Acc: 97.908% (21806/22272) 174/391 [============================>....................................] Step: 357ms | Tot: 1m4s | Loss: 0.065 | Acc: 97.906% (21931/22400) 175/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.065 | Acc: 97.892% (22053/22528) 176/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.065 | Acc: 97.899% (22180/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.065 | Acc: 97.898% (22305/22784) 178/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.065 | Acc: 97.905% (22432/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.065 | Acc: 97.882% (22552/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m6s | Loss: 0.065 | Acc: 97.876% (22676/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.065 | Acc: 97.884% (22803/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m7s | Loss: 0.065 | Acc: 97.883% (22928/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.065 | Acc: 97.881% (23053/23552) 184/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.065 | Acc: 97.893% (23181/23680) 185/391 [==============================>..................................] Step: 374ms | Tot: 1m8s | Loss: 0.065 | Acc: 97.883% (23304/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.065 | Acc: 97.873% (23427/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.065 | Acc: 97.876% (23553/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.065 | Acc: 97.867% (23676/24192) 189/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.065 | Acc: 97.862% (23800/24320) 190/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.065 | Acc: 97.865% (23926/24448) 191/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.065 | Acc: 97.864% (24051/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.065 | Acc: 97.867% (24177/24704) 193/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.066 | Acc: 97.858% (24300/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.065 | Acc: 97.861% (24426/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.066 | Acc: 97.856% (24550/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.066 | Acc: 97.851% (24674/25216) 197/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.066 | Acc: 97.850% (24799/25344) 198/391 [================================>................................] Step: 367ms | Tot: 1m12s | Loss: 0.066 | Acc: 97.845% (24923/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m13s | Loss: 0.066 | Acc: 97.844% (25048/25600) 200/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.066 | Acc: 97.847% (25174/25728) 201/391 [=================================>...............................] Step: 419ms | Tot: 1m14s | Loss: 0.066 | Acc: 97.846% (25299/25856) 202/391 [=================================>...............................] Step: 383ms | Tot: 1m14s | Loss: 0.066 | Acc: 97.841% (25423/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m14s | Loss: 0.066 | Acc: 97.840% (25548/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m15s | Loss: 0.066 | Acc: 97.839% (25673/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m15s | Loss: 0.066 | Acc: 97.834% (25797/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.066 | Acc: 97.845% (25925/26496) 207/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.066 | Acc: 97.848% (26051/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.066 | Acc: 97.854% (26178/26752) 209/391 [==================================>..............................] Step: 357ms | Tot: 1m16s | Loss: 0.066 | Acc: 97.850% (26302/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.066 | Acc: 97.849% (26427/27008) 211/391 [===================================>.............................] Step: 372ms | Tot: 1m17s | Loss: 0.066 | Acc: 97.855% (26554/27136) 212/391 [===================================>.............................] Step: 376ms | Tot: 1m18s | Loss: 0.066 | Acc: 97.851% (26678/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.066 | Acc: 97.850% (26803/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.066 | Acc: 97.852% (26929/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m19s | Loss: 0.066 | Acc: 97.848% (27053/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.066 | Acc: 97.833% (27174/27776) 217/391 [====================================>............................] Step: 367ms | Tot: 1m19s | Loss: 0.066 | Acc: 97.839% (27301/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.066 | Acc: 97.827% (27423/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.066 | Acc: 97.837% (27551/28160) 220/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.066 | Acc: 97.815% (27670/28288) 221/391 [====================================>............................] Step: 375ms | Tot: 1m21s | Loss: 0.067 | Acc: 97.811% (27794/28416) 222/391 [====================================>............................] Step: 377ms | Tot: 1m21s | Loss: 0.067 | Acc: 97.807% (27918/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.066 | Acc: 97.817% (28046/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.066 | Acc: 97.826% (28174/28800) 225/391 [=====================================>...........................] Step: 362ms | Tot: 1m22s | Loss: 0.067 | Acc: 97.822% (28298/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m23s | Loss: 0.067 | Acc: 97.808% (28419/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.067 | Acc: 97.810% (28545/29184) 228/391 [=====================================>...........................] Step: 353ms | Tot: 1m23s | Loss: 0.067 | Acc: 97.810% (28670/29312) 229/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.067 | Acc: 97.802% (28793/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m24s | Loss: 0.067 | Acc: 97.805% (28919/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.067 | Acc: 97.801% (29043/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m25s | Loss: 0.067 | Acc: 97.804% (29169/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.067 | Acc: 97.806% (29295/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m26s | Loss: 0.067 | Acc: 97.799% (29418/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.067 | Acc: 97.809% (29546/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.067 | Acc: 97.811% (29672/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.067 | Acc: 97.804% (29795/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.067 | Acc: 97.803% (29920/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.067 | Acc: 97.806% (30046/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m28s | Loss: 0.067 | Acc: 97.812% (30173/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.067 | Acc: 97.814% (30299/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.066 | Acc: 97.823% (30427/31104) 243/391 [========================================>........................] Step: 355ms | Tot: 1m29s | Loss: 0.066 | Acc: 97.829% (30554/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.067 | Acc: 97.819% (30676/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m30s | Loss: 0.067 | Acc: 97.812% (30799/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m30s | Loss: 0.067 | Acc: 97.805% (30922/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.067 | Acc: 97.804% (31047/31744) 248/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.067 | Acc: 97.807% (31173/31872) 249/391 [=========================================>.......................] Step: 371ms | Tot: 1m31s | Loss: 0.067 | Acc: 97.812% (31300/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.067 | Acc: 97.812% (31425/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.067 | Acc: 97.814% (31551/32256) 252/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.067 | Acc: 97.811% (31675/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.067 | Acc: 97.813% (31801/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.067 | Acc: 97.816% (31927/32640) 255/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.067 | Acc: 97.821% (32054/32768) 256/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.067 | Acc: 97.817% (32178/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.067 | Acc: 97.820% (32304/33024) 258/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.067 | Acc: 97.822% (32430/33152) 259/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.067 | Acc: 97.819% (32554/33280) 260/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.067 | Acc: 97.824% (32681/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.067 | Acc: 97.820% (32805/33536) 262/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.067 | Acc: 97.814% (32928/33664) 263/391 [===========================================>.....................] Step: 371ms | Tot: 1m36s | Loss: 0.067 | Acc: 97.813% (33053/33792) 264/391 [===========================================>.....................] Step: 371ms | Tot: 1m37s | Loss: 0.067 | Acc: 97.810% (33177/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.067 | Acc: 97.812% (33303/34048) 266/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.067 | Acc: 97.817% (33430/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.067 | Acc: 97.822% (33557/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.067 | Acc: 97.822% (33682/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m38s | Loss: 0.067 | Acc: 97.812% (33804/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.067 | Acc: 97.809% (33928/34688) 271/391 [=============================================>...................] Step: 373ms | Tot: 1m39s | Loss: 0.067 | Acc: 97.803% (34051/34816) 272/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.067 | Acc: 97.811% (34179/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m40s | Loss: 0.067 | Acc: 97.810% (34304/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.067 | Acc: 97.795% (34424/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.067 | Acc: 97.798% (34550/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m41s | Loss: 0.067 | Acc: 97.803% (34677/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.067 | Acc: 97.808% (34804/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.067 | Acc: 97.810% (34930/35712) 279/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.067 | Acc: 97.807% (35054/35840) 280/391 [==============================================>..................] Step: 353ms | Tot: 1m42s | Loss: 0.067 | Acc: 97.809% (35180/35968) 281/391 [==============================================>..................] Step: 382ms | Tot: 1m43s | Loss: 0.067 | Acc: 97.806% (35304/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.067 | Acc: 97.805% (35429/36224) 283/391 [===============================================>.................] Step: 415ms | Tot: 1m44s | Loss: 0.067 | Acc: 97.802% (35553/36352) 284/391 [===============================================>.................] Step: 385ms | Tot: 1m44s | Loss: 0.067 | Acc: 97.807% (35680/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.067 | Acc: 97.806% (35805/36608) 286/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.067 | Acc: 97.803% (35929/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.067 | Acc: 97.805% (36055/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.067 | Acc: 97.808% (36181/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.067 | Acc: 97.807% (36306/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.067 | Acc: 97.809% (36432/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m46s | Loss: 0.067 | Acc: 97.817% (36560/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.067 | Acc: 97.811% (36683/37504) 293/391 [================================================>................] Step: 370ms | Tot: 1m47s | Loss: 0.067 | Acc: 97.818% (36811/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m48s | Loss: 0.067 | Acc: 97.820% (36937/37760) 295/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.067 | Acc: 97.825% (37064/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.067 | Acc: 97.825% (37189/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.067 | Acc: 97.824% (37314/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m49s | Loss: 0.067 | Acc: 97.823% (37439/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.067 | Acc: 97.815% (37561/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m50s | Loss: 0.067 | Acc: 97.817% (37687/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.067 | Acc: 97.822% (37814/38656) 302/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.067 | Acc: 97.819% (37938/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.067 | Acc: 97.818% (38063/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.067 | Acc: 97.815% (38187/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m52s | Loss: 0.067 | Acc: 97.815% (38312/39168) 306/391 [==================================================>..............] Step: 355ms | Tot: 1m52s | Loss: 0.067 | Acc: 97.819% (38439/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.067 | Acc: 97.819% (38564/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.067 | Acc: 97.818% (38689/39552) 309/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.067 | Acc: 97.825% (38817/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.067 | Acc: 97.830% (38944/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m54s | Loss: 0.067 | Acc: 97.829% (39069/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.067 | Acc: 97.833% (39196/40064) 313/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.067 | Acc: 97.825% (39318/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.067 | Acc: 97.825% (39443/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.067 | Acc: 97.824% (39568/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m56s | Loss: 0.067 | Acc: 97.816% (39690/40576) 317/391 [====================================================>............] Step: 357ms | Tot: 1m56s | Loss: 0.068 | Acc: 97.804% (39810/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m56s | Loss: 0.068 | Acc: 97.801% (39934/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.068 | Acc: 97.798% (40058/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.068 | Acc: 97.800% (40184/41088) 321/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.068 | Acc: 97.795% (40307/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.068 | Acc: 97.794% (40432/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.068 | Acc: 97.794% (40557/41472) 324/391 [=====================================================>...........] Step: 355ms | Tot: 1m58s | Loss: 0.068 | Acc: 97.796% (40683/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.068 | Acc: 97.798% (40809/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.068 | Acc: 97.797% (40934/41856) 327/391 [======================================================>..........] Step: 357ms | Tot: 2m25ms | Loss: 0.068 | Acc: 97.794% (41058/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 2m386ms | Loss: 0.068 | Acc: 97.796% (41184/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 2m760ms | Loss: 0.068 | Acc: 97.798% (41310/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m1s | Loss: 0.068 | Acc: 97.800% (41436/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.068 | Acc: 97.802% (41562/42496) 332/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.068 | Acc: 97.806% (41689/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.068 | Acc: 97.806% (41814/42752) 334/391 [=======================================================>.........] Step: 362ms | Tot: 2m2s | Loss: 0.068 | Acc: 97.808% (41940/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.068 | Acc: 97.810% (42066/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m3s | Loss: 0.068 | Acc: 97.816% (42194/43136) 337/391 [========================================================>........] Step: 382ms | Tot: 2m3s | Loss: 0.068 | Acc: 97.813% (42318/43264) 338/391 [========================================================>........] Step: 384ms | Tot: 2m4s | Loss: 0.068 | Acc: 97.813% (42443/43392) 339/391 [========================================================>........] Step: 378ms | Tot: 2m4s | Loss: 0.068 | Acc: 97.817% (42570/43520) 340/391 [========================================================>........] Step: 375ms | Tot: 2m4s | Loss: 0.068 | Acc: 97.819% (42696/43648) 341/391 [========================================================>........] Step: 375ms | Tot: 2m5s | Loss: 0.067 | Acc: 97.821% (42822/43776) 342/391 [========================================================>........] Step: 379ms | Tot: 2m5s | Loss: 0.067 | Acc: 97.823% (42948/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m5s | Loss: 0.067 | Acc: 97.827% (43075/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.067 | Acc: 97.826% (43200/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.068 | Acc: 97.819% (43322/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m7s | Loss: 0.067 | Acc: 97.825% (43450/44416) 347/391 [=========================================================>.......] Step: 379ms | Tot: 2m7s | Loss: 0.068 | Acc: 97.818% (43572/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.068 | Acc: 97.815% (43696/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.068 | Acc: 97.817% (43822/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.068 | Acc: 97.821% (43949/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.068 | Acc: 97.818% (44073/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m9s | Loss: 0.068 | Acc: 97.820% (44199/45184) 353/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.068 | Acc: 97.822% (44325/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.068 | Acc: 97.821% (44450/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.068 | Acc: 97.816% (44573/45568) 356/391 [===========================================================>.....] Step: 383ms | Tot: 2m10s | Loss: 0.068 | Acc: 97.814% (44697/45696) 357/391 [===========================================================>.....] Step: 370ms | Tot: 2m11s | Loss: 0.068 | Acc: 97.813% (44822/45824) 358/391 [===========================================================>.....] Step: 351ms | Tot: 2m11s | Loss: 0.068 | Acc: 97.815% (44948/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.068 | Acc: 97.815% (45073/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m12s | Loss: 0.068 | Acc: 97.819% (45200/46208) 361/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.068 | Acc: 97.818% (45325/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.068 | Acc: 97.820% (45451/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.068 | Acc: 97.822% (45577/46592) 364/391 [============================================================>....] Step: 385ms | Tot: 2m13s | Loss: 0.068 | Acc: 97.821% (45702/46720) 365/391 [============================================================>....] Step: 434ms | Tot: 2m14s | Loss: 0.068 | Acc: 97.821% (45827/46848) 366/391 [============================================================>....] Step: 382ms | Tot: 2m14s | Loss: 0.068 | Acc: 97.822% (45953/46976) 367/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.068 | Acc: 97.820% (46077/47104) 368/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.068 | Acc: 97.817% (46201/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.068 | Acc: 97.821% (46328/47360) 370/391 [=============================================================>...] Step: 374ms | Tot: 2m15s | Loss: 0.068 | Acc: 97.821% (46453/47488) 371/391 [=============================================================>...] Step: 372ms | Tot: 2m16s | Loss: 0.068 | Acc: 97.814% (46575/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.068 | Acc: 97.807% (46697/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.068 | Acc: 97.807% (46822/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.068 | Acc: 97.808% (46948/48000) 375/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.068 | Acc: 97.812% (47075/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.068 | Acc: 97.814% (47201/48256) 377/391 [==============================================================>..] Step: 367ms | Tot: 2m18s | Loss: 0.068 | Acc: 97.813% (47326/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m18s | Loss: 0.068 | Acc: 97.805% (47447/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.068 | Acc: 97.802% (47571/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m19s | Loss: 0.068 | Acc: 97.800% (47695/48768) 381/391 [===============================================================>.] Step: 371ms | Tot: 2m19s | Loss: 0.068 | Acc: 97.793% (47817/48896) 382/391 [===============================================================>.] Step: 370ms | Tot: 2m20s | Loss: 0.068 | Acc: 97.789% (47940/49024) 383/391 [===============================================================>.] Step: 376ms | Tot: 2m20s | Loss: 0.068 | Acc: 97.793% (48067/49152) 384/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.068 | Acc: 97.784% (48188/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.068 | Acc: 97.784% (48313/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m21s | Loss: 0.068 | Acc: 97.789% (48441/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m22s | Loss: 0.068 | Acc: 97.791% (48567/49664) 388/391 [================================================================>] Step: 348ms | Tot: 2m22s | Loss: 0.068 | Acc: 97.783% (48688/49792) 389/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.068 | Acc: 97.782% (48813/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m23s | Loss: 0.068 | Acc: 97.786% (48893/50000) 391/391 + [>................................................................] Step: 480ms | Tot: 3ms | Loss: 0.374 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 301ms | Tot: 305ms | Loss: 0.305 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 600ms | Loss: 0.324 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 302ms | Tot: 902ms | Loss: 0.324 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 292ms | Tot: 1s195ms | Loss: 0.325 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s491ms | Loss: 0.290 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s787ms | Loss: 0.283 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 312ms | Tot: 2s99ms | Loss: 0.296 | Acc: 90.750% (726/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s402ms | Loss: 0.311 | Acc: 90.556% (815/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s702ms | Loss: 0.320 | Acc: 90.500% (905/1000) 10/100 [======>..........................................................] Step: 307ms | Tot: 3s10ms | Loss: 0.325 | Acc: 90.455% (995/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s309ms | Loss: 0.340 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s605ms | Loss: 0.336 | Acc: 90.385% (1175/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s912ms | Loss: 0.332 | Acc: 90.643% (1269/1400) 14/100 [=========>.......................................................] Step: 299ms | Tot: 4s212ms | Loss: 0.327 | Acc: 90.667% (1360/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s520ms | Loss: 0.333 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s824ms | Loss: 0.321 | Acc: 90.882% (1545/1700) 17/100 [===========>.....................................................] Step: 308ms | Tot: 5s133ms | Loss: 0.331 | Acc: 90.611% (1631/1800) 18/100 [===========>.....................................................] Step: 302ms | Tot: 5s435ms | Loss: 0.334 | Acc: 90.737% (1724/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s741ms | Loss: 0.338 | Acc: 90.600% (1812/2000) 20/100 [=============>...................................................] Step: 315ms | Tot: 6s56ms | Loss: 0.338 | Acc: 90.619% (1903/2100) 21/100 [=============>...................................................] Step: 301ms | Tot: 6s357ms | Loss: 0.336 | Acc: 90.727% (1996/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s665ms | Loss: 0.343 | Acc: 90.522% (2082/2300) 23/100 [==============>..................................................] Step: 317ms | Tot: 6s982ms | Loss: 0.346 | Acc: 90.458% (2171/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s297ms | Loss: 0.350 | Acc: 90.440% (2261/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s602ms | Loss: 0.353 | Acc: 90.385% (2350/2600) 26/100 [================>................................................] Step: 308ms | Tot: 7s910ms | Loss: 0.346 | Acc: 90.519% (2444/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s214ms | Loss: 0.347 | Acc: 90.500% (2534/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s523ms | Loss: 0.351 | Acc: 90.552% (2626/2900) 29/100 [==================>..............................................] Step: 304ms | Tot: 8s827ms | Loss: 0.348 | Acc: 90.567% (2717/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s135ms | Loss: 0.346 | Acc: 90.516% (2806/3100) 31/100 [====================>............................................] Step: 315ms | Tot: 9s451ms | Loss: 0.346 | Acc: 90.531% (2897/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s754ms | Loss: 0.343 | Acc: 90.636% (2991/3300) 33/100 [=====================>...........................................] Step: 313ms | Tot: 10s68ms | Loss: 0.344 | Acc: 90.588% (3080/3400) 34/100 [======================>..........................................] Step: 303ms | Tot: 10s372ms | Loss: 0.350 | Acc: 90.429% (3165/3500) 35/100 [======================>..........................................] Step: 310ms | Tot: 10s682ms | Loss: 0.346 | Acc: 90.444% (3256/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 10s995ms | Loss: 0.347 | Acc: 90.486% (3348/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s301ms | Loss: 0.348 | Acc: 90.421% (3436/3800) 38/100 [========================>........................................] Step: 325ms | Tot: 11s626ms | Loss: 0.347 | Acc: 90.513% (3530/3900) 39/100 [=========================>.......................................] Step: 324ms | Tot: 11s951ms | Loss: 0.346 | Acc: 90.550% (3622/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s266ms | Loss: 0.352 | Acc: 90.463% (3709/4100) 41/100 [==========================>......................................] Step: 319ms | Tot: 12s586ms | Loss: 0.356 | Acc: 90.405% (3797/4200) 42/100 [===========================>.....................................] Step: 321ms | Tot: 12s907ms | Loss: 0.352 | Acc: 90.535% (3893/4300) 43/100 [===========================>.....................................] Step: 321ms | Tot: 13s229ms | Loss: 0.351 | Acc: 90.545% (3984/4400) 44/100 [============================>....................................] Step: 318ms | Tot: 13s547ms | Loss: 0.349 | Acc: 90.622% (4078/4500) 45/100 [=============================>...................................] Step: 316ms | Tot: 13s863ms | Loss: 0.349 | Acc: 90.630% (4169/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s176ms | Loss: 0.348 | Acc: 90.596% (4258/4700) 47/100 [==============================>..................................] Step: 319ms | Tot: 14s496ms | Loss: 0.351 | Acc: 90.583% (4348/4800) 48/100 [===============================>.................................] Step: 313ms | Tot: 14s809ms | Loss: 0.346 | Acc: 90.714% (4445/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 15s118ms | Loss: 0.349 | Acc: 90.700% (4535/5000) 50/100 [================================>................................] Step: 311ms | Tot: 15s430ms | Loss: 0.350 | Acc: 90.647% (4623/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s734ms | Loss: 0.351 | Acc: 90.577% (4710/5200) 52/100 [=================================>...............................] Step: 313ms | Tot: 16s47ms | Loss: 0.351 | Acc: 90.547% (4799/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s353ms | Loss: 0.350 | Acc: 90.556% (4890/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s659ms | Loss: 0.350 | Acc: 90.545% (4980/5500) 55/100 [===================================>.............................] Step: 319ms | Tot: 16s979ms | Loss: 0.352 | Acc: 90.571% (5072/5600) 56/100 [====================================>............................] Step: 321ms | Tot: 17s300ms | Loss: 0.351 | Acc: 90.579% (5163/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s603ms | Loss: 0.349 | Acc: 90.603% (5255/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s907ms | Loss: 0.350 | Acc: 90.559% (5343/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s211ms | Loss: 0.351 | Acc: 90.500% (5430/6000) 60/100 [=======================================>.........................] Step: 304ms | Tot: 18s515ms | Loss: 0.350 | Acc: 90.525% (5522/6100) 61/100 [=======================================>.........................] Step: 322ms | Tot: 18s837ms | Loss: 0.352 | Acc: 90.468% (5609/6200) 62/100 [========================================>........................] Step: 307ms | Tot: 19s145ms | Loss: 0.350 | Acc: 90.492% (5701/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s447ms | Loss: 0.346 | Acc: 90.562% (5796/6400) 64/100 [=========================================>.......................] Step: 302ms | Tot: 19s750ms | Loss: 0.346 | Acc: 90.523% (5884/6500) 65/100 [==========================================>......................] Step: 341ms | Tot: 20s91ms | Loss: 0.346 | Acc: 90.515% (5974/6600) 66/100 [==========================================>......................] Step: 361ms | Tot: 20s453ms | Loss: 0.343 | Acc: 90.582% (6069/6700) 67/100 [===========================================>.....................] Step: 312ms | Tot: 20s766ms | Loss: 0.345 | Acc: 90.544% (6157/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 21s71ms | Loss: 0.342 | Acc: 90.551% (6248/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s376ms | Loss: 0.342 | Acc: 90.543% (6338/7000) 70/100 [=============================================>...................] Step: 306ms | Tot: 21s682ms | Loss: 0.346 | Acc: 90.493% (6425/7100) 71/100 [==============================================>..................] Step: 318ms | Tot: 22s1ms | Loss: 0.347 | Acc: 90.486% (6515/7200) 72/100 [==============================================>..................] Step: 319ms | Tot: 22s321ms | Loss: 0.345 | Acc: 90.507% (6607/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s628ms | Loss: 0.346 | Acc: 90.500% (6697/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s937ms | Loss: 0.346 | Acc: 90.493% (6787/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s244ms | Loss: 0.348 | Acc: 90.461% (6875/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s550ms | Loss: 0.349 | Acc: 90.481% (6967/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s852ms | Loss: 0.348 | Acc: 90.513% (7060/7800) 78/100 [==================================================>..............] Step: 303ms | Tot: 24s155ms | Loss: 0.346 | Acc: 90.519% (7151/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s460ms | Loss: 0.345 | Acc: 90.525% (7242/8000) 80/100 [====================================================>............] Step: 303ms | Tot: 24s763ms | Loss: 0.344 | Acc: 90.543% (7334/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 25s69ms | Loss: 0.344 | Acc: 90.549% (7425/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s373ms | Loss: 0.343 | Acc: 90.566% (7517/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s679ms | Loss: 0.342 | Acc: 90.524% (7604/8400) 84/100 [======================================================>..........] Step: 310ms | Tot: 25s989ms | Loss: 0.343 | Acc: 90.506% (7693/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 26s293ms | Loss: 0.344 | Acc: 90.488% (7782/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s599ms | Loss: 0.342 | Acc: 90.471% (7871/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s909ms | Loss: 0.343 | Acc: 90.477% (7962/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s220ms | Loss: 0.343 | Acc: 90.506% (8055/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s529ms | Loss: 0.342 | Acc: 90.544% (8149/9000) 90/100 [==========================================================>......] Step: 299ms | Tot: 27s828ms | Loss: 0.341 | Acc: 90.549% (8240/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 28s134ms | Loss: 0.340 | Acc: 90.587% (8334/9200) 92/100 [===========================================================>.....] Step: 300ms | Tot: 28s435ms | Loss: 0.342 | Acc: 90.570% (8423/9300) 93/100 [============================================================>....] Step: 309ms | Tot: 28s744ms | Loss: 0.343 | Acc: 90.553% (8512/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 29s54ms | Loss: 0.341 | Acc: 90.579% (8605/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s363ms | Loss: 0.340 | Acc: 90.583% (8696/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s668ms | Loss: 0.339 | Acc: 90.598% (8788/9700) 97/100 [===============================================================>.] Step: 309ms | Tot: 29s978ms | Loss: 0.338 | Acc: 90.633% (8882/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 30s279ms | Loss: 0.339 | Acc: 90.606% (8970/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s585ms | Loss: 0.338 | Acc: 90.660% (9066/10000) 100/100 +Saving.. + +Epoch: 179 + [>................................................................] Step: 711ms | Tot: 2ms | Loss: 0.099 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 380ms | Tot: 383ms | Loss: 0.096 | Acc: 96.484% (247/256) 2/391 [>................................................................] Step: 391ms | Tot: 774ms | Loss: 0.115 | Acc: 95.833% (368/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s148ms | Loss: 0.097 | Acc: 96.680% (495/512) 4/391 [>................................................................] Step: 369ms | Tot: 1s517ms | Loss: 0.088 | Acc: 97.031% (621/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s895ms | Loss: 0.084 | Acc: 97.135% (746/768) 6/391 [>................................................................] Step: 373ms | Tot: 2s268ms | Loss: 0.089 | Acc: 96.763% (867/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s634ms | Loss: 0.091 | Acc: 96.484% (988/1024) 8/391 [=>...............................................................] Step: 356ms | Tot: 2s990ms | Loss: 0.088 | Acc: 96.615% (1113/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s350ms | Loss: 0.090 | Acc: 96.641% (1237/1280) 10/391 [=>...............................................................] Step: 367ms | Tot: 3s717ms | Loss: 0.088 | Acc: 96.804% (1363/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s85ms | Loss: 0.086 | Acc: 96.940% (1489/1536) 12/391 [=>...............................................................] Step: 358ms | Tot: 4s443ms | Loss: 0.082 | Acc: 97.115% (1616/1664) 13/391 [==>..............................................................] Step: 366ms | Tot: 4s809ms | Loss: 0.081 | Acc: 97.210% (1742/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s172ms | Loss: 0.080 | Acc: 97.240% (1867/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s535ms | Loss: 0.078 | Acc: 97.314% (1993/2048) 16/391 [==>..............................................................] Step: 371ms | Tot: 5s907ms | Loss: 0.076 | Acc: 97.381% (2119/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s279ms | Loss: 0.074 | Acc: 97.483% (2246/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s641ms | Loss: 0.073 | Acc: 97.615% (2374/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 7s1ms | Loss: 0.075 | Acc: 97.539% (2497/2560) 20/391 [===>.............................................................] Step: 370ms | Tot: 7s371ms | Loss: 0.074 | Acc: 97.582% (2623/2688) 21/391 [===>.............................................................] Step: 373ms | Tot: 7s744ms | Loss: 0.072 | Acc: 97.656% (2750/2816) 22/391 [===>.............................................................] Step: 363ms | Tot: 8s108ms | Loss: 0.073 | Acc: 97.520% (2871/2944) 23/391 [===>.............................................................] Step: 352ms | Tot: 8s460ms | Loss: 0.073 | Acc: 97.559% (2997/3072) 24/391 [===>.............................................................] Step: 363ms | Tot: 8s824ms | Loss: 0.070 | Acc: 97.656% (3125/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s186ms | Loss: 0.070 | Acc: 97.686% (3251/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s551ms | Loss: 0.068 | Acc: 97.772% (3379/3456) 27/391 [====>............................................................] Step: 364ms | Tot: 9s916ms | Loss: 0.068 | Acc: 97.740% (3503/3584) 28/391 [====>............................................................] Step: 364ms | Tot: 10s280ms | Loss: 0.069 | Acc: 97.764% (3629/3712) 29/391 [====>............................................................] Step: 375ms | Tot: 10s656ms | Loss: 0.068 | Acc: 97.760% (3754/3840) 30/391 [====>............................................................] Step: 367ms | Tot: 11s23ms | Loss: 0.068 | Acc: 97.782% (3880/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s382ms | Loss: 0.068 | Acc: 97.803% (4006/4096) 32/391 [=====>...........................................................] Step: 366ms | Tot: 11s748ms | Loss: 0.068 | Acc: 97.822% (4132/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s111ms | Loss: 0.067 | Acc: 97.840% (4258/4352) 34/391 [=====>...........................................................] Step: 355ms | Tot: 12s467ms | Loss: 0.068 | Acc: 97.835% (4383/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s834ms | Loss: 0.067 | Acc: 97.873% (4510/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s202ms | Loss: 0.068 | Acc: 97.825% (4633/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s570ms | Loss: 0.067 | Acc: 97.862% (4760/4864) 38/391 [======>..........................................................] Step: 371ms | Tot: 13s942ms | Loss: 0.067 | Acc: 97.877% (4886/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s310ms | Loss: 0.067 | Acc: 97.891% (5012/5120) 40/391 [======>..........................................................] Step: 373ms | Tot: 14s684ms | Loss: 0.068 | Acc: 97.809% (5133/5248) 41/391 [======>..........................................................] Step: 374ms | Tot: 15s59ms | Loss: 0.068 | Acc: 97.805% (5258/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s421ms | Loss: 0.068 | Acc: 97.802% (5383/5504) 43/391 [=======>.........................................................] Step: 367ms | Tot: 15s789ms | Loss: 0.068 | Acc: 97.781% (5507/5632) 44/391 [=======>.........................................................] Step: 374ms | Tot: 16s163ms | Loss: 0.068 | Acc: 97.795% (5633/5760) 45/391 [=======>.........................................................] Step: 359ms | Tot: 16s523ms | Loss: 0.068 | Acc: 97.758% (5756/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s882ms | Loss: 0.068 | Acc: 97.789% (5883/6016) 47/391 [=======>.........................................................] Step: 368ms | Tot: 17s250ms | Loss: 0.067 | Acc: 97.819% (6010/6144) 48/391 [=======>.........................................................] Step: 364ms | Tot: 17s615ms | Loss: 0.067 | Acc: 97.832% (6136/6272) 49/391 [========>........................................................] Step: 360ms | Tot: 17s976ms | Loss: 0.068 | Acc: 97.828% (6261/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s339ms | Loss: 0.068 | Acc: 97.809% (6385/6528) 51/391 [========>........................................................] Step: 367ms | Tot: 18s707ms | Loss: 0.068 | Acc: 97.822% (6511/6656) 52/391 [========>........................................................] Step: 423ms | Tot: 19s130ms | Loss: 0.067 | Acc: 97.833% (6637/6784) 53/391 [========>........................................................] Step: 382ms | Tot: 19s512ms | Loss: 0.067 | Acc: 97.844% (6763/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s874ms | Loss: 0.067 | Acc: 97.841% (6888/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s231ms | Loss: 0.067 | Acc: 97.866% (7015/7168) 56/391 [=========>.......................................................] Step: 368ms | Tot: 20s600ms | Loss: 0.067 | Acc: 97.848% (7139/7296) 57/391 [=========>.......................................................] Step: 370ms | Tot: 20s970ms | Loss: 0.068 | Acc: 97.831% (7263/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s329ms | Loss: 0.067 | Acc: 97.842% (7389/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s698ms | Loss: 0.067 | Acc: 97.826% (7513/7680) 60/391 [=========>.......................................................] Step: 356ms | Tot: 22s55ms | Loss: 0.068 | Acc: 97.836% (7639/7808) 61/391 [==========>......................................................] Step: 353ms | Tot: 22s409ms | Loss: 0.068 | Acc: 97.845% (7765/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s774ms | Loss: 0.068 | Acc: 97.867% (7892/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s134ms | Loss: 0.068 | Acc: 97.888% (8019/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s493ms | Loss: 0.067 | Acc: 97.897% (8145/8320) 65/391 [==========>......................................................] Step: 375ms | Tot: 23s868ms | Loss: 0.067 | Acc: 97.929% (8273/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s228ms | Loss: 0.066 | Acc: 97.936% (8399/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s588ms | Loss: 0.067 | Acc: 97.909% (8522/8704) 68/391 [===========>.....................................................] Step: 358ms | Tot: 24s947ms | Loss: 0.067 | Acc: 97.917% (8648/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s304ms | Loss: 0.067 | Acc: 97.902% (8772/8960) 70/391 [===========>.....................................................] Step: 369ms | Tot: 25s673ms | Loss: 0.066 | Acc: 97.909% (8898/9088) 71/391 [===========>.....................................................] Step: 368ms | Tot: 26s42ms | Loss: 0.067 | Acc: 97.884% (9021/9216) 72/391 [===========>.....................................................] Step: 357ms | Tot: 26s399ms | Loss: 0.067 | Acc: 97.849% (9143/9344) 73/391 [============>....................................................] Step: 366ms | Tot: 26s766ms | Loss: 0.067 | Acc: 97.867% (9270/9472) 74/391 [============>....................................................] Step: 363ms | Tot: 27s129ms | Loss: 0.066 | Acc: 97.885% (9397/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s491ms | Loss: 0.066 | Acc: 97.872% (9521/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s854ms | Loss: 0.067 | Acc: 97.839% (9643/9856) 77/391 [============>....................................................] Step: 356ms | Tot: 28s210ms | Loss: 0.067 | Acc: 97.837% (9768/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s571ms | Loss: 0.067 | Acc: 97.844% (9894/10112) 79/391 [=============>...................................................] Step: 353ms | Tot: 28s924ms | Loss: 0.066 | Acc: 97.861% (10021/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s284ms | Loss: 0.066 | Acc: 97.878% (10148/10368) 81/391 [=============>...................................................] Step: 365ms | Tot: 29s650ms | Loss: 0.066 | Acc: 97.866% (10272/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 30s9ms | Loss: 0.066 | Acc: 97.863% (10397/10624) 83/391 [=============>...................................................] Step: 368ms | Tot: 30s377ms | Loss: 0.066 | Acc: 97.870% (10523/10752) 84/391 [=============>...................................................] Step: 370ms | Tot: 30s747ms | Loss: 0.066 | Acc: 97.868% (10648/10880) 85/391 [==============>..................................................] Step: 373ms | Tot: 31s121ms | Loss: 0.067 | Acc: 97.829% (10769/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s484ms | Loss: 0.066 | Acc: 97.836% (10895/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s850ms | Loss: 0.066 | Acc: 97.843% (11021/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s209ms | Loss: 0.066 | Acc: 97.841% (11146/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 32s570ms | Loss: 0.066 | Acc: 97.856% (11273/11520) 90/391 [==============>..................................................] Step: 360ms | Tot: 32s930ms | Loss: 0.065 | Acc: 97.871% (11400/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s292ms | Loss: 0.065 | Acc: 97.877% (11526/11776) 92/391 [===============>.................................................] Step: 373ms | Tot: 33s666ms | Loss: 0.065 | Acc: 97.866% (11650/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 34s26ms | Loss: 0.065 | Acc: 97.889% (11778/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s389ms | Loss: 0.065 | Acc: 97.911% (11906/12160) 95/391 [===============>.................................................] Step: 366ms | Tot: 34s756ms | Loss: 0.065 | Acc: 97.900% (12030/12288) 96/391 [===============>.................................................] Step: 360ms | Tot: 35s116ms | Loss: 0.065 | Acc: 97.922% (12158/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s475ms | Loss: 0.065 | Acc: 97.919% (12283/12544) 98/391 [================>................................................] Step: 375ms | Tot: 35s850ms | Loss: 0.065 | Acc: 97.925% (12409/12672) 99/391 [================>................................................] Step: 369ms | Tot: 36s220ms | Loss: 0.065 | Acc: 97.922% (12534/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s584ms | Loss: 0.065 | Acc: 97.912% (12658/12928) 101/391 [================>................................................] Step: 367ms | Tot: 36s951ms | Loss: 0.065 | Acc: 97.924% (12785/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s315ms | Loss: 0.065 | Acc: 97.937% (12912/13184) 103/391 [=================>...............................................] Step: 359ms | Tot: 37s674ms | Loss: 0.064 | Acc: 97.949% (13039/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 38s35ms | Loss: 0.065 | Acc: 97.932% (13162/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s396ms | Loss: 0.064 | Acc: 97.944% (13289/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s759ms | Loss: 0.065 | Acc: 97.948% (13415/13696) 107/391 [=================>...............................................] Step: 361ms | Tot: 39s120ms | Loss: 0.064 | Acc: 97.953% (13541/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s479ms | Loss: 0.065 | Acc: 97.929% (13663/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 39s847ms | Loss: 0.065 | Acc: 97.933% (13789/14080) 110/391 [==================>..............................................] Step: 373ms | Tot: 40s220ms | Loss: 0.065 | Acc: 97.945% (13916/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s585ms | Loss: 0.064 | Acc: 97.963% (14044/14336) 112/391 [==================>..............................................] Step: 372ms | Tot: 40s957ms | Loss: 0.064 | Acc: 97.981% (14172/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s322ms | Loss: 0.064 | Acc: 97.978% (14297/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s685ms | Loss: 0.064 | Acc: 97.982% (14423/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 42s44ms | Loss: 0.064 | Acc: 98.000% (14551/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s403ms | Loss: 0.064 | Acc: 97.983% (14674/14976) 117/391 [===================>.............................................] Step: 364ms | Tot: 42s768ms | Loss: 0.064 | Acc: 97.987% (14800/15104) 118/391 [===================>.............................................] Step: 362ms | Tot: 43s130ms | Loss: 0.064 | Acc: 97.991% (14926/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s498ms | Loss: 0.064 | Acc: 97.995% (15052/15360) 120/391 [===================>.............................................] Step: 370ms | Tot: 43s868ms | Loss: 0.064 | Acc: 97.992% (15177/15488) 121/391 [====================>............................................] Step: 357ms | Tot: 44s225ms | Loss: 0.064 | Acc: 98.002% (15304/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s584ms | Loss: 0.063 | Acc: 98.006% (15430/15744) 123/391 [====================>............................................] Step: 358ms | Tot: 44s942ms | Loss: 0.063 | Acc: 98.015% (15557/15872) 124/391 [====================>............................................] Step: 374ms | Tot: 45s317ms | Loss: 0.063 | Acc: 98.025% (15684/16000) 125/391 [====================>............................................] Step: 382ms | Tot: 45s699ms | Loss: 0.063 | Acc: 98.010% (15807/16128) 126/391 [====================>............................................] Step: 378ms | Tot: 46s78ms | Loss: 0.063 | Acc: 98.001% (15931/16256) 127/391 [=====================>...........................................] Step: 374ms | Tot: 46s452ms | Loss: 0.064 | Acc: 98.004% (16057/16384) 128/391 [=====================>...........................................] Step: 388ms | Tot: 46s841ms | Loss: 0.064 | Acc: 98.001% (16182/16512) 129/391 [=====================>...........................................] Step: 375ms | Tot: 47s217ms | Loss: 0.064 | Acc: 98.005% (16308/16640) 130/391 [=====================>...........................................] Step: 372ms | Tot: 47s589ms | Loss: 0.063 | Acc: 98.014% (16435/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s953ms | Loss: 0.064 | Acc: 98.005% (16559/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s313ms | Loss: 0.064 | Acc: 97.997% (16683/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s670ms | Loss: 0.064 | Acc: 97.989% (16807/17152) 134/391 [======================>..........................................] Step: 410ms | Tot: 49s80ms | Loss: 0.064 | Acc: 98.003% (16935/17280) 135/391 [======================>..........................................] Step: 393ms | Tot: 49s474ms | Loss: 0.064 | Acc: 97.995% (17059/17408) 136/391 [======================>..........................................] Step: 365ms | Tot: 49s839ms | Loss: 0.064 | Acc: 97.987% (17183/17536) 137/391 [======================>..........................................] Step: 368ms | Tot: 50s208ms | Loss: 0.064 | Acc: 97.962% (17304/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s568ms | Loss: 0.065 | Acc: 97.965% (17430/17792) 139/391 [=======================>.........................................] Step: 375ms | Tot: 50s943ms | Loss: 0.065 | Acc: 97.963% (17555/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 51s315ms | Loss: 0.065 | Acc: 97.955% (17679/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s679ms | Loss: 0.065 | Acc: 97.964% (17806/18176) 142/391 [=======================>.........................................] Step: 356ms | Tot: 52s36ms | Loss: 0.064 | Acc: 97.968% (17932/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 52s400ms | Loss: 0.064 | Acc: 97.976% (18059/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s765ms | Loss: 0.064 | Acc: 97.963% (18182/18560) 145/391 [========================>........................................] Step: 361ms | Tot: 53s127ms | Loss: 0.064 | Acc: 97.977% (18310/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s494ms | Loss: 0.065 | Acc: 97.959% (18432/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 53s856ms | Loss: 0.064 | Acc: 97.968% (18559/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s217ms | Loss: 0.064 | Acc: 97.966% (18684/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s576ms | Loss: 0.064 | Acc: 97.964% (18809/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 54s934ms | Loss: 0.064 | Acc: 97.972% (18936/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s295ms | Loss: 0.064 | Acc: 97.970% (19061/19456) 152/391 [=========================>.......................................] Step: 364ms | Tot: 55s660ms | Loss: 0.064 | Acc: 97.973% (19187/19584) 153/391 [=========================>.......................................] Step: 366ms | Tot: 56s26ms | Loss: 0.065 | Acc: 97.966% (19311/19712) 154/391 [=========================>.......................................] Step: 361ms | Tot: 56s388ms | Loss: 0.064 | Acc: 97.964% (19436/19840) 155/391 [=========================>.......................................] Step: 367ms | Tot: 56s756ms | Loss: 0.064 | Acc: 97.972% (19563/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s121ms | Loss: 0.064 | Acc: 97.980% (19690/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s481ms | Loss: 0.064 | Acc: 97.983% (19816/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s844ms | Loss: 0.064 | Acc: 97.976% (19940/20352) 159/391 [==========================>......................................] Step: 368ms | Tot: 58s212ms | Loss: 0.065 | Acc: 97.964% (20063/20480) 160/391 [==========================>......................................] Step: 357ms | Tot: 58s570ms | Loss: 0.065 | Acc: 97.952% (20186/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s928ms | Loss: 0.065 | Acc: 97.960% (20313/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s288ms | Loss: 0.065 | Acc: 97.968% (20440/20864) 163/391 [===========================>.....................................] Step: 369ms | Tot: 59s657ms | Loss: 0.065 | Acc: 97.966% (20565/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 1m27ms | Loss: 0.065 | Acc: 97.964% (20690/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m391ms | Loss: 0.065 | Acc: 97.953% (20813/21248) 166/391 [===========================>.....................................] Step: 368ms | Tot: 1m759ms | Loss: 0.065 | Acc: 97.956% (20939/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.065 | Acc: 97.949% (21063/21504) 168/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.065 | Acc: 97.957% (21190/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.065 | Acc: 97.960% (21316/21760) 170/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.065 | Acc: 97.958% (21441/21888) 171/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.065 | Acc: 97.965% (21568/22016) 172/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.065 | Acc: 97.977% (21696/22144) 173/391 [============================>....................................] Step: 378ms | Tot: 1m3s | Loss: 0.065 | Acc: 97.980% (21822/22272) 174/391 [============================>....................................] Step: 374ms | Tot: 1m3s | Loss: 0.065 | Acc: 97.978% (21947/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.065 | Acc: 97.971% (22071/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.065 | Acc: 97.961% (22194/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.065 | Acc: 97.955% (22318/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.065 | Acc: 97.949% (22442/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.065 | Acc: 97.951% (22568/23040) 180/391 [=============================>...................................] Step: 374ms | Tot: 1m5s | Loss: 0.065 | Acc: 97.954% (22694/23168) 181/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.065 | Acc: 97.957% (22820/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.065 | Acc: 97.964% (22947/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.064 | Acc: 97.975% (23075/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.065 | Acc: 97.973% (23200/23680) 185/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.064 | Acc: 97.980% (23327/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m8s | Loss: 0.065 | Acc: 97.978% (23452/23936) 187/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.064 | Acc: 97.985% (23579/24064) 188/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.064 | Acc: 97.983% (23704/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.065 | Acc: 97.973% (23827/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.065 | Acc: 97.975% (23953/24448) 191/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.064 | Acc: 97.978% (24079/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.064 | Acc: 97.980% (24205/24704) 193/391 [================================>................................] Step: 358ms | Tot: 1m10s | Loss: 0.064 | Acc: 97.970% (24328/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.064 | Acc: 97.977% (24455/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.065 | Acc: 97.967% (24578/25088) 196/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.065 | Acc: 97.974% (24705/25216) 197/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.065 | Acc: 97.968% (24829/25344) 198/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.065 | Acc: 97.962% (24953/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m12s | Loss: 0.065 | Acc: 97.961% (25078/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.065 | Acc: 97.956% (25202/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.065 | Acc: 97.946% (25325/25856) 202/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.065 | Acc: 97.945% (25450/25984) 203/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.065 | Acc: 97.947% (25576/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.065 | Acc: 97.942% (25700/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m14s | Loss: 0.065 | Acc: 97.937% (25824/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.065 | Acc: 97.936% (25949/26496) 207/391 [==================================>..............................] Step: 372ms | Tot: 1m15s | Loss: 0.065 | Acc: 97.938% (26075/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.065 | Acc: 97.940% (26201/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.065 | Acc: 97.939% (26326/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.066 | Acc: 97.923% (26447/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.065 | Acc: 97.922% (26572/27136) 212/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.065 | Acc: 97.924% (26698/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.065 | Acc: 97.926% (26824/27392) 214/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.065 | Acc: 97.932% (26951/27520) 215/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.065 | Acc: 97.935% (27077/27648) 216/391 [===================================>.............................] Step: 411ms | Tot: 1m18s | Loss: 0.065 | Acc: 97.941% (27204/27776) 217/391 [====================================>............................] Step: 399ms | Tot: 1m19s | Loss: 0.065 | Acc: 97.943% (27330/27904) 218/391 [====================================>............................] Step: 383ms | Tot: 1m19s | Loss: 0.065 | Acc: 97.935% (27453/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.065 | Acc: 97.926% (27576/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.065 | Acc: 97.932% (27703/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.065 | Acc: 97.927% (27827/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m21s | Loss: 0.065 | Acc: 97.926% (27952/28544) 223/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.065 | Acc: 97.932% (28079/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.065 | Acc: 97.931% (28204/28800) 225/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.065 | Acc: 97.929% (28329/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.065 | Acc: 97.921% (28452/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m23s | Loss: 0.065 | Acc: 97.917% (28576/29184) 228/391 [=====================================>...........................] Step: 362ms | Tot: 1m23s | Loss: 0.065 | Acc: 97.919% (28702/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.065 | Acc: 97.925% (28829/29440) 230/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.065 | Acc: 97.923% (28954/29568) 231/391 [======================================>..........................] Step: 356ms | Tot: 1m24s | Loss: 0.065 | Acc: 97.926% (29080/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.065 | Acc: 97.931% (29207/29824) 233/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.065 | Acc: 97.933% (29333/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.065 | Acc: 97.939% (29460/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.065 | Acc: 97.941% (29586/30208) 236/391 [=======================================>.........................] Step: 374ms | Tot: 1m26s | Loss: 0.065 | Acc: 97.933% (29709/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.065 | Acc: 97.935% (29835/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.065 | Acc: 97.931% (29959/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.065 | Acc: 97.933% (30085/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m27s | Loss: 0.065 | Acc: 97.932% (30210/30848) 241/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.065 | Acc: 97.924% (30333/30976) 242/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.065 | Acc: 97.920% (30457/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.065 | Acc: 97.922% (30583/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.065 | Acc: 97.921% (30708/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.065 | Acc: 97.923% (30834/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.065 | Acc: 97.931% (30962/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.065 | Acc: 97.933% (31088/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.065 | Acc: 97.932% (31213/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.065 | Acc: 97.934% (31339/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.065 | Acc: 97.936% (31465/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.065 | Acc: 97.935% (31590/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m32s | Loss: 0.065 | Acc: 97.934% (31715/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.065 | Acc: 97.936% (31841/32512) 254/391 [==========================================>......................] Step: 370ms | Tot: 1m32s | Loss: 0.065 | Acc: 97.944% (31969/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.065 | Acc: 97.940% (32093/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.065 | Acc: 97.948% (32221/32896) 257/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.065 | Acc: 97.950% (32347/33024) 258/391 [==========================================>......................] Step: 358ms | Tot: 1m34s | Loss: 0.065 | Acc: 97.955% (32474/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.065 | Acc: 97.954% (32599/33280) 260/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.065 | Acc: 97.956% (32725/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.065 | Acc: 97.948% (32848/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.065 | Acc: 97.944% (32972/33664) 263/391 [===========================================>.....................] Step: 365ms | Tot: 1m36s | Loss: 0.065 | Acc: 97.943% (33097/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.065 | Acc: 97.945% (33223/33920) 265/391 [============================================>....................] Step: 365ms | Tot: 1m36s | Loss: 0.065 | Acc: 97.953% (33351/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.065 | Acc: 97.955% (33477/34176) 267/391 [============================================>....................] Step: 357ms | Tot: 1m37s | Loss: 0.065 | Acc: 97.957% (33603/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.065 | Acc: 97.958% (33729/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.065 | Acc: 97.957% (33854/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.065 | Acc: 97.959% (33980/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.065 | Acc: 97.952% (34103/34816) 272/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.065 | Acc: 97.937% (34223/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.065 | Acc: 97.939% (34349/35072) 274/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.065 | Acc: 97.938% (34474/35200) 275/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.065 | Acc: 97.936% (34599/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.065 | Acc: 97.938% (34725/35456) 277/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.065 | Acc: 97.934% (34849/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.065 | Acc: 97.933% (34974/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.065 | Acc: 97.935% (35100/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.065 | Acc: 97.929% (35223/35968) 281/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.065 | Acc: 97.922% (35346/36096) 282/391 [==============================================>..................] Step: 362ms | Tot: 1m42s | Loss: 0.065 | Acc: 97.930% (35474/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.065 | Acc: 97.926% (35598/36352) 284/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.065 | Acc: 97.914% (35719/36480) 285/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.065 | Acc: 97.918% (35846/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.065 | Acc: 97.923% (35973/36736) 287/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.065 | Acc: 97.928% (36100/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m45s | Loss: 0.065 | Acc: 97.927% (36225/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.065 | Acc: 97.923% (36349/37120) 290/391 [================================================>................] Step: 378ms | Tot: 1m45s | Loss: 0.065 | Acc: 97.922% (36474/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.065 | Acc: 97.926% (36601/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.065 | Acc: 97.920% (36724/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.065 | Acc: 97.925% (36851/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.065 | Acc: 97.929% (36978/37760) 295/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.065 | Acc: 97.928% (37103/37888) 296/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.065 | Acc: 97.919% (37225/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.065 | Acc: 97.913% (37348/38144) 298/391 [=================================================>...............] Step: 378ms | Tot: 1m48s | Loss: 0.065 | Acc: 97.912% (37473/38272) 299/391 [=================================================>...............] Step: 406ms | Tot: 1m49s | Loss: 0.065 | Acc: 97.917% (37600/38400) 300/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.065 | Acc: 97.916% (37725/38528) 301/391 [==================================================>..............] Step: 370ms | Tot: 1m49s | Loss: 0.065 | Acc: 97.915% (37850/38656) 302/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.065 | Acc: 97.917% (37976/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.066 | Acc: 97.911% (38099/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.065 | Acc: 97.918% (38227/39040) 305/391 [==================================================>..............] Step: 355ms | Tot: 1m51s | Loss: 0.065 | Acc: 97.917% (38352/39168) 306/391 [==================================================>..............] Step: 376ms | Tot: 1m51s | Loss: 0.065 | Acc: 97.918% (38478/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.066 | Acc: 97.907% (38599/39424) 308/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.066 | Acc: 97.904% (38723/39552) 309/391 [===================================================>.............] Step: 371ms | Tot: 1m52s | Loss: 0.066 | Acc: 97.898% (38846/39680) 310/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.066 | Acc: 97.900% (38972/39808) 311/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.066 | Acc: 97.899% (39097/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.066 | Acc: 97.893% (39220/40064) 313/391 [====================================================>............] Step: 359ms | Tot: 1m54s | Loss: 0.066 | Acc: 97.890% (39344/40192) 314/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.066 | Acc: 97.892% (39470/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.066 | Acc: 97.891% (39595/40448) 316/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.066 | Acc: 97.898% (39723/40576) 317/391 [====================================================>............] Step: 376ms | Tot: 1m55s | Loss: 0.066 | Acc: 97.890% (39845/40704) 318/391 [====================================================>............] Step: 374ms | Tot: 1m56s | Loss: 0.066 | Acc: 97.889% (39970/40832) 319/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.066 | Acc: 97.896% (40098/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.066 | Acc: 97.895% (40223/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.066 | Acc: 97.896% (40349/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.066 | Acc: 97.879% (40467/41344) 323/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.066 | Acc: 97.876% (40591/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.066 | Acc: 97.875% (40716/41600) 325/391 [======================================================>..........] Step: 366ms | Tot: 1m58s | Loss: 0.066 | Acc: 97.874% (40841/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.066 | Acc: 97.864% (40962/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.066 | Acc: 97.856% (41084/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.066 | Acc: 97.856% (41209/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m104ms | Loss: 0.066 | Acc: 97.855% (41334/42240) 330/391 [======================================================>..........] Step: 355ms | Tot: 2m459ms | Loss: 0.066 | Acc: 97.850% (41457/42368) 331/391 [=======================================================>.........] Step: 375ms | Tot: 2m834ms | Loss: 0.066 | Acc: 97.849% (41582/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.066 | Acc: 97.853% (41709/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.066 | Acc: 97.850% (41833/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.066 | Acc: 97.854% (41960/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 2m2s | Loss: 0.066 | Acc: 97.852% (42084/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.066 | Acc: 97.856% (42211/43136) 337/391 [========================================================>........] Step: 352ms | Tot: 2m3s | Loss: 0.066 | Acc: 97.857% (42337/43264) 338/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.066 | Acc: 97.854% (42461/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.067 | Acc: 97.852% (42585/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.067 | Acc: 97.858% (42713/43648) 341/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.067 | Acc: 97.855% (42837/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.067 | Acc: 97.854% (42962/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.067 | Acc: 97.854% (43087/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.067 | Acc: 97.856% (43213/44160) 345/391 [=========================================================>.......] Step: 372ms | Tot: 2m5s | Loss: 0.067 | Acc: 97.859% (43340/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.067 | Acc: 97.859% (43465/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.067 | Acc: 97.858% (43590/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m7s | Loss: 0.067 | Acc: 97.864% (43718/44672) 349/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.066 | Acc: 97.868% (43845/44800) 350/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.066 | Acc: 97.868% (43970/44928) 351/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.067 | Acc: 97.867% (44095/45056) 352/391 [==========================================================>......] Step: 360ms | Tot: 2m8s | Loss: 0.067 | Acc: 97.862% (44218/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.067 | Acc: 97.861% (44343/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.067 | Acc: 97.859% (44467/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.067 | Acc: 97.856% (44591/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.067 | Acc: 97.855% (44716/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.067 | Acc: 97.857% (44842/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.067 | Acc: 97.856% (44967/45952) 359/391 [===========================================================>.....] Step: 370ms | Tot: 2m10s | Loss: 0.067 | Acc: 97.856% (45092/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.067 | Acc: 97.862% (45220/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.067 | Acc: 97.861% (45345/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.067 | Acc: 97.861% (45470/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.067 | Acc: 97.858% (45594/46592) 364/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.067 | Acc: 97.860% (45720/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.067 | Acc: 97.855% (45843/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m13s | Loss: 0.067 | Acc: 97.856% (45969/46976) 367/391 [=============================================================>...] Step: 358ms | Tot: 2m13s | Loss: 0.067 | Acc: 97.856% (46094/47104) 368/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.067 | Acc: 97.862% (46222/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.067 | Acc: 97.859% (46346/47360) 370/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.067 | Acc: 97.863% (46473/47488) 371/391 [=============================================================>...] Step: 368ms | Tot: 2m15s | Loss: 0.067 | Acc: 97.866% (46600/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.067 | Acc: 97.868% (46726/47744) 373/391 [==============================================================>..] Step: 372ms | Tot: 2m16s | Loss: 0.067 | Acc: 97.861% (46848/47872) 374/391 [==============================================================>..] Step: 375ms | Tot: 2m16s | Loss: 0.067 | Acc: 97.856% (46971/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.067 | Acc: 97.854% (47095/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.067 | Acc: 97.851% (47219/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.067 | Acc: 97.844% (47341/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.067 | Acc: 97.850% (47469/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.067 | Acc: 97.852% (47595/48640) 380/391 [===============================================================>.] Step: 379ms | Tot: 2m18s | Loss: 0.067 | Acc: 97.847% (47718/48768) 381/391 [===============================================================>.] Step: 400ms | Tot: 2m19s | Loss: 0.067 | Acc: 97.844% (47842/48896) 382/391 [===============================================================>.] Step: 382ms | Tot: 2m19s | Loss: 0.067 | Acc: 97.846% (47968/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.067 | Acc: 97.847% (48094/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.067 | Acc: 97.847% (48219/49280) 385/391 [================================================================>] Step: 371ms | Tot: 2m20s | Loss: 0.067 | Acc: 97.849% (48345/49408) 386/391 [================================================================>] Step: 378ms | Tot: 2m20s | Loss: 0.067 | Acc: 97.844% (48468/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m21s | Loss: 0.067 | Acc: 97.846% (48594/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.067 | Acc: 97.843% (48718/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.067 | Acc: 97.845% (48844/49920) 390/391 [================================================================>] Step: 346ms | Tot: 2m22s | Loss: 0.067 | Acc: 97.846% (48923/50000) 391/391 + [>................................................................] Step: 499ms | Tot: 2ms | Loss: 0.327 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 299ms | Tot: 302ms | Loss: 0.299 | Acc: 92.500% (185/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 598ms | Loss: 0.318 | Acc: 91.667% (275/300) 3/100 [=>...............................................................] Step: 310ms | Tot: 909ms | Loss: 0.306 | Acc: 91.500% (366/400) 4/100 [==>..............................................................] Step: 306ms | Tot: 1s216ms | Loss: 0.296 | Acc: 91.200% (456/500) 5/100 [===>.............................................................] Step: 297ms | Tot: 1s514ms | Loss: 0.279 | Acc: 91.333% (548/600) 6/100 [===>.............................................................] Step: 309ms | Tot: 1s823ms | Loss: 0.259 | Acc: 91.857% (643/700) 7/100 [====>............................................................] Step: 309ms | Tot: 2s133ms | Loss: 0.281 | Acc: 91.125% (729/800) 8/100 [=====>...........................................................] Step: 307ms | Tot: 2s440ms | Loss: 0.299 | Acc: 90.889% (818/900) 9/100 [=====>...........................................................] Step: 312ms | Tot: 2s753ms | Loss: 0.303 | Acc: 90.900% (909/1000) 10/100 [======>..........................................................] Step: 320ms | Tot: 3s73ms | Loss: 0.310 | Acc: 90.727% (998/1100) 11/100 [=======>.........................................................] Step: 317ms | Tot: 3s391ms | Loss: 0.329 | Acc: 90.500% (1086/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s700ms | Loss: 0.325 | Acc: 90.692% (1179/1300) 13/100 [========>........................................................] Step: 312ms | Tot: 4s12ms | Loss: 0.322 | Acc: 90.929% (1273/1400) 14/100 [=========>.......................................................] Step: 310ms | Tot: 4s323ms | Loss: 0.318 | Acc: 90.933% (1364/1500) 15/100 [=========>.......................................................] Step: 310ms | Tot: 4s634ms | Loss: 0.324 | Acc: 90.812% (1453/1600) 16/100 [==========>......................................................] Step: 316ms | Tot: 4s950ms | Loss: 0.314 | Acc: 91.176% (1550/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s258ms | Loss: 0.328 | Acc: 90.722% (1633/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s569ms | Loss: 0.330 | Acc: 90.842% (1726/1900) 19/100 [============>....................................................] Step: 313ms | Tot: 5s882ms | Loss: 0.334 | Acc: 90.800% (1816/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s193ms | Loss: 0.332 | Acc: 90.857% (1908/2100) 21/100 [=============>...................................................] Step: 317ms | Tot: 6s510ms | Loss: 0.330 | Acc: 90.909% (2000/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s827ms | Loss: 0.334 | Acc: 90.870% (2090/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 7s134ms | Loss: 0.335 | Acc: 90.792% (2179/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s443ms | Loss: 0.341 | Acc: 90.760% (2269/2500) 25/100 [================>................................................] Step: 322ms | Tot: 7s766ms | Loss: 0.344 | Acc: 90.615% (2356/2600) 26/100 [================>................................................] Step: 316ms | Tot: 8s83ms | Loss: 0.337 | Acc: 90.704% (2449/2700) 27/100 [=================>...............................................] Step: 318ms | Tot: 8s401ms | Loss: 0.337 | Acc: 90.714% (2540/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s711ms | Loss: 0.343 | Acc: 90.690% (2630/2900) 29/100 [==================>..............................................] Step: 308ms | Tot: 9s20ms | Loss: 0.341 | Acc: 90.733% (2722/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s330ms | Loss: 0.337 | Acc: 90.742% (2813/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s636ms | Loss: 0.338 | Acc: 90.688% (2902/3200) 32/100 [====================>............................................] Step: 311ms | Tot: 9s948ms | Loss: 0.334 | Acc: 90.818% (2997/3300) 33/100 [=====================>...........................................] Step: 308ms | Tot: 10s256ms | Loss: 0.332 | Acc: 90.853% (3089/3400) 34/100 [======================>..........................................] Step: 307ms | Tot: 10s563ms | Loss: 0.338 | Acc: 90.714% (3175/3500) 35/100 [======================>..........................................] Step: 315ms | Tot: 10s878ms | Loss: 0.333 | Acc: 90.833% (3270/3600) 36/100 [=======================>.........................................] Step: 315ms | Tot: 11s194ms | Loss: 0.333 | Acc: 90.784% (3359/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s503ms | Loss: 0.335 | Acc: 90.737% (3448/3800) 38/100 [========================>........................................] Step: 311ms | Tot: 11s814ms | Loss: 0.334 | Acc: 90.795% (3541/3900) 39/100 [=========================>.......................................] Step: 304ms | Tot: 12s118ms | Loss: 0.335 | Acc: 90.800% (3632/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s433ms | Loss: 0.340 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 316ms | Tot: 12s749ms | Loss: 0.344 | Acc: 90.619% (3806/4200) 42/100 [===========================>.....................................] Step: 322ms | Tot: 13s71ms | Loss: 0.339 | Acc: 90.744% (3902/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s385ms | Loss: 0.340 | Acc: 90.750% (3993/4400) 44/100 [============================>....................................] Step: 314ms | Tot: 13s699ms | Loss: 0.337 | Acc: 90.800% (4086/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 14s6ms | Loss: 0.337 | Acc: 90.804% (4177/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s317ms | Loss: 0.338 | Acc: 90.766% (4266/4700) 47/100 [==============================>..................................] Step: 305ms | Tot: 14s622ms | Loss: 0.340 | Acc: 90.750% (4356/4800) 48/100 [===============================>.................................] Step: 315ms | Tot: 14s938ms | Loss: 0.337 | Acc: 90.837% (4451/4900) 49/100 [===============================>.................................] Step: 314ms | Tot: 15s252ms | Loss: 0.340 | Acc: 90.700% (4535/5000) 50/100 [================================>................................] Step: 307ms | Tot: 15s559ms | Loss: 0.341 | Acc: 90.706% (4626/5100) 51/100 [=================================>...............................] Step: 312ms | Tot: 15s871ms | Loss: 0.342 | Acc: 90.654% (4714/5200) 52/100 [=================================>...............................] Step: 309ms | Tot: 16s181ms | Loss: 0.342 | Acc: 90.679% (4806/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s494ms | Loss: 0.341 | Acc: 90.722% (4899/5400) 54/100 [===================================>.............................] Step: 318ms | Tot: 16s813ms | Loss: 0.340 | Acc: 90.745% (4991/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 17s123ms | Loss: 0.342 | Acc: 90.768% (5083/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s435ms | Loss: 0.342 | Acc: 90.702% (5170/5700) 57/100 [=====================================>...........................] Step: 312ms | Tot: 17s747ms | Loss: 0.338 | Acc: 90.741% (5263/5800) 58/100 [=====================================>...........................] Step: 313ms | Tot: 18s61ms | Loss: 0.341 | Acc: 90.678% (5350/5900) 59/100 [======================================>..........................] Step: 315ms | Tot: 18s376ms | Loss: 0.342 | Acc: 90.600% (5436/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s686ms | Loss: 0.340 | Acc: 90.639% (5529/6100) 61/100 [=======================================>.........................] Step: 310ms | Tot: 18s996ms | Loss: 0.341 | Acc: 90.629% (5619/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s307ms | Loss: 0.339 | Acc: 90.651% (5711/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s615ms | Loss: 0.337 | Acc: 90.703% (5805/6400) 64/100 [=========================================>.......................] Step: 312ms | Tot: 19s928ms | Loss: 0.338 | Acc: 90.692% (5895/6500) 65/100 [==========================================>......................] Step: 309ms | Tot: 20s237ms | Loss: 0.338 | Acc: 90.667% (5984/6600) 66/100 [==========================================>......................] Step: 312ms | Tot: 20s550ms | Loss: 0.335 | Acc: 90.716% (6078/6700) 67/100 [===========================================>.....................] Step: 323ms | Tot: 20s874ms | Loss: 0.336 | Acc: 90.691% (6167/6800) 68/100 [============================================>....................] Step: 308ms | Tot: 21s182ms | Loss: 0.334 | Acc: 90.696% (6258/6900) 69/100 [============================================>....................] Step: 302ms | Tot: 21s485ms | Loss: 0.333 | Acc: 90.686% (6348/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s797ms | Loss: 0.338 | Acc: 90.634% (6435/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 22s104ms | Loss: 0.339 | Acc: 90.625% (6525/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s412ms | Loss: 0.337 | Acc: 90.658% (6618/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s720ms | Loss: 0.338 | Acc: 90.662% (6709/7400) 74/100 [================================================>................] Step: 315ms | Tot: 23s35ms | Loss: 0.339 | Acc: 90.613% (6796/7500) 75/100 [================================================>................] Step: 319ms | Tot: 23s354ms | Loss: 0.341 | Acc: 90.592% (6885/7600) 76/100 [=================================================>...............] Step: 308ms | Tot: 23s663ms | Loss: 0.341 | Acc: 90.571% (6974/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s974ms | Loss: 0.341 | Acc: 90.564% (7064/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 24s282ms | Loss: 0.340 | Acc: 90.595% (7157/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s592ms | Loss: 0.340 | Acc: 90.525% (7242/8000) 80/100 [====================================================>............] Step: 316ms | Tot: 24s909ms | Loss: 0.339 | Acc: 90.556% (7335/8100) 81/100 [====================================================>............] Step: 312ms | Tot: 25s221ms | Loss: 0.339 | Acc: 90.488% (7420/8200) 82/100 [=====================================================>...........] Step: 307ms | Tot: 25s528ms | Loss: 0.339 | Acc: 90.482% (7510/8300) 83/100 [=====================================================>...........] Step: 318ms | Tot: 25s846ms | Loss: 0.339 | Acc: 90.488% (7601/8400) 84/100 [======================================================>..........] Step: 345ms | Tot: 26s191ms | Loss: 0.340 | Acc: 90.471% (7690/8500) 85/100 [=======================================================>.........] Step: 324ms | Tot: 26s516ms | Loss: 0.342 | Acc: 90.407% (7775/8600) 86/100 [=======================================================>.........] Step: 313ms | Tot: 26s830ms | Loss: 0.340 | Acc: 90.437% (7868/8700) 87/100 [========================================================>........] Step: 303ms | Tot: 27s133ms | Loss: 0.340 | Acc: 90.443% (7959/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s436ms | Loss: 0.339 | Acc: 90.483% (8053/8900) 89/100 [=========================================================>.......] Step: 315ms | Tot: 27s751ms | Loss: 0.339 | Acc: 90.511% (8146/9000) 90/100 [==========================================================>......] Step: 324ms | Tot: 28s76ms | Loss: 0.338 | Acc: 90.538% (8239/9100) 91/100 [===========================================================>.....] Step: 312ms | Tot: 28s389ms | Loss: 0.336 | Acc: 90.587% (8334/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s694ms | Loss: 0.339 | Acc: 90.559% (8422/9300) 93/100 [============================================================>....] Step: 311ms | Tot: 29s6ms | Loss: 0.339 | Acc: 90.564% (8513/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 29s310ms | Loss: 0.337 | Acc: 90.589% (8606/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s615ms | Loss: 0.336 | Acc: 90.594% (8697/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 29s927ms | Loss: 0.336 | Acc: 90.619% (8790/9700) 97/100 [===============================================================>.] Step: 305ms | Tot: 30s233ms | Loss: 0.335 | Acc: 90.622% (8881/9800) 98/100 [===============================================================>.] Step: 309ms | Tot: 30s543ms | Loss: 0.336 | Acc: 90.586% (8968/9900) 99/100 [================================================================>] Step: 316ms | Tot: 30s859ms | Loss: 0.334 | Acc: 90.650% (9065/10000) 100/100 + +Epoch: 180 + [>................................................................] Step: 602ms | Tot: 2ms | Loss: 0.098 | Acc: 95.312% (122/128) 1/391 [>................................................................] Step: 395ms | Tot: 397ms | Loss: 0.082 | Acc: 96.875% (248/256) 2/391 [>................................................................] Step: 381ms | Tot: 779ms | Loss: 0.070 | Acc: 97.917% (376/384) 3/391 [>................................................................] Step: 380ms | Tot: 1s159ms | Loss: 0.063 | Acc: 98.242% (503/512) 4/391 [>................................................................] Step: 381ms | Tot: 1s541ms | Loss: 0.060 | Acc: 98.281% (629/640) 5/391 [>................................................................] Step: 378ms | Tot: 1s920ms | Loss: 0.061 | Acc: 98.047% (753/768) 6/391 [>................................................................] Step: 371ms | Tot: 2s291ms | Loss: 0.057 | Acc: 98.326% (881/896) 7/391 [=>...............................................................] Step: 370ms | Tot: 2s662ms | Loss: 0.053 | Acc: 98.438% (1008/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 3s38ms | Loss: 0.052 | Acc: 98.351% (1133/1152) 9/391 [=>...............................................................] Step: 374ms | Tot: 3s412ms | Loss: 0.059 | Acc: 98.047% (1255/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s774ms | Loss: 0.060 | Acc: 97.940% (1379/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s135ms | Loss: 0.062 | Acc: 97.917% (1504/1536) 12/391 [=>...............................................................] Step: 365ms | Tot: 4s501ms | Loss: 0.062 | Acc: 97.897% (1629/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s862ms | Loss: 0.066 | Acc: 97.712% (1751/1792) 14/391 [==>..............................................................] Step: 362ms | Tot: 5s225ms | Loss: 0.065 | Acc: 97.708% (1876/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s589ms | Loss: 0.065 | Acc: 97.656% (2000/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s950ms | Loss: 0.066 | Acc: 97.610% (2124/2176) 17/391 [==>..............................................................] Step: 376ms | Tot: 6s326ms | Loss: 0.065 | Acc: 97.613% (2249/2304) 18/391 [==>..............................................................] Step: 367ms | Tot: 6s694ms | Loss: 0.066 | Acc: 97.533% (2372/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 7s60ms | Loss: 0.065 | Acc: 97.617% (2499/2560) 20/391 [===>.............................................................] Step: 365ms | Tot: 7s426ms | Loss: 0.064 | Acc: 97.693% (2626/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s783ms | Loss: 0.062 | Acc: 97.798% (2754/2816) 22/391 [===>.............................................................] Step: 354ms | Tot: 8s137ms | Loss: 0.061 | Acc: 97.860% (2881/2944) 23/391 [===>.............................................................] Step: 362ms | Tot: 8s500ms | Loss: 0.062 | Acc: 97.852% (3006/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s860ms | Loss: 0.063 | Acc: 97.875% (3132/3200) 25/391 [====>............................................................] Step: 356ms | Tot: 9s216ms | Loss: 0.062 | Acc: 97.927% (3259/3328) 26/391 [====>............................................................] Step: 371ms | Tot: 9s588ms | Loss: 0.062 | Acc: 97.917% (3384/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s953ms | Loss: 0.064 | Acc: 97.907% (3509/3584) 28/391 [====>............................................................] Step: 367ms | Tot: 10s321ms | Loss: 0.063 | Acc: 97.953% (3636/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s679ms | Loss: 0.062 | Acc: 98.021% (3764/3840) 30/391 [====>............................................................] Step: 357ms | Tot: 11s36ms | Loss: 0.060 | Acc: 98.085% (3892/3968) 31/391 [=====>...........................................................] Step: 373ms | Tot: 11s410ms | Loss: 0.060 | Acc: 98.071% (4017/4096) 32/391 [=====>...........................................................] Step: 372ms | Tot: 11s782ms | Loss: 0.062 | Acc: 98.035% (4141/4224) 33/391 [=====>...........................................................] Step: 353ms | Tot: 12s136ms | Loss: 0.063 | Acc: 97.978% (4264/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s499ms | Loss: 0.062 | Acc: 98.036% (4392/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s865ms | Loss: 0.062 | Acc: 98.025% (4517/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s224ms | Loss: 0.061 | Acc: 98.015% (4642/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s583ms | Loss: 0.062 | Acc: 98.047% (4769/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s945ms | Loss: 0.062 | Acc: 98.037% (4894/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s309ms | Loss: 0.062 | Acc: 98.047% (5020/5120) 40/391 [======>..........................................................] Step: 361ms | Tot: 14s671ms | Loss: 0.061 | Acc: 98.075% (5147/5248) 41/391 [======>..........................................................] Step: 357ms | Tot: 15s28ms | Loss: 0.061 | Acc: 98.047% (5271/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s393ms | Loss: 0.062 | Acc: 98.038% (5396/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s749ms | Loss: 0.062 | Acc: 98.029% (5521/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s118ms | Loss: 0.062 | Acc: 98.038% (5647/5760) 45/391 [=======>.........................................................] Step: 372ms | Tot: 16s491ms | Loss: 0.062 | Acc: 98.030% (5772/5888) 46/391 [=======>.........................................................] Step: 370ms | Tot: 16s861ms | Loss: 0.062 | Acc: 98.039% (5898/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 17s220ms | Loss: 0.062 | Acc: 98.047% (6024/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s590ms | Loss: 0.062 | Acc: 98.023% (6148/6272) 49/391 [========>........................................................] Step: 361ms | Tot: 17s951ms | Loss: 0.062 | Acc: 98.000% (6272/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s315ms | Loss: 0.062 | Acc: 97.978% (6396/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s680ms | Loss: 0.062 | Acc: 97.987% (6522/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s39ms | Loss: 0.061 | Acc: 98.010% (6649/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s414ms | Loss: 0.061 | Acc: 98.032% (6776/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s779ms | Loss: 0.061 | Acc: 98.054% (6903/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s140ms | Loss: 0.062 | Acc: 98.005% (7025/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s503ms | Loss: 0.062 | Acc: 97.985% (7149/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s864ms | Loss: 0.062 | Acc: 98.006% (7276/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s228ms | Loss: 0.061 | Acc: 98.040% (7404/7552) 59/391 [=========>.......................................................] Step: 376ms | Tot: 21s604ms | Loss: 0.062 | Acc: 98.034% (7529/7680) 60/391 [=========>.......................................................] Step: 372ms | Tot: 21s977ms | Loss: 0.061 | Acc: 98.066% (7657/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s343ms | Loss: 0.062 | Acc: 98.022% (7779/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s709ms | Loss: 0.062 | Acc: 98.028% (7905/8064) 63/391 [==========>......................................................] Step: 360ms | Tot: 23s70ms | Loss: 0.062 | Acc: 98.010% (8029/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s436ms | Loss: 0.062 | Acc: 98.029% (8156/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s797ms | Loss: 0.062 | Acc: 98.047% (8283/8448) 66/391 [==========>......................................................] Step: 362ms | Tot: 24s160ms | Loss: 0.062 | Acc: 98.053% (8409/8576) 67/391 [===========>.....................................................] Step: 384ms | Tot: 24s544ms | Loss: 0.062 | Acc: 98.058% (8535/8704) 68/391 [===========>.....................................................] Step: 383ms | Tot: 24s927ms | Loss: 0.062 | Acc: 98.064% (8661/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s289ms | Loss: 0.061 | Acc: 98.058% (8786/8960) 70/391 [===========>.....................................................] Step: 354ms | Tot: 25s643ms | Loss: 0.061 | Acc: 98.074% (8913/9088) 71/391 [===========>.....................................................] Step: 371ms | Tot: 26s15ms | Loss: 0.061 | Acc: 98.047% (9036/9216) 72/391 [===========>.....................................................] Step: 370ms | Tot: 26s385ms | Loss: 0.061 | Acc: 98.063% (9163/9344) 73/391 [============>....................................................] Step: 378ms | Tot: 26s763ms | Loss: 0.061 | Acc: 98.079% (9290/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s129ms | Loss: 0.061 | Acc: 98.073% (9415/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s491ms | Loss: 0.062 | Acc: 98.067% (9540/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s858ms | Loss: 0.062 | Acc: 98.072% (9666/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 28s225ms | Loss: 0.061 | Acc: 98.077% (9792/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s591ms | Loss: 0.061 | Acc: 98.081% (9918/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s954ms | Loss: 0.061 | Acc: 98.096% (10045/10240) 80/391 [=============>...................................................] Step: 374ms | Tot: 29s328ms | Loss: 0.061 | Acc: 98.090% (10170/10368) 81/391 [=============>...................................................] Step: 360ms | Tot: 29s688ms | Loss: 0.061 | Acc: 98.104% (10297/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 30s53ms | Loss: 0.061 | Acc: 98.117% (10424/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s420ms | Loss: 0.061 | Acc: 98.112% (10549/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 30s782ms | Loss: 0.061 | Acc: 98.134% (10677/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 31s140ms | Loss: 0.061 | Acc: 98.129% (10802/11008) 86/391 [==============>..................................................] Step: 376ms | Tot: 31s516ms | Loss: 0.061 | Acc: 98.141% (10929/11136) 87/391 [==============>..................................................] Step: 370ms | Tot: 31s887ms | Loss: 0.061 | Acc: 98.118% (11052/11264) 88/391 [==============>..................................................] Step: 369ms | Tot: 32s256ms | Loss: 0.061 | Acc: 98.130% (11179/11392) 89/391 [==============>..................................................] Step: 376ms | Tot: 32s632ms | Loss: 0.060 | Acc: 98.142% (11306/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 33s4ms | Loss: 0.061 | Acc: 98.128% (11430/11648) 91/391 [===============>.................................................] Step: 378ms | Tot: 33s383ms | Loss: 0.060 | Acc: 98.149% (11558/11776) 92/391 [===============>.................................................] Step: 373ms | Tot: 33s757ms | Loss: 0.060 | Acc: 98.152% (11684/11904) 93/391 [===============>.................................................] Step: 369ms | Tot: 34s126ms | Loss: 0.060 | Acc: 98.172% (11812/12032) 94/391 [===============>.................................................] Step: 375ms | Tot: 34s502ms | Loss: 0.059 | Acc: 98.174% (11938/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s863ms | Loss: 0.060 | Acc: 98.153% (12061/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s222ms | Loss: 0.060 | Acc: 98.148% (12186/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s585ms | Loss: 0.060 | Acc: 98.158% (12313/12544) 98/391 [================>................................................] Step: 372ms | Tot: 35s958ms | Loss: 0.060 | Acc: 98.169% (12440/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s326ms | Loss: 0.060 | Acc: 98.156% (12564/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s687ms | Loss: 0.060 | Acc: 98.175% (12692/12928) 101/391 [================>................................................] Step: 366ms | Tot: 37s53ms | Loss: 0.060 | Acc: 98.185% (12819/13056) 102/391 [================>................................................] Step: 368ms | Tot: 37s421ms | Loss: 0.060 | Acc: 98.172% (12943/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s786ms | Loss: 0.060 | Acc: 98.182% (13070/13312) 104/391 [=================>...............................................] Step: 354ms | Tot: 38s141ms | Loss: 0.060 | Acc: 98.170% (13194/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s504ms | Loss: 0.060 | Acc: 98.172% (13320/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s866ms | Loss: 0.060 | Acc: 98.182% (13447/13696) 107/391 [=================>...............................................] Step: 371ms | Tot: 39s238ms | Loss: 0.059 | Acc: 98.192% (13574/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 39s605ms | Loss: 0.059 | Acc: 98.194% (13700/13952) 109/391 [==================>..............................................] Step: 365ms | Tot: 39s970ms | Loss: 0.060 | Acc: 98.175% (13823/14080) 110/391 [==================>..............................................] Step: 364ms | Tot: 40s334ms | Loss: 0.060 | Acc: 98.177% (13949/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s697ms | Loss: 0.060 | Acc: 98.172% (14074/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 41s60ms | Loss: 0.060 | Acc: 98.168% (14199/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s423ms | Loss: 0.060 | Acc: 98.184% (14327/14592) 114/391 [==================>..............................................] Step: 360ms | Tot: 41s783ms | Loss: 0.059 | Acc: 98.193% (14454/14720) 115/391 [===================>.............................................] Step: 354ms | Tot: 42s138ms | Loss: 0.059 | Acc: 98.188% (14579/14848) 116/391 [===================>.............................................] Step: 370ms | Tot: 42s509ms | Loss: 0.059 | Acc: 98.184% (14704/14976) 117/391 [===================>.............................................] Step: 363ms | Tot: 42s873ms | Loss: 0.059 | Acc: 98.186% (14830/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s239ms | Loss: 0.059 | Acc: 98.188% (14956/15232) 119/391 [===================>.............................................] Step: 358ms | Tot: 43s597ms | Loss: 0.059 | Acc: 98.184% (15081/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s964ms | Loss: 0.059 | Acc: 98.173% (15205/15488) 121/391 [====================>............................................] Step: 362ms | Tot: 44s326ms | Loss: 0.059 | Acc: 98.175% (15331/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s685ms | Loss: 0.059 | Acc: 98.183% (15458/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 45s46ms | Loss: 0.059 | Acc: 98.185% (15584/15872) 124/391 [====================>............................................] Step: 365ms | Tot: 45s412ms | Loss: 0.059 | Acc: 98.181% (15709/16000) 125/391 [====================>............................................] Step: 365ms | Tot: 45s777ms | Loss: 0.059 | Acc: 98.183% (15835/16128) 126/391 [====================>............................................] Step: 360ms | Tot: 46s138ms | Loss: 0.059 | Acc: 98.179% (15960/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s502ms | Loss: 0.059 | Acc: 98.187% (16087/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s861ms | Loss: 0.059 | Acc: 98.189% (16213/16512) 129/391 [=====================>...........................................] Step: 356ms | Tot: 47s217ms | Loss: 0.058 | Acc: 98.185% (16338/16640) 130/391 [=====================>...........................................] Step: 357ms | Tot: 47s574ms | Loss: 0.058 | Acc: 98.193% (16465/16768) 131/391 [=====================>...........................................] Step: 360ms | Tot: 47s935ms | Loss: 0.059 | Acc: 98.177% (16588/16896) 132/391 [=====================>...........................................] Step: 357ms | Tot: 48s293ms | Loss: 0.059 | Acc: 98.179% (16714/17024) 133/391 [======================>..........................................] Step: 357ms | Tot: 48s650ms | Loss: 0.059 | Acc: 98.169% (16838/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s16ms | Loss: 0.059 | Acc: 98.160% (16962/17280) 135/391 [======================>..........................................] Step: 369ms | Tot: 49s385ms | Loss: 0.059 | Acc: 98.168% (17089/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s747ms | Loss: 0.059 | Acc: 98.175% (17216/17536) 137/391 [======================>..........................................] Step: 353ms | Tot: 50s101ms | Loss: 0.058 | Acc: 98.183% (17343/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s460ms | Loss: 0.058 | Acc: 98.190% (17470/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s821ms | Loss: 0.058 | Acc: 98.198% (17597/17920) 140/391 [=======================>.........................................] Step: 358ms | Tot: 51s179ms | Loss: 0.058 | Acc: 98.194% (17722/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 51s546ms | Loss: 0.058 | Acc: 98.190% (17847/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s907ms | Loss: 0.058 | Acc: 98.192% (17973/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s279ms | Loss: 0.059 | Acc: 98.183% (18097/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s637ms | Loss: 0.058 | Acc: 98.195% (18225/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s997ms | Loss: 0.058 | Acc: 98.202% (18352/18688) 146/391 [========================>........................................] Step: 362ms | Tot: 53s359ms | Loss: 0.058 | Acc: 98.214% (18480/18816) 147/391 [========================>........................................] Step: 353ms | Tot: 53s712ms | Loss: 0.058 | Acc: 98.221% (18607/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 54s72ms | Loss: 0.058 | Acc: 98.228% (18734/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 54s441ms | Loss: 0.058 | Acc: 98.240% (18862/19200) 150/391 [========================>........................................] Step: 391ms | Tot: 54s832ms | Loss: 0.058 | Acc: 98.236% (18987/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 55s194ms | Loss: 0.058 | Acc: 98.227% (19111/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s562ms | Loss: 0.058 | Acc: 98.218% (19235/19584) 153/391 [=========================>.......................................] Step: 358ms | Tot: 55s921ms | Loss: 0.058 | Acc: 98.209% (19359/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s286ms | Loss: 0.059 | Acc: 98.196% (19482/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 56s648ms | Loss: 0.059 | Acc: 98.177% (19604/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 57s13ms | Loss: 0.059 | Acc: 98.169% (19728/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s378ms | Loss: 0.059 | Acc: 98.170% (19854/20224) 158/391 [==========================>......................................] Step: 359ms | Tot: 57s737ms | Loss: 0.059 | Acc: 98.177% (19981/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 58s93ms | Loss: 0.059 | Acc: 98.159% (20103/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s457ms | Loss: 0.059 | Acc: 98.146% (20226/20608) 161/391 [==========================>......................................] Step: 367ms | Tot: 58s825ms | Loss: 0.059 | Acc: 98.148% (20352/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s185ms | Loss: 0.059 | Acc: 98.150% (20478/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s549ms | Loss: 0.059 | Acc: 98.152% (20604/20992) 164/391 [===========================>.....................................] Step: 359ms | Tot: 59s909ms | Loss: 0.059 | Acc: 98.149% (20729/21120) 165/391 [===========================>.....................................] Step: 359ms | Tot: 1m268ms | Loss: 0.059 | Acc: 98.150% (20855/21248) 166/391 [===========================>.....................................] Step: 359ms | Tot: 1m628ms | Loss: 0.059 | Acc: 98.157% (20982/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m989ms | Loss: 0.059 | Acc: 98.163% (21109/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m1s | Loss: 0.059 | Acc: 98.165% (21235/21632) 169/391 [============================>....................................] Step: 356ms | Tot: 1m1s | Loss: 0.059 | Acc: 98.171% (21362/21760) 170/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.059 | Acc: 98.177% (21489/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.059 | Acc: 98.165% (21612/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.059 | Acc: 98.162% (21737/22144) 173/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.059 | Acc: 98.164% (21863/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.059 | Acc: 98.161% (21988/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.059 | Acc: 98.158% (22113/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.059 | Acc: 98.164% (22240/22656) 177/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.059 | Acc: 98.170% (22367/22784) 178/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.059 | Acc: 98.176% (22494/22912) 179/391 [=============================>...................................] Step: 377ms | Tot: 1m5s | Loss: 0.059 | Acc: 98.186% (22622/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.059 | Acc: 98.183% (22747/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.059 | Acc: 98.189% (22874/23296) 182/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.059 | Acc: 98.181% (22998/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.059 | Acc: 98.187% (23125/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.059 | Acc: 98.188% (23251/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.059 | Acc: 98.185% (23376/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.058 | Acc: 98.195% (23504/23936) 187/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.058 | Acc: 98.196% (23630/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.058 | Acc: 98.189% (23754/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.058 | Acc: 98.195% (23881/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.058 | Acc: 98.196% (24007/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.058 | Acc: 98.193% (24132/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.058 | Acc: 98.195% (24258/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.058 | Acc: 98.192% (24383/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.058 | Acc: 98.193% (24509/24960) 195/391 [================================>................................] Step: 358ms | Tot: 1m11s | Loss: 0.058 | Acc: 98.198% (24636/25088) 196/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.058 | Acc: 98.192% (24760/25216) 197/391 [================================>................................] Step: 372ms | Tot: 1m11s | Loss: 0.059 | Acc: 98.177% (24882/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.059 | Acc: 98.174% (25007/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.059 | Acc: 98.172% (25132/25600) 200/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.059 | Acc: 98.169% (25257/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.059 | Acc: 98.159% (25380/25856) 202/391 [=================================>...............................] Step: 357ms | Tot: 1m13s | Loss: 0.059 | Acc: 98.164% (25507/25984) 203/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.059 | Acc: 98.166% (25633/26112) 204/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.059 | Acc: 98.167% (25759/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.059 | Acc: 98.168% (25885/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.059 | Acc: 98.162% (26009/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.060 | Acc: 98.160% (26134/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.060 | Acc: 98.153% (26258/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.060 | Acc: 98.151% (26383/26880) 210/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.060 | Acc: 98.141% (26506/27008) 211/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.060 | Acc: 98.143% (26632/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.060 | Acc: 98.129% (26754/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.060 | Acc: 98.134% (26881/27392) 214/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.060 | Acc: 98.118% (27002/27520) 215/391 [===================================>.............................] Step: 372ms | Tot: 1m18s | Loss: 0.060 | Acc: 98.112% (27126/27648) 216/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.060 | Acc: 98.106% (27250/27776) 217/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.060 | Acc: 98.108% (27376/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.060 | Acc: 98.109% (27502/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.060 | Acc: 98.104% (27626/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.060 | Acc: 98.098% (27750/28288) 221/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.060 | Acc: 98.096% (27875/28416) 222/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.060 | Acc: 98.094% (28000/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.061 | Acc: 98.082% (28122/28672) 224/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.061 | Acc: 98.087% (28249/28800) 225/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.061 | Acc: 98.081% (28373/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.061 | Acc: 98.066% (28494/29056) 227/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.061 | Acc: 98.064% (28619/29184) 228/391 [=====================================>...........................] Step: 353ms | Tot: 1m23s | Loss: 0.061 | Acc: 98.069% (28746/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.061 | Acc: 98.071% (28872/29440) 230/391 [======================================>..........................] Step: 356ms | Tot: 1m23s | Loss: 0.061 | Acc: 98.069% (28997/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.061 | Acc: 98.070% (29123/29696) 232/391 [======================================>..........................] Step: 391ms | Tot: 1m24s | Loss: 0.061 | Acc: 98.069% (29248/29824) 233/391 [======================================>..........................] Step: 399ms | Tot: 1m24s | Loss: 0.061 | Acc: 98.064% (29372/29952) 234/391 [======================================>..........................] Step: 375ms | Tot: 1m25s | Loss: 0.061 | Acc: 98.068% (29499/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.061 | Acc: 98.063% (29623/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.061 | Acc: 98.068% (29750/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.061 | Acc: 98.067% (29875/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.061 | Acc: 98.065% (30000/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.061 | Acc: 98.070% (30127/30720) 240/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.062 | Acc: 98.061% (30250/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.061 | Acc: 98.069% (30378/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.061 | Acc: 98.074% (30505/31104) 243/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.061 | Acc: 98.079% (30632/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.061 | Acc: 98.084% (30759/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.061 | Acc: 98.079% (30883/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.062 | Acc: 98.071% (31006/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.062 | Acc: 98.075% (31133/31744) 248/391 [=========================================>.......................] Step: 363ms | Tot: 1m30s | Loss: 0.061 | Acc: 98.080% (31260/31872) 249/391 [=========================================>.......................] Step: 357ms | Tot: 1m30s | Loss: 0.061 | Acc: 98.088% (31388/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.061 | Acc: 98.089% (31514/32128) 251/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.061 | Acc: 98.090% (31640/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.061 | Acc: 98.095% (31767/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.061 | Acc: 98.096% (31893/32512) 254/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.061 | Acc: 98.097% (32019/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.061 | Acc: 98.099% (32145/32768) 256/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.061 | Acc: 98.085% (32266/32896) 257/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.061 | Acc: 98.089% (32393/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.061 | Acc: 98.085% (32517/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.061 | Acc: 98.086% (32643/33280) 260/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.061 | Acc: 98.084% (32768/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.062 | Acc: 98.074% (32890/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.062 | Acc: 98.075% (33016/33664) 263/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.062 | Acc: 98.068% (33139/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.062 | Acc: 98.069% (33265/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.062 | Acc: 98.070% (33391/34048) 266/391 [============================================>....................] Step: 357ms | Tot: 1m36s | Loss: 0.062 | Acc: 98.069% (33516/34176) 267/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.062 | Acc: 98.067% (33641/34304) 268/391 [============================================>....................] Step: 353ms | Tot: 1m37s | Loss: 0.062 | Acc: 98.066% (33766/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.062 | Acc: 98.070% (33893/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.062 | Acc: 98.071% (34019/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.062 | Acc: 98.064% (34142/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.062 | Acc: 98.071% (34270/34944) 273/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.062 | Acc: 98.064% (34393/35072) 274/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.062 | Acc: 98.065% (34519/35200) 275/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.062 | Acc: 98.067% (34645/35328) 276/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.061 | Acc: 98.074% (34773/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.061 | Acc: 98.072% (34898/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.061 | Acc: 98.071% (35023/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.061 | Acc: 98.072% (35149/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.061 | Acc: 98.068% (35273/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.061 | Acc: 98.061% (35396/36096) 282/391 [==============================================>..................] Step: 353ms | Tot: 1m42s | Loss: 0.062 | Acc: 98.059% (35521/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.062 | Acc: 98.058% (35646/36352) 284/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.062 | Acc: 98.062% (35773/36480) 285/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.062 | Acc: 98.058% (35897/36608) 286/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.062 | Acc: 98.059% (36023/36736) 287/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.062 | Acc: 98.058% (36148/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.062 | Acc: 98.056% (36273/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.062 | Acc: 98.055% (36398/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.062 | Acc: 98.059% (36525/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.062 | Acc: 98.055% (36649/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.062 | Acc: 98.059% (36776/37504) 293/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.062 | Acc: 98.055% (36900/37632) 294/391 [================================================>................] Step: 354ms | Tot: 1m47s | Loss: 0.062 | Acc: 98.056% (37026/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.062 | Acc: 98.060% (37153/37888) 296/391 [=================================================>...............] Step: 366ms | Tot: 1m47s | Loss: 0.062 | Acc: 98.056% (37277/38016) 297/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.062 | Acc: 98.057% (37403/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.062 | Acc: 98.053% (37527/38272) 299/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.062 | Acc: 98.042% (37648/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.062 | Acc: 98.046% (37775/38528) 301/391 [==================================================>..............] Step: 358ms | Tot: 1m49s | Loss: 0.062 | Acc: 98.044% (37900/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.062 | Acc: 98.046% (38026/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.062 | Acc: 98.049% (38153/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.062 | Acc: 98.048% (38278/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.062 | Acc: 98.049% (38404/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m51s | Loss: 0.062 | Acc: 98.046% (38528/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.062 | Acc: 98.037% (38650/39424) 308/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.062 | Acc: 98.035% (38775/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.062 | Acc: 98.032% (38899/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.062 | Acc: 98.036% (39026/39808) 311/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.062 | Acc: 98.029% (39149/39936) 312/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.062 | Acc: 98.026% (39273/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m53s | Loss: 0.062 | Acc: 98.027% (39399/40192) 314/391 [====================================================>............] Step: 373ms | Tot: 1m54s | Loss: 0.062 | Acc: 98.031% (39526/40320) 315/391 [====================================================>............] Step: 391ms | Tot: 1m54s | Loss: 0.062 | Acc: 98.027% (39650/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.062 | Acc: 98.031% (39777/40576) 317/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.062 | Acc: 98.022% (39899/40704) 318/391 [====================================================>............] Step: 360ms | Tot: 1m55s | Loss: 0.062 | Acc: 98.024% (40025/40832) 319/391 [=====================================================>...........] Step: 360ms | Tot: 1m56s | Loss: 0.062 | Acc: 98.022% (40150/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.062 | Acc: 98.026% (40277/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.062 | Acc: 98.025% (40402/41216) 322/391 [=====================================================>...........] Step: 361ms | Tot: 1m57s | Loss: 0.062 | Acc: 98.031% (40530/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.062 | Acc: 98.028% (40654/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.062 | Acc: 98.031% (40781/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.062 | Acc: 98.032% (40907/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.062 | Acc: 98.031% (41032/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.062 | Acc: 98.023% (41154/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.062 | Acc: 98.022% (41279/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.062 | Acc: 98.021% (41404/42240) 330/391 [======================================================>..........] Step: 355ms | Tot: 2m159ms | Loss: 0.062 | Acc: 98.015% (41527/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m522ms | Loss: 0.062 | Acc: 98.019% (41654/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m886ms | Loss: 0.062 | Acc: 98.022% (41781/42624) 333/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.062 | Acc: 98.026% (41908/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.062 | Acc: 98.018% (42030/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.062 | Acc: 98.017% (42155/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.062 | Acc: 98.020% (42282/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.062 | Acc: 98.024% (42409/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.062 | Acc: 98.025% (42535/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.062 | Acc: 98.026% (42661/43520) 340/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.062 | Acc: 98.032% (42789/43648) 341/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.062 | Acc: 98.024% (42911/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.062 | Acc: 98.025% (43037/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m4s | Loss: 0.062 | Acc: 98.022% (43161/44032) 344/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.062 | Acc: 98.025% (43288/44160) 345/391 [=========================================================>.......] Step: 356ms | Tot: 2m5s | Loss: 0.062 | Acc: 98.022% (43412/44288) 346/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.062 | Acc: 98.021% (43537/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.062 | Acc: 98.024% (43664/44544) 348/391 [=========================================================>.......] Step: 352ms | Tot: 2m6s | Loss: 0.062 | Acc: 98.028% (43791/44672) 349/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.062 | Acc: 98.033% (43919/44800) 350/391 [==========================================================>......] Step: 370ms | Tot: 2m7s | Loss: 0.062 | Acc: 98.030% (44043/44928) 351/391 [==========================================================>......] Step: 360ms | Tot: 2m7s | Loss: 0.062 | Acc: 98.029% (44168/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.062 | Acc: 98.028% (44293/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m8s | Loss: 0.062 | Acc: 98.027% (44418/45312) 354/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.062 | Acc: 98.030% (44545/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.062 | Acc: 98.032% (44671/45568) 356/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.062 | Acc: 98.030% (44796/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m9s | Loss: 0.062 | Acc: 98.029% (44921/45824) 358/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.062 | Acc: 98.015% (45040/45952) 359/391 [===========================================================>.....] Step: 374ms | Tot: 2m10s | Loss: 0.063 | Acc: 98.012% (45164/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.063 | Acc: 98.015% (45291/46208) 361/391 [============================================================>....] Step: 382ms | Tot: 2m11s | Loss: 0.063 | Acc: 98.010% (45414/46336) 362/391 [============================================================>....] Step: 371ms | Tot: 2m11s | Loss: 0.063 | Acc: 98.009% (45539/46464) 363/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.063 | Acc: 98.002% (45661/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.063 | Acc: 98.003% (45787/46720) 365/391 [============================================================>....] Step: 353ms | Tot: 2m12s | Loss: 0.063 | Acc: 98.006% (45914/46848) 366/391 [============================================================>....] Step: 361ms | Tot: 2m13s | Loss: 0.063 | Acc: 98.007% (46040/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.063 | Acc: 98.000% (46162/47104) 368/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.063 | Acc: 97.995% (46285/47232) 369/391 [=============================================================>...] Step: 369ms | Tot: 2m14s | Loss: 0.063 | Acc: 97.988% (46407/47360) 370/391 [=============================================================>...] Step: 356ms | Tot: 2m14s | Loss: 0.063 | Acc: 97.989% (46533/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.063 | Acc: 97.980% (46654/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.063 | Acc: 97.979% (46779/47744) 373/391 [==============================================================>..] Step: 361ms | Tot: 2m15s | Loss: 0.063 | Acc: 97.970% (46900/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.063 | Acc: 97.963% (47022/48000) 375/391 [==============================================================>..] Step: 371ms | Tot: 2m16s | Loss: 0.063 | Acc: 97.964% (47148/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.063 | Acc: 97.965% (47274/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.063 | Acc: 97.958% (47396/48384) 378/391 [==============================================================>..] Step: 350ms | Tot: 2m17s | Loss: 0.063 | Acc: 97.961% (47523/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m17s | Loss: 0.063 | Acc: 97.952% (47644/48640) 380/391 [===============================================================>.] Step: 368ms | Tot: 2m18s | Loss: 0.063 | Acc: 97.949% (47768/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.063 | Acc: 97.945% (47891/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.064 | Acc: 97.944% (48016/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.064 | Acc: 97.941% (48140/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.063 | Acc: 97.946% (48268/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.063 | Acc: 97.940% (48390/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m20s | Loss: 0.063 | Acc: 97.939% (48515/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m20s | Loss: 0.064 | Acc: 97.932% (48637/49664) 388/391 [================================================================>] Step: 351ms | Tot: 2m21s | Loss: 0.064 | Acc: 97.931% (48762/49792) 389/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.063 | Acc: 97.935% (48889/49920) 390/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.064 | Acc: 97.928% (48964/50000) 391/391 + [>................................................................] Step: 498ms | Tot: 2ms | Loss: 0.410 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 294ms | Tot: 296ms | Loss: 0.335 | Acc: 92.500% (185/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 591ms | Loss: 0.355 | Acc: 91.000% (273/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 890ms | Loss: 0.362 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 293ms | Tot: 1s183ms | Loss: 0.344 | Acc: 90.600% (453/500) 5/100 [===>.............................................................] Step: 294ms | Tot: 1s477ms | Loss: 0.318 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 297ms | Tot: 1s775ms | Loss: 0.303 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 321ms | Tot: 2s96ms | Loss: 0.317 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 329ms | Tot: 2s426ms | Loss: 0.323 | Acc: 90.000% (810/900) 9/100 [=====>...........................................................] Step: 294ms | Tot: 2s721ms | Loss: 0.329 | Acc: 90.200% (902/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 3s18ms | Loss: 0.331 | Acc: 90.091% (991/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s319ms | Loss: 0.350 | Acc: 89.917% (1079/1200) 12/100 [=======>.........................................................] Step: 295ms | Tot: 3s614ms | Loss: 0.342 | Acc: 90.154% (1172/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s922ms | Loss: 0.337 | Acc: 90.429% (1266/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s228ms | Loss: 0.332 | Acc: 90.400% (1356/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s534ms | Loss: 0.335 | Acc: 90.375% (1446/1600) 16/100 [==========>......................................................] Step: 308ms | Tot: 4s843ms | Loss: 0.323 | Acc: 90.765% (1543/1700) 17/100 [===========>.....................................................] Step: 301ms | Tot: 5s144ms | Loss: 0.330 | Acc: 90.667% (1632/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s450ms | Loss: 0.339 | Acc: 90.526% (1720/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s756ms | Loss: 0.344 | Acc: 90.500% (1810/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s61ms | Loss: 0.344 | Acc: 90.524% (1901/2100) 21/100 [=============>...................................................] Step: 298ms | Tot: 6s359ms | Loss: 0.339 | Acc: 90.727% (1996/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s662ms | Loss: 0.348 | Acc: 90.565% (2083/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 6s970ms | Loss: 0.351 | Acc: 90.417% (2170/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s272ms | Loss: 0.354 | Acc: 90.400% (2260/2500) 25/100 [================>................................................] Step: 301ms | Tot: 7s573ms | Loss: 0.356 | Acc: 90.385% (2350/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s878ms | Loss: 0.350 | Acc: 90.444% (2442/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s180ms | Loss: 0.351 | Acc: 90.464% (2533/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s484ms | Loss: 0.355 | Acc: 90.483% (2624/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s785ms | Loss: 0.352 | Acc: 90.467% (2714/3000) 30/100 [===================>.............................................] Step: 314ms | Tot: 9s100ms | Loss: 0.348 | Acc: 90.548% (2807/3100) 31/100 [====================>............................................] Step: 319ms | Tot: 9s419ms | Loss: 0.348 | Acc: 90.500% (2896/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s726ms | Loss: 0.344 | Acc: 90.667% (2992/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s33ms | Loss: 0.345 | Acc: 90.588% (3080/3400) 34/100 [======================>..........................................] Step: 305ms | Tot: 10s339ms | Loss: 0.349 | Acc: 90.514% (3168/3500) 35/100 [======================>..........................................] Step: 299ms | Tot: 10s638ms | Loss: 0.346 | Acc: 90.528% (3259/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s947ms | Loss: 0.346 | Acc: 90.541% (3350/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s252ms | Loss: 0.349 | Acc: 90.447% (3437/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s554ms | Loss: 0.349 | Acc: 90.538% (3531/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s862ms | Loss: 0.349 | Acc: 90.575% (3623/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s169ms | Loss: 0.355 | Acc: 90.488% (3710/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s473ms | Loss: 0.359 | Acc: 90.500% (3801/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s781ms | Loss: 0.355 | Acc: 90.605% (3896/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s85ms | Loss: 0.356 | Acc: 90.568% (3985/4400) 44/100 [============================>....................................] Step: 304ms | Tot: 13s389ms | Loss: 0.354 | Acc: 90.600% (4077/4500) 45/100 [=============================>...................................] Step: 300ms | Tot: 13s689ms | Loss: 0.353 | Acc: 90.587% (4167/4600) 46/100 [=============================>...................................] Step: 310ms | Tot: 14s | Loss: 0.353 | Acc: 90.574% (4257/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s310ms | Loss: 0.355 | Acc: 90.542% (4346/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s615ms | Loss: 0.352 | Acc: 90.571% (4438/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s923ms | Loss: 0.355 | Acc: 90.500% (4525/5000) 50/100 [================================>................................] Step: 301ms | Tot: 15s224ms | Loss: 0.355 | Acc: 90.529% (4617/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s532ms | Loss: 0.357 | Acc: 90.500% (4706/5200) 52/100 [=================================>...............................] Step: 315ms | Tot: 15s847ms | Loss: 0.357 | Acc: 90.509% (4797/5300) 53/100 [==================================>..............................] Step: 306ms | Tot: 16s153ms | Loss: 0.357 | Acc: 90.519% (4888/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s458ms | Loss: 0.355 | Acc: 90.545% (4980/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s766ms | Loss: 0.357 | Acc: 90.554% (5071/5600) 56/100 [====================================>............................] Step: 305ms | Tot: 17s72ms | Loss: 0.356 | Acc: 90.579% (5163/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s377ms | Loss: 0.352 | Acc: 90.603% (5255/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s679ms | Loss: 0.354 | Acc: 90.576% (5344/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 17s989ms | Loss: 0.353 | Acc: 90.567% (5434/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s294ms | Loss: 0.353 | Acc: 90.590% (5526/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s596ms | Loss: 0.355 | Acc: 90.548% (5614/6200) 62/100 [========================================>........................] Step: 319ms | Tot: 18s915ms | Loss: 0.353 | Acc: 90.571% (5706/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s227ms | Loss: 0.350 | Acc: 90.625% (5800/6400) 64/100 [=========================================>.......................] Step: 316ms | Tot: 19s543ms | Loss: 0.349 | Acc: 90.615% (5890/6500) 65/100 [==========================================>......................] Step: 311ms | Tot: 19s855ms | Loss: 0.348 | Acc: 90.606% (5980/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s170ms | Loss: 0.346 | Acc: 90.642% (6073/6700) 67/100 [===========================================>.....................] Step: 316ms | Tot: 20s487ms | Loss: 0.347 | Acc: 90.632% (6163/6800) 68/100 [============================================>....................] Step: 316ms | Tot: 20s804ms | Loss: 0.344 | Acc: 90.652% (6255/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s115ms | Loss: 0.343 | Acc: 90.671% (6347/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s428ms | Loss: 0.347 | Acc: 90.620% (6434/7100) 71/100 [==============================================>..................] Step: 317ms | Tot: 21s745ms | Loss: 0.348 | Acc: 90.597% (6523/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s52ms | Loss: 0.345 | Acc: 90.616% (6615/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s356ms | Loss: 0.345 | Acc: 90.622% (6706/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s659ms | Loss: 0.346 | Acc: 90.613% (6796/7500) 75/100 [================================================>................] Step: 308ms | Tot: 22s967ms | Loss: 0.348 | Acc: 90.579% (6884/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 23s273ms | Loss: 0.348 | Acc: 90.571% (6974/7700) 77/100 [==================================================>..............] Step: 302ms | Tot: 23s576ms | Loss: 0.347 | Acc: 90.590% (7066/7800) 78/100 [==================================================>..............] Step: 325ms | Tot: 23s901ms | Loss: 0.346 | Acc: 90.620% (7159/7900) 79/100 [===================================================>.............] Step: 312ms | Tot: 24s214ms | Loss: 0.345 | Acc: 90.625% (7250/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s522ms | Loss: 0.343 | Acc: 90.654% (7343/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s831ms | Loss: 0.342 | Acc: 90.659% (7434/8200) 82/100 [=====================================================>...........] Step: 296ms | Tot: 25s127ms | Loss: 0.342 | Acc: 90.663% (7525/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s436ms | Loss: 0.342 | Acc: 90.667% (7616/8400) 84/100 [======================================================>..........] Step: 303ms | Tot: 25s739ms | Loss: 0.342 | Acc: 90.647% (7705/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s49ms | Loss: 0.345 | Acc: 90.581% (7790/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s352ms | Loss: 0.343 | Acc: 90.586% (7881/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s659ms | Loss: 0.343 | Acc: 90.591% (7972/8800) 88/100 [=========================================================>.......] Step: 309ms | Tot: 26s968ms | Loss: 0.342 | Acc: 90.607% (8064/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s280ms | Loss: 0.342 | Acc: 90.622% (8156/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s588ms | Loss: 0.342 | Acc: 90.637% (8248/9100) 91/100 [===========================================================>.....] Step: 312ms | Tot: 27s901ms | Loss: 0.340 | Acc: 90.663% (8341/9200) 92/100 [===========================================================>.....] Step: 299ms | Tot: 28s200ms | Loss: 0.342 | Acc: 90.645% (8430/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s505ms | Loss: 0.343 | Acc: 90.649% (8521/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s811ms | Loss: 0.341 | Acc: 90.653% (8612/9500) 95/100 [=============================================================>...] Step: 312ms | Tot: 29s124ms | Loss: 0.340 | Acc: 90.667% (8704/9600) 96/100 [==============================================================>..] Step: 323ms | Tot: 29s448ms | Loss: 0.338 | Acc: 90.680% (8796/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s749ms | Loss: 0.338 | Acc: 90.694% (8888/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s55ms | Loss: 0.340 | Acc: 90.626% (8972/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s362ms | Loss: 0.338 | Acc: 90.680% (9068/10000) 100/100 +Saving.. + +Epoch: 181 + [>................................................................] Step: 727ms | Tot: 2ms | Loss: 0.059 | Acc: 97.656% (125/128) 1/391 [>................................................................] Step: 377ms | Tot: 379ms | Loss: 0.054 | Acc: 98.047% (251/256) 2/391 [>................................................................] Step: 374ms | Tot: 753ms | Loss: 0.059 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 406ms | Tot: 1s159ms | Loss: 0.058 | Acc: 98.242% (503/512) 4/391 [>................................................................] Step: 383ms | Tot: 1s543ms | Loss: 0.057 | Acc: 98.281% (629/640) 5/391 [>................................................................] Step: 376ms | Tot: 1s919ms | Loss: 0.054 | Acc: 98.438% (756/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s279ms | Loss: 0.055 | Acc: 98.326% (881/896) 7/391 [=>...............................................................] Step: 357ms | Tot: 2s636ms | Loss: 0.059 | Acc: 98.242% (1006/1024) 8/391 [=>...............................................................] Step: 375ms | Tot: 3s12ms | Loss: 0.058 | Acc: 98.351% (1133/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s374ms | Loss: 0.059 | Acc: 98.281% (1258/1280) 10/391 [=>...............................................................] Step: 362ms | Tot: 3s736ms | Loss: 0.057 | Acc: 98.366% (1385/1408) 11/391 [=>...............................................................] Step: 357ms | Tot: 4s94ms | Loss: 0.056 | Acc: 98.372% (1511/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s456ms | Loss: 0.056 | Acc: 98.257% (1635/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s821ms | Loss: 0.055 | Acc: 98.270% (1761/1792) 14/391 [==>..............................................................] Step: 367ms | Tot: 5s189ms | Loss: 0.054 | Acc: 98.333% (1888/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s553ms | Loss: 0.054 | Acc: 98.340% (2014/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s918ms | Loss: 0.054 | Acc: 98.392% (2141/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s284ms | Loss: 0.055 | Acc: 98.351% (2266/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s646ms | Loss: 0.058 | Acc: 98.273% (2390/2432) 19/391 [===>.............................................................] Step: 362ms | Tot: 7s9ms | Loss: 0.059 | Acc: 98.281% (2516/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s368ms | Loss: 0.060 | Acc: 98.251% (2641/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s726ms | Loss: 0.059 | Acc: 98.260% (2767/2816) 22/391 [===>.............................................................] Step: 372ms | Tot: 8s98ms | Loss: 0.059 | Acc: 98.234% (2892/2944) 23/391 [===>.............................................................] Step: 377ms | Tot: 8s476ms | Loss: 0.059 | Acc: 98.242% (3018/3072) 24/391 [===>.............................................................] Step: 367ms | Tot: 8s843ms | Loss: 0.058 | Acc: 98.312% (3146/3200) 25/391 [====>............................................................] Step: 365ms | Tot: 9s209ms | Loss: 0.058 | Acc: 98.287% (3271/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s570ms | Loss: 0.059 | Acc: 98.235% (3395/3456) 27/391 [====>............................................................] Step: 365ms | Tot: 9s935ms | Loss: 0.060 | Acc: 98.242% (3521/3584) 28/391 [====>............................................................] Step: 362ms | Tot: 10s297ms | Loss: 0.059 | Acc: 98.276% (3648/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s656ms | Loss: 0.059 | Acc: 98.281% (3774/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s22ms | Loss: 0.060 | Acc: 98.286% (3900/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s382ms | Loss: 0.061 | Acc: 98.218% (4023/4096) 32/391 [=====>...........................................................] Step: 371ms | Tot: 11s753ms | Loss: 0.059 | Acc: 98.272% (4151/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s117ms | Loss: 0.058 | Acc: 98.300% (4278/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s475ms | Loss: 0.058 | Acc: 98.281% (4403/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 12s845ms | Loss: 0.058 | Acc: 98.286% (4529/4608) 36/391 [=====>...........................................................] Step: 372ms | Tot: 13s218ms | Loss: 0.058 | Acc: 98.269% (4654/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s576ms | Loss: 0.058 | Acc: 98.294% (4781/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 13s941ms | Loss: 0.058 | Acc: 98.297% (4907/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s299ms | Loss: 0.058 | Acc: 98.281% (5032/5120) 40/391 [======>..........................................................] Step: 362ms | Tot: 14s661ms | Loss: 0.058 | Acc: 98.247% (5156/5248) 41/391 [======>..........................................................] Step: 377ms | Tot: 15s39ms | Loss: 0.059 | Acc: 98.196% (5279/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s398ms | Loss: 0.059 | Acc: 98.238% (5407/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s758ms | Loss: 0.058 | Acc: 98.260% (5534/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s117ms | Loss: 0.058 | Acc: 98.281% (5661/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s475ms | Loss: 0.058 | Acc: 98.302% (5788/5888) 46/391 [=======>.........................................................] Step: 365ms | Tot: 16s840ms | Loss: 0.059 | Acc: 98.321% (5915/6016) 47/391 [=======>.........................................................] Step: 356ms | Tot: 17s197ms | Loss: 0.058 | Acc: 98.324% (6041/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s555ms | Loss: 0.058 | Acc: 98.310% (6166/6272) 49/391 [========>........................................................] Step: 374ms | Tot: 17s930ms | Loss: 0.058 | Acc: 98.312% (6292/6400) 50/391 [========>........................................................] Step: 381ms | Tot: 18s312ms | Loss: 0.058 | Acc: 98.330% (6419/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s669ms | Loss: 0.058 | Acc: 98.362% (6547/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s30ms | Loss: 0.057 | Acc: 98.393% (6675/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s393ms | Loss: 0.058 | Acc: 98.380% (6800/6912) 54/391 [========>........................................................] Step: 362ms | Tot: 19s755ms | Loss: 0.059 | Acc: 98.366% (6925/7040) 55/391 [=========>.......................................................] Step: 356ms | Tot: 20s112ms | Loss: 0.060 | Acc: 98.326% (7048/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s473ms | Loss: 0.061 | Acc: 98.273% (7170/7296) 57/391 [=========>.......................................................] Step: 372ms | Tot: 20s845ms | Loss: 0.061 | Acc: 98.276% (7296/7424) 58/391 [=========>.......................................................] Step: 372ms | Tot: 21s217ms | Loss: 0.061 | Acc: 98.279% (7422/7552) 59/391 [=========>.......................................................] Step: 377ms | Tot: 21s595ms | Loss: 0.062 | Acc: 98.255% (7546/7680) 60/391 [=========>.......................................................] Step: 374ms | Tot: 21s970ms | Loss: 0.061 | Acc: 98.258% (7672/7808) 61/391 [==========>......................................................] Step: 370ms | Tot: 22s340ms | Loss: 0.062 | Acc: 98.261% (7798/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s709ms | Loss: 0.061 | Acc: 98.276% (7925/8064) 63/391 [==========>......................................................] Step: 374ms | Tot: 23s83ms | Loss: 0.061 | Acc: 98.279% (8051/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s451ms | Loss: 0.061 | Acc: 98.281% (8177/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s818ms | Loss: 0.061 | Acc: 98.284% (8303/8448) 66/391 [==========>......................................................] Step: 352ms | Tot: 24s171ms | Loss: 0.061 | Acc: 98.263% (8427/8576) 67/391 [===========>.....................................................] Step: 360ms | Tot: 24s531ms | Loss: 0.061 | Acc: 98.265% (8553/8704) 68/391 [===========>.....................................................] Step: 370ms | Tot: 24s901ms | Loss: 0.061 | Acc: 98.234% (8676/8832) 69/391 [===========>.....................................................] Step: 354ms | Tot: 25s256ms | Loss: 0.061 | Acc: 98.259% (8804/8960) 70/391 [===========>.....................................................] Step: 361ms | Tot: 25s618ms | Loss: 0.061 | Acc: 98.250% (8929/9088) 71/391 [===========>.....................................................] Step: 363ms | Tot: 25s981ms | Loss: 0.061 | Acc: 98.231% (9053/9216) 72/391 [===========>.....................................................] Step: 359ms | Tot: 26s340ms | Loss: 0.061 | Acc: 98.234% (9179/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s702ms | Loss: 0.062 | Acc: 98.216% (9303/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s63ms | Loss: 0.062 | Acc: 98.198% (9427/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s429ms | Loss: 0.061 | Acc: 98.201% (9553/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 27s799ms | Loss: 0.061 | Acc: 98.194% (9678/9856) 77/391 [============>....................................................] Step: 378ms | Tot: 28s178ms | Loss: 0.061 | Acc: 98.197% (9804/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s538ms | Loss: 0.061 | Acc: 98.200% (9930/10112) 79/391 [=============>...................................................] Step: 366ms | Tot: 28s905ms | Loss: 0.061 | Acc: 98.193% (10055/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s267ms | Loss: 0.060 | Acc: 98.206% (10182/10368) 81/391 [=============>...................................................] Step: 361ms | Tot: 29s629ms | Loss: 0.060 | Acc: 98.218% (10309/10496) 82/391 [=============>...................................................] Step: 363ms | Tot: 29s992ms | Loss: 0.060 | Acc: 98.221% (10435/10624) 83/391 [=============>...................................................] Step: 360ms | Tot: 30s353ms | Loss: 0.060 | Acc: 98.205% (10559/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s718ms | Loss: 0.060 | Acc: 98.199% (10684/10880) 85/391 [==============>..................................................] Step: 406ms | Tot: 31s125ms | Loss: 0.060 | Acc: 98.201% (10810/11008) 86/391 [==============>..................................................] Step: 404ms | Tot: 31s529ms | Loss: 0.059 | Acc: 98.204% (10936/11136) 87/391 [==============>..................................................] Step: 366ms | Tot: 31s895ms | Loss: 0.059 | Acc: 98.224% (11064/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s257ms | Loss: 0.059 | Acc: 98.227% (11190/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s616ms | Loss: 0.059 | Acc: 98.247% (11318/11520) 90/391 [==============>..................................................] Step: 371ms | Tot: 32s987ms | Loss: 0.060 | Acc: 98.197% (11438/11648) 91/391 [===============>.................................................] Step: 367ms | Tot: 33s355ms | Loss: 0.060 | Acc: 98.200% (11564/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s713ms | Loss: 0.060 | Acc: 98.194% (11689/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 34s72ms | Loss: 0.061 | Acc: 98.163% (11811/12032) 94/391 [===============>.................................................] Step: 360ms | Tot: 34s432ms | Loss: 0.061 | Acc: 98.158% (11936/12160) 95/391 [===============>.................................................] Step: 370ms | Tot: 34s803ms | Loss: 0.061 | Acc: 98.136% (12059/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s161ms | Loss: 0.061 | Acc: 98.139% (12185/12416) 97/391 [================>................................................] Step: 356ms | Tot: 35s518ms | Loss: 0.061 | Acc: 98.135% (12310/12544) 98/391 [================>................................................] Step: 357ms | Tot: 35s876ms | Loss: 0.061 | Acc: 98.146% (12437/12672) 99/391 [================>................................................] Step: 355ms | Tot: 36s231ms | Loss: 0.061 | Acc: 98.141% (12562/12800) 100/391 [================>................................................] Step: 357ms | Tot: 36s588ms | Loss: 0.061 | Acc: 98.136% (12687/12928) 101/391 [================>................................................] Step: 361ms | Tot: 36s950ms | Loss: 0.061 | Acc: 98.116% (12810/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s307ms | Loss: 0.061 | Acc: 98.111% (12935/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s664ms | Loss: 0.061 | Acc: 98.107% (13060/13312) 104/391 [=================>...............................................] Step: 378ms | Tot: 38s43ms | Loss: 0.061 | Acc: 98.118% (13187/13440) 105/391 [=================>...............................................] Step: 362ms | Tot: 38s405ms | Loss: 0.061 | Acc: 98.113% (13312/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s765ms | Loss: 0.062 | Acc: 98.094% (13435/13696) 107/391 [=================>...............................................] Step: 356ms | Tot: 39s121ms | Loss: 0.061 | Acc: 98.105% (13562/13824) 108/391 [=================>...............................................] Step: 354ms | Tot: 39s476ms | Loss: 0.061 | Acc: 98.108% (13688/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s838ms | Loss: 0.062 | Acc: 98.097% (13812/14080) 110/391 [==================>..............................................] Step: 354ms | Tot: 40s193ms | Loss: 0.062 | Acc: 98.100% (13938/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s553ms | Loss: 0.061 | Acc: 98.117% (14066/14336) 112/391 [==================>..............................................] Step: 361ms | Tot: 40s915ms | Loss: 0.061 | Acc: 98.133% (14194/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s283ms | Loss: 0.061 | Acc: 98.143% (14321/14592) 114/391 [==================>..............................................] Step: 358ms | Tot: 41s642ms | Loss: 0.061 | Acc: 98.139% (14446/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 42s5ms | Loss: 0.061 | Acc: 98.141% (14572/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s365ms | Loss: 0.061 | Acc: 98.144% (14698/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s727ms | Loss: 0.061 | Acc: 98.159% (14826/15104) 118/391 [===================>.............................................] Step: 368ms | Tot: 43s96ms | Loss: 0.061 | Acc: 98.155% (14951/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 43s460ms | Loss: 0.061 | Acc: 98.158% (15077/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s827ms | Loss: 0.061 | Acc: 98.147% (15201/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 44s187ms | Loss: 0.062 | Acc: 98.117% (15322/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s551ms | Loss: 0.062 | Acc: 98.120% (15448/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 44s917ms | Loss: 0.061 | Acc: 98.129% (15575/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s279ms | Loss: 0.061 | Acc: 98.131% (15701/16000) 125/391 [====================>............................................] Step: 361ms | Tot: 45s641ms | Loss: 0.061 | Acc: 98.121% (15825/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 46s3ms | Loss: 0.061 | Acc: 98.118% (15950/16256) 127/391 [=====================>...........................................] Step: 366ms | Tot: 46s370ms | Loss: 0.061 | Acc: 98.120% (16076/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s731ms | Loss: 0.062 | Acc: 98.104% (16199/16512) 129/391 [=====================>...........................................] Step: 354ms | Tot: 47s85ms | Loss: 0.062 | Acc: 98.107% (16325/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s447ms | Loss: 0.062 | Acc: 98.109% (16451/16768) 131/391 [=====================>...........................................] Step: 371ms | Tot: 47s818ms | Loss: 0.062 | Acc: 98.112% (16577/16896) 132/391 [=====================>...........................................] Step: 365ms | Tot: 48s183ms | Loss: 0.062 | Acc: 98.114% (16703/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s544ms | Loss: 0.061 | Acc: 98.128% (16831/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 48s907ms | Loss: 0.061 | Acc: 98.131% (16957/17280) 135/391 [======================>..........................................] Step: 356ms | Tot: 49s263ms | Loss: 0.061 | Acc: 98.145% (17085/17408) 136/391 [======================>..........................................] Step: 358ms | Tot: 49s621ms | Loss: 0.061 | Acc: 98.147% (17211/17536) 137/391 [======================>..........................................] Step: 359ms | Tot: 49s981ms | Loss: 0.061 | Acc: 98.149% (17337/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s337ms | Loss: 0.061 | Acc: 98.140% (17461/17792) 139/391 [=======================>.........................................] Step: 359ms | Tot: 50s697ms | Loss: 0.061 | Acc: 98.142% (17587/17920) 140/391 [=======================>.........................................] Step: 367ms | Tot: 51s65ms | Loss: 0.061 | Acc: 98.149% (17714/18048) 141/391 [=======================>.........................................] Step: 357ms | Tot: 51s422ms | Loss: 0.061 | Acc: 98.140% (17838/18176) 142/391 [=======================>.........................................] Step: 359ms | Tot: 51s781ms | Loss: 0.061 | Acc: 98.137% (17963/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s143ms | Loss: 0.062 | Acc: 98.134% (18088/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s501ms | Loss: 0.062 | Acc: 98.141% (18215/18560) 145/391 [========================>........................................] Step: 372ms | Tot: 52s873ms | Loss: 0.062 | Acc: 98.143% (18341/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s243ms | Loss: 0.062 | Acc: 98.140% (18466/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 53s613ms | Loss: 0.063 | Acc: 98.121% (18588/18944) 148/391 [========================>........................................] Step: 375ms | Tot: 53s988ms | Loss: 0.063 | Acc: 98.118% (18713/19072) 149/391 [========================>........................................] Step: 375ms | Tot: 54s364ms | Loss: 0.063 | Acc: 98.099% (18835/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s730ms | Loss: 0.063 | Acc: 98.086% (18958/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s96ms | Loss: 0.063 | Acc: 98.098% (19086/19456) 152/391 [=========================>.......................................] Step: 370ms | Tot: 55s466ms | Loss: 0.063 | Acc: 98.095% (19211/19584) 153/391 [=========================>.......................................] Step: 376ms | Tot: 55s843ms | Loss: 0.063 | Acc: 98.098% (19337/19712) 154/391 [=========================>.......................................] Step: 358ms | Tot: 56s201ms | Loss: 0.063 | Acc: 98.095% (19462/19840) 155/391 [=========================>.......................................] Step: 356ms | Tot: 56s558ms | Loss: 0.063 | Acc: 98.092% (19587/19968) 156/391 [=========================>.......................................] Step: 361ms | Tot: 56s920ms | Loss: 0.063 | Acc: 98.084% (19711/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s283ms | Loss: 0.064 | Acc: 98.072% (19834/20224) 158/391 [==========================>......................................] Step: 363ms | Tot: 57s646ms | Loss: 0.064 | Acc: 98.064% (19958/20352) 159/391 [==========================>......................................] Step: 375ms | Tot: 58s22ms | Loss: 0.064 | Acc: 98.066% (20084/20480) 160/391 [==========================>......................................] Step: 369ms | Tot: 58s391ms | Loss: 0.063 | Acc: 98.069% (20210/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s753ms | Loss: 0.063 | Acc: 98.081% (20338/20736) 162/391 [==========================>......................................] Step: 356ms | Tot: 59s110ms | Loss: 0.064 | Acc: 98.068% (20461/20864) 163/391 [===========================>.....................................] Step: 361ms | Tot: 59s472ms | Loss: 0.064 | Acc: 98.061% (20585/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 59s835ms | Loss: 0.064 | Acc: 98.068% (20712/21120) 165/391 [===========================>.....................................] Step: 356ms | Tot: 1m191ms | Loss: 0.063 | Acc: 98.075% (20839/21248) 166/391 [===========================>.....................................] Step: 354ms | Tot: 1m546ms | Loss: 0.063 | Acc: 98.087% (20967/21376) 167/391 [===========================>.....................................] Step: 395ms | Tot: 1m941ms | Loss: 0.063 | Acc: 98.089% (21093/21504) 168/391 [===========================>.....................................] Step: 406ms | Tot: 1m1s | Loss: 0.063 | Acc: 98.086% (21218/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.064 | Acc: 98.074% (21341/21760) 170/391 [============================>....................................] Step: 356ms | Tot: 1m2s | Loss: 0.064 | Acc: 98.072% (21466/21888) 171/391 [============================>....................................] Step: 367ms | Tot: 1m2s | Loss: 0.064 | Acc: 98.079% (21593/22016) 172/391 [============================>....................................] Step: 376ms | Tot: 1m2s | Loss: 0.064 | Acc: 98.090% (21721/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.064 | Acc: 98.087% (21846/22272) 174/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.064 | Acc: 98.089% (21972/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m3s | Loss: 0.064 | Acc: 98.087% (22097/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.064 | Acc: 98.080% (22221/22656) 177/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.064 | Acc: 98.086% (22348/22784) 178/391 [=============================>...................................] Step: 381ms | Tot: 1m5s | Loss: 0.064 | Acc: 98.084% (22473/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.064 | Acc: 98.090% (22600/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.064 | Acc: 98.097% (22727/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.064 | Acc: 98.094% (22852/23296) 182/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.063 | Acc: 98.100% (22979/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.063 | Acc: 98.102% (23105/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.063 | Acc: 98.091% (23228/23680) 185/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.064 | Acc: 98.093% (23354/23808) 186/391 [==============================>..................................] Step: 372ms | Tot: 1m7s | Loss: 0.064 | Acc: 98.082% (23477/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.064 | Acc: 98.084% (23603/24064) 188/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.064 | Acc: 98.082% (23728/24192) 189/391 [===============================>.................................] Step: 355ms | Tot: 1m8s | Loss: 0.064 | Acc: 98.080% (23853/24320) 190/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.064 | Acc: 98.078% (23978/24448) 191/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.064 | Acc: 98.079% (24104/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m10s | Loss: 0.064 | Acc: 98.089% (24232/24704) 193/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.064 | Acc: 98.083% (24356/24832) 194/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.064 | Acc: 98.085% (24482/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.064 | Acc: 98.087% (24608/25088) 196/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.064 | Acc: 98.081% (24732/25216) 197/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.063 | Acc: 98.086% (24859/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m12s | Loss: 0.063 | Acc: 98.088% (24985/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.063 | Acc: 98.094% (25112/25600) 200/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.063 | Acc: 98.095% (25238/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.063 | Acc: 98.093% (25363/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.063 | Acc: 98.083% (25486/25984) 203/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.063 | Acc: 98.081% (25611/26112) 204/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.063 | Acc: 98.087% (25738/26240) 205/391 [==================================>..............................] Step: 362ms | Tot: 1m14s | Loss: 0.063 | Acc: 98.089% (25864/26368) 206/391 [==================================>..............................] Step: 355ms | Tot: 1m15s | Loss: 0.063 | Acc: 98.094% (25991/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.063 | Acc: 98.092% (26116/26624) 208/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.063 | Acc: 98.101% (26244/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.063 | Acc: 98.095% (26368/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.063 | Acc: 98.097% (26494/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.063 | Acc: 98.098% (26620/27136) 212/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.063 | Acc: 98.104% (26747/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.063 | Acc: 98.109% (26874/27392) 214/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.063 | Acc: 98.110% (27000/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m18s | Loss: 0.063 | Acc: 98.105% (27124/27648) 216/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.063 | Acc: 98.092% (27246/27776) 217/391 [====================================>............................] Step: 354ms | Tot: 1m19s | Loss: 0.063 | Acc: 98.086% (27370/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.063 | Acc: 98.088% (27496/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.063 | Acc: 98.089% (27622/28160) 220/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.063 | Acc: 98.098% (27750/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.063 | Acc: 98.100% (27876/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m20s | Loss: 0.063 | Acc: 98.087% (27998/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.063 | Acc: 98.078% (28121/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m21s | Loss: 0.063 | Acc: 98.083% (28248/28800) 225/391 [=====================================>...........................] Step: 358ms | Tot: 1m22s | Loss: 0.063 | Acc: 98.081% (28373/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.063 | Acc: 98.083% (28499/29056) 227/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.063 | Acc: 98.081% (28624/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.063 | Acc: 98.083% (28750/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.063 | Acc: 98.077% (28874/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m23s | Loss: 0.063 | Acc: 98.072% (28998/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.063 | Acc: 98.070% (29123/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.063 | Acc: 98.072% (29249/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.063 | Acc: 98.074% (29375/29952) 234/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.063 | Acc: 98.072% (29500/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.063 | Acc: 98.063% (29623/30208) 236/391 [=======================================>.........................] Step: 374ms | Tot: 1m26s | Loss: 0.063 | Acc: 98.065% (29749/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.063 | Acc: 98.070% (29876/30464) 238/391 [=======================================>.........................] Step: 372ms | Tot: 1m26s | Loss: 0.064 | Acc: 98.065% (30000/30592) 239/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.063 | Acc: 98.063% (30125/30720) 240/391 [=======================================>.........................] Step: 375ms | Tot: 1m27s | Loss: 0.064 | Acc: 98.061% (30250/30848) 241/391 [========================================>........................] Step: 374ms | Tot: 1m27s | Loss: 0.064 | Acc: 98.060% (30375/30976) 242/391 [========================================>........................] Step: 372ms | Tot: 1m28s | Loss: 0.064 | Acc: 98.061% (30501/31104) 243/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.063 | Acc: 98.066% (30628/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.064 | Acc: 98.064% (30753/31360) 245/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.063 | Acc: 98.066% (30879/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.063 | Acc: 98.071% (31006/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.063 | Acc: 98.072% (31132/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.063 | Acc: 98.077% (31259/31872) 249/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.063 | Acc: 98.078% (31385/32000) 250/391 [=========================================>.......................] Step: 408ms | Tot: 1m31s | Loss: 0.063 | Acc: 98.073% (31509/32128) 251/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.063 | Acc: 98.081% (31637/32256) 252/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.063 | Acc: 98.085% (31764/32384) 253/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.063 | Acc: 98.081% (31888/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.064 | Acc: 98.073% (32011/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.064 | Acc: 98.071% (32136/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.064 | Acc: 98.070% (32261/32896) 257/391 [==========================================>......................] Step: 375ms | Tot: 1m33s | Loss: 0.064 | Acc: 98.071% (32387/33024) 258/391 [==========================================>......................] Step: 353ms | Tot: 1m34s | Loss: 0.064 | Acc: 98.073% (32513/33152) 259/391 [===========================================>.....................] Step: 362ms | Tot: 1m34s | Loss: 0.064 | Acc: 98.068% (32637/33280) 260/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.064 | Acc: 98.072% (32764/33408) 261/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.064 | Acc: 98.074% (32890/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.064 | Acc: 98.069% (33014/33664) 263/391 [===========================================>.....................] Step: 372ms | Tot: 1m35s | Loss: 0.064 | Acc: 98.062% (33137/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.064 | Acc: 98.063% (33263/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.064 | Acc: 98.062% (33388/34048) 266/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.064 | Acc: 98.060% (33513/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.064 | Acc: 98.061% (33639/34304) 268/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.064 | Acc: 98.060% (33764/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.064 | Acc: 98.058% (33889/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.064 | Acc: 98.051% (34012/34688) 271/391 [=============================================>...................] Step: 366ms | Tot: 1m38s | Loss: 0.064 | Acc: 98.050% (34137/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.064 | Acc: 98.051% (34263/34944) 273/391 [=============================================>...................] Step: 365ms | Tot: 1m39s | Loss: 0.064 | Acc: 98.050% (34388/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.064 | Acc: 98.048% (34513/35200) 275/391 [=============================================>...................] Step: 372ms | Tot: 1m40s | Loss: 0.064 | Acc: 98.050% (34639/35328) 276/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.064 | Acc: 98.057% (34767/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.064 | Acc: 98.055% (34892/35584) 278/391 [==============================================>..................] Step: 355ms | Tot: 1m41s | Loss: 0.064 | Acc: 98.051% (35016/35712) 279/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.064 | Acc: 98.041% (35138/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.064 | Acc: 98.034% (35261/35968) 281/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.064 | Acc: 98.030% (35385/36096) 282/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.064 | Acc: 98.032% (35511/36224) 283/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.064 | Acc: 98.030% (35636/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.064 | Acc: 98.029% (35761/36480) 285/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.064 | Acc: 98.028% (35886/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.064 | Acc: 98.029% (36012/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.064 | Acc: 98.028% (36137/36864) 288/391 [===============================================>.................] Step: 360ms | Tot: 1m45s | Loss: 0.064 | Acc: 98.029% (36263/36992) 289/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.064 | Acc: 98.031% (36389/37120) 290/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.064 | Acc: 98.035% (36516/37248) 291/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.064 | Acc: 98.033% (36641/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.064 | Acc: 98.032% (36766/37504) 293/391 [================================================>................] Step: 370ms | Tot: 1m46s | Loss: 0.064 | Acc: 98.031% (36891/37632) 294/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.064 | Acc: 98.032% (37017/37760) 295/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.064 | Acc: 98.020% (37138/37888) 296/391 [=================================================>...............] Step: 373ms | Tot: 1m48s | Loss: 0.064 | Acc: 98.025% (37265/38016) 297/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.064 | Acc: 98.029% (37392/38144) 298/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.064 | Acc: 98.025% (37516/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m49s | Loss: 0.064 | Acc: 98.016% (37638/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.064 | Acc: 98.020% (37765/38528) 301/391 [==================================================>..............] Step: 378ms | Tot: 1m49s | Loss: 0.064 | Acc: 98.018% (37890/38656) 302/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.064 | Acc: 98.017% (38015/38784) 303/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.064 | Acc: 98.019% (38141/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.064 | Acc: 98.017% (38266/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.064 | Acc: 98.019% (38392/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.064 | Acc: 98.020% (38518/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.064 | Acc: 98.016% (38642/39424) 308/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.064 | Acc: 98.023% (38770/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.064 | Acc: 98.022% (38895/39680) 310/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.064 | Acc: 98.020% (39020/39808) 311/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.064 | Acc: 98.014% (39143/39936) 312/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.064 | Acc: 98.008% (39266/40064) 313/391 [====================================================>............] Step: 356ms | Tot: 1m54s | Loss: 0.064 | Acc: 98.007% (39391/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.064 | Acc: 98.011% (39518/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.064 | Acc: 98.015% (39645/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.064 | Acc: 98.011% (39769/40576) 317/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.064 | Acc: 98.010% (39894/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.064 | Acc: 98.011% (40020/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.064 | Acc: 98.008% (40144/40960) 320/391 [=====================================================>...........] Step: 372ms | Tot: 1m56s | Loss: 0.064 | Acc: 98.012% (40271/41088) 321/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.064 | Acc: 98.018% (40399/41216) 322/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.064 | Acc: 98.017% (40524/41344) 323/391 [=====================================================>...........] Step: 380ms | Tot: 1m57s | Loss: 0.064 | Acc: 98.016% (40649/41472) 324/391 [=====================================================>...........] Step: 375ms | Tot: 1m58s | Loss: 0.064 | Acc: 98.014% (40774/41600) 325/391 [======================================================>..........] Step: 370ms | Tot: 1m58s | Loss: 0.064 | Acc: 98.013% (40899/41728) 326/391 [======================================================>..........] Step: 388ms | Tot: 1m58s | Loss: 0.064 | Acc: 98.010% (41023/41856) 327/391 [======================================================>..........] Step: 372ms | Tot: 1m59s | Loss: 0.064 | Acc: 98.011% (41149/41984) 328/391 [======================================================>..........] Step: 376ms | Tot: 1m59s | Loss: 0.064 | Acc: 98.012% (41275/42112) 329/391 [======================================================>..........] Step: 386ms | Tot: 2m122ms | Loss: 0.064 | Acc: 98.011% (41400/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 2m490ms | Loss: 0.065 | Acc: 98.001% (41521/42368) 331/391 [=======================================================>.........] Step: 372ms | Tot: 2m862ms | Loss: 0.064 | Acc: 98.005% (41648/42496) 332/391 [=======================================================>.........] Step: 400ms | Tot: 2m1s | Loss: 0.064 | Acc: 98.006% (41774/42624) 333/391 [=======================================================>.........] Step: 371ms | Tot: 2m1s | Loss: 0.064 | Acc: 98.002% (41898/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.064 | Acc: 98.004% (42024/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.064 | Acc: 98.005% (42150/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.064 | Acc: 98.006% (42276/43136) 337/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.064 | Acc: 98.003% (42400/43264) 338/391 [========================================================>........] Step: 374ms | Tot: 2m3s | Loss: 0.064 | Acc: 98.004% (42526/43392) 339/391 [========================================================>........] Step: 372ms | Tot: 2m3s | Loss: 0.064 | Acc: 98.003% (42651/43520) 340/391 [========================================================>........] Step: 360ms | Tot: 2m4s | Loss: 0.065 | Acc: 97.998% (42774/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.064 | Acc: 98.001% (42901/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.064 | Acc: 98.005% (43028/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.064 | Acc: 98.006% (43154/44032) 344/391 [=========================================================>.......] Step: 381ms | Tot: 2m5s | Loss: 0.064 | Acc: 98.010% (43281/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.064 | Acc: 98.011% (43407/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.064 | Acc: 98.014% (43534/44416) 347/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.064 | Acc: 98.015% (43660/44544) 348/391 [=========================================================>.......] Step: 361ms | Tot: 2m7s | Loss: 0.064 | Acc: 98.017% (43786/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.064 | Acc: 98.022% (43914/44800) 350/391 [==========================================================>......] Step: 372ms | Tot: 2m7s | Loss: 0.064 | Acc: 98.021% (44039/44928) 351/391 [==========================================================>......] Step: 372ms | Tot: 2m8s | Loss: 0.064 | Acc: 98.020% (44164/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.064 | Acc: 98.021% (44290/45184) 353/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.064 | Acc: 98.023% (44416/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.064 | Acc: 98.026% (44543/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m9s | Loss: 0.064 | Acc: 98.021% (44666/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.064 | Acc: 98.020% (44791/45696) 357/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.064 | Acc: 98.019% (44916/45824) 358/391 [===========================================================>.....] Step: 369ms | Tot: 2m10s | Loss: 0.064 | Acc: 98.017% (45041/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.064 | Acc: 98.016% (45166/46080) 360/391 [===========================================================>.....] Step: 361ms | Tot: 2m11s | Loss: 0.064 | Acc: 98.020% (45293/46208) 361/391 [============================================================>....] Step: 372ms | Tot: 2m11s | Loss: 0.064 | Acc: 98.015% (45416/46336) 362/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.064 | Acc: 98.014% (45541/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.064 | Acc: 98.017% (45668/46592) 364/391 [============================================================>....] Step: 375ms | Tot: 2m12s | Loss: 0.064 | Acc: 98.012% (45791/46720) 365/391 [============================================================>....] Step: 377ms | Tot: 2m13s | Loss: 0.064 | Acc: 98.006% (45914/46848) 366/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.064 | Acc: 98.010% (46041/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.064 | Acc: 98.011% (46167/47104) 368/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.064 | Acc: 98.012% (46293/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.064 | Acc: 98.015% (46420/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.064 | Acc: 98.014% (46545/47488) 371/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.064 | Acc: 98.013% (46670/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.064 | Acc: 98.012% (46795/47744) 373/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.064 | Acc: 98.009% (46919/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m16s | Loss: 0.064 | Acc: 98.010% (47045/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.064 | Acc: 98.007% (47169/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.064 | Acc: 98.011% (47296/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.064 | Acc: 98.016% (47424/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m18s | Loss: 0.064 | Acc: 98.013% (47548/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.064 | Acc: 98.016% (47675/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m18s | Loss: 0.064 | Acc: 98.017% (47801/48768) 381/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.064 | Acc: 98.012% (47924/48896) 382/391 [===============================================================>.] Step: 358ms | Tot: 2m19s | Loss: 0.064 | Acc: 98.007% (48047/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.064 | Acc: 98.006% (48172/49152) 384/391 [===============================================================>.] Step: 365ms | Tot: 2m20s | Loss: 0.064 | Acc: 98.003% (48296/49280) 385/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.064 | Acc: 98.002% (48421/49408) 386/391 [================================================================>] Step: 367ms | Tot: 2m20s | Loss: 0.064 | Acc: 98.005% (48548/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.064 | Acc: 98.009% (48675/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.064 | Acc: 98.008% (48800/49792) 389/391 [================================================================>] Step: 354ms | Tot: 2m22s | Loss: 0.064 | Acc: 97.999% (48921/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.064 | Acc: 97.996% (48998/50000) 391/391 + [>................................................................] Step: 500ms | Tot: 3ms | Loss: 0.367 | Acc: 90.000% (90/100) 1/100 [>................................................................] Step: 304ms | Tot: 308ms | Loss: 0.302 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 603ms | Loss: 0.324 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 904ms | Loss: 0.328 | Acc: 89.500% (358/400) 4/100 [==>..............................................................] Step: 289ms | Tot: 1s193ms | Loss: 0.321 | Acc: 89.800% (449/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s485ms | Loss: 0.292 | Acc: 90.500% (543/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s779ms | Loss: 0.279 | Acc: 90.571% (634/700) 7/100 [====>............................................................] Step: 301ms | Tot: 2s81ms | Loss: 0.297 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s386ms | Loss: 0.314 | Acc: 89.667% (807/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s691ms | Loss: 0.315 | Acc: 89.900% (899/1000) 10/100 [======>..........................................................] Step: 311ms | Tot: 3s3ms | Loss: 0.318 | Acc: 89.818% (988/1100) 11/100 [=======>.........................................................] Step: 301ms | Tot: 3s304ms | Loss: 0.339 | Acc: 89.667% (1076/1200) 12/100 [=======>.........................................................] Step: 312ms | Tot: 3s617ms | Loss: 0.330 | Acc: 89.846% (1168/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s922ms | Loss: 0.326 | Acc: 90.071% (1261/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s225ms | Loss: 0.323 | Acc: 90.133% (1352/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s531ms | Loss: 0.329 | Acc: 90.000% (1440/1600) 16/100 [==========>......................................................] Step: 307ms | Tot: 4s838ms | Loss: 0.318 | Acc: 90.353% (1536/1700) 17/100 [===========>.....................................................] Step: 317ms | Tot: 5s156ms | Loss: 0.328 | Acc: 90.000% (1620/1800) 18/100 [===========>.....................................................] Step: 311ms | Tot: 5s467ms | Loss: 0.336 | Acc: 90.105% (1712/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s779ms | Loss: 0.338 | Acc: 90.050% (1801/2000) 20/100 [=============>...................................................] Step: 305ms | Tot: 6s84ms | Loss: 0.338 | Acc: 90.048% (1891/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s387ms | Loss: 0.335 | Acc: 90.182% (1984/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s689ms | Loss: 0.340 | Acc: 90.043% (2071/2300) 23/100 [==============>..................................................] Step: 316ms | Tot: 7s5ms | Loss: 0.343 | Acc: 89.958% (2159/2400) 24/100 [===============>.................................................] Step: 311ms | Tot: 7s317ms | Loss: 0.347 | Acc: 89.960% (2249/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s628ms | Loss: 0.350 | Acc: 89.962% (2339/2600) 26/100 [================>................................................] Step: 331ms | Tot: 7s959ms | Loss: 0.346 | Acc: 90.037% (2431/2700) 27/100 [=================>...............................................] Step: 349ms | Tot: 8s309ms | Loss: 0.347 | Acc: 90.071% (2522/2800) 28/100 [==================>..............................................] Step: 327ms | Tot: 8s636ms | Loss: 0.352 | Acc: 90.138% (2614/2900) 29/100 [==================>..............................................] Step: 317ms | Tot: 8s953ms | Loss: 0.350 | Acc: 90.167% (2705/3000) 30/100 [===================>.............................................] Step: 315ms | Tot: 9s269ms | Loss: 0.347 | Acc: 90.129% (2794/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s578ms | Loss: 0.347 | Acc: 90.156% (2885/3200) 32/100 [====================>............................................] Step: 314ms | Tot: 9s893ms | Loss: 0.343 | Acc: 90.364% (2982/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s207ms | Loss: 0.343 | Acc: 90.353% (3072/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s519ms | Loss: 0.349 | Acc: 90.229% (3158/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s825ms | Loss: 0.347 | Acc: 90.306% (3251/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 11s128ms | Loss: 0.347 | Acc: 90.270% (3340/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s435ms | Loss: 0.350 | Acc: 90.237% (3429/3800) 38/100 [========================>........................................] Step: 310ms | Tot: 11s745ms | Loss: 0.349 | Acc: 90.333% (3523/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 12s49ms | Loss: 0.349 | Acc: 90.350% (3614/4000) 40/100 [==========================>......................................] Step: 305ms | Tot: 12s354ms | Loss: 0.354 | Acc: 90.268% (3701/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s664ms | Loss: 0.359 | Acc: 90.262% (3791/4200) 42/100 [===========================>.....................................] Step: 326ms | Tot: 12s990ms | Loss: 0.354 | Acc: 90.419% (3888/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s296ms | Loss: 0.356 | Acc: 90.409% (3978/4400) 44/100 [============================>....................................] Step: 302ms | Tot: 13s599ms | Loss: 0.354 | Acc: 90.422% (4069/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s905ms | Loss: 0.353 | Acc: 90.348% (4156/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s210ms | Loss: 0.354 | Acc: 90.340% (4246/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s520ms | Loss: 0.355 | Acc: 90.271% (4333/4800) 48/100 [===============================>.................................] Step: 308ms | Tot: 14s828ms | Loss: 0.353 | Acc: 90.327% (4426/4900) 49/100 [===============================>.................................] Step: 315ms | Tot: 15s143ms | Loss: 0.355 | Acc: 90.260% (4513/5000) 50/100 [================================>................................] Step: 314ms | Tot: 15s458ms | Loss: 0.356 | Acc: 90.255% (4603/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s765ms | Loss: 0.357 | Acc: 90.231% (4692/5200) 52/100 [=================================>...............................] Step: 308ms | Tot: 16s74ms | Loss: 0.357 | Acc: 90.264% (4784/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s378ms | Loss: 0.358 | Acc: 90.259% (4874/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s681ms | Loss: 0.357 | Acc: 90.273% (4965/5500) 55/100 [===================================>.............................] Step: 309ms | Tot: 16s990ms | Loss: 0.359 | Acc: 90.286% (5056/5600) 56/100 [====================================>............................] Step: 314ms | Tot: 17s305ms | Loss: 0.357 | Acc: 90.316% (5148/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s611ms | Loss: 0.353 | Acc: 90.379% (5242/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s924ms | Loss: 0.355 | Acc: 90.356% (5331/5900) 59/100 [======================================>..........................] Step: 298ms | Tot: 18s222ms | Loss: 0.354 | Acc: 90.383% (5423/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s528ms | Loss: 0.353 | Acc: 90.443% (5517/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s836ms | Loss: 0.354 | Acc: 90.468% (5609/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s141ms | Loss: 0.352 | Acc: 90.429% (5697/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s441ms | Loss: 0.349 | Acc: 90.484% (5791/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s746ms | Loss: 0.350 | Acc: 90.492% (5882/6500) 65/100 [==========================================>......................] Step: 327ms | Tot: 20s73ms | Loss: 0.349 | Acc: 90.500% (5973/6600) 66/100 [==========================================>......................] Step: 321ms | Tot: 20s395ms | Loss: 0.346 | Acc: 90.552% (6067/6700) 67/100 [===========================================>.....................] Step: 304ms | Tot: 20s700ms | Loss: 0.347 | Acc: 90.529% (6156/6800) 68/100 [============================================>....................] Step: 311ms | Tot: 21s11ms | Loss: 0.346 | Acc: 90.551% (6248/6900) 69/100 [============================================>....................] Step: 300ms | Tot: 21s311ms | Loss: 0.344 | Acc: 90.557% (6339/7000) 70/100 [=============================================>...................] Step: 305ms | Tot: 21s616ms | Loss: 0.348 | Acc: 90.493% (6425/7100) 71/100 [==============================================>..................] Step: 315ms | Tot: 21s932ms | Loss: 0.350 | Acc: 90.486% (6515/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 22s236ms | Loss: 0.347 | Acc: 90.507% (6607/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s544ms | Loss: 0.348 | Acc: 90.514% (6698/7400) 74/100 [================================================>................] Step: 319ms | Tot: 22s863ms | Loss: 0.348 | Acc: 90.520% (6789/7500) 75/100 [================================================>................] Step: 311ms | Tot: 23s175ms | Loss: 0.350 | Acc: 90.474% (6876/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s484ms | Loss: 0.350 | Acc: 90.468% (6966/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s791ms | Loss: 0.349 | Acc: 90.500% (7059/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 24s98ms | Loss: 0.349 | Acc: 90.544% (7153/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 24s401ms | Loss: 0.348 | Acc: 90.525% (7242/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s708ms | Loss: 0.346 | Acc: 90.556% (7335/8100) 81/100 [====================================================>............] Step: 315ms | Tot: 25s23ms | Loss: 0.346 | Acc: 90.537% (7424/8200) 82/100 [=====================================================>...........] Step: 325ms | Tot: 25s349ms | Loss: 0.345 | Acc: 90.542% (7515/8300) 83/100 [=====================================================>...........] Step: 308ms | Tot: 25s658ms | Loss: 0.344 | Acc: 90.536% (7605/8400) 84/100 [======================================================>..........] Step: 317ms | Tot: 25s976ms | Loss: 0.345 | Acc: 90.518% (7694/8500) 85/100 [=======================================================>.........] Step: 299ms | Tot: 26s275ms | Loss: 0.347 | Acc: 90.453% (7779/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s581ms | Loss: 0.346 | Acc: 90.414% (7866/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 26s895ms | Loss: 0.345 | Acc: 90.455% (7960/8800) 88/100 [=========================================================>.......] Step: 303ms | Tot: 27s198ms | Loss: 0.344 | Acc: 90.483% (8053/8900) 89/100 [=========================================================>.......] Step: 312ms | Tot: 27s510ms | Loss: 0.344 | Acc: 90.500% (8145/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s821ms | Loss: 0.343 | Acc: 90.505% (8236/9100) 91/100 [===========================================================>.....] Step: 302ms | Tot: 28s124ms | Loss: 0.342 | Acc: 90.554% (8331/9200) 92/100 [===========================================================>.....] Step: 302ms | Tot: 28s427ms | Loss: 0.344 | Acc: 90.538% (8420/9300) 93/100 [============================================================>....] Step: 316ms | Tot: 28s743ms | Loss: 0.344 | Acc: 90.532% (8510/9400) 94/100 [=============================================================>...] Step: 312ms | Tot: 29s56ms | Loss: 0.343 | Acc: 90.568% (8604/9500) 95/100 [=============================================================>...] Step: 300ms | Tot: 29s356ms | Loss: 0.342 | Acc: 90.583% (8696/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s659ms | Loss: 0.340 | Acc: 90.608% (8789/9700) 97/100 [===============================================================>.] Step: 319ms | Tot: 29s979ms | Loss: 0.340 | Acc: 90.612% (8880/9800) 98/100 [===============================================================>.] Step: 314ms | Tot: 30s293ms | Loss: 0.342 | Acc: 90.545% (8964/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s600ms | Loss: 0.340 | Acc: 90.600% (9060/10000) 100/100 + +Epoch: 182 + [>................................................................] Step: 601ms | Tot: 2ms | Loss: 0.084 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 376ms | Tot: 378ms | Loss: 0.085 | Acc: 96.875% (248/256) 2/391 [>................................................................] Step: 389ms | Tot: 768ms | Loss: 0.076 | Acc: 97.135% (373/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s138ms | Loss: 0.081 | Acc: 96.875% (496/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s501ms | Loss: 0.084 | Acc: 96.719% (619/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s867ms | Loss: 0.082 | Acc: 97.005% (745/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s229ms | Loss: 0.079 | Acc: 97.210% (871/896) 7/391 [=>...............................................................] Step: 364ms | Tot: 2s594ms | Loss: 0.081 | Acc: 97.070% (994/1024) 8/391 [=>...............................................................] Step: 356ms | Tot: 2s951ms | Loss: 0.076 | Acc: 97.222% (1120/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s313ms | Loss: 0.076 | Acc: 97.266% (1245/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s676ms | Loss: 0.074 | Acc: 97.230% (1369/1408) 11/391 [=>...............................................................] Step: 381ms | Tot: 4s58ms | Loss: 0.077 | Acc: 97.135% (1492/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s421ms | Loss: 0.076 | Acc: 97.236% (1618/1664) 13/391 [==>..............................................................] Step: 369ms | Tot: 4s791ms | Loss: 0.075 | Acc: 97.321% (1744/1792) 14/391 [==>..............................................................] Step: 357ms | Tot: 5s148ms | Loss: 0.075 | Acc: 97.292% (1868/1920) 15/391 [==>..............................................................] Step: 354ms | Tot: 5s503ms | Loss: 0.074 | Acc: 97.363% (1994/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s867ms | Loss: 0.072 | Acc: 97.472% (2121/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s234ms | Loss: 0.075 | Acc: 97.352% (2243/2304) 18/391 [==>..............................................................] Step: 358ms | Tot: 6s593ms | Loss: 0.075 | Acc: 97.410% (2369/2432) 19/391 [===>.............................................................] Step: 396ms | Tot: 6s989ms | Loss: 0.075 | Acc: 97.461% (2495/2560) 20/391 [===>.............................................................] Step: 403ms | Tot: 7s393ms | Loss: 0.074 | Acc: 97.545% (2622/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s759ms | Loss: 0.073 | Acc: 97.585% (2748/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s120ms | Loss: 0.072 | Acc: 97.588% (2873/2944) 23/391 [===>.............................................................] Step: 370ms | Tot: 8s491ms | Loss: 0.071 | Acc: 97.656% (3000/3072) 24/391 [===>.............................................................] Step: 375ms | Tot: 8s866ms | Loss: 0.071 | Acc: 97.688% (3126/3200) 25/391 [====>............................................................] Step: 376ms | Tot: 9s243ms | Loss: 0.071 | Acc: 97.686% (3251/3328) 26/391 [====>............................................................] Step: 371ms | Tot: 9s614ms | Loss: 0.069 | Acc: 97.772% (3379/3456) 27/391 [====>............................................................] Step: 367ms | Tot: 9s981ms | Loss: 0.070 | Acc: 97.768% (3504/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s351ms | Loss: 0.069 | Acc: 97.791% (3630/3712) 29/391 [====>............................................................] Step: 379ms | Tot: 10s730ms | Loss: 0.069 | Acc: 97.812% (3756/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s96ms | Loss: 0.069 | Acc: 97.833% (3882/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s459ms | Loss: 0.068 | Acc: 97.827% (4007/4096) 32/391 [=====>...........................................................] Step: 367ms | Tot: 11s826ms | Loss: 0.068 | Acc: 97.846% (4133/4224) 33/391 [=====>...........................................................] Step: 375ms | Tot: 12s201ms | Loss: 0.067 | Acc: 97.863% (4259/4352) 34/391 [=====>...........................................................] Step: 357ms | Tot: 12s559ms | Loss: 0.067 | Acc: 97.902% (4386/4480) 35/391 [=====>...........................................................] Step: 360ms | Tot: 12s919ms | Loss: 0.067 | Acc: 97.873% (4510/4608) 36/391 [=====>...........................................................] Step: 360ms | Tot: 13s279ms | Loss: 0.067 | Acc: 97.846% (4634/4736) 37/391 [======>..........................................................] Step: 360ms | Tot: 13s640ms | Loss: 0.066 | Acc: 97.862% (4760/4864) 38/391 [======>..........................................................] Step: 379ms | Tot: 14s19ms | Loss: 0.066 | Acc: 97.877% (4886/4992) 39/391 [======>..........................................................] Step: 368ms | Tot: 14s387ms | Loss: 0.066 | Acc: 97.871% (5011/5120) 40/391 [======>..........................................................] Step: 365ms | Tot: 14s753ms | Loss: 0.066 | Acc: 97.885% (5137/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 15s112ms | Loss: 0.066 | Acc: 97.879% (5262/5376) 42/391 [======>..........................................................] Step: 354ms | Tot: 15s467ms | Loss: 0.067 | Acc: 97.874% (5387/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s836ms | Loss: 0.067 | Acc: 97.852% (5511/5632) 44/391 [=======>.........................................................] Step: 355ms | Tot: 16s192ms | Loss: 0.067 | Acc: 97.865% (5637/5760) 45/391 [=======>.........................................................] Step: 355ms | Tot: 16s547ms | Loss: 0.066 | Acc: 97.894% (5764/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s917ms | Loss: 0.065 | Acc: 97.939% (5892/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s283ms | Loss: 0.065 | Acc: 97.933% (6017/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s641ms | Loss: 0.064 | Acc: 97.975% (6145/6272) 49/391 [========>........................................................] Step: 351ms | Tot: 17s993ms | Loss: 0.064 | Acc: 97.984% (6271/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 18s348ms | Loss: 0.064 | Acc: 97.993% (6397/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s714ms | Loss: 0.064 | Acc: 97.987% (6522/6656) 52/391 [========>........................................................] Step: 364ms | Tot: 19s78ms | Loss: 0.063 | Acc: 98.010% (6649/6784) 53/391 [========>........................................................] Step: 362ms | Tot: 19s441ms | Loss: 0.063 | Acc: 97.989% (6773/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s801ms | Loss: 0.063 | Acc: 98.011% (6900/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s161ms | Loss: 0.063 | Acc: 98.005% (7025/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s529ms | Loss: 0.063 | Acc: 98.013% (7151/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s890ms | Loss: 0.063 | Acc: 98.020% (7277/7424) 58/391 [=========>.......................................................] Step: 358ms | Tot: 21s249ms | Loss: 0.063 | Acc: 98.040% (7404/7552) 59/391 [=========>.......................................................] Step: 354ms | Tot: 21s603ms | Loss: 0.062 | Acc: 98.060% (7531/7680) 60/391 [=========>.......................................................] Step: 362ms | Tot: 21s965ms | Loss: 0.062 | Acc: 98.092% (7659/7808) 61/391 [==========>......................................................] Step: 370ms | Tot: 22s335ms | Loss: 0.062 | Acc: 98.097% (7785/7936) 62/391 [==========>......................................................] Step: 362ms | Tot: 22s697ms | Loss: 0.062 | Acc: 98.065% (7908/8064) 63/391 [==========>......................................................] Step: 355ms | Tot: 23s53ms | Loss: 0.062 | Acc: 98.083% (8035/8192) 64/391 [==========>......................................................] Step: 355ms | Tot: 23s409ms | Loss: 0.062 | Acc: 98.089% (8161/8320) 65/391 [==========>......................................................] Step: 376ms | Tot: 23s785ms | Loss: 0.062 | Acc: 98.071% (8285/8448) 66/391 [==========>......................................................] Step: 369ms | Tot: 24s155ms | Loss: 0.062 | Acc: 98.064% (8410/8576) 67/391 [===========>.....................................................] Step: 358ms | Tot: 24s514ms | Loss: 0.062 | Acc: 98.047% (8534/8704) 68/391 [===========>.....................................................] Step: 362ms | Tot: 24s876ms | Loss: 0.062 | Acc: 98.064% (8661/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s236ms | Loss: 0.062 | Acc: 98.069% (8787/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s594ms | Loss: 0.062 | Acc: 98.074% (8913/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s954ms | Loss: 0.062 | Acc: 98.058% (9037/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s315ms | Loss: 0.062 | Acc: 98.074% (9164/9344) 73/391 [============>....................................................] Step: 362ms | Tot: 26s678ms | Loss: 0.062 | Acc: 98.068% (9289/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 27s43ms | Loss: 0.062 | Acc: 98.042% (9412/9600) 75/391 [============>....................................................] Step: 354ms | Tot: 27s398ms | Loss: 0.062 | Acc: 98.057% (9539/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 27s765ms | Loss: 0.062 | Acc: 98.052% (9664/9856) 77/391 [============>....................................................] Step: 359ms | Tot: 28s125ms | Loss: 0.062 | Acc: 98.077% (9792/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 28s482ms | Loss: 0.062 | Acc: 98.052% (9915/10112) 79/391 [=============>...................................................] Step: 369ms | Tot: 28s852ms | Loss: 0.062 | Acc: 98.057% (10041/10240) 80/391 [=============>...................................................] Step: 367ms | Tot: 29s219ms | Loss: 0.062 | Acc: 98.042% (10165/10368) 81/391 [=============>...................................................] Step: 375ms | Tot: 29s595ms | Loss: 0.062 | Acc: 98.037% (10290/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 29s961ms | Loss: 0.062 | Acc: 98.033% (10415/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s323ms | Loss: 0.062 | Acc: 98.038% (10541/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s693ms | Loss: 0.063 | Acc: 98.015% (10664/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s59ms | Loss: 0.063 | Acc: 98.001% (10788/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s423ms | Loss: 0.063 | Acc: 97.971% (10910/11136) 87/391 [==============>..................................................] Step: 365ms | Tot: 31s788ms | Loss: 0.064 | Acc: 97.949% (11033/11264) 88/391 [==============>..................................................] Step: 359ms | Tot: 32s147ms | Loss: 0.064 | Acc: 97.963% (11160/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s506ms | Loss: 0.063 | Acc: 97.969% (11286/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s872ms | Loss: 0.063 | Acc: 97.965% (11411/11648) 91/391 [===============>.................................................] Step: 353ms | Tot: 33s226ms | Loss: 0.063 | Acc: 97.953% (11535/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s591ms | Loss: 0.063 | Acc: 97.942% (11659/11904) 93/391 [===============>.................................................] Step: 368ms | Tot: 33s959ms | Loss: 0.065 | Acc: 97.906% (11780/12032) 94/391 [===============>.................................................] Step: 369ms | Tot: 34s329ms | Loss: 0.064 | Acc: 97.919% (11907/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 34s698ms | Loss: 0.065 | Acc: 97.884% (12028/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 35s57ms | Loss: 0.065 | Acc: 97.890% (12154/12416) 97/391 [================>................................................] Step: 354ms | Tot: 35s412ms | Loss: 0.065 | Acc: 97.879% (12278/12544) 98/391 [================>................................................] Step: 363ms | Tot: 35s775ms | Loss: 0.065 | Acc: 97.869% (12402/12672) 99/391 [================>................................................] Step: 359ms | Tot: 36s135ms | Loss: 0.065 | Acc: 97.875% (12528/12800) 100/391 [================>................................................] Step: 360ms | Tot: 36s496ms | Loss: 0.065 | Acc: 97.865% (12652/12928) 101/391 [================>................................................] Step: 396ms | Tot: 36s893ms | Loss: 0.065 | Acc: 97.871% (12778/13056) 102/391 [================>................................................] Step: 402ms | Tot: 37s295ms | Loss: 0.065 | Acc: 97.846% (12900/13184) 103/391 [=================>...............................................] Step: 363ms | Tot: 37s658ms | Loss: 0.066 | Acc: 97.822% (13022/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 38s12ms | Loss: 0.066 | Acc: 97.842% (13150/13440) 105/391 [=================>...............................................] Step: 361ms | Tot: 38s373ms | Loss: 0.065 | Acc: 97.848% (13276/13568) 106/391 [=================>...............................................] Step: 371ms | Tot: 38s745ms | Loss: 0.065 | Acc: 97.853% (13402/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s109ms | Loss: 0.065 | Acc: 97.859% (13528/13824) 108/391 [=================>...............................................] Step: 358ms | Tot: 39s467ms | Loss: 0.066 | Acc: 97.857% (13653/13952) 109/391 [==================>..............................................] Step: 362ms | Tot: 39s830ms | Loss: 0.065 | Acc: 97.869% (13780/14080) 110/391 [==================>..............................................] Step: 365ms | Tot: 40s196ms | Loss: 0.065 | Acc: 97.881% (13907/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s562ms | Loss: 0.065 | Acc: 97.893% (14034/14336) 112/391 [==================>..............................................] Step: 369ms | Tot: 40s932ms | Loss: 0.065 | Acc: 97.905% (14161/14464) 113/391 [==================>..............................................] Step: 371ms | Tot: 41s304ms | Loss: 0.065 | Acc: 97.903% (14286/14592) 114/391 [==================>..............................................] Step: 374ms | Tot: 41s678ms | Loss: 0.065 | Acc: 97.908% (14412/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 42s46ms | Loss: 0.064 | Acc: 97.919% (14539/14848) 116/391 [===================>.............................................] Step: 376ms | Tot: 42s422ms | Loss: 0.065 | Acc: 97.917% (14664/14976) 117/391 [===================>.............................................] Step: 373ms | Tot: 42s796ms | Loss: 0.064 | Acc: 97.921% (14790/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s161ms | Loss: 0.064 | Acc: 97.932% (14917/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 43s532ms | Loss: 0.064 | Acc: 97.936% (15043/15360) 120/391 [===================>.............................................] Step: 368ms | Tot: 43s901ms | Loss: 0.064 | Acc: 97.934% (15168/15488) 121/391 [====================>............................................] Step: 373ms | Tot: 44s275ms | Loss: 0.064 | Acc: 97.932% (15293/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s641ms | Loss: 0.064 | Acc: 97.936% (15419/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 45s | Loss: 0.064 | Acc: 97.946% (15546/15872) 124/391 [====================>............................................] Step: 363ms | Tot: 45s364ms | Loss: 0.064 | Acc: 97.938% (15670/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 45s730ms | Loss: 0.064 | Acc: 97.935% (15795/16128) 126/391 [====================>............................................] Step: 352ms | Tot: 46s83ms | Loss: 0.064 | Acc: 97.945% (15922/16256) 127/391 [=====================>...........................................] Step: 368ms | Tot: 46s451ms | Loss: 0.064 | Acc: 97.961% (16050/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 46s825ms | Loss: 0.064 | Acc: 97.971% (16177/16512) 129/391 [=====================>...........................................] Step: 362ms | Tot: 47s188ms | Loss: 0.064 | Acc: 97.987% (16305/16640) 130/391 [=====================>...........................................] Step: 359ms | Tot: 47s547ms | Loss: 0.064 | Acc: 97.990% (16431/16768) 131/391 [=====================>...........................................] Step: 364ms | Tot: 47s912ms | Loss: 0.064 | Acc: 98.000% (16558/16896) 132/391 [=====================>...........................................] Step: 366ms | Tot: 48s279ms | Loss: 0.063 | Acc: 98.009% (16685/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s644ms | Loss: 0.063 | Acc: 98.018% (16812/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s10ms | Loss: 0.063 | Acc: 98.003% (16935/17280) 135/391 [======================>..........................................] Step: 359ms | Tot: 49s369ms | Loss: 0.064 | Acc: 98.001% (17060/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 49s740ms | Loss: 0.063 | Acc: 98.010% (17187/17536) 137/391 [======================>..........................................] Step: 364ms | Tot: 50s105ms | Loss: 0.063 | Acc: 98.013% (17313/17664) 138/391 [======================>..........................................] Step: 363ms | Tot: 50s468ms | Loss: 0.063 | Acc: 98.016% (17439/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s833ms | Loss: 0.063 | Acc: 98.019% (17565/17920) 140/391 [=======================>.........................................] Step: 363ms | Tot: 51s196ms | Loss: 0.063 | Acc: 98.022% (17691/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 51s553ms | Loss: 0.063 | Acc: 98.019% (17816/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s914ms | Loss: 0.063 | Acc: 98.017% (17941/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 52s277ms | Loss: 0.063 | Acc: 98.014% (18066/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s643ms | Loss: 0.063 | Acc: 98.001% (18189/18560) 145/391 [========================>........................................] Step: 364ms | Tot: 53s8ms | Loss: 0.063 | Acc: 98.004% (18315/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s374ms | Loss: 0.063 | Acc: 98.007% (18441/18816) 147/391 [========================>........................................] Step: 368ms | Tot: 53s742ms | Loss: 0.063 | Acc: 98.015% (18568/18944) 148/391 [========================>........................................] Step: 367ms | Tot: 54s109ms | Loss: 0.063 | Acc: 98.018% (18694/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 54s467ms | Loss: 0.063 | Acc: 98.000% (18816/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s835ms | Loss: 0.063 | Acc: 98.013% (18944/19328) 151/391 [=========================>.......................................] Step: 359ms | Tot: 55s195ms | Loss: 0.063 | Acc: 98.016% (19070/19456) 152/391 [=========================>.......................................] Step: 354ms | Tot: 55s549ms | Loss: 0.063 | Acc: 98.019% (19196/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s914ms | Loss: 0.063 | Acc: 98.027% (19323/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 56s279ms | Loss: 0.063 | Acc: 98.019% (19447/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s645ms | Loss: 0.063 | Acc: 98.012% (19571/19968) 156/391 [=========================>.......................................] Step: 356ms | Tot: 57s2ms | Loss: 0.063 | Acc: 98.024% (19699/20096) 157/391 [==========================>......................................] Step: 357ms | Tot: 57s359ms | Loss: 0.062 | Acc: 98.027% (19825/20224) 158/391 [==========================>......................................] Step: 364ms | Tot: 57s724ms | Loss: 0.063 | Acc: 98.020% (19949/20352) 159/391 [==========================>......................................] Step: 358ms | Tot: 58s83ms | Loss: 0.063 | Acc: 98.022% (20075/20480) 160/391 [==========================>......................................] Step: 352ms | Tot: 58s436ms | Loss: 0.063 | Acc: 98.025% (20201/20608) 161/391 [==========================>......................................] Step: 372ms | Tot: 58s809ms | Loss: 0.062 | Acc: 98.037% (20329/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 59s172ms | Loss: 0.062 | Acc: 98.035% (20454/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s531ms | Loss: 0.062 | Acc: 98.033% (20579/20992) 164/391 [===========================>.....................................] Step: 369ms | Tot: 59s900ms | Loss: 0.062 | Acc: 98.035% (20705/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m264ms | Loss: 0.062 | Acc: 98.028% (20829/21248) 166/391 [===========================>.....................................] Step: 360ms | Tot: 1m624ms | Loss: 0.062 | Acc: 98.016% (20952/21376) 167/391 [===========================>.....................................] Step: 356ms | Tot: 1m981ms | Loss: 0.062 | Acc: 98.024% (21079/21504) 168/391 [===========================>.....................................] Step: 359ms | Tot: 1m1s | Loss: 0.062 | Acc: 98.031% (21206/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 1m1s | Loss: 0.062 | Acc: 98.033% (21332/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.062 | Acc: 98.040% (21459/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.062 | Acc: 98.051% (21587/22016) 172/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.062 | Acc: 98.045% (21711/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.062 | Acc: 98.038% (21835/22272) 174/391 [============================>....................................] Step: 354ms | Tot: 1m3s | Loss: 0.062 | Acc: 98.027% (21958/22400) 175/391 [=============================>...................................] Step: 372ms | Tot: 1m3s | Loss: 0.062 | Acc: 98.025% (22083/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.062 | Acc: 98.031% (22210/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.062 | Acc: 98.042% (22338/22784) 178/391 [=============================>...................................] Step: 353ms | Tot: 1m4s | Loss: 0.062 | Acc: 98.040% (22463/22912) 179/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.062 | Acc: 98.047% (22590/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.061 | Acc: 98.053% (22717/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.061 | Acc: 98.064% (22845/23296) 182/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.062 | Acc: 98.058% (22969/23424) 183/391 [==============================>..................................] Step: 381ms | Tot: 1m6s | Loss: 0.061 | Acc: 98.060% (23095/23552) 184/391 [==============================>..................................] Step: 410ms | Tot: 1m7s | Loss: 0.061 | Acc: 98.070% (23223/23680) 185/391 [==============================>..................................] Step: 372ms | Tot: 1m7s | Loss: 0.061 | Acc: 98.072% (23349/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.061 | Acc: 98.074% (23475/23936) 187/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.061 | Acc: 98.076% (23601/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.061 | Acc: 98.078% (23727/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.061 | Acc: 98.084% (23854/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.061 | Acc: 98.082% (23979/24448) 191/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.061 | Acc: 98.083% (24105/24576) 192/391 [===============================>.................................] Step: 354ms | Tot: 1m10s | Loss: 0.061 | Acc: 98.089% (24232/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.061 | Acc: 98.091% (24358/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.061 | Acc: 98.089% (24483/24960) 195/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.061 | Acc: 98.087% (24608/25088) 196/391 [================================>................................] Step: 357ms | Tot: 1m11s | Loss: 0.061 | Acc: 98.089% (24734/25216) 197/391 [================================>................................] Step: 355ms | Tot: 1m11s | Loss: 0.061 | Acc: 98.086% (24859/25344) 198/391 [================================>................................] Step: 356ms | Tot: 1m12s | Loss: 0.061 | Acc: 98.088% (24985/25472) 199/391 [=================================>...............................] Step: 376ms | Tot: 1m12s | Loss: 0.061 | Acc: 98.094% (25112/25600) 200/391 [=================================>...............................] Step: 375ms | Tot: 1m13s | Loss: 0.061 | Acc: 98.088% (25236/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.061 | Acc: 98.097% (25364/25856) 202/391 [=================================>...............................] Step: 377ms | Tot: 1m13s | Loss: 0.061 | Acc: 98.095% (25489/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.061 | Acc: 98.093% (25614/26112) 204/391 [=================================>...............................] Step: 372ms | Tot: 1m14s | Loss: 0.061 | Acc: 98.091% (25739/26240) 205/391 [==================================>..............................] Step: 369ms | Tot: 1m14s | Loss: 0.061 | Acc: 98.089% (25864/26368) 206/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.061 | Acc: 98.087% (25989/26496) 207/391 [==================================>..............................] Step: 372ms | Tot: 1m15s | Loss: 0.061 | Acc: 98.088% (26115/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.061 | Acc: 98.097% (26243/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.061 | Acc: 98.095% (26368/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.061 | Acc: 98.089% (26492/27008) 211/391 [===================================>.............................] Step: 352ms | Tot: 1m17s | Loss: 0.061 | Acc: 98.091% (26618/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m17s | Loss: 0.061 | Acc: 98.085% (26742/27264) 213/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.061 | Acc: 98.087% (26868/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.061 | Acc: 98.089% (26994/27520) 215/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.061 | Acc: 98.083% (27118/27648) 216/391 [===================================>.............................] Step: 371ms | Tot: 1m18s | Loss: 0.061 | Acc: 98.088% (27245/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.061 | Acc: 98.093% (27372/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.061 | Acc: 98.099% (27499/28032) 219/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.060 | Acc: 98.107% (27627/28160) 220/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.060 | Acc: 98.109% (27753/28288) 221/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.061 | Acc: 98.103% (27877/28416) 222/391 [====================================>............................] Step: 358ms | Tot: 1m21s | Loss: 0.061 | Acc: 98.101% (28002/28544) 223/391 [=====================================>...........................] Step: 352ms | Tot: 1m21s | Loss: 0.060 | Acc: 98.106% (28129/28672) 224/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.060 | Acc: 98.108% (28255/28800) 225/391 [=====================================>...........................] Step: 354ms | Tot: 1m22s | Loss: 0.060 | Acc: 98.109% (28381/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.061 | Acc: 98.104% (28505/29056) 227/391 [=====================================>...........................] Step: 372ms | Tot: 1m22s | Loss: 0.061 | Acc: 98.109% (28632/29184) 228/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.061 | Acc: 98.103% (28756/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.061 | Acc: 98.101% (28881/29440) 230/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.061 | Acc: 98.103% (29007/29568) 231/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.061 | Acc: 98.107% (29134/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.061 | Acc: 98.102% (29258/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.061 | Acc: 98.100% (29383/29952) 234/391 [======================================>..........................] Step: 355ms | Tot: 1m25s | Loss: 0.061 | Acc: 98.105% (29510/30080) 235/391 [=======================================>.........................] Step: 371ms | Tot: 1m25s | Loss: 0.061 | Acc: 98.106% (29636/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.061 | Acc: 98.108% (29762/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.061 | Acc: 98.109% (29888/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.061 | Acc: 98.117% (30016/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.061 | Acc: 98.115% (30141/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.061 | Acc: 98.120% (30268/30848) 241/391 [========================================>........................] Step: 357ms | Tot: 1m27s | Loss: 0.061 | Acc: 98.124% (30395/30976) 242/391 [========================================>........................] Step: 354ms | Tot: 1m28s | Loss: 0.061 | Acc: 98.126% (30521/31104) 243/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.060 | Acc: 98.130% (30648/31232) 244/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.060 | Acc: 98.131% (30774/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.061 | Acc: 98.126% (30898/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.061 | Acc: 98.131% (31025/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.060 | Acc: 98.132% (31151/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.060 | Acc: 98.133% (31277/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.060 | Acc: 98.131% (31402/32000) 250/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.060 | Acc: 98.132% (31528/32128) 251/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.060 | Acc: 98.131% (31653/32256) 252/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.060 | Acc: 98.132% (31779/32384) 253/391 [==========================================>......................] Step: 357ms | Tot: 1m32s | Loss: 0.060 | Acc: 98.130% (31904/32512) 254/391 [==========================================>......................] Step: 365ms | Tot: 1m32s | Loss: 0.061 | Acc: 98.116% (32025/32640) 255/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.060 | Acc: 98.120% (32152/32768) 256/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.061 | Acc: 98.118% (32277/32896) 257/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.060 | Acc: 98.123% (32404/33024) 258/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.060 | Acc: 98.124% (32530/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.060 | Acc: 98.125% (32656/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.060 | Acc: 98.123% (32781/33408) 261/391 [===========================================>.....................] Step: 356ms | Tot: 1m35s | Loss: 0.060 | Acc: 98.112% (32903/33536) 262/391 [===========================================>.....................] Step: 353ms | Tot: 1m35s | Loss: 0.060 | Acc: 98.114% (33029/33664) 263/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.060 | Acc: 98.118% (33156/33792) 264/391 [===========================================>.....................] Step: 400ms | Tot: 1m36s | Loss: 0.061 | Acc: 98.110% (33279/33920) 265/391 [============================================>....................] Step: 406ms | Tot: 1m36s | Loss: 0.060 | Acc: 98.114% (33406/34048) 266/391 [============================================>....................] Step: 415ms | Tot: 1m37s | Loss: 0.060 | Acc: 98.110% (33530/34176) 267/391 [============================================>....................] Step: 382ms | Tot: 1m37s | Loss: 0.060 | Acc: 98.111% (33656/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.060 | Acc: 98.115% (33783/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.060 | Acc: 98.116% (33909/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m38s | Loss: 0.061 | Acc: 98.118% (34035/34688) 271/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.060 | Acc: 98.124% (34163/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m39s | Loss: 0.060 | Acc: 98.120% (34287/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.060 | Acc: 98.121% (34413/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.060 | Acc: 98.119% (34538/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.060 | Acc: 98.123% (34665/35328) 276/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.060 | Acc: 98.127% (34792/35456) 277/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.060 | Acc: 98.126% (34917/35584) 278/391 [==============================================>..................] Step: 353ms | Tot: 1m41s | Loss: 0.060 | Acc: 98.127% (35043/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.060 | Acc: 98.128% (35169/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.060 | Acc: 98.129% (35295/35968) 281/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.060 | Acc: 98.127% (35420/36096) 282/391 [==============================================>..................] Step: 374ms | Tot: 1m43s | Loss: 0.060 | Acc: 98.126% (35545/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.060 | Acc: 98.127% (35671/36352) 284/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.060 | Acc: 98.128% (35797/36480) 285/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.060 | Acc: 98.132% (35924/36608) 286/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.060 | Acc: 98.127% (36048/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.060 | Acc: 98.131% (36175/36864) 288/391 [===============================================>.................] Step: 356ms | Tot: 1m45s | Loss: 0.060 | Acc: 98.129% (36300/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.060 | Acc: 98.125% (36424/37120) 290/391 [================================================>................] Step: 381ms | Tot: 1m45s | Loss: 0.060 | Acc: 98.129% (36551/37248) 291/391 [================================================>................] Step: 377ms | Tot: 1m46s | Loss: 0.060 | Acc: 98.127% (36676/37376) 292/391 [================================================>................] Step: 383ms | Tot: 1m46s | Loss: 0.060 | Acc: 98.123% (36800/37504) 293/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.060 | Acc: 98.124% (36926/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m47s | Loss: 0.060 | Acc: 98.122% (37051/37760) 295/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.060 | Acc: 98.123% (37177/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.060 | Acc: 98.127% (37304/38016) 297/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.060 | Acc: 98.123% (37428/38144) 298/391 [=================================================>...............] Step: 378ms | Tot: 1m48s | Loss: 0.060 | Acc: 98.124% (37554/38272) 299/391 [=================================================>...............] Step: 373ms | Tot: 1m49s | Loss: 0.060 | Acc: 98.125% (37680/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.060 | Acc: 98.126% (37806/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.060 | Acc: 98.130% (37933/38656) 302/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.060 | Acc: 98.128% (38058/38784) 303/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.060 | Acc: 98.124% (38182/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m51s | Loss: 0.060 | Acc: 98.120% (38306/39040) 305/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.060 | Acc: 98.123% (38433/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.060 | Acc: 98.117% (38556/39296) 307/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.060 | Acc: 98.123% (38684/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.060 | Acc: 98.121% (38809/39552) 309/391 [===================================================>.............] Step: 368ms | Tot: 1m52s | Loss: 0.060 | Acc: 98.120% (38934/39680) 310/391 [===================================================>.............] Step: 359ms | Tot: 1m53s | Loss: 0.060 | Acc: 98.118% (39059/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.060 | Acc: 98.114% (39183/39936) 312/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.060 | Acc: 98.116% (39309/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.060 | Acc: 98.112% (39433/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.060 | Acc: 98.113% (39559/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.060 | Acc: 98.114% (39685/40448) 316/391 [====================================================>............] Step: 362ms | Tot: 1m55s | Loss: 0.060 | Acc: 98.115% (39811/40576) 317/391 [====================================================>............] Step: 373ms | Tot: 1m55s | Loss: 0.060 | Acc: 98.108% (39934/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.060 | Acc: 98.104% (40058/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.060 | Acc: 98.105% (40184/40960) 320/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.060 | Acc: 98.109% (40311/41088) 321/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.060 | Acc: 98.103% (40434/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.060 | Acc: 98.101% (40559/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.060 | Acc: 98.107% (40687/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.060 | Acc: 98.111% (40814/41600) 325/391 [======================================================>..........] Step: 373ms | Tot: 1m58s | Loss: 0.060 | Acc: 98.107% (40938/41728) 326/391 [======================================================>..........] Step: 376ms | Tot: 1m59s | Loss: 0.060 | Acc: 98.110% (41065/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.060 | Acc: 98.116% (41193/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.060 | Acc: 98.119% (41320/42112) 329/391 [======================================================>..........] Step: 358ms | Tot: 2m221ms | Loss: 0.060 | Acc: 98.120% (41446/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m582ms | Loss: 0.060 | Acc: 98.119% (41571/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m947ms | Loss: 0.060 | Acc: 98.113% (41694/42496) 332/391 [=======================================================>.........] Step: 363ms | Tot: 2m1s | Loss: 0.060 | Acc: 98.116% (41821/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.060 | Acc: 98.122% (41949/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m2s | Loss: 0.060 | Acc: 98.123% (42075/42880) 335/391 [=======================================================>.........] Step: 371ms | Tot: 2m2s | Loss: 0.060 | Acc: 98.124% (42201/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.060 | Acc: 98.113% (42322/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.060 | Acc: 98.116% (42449/43264) 338/391 [========================================================>........] Step: 353ms | Tot: 2m3s | Loss: 0.060 | Acc: 98.115% (42574/43392) 339/391 [========================================================>........] Step: 377ms | Tot: 2m3s | Loss: 0.060 | Acc: 98.118% (42701/43520) 340/391 [========================================================>........] Step: 371ms | Tot: 2m4s | Loss: 0.060 | Acc: 98.114% (42825/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.060 | Acc: 98.120% (42953/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.060 | Acc: 98.125% (43081/43904) 343/391 [=========================================================>.......] Step: 355ms | Tot: 2m5s | Loss: 0.060 | Acc: 98.124% (43206/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m5s | Loss: 0.060 | Acc: 98.127% (43333/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.060 | Acc: 98.126% (43458/44288) 346/391 [=========================================================>.......] Step: 356ms | Tot: 2m6s | Loss: 0.060 | Acc: 98.129% (43585/44416) 347/391 [=========================================================>.......] Step: 376ms | Tot: 2m6s | Loss: 0.060 | Acc: 98.134% (43713/44544) 348/391 [=========================================================>.......] Step: 412ms | Tot: 2m7s | Loss: 0.060 | Acc: 98.138% (43840/44672) 349/391 [==========================================================>......] Step: 378ms | Tot: 2m7s | Loss: 0.060 | Acc: 98.138% (43966/44800) 350/391 [==========================================================>......] Step: 363ms | Tot: 2m7s | Loss: 0.060 | Acc: 98.130% (44088/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.060 | Acc: 98.125% (44211/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.060 | Acc: 98.130% (44339/45184) 353/391 [==========================================================>......] Step: 377ms | Tot: 2m9s | Loss: 0.060 | Acc: 98.131% (44465/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.060 | Acc: 98.127% (44589/45440) 355/391 [===========================================================>.....] Step: 366ms | Tot: 2m9s | Loss: 0.060 | Acc: 98.126% (44714/45568) 356/391 [===========================================================>.....] Step: 350ms | Tot: 2m10s | Loss: 0.060 | Acc: 98.131% (44842/45696) 357/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.060 | Acc: 98.132% (44968/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.060 | Acc: 98.137% (45096/45952) 359/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.060 | Acc: 98.129% (45218/46080) 360/391 [===========================================================>.....] Step: 355ms | Tot: 2m11s | Loss: 0.060 | Acc: 98.130% (45344/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 2m11s | Loss: 0.060 | Acc: 98.133% (45471/46336) 362/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.060 | Acc: 98.136% (45598/46464) 363/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.060 | Acc: 98.137% (45724/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.060 | Acc: 98.134% (45848/46720) 365/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.060 | Acc: 98.137% (45975/46848) 366/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.060 | Acc: 98.137% (46101/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.060 | Acc: 98.134% (46225/47104) 368/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.060 | Acc: 98.137% (46352/47232) 369/391 [=============================================================>...] Step: 371ms | Tot: 2m14s | Loss: 0.059 | Acc: 98.138% (46478/47360) 370/391 [=============================================================>...] Step: 373ms | Tot: 2m15s | Loss: 0.059 | Acc: 98.141% (46605/47488) 371/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.059 | Acc: 98.139% (46730/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.059 | Acc: 98.140% (46856/47744) 373/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.060 | Acc: 98.133% (46978/47872) 374/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.060 | Acc: 98.135% (47105/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.060 | Acc: 98.138% (47232/48128) 376/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.060 | Acc: 98.135% (47356/48256) 377/391 [==============================================================>..] Step: 373ms | Tot: 2m17s | Loss: 0.060 | Acc: 98.134% (47481/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.060 | Acc: 98.130% (47605/48512) 379/391 [===============================================================>.] Step: 384ms | Tot: 2m18s | Loss: 0.060 | Acc: 98.129% (47730/48640) 380/391 [===============================================================>.] Step: 385ms | Tot: 2m18s | Loss: 0.060 | Acc: 98.122% (47852/48768) 381/391 [===============================================================>.] Step: 376ms | Tot: 2m19s | Loss: 0.060 | Acc: 98.123% (47978/48896) 382/391 [===============================================================>.] Step: 374ms | Tot: 2m19s | Loss: 0.060 | Acc: 98.111% (48098/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m20s | Loss: 0.060 | Acc: 98.114% (48225/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.060 | Acc: 98.111% (48349/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.060 | Acc: 98.110% (48474/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.060 | Acc: 98.106% (48598/49536) 387/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.060 | Acc: 98.103% (48722/49664) 388/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.060 | Acc: 98.104% (48848/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m22s | Loss: 0.060 | Acc: 98.101% (48972/49920) 390/391 [================================================================>] Step: 336ms | Tot: 2m22s | Loss: 0.060 | Acc: 98.104% (49052/50000) 391/391 + [>................................................................] Step: 491ms | Tot: 2ms | Loss: 0.431 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 295ms | Tot: 298ms | Loss: 0.324 | Acc: 90.500% (181/200) 2/100 [=>...............................................................] Step: 296ms | Tot: 595ms | Loss: 0.342 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 301ms | Tot: 897ms | Loss: 0.343 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 297ms | Tot: 1s195ms | Loss: 0.327 | Acc: 90.200% (451/500) 5/100 [===>.............................................................] Step: 290ms | Tot: 1s485ms | Loss: 0.303 | Acc: 90.833% (545/600) 6/100 [===>.............................................................] Step: 301ms | Tot: 1s787ms | Loss: 0.291 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 303ms | Tot: 2s90ms | Loss: 0.297 | Acc: 91.000% (728/800) 8/100 [=====>...........................................................] Step: 300ms | Tot: 2s391ms | Loss: 0.313 | Acc: 90.778% (817/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s698ms | Loss: 0.324 | Acc: 90.700% (907/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 3s2ms | Loss: 0.329 | Acc: 90.364% (994/1100) 11/100 [=======>.........................................................] Step: 311ms | Tot: 3s313ms | Loss: 0.344 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 310ms | Tot: 3s623ms | Loss: 0.336 | Acc: 90.462% (1176/1300) 13/100 [========>........................................................] Step: 302ms | Tot: 3s926ms | Loss: 0.336 | Acc: 90.786% (1271/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s231ms | Loss: 0.329 | Acc: 90.800% (1362/1500) 15/100 [=========>.......................................................] Step: 306ms | Tot: 4s537ms | Loss: 0.333 | Acc: 90.688% (1451/1600) 16/100 [==========>......................................................] Step: 315ms | Tot: 4s852ms | Loss: 0.323 | Acc: 91.059% (1548/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s156ms | Loss: 0.333 | Acc: 90.722% (1633/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s459ms | Loss: 0.341 | Acc: 90.737% (1724/1900) 19/100 [============>....................................................] Step: 320ms | Tot: 5s779ms | Loss: 0.347 | Acc: 90.650% (1813/2000) 20/100 [=============>...................................................] Step: 314ms | Tot: 6s94ms | Loss: 0.348 | Acc: 90.524% (1901/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s398ms | Loss: 0.347 | Acc: 90.636% (1994/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s707ms | Loss: 0.354 | Acc: 90.435% (2080/2300) 23/100 [==============>..................................................] Step: 303ms | Tot: 7s11ms | Loss: 0.356 | Acc: 90.333% (2168/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s316ms | Loss: 0.359 | Acc: 90.360% (2259/2500) 25/100 [================>................................................] Step: 310ms | Tot: 7s626ms | Loss: 0.363 | Acc: 90.308% (2348/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s933ms | Loss: 0.357 | Acc: 90.370% (2440/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s242ms | Loss: 0.358 | Acc: 90.429% (2532/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s549ms | Loss: 0.363 | Acc: 90.448% (2623/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s856ms | Loss: 0.359 | Acc: 90.533% (2716/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 9s163ms | Loss: 0.356 | Acc: 90.484% (2805/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s462ms | Loss: 0.358 | Acc: 90.469% (2895/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s771ms | Loss: 0.354 | Acc: 90.606% (2990/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s76ms | Loss: 0.357 | Acc: 90.618% (3081/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s378ms | Loss: 0.362 | Acc: 90.571% (3170/3500) 35/100 [======================>..........................................] Step: 320ms | Tot: 10s699ms | Loss: 0.359 | Acc: 90.611% (3262/3600) 36/100 [=======================>.........................................] Step: 318ms | Tot: 11s18ms | Loss: 0.360 | Acc: 90.568% (3351/3700) 37/100 [========================>........................................] Step: 301ms | Tot: 11s319ms | Loss: 0.363 | Acc: 90.474% (3438/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s628ms | Loss: 0.363 | Acc: 90.538% (3531/3900) 39/100 [=========================>.......................................] Step: 301ms | Tot: 11s929ms | Loss: 0.360 | Acc: 90.575% (3623/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s236ms | Loss: 0.365 | Acc: 90.488% (3710/4100) 41/100 [==========================>......................................] Step: 306ms | Tot: 12s542ms | Loss: 0.367 | Acc: 90.476% (3800/4200) 42/100 [===========================>.....................................] Step: 311ms | Tot: 12s853ms | Loss: 0.363 | Acc: 90.581% (3895/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s160ms | Loss: 0.363 | Acc: 90.568% (3985/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s465ms | Loss: 0.361 | Acc: 90.644% (4079/4500) 45/100 [=============================>...................................] Step: 332ms | Tot: 13s798ms | Loss: 0.361 | Acc: 90.609% (4168/4600) 46/100 [=============================>...................................] Step: 356ms | Tot: 14s154ms | Loss: 0.360 | Acc: 90.574% (4257/4700) 47/100 [==============================>..................................] Step: 326ms | Tot: 14s480ms | Loss: 0.362 | Acc: 90.521% (4345/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s790ms | Loss: 0.358 | Acc: 90.612% (4440/4900) 49/100 [===============================>.................................] Step: 305ms | Tot: 15s95ms | Loss: 0.361 | Acc: 90.500% (4525/5000) 50/100 [================================>................................] Step: 302ms | Tot: 15s398ms | Loss: 0.363 | Acc: 90.471% (4614/5100) 51/100 [=================================>...............................] Step: 322ms | Tot: 15s721ms | Loss: 0.363 | Acc: 90.519% (4707/5200) 52/100 [=================================>...............................] Step: 325ms | Tot: 16s46ms | Loss: 0.363 | Acc: 90.547% (4799/5300) 53/100 [==================================>..............................] Step: 319ms | Tot: 16s365ms | Loss: 0.364 | Acc: 90.537% (4889/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s675ms | Loss: 0.362 | Acc: 90.545% (4980/5500) 55/100 [===================================>.............................] Step: 297ms | Tot: 16s972ms | Loss: 0.364 | Acc: 90.571% (5072/5600) 56/100 [====================================>............................] Step: 308ms | Tot: 17s281ms | Loss: 0.363 | Acc: 90.579% (5163/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s587ms | Loss: 0.360 | Acc: 90.638% (5257/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s891ms | Loss: 0.361 | Acc: 90.559% (5343/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s198ms | Loss: 0.360 | Acc: 90.550% (5433/6000) 60/100 [=======================================>.........................] Step: 307ms | Tot: 18s506ms | Loss: 0.359 | Acc: 90.590% (5526/6100) 61/100 [=======================================>.........................] Step: 307ms | Tot: 18s814ms | Loss: 0.360 | Acc: 90.581% (5616/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s126ms | Loss: 0.358 | Acc: 90.603% (5708/6300) 63/100 [========================================>........................] Step: 302ms | Tot: 19s428ms | Loss: 0.354 | Acc: 90.672% (5803/6400) 64/100 [=========================================>.......................] Step: 311ms | Tot: 19s740ms | Loss: 0.354 | Acc: 90.646% (5892/6500) 65/100 [==========================================>......................] Step: 303ms | Tot: 20s44ms | Loss: 0.353 | Acc: 90.652% (5983/6600) 66/100 [==========================================>......................] Step: 315ms | Tot: 20s359ms | Loss: 0.351 | Acc: 90.701% (6077/6700) 67/100 [===========================================>.....................] Step: 318ms | Tot: 20s678ms | Loss: 0.352 | Acc: 90.662% (6165/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 20s989ms | Loss: 0.349 | Acc: 90.710% (6259/6900) 69/100 [============================================>....................] Step: 308ms | Tot: 21s297ms | Loss: 0.348 | Acc: 90.729% (6351/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s609ms | Loss: 0.351 | Acc: 90.648% (6436/7100) 71/100 [==============================================>..................] Step: 307ms | Tot: 21s916ms | Loss: 0.352 | Acc: 90.639% (6526/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s223ms | Loss: 0.348 | Acc: 90.712% (6622/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s531ms | Loss: 0.350 | Acc: 90.716% (6713/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s839ms | Loss: 0.351 | Acc: 90.707% (6803/7500) 75/100 [================================================>................] Step: 306ms | Tot: 23s146ms | Loss: 0.352 | Acc: 90.684% (6892/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s456ms | Loss: 0.352 | Acc: 90.675% (6982/7700) 77/100 [==================================================>..............] Step: 309ms | Tot: 23s765ms | Loss: 0.352 | Acc: 90.679% (7073/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 24s72ms | Loss: 0.350 | Acc: 90.709% (7166/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s377ms | Loss: 0.349 | Acc: 90.688% (7255/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s685ms | Loss: 0.348 | Acc: 90.691% (7346/8100) 81/100 [====================================================>............] Step: 305ms | Tot: 24s990ms | Loss: 0.348 | Acc: 90.646% (7433/8200) 82/100 [=====================================================>...........] Step: 310ms | Tot: 25s300ms | Loss: 0.347 | Acc: 90.675% (7526/8300) 83/100 [=====================================================>...........] Step: 321ms | Tot: 25s622ms | Loss: 0.347 | Acc: 90.679% (7617/8400) 84/100 [======================================================>..........] Step: 319ms | Tot: 25s942ms | Loss: 0.347 | Acc: 90.671% (7707/8500) 85/100 [=======================================================>.........] Step: 309ms | Tot: 26s251ms | Loss: 0.349 | Acc: 90.616% (7793/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s558ms | Loss: 0.347 | Acc: 90.644% (7886/8700) 87/100 [========================================================>........] Step: 313ms | Tot: 26s872ms | Loss: 0.346 | Acc: 90.648% (7977/8800) 88/100 [=========================================================>.......] Step: 323ms | Tot: 27s195ms | Loss: 0.346 | Acc: 90.697% (8072/8900) 89/100 [=========================================================>.......] Step: 321ms | Tot: 27s516ms | Loss: 0.345 | Acc: 90.733% (8166/9000) 90/100 [==========================================================>......] Step: 324ms | Tot: 27s840ms | Loss: 0.345 | Acc: 90.747% (8258/9100) 91/100 [===========================================================>.....] Step: 321ms | Tot: 28s161ms | Loss: 0.343 | Acc: 90.804% (8354/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s474ms | Loss: 0.346 | Acc: 90.774% (8442/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s790ms | Loss: 0.346 | Acc: 90.766% (8532/9400) 94/100 [=============================================================>...] Step: 315ms | Tot: 29s105ms | Loss: 0.345 | Acc: 90.789% (8625/9500) 95/100 [=============================================================>...] Step: 310ms | Tot: 29s416ms | Loss: 0.344 | Acc: 90.792% (8716/9600) 96/100 [==============================================================>..] Step: 316ms | Tot: 29s733ms | Loss: 0.343 | Acc: 90.794% (8807/9700) 97/100 [===============================================================>.] Step: 300ms | Tot: 30s33ms | Loss: 0.342 | Acc: 90.796% (8898/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s339ms | Loss: 0.344 | Acc: 90.727% (8982/9900) 99/100 [================================================================>] Step: 321ms | Tot: 30s660ms | Loss: 0.342 | Acc: 90.770% (9077/10000) 100/100 +Saving.. + +Epoch: 183 + [>................................................................] Step: 746ms | Tot: 2ms | Loss: 0.052 | Acc: 99.219% (127/128) 1/391 [>................................................................] Step: 386ms | Tot: 389ms | Loss: 0.054 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 385ms | Tot: 774ms | Loss: 0.064 | Acc: 97.656% (375/384) 3/391 [>................................................................] Step: 365ms | Tot: 1s140ms | Loss: 0.060 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 374ms | Tot: 1s514ms | Loss: 0.054 | Acc: 98.125% (628/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s880ms | Loss: 0.057 | Acc: 97.917% (752/768) 6/391 [>................................................................] Step: 368ms | Tot: 2s248ms | Loss: 0.061 | Acc: 97.879% (877/896) 7/391 [=>...............................................................] Step: 363ms | Tot: 2s611ms | Loss: 0.056 | Acc: 98.047% (1004/1024) 8/391 [=>...............................................................] Step: 370ms | Tot: 2s982ms | Loss: 0.054 | Acc: 98.177% (1131/1152) 9/391 [=>...............................................................] Step: 366ms | Tot: 3s349ms | Loss: 0.053 | Acc: 98.203% (1257/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s714ms | Loss: 0.055 | Acc: 98.082% (1381/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s74ms | Loss: 0.057 | Acc: 98.047% (1506/1536) 12/391 [=>...............................................................] Step: 371ms | Tot: 4s445ms | Loss: 0.058 | Acc: 98.017% (1631/1664) 13/391 [==>..............................................................] Step: 370ms | Tot: 4s816ms | Loss: 0.059 | Acc: 97.991% (1756/1792) 14/391 [==>..............................................................] Step: 359ms | Tot: 5s175ms | Loss: 0.059 | Acc: 98.073% (1883/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s535ms | Loss: 0.059 | Acc: 98.047% (2008/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s895ms | Loss: 0.061 | Acc: 98.070% (2134/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s268ms | Loss: 0.060 | Acc: 98.134% (2261/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s629ms | Loss: 0.059 | Acc: 98.150% (2387/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s992ms | Loss: 0.059 | Acc: 98.125% (2512/2560) 20/391 [===>.............................................................] Step: 377ms | Tot: 7s369ms | Loss: 0.059 | Acc: 98.140% (2638/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s730ms | Loss: 0.058 | Acc: 98.118% (2763/2816) 22/391 [===>.............................................................] Step: 361ms | Tot: 8s91ms | Loss: 0.057 | Acc: 98.166% (2890/2944) 23/391 [===>.............................................................] Step: 364ms | Tot: 8s456ms | Loss: 0.059 | Acc: 98.112% (3014/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s818ms | Loss: 0.060 | Acc: 98.094% (3139/3200) 25/391 [====>............................................................] Step: 360ms | Tot: 9s178ms | Loss: 0.059 | Acc: 98.107% (3265/3328) 26/391 [====>............................................................] Step: 376ms | Tot: 9s554ms | Loss: 0.059 | Acc: 98.148% (3392/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 9s923ms | Loss: 0.059 | Acc: 98.158% (3518/3584) 28/391 [====>............................................................] Step: 372ms | Tot: 10s296ms | Loss: 0.060 | Acc: 98.141% (3643/3712) 29/391 [====>............................................................] Step: 359ms | Tot: 10s655ms | Loss: 0.059 | Acc: 98.151% (3769/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 11s15ms | Loss: 0.060 | Acc: 98.135% (3894/3968) 31/391 [=====>...........................................................] Step: 372ms | Tot: 11s388ms | Loss: 0.059 | Acc: 98.169% (4021/4096) 32/391 [=====>...........................................................] Step: 363ms | Tot: 11s751ms | Loss: 0.060 | Acc: 98.130% (4145/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s114ms | Loss: 0.060 | Acc: 98.116% (4270/4352) 34/391 [=====>...........................................................] Step: 402ms | Tot: 12s517ms | Loss: 0.060 | Acc: 98.080% (4394/4480) 35/391 [=====>...........................................................] Step: 423ms | Tot: 12s941ms | Loss: 0.060 | Acc: 98.112% (4521/4608) 36/391 [=====>...........................................................] Step: 369ms | Tot: 13s311ms | Loss: 0.061 | Acc: 98.100% (4646/4736) 37/391 [======>..........................................................] Step: 365ms | Tot: 13s676ms | Loss: 0.061 | Acc: 98.088% (4771/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 14s37ms | Loss: 0.061 | Acc: 98.097% (4897/4992) 39/391 [======>..........................................................] Step: 370ms | Tot: 14s408ms | Loss: 0.061 | Acc: 98.125% (5024/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s772ms | Loss: 0.060 | Acc: 98.171% (5152/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 15s132ms | Loss: 0.059 | Acc: 98.214% (5280/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s494ms | Loss: 0.059 | Acc: 98.219% (5406/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s852ms | Loss: 0.059 | Acc: 98.224% (5532/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s222ms | Loss: 0.058 | Acc: 98.264% (5660/5760) 45/391 [=======>.........................................................] Step: 355ms | Tot: 16s578ms | Loss: 0.059 | Acc: 98.234% (5784/5888) 46/391 [=======>.........................................................] Step: 361ms | Tot: 16s939ms | Loss: 0.058 | Acc: 98.271% (5912/6016) 47/391 [=======>.........................................................] Step: 364ms | Tot: 17s304ms | Loss: 0.059 | Acc: 98.242% (6036/6144) 48/391 [=======>.........................................................] Step: 356ms | Tot: 17s661ms | Loss: 0.059 | Acc: 98.214% (6160/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 18s20ms | Loss: 0.059 | Acc: 98.203% (6285/6400) 50/391 [========>........................................................] Step: 364ms | Tot: 18s384ms | Loss: 0.060 | Acc: 98.177% (6409/6528) 51/391 [========>........................................................] Step: 355ms | Tot: 18s740ms | Loss: 0.059 | Acc: 98.212% (6537/6656) 52/391 [========>........................................................] Step: 359ms | Tot: 19s100ms | Loss: 0.059 | Acc: 98.231% (6664/6784) 53/391 [========>........................................................] Step: 380ms | Tot: 19s480ms | Loss: 0.059 | Acc: 98.206% (6788/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s839ms | Loss: 0.058 | Acc: 98.224% (6915/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s197ms | Loss: 0.058 | Acc: 98.228% (7041/7168) 56/391 [=========>.......................................................] Step: 361ms | Tot: 20s558ms | Loss: 0.058 | Acc: 98.218% (7166/7296) 57/391 [=========>.......................................................] Step: 355ms | Tot: 20s914ms | Loss: 0.058 | Acc: 98.209% (7291/7424) 58/391 [=========>.......................................................] Step: 364ms | Tot: 21s278ms | Loss: 0.058 | Acc: 98.186% (7415/7552) 59/391 [=========>.......................................................] Step: 358ms | Tot: 21s637ms | Loss: 0.058 | Acc: 98.190% (7541/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s995ms | Loss: 0.058 | Acc: 98.207% (7668/7808) 61/391 [==========>......................................................] Step: 366ms | Tot: 22s361ms | Loss: 0.058 | Acc: 98.198% (7793/7936) 62/391 [==========>......................................................] Step: 366ms | Tot: 22s728ms | Loss: 0.058 | Acc: 98.189% (7918/8064) 63/391 [==========>......................................................] Step: 356ms | Tot: 23s85ms | Loss: 0.058 | Acc: 98.218% (8046/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s443ms | Loss: 0.057 | Acc: 98.209% (8171/8320) 65/391 [==========>......................................................] Step: 360ms | Tot: 23s803ms | Loss: 0.057 | Acc: 98.224% (8298/8448) 66/391 [==========>......................................................] Step: 356ms | Tot: 24s160ms | Loss: 0.057 | Acc: 98.216% (8423/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s523ms | Loss: 0.058 | Acc: 98.173% (8545/8704) 68/391 [===========>.....................................................] Step: 360ms | Tot: 24s883ms | Loss: 0.058 | Acc: 98.154% (8669/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s244ms | Loss: 0.058 | Acc: 98.147% (8794/8960) 70/391 [===========>.....................................................] Step: 355ms | Tot: 25s599ms | Loss: 0.058 | Acc: 98.162% (8921/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 25s970ms | Loss: 0.058 | Acc: 98.177% (9048/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s336ms | Loss: 0.058 | Acc: 98.138% (9170/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s699ms | Loss: 0.058 | Acc: 98.131% (9295/9472) 74/391 [============>....................................................] Step: 356ms | Tot: 27s55ms | Loss: 0.058 | Acc: 98.115% (9419/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s423ms | Loss: 0.058 | Acc: 98.129% (9546/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s787ms | Loss: 0.058 | Acc: 98.133% (9672/9856) 77/391 [============>....................................................] Step: 356ms | Tot: 28s143ms | Loss: 0.058 | Acc: 98.157% (9800/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s504ms | Loss: 0.058 | Acc: 98.151% (9925/10112) 79/391 [=============>...................................................] Step: 360ms | Tot: 28s864ms | Loss: 0.058 | Acc: 98.154% (10051/10240) 80/391 [=============>...................................................] Step: 378ms | Tot: 29s242ms | Loss: 0.058 | Acc: 98.167% (10178/10368) 81/391 [=============>...................................................] Step: 362ms | Tot: 29s604ms | Loss: 0.058 | Acc: 98.171% (10304/10496) 82/391 [=============>...................................................] Step: 364ms | Tot: 29s968ms | Loss: 0.058 | Acc: 98.174% (10430/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s336ms | Loss: 0.058 | Acc: 98.168% (10555/10752) 84/391 [=============>...................................................] Step: 359ms | Tot: 30s695ms | Loss: 0.058 | Acc: 98.162% (10680/10880) 85/391 [==============>..................................................] Step: 356ms | Tot: 31s52ms | Loss: 0.058 | Acc: 98.156% (10805/11008) 86/391 [==============>..................................................] Step: 366ms | Tot: 31s418ms | Loss: 0.058 | Acc: 98.168% (10932/11136) 87/391 [==============>..................................................] Step: 359ms | Tot: 31s778ms | Loss: 0.058 | Acc: 98.189% (11060/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 32s136ms | Loss: 0.057 | Acc: 98.200% (11187/11392) 89/391 [==============>..................................................] Step: 372ms | Tot: 32s508ms | Loss: 0.058 | Acc: 98.186% (11311/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s872ms | Loss: 0.058 | Acc: 98.197% (11438/11648) 91/391 [===============>.................................................] Step: 364ms | Tot: 33s236ms | Loss: 0.058 | Acc: 98.183% (11562/11776) 92/391 [===============>.................................................] Step: 358ms | Tot: 33s594ms | Loss: 0.058 | Acc: 98.185% (11688/11904) 93/391 [===============>.................................................] Step: 355ms | Tot: 33s950ms | Loss: 0.058 | Acc: 98.180% (11813/12032) 94/391 [===============>.................................................] Step: 368ms | Tot: 34s318ms | Loss: 0.058 | Acc: 98.183% (11939/12160) 95/391 [===============>.................................................] Step: 359ms | Tot: 34s678ms | Loss: 0.057 | Acc: 98.185% (12065/12288) 96/391 [===============>.................................................] Step: 364ms | Tot: 35s42ms | Loss: 0.057 | Acc: 98.180% (12190/12416) 97/391 [================>................................................] Step: 373ms | Tot: 35s415ms | Loss: 0.058 | Acc: 98.158% (12313/12544) 98/391 [================>................................................] Step: 376ms | Tot: 35s791ms | Loss: 0.058 | Acc: 98.114% (12433/12672) 99/391 [================>................................................] Step: 358ms | Tot: 36s149ms | Loss: 0.058 | Acc: 98.102% (12557/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s515ms | Loss: 0.058 | Acc: 98.089% (12681/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s881ms | Loss: 0.059 | Acc: 98.085% (12806/13056) 102/391 [================>................................................] Step: 371ms | Tot: 37s252ms | Loss: 0.059 | Acc: 98.089% (12932/13184) 103/391 [=================>...............................................] Step: 358ms | Tot: 37s610ms | Loss: 0.058 | Acc: 98.107% (13060/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s972ms | Loss: 0.058 | Acc: 98.110% (13186/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s337ms | Loss: 0.058 | Acc: 98.113% (13312/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s697ms | Loss: 0.058 | Acc: 98.124% (13439/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s65ms | Loss: 0.058 | Acc: 98.119% (13564/13824) 108/391 [=================>...............................................] Step: 366ms | Tot: 39s432ms | Loss: 0.058 | Acc: 98.129% (13691/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 39s795ms | Loss: 0.058 | Acc: 98.139% (13818/14080) 110/391 [==================>..............................................] Step: 347ms | Tot: 40s143ms | Loss: 0.057 | Acc: 98.142% (13944/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s507ms | Loss: 0.058 | Acc: 98.131% (14068/14336) 112/391 [==================>..............................................] Step: 360ms | Tot: 40s867ms | Loss: 0.058 | Acc: 98.119% (14192/14464) 113/391 [==================>..............................................] Step: 369ms | Tot: 41s236ms | Loss: 0.058 | Acc: 98.129% (14319/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s601ms | Loss: 0.058 | Acc: 98.111% (14442/14720) 115/391 [===================>.............................................] Step: 359ms | Tot: 41s960ms | Loss: 0.058 | Acc: 98.121% (14569/14848) 116/391 [===================>.............................................] Step: 369ms | Tot: 42s330ms | Loss: 0.058 | Acc: 98.130% (14696/14976) 117/391 [===================>.............................................] Step: 422ms | Tot: 42s752ms | Loss: 0.058 | Acc: 98.113% (14819/15104) 118/391 [===================>.............................................] Step: 388ms | Tot: 43s140ms | Loss: 0.058 | Acc: 98.109% (14944/15232) 119/391 [===================>.............................................] Step: 365ms | Tot: 43s506ms | Loss: 0.058 | Acc: 98.099% (15068/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s867ms | Loss: 0.058 | Acc: 98.095% (15193/15488) 121/391 [====================>............................................] Step: 363ms | Tot: 44s231ms | Loss: 0.058 | Acc: 98.098% (15319/15616) 122/391 [====================>............................................] Step: 361ms | Tot: 44s593ms | Loss: 0.058 | Acc: 98.101% (15445/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 44s953ms | Loss: 0.057 | Acc: 98.110% (15572/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 45s326ms | Loss: 0.057 | Acc: 98.125% (15700/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 45s695ms | Loss: 0.057 | Acc: 98.134% (15827/16128) 126/391 [====================>............................................] Step: 357ms | Tot: 46s53ms | Loss: 0.057 | Acc: 98.124% (15951/16256) 127/391 [=====================>...........................................] Step: 362ms | Tot: 46s415ms | Loss: 0.058 | Acc: 98.102% (16073/16384) 128/391 [=====================>...........................................] Step: 356ms | Tot: 46s772ms | Loss: 0.058 | Acc: 98.110% (16200/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s133ms | Loss: 0.058 | Acc: 98.113% (16326/16640) 130/391 [=====================>...........................................] Step: 366ms | Tot: 47s500ms | Loss: 0.058 | Acc: 98.121% (16453/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s858ms | Loss: 0.058 | Acc: 98.118% (16578/16896) 132/391 [=====================>...........................................] Step: 358ms | Tot: 48s217ms | Loss: 0.058 | Acc: 98.126% (16705/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s574ms | Loss: 0.057 | Acc: 98.140% (16833/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s937ms | Loss: 0.057 | Acc: 98.137% (16958/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 49s308ms | Loss: 0.057 | Acc: 98.145% (17085/17408) 136/391 [======================>..........................................] Step: 370ms | Tot: 49s678ms | Loss: 0.057 | Acc: 98.158% (17213/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 50s36ms | Loss: 0.057 | Acc: 98.160% (17339/17664) 138/391 [======================>..........................................] Step: 371ms | Tot: 50s407ms | Loss: 0.057 | Acc: 98.168% (17466/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s767ms | Loss: 0.056 | Acc: 98.175% (17593/17920) 140/391 [=======================>.........................................] Step: 354ms | Tot: 51s122ms | Loss: 0.057 | Acc: 98.172% (17718/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s487ms | Loss: 0.057 | Acc: 98.179% (17845/18176) 142/391 [=======================>.........................................] Step: 363ms | Tot: 51s850ms | Loss: 0.057 | Acc: 98.175% (17970/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s222ms | Loss: 0.057 | Acc: 98.166% (18094/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s583ms | Loss: 0.057 | Acc: 98.168% (18220/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 52s948ms | Loss: 0.057 | Acc: 98.175% (18347/18688) 146/391 [========================>........................................] Step: 365ms | Tot: 53s314ms | Loss: 0.057 | Acc: 98.182% (18474/18816) 147/391 [========================>........................................] Step: 356ms | Tot: 53s670ms | Loss: 0.057 | Acc: 98.184% (18600/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 54s28ms | Loss: 0.057 | Acc: 98.191% (18727/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 54s395ms | Loss: 0.057 | Acc: 98.198% (18854/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s755ms | Loss: 0.056 | Acc: 98.210% (18982/19328) 151/391 [=========================>.......................................] Step: 364ms | Tot: 55s120ms | Loss: 0.056 | Acc: 98.206% (19107/19456) 152/391 [=========================>.......................................] Step: 370ms | Tot: 55s491ms | Loss: 0.057 | Acc: 98.198% (19231/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 55s854ms | Loss: 0.057 | Acc: 98.189% (19355/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s213ms | Loss: 0.057 | Acc: 98.201% (19483/19840) 155/391 [=========================>.......................................] Step: 358ms | Tot: 56s571ms | Loss: 0.057 | Acc: 98.207% (19610/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 56s931ms | Loss: 0.056 | Acc: 98.214% (19737/20096) 157/391 [==========================>......................................] Step: 365ms | Tot: 57s296ms | Loss: 0.056 | Acc: 98.215% (19863/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 57s654ms | Loss: 0.056 | Acc: 98.221% (19990/20352) 159/391 [==========================>......................................] Step: 355ms | Tot: 58s10ms | Loss: 0.056 | Acc: 98.223% (20116/20480) 160/391 [==========================>......................................] Step: 361ms | Tot: 58s372ms | Loss: 0.056 | Acc: 98.219% (20241/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 58s741ms | Loss: 0.056 | Acc: 98.220% (20367/20736) 162/391 [==========================>......................................] Step: 360ms | Tot: 59s102ms | Loss: 0.057 | Acc: 98.212% (20491/20864) 163/391 [===========================>.....................................] Step: 370ms | Tot: 59s472ms | Loss: 0.057 | Acc: 98.214% (20617/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s837ms | Loss: 0.057 | Acc: 98.215% (20743/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m197ms | Loss: 0.057 | Acc: 98.212% (20868/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m556ms | Loss: 0.057 | Acc: 98.194% (20990/21376) 167/391 [===========================>.....................................] Step: 362ms | Tot: 1m918ms | Loss: 0.057 | Acc: 98.196% (21116/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.057 | Acc: 98.206% (21244/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.057 | Acc: 98.212% (21371/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.057 | Acc: 98.204% (21495/21888) 171/391 [============================>....................................] Step: 365ms | Tot: 1m2s | Loss: 0.057 | Acc: 98.210% (21622/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.057 | Acc: 98.212% (21748/22144) 173/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.057 | Acc: 98.209% (21873/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.057 | Acc: 98.219% (22001/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.057 | Acc: 98.224% (22128/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.057 | Acc: 98.230% (22255/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.057 | Acc: 98.227% (22380/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.057 | Acc: 98.224% (22505/22912) 179/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.057 | Acc: 98.220% (22630/23040) 180/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.057 | Acc: 98.217% (22755/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.057 | Acc: 98.223% (22882/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.057 | Acc: 98.228% (23009/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.057 | Acc: 98.234% (23136/23552) 184/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.057 | Acc: 98.235% (23262/23680) 185/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.057 | Acc: 98.244% (23390/23808) 186/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.057 | Acc: 98.245% (23516/23936) 187/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.057 | Acc: 98.242% (23641/24064) 188/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.057 | Acc: 98.243% (23767/24192) 189/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.057 | Acc: 98.244% (23893/24320) 190/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.057 | Acc: 98.233% (24016/24448) 191/391 [===============================>.................................] Step: 373ms | Tot: 1m9s | Loss: 0.057 | Acc: 98.230% (24141/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.057 | Acc: 98.231% (24267/24704) 193/391 [================================>................................] Step: 367ms | Tot: 1m10s | Loss: 0.057 | Acc: 98.216% (24389/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.057 | Acc: 98.213% (24514/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.057 | Acc: 98.214% (24640/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.057 | Acc: 98.215% (24766/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.057 | Acc: 98.220% (24893/25344) 198/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.057 | Acc: 98.229% (25021/25472) 199/391 [=================================>...............................] Step: 407ms | Tot: 1m12s | Loss: 0.057 | Acc: 98.230% (25147/25600) 200/391 [=================================>...............................] Step: 390ms | Tot: 1m13s | Loss: 0.057 | Acc: 98.231% (25273/25728) 201/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.057 | Acc: 98.217% (25395/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.057 | Acc: 98.214% (25520/25984) 203/391 [=================================>...............................] Step: 357ms | Tot: 1m14s | Loss: 0.057 | Acc: 98.223% (25648/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.057 | Acc: 98.220% (25773/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.057 | Acc: 98.218% (25898/26368) 206/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.057 | Acc: 98.219% (26024/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.057 | Acc: 98.220% (26150/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.057 | Acc: 98.209% (26273/26752) 209/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.057 | Acc: 98.207% (26398/26880) 210/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.057 | Acc: 98.201% (26522/27008) 211/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.057 | Acc: 98.194% (26646/27136) 212/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.057 | Acc: 98.192% (26771/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.058 | Acc: 98.171% (26891/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.058 | Acc: 98.180% (27019/27520) 215/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.058 | Acc: 98.177% (27144/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.058 | Acc: 98.178% (27270/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.058 | Acc: 98.172% (27394/27904) 218/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.058 | Acc: 98.181% (27522/28032) 219/391 [====================================>............................] Step: 370ms | Tot: 1m19s | Loss: 0.058 | Acc: 98.185% (27649/28160) 220/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.058 | Acc: 98.190% (27776/28288) 221/391 [====================================>............................] Step: 362ms | Tot: 1m20s | Loss: 0.058 | Acc: 98.184% (27900/28416) 222/391 [====================================>............................] Step: 354ms | Tot: 1m21s | Loss: 0.058 | Acc: 98.182% (28025/28544) 223/391 [=====================================>...........................] Step: 372ms | Tot: 1m21s | Loss: 0.058 | Acc: 98.172% (28148/28672) 224/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.058 | Acc: 98.174% (28274/28800) 225/391 [=====================================>...........................] Step: 355ms | Tot: 1m22s | Loss: 0.058 | Acc: 98.171% (28399/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.058 | Acc: 98.179% (28527/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.058 | Acc: 98.177% (28652/29184) 228/391 [=====================================>...........................] Step: 366ms | Tot: 1m23s | Loss: 0.058 | Acc: 98.175% (28777/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.058 | Acc: 98.173% (28902/29440) 230/391 [======================================>..........................] Step: 364ms | Tot: 1m23s | Loss: 0.058 | Acc: 98.174% (29028/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.058 | Acc: 98.178% (29155/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.058 | Acc: 98.173% (29279/29824) 233/391 [======================================>..........................] Step: 363ms | Tot: 1m25s | Loss: 0.058 | Acc: 98.177% (29406/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.058 | Acc: 98.178% (29532/30080) 235/391 [=======================================>.........................] Step: 360ms | Tot: 1m25s | Loss: 0.058 | Acc: 98.169% (29655/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.058 | Acc: 98.170% (29781/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.058 | Acc: 98.175% (29908/30464) 238/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.058 | Acc: 98.176% (30034/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.058 | Acc: 98.171% (30158/30720) 240/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.058 | Acc: 98.168% (30283/30848) 241/391 [========================================>........................] Step: 359ms | Tot: 1m27s | Loss: 0.058 | Acc: 98.173% (30410/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.058 | Acc: 98.177% (30537/31104) 243/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.058 | Acc: 98.175% (30662/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.058 | Acc: 98.166% (30785/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.058 | Acc: 98.168% (30911/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.058 | Acc: 98.175% (31039/31616) 247/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.058 | Acc: 98.182% (31167/31744) 248/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.058 | Acc: 98.183% (31293/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.058 | Acc: 98.184% (31419/32000) 250/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.058 | Acc: 98.179% (31543/32128) 251/391 [=========================================>.......................] Step: 363ms | Tot: 1m31s | Loss: 0.058 | Acc: 98.180% (31669/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.058 | Acc: 98.184% (31796/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.058 | Acc: 98.179% (31920/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.058 | Acc: 98.183% (32047/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.058 | Acc: 98.169% (32168/32768) 256/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.058 | Acc: 98.170% (32294/32896) 257/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.058 | Acc: 98.168% (32419/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m34s | Loss: 0.058 | Acc: 98.169% (32545/33152) 259/391 [===========================================>.....................] Step: 367ms | Tot: 1m34s | Loss: 0.058 | Acc: 98.170% (32671/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.058 | Acc: 98.171% (32797/33408) 261/391 [===========================================>.....................] Step: 364ms | Tot: 1m35s | Loss: 0.058 | Acc: 98.163% (32920/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.058 | Acc: 98.164% (33046/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.058 | Acc: 98.162% (33171/33792) 264/391 [===========================================>.....................] Step: 359ms | Tot: 1m36s | Loss: 0.058 | Acc: 98.163% (33297/33920) 265/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.058 | Acc: 98.156% (33420/34048) 266/391 [============================================>....................] Step: 362ms | Tot: 1m36s | Loss: 0.059 | Acc: 98.154% (33545/34176) 267/391 [============================================>....................] Step: 367ms | Tot: 1m37s | Loss: 0.059 | Acc: 98.152% (33670/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.059 | Acc: 98.156% (33797/34432) 269/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.059 | Acc: 98.157% (33923/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.059 | Acc: 98.158% (34049/34688) 271/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.058 | Acc: 98.162% (34176/34816) 272/391 [=============================================>...................] Step: 352ms | Tot: 1m39s | Loss: 0.058 | Acc: 98.160% (34301/34944) 273/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.059 | Acc: 98.155% (34425/35072) 274/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.059 | Acc: 98.159% (34552/35200) 275/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.058 | Acc: 98.163% (34679/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.058 | Acc: 98.167% (34806/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.058 | Acc: 98.168% (34932/35584) 278/391 [==============================================>..................] Step: 374ms | Tot: 1m41s | Loss: 0.058 | Acc: 98.171% (35059/35712) 279/391 [==============================================>..................] Step: 380ms | Tot: 1m41s | Loss: 0.058 | Acc: 98.172% (35185/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.058 | Acc: 98.179% (35313/35968) 281/391 [==============================================>..................] Step: 391ms | Tot: 1m42s | Loss: 0.058 | Acc: 98.169% (35435/36096) 282/391 [==============================================>..................] Step: 408ms | Tot: 1m42s | Loss: 0.058 | Acc: 98.167% (35560/36224) 283/391 [===============================================>.................] Step: 362ms | Tot: 1m43s | Loss: 0.058 | Acc: 98.168% (35686/36352) 284/391 [===============================================>.................] Step: 358ms | Tot: 1m43s | Loss: 0.058 | Acc: 98.166% (35811/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.059 | Acc: 98.164% (35936/36608) 286/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.059 | Acc: 98.168% (36063/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.059 | Acc: 98.158% (36185/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.059 | Acc: 98.164% (36313/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.059 | Acc: 98.171% (36441/37120) 290/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.059 | Acc: 98.172% (36567/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.059 | Acc: 98.173% (36693/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.059 | Acc: 98.174% (36819/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.059 | Acc: 98.177% (36946/37632) 294/391 [================================================>................] Step: 355ms | Tot: 1m47s | Loss: 0.059 | Acc: 98.175% (37071/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.059 | Acc: 98.174% (37196/37888) 296/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.059 | Acc: 98.180% (37324/38016) 297/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.059 | Acc: 98.175% (37448/38144) 298/391 [=================================================>...............] Step: 353ms | Tot: 1m48s | Loss: 0.059 | Acc: 98.174% (37573/38272) 299/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.059 | Acc: 98.174% (37699/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.059 | Acc: 98.178% (37826/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.059 | Acc: 98.171% (37949/38656) 302/391 [==================================================>..............] Step: 372ms | Tot: 1m50s | Loss: 0.059 | Acc: 98.172% (38075/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.059 | Acc: 98.175% (38202/38912) 304/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.059 | Acc: 98.181% (38330/39040) 305/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.059 | Acc: 98.182% (38456/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.059 | Acc: 98.178% (38580/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.059 | Acc: 98.179% (38706/39424) 308/391 [===================================================>.............] Step: 370ms | Tot: 1m52s | Loss: 0.059 | Acc: 98.180% (38832/39552) 309/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.059 | Acc: 98.180% (38958/39680) 310/391 [===================================================>.............] Step: 357ms | Tot: 1m53s | Loss: 0.059 | Acc: 98.181% (39084/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.058 | Acc: 98.185% (39211/39936) 312/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.059 | Acc: 98.175% (39333/40064) 313/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.059 | Acc: 98.176% (39459/40192) 314/391 [====================================================>............] Step: 370ms | Tot: 1m54s | Loss: 0.059 | Acc: 98.175% (39584/40320) 315/391 [====================================================>............] Step: 362ms | Tot: 1m54s | Loss: 0.059 | Acc: 98.166% (39706/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.059 | Acc: 98.166% (39832/40576) 317/391 [====================================================>............] Step: 353ms | Tot: 1m55s | Loss: 0.059 | Acc: 98.172% (39960/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m55s | Loss: 0.059 | Acc: 98.178% (40088/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.059 | Acc: 98.176% (40213/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m56s | Loss: 0.059 | Acc: 98.175% (40338/41088) 321/391 [=====================================================>...........] Step: 355ms | Tot: 1m57s | Loss: 0.059 | Acc: 98.178% (40465/41216) 322/391 [=====================================================>...........] Step: 371ms | Tot: 1m57s | Loss: 0.059 | Acc: 98.179% (40591/41344) 323/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.059 | Acc: 98.182% (40718/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m58s | Loss: 0.059 | Acc: 98.185% (40845/41600) 325/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.059 | Acc: 98.186% (40971/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.059 | Acc: 98.189% (41098/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.059 | Acc: 98.192% (41225/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.059 | Acc: 98.193% (41351/42112) 329/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.059 | Acc: 98.191% (41476/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m282ms | Loss: 0.059 | Acc: 98.192% (41602/42368) 331/391 [=======================================================>.........] Step: 356ms | Tot: 2m639ms | Loss: 0.058 | Acc: 98.195% (41729/42496) 332/391 [=======================================================>.........] Step: 368ms | Tot: 2m1s | Loss: 0.058 | Acc: 98.201% (41857/42624) 333/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.058 | Acc: 98.204% (41984/42752) 334/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.058 | Acc: 98.197% (42107/42880) 335/391 [=======================================================>.........] Step: 352ms | Tot: 2m2s | Loss: 0.058 | Acc: 98.196% (42232/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.058 | Acc: 98.194% (42357/43136) 337/391 [========================================================>........] Step: 361ms | Tot: 2m2s | Loss: 0.058 | Acc: 98.195% (42483/43264) 338/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.058 | Acc: 98.191% (42607/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.058 | Acc: 98.192% (42733/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.058 | Acc: 98.195% (42860/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.059 | Acc: 98.186% (42982/43776) 342/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.059 | Acc: 98.192% (43110/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.059 | Acc: 98.192% (43236/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.059 | Acc: 98.191% (43361/44160) 345/391 [=========================================================>.......] Step: 354ms | Tot: 2m5s | Loss: 0.059 | Acc: 98.187% (43485/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.059 | Acc: 98.183% (43609/44416) 347/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.059 | Acc: 98.186% (43736/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.059 | Acc: 98.182% (43860/44672) 349/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.059 | Acc: 98.176% (43983/44800) 350/391 [==========================================================>......] Step: 373ms | Tot: 2m7s | Loss: 0.059 | Acc: 98.170% (44106/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.059 | Acc: 98.169% (44231/45056) 352/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.059 | Acc: 98.170% (44357/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.059 | Acc: 98.170% (44483/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.059 | Acc: 98.171% (44609/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.059 | Acc: 98.170% (44734/45568) 356/391 [===========================================================>.....] Step: 358ms | Tot: 2m9s | Loss: 0.059 | Acc: 98.175% (44862/45696) 357/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.059 | Acc: 98.173% (44987/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.059 | Acc: 98.172% (45112/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m10s | Loss: 0.059 | Acc: 98.175% (45239/46080) 360/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.059 | Acc: 98.176% (45365/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.059 | Acc: 98.176% (45491/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m11s | Loss: 0.059 | Acc: 98.173% (45615/46464) 363/391 [============================================================>....] Step: 355ms | Tot: 2m12s | Loss: 0.059 | Acc: 98.174% (45741/46592) 364/391 [============================================================>....] Step: 417ms | Tot: 2m12s | Loss: 0.059 | Acc: 98.164% (45862/46720) 365/391 [============================================================>....] Step: 382ms | Tot: 2m13s | Loss: 0.059 | Acc: 98.169% (45990/46848) 366/391 [============================================================>....] Step: 372ms | Tot: 2m13s | Loss: 0.059 | Acc: 98.171% (46117/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.059 | Acc: 98.172% (46243/47104) 368/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.059 | Acc: 98.171% (46368/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.059 | Acc: 98.174% (46495/47360) 370/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.059 | Acc: 98.174% (46621/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m15s | Loss: 0.059 | Acc: 98.177% (46748/47616) 372/391 [=============================================================>...] Step: 353ms | Tot: 2m15s | Loss: 0.058 | Acc: 98.176% (46873/47744) 373/391 [==============================================================>..] Step: 358ms | Tot: 2m15s | Loss: 0.059 | Acc: 98.172% (46997/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.059 | Acc: 98.171% (47122/48000) 375/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.058 | Acc: 98.174% (47249/48128) 376/391 [==============================================================>..] Step: 367ms | Tot: 2m17s | Loss: 0.059 | Acc: 98.168% (47372/48256) 377/391 [==============================================================>..] Step: 371ms | Tot: 2m17s | Loss: 0.059 | Acc: 98.169% (47498/48384) 378/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.059 | Acc: 98.174% (47626/48512) 379/391 [===============================================================>.] Step: 360ms | Tot: 2m18s | Loss: 0.059 | Acc: 98.170% (47750/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.059 | Acc: 98.167% (47874/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.059 | Acc: 98.168% (48000/48896) 382/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.059 | Acc: 98.164% (48124/49024) 383/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.059 | Acc: 98.169% (48252/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.059 | Acc: 98.172% (48379/49280) 385/391 [================================================================>] Step: 372ms | Tot: 2m20s | Loss: 0.059 | Acc: 98.168% (48503/49408) 386/391 [================================================================>] Step: 375ms | Tot: 2m20s | Loss: 0.059 | Acc: 98.169% (48629/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.059 | Acc: 98.166% (48753/49664) 388/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.059 | Acc: 98.164% (48878/49792) 389/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.059 | Acc: 98.159% (49001/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.059 | Acc: 98.156% (49078/50000) 391/391 + [>................................................................] Step: 464ms | Tot: 2ms | Loss: 0.396 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 297ms | Tot: 299ms | Loss: 0.327 | Acc: 90.500% (181/200) 2/100 [=>...............................................................] Step: 293ms | Tot: 593ms | Loss: 0.335 | Acc: 89.667% (269/300) 3/100 [=>...............................................................] Step: 297ms | Tot: 891ms | Loss: 0.339 | Acc: 89.750% (359/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s185ms | Loss: 0.334 | Acc: 89.400% (447/500) 5/100 [===>.............................................................] Step: 291ms | Tot: 1s477ms | Loss: 0.313 | Acc: 90.000% (540/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s777ms | Loss: 0.299 | Acc: 90.286% (632/700) 7/100 [====>............................................................] Step: 294ms | Tot: 2s71ms | Loss: 0.306 | Acc: 90.250% (722/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s373ms | Loss: 0.320 | Acc: 90.000% (810/900) 9/100 [=====>...........................................................] Step: 311ms | Tot: 2s685ms | Loss: 0.324 | Acc: 89.900% (899/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 2s988ms | Loss: 0.325 | Acc: 89.909% (989/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s291ms | Loss: 0.340 | Acc: 89.750% (1077/1200) 12/100 [=======>.........................................................] Step: 300ms | Tot: 3s592ms | Loss: 0.336 | Acc: 89.923% (1169/1300) 13/100 [========>........................................................] Step: 308ms | Tot: 3s900ms | Loss: 0.333 | Acc: 90.143% (1262/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s203ms | Loss: 0.327 | Acc: 90.267% (1354/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s506ms | Loss: 0.331 | Acc: 90.125% (1442/1600) 16/100 [==========>......................................................] Step: 309ms | Tot: 4s815ms | Loss: 0.322 | Acc: 90.412% (1537/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s121ms | Loss: 0.329 | Acc: 90.111% (1622/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s432ms | Loss: 0.336 | Acc: 90.158% (1713/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s748ms | Loss: 0.340 | Acc: 90.050% (1801/2000) 20/100 [=============>...................................................] Step: 304ms | Tot: 6s53ms | Loss: 0.340 | Acc: 90.143% (1893/2100) 21/100 [=============>...................................................] Step: 305ms | Tot: 6s358ms | Loss: 0.338 | Acc: 90.364% (1988/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s672ms | Loss: 0.347 | Acc: 90.217% (2075/2300) 23/100 [==============>..................................................] Step: 301ms | Tot: 6s974ms | Loss: 0.351 | Acc: 90.167% (2164/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s284ms | Loss: 0.356 | Acc: 90.120% (2253/2500) 25/100 [================>................................................] Step: 305ms | Tot: 7s589ms | Loss: 0.360 | Acc: 90.115% (2343/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s897ms | Loss: 0.353 | Acc: 90.185% (2435/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s202ms | Loss: 0.352 | Acc: 90.250% (2527/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s508ms | Loss: 0.358 | Acc: 90.276% (2618/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 8s821ms | Loss: 0.353 | Acc: 90.400% (2712/3000) 30/100 [===================>.............................................] Step: 304ms | Tot: 9s126ms | Loss: 0.350 | Acc: 90.355% (2801/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s438ms | Loss: 0.351 | Acc: 90.375% (2892/3200) 32/100 [====================>............................................] Step: 308ms | Tot: 9s746ms | Loss: 0.349 | Acc: 90.455% (2985/3300) 33/100 [=====================>...........................................] Step: 311ms | Tot: 10s58ms | Loss: 0.350 | Acc: 90.471% (3076/3400) 34/100 [======================>..........................................] Step: 300ms | Tot: 10s358ms | Loss: 0.355 | Acc: 90.400% (3164/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s662ms | Loss: 0.352 | Acc: 90.472% (3257/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s964ms | Loss: 0.352 | Acc: 90.514% (3349/3700) 37/100 [========================>........................................] Step: 302ms | Tot: 11s267ms | Loss: 0.354 | Acc: 90.474% (3438/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s569ms | Loss: 0.354 | Acc: 90.564% (3532/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 11s880ms | Loss: 0.353 | Acc: 90.600% (3624/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s185ms | Loss: 0.358 | Acc: 90.537% (3712/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s493ms | Loss: 0.360 | Acc: 90.476% (3800/4200) 42/100 [===========================>.....................................] Step: 307ms | Tot: 12s800ms | Loss: 0.356 | Acc: 90.581% (3895/4300) 43/100 [===========================>.....................................] Step: 305ms | Tot: 13s105ms | Loss: 0.357 | Acc: 90.614% (3987/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s415ms | Loss: 0.355 | Acc: 90.667% (4080/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s724ms | Loss: 0.354 | Acc: 90.696% (4172/4600) 46/100 [=============================>...................................] Step: 301ms | Tot: 14s25ms | Loss: 0.354 | Acc: 90.660% (4261/4700) 47/100 [==============================>..................................] Step: 311ms | Tot: 14s336ms | Loss: 0.356 | Acc: 90.625% (4350/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s641ms | Loss: 0.353 | Acc: 90.694% (4444/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 14s949ms | Loss: 0.356 | Acc: 90.640% (4532/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s257ms | Loss: 0.357 | Acc: 90.627% (4622/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s563ms | Loss: 0.358 | Acc: 90.577% (4710/5200) 52/100 [=================================>...............................] Step: 315ms | Tot: 15s879ms | Loss: 0.358 | Acc: 90.566% (4800/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s191ms | Loss: 0.359 | Acc: 90.556% (4890/5400) 54/100 [===================================>.............................] Step: 307ms | Tot: 16s498ms | Loss: 0.358 | Acc: 90.545% (4980/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 16s811ms | Loss: 0.360 | Acc: 90.589% (5073/5600) 56/100 [====================================>............................] Step: 301ms | Tot: 17s113ms | Loss: 0.359 | Acc: 90.579% (5163/5700) 57/100 [=====================================>...........................] Step: 308ms | Tot: 17s421ms | Loss: 0.356 | Acc: 90.603% (5255/5800) 58/100 [=====================================>...........................] Step: 304ms | Tot: 17s726ms | Loss: 0.358 | Acc: 90.525% (5341/5900) 59/100 [======================================>..........................] Step: 307ms | Tot: 18s33ms | Loss: 0.358 | Acc: 90.500% (5430/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s342ms | Loss: 0.357 | Acc: 90.508% (5521/6100) 61/100 [=======================================>.........................] Step: 305ms | Tot: 18s647ms | Loss: 0.360 | Acc: 90.468% (5609/6200) 62/100 [========================================>........................] Step: 303ms | Tot: 18s951ms | Loss: 0.357 | Acc: 90.508% (5702/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s258ms | Loss: 0.353 | Acc: 90.609% (5799/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 19s566ms | Loss: 0.353 | Acc: 90.585% (5888/6500) 65/100 [==========================================>......................] Step: 338ms | Tot: 19s905ms | Loss: 0.353 | Acc: 90.561% (5977/6600) 66/100 [==========================================>......................] Step: 353ms | Tot: 20s258ms | Loss: 0.351 | Acc: 90.612% (6071/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s560ms | Loss: 0.351 | Acc: 90.574% (6159/6800) 68/100 [============================================>....................] Step: 314ms | Tot: 20s875ms | Loss: 0.349 | Acc: 90.609% (6252/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s181ms | Loss: 0.347 | Acc: 90.643% (6345/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s485ms | Loss: 0.351 | Acc: 90.577% (6431/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s790ms | Loss: 0.352 | Acc: 90.583% (6522/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 22s97ms | Loss: 0.349 | Acc: 90.603% (6614/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s403ms | Loss: 0.350 | Acc: 90.608% (6705/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s716ms | Loss: 0.350 | Acc: 90.613% (6796/7500) 75/100 [================================================>................] Step: 299ms | Tot: 23s16ms | Loss: 0.352 | Acc: 90.579% (6884/7600) 76/100 [=================================================>...............] Step: 306ms | Tot: 23s323ms | Loss: 0.351 | Acc: 90.610% (6977/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s629ms | Loss: 0.351 | Acc: 90.628% (7069/7800) 78/100 [==================================================>..............] Step: 307ms | Tot: 23s936ms | Loss: 0.350 | Acc: 90.658% (7162/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s241ms | Loss: 0.349 | Acc: 90.650% (7252/8000) 80/100 [====================================================>............] Step: 299ms | Tot: 24s541ms | Loss: 0.348 | Acc: 90.654% (7343/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 24s855ms | Loss: 0.347 | Acc: 90.646% (7433/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s159ms | Loss: 0.347 | Acc: 90.675% (7526/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s466ms | Loss: 0.347 | Acc: 90.667% (7616/8400) 84/100 [======================================================>..........] Step: 312ms | Tot: 25s779ms | Loss: 0.348 | Acc: 90.647% (7705/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 26s79ms | Loss: 0.349 | Acc: 90.593% (7791/8600) 86/100 [=======================================================>.........] Step: 304ms | Tot: 26s384ms | Loss: 0.348 | Acc: 90.586% (7881/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s694ms | Loss: 0.348 | Acc: 90.568% (7970/8800) 88/100 [=========================================================>.......] Step: 296ms | Tot: 26s991ms | Loss: 0.348 | Acc: 90.596% (8063/8900) 89/100 [=========================================================>.......] Step: 304ms | Tot: 27s295ms | Loss: 0.347 | Acc: 90.622% (8156/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s599ms | Loss: 0.347 | Acc: 90.637% (8248/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s906ms | Loss: 0.345 | Acc: 90.674% (8342/9200) 92/100 [===========================================================>.....] Step: 313ms | Tot: 28s219ms | Loss: 0.347 | Acc: 90.656% (8431/9300) 93/100 [============================================================>....] Step: 301ms | Tot: 28s521ms | Loss: 0.347 | Acc: 90.670% (8523/9400) 94/100 [=============================================================>...] Step: 311ms | Tot: 28s832ms | Loss: 0.346 | Acc: 90.716% (8618/9500) 95/100 [=============================================================>...] Step: 303ms | Tot: 29s136ms | Loss: 0.344 | Acc: 90.719% (8709/9600) 96/100 [==============================================================>..] Step: 305ms | Tot: 29s442ms | Loss: 0.343 | Acc: 90.742% (8802/9700) 97/100 [===============================================================>.] Step: 315ms | Tot: 29s757ms | Loss: 0.343 | Acc: 90.765% (8895/9800) 98/100 [===============================================================>.] Step: 298ms | Tot: 30s55ms | Loss: 0.344 | Acc: 90.677% (8977/9900) 99/100 [================================================================>] Step: 302ms | Tot: 30s358ms | Loss: 0.343 | Acc: 90.730% (9073/10000) 100/100 + +Epoch: 184 + [>................................................................] Step: 625ms | Tot: 2ms | Loss: 0.040 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 380ms | Tot: 382ms | Loss: 0.049 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 370ms | Tot: 753ms | Loss: 0.053 | Acc: 97.656% (375/384) 3/391 [>................................................................] Step: 362ms | Tot: 1s115ms | Loss: 0.060 | Acc: 97.461% (499/512) 4/391 [>................................................................] Step: 361ms | Tot: 1s477ms | Loss: 0.055 | Acc: 97.812% (626/640) 5/391 [>................................................................] Step: 377ms | Tot: 1s854ms | Loss: 0.055 | Acc: 97.786% (751/768) 6/391 [>................................................................] Step: 362ms | Tot: 2s217ms | Loss: 0.054 | Acc: 97.879% (877/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s576ms | Loss: 0.053 | Acc: 97.852% (1002/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 2s940ms | Loss: 0.052 | Acc: 98.003% (1129/1152) 9/391 [=>...............................................................] Step: 362ms | Tot: 3s302ms | Loss: 0.052 | Acc: 98.047% (1255/1280) 10/391 [=>...............................................................] Step: 358ms | Tot: 3s660ms | Loss: 0.057 | Acc: 97.798% (1377/1408) 11/391 [=>...............................................................] Step: 357ms | Tot: 4s18ms | Loss: 0.056 | Acc: 97.852% (1503/1536) 12/391 [=>...............................................................] Step: 360ms | Tot: 4s378ms | Loss: 0.057 | Acc: 97.837% (1628/1664) 13/391 [==>..............................................................] Step: 363ms | Tot: 4s741ms | Loss: 0.056 | Acc: 97.824% (1753/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s108ms | Loss: 0.058 | Acc: 97.760% (1877/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s471ms | Loss: 0.059 | Acc: 97.803% (2003/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s839ms | Loss: 0.058 | Acc: 97.932% (2131/2176) 17/391 [==>..............................................................] Step: 360ms | Tot: 6s200ms | Loss: 0.057 | Acc: 98.003% (2258/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s562ms | Loss: 0.055 | Acc: 98.109% (2386/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 6s928ms | Loss: 0.054 | Acc: 98.203% (2514/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s291ms | Loss: 0.052 | Acc: 98.289% (2642/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s649ms | Loss: 0.052 | Acc: 98.295% (2768/2816) 22/391 [===>.............................................................] Step: 358ms | Tot: 8s7ms | Loss: 0.052 | Acc: 98.336% (2895/2944) 23/391 [===>.............................................................] Step: 366ms | Tot: 8s373ms | Loss: 0.051 | Acc: 98.405% (3023/3072) 24/391 [===>.............................................................] Step: 368ms | Tot: 8s742ms | Loss: 0.050 | Acc: 98.469% (3151/3200) 25/391 [====>............................................................] Step: 358ms | Tot: 9s100ms | Loss: 0.051 | Acc: 98.438% (3276/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s458ms | Loss: 0.050 | Acc: 98.466% (3403/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s821ms | Loss: 0.050 | Acc: 98.465% (3529/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s179ms | Loss: 0.050 | Acc: 98.464% (3655/3712) 29/391 [====>............................................................] Step: 360ms | Tot: 10s539ms | Loss: 0.050 | Acc: 98.490% (3782/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 10s905ms | Loss: 0.050 | Acc: 98.488% (3908/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s268ms | Loss: 0.051 | Acc: 98.462% (4033/4096) 32/391 [=====>...........................................................] Step: 361ms | Tot: 11s629ms | Loss: 0.051 | Acc: 98.461% (4159/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 11s994ms | Loss: 0.051 | Acc: 98.483% (4286/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s353ms | Loss: 0.051 | Acc: 98.482% (4412/4480) 35/391 [=====>...........................................................] Step: 360ms | Tot: 12s714ms | Loss: 0.051 | Acc: 98.481% (4538/4608) 36/391 [=====>...........................................................] Step: 353ms | Tot: 13s68ms | Loss: 0.052 | Acc: 98.480% (4664/4736) 37/391 [======>..........................................................] Step: 357ms | Tot: 13s425ms | Loss: 0.052 | Acc: 98.458% (4789/4864) 38/391 [======>..........................................................] Step: 361ms | Tot: 13s787ms | Loss: 0.053 | Acc: 98.417% (4913/4992) 39/391 [======>..........................................................] Step: 360ms | Tot: 14s148ms | Loss: 0.052 | Acc: 98.457% (5041/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s507ms | Loss: 0.052 | Acc: 98.438% (5166/5248) 41/391 [======>..........................................................] Step: 372ms | Tot: 14s879ms | Loss: 0.053 | Acc: 98.382% (5289/5376) 42/391 [======>..........................................................] Step: 367ms | Tot: 15s246ms | Loss: 0.053 | Acc: 98.401% (5416/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s604ms | Loss: 0.052 | Acc: 98.420% (5543/5632) 44/391 [=======>.........................................................] Step: 361ms | Tot: 15s966ms | Loss: 0.052 | Acc: 98.455% (5671/5760) 45/391 [=======>.........................................................] Step: 364ms | Tot: 16s330ms | Loss: 0.052 | Acc: 98.438% (5796/5888) 46/391 [=======>.........................................................] Step: 360ms | Tot: 16s691ms | Loss: 0.052 | Acc: 98.421% (5921/6016) 47/391 [=======>.........................................................] Step: 356ms | Tot: 17s48ms | Loss: 0.052 | Acc: 98.421% (6047/6144) 48/391 [=======>.........................................................] Step: 362ms | Tot: 17s411ms | Loss: 0.053 | Acc: 98.374% (6170/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 17s777ms | Loss: 0.053 | Acc: 98.375% (6296/6400) 50/391 [========>........................................................] Step: 372ms | Tot: 18s149ms | Loss: 0.052 | Acc: 98.407% (6424/6528) 51/391 [========>........................................................] Step: 362ms | Tot: 18s511ms | Loss: 0.052 | Acc: 98.422% (6551/6656) 52/391 [========>........................................................] Step: 392ms | Tot: 18s904ms | Loss: 0.052 | Acc: 98.438% (6678/6784) 53/391 [========>........................................................] Step: 409ms | Tot: 19s313ms | Loss: 0.052 | Acc: 98.452% (6805/6912) 54/391 [========>........................................................] Step: 361ms | Tot: 19s675ms | Loss: 0.052 | Acc: 98.409% (6928/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s36ms | Loss: 0.052 | Acc: 98.410% (7054/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 20s396ms | Loss: 0.052 | Acc: 98.410% (7180/7296) 57/391 [=========>.......................................................] Step: 366ms | Tot: 20s762ms | Loss: 0.052 | Acc: 98.424% (7307/7424) 58/391 [=========>.......................................................] Step: 357ms | Tot: 21s119ms | Loss: 0.052 | Acc: 98.424% (7433/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s482ms | Loss: 0.052 | Acc: 98.411% (7558/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 21s852ms | Loss: 0.052 | Acc: 98.438% (7686/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s216ms | Loss: 0.052 | Acc: 98.425% (7811/7936) 62/391 [==========>......................................................] Step: 359ms | Tot: 22s576ms | Loss: 0.052 | Acc: 98.413% (7936/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 22s942ms | Loss: 0.053 | Acc: 98.389% (8060/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s301ms | Loss: 0.053 | Acc: 98.353% (8183/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s662ms | Loss: 0.054 | Acc: 98.366% (8310/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s23ms | Loss: 0.054 | Acc: 98.344% (8434/8576) 67/391 [===========>.....................................................] Step: 359ms | Tot: 24s382ms | Loss: 0.054 | Acc: 98.323% (8558/8704) 68/391 [===========>.....................................................] Step: 372ms | Tot: 24s755ms | Loss: 0.055 | Acc: 98.290% (8681/8832) 69/391 [===========>.....................................................] Step: 355ms | Tot: 25s111ms | Loss: 0.055 | Acc: 98.281% (8806/8960) 70/391 [===========>.....................................................] Step: 354ms | Tot: 25s466ms | Loss: 0.054 | Acc: 98.305% (8934/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 25s833ms | Loss: 0.054 | Acc: 98.329% (9062/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 26s189ms | Loss: 0.054 | Acc: 98.320% (9187/9344) 73/391 [============>....................................................] Step: 357ms | Tot: 26s547ms | Loss: 0.054 | Acc: 98.332% (9314/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 26s916ms | Loss: 0.054 | Acc: 98.354% (9442/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s282ms | Loss: 0.054 | Acc: 98.314% (9564/9728) 76/391 [============>....................................................] Step: 378ms | Tot: 27s661ms | Loss: 0.054 | Acc: 98.326% (9691/9856) 77/391 [============>....................................................] Step: 362ms | Tot: 28s24ms | Loss: 0.054 | Acc: 98.327% (9817/9984) 78/391 [============>....................................................] Step: 357ms | Tot: 28s381ms | Loss: 0.054 | Acc: 98.329% (9943/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 28s749ms | Loss: 0.054 | Acc: 98.340% (10070/10240) 80/391 [=============>...................................................] Step: 354ms | Tot: 29s104ms | Loss: 0.054 | Acc: 98.331% (10195/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 29s461ms | Loss: 0.054 | Acc: 98.314% (10319/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s823ms | Loss: 0.054 | Acc: 98.296% (10443/10624) 83/391 [=============>...................................................] Step: 356ms | Tot: 30s179ms | Loss: 0.054 | Acc: 98.279% (10567/10752) 84/391 [=============>...................................................] Step: 362ms | Tot: 30s541ms | Loss: 0.055 | Acc: 98.272% (10692/10880) 85/391 [==============>..................................................] Step: 366ms | Tot: 30s907ms | Loss: 0.055 | Acc: 98.247% (10815/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s270ms | Loss: 0.056 | Acc: 98.231% (10939/11136) 87/391 [==============>..................................................] Step: 357ms | Tot: 31s628ms | Loss: 0.056 | Acc: 98.224% (11064/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 31s996ms | Loss: 0.056 | Acc: 98.244% (11192/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s357ms | Loss: 0.055 | Acc: 98.247% (11318/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s719ms | Loss: 0.055 | Acc: 98.240% (11443/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s80ms | Loss: 0.055 | Acc: 98.251% (11570/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s442ms | Loss: 0.056 | Acc: 98.194% (11689/11904) 93/391 [===============>.................................................] Step: 378ms | Tot: 33s820ms | Loss: 0.056 | Acc: 98.188% (11814/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s182ms | Loss: 0.056 | Acc: 98.174% (11938/12160) 95/391 [===============>.................................................] Step: 367ms | Tot: 34s549ms | Loss: 0.056 | Acc: 98.161% (12062/12288) 96/391 [===============>.................................................] Step: 367ms | Tot: 34s916ms | Loss: 0.056 | Acc: 98.172% (12189/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s278ms | Loss: 0.056 | Acc: 98.166% (12314/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s640ms | Loss: 0.056 | Acc: 98.185% (12442/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s2ms | Loss: 0.056 | Acc: 98.188% (12568/12800) 100/391 [================>................................................] Step: 362ms | Tot: 36s364ms | Loss: 0.056 | Acc: 98.190% (12694/12928) 101/391 [================>................................................] Step: 360ms | Tot: 36s725ms | Loss: 0.056 | Acc: 98.169% (12817/13056) 102/391 [================>................................................] Step: 363ms | Tot: 37s89ms | Loss: 0.056 | Acc: 98.172% (12943/13184) 103/391 [=================>...............................................] Step: 360ms | Tot: 37s449ms | Loss: 0.057 | Acc: 98.160% (13067/13312) 104/391 [=================>...............................................] Step: 373ms | Tot: 37s823ms | Loss: 0.057 | Acc: 98.155% (13192/13440) 105/391 [=================>...............................................] Step: 364ms | Tot: 38s187ms | Loss: 0.056 | Acc: 98.150% (13317/13568) 106/391 [=================>...............................................] Step: 360ms | Tot: 38s548ms | Loss: 0.057 | Acc: 98.116% (13438/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 38s913ms | Loss: 0.057 | Acc: 98.126% (13565/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 39s274ms | Loss: 0.057 | Acc: 98.144% (13693/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 39s637ms | Loss: 0.057 | Acc: 98.146% (13819/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s3ms | Loss: 0.057 | Acc: 98.149% (13945/14208) 111/391 [==================>..............................................] Step: 361ms | Tot: 40s365ms | Loss: 0.057 | Acc: 98.138% (14069/14336) 112/391 [==================>..............................................] Step: 365ms | Tot: 40s731ms | Loss: 0.057 | Acc: 98.140% (14195/14464) 113/391 [==================>..............................................] Step: 367ms | Tot: 41s98ms | Loss: 0.057 | Acc: 98.150% (14322/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s459ms | Loss: 0.057 | Acc: 98.152% (14448/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 41s824ms | Loss: 0.057 | Acc: 98.148% (14573/14848) 116/391 [===================>.............................................] Step: 358ms | Tot: 42s182ms | Loss: 0.057 | Acc: 98.164% (14701/14976) 117/391 [===================>.............................................] Step: 361ms | Tot: 42s543ms | Loss: 0.057 | Acc: 98.166% (14827/15104) 118/391 [===================>.............................................] Step: 373ms | Tot: 42s917ms | Loss: 0.057 | Acc: 98.162% (14952/15232) 119/391 [===================>.............................................] Step: 376ms | Tot: 43s293ms | Loss: 0.056 | Acc: 98.177% (15080/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 43s653ms | Loss: 0.056 | Acc: 98.179% (15206/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s14ms | Loss: 0.056 | Acc: 98.181% (15332/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s384ms | Loss: 0.056 | Acc: 98.196% (15460/15744) 123/391 [====================>............................................] Step: 370ms | Tot: 44s754ms | Loss: 0.056 | Acc: 98.198% (15586/15872) 124/391 [====================>............................................] Step: 369ms | Tot: 45s124ms | Loss: 0.056 | Acc: 98.213% (15714/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 45s493ms | Loss: 0.056 | Acc: 98.220% (15841/16128) 126/391 [====================>............................................] Step: 364ms | Tot: 45s858ms | Loss: 0.056 | Acc: 98.204% (15964/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s222ms | Loss: 0.056 | Acc: 98.212% (16091/16384) 128/391 [=====================>...........................................] Step: 359ms | Tot: 46s581ms | Loss: 0.056 | Acc: 98.219% (16218/16512) 129/391 [=====================>...........................................] Step: 370ms | Tot: 46s951ms | Loss: 0.056 | Acc: 98.209% (16342/16640) 130/391 [=====================>...........................................] Step: 371ms | Tot: 47s323ms | Loss: 0.056 | Acc: 98.211% (16468/16768) 131/391 [=====================>...........................................] Step: 371ms | Tot: 47s695ms | Loss: 0.056 | Acc: 98.219% (16595/16896) 132/391 [=====================>...........................................] Step: 368ms | Tot: 48s63ms | Loss: 0.056 | Acc: 98.220% (16721/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 48s431ms | Loss: 0.056 | Acc: 98.228% (16848/17152) 134/391 [======================>..........................................] Step: 370ms | Tot: 48s801ms | Loss: 0.056 | Acc: 98.229% (16974/17280) 135/391 [======================>..........................................] Step: 430ms | Tot: 49s232ms | Loss: 0.056 | Acc: 98.231% (17100/17408) 136/391 [======================>..........................................] Step: 375ms | Tot: 49s607ms | Loss: 0.056 | Acc: 98.232% (17226/17536) 137/391 [======================>..........................................] Step: 361ms | Tot: 49s969ms | Loss: 0.056 | Acc: 98.234% (17352/17664) 138/391 [======================>..........................................] Step: 372ms | Tot: 50s341ms | Loss: 0.056 | Acc: 98.235% (17478/17792) 139/391 [=======================>.........................................] Step: 365ms | Tot: 50s707ms | Loss: 0.056 | Acc: 98.242% (17605/17920) 140/391 [=======================>.........................................] Step: 369ms | Tot: 51s76ms | Loss: 0.056 | Acc: 98.238% (17730/18048) 141/391 [=======================>.........................................] Step: 356ms | Tot: 51s433ms | Loss: 0.056 | Acc: 98.250% (17858/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 51s799ms | Loss: 0.056 | Acc: 98.246% (17983/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 52s156ms | Loss: 0.056 | Acc: 98.242% (18108/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s515ms | Loss: 0.056 | Acc: 98.249% (18235/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 52s881ms | Loss: 0.056 | Acc: 98.256% (18362/18688) 146/391 [========================>........................................] Step: 358ms | Tot: 53s239ms | Loss: 0.056 | Acc: 98.241% (18485/18816) 147/391 [========================>........................................] Step: 357ms | Tot: 53s597ms | Loss: 0.056 | Acc: 98.247% (18612/18944) 148/391 [========================>........................................] Step: 363ms | Tot: 53s960ms | Loss: 0.056 | Acc: 98.238% (18736/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 54s329ms | Loss: 0.056 | Acc: 98.250% (18864/19200) 150/391 [========================>........................................] Step: 363ms | Tot: 54s692ms | Loss: 0.056 | Acc: 98.251% (18990/19328) 151/391 [=========================>.......................................] Step: 355ms | Tot: 55s47ms | Loss: 0.056 | Acc: 98.247% (19115/19456) 152/391 [=========================>.......................................] Step: 357ms | Tot: 55s405ms | Loss: 0.056 | Acc: 98.238% (19239/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s769ms | Loss: 0.056 | Acc: 98.230% (19363/19712) 154/391 [=========================>.......................................] Step: 352ms | Tot: 56s122ms | Loss: 0.056 | Acc: 98.231% (19489/19840) 155/391 [=========================>.......................................] Step: 355ms | Tot: 56s478ms | Loss: 0.056 | Acc: 98.237% (19616/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 56s843ms | Loss: 0.056 | Acc: 98.229% (19740/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s204ms | Loss: 0.056 | Acc: 98.225% (19865/20224) 158/391 [==========================>......................................] Step: 370ms | Tot: 57s574ms | Loss: 0.056 | Acc: 98.231% (19992/20352) 159/391 [==========================>......................................] Step: 372ms | Tot: 57s947ms | Loss: 0.056 | Acc: 98.232% (20118/20480) 160/391 [==========================>......................................] Step: 360ms | Tot: 58s308ms | Loss: 0.057 | Acc: 98.239% (20245/20608) 161/391 [==========================>......................................] Step: 355ms | Tot: 58s663ms | Loss: 0.057 | Acc: 98.240% (20371/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 59s20ms | Loss: 0.057 | Acc: 98.246% (20498/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s378ms | Loss: 0.057 | Acc: 98.252% (20625/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 59s740ms | Loss: 0.056 | Acc: 98.253% (20751/21120) 165/391 [===========================>.....................................] Step: 358ms | Tot: 1m98ms | Loss: 0.056 | Acc: 98.259% (20878/21248) 166/391 [===========================>.....................................] Step: 354ms | Tot: 1m453ms | Loss: 0.057 | Acc: 98.246% (21001/21376) 167/391 [===========================>.....................................] Step: 370ms | Tot: 1m824ms | Loss: 0.057 | Acc: 98.242% (21126/21504) 168/391 [===========================>.....................................] Step: 361ms | Tot: 1m1s | Loss: 0.057 | Acc: 98.248% (21253/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.057 | Acc: 98.249% (21379/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.057 | Acc: 98.250% (21505/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.057 | Acc: 98.242% (21629/22016) 172/391 [============================>....................................] Step: 354ms | Tot: 1m2s | Loss: 0.057 | Acc: 98.239% (21754/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.057 | Acc: 98.226% (21877/22272) 174/391 [============================>....................................] Step: 358ms | Tot: 1m3s | Loss: 0.057 | Acc: 98.232% (22004/22400) 175/391 [=============================>...................................] Step: 358ms | Tot: 1m3s | Loss: 0.057 | Acc: 98.238% (22131/22528) 176/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.057 | Acc: 98.234% (22256/22656) 177/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.057 | Acc: 98.231% (22381/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.057 | Acc: 98.232% (22507/22912) 179/391 [=============================>...................................] Step: 356ms | Tot: 1m5s | Loss: 0.057 | Acc: 98.242% (22635/23040) 180/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.057 | Acc: 98.239% (22760/23168) 181/391 [==============================>..................................] Step: 363ms | Tot: 1m5s | Loss: 0.057 | Acc: 98.240% (22886/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.057 | Acc: 98.245% (23013/23424) 183/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.057 | Acc: 98.255% (23141/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.056 | Acc: 98.264% (23269/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.057 | Acc: 98.261% (23394/23808) 186/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.056 | Acc: 98.262% (23520/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.056 | Acc: 98.259% (23645/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.057 | Acc: 98.256% (23770/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.057 | Acc: 98.252% (23895/24320) 190/391 [===============================>.................................] Step: 374ms | Tot: 1m9s | Loss: 0.057 | Acc: 98.253% (24021/24448) 191/391 [===============================>.................................] Step: 357ms | Tot: 1m9s | Loss: 0.057 | Acc: 98.258% (24148/24576) 192/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.057 | Acc: 98.263% (24275/24704) 193/391 [================================>................................] Step: 356ms | Tot: 1m10s | Loss: 0.057 | Acc: 98.264% (24401/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.057 | Acc: 98.265% (24527/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.056 | Acc: 98.274% (24655/25088) 196/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.056 | Acc: 98.271% (24780/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.056 | Acc: 98.272% (24906/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.056 | Acc: 98.277% (25033/25472) 199/391 [=================================>...............................] Step: 367ms | Tot: 1m12s | Loss: 0.056 | Acc: 98.281% (25160/25600) 200/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.056 | Acc: 98.282% (25286/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.056 | Acc: 98.279% (25411/25856) 202/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.056 | Acc: 98.280% (25537/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.056 | Acc: 98.273% (25661/26112) 204/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.056 | Acc: 98.277% (25788/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.056 | Acc: 98.278% (25914/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.056 | Acc: 98.275% (26039/26496) 207/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.056 | Acc: 98.268% (26163/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.056 | Acc: 98.262% (26287/26752) 209/391 [==================================>..............................] Step: 355ms | Tot: 1m16s | Loss: 0.056 | Acc: 98.259% (26412/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.057 | Acc: 98.245% (26534/27008) 211/391 [===================================>.............................] Step: 366ms | Tot: 1m16s | Loss: 0.057 | Acc: 98.246% (26660/27136) 212/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.057 | Acc: 98.243% (26785/27264) 213/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.057 | Acc: 98.244% (26911/27392) 214/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.057 | Acc: 98.238% (27035/27520) 215/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.057 | Acc: 98.235% (27160/27648) 216/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.057 | Acc: 98.236% (27286/27776) 217/391 [====================================>............................] Step: 386ms | Tot: 1m18s | Loss: 0.057 | Acc: 98.244% (27414/27904) 218/391 [====================================>............................] Step: 419ms | Tot: 1m19s | Loss: 0.056 | Acc: 98.245% (27540/28032) 219/391 [====================================>............................] Step: 380ms | Tot: 1m19s | Loss: 0.056 | Acc: 98.246% (27666/28160) 220/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.056 | Acc: 98.240% (27790/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.056 | Acc: 98.240% (27916/28416) 222/391 [====================================>............................] Step: 380ms | Tot: 1m20s | Loss: 0.056 | Acc: 98.241% (28042/28544) 223/391 [=====================================>...........................] Step: 376ms | Tot: 1m21s | Loss: 0.056 | Acc: 98.242% (28168/28672) 224/391 [=====================================>...........................] Step: 355ms | Tot: 1m21s | Loss: 0.056 | Acc: 98.247% (28295/28800) 225/391 [=====================================>...........................] Step: 372ms | Tot: 1m21s | Loss: 0.056 | Acc: 98.244% (28420/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.056 | Acc: 98.238% (28544/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.056 | Acc: 98.239% (28670/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.056 | Acc: 98.236% (28795/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m23s | Loss: 0.056 | Acc: 98.237% (28921/29440) 230/391 [======================================>..........................] Step: 378ms | Tot: 1m23s | Loss: 0.056 | Acc: 98.238% (29047/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.056 | Acc: 98.229% (29170/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.056 | Acc: 98.233% (29297/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.056 | Acc: 98.234% (29423/29952) 234/391 [======================================>..........................] Step: 365ms | Tot: 1m25s | Loss: 0.056 | Acc: 98.231% (29548/30080) 235/391 [=======================================>.........................] Step: 356ms | Tot: 1m25s | Loss: 0.056 | Acc: 98.236% (29675/30208) 236/391 [=======================================>.........................] Step: 365ms | Tot: 1m25s | Loss: 0.056 | Acc: 98.233% (29800/30336) 237/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.056 | Acc: 98.237% (29927/30464) 238/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.056 | Acc: 98.235% (30052/30592) 239/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.056 | Acc: 98.239% (30179/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.056 | Acc: 98.237% (30304/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m27s | Loss: 0.056 | Acc: 98.244% (30432/30976) 242/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.056 | Acc: 98.241% (30557/31104) 243/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.056 | Acc: 98.245% (30684/31232) 244/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.056 | Acc: 98.246% (30810/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.056 | Acc: 98.244% (30935/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.056 | Acc: 98.232% (31057/31616) 247/391 [=========================================>.......................] Step: 362ms | Tot: 1m29s | Loss: 0.056 | Acc: 98.230% (31182/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.056 | Acc: 98.224% (31306/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m30s | Loss: 0.056 | Acc: 98.225% (31432/32000) 250/391 [=========================================>.......................] Step: 354ms | Tot: 1m31s | Loss: 0.056 | Acc: 98.232% (31560/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.056 | Acc: 98.233% (31686/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.056 | Acc: 98.237% (31813/32384) 253/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.056 | Acc: 98.238% (31939/32512) 254/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.056 | Acc: 98.232% (32063/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.056 | Acc: 98.230% (32188/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.056 | Acc: 98.222% (32311/32896) 257/391 [==========================================>......................] Step: 369ms | Tot: 1m33s | Loss: 0.056 | Acc: 98.226% (32438/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.056 | Acc: 98.223% (32563/33152) 259/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.056 | Acc: 98.230% (32691/33280) 260/391 [===========================================>.....................] Step: 354ms | Tot: 1m34s | Loss: 0.056 | Acc: 98.219% (32813/33408) 261/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.056 | Acc: 98.217% (32938/33536) 262/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.056 | Acc: 98.215% (33063/33664) 263/391 [===========================================>.....................] Step: 361ms | Tot: 1m35s | Loss: 0.056 | Acc: 98.213% (33188/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.056 | Acc: 98.210% (33313/33920) 265/391 [============================================>....................] Step: 356ms | Tot: 1m36s | Loss: 0.056 | Acc: 98.211% (33439/34048) 266/391 [============================================>....................] Step: 367ms | Tot: 1m36s | Loss: 0.056 | Acc: 98.209% (33564/34176) 267/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.056 | Acc: 98.201% (33687/34304) 268/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.056 | Acc: 98.199% (33812/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.056 | Acc: 98.200% (33938/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.056 | Acc: 98.201% (34064/34688) 271/391 [=============================================>...................] Step: 356ms | Tot: 1m38s | Loss: 0.056 | Acc: 98.202% (34190/34816) 272/391 [=============================================>...................] Step: 365ms | Tot: 1m38s | Loss: 0.057 | Acc: 98.203% (34316/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.057 | Acc: 98.204% (34442/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.057 | Acc: 98.202% (34567/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.056 | Acc: 98.205% (34694/35328) 276/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.056 | Acc: 98.206% (34820/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m40s | Loss: 0.056 | Acc: 98.204% (34945/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.057 | Acc: 98.202% (35070/35712) 279/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.057 | Acc: 98.195% (35193/35840) 280/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.057 | Acc: 98.198% (35320/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.056 | Acc: 98.202% (35447/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m42s | Loss: 0.056 | Acc: 98.206% (35574/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m42s | Loss: 0.056 | Acc: 98.204% (35699/36352) 284/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.057 | Acc: 98.199% (35823/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.057 | Acc: 98.194% (35947/36608) 286/391 [===============================================>.................] Step: 366ms | Tot: 1m44s | Loss: 0.057 | Acc: 98.187% (36070/36736) 287/391 [===============================================>.................] Step: 372ms | Tot: 1m44s | Loss: 0.057 | Acc: 98.188% (36196/36864) 288/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.057 | Acc: 98.189% (36322/36992) 289/391 [================================================>................] Step: 368ms | Tot: 1m45s | Loss: 0.057 | Acc: 98.187% (36447/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.057 | Acc: 98.193% (36575/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m45s | Loss: 0.057 | Acc: 98.194% (36701/37376) 292/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.057 | Acc: 98.192% (36826/37504) 293/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.057 | Acc: 98.190% (36951/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.057 | Acc: 98.194% (37078/37760) 295/391 [=================================================>...............] Step: 358ms | Tot: 1m47s | Loss: 0.057 | Acc: 98.189% (37202/37888) 296/391 [=================================================>...............] Step: 380ms | Tot: 1m47s | Loss: 0.057 | Acc: 98.195% (37330/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.057 | Acc: 98.196% (37456/38144) 298/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.057 | Acc: 98.192% (37580/38272) 299/391 [=================================================>...............] Step: 378ms | Tot: 1m48s | Loss: 0.057 | Acc: 98.193% (37706/38400) 300/391 [=================================================>...............] Step: 422ms | Tot: 1m49s | Loss: 0.057 | Acc: 98.196% (37833/38528) 301/391 [==================================================>..............] Step: 386ms | Tot: 1m49s | Loss: 0.057 | Acc: 98.197% (37959/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.057 | Acc: 98.190% (38082/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.057 | Acc: 98.188% (38207/38912) 304/391 [==================================================>..............] Step: 374ms | Tot: 1m50s | Loss: 0.057 | Acc: 98.186% (38332/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.057 | Acc: 98.190% (38459/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.057 | Acc: 98.193% (38586/39296) 307/391 [===================================================>.............] Step: 365ms | Tot: 1m51s | Loss: 0.057 | Acc: 98.189% (38710/39424) 308/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.057 | Acc: 98.195% (38838/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.057 | Acc: 98.196% (38964/39680) 310/391 [===================================================>.............] Step: 373ms | Tot: 1m52s | Loss: 0.057 | Acc: 98.196% (39090/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.057 | Acc: 98.192% (39214/39936) 312/391 [===================================================>.............] Step: 374ms | Tot: 1m53s | Loss: 0.057 | Acc: 98.190% (39339/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.057 | Acc: 98.196% (39467/40192) 314/391 [====================================================>............] Step: 370ms | Tot: 1m54s | Loss: 0.057 | Acc: 98.199% (39594/40320) 315/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.057 | Acc: 98.198% (39719/40448) 316/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.057 | Acc: 98.201% (39846/40576) 317/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.057 | Acc: 98.207% (39974/40704) 318/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.056 | Acc: 98.207% (40100/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.057 | Acc: 98.203% (40224/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.057 | Acc: 98.206% (40351/41088) 321/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.057 | Acc: 98.202% (40475/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.057 | Acc: 98.205% (40602/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.056 | Acc: 98.211% (40730/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m58s | Loss: 0.057 | Acc: 98.207% (40854/41600) 325/391 [======================================================>..........] Step: 373ms | Tot: 1m58s | Loss: 0.057 | Acc: 98.207% (40980/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.056 | Acc: 98.211% (41107/41856) 327/391 [======================================================>..........] Step: 354ms | Tot: 1m59s | Loss: 0.056 | Acc: 98.216% (41235/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.056 | Acc: 98.217% (41361/42112) 329/391 [======================================================>..........] Step: 375ms | Tot: 1m59s | Loss: 0.056 | Acc: 98.217% (41487/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m263ms | Loss: 0.056 | Acc: 98.218% (41613/42368) 331/391 [=======================================================>.........] Step: 354ms | Tot: 2m617ms | Loss: 0.056 | Acc: 98.216% (41738/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m976ms | Loss: 0.056 | Acc: 98.217% (41864/42624) 333/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.056 | Acc: 98.222% (41992/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.056 | Acc: 98.223% (42118/42880) 335/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.056 | Acc: 98.221% (42243/43008) 336/391 [=======================================================>.........] Step: 355ms | Tot: 2m2s | Loss: 0.056 | Acc: 98.227% (42371/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m2s | Loss: 0.056 | Acc: 98.229% (42498/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.056 | Acc: 98.232% (42625/43392) 339/391 [========================================================>........] Step: 354ms | Tot: 2m3s | Loss: 0.056 | Acc: 98.233% (42751/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m3s | Loss: 0.056 | Acc: 98.238% (42879/43648) 341/391 [========================================================>........] Step: 363ms | Tot: 2m4s | Loss: 0.056 | Acc: 98.241% (43006/43776) 342/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.056 | Acc: 98.242% (43132/43904) 343/391 [=========================================================>.......] Step: 361ms | Tot: 2m4s | Loss: 0.056 | Acc: 98.240% (43257/44032) 344/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.056 | Acc: 98.240% (43383/44160) 345/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.056 | Acc: 98.246% (43511/44288) 346/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.056 | Acc: 98.246% (43637/44416) 347/391 [=========================================================>.......] Step: 368ms | Tot: 2m6s | Loss: 0.056 | Acc: 98.249% (43764/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.056 | Acc: 98.254% (43892/44672) 349/391 [==========================================================>......] Step: 361ms | Tot: 2m7s | Loss: 0.056 | Acc: 98.259% (44020/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.056 | Acc: 98.262% (44147/44928) 351/391 [==========================================================>......] Step: 367ms | Tot: 2m7s | Loss: 0.056 | Acc: 98.262% (44273/45056) 352/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.056 | Acc: 98.263% (44399/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.056 | Acc: 98.259% (44523/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.056 | Acc: 98.261% (44650/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m9s | Loss: 0.055 | Acc: 98.264% (44777/45568) 356/391 [===========================================================>.....] Step: 373ms | Tot: 2m9s | Loss: 0.055 | Acc: 98.267% (44904/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.055 | Acc: 98.269% (45031/45824) 358/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.055 | Acc: 98.270% (45157/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.055 | Acc: 98.273% (45284/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.055 | Acc: 98.277% (45412/46208) 361/391 [============================================================>....] Step: 361ms | Tot: 2m11s | Loss: 0.055 | Acc: 98.278% (45538/46336) 362/391 [============================================================>....] Step: 366ms | Tot: 2m11s | Loss: 0.055 | Acc: 98.278% (45664/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.055 | Acc: 98.279% (45790/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.055 | Acc: 98.277% (45915/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.055 | Acc: 98.280% (46042/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.055 | Acc: 98.282% (46169/46976) 367/391 [=============================================================>...] Step: 357ms | Tot: 2m13s | Loss: 0.055 | Acc: 98.285% (46296/47104) 368/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.055 | Acc: 98.281% (46420/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.055 | Acc: 98.281% (46546/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.055 | Acc: 98.284% (46673/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.055 | Acc: 98.282% (46798/47616) 372/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.055 | Acc: 98.283% (46924/47744) 373/391 [==============================================================>..] Step: 371ms | Tot: 2m15s | Loss: 0.055 | Acc: 98.285% (47051/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.055 | Acc: 98.290% (47179/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.055 | Acc: 98.288% (47304/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.055 | Acc: 98.290% (47431/48256) 377/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.055 | Acc: 98.295% (47559/48384) 378/391 [==============================================================>..] Step: 376ms | Tot: 2m17s | Loss: 0.055 | Acc: 98.295% (47685/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.055 | Acc: 98.298% (47812/48640) 380/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.055 | Acc: 98.296% (47937/48768) 381/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.055 | Acc: 98.300% (48065/48896) 382/391 [===============================================================>.] Step: 406ms | Tot: 2m19s | Loss: 0.055 | Acc: 98.299% (48190/49024) 383/391 [===============================================================>.] Step: 402ms | Tot: 2m19s | Loss: 0.055 | Acc: 98.299% (48316/49152) 384/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.055 | Acc: 98.300% (48442/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.055 | Acc: 98.298% (48567/49408) 386/391 [================================================================>] Step: 365ms | Tot: 2m20s | Loss: 0.055 | Acc: 98.300% (48694/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.055 | Acc: 98.299% (48819/49664) 388/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.055 | Acc: 98.301% (48946/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.055 | Acc: 98.301% (49072/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m22s | Loss: 0.055 | Acc: 98.300% (49150/50000) 391/391 + [>................................................................] Step: 471ms | Tot: 3ms | Loss: 0.348 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 310ms | Tot: 314ms | Loss: 0.298 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 295ms | Tot: 609ms | Loss: 0.306 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 904ms | Loss: 0.311 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s199ms | Loss: 0.297 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s496ms | Loss: 0.272 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 299ms | Tot: 1s795ms | Loss: 0.268 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 309ms | Tot: 2s105ms | Loss: 0.285 | Acc: 90.500% (724/800) 8/100 [=====>...........................................................] Step: 301ms | Tot: 2s406ms | Loss: 0.302 | Acc: 90.333% (813/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s713ms | Loss: 0.310 | Acc: 90.300% (903/1000) 10/100 [======>..........................................................] Step: 309ms | Tot: 3s23ms | Loss: 0.313 | Acc: 90.364% (994/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s331ms | Loss: 0.331 | Acc: 90.250% (1083/1200) 12/100 [=======>.........................................................] Step: 298ms | Tot: 3s629ms | Loss: 0.325 | Acc: 90.462% (1176/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s933ms | Loss: 0.324 | Acc: 90.714% (1270/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s245ms | Loss: 0.320 | Acc: 90.733% (1361/1500) 15/100 [=========>.......................................................] Step: 303ms | Tot: 4s549ms | Loss: 0.326 | Acc: 90.688% (1451/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s856ms | Loss: 0.315 | Acc: 90.941% (1546/1700) 17/100 [===========>.....................................................] Step: 319ms | Tot: 5s175ms | Loss: 0.324 | Acc: 90.611% (1631/1800) 18/100 [===========>.....................................................] Step: 308ms | Tot: 5s484ms | Loss: 0.331 | Acc: 90.632% (1722/1900) 19/100 [============>....................................................] Step: 319ms | Tot: 5s803ms | Loss: 0.335 | Acc: 90.600% (1812/2000) 20/100 [=============>...................................................] Step: 328ms | Tot: 6s132ms | Loss: 0.334 | Acc: 90.571% (1902/2100) 21/100 [=============>...................................................] Step: 304ms | Tot: 6s436ms | Loss: 0.333 | Acc: 90.727% (1996/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s744ms | Loss: 0.338 | Acc: 90.609% (2084/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s53ms | Loss: 0.340 | Acc: 90.583% (2174/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s357ms | Loss: 0.344 | Acc: 90.600% (2265/2500) 25/100 [================>................................................] Step: 306ms | Tot: 7s664ms | Loss: 0.348 | Acc: 90.577% (2355/2600) 26/100 [================>................................................] Step: 299ms | Tot: 7s964ms | Loss: 0.343 | Acc: 90.630% (2447/2700) 27/100 [=================>...............................................] Step: 310ms | Tot: 8s274ms | Loss: 0.343 | Acc: 90.679% (2539/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s586ms | Loss: 0.349 | Acc: 90.724% (2631/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s894ms | Loss: 0.345 | Acc: 90.800% (2724/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s204ms | Loss: 0.342 | Acc: 90.806% (2815/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s510ms | Loss: 0.343 | Acc: 90.812% (2906/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s813ms | Loss: 0.340 | Acc: 90.939% (3001/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s128ms | Loss: 0.341 | Acc: 90.912% (3091/3400) 34/100 [======================>..........................................] Step: 303ms | Tot: 10s431ms | Loss: 0.346 | Acc: 90.771% (3177/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s735ms | Loss: 0.342 | Acc: 90.833% (3270/3600) 36/100 [=======================>.........................................] Step: 306ms | Tot: 11s42ms | Loss: 0.343 | Acc: 90.757% (3358/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s353ms | Loss: 0.346 | Acc: 90.711% (3447/3800) 38/100 [========================>........................................] Step: 311ms | Tot: 11s664ms | Loss: 0.346 | Acc: 90.795% (3541/3900) 39/100 [=========================>.......................................] Step: 308ms | Tot: 11s972ms | Loss: 0.345 | Acc: 90.850% (3634/4000) 40/100 [==========================>......................................] Step: 308ms | Tot: 12s280ms | Loss: 0.351 | Acc: 90.829% (3724/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s588ms | Loss: 0.355 | Acc: 90.786% (3813/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s889ms | Loss: 0.351 | Acc: 90.884% (3908/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s202ms | Loss: 0.352 | Acc: 90.886% (3999/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s509ms | Loss: 0.350 | Acc: 90.889% (4090/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s814ms | Loss: 0.348 | Acc: 90.913% (4182/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s123ms | Loss: 0.348 | Acc: 90.915% (4273/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s433ms | Loss: 0.351 | Acc: 90.854% (4361/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s738ms | Loss: 0.347 | Acc: 90.918% (4455/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s46ms | Loss: 0.351 | Acc: 90.860% (4543/5000) 50/100 [================================>................................] Step: 309ms | Tot: 15s356ms | Loss: 0.351 | Acc: 90.882% (4635/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s662ms | Loss: 0.353 | Acc: 90.865% (4725/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 15s965ms | Loss: 0.353 | Acc: 90.849% (4815/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s277ms | Loss: 0.354 | Acc: 90.815% (4904/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s582ms | Loss: 0.352 | Acc: 90.836% (4996/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s888ms | Loss: 0.354 | Acc: 90.839% (5087/5600) 56/100 [====================================>............................] Step: 316ms | Tot: 17s204ms | Loss: 0.353 | Acc: 90.860% (5179/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s506ms | Loss: 0.350 | Acc: 90.931% (5274/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s814ms | Loss: 0.351 | Acc: 90.847% (5360/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 18s128ms | Loss: 0.351 | Acc: 90.783% (5447/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s437ms | Loss: 0.350 | Acc: 90.803% (5539/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s745ms | Loss: 0.352 | Acc: 90.758% (5627/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s50ms | Loss: 0.350 | Acc: 90.762% (5718/6300) 63/100 [========================================>........................] Step: 308ms | Tot: 19s359ms | Loss: 0.346 | Acc: 90.875% (5816/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s669ms | Loss: 0.346 | Acc: 90.846% (5905/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 19s979ms | Loss: 0.346 | Acc: 90.818% (5994/6600) 66/100 [==========================================>......................] Step: 309ms | Tot: 20s289ms | Loss: 0.344 | Acc: 90.851% (6087/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s598ms | Loss: 0.345 | Acc: 90.853% (6178/6800) 68/100 [============================================>....................] Step: 307ms | Tot: 20s906ms | Loss: 0.342 | Acc: 90.884% (6271/6900) 69/100 [============================================>....................] Step: 314ms | Tot: 21s221ms | Loss: 0.341 | Acc: 90.900% (6363/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s525ms | Loss: 0.346 | Acc: 90.831% (6449/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 21s837ms | Loss: 0.348 | Acc: 90.847% (6541/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s149ms | Loss: 0.345 | Acc: 90.863% (6633/7300) 73/100 [===============================================>.................] Step: 300ms | Tot: 22s449ms | Loss: 0.346 | Acc: 90.865% (6724/7400) 74/100 [================================================>................] Step: 312ms | Tot: 22s762ms | Loss: 0.346 | Acc: 90.840% (6813/7500) 75/100 [================================================>................] Step: 300ms | Tot: 23s63ms | Loss: 0.347 | Acc: 90.803% (6901/7600) 76/100 [=================================================>...............] Step: 312ms | Tot: 23s376ms | Loss: 0.348 | Acc: 90.779% (6990/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s684ms | Loss: 0.347 | Acc: 90.795% (7082/7800) 78/100 [==================================================>..............] Step: 309ms | Tot: 23s994ms | Loss: 0.346 | Acc: 90.835% (7176/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s304ms | Loss: 0.345 | Acc: 90.850% (7268/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s612ms | Loss: 0.344 | Acc: 90.877% (7361/8100) 81/100 [====================================================>............] Step: 318ms | Tot: 24s931ms | Loss: 0.344 | Acc: 90.841% (7449/8200) 82/100 [=====================================================>...........] Step: 318ms | Tot: 25s249ms | Loss: 0.344 | Acc: 90.855% (7541/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s554ms | Loss: 0.343 | Acc: 90.869% (7633/8400) 84/100 [======================================================>..........] Step: 308ms | Tot: 25s862ms | Loss: 0.344 | Acc: 90.847% (7722/8500) 85/100 [=======================================================>.........] Step: 315ms | Tot: 26s178ms | Loss: 0.345 | Acc: 90.802% (7809/8600) 86/100 [=======================================================>.........] Step: 359ms | Tot: 26s537ms | Loss: 0.344 | Acc: 90.805% (7900/8700) 87/100 [========================================================>........] Step: 353ms | Tot: 26s890ms | Loss: 0.344 | Acc: 90.818% (7992/8800) 88/100 [=========================================================>.......] Step: 316ms | Tot: 27s206ms | Loss: 0.343 | Acc: 90.854% (8086/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 27s508ms | Loss: 0.343 | Acc: 90.878% (8179/9000) 90/100 [==========================================================>......] Step: 310ms | Tot: 27s818ms | Loss: 0.342 | Acc: 90.901% (8272/9100) 91/100 [===========================================================>.....] Step: 307ms | Tot: 28s125ms | Loss: 0.341 | Acc: 90.935% (8366/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s429ms | Loss: 0.342 | Acc: 90.914% (8455/9300) 93/100 [============================================================>....] Step: 315ms | Tot: 28s745ms | Loss: 0.342 | Acc: 90.904% (8545/9400) 94/100 [=============================================================>...] Step: 310ms | Tot: 29s55ms | Loss: 0.341 | Acc: 90.916% (8637/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s360ms | Loss: 0.340 | Acc: 90.917% (8728/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s662ms | Loss: 0.339 | Acc: 90.938% (8821/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s965ms | Loss: 0.338 | Acc: 90.959% (8914/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s276ms | Loss: 0.340 | Acc: 90.899% (8999/9900) 99/100 [================================================================>] Step: 299ms | Tot: 30s575ms | Loss: 0.338 | Acc: 90.960% (9096/10000) 100/100 +Saving.. + +Epoch: 185 + [>................................................................] Step: 690ms | Tot: 2ms | Loss: 0.091 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 382ms | Tot: 384ms | Loss: 0.063 | Acc: 97.266% (249/256) 2/391 [>................................................................] Step: 388ms | Tot: 772ms | Loss: 0.061 | Acc: 97.917% (376/384) 3/391 [>................................................................] Step: 380ms | Tot: 1s153ms | Loss: 0.051 | Acc: 98.242% (503/512) 4/391 [>................................................................] Step: 364ms | Tot: 1s517ms | Loss: 0.057 | Acc: 97.812% (626/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s884ms | Loss: 0.060 | Acc: 97.656% (750/768) 6/391 [>................................................................] Step: 361ms | Tot: 2s246ms | Loss: 0.056 | Acc: 97.879% (877/896) 7/391 [=>...............................................................] Step: 355ms | Tot: 2s602ms | Loss: 0.058 | Acc: 97.949% (1003/1024) 8/391 [=>...............................................................] Step: 370ms | Tot: 2s972ms | Loss: 0.054 | Acc: 98.177% (1131/1152) 9/391 [=>...............................................................] Step: 359ms | Tot: 3s332ms | Loss: 0.058 | Acc: 97.891% (1253/1280) 10/391 [=>...............................................................] Step: 354ms | Tot: 3s686ms | Loss: 0.057 | Acc: 97.940% (1379/1408) 11/391 [=>...............................................................] Step: 376ms | Tot: 4s62ms | Loss: 0.055 | Acc: 98.047% (1506/1536) 12/391 [=>...............................................................] Step: 362ms | Tot: 4s424ms | Loss: 0.057 | Acc: 97.957% (1630/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s786ms | Loss: 0.055 | Acc: 98.103% (1758/1792) 14/391 [==>..............................................................] Step: 385ms | Tot: 5s172ms | Loss: 0.056 | Acc: 98.125% (1884/1920) 15/391 [==>..............................................................] Step: 358ms | Tot: 5s530ms | Loss: 0.057 | Acc: 98.047% (2008/2048) 16/391 [==>..............................................................] Step: 371ms | Tot: 5s901ms | Loss: 0.056 | Acc: 98.070% (2134/2176) 17/391 [==>..............................................................] Step: 363ms | Tot: 6s265ms | Loss: 0.057 | Acc: 98.003% (2258/2304) 18/391 [==>..............................................................] Step: 371ms | Tot: 6s637ms | Loss: 0.057 | Acc: 98.026% (2384/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s2ms | Loss: 0.055 | Acc: 98.125% (2512/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s371ms | Loss: 0.054 | Acc: 98.214% (2640/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s731ms | Loss: 0.053 | Acc: 98.260% (2767/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s92ms | Loss: 0.052 | Acc: 98.268% (2893/2944) 23/391 [===>.............................................................] Step: 355ms | Tot: 8s447ms | Loss: 0.052 | Acc: 98.307% (3020/3072) 24/391 [===>.............................................................] Step: 361ms | Tot: 8s808ms | Loss: 0.053 | Acc: 98.219% (3143/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s166ms | Loss: 0.054 | Acc: 98.197% (3268/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 9s524ms | Loss: 0.054 | Acc: 98.177% (3393/3456) 27/391 [====>............................................................] Step: 359ms | Tot: 9s883ms | Loss: 0.055 | Acc: 98.158% (3518/3584) 28/391 [====>............................................................] Step: 352ms | Tot: 10s235ms | Loss: 0.056 | Acc: 98.060% (3640/3712) 29/391 [====>............................................................] Step: 369ms | Tot: 10s605ms | Loss: 0.055 | Acc: 98.125% (3768/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 10s966ms | Loss: 0.055 | Acc: 98.160% (3895/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s322ms | Loss: 0.053 | Acc: 98.218% (4023/4096) 32/391 [=====>...........................................................] Step: 356ms | Tot: 11s679ms | Loss: 0.055 | Acc: 98.153% (4146/4224) 33/391 [=====>...........................................................] Step: 362ms | Tot: 12s42ms | Loss: 0.055 | Acc: 98.139% (4271/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s406ms | Loss: 0.056 | Acc: 98.147% (4397/4480) 35/391 [=====>...........................................................] Step: 357ms | Tot: 12s763ms | Loss: 0.056 | Acc: 98.090% (4520/4608) 36/391 [=====>...........................................................] Step: 366ms | Tot: 13s130ms | Loss: 0.056 | Acc: 98.100% (4646/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s486ms | Loss: 0.057 | Acc: 98.088% (4771/4864) 38/391 [======>..........................................................] Step: 370ms | Tot: 13s857ms | Loss: 0.056 | Acc: 98.117% (4898/4992) 39/391 [======>..........................................................] Step: 366ms | Tot: 14s223ms | Loss: 0.056 | Acc: 98.145% (5025/5120) 40/391 [======>..........................................................] Step: 358ms | Tot: 14s582ms | Loss: 0.056 | Acc: 98.095% (5148/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 14s940ms | Loss: 0.056 | Acc: 98.121% (5275/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s301ms | Loss: 0.056 | Acc: 98.147% (5402/5504) 43/391 [=======>.........................................................] Step: 362ms | Tot: 15s663ms | Loss: 0.056 | Acc: 98.153% (5528/5632) 44/391 [=======>.........................................................] Step: 362ms | Tot: 16s26ms | Loss: 0.056 | Acc: 98.160% (5654/5760) 45/391 [=======>.........................................................] Step: 357ms | Tot: 16s384ms | Loss: 0.056 | Acc: 98.132% (5778/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s744ms | Loss: 0.056 | Acc: 98.138% (5904/6016) 47/391 [=======>.........................................................] Step: 374ms | Tot: 17s118ms | Loss: 0.058 | Acc: 98.112% (6028/6144) 48/391 [=======>.........................................................] Step: 360ms | Tot: 17s479ms | Loss: 0.058 | Acc: 98.119% (6154/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s842ms | Loss: 0.059 | Acc: 98.094% (6278/6400) 50/391 [========>........................................................] Step: 355ms | Tot: 18s198ms | Loss: 0.059 | Acc: 98.055% (6401/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s557ms | Loss: 0.059 | Acc: 98.062% (6527/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 18s921ms | Loss: 0.059 | Acc: 98.069% (6653/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s280ms | Loss: 0.059 | Acc: 98.061% (6778/6912) 54/391 [========>........................................................] Step: 360ms | Tot: 19s640ms | Loss: 0.059 | Acc: 98.054% (6903/7040) 55/391 [=========>.......................................................] Step: 363ms | Tot: 20s4ms | Loss: 0.060 | Acc: 98.047% (7028/7168) 56/391 [=========>.......................................................] Step: 377ms | Tot: 20s381ms | Loss: 0.060 | Acc: 98.067% (7155/7296) 57/391 [=========>.......................................................] Step: 360ms | Tot: 20s742ms | Loss: 0.059 | Acc: 98.087% (7282/7424) 58/391 [=========>.......................................................] Step: 360ms | Tot: 21s102ms | Loss: 0.059 | Acc: 98.093% (7408/7552) 59/391 [=========>.......................................................] Step: 363ms | Tot: 21s466ms | Loss: 0.059 | Acc: 98.125% (7536/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 21s834ms | Loss: 0.059 | Acc: 98.105% (7660/7808) 61/391 [==========>......................................................] Step: 358ms | Tot: 22s193ms | Loss: 0.059 | Acc: 98.085% (7784/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s551ms | Loss: 0.059 | Acc: 98.090% (7910/8064) 63/391 [==========>......................................................] Step: 361ms | Tot: 22s912ms | Loss: 0.059 | Acc: 98.083% (8035/8192) 64/391 [==========>......................................................] Step: 358ms | Tot: 23s271ms | Loss: 0.059 | Acc: 98.089% (8161/8320) 65/391 [==========>......................................................] Step: 368ms | Tot: 23s639ms | Loss: 0.058 | Acc: 98.106% (8288/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 23s998ms | Loss: 0.059 | Acc: 98.111% (8414/8576) 67/391 [===========>.....................................................] Step: 354ms | Tot: 24s352ms | Loss: 0.059 | Acc: 98.093% (8538/8704) 68/391 [===========>.....................................................] Step: 350ms | Tot: 24s703ms | Loss: 0.059 | Acc: 98.109% (8665/8832) 69/391 [===========>.....................................................] Step: 390ms | Tot: 25s93ms | Loss: 0.059 | Acc: 98.103% (8790/8960) 70/391 [===========>.....................................................] Step: 413ms | Tot: 25s507ms | Loss: 0.059 | Acc: 98.107% (8916/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s867ms | Loss: 0.058 | Acc: 98.123% (9043/9216) 72/391 [===========>.....................................................] Step: 360ms | Tot: 26s228ms | Loss: 0.058 | Acc: 98.149% (9171/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s588ms | Loss: 0.058 | Acc: 98.121% (9294/9472) 74/391 [============>....................................................] Step: 369ms | Tot: 26s957ms | Loss: 0.058 | Acc: 98.115% (9419/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s319ms | Loss: 0.059 | Acc: 98.098% (9543/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s680ms | Loss: 0.058 | Acc: 98.113% (9670/9856) 77/391 [============>....................................................] Step: 367ms | Tot: 28s47ms | Loss: 0.059 | Acc: 98.097% (9794/9984) 78/391 [============>....................................................] Step: 359ms | Tot: 28s406ms | Loss: 0.058 | Acc: 98.101% (9920/10112) 79/391 [=============>...................................................] Step: 356ms | Tot: 28s762ms | Loss: 0.058 | Acc: 98.125% (10048/10240) 80/391 [=============>...................................................] Step: 362ms | Tot: 29s125ms | Loss: 0.058 | Acc: 98.148% (10176/10368) 81/391 [=============>...................................................] Step: 357ms | Tot: 29s483ms | Loss: 0.057 | Acc: 98.152% (10302/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s843ms | Loss: 0.058 | Acc: 98.127% (10425/10624) 83/391 [=============>...................................................] Step: 370ms | Tot: 30s213ms | Loss: 0.058 | Acc: 98.131% (10551/10752) 84/391 [=============>...................................................] Step: 357ms | Tot: 30s571ms | Loss: 0.058 | Acc: 98.143% (10678/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 30s936ms | Loss: 0.057 | Acc: 98.156% (10805/11008) 86/391 [==============>..................................................] Step: 357ms | Tot: 31s293ms | Loss: 0.057 | Acc: 98.168% (10932/11136) 87/391 [==============>..................................................] Step: 355ms | Tot: 31s649ms | Loss: 0.057 | Acc: 98.171% (11058/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s10ms | Loss: 0.058 | Acc: 98.130% (11179/11392) 89/391 [==============>..................................................] Step: 359ms | Tot: 32s370ms | Loss: 0.057 | Acc: 98.151% (11307/11520) 90/391 [==============>..................................................] Step: 356ms | Tot: 32s726ms | Loss: 0.057 | Acc: 98.163% (11434/11648) 91/391 [===============>.................................................] Step: 366ms | Tot: 33s93ms | Loss: 0.057 | Acc: 98.174% (11561/11776) 92/391 [===============>.................................................] Step: 364ms | Tot: 33s457ms | Loss: 0.056 | Acc: 98.194% (11689/11904) 93/391 [===============>.................................................] Step: 363ms | Tot: 33s821ms | Loss: 0.057 | Acc: 98.188% (11814/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s184ms | Loss: 0.056 | Acc: 98.207% (11942/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s546ms | Loss: 0.056 | Acc: 98.218% (12069/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 34s912ms | Loss: 0.057 | Acc: 98.212% (12194/12416) 97/391 [================>................................................] Step: 369ms | Tot: 35s281ms | Loss: 0.057 | Acc: 98.214% (12320/12544) 98/391 [================>................................................] Step: 360ms | Tot: 35s641ms | Loss: 0.056 | Acc: 98.224% (12447/12672) 99/391 [================>................................................] Step: 369ms | Tot: 36s11ms | Loss: 0.056 | Acc: 98.219% (12572/12800) 100/391 [================>................................................] Step: 365ms | Tot: 36s377ms | Loss: 0.056 | Acc: 98.229% (12699/12928) 101/391 [================>................................................] Step: 372ms | Tot: 36s749ms | Loss: 0.056 | Acc: 98.208% (12822/13056) 102/391 [================>................................................] Step: 365ms | Tot: 37s115ms | Loss: 0.056 | Acc: 98.202% (12947/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s476ms | Loss: 0.057 | Acc: 98.197% (13072/13312) 104/391 [=================>...............................................] Step: 359ms | Tot: 37s836ms | Loss: 0.057 | Acc: 98.199% (13198/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 38s196ms | Loss: 0.056 | Acc: 98.209% (13325/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s556ms | Loss: 0.056 | Acc: 98.211% (13451/13696) 107/391 [=================>...............................................] Step: 370ms | Tot: 38s927ms | Loss: 0.056 | Acc: 98.206% (13576/13824) 108/391 [=================>...............................................] Step: 365ms | Tot: 39s292ms | Loss: 0.056 | Acc: 98.215% (13703/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 39s659ms | Loss: 0.056 | Acc: 98.217% (13829/14080) 110/391 [==================>..............................................] Step: 374ms | Tot: 40s33ms | Loss: 0.056 | Acc: 98.226% (13956/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 40s393ms | Loss: 0.056 | Acc: 98.228% (14082/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s751ms | Loss: 0.056 | Acc: 98.237% (14209/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s116ms | Loss: 0.056 | Acc: 98.225% (14333/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s480ms | Loss: 0.056 | Acc: 98.234% (14460/14720) 115/391 [===================>.............................................] Step: 357ms | Tot: 41s837ms | Loss: 0.056 | Acc: 98.229% (14585/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s199ms | Loss: 0.056 | Acc: 98.231% (14711/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s559ms | Loss: 0.055 | Acc: 98.245% (14839/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 42s925ms | Loss: 0.055 | Acc: 98.260% (14967/15232) 119/391 [===================>.............................................] Step: 369ms | Tot: 43s294ms | Loss: 0.055 | Acc: 98.255% (15092/15360) 120/391 [===================>.............................................] Step: 358ms | Tot: 43s653ms | Loss: 0.055 | Acc: 98.270% (15220/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s15ms | Loss: 0.055 | Acc: 98.265% (15345/15616) 122/391 [====================>............................................] Step: 365ms | Tot: 44s381ms | Loss: 0.056 | Acc: 98.234% (15466/15744) 123/391 [====================>............................................] Step: 362ms | Tot: 44s744ms | Loss: 0.056 | Acc: 98.236% (15592/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s108ms | Loss: 0.056 | Acc: 98.237% (15718/16000) 125/391 [====================>............................................] Step: 355ms | Tot: 45s464ms | Loss: 0.056 | Acc: 98.239% (15844/16128) 126/391 [====================>............................................] Step: 356ms | Tot: 45s821ms | Loss: 0.056 | Acc: 98.228% (15968/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s182ms | Loss: 0.056 | Acc: 98.236% (16095/16384) 128/391 [=====================>...........................................] Step: 367ms | Tot: 46s549ms | Loss: 0.056 | Acc: 98.238% (16221/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s912ms | Loss: 0.056 | Acc: 98.245% (16348/16640) 130/391 [=====================>...........................................] Step: 370ms | Tot: 47s283ms | Loss: 0.055 | Acc: 98.253% (16475/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s641ms | Loss: 0.056 | Acc: 98.224% (16596/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 48s6ms | Loss: 0.056 | Acc: 98.226% (16722/17024) 133/391 [======================>..........................................] Step: 355ms | Tot: 48s362ms | Loss: 0.056 | Acc: 98.216% (16846/17152) 134/391 [======================>..........................................] Step: 355ms | Tot: 48s717ms | Loss: 0.056 | Acc: 98.218% (16972/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s79ms | Loss: 0.056 | Acc: 98.225% (17099/17408) 136/391 [======================>..........................................] Step: 360ms | Tot: 49s439ms | Loss: 0.056 | Acc: 98.221% (17224/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 49s806ms | Loss: 0.056 | Acc: 98.222% (17350/17664) 138/391 [======================>..........................................] Step: 364ms | Tot: 50s170ms | Loss: 0.056 | Acc: 98.218% (17475/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s534ms | Loss: 0.056 | Acc: 98.214% (17600/17920) 140/391 [=======================>.........................................] Step: 366ms | Tot: 50s901ms | Loss: 0.057 | Acc: 98.210% (17725/18048) 141/391 [=======================>.........................................] Step: 359ms | Tot: 51s260ms | Loss: 0.056 | Acc: 98.212% (17851/18176) 142/391 [=======================>.........................................] Step: 362ms | Tot: 51s623ms | Loss: 0.056 | Acc: 98.219% (17978/18304) 143/391 [=======================>.........................................] Step: 365ms | Tot: 51s988ms | Loss: 0.056 | Acc: 98.231% (18106/18432) 144/391 [=======================>.........................................] Step: 367ms | Tot: 52s356ms | Loss: 0.056 | Acc: 98.227% (18231/18560) 145/391 [========================>........................................] Step: 359ms | Tot: 52s715ms | Loss: 0.056 | Acc: 98.229% (18357/18688) 146/391 [========================>........................................] Step: 367ms | Tot: 53s83ms | Loss: 0.056 | Acc: 98.236% (18484/18816) 147/391 [========================>........................................] Step: 367ms | Tot: 53s450ms | Loss: 0.056 | Acc: 98.232% (18609/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s810ms | Loss: 0.056 | Acc: 98.233% (18735/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 54s168ms | Loss: 0.056 | Acc: 98.234% (18861/19200) 150/391 [========================>........................................] Step: 362ms | Tot: 54s530ms | Loss: 0.056 | Acc: 98.246% (18989/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 54s893ms | Loss: 0.056 | Acc: 98.242% (19114/19456) 152/391 [=========================>.......................................] Step: 418ms | Tot: 55s311ms | Loss: 0.056 | Acc: 98.238% (19239/19584) 153/391 [=========================>.......................................] Step: 385ms | Tot: 55s697ms | Loss: 0.056 | Acc: 98.245% (19366/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 56s64ms | Loss: 0.056 | Acc: 98.251% (19493/19840) 155/391 [=========================>.......................................] Step: 368ms | Tot: 56s433ms | Loss: 0.056 | Acc: 98.257% (19620/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s796ms | Loss: 0.056 | Acc: 98.258% (19746/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 57s165ms | Loss: 0.056 | Acc: 98.255% (19871/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s526ms | Loss: 0.056 | Acc: 98.256% (19997/20352) 159/391 [==========================>......................................] Step: 368ms | Tot: 57s894ms | Loss: 0.056 | Acc: 98.247% (20121/20480) 160/391 [==========================>......................................] Step: 356ms | Tot: 58s251ms | Loss: 0.056 | Acc: 98.258% (20249/20608) 161/391 [==========================>......................................] Step: 362ms | Tot: 58s613ms | Loss: 0.056 | Acc: 98.254% (20374/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 58s979ms | Loss: 0.056 | Acc: 98.251% (20499/20864) 163/391 [===========================>.....................................] Step: 357ms | Tot: 59s336ms | Loss: 0.056 | Acc: 98.252% (20625/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 59s704ms | Loss: 0.056 | Acc: 98.258% (20752/21120) 165/391 [===========================>.....................................] Step: 367ms | Tot: 1m72ms | Loss: 0.056 | Acc: 98.249% (20876/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m433ms | Loss: 0.056 | Acc: 98.255% (21003/21376) 167/391 [===========================>.....................................] Step: 361ms | Tot: 1m794ms | Loss: 0.056 | Acc: 98.251% (21128/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.056 | Acc: 98.253% (21254/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.056 | Acc: 98.254% (21380/21760) 170/391 [============================>....................................] Step: 366ms | Tot: 1m1s | Loss: 0.056 | Acc: 98.259% (21507/21888) 171/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.056 | Acc: 98.256% (21632/22016) 172/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.056 | Acc: 98.261% (21759/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.055 | Acc: 98.262% (21885/22272) 174/391 [============================>....................................] Step: 365ms | Tot: 1m3s | Loss: 0.055 | Acc: 98.268% (22012/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.055 | Acc: 98.269% (22138/22528) 176/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.056 | Acc: 98.265% (22263/22656) 177/391 [=============================>...................................] Step: 359ms | Tot: 1m4s | Loss: 0.055 | Acc: 98.275% (22391/22784) 178/391 [=============================>...................................] Step: 358ms | Tot: 1m4s | Loss: 0.055 | Acc: 98.280% (22518/22912) 179/391 [=============================>...................................] Step: 357ms | Tot: 1m5s | Loss: 0.055 | Acc: 98.290% (22646/23040) 180/391 [=============================>...................................] Step: 368ms | Tot: 1m5s | Loss: 0.055 | Acc: 98.291% (22772/23168) 181/391 [==============================>..................................] Step: 373ms | Tot: 1m5s | Loss: 0.055 | Acc: 98.296% (22899/23296) 182/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.055 | Acc: 98.297% (23025/23424) 183/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.055 | Acc: 98.302% (23152/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m6s | Loss: 0.055 | Acc: 98.307% (23279/23680) 185/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.055 | Acc: 98.311% (23406/23808) 186/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.055 | Acc: 98.304% (23530/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.055 | Acc: 98.305% (23656/24064) 188/391 [===============================>.................................] Step: 358ms | Tot: 1m8s | Loss: 0.055 | Acc: 98.309% (23783/24192) 189/391 [===============================>.................................] Step: 365ms | Tot: 1m8s | Loss: 0.055 | Acc: 98.302% (23907/24320) 190/391 [===============================>.................................] Step: 371ms | Tot: 1m9s | Loss: 0.055 | Acc: 98.303% (24033/24448) 191/391 [===============================>.................................] Step: 384ms | Tot: 1m9s | Loss: 0.055 | Acc: 98.303% (24159/24576) 192/391 [===============================>.................................] Step: 384ms | Tot: 1m9s | Loss: 0.055 | Acc: 98.308% (24286/24704) 193/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.055 | Acc: 98.309% (24412/24832) 194/391 [================================>................................] Step: 371ms | Tot: 1m10s | Loss: 0.055 | Acc: 98.309% (24538/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.055 | Acc: 98.310% (24664/25088) 196/391 [================================>................................] Step: 381ms | Tot: 1m11s | Loss: 0.055 | Acc: 98.299% (24787/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.055 | Acc: 98.303% (24914/25344) 198/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.055 | Acc: 98.304% (25040/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.055 | Acc: 98.312% (25168/25600) 200/391 [=================================>...............................] Step: 374ms | Tot: 1m12s | Loss: 0.055 | Acc: 98.313% (25294/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.055 | Acc: 98.318% (25421/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.055 | Acc: 98.318% (25547/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.055 | Acc: 98.319% (25673/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m14s | Loss: 0.055 | Acc: 98.319% (25799/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.055 | Acc: 98.316% (25924/26368) 206/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.055 | Acc: 98.321% (26051/26496) 207/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.055 | Acc: 98.321% (26177/26624) 208/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.055 | Acc: 98.322% (26303/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.055 | Acc: 98.326% (26430/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.055 | Acc: 98.326% (26556/27008) 211/391 [===================================>.............................] Step: 369ms | Tot: 1m16s | Loss: 0.055 | Acc: 98.320% (26680/27136) 212/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.055 | Acc: 98.327% (26808/27264) 213/391 [===================================>.............................] Step: 356ms | Tot: 1m17s | Loss: 0.055 | Acc: 98.321% (26932/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.055 | Acc: 98.325% (27059/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.055 | Acc: 98.322% (27184/27648) 216/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.055 | Acc: 98.315% (27308/27776) 217/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.055 | Acc: 98.305% (27431/27904) 218/391 [====================================>............................] Step: 366ms | Tot: 1m19s | Loss: 0.055 | Acc: 98.313% (27559/28032) 219/391 [====================================>............................] Step: 362ms | Tot: 1m19s | Loss: 0.055 | Acc: 98.317% (27686/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.055 | Acc: 98.314% (27811/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.054 | Acc: 98.314% (27937/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.054 | Acc: 98.322% (28065/28544) 223/391 [=====================================>...........................] Step: 366ms | Tot: 1m21s | Loss: 0.055 | Acc: 98.305% (28186/28672) 224/391 [=====================================>...........................] Step: 354ms | Tot: 1m21s | Loss: 0.055 | Acc: 98.309% (28313/28800) 225/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.054 | Acc: 98.317% (28441/28928) 226/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.054 | Acc: 98.317% (28567/29056) 227/391 [=====================================>...........................] Step: 369ms | Tot: 1m22s | Loss: 0.054 | Acc: 98.318% (28693/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.054 | Acc: 98.318% (28819/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.054 | Acc: 98.319% (28945/29440) 230/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.055 | Acc: 98.312% (29069/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m24s | Loss: 0.054 | Acc: 98.313% (29195/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.054 | Acc: 98.310% (29320/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.054 | Acc: 98.311% (29446/29952) 234/391 [======================================>..........................] Step: 417ms | Tot: 1m25s | Loss: 0.054 | Acc: 98.314% (29573/30080) 235/391 [=======================================>.........................] Step: 382ms | Tot: 1m25s | Loss: 0.054 | Acc: 98.318% (29700/30208) 236/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.054 | Acc: 98.312% (29824/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.054 | Acc: 98.319% (29952/30464) 238/391 [=======================================>.........................] Step: 364ms | Tot: 1m26s | Loss: 0.054 | Acc: 98.323% (30079/30592) 239/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.054 | Acc: 98.320% (30204/30720) 240/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.054 | Acc: 98.327% (30332/30848) 241/391 [========================================>........................] Step: 373ms | Tot: 1m27s | Loss: 0.054 | Acc: 98.328% (30458/30976) 242/391 [========================================>........................] Step: 357ms | Tot: 1m28s | Loss: 0.054 | Acc: 98.335% (30586/31104) 243/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.054 | Acc: 98.332% (30711/31232) 244/391 [========================================>........................] Step: 366ms | Tot: 1m29s | Loss: 0.054 | Acc: 98.329% (30836/31360) 245/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.054 | Acc: 98.333% (30963/31488) 246/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.054 | Acc: 98.336% (31090/31616) 247/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.054 | Acc: 98.343% (31218/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.054 | Acc: 98.337% (31342/31872) 249/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.054 | Acc: 98.338% (31468/32000) 250/391 [=========================================>.......................] Step: 355ms | Tot: 1m31s | Loss: 0.054 | Acc: 98.341% (31595/32128) 251/391 [=========================================>.......................] Step: 354ms | Tot: 1m31s | Loss: 0.054 | Acc: 98.338% (31720/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.054 | Acc: 98.336% (31845/32384) 253/391 [==========================================>......................] Step: 369ms | Tot: 1m32s | Loss: 0.054 | Acc: 98.333% (31970/32512) 254/391 [==========================================>......................] Step: 371ms | Tot: 1m32s | Loss: 0.054 | Acc: 98.339% (32098/32640) 255/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.054 | Acc: 98.346% (32226/32768) 256/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.054 | Acc: 98.340% (32350/32896) 257/391 [==========================================>......................] Step: 354ms | Tot: 1m33s | Loss: 0.054 | Acc: 98.338% (32475/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.054 | Acc: 98.320% (32595/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.054 | Acc: 98.323% (32722/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.054 | Acc: 98.324% (32848/33408) 261/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.054 | Acc: 98.318% (32972/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.054 | Acc: 98.316% (33097/33664) 263/391 [===========================================>.....................] Step: 392ms | Tot: 1m35s | Loss: 0.054 | Acc: 98.316% (33223/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.054 | Acc: 98.320% (33350/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.054 | Acc: 98.323% (33477/34048) 266/391 [============================================>....................] Step: 369ms | Tot: 1m37s | Loss: 0.054 | Acc: 98.326% (33604/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m37s | Loss: 0.054 | Acc: 98.324% (33729/34304) 268/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.054 | Acc: 98.318% (33853/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.054 | Acc: 98.325% (33981/34560) 270/391 [============================================>....................] Step: 356ms | Tot: 1m38s | Loss: 0.054 | Acc: 98.328% (34108/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m38s | Loss: 0.054 | Acc: 98.328% (34234/34816) 272/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.054 | Acc: 98.329% (34360/34944) 273/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.054 | Acc: 98.329% (34486/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.054 | Acc: 98.324% (34610/35200) 275/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.054 | Acc: 98.330% (34738/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.054 | Acc: 98.336% (34866/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.054 | Acc: 98.334% (34991/35584) 278/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.054 | Acc: 98.328% (35115/35712) 279/391 [==============================================>..................] Step: 373ms | Tot: 1m41s | Loss: 0.054 | Acc: 98.331% (35242/35840) 280/391 [==============================================>..................] Step: 376ms | Tot: 1m42s | Loss: 0.054 | Acc: 98.318% (35363/35968) 281/391 [==============================================>..................] Step: 378ms | Tot: 1m42s | Loss: 0.054 | Acc: 98.324% (35491/36096) 282/391 [==============================================>..................] Step: 370ms | Tot: 1m42s | Loss: 0.054 | Acc: 98.324% (35617/36224) 283/391 [===============================================>.................] Step: 371ms | Tot: 1m43s | Loss: 0.054 | Acc: 98.322% (35742/36352) 284/391 [===============================================>.................] Step: 381ms | Tot: 1m43s | Loss: 0.054 | Acc: 98.320% (35867/36480) 285/391 [===============================================>.................] Step: 373ms | Tot: 1m43s | Loss: 0.054 | Acc: 98.320% (35993/36608) 286/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.054 | Acc: 98.323% (36120/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.054 | Acc: 98.318% (36244/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m45s | Loss: 0.054 | Acc: 98.321% (36371/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m45s | Loss: 0.054 | Acc: 98.324% (36498/37120) 290/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.054 | Acc: 98.325% (36624/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.054 | Acc: 98.325% (36750/37376) 292/391 [================================================>................] Step: 368ms | Tot: 1m46s | Loss: 0.054 | Acc: 98.328% (36877/37504) 293/391 [================================================>................] Step: 367ms | Tot: 1m46s | Loss: 0.054 | Acc: 98.329% (37003/37632) 294/391 [================================================>................] Step: 373ms | Tot: 1m47s | Loss: 0.054 | Acc: 98.329% (37129/37760) 295/391 [=================================================>...............] Step: 364ms | Tot: 1m47s | Loss: 0.054 | Acc: 98.332% (37256/37888) 296/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.054 | Acc: 98.330% (37381/38016) 297/391 [=================================================>...............] Step: 358ms | Tot: 1m48s | Loss: 0.054 | Acc: 98.325% (37505/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.054 | Acc: 98.323% (37630/38272) 299/391 [=================================================>...............] Step: 375ms | Tot: 1m49s | Loss: 0.054 | Acc: 98.326% (37757/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.054 | Acc: 98.323% (37882/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.054 | Acc: 98.324% (38008/38656) 302/391 [==================================================>..............] Step: 356ms | Tot: 1m50s | Loss: 0.054 | Acc: 98.319% (38132/38784) 303/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.054 | Acc: 98.322% (38259/38912) 304/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.054 | Acc: 98.320% (38384/39040) 305/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.054 | Acc: 98.323% (38511/39168) 306/391 [==================================================>..............] Step: 356ms | Tot: 1m51s | Loss: 0.054 | Acc: 98.318% (38635/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m51s | Loss: 0.054 | Acc: 98.313% (38759/39424) 308/391 [===================================================>.............] Step: 378ms | Tot: 1m52s | Loss: 0.054 | Acc: 98.314% (38885/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.054 | Acc: 98.314% (39011/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.054 | Acc: 98.314% (39137/39808) 311/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.054 | Acc: 98.320% (39265/39936) 312/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.054 | Acc: 98.315% (39389/40064) 313/391 [====================================================>............] Step: 357ms | Tot: 1m54s | Loss: 0.054 | Acc: 98.316% (39515/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.054 | Acc: 98.316% (39641/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.054 | Acc: 98.316% (39767/40448) 316/391 [====================================================>............] Step: 406ms | Tot: 1m55s | Loss: 0.054 | Acc: 98.314% (39892/40576) 317/391 [====================================================>............] Step: 387ms | Tot: 1m55s | Loss: 0.054 | Acc: 98.312% (40017/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.054 | Acc: 98.313% (40143/40832) 319/391 [=====================================================>...........] Step: 359ms | Tot: 1m56s | Loss: 0.054 | Acc: 98.311% (40268/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.054 | Acc: 98.306% (40392/41088) 321/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.054 | Acc: 98.304% (40517/41216) 322/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.054 | Acc: 98.302% (40642/41344) 323/391 [=====================================================>...........] Step: 370ms | Tot: 1m57s | Loss: 0.054 | Acc: 98.305% (40769/41472) 324/391 [=====================================================>...........] Step: 358ms | Tot: 1m58s | Loss: 0.054 | Acc: 98.303% (40894/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m58s | Loss: 0.054 | Acc: 98.306% (41021/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.054 | Acc: 98.306% (41147/41856) 327/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.054 | Acc: 98.304% (41272/41984) 328/391 [======================================================>..........] Step: 360ms | Tot: 1m59s | Loss: 0.054 | Acc: 98.300% (41396/42112) 329/391 [======================================================>..........] Step: 371ms | Tot: 2m62ms | Loss: 0.054 | Acc: 98.305% (41524/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 2m420ms | Loss: 0.054 | Acc: 98.305% (41650/42368) 331/391 [=======================================================>.........] Step: 357ms | Tot: 2m777ms | Loss: 0.054 | Acc: 98.303% (41775/42496) 332/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.054 | Acc: 98.306% (41902/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.054 | Acc: 98.297% (42024/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m1s | Loss: 0.054 | Acc: 98.298% (42150/42880) 335/391 [=======================================================>.........] Step: 376ms | Tot: 2m2s | Loss: 0.054 | Acc: 98.296% (42275/43008) 336/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.054 | Acc: 98.298% (42402/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m2s | Loss: 0.054 | Acc: 98.299% (42528/43264) 338/391 [========================================================>........] Step: 361ms | Tot: 2m3s | Loss: 0.054 | Acc: 98.302% (42655/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.054 | Acc: 98.300% (42780/43520) 340/391 [========================================================>........] Step: 361ms | Tot: 2m4s | Loss: 0.054 | Acc: 98.295% (42904/43648) 341/391 [========================================================>........] Step: 359ms | Tot: 2m4s | Loss: 0.054 | Acc: 98.289% (43027/43776) 342/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.054 | Acc: 98.289% (43153/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.054 | Acc: 98.292% (43280/44032) 344/391 [=========================================================>.......] Step: 365ms | Tot: 2m5s | Loss: 0.054 | Acc: 98.284% (43402/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.054 | Acc: 98.288% (43530/44288) 346/391 [=========================================================>.......] Step: 377ms | Tot: 2m6s | Loss: 0.054 | Acc: 98.291% (43657/44416) 347/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.054 | Acc: 98.289% (43782/44544) 348/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.054 | Acc: 98.294% (43910/44672) 349/391 [==========================================================>......] Step: 368ms | Tot: 2m7s | Loss: 0.054 | Acc: 98.288% (44033/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.054 | Acc: 98.286% (44158/44928) 351/391 [==========================================================>......] Step: 369ms | Tot: 2m8s | Loss: 0.054 | Acc: 98.291% (44286/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.054 | Acc: 98.294% (44413/45184) 353/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.054 | Acc: 98.296% (44540/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.054 | Acc: 98.301% (44668/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.054 | Acc: 98.301% (44794/45568) 356/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.054 | Acc: 98.297% (44918/45696) 357/391 [===========================================================>.....] Step: 354ms | Tot: 2m10s | Loss: 0.054 | Acc: 98.300% (45045/45824) 358/391 [===========================================================>.....] Step: 356ms | Tot: 2m10s | Loss: 0.054 | Acc: 98.303% (45172/45952) 359/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.054 | Acc: 98.307% (45300/46080) 360/391 [===========================================================>.....] Step: 356ms | Tot: 2m11s | Loss: 0.054 | Acc: 98.305% (45425/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.054 | Acc: 98.308% (45552/46336) 362/391 [============================================================>....] Step: 376ms | Tot: 2m12s | Loss: 0.054 | Acc: 98.311% (45679/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.054 | Acc: 98.311% (45805/46592) 364/391 [============================================================>....] Step: 355ms | Tot: 2m12s | Loss: 0.054 | Acc: 98.311% (45931/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.054 | Acc: 98.309% (46056/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.054 | Acc: 98.310% (46182/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m13s | Loss: 0.054 | Acc: 98.306% (46306/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.054 | Acc: 98.304% (46431/47232) 369/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.054 | Acc: 98.304% (46557/47360) 370/391 [=============================================================>...] Step: 373ms | Tot: 2m14s | Loss: 0.054 | Acc: 98.299% (46680/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.054 | Acc: 98.295% (46804/47616) 372/391 [=============================================================>...] Step: 369ms | Tot: 2m15s | Loss: 0.054 | Acc: 98.297% (46931/47744) 373/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.054 | Acc: 98.295% (47056/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m16s | Loss: 0.054 | Acc: 98.298% (47183/48000) 375/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.054 | Acc: 98.302% (47311/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m17s | Loss: 0.054 | Acc: 98.305% (47438/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.054 | Acc: 98.307% (47565/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.054 | Acc: 98.306% (47690/48512) 379/391 [===============================================================>.] Step: 358ms | Tot: 2m18s | Loss: 0.054 | Acc: 98.302% (47814/48640) 380/391 [===============================================================>.] Step: 363ms | Tot: 2m18s | Loss: 0.054 | Acc: 98.304% (47941/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.054 | Acc: 98.305% (48067/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.054 | Acc: 98.303% (48192/49024) 383/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.054 | Acc: 98.303% (48318/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m20s | Loss: 0.054 | Acc: 98.304% (48444/49280) 385/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.054 | Acc: 98.308% (48572/49408) 386/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.054 | Acc: 98.306% (48697/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.054 | Acc: 98.311% (48825/49664) 388/391 [================================================================>] Step: 372ms | Tot: 2m21s | Loss: 0.054 | Acc: 98.309% (48950/49792) 389/391 [================================================================>] Step: 385ms | Tot: 2m21s | Loss: 0.054 | Acc: 98.309% (49076/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.054 | Acc: 98.310% (49155/50000) 391/391 + [>................................................................] Step: 466ms | Tot: 2ms | Loss: 0.359 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 307ms | Tot: 309ms | Loss: 0.308 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 306ms | Tot: 616ms | Loss: 0.314 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 290ms | Tot: 907ms | Loss: 0.319 | Acc: 89.750% (359/400) 4/100 [==>..............................................................] Step: 300ms | Tot: 1s207ms | Loss: 0.315 | Acc: 89.600% (448/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s502ms | Loss: 0.289 | Acc: 90.333% (542/600) 6/100 [===>.............................................................] Step: 302ms | Tot: 1s805ms | Loss: 0.282 | Acc: 90.571% (634/700) 7/100 [====>............................................................] Step: 297ms | Tot: 2s102ms | Loss: 0.302 | Acc: 90.000% (720/800) 8/100 [=====>...........................................................] Step: 332ms | Tot: 2s435ms | Loss: 0.318 | Acc: 89.556% (806/900) 9/100 [=====>...........................................................] Step: 335ms | Tot: 2s770ms | Loss: 0.319 | Acc: 89.800% (898/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 3s68ms | Loss: 0.322 | Acc: 89.727% (987/1100) 11/100 [=======>.........................................................] Step: 301ms | Tot: 3s370ms | Loss: 0.341 | Acc: 89.667% (1076/1200) 12/100 [=======>.........................................................] Step: 297ms | Tot: 3s667ms | Loss: 0.335 | Acc: 89.846% (1168/1300) 13/100 [========>........................................................] Step: 294ms | Tot: 3s961ms | Loss: 0.329 | Acc: 90.143% (1262/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s265ms | Loss: 0.323 | Acc: 90.267% (1354/1500) 15/100 [=========>.......................................................] Step: 308ms | Tot: 4s574ms | Loss: 0.328 | Acc: 90.125% (1442/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s879ms | Loss: 0.318 | Acc: 90.412% (1537/1700) 17/100 [===========>.....................................................] Step: 305ms | Tot: 5s184ms | Loss: 0.327 | Acc: 90.056% (1621/1800) 18/100 [===========>.....................................................] Step: 304ms | Tot: 5s489ms | Loss: 0.332 | Acc: 90.053% (1711/1900) 19/100 [============>....................................................] Step: 303ms | Tot: 5s793ms | Loss: 0.337 | Acc: 89.950% (1799/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 6s95ms | Loss: 0.335 | Acc: 90.048% (1891/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s404ms | Loss: 0.334 | Acc: 90.182% (1984/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s710ms | Loss: 0.341 | Acc: 90.130% (2073/2300) 23/100 [==============>..................................................] Step: 300ms | Tot: 7s10ms | Loss: 0.343 | Acc: 90.083% (2162/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s321ms | Loss: 0.347 | Acc: 90.080% (2252/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s630ms | Loss: 0.351 | Acc: 90.000% (2340/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s934ms | Loss: 0.344 | Acc: 90.074% (2432/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s244ms | Loss: 0.345 | Acc: 90.107% (2523/2800) 28/100 [==================>..............................................] Step: 303ms | Tot: 8s547ms | Loss: 0.350 | Acc: 90.172% (2615/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s855ms | Loss: 0.346 | Acc: 90.233% (2707/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s161ms | Loss: 0.344 | Acc: 90.258% (2798/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s467ms | Loss: 0.347 | Acc: 90.281% (2889/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s774ms | Loss: 0.344 | Acc: 90.424% (2984/3300) 33/100 [=====================>...........................................] Step: 300ms | Tot: 10s74ms | Loss: 0.346 | Acc: 90.324% (3071/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s390ms | Loss: 0.351 | Acc: 90.314% (3161/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s694ms | Loss: 0.347 | Acc: 90.389% (3254/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s997ms | Loss: 0.348 | Acc: 90.351% (3343/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s304ms | Loss: 0.351 | Acc: 90.316% (3432/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s608ms | Loss: 0.350 | Acc: 90.385% (3525/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s913ms | Loss: 0.349 | Acc: 90.425% (3617/4000) 40/100 [==========================>......................................] Step: 310ms | Tot: 12s224ms | Loss: 0.354 | Acc: 90.366% (3705/4100) 41/100 [==========================>......................................] Step: 305ms | Tot: 12s530ms | Loss: 0.358 | Acc: 90.286% (3792/4200) 42/100 [===========================>.....................................] Step: 305ms | Tot: 12s835ms | Loss: 0.354 | Acc: 90.372% (3886/4300) 43/100 [===========================>.....................................] Step: 310ms | Tot: 13s145ms | Loss: 0.355 | Acc: 90.409% (3978/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s456ms | Loss: 0.353 | Acc: 90.467% (4071/4500) 45/100 [=============================>...................................] Step: 321ms | Tot: 13s777ms | Loss: 0.352 | Acc: 90.478% (4162/4600) 46/100 [=============================>...................................] Step: 304ms | Tot: 14s82ms | Loss: 0.352 | Acc: 90.447% (4251/4700) 47/100 [==============================>..................................] Step: 309ms | Tot: 14s392ms | Loss: 0.355 | Acc: 90.375% (4338/4800) 48/100 [===============================>.................................] Step: 310ms | Tot: 14s702ms | Loss: 0.352 | Acc: 90.449% (4432/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s6ms | Loss: 0.355 | Acc: 90.440% (4522/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s316ms | Loss: 0.355 | Acc: 90.431% (4612/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s626ms | Loss: 0.355 | Acc: 90.442% (4703/5200) 52/100 [=================================>...............................] Step: 300ms | Tot: 15s927ms | Loss: 0.355 | Acc: 90.415% (4792/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s241ms | Loss: 0.356 | Acc: 90.407% (4882/5400) 54/100 [===================================>.............................] Step: 305ms | Tot: 16s546ms | Loss: 0.355 | Acc: 90.400% (4972/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s852ms | Loss: 0.357 | Acc: 90.393% (5062/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s163ms | Loss: 0.356 | Acc: 90.368% (5151/5700) 57/100 [=====================================>...........................] Step: 301ms | Tot: 17s464ms | Loss: 0.353 | Acc: 90.397% (5243/5800) 58/100 [=====================================>...........................] Step: 307ms | Tot: 17s771ms | Loss: 0.354 | Acc: 90.339% (5330/5900) 59/100 [======================================>..........................] Step: 304ms | Tot: 18s75ms | Loss: 0.354 | Acc: 90.300% (5418/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s385ms | Loss: 0.353 | Acc: 90.311% (5509/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s689ms | Loss: 0.355 | Acc: 90.258% (5596/6200) 62/100 [========================================>........................] Step: 308ms | Tot: 18s998ms | Loss: 0.352 | Acc: 90.286% (5688/6300) 63/100 [========================================>........................] Step: 317ms | Tot: 19s316ms | Loss: 0.348 | Acc: 90.406% (5786/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s626ms | Loss: 0.348 | Acc: 90.385% (5875/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 19s933ms | Loss: 0.348 | Acc: 90.409% (5967/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s244ms | Loss: 0.346 | Acc: 90.478% (6062/6700) 67/100 [===========================================>.....................] Step: 309ms | Tot: 20s554ms | Loss: 0.347 | Acc: 90.441% (6150/6800) 68/100 [============================================>....................] Step: 306ms | Tot: 20s860ms | Loss: 0.345 | Acc: 90.464% (6242/6900) 69/100 [============================================>....................] Step: 314ms | Tot: 21s174ms | Loss: 0.343 | Acc: 90.486% (6334/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s478ms | Loss: 0.347 | Acc: 90.408% (6419/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 21s791ms | Loss: 0.349 | Acc: 90.389% (6508/7200) 72/100 [==============================================>..................] Step: 312ms | Tot: 22s103ms | Loss: 0.345 | Acc: 90.466% (6604/7300) 73/100 [===============================================>.................] Step: 308ms | Tot: 22s412ms | Loss: 0.347 | Acc: 90.486% (6696/7400) 74/100 [================================================>................] Step: 305ms | Tot: 22s717ms | Loss: 0.347 | Acc: 90.467% (6785/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s22ms | Loss: 0.349 | Acc: 90.408% (6871/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s333ms | Loss: 0.349 | Acc: 90.403% (6961/7700) 77/100 [==================================================>..............] Step: 311ms | Tot: 23s644ms | Loss: 0.348 | Acc: 90.397% (7051/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s953ms | Loss: 0.347 | Acc: 90.430% (7144/7900) 79/100 [===================================================>.............] Step: 317ms | Tot: 24s270ms | Loss: 0.347 | Acc: 90.425% (7234/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s581ms | Loss: 0.345 | Acc: 90.469% (7328/8100) 81/100 [====================================================>............] Step: 314ms | Tot: 24s895ms | Loss: 0.345 | Acc: 90.451% (7417/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 25s212ms | Loss: 0.344 | Acc: 90.470% (7509/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s518ms | Loss: 0.344 | Acc: 90.464% (7599/8400) 84/100 [======================================================>..........] Step: 315ms | Tot: 25s833ms | Loss: 0.344 | Acc: 90.471% (7690/8500) 85/100 [=======================================================>.........] Step: 320ms | Tot: 26s153ms | Loss: 0.345 | Acc: 90.453% (7779/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 26s468ms | Loss: 0.344 | Acc: 90.471% (7871/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s780ms | Loss: 0.344 | Acc: 90.455% (7960/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 27s90ms | Loss: 0.343 | Acc: 90.461% (8051/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s400ms | Loss: 0.343 | Acc: 90.478% (8143/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 27s714ms | Loss: 0.342 | Acc: 90.516% (8237/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 28s24ms | Loss: 0.340 | Acc: 90.565% (8332/9200) 92/100 [===========================================================>.....] Step: 312ms | Tot: 28s336ms | Loss: 0.343 | Acc: 90.527% (8419/9300) 93/100 [============================================================>....] Step: 314ms | Tot: 28s651ms | Loss: 0.343 | Acc: 90.521% (8509/9400) 94/100 [=============================================================>...] Step: 316ms | Tot: 28s968ms | Loss: 0.341 | Acc: 90.547% (8602/9500) 95/100 [=============================================================>...] Step: 321ms | Tot: 29s289ms | Loss: 0.340 | Acc: 90.542% (8692/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s598ms | Loss: 0.339 | Acc: 90.546% (8783/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s903ms | Loss: 0.338 | Acc: 90.592% (8878/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s210ms | Loss: 0.340 | Acc: 90.515% (8961/9900) 99/100 [================================================================>] Step: 305ms | Tot: 30s515ms | Loss: 0.338 | Acc: 90.580% (9058/10000) 100/100 + +Epoch: 186 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.045 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 390ms | Tot: 393ms | Loss: 0.048 | Acc: 98.828% (253/256) 2/391 [>................................................................] Step: 376ms | Tot: 770ms | Loss: 0.044 | Acc: 98.958% (380/384) 3/391 [>................................................................] Step: 374ms | Tot: 1s144ms | Loss: 0.046 | Acc: 98.633% (505/512) 4/391 [>................................................................] Step: 407ms | Tot: 1s551ms | Loss: 0.051 | Acc: 98.438% (630/640) 5/391 [>................................................................] Step: 365ms | Tot: 1s916ms | Loss: 0.055 | Acc: 98.307% (755/768) 6/391 [>................................................................] Step: 365ms | Tot: 2s281ms | Loss: 0.052 | Acc: 98.549% (883/896) 7/391 [=>...............................................................] Step: 372ms | Tot: 2s654ms | Loss: 0.052 | Acc: 98.633% (1010/1024) 8/391 [=>...............................................................] Step: 372ms | Tot: 3s26ms | Loss: 0.051 | Acc: 98.698% (1137/1152) 9/391 [=>...............................................................] Step: 372ms | Tot: 3s399ms | Loss: 0.049 | Acc: 98.828% (1265/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s766ms | Loss: 0.056 | Acc: 98.580% (1388/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s134ms | Loss: 0.054 | Acc: 98.698% (1516/1536) 12/391 [=>...............................................................] Step: 379ms | Tot: 4s513ms | Loss: 0.051 | Acc: 98.798% (1644/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s875ms | Loss: 0.052 | Acc: 98.717% (1769/1792) 14/391 [==>..............................................................] Step: 365ms | Tot: 5s240ms | Loss: 0.056 | Acc: 98.490% (1891/1920) 15/391 [==>..............................................................] Step: 363ms | Tot: 5s603ms | Loss: 0.054 | Acc: 98.584% (2019/2048) 16/391 [==>..............................................................] Step: 363ms | Tot: 5s967ms | Loss: 0.056 | Acc: 98.438% (2142/2176) 17/391 [==>..............................................................] Step: 372ms | Tot: 6s340ms | Loss: 0.057 | Acc: 98.307% (2265/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s709ms | Loss: 0.057 | Acc: 98.232% (2389/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 7s69ms | Loss: 0.056 | Acc: 98.281% (2516/2560) 20/391 [===>.............................................................] Step: 355ms | Tot: 7s425ms | Loss: 0.055 | Acc: 98.289% (2642/2688) 21/391 [===>.............................................................] Step: 358ms | Tot: 7s783ms | Loss: 0.055 | Acc: 98.224% (2766/2816) 22/391 [===>.............................................................] Step: 368ms | Tot: 8s152ms | Loss: 0.054 | Acc: 98.268% (2893/2944) 23/391 [===>.............................................................] Step: 357ms | Tot: 8s510ms | Loss: 0.054 | Acc: 98.275% (3019/3072) 24/391 [===>.............................................................] Step: 357ms | Tot: 8s867ms | Loss: 0.053 | Acc: 98.312% (3146/3200) 25/391 [====>............................................................] Step: 363ms | Tot: 9s231ms | Loss: 0.055 | Acc: 98.227% (3269/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 9s600ms | Loss: 0.054 | Acc: 98.264% (3396/3456) 27/391 [====>............................................................] Step: 358ms | Tot: 9s958ms | Loss: 0.054 | Acc: 98.242% (3521/3584) 28/391 [====>............................................................] Step: 359ms | Tot: 10s317ms | Loss: 0.055 | Acc: 98.195% (3645/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s674ms | Loss: 0.054 | Acc: 98.229% (3772/3840) 30/391 [====>............................................................] Step: 360ms | Tot: 11s34ms | Loss: 0.054 | Acc: 98.211% (3897/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s391ms | Loss: 0.055 | Acc: 98.169% (4021/4096) 32/391 [=====>...........................................................] Step: 362ms | Tot: 11s753ms | Loss: 0.055 | Acc: 98.201% (4148/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s119ms | Loss: 0.054 | Acc: 98.208% (4274/4352) 34/391 [=====>...........................................................] Step: 354ms | Tot: 12s474ms | Loss: 0.054 | Acc: 98.192% (4399/4480) 35/391 [=====>...........................................................] Step: 383ms | Tot: 12s857ms | Loss: 0.054 | Acc: 98.199% (4525/4608) 36/391 [=====>...........................................................] Step: 374ms | Tot: 13s232ms | Loss: 0.054 | Acc: 98.247% (4653/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s594ms | Loss: 0.054 | Acc: 98.232% (4778/4864) 38/391 [======>..........................................................] Step: 362ms | Tot: 13s957ms | Loss: 0.054 | Acc: 98.237% (4904/4992) 39/391 [======>..........................................................] Step: 364ms | Tot: 14s322ms | Loss: 0.054 | Acc: 98.223% (5029/5120) 40/391 [======>..........................................................] Step: 357ms | Tot: 14s679ms | Loss: 0.054 | Acc: 98.247% (5156/5248) 41/391 [======>..........................................................] Step: 359ms | Tot: 15s39ms | Loss: 0.055 | Acc: 98.196% (5279/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s402ms | Loss: 0.055 | Acc: 98.201% (5405/5504) 43/391 [=======>.........................................................] Step: 363ms | Tot: 15s765ms | Loss: 0.055 | Acc: 98.153% (5528/5632) 44/391 [=======>.........................................................] Step: 374ms | Tot: 16s140ms | Loss: 0.055 | Acc: 98.194% (5656/5760) 45/391 [=======>.........................................................] Step: 360ms | Tot: 16s500ms | Loss: 0.055 | Acc: 98.166% (5780/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s857ms | Loss: 0.056 | Acc: 98.105% (5902/6016) 47/391 [=======>.........................................................] Step: 363ms | Tot: 17s220ms | Loss: 0.055 | Acc: 98.128% (6029/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s579ms | Loss: 0.055 | Acc: 98.166% (6157/6272) 49/391 [========>........................................................] Step: 357ms | Tot: 17s936ms | Loss: 0.055 | Acc: 98.172% (6283/6400) 50/391 [========>........................................................] Step: 365ms | Tot: 18s301ms | Loss: 0.055 | Acc: 98.192% (6410/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 18s658ms | Loss: 0.055 | Acc: 98.197% (6536/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 19s21ms | Loss: 0.054 | Acc: 98.202% (6662/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s388ms | Loss: 0.054 | Acc: 98.235% (6790/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s754ms | Loss: 0.054 | Acc: 98.224% (6915/7040) 55/391 [=========>.......................................................] Step: 369ms | Tot: 20s123ms | Loss: 0.053 | Acc: 98.256% (7043/7168) 56/391 [=========>.......................................................] Step: 357ms | Tot: 20s481ms | Loss: 0.053 | Acc: 98.246% (7168/7296) 57/391 [=========>.......................................................] Step: 357ms | Tot: 20s839ms | Loss: 0.053 | Acc: 98.262% (7295/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s202ms | Loss: 0.053 | Acc: 98.252% (7420/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s564ms | Loss: 0.054 | Acc: 98.229% (7544/7680) 60/391 [=========>.......................................................] Step: 357ms | Tot: 21s922ms | Loss: 0.054 | Acc: 98.245% (7671/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s287ms | Loss: 0.054 | Acc: 98.248% (7797/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 22s655ms | Loss: 0.053 | Acc: 98.264% (7924/8064) 63/391 [==========>......................................................] Step: 367ms | Tot: 23s22ms | Loss: 0.053 | Acc: 98.291% (8052/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s385ms | Loss: 0.053 | Acc: 98.305% (8179/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s749ms | Loss: 0.052 | Acc: 98.307% (8305/8448) 66/391 [==========>......................................................] Step: 365ms | Tot: 24s114ms | Loss: 0.052 | Acc: 98.298% (8430/8576) 67/391 [===========>.....................................................] Step: 362ms | Tot: 24s477ms | Loss: 0.052 | Acc: 98.288% (8555/8704) 68/391 [===========>.....................................................] Step: 366ms | Tot: 24s843ms | Loss: 0.052 | Acc: 98.290% (8681/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s210ms | Loss: 0.052 | Acc: 98.304% (8808/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s575ms | Loss: 0.052 | Acc: 98.305% (8934/9088) 71/391 [===========>.....................................................] Step: 374ms | Tot: 25s950ms | Loss: 0.052 | Acc: 98.318% (9061/9216) 72/391 [===========>.....................................................] Step: 368ms | Tot: 26s318ms | Loss: 0.052 | Acc: 98.330% (9188/9344) 73/391 [============>....................................................] Step: 364ms | Tot: 26s682ms | Loss: 0.052 | Acc: 98.321% (9313/9472) 74/391 [============>....................................................] Step: 374ms | Tot: 27s57ms | Loss: 0.052 | Acc: 98.323% (9439/9600) 75/391 [============>....................................................] Step: 365ms | Tot: 27s422ms | Loss: 0.052 | Acc: 98.314% (9564/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s781ms | Loss: 0.052 | Acc: 98.326% (9691/9856) 77/391 [============>....................................................] Step: 370ms | Tot: 28s152ms | Loss: 0.052 | Acc: 98.317% (9816/9984) 78/391 [============>....................................................] Step: 361ms | Tot: 28s513ms | Loss: 0.052 | Acc: 98.319% (9942/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s878ms | Loss: 0.052 | Acc: 98.320% (10068/10240) 80/391 [=============>...................................................] Step: 373ms | Tot: 29s252ms | Loss: 0.052 | Acc: 98.341% (10196/10368) 81/391 [=============>...................................................] Step: 363ms | Tot: 29s615ms | Loss: 0.052 | Acc: 98.342% (10322/10496) 82/391 [=============>...................................................] Step: 359ms | Tot: 29s975ms | Loss: 0.052 | Acc: 98.353% (10449/10624) 83/391 [=============>...................................................] Step: 362ms | Tot: 30s337ms | Loss: 0.052 | Acc: 98.344% (10574/10752) 84/391 [=============>...................................................] Step: 366ms | Tot: 30s703ms | Loss: 0.052 | Acc: 98.336% (10699/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s67ms | Loss: 0.052 | Acc: 98.338% (10825/11008) 86/391 [==============>..................................................] Step: 396ms | Tot: 31s463ms | Loss: 0.052 | Acc: 98.357% (10953/11136) 87/391 [==============>..................................................] Step: 392ms | Tot: 31s855ms | Loss: 0.051 | Acc: 98.366% (11080/11264) 88/391 [==============>..................................................] Step: 368ms | Tot: 32s223ms | Loss: 0.051 | Acc: 98.367% (11206/11392) 89/391 [==============>..................................................] Step: 365ms | Tot: 32s589ms | Loss: 0.051 | Acc: 98.368% (11332/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s952ms | Loss: 0.051 | Acc: 98.386% (11460/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s315ms | Loss: 0.051 | Acc: 98.387% (11586/11776) 92/391 [===============>.................................................] Step: 361ms | Tot: 33s677ms | Loss: 0.051 | Acc: 98.404% (11714/11904) 93/391 [===============>.................................................] Step: 370ms | Tot: 34s47ms | Loss: 0.051 | Acc: 98.413% (11841/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s410ms | Loss: 0.050 | Acc: 98.421% (11968/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 34s778ms | Loss: 0.050 | Acc: 98.438% (12096/12288) 96/391 [===============>.................................................] Step: 368ms | Tot: 35s147ms | Loss: 0.050 | Acc: 98.438% (12222/12416) 97/391 [================>................................................] Step: 360ms | Tot: 35s507ms | Loss: 0.050 | Acc: 98.430% (12347/12544) 98/391 [================>................................................] Step: 369ms | Tot: 35s877ms | Loss: 0.050 | Acc: 98.438% (12474/12672) 99/391 [================>................................................] Step: 373ms | Tot: 36s251ms | Loss: 0.051 | Acc: 98.414% (12597/12800) 100/391 [================>................................................] Step: 364ms | Tot: 36s615ms | Loss: 0.050 | Acc: 98.430% (12725/12928) 101/391 [================>................................................] Step: 360ms | Tot: 36s976ms | Loss: 0.050 | Acc: 98.430% (12851/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s337ms | Loss: 0.050 | Acc: 98.430% (12977/13184) 103/391 [=================>...............................................] Step: 367ms | Tot: 37s705ms | Loss: 0.050 | Acc: 98.445% (13105/13312) 104/391 [=================>...............................................] Step: 365ms | Tot: 38s70ms | Loss: 0.050 | Acc: 98.452% (13232/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s434ms | Loss: 0.050 | Acc: 98.445% (13357/13568) 106/391 [=================>...............................................] Step: 364ms | Tot: 38s799ms | Loss: 0.050 | Acc: 98.459% (13485/13696) 107/391 [=================>...............................................] Step: 379ms | Tot: 39s178ms | Loss: 0.050 | Acc: 98.474% (13613/13824) 108/391 [=================>...............................................] Step: 363ms | Tot: 39s541ms | Loss: 0.050 | Acc: 98.466% (13738/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 39s901ms | Loss: 0.050 | Acc: 98.459% (13863/14080) 110/391 [==================>..............................................] Step: 370ms | Tot: 40s271ms | Loss: 0.050 | Acc: 98.466% (13990/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s635ms | Loss: 0.049 | Acc: 98.472% (14117/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 41s1ms | Loss: 0.050 | Acc: 98.451% (14240/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s367ms | Loss: 0.050 | Acc: 98.431% (14363/14592) 114/391 [==================>..............................................] Step: 365ms | Tot: 41s732ms | Loss: 0.050 | Acc: 98.431% (14489/14720) 115/391 [===================>.............................................] Step: 374ms | Tot: 42s106ms | Loss: 0.050 | Acc: 98.431% (14615/14848) 116/391 [===================>.............................................] Step: 372ms | Tot: 42s479ms | Loss: 0.050 | Acc: 98.431% (14741/14976) 117/391 [===================>.............................................] Step: 362ms | Tot: 42s841ms | Loss: 0.050 | Acc: 98.444% (14869/15104) 118/391 [===================>.............................................] Step: 382ms | Tot: 43s224ms | Loss: 0.050 | Acc: 98.438% (14994/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s587ms | Loss: 0.049 | Acc: 98.451% (15122/15360) 120/391 [===================>.............................................] Step: 362ms | Tot: 43s949ms | Loss: 0.049 | Acc: 98.463% (15250/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s316ms | Loss: 0.049 | Acc: 98.463% (15376/15616) 122/391 [====================>............................................] Step: 363ms | Tot: 44s679ms | Loss: 0.050 | Acc: 98.450% (15500/15744) 123/391 [====================>............................................] Step: 366ms | Tot: 45s46ms | Loss: 0.050 | Acc: 98.444% (15625/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s406ms | Loss: 0.050 | Acc: 98.444% (15751/16000) 125/391 [====================>............................................] Step: 374ms | Tot: 45s781ms | Loss: 0.050 | Acc: 98.444% (15877/16128) 126/391 [====================>............................................] Step: 370ms | Tot: 46s152ms | Loss: 0.049 | Acc: 98.444% (16003/16256) 127/391 [=====================>...........................................] Step: 359ms | Tot: 46s511ms | Loss: 0.049 | Acc: 98.450% (16130/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s872ms | Loss: 0.049 | Acc: 98.444% (16255/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 47s236ms | Loss: 0.050 | Acc: 98.431% (16379/16640) 130/391 [=====================>...........................................] Step: 362ms | Tot: 47s599ms | Loss: 0.050 | Acc: 98.432% (16505/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s958ms | Loss: 0.050 | Acc: 98.438% (16632/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s321ms | Loss: 0.049 | Acc: 98.443% (16759/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s684ms | Loss: 0.050 | Acc: 98.432% (16883/17152) 134/391 [======================>..........................................] Step: 370ms | Tot: 49s54ms | Loss: 0.050 | Acc: 98.426% (17008/17280) 135/391 [======================>..........................................] Step: 362ms | Tot: 49s417ms | Loss: 0.050 | Acc: 98.438% (17136/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s783ms | Loss: 0.050 | Acc: 98.443% (17263/17536) 137/391 [======================>..........................................] Step: 365ms | Tot: 50s148ms | Loss: 0.050 | Acc: 98.443% (17389/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s509ms | Loss: 0.050 | Acc: 98.426% (17512/17792) 139/391 [=======================>.........................................] Step: 422ms | Tot: 50s932ms | Loss: 0.050 | Acc: 98.438% (17640/17920) 140/391 [=======================>.........................................] Step: 365ms | Tot: 51s297ms | Loss: 0.050 | Acc: 98.443% (17767/18048) 141/391 [=======================>.........................................] Step: 364ms | Tot: 51s662ms | Loss: 0.050 | Acc: 98.443% (17893/18176) 142/391 [=======================>.........................................] Step: 370ms | Tot: 52s32ms | Loss: 0.050 | Acc: 98.438% (18018/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 52s403ms | Loss: 0.050 | Acc: 98.443% (18145/18432) 144/391 [=======================>.........................................] Step: 361ms | Tot: 52s765ms | Loss: 0.050 | Acc: 98.443% (18271/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s130ms | Loss: 0.050 | Acc: 98.443% (18397/18688) 146/391 [========================>........................................] Step: 356ms | Tot: 53s487ms | Loss: 0.050 | Acc: 98.443% (18523/18816) 147/391 [========================>........................................] Step: 362ms | Tot: 53s849ms | Loss: 0.050 | Acc: 98.432% (18647/18944) 148/391 [========================>........................................] Step: 369ms | Tot: 54s219ms | Loss: 0.050 | Acc: 98.422% (18771/19072) 149/391 [========================>........................................] Step: 359ms | Tot: 54s578ms | Loss: 0.050 | Acc: 98.417% (18896/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s939ms | Loss: 0.050 | Acc: 98.412% (19021/19328) 151/391 [=========================>.......................................] Step: 360ms | Tot: 55s299ms | Loss: 0.050 | Acc: 98.417% (19148/19456) 152/391 [=========================>.......................................] Step: 367ms | Tot: 55s667ms | Loss: 0.050 | Acc: 98.422% (19275/19584) 153/391 [=========================>.......................................] Step: 363ms | Tot: 56s31ms | Loss: 0.050 | Acc: 98.422% (19401/19712) 154/391 [=========================>.......................................] Step: 362ms | Tot: 56s393ms | Loss: 0.050 | Acc: 98.417% (19526/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s758ms | Loss: 0.050 | Acc: 98.417% (19652/19968) 156/391 [=========================>.......................................] Step: 371ms | Tot: 57s130ms | Loss: 0.050 | Acc: 98.413% (19777/20096) 157/391 [==========================>......................................] Step: 363ms | Tot: 57s493ms | Loss: 0.051 | Acc: 98.398% (19900/20224) 158/391 [==========================>......................................] Step: 368ms | Tot: 57s862ms | Loss: 0.051 | Acc: 98.398% (20026/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 58s224ms | Loss: 0.051 | Acc: 98.398% (20152/20480) 160/391 [==========================>......................................] Step: 375ms | Tot: 58s600ms | Loss: 0.051 | Acc: 98.384% (20275/20608) 161/391 [==========================>......................................] Step: 379ms | Tot: 58s979ms | Loss: 0.051 | Acc: 98.389% (20402/20736) 162/391 [==========================>......................................] Step: 379ms | Tot: 59s358ms | Loss: 0.051 | Acc: 98.399% (20530/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s724ms | Loss: 0.051 | Acc: 98.399% (20656/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 1m88ms | Loss: 0.051 | Acc: 98.385% (20779/21120) 165/391 [===========================>.....................................] Step: 355ms | Tot: 1m443ms | Loss: 0.051 | Acc: 98.395% (20907/21248) 166/391 [===========================>.....................................] Step: 364ms | Tot: 1m808ms | Loss: 0.050 | Acc: 98.405% (21035/21376) 167/391 [===========================>.....................................] Step: 381ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.405% (21161/21504) 168/391 [===========================>.....................................] Step: 407ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.401% (21286/21632) 169/391 [============================>....................................] Step: 375ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.396% (21411/21760) 170/391 [============================>....................................] Step: 377ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.387% (21535/21888) 171/391 [============================>....................................] Step: 373ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.392% (21662/22016) 172/391 [============================>....................................] Step: 376ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.388% (21787/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.051 | Acc: 98.393% (21914/22272) 174/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.402% (22042/22400) 175/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.406% (22169/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.402% (22294/22656) 177/391 [=============================>...................................] Step: 376ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.407% (22421/22784) 178/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.407% (22547/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.411% (22674/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.420% (22802/23168) 181/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.429% (22930/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.425% (23055/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.429% (23182/23552) 184/391 [==============================>..................................] Step: 351ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.429% (23308/23680) 185/391 [==============================>..................................] Step: 352ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.429% (23434/23808) 186/391 [==============================>..................................] Step: 367ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.425% (23559/23936) 187/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.433% (23687/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.438% (23814/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.433% (23939/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.433% (24065/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.442% (24193/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.438% (24318/24704) 193/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.446% (24446/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.442% (24571/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.426% (24693/25088) 196/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.434% (24821/25216) 197/391 [================================>................................] Step: 379ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.430% (24946/25344) 198/391 [================================>................................] Step: 353ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.422% (25070/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.430% (25198/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.438% (25326/25728) 201/391 [=================================>...............................] Step: 388ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.430% (25450/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.051 | Acc: 98.422% (25574/25984) 203/391 [=================================>...............................] Step: 360ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.422% (25700/26112) 204/391 [=================================>...............................] Step: 358ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.430% (25828/26240) 205/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.051 | Acc: 98.430% (25954/26368) 206/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.051 | Acc: 98.419% (26077/26496) 207/391 [==================================>..............................] Step: 364ms | Tot: 1m15s | Loss: 0.051 | Acc: 98.426% (26205/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.051 | Acc: 98.423% (26330/26752) 209/391 [==================================>..............................] Step: 356ms | Tot: 1m16s | Loss: 0.051 | Acc: 98.423% (26456/26880) 210/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.051 | Acc: 98.415% (26580/27008) 211/391 [===================================>.............................] Step: 370ms | Tot: 1m17s | Loss: 0.051 | Acc: 98.404% (26703/27136) 212/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.051 | Acc: 98.401% (26828/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.051 | Acc: 98.405% (26955/27392) 214/391 [===================================>.............................] Step: 358ms | Tot: 1m18s | Loss: 0.051 | Acc: 98.405% (27081/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.051 | Acc: 98.405% (27207/27648) 216/391 [===================================>.............................] Step: 374ms | Tot: 1m19s | Loss: 0.051 | Acc: 98.401% (27332/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m19s | Loss: 0.051 | Acc: 98.391% (27455/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.051 | Acc: 98.388% (27580/28032) 219/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.051 | Acc: 98.388% (27706/28160) 220/391 [====================================>............................] Step: 356ms | Tot: 1m20s | Loss: 0.051 | Acc: 98.377% (27829/28288) 221/391 [====================================>............................] Step: 353ms | Tot: 1m20s | Loss: 0.051 | Acc: 98.385% (27957/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.051 | Acc: 98.392% (28085/28544) 223/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.051 | Acc: 98.396% (28212/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.051 | Acc: 98.378% (28333/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.051 | Acc: 98.368% (28456/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.051 | Acc: 98.369% (28582/29056) 227/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.051 | Acc: 98.376% (28710/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m23s | Loss: 0.051 | Acc: 98.383% (28838/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m23s | Loss: 0.051 | Acc: 98.380% (28963/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.051 | Acc: 98.377% (29088/29568) 231/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.051 | Acc: 98.374% (29213/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.051 | Acc: 98.374% (29339/29824) 233/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.051 | Acc: 98.374% (29465/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m25s | Loss: 0.051 | Acc: 98.374% (29591/30080) 235/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.051 | Acc: 98.381% (29719/30208) 236/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.052 | Acc: 98.368% (29841/30336) 237/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.052 | Acc: 98.369% (29967/30464) 238/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.052 | Acc: 98.366% (30092/30592) 239/391 [=======================================>.........................] Step: 353ms | Tot: 1m27s | Loss: 0.052 | Acc: 98.363% (30217/30720) 240/391 [=======================================>.........................] Step: 355ms | Tot: 1m27s | Loss: 0.052 | Acc: 98.369% (30345/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.052 | Acc: 98.376% (30473/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.052 | Acc: 98.383% (30601/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.052 | Acc: 98.380% (30726/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.052 | Acc: 98.374% (30850/31360) 245/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.052 | Acc: 98.380% (30978/31488) 246/391 [========================================>........................] Step: 362ms | Tot: 1m29s | Loss: 0.052 | Acc: 98.374% (31102/31616) 247/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.052 | Acc: 98.371% (31227/31744) 248/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.052 | Acc: 98.375% (31354/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.052 | Acc: 98.378% (31481/32000) 250/391 [=========================================>.......................] Step: 400ms | Tot: 1m31s | Loss: 0.052 | Acc: 98.381% (31608/32128) 251/391 [=========================================>.......................] Step: 392ms | Tot: 1m31s | Loss: 0.052 | Acc: 98.382% (31734/32256) 252/391 [=========================================>.......................] Step: 372ms | Tot: 1m32s | Loss: 0.052 | Acc: 98.385% (31861/32384) 253/391 [==========================================>......................] Step: 355ms | Tot: 1m32s | Loss: 0.052 | Acc: 98.385% (31987/32512) 254/391 [==========================================>......................] Step: 356ms | Tot: 1m32s | Loss: 0.052 | Acc: 98.385% (32113/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.386% (32239/32768) 256/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.392% (32367/32896) 257/391 [==========================================>......................] Step: 362ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.389% (32492/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.395% (32620/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.398% (32747/33280) 260/391 [===========================================>.....................] Step: 374ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.393% (32871/33408) 261/391 [===========================================>.....................] Step: 353ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.396% (32998/33536) 262/391 [===========================================>.....................] Step: 355ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.393% (33123/33664) 263/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.396% (33250/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.402% (33378/33920) 265/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.391% (33500/34048) 266/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.394% (33627/34176) 267/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.400% (33755/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.051 | Acc: 98.400% (33881/34432) 269/391 [============================================>....................] Step: 372ms | Tot: 1m38s | Loss: 0.051 | Acc: 98.397% (34006/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.052 | Acc: 98.391% (34130/34688) 271/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.052 | Acc: 98.389% (34255/34816) 272/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.052 | Acc: 98.383% (34379/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m39s | Loss: 0.052 | Acc: 98.389% (34507/35072) 274/391 [=============================================>...................] Step: 362ms | Tot: 1m40s | Loss: 0.052 | Acc: 98.386% (34632/35200) 275/391 [=============================================>...................] Step: 354ms | Tot: 1m40s | Loss: 0.052 | Acc: 98.387% (34758/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m40s | Loss: 0.052 | Acc: 98.387% (34884/35456) 277/391 [==============================================>..................] Step: 361ms | Tot: 1m41s | Loss: 0.052 | Acc: 98.381% (35008/35584) 278/391 [==============================================>..................] Step: 365ms | Tot: 1m41s | Loss: 0.052 | Acc: 98.381% (35134/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.052 | Acc: 98.384% (35261/35840) 280/391 [==============================================>..................] Step: 360ms | Tot: 1m42s | Loss: 0.052 | Acc: 98.385% (35387/35968) 281/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.052 | Acc: 98.379% (35511/36096) 282/391 [==============================================>..................] Step: 359ms | Tot: 1m43s | Loss: 0.052 | Acc: 98.382% (35638/36224) 283/391 [===============================================>.................] Step: 366ms | Tot: 1m43s | Loss: 0.052 | Acc: 98.385% (35765/36352) 284/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.052 | Acc: 98.385% (35891/36480) 285/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.052 | Acc: 98.391% (36019/36608) 286/391 [===============================================>.................] Step: 356ms | Tot: 1m44s | Loss: 0.052 | Acc: 98.380% (36141/36736) 287/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.052 | Acc: 98.383% (36268/36864) 288/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.052 | Acc: 98.381% (36393/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m45s | Loss: 0.052 | Acc: 98.376% (36517/37120) 290/391 [================================================>................] Step: 354ms | Tot: 1m45s | Loss: 0.052 | Acc: 98.370% (36641/37248) 291/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.052 | Acc: 98.373% (36768/37376) 292/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.052 | Acc: 98.371% (36893/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.052 | Acc: 98.371% (37019/37632) 294/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.052 | Acc: 98.374% (37146/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m47s | Loss: 0.052 | Acc: 98.374% (37272/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.052 | Acc: 98.377% (37399/38016) 297/391 [=================================================>...............] Step: 370ms | Tot: 1m48s | Loss: 0.052 | Acc: 98.375% (37524/38144) 298/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.052 | Acc: 98.380% (37652/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.052 | Acc: 98.378% (37777/38400) 300/391 [=================================================>...............] Step: 355ms | Tot: 1m49s | Loss: 0.052 | Acc: 98.380% (37904/38528) 301/391 [==================================================>..............] Step: 357ms | Tot: 1m49s | Loss: 0.052 | Acc: 98.381% (38030/38656) 302/391 [==================================================>..............] Step: 363ms | Tot: 1m50s | Loss: 0.052 | Acc: 98.381% (38156/38784) 303/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.052 | Acc: 98.378% (38281/38912) 304/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.052 | Acc: 98.384% (38409/39040) 305/391 [==================================================>..............] Step: 368ms | Tot: 1m51s | Loss: 0.052 | Acc: 98.386% (38536/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.052 | Acc: 98.382% (38660/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.052 | Acc: 98.379% (38785/39424) 308/391 [===================================================>.............] Step: 365ms | Tot: 1m52s | Loss: 0.052 | Acc: 98.379% (38911/39552) 309/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.052 | Acc: 98.377% (39036/39680) 310/391 [===================================================>.............] Step: 370ms | Tot: 1m53s | Loss: 0.052 | Acc: 98.370% (39159/39808) 311/391 [===================================================>.............] Step: 355ms | Tot: 1m53s | Loss: 0.052 | Acc: 98.375% (39287/39936) 312/391 [===================================================>.............] Step: 353ms | Tot: 1m53s | Loss: 0.052 | Acc: 98.375% (39413/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.052 | Acc: 98.375% (39539/40192) 314/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.052 | Acc: 98.371% (39663/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.052 | Acc: 98.373% (39790/40448) 316/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.052 | Acc: 98.368% (39914/40576) 317/391 [====================================================>............] Step: 356ms | Tot: 1m55s | Loss: 0.052 | Acc: 98.361% (40037/40704) 318/391 [====================================================>............] Step: 363ms | Tot: 1m56s | Loss: 0.052 | Acc: 98.362% (40163/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.052 | Acc: 98.359% (40288/40960) 320/391 [=====================================================>...........] Step: 356ms | Tot: 1m56s | Loss: 0.052 | Acc: 98.360% (40414/41088) 321/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.052 | Acc: 98.357% (40539/41216) 322/391 [=====================================================>...........] Step: 356ms | Tot: 1m57s | Loss: 0.052 | Acc: 98.363% (40667/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.052 | Acc: 98.365% (40794/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.052 | Acc: 98.361% (40918/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.052 | Acc: 98.363% (41045/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.052 | Acc: 98.363% (41171/41856) 327/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.052 | Acc: 98.361% (41296/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.052 | Acc: 98.364% (41423/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m95ms | Loss: 0.052 | Acc: 98.364% (41549/42240) 330/391 [======================================================>..........] Step: 351ms | Tot: 2m446ms | Loss: 0.052 | Acc: 98.367% (41676/42368) 331/391 [=======================================================>.........] Step: 362ms | Tot: 2m809ms | Loss: 0.052 | Acc: 98.365% (41801/42496) 332/391 [=======================================================>.........] Step: 374ms | Tot: 2m1s | Loss: 0.052 | Acc: 98.369% (41929/42624) 333/391 [=======================================================>.........] Step: 394ms | Tot: 2m1s | Loss: 0.052 | Acc: 98.372% (42056/42752) 334/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.052 | Acc: 98.372% (42182/42880) 335/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.052 | Acc: 98.372% (42308/43008) 336/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.052 | Acc: 98.375% (42435/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.052 | Acc: 98.380% (42563/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m3s | Loss: 0.052 | Acc: 98.382% (42690/43392) 339/391 [========================================================>........] Step: 355ms | Tot: 2m3s | Loss: 0.052 | Acc: 98.385% (42817/43520) 340/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.052 | Acc: 98.385% (42943/43648) 341/391 [========================================================>........] Step: 374ms | Tot: 2m4s | Loss: 0.052 | Acc: 98.387% (43070/43776) 342/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.052 | Acc: 98.387% (43196/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.052 | Acc: 98.390% (43323/44032) 344/391 [=========================================================>.......] Step: 353ms | Tot: 2m5s | Loss: 0.052 | Acc: 98.392% (43450/44160) 345/391 [=========================================================>.......] Step: 357ms | Tot: 2m5s | Loss: 0.052 | Acc: 98.390% (43575/44288) 346/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.052 | Acc: 98.395% (43703/44416) 347/391 [=========================================================>.......] Step: 353ms | Tot: 2m6s | Loss: 0.052 | Acc: 98.395% (43829/44544) 348/391 [=========================================================>.......] Step: 355ms | Tot: 2m6s | Loss: 0.052 | Acc: 98.393% (43954/44672) 349/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.052 | Acc: 98.391% (44079/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.052 | Acc: 98.391% (44205/44928) 351/391 [==========================================================>......] Step: 357ms | Tot: 2m8s | Loss: 0.052 | Acc: 98.389% (44330/45056) 352/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.052 | Acc: 98.389% (44456/45184) 353/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.052 | Acc: 98.389% (44582/45312) 354/391 [==========================================================>......] Step: 359ms | Tot: 2m9s | Loss: 0.052 | Acc: 98.387% (44707/45440) 355/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.052 | Acc: 98.389% (44834/45568) 356/391 [===========================================================>.....] Step: 353ms | Tot: 2m9s | Loss: 0.052 | Acc: 98.389% (44960/45696) 357/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.052 | Acc: 98.389% (45086/45824) 358/391 [===========================================================>.....] Step: 360ms | Tot: 2m10s | Loss: 0.052 | Acc: 98.387% (45211/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.052 | Acc: 98.385% (45336/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.052 | Acc: 98.390% (45464/46208) 361/391 [============================================================>....] Step: 356ms | Tot: 2m11s | Loss: 0.051 | Acc: 98.392% (45591/46336) 362/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.052 | Acc: 98.390% (45716/46464) 363/391 [============================================================>....] Step: 352ms | Tot: 2m12s | Loss: 0.052 | Acc: 98.390% (45842/46592) 364/391 [============================================================>....] Step: 356ms | Tot: 2m12s | Loss: 0.052 | Acc: 98.390% (45968/46720) 365/391 [============================================================>....] Step: 363ms | Tot: 2m13s | Loss: 0.052 | Acc: 98.386% (46092/46848) 366/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.052 | Acc: 98.391% (46220/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m13s | Loss: 0.052 | Acc: 98.389% (46345/47104) 368/391 [=============================================================>...] Step: 377ms | Tot: 2m14s | Loss: 0.052 | Acc: 98.391% (46472/47232) 369/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.052 | Acc: 98.389% (46597/47360) 370/391 [=============================================================>...] Step: 354ms | Tot: 2m14s | Loss: 0.052 | Acc: 98.385% (46721/47488) 371/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.052 | Acc: 98.387% (46848/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.052 | Acc: 98.389% (46975/47744) 373/391 [==============================================================>..] Step: 357ms | Tot: 2m15s | Loss: 0.052 | Acc: 98.385% (47099/47872) 374/391 [==============================================================>..] Step: 359ms | Tot: 2m16s | Loss: 0.052 | Acc: 98.390% (47227/48000) 375/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.052 | Acc: 98.392% (47354/48128) 376/391 [==============================================================>..] Step: 358ms | Tot: 2m17s | Loss: 0.052 | Acc: 98.390% (47479/48256) 377/391 [==============================================================>..] Step: 364ms | Tot: 2m17s | Loss: 0.052 | Acc: 98.388% (47604/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.052 | Acc: 98.392% (47732/48512) 379/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.052 | Acc: 98.396% (47860/48640) 380/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.052 | Acc: 98.390% (47983/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.052 | Acc: 98.386% (48107/48896) 382/391 [===============================================================>.] Step: 364ms | Tot: 2m19s | Loss: 0.052 | Acc: 98.376% (48228/49024) 383/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.052 | Acc: 98.378% (48355/49152) 384/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.052 | Acc: 98.383% (48483/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.052 | Acc: 98.385% (48610/49408) 386/391 [================================================================>] Step: 368ms | Tot: 2m20s | Loss: 0.052 | Acc: 98.389% (48738/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.052 | Acc: 98.381% (48860/49664) 388/391 [================================================================>] Step: 353ms | Tot: 2m21s | Loss: 0.052 | Acc: 98.381% (48986/49792) 389/391 [================================================================>] Step: 350ms | Tot: 2m21s | Loss: 0.052 | Acc: 98.383% (49113/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m22s | Loss: 0.052 | Acc: 98.382% (49191/50000) 391/391 + [>................................................................] Step: 534ms | Tot: 2ms | Loss: 0.375 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 292ms | Tot: 295ms | Loss: 0.307 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 306ms | Tot: 601ms | Loss: 0.311 | Acc: 91.000% (273/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 896ms | Loss: 0.319 | Acc: 91.000% (364/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s192ms | Loss: 0.321 | Acc: 90.800% (454/500) 5/100 [===>.............................................................] Step: 311ms | Tot: 1s503ms | Loss: 0.293 | Acc: 91.500% (549/600) 6/100 [===>.............................................................] Step: 292ms | Tot: 1s796ms | Loss: 0.291 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s95ms | Loss: 0.310 | Acc: 90.500% (724/800) 8/100 [=====>...........................................................] Step: 302ms | Tot: 2s397ms | Loss: 0.325 | Acc: 90.222% (812/900) 9/100 [=====>...........................................................] Step: 296ms | Tot: 2s694ms | Loss: 0.326 | Acc: 90.300% (903/1000) 10/100 [======>..........................................................] Step: 298ms | Tot: 2s992ms | Loss: 0.331 | Acc: 90.091% (991/1100) 11/100 [=======>.........................................................] Step: 300ms | Tot: 3s293ms | Loss: 0.349 | Acc: 89.917% (1079/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s597ms | Loss: 0.343 | Acc: 90.077% (1171/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s903ms | Loss: 0.340 | Acc: 90.429% (1266/1400) 14/100 [=========>.......................................................] Step: 296ms | Tot: 4s200ms | Loss: 0.336 | Acc: 90.600% (1359/1500) 15/100 [=========>.......................................................] Step: 311ms | Tot: 4s512ms | Loss: 0.342 | Acc: 90.438% (1447/1600) 16/100 [==========>......................................................] Step: 306ms | Tot: 4s818ms | Loss: 0.330 | Acc: 90.706% (1542/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s122ms | Loss: 0.336 | Acc: 90.444% (1628/1800) 18/100 [===========>.....................................................] Step: 306ms | Tot: 5s428ms | Loss: 0.341 | Acc: 90.526% (1720/1900) 19/100 [============>....................................................] Step: 298ms | Tot: 5s727ms | Loss: 0.344 | Acc: 90.500% (1810/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s28ms | Loss: 0.344 | Acc: 90.524% (1901/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s332ms | Loss: 0.340 | Acc: 90.682% (1995/2200) 22/100 [==============>..................................................] Step: 309ms | Tot: 6s642ms | Loss: 0.346 | Acc: 90.609% (2084/2300) 23/100 [==============>..................................................] Step: 299ms | Tot: 6s941ms | Loss: 0.346 | Acc: 90.583% (2174/2400) 24/100 [===============>.................................................] Step: 304ms | Tot: 7s245ms | Loss: 0.349 | Acc: 90.680% (2267/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s554ms | Loss: 0.351 | Acc: 90.654% (2357/2600) 26/100 [================>................................................] Step: 300ms | Tot: 7s855ms | Loss: 0.345 | Acc: 90.704% (2449/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s160ms | Loss: 0.346 | Acc: 90.714% (2540/2800) 28/100 [==================>..............................................] Step: 306ms | Tot: 8s467ms | Loss: 0.351 | Acc: 90.690% (2630/2900) 29/100 [==================>..............................................] Step: 354ms | Tot: 8s821ms | Loss: 0.346 | Acc: 90.800% (2724/3000) 30/100 [===================>.............................................] Step: 337ms | Tot: 9s158ms | Loss: 0.343 | Acc: 90.806% (2815/3100) 31/100 [====================>............................................] Step: 308ms | Tot: 9s467ms | Loss: 0.345 | Acc: 90.844% (2907/3200) 32/100 [====================>............................................] Step: 293ms | Tot: 9s761ms | Loss: 0.342 | Acc: 91.000% (3003/3300) 33/100 [=====================>...........................................] Step: 297ms | Tot: 10s58ms | Loss: 0.345 | Acc: 90.882% (3090/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s361ms | Loss: 0.351 | Acc: 90.800% (3178/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s666ms | Loss: 0.347 | Acc: 90.833% (3270/3600) 36/100 [=======================>.........................................] Step: 302ms | Tot: 10s968ms | Loss: 0.349 | Acc: 90.757% (3358/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s279ms | Loss: 0.350 | Acc: 90.684% (3446/3800) 38/100 [========================>........................................] Step: 345ms | Tot: 11s625ms | Loss: 0.350 | Acc: 90.744% (3539/3900) 39/100 [=========================>.......................................] Step: 346ms | Tot: 11s971ms | Loss: 0.350 | Acc: 90.775% (3631/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s278ms | Loss: 0.355 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 311ms | Tot: 12s590ms | Loss: 0.359 | Acc: 90.643% (3807/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s900ms | Loss: 0.355 | Acc: 90.744% (3902/4300) 43/100 [===========================>.....................................] Step: 301ms | Tot: 13s202ms | Loss: 0.355 | Acc: 90.727% (3992/4400) 44/100 [============================>....................................] Step: 313ms | Tot: 13s515ms | Loss: 0.353 | Acc: 90.800% (4086/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s824ms | Loss: 0.352 | Acc: 90.739% (4174/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s136ms | Loss: 0.352 | Acc: 90.702% (4263/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s446ms | Loss: 0.355 | Acc: 90.646% (4351/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s749ms | Loss: 0.352 | Acc: 90.714% (4445/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 15s51ms | Loss: 0.354 | Acc: 90.720% (4536/5000) 50/100 [================================>................................] Step: 308ms | Tot: 15s360ms | Loss: 0.355 | Acc: 90.706% (4626/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s666ms | Loss: 0.356 | Acc: 90.712% (4717/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s972ms | Loss: 0.355 | Acc: 90.717% (4808/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s278ms | Loss: 0.356 | Acc: 90.685% (4897/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s586ms | Loss: 0.355 | Acc: 90.673% (4987/5500) 55/100 [===================================>.............................] Step: 305ms | Tot: 16s892ms | Loss: 0.357 | Acc: 90.661% (5077/5600) 56/100 [====================================>............................] Step: 300ms | Tot: 17s193ms | Loss: 0.356 | Acc: 90.667% (5168/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s502ms | Loss: 0.353 | Acc: 90.724% (5262/5800) 58/100 [=====================================>...........................] Step: 302ms | Tot: 17s804ms | Loss: 0.355 | Acc: 90.661% (5349/5900) 59/100 [======================================>..........................] Step: 313ms | Tot: 18s118ms | Loss: 0.354 | Acc: 90.650% (5439/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s425ms | Loss: 0.353 | Acc: 90.689% (5532/6100) 61/100 [=======================================>.........................] Step: 296ms | Tot: 18s722ms | Loss: 0.355 | Acc: 90.677% (5622/6200) 62/100 [========================================>........................] Step: 300ms | Tot: 19s22ms | Loss: 0.353 | Acc: 90.730% (5716/6300) 63/100 [========================================>........................] Step: 300ms | Tot: 19s322ms | Loss: 0.349 | Acc: 90.812% (5812/6400) 64/100 [=========================================>.......................] Step: 307ms | Tot: 19s630ms | Loss: 0.349 | Acc: 90.815% (5903/6500) 65/100 [==========================================>......................] Step: 310ms | Tot: 19s940ms | Loss: 0.349 | Acc: 90.773% (5991/6600) 66/100 [==========================================>......................] Step: 302ms | Tot: 20s243ms | Loss: 0.347 | Acc: 90.821% (6085/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s546ms | Loss: 0.348 | Acc: 90.809% (6175/6800) 68/100 [============================================>....................] Step: 303ms | Tot: 20s850ms | Loss: 0.346 | Acc: 90.826% (6267/6900) 69/100 [============================================>....................] Step: 306ms | Tot: 21s156ms | Loss: 0.345 | Acc: 90.843% (6359/7000) 70/100 [=============================================>...................] Step: 311ms | Tot: 21s468ms | Loss: 0.348 | Acc: 90.775% (6445/7100) 71/100 [==============================================>..................] Step: 321ms | Tot: 21s789ms | Loss: 0.350 | Acc: 90.764% (6535/7200) 72/100 [==============================================>..................] Step: 305ms | Tot: 22s95ms | Loss: 0.346 | Acc: 90.822% (6630/7300) 73/100 [===============================================>.................] Step: 313ms | Tot: 22s408ms | Loss: 0.349 | Acc: 90.824% (6721/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s710ms | Loss: 0.349 | Acc: 90.800% (6810/7500) 75/100 [================================================>................] Step: 302ms | Tot: 23s13ms | Loss: 0.351 | Acc: 90.750% (6897/7600) 76/100 [=================================================>...............] Step: 302ms | Tot: 23s315ms | Loss: 0.351 | Acc: 90.727% (6986/7700) 77/100 [==================================================>..............] Step: 313ms | Tot: 23s628ms | Loss: 0.350 | Acc: 90.756% (7079/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s936ms | Loss: 0.349 | Acc: 90.785% (7172/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 24s239ms | Loss: 0.348 | Acc: 90.800% (7264/8000) 80/100 [====================================================>............] Step: 305ms | Tot: 24s545ms | Loss: 0.347 | Acc: 90.815% (7356/8100) 81/100 [====================================================>............] Step: 301ms | Tot: 24s846ms | Loss: 0.347 | Acc: 90.793% (7445/8200) 82/100 [=====================================================>...........] Step: 300ms | Tot: 25s147ms | Loss: 0.346 | Acc: 90.807% (7537/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s452ms | Loss: 0.346 | Acc: 90.810% (7628/8400) 84/100 [======================================================>..........] Step: 301ms | Tot: 25s753ms | Loss: 0.346 | Acc: 90.812% (7719/8500) 85/100 [=======================================================>.........] Step: 306ms | Tot: 26s60ms | Loss: 0.348 | Acc: 90.767% (7806/8600) 86/100 [=======================================================>.........] Step: 302ms | Tot: 26s362ms | Loss: 0.346 | Acc: 90.770% (7897/8700) 87/100 [========================================================>........] Step: 311ms | Tot: 26s673ms | Loss: 0.346 | Acc: 90.795% (7990/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 26s978ms | Loss: 0.345 | Acc: 90.798% (8081/8900) 89/100 [=========================================================>.......] Step: 297ms | Tot: 27s275ms | Loss: 0.345 | Acc: 90.822% (8174/9000) 90/100 [==========================================================>......] Step: 304ms | Tot: 27s579ms | Loss: 0.344 | Acc: 90.846% (8267/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 27s886ms | Loss: 0.343 | Acc: 90.891% (8362/9200) 92/100 [===========================================================>.....] Step: 304ms | Tot: 28s190ms | Loss: 0.345 | Acc: 90.871% (8451/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s496ms | Loss: 0.345 | Acc: 90.862% (8541/9400) 94/100 [=============================================================>...] Step: 297ms | Tot: 28s793ms | Loss: 0.343 | Acc: 90.895% (8635/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s101ms | Loss: 0.343 | Acc: 90.885% (8725/9600) 96/100 [==============================================================>..] Step: 316ms | Tot: 29s418ms | Loss: 0.341 | Acc: 90.897% (8817/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s719ms | Loss: 0.341 | Acc: 90.918% (8910/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s23ms | Loss: 0.343 | Acc: 90.859% (8995/9900) 99/100 [================================================================>] Step: 298ms | Tot: 30s322ms | Loss: 0.341 | Acc: 90.890% (9089/10000) 100/100 + +Epoch: 187 + [>................................................................] Step: 611ms | Tot: 2ms | Loss: 0.068 | Acc: 97.656% (125/128) 1/391 [>................................................................] Step: 379ms | Tot: 381ms | Loss: 0.066 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 379ms | Tot: 761ms | Loss: 0.079 | Acc: 97.135% (373/384) 3/391 [>................................................................] Step: 382ms | Tot: 1s143ms | Loss: 0.069 | Acc: 97.461% (499/512) 4/391 [>................................................................] Step: 366ms | Tot: 1s510ms | Loss: 0.062 | Acc: 97.812% (626/640) 5/391 [>................................................................] Step: 366ms | Tot: 1s876ms | Loss: 0.063 | Acc: 97.917% (752/768) 6/391 [>................................................................] Step: 359ms | Tot: 2s235ms | Loss: 0.061 | Acc: 98.103% (879/896) 7/391 [=>...............................................................] Step: 371ms | Tot: 2s607ms | Loss: 0.061 | Acc: 98.047% (1004/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s968ms | Loss: 0.058 | Acc: 98.090% (1130/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s332ms | Loss: 0.059 | Acc: 98.047% (1255/1280) 10/391 [=>...............................................................] Step: 364ms | Tot: 3s697ms | Loss: 0.060 | Acc: 98.082% (1381/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s58ms | Loss: 0.059 | Acc: 98.112% (1507/1536) 12/391 [=>...............................................................] Step: 356ms | Tot: 4s414ms | Loss: 0.058 | Acc: 98.137% (1633/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s779ms | Loss: 0.055 | Acc: 98.214% (1760/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s146ms | Loss: 0.053 | Acc: 98.281% (1887/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s506ms | Loss: 0.053 | Acc: 98.389% (2015/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s870ms | Loss: 0.051 | Acc: 98.438% (2142/2176) 17/391 [==>..............................................................] Step: 359ms | Tot: 6s229ms | Loss: 0.054 | Acc: 98.351% (2266/2304) 18/391 [==>..............................................................] Step: 360ms | Tot: 6s590ms | Loss: 0.053 | Acc: 98.438% (2394/2432) 19/391 [===>.............................................................] Step: 356ms | Tot: 6s946ms | Loss: 0.053 | Acc: 98.438% (2520/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s305ms | Loss: 0.055 | Acc: 98.363% (2644/2688) 21/391 [===>.............................................................] Step: 375ms | Tot: 7s680ms | Loss: 0.054 | Acc: 98.402% (2771/2816) 22/391 [===>.............................................................] Step: 407ms | Tot: 8s87ms | Loss: 0.053 | Acc: 98.438% (2898/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s457ms | Loss: 0.052 | Acc: 98.503% (3026/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s815ms | Loss: 0.052 | Acc: 98.531% (3153/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s180ms | Loss: 0.051 | Acc: 98.588% (3281/3328) 26/391 [====>............................................................] Step: 362ms | Tot: 9s543ms | Loss: 0.050 | Acc: 98.611% (3408/3456) 27/391 [====>............................................................] Step: 355ms | Tot: 9s898ms | Loss: 0.049 | Acc: 98.633% (3535/3584) 28/391 [====>............................................................] Step: 357ms | Tot: 10s255ms | Loss: 0.050 | Acc: 98.626% (3661/3712) 29/391 [====>............................................................] Step: 370ms | Tot: 10s626ms | Loss: 0.049 | Acc: 98.620% (3787/3840) 30/391 [====>............................................................] Step: 362ms | Tot: 10s988ms | Loss: 0.050 | Acc: 98.589% (3912/3968) 31/391 [=====>...........................................................] Step: 360ms | Tot: 11s349ms | Loss: 0.049 | Acc: 98.608% (4039/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 11s723ms | Loss: 0.049 | Acc: 98.627% (4166/4224) 33/391 [=====>...........................................................] Step: 372ms | Tot: 12s95ms | Loss: 0.050 | Acc: 98.598% (4291/4352) 34/391 [=====>...........................................................] Step: 366ms | Tot: 12s462ms | Loss: 0.050 | Acc: 98.594% (4417/4480) 35/391 [=====>...........................................................] Step: 369ms | Tot: 12s831ms | Loss: 0.049 | Acc: 98.589% (4543/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s195ms | Loss: 0.050 | Acc: 98.564% (4668/4736) 37/391 [======>..........................................................] Step: 367ms | Tot: 13s562ms | Loss: 0.050 | Acc: 98.520% (4792/4864) 38/391 [======>..........................................................] Step: 360ms | Tot: 13s922ms | Loss: 0.050 | Acc: 98.538% (4919/4992) 39/391 [======>..........................................................] Step: 357ms | Tot: 14s280ms | Loss: 0.050 | Acc: 98.574% (5047/5120) 40/391 [======>..........................................................] Step: 371ms | Tot: 14s651ms | Loss: 0.049 | Acc: 98.590% (5174/5248) 41/391 [======>..........................................................] Step: 371ms | Tot: 15s23ms | Loss: 0.050 | Acc: 98.586% (5300/5376) 42/391 [======>..........................................................] Step: 362ms | Tot: 15s385ms | Loss: 0.050 | Acc: 98.583% (5426/5504) 43/391 [=======>.........................................................] Step: 370ms | Tot: 15s756ms | Loss: 0.050 | Acc: 98.544% (5550/5632) 44/391 [=======>.........................................................] Step: 356ms | Tot: 16s112ms | Loss: 0.050 | Acc: 98.507% (5674/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s475ms | Loss: 0.051 | Acc: 98.488% (5799/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s835ms | Loss: 0.051 | Acc: 98.504% (5926/6016) 47/391 [=======>.........................................................] Step: 361ms | Tot: 17s197ms | Loss: 0.051 | Acc: 98.503% (6052/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s560ms | Loss: 0.051 | Acc: 98.501% (6178/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 17s922ms | Loss: 0.051 | Acc: 98.484% (6303/6400) 50/391 [========>........................................................] Step: 366ms | Tot: 18s289ms | Loss: 0.051 | Acc: 98.468% (6428/6528) 51/391 [========>........................................................] Step: 365ms | Tot: 18s654ms | Loss: 0.051 | Acc: 98.468% (6554/6656) 52/391 [========>........................................................] Step: 360ms | Tot: 19s15ms | Loss: 0.051 | Acc: 98.467% (6680/6784) 53/391 [========>........................................................] Step: 356ms | Tot: 19s372ms | Loss: 0.051 | Acc: 98.481% (6807/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s738ms | Loss: 0.051 | Acc: 98.480% (6933/7040) 55/391 [=========>.......................................................] Step: 357ms | Tot: 20s95ms | Loss: 0.051 | Acc: 98.479% (7059/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 20s455ms | Loss: 0.050 | Acc: 98.492% (7186/7296) 57/391 [=========>.......................................................] Step: 358ms | Tot: 20s814ms | Loss: 0.051 | Acc: 98.451% (7309/7424) 58/391 [=========>.......................................................] Step: 374ms | Tot: 21s188ms | Loss: 0.051 | Acc: 98.424% (7433/7552) 59/391 [=========>.......................................................] Step: 375ms | Tot: 21s564ms | Loss: 0.051 | Acc: 98.411% (7558/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s923ms | Loss: 0.052 | Acc: 98.373% (7681/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s283ms | Loss: 0.053 | Acc: 98.374% (7807/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s648ms | Loss: 0.053 | Acc: 98.338% (7930/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 23s7ms | Loss: 0.053 | Acc: 98.364% (8058/8192) 64/391 [==========>......................................................] Step: 363ms | Tot: 23s371ms | Loss: 0.053 | Acc: 98.353% (8183/8320) 65/391 [==========>......................................................] Step: 364ms | Tot: 23s735ms | Loss: 0.053 | Acc: 98.319% (8306/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s95ms | Loss: 0.054 | Acc: 98.298% (8430/8576) 67/391 [===========>.....................................................] Step: 367ms | Tot: 24s462ms | Loss: 0.054 | Acc: 98.311% (8557/8704) 68/391 [===========>.....................................................] Step: 374ms | Tot: 24s837ms | Loss: 0.054 | Acc: 98.302% (8682/8832) 69/391 [===========>.....................................................] Step: 362ms | Tot: 25s200ms | Loss: 0.054 | Acc: 98.315% (8809/8960) 70/391 [===========>.....................................................] Step: 371ms | Tot: 25s571ms | Loss: 0.053 | Acc: 98.327% (8936/9088) 71/391 [===========>.....................................................] Step: 359ms | Tot: 25s930ms | Loss: 0.053 | Acc: 98.318% (9061/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s295ms | Loss: 0.054 | Acc: 98.330% (9188/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 26s658ms | Loss: 0.053 | Acc: 98.321% (9313/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 27s19ms | Loss: 0.054 | Acc: 98.333% (9440/9600) 75/391 [============>....................................................] Step: 360ms | Tot: 27s380ms | Loss: 0.054 | Acc: 98.355% (9568/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 27s740ms | Loss: 0.053 | Acc: 98.377% (9696/9856) 77/391 [============>....................................................] Step: 366ms | Tot: 28s106ms | Loss: 0.053 | Acc: 98.397% (9824/9984) 78/391 [============>....................................................] Step: 368ms | Tot: 28s475ms | Loss: 0.052 | Acc: 98.418% (9952/10112) 79/391 [=============>...................................................] Step: 356ms | Tot: 28s832ms | Loss: 0.052 | Acc: 98.438% (10080/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s198ms | Loss: 0.052 | Acc: 98.447% (10207/10368) 81/391 [=============>...................................................] Step: 370ms | Tot: 29s568ms | Loss: 0.052 | Acc: 98.457% (10334/10496) 82/391 [=============>...................................................] Step: 368ms | Tot: 29s937ms | Loss: 0.052 | Acc: 98.456% (10460/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s303ms | Loss: 0.052 | Acc: 98.447% (10585/10752) 84/391 [=============>...................................................] Step: 372ms | Tot: 30s675ms | Loss: 0.051 | Acc: 98.465% (10713/10880) 85/391 [==============>..................................................] Step: 355ms | Tot: 31s31ms | Loss: 0.051 | Acc: 98.456% (10838/11008) 86/391 [==============>..................................................] Step: 361ms | Tot: 31s392ms | Loss: 0.051 | Acc: 98.446% (10963/11136) 87/391 [==============>..................................................] Step: 374ms | Tot: 31s767ms | Loss: 0.051 | Acc: 98.438% (11088/11264) 88/391 [==============>..................................................] Step: 367ms | Tot: 32s135ms | Loss: 0.051 | Acc: 98.438% (11214/11392) 89/391 [==============>..................................................] Step: 381ms | Tot: 32s516ms | Loss: 0.051 | Acc: 98.455% (11342/11520) 90/391 [==============>..................................................] Step: 362ms | Tot: 32s879ms | Loss: 0.051 | Acc: 98.455% (11468/11648) 91/391 [===============>.................................................] Step: 359ms | Tot: 33s239ms | Loss: 0.051 | Acc: 98.463% (11595/11776) 92/391 [===============>.................................................] Step: 371ms | Tot: 33s610ms | Loss: 0.051 | Acc: 98.471% (11722/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 33s970ms | Loss: 0.051 | Acc: 98.471% (11848/12032) 94/391 [===============>.................................................] Step: 369ms | Tot: 34s340ms | Loss: 0.051 | Acc: 98.462% (11973/12160) 95/391 [===============>.................................................] Step: 375ms | Tot: 34s715ms | Loss: 0.051 | Acc: 98.454% (12098/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s81ms | Loss: 0.051 | Acc: 98.470% (12226/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s440ms | Loss: 0.051 | Acc: 98.469% (12352/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s805ms | Loss: 0.051 | Acc: 98.477% (12479/12672) 99/391 [================>................................................] Step: 361ms | Tot: 36s166ms | Loss: 0.051 | Acc: 98.492% (12607/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s530ms | Loss: 0.051 | Acc: 98.499% (12734/12928) 101/391 [================>................................................] Step: 359ms | Tot: 36s890ms | Loss: 0.051 | Acc: 98.506% (12861/13056) 102/391 [================>................................................] Step: 357ms | Tot: 37s247ms | Loss: 0.051 | Acc: 98.498% (12986/13184) 103/391 [=================>...............................................] Step: 371ms | Tot: 37s619ms | Loss: 0.051 | Acc: 98.505% (13113/13312) 104/391 [=================>...............................................] Step: 423ms | Tot: 38s42ms | Loss: 0.051 | Acc: 98.512% (13240/13440) 105/391 [=================>...............................................] Step: 398ms | Tot: 38s441ms | Loss: 0.051 | Acc: 98.504% (13365/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 38s808ms | Loss: 0.051 | Acc: 98.518% (13493/13696) 107/391 [=================>...............................................] Step: 357ms | Tot: 39s165ms | Loss: 0.051 | Acc: 98.495% (13616/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s533ms | Loss: 0.051 | Acc: 98.509% (13744/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 39s896ms | Loss: 0.051 | Acc: 98.501% (13869/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s264ms | Loss: 0.051 | Acc: 98.494% (13994/14208) 111/391 [==================>..............................................] Step: 366ms | Tot: 40s631ms | Loss: 0.051 | Acc: 98.486% (14119/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s994ms | Loss: 0.051 | Acc: 98.493% (14246/14464) 113/391 [==================>..............................................] Step: 374ms | Tot: 41s368ms | Loss: 0.051 | Acc: 98.485% (14371/14592) 114/391 [==================>..............................................] Step: 375ms | Tot: 41s744ms | Loss: 0.051 | Acc: 98.492% (14498/14720) 115/391 [===================>.............................................] Step: 371ms | Tot: 42s116ms | Loss: 0.051 | Acc: 98.505% (14626/14848) 116/391 [===================>.............................................] Step: 364ms | Tot: 42s480ms | Loss: 0.051 | Acc: 98.504% (14752/14976) 117/391 [===================>.............................................] Step: 357ms | Tot: 42s838ms | Loss: 0.051 | Acc: 98.497% (14877/15104) 118/391 [===================>.............................................] Step: 357ms | Tot: 43s195ms | Loss: 0.051 | Acc: 98.510% (15005/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s563ms | Loss: 0.050 | Acc: 98.516% (15132/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s929ms | Loss: 0.051 | Acc: 98.515% (15258/15488) 121/391 [====================>............................................] Step: 358ms | Tot: 44s287ms | Loss: 0.051 | Acc: 98.508% (15383/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 44s658ms | Loss: 0.051 | Acc: 98.501% (15508/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 45s19ms | Loss: 0.051 | Acc: 98.513% (15636/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 45s391ms | Loss: 0.051 | Acc: 98.500% (15760/16000) 125/391 [====================>............................................] Step: 372ms | Tot: 45s764ms | Loss: 0.051 | Acc: 98.512% (15888/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s131ms | Loss: 0.051 | Acc: 98.499% (16012/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s496ms | Loss: 0.051 | Acc: 98.505% (16139/16384) 128/391 [=====================>...........................................] Step: 361ms | Tot: 46s858ms | Loss: 0.051 | Acc: 98.504% (16265/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s226ms | Loss: 0.051 | Acc: 98.504% (16391/16640) 130/391 [=====================>...........................................] Step: 379ms | Tot: 47s606ms | Loss: 0.051 | Acc: 98.503% (16517/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 47s980ms | Loss: 0.051 | Acc: 98.497% (16642/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 48s336ms | Loss: 0.051 | Acc: 98.496% (16768/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s699ms | Loss: 0.051 | Acc: 98.496% (16894/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 49s62ms | Loss: 0.051 | Acc: 98.501% (17021/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s424ms | Loss: 0.051 | Acc: 98.495% (17146/17408) 136/391 [======================>..........................................] Step: 368ms | Tot: 49s793ms | Loss: 0.051 | Acc: 98.489% (17271/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 50s150ms | Loss: 0.051 | Acc: 98.483% (17396/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s510ms | Loss: 0.051 | Acc: 98.482% (17522/17792) 139/391 [=======================>.........................................] Step: 358ms | Tot: 50s868ms | Loss: 0.051 | Acc: 98.482% (17648/17920) 140/391 [=======================>.........................................] Step: 385ms | Tot: 51s253ms | Loss: 0.051 | Acc: 98.476% (17773/18048) 141/391 [=======================>.........................................] Step: 384ms | Tot: 51s637ms | Loss: 0.051 | Acc: 98.487% (17901/18176) 142/391 [=======================>.........................................] Step: 361ms | Tot: 51s999ms | Loss: 0.051 | Acc: 98.476% (18025/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 52s356ms | Loss: 0.051 | Acc: 98.481% (18152/18432) 144/391 [=======================>.........................................] Step: 366ms | Tot: 52s723ms | Loss: 0.051 | Acc: 98.486% (18279/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 53s94ms | Loss: 0.051 | Acc: 98.491% (18406/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s458ms | Loss: 0.051 | Acc: 98.485% (18531/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 53s828ms | Loss: 0.051 | Acc: 98.485% (18657/18944) 148/391 [========================>........................................] Step: 361ms | Tot: 54s190ms | Loss: 0.051 | Acc: 98.479% (18782/19072) 149/391 [========================>........................................] Step: 369ms | Tot: 54s559ms | Loss: 0.051 | Acc: 98.474% (18907/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 54s925ms | Loss: 0.051 | Acc: 98.474% (19033/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s291ms | Loss: 0.051 | Acc: 98.484% (19161/19456) 152/391 [=========================>.......................................] Step: 375ms | Tot: 55s666ms | Loss: 0.051 | Acc: 98.494% (19289/19584) 153/391 [=========================>.......................................] Step: 360ms | Tot: 56s27ms | Loss: 0.051 | Acc: 98.478% (19412/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s386ms | Loss: 0.051 | Acc: 98.478% (19538/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s746ms | Loss: 0.051 | Acc: 98.478% (19664/19968) 156/391 [=========================>.......................................] Step: 367ms | Tot: 57s113ms | Loss: 0.051 | Acc: 98.477% (19790/20096) 157/391 [==========================>......................................] Step: 370ms | Tot: 57s484ms | Loss: 0.051 | Acc: 98.482% (19917/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 57s853ms | Loss: 0.051 | Acc: 98.477% (20042/20352) 159/391 [==========================>......................................] Step: 363ms | Tot: 58s216ms | Loss: 0.051 | Acc: 98.477% (20168/20480) 160/391 [==========================>......................................] Step: 365ms | Tot: 58s582ms | Loss: 0.051 | Acc: 98.476% (20294/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 58s945ms | Loss: 0.051 | Acc: 98.471% (20419/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 59s310ms | Loss: 0.052 | Acc: 98.466% (20544/20864) 163/391 [===========================>.....................................] Step: 372ms | Tot: 59s682ms | Loss: 0.051 | Acc: 98.466% (20670/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 1m45ms | Loss: 0.051 | Acc: 98.475% (20798/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m411ms | Loss: 0.051 | Acc: 98.485% (20926/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m779ms | Loss: 0.051 | Acc: 98.484% (21052/21376) 167/391 [===========================>.....................................] Step: 376ms | Tot: 1m1s | Loss: 0.051 | Acc: 98.493% (21180/21504) 168/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.051 | Acc: 98.498% (21307/21632) 169/391 [============================>....................................] Step: 361ms | Tot: 1m1s | Loss: 0.051 | Acc: 98.493% (21432/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.051 | Acc: 98.483% (21556/21888) 171/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.051 | Acc: 98.478% (21681/22016) 172/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.051 | Acc: 98.478% (21807/22144) 173/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.051 | Acc: 98.478% (21933/22272) 174/391 [============================>....................................] Step: 359ms | Tot: 1m3s | Loss: 0.051 | Acc: 98.478% (22059/22400) 175/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.051 | Acc: 98.477% (22185/22528) 176/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.052 | Acc: 98.468% (22309/22656) 177/391 [=============================>...................................] Step: 373ms | Tot: 1m4s | Loss: 0.052 | Acc: 98.468% (22435/22784) 178/391 [=============================>...................................] Step: 367ms | Tot: 1m5s | Loss: 0.052 | Acc: 98.468% (22561/22912) 179/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.052 | Acc: 98.472% (22688/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.051 | Acc: 98.481% (22816/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.051 | Acc: 98.485% (22943/23296) 182/391 [==============================>..................................] Step: 370ms | Tot: 1m6s | Loss: 0.051 | Acc: 98.489% (23070/23424) 183/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.051 | Acc: 98.484% (23195/23552) 184/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.051 | Acc: 98.480% (23320/23680) 185/391 [==============================>..................................] Step: 404ms | Tot: 1m7s | Loss: 0.051 | Acc: 98.480% (23446/23808) 186/391 [==============================>..................................] Step: 409ms | Tot: 1m8s | Loss: 0.051 | Acc: 98.471% (23570/23936) 187/391 [===============================>.................................] Step: 375ms | Tot: 1m8s | Loss: 0.051 | Acc: 98.467% (23695/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.051 | Acc: 98.471% (23822/24192) 189/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.051 | Acc: 98.470% (23948/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.051 | Acc: 98.470% (24074/24448) 191/391 [===============================>.................................] Step: 358ms | Tot: 1m10s | Loss: 0.052 | Acc: 98.458% (24197/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.052 | Acc: 98.446% (24320/24704) 193/391 [================================>................................] Step: 375ms | Tot: 1m10s | Loss: 0.052 | Acc: 98.442% (24445/24832) 194/391 [================================>................................] Step: 374ms | Tot: 1m11s | Loss: 0.052 | Acc: 98.438% (24570/24960) 195/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.052 | Acc: 98.434% (24695/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.052 | Acc: 98.438% (24822/25216) 197/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.052 | Acc: 98.430% (24946/25344) 198/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.052 | Acc: 98.434% (25073/25472) 199/391 [=================================>...............................] Step: 373ms | Tot: 1m12s | Loss: 0.052 | Acc: 98.438% (25200/25600) 200/391 [=================================>...............................] Step: 360ms | Tot: 1m13s | Loss: 0.052 | Acc: 98.438% (25326/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.052 | Acc: 98.430% (25450/25856) 202/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.052 | Acc: 98.422% (25574/25984) 203/391 [=================================>...............................] Step: 380ms | Tot: 1m14s | Loss: 0.052 | Acc: 98.422% (25700/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.052 | Acc: 98.418% (25825/26240) 205/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.052 | Acc: 98.415% (25950/26368) 206/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.052 | Acc: 98.411% (26075/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.052 | Acc: 98.411% (26201/26624) 208/391 [==================================>..............................] Step: 378ms | Tot: 1m16s | Loss: 0.052 | Acc: 98.419% (26329/26752) 209/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.052 | Acc: 98.423% (26456/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m17s | Loss: 0.052 | Acc: 98.423% (26582/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.052 | Acc: 98.426% (26709/27136) 212/391 [===================================>.............................] Step: 376ms | Tot: 1m17s | Loss: 0.052 | Acc: 98.423% (26834/27264) 213/391 [===================================>.............................] Step: 376ms | Tot: 1m18s | Loss: 0.052 | Acc: 98.423% (26960/27392) 214/391 [===================================>.............................] Step: 377ms | Tot: 1m18s | Loss: 0.052 | Acc: 98.423% (27086/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.052 | Acc: 98.427% (27213/27648) 216/391 [===================================>.............................] Step: 360ms | Tot: 1m19s | Loss: 0.052 | Acc: 98.423% (27338/27776) 217/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.052 | Acc: 98.430% (27466/27904) 218/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.052 | Acc: 98.427% (27591/28032) 219/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.052 | Acc: 98.434% (27719/28160) 220/391 [====================================>............................] Step: 366ms | Tot: 1m20s | Loss: 0.052 | Acc: 98.441% (27847/28288) 221/391 [====================================>............................] Step: 366ms | Tot: 1m21s | Loss: 0.052 | Acc: 98.448% (27975/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.052 | Acc: 98.452% (28102/28544) 223/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.052 | Acc: 98.451% (28228/28672) 224/391 [=====================================>...........................] Step: 357ms | Tot: 1m22s | Loss: 0.052 | Acc: 98.455% (28355/28800) 225/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.051 | Acc: 98.458% (28482/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.051 | Acc: 98.462% (28609/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m23s | Loss: 0.051 | Acc: 98.465% (28736/29184) 228/391 [=====================================>...........................] Step: 369ms | Tot: 1m23s | Loss: 0.051 | Acc: 98.458% (28860/29312) 229/391 [======================================>..........................] Step: 358ms | Tot: 1m24s | Loss: 0.051 | Acc: 98.458% (28986/29440) 230/391 [======================================>..........................] Step: 368ms | Tot: 1m24s | Loss: 0.051 | Acc: 98.458% (29112/29568) 231/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.052 | Acc: 98.451% (29236/29696) 232/391 [======================================>..........................] Step: 356ms | Tot: 1m25s | Loss: 0.051 | Acc: 98.454% (29363/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.051 | Acc: 98.458% (29490/29952) 234/391 [======================================>..........................] Step: 358ms | Tot: 1m25s | Loss: 0.051 | Acc: 98.454% (29615/30080) 235/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.051 | Acc: 98.457% (29742/30208) 236/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.051 | Acc: 98.464% (29870/30336) 237/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.051 | Acc: 98.460% (29995/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m27s | Loss: 0.051 | Acc: 98.457% (30120/30592) 239/391 [=======================================>.........................] Step: 370ms | Tot: 1m27s | Loss: 0.051 | Acc: 98.460% (30247/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.051 | Acc: 98.463% (30374/30848) 241/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.051 | Acc: 98.463% (30500/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.051 | Acc: 98.470% (30628/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.051 | Acc: 98.463% (30752/31232) 244/391 [========================================>........................] Step: 358ms | Tot: 1m29s | Loss: 0.051 | Acc: 98.450% (30874/31360) 245/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.051 | Acc: 98.447% (30999/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m30s | Loss: 0.051 | Acc: 98.450% (31126/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.051 | Acc: 98.453% (31253/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.051 | Acc: 98.447% (31377/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.051 | Acc: 98.444% (31502/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m31s | Loss: 0.051 | Acc: 98.444% (31628/32128) 251/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.051 | Acc: 98.450% (31756/32256) 252/391 [=========================================>.......................] Step: 359ms | Tot: 1m32s | Loss: 0.051 | Acc: 98.453% (31883/32384) 253/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.051 | Acc: 98.453% (32009/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.453% (32135/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.444% (32258/32768) 256/391 [==========================================>......................] Step: 370ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.444% (32384/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.444% (32510/33024) 258/391 [==========================================>......................] Step: 367ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.444% (32636/33152) 259/391 [===========================================>.....................] Step: 359ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.450% (32764/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.446% (32889/33408) 261/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.449% (33016/33536) 262/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.452% (33143/33664) 263/391 [===========================================>.....................] Step: 357ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.455% (33270/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.446% (33393/33920) 265/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.449% (33520/34048) 266/391 [============================================>....................] Step: 377ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.449% (33646/34176) 267/391 [============================================>....................] Step: 403ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.455% (33774/34304) 268/391 [============================================>....................] Step: 404ms | Tot: 1m38s | Loss: 0.051 | Acc: 98.449% (33898/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.051 | Acc: 98.455% (34026/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m39s | Loss: 0.051 | Acc: 98.458% (34153/34688) 271/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.051 | Acc: 98.455% (34278/34816) 272/391 [=============================================>...................] Step: 367ms | Tot: 1m39s | Loss: 0.051 | Acc: 98.458% (34405/34944) 273/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.051 | Acc: 98.460% (34532/35072) 274/391 [=============================================>...................] Step: 361ms | Tot: 1m40s | Loss: 0.051 | Acc: 98.460% (34658/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.051 | Acc: 98.466% (34786/35328) 276/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.051 | Acc: 98.457% (34909/35456) 277/391 [==============================================>..................] Step: 372ms | Tot: 1m41s | Loss: 0.051 | Acc: 98.463% (35037/35584) 278/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.051 | Acc: 98.463% (35163/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m42s | Loss: 0.051 | Acc: 98.463% (35289/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.051 | Acc: 98.463% (35415/35968) 281/391 [==============================================>..................] Step: 369ms | Tot: 1m43s | Loss: 0.051 | Acc: 98.468% (35543/36096) 282/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.051 | Acc: 98.471% (35670/36224) 283/391 [===============================================>.................] Step: 365ms | Tot: 1m43s | Loss: 0.051 | Acc: 98.473% (35797/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m44s | Loss: 0.051 | Acc: 98.473% (35923/36480) 285/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.051 | Acc: 98.473% (36049/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m44s | Loss: 0.051 | Acc: 98.478% (36177/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.051 | Acc: 98.478% (36303/36864) 288/391 [===============================================>.................] Step: 374ms | Tot: 1m45s | Loss: 0.051 | Acc: 98.481% (36430/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.051 | Acc: 98.481% (36556/37120) 290/391 [================================================>................] Step: 357ms | Tot: 1m46s | Loss: 0.051 | Acc: 98.483% (36683/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.051 | Acc: 98.486% (36810/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m47s | Loss: 0.051 | Acc: 98.485% (36936/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.051 | Acc: 98.491% (37064/37632) 294/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.051 | Acc: 98.488% (37189/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m48s | Loss: 0.051 | Acc: 98.493% (37317/37888) 296/391 [=================================================>...............] Step: 363ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.498% (37445/38016) 297/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.051 | Acc: 98.495% (37570/38144) 298/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.050 | Acc: 98.495% (37696/38272) 299/391 [=================================================>...............] Step: 382ms | Tot: 1m49s | Loss: 0.050 | Acc: 98.495% (37822/38400) 300/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.050 | Acc: 98.492% (37947/38528) 301/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.050 | Acc: 98.492% (38073/38656) 302/391 [==================================================>..............] Step: 377ms | Tot: 1m50s | Loss: 0.050 | Acc: 98.492% (38199/38784) 303/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.050 | Acc: 98.494% (38326/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.050 | Acc: 98.496% (38453/39040) 305/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.050 | Acc: 98.501% (38581/39168) 306/391 [==================================================>..............] Step: 371ms | Tot: 1m52s | Loss: 0.050 | Acc: 98.499% (38706/39296) 307/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.050 | Acc: 98.496% (38831/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.050 | Acc: 98.493% (38956/39552) 309/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.050 | Acc: 98.495% (39083/39680) 310/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.050 | Acc: 98.498% (39210/39808) 311/391 [===================================================>.............] Step: 371ms | Tot: 1m54s | Loss: 0.050 | Acc: 98.500% (39337/39936) 312/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.050 | Acc: 98.500% (39463/40064) 313/391 [====================================================>............] Step: 369ms | Tot: 1m54s | Loss: 0.050 | Acc: 98.497% (39588/40192) 314/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.050 | Acc: 98.502% (39716/40320) 315/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.050 | Acc: 98.502% (39842/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.051 | Acc: 98.494% (39965/40576) 317/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.051 | Acc: 98.489% (40089/40704) 318/391 [====================================================>............] Step: 364ms | Tot: 1m56s | Loss: 0.051 | Acc: 98.491% (40216/40832) 319/391 [=====================================================>...........] Step: 358ms | Tot: 1m56s | Loss: 0.051 | Acc: 98.491% (40342/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m57s | Loss: 0.051 | Acc: 98.496% (40470/41088) 321/391 [=====================================================>...........] Step: 369ms | Tot: 1m57s | Loss: 0.051 | Acc: 98.493% (40595/41216) 322/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.051 | Acc: 98.493% (40721/41344) 323/391 [=====================================================>...........] Step: 365ms | Tot: 1m58s | Loss: 0.051 | Acc: 98.493% (40847/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.051 | Acc: 98.493% (40973/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m59s | Loss: 0.051 | Acc: 98.493% (41099/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 1m59s | Loss: 0.051 | Acc: 98.485% (41222/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.051 | Acc: 98.488% (41349/41984) 328/391 [======================================================>..........] Step: 364ms | Tot: 2m217ms | Loss: 0.051 | Acc: 98.490% (41476/42112) 329/391 [======================================================>..........] Step: 376ms | Tot: 2m594ms | Loss: 0.051 | Acc: 98.482% (41599/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m956ms | Loss: 0.051 | Acc: 98.480% (41724/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.051 | Acc: 98.485% (41852/42496) 332/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.051 | Acc: 98.484% (41978/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.051 | Acc: 98.487% (42105/42752) 334/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.051 | Acc: 98.486% (42231/42880) 335/391 [=======================================================>.........] Step: 361ms | Tot: 2m2s | Loss: 0.051 | Acc: 98.484% (42356/43008) 336/391 [=======================================================>.........] Step: 362ms | Tot: 2m3s | Loss: 0.051 | Acc: 98.479% (42480/43136) 337/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.051 | Acc: 98.477% (42605/43264) 338/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.051 | Acc: 98.481% (42733/43392) 339/391 [========================================================>........] Step: 356ms | Tot: 2m4s | Loss: 0.051 | Acc: 98.483% (42860/43520) 340/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.051 | Acc: 98.479% (42984/43648) 341/391 [========================================================>........] Step: 355ms | Tot: 2m4s | Loss: 0.051 | Acc: 98.481% (43111/43776) 342/391 [========================================================>........] Step: 356ms | Tot: 2m5s | Loss: 0.051 | Acc: 98.478% (43236/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.051 | Acc: 98.478% (43362/44032) 344/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.051 | Acc: 98.483% (43490/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m6s | Loss: 0.051 | Acc: 98.483% (43616/44288) 346/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.051 | Acc: 98.483% (43742/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.051 | Acc: 98.482% (43868/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m7s | Loss: 0.051 | Acc: 98.478% (43992/44672) 349/391 [==========================================================>......] Step: 394ms | Tot: 2m7s | Loss: 0.051 | Acc: 98.478% (44118/44800) 350/391 [==========================================================>......] Step: 389ms | Tot: 2m8s | Loss: 0.051 | Acc: 98.475% (44243/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.051 | Acc: 98.477% (44370/45056) 352/391 [==========================================================>......] Step: 355ms | Tot: 2m8s | Loss: 0.051 | Acc: 98.473% (44494/45184) 353/391 [==========================================================>......] Step: 358ms | Tot: 2m9s | Loss: 0.051 | Acc: 98.471% (44619/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m9s | Loss: 0.051 | Acc: 98.466% (44743/45440) 355/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.051 | Acc: 98.470% (44871/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.051 | Acc: 98.470% (44997/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.051 | Acc: 98.466% (45121/45824) 358/391 [===========================================================>.....] Step: 353ms | Tot: 2m11s | Loss: 0.051 | Acc: 98.466% (45247/45952) 359/391 [===========================================================>.....] Step: 357ms | Tot: 2m11s | Loss: 0.051 | Acc: 98.457% (45369/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.051 | Acc: 98.457% (45495/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.051 | Acc: 98.455% (45620/46336) 362/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.051 | Acc: 98.448% (45743/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.051 | Acc: 98.446% (45868/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.051 | Acc: 98.450% (45996/46720) 365/391 [============================================================>....] Step: 372ms | Tot: 2m13s | Loss: 0.051 | Acc: 98.455% (46124/46848) 366/391 [============================================================>....] Step: 356ms | Tot: 2m14s | Loss: 0.051 | Acc: 98.457% (46251/46976) 367/391 [=============================================================>...] Step: 355ms | Tot: 2m14s | Loss: 0.051 | Acc: 98.461% (46379/47104) 368/391 [=============================================================>...] Step: 363ms | Tot: 2m14s | Loss: 0.051 | Acc: 98.463% (46506/47232) 369/391 [=============================================================>...] Step: 356ms | Tot: 2m15s | Loss: 0.051 | Acc: 98.465% (46633/47360) 370/391 [=============================================================>...] Step: 359ms | Tot: 2m15s | Loss: 0.051 | Acc: 98.459% (46756/47488) 371/391 [=============================================================>...] Step: 352ms | Tot: 2m15s | Loss: 0.051 | Acc: 98.463% (46884/47616) 372/391 [=============================================================>...] Step: 359ms | Tot: 2m16s | Loss: 0.051 | Acc: 98.461% (47009/47744) 373/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.051 | Acc: 98.465% (47137/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.051 | Acc: 98.463% (47262/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.051 | Acc: 98.465% (47389/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m17s | Loss: 0.051 | Acc: 98.469% (47517/48256) 377/391 [==============================================================>..] Step: 357ms | Tot: 2m18s | Loss: 0.051 | Acc: 98.473% (47645/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m18s | Loss: 0.051 | Acc: 98.475% (47772/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.051 | Acc: 98.475% (47898/48640) 380/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.051 | Acc: 98.472% (48023/48768) 381/391 [===============================================================>.] Step: 357ms | Tot: 2m19s | Loss: 0.051 | Acc: 98.466% (48146/48896) 382/391 [===============================================================>.] Step: 355ms | Tot: 2m19s | Loss: 0.051 | Acc: 98.466% (48272/49024) 383/391 [===============================================================>.] Step: 364ms | Tot: 2m20s | Loss: 0.051 | Acc: 98.470% (48400/49152) 384/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.051 | Acc: 98.472% (48527/49280) 385/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.051 | Acc: 98.472% (48653/49408) 386/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.051 | Acc: 98.470% (48778/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.051 | Acc: 98.472% (48905/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.051 | Acc: 98.474% (49032/49792) 389/391 [================================================================>] Step: 367ms | Tot: 2m22s | Loss: 0.051 | Acc: 98.476% (49159/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m22s | Loss: 0.051 | Acc: 98.476% (49238/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 3ms | Loss: 0.376 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 306ms | Tot: 309ms | Loss: 0.315 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 285ms | Tot: 595ms | Loss: 0.325 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 895ms | Loss: 0.333 | Acc: 90.750% (363/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s192ms | Loss: 0.318 | Acc: 90.800% (454/500) 5/100 [===>.............................................................] Step: 299ms | Tot: 1s492ms | Loss: 0.294 | Acc: 91.167% (547/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s792ms | Loss: 0.285 | Acc: 91.143% (638/700) 7/100 [====>............................................................] Step: 299ms | Tot: 2s91ms | Loss: 0.304 | Acc: 90.625% (725/800) 8/100 [=====>...........................................................] Step: 305ms | Tot: 2s396ms | Loss: 0.318 | Acc: 90.333% (813/900) 9/100 [=====>...........................................................] Step: 297ms | Tot: 2s693ms | Loss: 0.326 | Acc: 90.400% (904/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 2s997ms | Loss: 0.330 | Acc: 90.273% (993/1100) 11/100 [=======>.........................................................] Step: 303ms | Tot: 3s300ms | Loss: 0.350 | Acc: 90.000% (1080/1200) 12/100 [=======>.........................................................] Step: 314ms | Tot: 3s615ms | Loss: 0.343 | Acc: 90.154% (1172/1300) 13/100 [========>........................................................] Step: 300ms | Tot: 3s915ms | Loss: 0.342 | Acc: 90.500% (1267/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s218ms | Loss: 0.336 | Acc: 90.600% (1359/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s518ms | Loss: 0.338 | Acc: 90.500% (1448/1600) 16/100 [==========>......................................................] Step: 301ms | Tot: 4s820ms | Loss: 0.327 | Acc: 90.765% (1543/1700) 17/100 [===========>.....................................................] Step: 310ms | Tot: 5s130ms | Loss: 0.334 | Acc: 90.556% (1630/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s443ms | Loss: 0.339 | Acc: 90.632% (1722/1900) 19/100 [============>....................................................] Step: 308ms | Tot: 5s752ms | Loss: 0.345 | Acc: 90.600% (1812/2000) 20/100 [=============>...................................................] Step: 303ms | Tot: 6s55ms | Loss: 0.344 | Acc: 90.524% (1901/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s361ms | Loss: 0.340 | Acc: 90.682% (1995/2200) 22/100 [==============>..................................................] Step: 302ms | Tot: 6s663ms | Loss: 0.348 | Acc: 90.652% (2085/2300) 23/100 [==============>..................................................] Step: 321ms | Tot: 6s984ms | Loss: 0.349 | Acc: 90.583% (2174/2400) 24/100 [===============>.................................................] Step: 302ms | Tot: 7s286ms | Loss: 0.352 | Acc: 90.640% (2266/2500) 25/100 [================>................................................] Step: 304ms | Tot: 7s591ms | Loss: 0.355 | Acc: 90.538% (2354/2600) 26/100 [================>................................................] Step: 305ms | Tot: 7s897ms | Loss: 0.349 | Acc: 90.593% (2446/2700) 27/100 [=================>...............................................] Step: 301ms | Tot: 8s198ms | Loss: 0.350 | Acc: 90.607% (2537/2800) 28/100 [==================>..............................................] Step: 315ms | Tot: 8s514ms | Loss: 0.355 | Acc: 90.621% (2628/2900) 29/100 [==================>..............................................] Step: 302ms | Tot: 8s816ms | Loss: 0.350 | Acc: 90.733% (2722/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s121ms | Loss: 0.348 | Acc: 90.710% (2812/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s433ms | Loss: 0.350 | Acc: 90.750% (2904/3200) 32/100 [====================>............................................] Step: 305ms | Tot: 9s739ms | Loss: 0.347 | Acc: 90.848% (2998/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s42ms | Loss: 0.348 | Acc: 90.735% (3085/3400) 34/100 [======================>..........................................] Step: 314ms | Tot: 10s357ms | Loss: 0.354 | Acc: 90.629% (3172/3500) 35/100 [======================>..........................................] Step: 298ms | Tot: 10s656ms | Loss: 0.350 | Acc: 90.694% (3265/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 10s961ms | Loss: 0.351 | Acc: 90.676% (3355/3700) 37/100 [========================>........................................] Step: 309ms | Tot: 11s270ms | Loss: 0.353 | Acc: 90.605% (3443/3800) 38/100 [========================>........................................] Step: 310ms | Tot: 11s581ms | Loss: 0.352 | Acc: 90.667% (3536/3900) 39/100 [=========================>.......................................] Step: 313ms | Tot: 11s894ms | Loss: 0.352 | Acc: 90.700% (3628/4000) 40/100 [==========================>......................................] Step: 304ms | Tot: 12s199ms | Loss: 0.357 | Acc: 90.634% (3716/4100) 41/100 [==========================>......................................] Step: 313ms | Tot: 12s512ms | Loss: 0.360 | Acc: 90.595% (3805/4200) 42/100 [===========================>.....................................] Step: 304ms | Tot: 12s816ms | Loss: 0.355 | Acc: 90.721% (3901/4300) 43/100 [===========================>.....................................] Step: 299ms | Tot: 13s115ms | Loss: 0.355 | Acc: 90.750% (3993/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s422ms | Loss: 0.353 | Acc: 90.778% (4085/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s728ms | Loss: 0.352 | Acc: 90.761% (4175/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 14s30ms | Loss: 0.352 | Acc: 90.766% (4266/4700) 47/100 [==============================>..................................] Step: 314ms | Tot: 14s345ms | Loss: 0.354 | Acc: 90.729% (4355/4800) 48/100 [===============================>.................................] Step: 355ms | Tot: 14s701ms | Loss: 0.351 | Acc: 90.816% (4450/4900) 49/100 [===============================>.................................] Step: 350ms | Tot: 15s52ms | Loss: 0.353 | Acc: 90.820% (4541/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s362ms | Loss: 0.354 | Acc: 90.804% (4631/5100) 51/100 [=================================>...............................] Step: 303ms | Tot: 15s666ms | Loss: 0.355 | Acc: 90.769% (4720/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 15s972ms | Loss: 0.355 | Acc: 90.774% (4811/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s280ms | Loss: 0.355 | Acc: 90.759% (4901/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s590ms | Loss: 0.354 | Acc: 90.745% (4991/5500) 55/100 [===================================>.............................] Step: 308ms | Tot: 16s899ms | Loss: 0.356 | Acc: 90.732% (5081/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s206ms | Loss: 0.354 | Acc: 90.754% (5173/5700) 57/100 [=====================================>...........................] Step: 309ms | Tot: 17s516ms | Loss: 0.351 | Acc: 90.845% (5269/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 17s821ms | Loss: 0.353 | Acc: 90.780% (5356/5900) 59/100 [======================================>..........................] Step: 303ms | Tot: 18s125ms | Loss: 0.352 | Acc: 90.767% (5446/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s435ms | Loss: 0.351 | Acc: 90.787% (5538/6100) 61/100 [=======================================>.........................] Step: 300ms | Tot: 18s736ms | Loss: 0.353 | Acc: 90.742% (5626/6200) 62/100 [========================================>........................] Step: 309ms | Tot: 19s46ms | Loss: 0.351 | Acc: 90.794% (5720/6300) 63/100 [========================================>........................] Step: 316ms | Tot: 19s362ms | Loss: 0.347 | Acc: 90.859% (5815/6400) 64/100 [=========================================>.......................] Step: 310ms | Tot: 19s673ms | Loss: 0.347 | Acc: 90.846% (5905/6500) 65/100 [==========================================>......................] Step: 313ms | Tot: 19s987ms | Loss: 0.347 | Acc: 90.803% (5993/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s294ms | Loss: 0.345 | Acc: 90.851% (6087/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s602ms | Loss: 0.346 | Acc: 90.824% (6176/6800) 68/100 [============================================>....................] Step: 304ms | Tot: 20s907ms | Loss: 0.343 | Acc: 90.841% (6268/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 21s209ms | Loss: 0.342 | Acc: 90.857% (6360/7000) 70/100 [=============================================>...................] Step: 308ms | Tot: 21s517ms | Loss: 0.346 | Acc: 90.775% (6445/7100) 71/100 [==============================================>..................] Step: 306ms | Tot: 21s824ms | Loss: 0.347 | Acc: 90.778% (6536/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s126ms | Loss: 0.343 | Acc: 90.863% (6633/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s435ms | Loss: 0.345 | Acc: 90.878% (6725/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s743ms | Loss: 0.345 | Acc: 90.840% (6813/7500) 75/100 [================================================>................] Step: 303ms | Tot: 23s47ms | Loss: 0.347 | Acc: 90.803% (6901/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s358ms | Loss: 0.348 | Acc: 90.753% (6988/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s663ms | Loss: 0.347 | Acc: 90.769% (7080/7800) 78/100 [==================================================>..............] Step: 302ms | Tot: 23s965ms | Loss: 0.346 | Acc: 90.797% (7173/7900) 79/100 [===================================================>.............] Step: 303ms | Tot: 24s269ms | Loss: 0.345 | Acc: 90.800% (7264/8000) 80/100 [====================================================>............] Step: 308ms | Tot: 24s578ms | Loss: 0.344 | Acc: 90.802% (7355/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 24s886ms | Loss: 0.344 | Acc: 90.768% (7443/8200) 82/100 [=====================================================>...........] Step: 296ms | Tot: 25s183ms | Loss: 0.343 | Acc: 90.795% (7536/8300) 83/100 [=====================================================>...........] Step: 306ms | Tot: 25s490ms | Loss: 0.343 | Acc: 90.798% (7627/8400) 84/100 [======================================================>..........] Step: 309ms | Tot: 25s799ms | Loss: 0.343 | Acc: 90.788% (7717/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 26s103ms | Loss: 0.344 | Acc: 90.733% (7803/8600) 86/100 [=======================================================>.........] Step: 310ms | Tot: 26s414ms | Loss: 0.343 | Acc: 90.713% (7892/8700) 87/100 [========================================================>........] Step: 300ms | Tot: 26s714ms | Loss: 0.343 | Acc: 90.693% (7981/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s21ms | Loss: 0.342 | Acc: 90.719% (8074/8900) 89/100 [=========================================================>.......] Step: 307ms | Tot: 27s329ms | Loss: 0.341 | Acc: 90.756% (8168/9000) 90/100 [==========================================================>......] Step: 298ms | Tot: 27s627ms | Loss: 0.341 | Acc: 90.769% (8260/9100) 91/100 [===========================================================>.....] Step: 301ms | Tot: 27s929ms | Loss: 0.340 | Acc: 90.804% (8354/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s234ms | Loss: 0.342 | Acc: 90.763% (8441/9300) 93/100 [============================================================>....] Step: 313ms | Tot: 28s548ms | Loss: 0.342 | Acc: 90.755% (8531/9400) 94/100 [=============================================================>...] Step: 300ms | Tot: 28s849ms | Loss: 0.341 | Acc: 90.779% (8624/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s154ms | Loss: 0.340 | Acc: 90.771% (8714/9600) 96/100 [==============================================================>..] Step: 317ms | Tot: 29s472ms | Loss: 0.339 | Acc: 90.794% (8807/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s773ms | Loss: 0.339 | Acc: 90.796% (8898/9800) 98/100 [===============================================================>.] Step: 303ms | Tot: 30s76ms | Loss: 0.341 | Acc: 90.737% (8983/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s385ms | Loss: 0.339 | Acc: 90.800% (9080/10000) 100/100 + +Epoch: 188 + [>................................................................] Step: 577ms | Tot: 2ms | Loss: 0.044 | Acc: 99.219% (127/128) 1/391 [>................................................................] Step: 386ms | Tot: 389ms | Loss: 0.050 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 386ms | Tot: 775ms | Loss: 0.043 | Acc: 98.958% (380/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s148ms | Loss: 0.052 | Acc: 98.242% (503/512) 4/391 [>................................................................] Step: 368ms | Tot: 1s516ms | Loss: 0.048 | Acc: 98.281% (629/640) 5/391 [>................................................................] Step: 363ms | Tot: 1s879ms | Loss: 0.049 | Acc: 98.438% (756/768) 6/391 [>................................................................] Step: 360ms | Tot: 2s240ms | Loss: 0.050 | Acc: 98.326% (881/896) 7/391 [=>...............................................................] Step: 373ms | Tot: 2s613ms | Loss: 0.053 | Acc: 98.340% (1007/1024) 8/391 [=>...............................................................] Step: 368ms | Tot: 2s982ms | Loss: 0.050 | Acc: 98.438% (1134/1152) 9/391 [=>...............................................................] Step: 363ms | Tot: 3s346ms | Loss: 0.049 | Acc: 98.438% (1260/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s707ms | Loss: 0.047 | Acc: 98.509% (1387/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s78ms | Loss: 0.048 | Acc: 98.503% (1513/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s451ms | Loss: 0.048 | Acc: 98.498% (1639/1664) 13/391 [==>..............................................................] Step: 359ms | Tot: 4s811ms | Loss: 0.047 | Acc: 98.549% (1766/1792) 14/391 [==>..............................................................] Step: 354ms | Tot: 5s166ms | Loss: 0.046 | Acc: 98.594% (1893/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s534ms | Loss: 0.046 | Acc: 98.633% (2020/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s900ms | Loss: 0.046 | Acc: 98.621% (2146/2176) 17/391 [==>..............................................................] Step: 366ms | Tot: 6s266ms | Loss: 0.048 | Acc: 98.524% (2270/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s629ms | Loss: 0.048 | Acc: 98.520% (2396/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s990ms | Loss: 0.047 | Acc: 98.555% (2523/2560) 20/391 [===>.............................................................] Step: 369ms | Tot: 7s359ms | Loss: 0.048 | Acc: 98.549% (2649/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s719ms | Loss: 0.048 | Acc: 98.509% (2774/2816) 22/391 [===>.............................................................] Step: 370ms | Tot: 8s90ms | Loss: 0.047 | Acc: 98.573% (2902/2944) 23/391 [===>.............................................................] Step: 369ms | Tot: 8s460ms | Loss: 0.048 | Acc: 98.503% (3026/3072) 24/391 [===>.............................................................] Step: 358ms | Tot: 8s818ms | Loss: 0.047 | Acc: 98.562% (3154/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 9s175ms | Loss: 0.046 | Acc: 98.588% (3281/3328) 26/391 [====>............................................................] Step: 366ms | Tot: 9s541ms | Loss: 0.047 | Acc: 98.553% (3406/3456) 27/391 [====>............................................................] Step: 357ms | Tot: 9s899ms | Loss: 0.046 | Acc: 98.521% (3531/3584) 28/391 [====>............................................................] Step: 360ms | Tot: 10s259ms | Loss: 0.046 | Acc: 98.491% (3656/3712) 29/391 [====>............................................................] Step: 381ms | Tot: 10s641ms | Loss: 0.047 | Acc: 98.490% (3782/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s6ms | Loss: 0.048 | Acc: 98.488% (3908/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s372ms | Loss: 0.048 | Acc: 98.486% (4034/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s732ms | Loss: 0.048 | Acc: 98.485% (4160/4224) 33/391 [=====>...........................................................] Step: 371ms | Tot: 12s104ms | Loss: 0.049 | Acc: 98.438% (4284/4352) 34/391 [=====>...........................................................] Step: 374ms | Tot: 12s478ms | Loss: 0.049 | Acc: 98.460% (4411/4480) 35/391 [=====>...........................................................] Step: 358ms | Tot: 12s836ms | Loss: 0.049 | Acc: 98.481% (4538/4608) 36/391 [=====>...........................................................] Step: 362ms | Tot: 13s199ms | Loss: 0.050 | Acc: 98.416% (4661/4736) 37/391 [======>..........................................................] Step: 390ms | Tot: 13s590ms | Loss: 0.050 | Acc: 98.396% (4786/4864) 38/391 [======>..........................................................] Step: 411ms | Tot: 14s1ms | Loss: 0.050 | Acc: 98.397% (4912/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s373ms | Loss: 0.050 | Acc: 98.398% (5038/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 14s740ms | Loss: 0.050 | Acc: 98.361% (5162/5248) 41/391 [======>..........................................................] Step: 355ms | Tot: 15s95ms | Loss: 0.050 | Acc: 98.382% (5289/5376) 42/391 [======>..........................................................] Step: 363ms | Tot: 15s459ms | Loss: 0.050 | Acc: 98.383% (5415/5504) 43/391 [=======>.........................................................] Step: 359ms | Tot: 15s819ms | Loss: 0.050 | Acc: 98.402% (5542/5632) 44/391 [=======>.........................................................] Step: 359ms | Tot: 16s178ms | Loss: 0.050 | Acc: 98.385% (5667/5760) 45/391 [=======>.........................................................] Step: 369ms | Tot: 16s547ms | Loss: 0.050 | Acc: 98.387% (5793/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s907ms | Loss: 0.050 | Acc: 98.404% (5920/6016) 47/391 [=======>.........................................................] Step: 367ms | Tot: 17s274ms | Loss: 0.050 | Acc: 98.405% (6046/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s640ms | Loss: 0.050 | Acc: 98.422% (6173/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 18s3ms | Loss: 0.050 | Acc: 98.438% (6300/6400) 50/391 [========>........................................................] Step: 358ms | Tot: 18s361ms | Loss: 0.051 | Acc: 98.392% (6423/6528) 51/391 [========>........................................................] Step: 364ms | Tot: 18s726ms | Loss: 0.051 | Acc: 98.362% (6547/6656) 52/391 [========>........................................................] Step: 363ms | Tot: 19s89ms | Loss: 0.050 | Acc: 98.364% (6673/6784) 53/391 [========>........................................................] Step: 364ms | Tot: 19s453ms | Loss: 0.051 | Acc: 98.351% (6798/6912) 54/391 [========>........................................................] Step: 355ms | Tot: 19s809ms | Loss: 0.052 | Acc: 98.338% (6923/7040) 55/391 [=========>.......................................................] Step: 356ms | Tot: 20s166ms | Loss: 0.051 | Acc: 98.368% (7051/7168) 56/391 [=========>.......................................................] Step: 377ms | Tot: 20s543ms | Loss: 0.051 | Acc: 98.342% (7175/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s903ms | Loss: 0.051 | Acc: 98.343% (7301/7424) 58/391 [=========>.......................................................] Step: 359ms | Tot: 21s262ms | Loss: 0.050 | Acc: 98.358% (7428/7552) 59/391 [=========>.......................................................] Step: 362ms | Tot: 21s625ms | Loss: 0.050 | Acc: 98.372% (7555/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s987ms | Loss: 0.051 | Acc: 98.361% (7680/7808) 61/391 [==========>......................................................] Step: 359ms | Tot: 22s347ms | Loss: 0.051 | Acc: 98.337% (7804/7936) 62/391 [==========>......................................................] Step: 359ms | Tot: 22s707ms | Loss: 0.051 | Acc: 98.351% (7931/8064) 63/391 [==========>......................................................] Step: 362ms | Tot: 23s69ms | Loss: 0.050 | Acc: 98.364% (8058/8192) 64/391 [==========>......................................................] Step: 367ms | Tot: 23s437ms | Loss: 0.050 | Acc: 98.365% (8184/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s805ms | Loss: 0.050 | Acc: 98.366% (8310/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 24s165ms | Loss: 0.050 | Acc: 98.391% (8438/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s531ms | Loss: 0.050 | Acc: 98.403% (8565/8704) 68/391 [===========>.....................................................] Step: 355ms | Tot: 24s886ms | Loss: 0.050 | Acc: 98.404% (8691/8832) 69/391 [===========>.....................................................] Step: 357ms | Tot: 25s244ms | Loss: 0.049 | Acc: 98.426% (8819/8960) 70/391 [===========>.....................................................] Step: 365ms | Tot: 25s609ms | Loss: 0.049 | Acc: 98.438% (8946/9088) 71/391 [===========>.....................................................] Step: 355ms | Tot: 25s965ms | Loss: 0.049 | Acc: 98.448% (9073/9216) 72/391 [===========>.....................................................] Step: 364ms | Tot: 26s329ms | Loss: 0.049 | Acc: 98.459% (9200/9344) 73/391 [============>....................................................] Step: 359ms | Tot: 26s689ms | Loss: 0.049 | Acc: 98.438% (9324/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 27s54ms | Loss: 0.049 | Acc: 98.448% (9451/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s419ms | Loss: 0.049 | Acc: 98.458% (9578/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 27s782ms | Loss: 0.049 | Acc: 98.468% (9705/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s147ms | Loss: 0.050 | Acc: 98.468% (9831/9984) 78/391 [============>....................................................] Step: 374ms | Tot: 28s521ms | Loss: 0.049 | Acc: 98.477% (9958/10112) 79/391 [=============>...................................................] Step: 364ms | Tot: 28s886ms | Loss: 0.049 | Acc: 98.467% (10083/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s245ms | Loss: 0.050 | Acc: 98.428% (10205/10368) 81/391 [=============>...................................................] Step: 369ms | Tot: 29s614ms | Loss: 0.050 | Acc: 98.438% (10332/10496) 82/391 [=============>...................................................] Step: 356ms | Tot: 29s971ms | Loss: 0.050 | Acc: 98.438% (10458/10624) 83/391 [=============>...................................................] Step: 367ms | Tot: 30s339ms | Loss: 0.050 | Acc: 98.447% (10585/10752) 84/391 [=============>...................................................] Step: 367ms | Tot: 30s706ms | Loss: 0.050 | Acc: 98.447% (10711/10880) 85/391 [==============>..................................................] Step: 363ms | Tot: 31s70ms | Loss: 0.050 | Acc: 98.456% (10838/11008) 86/391 [==============>..................................................] Step: 369ms | Tot: 31s440ms | Loss: 0.050 | Acc: 98.455% (10964/11136) 87/391 [==============>..................................................] Step: 356ms | Tot: 31s797ms | Loss: 0.050 | Acc: 98.438% (11088/11264) 88/391 [==============>..................................................] Step: 355ms | Tot: 32s153ms | Loss: 0.051 | Acc: 98.402% (11210/11392) 89/391 [==============>..................................................] Step: 368ms | Tot: 32s521ms | Loss: 0.051 | Acc: 98.403% (11336/11520) 90/391 [==============>..................................................] Step: 363ms | Tot: 32s885ms | Loss: 0.051 | Acc: 98.420% (11464/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s247ms | Loss: 0.051 | Acc: 98.395% (11587/11776) 92/391 [===============>.................................................] Step: 372ms | Tot: 33s619ms | Loss: 0.051 | Acc: 98.387% (11712/11904) 93/391 [===============>.................................................] Step: 366ms | Tot: 33s986ms | Loss: 0.051 | Acc: 98.379% (11837/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s347ms | Loss: 0.051 | Acc: 98.372% (11962/12160) 95/391 [===============>.................................................] Step: 361ms | Tot: 34s708ms | Loss: 0.051 | Acc: 98.372% (12088/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 35s67ms | Loss: 0.052 | Acc: 98.349% (12211/12416) 97/391 [================>................................................] Step: 369ms | Tot: 35s437ms | Loss: 0.052 | Acc: 98.350% (12337/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s799ms | Loss: 0.051 | Acc: 98.359% (12464/12672) 99/391 [================>................................................] Step: 357ms | Tot: 36s156ms | Loss: 0.051 | Acc: 98.359% (12590/12800) 100/391 [================>................................................] Step: 367ms | Tot: 36s523ms | Loss: 0.051 | Acc: 98.360% (12716/12928) 101/391 [================>................................................] Step: 372ms | Tot: 36s896ms | Loss: 0.052 | Acc: 98.353% (12841/13056) 102/391 [================>................................................] Step: 359ms | Tot: 37s256ms | Loss: 0.052 | Acc: 98.354% (12967/13184) 103/391 [=================>...............................................] Step: 365ms | Tot: 37s621ms | Loss: 0.051 | Acc: 98.340% (13091/13312) 104/391 [=================>...............................................] Step: 361ms | Tot: 37s983ms | Loss: 0.052 | Acc: 98.333% (13216/13440) 105/391 [=================>...............................................] Step: 363ms | Tot: 38s346ms | Loss: 0.052 | Acc: 98.334% (13342/13568) 106/391 [=================>...............................................] Step: 357ms | Tot: 38s703ms | Loss: 0.052 | Acc: 98.335% (13468/13696) 107/391 [=================>...............................................] Step: 359ms | Tot: 39s62ms | Loss: 0.052 | Acc: 98.322% (13592/13824) 108/391 [=================>...............................................] Step: 368ms | Tot: 39s431ms | Loss: 0.052 | Acc: 98.337% (13720/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s791ms | Loss: 0.052 | Acc: 98.338% (13846/14080) 110/391 [==================>..............................................] Step: 363ms | Tot: 40s155ms | Loss: 0.052 | Acc: 98.332% (13971/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 40s527ms | Loss: 0.052 | Acc: 98.333% (14097/14336) 112/391 [==================>..............................................] Step: 359ms | Tot: 40s887ms | Loss: 0.052 | Acc: 98.334% (14223/14464) 113/391 [==================>..............................................] Step: 362ms | Tot: 41s249ms | Loss: 0.052 | Acc: 98.335% (14349/14592) 114/391 [==================>..............................................] Step: 363ms | Tot: 41s613ms | Loss: 0.052 | Acc: 98.349% (14477/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 41s978ms | Loss: 0.051 | Acc: 98.357% (14604/14848) 116/391 [===================>.............................................] Step: 362ms | Tot: 42s341ms | Loss: 0.051 | Acc: 98.351% (14729/14976) 117/391 [===================>.............................................] Step: 367ms | Tot: 42s708ms | Loss: 0.051 | Acc: 98.358% (14856/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 43s77ms | Loss: 0.052 | Acc: 98.339% (14979/15232) 119/391 [===================>.............................................] Step: 373ms | Tot: 43s451ms | Loss: 0.052 | Acc: 98.353% (15107/15360) 120/391 [===================>.............................................] Step: 401ms | Tot: 43s853ms | Loss: 0.052 | Acc: 98.347% (15232/15488) 121/391 [====================>............................................] Step: 369ms | Tot: 44s223ms | Loss: 0.052 | Acc: 98.341% (15357/15616) 122/391 [====================>............................................] Step: 364ms | Tot: 44s587ms | Loss: 0.052 | Acc: 98.330% (15481/15744) 123/391 [====================>............................................] Step: 359ms | Tot: 44s946ms | Loss: 0.052 | Acc: 98.330% (15607/15872) 124/391 [====================>............................................] Step: 364ms | Tot: 45s311ms | Loss: 0.052 | Acc: 98.338% (15734/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 45s675ms | Loss: 0.052 | Acc: 98.344% (15861/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 46s36ms | Loss: 0.052 | Acc: 98.351% (15988/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s401ms | Loss: 0.051 | Acc: 98.364% (16116/16384) 128/391 [=====================>...........................................] Step: 366ms | Tot: 46s767ms | Loss: 0.051 | Acc: 98.365% (16242/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 47s134ms | Loss: 0.051 | Acc: 98.365% (16368/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s501ms | Loss: 0.052 | Acc: 98.348% (16491/16768) 131/391 [=====================>...........................................] Step: 359ms | Tot: 47s861ms | Loss: 0.052 | Acc: 98.343% (16616/16896) 132/391 [=====================>...........................................] Step: 359ms | Tot: 48s221ms | Loss: 0.052 | Acc: 98.344% (16742/17024) 133/391 [======================>..........................................] Step: 369ms | Tot: 48s591ms | Loss: 0.052 | Acc: 98.338% (16867/17152) 134/391 [======================>..........................................] Step: 362ms | Tot: 48s954ms | Loss: 0.052 | Acc: 98.345% (16994/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 49s322ms | Loss: 0.052 | Acc: 98.340% (17119/17408) 136/391 [======================>..........................................] Step: 366ms | Tot: 49s688ms | Loss: 0.051 | Acc: 98.346% (17246/17536) 137/391 [======================>..........................................] Step: 366ms | Tot: 50s54ms | Loss: 0.051 | Acc: 98.347% (17372/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 50s423ms | Loss: 0.051 | Acc: 98.348% (17498/17792) 139/391 [=======================>.........................................] Step: 357ms | Tot: 50s781ms | Loss: 0.051 | Acc: 98.348% (17624/17920) 140/391 [=======================>.........................................] Step: 364ms | Tot: 51s146ms | Loss: 0.052 | Acc: 98.338% (17748/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 51s515ms | Loss: 0.051 | Acc: 98.344% (17875/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s879ms | Loss: 0.052 | Acc: 98.328% (17998/18304) 143/391 [=======================>.........................................] Step: 358ms | Tot: 52s237ms | Loss: 0.052 | Acc: 98.334% (18125/18432) 144/391 [=======================>.........................................] Step: 363ms | Tot: 52s600ms | Loss: 0.051 | Acc: 98.335% (18251/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 52s963ms | Loss: 0.051 | Acc: 98.330% (18376/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s333ms | Loss: 0.051 | Acc: 98.342% (18504/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s697ms | Loss: 0.051 | Acc: 98.348% (18631/18944) 148/391 [========================>........................................] Step: 363ms | Tot: 54s60ms | Loss: 0.051 | Acc: 98.359% (18759/19072) 149/391 [========================>........................................] Step: 366ms | Tot: 54s426ms | Loss: 0.051 | Acc: 98.359% (18885/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s787ms | Loss: 0.051 | Acc: 98.360% (19011/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 55s144ms | Loss: 0.051 | Acc: 98.345% (19134/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s510ms | Loss: 0.051 | Acc: 98.340% (19259/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s876ms | Loss: 0.051 | Acc: 98.341% (19385/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s239ms | Loss: 0.051 | Acc: 98.347% (19512/19840) 155/391 [=========================>.......................................] Step: 372ms | Tot: 56s611ms | Loss: 0.051 | Acc: 98.357% (19640/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s974ms | Loss: 0.051 | Acc: 98.363% (19767/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s336ms | Loss: 0.051 | Acc: 98.368% (19894/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s701ms | Loss: 0.051 | Acc: 98.374% (20021/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 58s60ms | Loss: 0.051 | Acc: 98.374% (20147/20480) 160/391 [==========================>......................................] Step: 363ms | Tot: 58s424ms | Loss: 0.051 | Acc: 98.384% (20275/20608) 161/391 [==========================>......................................] Step: 358ms | Tot: 58s783ms | Loss: 0.051 | Acc: 98.380% (20400/20736) 162/391 [==========================>......................................] Step: 361ms | Tot: 59s145ms | Loss: 0.051 | Acc: 98.380% (20526/20864) 163/391 [===========================>.....................................] Step: 374ms | Tot: 59s519ms | Loss: 0.051 | Acc: 98.380% (20652/20992) 164/391 [===========================>.....................................] Step: 366ms | Tot: 59s885ms | Loss: 0.051 | Acc: 98.385% (20779/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m247ms | Loss: 0.051 | Acc: 98.386% (20905/21248) 166/391 [===========================>.....................................] Step: 366ms | Tot: 1m614ms | Loss: 0.050 | Acc: 98.391% (21032/21376) 167/391 [===========================>.....................................] Step: 359ms | Tot: 1m973ms | Loss: 0.050 | Acc: 98.400% (21160/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.401% (21286/21632) 169/391 [============================>....................................] Step: 360ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.410% (21414/21760) 170/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.419% (21542/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.415% (21667/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.415% (21793/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.415% (21919/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.424% (22047/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.424% (22173/22528) 176/391 [=============================>...................................] Step: 357ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.433% (22301/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.433% (22427/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.438% (22554/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.446% (22682/23040) 180/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.433% (22805/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.442% (22933/23296) 182/391 [==============================>..................................] Step: 378ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.446% (23060/23424) 183/391 [==============================>..................................] Step: 362ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.446% (23186/23552) 184/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.442% (23311/23680) 185/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.442% (23437/23808) 186/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.446% (23564/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.446% (23690/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.442% (23815/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.442% (23941/24320) 190/391 [===============================>.................................] Step: 360ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.446% (24068/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.425% (24189/24576) 192/391 [===============================>.................................] Step: 362ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.425% (24315/24704) 193/391 [================================>................................] Step: 369ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.413% (24438/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.409% (24563/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.414% (24690/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.418% (24817/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.422% (24944/25344) 198/391 [================================>................................] Step: 361ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.426% (25071/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.422% (25196/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.414% (25320/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.414% (25446/25856) 202/391 [=================================>...............................] Step: 393ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.422% (25574/25984) 203/391 [=================================>...............................] Step: 393ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.422% (25700/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.426% (25827/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.415% (25950/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.050 | Acc: 98.419% (26077/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.050 | Acc: 98.422% (26204/26624) 208/391 [==================================>..............................] Step: 372ms | Tot: 1m15s | Loss: 0.050 | Acc: 98.426% (26331/26752) 209/391 [==================================>..............................] Step: 374ms | Tot: 1m16s | Loss: 0.050 | Acc: 98.430% (26458/26880) 210/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.050 | Acc: 98.434% (26585/27008) 211/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.050 | Acc: 98.434% (26711/27136) 212/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.050 | Acc: 98.434% (26837/27264) 213/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.050 | Acc: 98.434% (26963/27392) 214/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.050 | Acc: 98.434% (27089/27520) 215/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.050 | Acc: 98.434% (27215/27648) 216/391 [===================================>.............................] Step: 356ms | Tot: 1m18s | Loss: 0.050 | Acc: 98.434% (27341/27776) 217/391 [====================================>............................] Step: 371ms | Tot: 1m19s | Loss: 0.050 | Acc: 98.441% (27469/27904) 218/391 [====================================>............................] Step: 372ms | Tot: 1m19s | Loss: 0.050 | Acc: 98.438% (27594/28032) 219/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.050 | Acc: 98.441% (27721/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.050 | Acc: 98.445% (27848/28288) 221/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.050 | Acc: 98.452% (27976/28416) 222/391 [====================================>............................] Step: 361ms | Tot: 1m21s | Loss: 0.050 | Acc: 98.459% (28104/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.050 | Acc: 98.455% (28229/28672) 224/391 [=====================================>...........................] Step: 361ms | Tot: 1m21s | Loss: 0.050 | Acc: 98.462% (28357/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.050 | Acc: 98.462% (28483/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.050 | Acc: 98.451% (28606/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m22s | Loss: 0.050 | Acc: 98.444% (28730/29184) 228/391 [=====================================>...........................] Step: 363ms | Tot: 1m23s | Loss: 0.050 | Acc: 98.444% (28856/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.050 | Acc: 98.451% (28984/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.050 | Acc: 98.458% (29112/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.050 | Acc: 98.458% (29238/29696) 232/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.050 | Acc: 98.454% (29363/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.050 | Acc: 98.458% (29490/29952) 234/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.050 | Acc: 98.464% (29618/30080) 235/391 [=======================================>.........................] Step: 353ms | Tot: 1m25s | Loss: 0.050 | Acc: 98.464% (29744/30208) 236/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.050 | Acc: 98.457% (29868/30336) 237/391 [=======================================>.........................] Step: 371ms | Tot: 1m26s | Loss: 0.050 | Acc: 98.464% (29996/30464) 238/391 [=======================================>.........................] Step: 357ms | Tot: 1m26s | Loss: 0.050 | Acc: 98.464% (30122/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.050 | Acc: 98.464% (30248/30720) 240/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.050 | Acc: 98.470% (30376/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m27s | Loss: 0.050 | Acc: 98.473% (30503/30976) 242/391 [========================================>........................] Step: 362ms | Tot: 1m28s | Loss: 0.050 | Acc: 98.479% (30631/31104) 243/391 [========================================>........................] Step: 356ms | Tot: 1m28s | Loss: 0.050 | Acc: 98.479% (30757/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m29s | Loss: 0.050 | Acc: 98.479% (30883/31360) 245/391 [========================================>........................] Step: 380ms | Tot: 1m29s | Loss: 0.050 | Acc: 98.482% (31010/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.050 | Acc: 98.485% (31137/31616) 247/391 [=========================================>.......................] Step: 358ms | Tot: 1m30s | Loss: 0.050 | Acc: 98.482% (31262/31744) 248/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.050 | Acc: 98.478% (31387/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m30s | Loss: 0.050 | Acc: 98.472% (31511/32000) 250/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.050 | Acc: 98.472% (31637/32128) 251/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.050 | Acc: 98.472% (31763/32256) 252/391 [=========================================>.......................] Step: 371ms | Tot: 1m32s | Loss: 0.050 | Acc: 98.465% (31887/32384) 253/391 [==========================================>......................] Step: 366ms | Tot: 1m32s | Loss: 0.050 | Acc: 98.468% (32014/32512) 254/391 [==========================================>......................] Step: 367ms | Tot: 1m32s | Loss: 0.050 | Acc: 98.471% (32141/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m33s | Loss: 0.050 | Acc: 98.471% (32267/32768) 256/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.050 | Acc: 98.474% (32394/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.050 | Acc: 98.471% (32519/33024) 258/391 [==========================================>......................] Step: 363ms | Tot: 1m34s | Loss: 0.050 | Acc: 98.477% (32647/33152) 259/391 [===========================================>.....................] Step: 368ms | Tot: 1m34s | Loss: 0.050 | Acc: 98.477% (32773/33280) 260/391 [===========================================>.....................] Step: 361ms | Tot: 1m34s | Loss: 0.050 | Acc: 98.473% (32898/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.050 | Acc: 98.467% (33022/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.050 | Acc: 98.470% (33149/33664) 263/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.050 | Acc: 98.464% (33273/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.050 | Acc: 98.464% (33399/33920) 265/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.050 | Acc: 98.464% (33525/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.050 | Acc: 98.467% (33652/34176) 267/391 [============================================>....................] Step: 370ms | Tot: 1m37s | Loss: 0.050 | Acc: 98.470% (33779/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.050 | Acc: 98.472% (33906/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.050 | Acc: 98.478% (34034/34560) 270/391 [============================================>....................] Step: 373ms | Tot: 1m38s | Loss: 0.050 | Acc: 98.481% (34161/34688) 271/391 [=============================================>...................] Step: 373ms | Tot: 1m38s | Loss: 0.050 | Acc: 98.481% (34287/34816) 272/391 [=============================================>...................] Step: 380ms | Tot: 1m39s | Loss: 0.050 | Acc: 98.486% (34415/34944) 273/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.050 | Acc: 98.483% (34540/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m40s | Loss: 0.050 | Acc: 98.483% (34666/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.050 | Acc: 98.480% (34791/35328) 276/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.050 | Acc: 98.483% (34918/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.050 | Acc: 98.482% (35044/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.050 | Acc: 98.485% (35171/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m41s | Loss: 0.049 | Acc: 98.491% (35299/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.050 | Acc: 98.485% (35423/35968) 281/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.050 | Acc: 98.487% (35550/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.050 | Acc: 98.490% (35677/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.049 | Acc: 98.493% (35804/36352) 284/391 [===============================================>.................] Step: 392ms | Tot: 1m43s | Loss: 0.050 | Acc: 98.490% (35929/36480) 285/391 [===============================================>.................] Step: 396ms | Tot: 1m44s | Loss: 0.050 | Acc: 98.489% (36055/36608) 286/391 [===============================================>.................] Step: 365ms | Tot: 1m44s | Loss: 0.050 | Acc: 98.486% (36180/36736) 287/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.050 | Acc: 98.478% (36303/36864) 288/391 [===============================================>.................] Step: 359ms | Tot: 1m45s | Loss: 0.050 | Acc: 98.481% (36430/36992) 289/391 [================================================>................] Step: 369ms | Tot: 1m45s | Loss: 0.050 | Acc: 98.483% (36557/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m45s | Loss: 0.050 | Acc: 98.486% (36684/37248) 291/391 [================================================>................] Step: 366ms | Tot: 1m46s | Loss: 0.050 | Acc: 98.486% (36810/37376) 292/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.050 | Acc: 98.488% (36937/37504) 293/391 [================================================>................] Step: 359ms | Tot: 1m47s | Loss: 0.050 | Acc: 98.491% (37064/37632) 294/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.049 | Acc: 98.493% (37191/37760) 295/391 [=================================================>...............] Step: 352ms | Tot: 1m47s | Loss: 0.050 | Acc: 98.485% (37314/37888) 296/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.487% (37441/38016) 297/391 [=================================================>...............] Step: 373ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.487% (37567/38144) 298/391 [=================================================>...............] Step: 364ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.487% (37693/38272) 299/391 [=================================================>...............] Step: 371ms | Tot: 1m49s | Loss: 0.049 | Acc: 98.492% (37821/38400) 300/391 [=================================================>...............] Step: 370ms | Tot: 1m49s | Loss: 0.049 | Acc: 98.495% (37948/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m49s | Loss: 0.049 | Acc: 98.494% (38074/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.049 | Acc: 98.494% (38200/38784) 303/391 [==================================================>..............] Step: 361ms | Tot: 1m50s | Loss: 0.049 | Acc: 98.497% (38327/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.049 | Acc: 98.499% (38454/39040) 305/391 [==================================================>..............] Step: 365ms | Tot: 1m51s | Loss: 0.049 | Acc: 98.496% (38579/39168) 306/391 [==================================================>..............] Step: 360ms | Tot: 1m51s | Loss: 0.049 | Acc: 98.501% (38707/39296) 307/391 [===================================================>.............] Step: 356ms | Tot: 1m52s | Loss: 0.049 | Acc: 98.503% (38834/39424) 308/391 [===================================================>.............] Step: 372ms | Tot: 1m52s | Loss: 0.049 | Acc: 98.506% (38961/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.049 | Acc: 98.508% (39088/39680) 310/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.049 | Acc: 98.513% (39216/39808) 311/391 [===================================================>.............] Step: 412ms | Tot: 1m53s | Loss: 0.049 | Acc: 98.515% (39343/39936) 312/391 [===================================================>.............] Step: 376ms | Tot: 1m54s | Loss: 0.049 | Acc: 98.515% (39469/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.049 | Acc: 98.517% (39596/40192) 314/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.049 | Acc: 98.517% (39722/40320) 315/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.049 | Acc: 98.517% (39848/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.049 | Acc: 98.521% (39976/40576) 317/391 [====================================================>............] Step: 365ms | Tot: 1m55s | Loss: 0.049 | Acc: 98.523% (40103/40704) 318/391 [====================================================>............] Step: 359ms | Tot: 1m56s | Loss: 0.049 | Acc: 98.523% (40229/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.049 | Acc: 98.521% (40354/40960) 320/391 [=====================================================>...........] Step: 369ms | Tot: 1m56s | Loss: 0.049 | Acc: 98.520% (40480/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.049 | Acc: 98.525% (40608/41216) 322/391 [=====================================================>...........] Step: 359ms | Tot: 1m57s | Loss: 0.049 | Acc: 98.527% (40735/41344) 323/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.049 | Acc: 98.522% (40859/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.049 | Acc: 98.524% (40986/41600) 325/391 [======================================================>..........] Step: 360ms | Tot: 1m58s | Loss: 0.049 | Acc: 98.529% (41114/41728) 326/391 [======================================================>..........] Step: 370ms | Tot: 1m59s | Loss: 0.049 | Acc: 98.533% (41242/41856) 327/391 [======================================================>..........] Step: 380ms | Tot: 1m59s | Loss: 0.049 | Acc: 98.533% (41368/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.049 | Acc: 98.535% (41495/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 2m266ms | Loss: 0.049 | Acc: 98.535% (41621/42240) 330/391 [======================================================>..........] Step: 363ms | Tot: 2m630ms | Loss: 0.049 | Acc: 98.534% (41747/42368) 331/391 [=======================================================>.........] Step: 361ms | Tot: 2m992ms | Loss: 0.049 | Acc: 98.539% (41875/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.049 | Acc: 98.536% (42000/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.049 | Acc: 98.536% (42126/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.049 | Acc: 98.533% (42251/42880) 335/391 [=======================================================>.........] Step: 378ms | Tot: 2m2s | Loss: 0.049 | Acc: 98.528% (42375/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.049 | Acc: 98.530% (42502/43136) 337/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.049 | Acc: 98.523% (42625/43264) 338/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.049 | Acc: 98.523% (42751/43392) 339/391 [========================================================>........] Step: 366ms | Tot: 2m3s | Loss: 0.049 | Acc: 98.523% (42877/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.049 | Acc: 98.522% (43003/43648) 341/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.049 | Acc: 98.522% (43129/43776) 342/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.049 | Acc: 98.526% (43257/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.049 | Acc: 98.524% (43382/44032) 344/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.049 | Acc: 98.524% (43508/44160) 345/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.049 | Acc: 98.521% (43633/44288) 346/391 [=========================================================>.......] Step: 374ms | Tot: 2m6s | Loss: 0.049 | Acc: 98.521% (43759/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.049 | Acc: 98.521% (43885/44544) 348/391 [=========================================================>.......] Step: 368ms | Tot: 2m7s | Loss: 0.049 | Acc: 98.523% (44012/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.049 | Acc: 98.522% (44138/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.049 | Acc: 98.524% (44265/44928) 351/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.049 | Acc: 98.522% (44390/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m8s | Loss: 0.049 | Acc: 98.522% (44516/45184) 353/391 [==========================================================>......] Step: 372ms | Tot: 2m9s | Loss: 0.049 | Acc: 98.524% (44643/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m9s | Loss: 0.049 | Acc: 98.521% (44768/45440) 355/391 [===========================================================>.....] Step: 355ms | Tot: 2m9s | Loss: 0.049 | Acc: 98.517% (44892/45568) 356/391 [===========================================================>.....] Step: 361ms | Tot: 2m10s | Loss: 0.049 | Acc: 98.510% (45015/45696) 357/391 [===========================================================>.....] Step: 368ms | Tot: 2m10s | Loss: 0.049 | Acc: 98.510% (45141/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.049 | Acc: 98.503% (45264/45952) 359/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.049 | Acc: 98.496% (45387/46080) 360/391 [===========================================================>.....] Step: 374ms | Tot: 2m11s | Loss: 0.049 | Acc: 98.498% (45514/46208) 361/391 [============================================================>....] Step: 370ms | Tot: 2m11s | Loss: 0.050 | Acc: 98.498% (45640/46336) 362/391 [============================================================>....] Step: 374ms | Tot: 2m12s | Loss: 0.050 | Acc: 98.496% (45765/46464) 363/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.050 | Acc: 98.491% (45889/46592) 364/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.050 | Acc: 98.495% (46017/46720) 365/391 [============================================================>....] Step: 364ms | Tot: 2m13s | Loss: 0.050 | Acc: 98.493% (46142/46848) 366/391 [============================================================>....] Step: 405ms | Tot: 2m13s | Loss: 0.050 | Acc: 98.486% (46265/46976) 367/391 [=============================================================>...] Step: 384ms | Tot: 2m14s | Loss: 0.050 | Acc: 98.488% (46392/47104) 368/391 [=============================================================>...] Step: 367ms | Tot: 2m14s | Loss: 0.050 | Acc: 98.484% (46516/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m14s | Loss: 0.050 | Acc: 98.488% (46644/47360) 370/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.050 | Acc: 98.490% (46771/47488) 371/391 [=============================================================>...] Step: 378ms | Tot: 2m15s | Loss: 0.050 | Acc: 98.492% (46898/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.050 | Acc: 98.494% (47025/47744) 373/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.050 | Acc: 98.498% (47153/47872) 374/391 [==============================================================>..] Step: 361ms | Tot: 2m16s | Loss: 0.050 | Acc: 98.500% (47280/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m17s | Loss: 0.049 | Acc: 98.504% (47408/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.049 | Acc: 98.502% (47533/48256) 377/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.049 | Acc: 98.506% (47661/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m18s | Loss: 0.049 | Acc: 98.508% (47788/48512) 379/391 [===============================================================>.] Step: 367ms | Tot: 2m18s | Loss: 0.049 | Acc: 98.505% (47913/48640) 380/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.049 | Acc: 98.505% (48039/48768) 381/391 [===============================================================>.] Step: 368ms | Tot: 2m19s | Loss: 0.049 | Acc: 98.505% (48165/48896) 382/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.049 | Acc: 98.503% (48290/49024) 383/391 [===============================================================>.] Step: 362ms | Tot: 2m20s | Loss: 0.049 | Acc: 98.501% (48415/49152) 384/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.049 | Acc: 98.498% (48540/49280) 385/391 [================================================================>] Step: 372ms | Tot: 2m20s | Loss: 0.050 | Acc: 98.498% (48666/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.050 | Acc: 98.498% (48792/49536) 387/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.050 | Acc: 98.500% (48919/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m21s | Loss: 0.049 | Acc: 98.502% (49046/49792) 389/391 [================================================================>] Step: 364ms | Tot: 2m22s | Loss: 0.049 | Acc: 98.506% (49174/49920) 390/391 [================================================================>] Step: 350ms | Tot: 2m22s | Loss: 0.049 | Acc: 98.504% (49252/50000) 391/391 + [>................................................................] Step: 502ms | Tot: 2ms | Loss: 0.344 | Acc: 94.000% (94/100) 1/100 [>................................................................] Step: 298ms | Tot: 300ms | Loss: 0.282 | Acc: 93.500% (187/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 599ms | Loss: 0.300 | Acc: 92.667% (278/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 900ms | Loss: 0.305 | Acc: 92.000% (368/400) 4/100 [==>..............................................................] Step: 296ms | Tot: 1s196ms | Loss: 0.298 | Acc: 91.000% (455/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s495ms | Loss: 0.272 | Acc: 91.667% (550/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s793ms | Loss: 0.266 | Acc: 91.571% (641/700) 7/100 [====>............................................................] Step: 301ms | Tot: 2s95ms | Loss: 0.281 | Acc: 91.250% (730/800) 8/100 [=====>...........................................................] Step: 318ms | Tot: 2s413ms | Loss: 0.294 | Acc: 91.111% (820/900) 9/100 [=====>...........................................................] Step: 311ms | Tot: 2s724ms | Loss: 0.300 | Acc: 91.200% (912/1000) 10/100 [======>..........................................................] Step: 304ms | Tot: 3s29ms | Loss: 0.302 | Acc: 91.091% (1002/1100) 11/100 [=======>.........................................................] Step: 309ms | Tot: 3s339ms | Loss: 0.323 | Acc: 90.833% (1090/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s646ms | Loss: 0.319 | Acc: 90.923% (1182/1300) 13/100 [========>........................................................] Step: 306ms | Tot: 3s953ms | Loss: 0.320 | Acc: 91.214% (1277/1400) 14/100 [=========>.......................................................] Step: 312ms | Tot: 4s266ms | Loss: 0.313 | Acc: 91.467% (1372/1500) 15/100 [=========>.......................................................] Step: 302ms | Tot: 4s569ms | Loss: 0.319 | Acc: 91.312% (1461/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s873ms | Loss: 0.309 | Acc: 91.588% (1557/1700) 17/100 [===========>.....................................................] Step: 307ms | Tot: 5s181ms | Loss: 0.316 | Acc: 91.333% (1644/1800) 18/100 [===========>.....................................................] Step: 313ms | Tot: 5s495ms | Loss: 0.323 | Acc: 91.316% (1735/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s803ms | Loss: 0.330 | Acc: 91.200% (1824/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s111ms | Loss: 0.330 | Acc: 91.238% (1916/2100) 21/100 [=============>...................................................] Step: 317ms | Tot: 6s428ms | Loss: 0.328 | Acc: 91.364% (2010/2200) 22/100 [==============>..................................................] Step: 317ms | Tot: 6s745ms | Loss: 0.335 | Acc: 91.174% (2097/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s52ms | Loss: 0.335 | Acc: 91.125% (2187/2400) 24/100 [===============>.................................................] Step: 313ms | Tot: 7s365ms | Loss: 0.338 | Acc: 91.120% (2278/2500) 25/100 [================>................................................] Step: 322ms | Tot: 7s688ms | Loss: 0.340 | Acc: 91.077% (2368/2600) 26/100 [================>................................................] Step: 306ms | Tot: 7s995ms | Loss: 0.335 | Acc: 91.037% (2458/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s306ms | Loss: 0.336 | Acc: 91.071% (2550/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s617ms | Loss: 0.342 | Acc: 91.103% (2642/2900) 29/100 [==================>..............................................] Step: 318ms | Tot: 8s936ms | Loss: 0.338 | Acc: 91.200% (2736/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s245ms | Loss: 0.336 | Acc: 91.161% (2826/3100) 31/100 [====================>............................................] Step: 306ms | Tot: 9s552ms | Loss: 0.337 | Acc: 91.188% (2918/3200) 32/100 [====================>............................................] Step: 306ms | Tot: 9s859ms | Loss: 0.334 | Acc: 91.303% (3013/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s164ms | Loss: 0.336 | Acc: 91.265% (3103/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s480ms | Loss: 0.341 | Acc: 91.171% (3191/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s784ms | Loss: 0.338 | Acc: 91.222% (3284/3600) 36/100 [=======================>.........................................] Step: 303ms | Tot: 11s87ms | Loss: 0.339 | Acc: 91.189% (3374/3700) 37/100 [========================>........................................] Step: 310ms | Tot: 11s398ms | Loss: 0.341 | Acc: 91.132% (3463/3800) 38/100 [========================>........................................] Step: 303ms | Tot: 11s702ms | Loss: 0.342 | Acc: 91.154% (3555/3900) 39/100 [=========================>.......................................] Step: 303ms | Tot: 12s5ms | Loss: 0.341 | Acc: 91.200% (3648/4000) 40/100 [==========================>......................................] Step: 314ms | Tot: 12s319ms | Loss: 0.347 | Acc: 91.146% (3737/4100) 41/100 [==========================>......................................] Step: 318ms | Tot: 12s638ms | Loss: 0.352 | Acc: 91.095% (3826/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s945ms | Loss: 0.347 | Acc: 91.209% (3922/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s257ms | Loss: 0.347 | Acc: 91.227% (4014/4400) 44/100 [============================>....................................] Step: 311ms | Tot: 13s569ms | Loss: 0.345 | Acc: 91.311% (4109/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s874ms | Loss: 0.344 | Acc: 91.261% (4198/4600) 46/100 [=============================>...................................] Step: 312ms | Tot: 14s187ms | Loss: 0.344 | Acc: 91.234% (4288/4700) 47/100 [==============================>..................................] Step: 307ms | Tot: 14s495ms | Loss: 0.346 | Acc: 91.167% (4376/4800) 48/100 [===============================>.................................] Step: 305ms | Tot: 14s800ms | Loss: 0.343 | Acc: 91.224% (4470/4900) 49/100 [===============================>.................................] Step: 303ms | Tot: 15s103ms | Loss: 0.346 | Acc: 91.140% (4557/5000) 50/100 [================================>................................] Step: 304ms | Tot: 15s407ms | Loss: 0.347 | Acc: 91.098% (4646/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s714ms | Loss: 0.349 | Acc: 91.077% (4736/5200) 52/100 [=================================>...............................] Step: 303ms | Tot: 16s17ms | Loss: 0.349 | Acc: 91.075% (4827/5300) 53/100 [==================================>..............................] Step: 314ms | Tot: 16s332ms | Loss: 0.350 | Acc: 91.037% (4916/5400) 54/100 [===================================>.............................] Step: 299ms | Tot: 16s631ms | Loss: 0.349 | Acc: 91.036% (5007/5500) 55/100 [===================================>.............................] Step: 311ms | Tot: 16s943ms | Loss: 0.351 | Acc: 91.018% (5097/5600) 56/100 [====================================>............................] Step: 310ms | Tot: 17s253ms | Loss: 0.350 | Acc: 91.018% (5188/5700) 57/100 [=====================================>...........................] Step: 318ms | Tot: 17s571ms | Loss: 0.346 | Acc: 91.121% (5285/5800) 58/100 [=====================================>...........................] Step: 310ms | Tot: 17s882ms | Loss: 0.348 | Acc: 91.051% (5372/5900) 59/100 [======================================>..........................] Step: 302ms | Tot: 18s184ms | Loss: 0.348 | Acc: 91.017% (5461/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s494ms | Loss: 0.347 | Acc: 91.033% (5553/6100) 61/100 [=======================================>.........................] Step: 313ms | Tot: 18s807ms | Loss: 0.350 | Acc: 91.000% (5642/6200) 62/100 [========================================>........................] Step: 321ms | Tot: 19s128ms | Loss: 0.348 | Acc: 91.016% (5734/6300) 63/100 [========================================>........................] Step: 317ms | Tot: 19s446ms | Loss: 0.344 | Acc: 91.109% (5831/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 19s762ms | Loss: 0.344 | Acc: 91.077% (5920/6500) 65/100 [==========================================>......................] Step: 317ms | Tot: 20s79ms | Loss: 0.344 | Acc: 91.045% (6009/6600) 66/100 [==========================================>......................] Step: 336ms | Tot: 20s416ms | Loss: 0.342 | Acc: 91.090% (6103/6700) 67/100 [===========================================>.....................] Step: 360ms | Tot: 20s776ms | Loss: 0.344 | Acc: 91.044% (6191/6800) 68/100 [============================================>....................] Step: 339ms | Tot: 21s115ms | Loss: 0.341 | Acc: 91.029% (6281/6900) 69/100 [============================================>....................] Step: 312ms | Tot: 21s428ms | Loss: 0.340 | Acc: 91.043% (6373/7000) 70/100 [=============================================>...................] Step: 309ms | Tot: 21s737ms | Loss: 0.345 | Acc: 90.958% (6458/7100) 71/100 [==============================================>..................] Step: 309ms | Tot: 22s47ms | Loss: 0.346 | Acc: 90.931% (6547/7200) 72/100 [==============================================>..................] Step: 313ms | Tot: 22s361ms | Loss: 0.343 | Acc: 90.945% (6639/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s671ms | Loss: 0.345 | Acc: 90.959% (6731/7400) 74/100 [================================================>................] Step: 308ms | Tot: 22s980ms | Loss: 0.344 | Acc: 90.933% (6820/7500) 75/100 [================================================>................] Step: 313ms | Tot: 23s293ms | Loss: 0.346 | Acc: 90.882% (6907/7600) 76/100 [=================================================>...............] Step: 310ms | Tot: 23s603ms | Loss: 0.347 | Acc: 90.857% (6996/7700) 77/100 [==================================================>..............] Step: 304ms | Tot: 23s908ms | Loss: 0.346 | Acc: 90.872% (7088/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 24s209ms | Loss: 0.345 | Acc: 90.899% (7181/7900) 79/100 [===================================================>.............] Step: 309ms | Tot: 24s518ms | Loss: 0.344 | Acc: 90.900% (7272/8000) 80/100 [====================================================>............] Step: 310ms | Tot: 24s828ms | Loss: 0.344 | Acc: 90.914% (7364/8100) 81/100 [====================================================>............] Step: 309ms | Tot: 25s138ms | Loss: 0.343 | Acc: 90.878% (7452/8200) 82/100 [=====================================================>...........] Step: 311ms | Tot: 25s449ms | Loss: 0.342 | Acc: 90.880% (7543/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s754ms | Loss: 0.342 | Acc: 90.893% (7635/8400) 84/100 [======================================================>..........] Step: 302ms | Tot: 26s57ms | Loss: 0.343 | Acc: 90.871% (7724/8500) 85/100 [=======================================================>.........] Step: 308ms | Tot: 26s365ms | Loss: 0.344 | Acc: 90.837% (7812/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 26s679ms | Loss: 0.343 | Acc: 90.828% (7902/8700) 87/100 [========================================================>........] Step: 301ms | Tot: 26s980ms | Loss: 0.343 | Acc: 90.807% (7991/8800) 88/100 [=========================================================>.......] Step: 306ms | Tot: 27s287ms | Loss: 0.343 | Acc: 90.798% (8081/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s590ms | Loss: 0.342 | Acc: 90.822% (8174/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s899ms | Loss: 0.341 | Acc: 90.846% (8267/9100) 91/100 [===========================================================>.....] Step: 304ms | Tot: 28s203ms | Loss: 0.339 | Acc: 90.880% (8361/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 28s511ms | Loss: 0.342 | Acc: 90.849% (8449/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s814ms | Loss: 0.342 | Acc: 90.840% (8539/9400) 94/100 [=============================================================>...] Step: 313ms | Tot: 29s127ms | Loss: 0.340 | Acc: 90.884% (8634/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s436ms | Loss: 0.339 | Acc: 90.865% (8723/9600) 96/100 [==============================================================>..] Step: 303ms | Tot: 29s739ms | Loss: 0.338 | Acc: 90.897% (8817/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 30s44ms | Loss: 0.338 | Acc: 90.918% (8910/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 30s350ms | Loss: 0.339 | Acc: 90.848% (8994/9900) 99/100 [================================================================>] Step: 306ms | Tot: 30s656ms | Loss: 0.337 | Acc: 90.890% (9089/10000) 100/100 + +Epoch: 189 + [>................................................................] Step: 611ms | Tot: 2ms | Loss: 0.050 | Acc: 99.219% (127/128) 1/391 [>................................................................] Step: 371ms | Tot: 373ms | Loss: 0.051 | Acc: 99.219% (254/256) 2/391 [>................................................................] Step: 368ms | Tot: 741ms | Loss: 0.051 | Acc: 98.698% (379/384) 3/391 [>................................................................] Step: 372ms | Tot: 1s114ms | Loss: 0.047 | Acc: 99.023% (507/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s482ms | Loss: 0.055 | Acc: 98.906% (633/640) 5/391 [>................................................................] Step: 361ms | Tot: 1s843ms | Loss: 0.053 | Acc: 98.958% (760/768) 6/391 [>................................................................] Step: 367ms | Tot: 2s210ms | Loss: 0.052 | Acc: 98.772% (885/896) 7/391 [=>...............................................................] Step: 359ms | Tot: 2s570ms | Loss: 0.051 | Acc: 98.633% (1010/1024) 8/391 [=>...............................................................] Step: 365ms | Tot: 2s935ms | Loss: 0.048 | Acc: 98.785% (1138/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s295ms | Loss: 0.050 | Acc: 98.672% (1263/1280) 10/391 [=>...............................................................] Step: 359ms | Tot: 3s655ms | Loss: 0.049 | Acc: 98.722% (1390/1408) 11/391 [=>...............................................................] Step: 358ms | Tot: 4s13ms | Loss: 0.048 | Acc: 98.698% (1516/1536) 12/391 [=>...............................................................] Step: 354ms | Tot: 4s367ms | Loss: 0.052 | Acc: 98.498% (1639/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s728ms | Loss: 0.050 | Acc: 98.549% (1766/1792) 14/391 [==>..............................................................] Step: 363ms | Tot: 5s92ms | Loss: 0.050 | Acc: 98.490% (1891/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s451ms | Loss: 0.050 | Acc: 98.486% (2017/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s812ms | Loss: 0.049 | Acc: 98.529% (2144/2176) 17/391 [==>..............................................................] Step: 373ms | Tot: 6s185ms | Loss: 0.049 | Acc: 98.481% (2269/2304) 18/391 [==>..............................................................] Step: 362ms | Tot: 6s548ms | Loss: 0.050 | Acc: 98.396% (2393/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 6s911ms | Loss: 0.051 | Acc: 98.477% (2521/2560) 20/391 [===>.............................................................] Step: 360ms | Tot: 7s272ms | Loss: 0.051 | Acc: 98.475% (2647/2688) 21/391 [===>.............................................................] Step: 360ms | Tot: 7s633ms | Loss: 0.052 | Acc: 98.402% (2771/2816) 22/391 [===>.............................................................] Step: 356ms | Tot: 7s990ms | Loss: 0.052 | Acc: 98.438% (2898/2944) 23/391 [===>.............................................................] Step: 354ms | Tot: 8s344ms | Loss: 0.053 | Acc: 98.340% (3021/3072) 24/391 [===>.............................................................] Step: 356ms | Tot: 8s701ms | Loss: 0.053 | Acc: 98.344% (3147/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s60ms | Loss: 0.052 | Acc: 98.377% (3274/3328) 26/391 [====>............................................................] Step: 360ms | Tot: 9s420ms | Loss: 0.051 | Acc: 98.409% (3401/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 9s788ms | Loss: 0.052 | Acc: 98.382% (3526/3584) 28/391 [====>............................................................] Step: 366ms | Tot: 10s155ms | Loss: 0.052 | Acc: 98.384% (3652/3712) 29/391 [====>............................................................] Step: 355ms | Tot: 10s511ms | Loss: 0.053 | Acc: 98.307% (3775/3840) 30/391 [====>............................................................] Step: 356ms | Tot: 10s867ms | Loss: 0.052 | Acc: 98.311% (3901/3968) 31/391 [=====>...........................................................] Step: 365ms | Tot: 11s233ms | Loss: 0.052 | Acc: 98.340% (4028/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s592ms | Loss: 0.052 | Acc: 98.366% (4155/4224) 33/391 [=====>...........................................................] Step: 358ms | Tot: 11s951ms | Loss: 0.052 | Acc: 98.369% (4281/4352) 34/391 [=====>...........................................................] Step: 363ms | Tot: 12s314ms | Loss: 0.054 | Acc: 98.281% (4403/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 12s685ms | Loss: 0.054 | Acc: 98.242% (4527/4608) 36/391 [=====>...........................................................] Step: 369ms | Tot: 13s54ms | Loss: 0.053 | Acc: 98.290% (4655/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s413ms | Loss: 0.054 | Acc: 98.273% (4780/4864) 38/391 [======>..........................................................] Step: 355ms | Tot: 13s768ms | Loss: 0.054 | Acc: 98.317% (4908/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s134ms | Loss: 0.053 | Acc: 98.359% (5036/5120) 40/391 [======>..........................................................] Step: 359ms | Tot: 14s493ms | Loss: 0.053 | Acc: 98.342% (5161/5248) 41/391 [======>..........................................................] Step: 358ms | Tot: 14s852ms | Loss: 0.054 | Acc: 98.326% (5286/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s213ms | Loss: 0.053 | Acc: 98.328% (5412/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s574ms | Loss: 0.053 | Acc: 98.331% (5538/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 15s942ms | Loss: 0.053 | Acc: 98.351% (5665/5760) 45/391 [=======>.........................................................] Step: 356ms | Tot: 16s298ms | Loss: 0.053 | Acc: 98.353% (5791/5888) 46/391 [=======>.........................................................] Step: 357ms | Tot: 16s655ms | Loss: 0.052 | Acc: 98.371% (5918/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s15ms | Loss: 0.053 | Acc: 98.340% (6042/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s374ms | Loss: 0.053 | Acc: 98.358% (6169/6272) 49/391 [========>........................................................] Step: 358ms | Tot: 17s732ms | Loss: 0.052 | Acc: 98.375% (6296/6400) 50/391 [========>........................................................] Step: 362ms | Tot: 18s95ms | Loss: 0.052 | Acc: 98.392% (6423/6528) 51/391 [========>........................................................] Step: 358ms | Tot: 18s453ms | Loss: 0.052 | Acc: 98.392% (6549/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 18s815ms | Loss: 0.052 | Acc: 98.364% (6673/6784) 53/391 [========>........................................................] Step: 398ms | Tot: 19s213ms | Loss: 0.053 | Acc: 98.365% (6799/6912) 54/391 [========>........................................................] Step: 416ms | Tot: 19s630ms | Loss: 0.053 | Acc: 98.338% (6923/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 19s997ms | Loss: 0.053 | Acc: 98.354% (7050/7168) 56/391 [=========>.......................................................] Step: 358ms | Tot: 20s355ms | Loss: 0.052 | Acc: 98.369% (7177/7296) 57/391 [=========>.......................................................] Step: 361ms | Tot: 20s717ms | Loss: 0.052 | Acc: 98.370% (7303/7424) 58/391 [=========>.......................................................] Step: 363ms | Tot: 21s81ms | Loss: 0.052 | Acc: 98.398% (7431/7552) 59/391 [=========>.......................................................] Step: 353ms | Tot: 21s435ms | Loss: 0.052 | Acc: 98.398% (7557/7680) 60/391 [=========>.......................................................] Step: 361ms | Tot: 21s796ms | Loss: 0.052 | Acc: 98.412% (7684/7808) 61/391 [==========>......................................................] Step: 364ms | Tot: 22s160ms | Loss: 0.052 | Acc: 98.400% (7809/7936) 62/391 [==========>......................................................] Step: 363ms | Tot: 22s524ms | Loss: 0.052 | Acc: 98.400% (7935/8064) 63/391 [==========>......................................................] Step: 354ms | Tot: 22s878ms | Loss: 0.052 | Acc: 98.389% (8060/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s244ms | Loss: 0.052 | Acc: 98.389% (8186/8320) 65/391 [==========>......................................................] Step: 361ms | Tot: 23s605ms | Loss: 0.052 | Acc: 98.390% (8312/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 23s966ms | Loss: 0.052 | Acc: 98.414% (8440/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s329ms | Loss: 0.052 | Acc: 98.403% (8565/8704) 68/391 [===========>.....................................................] Step: 353ms | Tot: 24s683ms | Loss: 0.052 | Acc: 98.392% (8690/8832) 69/391 [===========>.....................................................] Step: 366ms | Tot: 25s49ms | Loss: 0.052 | Acc: 98.404% (8817/8960) 70/391 [===========>.....................................................] Step: 356ms | Tot: 25s406ms | Loss: 0.051 | Acc: 98.415% (8944/9088) 71/391 [===========>.....................................................] Step: 366ms | Tot: 25s772ms | Loss: 0.051 | Acc: 98.427% (9071/9216) 72/391 [===========>.....................................................] Step: 361ms | Tot: 26s134ms | Loss: 0.052 | Acc: 98.416% (9196/9344) 73/391 [============>....................................................] Step: 356ms | Tot: 26s491ms | Loss: 0.051 | Acc: 98.438% (9324/9472) 74/391 [============>....................................................] Step: 355ms | Tot: 26s847ms | Loss: 0.051 | Acc: 98.427% (9449/9600) 75/391 [============>....................................................] Step: 362ms | Tot: 27s209ms | Loss: 0.051 | Acc: 98.438% (9576/9728) 76/391 [============>....................................................] Step: 357ms | Tot: 27s567ms | Loss: 0.051 | Acc: 98.438% (9702/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 27s921ms | Loss: 0.051 | Acc: 98.427% (9827/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s281ms | Loss: 0.051 | Acc: 98.438% (9954/10112) 79/391 [=============>...................................................] Step: 353ms | Tot: 28s635ms | Loss: 0.052 | Acc: 98.398% (10076/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s1ms | Loss: 0.052 | Acc: 98.389% (10201/10368) 81/391 [=============>...................................................] Step: 356ms | Tot: 29s357ms | Loss: 0.052 | Acc: 98.399% (10328/10496) 82/391 [=============>...................................................] Step: 358ms | Tot: 29s716ms | Loss: 0.052 | Acc: 98.381% (10452/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s81ms | Loss: 0.052 | Acc: 98.372% (10577/10752) 84/391 [=============>...................................................] Step: 354ms | Tot: 30s436ms | Loss: 0.052 | Acc: 98.392% (10705/10880) 85/391 [==============>..................................................] Step: 357ms | Tot: 30s793ms | Loss: 0.052 | Acc: 98.392% (10831/11008) 86/391 [==============>..................................................] Step: 362ms | Tot: 31s155ms | Loss: 0.052 | Acc: 98.375% (10955/11136) 87/391 [==============>..................................................] Step: 354ms | Tot: 31s509ms | Loss: 0.052 | Acc: 98.393% (11083/11264) 88/391 [==============>..................................................] Step: 354ms | Tot: 31s864ms | Loss: 0.051 | Acc: 98.402% (11210/11392) 89/391 [==============>..................................................] Step: 364ms | Tot: 32s228ms | Loss: 0.051 | Acc: 98.403% (11336/11520) 90/391 [==============>..................................................] Step: 361ms | Tot: 32s590ms | Loss: 0.051 | Acc: 98.395% (11461/11648) 91/391 [===============>.................................................] Step: 354ms | Tot: 32s944ms | Loss: 0.051 | Acc: 98.395% (11587/11776) 92/391 [===============>.................................................] Step: 361ms | Tot: 33s306ms | Loss: 0.052 | Acc: 98.395% (11713/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 33s667ms | Loss: 0.052 | Acc: 98.388% (11838/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s29ms | Loss: 0.053 | Acc: 98.372% (11962/12160) 95/391 [===============>.................................................] Step: 351ms | Tot: 34s381ms | Loss: 0.053 | Acc: 98.364% (12087/12288) 96/391 [===============>.................................................] Step: 362ms | Tot: 34s743ms | Loss: 0.053 | Acc: 98.373% (12214/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s107ms | Loss: 0.053 | Acc: 98.366% (12339/12544) 98/391 [================>................................................] Step: 365ms | Tot: 35s472ms | Loss: 0.053 | Acc: 98.366% (12465/12672) 99/391 [================>................................................] Step: 358ms | Tot: 35s831ms | Loss: 0.053 | Acc: 98.375% (12592/12800) 100/391 [================>................................................] Step: 366ms | Tot: 36s198ms | Loss: 0.053 | Acc: 98.376% (12718/12928) 101/391 [================>................................................] Step: 360ms | Tot: 36s558ms | Loss: 0.053 | Acc: 98.384% (12845/13056) 102/391 [================>................................................] Step: 359ms | Tot: 36s917ms | Loss: 0.053 | Acc: 98.354% (12967/13184) 103/391 [=================>...............................................] Step: 362ms | Tot: 37s280ms | Loss: 0.053 | Acc: 98.370% (13095/13312) 104/391 [=================>...............................................] Step: 355ms | Tot: 37s636ms | Loss: 0.053 | Acc: 98.348% (13218/13440) 105/391 [=================>...............................................] Step: 359ms | Tot: 37s995ms | Loss: 0.053 | Acc: 98.356% (13345/13568) 106/391 [=================>...............................................] Step: 359ms | Tot: 38s355ms | Loss: 0.053 | Acc: 98.372% (13473/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 38s721ms | Loss: 0.053 | Acc: 98.387% (13601/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s83ms | Loss: 0.052 | Acc: 98.394% (13728/13952) 109/391 [==================>..............................................] Step: 355ms | Tot: 39s439ms | Loss: 0.053 | Acc: 98.395% (13854/14080) 110/391 [==================>..............................................] Step: 356ms | Tot: 39s795ms | Loss: 0.053 | Acc: 98.395% (13980/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s167ms | Loss: 0.053 | Acc: 98.389% (14105/14336) 112/391 [==================>..............................................] Step: 366ms | Tot: 40s533ms | Loss: 0.053 | Acc: 98.389% (14231/14464) 113/391 [==================>..............................................] Step: 356ms | Tot: 40s890ms | Loss: 0.053 | Acc: 98.390% (14357/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s252ms | Loss: 0.052 | Acc: 98.397% (14484/14720) 115/391 [===================>.............................................] Step: 361ms | Tot: 41s614ms | Loss: 0.052 | Acc: 98.411% (14612/14848) 116/391 [===================>.............................................] Step: 365ms | Tot: 41s980ms | Loss: 0.052 | Acc: 98.411% (14738/14976) 117/391 [===================>.............................................] Step: 359ms | Tot: 42s339ms | Loss: 0.052 | Acc: 98.424% (14866/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 42s704ms | Loss: 0.052 | Acc: 98.424% (14992/15232) 119/391 [===================>.............................................] Step: 364ms | Tot: 43s68ms | Loss: 0.052 | Acc: 98.424% (15118/15360) 120/391 [===================>.............................................] Step: 361ms | Tot: 43s430ms | Loss: 0.052 | Acc: 98.425% (15244/15488) 121/391 [====================>............................................] Step: 359ms | Tot: 43s790ms | Loss: 0.052 | Acc: 98.431% (15371/15616) 122/391 [====================>............................................] Step: 366ms | Tot: 44s156ms | Loss: 0.052 | Acc: 98.431% (15497/15744) 123/391 [====================>............................................] Step: 365ms | Tot: 44s522ms | Loss: 0.051 | Acc: 98.444% (15625/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 44s879ms | Loss: 0.051 | Acc: 98.444% (15751/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s247ms | Loss: 0.051 | Acc: 98.444% (15877/16128) 126/391 [====================>............................................] Step: 355ms | Tot: 45s602ms | Loss: 0.051 | Acc: 98.438% (16002/16256) 127/391 [=====================>...........................................] Step: 354ms | Tot: 45s957ms | Loss: 0.051 | Acc: 98.444% (16129/16384) 128/391 [=====================>...........................................] Step: 357ms | Tot: 46s315ms | Loss: 0.051 | Acc: 98.450% (16256/16512) 129/391 [=====================>...........................................] Step: 363ms | Tot: 46s678ms | Loss: 0.051 | Acc: 98.462% (16384/16640) 130/391 [=====================>...........................................] Step: 363ms | Tot: 47s42ms | Loss: 0.051 | Acc: 98.455% (16509/16768) 131/391 [=====================>...........................................] Step: 354ms | Tot: 47s396ms | Loss: 0.051 | Acc: 98.455% (16635/16896) 132/391 [=====================>...........................................] Step: 355ms | Tot: 47s752ms | Loss: 0.051 | Acc: 98.455% (16761/17024) 133/391 [======================>..........................................] Step: 365ms | Tot: 48s118ms | Loss: 0.051 | Acc: 98.443% (16885/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 48s484ms | Loss: 0.051 | Acc: 98.443% (17011/17280) 135/391 [======================>..........................................] Step: 352ms | Tot: 48s837ms | Loss: 0.051 | Acc: 98.443% (17137/17408) 136/391 [======================>..........................................] Step: 385ms | Tot: 49s222ms | Loss: 0.051 | Acc: 98.438% (17262/17536) 137/391 [======================>..........................................] Step: 414ms | Tot: 49s637ms | Loss: 0.051 | Acc: 98.438% (17388/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 49s997ms | Loss: 0.051 | Acc: 98.438% (17514/17792) 139/391 [=======================>.........................................] Step: 356ms | Tot: 50s354ms | Loss: 0.051 | Acc: 98.449% (17642/17920) 140/391 [=======================>.........................................] Step: 355ms | Tot: 50s709ms | Loss: 0.051 | Acc: 98.454% (17769/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s72ms | Loss: 0.051 | Acc: 98.465% (17897/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s429ms | Loss: 0.051 | Acc: 98.470% (18024/18304) 143/391 [=======================>.........................................] Step: 362ms | Tot: 51s791ms | Loss: 0.050 | Acc: 98.470% (18150/18432) 144/391 [=======================>.........................................] Step: 365ms | Tot: 52s157ms | Loss: 0.050 | Acc: 98.481% (18278/18560) 145/391 [========================>........................................] Step: 358ms | Tot: 52s515ms | Loss: 0.050 | Acc: 98.475% (18403/18688) 146/391 [========================>........................................] Step: 352ms | Tot: 52s868ms | Loss: 0.050 | Acc: 98.480% (18530/18816) 147/391 [========================>........................................] Step: 361ms | Tot: 53s229ms | Loss: 0.050 | Acc: 98.490% (18658/18944) 148/391 [========================>........................................] Step: 358ms | Tot: 53s588ms | Loss: 0.050 | Acc: 98.474% (18781/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 53s944ms | Loss: 0.050 | Acc: 98.464% (18905/19200) 150/391 [========================>........................................] Step: 360ms | Tot: 54s304ms | Loss: 0.050 | Acc: 98.458% (19030/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 54s661ms | Loss: 0.050 | Acc: 98.458% (19156/19456) 152/391 [=========================>.......................................] Step: 369ms | Tot: 55s31ms | Loss: 0.050 | Acc: 98.453% (19281/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 55s393ms | Loss: 0.050 | Acc: 98.453% (19407/19712) 154/391 [=========================>.......................................] Step: 364ms | Tot: 55s757ms | Loss: 0.051 | Acc: 98.448% (19532/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s123ms | Loss: 0.051 | Acc: 98.448% (19658/19968) 156/391 [=========================>.......................................] Step: 360ms | Tot: 56s483ms | Loss: 0.051 | Acc: 98.452% (19785/20096) 157/391 [==========================>......................................] Step: 355ms | Tot: 56s839ms | Loss: 0.051 | Acc: 98.452% (19911/20224) 158/391 [==========================>......................................] Step: 360ms | Tot: 57s199ms | Loss: 0.051 | Acc: 98.438% (20034/20352) 159/391 [==========================>......................................] Step: 361ms | Tot: 57s561ms | Loss: 0.051 | Acc: 98.442% (20161/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 57s920ms | Loss: 0.051 | Acc: 98.442% (20287/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 58s290ms | Loss: 0.050 | Acc: 98.447% (20414/20736) 162/391 [==========================>......................................] Step: 363ms | Tot: 58s654ms | Loss: 0.051 | Acc: 98.447% (20540/20864) 163/391 [===========================>.....................................] Step: 363ms | Tot: 59s17ms | Loss: 0.050 | Acc: 98.447% (20666/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 59s378ms | Loss: 0.051 | Acc: 98.447% (20792/21120) 165/391 [===========================>.....................................] Step: 351ms | Tot: 59s730ms | Loss: 0.050 | Acc: 98.452% (20919/21248) 166/391 [===========================>.....................................] Step: 361ms | Tot: 1m91ms | Loss: 0.050 | Acc: 98.461% (21047/21376) 167/391 [===========================>.....................................] Step: 355ms | Tot: 1m446ms | Loss: 0.050 | Acc: 98.461% (21173/21504) 168/391 [===========================>.....................................] Step: 351ms | Tot: 1m798ms | Loss: 0.050 | Acc: 98.470% (21301/21632) 169/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.474% (21428/21760) 170/391 [============================>....................................] Step: 363ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.479% (21555/21888) 171/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.050 | Acc: 98.474% (21680/22016) 172/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.469% (21805/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.464% (21930/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.050 | Acc: 98.473% (22058/22400) 175/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.464% (22182/22528) 176/391 [=============================>...................................] Step: 355ms | Tot: 1m3s | Loss: 0.050 | Acc: 98.460% (22307/22656) 177/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.464% (22434/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.455% (22558/22912) 179/391 [=============================>...................................] Step: 369ms | Tot: 1m4s | Loss: 0.050 | Acc: 98.451% (22683/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.455% (22810/23168) 181/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.459% (22937/23296) 182/391 [==============================>..................................] Step: 358ms | Tot: 1m5s | Loss: 0.050 | Acc: 98.463% (23064/23424) 183/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.467% (23191/23552) 184/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.467% (23317/23680) 185/391 [==============================>..................................] Step: 354ms | Tot: 1m6s | Loss: 0.050 | Acc: 98.475% (23445/23808) 186/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.458% (23567/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m7s | Loss: 0.050 | Acc: 98.462% (23694/24064) 188/391 [===============================>.................................] Step: 364ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.462% (23820/24192) 189/391 [===============================>.................................] Step: 357ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.458% (23945/24320) 190/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.050 | Acc: 98.458% (24071/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.450% (24195/24576) 192/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.454% (24322/24704) 193/391 [================================>................................] Step: 355ms | Tot: 1m9s | Loss: 0.050 | Acc: 98.450% (24447/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.454% (24574/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.457% (24701/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.050 | Acc: 98.461% (24828/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.457% (24953/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.050 | Acc: 98.461% (25080/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.469% (25208/25600) 200/391 [=================================>...............................] Step: 357ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.469% (25334/25728) 201/391 [=================================>...............................] Step: 359ms | Tot: 1m12s | Loss: 0.050 | Acc: 98.465% (25459/25856) 202/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.468% (25586/25984) 203/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.472% (25713/26112) 204/391 [=================================>...............................] Step: 359ms | Tot: 1m13s | Loss: 0.050 | Acc: 98.464% (25837/26240) 205/391 [==================================>..............................] Step: 364ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.449% (25959/26368) 206/391 [==================================>..............................] Step: 365ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.453% (26086/26496) 207/391 [==================================>..............................] Step: 355ms | Tot: 1m14s | Loss: 0.050 | Acc: 98.445% (26210/26624) 208/391 [==================================>..............................] Step: 362ms | Tot: 1m15s | Loss: 0.050 | Acc: 98.452% (26338/26752) 209/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.050 | Acc: 98.452% (26464/26880) 210/391 [==================================>..............................] Step: 357ms | Tot: 1m15s | Loss: 0.050 | Acc: 98.460% (26592/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m16s | Loss: 0.050 | Acc: 98.445% (26714/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m16s | Loss: 0.050 | Acc: 98.452% (26842/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.050 | Acc: 98.448% (26967/27392) 214/391 [===================================>.............................] Step: 355ms | Tot: 1m17s | Loss: 0.050 | Acc: 98.452% (27094/27520) 215/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.050 | Acc: 98.452% (27220/27648) 216/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.050 | Acc: 98.456% (27347/27776) 217/391 [====================================>............................] Step: 358ms | Tot: 1m18s | Loss: 0.050 | Acc: 98.455% (27473/27904) 218/391 [====================================>............................] Step: 354ms | Tot: 1m18s | Loss: 0.050 | Acc: 98.455% (27599/28032) 219/391 [====================================>............................] Step: 384ms | Tot: 1m19s | Loss: 0.050 | Acc: 98.459% (27726/28160) 220/391 [====================================>............................] Step: 419ms | Tot: 1m19s | Loss: 0.050 | Acc: 98.448% (27849/28288) 221/391 [====================================>............................] Step: 373ms | Tot: 1m20s | Loss: 0.050 | Acc: 98.448% (27975/28416) 222/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.050 | Acc: 98.452% (28102/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m20s | Loss: 0.050 | Acc: 98.448% (28227/28672) 224/391 [=====================================>...........................] Step: 373ms | Tot: 1m21s | Loss: 0.050 | Acc: 98.444% (28352/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.050 | Acc: 98.441% (28477/28928) 226/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.050 | Acc: 98.441% (28603/29056) 227/391 [=====================================>...........................] Step: 368ms | Tot: 1m22s | Loss: 0.050 | Acc: 98.441% (28729/29184) 228/391 [=====================================>...........................] Step: 355ms | Tot: 1m22s | Loss: 0.050 | Acc: 98.441% (28855/29312) 229/391 [======================================>..........................] Step: 348ms | Tot: 1m22s | Loss: 0.050 | Acc: 98.434% (28979/29440) 230/391 [======================================>..........................] Step: 355ms | Tot: 1m23s | Loss: 0.051 | Acc: 98.431% (29104/29568) 231/391 [======================================>..........................] Step: 357ms | Tot: 1m23s | Loss: 0.050 | Acc: 98.434% (29231/29696) 232/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.050 | Acc: 98.438% (29358/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.050 | Acc: 98.438% (29484/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.050 | Acc: 98.438% (29610/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.050 | Acc: 98.441% (29737/30208) 236/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.050 | Acc: 98.441% (29863/30336) 237/391 [=======================================>.........................] Step: 364ms | Tot: 1m25s | Loss: 0.050 | Acc: 98.447% (29991/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m26s | Loss: 0.050 | Acc: 98.447% (30117/30592) 239/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.050 | Acc: 98.447% (30243/30720) 240/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.050 | Acc: 98.441% (30367/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m27s | Loss: 0.050 | Acc: 98.441% (30493/30976) 242/391 [========================================>........................] Step: 365ms | Tot: 1m27s | Loss: 0.050 | Acc: 98.441% (30619/31104) 243/391 [========================================>........................] Step: 358ms | Tot: 1m27s | Loss: 0.050 | Acc: 98.438% (30744/31232) 244/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.050 | Acc: 98.441% (30871/31360) 245/391 [========================================>........................] Step: 358ms | Tot: 1m28s | Loss: 0.050 | Acc: 98.441% (30997/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.050 | Acc: 98.441% (31123/31616) 247/391 [=========================================>.......................] Step: 361ms | Tot: 1m29s | Loss: 0.050 | Acc: 98.438% (31248/31744) 248/391 [=========================================>.......................] Step: 356ms | Tot: 1m29s | Loss: 0.051 | Acc: 98.431% (31372/31872) 249/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.051 | Acc: 98.428% (31497/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.051 | Acc: 98.434% (31625/32128) 251/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.051 | Acc: 98.438% (31752/32256) 252/391 [=========================================>.......................] Step: 365ms | Tot: 1m31s | Loss: 0.051 | Acc: 98.434% (31877/32384) 253/391 [==========================================>......................] Step: 360ms | Tot: 1m31s | Loss: 0.051 | Acc: 98.438% (32004/32512) 254/391 [==========================================>......................] Step: 354ms | Tot: 1m31s | Loss: 0.051 | Acc: 98.438% (32130/32640) 255/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.051 | Acc: 98.434% (32255/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m32s | Loss: 0.051 | Acc: 98.438% (32382/32896) 257/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.438% (32508/33024) 258/391 [==========================================>......................] Step: 359ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.434% (32633/33152) 259/391 [===========================================>.....................] Step: 358ms | Tot: 1m33s | Loss: 0.051 | Acc: 98.438% (32760/33280) 260/391 [===========================================>.....................] Step: 369ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.443% (32888/33408) 261/391 [===========================================>.....................] Step: 358ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.440% (33013/33536) 262/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.051 | Acc: 98.446% (33141/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.452% (33269/33792) 264/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.051 | Acc: 98.446% (33393/33920) 265/391 [============================================>....................] Step: 358ms | Tot: 1m35s | Loss: 0.050 | Acc: 98.452% (33521/34048) 266/391 [============================================>....................] Step: 363ms | Tot: 1m36s | Loss: 0.051 | Acc: 98.449% (33646/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.050 | Acc: 98.449% (33772/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.438% (33894/34432) 269/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.440% (34021/34560) 270/391 [============================================>....................] Step: 358ms | Tot: 1m37s | Loss: 0.051 | Acc: 98.440% (34147/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.051 | Acc: 98.446% (34275/34816) 272/391 [=============================================>...................] Step: 355ms | Tot: 1m38s | Loss: 0.050 | Acc: 98.446% (34401/34944) 273/391 [=============================================>...................] Step: 357ms | Tot: 1m38s | Loss: 0.050 | Acc: 98.449% (34528/35072) 274/391 [=============================================>...................] Step: 361ms | Tot: 1m39s | Loss: 0.050 | Acc: 98.449% (34654/35200) 275/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.050 | Acc: 98.452% (34781/35328) 276/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.050 | Acc: 98.449% (34906/35456) 277/391 [==============================================>..................] Step: 362ms | Tot: 1m40s | Loss: 0.050 | Acc: 98.449% (35032/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.050 | Acc: 98.449% (35158/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m40s | Loss: 0.050 | Acc: 98.446% (35283/35840) 280/391 [==============================================>..................] Step: 358ms | Tot: 1m41s | Loss: 0.050 | Acc: 98.440% (35407/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.051 | Acc: 98.438% (35532/36096) 282/391 [==============================================>..................] Step: 369ms | Tot: 1m42s | Loss: 0.051 | Acc: 98.438% (35658/36224) 283/391 [===============================================>.................] Step: 358ms | Tot: 1m42s | Loss: 0.051 | Acc: 98.443% (35786/36352) 284/391 [===============================================>.................] Step: 356ms | Tot: 1m42s | Loss: 0.051 | Acc: 98.438% (35910/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.051 | Acc: 98.443% (36038/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m43s | Loss: 0.051 | Acc: 98.446% (36165/36736) 287/391 [===============================================>.................] Step: 367ms | Tot: 1m43s | Loss: 0.050 | Acc: 98.451% (36293/36864) 288/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.051 | Acc: 98.446% (36417/36992) 289/391 [================================================>................] Step: 356ms | Tot: 1m44s | Loss: 0.051 | Acc: 98.440% (36541/37120) 290/391 [================================================>................] Step: 356ms | Tot: 1m44s | Loss: 0.051 | Acc: 98.438% (36666/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m45s | Loss: 0.051 | Acc: 98.443% (36794/37376) 292/391 [================================================>................] Step: 357ms | Tot: 1m45s | Loss: 0.050 | Acc: 98.445% (36921/37504) 293/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.050 | Acc: 98.445% (37047/37632) 294/391 [================================================>................] Step: 359ms | Tot: 1m46s | Loss: 0.050 | Acc: 98.451% (37175/37760) 295/391 [=================================================>...............] Step: 359ms | Tot: 1m46s | Loss: 0.050 | Acc: 98.448% (37300/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.050 | Acc: 98.451% (37427/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.050 | Acc: 98.448% (37552/38144) 298/391 [=================================================>...............] Step: 356ms | Tot: 1m47s | Loss: 0.050 | Acc: 98.451% (37679/38272) 299/391 [=================================================>...............] Step: 362ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.456% (37807/38400) 300/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.458% (37934/38528) 301/391 [==================================================>..............] Step: 353ms | Tot: 1m48s | Loss: 0.050 | Acc: 98.458% (38060/38656) 302/391 [==================================================>..............] Step: 396ms | Tot: 1m49s | Loss: 0.050 | Acc: 98.456% (38185/38784) 303/391 [==================================================>..............] Step: 415ms | Tot: 1m49s | Loss: 0.050 | Acc: 98.458% (38312/38912) 304/391 [==================================================>..............] Step: 371ms | Tot: 1m50s | Loss: 0.050 | Acc: 98.458% (38438/39040) 305/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.050 | Acc: 98.458% (38564/39168) 306/391 [==================================================>..............] Step: 357ms | Tot: 1m50s | Loss: 0.050 | Acc: 98.463% (38692/39296) 307/391 [===================================================>.............] Step: 366ms | Tot: 1m51s | Loss: 0.050 | Acc: 98.465% (38819/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m51s | Loss: 0.050 | Acc: 98.470% (38947/39552) 309/391 [===================================================>.............] Step: 356ms | Tot: 1m51s | Loss: 0.050 | Acc: 98.473% (39074/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m52s | Loss: 0.050 | Acc: 98.473% (39200/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m52s | Loss: 0.050 | Acc: 98.470% (39325/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m52s | Loss: 0.050 | Acc: 98.470% (39451/40064) 313/391 [====================================================>............] Step: 363ms | Tot: 1m53s | Loss: 0.050 | Acc: 98.465% (39575/40192) 314/391 [====================================================>............] Step: 365ms | Tot: 1m53s | Loss: 0.050 | Acc: 98.465% (39701/40320) 315/391 [====================================================>............] Step: 360ms | Tot: 1m54s | Loss: 0.050 | Acc: 98.465% (39827/40448) 316/391 [====================================================>............] Step: 358ms | Tot: 1m54s | Loss: 0.050 | Acc: 98.465% (39953/40576) 317/391 [====================================================>............] Step: 363ms | Tot: 1m54s | Loss: 0.050 | Acc: 98.462% (40078/40704) 318/391 [====================================================>............] Step: 367ms | Tot: 1m55s | Loss: 0.050 | Acc: 98.462% (40204/40832) 319/391 [=====================================================>...........] Step: 369ms | Tot: 1m55s | Loss: 0.050 | Acc: 98.459% (40329/40960) 320/391 [=====================================================>...........] Step: 357ms | Tot: 1m55s | Loss: 0.050 | Acc: 98.462% (40456/41088) 321/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.050 | Acc: 98.464% (40583/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m56s | Loss: 0.050 | Acc: 98.457% (40706/41344) 323/391 [=====================================================>...........] Step: 373ms | Tot: 1m56s | Loss: 0.050 | Acc: 98.457% (40832/41472) 324/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.050 | Acc: 98.459% (40959/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m57s | Loss: 0.050 | Acc: 98.461% (41086/41728) 326/391 [======================================================>..........] Step: 367ms | Tot: 1m58s | Loss: 0.050 | Acc: 98.464% (41213/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m58s | Loss: 0.050 | Acc: 98.464% (41339/41984) 328/391 [======================================================>..........] Step: 368ms | Tot: 1m58s | Loss: 0.050 | Acc: 98.468% (41467/42112) 329/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.050 | Acc: 98.471% (41594/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.050 | Acc: 98.468% (41719/42368) 331/391 [=======================================================>.........] Step: 355ms | Tot: 1m59s | Loss: 0.050 | Acc: 98.470% (41846/42496) 332/391 [=======================================================>.........] Step: 369ms | Tot: 2m279ms | Loss: 0.050 | Acc: 98.470% (41972/42624) 333/391 [=======================================================>.........] Step: 357ms | Tot: 2m636ms | Loss: 0.050 | Acc: 98.468% (42097/42752) 334/391 [=======================================================>.........] Step: 360ms | Tot: 2m996ms | Loss: 0.050 | Acc: 98.472% (42225/42880) 335/391 [=======================================================>.........] Step: 356ms | Tot: 2m1s | Loss: 0.050 | Acc: 98.475% (42352/43008) 336/391 [=======================================================>.........] Step: 357ms | Tot: 2m1s | Loss: 0.050 | Acc: 98.475% (42478/43136) 337/391 [========================================================>........] Step: 360ms | Tot: 2m2s | Loss: 0.050 | Acc: 98.474% (42604/43264) 338/391 [========================================================>........] Step: 356ms | Tot: 2m2s | Loss: 0.050 | Acc: 98.474% (42730/43392) 339/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.049 | Acc: 98.477% (42857/43520) 340/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.050 | Acc: 98.476% (42983/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m3s | Loss: 0.050 | Acc: 98.479% (43110/43776) 342/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.050 | Acc: 98.474% (43234/43904) 343/391 [=========================================================>.......] Step: 360ms | Tot: 2m4s | Loss: 0.050 | Acc: 98.476% (43361/44032) 344/391 [=========================================================>.......] Step: 351ms | Tot: 2m4s | Loss: 0.050 | Acc: 98.478% (43488/44160) 345/391 [=========================================================>.......] Step: 353ms | Tot: 2m4s | Loss: 0.050 | Acc: 98.476% (43613/44288) 346/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.050 | Acc: 98.476% (43739/44416) 347/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.050 | Acc: 98.476% (43865/44544) 348/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.050 | Acc: 98.480% (43993/44672) 349/391 [==========================================================>......] Step: 357ms | Tot: 2m6s | Loss: 0.050 | Acc: 98.478% (44118/44800) 350/391 [==========================================================>......] Step: 384ms | Tot: 2m6s | Loss: 0.049 | Acc: 98.480% (44245/44928) 351/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.049 | Acc: 98.482% (44372/45056) 352/391 [==========================================================>......] Step: 357ms | Tot: 2m7s | Loss: 0.049 | Acc: 98.484% (44499/45184) 353/391 [==========================================================>......] Step: 356ms | Tot: 2m7s | Loss: 0.049 | Acc: 98.482% (44624/45312) 354/391 [==========================================================>......] Step: 361ms | Tot: 2m8s | Loss: 0.049 | Acc: 98.486% (44752/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m8s | Loss: 0.049 | Acc: 98.488% (44879/45568) 356/391 [===========================================================>.....] Step: 357ms | Tot: 2m8s | Loss: 0.049 | Acc: 98.486% (45004/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.049 | Acc: 98.481% (45128/45824) 358/391 [===========================================================>.....] Step: 361ms | Tot: 2m9s | Loss: 0.049 | Acc: 98.481% (45254/45952) 359/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.049 | Acc: 98.474% (45377/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m10s | Loss: 0.049 | Acc: 98.474% (45503/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m10s | Loss: 0.050 | Acc: 98.476% (45630/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 2m11s | Loss: 0.049 | Acc: 98.478% (45757/46464) 363/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.049 | Acc: 98.483% (45885/46592) 364/391 [============================================================>....] Step: 353ms | Tot: 2m11s | Loss: 0.049 | Acc: 98.485% (46012/46720) 365/391 [============================================================>....] Step: 367ms | Tot: 2m12s | Loss: 0.049 | Acc: 98.484% (46138/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m12s | Loss: 0.050 | Acc: 98.480% (46262/46976) 367/391 [=============================================================>...] Step: 361ms | Tot: 2m12s | Loss: 0.049 | Acc: 98.482% (46389/47104) 368/391 [=============================================================>...] Step: 367ms | Tot: 2m13s | Loss: 0.049 | Acc: 98.484% (46516/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m13s | Loss: 0.049 | Acc: 98.486% (46643/47360) 370/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.049 | Acc: 98.484% (46768/47488) 371/391 [=============================================================>...] Step: 362ms | Tot: 2m14s | Loss: 0.049 | Acc: 98.488% (46896/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.049 | Acc: 98.481% (47019/47744) 373/391 [==============================================================>..] Step: 364ms | Tot: 2m15s | Loss: 0.049 | Acc: 98.483% (47146/47872) 374/391 [==============================================================>..] Step: 362ms | Tot: 2m15s | Loss: 0.050 | Acc: 98.477% (47269/48000) 375/391 [==============================================================>..] Step: 355ms | Tot: 2m15s | Loss: 0.050 | Acc: 98.479% (47396/48128) 376/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.050 | Acc: 98.477% (47521/48256) 377/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.050 | Acc: 98.479% (47648/48384) 378/391 [==============================================================>..] Step: 357ms | Tot: 2m16s | Loss: 0.050 | Acc: 98.477% (47773/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.050 | Acc: 98.479% (47900/48640) 380/391 [===============================================================>.] Step: 355ms | Tot: 2m17s | Loss: 0.050 | Acc: 98.468% (48021/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m17s | Loss: 0.050 | Acc: 98.470% (48148/48896) 382/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.050 | Acc: 98.468% (48273/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m18s | Loss: 0.050 | Acc: 98.468% (48399/49152) 384/391 [===============================================================>.] Step: 363ms | Tot: 2m19s | Loss: 0.050 | Acc: 98.468% (48525/49280) 385/391 [================================================================>] Step: 406ms | Tot: 2m19s | Loss: 0.050 | Acc: 98.472% (48653/49408) 386/391 [================================================================>] Step: 386ms | Tot: 2m19s | Loss: 0.050 | Acc: 98.466% (48776/49536) 387/391 [================================================================>] Step: 358ms | Tot: 2m20s | Loss: 0.050 | Acc: 98.466% (48902/49664) 388/391 [================================================================>] Step: 348ms | Tot: 2m20s | Loss: 0.050 | Acc: 98.464% (49027/49792) 389/391 [================================================================>] Step: 351ms | Tot: 2m20s | Loss: 0.050 | Acc: 98.466% (49154/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m21s | Loss: 0.050 | Acc: 98.462% (49231/50000) 391/391 + [>................................................................] Step: 477ms | Tot: 2ms | Loss: 0.397 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 302ms | Tot: 305ms | Loss: 0.329 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 291ms | Tot: 596ms | Loss: 0.351 | Acc: 90.000% (270/300) 3/100 [=>...............................................................] Step: 292ms | Tot: 888ms | Loss: 0.346 | Acc: 90.000% (360/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s187ms | Loss: 0.323 | Acc: 90.200% (451/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s488ms | Loss: 0.298 | Acc: 90.667% (544/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s793ms | Loss: 0.290 | Acc: 90.714% (635/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s97ms | Loss: 0.305 | Acc: 90.500% (724/800) 8/100 [=====>...........................................................] Step: 303ms | Tot: 2s401ms | Loss: 0.313 | Acc: 90.444% (814/900) 9/100 [=====>...........................................................] Step: 306ms | Tot: 2s707ms | Loss: 0.322 | Acc: 90.500% (905/1000) 10/100 [======>..........................................................] Step: 300ms | Tot: 3s8ms | Loss: 0.322 | Acc: 90.636% (997/1100) 11/100 [=======>.........................................................] Step: 305ms | Tot: 3s314ms | Loss: 0.340 | Acc: 90.417% (1085/1200) 12/100 [=======>.........................................................] Step: 301ms | Tot: 3s616ms | Loss: 0.335 | Acc: 90.462% (1176/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s924ms | Loss: 0.331 | Acc: 90.714% (1270/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s229ms | Loss: 0.323 | Acc: 90.800% (1362/1500) 15/100 [=========>.......................................................] Step: 316ms | Tot: 4s545ms | Loss: 0.328 | Acc: 90.625% (1450/1600) 16/100 [==========>......................................................] Step: 305ms | Tot: 4s851ms | Loss: 0.318 | Acc: 90.882% (1545/1700) 17/100 [===========>.....................................................] Step: 303ms | Tot: 5s154ms | Loss: 0.325 | Acc: 90.556% (1630/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s465ms | Loss: 0.331 | Acc: 90.526% (1720/1900) 19/100 [============>....................................................] Step: 410ms | Tot: 5s876ms | Loss: 0.337 | Acc: 90.500% (1810/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s186ms | Loss: 0.337 | Acc: 90.524% (1901/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s494ms | Loss: 0.336 | Acc: 90.636% (1994/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s811ms | Loss: 0.344 | Acc: 90.522% (2082/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s120ms | Loss: 0.345 | Acc: 90.458% (2171/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s431ms | Loss: 0.347 | Acc: 90.600% (2265/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s741ms | Loss: 0.351 | Acc: 90.538% (2354/2600) 26/100 [================>................................................] Step: 303ms | Tot: 8s44ms | Loss: 0.345 | Acc: 90.556% (2445/2700) 27/100 [=================>...............................................] Step: 309ms | Tot: 8s353ms | Loss: 0.346 | Acc: 90.571% (2536/2800) 28/100 [==================>..............................................] Step: 308ms | Tot: 8s661ms | Loss: 0.350 | Acc: 90.655% (2629/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s968ms | Loss: 0.345 | Acc: 90.767% (2723/3000) 30/100 [===================>.............................................] Step: 308ms | Tot: 9s276ms | Loss: 0.342 | Acc: 90.774% (2814/3100) 31/100 [====================>............................................] Step: 311ms | Tot: 9s588ms | Loss: 0.344 | Acc: 90.812% (2906/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 9s900ms | Loss: 0.341 | Acc: 90.848% (2998/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s206ms | Loss: 0.342 | Acc: 90.794% (3087/3400) 34/100 [======================>..........................................] Step: 306ms | Tot: 10s512ms | Loss: 0.348 | Acc: 90.657% (3173/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 10s822ms | Loss: 0.344 | Acc: 90.667% (3264/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 11s123ms | Loss: 0.345 | Acc: 90.649% (3354/3700) 37/100 [========================>........................................] Step: 307ms | Tot: 11s431ms | Loss: 0.347 | Acc: 90.658% (3445/3800) 38/100 [========================>........................................] Step: 301ms | Tot: 11s732ms | Loss: 0.347 | Acc: 90.718% (3538/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 12s38ms | Loss: 0.346 | Acc: 90.750% (3630/4000) 40/100 [==========================>......................................] Step: 316ms | Tot: 12s354ms | Loss: 0.351 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 307ms | Tot: 12s662ms | Loss: 0.355 | Acc: 90.643% (3807/4200) 42/100 [===========================>.....................................] Step: 312ms | Tot: 12s975ms | Loss: 0.351 | Acc: 90.744% (3902/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s281ms | Loss: 0.351 | Acc: 90.773% (3994/4400) 44/100 [============================>....................................] Step: 303ms | Tot: 13s585ms | Loss: 0.349 | Acc: 90.822% (4087/4500) 45/100 [=============================>...................................] Step: 305ms | Tot: 13s890ms | Loss: 0.347 | Acc: 90.870% (4180/4600) 46/100 [=============================>...................................] Step: 300ms | Tot: 14s191ms | Loss: 0.347 | Acc: 90.830% (4269/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s501ms | Loss: 0.350 | Acc: 90.792% (4358/4800) 48/100 [===============================>.................................] Step: 307ms | Tot: 14s809ms | Loss: 0.347 | Acc: 90.878% (4453/4900) 49/100 [===============================>.................................] Step: 307ms | Tot: 15s117ms | Loss: 0.349 | Acc: 90.860% (4543/5000) 50/100 [================================>................................] Step: 322ms | Tot: 15s439ms | Loss: 0.350 | Acc: 90.863% (4634/5100) 51/100 [=================================>...............................] Step: 307ms | Tot: 15s747ms | Loss: 0.350 | Acc: 90.865% (4725/5200) 52/100 [=================================>...............................] Step: 306ms | Tot: 16s54ms | Loss: 0.350 | Acc: 90.868% (4816/5300) 53/100 [==================================>..............................] Step: 307ms | Tot: 16s361ms | Loss: 0.351 | Acc: 90.852% (4906/5400) 54/100 [===================================>.............................] Step: 300ms | Tot: 16s661ms | Loss: 0.350 | Acc: 90.836% (4996/5500) 55/100 [===================================>.............................] Step: 307ms | Tot: 16s969ms | Loss: 0.352 | Acc: 90.875% (5089/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s280ms | Loss: 0.351 | Acc: 90.895% (5181/5700) 57/100 [=====================================>...........................] Step: 307ms | Tot: 17s587ms | Loss: 0.348 | Acc: 90.948% (5275/5800) 58/100 [=====================================>...........................] Step: 309ms | Tot: 17s896ms | Loss: 0.350 | Acc: 90.864% (5361/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 18s203ms | Loss: 0.349 | Acc: 90.850% (5451/6000) 60/100 [=======================================>.........................] Step: 309ms | Tot: 18s512ms | Loss: 0.348 | Acc: 90.869% (5543/6100) 61/100 [=======================================>.........................] Step: 302ms | Tot: 18s814ms | Loss: 0.351 | Acc: 90.806% (5630/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s119ms | Loss: 0.349 | Acc: 90.841% (5723/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s430ms | Loss: 0.345 | Acc: 90.938% (5820/6400) 64/100 [=========================================>.......................] Step: 306ms | Tot: 19s736ms | Loss: 0.345 | Acc: 90.923% (5910/6500) 65/100 [==========================================>......................] Step: 304ms | Tot: 20s40ms | Loss: 0.345 | Acc: 90.955% (6003/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s352ms | Loss: 0.343 | Acc: 91.000% (6097/6700) 67/100 [===========================================>.....................] Step: 301ms | Tot: 20s653ms | Loss: 0.344 | Acc: 90.956% (6185/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 20s964ms | Loss: 0.341 | Acc: 90.971% (6277/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s275ms | Loss: 0.340 | Acc: 90.986% (6369/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s586ms | Loss: 0.345 | Acc: 90.901% (6454/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 21s889ms | Loss: 0.346 | Acc: 90.875% (6543/7200) 72/100 [==============================================>..................] Step: 308ms | Tot: 22s198ms | Loss: 0.343 | Acc: 90.945% (6639/7300) 73/100 [===============================================>.................] Step: 310ms | Tot: 22s508ms | Loss: 0.344 | Acc: 90.959% (6731/7400) 74/100 [================================================>................] Step: 320ms | Tot: 22s829ms | Loss: 0.344 | Acc: 90.947% (6821/7500) 75/100 [================================================>................] Step: 315ms | Tot: 23s144ms | Loss: 0.346 | Acc: 90.895% (6908/7600) 76/100 [=================================================>...............] Step: 309ms | Tot: 23s453ms | Loss: 0.347 | Acc: 90.844% (6995/7700) 77/100 [==================================================>..............] Step: 305ms | Tot: 23s759ms | Loss: 0.346 | Acc: 90.859% (7087/7800) 78/100 [==================================================>..............] Step: 305ms | Tot: 24s64ms | Loss: 0.345 | Acc: 90.899% (7181/7900) 79/100 [===================================================>.............] Step: 315ms | Tot: 24s380ms | Loss: 0.344 | Acc: 90.900% (7272/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s686ms | Loss: 0.343 | Acc: 90.901% (7363/8100) 81/100 [====================================================>............] Step: 302ms | Tot: 24s989ms | Loss: 0.342 | Acc: 90.866% (7451/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s298ms | Loss: 0.342 | Acc: 90.867% (7542/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s603ms | Loss: 0.341 | Acc: 90.881% (7634/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s915ms | Loss: 0.341 | Acc: 90.871% (7724/8500) 85/100 [=======================================================>.........] Step: 302ms | Tot: 26s217ms | Loss: 0.343 | Acc: 90.849% (7813/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s529ms | Loss: 0.341 | Acc: 90.862% (7905/8700) 87/100 [========================================================>........] Step: 312ms | Tot: 26s841ms | Loss: 0.341 | Acc: 90.875% (7997/8800) 88/100 [=========================================================>.......] Step: 304ms | Tot: 27s146ms | Loss: 0.340 | Acc: 90.888% (8089/8900) 89/100 [=========================================================>.......] Step: 328ms | Tot: 27s474ms | Loss: 0.340 | Acc: 90.911% (8182/9000) 90/100 [==========================================================>......] Step: 357ms | Tot: 27s832ms | Loss: 0.339 | Acc: 90.934% (8275/9100) 91/100 [===========================================================>.....] Step: 327ms | Tot: 28s159ms | Loss: 0.338 | Acc: 90.967% (8369/9200) 92/100 [===========================================================>.....] Step: 316ms | Tot: 28s475ms | Loss: 0.340 | Acc: 90.925% (8456/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s781ms | Loss: 0.341 | Acc: 90.915% (8546/9400) 94/100 [=============================================================>...] Step: 304ms | Tot: 29s85ms | Loss: 0.339 | Acc: 90.958% (8641/9500) 95/100 [=============================================================>...] Step: 308ms | Tot: 29s394ms | Loss: 0.338 | Acc: 90.958% (8732/9600) 96/100 [==============================================================>..] Step: 320ms | Tot: 29s715ms | Loss: 0.336 | Acc: 90.990% (8826/9700) 97/100 [===============================================================>.] Step: 312ms | Tot: 30s27ms | Loss: 0.336 | Acc: 91.031% (8921/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s337ms | Loss: 0.338 | Acc: 90.970% (9006/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s638ms | Loss: 0.336 | Acc: 91.010% (9101/10000) 100/100 +Saving.. + +Epoch: 190 + [>................................................................] Step: 831ms | Tot: 2ms | Loss: 0.023 | Acc: 99.219% (127/128) 1/391 [>................................................................] Step: 390ms | Tot: 392ms | Loss: 0.033 | Acc: 98.828% (253/256) 2/391 [>................................................................] Step: 378ms | Tot: 771ms | Loss: 0.033 | Acc: 98.958% (380/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s144ms | Loss: 0.030 | Acc: 99.219% (508/512) 4/391 [>................................................................] Step: 367ms | Tot: 1s511ms | Loss: 0.036 | Acc: 98.906% (633/640) 5/391 [>................................................................] Step: 382ms | Tot: 1s894ms | Loss: 0.040 | Acc: 98.828% (759/768) 6/391 [>................................................................] Step: 364ms | Tot: 2s259ms | Loss: 0.042 | Acc: 98.884% (886/896) 7/391 [=>...............................................................] Step: 362ms | Tot: 2s621ms | Loss: 0.040 | Acc: 98.828% (1012/1024) 8/391 [=>...............................................................] Step: 366ms | Tot: 2s987ms | Loss: 0.040 | Acc: 98.872% (1139/1152) 9/391 [=>...............................................................] Step: 369ms | Tot: 3s357ms | Loss: 0.039 | Acc: 98.984% (1267/1280) 10/391 [=>...............................................................] Step: 356ms | Tot: 3s713ms | Loss: 0.038 | Acc: 98.935% (1393/1408) 11/391 [=>...............................................................] Step: 366ms | Tot: 4s79ms | Loss: 0.038 | Acc: 98.958% (1520/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s437ms | Loss: 0.038 | Acc: 98.918% (1646/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s798ms | Loss: 0.038 | Acc: 98.884% (1772/1792) 14/391 [==>..............................................................] Step: 366ms | Tot: 5s164ms | Loss: 0.037 | Acc: 98.958% (1900/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s524ms | Loss: 0.039 | Acc: 98.877% (2025/2048) 16/391 [==>..............................................................] Step: 365ms | Tot: 5s890ms | Loss: 0.038 | Acc: 98.897% (2152/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s258ms | Loss: 0.039 | Acc: 98.872% (2278/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s617ms | Loss: 0.039 | Acc: 98.890% (2405/2432) 19/391 [===>.............................................................] Step: 360ms | Tot: 6s978ms | Loss: 0.039 | Acc: 98.906% (2532/2560) 20/391 [===>.............................................................] Step: 363ms | Tot: 7s341ms | Loss: 0.038 | Acc: 98.958% (2660/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s708ms | Loss: 0.040 | Acc: 98.935% (2786/2816) 22/391 [===>.............................................................] Step: 372ms | Tot: 8s81ms | Loss: 0.041 | Acc: 98.879% (2911/2944) 23/391 [===>.............................................................] Step: 384ms | Tot: 8s466ms | Loss: 0.040 | Acc: 98.893% (3038/3072) 24/391 [===>.............................................................] Step: 376ms | Tot: 8s842ms | Loss: 0.040 | Acc: 98.906% (3165/3200) 25/391 [====>............................................................] Step: 370ms | Tot: 9s212ms | Loss: 0.040 | Acc: 98.888% (3291/3328) 26/391 [====>............................................................] Step: 364ms | Tot: 9s577ms | Loss: 0.040 | Acc: 98.872% (3417/3456) 27/391 [====>............................................................] Step: 372ms | Tot: 9s950ms | Loss: 0.041 | Acc: 98.828% (3542/3584) 28/391 [====>............................................................] Step: 369ms | Tot: 10s320ms | Loss: 0.041 | Acc: 98.788% (3667/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s685ms | Loss: 0.041 | Acc: 98.828% (3795/3840) 30/391 [====>............................................................] Step: 366ms | Tot: 11s51ms | Loss: 0.042 | Acc: 98.790% (3920/3968) 31/391 [=====>...........................................................] Step: 359ms | Tot: 11s410ms | Loss: 0.043 | Acc: 98.779% (4046/4096) 32/391 [=====>...........................................................] Step: 368ms | Tot: 11s778ms | Loss: 0.043 | Acc: 98.793% (4173/4224) 33/391 [=====>...........................................................] Step: 364ms | Tot: 12s143ms | Loss: 0.044 | Acc: 98.759% (4298/4352) 34/391 [=====>...........................................................] Step: 364ms | Tot: 12s507ms | Loss: 0.043 | Acc: 98.795% (4426/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 12s873ms | Loss: 0.043 | Acc: 98.785% (4552/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s237ms | Loss: 0.044 | Acc: 98.775% (4678/4736) 37/391 [======>..........................................................] Step: 364ms | Tot: 13s602ms | Loss: 0.043 | Acc: 98.787% (4805/4864) 38/391 [======>..........................................................] Step: 365ms | Tot: 13s967ms | Loss: 0.044 | Acc: 98.778% (4931/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s332ms | Loss: 0.045 | Acc: 98.711% (5054/5120) 40/391 [======>..........................................................] Step: 356ms | Tot: 14s689ms | Loss: 0.045 | Acc: 98.685% (5179/5248) 41/391 [======>..........................................................] Step: 372ms | Tot: 15s61ms | Loss: 0.045 | Acc: 98.661% (5304/5376) 42/391 [======>..........................................................] Step: 360ms | Tot: 15s422ms | Loss: 0.045 | Acc: 98.637% (5429/5504) 43/391 [=======>.........................................................] Step: 361ms | Tot: 15s784ms | Loss: 0.045 | Acc: 98.633% (5555/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s150ms | Loss: 0.045 | Acc: 98.663% (5683/5760) 45/391 [=======>.........................................................] Step: 358ms | Tot: 16s508ms | Loss: 0.045 | Acc: 98.658% (5809/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s872ms | Loss: 0.046 | Acc: 98.620% (5933/6016) 47/391 [=======>.........................................................] Step: 360ms | Tot: 17s232ms | Loss: 0.045 | Acc: 98.649% (6061/6144) 48/391 [=======>.........................................................] Step: 361ms | Tot: 17s594ms | Loss: 0.045 | Acc: 98.645% (6187/6272) 49/391 [========>........................................................] Step: 366ms | Tot: 17s960ms | Loss: 0.046 | Acc: 98.641% (6313/6400) 50/391 [========>........................................................] Step: 378ms | Tot: 18s338ms | Loss: 0.046 | Acc: 98.621% (6438/6528) 51/391 [========>........................................................] Step: 361ms | Tot: 18s700ms | Loss: 0.046 | Acc: 98.648% (6566/6656) 52/391 [========>........................................................] Step: 361ms | Tot: 19s61ms | Loss: 0.045 | Acc: 98.659% (6693/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s420ms | Loss: 0.045 | Acc: 98.669% (6820/6912) 54/391 [========>........................................................] Step: 359ms | Tot: 19s780ms | Loss: 0.046 | Acc: 98.636% (6944/7040) 55/391 [=========>.......................................................] Step: 362ms | Tot: 20s142ms | Loss: 0.046 | Acc: 98.633% (7070/7168) 56/391 [=========>.......................................................] Step: 360ms | Tot: 20s502ms | Loss: 0.046 | Acc: 98.629% (7196/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s862ms | Loss: 0.046 | Acc: 98.613% (7321/7424) 58/391 [=========>.......................................................] Step: 359ms | Tot: 21s221ms | Loss: 0.046 | Acc: 98.636% (7449/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s586ms | Loss: 0.047 | Acc: 98.581% (7571/7680) 60/391 [=========>.......................................................] Step: 364ms | Tot: 21s950ms | Loss: 0.047 | Acc: 98.553% (7695/7808) 61/391 [==========>......................................................] Step: 361ms | Tot: 22s312ms | Loss: 0.047 | Acc: 98.551% (7821/7936) 62/391 [==========>......................................................] Step: 357ms | Tot: 22s670ms | Loss: 0.047 | Acc: 98.574% (7949/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s36ms | Loss: 0.047 | Acc: 98.596% (8077/8192) 64/391 [==========>......................................................] Step: 364ms | Tot: 23s400ms | Loss: 0.047 | Acc: 98.582% (8202/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s756ms | Loss: 0.047 | Acc: 98.591% (8329/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s115ms | Loss: 0.047 | Acc: 98.566% (8453/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s478ms | Loss: 0.047 | Acc: 98.575% (8580/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 24s848ms | Loss: 0.047 | Acc: 98.562% (8705/8832) 69/391 [===========>.....................................................] Step: 365ms | Tot: 25s213ms | Loss: 0.048 | Acc: 98.527% (8828/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s572ms | Loss: 0.048 | Acc: 98.526% (8954/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 25s940ms | Loss: 0.047 | Acc: 98.546% (9082/9216) 72/391 [===========>.....................................................] Step: 411ms | Tot: 26s351ms | Loss: 0.047 | Acc: 98.534% (9207/9344) 73/391 [============>....................................................] Step: 387ms | Tot: 26s739ms | Loss: 0.048 | Acc: 98.543% (9334/9472) 74/391 [============>....................................................] Step: 358ms | Tot: 27s97ms | Loss: 0.048 | Acc: 98.552% (9461/9600) 75/391 [============>....................................................] Step: 357ms | Tot: 27s454ms | Loss: 0.048 | Acc: 98.551% (9587/9728) 76/391 [============>....................................................] Step: 359ms | Tot: 27s813ms | Loss: 0.048 | Acc: 98.549% (9713/9856) 77/391 [============>....................................................] Step: 372ms | Tot: 28s186ms | Loss: 0.047 | Acc: 98.548% (9839/9984) 78/391 [============>....................................................] Step: 364ms | Tot: 28s551ms | Loss: 0.047 | Acc: 98.546% (9965/10112) 79/391 [=============>...................................................] Step: 363ms | Tot: 28s914ms | Loss: 0.047 | Acc: 98.564% (10093/10240) 80/391 [=============>...................................................] Step: 358ms | Tot: 29s272ms | Loss: 0.047 | Acc: 98.544% (10217/10368) 81/391 [=============>...................................................] Step: 359ms | Tot: 29s632ms | Loss: 0.047 | Acc: 98.552% (10344/10496) 82/391 [=============>...................................................] Step: 366ms | Tot: 29s998ms | Loss: 0.047 | Acc: 98.560% (10471/10624) 83/391 [=============>...................................................] Step: 361ms | Tot: 30s360ms | Loss: 0.047 | Acc: 98.568% (10598/10752) 84/391 [=============>...................................................] Step: 353ms | Tot: 30s714ms | Loss: 0.047 | Acc: 98.566% (10724/10880) 85/391 [==============>..................................................] Step: 364ms | Tot: 31s78ms | Loss: 0.046 | Acc: 98.583% (10852/11008) 86/391 [==============>..................................................] Step: 363ms | Tot: 31s442ms | Loss: 0.046 | Acc: 98.581% (10978/11136) 87/391 [==============>..................................................] Step: 361ms | Tot: 31s804ms | Loss: 0.046 | Acc: 98.588% (11105/11264) 88/391 [==============>..................................................] Step: 350ms | Tot: 32s155ms | Loss: 0.046 | Acc: 98.604% (11233/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s516ms | Loss: 0.046 | Acc: 98.620% (11361/11520) 90/391 [==============>..................................................] Step: 364ms | Tot: 32s881ms | Loss: 0.046 | Acc: 98.626% (11488/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s242ms | Loss: 0.046 | Acc: 98.616% (11613/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s610ms | Loss: 0.046 | Acc: 98.589% (11736/11904) 93/391 [===============>.................................................] Step: 365ms | Tot: 33s975ms | Loss: 0.047 | Acc: 98.570% (11860/12032) 94/391 [===============>.................................................] Step: 362ms | Tot: 34s338ms | Loss: 0.047 | Acc: 98.569% (11986/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s703ms | Loss: 0.047 | Acc: 98.560% (12111/12288) 96/391 [===============>.................................................] Step: 370ms | Tot: 35s74ms | Loss: 0.047 | Acc: 98.566% (12238/12416) 97/391 [================>................................................] Step: 358ms | Tot: 35s432ms | Loss: 0.047 | Acc: 98.581% (12366/12544) 98/391 [================>................................................] Step: 362ms | Tot: 35s795ms | Loss: 0.046 | Acc: 98.595% (12494/12672) 99/391 [================>................................................] Step: 355ms | Tot: 36s151ms | Loss: 0.046 | Acc: 98.594% (12620/12800) 100/391 [================>................................................] Step: 363ms | Tot: 36s515ms | Loss: 0.046 | Acc: 98.584% (12745/12928) 101/391 [================>................................................] Step: 371ms | Tot: 36s886ms | Loss: 0.046 | Acc: 98.591% (12872/13056) 102/391 [================>................................................] Step: 360ms | Tot: 37s246ms | Loss: 0.047 | Acc: 98.582% (12997/13184) 103/391 [=================>...............................................] Step: 356ms | Tot: 37s603ms | Loss: 0.046 | Acc: 98.595% (13125/13312) 104/391 [=================>...............................................] Step: 373ms | Tot: 37s976ms | Loss: 0.046 | Acc: 98.594% (13251/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 38s345ms | Loss: 0.046 | Acc: 98.600% (13378/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 38s707ms | Loss: 0.047 | Acc: 98.576% (13501/13696) 107/391 [=================>...............................................] Step: 367ms | Tot: 39s74ms | Loss: 0.047 | Acc: 98.582% (13628/13824) 108/391 [=================>...............................................] Step: 364ms | Tot: 39s439ms | Loss: 0.046 | Acc: 98.595% (13756/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s800ms | Loss: 0.046 | Acc: 98.601% (13883/14080) 110/391 [==================>..............................................] Step: 358ms | Tot: 40s158ms | Loss: 0.046 | Acc: 98.599% (14009/14208) 111/391 [==================>..............................................] Step: 371ms | Tot: 40s529ms | Loss: 0.046 | Acc: 98.605% (14136/14336) 112/391 [==================>..............................................] Step: 382ms | Tot: 40s912ms | Loss: 0.046 | Acc: 98.610% (14263/14464) 113/391 [==================>..............................................] Step: 381ms | Tot: 41s293ms | Loss: 0.046 | Acc: 98.595% (14387/14592) 114/391 [==================>..............................................] Step: 368ms | Tot: 41s662ms | Loss: 0.046 | Acc: 98.601% (14514/14720) 115/391 [===================>.............................................] Step: 372ms | Tot: 42s34ms | Loss: 0.046 | Acc: 98.599% (14640/14848) 116/391 [===================>.............................................] Step: 371ms | Tot: 42s405ms | Loss: 0.047 | Acc: 98.591% (14765/14976) 117/391 [===================>.............................................] Step: 372ms | Tot: 42s778ms | Loss: 0.047 | Acc: 98.590% (14891/15104) 118/391 [===================>.............................................] Step: 370ms | Tot: 43s149ms | Loss: 0.046 | Acc: 98.602% (15019/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 43s521ms | Loss: 0.047 | Acc: 98.581% (15142/15360) 120/391 [===================>.............................................] Step: 373ms | Tot: 43s894ms | Loss: 0.047 | Acc: 98.580% (15268/15488) 121/391 [====================>............................................] Step: 361ms | Tot: 44s256ms | Loss: 0.047 | Acc: 98.585% (15395/15616) 122/391 [====================>............................................] Step: 374ms | Tot: 44s630ms | Loss: 0.047 | Acc: 98.577% (15520/15744) 123/391 [====================>............................................] Step: 369ms | Tot: 44s999ms | Loss: 0.047 | Acc: 98.570% (15645/15872) 124/391 [====================>............................................] Step: 360ms | Tot: 45s360ms | Loss: 0.047 | Acc: 98.575% (15772/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s718ms | Loss: 0.047 | Acc: 98.562% (15896/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s86ms | Loss: 0.047 | Acc: 98.573% (16024/16256) 127/391 [=====================>...........................................] Step: 358ms | Tot: 46s445ms | Loss: 0.047 | Acc: 98.572% (16150/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s803ms | Loss: 0.047 | Acc: 98.571% (16276/16512) 129/391 [=====================>...........................................] Step: 369ms | Tot: 47s173ms | Loss: 0.047 | Acc: 98.546% (16398/16640) 130/391 [=====================>...........................................] Step: 358ms | Tot: 47s531ms | Loss: 0.047 | Acc: 98.545% (16524/16768) 131/391 [=====================>...........................................] Step: 378ms | Tot: 47s910ms | Loss: 0.047 | Acc: 98.544% (16650/16896) 132/391 [=====================>...........................................] Step: 378ms | Tot: 48s288ms | Loss: 0.047 | Acc: 98.549% (16777/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s650ms | Loss: 0.047 | Acc: 98.554% (16904/17152) 134/391 [======================>..........................................] Step: 366ms | Tot: 49s16ms | Loss: 0.047 | Acc: 98.553% (17030/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s377ms | Loss: 0.047 | Acc: 98.558% (17157/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s740ms | Loss: 0.047 | Acc: 98.563% (17284/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 50s98ms | Loss: 0.048 | Acc: 98.556% (17409/17664) 138/391 [======================>..........................................] Step: 356ms | Tot: 50s454ms | Loss: 0.048 | Acc: 98.550% (17534/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s817ms | Loss: 0.048 | Acc: 98.549% (17660/17920) 140/391 [=======================>.........................................] Step: 371ms | Tot: 51s188ms | Loss: 0.048 | Acc: 98.559% (17788/18048) 141/391 [=======================>.........................................] Step: 363ms | Tot: 51s551ms | Loss: 0.047 | Acc: 98.564% (17915/18176) 142/391 [=======================>.........................................] Step: 360ms | Tot: 51s912ms | Loss: 0.047 | Acc: 98.574% (18043/18304) 143/391 [=======================>.........................................] Step: 357ms | Tot: 52s270ms | Loss: 0.047 | Acc: 98.573% (18169/18432) 144/391 [=======================>.........................................] Step: 357ms | Tot: 52s628ms | Loss: 0.047 | Acc: 98.572% (18295/18560) 145/391 [========================>........................................] Step: 374ms | Tot: 53s2ms | Loss: 0.047 | Acc: 98.571% (18421/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s372ms | Loss: 0.047 | Acc: 98.576% (18548/18816) 147/391 [========================>........................................] Step: 360ms | Tot: 53s732ms | Loss: 0.047 | Acc: 98.569% (18673/18944) 148/391 [========================>........................................] Step: 364ms | Tot: 54s97ms | Loss: 0.047 | Acc: 98.574% (18800/19072) 149/391 [========================>........................................] Step: 363ms | Tot: 54s461ms | Loss: 0.047 | Acc: 98.573% (18926/19200) 150/391 [========================>........................................] Step: 359ms | Tot: 54s820ms | Loss: 0.047 | Acc: 98.572% (19052/19328) 151/391 [=========================>.......................................] Step: 357ms | Tot: 55s178ms | Loss: 0.047 | Acc: 98.571% (19178/19456) 152/391 [=========================>.......................................] Step: 358ms | Tot: 55s537ms | Loss: 0.047 | Acc: 98.575% (19305/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s903ms | Loss: 0.047 | Acc: 98.564% (19429/19712) 154/391 [=========================>.......................................] Step: 402ms | Tot: 56s305ms | Loss: 0.047 | Acc: 98.553% (19553/19840) 155/391 [=========================>.......................................] Step: 365ms | Tot: 56s671ms | Loss: 0.047 | Acc: 98.558% (19680/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 57s30ms | Loss: 0.047 | Acc: 98.557% (19806/20096) 157/391 [==========================>......................................] Step: 358ms | Tot: 57s389ms | Loss: 0.047 | Acc: 98.561% (19933/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s754ms | Loss: 0.047 | Acc: 98.570% (20061/20352) 159/391 [==========================>......................................] Step: 369ms | Tot: 58s123ms | Loss: 0.047 | Acc: 98.569% (20187/20480) 160/391 [==========================>......................................] Step: 358ms | Tot: 58s482ms | Loss: 0.047 | Acc: 98.554% (20310/20608) 161/391 [==========================>......................................] Step: 356ms | Tot: 58s838ms | Loss: 0.047 | Acc: 98.553% (20436/20736) 162/391 [==========================>......................................] Step: 357ms | Tot: 59s196ms | Loss: 0.047 | Acc: 98.562% (20564/20864) 163/391 [===========================>.....................................] Step: 353ms | Tot: 59s549ms | Loss: 0.047 | Acc: 98.547% (20687/20992) 164/391 [===========================>.....................................] Step: 364ms | Tot: 59s913ms | Loss: 0.047 | Acc: 98.542% (20812/21120) 165/391 [===========================>.....................................] Step: 354ms | Tot: 1m268ms | Loss: 0.047 | Acc: 98.536% (20937/21248) 166/391 [===========================>.....................................] Step: 354ms | Tot: 1m623ms | Loss: 0.047 | Acc: 98.545% (21065/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 1m990ms | Loss: 0.047 | Acc: 98.544% (21191/21504) 168/391 [===========================>.....................................] Step: 356ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.548% (21318/21632) 169/391 [============================>....................................] Step: 357ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.552% (21445/21760) 170/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.561% (21573/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.565% (21700/22016) 172/391 [============================>....................................] Step: 358ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.573% (21828/22144) 173/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.577% (21955/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.571% (22080/22400) 175/391 [=============================>...................................] Step: 373ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.571% (22206/22528) 176/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.570% (22332/22656) 177/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.578% (22460/22784) 178/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.582% (22587/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.048 | Acc: 98.568% (22710/23040) 180/391 [=============================>...................................] Step: 362ms | Tot: 1m5s | Loss: 0.048 | Acc: 98.563% (22835/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.048 | Acc: 98.571% (22963/23296) 182/391 [==============================>..................................] Step: 359ms | Tot: 1m6s | Loss: 0.048 | Acc: 98.574% (23090/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.048 | Acc: 98.573% (23216/23552) 184/391 [==============================>..................................] Step: 356ms | Tot: 1m7s | Loss: 0.048 | Acc: 98.573% (23342/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m7s | Loss: 0.048 | Acc: 98.580% (23470/23808) 186/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.048 | Acc: 98.575% (23595/23936) 187/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.048 | Acc: 98.570% (23720/24064) 188/391 [===============================>.................................] Step: 354ms | Tot: 1m8s | Loss: 0.048 | Acc: 98.557% (23843/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.048 | Acc: 98.561% (23970/24320) 190/391 [===============================>.................................] Step: 356ms | Tot: 1m9s | Loss: 0.048 | Acc: 98.568% (24098/24448) 191/391 [===============================>.................................] Step: 359ms | Tot: 1m9s | Loss: 0.048 | Acc: 98.539% (24217/24576) 192/391 [===============================>.................................] Step: 360ms | Tot: 1m10s | Loss: 0.048 | Acc: 98.535% (24342/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.048 | Acc: 98.538% (24469/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.048 | Acc: 98.542% (24596/24960) 195/391 [================================>................................] Step: 361ms | Tot: 1m11s | Loss: 0.048 | Acc: 98.537% (24721/25088) 196/391 [================================>................................] Step: 363ms | Tot: 1m11s | Loss: 0.049 | Acc: 98.529% (24845/25216) 197/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.049 | Acc: 98.532% (24972/25344) 198/391 [================================>................................] Step: 354ms | Tot: 1m12s | Loss: 0.049 | Acc: 98.536% (25099/25472) 199/391 [=================================>...............................] Step: 356ms | Tot: 1m12s | Loss: 0.049 | Acc: 98.539% (25226/25600) 200/391 [=================================>...............................] Step: 365ms | Tot: 1m12s | Loss: 0.049 | Acc: 98.546% (25354/25728) 201/391 [=================================>...............................] Step: 374ms | Tot: 1m13s | Loss: 0.049 | Acc: 98.546% (25480/25856) 202/391 [=================================>...............................] Step: 377ms | Tot: 1m13s | Loss: 0.049 | Acc: 98.545% (25606/25984) 203/391 [=================================>...............................] Step: 386ms | Tot: 1m14s | Loss: 0.049 | Acc: 98.545% (25732/26112) 204/391 [=================================>...............................] Step: 377ms | Tot: 1m14s | Loss: 0.049 | Acc: 98.544% (25858/26240) 205/391 [==================================>..............................] Step: 388ms | Tot: 1m14s | Loss: 0.049 | Acc: 98.540% (25983/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.049 | Acc: 98.543% (26110/26496) 207/391 [==================================>..............................] Step: 373ms | Tot: 1m15s | Loss: 0.048 | Acc: 98.546% (26237/26624) 208/391 [==================================>..............................] Step: 372ms | Tot: 1m15s | Loss: 0.048 | Acc: 98.553% (26365/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.048 | Acc: 98.557% (26492/26880) 210/391 [==================================>..............................] Step: 358ms | Tot: 1m16s | Loss: 0.048 | Acc: 98.556% (26618/27008) 211/391 [===================================>.............................] Step: 367ms | Tot: 1m17s | Loss: 0.048 | Acc: 98.559% (26745/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.048 | Acc: 98.562% (26872/27264) 213/391 [===================================>.............................] Step: 361ms | Tot: 1m17s | Loss: 0.048 | Acc: 98.565% (26999/27392) 214/391 [===================================>.............................] Step: 370ms | Tot: 1m18s | Loss: 0.048 | Acc: 98.557% (27123/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.048 | Acc: 98.564% (27251/27648) 216/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.048 | Acc: 98.556% (27375/27776) 217/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.048 | Acc: 98.556% (27501/27904) 218/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.048 | Acc: 98.552% (27626/28032) 219/391 [====================================>............................] Step: 360ms | Tot: 1m19s | Loss: 0.049 | Acc: 98.544% (27750/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.048 | Acc: 98.547% (27877/28288) 221/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.048 | Acc: 98.550% (28004/28416) 222/391 [====================================>............................] Step: 360ms | Tot: 1m21s | Loss: 0.048 | Acc: 98.557% (28132/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.048 | Acc: 98.560% (28259/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m21s | Loss: 0.048 | Acc: 98.559% (28385/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.048 | Acc: 98.562% (28512/28928) 226/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.049 | Acc: 98.555% (28636/29056) 227/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.049 | Acc: 98.554% (28762/29184) 228/391 [=====================================>...........................] Step: 377ms | Tot: 1m23s | Loss: 0.049 | Acc: 98.553% (28888/29312) 229/391 [======================================>..........................] Step: 359ms | Tot: 1m23s | Loss: 0.049 | Acc: 98.546% (29012/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m23s | Loss: 0.049 | Acc: 98.542% (29137/29568) 231/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.049 | Acc: 98.549% (29265/29696) 232/391 [======================================>..........................] Step: 359ms | Tot: 1m24s | Loss: 0.049 | Acc: 98.538% (29388/29824) 233/391 [======================================>..........................] Step: 370ms | Tot: 1m25s | Loss: 0.049 | Acc: 98.538% (29514/29952) 234/391 [======================================>..........................] Step: 357ms | Tot: 1m25s | Loss: 0.049 | Acc: 98.537% (29640/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.049 | Acc: 98.543% (29768/30208) 236/391 [=======================================>.........................] Step: 394ms | Tot: 1m26s | Loss: 0.049 | Acc: 98.536% (29892/30336) 237/391 [=======================================>.........................] Step: 397ms | Tot: 1m26s | Loss: 0.049 | Acc: 98.543% (30020/30464) 238/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.049 | Acc: 98.542% (30146/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.049 | Acc: 98.548% (30274/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m27s | Loss: 0.049 | Acc: 98.554% (30402/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.049 | Acc: 98.554% (30528/30976) 242/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.049 | Acc: 98.556% (30655/31104) 243/391 [========================================>........................] Step: 355ms | Tot: 1m28s | Loss: 0.049 | Acc: 98.553% (30780/31232) 244/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.048 | Acc: 98.559% (30908/31360) 245/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.048 | Acc: 98.558% (31034/31488) 246/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.049 | Acc: 98.548% (31157/31616) 247/391 [=========================================>.......................] Step: 359ms | Tot: 1m30s | Loss: 0.049 | Acc: 98.554% (31285/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.049 | Acc: 98.554% (31411/31872) 249/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.048 | Acc: 98.559% (31539/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.048 | Acc: 98.559% (31665/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.048 | Acc: 98.558% (31791/32256) 252/391 [=========================================>.......................] Step: 370ms | Tot: 1m32s | Loss: 0.048 | Acc: 98.564% (31919/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.049 | Acc: 98.557% (32043/32512) 254/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.049 | Acc: 98.551% (32167/32640) 255/391 [==========================================>......................] Step: 367ms | Tot: 1m33s | Loss: 0.049 | Acc: 98.547% (32292/32768) 256/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.049 | Acc: 98.553% (32420/32896) 257/391 [==========================================>......................] Step: 386ms | Tot: 1m33s | Loss: 0.049 | Acc: 98.553% (32546/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m34s | Loss: 0.049 | Acc: 98.552% (32672/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.049 | Acc: 98.549% (32797/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.049 | Acc: 98.545% (32922/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.049 | Acc: 98.548% (33049/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.049 | Acc: 98.547% (33175/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.049 | Acc: 98.550% (33302/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.049 | Acc: 98.547% (33427/33920) 265/391 [============================================>....................] Step: 354ms | Tot: 1m36s | Loss: 0.048 | Acc: 98.552% (33555/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.048 | Acc: 98.552% (33681/34176) 267/391 [============================================>....................] Step: 365ms | Tot: 1m37s | Loss: 0.049 | Acc: 98.551% (33807/34304) 268/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.049 | Acc: 98.548% (33932/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.049 | Acc: 98.542% (34056/34560) 270/391 [============================================>....................] Step: 361ms | Tot: 1m38s | Loss: 0.049 | Acc: 98.544% (34183/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.049 | Acc: 98.550% (34311/34816) 272/391 [=============================================>...................] Step: 355ms | Tot: 1m39s | Loss: 0.048 | Acc: 98.552% (34438/34944) 273/391 [=============================================>...................] Step: 359ms | Tot: 1m39s | Loss: 0.048 | Acc: 98.557% (34566/35072) 274/391 [=============================================>...................] Step: 363ms | Tot: 1m39s | Loss: 0.048 | Acc: 98.557% (34692/35200) 275/391 [=============================================>...................] Step: 371ms | Tot: 1m40s | Loss: 0.048 | Acc: 98.559% (34819/35328) 276/391 [=============================================>...................] Step: 355ms | Tot: 1m40s | Loss: 0.048 | Acc: 98.562% (34946/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.048 | Acc: 98.553% (35069/35584) 278/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.048 | Acc: 98.555% (35196/35712) 279/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.048 | Acc: 98.560% (35324/35840) 280/391 [==============================================>..................] Step: 355ms | Tot: 1m42s | Loss: 0.048 | Acc: 98.554% (35448/35968) 281/391 [==============================================>..................] Step: 354ms | Tot: 1m42s | Loss: 0.048 | Acc: 98.554% (35574/36096) 282/391 [==============================================>..................] Step: 361ms | Tot: 1m42s | Loss: 0.048 | Acc: 98.553% (35700/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.048 | Acc: 98.553% (35826/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.048 | Acc: 98.553% (35952/36480) 285/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.048 | Acc: 98.558% (36080/36608) 286/391 [===============================================>.................] Step: 357ms | Tot: 1m44s | Loss: 0.048 | Acc: 98.563% (36208/36736) 287/391 [===============================================>.................] Step: 360ms | Tot: 1m44s | Loss: 0.048 | Acc: 98.562% (36334/36864) 288/391 [===============================================>.................] Step: 383ms | Tot: 1m45s | Loss: 0.048 | Acc: 98.565% (36461/36992) 289/391 [================================================>................] Step: 376ms | Tot: 1m45s | Loss: 0.048 | Acc: 98.570% (36589/37120) 290/391 [================================================>................] Step: 371ms | Tot: 1m45s | Loss: 0.048 | Acc: 98.564% (36713/37248) 291/391 [================================================>................] Step: 372ms | Tot: 1m46s | Loss: 0.048 | Acc: 98.561% (36838/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.048 | Acc: 98.560% (36964/37504) 293/391 [================================================>................] Step: 379ms | Tot: 1m46s | Loss: 0.048 | Acc: 98.562% (37091/37632) 294/391 [================================================>................] Step: 370ms | Tot: 1m47s | Loss: 0.048 | Acc: 98.565% (37218/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m47s | Loss: 0.048 | Acc: 98.564% (37344/37888) 296/391 [=================================================>...............] Step: 377ms | Tot: 1m48s | Loss: 0.048 | Acc: 98.566% (37471/38016) 297/391 [=================================================>...............] Step: 375ms | Tot: 1m48s | Loss: 0.048 | Acc: 98.566% (37597/38144) 298/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.048 | Acc: 98.560% (37721/38272) 299/391 [=================================================>...............] Step: 358ms | Tot: 1m49s | Loss: 0.048 | Acc: 98.560% (37847/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.048 | Acc: 98.557% (37972/38528) 301/391 [==================================================>..............] Step: 363ms | Tot: 1m49s | Loss: 0.048 | Acc: 98.562% (38100/38656) 302/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.048 | Acc: 98.561% (38226/38784) 303/391 [==================================================>..............] Step: 354ms | Tot: 1m50s | Loss: 0.048 | Acc: 98.561% (38352/38912) 304/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.048 | Acc: 98.560% (38478/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.048 | Acc: 98.555% (38602/39168) 306/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.048 | Acc: 98.560% (38730/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.048 | Acc: 98.562% (38857/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.048 | Acc: 98.559% (38982/39552) 309/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.048 | Acc: 98.556% (39107/39680) 310/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.048 | Acc: 98.553% (39232/39808) 311/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.048 | Acc: 98.558% (39360/39936) 312/391 [===================================================>.............] Step: 364ms | Tot: 1m53s | Loss: 0.048 | Acc: 98.560% (39487/40064) 313/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.048 | Acc: 98.564% (39615/40192) 314/391 [====================================================>............] Step: 354ms | Tot: 1m54s | Loss: 0.048 | Acc: 98.569% (39743/40320) 315/391 [====================================================>............] Step: 364ms | Tot: 1m54s | Loss: 0.048 | Acc: 98.569% (39869/40448) 316/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.048 | Acc: 98.573% (39997/40576) 317/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.048 | Acc: 98.568% (40121/40704) 318/391 [====================================================>............] Step: 377ms | Tot: 1m56s | Loss: 0.048 | Acc: 98.572% (40249/40832) 319/391 [=====================================================>...........] Step: 398ms | Tot: 1m56s | Loss: 0.048 | Acc: 98.572% (40375/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m56s | Loss: 0.048 | Acc: 98.571% (40501/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.048 | Acc: 98.573% (40628/41216) 322/391 [=====================================================>...........] Step: 358ms | Tot: 1m57s | Loss: 0.048 | Acc: 98.571% (40753/41344) 323/391 [=====================================================>...........] Step: 368ms | Tot: 1m57s | Loss: 0.048 | Acc: 98.563% (40876/41472) 324/391 [=====================================================>...........] Step: 379ms | Tot: 1m58s | Loss: 0.048 | Acc: 98.565% (41003/41600) 325/391 [======================================================>..........] Step: 369ms | Tot: 1m58s | Loss: 0.048 | Acc: 98.569% (41131/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 1m59s | Loss: 0.048 | Acc: 98.574% (41259/41856) 327/391 [======================================================>..........] Step: 361ms | Tot: 1m59s | Loss: 0.048 | Acc: 98.576% (41386/41984) 328/391 [======================================================>..........] Step: 362ms | Tot: 1m59s | Loss: 0.048 | Acc: 98.578% (41513/42112) 329/391 [======================================================>..........] Step: 374ms | Tot: 2m125ms | Loss: 0.048 | Acc: 98.582% (41641/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 2m482ms | Loss: 0.048 | Acc: 98.581% (41767/42368) 331/391 [=======================================================>.........] Step: 365ms | Tot: 2m847ms | Loss: 0.048 | Acc: 98.583% (41894/42496) 332/391 [=======================================================>.........] Step: 355ms | Tot: 2m1s | Loss: 0.048 | Acc: 98.583% (42020/42624) 333/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.048 | Acc: 98.580% (42145/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.048 | Acc: 98.577% (42270/42880) 335/391 [=======================================================>.........] Step: 355ms | Tot: 2m2s | Loss: 0.048 | Acc: 98.579% (42397/43008) 336/391 [=======================================================>.........] Step: 354ms | Tot: 2m2s | Loss: 0.048 | Acc: 98.572% (42520/43136) 337/391 [========================================================>........] Step: 376ms | Tot: 2m3s | Loss: 0.048 | Acc: 98.574% (42647/43264) 338/391 [========================================================>........] Step: 380ms | Tot: 2m3s | Loss: 0.048 | Acc: 98.573% (42773/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.048 | Acc: 98.573% (42899/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.048 | Acc: 98.575% (43026/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.048 | Acc: 98.575% (43152/43776) 342/391 [========================================================>........] Step: 374ms | Tot: 2m4s | Loss: 0.048 | Acc: 98.574% (43278/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.048 | Acc: 98.576% (43405/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m5s | Loss: 0.048 | Acc: 98.578% (43532/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m5s | Loss: 0.048 | Acc: 98.577% (43658/44288) 346/391 [=========================================================>.......] Step: 360ms | Tot: 2m6s | Loss: 0.048 | Acc: 98.575% (43783/44416) 347/391 [=========================================================>.......] Step: 370ms | Tot: 2m6s | Loss: 0.048 | Acc: 98.577% (43910/44544) 348/391 [=========================================================>.......] Step: 369ms | Tot: 2m7s | Loss: 0.048 | Acc: 98.581% (44038/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.048 | Acc: 98.583% (44165/44800) 350/391 [==========================================================>......] Step: 358ms | Tot: 2m7s | Loss: 0.048 | Acc: 98.584% (44292/44928) 351/391 [==========================================================>......] Step: 358ms | Tot: 2m8s | Loss: 0.048 | Acc: 98.586% (44419/45056) 352/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.048 | Acc: 98.586% (44545/45184) 353/391 [==========================================================>......] Step: 372ms | Tot: 2m8s | Loss: 0.048 | Acc: 98.590% (44673/45312) 354/391 [==========================================================>......] Step: 358ms | Tot: 2m9s | Loss: 0.048 | Acc: 98.583% (44796/45440) 355/391 [===========================================================>.....] Step: 359ms | Tot: 2m9s | Loss: 0.048 | Acc: 98.587% (44924/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m9s | Loss: 0.048 | Acc: 98.584% (45049/45696) 357/391 [===========================================================>.....] Step: 365ms | Tot: 2m10s | Loss: 0.048 | Acc: 98.586% (45176/45824) 358/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.048 | Acc: 98.583% (45301/45952) 359/391 [===========================================================>.....] Step: 372ms | Tot: 2m11s | Loss: 0.048 | Acc: 98.581% (45426/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.048 | Acc: 98.580% (45552/46208) 361/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.048 | Acc: 98.580% (45678/46336) 362/391 [============================================================>....] Step: 360ms | Tot: 2m12s | Loss: 0.048 | Acc: 98.582% (45805/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.581% (45931/46592) 364/391 [============================================================>....] Step: 372ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.583% (46058/46720) 365/391 [============================================================>....] Step: 368ms | Tot: 2m13s | Loss: 0.048 | Acc: 98.581% (46183/46848) 366/391 [============================================================>....] Step: 355ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.580% (46309/46976) 367/391 [=============================================================>...] Step: 380ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.584% (46437/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.581% (46562/47232) 369/391 [=============================================================>...] Step: 361ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.583% (46689/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.583% (46815/47488) 371/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.048 | Acc: 98.580% (46940/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.048 | Acc: 98.580% (47066/47744) 373/391 [==============================================================>..] Step: 356ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.582% (47193/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.579% (47318/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.581% (47445/48128) 376/391 [==============================================================>..] Step: 353ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.583% (47572/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.048 | Acc: 98.580% (47697/48384) 378/391 [==============================================================>..] Step: 374ms | Tot: 2m17s | Loss: 0.048 | Acc: 98.574% (47820/48512) 379/391 [===============================================================>.] Step: 374ms | Tot: 2m18s | Loss: 0.048 | Acc: 98.571% (47945/48640) 380/391 [===============================================================>.] Step: 375ms | Tot: 2m18s | Loss: 0.048 | Acc: 98.567% (48069/48768) 381/391 [===============================================================>.] Step: 369ms | Tot: 2m19s | Loss: 0.048 | Acc: 98.564% (48194/48896) 382/391 [===============================================================>.] Step: 373ms | Tot: 2m19s | Loss: 0.048 | Acc: 98.564% (48320/49024) 383/391 [===============================================================>.] Step: 387ms | Tot: 2m19s | Loss: 0.048 | Acc: 98.562% (48445/49152) 384/391 [===============================================================>.] Step: 368ms | Tot: 2m20s | Loss: 0.048 | Acc: 98.563% (48572/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.048 | Acc: 98.565% (48699/49408) 386/391 [================================================================>] Step: 366ms | Tot: 2m20s | Loss: 0.048 | Acc: 98.567% (48826/49536) 387/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.048 | Acc: 98.562% (48950/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.048 | Acc: 98.564% (49077/49792) 389/391 [================================================================>] Step: 363ms | Tot: 2m22s | Loss: 0.048 | Acc: 98.560% (49201/49920) 390/391 [================================================================>] Step: 341ms | Tot: 2m22s | Loss: 0.048 | Acc: 98.562% (49281/50000) 391/391 + [>................................................................] Step: 484ms | Tot: 3ms | Loss: 0.371 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 310ms | Tot: 313ms | Loss: 0.311 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 298ms | Tot: 612ms | Loss: 0.332 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 293ms | Tot: 905ms | Loss: 0.335 | Acc: 90.000% (360/400) 4/100 [==>..............................................................] Step: 294ms | Tot: 1s199ms | Loss: 0.323 | Acc: 90.200% (451/500) 5/100 [===>.............................................................] Step: 289ms | Tot: 1s489ms | Loss: 0.289 | Acc: 90.833% (545/600) 6/100 [===>.............................................................] Step: 293ms | Tot: 1s782ms | Loss: 0.280 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s87ms | Loss: 0.298 | Acc: 90.625% (725/800) 8/100 [=====>...........................................................] Step: 295ms | Tot: 2s383ms | Loss: 0.310 | Acc: 90.222% (812/900) 9/100 [=====>...........................................................] Step: 299ms | Tot: 2s682ms | Loss: 0.313 | Acc: 90.300% (903/1000) 10/100 [======>..........................................................] Step: 318ms | Tot: 3s1ms | Loss: 0.313 | Acc: 90.455% (995/1100) 11/100 [=======>.........................................................] Step: 336ms | Tot: 3s338ms | Loss: 0.335 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 319ms | Tot: 3s658ms | Loss: 0.329 | Acc: 90.385% (1175/1300) 13/100 [========>........................................................] Step: 303ms | Tot: 3s962ms | Loss: 0.326 | Acc: 90.643% (1269/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s267ms | Loss: 0.321 | Acc: 90.733% (1361/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s573ms | Loss: 0.324 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 307ms | Tot: 4s880ms | Loss: 0.314 | Acc: 90.941% (1546/1700) 17/100 [===========>.....................................................] Step: 314ms | Tot: 5s194ms | Loss: 0.322 | Acc: 90.611% (1631/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s505ms | Loss: 0.329 | Acc: 90.684% (1723/1900) 19/100 [============>....................................................] Step: 307ms | Tot: 5s813ms | Loss: 0.336 | Acc: 90.600% (1812/2000) 20/100 [=============>...................................................] Step: 307ms | Tot: 6s120ms | Loss: 0.336 | Acc: 90.619% (1903/2100) 21/100 [=============>...................................................] Step: 300ms | Tot: 6s421ms | Loss: 0.333 | Acc: 90.773% (1997/2200) 22/100 [==============>..................................................] Step: 299ms | Tot: 6s720ms | Loss: 0.340 | Acc: 90.652% (2085/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 7s28ms | Loss: 0.341 | Acc: 90.583% (2174/2400) 24/100 [===============>.................................................] Step: 300ms | Tot: 7s329ms | Loss: 0.344 | Acc: 90.680% (2267/2500) 25/100 [================>................................................] Step: 301ms | Tot: 7s630ms | Loss: 0.347 | Acc: 90.615% (2356/2600) 26/100 [================>................................................] Step: 311ms | Tot: 7s941ms | Loss: 0.342 | Acc: 90.667% (2448/2700) 27/100 [=================>...............................................] Step: 298ms | Tot: 8s240ms | Loss: 0.344 | Acc: 90.714% (2540/2800) 28/100 [==================>..............................................] Step: 304ms | Tot: 8s544ms | Loss: 0.348 | Acc: 90.759% (2632/2900) 29/100 [==================>..............................................] Step: 303ms | Tot: 8s848ms | Loss: 0.344 | Acc: 90.800% (2724/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s154ms | Loss: 0.340 | Acc: 90.806% (2815/3100) 31/100 [====================>............................................] Step: 299ms | Tot: 9s454ms | Loss: 0.343 | Acc: 90.844% (2907/3200) 32/100 [====================>............................................] Step: 297ms | Tot: 9s752ms | Loss: 0.340 | Acc: 90.970% (3002/3300) 33/100 [=====================>...........................................] Step: 311ms | Tot: 10s63ms | Loss: 0.341 | Acc: 90.912% (3091/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s373ms | Loss: 0.346 | Acc: 90.829% (3179/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s677ms | Loss: 0.343 | Acc: 90.861% (3271/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 10s986ms | Loss: 0.344 | Acc: 90.838% (3361/3700) 37/100 [========================>........................................] Step: 313ms | Tot: 11s299ms | Loss: 0.346 | Acc: 90.737% (3448/3800) 38/100 [========================>........................................] Step: 309ms | Tot: 11s609ms | Loss: 0.346 | Acc: 90.769% (3540/3900) 39/100 [=========================>.......................................] Step: 302ms | Tot: 11s912ms | Loss: 0.345 | Acc: 90.775% (3631/4000) 40/100 [==========================>......................................] Step: 300ms | Tot: 12s212ms | Loss: 0.351 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s520ms | Loss: 0.356 | Acc: 90.643% (3807/4200) 42/100 [===========================>.....................................] Step: 302ms | Tot: 12s823ms | Loss: 0.351 | Acc: 90.744% (3902/4300) 43/100 [===========================>.....................................] Step: 312ms | Tot: 13s136ms | Loss: 0.352 | Acc: 90.750% (3993/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s444ms | Loss: 0.350 | Acc: 90.800% (4086/4500) 45/100 [=============================>...................................] Step: 300ms | Tot: 13s744ms | Loss: 0.349 | Acc: 90.761% (4175/4600) 46/100 [=============================>...................................] Step: 313ms | Tot: 14s58ms | Loss: 0.350 | Acc: 90.745% (4265/4700) 47/100 [==============================>..................................] Step: 306ms | Tot: 14s364ms | Loss: 0.352 | Acc: 90.708% (4354/4800) 48/100 [===============================>.................................] Step: 304ms | Tot: 14s668ms | Loss: 0.349 | Acc: 90.776% (4448/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s971ms | Loss: 0.351 | Acc: 90.800% (4540/5000) 50/100 [================================>................................] Step: 313ms | Tot: 15s284ms | Loss: 0.351 | Acc: 90.824% (4632/5100) 51/100 [=================================>...............................] Step: 305ms | Tot: 15s590ms | Loss: 0.353 | Acc: 90.788% (4721/5200) 52/100 [=================================>...............................] Step: 302ms | Tot: 15s892ms | Loss: 0.353 | Acc: 90.792% (4812/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s197ms | Loss: 0.355 | Acc: 90.778% (4902/5400) 54/100 [===================================>.............................] Step: 304ms | Tot: 16s501ms | Loss: 0.353 | Acc: 90.800% (4994/5500) 55/100 [===================================>.............................] Step: 302ms | Tot: 16s804ms | Loss: 0.355 | Acc: 90.821% (5086/5600) 56/100 [====================================>............................] Step: 316ms | Tot: 17s120ms | Loss: 0.354 | Acc: 90.842% (5178/5700) 57/100 [=====================================>...........................] Step: 304ms | Tot: 17s425ms | Loss: 0.350 | Acc: 90.914% (5273/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s724ms | Loss: 0.352 | Acc: 90.831% (5359/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s34ms | Loss: 0.351 | Acc: 90.817% (5449/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s339ms | Loss: 0.350 | Acc: 90.836% (5541/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s643ms | Loss: 0.352 | Acc: 90.839% (5632/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 18s949ms | Loss: 0.350 | Acc: 90.857% (5724/6300) 63/100 [========================================>........................] Step: 305ms | Tot: 19s255ms | Loss: 0.346 | Acc: 90.953% (5821/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s559ms | Loss: 0.347 | Acc: 90.923% (5910/6500) 65/100 [==========================================>......................] Step: 306ms | Tot: 19s866ms | Loss: 0.346 | Acc: 90.924% (6001/6600) 66/100 [==========================================>......................] Step: 318ms | Tot: 20s185ms | Loss: 0.344 | Acc: 90.985% (6096/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s494ms | Loss: 0.346 | Acc: 90.926% (6183/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s794ms | Loss: 0.343 | Acc: 90.928% (6274/6900) 69/100 [============================================>....................] Step: 309ms | Tot: 21s103ms | Loss: 0.342 | Acc: 90.943% (6366/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s407ms | Loss: 0.346 | Acc: 90.859% (6451/7100) 71/100 [==============================================>..................] Step: 300ms | Tot: 21s708ms | Loss: 0.348 | Acc: 90.847% (6541/7200) 72/100 [==============================================>..................] Step: 312ms | Tot: 22s20ms | Loss: 0.345 | Acc: 90.890% (6635/7300) 73/100 [===============================================>.................] Step: 297ms | Tot: 22s317ms | Loss: 0.346 | Acc: 90.905% (6727/7400) 74/100 [================================================>................] Step: 315ms | Tot: 22s633ms | Loss: 0.346 | Acc: 90.893% (6817/7500) 75/100 [================================================>................] Step: 313ms | Tot: 22s946ms | Loss: 0.348 | Acc: 90.855% (6905/7600) 76/100 [=================================================>...............] Step: 299ms | Tot: 23s246ms | Loss: 0.349 | Acc: 90.818% (6993/7700) 77/100 [==================================================>..............] Step: 310ms | Tot: 23s557ms | Loss: 0.348 | Acc: 90.846% (7086/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 23s857ms | Loss: 0.347 | Acc: 90.873% (7179/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s168ms | Loss: 0.346 | Acc: 90.862% (7269/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s470ms | Loss: 0.345 | Acc: 90.864% (7360/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s774ms | Loss: 0.344 | Acc: 90.866% (7451/8200) 82/100 [=====================================================>...........] Step: 316ms | Tot: 25s90ms | Loss: 0.343 | Acc: 90.867% (7542/8300) 83/100 [=====================================================>...........] Step: 312ms | Tot: 25s403ms | Loss: 0.343 | Acc: 90.869% (7633/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 25s714ms | Loss: 0.344 | Acc: 90.859% (7723/8500) 85/100 [=======================================================>.........] Step: 311ms | Tot: 26s26ms | Loss: 0.345 | Acc: 90.814% (7810/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s329ms | Loss: 0.344 | Acc: 90.816% (7901/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s634ms | Loss: 0.344 | Acc: 90.830% (7993/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 26s941ms | Loss: 0.343 | Acc: 90.843% (8085/8900) 89/100 [=========================================================>.......] Step: 313ms | Tot: 27s255ms | Loss: 0.343 | Acc: 90.867% (8178/9000) 90/100 [==========================================================>......] Step: 316ms | Tot: 27s571ms | Loss: 0.342 | Acc: 90.901% (8272/9100) 91/100 [===========================================================>.....] Step: 319ms | Tot: 27s891ms | Loss: 0.341 | Acc: 90.935% (8366/9200) 92/100 [===========================================================>.....] Step: 314ms | Tot: 28s205ms | Loss: 0.344 | Acc: 90.892% (8453/9300) 93/100 [============================================================>....] Step: 325ms | Tot: 28s531ms | Loss: 0.344 | Acc: 90.883% (8543/9400) 94/100 [=============================================================>...] Step: 311ms | Tot: 28s843ms | Loss: 0.342 | Acc: 90.895% (8635/9500) 95/100 [=============================================================>...] Step: 320ms | Tot: 29s163ms | Loss: 0.341 | Acc: 90.896% (8726/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s466ms | Loss: 0.340 | Acc: 90.928% (8820/9700) 97/100 [===============================================================>.] Step: 303ms | Tot: 29s769ms | Loss: 0.339 | Acc: 90.949% (8913/9800) 98/100 [===============================================================>.] Step: 313ms | Tot: 30s82ms | Loss: 0.341 | Acc: 90.869% (8996/9900) 99/100 [================================================================>] Step: 312ms | Tot: 30s394ms | Loss: 0.339 | Acc: 90.920% (9092/10000) 100/100 + +Epoch: 191 + [>................................................................] Step: 625ms | Tot: 2ms | Loss: 0.074 | Acc: 96.094% (123/128) 1/391 [>................................................................] Step: 382ms | Tot: 385ms | Loss: 0.053 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 383ms | Tot: 768ms | Loss: 0.046 | Acc: 98.438% (378/384) 3/391 [>................................................................] Step: 385ms | Tot: 1s154ms | Loss: 0.048 | Acc: 98.633% (505/512) 4/391 [>................................................................] Step: 363ms | Tot: 1s517ms | Loss: 0.045 | Acc: 98.750% (632/640) 5/391 [>................................................................] Step: 357ms | Tot: 1s875ms | Loss: 0.043 | Acc: 98.698% (758/768) 6/391 [>................................................................] Step: 385ms | Tot: 2s261ms | Loss: 0.041 | Acc: 98.772% (885/896) 7/391 [=>...............................................................] Step: 385ms | Tot: 2s647ms | Loss: 0.043 | Acc: 98.633% (1010/1024) 8/391 [=>...............................................................] Step: 369ms | Tot: 3s16ms | Loss: 0.047 | Acc: 98.438% (1134/1152) 9/391 [=>...............................................................] Step: 358ms | Tot: 3s375ms | Loss: 0.045 | Acc: 98.594% (1262/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s737ms | Loss: 0.045 | Acc: 98.651% (1389/1408) 11/391 [=>...............................................................] Step: 373ms | Tot: 4s110ms | Loss: 0.047 | Acc: 98.568% (1514/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s483ms | Loss: 0.045 | Acc: 98.618% (1641/1664) 13/391 [==>..............................................................] Step: 361ms | Tot: 4s845ms | Loss: 0.048 | Acc: 98.438% (1764/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s203ms | Loss: 0.047 | Acc: 98.490% (1891/1920) 15/391 [==>..............................................................] Step: 365ms | Tot: 5s568ms | Loss: 0.048 | Acc: 98.486% (2017/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s927ms | Loss: 0.047 | Acc: 98.529% (2144/2176) 17/391 [==>..............................................................] Step: 358ms | Tot: 6s285ms | Loss: 0.047 | Acc: 98.568% (2271/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s644ms | Loss: 0.048 | Acc: 98.520% (2396/2432) 19/391 [===>.............................................................] Step: 368ms | Tot: 7s13ms | Loss: 0.047 | Acc: 98.555% (2523/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s379ms | Loss: 0.047 | Acc: 98.586% (2650/2688) 21/391 [===>.............................................................] Step: 361ms | Tot: 7s740ms | Loss: 0.047 | Acc: 98.544% (2775/2816) 22/391 [===>.............................................................] Step: 366ms | Tot: 8s107ms | Loss: 0.047 | Acc: 98.539% (2901/2944) 23/391 [===>.............................................................] Step: 361ms | Tot: 8s468ms | Loss: 0.047 | Acc: 98.568% (3028/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s830ms | Loss: 0.049 | Acc: 98.531% (3153/3200) 25/391 [====>............................................................] Step: 369ms | Tot: 9s199ms | Loss: 0.049 | Acc: 98.498% (3278/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s567ms | Loss: 0.048 | Acc: 98.495% (3404/3456) 27/391 [====>............................................................] Step: 363ms | Tot: 9s931ms | Loss: 0.049 | Acc: 98.521% (3531/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s295ms | Loss: 0.049 | Acc: 98.491% (3656/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s662ms | Loss: 0.050 | Acc: 98.490% (3782/3840) 30/391 [====>............................................................] Step: 369ms | Tot: 11s31ms | Loss: 0.050 | Acc: 98.513% (3909/3968) 31/391 [=====>...........................................................] Step: 355ms | Tot: 11s386ms | Loss: 0.050 | Acc: 98.511% (4035/4096) 32/391 [=====>...........................................................] Step: 359ms | Tot: 11s745ms | Loss: 0.049 | Acc: 98.556% (4163/4224) 33/391 [=====>...........................................................] Step: 366ms | Tot: 12s112ms | Loss: 0.049 | Acc: 98.552% (4289/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s472ms | Loss: 0.049 | Acc: 98.571% (4416/4480) 35/391 [=====>...........................................................] Step: 353ms | Tot: 12s826ms | Loss: 0.049 | Acc: 98.611% (4544/4608) 36/391 [=====>...........................................................] Step: 365ms | Tot: 13s192ms | Loss: 0.049 | Acc: 98.628% (4671/4736) 37/391 [======>..........................................................] Step: 356ms | Tot: 13s548ms | Loss: 0.048 | Acc: 98.664% (4799/4864) 38/391 [======>..........................................................] Step: 368ms | Tot: 13s916ms | Loss: 0.048 | Acc: 98.658% (4925/4992) 39/391 [======>..........................................................] Step: 369ms | Tot: 14s286ms | Loss: 0.047 | Acc: 98.691% (5053/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s650ms | Loss: 0.047 | Acc: 98.666% (5178/5248) 41/391 [======>..........................................................] Step: 375ms | Tot: 15s25ms | Loss: 0.048 | Acc: 98.624% (5302/5376) 42/391 [======>..........................................................] Step: 359ms | Tot: 15s384ms | Loss: 0.047 | Acc: 98.637% (5429/5504) 43/391 [=======>.........................................................] Step: 357ms | Tot: 15s742ms | Loss: 0.047 | Acc: 98.668% (5557/5632) 44/391 [=======>.........................................................] Step: 365ms | Tot: 16s107ms | Loss: 0.046 | Acc: 98.698% (5685/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s470ms | Loss: 0.046 | Acc: 98.709% (5812/5888) 46/391 [=======>.........................................................] Step: 364ms | Tot: 16s834ms | Loss: 0.046 | Acc: 98.703% (5938/6016) 47/391 [=======>.........................................................] Step: 369ms | Tot: 17s204ms | Loss: 0.046 | Acc: 98.714% (6065/6144) 48/391 [=======>.........................................................] Step: 356ms | Tot: 17s560ms | Loss: 0.046 | Acc: 98.693% (6190/6272) 49/391 [========>........................................................] Step: 363ms | Tot: 17s924ms | Loss: 0.047 | Acc: 98.656% (6314/6400) 50/391 [========>........................................................] Step: 363ms | Tot: 18s287ms | Loss: 0.047 | Acc: 98.652% (6440/6528) 51/391 [========>........................................................] Step: 359ms | Tot: 18s646ms | Loss: 0.047 | Acc: 98.648% (6566/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s14ms | Loss: 0.047 | Acc: 98.659% (6693/6784) 53/391 [========>........................................................] Step: 368ms | Tot: 19s383ms | Loss: 0.047 | Acc: 98.669% (6820/6912) 54/391 [========>........................................................] Step: 357ms | Tot: 19s741ms | Loss: 0.047 | Acc: 98.679% (6947/7040) 55/391 [=========>.......................................................] Step: 364ms | Tot: 20s105ms | Loss: 0.047 | Acc: 98.675% (7073/7168) 56/391 [=========>.......................................................] Step: 367ms | Tot: 20s472ms | Loss: 0.048 | Acc: 98.643% (7197/7296) 57/391 [=========>.......................................................] Step: 363ms | Tot: 20s836ms | Loss: 0.048 | Acc: 98.666% (7325/7424) 58/391 [=========>.......................................................] Step: 362ms | Tot: 21s198ms | Loss: 0.047 | Acc: 98.676% (7452/7552) 59/391 [=========>.......................................................] Step: 357ms | Tot: 21s556ms | Loss: 0.047 | Acc: 98.672% (7578/7680) 60/391 [=========>.......................................................] Step: 378ms | Tot: 21s934ms | Loss: 0.047 | Acc: 98.655% (7703/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s295ms | Loss: 0.047 | Acc: 98.639% (7828/7936) 62/391 [==========>......................................................] Step: 361ms | Tot: 22s656ms | Loss: 0.048 | Acc: 98.624% (7953/8064) 63/391 [==========>......................................................] Step: 365ms | Tot: 23s22ms | Loss: 0.048 | Acc: 98.621% (8079/8192) 64/391 [==========>......................................................] Step: 360ms | Tot: 23s382ms | Loss: 0.048 | Acc: 98.606% (8204/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 23s750ms | Loss: 0.048 | Acc: 98.591% (8329/8448) 66/391 [==========>......................................................] Step: 370ms | Tot: 24s120ms | Loss: 0.048 | Acc: 98.589% (8455/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s487ms | Loss: 0.048 | Acc: 98.575% (8580/8704) 68/391 [===========>.....................................................] Step: 355ms | Tot: 24s842ms | Loss: 0.048 | Acc: 98.585% (8707/8832) 69/391 [===========>.....................................................] Step: 361ms | Tot: 25s204ms | Loss: 0.048 | Acc: 98.594% (8834/8960) 70/391 [===========>.....................................................] Step: 358ms | Tot: 25s563ms | Loss: 0.048 | Acc: 98.603% (8961/9088) 71/391 [===========>.....................................................] Step: 360ms | Tot: 25s923ms | Loss: 0.048 | Acc: 98.611% (9088/9216) 72/391 [===========>.....................................................] Step: 356ms | Tot: 26s279ms | Loss: 0.048 | Acc: 98.630% (9216/9344) 73/391 [============>....................................................] Step: 358ms | Tot: 26s638ms | Loss: 0.047 | Acc: 98.649% (9344/9472) 74/391 [============>....................................................] Step: 368ms | Tot: 27s6ms | Loss: 0.048 | Acc: 98.625% (9468/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s368ms | Loss: 0.048 | Acc: 98.633% (9595/9728) 76/391 [============>....................................................] Step: 358ms | Tot: 27s727ms | Loss: 0.047 | Acc: 98.640% (9722/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s92ms | Loss: 0.047 | Acc: 98.658% (9850/9984) 78/391 [============>....................................................] Step: 376ms | Tot: 28s469ms | Loss: 0.047 | Acc: 98.635% (9974/10112) 79/391 [=============>...................................................] Step: 377ms | Tot: 28s846ms | Loss: 0.047 | Acc: 98.633% (10100/10240) 80/391 [=============>...................................................] Step: 377ms | Tot: 29s224ms | Loss: 0.047 | Acc: 98.650% (10228/10368) 81/391 [=============>...................................................] Step: 378ms | Tot: 29s602ms | Loss: 0.047 | Acc: 98.666% (10356/10496) 82/391 [=============>...................................................] Step: 375ms | Tot: 29s978ms | Loss: 0.046 | Acc: 98.673% (10483/10624) 83/391 [=============>...................................................] Step: 378ms | Tot: 30s356ms | Loss: 0.046 | Acc: 98.689% (10611/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 30s726ms | Loss: 0.046 | Acc: 98.695% (10738/10880) 85/391 [==============>..................................................] Step: 373ms | Tot: 31s99ms | Loss: 0.046 | Acc: 98.701% (10865/11008) 86/391 [==============>..................................................] Step: 364ms | Tot: 31s464ms | Loss: 0.046 | Acc: 98.689% (10990/11136) 87/391 [==============>..................................................] Step: 356ms | Tot: 31s820ms | Loss: 0.046 | Acc: 98.695% (11117/11264) 88/391 [==============>..................................................] Step: 385ms | Tot: 32s205ms | Loss: 0.046 | Acc: 98.701% (11244/11392) 89/391 [==============>..................................................] Step: 394ms | Tot: 32s600ms | Loss: 0.047 | Acc: 98.689% (11369/11520) 90/391 [==============>..................................................] Step: 366ms | Tot: 32s967ms | Loss: 0.046 | Acc: 98.695% (11496/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s327ms | Loss: 0.046 | Acc: 98.709% (11624/11776) 92/391 [===============>.................................................] Step: 367ms | Tot: 33s695ms | Loss: 0.046 | Acc: 98.698% (11749/11904) 93/391 [===============>.................................................] Step: 375ms | Tot: 34s70ms | Loss: 0.046 | Acc: 98.703% (11876/12032) 94/391 [===============>.................................................] Step: 367ms | Tot: 34s438ms | Loss: 0.046 | Acc: 98.684% (12000/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s801ms | Loss: 0.046 | Acc: 98.690% (12127/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s159ms | Loss: 0.046 | Acc: 98.695% (12254/12416) 97/391 [================>................................................] Step: 356ms | Tot: 35s515ms | Loss: 0.046 | Acc: 98.701% (12381/12544) 98/391 [================>................................................] Step: 348ms | Tot: 35s863ms | Loss: 0.047 | Acc: 98.682% (12505/12672) 99/391 [================>................................................] Step: 362ms | Tot: 36s226ms | Loss: 0.047 | Acc: 98.664% (12629/12800) 100/391 [================>................................................] Step: 368ms | Tot: 36s595ms | Loss: 0.047 | Acc: 98.662% (12755/12928) 101/391 [================>................................................] Step: 378ms | Tot: 36s973ms | Loss: 0.047 | Acc: 98.667% (12882/13056) 102/391 [================>................................................] Step: 353ms | Tot: 37s326ms | Loss: 0.047 | Acc: 98.657% (13007/13184) 103/391 [=================>...............................................] Step: 355ms | Tot: 37s681ms | Loss: 0.047 | Acc: 98.655% (13133/13312) 104/391 [=================>...............................................] Step: 380ms | Tot: 38s62ms | Loss: 0.047 | Acc: 98.661% (13260/13440) 105/391 [=================>...............................................] Step: 403ms | Tot: 38s465ms | Loss: 0.047 | Acc: 98.666% (13387/13568) 106/391 [=================>...............................................] Step: 379ms | Tot: 38s845ms | Loss: 0.047 | Acc: 98.664% (13513/13696) 107/391 [=================>...............................................] Step: 376ms | Tot: 39s221ms | Loss: 0.047 | Acc: 98.662% (13639/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s582ms | Loss: 0.047 | Acc: 98.660% (13765/13952) 109/391 [==================>..............................................] Step: 361ms | Tot: 39s944ms | Loss: 0.047 | Acc: 98.665% (13892/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 40s316ms | Loss: 0.047 | Acc: 98.649% (14016/14208) 111/391 [==================>..............................................] Step: 367ms | Tot: 40s683ms | Loss: 0.047 | Acc: 98.640% (14141/14336) 112/391 [==================>..............................................] Step: 370ms | Tot: 41s54ms | Loss: 0.047 | Acc: 98.638% (14267/14464) 113/391 [==================>..............................................] Step: 366ms | Tot: 41s420ms | Loss: 0.047 | Acc: 98.643% (14394/14592) 114/391 [==================>..............................................] Step: 359ms | Tot: 41s780ms | Loss: 0.047 | Acc: 98.648% (14521/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 42s146ms | Loss: 0.047 | Acc: 98.640% (14646/14848) 116/391 [===================>.............................................] Step: 359ms | Tot: 42s506ms | Loss: 0.047 | Acc: 98.644% (14773/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s864ms | Loss: 0.047 | Acc: 98.656% (14901/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s231ms | Loss: 0.046 | Acc: 98.661% (15028/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 43s598ms | Loss: 0.047 | Acc: 98.633% (15150/15360) 120/391 [===================>.............................................] Step: 366ms | Tot: 43s965ms | Loss: 0.047 | Acc: 98.631% (15276/15488) 121/391 [====================>............................................] Step: 369ms | Tot: 44s334ms | Loss: 0.047 | Acc: 98.636% (15403/15616) 122/391 [====================>............................................] Step: 360ms | Tot: 44s695ms | Loss: 0.046 | Acc: 98.641% (15530/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 45s58ms | Loss: 0.046 | Acc: 98.652% (15658/15872) 124/391 [====================>............................................] Step: 356ms | Tot: 45s415ms | Loss: 0.046 | Acc: 98.650% (15784/16000) 125/391 [====================>............................................] Step: 358ms | Tot: 45s773ms | Loss: 0.047 | Acc: 98.636% (15908/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 46s136ms | Loss: 0.046 | Acc: 98.647% (16036/16256) 127/391 [=====================>...........................................] Step: 364ms | Tot: 46s500ms | Loss: 0.046 | Acc: 98.651% (16163/16384) 128/391 [=====================>...........................................] Step: 365ms | Tot: 46s866ms | Loss: 0.046 | Acc: 98.649% (16289/16512) 129/391 [=====================>...........................................] Step: 366ms | Tot: 47s233ms | Loss: 0.046 | Acc: 98.654% (16416/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 47s594ms | Loss: 0.046 | Acc: 98.652% (16542/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s952ms | Loss: 0.046 | Acc: 98.662% (16670/16896) 132/391 [=====================>...........................................] Step: 364ms | Tot: 48s317ms | Loss: 0.046 | Acc: 98.667% (16797/17024) 133/391 [======================>..........................................] Step: 356ms | Tot: 48s674ms | Loss: 0.046 | Acc: 98.671% (16924/17152) 134/391 [======================>..........................................] Step: 371ms | Tot: 49s46ms | Loss: 0.046 | Acc: 98.669% (17050/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s417ms | Loss: 0.046 | Acc: 98.673% (17177/17408) 136/391 [======================>..........................................] Step: 362ms | Tot: 49s780ms | Loss: 0.046 | Acc: 98.677% (17304/17536) 137/391 [======================>..........................................] Step: 388ms | Tot: 50s169ms | Loss: 0.046 | Acc: 98.681% (17431/17664) 138/391 [======================>..........................................] Step: 360ms | Tot: 50s530ms | Loss: 0.046 | Acc: 98.679% (17557/17792) 139/391 [=======================>.........................................] Step: 363ms | Tot: 50s893ms | Loss: 0.046 | Acc: 98.683% (17684/17920) 140/391 [=======================>.........................................] Step: 361ms | Tot: 51s254ms | Loss: 0.046 | Acc: 98.676% (17809/18048) 141/391 [=======================>.........................................] Step: 362ms | Tot: 51s617ms | Loss: 0.046 | Acc: 98.674% (17935/18176) 142/391 [=======================>.........................................] Step: 364ms | Tot: 51s981ms | Loss: 0.046 | Acc: 98.683% (18063/18304) 143/391 [=======================>.........................................] Step: 370ms | Tot: 52s351ms | Loss: 0.046 | Acc: 98.687% (18190/18432) 144/391 [=======================>.........................................] Step: 358ms | Tot: 52s710ms | Loss: 0.046 | Acc: 98.675% (18314/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s75ms | Loss: 0.046 | Acc: 98.678% (18441/18688) 146/391 [========================>........................................] Step: 369ms | Tot: 53s445ms | Loss: 0.046 | Acc: 98.682% (18568/18816) 147/391 [========================>........................................] Step: 359ms | Tot: 53s805ms | Loss: 0.046 | Acc: 98.675% (18693/18944) 148/391 [========================>........................................] Step: 372ms | Tot: 54s177ms | Loss: 0.046 | Acc: 98.663% (18817/19072) 149/391 [========================>........................................] Step: 370ms | Tot: 54s548ms | Loss: 0.046 | Acc: 98.667% (18944/19200) 150/391 [========================>........................................] Step: 357ms | Tot: 54s906ms | Loss: 0.046 | Acc: 98.670% (19071/19328) 151/391 [=========================>.......................................] Step: 356ms | Tot: 55s263ms | Loss: 0.046 | Acc: 98.669% (19197/19456) 152/391 [=========================>.......................................] Step: 368ms | Tot: 55s631ms | Loss: 0.046 | Acc: 98.657% (19321/19584) 153/391 [=========================>.......................................] Step: 365ms | Tot: 55s996ms | Loss: 0.046 | Acc: 98.651% (19446/19712) 154/391 [=========================>.......................................] Step: 357ms | Tot: 56s354ms | Loss: 0.046 | Acc: 98.659% (19574/19840) 155/391 [=========================>.......................................] Step: 371ms | Tot: 56s726ms | Loss: 0.046 | Acc: 98.653% (19699/19968) 156/391 [=========================>.......................................] Step: 365ms | Tot: 57s91ms | Loss: 0.046 | Acc: 98.656% (19826/20096) 157/391 [==========================>......................................] Step: 362ms | Tot: 57s454ms | Loss: 0.046 | Acc: 98.655% (19952/20224) 158/391 [==========================>......................................] Step: 362ms | Tot: 57s816ms | Loss: 0.046 | Acc: 98.644% (20076/20352) 159/391 [==========================>......................................] Step: 366ms | Tot: 58s183ms | Loss: 0.046 | Acc: 98.633% (20200/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s545ms | Loss: 0.046 | Acc: 98.632% (20326/20608) 161/391 [==========================>......................................] Step: 365ms | Tot: 58s911ms | Loss: 0.046 | Acc: 98.626% (20451/20736) 162/391 [==========================>......................................] Step: 373ms | Tot: 59s284ms | Loss: 0.046 | Acc: 98.629% (20578/20864) 163/391 [===========================>.....................................] Step: 367ms | Tot: 59s651ms | Loss: 0.047 | Acc: 98.619% (20702/20992) 164/391 [===========================>.....................................] Step: 372ms | Tot: 1m24ms | Loss: 0.047 | Acc: 98.617% (20828/21120) 165/391 [===========================>.....................................] Step: 364ms | Tot: 1m389ms | Loss: 0.046 | Acc: 98.621% (20955/21248) 166/391 [===========================>.....................................] Step: 374ms | Tot: 1m763ms | Loss: 0.047 | Acc: 98.615% (21080/21376) 167/391 [===========================>.....................................] Step: 377ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.624% (21208/21504) 168/391 [===========================>.....................................] Step: 374ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.627% (21335/21632) 169/391 [============================>....................................] Step: 373ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.635% (21463/21760) 170/391 [============================>....................................] Step: 405ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.643% (21591/21888) 171/391 [============================>....................................] Step: 403ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.646% (21718/22016) 172/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.641% (21843/22144) 173/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.644% (21970/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.652% (22098/22400) 175/391 [=============================>...................................] Step: 379ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.651% (22224/22528) 176/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.641% (22348/22656) 177/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.639% (22474/22784) 178/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.647% (22602/22912) 179/391 [=============================>...................................] Step: 359ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.650% (22729/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.649% (22855/23168) 181/391 [==============================>..................................] Step: 360ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.656% (22983/23296) 182/391 [==============================>..................................] Step: 368ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.655% (23109/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.663% (23237/23552) 184/391 [==============================>..................................] Step: 358ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.657% (23362/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.660% (23489/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.646% (23612/23936) 187/391 [===============================>.................................] Step: 360ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.645% (23738/24064) 188/391 [===============================>.................................] Step: 359ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.644% (23864/24192) 189/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.635% (23988/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.638% (24115/24448) 191/391 [===============================>.................................] Step: 372ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.645% (24243/24576) 192/391 [===============================>.................................] Step: 357ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.644% (24369/24704) 193/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.643% (24495/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.646% (24622/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.649% (24749/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.652% (24876/25216) 197/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.655% (25003/25344) 198/391 [================================>................................] Step: 357ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.661% (25131/25472) 199/391 [=================================>...............................] Step: 368ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.660% (25257/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.655% (25382/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.642% (25505/25856) 202/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.649% (25633/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.640% (25757/26112) 204/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.647% (25885/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.642% (26010/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.641% (26136/26496) 207/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.633% (26260/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.639% (26388/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.642% (26515/26880) 210/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.637% (26640/27008) 211/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.046 | Acc: 98.633% (26765/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.046 | Acc: 98.632% (26891/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m18s | Loss: 0.046 | Acc: 98.631% (27017/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.630% (27143/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.626% (27268/27648) 216/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.632% (27396/27776) 217/391 [====================================>............................] Step: 365ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.635% (27523/27904) 218/391 [====================================>............................] Step: 364ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.630% (27648/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.636% (27776/28160) 220/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.635% (27902/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.631% (28027/28416) 222/391 [====================================>............................] Step: 355ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.634% (28154/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.633% (28280/28672) 224/391 [=====================================>...........................] Step: 363ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.635% (28407/28800) 225/391 [=====================================>...........................] Step: 366ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.635% (28533/28928) 226/391 [=====================================>...........................] Step: 370ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.630% (28658/29056) 227/391 [=====================================>...........................] Step: 375ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.629% (28784/29184) 228/391 [=====================================>...........................] Step: 372ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.635% (28912/29312) 229/391 [======================================>..........................] Step: 354ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.638% (29039/29440) 230/391 [======================================>..........................] Step: 370ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.644% (29167/29568) 231/391 [======================================>..........................] Step: 363ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.633% (29290/29696) 232/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.639% (29418/29824) 233/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.641% (29545/29952) 234/391 [======================================>..........................] Step: 362ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.640% (29671/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.639% (29797/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.645% (29925/30336) 237/391 [=======================================>.........................] Step: 369ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.644% (30051/30464) 238/391 [=======================================>.........................] Step: 365ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.650% (30179/30592) 239/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.656% (30307/30720) 240/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.661% (30435/30848) 241/391 [========================================>........................] Step: 361ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.654% (30559/30976) 242/391 [========================================>........................] Step: 363ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.650% (30684/31104) 243/391 [========================================>........................] Step: 369ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.655% (30812/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.651% (30937/31360) 245/391 [========================================>........................] Step: 372ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.657% (31065/31488) 246/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.653% (31190/31616) 247/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.652% (31316/31744) 248/391 [=========================================>.......................] Step: 362ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.657% (31444/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.659% (31571/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.658% (31697/32128) 251/391 [=========================================>.......................] Step: 357ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.661% (31824/32256) 252/391 [=========================================>.......................] Step: 395ms | Tot: 1m32s | Loss: 0.047 | Acc: 98.654% (31948/32384) 253/391 [==========================================>......................] Step: 401ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.653% (32074/32512) 254/391 [==========================================>......................] Step: 382ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.655% (32201/32640) 255/391 [==========================================>......................] Step: 377ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.654% (32327/32768) 256/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.647% (32451/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m34s | Loss: 0.047 | Acc: 98.640% (32575/33024) 258/391 [==========================================>......................] Step: 360ms | Tot: 1m34s | Loss: 0.047 | Acc: 98.628% (32697/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m34s | Loss: 0.047 | Acc: 98.630% (32824/33280) 260/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.047 | Acc: 98.629% (32950/33408) 261/391 [===========================================>.....................] Step: 370ms | Tot: 1m35s | Loss: 0.047 | Acc: 98.631% (33077/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.047 | Acc: 98.622% (33200/33664) 263/391 [===========================================>.....................] Step: 362ms | Tot: 1m36s | Loss: 0.047 | Acc: 98.615% (33324/33792) 264/391 [===========================================>.....................] Step: 360ms | Tot: 1m36s | Loss: 0.047 | Acc: 98.617% (33451/33920) 265/391 [============================================>....................] Step: 368ms | Tot: 1m37s | Loss: 0.047 | Acc: 98.611% (33575/34048) 266/391 [============================================>....................] Step: 361ms | Tot: 1m37s | Loss: 0.047 | Acc: 98.616% (33703/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.047 | Acc: 98.618% (33830/34304) 268/391 [============================================>....................] Step: 365ms | Tot: 1m38s | Loss: 0.047 | Acc: 98.615% (33955/34432) 269/391 [============================================>....................] Step: 355ms | Tot: 1m38s | Loss: 0.047 | Acc: 98.620% (34083/34560) 270/391 [============================================>....................] Step: 362ms | Tot: 1m38s | Loss: 0.047 | Acc: 98.625% (34211/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.047 | Acc: 98.621% (34336/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.047 | Acc: 98.615% (34460/34944) 273/391 [=============================================>...................] Step: 372ms | Tot: 1m39s | Loss: 0.047 | Acc: 98.620% (34588/35072) 274/391 [=============================================>...................] Step: 356ms | Tot: 1m40s | Loss: 0.047 | Acc: 98.625% (34716/35200) 275/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.047 | Acc: 98.627% (34843/35328) 276/391 [=============================================>...................] Step: 378ms | Tot: 1m41s | Loss: 0.047 | Acc: 98.629% (34970/35456) 277/391 [==============================================>..................] Step: 363ms | Tot: 1m41s | Loss: 0.047 | Acc: 98.626% (35095/35584) 278/391 [==============================================>..................] Step: 357ms | Tot: 1m41s | Loss: 0.047 | Acc: 98.628% (35222/35712) 279/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.047 | Acc: 98.622% (35346/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m42s | Loss: 0.047 | Acc: 98.621% (35472/35968) 281/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.047 | Acc: 98.623% (35599/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m43s | Loss: 0.047 | Acc: 98.620% (35724/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.047 | Acc: 98.625% (35852/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.047 | Acc: 98.627% (35979/36480) 285/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.047 | Acc: 98.623% (36104/36608) 286/391 [===============================================>.................] Step: 355ms | Tot: 1m44s | Loss: 0.047 | Acc: 98.623% (36230/36736) 287/391 [===============================================>.................] Step: 366ms | Tot: 1m45s | Loss: 0.047 | Acc: 98.627% (36358/36864) 288/391 [===============================================>.................] Step: 358ms | Tot: 1m45s | Loss: 0.047 | Acc: 98.624% (36483/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.047 | Acc: 98.629% (36611/37120) 290/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.047 | Acc: 98.633% (36739/37248) 291/391 [================================================>................] Step: 358ms | Tot: 1m46s | Loss: 0.047 | Acc: 98.630% (36864/37376) 292/391 [================================================>................] Step: 361ms | Tot: 1m46s | Loss: 0.047 | Acc: 98.632% (36991/37504) 293/391 [================================================>................] Step: 360ms | Tot: 1m47s | Loss: 0.047 | Acc: 98.634% (37118/37632) 294/391 [================================================>................] Step: 356ms | Tot: 1m47s | Loss: 0.047 | Acc: 98.633% (37244/37760) 295/391 [=================================================>...............] Step: 360ms | Tot: 1m47s | Loss: 0.047 | Acc: 98.630% (37369/37888) 296/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.635% (37497/38016) 297/391 [=================================================>...............] Step: 357ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.637% (37624/38144) 298/391 [=================================================>...............] Step: 375ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.641% (37752/38272) 299/391 [=================================================>...............] Step: 368ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.638% (37877/38400) 300/391 [=================================================>...............] Step: 361ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.635% (38002/38528) 301/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.634% (38128/38656) 302/391 [==================================================>..............] Step: 366ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.636% (38255/38784) 303/391 [==================================================>..............] Step: 375ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.638% (38382/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.640% (38509/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.639% (38635/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.641% (38762/39296) 307/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.643% (38889/39424) 308/391 [===================================================>.............] Step: 374ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.642% (39015/39552) 309/391 [===================================================>.............] Step: 370ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.644% (39142/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.646% (39269/39808) 311/391 [===================================================>.............] Step: 358ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.643% (39394/39936) 312/391 [===================================================>.............] Step: 366ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.647% (39522/40064) 313/391 [====================================================>............] Step: 371ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.646% (39648/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.646% (39774/40320) 315/391 [====================================================>............] Step: 357ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.650% (39902/40448) 316/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.649% (40028/40576) 317/391 [====================================================>............] Step: 372ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.646% (40153/40704) 318/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.643% (40278/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.643% (40404/40960) 320/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.640% (40529/41088) 321/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.639% (40655/41216) 322/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.641% (40782/41344) 323/391 [=====================================================>...........] Step: 369ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.642% (40909/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m58s | Loss: 0.047 | Acc: 98.644% (41036/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.646% (41163/41728) 326/391 [======================================================>..........] Step: 369ms | Tot: 1m59s | Loss: 0.047 | Acc: 98.638% (41286/41856) 327/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.047 | Acc: 98.640% (41413/41984) 328/391 [======================================================>..........] Step: 379ms | Tot: 2m52ms | Loss: 0.047 | Acc: 98.639% (41539/42112) 329/391 [======================================================>..........] Step: 369ms | Tot: 2m421ms | Loss: 0.047 | Acc: 98.634% (41663/42240) 330/391 [======================================================>..........] Step: 357ms | Tot: 2m778ms | Loss: 0.047 | Acc: 98.633% (41789/42368) 331/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.635% (41916/42496) 332/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.635% (42042/42624) 333/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.047 | Acc: 98.632% (42167/42752) 334/391 [=======================================================>.........] Step: 407ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.633% (42294/42880) 335/391 [=======================================================>.........] Step: 421ms | Tot: 2m2s | Loss: 0.047 | Acc: 98.633% (42420/43008) 336/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.635% (42547/43136) 337/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.047 | Acc: 98.629% (42671/43264) 338/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.047 | Acc: 98.631% (42798/43392) 339/391 [========================================================>........] Step: 364ms | Tot: 2m4s | Loss: 0.047 | Acc: 98.631% (42924/43520) 340/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.047 | Acc: 98.628% (43049/43648) 341/391 [========================================================>........] Step: 358ms | Tot: 2m4s | Loss: 0.047 | Acc: 98.627% (43175/43776) 342/391 [========================================================>........] Step: 369ms | Tot: 2m5s | Loss: 0.047 | Acc: 98.622% (43299/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m5s | Loss: 0.047 | Acc: 98.619% (43424/44032) 344/391 [=========================================================>.......] Step: 371ms | Tot: 2m5s | Loss: 0.047 | Acc: 98.619% (43550/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.047 | Acc: 98.616% (43675/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.047 | Acc: 98.615% (43801/44416) 347/391 [=========================================================>.......] Step: 373ms | Tot: 2m7s | Loss: 0.047 | Acc: 98.613% (43926/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.047 | Acc: 98.608% (44050/44672) 349/391 [==========================================================>......] Step: 365ms | Tot: 2m7s | Loss: 0.047 | Acc: 98.612% (44178/44800) 350/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.047 | Acc: 98.613% (44305/44928) 351/391 [==========================================================>......] Step: 356ms | Tot: 2m8s | Loss: 0.047 | Acc: 98.615% (44432/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.047 | Acc: 98.617% (44559/45184) 353/391 [==========================================================>......] Step: 371ms | Tot: 2m9s | Loss: 0.047 | Acc: 98.618% (44686/45312) 354/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.047 | Acc: 98.614% (44810/45440) 355/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.047 | Acc: 98.617% (44938/45568) 356/391 [===========================================================>.....] Step: 353ms | Tot: 2m10s | Loss: 0.047 | Acc: 98.617% (45064/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m10s | Loss: 0.047 | Acc: 98.614% (45189/45824) 358/391 [===========================================================>.....] Step: 366ms | Tot: 2m11s | Loss: 0.047 | Acc: 98.612% (45314/45952) 359/391 [===========================================================>.....] Step: 365ms | Tot: 2m11s | Loss: 0.047 | Acc: 98.609% (45439/46080) 360/391 [===========================================================>.....] Step: 364ms | Tot: 2m11s | Loss: 0.047 | Acc: 98.611% (45566/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.612% (45693/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.610% (45818/46464) 363/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.605% (45942/46592) 364/391 [============================================================>....] Step: 358ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.604% (46068/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.606% (46195/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.608% (46322/46976) 367/391 [=============================================================>...] Step: 368ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.605% (46447/47104) 368/391 [=============================================================>...] Step: 365ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.607% (46574/47232) 369/391 [=============================================================>...] Step: 366ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.606% (46700/47360) 370/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.604% (46825/47488) 371/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.608% (46953/47616) 372/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.607% (47079/47744) 373/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.605% (47204/47872) 374/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.608% (47332/48000) 375/391 [==============================================================>..] Step: 359ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.610% (47459/48128) 376/391 [==============================================================>..] Step: 366ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.614% (47587/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.613% (47713/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m18s | Loss: 0.047 | Acc: 98.613% (47839/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.047 | Acc: 98.612% (47965/48640) 380/391 [===============================================================>.] Step: 374ms | Tot: 2m19s | Loss: 0.047 | Acc: 98.602% (48086/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.047 | Acc: 98.601% (48212/48896) 382/391 [===============================================================>.] Step: 359ms | Tot: 2m19s | Loss: 0.047 | Acc: 98.603% (48339/49024) 383/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.047 | Acc: 98.604% (48466/49152) 384/391 [===============================================================>.] Step: 359ms | Tot: 2m20s | Loss: 0.047 | Acc: 98.606% (48593/49280) 385/391 [================================================================>] Step: 362ms | Tot: 2m20s | Loss: 0.047 | Acc: 98.610% (48721/49408) 386/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.047 | Acc: 98.607% (48846/49536) 387/391 [================================================================>] Step: 354ms | Tot: 2m21s | Loss: 0.047 | Acc: 98.607% (48972/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m21s | Loss: 0.047 | Acc: 98.610% (49100/49792) 389/391 [================================================================>] Step: 360ms | Tot: 2m22s | Loss: 0.047 | Acc: 98.612% (49227/49920) 390/391 [================================================================>] Step: 343ms | Tot: 2m22s | Loss: 0.047 | Acc: 98.612% (49306/50000) 391/391 + [>................................................................] Step: 507ms | Tot: 2ms | Loss: 0.391 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 295ms | Tot: 297ms | Loss: 0.327 | Acc: 91.000% (182/200) 2/100 [=>...............................................................] Step: 297ms | Tot: 595ms | Loss: 0.340 | Acc: 90.000% (270/300) 3/100 [=>...............................................................] Step: 304ms | Tot: 900ms | Loss: 0.337 | Acc: 90.000% (360/400) 4/100 [==>..............................................................] Step: 303ms | Tot: 1s204ms | Loss: 0.320 | Acc: 90.000% (450/500) 5/100 [===>.............................................................] Step: 288ms | Tot: 1s492ms | Loss: 0.294 | Acc: 90.500% (543/600) 6/100 [===>.............................................................] Step: 304ms | Tot: 1s796ms | Loss: 0.282 | Acc: 90.571% (634/700) 7/100 [====>............................................................] Step: 301ms | Tot: 2s98ms | Loss: 0.297 | Acc: 90.375% (723/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s398ms | Loss: 0.305 | Acc: 90.333% (813/900) 9/100 [=====>...........................................................] Step: 295ms | Tot: 2s694ms | Loss: 0.312 | Acc: 90.400% (904/1000) 10/100 [======>..........................................................] Step: 297ms | Tot: 2s991ms | Loss: 0.313 | Acc: 90.455% (995/1100) 11/100 [=======>.........................................................] Step: 295ms | Tot: 3s287ms | Loss: 0.334 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 296ms | Tot: 3s583ms | Loss: 0.328 | Acc: 90.231% (1173/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s891ms | Loss: 0.326 | Acc: 90.500% (1267/1400) 14/100 [=========>.......................................................] Step: 302ms | Tot: 4s194ms | Loss: 0.321 | Acc: 90.600% (1359/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s494ms | Loss: 0.324 | Acc: 90.438% (1447/1600) 16/100 [==========>......................................................] Step: 311ms | Tot: 4s805ms | Loss: 0.314 | Acc: 90.765% (1543/1700) 17/100 [===========>.....................................................] Step: 302ms | Tot: 5s108ms | Loss: 0.322 | Acc: 90.444% (1628/1800) 18/100 [===========>.....................................................] Step: 307ms | Tot: 5s416ms | Loss: 0.329 | Acc: 90.474% (1719/1900) 19/100 [============>....................................................] Step: 302ms | Tot: 5s719ms | Loss: 0.335 | Acc: 90.400% (1808/2000) 20/100 [=============>...................................................] Step: 315ms | Tot: 6s34ms | Loss: 0.335 | Acc: 90.429% (1899/2100) 21/100 [=============>...................................................] Step: 309ms | Tot: 6s343ms | Loss: 0.333 | Acc: 90.545% (1992/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s651ms | Loss: 0.340 | Acc: 90.435% (2080/2300) 23/100 [==============>..................................................] Step: 307ms | Tot: 6s958ms | Loss: 0.342 | Acc: 90.375% (2169/2400) 24/100 [===============>.................................................] Step: 301ms | Tot: 7s260ms | Loss: 0.344 | Acc: 90.440% (2261/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s570ms | Loss: 0.348 | Acc: 90.385% (2350/2600) 26/100 [================>................................................] Step: 314ms | Tot: 7s885ms | Loss: 0.342 | Acc: 90.407% (2441/2700) 27/100 [=================>...............................................] Step: 303ms | Tot: 8s188ms | Loss: 0.343 | Acc: 90.464% (2533/2800) 28/100 [==================>..............................................] Step: 302ms | Tot: 8s491ms | Loss: 0.349 | Acc: 90.448% (2623/2900) 29/100 [==================>..............................................] Step: 314ms | Tot: 8s805ms | Loss: 0.345 | Acc: 90.467% (2714/3000) 30/100 [===================>.............................................] Step: 354ms | Tot: 9s160ms | Loss: 0.341 | Acc: 90.484% (2805/3100) 31/100 [====================>............................................] Step: 348ms | Tot: 9s508ms | Loss: 0.343 | Acc: 90.531% (2897/3200) 32/100 [====================>............................................] Step: 310ms | Tot: 9s819ms | Loss: 0.340 | Acc: 90.667% (2992/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s124ms | Loss: 0.342 | Acc: 90.618% (3081/3400) 34/100 [======================>..........................................] Step: 311ms | Tot: 10s435ms | Loss: 0.347 | Acc: 90.514% (3168/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s746ms | Loss: 0.344 | Acc: 90.528% (3259/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s54ms | Loss: 0.345 | Acc: 90.568% (3351/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s367ms | Loss: 0.347 | Acc: 90.474% (3438/3800) 38/100 [========================>........................................] Step: 307ms | Tot: 11s674ms | Loss: 0.347 | Acc: 90.564% (3532/3900) 39/100 [=========================>.......................................] Step: 312ms | Tot: 11s986ms | Loss: 0.346 | Acc: 90.625% (3625/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s293ms | Loss: 0.352 | Acc: 90.537% (3712/4100) 41/100 [==========================>......................................] Step: 314ms | Tot: 12s607ms | Loss: 0.356 | Acc: 90.500% (3801/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 12s918ms | Loss: 0.352 | Acc: 90.628% (3897/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s224ms | Loss: 0.353 | Acc: 90.636% (3988/4400) 44/100 [============================>....................................] Step: 309ms | Tot: 13s534ms | Loss: 0.350 | Acc: 90.667% (4080/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 13s844ms | Loss: 0.349 | Acc: 90.674% (4171/4600) 46/100 [=============================>...................................] Step: 308ms | Tot: 14s153ms | Loss: 0.349 | Acc: 90.660% (4261/4700) 47/100 [==============================>..................................] Step: 316ms | Tot: 14s469ms | Loss: 0.352 | Acc: 90.583% (4348/4800) 48/100 [===============================>.................................] Step: 318ms | Tot: 14s788ms | Loss: 0.348 | Acc: 90.653% (4442/4900) 49/100 [===============================>.................................] Step: 312ms | Tot: 15s101ms | Loss: 0.351 | Acc: 90.620% (4531/5000) 50/100 [================================>................................] Step: 318ms | Tot: 15s419ms | Loss: 0.351 | Acc: 90.608% (4621/5100) 51/100 [=================================>...............................] Step: 321ms | Tot: 15s741ms | Loss: 0.352 | Acc: 90.577% (4710/5200) 52/100 [=================================>...............................] Step: 316ms | Tot: 16s58ms | Loss: 0.353 | Acc: 90.604% (4802/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s372ms | Loss: 0.354 | Acc: 90.593% (4892/5400) 54/100 [===================================>.............................] Step: 310ms | Tot: 16s682ms | Loss: 0.353 | Acc: 90.600% (4983/5500) 55/100 [===================================>.............................] Step: 311ms | Tot: 16s993ms | Loss: 0.355 | Acc: 90.643% (5076/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s301ms | Loss: 0.354 | Acc: 90.667% (5168/5700) 57/100 [=====================================>...........................] Step: 306ms | Tot: 17s607ms | Loss: 0.351 | Acc: 90.741% (5263/5800) 58/100 [=====================================>...........................] Step: 306ms | Tot: 17s913ms | Loss: 0.352 | Acc: 90.644% (5348/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s225ms | Loss: 0.351 | Acc: 90.617% (5437/6000) 60/100 [=======================================>.........................] Step: 310ms | Tot: 18s535ms | Loss: 0.351 | Acc: 90.656% (5530/6100) 61/100 [=======================================>.........................] Step: 316ms | Tot: 18s852ms | Loss: 0.352 | Acc: 90.597% (5617/6200) 62/100 [========================================>........................] Step: 311ms | Tot: 19s163ms | Loss: 0.350 | Acc: 90.619% (5709/6300) 63/100 [========================================>........................] Step: 307ms | Tot: 19s471ms | Loss: 0.346 | Acc: 90.734% (5807/6400) 64/100 [=========================================>.......................] Step: 308ms | Tot: 19s780ms | Loss: 0.346 | Acc: 90.708% (5896/6500) 65/100 [==========================================>......................] Step: 302ms | Tot: 20s82ms | Loss: 0.346 | Acc: 90.682% (5985/6600) 66/100 [==========================================>......................] Step: 307ms | Tot: 20s390ms | Loss: 0.344 | Acc: 90.746% (6080/6700) 67/100 [===========================================>.....................] Step: 308ms | Tot: 20s698ms | Loss: 0.345 | Acc: 90.706% (6168/6800) 68/100 [============================================>....................] Step: 311ms | Tot: 21s10ms | Loss: 0.342 | Acc: 90.710% (6259/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 21s311ms | Loss: 0.341 | Acc: 90.743% (6352/7000) 70/100 [=============================================>...................] Step: 299ms | Tot: 21s610ms | Loss: 0.345 | Acc: 90.676% (6438/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s922ms | Loss: 0.347 | Acc: 90.667% (6528/7200) 72/100 [==============================================>..................] Step: 302ms | Tot: 22s225ms | Loss: 0.343 | Acc: 90.712% (6622/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s528ms | Loss: 0.345 | Acc: 90.730% (6714/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s835ms | Loss: 0.345 | Acc: 90.720% (6804/7500) 75/100 [================================================>................] Step: 307ms | Tot: 23s143ms | Loss: 0.347 | Acc: 90.671% (6891/7600) 76/100 [=================================================>...............] Step: 303ms | Tot: 23s447ms | Loss: 0.348 | Acc: 90.623% (6978/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s755ms | Loss: 0.347 | Acc: 90.654% (7071/7800) 78/100 [==================================================>..............] Step: 299ms | Tot: 24s55ms | Loss: 0.346 | Acc: 90.684% (7164/7900) 79/100 [===================================================>.............] Step: 308ms | Tot: 24s363ms | Loss: 0.345 | Acc: 90.688% (7255/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s670ms | Loss: 0.344 | Acc: 90.691% (7346/8100) 81/100 [====================================================>............] Step: 316ms | Tot: 24s986ms | Loss: 0.343 | Acc: 90.659% (7434/8200) 82/100 [=====================================================>...........] Step: 309ms | Tot: 25s296ms | Loss: 0.343 | Acc: 90.675% (7526/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s599ms | Loss: 0.342 | Acc: 90.679% (7617/8400) 84/100 [======================================================>..........] Step: 306ms | Tot: 25s906ms | Loss: 0.342 | Acc: 90.671% (7707/8500) 85/100 [=======================================================>.........] Step: 304ms | Tot: 26s210ms | Loss: 0.344 | Acc: 90.651% (7796/8600) 86/100 [=======================================================>.........] Step: 306ms | Tot: 26s517ms | Loss: 0.342 | Acc: 90.667% (7888/8700) 87/100 [========================================================>........] Step: 308ms | Tot: 26s825ms | Loss: 0.342 | Acc: 90.670% (7979/8800) 88/100 [=========================================================>.......] Step: 307ms | Tot: 27s132ms | Loss: 0.342 | Acc: 90.685% (8071/8900) 89/100 [=========================================================>.......] Step: 306ms | Tot: 27s439ms | Loss: 0.341 | Acc: 90.722% (8165/9000) 90/100 [==========================================================>......] Step: 318ms | Tot: 27s758ms | Loss: 0.341 | Acc: 90.747% (8258/9100) 91/100 [===========================================================>.....] Step: 306ms | Tot: 28s65ms | Loss: 0.339 | Acc: 90.783% (8352/9200) 92/100 [===========================================================>.....] Step: 320ms | Tot: 28s385ms | Loss: 0.342 | Acc: 90.753% (8440/9300) 93/100 [============================================================>....] Step: 307ms | Tot: 28s692ms | Loss: 0.342 | Acc: 90.745% (8530/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 29s1ms | Loss: 0.340 | Acc: 90.768% (8623/9500) 95/100 [=============================================================>...] Step: 311ms | Tot: 29s312ms | Loss: 0.339 | Acc: 90.781% (8715/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s619ms | Loss: 0.338 | Acc: 90.814% (8809/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s923ms | Loss: 0.337 | Acc: 90.837% (8902/9800) 98/100 [===============================================================>.] Step: 310ms | Tot: 30s234ms | Loss: 0.339 | Acc: 90.768% (8986/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s545ms | Loss: 0.337 | Acc: 90.820% (9082/10000) 100/100 + +Epoch: 192 + [>................................................................] Step: 592ms | Tot: 2ms | Loss: 0.042 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 380ms | Tot: 382ms | Loss: 0.043 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 377ms | Tot: 759ms | Loss: 0.054 | Acc: 97.917% (376/384) 3/391 [>................................................................] Step: 367ms | Tot: 1s127ms | Loss: 0.054 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 365ms | Tot: 1s492ms | Loss: 0.051 | Acc: 98.125% (628/640) 5/391 [>................................................................] Step: 364ms | Tot: 1s857ms | Loss: 0.047 | Acc: 98.307% (755/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s223ms | Loss: 0.048 | Acc: 98.214% (880/896) 7/391 [=>...............................................................] Step: 367ms | Tot: 2s590ms | Loss: 0.045 | Acc: 98.340% (1007/1024) 8/391 [=>...............................................................] Step: 376ms | Tot: 2s966ms | Loss: 0.043 | Acc: 98.438% (1134/1152) 9/391 [=>...............................................................] Step: 360ms | Tot: 3s327ms | Loss: 0.047 | Acc: 98.203% (1257/1280) 10/391 [=>...............................................................] Step: 369ms | Tot: 3s697ms | Loss: 0.046 | Acc: 98.295% (1384/1408) 11/391 [=>...............................................................] Step: 360ms | Tot: 4s57ms | Loss: 0.046 | Acc: 98.307% (1510/1536) 12/391 [=>...............................................................] Step: 363ms | Tot: 4s421ms | Loss: 0.051 | Acc: 98.197% (1634/1664) 13/391 [==>..............................................................] Step: 365ms | Tot: 4s786ms | Loss: 0.053 | Acc: 98.270% (1761/1792) 14/391 [==>..............................................................] Step: 361ms | Tot: 5s148ms | Loss: 0.053 | Acc: 98.229% (1886/1920) 15/391 [==>..............................................................] Step: 359ms | Tot: 5s507ms | Loss: 0.054 | Acc: 98.242% (2012/2048) 16/391 [==>..............................................................] Step: 364ms | Tot: 5s872ms | Loss: 0.053 | Acc: 98.300% (2139/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s243ms | Loss: 0.054 | Acc: 98.307% (2265/2304) 18/391 [==>..............................................................] Step: 359ms | Tot: 6s602ms | Loss: 0.054 | Acc: 98.273% (2390/2432) 19/391 [===>.............................................................] Step: 359ms | Tot: 6s962ms | Loss: 0.053 | Acc: 98.359% (2518/2560) 20/391 [===>.............................................................] Step: 359ms | Tot: 7s321ms | Loss: 0.053 | Acc: 98.363% (2644/2688) 21/391 [===>.............................................................] Step: 365ms | Tot: 7s687ms | Loss: 0.054 | Acc: 98.366% (2770/2816) 22/391 [===>.............................................................] Step: 409ms | Tot: 8s96ms | Loss: 0.053 | Acc: 98.438% (2898/2944) 23/391 [===>.............................................................] Step: 386ms | Tot: 8s483ms | Loss: 0.053 | Acc: 98.405% (3023/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s843ms | Loss: 0.053 | Acc: 98.438% (3150/3200) 25/391 [====>............................................................] Step: 362ms | Tot: 9s205ms | Loss: 0.053 | Acc: 98.438% (3276/3328) 26/391 [====>............................................................] Step: 371ms | Tot: 9s577ms | Loss: 0.056 | Acc: 98.351% (3399/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s939ms | Loss: 0.054 | Acc: 98.382% (3526/3584) 28/391 [====>............................................................] Step: 365ms | Tot: 10s304ms | Loss: 0.054 | Acc: 98.384% (3652/3712) 29/391 [====>............................................................] Step: 366ms | Tot: 10s671ms | Loss: 0.055 | Acc: 98.333% (3776/3840) 30/391 [====>............................................................] Step: 363ms | Tot: 11s35ms | Loss: 0.055 | Acc: 98.337% (3902/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 11s402ms | Loss: 0.054 | Acc: 98.315% (4027/4096) 32/391 [=====>...........................................................] Step: 366ms | Tot: 11s768ms | Loss: 0.054 | Acc: 98.319% (4153/4224) 33/391 [=====>...........................................................] Step: 360ms | Tot: 12s129ms | Loss: 0.054 | Acc: 98.323% (4279/4352) 34/391 [=====>...........................................................] Step: 362ms | Tot: 12s491ms | Loss: 0.054 | Acc: 98.326% (4405/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 12s863ms | Loss: 0.054 | Acc: 98.307% (4530/4608) 36/391 [=====>...........................................................] Step: 364ms | Tot: 13s228ms | Loss: 0.053 | Acc: 98.332% (4657/4736) 37/391 [======>..........................................................] Step: 359ms | Tot: 13s587ms | Loss: 0.052 | Acc: 98.376% (4785/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s944ms | Loss: 0.051 | Acc: 98.417% (4913/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s303ms | Loss: 0.051 | Acc: 98.418% (5039/5120) 40/391 [======>..........................................................] Step: 367ms | Tot: 14s670ms | Loss: 0.051 | Acc: 98.399% (5164/5248) 41/391 [======>..........................................................] Step: 361ms | Tot: 15s32ms | Loss: 0.051 | Acc: 98.419% (5291/5376) 42/391 [======>..........................................................] Step: 361ms | Tot: 15s393ms | Loss: 0.051 | Acc: 98.438% (5418/5504) 43/391 [=======>.........................................................] Step: 374ms | Tot: 15s767ms | Loss: 0.050 | Acc: 98.473% (5546/5632) 44/391 [=======>.........................................................] Step: 373ms | Tot: 16s141ms | Loss: 0.050 | Acc: 98.455% (5671/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s509ms | Loss: 0.050 | Acc: 98.488% (5799/5888) 46/391 [=======>.........................................................] Step: 369ms | Tot: 16s878ms | Loss: 0.050 | Acc: 98.487% (5925/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s244ms | Loss: 0.051 | Acc: 98.438% (6048/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s603ms | Loss: 0.051 | Acc: 98.438% (6174/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 17s967ms | Loss: 0.051 | Acc: 98.453% (6301/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s335ms | Loss: 0.051 | Acc: 98.468% (6428/6528) 51/391 [========>........................................................] Step: 366ms | Tot: 18s702ms | Loss: 0.050 | Acc: 98.483% (6555/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 19s61ms | Loss: 0.050 | Acc: 98.496% (6682/6784) 53/391 [========>........................................................] Step: 363ms | Tot: 19s424ms | Loss: 0.050 | Acc: 98.510% (6809/6912) 54/391 [========>........................................................] Step: 364ms | Tot: 19s788ms | Loss: 0.049 | Acc: 98.523% (6936/7040) 55/391 [=========>.......................................................] Step: 360ms | Tot: 20s148ms | Loss: 0.049 | Acc: 98.521% (7062/7168) 56/391 [=========>.......................................................] Step: 356ms | Tot: 20s505ms | Loss: 0.049 | Acc: 98.533% (7189/7296) 57/391 [=========>.......................................................] Step: 359ms | Tot: 20s864ms | Loss: 0.049 | Acc: 98.532% (7315/7424) 58/391 [=========>.......................................................] Step: 359ms | Tot: 21s224ms | Loss: 0.049 | Acc: 98.517% (7440/7552) 59/391 [=========>.......................................................] Step: 361ms | Tot: 21s585ms | Loss: 0.049 | Acc: 98.542% (7568/7680) 60/391 [=========>.......................................................] Step: 358ms | Tot: 21s943ms | Loss: 0.049 | Acc: 98.566% (7696/7808) 61/391 [==========>......................................................] Step: 363ms | Tot: 22s307ms | Loss: 0.049 | Acc: 98.576% (7823/7936) 62/391 [==========>......................................................] Step: 375ms | Tot: 22s682ms | Loss: 0.049 | Acc: 98.574% (7949/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 23s42ms | Loss: 0.048 | Acc: 98.596% (8077/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 23s405ms | Loss: 0.049 | Acc: 98.546% (8199/8320) 65/391 [==========>......................................................] Step: 363ms | Tot: 23s768ms | Loss: 0.049 | Acc: 98.556% (8326/8448) 66/391 [==========>......................................................] Step: 361ms | Tot: 24s129ms | Loss: 0.049 | Acc: 98.566% (8453/8576) 67/391 [===========>.....................................................] Step: 361ms | Tot: 24s491ms | Loss: 0.048 | Acc: 98.587% (8581/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 24s859ms | Loss: 0.048 | Acc: 98.585% (8707/8832) 69/391 [===========>.....................................................] Step: 364ms | Tot: 25s224ms | Loss: 0.048 | Acc: 98.571% (8832/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s586ms | Loss: 0.048 | Acc: 98.581% (8959/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 25s957ms | Loss: 0.048 | Acc: 98.557% (9083/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s324ms | Loss: 0.049 | Acc: 98.545% (9208/9344) 73/391 [============>....................................................] Step: 365ms | Tot: 26s690ms | Loss: 0.048 | Acc: 98.543% (9334/9472) 74/391 [============>....................................................] Step: 360ms | Tot: 27s50ms | Loss: 0.048 | Acc: 98.552% (9461/9600) 75/391 [============>....................................................] Step: 358ms | Tot: 27s409ms | Loss: 0.048 | Acc: 98.561% (9588/9728) 76/391 [============>....................................................] Step: 369ms | Tot: 27s778ms | Loss: 0.048 | Acc: 98.569% (9715/9856) 77/391 [============>....................................................] Step: 360ms | Tot: 28s139ms | Loss: 0.048 | Acc: 98.548% (9839/9984) 78/391 [============>....................................................] Step: 360ms | Tot: 28s500ms | Loss: 0.048 | Acc: 98.556% (9966/10112) 79/391 [=============>...................................................] Step: 367ms | Tot: 28s868ms | Loss: 0.049 | Acc: 98.555% (10092/10240) 80/391 [=============>...................................................] Step: 370ms | Tot: 29s238ms | Loss: 0.048 | Acc: 98.573% (10220/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s604ms | Loss: 0.049 | Acc: 98.561% (10345/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s965ms | Loss: 0.049 | Acc: 98.541% (10469/10624) 83/391 [=============>...................................................] Step: 368ms | Tot: 30s333ms | Loss: 0.049 | Acc: 98.549% (10596/10752) 84/391 [=============>...................................................] Step: 364ms | Tot: 30s697ms | Loss: 0.049 | Acc: 98.529% (10720/10880) 85/391 [==============>..................................................] Step: 361ms | Tot: 31s59ms | Loss: 0.049 | Acc: 98.537% (10847/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s419ms | Loss: 0.049 | Acc: 98.554% (10975/11136) 87/391 [==============>..................................................] Step: 362ms | Tot: 31s781ms | Loss: 0.049 | Acc: 98.553% (11101/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s143ms | Loss: 0.049 | Acc: 98.534% (11225/11392) 89/391 [==============>..................................................] Step: 368ms | Tot: 32s512ms | Loss: 0.049 | Acc: 98.533% (11351/11520) 90/391 [==============>..................................................] Step: 360ms | Tot: 32s873ms | Loss: 0.049 | Acc: 98.532% (11477/11648) 91/391 [===============>.................................................] Step: 362ms | Tot: 33s235ms | Loss: 0.049 | Acc: 98.522% (11602/11776) 92/391 [===============>.................................................] Step: 361ms | Tot: 33s596ms | Loss: 0.050 | Acc: 98.513% (11727/11904) 93/391 [===============>.................................................] Step: 360ms | Tot: 33s956ms | Loss: 0.050 | Acc: 98.512% (11853/12032) 94/391 [===============>.................................................] Step: 364ms | Tot: 34s321ms | Loss: 0.050 | Acc: 98.512% (11979/12160) 95/391 [===============>.................................................] Step: 365ms | Tot: 34s687ms | Loss: 0.050 | Acc: 98.527% (12107/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 35s45ms | Loss: 0.049 | Acc: 98.542% (12235/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s411ms | Loss: 0.049 | Acc: 98.541% (12361/12544) 98/391 [================>................................................] Step: 374ms | Tot: 35s786ms | Loss: 0.049 | Acc: 98.548% (12488/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s151ms | Loss: 0.049 | Acc: 98.539% (12613/12800) 100/391 [================>................................................] Step: 354ms | Tot: 36s505ms | Loss: 0.049 | Acc: 98.546% (12740/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s870ms | Loss: 0.049 | Acc: 98.545% (12866/13056) 102/391 [================>................................................] Step: 362ms | Tot: 37s233ms | Loss: 0.049 | Acc: 98.544% (12992/13184) 103/391 [=================>...............................................] Step: 361ms | Tot: 37s594ms | Loss: 0.049 | Acc: 98.535% (13117/13312) 104/391 [=================>...............................................] Step: 400ms | Tot: 37s995ms | Loss: 0.049 | Acc: 98.527% (13242/13440) 105/391 [=================>...............................................] Step: 396ms | Tot: 38s391ms | Loss: 0.049 | Acc: 98.541% (13370/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 38s758ms | Loss: 0.049 | Acc: 98.547% (13497/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s127ms | Loss: 0.049 | Acc: 98.553% (13624/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s486ms | Loss: 0.049 | Acc: 98.567% (13752/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 39s849ms | Loss: 0.049 | Acc: 98.580% (13880/14080) 110/391 [==================>..............................................] Step: 361ms | Tot: 40s211ms | Loss: 0.048 | Acc: 98.592% (14008/14208) 111/391 [==================>..............................................] Step: 355ms | Tot: 40s566ms | Loss: 0.048 | Acc: 98.598% (14135/14336) 112/391 [==================>..............................................] Step: 355ms | Tot: 40s921ms | Loss: 0.048 | Acc: 98.603% (14262/14464) 113/391 [==================>..............................................] Step: 358ms | Tot: 41s280ms | Loss: 0.048 | Acc: 98.609% (14389/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 41s642ms | Loss: 0.048 | Acc: 98.614% (14516/14720) 115/391 [===================>.............................................] Step: 362ms | Tot: 42s5ms | Loss: 0.048 | Acc: 98.619% (14643/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 42s373ms | Loss: 0.048 | Acc: 98.604% (14767/14976) 117/391 [===================>.............................................] Step: 369ms | Tot: 42s743ms | Loss: 0.048 | Acc: 98.590% (14891/15104) 118/391 [===================>.............................................] Step: 365ms | Tot: 43s109ms | Loss: 0.048 | Acc: 98.595% (15018/15232) 119/391 [===================>.............................................] Step: 369ms | Tot: 43s478ms | Loss: 0.048 | Acc: 98.600% (15145/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 43s847ms | Loss: 0.048 | Acc: 98.605% (15272/15488) 121/391 [====================>............................................] Step: 365ms | Tot: 44s212ms | Loss: 0.048 | Acc: 98.617% (15400/15616) 122/391 [====================>............................................] Step: 358ms | Tot: 44s571ms | Loss: 0.048 | Acc: 98.615% (15526/15744) 123/391 [====================>............................................] Step: 361ms | Tot: 44s932ms | Loss: 0.048 | Acc: 98.608% (15651/15872) 124/391 [====================>............................................] Step: 372ms | Tot: 45s305ms | Loss: 0.048 | Acc: 98.606% (15777/16000) 125/391 [====================>............................................] Step: 381ms | Tot: 45s686ms | Loss: 0.048 | Acc: 98.611% (15904/16128) 126/391 [====================>............................................] Step: 363ms | Tot: 46s50ms | Loss: 0.048 | Acc: 98.622% (16032/16256) 127/391 [=====================>...........................................] Step: 360ms | Tot: 46s410ms | Loss: 0.047 | Acc: 98.621% (16158/16384) 128/391 [=====================>...........................................] Step: 364ms | Tot: 46s775ms | Loss: 0.047 | Acc: 98.625% (16285/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s140ms | Loss: 0.047 | Acc: 98.618% (16410/16640) 130/391 [=====================>...........................................] Step: 367ms | Tot: 47s508ms | Loss: 0.047 | Acc: 98.610% (16535/16768) 131/391 [=====================>...........................................] Step: 372ms | Tot: 47s880ms | Loss: 0.047 | Acc: 98.615% (16662/16896) 132/391 [=====================>...........................................] Step: 363ms | Tot: 48s244ms | Loss: 0.047 | Acc: 98.614% (16788/17024) 133/391 [======================>..........................................] Step: 361ms | Tot: 48s605ms | Loss: 0.047 | Acc: 98.624% (16916/17152) 134/391 [======================>..........................................] Step: 363ms | Tot: 48s969ms | Loss: 0.047 | Acc: 98.628% (17043/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 49s341ms | Loss: 0.047 | Acc: 98.627% (17169/17408) 136/391 [======================>..........................................] Step: 374ms | Tot: 49s715ms | Loss: 0.047 | Acc: 98.631% (17296/17536) 137/391 [======================>..........................................] Step: 367ms | Tot: 50s83ms | Loss: 0.047 | Acc: 98.624% (17421/17664) 138/391 [======================>..........................................] Step: 359ms | Tot: 50s443ms | Loss: 0.047 | Acc: 98.629% (17548/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s807ms | Loss: 0.047 | Acc: 98.633% (17675/17920) 140/391 [=======================>.........................................] Step: 365ms | Tot: 51s172ms | Loss: 0.047 | Acc: 98.620% (17799/18048) 141/391 [=======================>.........................................] Step: 369ms | Tot: 51s542ms | Loss: 0.047 | Acc: 98.597% (17921/18176) 142/391 [=======================>.........................................] Step: 374ms | Tot: 51s917ms | Loss: 0.047 | Acc: 98.596% (18047/18304) 143/391 [=======================>.........................................] Step: 368ms | Tot: 52s285ms | Loss: 0.047 | Acc: 98.589% (18172/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 52s650ms | Loss: 0.047 | Acc: 98.594% (18299/18560) 145/391 [========================>........................................] Step: 367ms | Tot: 53s18ms | Loss: 0.047 | Acc: 98.598% (18426/18688) 146/391 [========================>........................................] Step: 364ms | Tot: 53s382ms | Loss: 0.047 | Acc: 98.597% (18552/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s746ms | Loss: 0.047 | Acc: 98.596% (18678/18944) 148/391 [========================>........................................] Step: 357ms | Tot: 54s104ms | Loss: 0.047 | Acc: 98.600% (18805/19072) 149/391 [========================>........................................] Step: 361ms | Tot: 54s465ms | Loss: 0.047 | Acc: 98.599% (18931/19200) 150/391 [========================>........................................] Step: 368ms | Tot: 54s834ms | Loss: 0.047 | Acc: 98.608% (19059/19328) 151/391 [=========================>.......................................] Step: 366ms | Tot: 55s200ms | Loss: 0.047 | Acc: 98.597% (19183/19456) 152/391 [=========================>.......................................] Step: 367ms | Tot: 55s567ms | Loss: 0.047 | Acc: 98.601% (19310/19584) 153/391 [=========================>.......................................] Step: 364ms | Tot: 55s932ms | Loss: 0.047 | Acc: 98.610% (19438/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s296ms | Loss: 0.047 | Acc: 98.614% (19565/19840) 155/391 [=========================>.......................................] Step: 366ms | Tot: 56s663ms | Loss: 0.047 | Acc: 98.618% (19692/19968) 156/391 [=========================>.......................................] Step: 358ms | Tot: 57s22ms | Loss: 0.047 | Acc: 98.617% (19818/20096) 157/391 [==========================>......................................] Step: 360ms | Tot: 57s383ms | Loss: 0.046 | Acc: 98.620% (19945/20224) 158/391 [==========================>......................................] Step: 366ms | Tot: 57s749ms | Loss: 0.046 | Acc: 98.624% (20072/20352) 159/391 [==========================>......................................] Step: 360ms | Tot: 58s110ms | Loss: 0.046 | Acc: 98.628% (20199/20480) 160/391 [==========================>......................................] Step: 362ms | Tot: 58s472ms | Loss: 0.046 | Acc: 98.617% (20323/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 58s841ms | Loss: 0.046 | Acc: 98.616% (20449/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 59s205ms | Loss: 0.047 | Acc: 98.610% (20574/20864) 163/391 [===========================>.....................................] Step: 360ms | Tot: 59s566ms | Loss: 0.046 | Acc: 98.614% (20701/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 59s929ms | Loss: 0.046 | Acc: 98.617% (20828/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m290ms | Loss: 0.046 | Acc: 98.616% (20954/21248) 166/391 [===========================>.....................................] Step: 367ms | Tot: 1m657ms | Loss: 0.046 | Acc: 98.625% (21082/21376) 167/391 [===========================>.....................................] Step: 358ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.628% (21209/21504) 168/391 [===========================>.....................................] Step: 360ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.627% (21335/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.631% (21462/21760) 170/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.629% (21588/21888) 171/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.624% (21713/22016) 172/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.591% (21832/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.595% (21959/22272) 174/391 [============================>....................................] Step: 361ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.603% (22087/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.584% (22209/22528) 176/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.579% (22334/22656) 177/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.582% (22461/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.582% (22587/22912) 179/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.581% (22713/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.584% (22840/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.588% (22967/23296) 182/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.595% (23095/23424) 183/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.599% (23222/23552) 184/391 [==============================>..................................] Step: 360ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.598% (23348/23680) 185/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.601% (23475/23808) 186/391 [==============================>..................................] Step: 410ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.605% (23602/23936) 187/391 [===============================>.................................] Step: 396ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.608% (23729/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.611% (23856/24192) 189/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.610% (23982/24320) 190/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.609% (24108/24448) 191/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.600% (24232/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.587% (24355/24704) 193/391 [================================>................................] Step: 361ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.595% (24483/24832) 194/391 [================================>................................] Step: 362ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.598% (24610/24960) 195/391 [================================>................................] Step: 359ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.589% (24734/25088) 196/391 [================================>................................] Step: 360ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.592% (24861/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.591% (24987/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.598% (25115/25472) 199/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.598% (25241/25600) 200/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.593% (25366/25728) 201/391 [=================================>...............................] Step: 356ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.596% (25493/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.595% (25619/25984) 203/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.595% (25745/26112) 204/391 [=================================>...............................] Step: 361ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.598% (25872/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.601% (25999/26368) 206/391 [==================================>..............................] Step: 368ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.604% (26126/26496) 207/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.607% (26253/26624) 208/391 [==================================>..............................] Step: 363ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.609% (26380/26752) 209/391 [==================================>..............................] Step: 361ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.605% (26505/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.604% (26631/27008) 211/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.607% (26758/27136) 212/391 [===================================>.............................] Step: 368ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.610% (26885/27264) 213/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.609% (27011/27392) 214/391 [===================================>.............................] Step: 359ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.612% (27138/27520) 215/391 [===================================>.............................] Step: 374ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.611% (27264/27648) 216/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.607% (27389/27776) 217/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.606% (27515/27904) 218/391 [====================================>............................] Step: 356ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.609% (27642/28032) 219/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.604% (27767/28160) 220/391 [====================================>............................] Step: 360ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.611% (27895/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.613% (28022/28416) 222/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.620% (28150/28544) 223/391 [=====================================>...........................] Step: 360ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.622% (28277/28672) 224/391 [=====================================>...........................] Step: 369ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.628% (28405/28800) 225/391 [=====================================>...........................] Step: 356ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.631% (28532/28928) 226/391 [=====================================>...........................] Step: 359ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.627% (28657/29056) 227/391 [=====================================>...........................] Step: 360ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.629% (28784/29184) 228/391 [=====================================>...........................] Step: 358ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.632% (28911/29312) 229/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.628% (29036/29440) 230/391 [======================================>..........................] Step: 358ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.630% (29163/29568) 231/391 [======================================>..........................] Step: 360ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.626% (29288/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.632% (29416/29824) 233/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.634% (29543/29952) 234/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.630% (29668/30080) 235/391 [=======================================>.........................] Step: 362ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.633% (29795/30208) 236/391 [=======================================>.........................] Step: 358ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.639% (29923/30336) 237/391 [=======================================>.........................] Step: 354ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.641% (30050/30464) 238/391 [=======================================>.........................] Step: 361ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.647% (30178/30592) 239/391 [=======================================>.........................] Step: 359ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.649% (30305/30720) 240/391 [=======================================>.........................] Step: 358ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.655% (30433/30848) 241/391 [========================================>........................] Step: 355ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.651% (30558/30976) 242/391 [========================================>........................] Step: 366ms | Tot: 1m28s | Loss: 0.047 | Acc: 98.643% (30682/31104) 243/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.047 | Acc: 98.646% (30809/31232) 244/391 [========================================>........................] Step: 356ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.648% (30936/31360) 245/391 [========================================>........................] Step: 360ms | Tot: 1m29s | Loss: 0.047 | Acc: 98.650% (31063/31488) 246/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.047 | Acc: 98.653% (31190/31616) 247/391 [=========================================>.......................] Step: 370ms | Tot: 1m30s | Loss: 0.047 | Acc: 98.652% (31316/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.047 | Acc: 98.648% (31441/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.047 | Acc: 98.634% (31563/32000) 250/391 [=========================================>.......................] Step: 361ms | Tot: 1m31s | Loss: 0.047 | Acc: 98.634% (31689/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.047 | Acc: 98.639% (31817/32256) 252/391 [=========================================>.......................] Step: 356ms | Tot: 1m31s | Loss: 0.047 | Acc: 98.641% (31944/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.047 | Acc: 98.644% (32071/32512) 254/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.047 | Acc: 98.643% (32197/32640) 255/391 [==========================================>......................] Step: 353ms | Tot: 1m32s | Loss: 0.047 | Acc: 98.642% (32323/32768) 256/391 [==========================================>......................] Step: 358ms | Tot: 1m33s | Loss: 0.047 | Acc: 98.641% (32449/32896) 257/391 [==========================================>......................] Step: 360ms | Tot: 1m33s | Loss: 0.047 | Acc: 98.646% (32577/33024) 258/391 [==========================================>......................] Step: 355ms | Tot: 1m34s | Loss: 0.047 | Acc: 98.646% (32703/33152) 259/391 [===========================================>.....................] Step: 357ms | Tot: 1m34s | Loss: 0.047 | Acc: 98.648% (32830/33280) 260/391 [===========================================>.....................] Step: 376ms | Tot: 1m34s | Loss: 0.047 | Acc: 98.647% (32956/33408) 261/391 [===========================================>.....................] Step: 371ms | Tot: 1m35s | Loss: 0.047 | Acc: 98.649% (33083/33536) 262/391 [===========================================>.....................] Step: 358ms | Tot: 1m35s | Loss: 0.047 | Acc: 98.645% (33208/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.047 | Acc: 98.651% (33336/33792) 264/391 [===========================================>.....................] Step: 357ms | Tot: 1m36s | Loss: 0.047 | Acc: 98.653% (33463/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.047 | Acc: 98.658% (33591/34048) 266/391 [============================================>....................] Step: 355ms | Tot: 1m36s | Loss: 0.047 | Acc: 98.657% (33717/34176) 267/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.047 | Acc: 98.659% (33844/34304) 268/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.047 | Acc: 98.664% (33972/34432) 269/391 [============================================>....................] Step: 421ms | Tot: 1m38s | Loss: 0.047 | Acc: 98.657% (34096/34560) 270/391 [============================================>....................] Step: 383ms | Tot: 1m38s | Loss: 0.047 | Acc: 98.642% (34217/34688) 271/391 [=============================================>...................] Step: 360ms | Tot: 1m38s | Loss: 0.047 | Acc: 98.647% (34345/34816) 272/391 [=============================================>...................] Step: 358ms | Tot: 1m39s | Loss: 0.047 | Acc: 98.644% (34470/34944) 273/391 [=============================================>...................] Step: 356ms | Tot: 1m39s | Loss: 0.047 | Acc: 98.640% (34595/35072) 274/391 [=============================================>...................] Step: 368ms | Tot: 1m39s | Loss: 0.047 | Acc: 98.645% (34723/35200) 275/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.047 | Acc: 98.644% (34849/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.047 | Acc: 98.649% (34977/35456) 277/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.047 | Acc: 98.651% (35104/35584) 278/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.047 | Acc: 98.648% (35229/35712) 279/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.047 | Acc: 98.650% (35356/35840) 280/391 [==============================================>..................] Step: 357ms | Tot: 1m42s | Loss: 0.047 | Acc: 98.649% (35482/35968) 281/391 [==============================================>..................] Step: 356ms | Tot: 1m42s | Loss: 0.047 | Acc: 98.648% (35608/36096) 282/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.047 | Acc: 98.653% (35736/36224) 283/391 [===============================================>.................] Step: 361ms | Tot: 1m43s | Loss: 0.047 | Acc: 98.647% (35860/36352) 284/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.047 | Acc: 98.646% (35986/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.047 | Acc: 98.648% (36113/36608) 286/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.047 | Acc: 98.644% (36238/36736) 287/391 [===============================================>.................] Step: 369ms | Tot: 1m44s | Loss: 0.047 | Acc: 98.644% (36364/36864) 288/391 [===============================================>.................] Step: 368ms | Tot: 1m45s | Loss: 0.047 | Acc: 98.640% (36489/36992) 289/391 [================================================>................] Step: 359ms | Tot: 1m45s | Loss: 0.047 | Acc: 98.640% (36615/37120) 290/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.047 | Acc: 98.644% (36743/37248) 291/391 [================================================>................] Step: 354ms | Tot: 1m46s | Loss: 0.047 | Acc: 98.649% (36871/37376) 292/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.047 | Acc: 98.653% (36999/37504) 293/391 [================================================>................] Step: 365ms | Tot: 1m46s | Loss: 0.047 | Acc: 98.658% (37127/37632) 294/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.047 | Acc: 98.663% (37255/37760) 295/391 [=================================================>...............] Step: 372ms | Tot: 1m47s | Loss: 0.047 | Acc: 98.662% (37381/37888) 296/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.047 | Acc: 98.661% (37507/38016) 297/391 [=================================================>...............] Step: 356ms | Tot: 1m48s | Loss: 0.047 | Acc: 98.663% (37634/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m48s | Loss: 0.047 | Acc: 98.662% (37760/38272) 299/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.047 | Acc: 98.661% (37886/38400) 300/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.047 | Acc: 98.663% (38013/38528) 301/391 [==================================================>..............] Step: 367ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.668% (38141/38656) 302/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.672% (38269/38784) 303/391 [==================================================>..............] Step: 355ms | Tot: 1m50s | Loss: 0.047 | Acc: 98.674% (38396/38912) 304/391 [==================================================>..............] Step: 362ms | Tot: 1m50s | Loss: 0.047 | Acc: 98.673% (38522/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.677% (38650/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.674% (38775/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.676% (38902/39424) 308/391 [===================================================>.............] Step: 363ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.678% (39029/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.674% (39154/39680) 310/391 [===================================================>.............] Step: 366ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.676% (39281/39808) 311/391 [===================================================>.............] Step: 365ms | Tot: 1m53s | Loss: 0.047 | Acc: 98.670% (39405/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m53s | Loss: 0.047 | Acc: 98.670% (39531/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m54s | Loss: 0.047 | Acc: 98.666% (39656/40192) 314/391 [====================================================>............] Step: 374ms | Tot: 1m54s | Loss: 0.047 | Acc: 98.656% (39778/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m54s | Loss: 0.047 | Acc: 98.660% (39906/40448) 316/391 [====================================================>............] Step: 369ms | Tot: 1m55s | Loss: 0.047 | Acc: 98.654% (40030/40576) 317/391 [====================================================>............] Step: 361ms | Tot: 1m55s | Loss: 0.047 | Acc: 98.659% (40158/40704) 318/391 [====================================================>............] Step: 358ms | Tot: 1m55s | Loss: 0.047 | Acc: 98.663% (40286/40832) 319/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.047 | Acc: 98.657% (40410/40960) 320/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.047 | Acc: 98.657% (40536/41088) 321/391 [=====================================================>...........] Step: 357ms | Tot: 1m57s | Loss: 0.047 | Acc: 98.658% (40663/41216) 322/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.047 | Acc: 98.655% (40788/41344) 323/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.047 | Acc: 98.657% (40915/41472) 324/391 [=====================================================>...........] Step: 357ms | Tot: 1m58s | Loss: 0.047 | Acc: 98.659% (41042/41600) 325/391 [======================================================>..........] Step: 354ms | Tot: 1m58s | Loss: 0.047 | Acc: 98.663% (41170/41728) 326/391 [======================================================>..........] Step: 361ms | Tot: 1m58s | Loss: 0.047 | Acc: 98.667% (41298/41856) 327/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.047 | Acc: 98.666% (41424/41984) 328/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.047 | Acc: 98.668% (41551/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 1m59s | Loss: 0.047 | Acc: 98.667% (41677/42240) 330/391 [======================================================>..........] Step: 364ms | Tot: 2m296ms | Loss: 0.047 | Acc: 98.669% (41804/42368) 331/391 [=======================================================>.........] Step: 369ms | Tot: 2m665ms | Loss: 0.047 | Acc: 98.670% (41931/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m1s | Loss: 0.047 | Acc: 98.674% (42059/42624) 333/391 [=======================================================>.........] Step: 362ms | Tot: 2m1s | Loss: 0.047 | Acc: 98.676% (42186/42752) 334/391 [=======================================================>.........] Step: 361ms | Tot: 2m1s | Loss: 0.047 | Acc: 98.675% (42312/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m2s | Loss: 0.047 | Acc: 98.672% (42437/43008) 336/391 [=======================================================>.........] Step: 363ms | Tot: 2m2s | Loss: 0.047 | Acc: 98.674% (42564/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m2s | Loss: 0.047 | Acc: 98.669% (42688/43264) 338/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.047 | Acc: 98.668% (42814/43392) 339/391 [========================================================>........] Step: 360ms | Tot: 2m3s | Loss: 0.047 | Acc: 98.667% (42940/43520) 340/391 [========================================================>........] Step: 363ms | Tot: 2m3s | Loss: 0.047 | Acc: 98.669% (43067/43648) 341/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.047 | Acc: 98.671% (43194/43776) 342/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.047 | Acc: 98.672% (43321/43904) 343/391 [=========================================================>.......] Step: 369ms | Tot: 2m5s | Loss: 0.047 | Acc: 98.671% (43447/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.047 | Acc: 98.668% (43572/44160) 345/391 [=========================================================>.......] Step: 362ms | Tot: 2m5s | Loss: 0.047 | Acc: 98.670% (43699/44288) 346/391 [=========================================================>.......] Step: 359ms | Tot: 2m6s | Loss: 0.047 | Acc: 98.667% (43824/44416) 347/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.047 | Acc: 98.669% (43951/44544) 348/391 [=========================================================>.......] Step: 358ms | Tot: 2m6s | Loss: 0.047 | Acc: 98.668% (44077/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.047 | Acc: 98.670% (44204/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m7s | Loss: 0.047 | Acc: 98.667% (44329/44928) 351/391 [==========================================================>......] Step: 395ms | Tot: 2m7s | Loss: 0.047 | Acc: 98.664% (44454/45056) 352/391 [==========================================================>......] Step: 403ms | Tot: 2m8s | Loss: 0.047 | Acc: 98.665% (44581/45184) 353/391 [==========================================================>......] Step: 363ms | Tot: 2m8s | Loss: 0.047 | Acc: 98.667% (44708/45312) 354/391 [==========================================================>......] Step: 357ms | Tot: 2m9s | Loss: 0.047 | Acc: 98.662% (44832/45440) 355/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.047 | Acc: 98.659% (44957/45568) 356/391 [===========================================================>.....] Step: 370ms | Tot: 2m9s | Loss: 0.047 | Acc: 98.652% (45080/45696) 357/391 [===========================================================>.....] Step: 366ms | Tot: 2m10s | Loss: 0.047 | Acc: 98.649% (45205/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.047 | Acc: 98.653% (45333/45952) 359/391 [===========================================================>.....] Step: 363ms | Tot: 2m10s | Loss: 0.047 | Acc: 98.650% (45458/46080) 360/391 [===========================================================>.....] Step: 363ms | Tot: 2m11s | Loss: 0.047 | Acc: 98.652% (45585/46208) 361/391 [============================================================>....] Step: 362ms | Tot: 2m11s | Loss: 0.047 | Acc: 98.649% (45710/46336) 362/391 [============================================================>....] Step: 358ms | Tot: 2m11s | Loss: 0.047 | Acc: 98.651% (45837/46464) 363/391 [============================================================>....] Step: 363ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.650% (45963/46592) 364/391 [============================================================>....] Step: 366ms | Tot: 2m12s | Loss: 0.047 | Acc: 98.652% (46090/46720) 365/391 [============================================================>....] Step: 353ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.651% (46216/46848) 366/391 [============================================================>....] Step: 360ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.650% (46342/46976) 367/391 [=============================================================>...] Step: 365ms | Tot: 2m13s | Loss: 0.047 | Acc: 98.654% (46470/47104) 368/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.653% (46596/47232) 369/391 [=============================================================>...] Step: 359ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.653% (46722/47360) 370/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.047 | Acc: 98.654% (46849/47488) 371/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.654% (46975/47616) 372/391 [=============================================================>...] Step: 361ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.657% (47103/47744) 373/391 [==============================================================>..] Step: 353ms | Tot: 2m15s | Loss: 0.047 | Acc: 98.659% (47230/47872) 374/391 [==============================================================>..] Step: 355ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.656% (47355/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m16s | Loss: 0.047 | Acc: 98.656% (47481/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.651% (47605/48256) 377/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.655% (47733/48384) 378/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.047 | Acc: 98.656% (47860/48512) 379/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.047 | Acc: 98.655% (47986/48640) 380/391 [===============================================================>.] Step: 353ms | Tot: 2m18s | Loss: 0.047 | Acc: 98.653% (48111/48768) 381/391 [===============================================================>.] Step: 365ms | Tot: 2m18s | Loss: 0.047 | Acc: 98.652% (48237/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.047 | Acc: 98.652% (48363/49024) 383/391 [===============================================================>.] Step: 361ms | Tot: 2m19s | Loss: 0.047 | Acc: 98.651% (48489/49152) 384/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.047 | Acc: 98.653% (48616/49280) 385/391 [================================================================>] Step: 367ms | Tot: 2m20s | Loss: 0.047 | Acc: 98.656% (48744/49408) 386/391 [================================================================>] Step: 371ms | Tot: 2m20s | Loss: 0.047 | Acc: 98.660% (48872/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m21s | Loss: 0.047 | Acc: 98.661% (48999/49664) 388/391 [================================================================>] Step: 352ms | Tot: 2m21s | Loss: 0.047 | Acc: 98.662% (49126/49792) 389/391 [================================================================>] Step: 358ms | Tot: 2m21s | Loss: 0.047 | Acc: 98.656% (49249/49920) 390/391 [================================================================>] Step: 340ms | Tot: 2m22s | Loss: 0.047 | Acc: 98.658% (49329/50000) 391/391 + [>................................................................] Step: 504ms | Tot: 2ms | Loss: 0.378 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 290ms | Tot: 292ms | Loss: 0.310 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 585ms | Loss: 0.334 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 881ms | Loss: 0.333 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 301ms | Tot: 1s182ms | Loss: 0.312 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s477ms | Loss: 0.287 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 292ms | Tot: 1s770ms | Loss: 0.278 | Acc: 90.857% (636/700) 7/100 [====>............................................................] Step: 304ms | Tot: 2s74ms | Loss: 0.295 | Acc: 90.750% (726/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s384ms | Loss: 0.307 | Acc: 90.667% (816/900) 9/100 [=====>...........................................................] Step: 308ms | Tot: 2s693ms | Loss: 0.311 | Acc: 90.700% (907/1000) 10/100 [======>..........................................................] Step: 319ms | Tot: 3s12ms | Loss: 0.314 | Acc: 90.727% (998/1100) 11/100 [=======>.........................................................] Step: 313ms | Tot: 3s326ms | Loss: 0.334 | Acc: 90.333% (1084/1200) 12/100 [=======>.........................................................] Step: 309ms | Tot: 3s636ms | Loss: 0.329 | Acc: 90.462% (1176/1300) 13/100 [========>........................................................] Step: 317ms | Tot: 3s953ms | Loss: 0.326 | Acc: 90.714% (1270/1400) 14/100 [=========>.......................................................] Step: 304ms | Tot: 4s257ms | Loss: 0.320 | Acc: 90.733% (1361/1500) 15/100 [=========>.......................................................] Step: 305ms | Tot: 4s563ms | Loss: 0.325 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s867ms | Loss: 0.315 | Acc: 90.882% (1545/1700) 17/100 [===========>.....................................................] Step: 311ms | Tot: 5s179ms | Loss: 0.325 | Acc: 90.556% (1630/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s482ms | Loss: 0.332 | Acc: 90.579% (1721/1900) 19/100 [============>....................................................] Step: 305ms | Tot: 5s787ms | Loss: 0.337 | Acc: 90.550% (1811/2000) 20/100 [=============>...................................................] Step: 302ms | Tot: 6s90ms | Loss: 0.336 | Acc: 90.571% (1902/2100) 21/100 [=============>...................................................] Step: 303ms | Tot: 6s393ms | Loss: 0.334 | Acc: 90.636% (1994/2200) 22/100 [==============>..................................................] Step: 308ms | Tot: 6s702ms | Loss: 0.340 | Acc: 90.565% (2083/2300) 23/100 [==============>..................................................] Step: 310ms | Tot: 7s12ms | Loss: 0.342 | Acc: 90.500% (2172/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s327ms | Loss: 0.346 | Acc: 90.560% (2264/2500) 25/100 [================>................................................] Step: 303ms | Tot: 7s631ms | Loss: 0.349 | Acc: 90.462% (2352/2600) 26/100 [================>................................................] Step: 310ms | Tot: 7s941ms | Loss: 0.343 | Acc: 90.556% (2445/2700) 27/100 [=================>...............................................] Step: 304ms | Tot: 8s246ms | Loss: 0.345 | Acc: 90.571% (2536/2800) 28/100 [==================>..............................................] Step: 305ms | Tot: 8s552ms | Loss: 0.349 | Acc: 90.586% (2627/2900) 29/100 [==================>..............................................] Step: 301ms | Tot: 8s853ms | Loss: 0.346 | Acc: 90.633% (2719/3000) 30/100 [===================>.............................................] Step: 303ms | Tot: 9s156ms | Loss: 0.342 | Acc: 90.581% (2808/3100) 31/100 [====================>............................................] Step: 304ms | Tot: 9s460ms | Loss: 0.344 | Acc: 90.625% (2900/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s764ms | Loss: 0.341 | Acc: 90.758% (2995/3300) 33/100 [=====================>...........................................] Step: 304ms | Tot: 10s68ms | Loss: 0.343 | Acc: 90.706% (3084/3400) 34/100 [======================>..........................................] Step: 301ms | Tot: 10s370ms | Loss: 0.348 | Acc: 90.657% (3173/3500) 35/100 [======================>..........................................] Step: 303ms | Tot: 10s674ms | Loss: 0.345 | Acc: 90.722% (3266/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 10s980ms | Loss: 0.345 | Acc: 90.703% (3356/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s280ms | Loss: 0.347 | Acc: 90.632% (3444/3800) 38/100 [========================>........................................] Step: 304ms | Tot: 11s585ms | Loss: 0.347 | Acc: 90.718% (3538/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s885ms | Loss: 0.346 | Acc: 90.725% (3629/4000) 40/100 [==========================>......................................] Step: 317ms | Tot: 12s203ms | Loss: 0.351 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 319ms | Tot: 12s523ms | Loss: 0.356 | Acc: 90.643% (3807/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s823ms | Loss: 0.352 | Acc: 90.791% (3904/4300) 43/100 [===========================>.....................................] Step: 311ms | Tot: 13s134ms | Loss: 0.352 | Acc: 90.795% (3995/4400) 44/100 [============================>....................................] Step: 298ms | Tot: 13s433ms | Loss: 0.350 | Acc: 90.889% (4090/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s735ms | Loss: 0.348 | Acc: 90.848% (4179/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s45ms | Loss: 0.348 | Acc: 90.851% (4270/4700) 47/100 [==============================>..................................] Step: 301ms | Tot: 14s346ms | Loss: 0.351 | Acc: 90.812% (4359/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s653ms | Loss: 0.348 | Acc: 90.898% (4454/4900) 49/100 [===============================>.................................] Step: 309ms | Tot: 14s962ms | Loss: 0.350 | Acc: 90.900% (4545/5000) 50/100 [================================>................................] Step: 349ms | Tot: 15s312ms | Loss: 0.351 | Acc: 90.902% (4636/5100) 51/100 [=================================>...............................] Step: 355ms | Tot: 15s667ms | Loss: 0.352 | Acc: 90.865% (4725/5200) 52/100 [=================================>...............................] Step: 315ms | Tot: 15s983ms | Loss: 0.352 | Acc: 90.868% (4816/5300) 53/100 [==================================>..............................] Step: 305ms | Tot: 16s288ms | Loss: 0.353 | Acc: 90.852% (4906/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s589ms | Loss: 0.352 | Acc: 90.855% (4997/5500) 55/100 [===================================>.............................] Step: 306ms | Tot: 16s896ms | Loss: 0.354 | Acc: 90.857% (5088/5600) 56/100 [====================================>............................] Step: 317ms | Tot: 17s214ms | Loss: 0.353 | Acc: 90.877% (5180/5700) 57/100 [=====================================>...........................] Step: 310ms | Tot: 17s524ms | Loss: 0.350 | Acc: 90.931% (5274/5800) 58/100 [=====================================>...........................] Step: 299ms | Tot: 17s824ms | Loss: 0.351 | Acc: 90.847% (5360/5900) 59/100 [======================================>..........................] Step: 311ms | Tot: 18s135ms | Loss: 0.350 | Acc: 90.817% (5449/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s444ms | Loss: 0.350 | Acc: 90.820% (5540/6100) 61/100 [=======================================>.........................] Step: 301ms | Tot: 18s746ms | Loss: 0.352 | Acc: 90.774% (5628/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 19s50ms | Loss: 0.349 | Acc: 90.794% (5720/6300) 63/100 [========================================>........................] Step: 299ms | Tot: 19s350ms | Loss: 0.345 | Acc: 90.875% (5816/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s651ms | Loss: 0.346 | Acc: 90.846% (5905/6500) 65/100 [==========================================>......................] Step: 298ms | Tot: 19s950ms | Loss: 0.345 | Acc: 90.833% (5995/6600) 66/100 [==========================================>......................] Step: 303ms | Tot: 20s253ms | Loss: 0.343 | Acc: 90.896% (6090/6700) 67/100 [===========================================>.....................] Step: 306ms | Tot: 20s560ms | Loss: 0.344 | Acc: 90.838% (6177/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s860ms | Loss: 0.342 | Acc: 90.855% (6269/6900) 69/100 [============================================>....................] Step: 304ms | Tot: 21s165ms | Loss: 0.341 | Acc: 90.871% (6361/7000) 70/100 [=============================================>...................] Step: 300ms | Tot: 21s465ms | Loss: 0.345 | Acc: 90.803% (6447/7100) 71/100 [==============================================>..................] Step: 312ms | Tot: 21s777ms | Loss: 0.346 | Acc: 90.778% (6536/7200) 72/100 [==============================================>..................] Step: 316ms | Tot: 22s94ms | Loss: 0.343 | Acc: 90.822% (6630/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s410ms | Loss: 0.344 | Acc: 90.838% (6722/7400) 74/100 [================================================>................] Step: 307ms | Tot: 22s718ms | Loss: 0.344 | Acc: 90.813% (6811/7500) 75/100 [================================================>................] Step: 313ms | Tot: 23s32ms | Loss: 0.347 | Acc: 90.763% (6898/7600) 76/100 [=================================================>...............] Step: 298ms | Tot: 23s331ms | Loss: 0.347 | Acc: 90.714% (6985/7700) 77/100 [==================================================>..............] Step: 298ms | Tot: 23s629ms | Loss: 0.347 | Acc: 90.744% (7078/7800) 78/100 [==================================================>..............] Step: 306ms | Tot: 23s935ms | Loss: 0.346 | Acc: 90.759% (7170/7900) 79/100 [===================================================>.............] Step: 302ms | Tot: 24s238ms | Loss: 0.345 | Acc: 90.763% (7261/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s545ms | Loss: 0.343 | Acc: 90.765% (7352/8100) 81/100 [====================================================>............] Step: 304ms | Tot: 24s850ms | Loss: 0.343 | Acc: 90.744% (7441/8200) 82/100 [=====================================================>...........] Step: 312ms | Tot: 25s162ms | Loss: 0.342 | Acc: 90.771% (7534/8300) 83/100 [=====================================================>...........] Step: 307ms | Tot: 25s470ms | Loss: 0.342 | Acc: 90.774% (7625/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 25s771ms | Loss: 0.342 | Acc: 90.788% (7717/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s76ms | Loss: 0.343 | Acc: 90.744% (7804/8600) 86/100 [=======================================================>.........] Step: 303ms | Tot: 26s379ms | Loss: 0.341 | Acc: 90.759% (7896/8700) 87/100 [========================================================>........] Step: 305ms | Tot: 26s685ms | Loss: 0.342 | Acc: 90.761% (7987/8800) 88/100 [=========================================================>.......] Step: 312ms | Tot: 26s997ms | Loss: 0.341 | Acc: 90.764% (8078/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s308ms | Loss: 0.341 | Acc: 90.778% (8170/9000) 90/100 [==========================================================>......] Step: 307ms | Tot: 27s616ms | Loss: 0.340 | Acc: 90.802% (8263/9100) 91/100 [===========================================================>.....] Step: 299ms | Tot: 27s915ms | Loss: 0.339 | Acc: 90.837% (8357/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s224ms | Loss: 0.341 | Acc: 90.796% (8444/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s529ms | Loss: 0.341 | Acc: 90.787% (8534/9400) 94/100 [=============================================================>...] Step: 300ms | Tot: 28s830ms | Loss: 0.340 | Acc: 90.811% (8627/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s140ms | Loss: 0.338 | Acc: 90.823% (8719/9600) 96/100 [==============================================================>..] Step: 302ms | Tot: 29s443ms | Loss: 0.337 | Acc: 90.856% (8813/9700) 97/100 [===============================================================>.] Step: 299ms | Tot: 29s742ms | Loss: 0.337 | Acc: 90.867% (8905/9800) 98/100 [===============================================================>.] Step: 307ms | Tot: 30s50ms | Loss: 0.338 | Acc: 90.828% (8992/9900) 99/100 [================================================================>] Step: 301ms | Tot: 30s351ms | Loss: 0.336 | Acc: 90.890% (9089/10000) 100/100 + +Epoch: 193 + [>................................................................] Step: 598ms | Tot: 2ms | Loss: 0.034 | Acc: 100.000% (128/128) 1/391 [>................................................................] Step: 374ms | Tot: 377ms | Loss: 0.046 | Acc: 99.219% (254/256) 2/391 [>................................................................] Step: 370ms | Tot: 747ms | Loss: 0.061 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 370ms | Tot: 1s118ms | Loss: 0.051 | Acc: 98.633% (505/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s481ms | Loss: 0.051 | Acc: 98.594% (631/640) 5/391 [>................................................................] Step: 373ms | Tot: 1s855ms | Loss: 0.052 | Acc: 98.568% (757/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s225ms | Loss: 0.051 | Acc: 98.549% (883/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s591ms | Loss: 0.049 | Acc: 98.535% (1009/1024) 8/391 [=>...............................................................] Step: 358ms | Tot: 2s949ms | Loss: 0.047 | Acc: 98.524% (1135/1152) 9/391 [=>...............................................................] Step: 364ms | Tot: 3s314ms | Loss: 0.049 | Acc: 98.438% (1260/1280) 10/391 [=>...............................................................] Step: 361ms | Tot: 3s676ms | Loss: 0.047 | Acc: 98.580% (1388/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 4s44ms | Loss: 0.046 | Acc: 98.633% (1515/1536) 12/391 [=>...............................................................] Step: 366ms | Tot: 4s411ms | Loss: 0.045 | Acc: 98.678% (1642/1664) 13/391 [==>..............................................................] Step: 373ms | Tot: 4s785ms | Loss: 0.045 | Acc: 98.661% (1768/1792) 14/391 [==>..............................................................] Step: 388ms | Tot: 5s174ms | Loss: 0.045 | Acc: 98.646% (1894/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s534ms | Loss: 0.046 | Acc: 98.584% (2019/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s894ms | Loss: 0.045 | Acc: 98.621% (2146/2176) 17/391 [==>..............................................................] Step: 367ms | Tot: 6s262ms | Loss: 0.044 | Acc: 98.698% (2274/2304) 18/391 [==>..............................................................] Step: 369ms | Tot: 6s631ms | Loss: 0.043 | Acc: 98.766% (2402/2432) 19/391 [===>.............................................................] Step: 354ms | Tot: 6s985ms | Loss: 0.042 | Acc: 98.789% (2529/2560) 20/391 [===>.............................................................] Step: 362ms | Tot: 7s347ms | Loss: 0.042 | Acc: 98.847% (2657/2688) 21/391 [===>.............................................................] Step: 357ms | Tot: 7s705ms | Loss: 0.041 | Acc: 98.864% (2784/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s69ms | Loss: 0.042 | Acc: 98.777% (2908/2944) 23/391 [===>.............................................................] Step: 366ms | Tot: 8s436ms | Loss: 0.043 | Acc: 98.730% (3033/3072) 24/391 [===>.............................................................] Step: 356ms | Tot: 8s793ms | Loss: 0.042 | Acc: 98.750% (3160/3200) 25/391 [====>............................................................] Step: 364ms | Tot: 9s158ms | Loss: 0.042 | Acc: 98.768% (3287/3328) 26/391 [====>............................................................] Step: 359ms | Tot: 9s517ms | Loss: 0.042 | Acc: 98.756% (3413/3456) 27/391 [====>............................................................] Step: 355ms | Tot: 9s872ms | Loss: 0.043 | Acc: 98.744% (3539/3584) 28/391 [====>............................................................] Step: 360ms | Tot: 10s233ms | Loss: 0.043 | Acc: 98.707% (3664/3712) 29/391 [====>............................................................] Step: 364ms | Tot: 10s597ms | Loss: 0.043 | Acc: 98.672% (3789/3840) 30/391 [====>............................................................] Step: 358ms | Tot: 10s956ms | Loss: 0.043 | Acc: 98.715% (3917/3968) 31/391 [=====>...........................................................] Step: 368ms | Tot: 11s324ms | Loss: 0.043 | Acc: 98.706% (4043/4096) 32/391 [=====>...........................................................] Step: 380ms | Tot: 11s705ms | Loss: 0.044 | Acc: 98.627% (4166/4224) 33/391 [=====>...........................................................] Step: 361ms | Tot: 12s66ms | Loss: 0.044 | Acc: 98.644% (4293/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s427ms | Loss: 0.044 | Acc: 98.661% (4420/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s788ms | Loss: 0.044 | Acc: 98.633% (4545/4608) 36/391 [=====>...........................................................] Step: 372ms | Tot: 13s161ms | Loss: 0.044 | Acc: 98.628% (4671/4736) 37/391 [======>..........................................................] Step: 354ms | Tot: 13s515ms | Loss: 0.043 | Acc: 98.664% (4799/4864) 38/391 [======>..........................................................] Step: 357ms | Tot: 13s873ms | Loss: 0.043 | Acc: 98.658% (4925/4992) 39/391 [======>..........................................................] Step: 379ms | Tot: 14s252ms | Loss: 0.044 | Acc: 98.652% (5051/5120) 40/391 [======>..........................................................] Step: 403ms | Tot: 14s656ms | Loss: 0.043 | Acc: 98.685% (5179/5248) 41/391 [======>..........................................................] Step: 387ms | Tot: 15s44ms | Loss: 0.044 | Acc: 98.624% (5302/5376) 42/391 [======>..........................................................] Step: 355ms | Tot: 15s399ms | Loss: 0.044 | Acc: 98.637% (5429/5504) 43/391 [=======>.........................................................] Step: 358ms | Tot: 15s757ms | Loss: 0.044 | Acc: 98.633% (5555/5632) 44/391 [=======>.........................................................] Step: 369ms | Tot: 16s127ms | Loss: 0.044 | Acc: 98.646% (5682/5760) 45/391 [=======>.........................................................] Step: 369ms | Tot: 16s497ms | Loss: 0.043 | Acc: 98.675% (5810/5888) 46/391 [=======>.........................................................] Step: 356ms | Tot: 16s854ms | Loss: 0.043 | Acc: 98.687% (5937/6016) 47/391 [=======>.........................................................] Step: 365ms | Tot: 17s219ms | Loss: 0.043 | Acc: 98.665% (6062/6144) 48/391 [=======>.........................................................] Step: 355ms | Tot: 17s575ms | Loss: 0.043 | Acc: 98.693% (6190/6272) 49/391 [========>........................................................] Step: 356ms | Tot: 17s932ms | Loss: 0.043 | Acc: 98.703% (6317/6400) 50/391 [========>........................................................] Step: 367ms | Tot: 18s299ms | Loss: 0.043 | Acc: 98.713% (6444/6528) 51/391 [========>........................................................] Step: 358ms | Tot: 18s658ms | Loss: 0.043 | Acc: 98.708% (6570/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 19s16ms | Loss: 0.043 | Acc: 98.703% (6696/6784) 53/391 [========>........................................................] Step: 360ms | Tot: 19s377ms | Loss: 0.043 | Acc: 98.727% (6824/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s733ms | Loss: 0.043 | Acc: 98.736% (6951/7040) 55/391 [=========>.......................................................] Step: 361ms | Tot: 20s95ms | Loss: 0.043 | Acc: 98.744% (7078/7168) 56/391 [=========>.......................................................] Step: 353ms | Tot: 20s449ms | Loss: 0.043 | Acc: 98.739% (7204/7296) 57/391 [=========>.......................................................] Step: 356ms | Tot: 20s806ms | Loss: 0.043 | Acc: 98.761% (7332/7424) 58/391 [=========>.......................................................] Step: 371ms | Tot: 21s177ms | Loss: 0.043 | Acc: 98.755% (7458/7552) 59/391 [=========>.......................................................] Step: 378ms | Tot: 21s555ms | Loss: 0.043 | Acc: 98.737% (7583/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 21s921ms | Loss: 0.043 | Acc: 98.732% (7709/7808) 61/391 [==========>......................................................] Step: 367ms | Tot: 22s288ms | Loss: 0.043 | Acc: 98.753% (7837/7936) 62/391 [==========>......................................................] Step: 369ms | Tot: 22s657ms | Loss: 0.043 | Acc: 98.772% (7965/8064) 63/391 [==========>......................................................] Step: 364ms | Tot: 23s22ms | Loss: 0.043 | Acc: 98.755% (8090/8192) 64/391 [==========>......................................................] Step: 361ms | Tot: 23s383ms | Loss: 0.043 | Acc: 98.774% (8218/8320) 65/391 [==========>......................................................] Step: 356ms | Tot: 23s739ms | Loss: 0.043 | Acc: 98.769% (8344/8448) 66/391 [==========>......................................................] Step: 363ms | Tot: 24s103ms | Loss: 0.043 | Acc: 98.764% (8470/8576) 67/391 [===========>.....................................................] Step: 365ms | Tot: 24s468ms | Loss: 0.043 | Acc: 98.771% (8597/8704) 68/391 [===========>.....................................................] Step: 363ms | Tot: 24s832ms | Loss: 0.043 | Acc: 98.777% (8724/8832) 69/391 [===========>.....................................................] Step: 367ms | Tot: 25s199ms | Loss: 0.043 | Acc: 98.783% (8851/8960) 70/391 [===========>.....................................................] Step: 362ms | Tot: 25s561ms | Loss: 0.043 | Acc: 98.801% (8979/9088) 71/391 [===========>.....................................................] Step: 362ms | Tot: 25s924ms | Loss: 0.043 | Acc: 98.796% (9105/9216) 72/391 [===========>.....................................................] Step: 376ms | Tot: 26s300ms | Loss: 0.043 | Acc: 98.801% (9232/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s669ms | Loss: 0.043 | Acc: 98.786% (9357/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 27s34ms | Loss: 0.043 | Acc: 98.792% (9484/9600) 75/391 [============>....................................................] Step: 361ms | Tot: 27s395ms | Loss: 0.043 | Acc: 98.808% (9612/9728) 76/391 [============>....................................................] Step: 363ms | Tot: 27s759ms | Loss: 0.043 | Acc: 98.803% (9738/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s133ms | Loss: 0.043 | Acc: 98.818% (9866/9984) 78/391 [============>....................................................] Step: 356ms | Tot: 28s489ms | Loss: 0.043 | Acc: 98.823% (9993/10112) 79/391 [=============>...................................................] Step: 358ms | Tot: 28s848ms | Loss: 0.043 | Acc: 98.809% (10118/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s215ms | Loss: 0.043 | Acc: 98.814% (10245/10368) 81/391 [=============>...................................................] Step: 355ms | Tot: 29s570ms | Loss: 0.043 | Acc: 98.800% (10370/10496) 82/391 [=============>...................................................] Step: 360ms | Tot: 29s931ms | Loss: 0.043 | Acc: 98.786% (10495/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s296ms | Loss: 0.043 | Acc: 98.791% (10622/10752) 84/391 [=============>...................................................] Step: 356ms | Tot: 30s653ms | Loss: 0.043 | Acc: 98.768% (10746/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s19ms | Loss: 0.043 | Acc: 98.765% (10872/11008) 86/391 [==============>..................................................] Step: 376ms | Tot: 31s396ms | Loss: 0.044 | Acc: 98.734% (10995/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 31s763ms | Loss: 0.044 | Acc: 98.730% (11121/11264) 88/391 [==============>..................................................] Step: 370ms | Tot: 32s134ms | Loss: 0.044 | Acc: 98.718% (11246/11392) 89/391 [==============>..................................................] Step: 361ms | Tot: 32s496ms | Loss: 0.044 | Acc: 98.715% (11372/11520) 90/391 [==============>..................................................] Step: 357ms | Tot: 32s853ms | Loss: 0.044 | Acc: 98.704% (11497/11648) 91/391 [===============>.................................................] Step: 370ms | Tot: 33s224ms | Loss: 0.044 | Acc: 98.718% (11625/11776) 92/391 [===============>.................................................] Step: 362ms | Tot: 33s586ms | Loss: 0.044 | Acc: 98.732% (11753/11904) 93/391 [===============>.................................................] Step: 358ms | Tot: 33s945ms | Loss: 0.044 | Acc: 98.737% (11880/12032) 94/391 [===============>.................................................] Step: 363ms | Tot: 34s309ms | Loss: 0.044 | Acc: 98.717% (12004/12160) 95/391 [===============>.................................................] Step: 368ms | Tot: 34s677ms | Loss: 0.044 | Acc: 98.722% (12131/12288) 96/391 [===============>.................................................] Step: 359ms | Tot: 35s36ms | Loss: 0.044 | Acc: 98.719% (12257/12416) 97/391 [================>................................................] Step: 359ms | Tot: 35s396ms | Loss: 0.044 | Acc: 98.732% (12385/12544) 98/391 [================>................................................] Step: 366ms | Tot: 35s762ms | Loss: 0.044 | Acc: 98.737% (12512/12672) 99/391 [================>................................................] Step: 378ms | Tot: 36s141ms | Loss: 0.044 | Acc: 98.742% (12639/12800) 100/391 [================>................................................] Step: 373ms | Tot: 36s514ms | Loss: 0.045 | Acc: 98.700% (12760/12928) 101/391 [================>................................................] Step: 371ms | Tot: 36s886ms | Loss: 0.045 | Acc: 98.698% (12886/13056) 102/391 [================>................................................] Step: 375ms | Tot: 37s262ms | Loss: 0.045 | Acc: 98.695% (13012/13184) 103/391 [=================>...............................................] Step: 374ms | Tot: 37s637ms | Loss: 0.045 | Acc: 98.693% (13138/13312) 104/391 [=================>...............................................] Step: 377ms | Tot: 38s14ms | Loss: 0.045 | Acc: 98.690% (13264/13440) 105/391 [=================>...............................................] Step: 368ms | Tot: 38s382ms | Loss: 0.045 | Acc: 98.703% (13392/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 38s748ms | Loss: 0.045 | Acc: 98.708% (13519/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s117ms | Loss: 0.045 | Acc: 98.705% (13645/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 39s477ms | Loss: 0.045 | Acc: 98.703% (13771/13952) 109/391 [==================>..............................................] Step: 360ms | Tot: 39s837ms | Loss: 0.045 | Acc: 98.707% (13898/14080) 110/391 [==================>..............................................] Step: 366ms | Tot: 40s204ms | Loss: 0.045 | Acc: 98.705% (14024/14208) 111/391 [==================>..............................................] Step: 362ms | Tot: 40s567ms | Loss: 0.045 | Acc: 98.710% (14151/14336) 112/391 [==================>..............................................] Step: 358ms | Tot: 40s926ms | Loss: 0.045 | Acc: 98.686% (14274/14464) 113/391 [==================>..............................................] Step: 382ms | Tot: 41s308ms | Loss: 0.045 | Acc: 98.691% (14401/14592) 114/391 [==================>..............................................] Step: 381ms | Tot: 41s689ms | Loss: 0.045 | Acc: 98.675% (14525/14720) 115/391 [===================>.............................................] Step: 365ms | Tot: 42s55ms | Loss: 0.045 | Acc: 98.680% (14652/14848) 116/391 [===================>.............................................] Step: 366ms | Tot: 42s422ms | Loss: 0.045 | Acc: 98.671% (14777/14976) 117/391 [===================>.............................................] Step: 358ms | Tot: 42s780ms | Loss: 0.046 | Acc: 98.656% (14901/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s146ms | Loss: 0.046 | Acc: 98.661% (15028/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 43s510ms | Loss: 0.045 | Acc: 98.672% (15156/15360) 120/391 [===================>.............................................] Step: 363ms | Tot: 43s873ms | Loss: 0.045 | Acc: 98.676% (15283/15488) 121/391 [====================>............................................] Step: 386ms | Tot: 44s260ms | Loss: 0.045 | Acc: 98.668% (15408/15616) 122/391 [====================>............................................] Step: 398ms | Tot: 44s659ms | Loss: 0.046 | Acc: 98.653% (15532/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s20ms | Loss: 0.045 | Acc: 98.664% (15660/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s381ms | Loss: 0.045 | Acc: 98.662% (15786/16000) 125/391 [====================>............................................] Step: 368ms | Tot: 45s749ms | Loss: 0.045 | Acc: 98.673% (15914/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 46s115ms | Loss: 0.046 | Acc: 98.665% (16039/16256) 127/391 [=====================>...........................................] Step: 371ms | Tot: 46s486ms | Loss: 0.046 | Acc: 98.669% (16166/16384) 128/391 [=====================>...........................................] Step: 360ms | Tot: 46s847ms | Loss: 0.046 | Acc: 98.656% (16290/16512) 129/391 [=====================>...........................................] Step: 365ms | Tot: 47s212ms | Loss: 0.046 | Acc: 98.648% (16415/16640) 130/391 [=====================>...........................................] Step: 360ms | Tot: 47s572ms | Loss: 0.046 | Acc: 98.658% (16543/16768) 131/391 [=====================>...........................................] Step: 365ms | Tot: 47s938ms | Loss: 0.046 | Acc: 98.668% (16671/16896) 132/391 [=====================>...........................................] Step: 362ms | Tot: 48s300ms | Loss: 0.046 | Acc: 98.672% (16798/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 48s664ms | Loss: 0.046 | Acc: 98.677% (16925/17152) 134/391 [======================>..........................................] Step: 355ms | Tot: 49s20ms | Loss: 0.046 | Acc: 98.669% (17050/17280) 135/391 [======================>..........................................] Step: 361ms | Tot: 49s381ms | Loss: 0.046 | Acc: 98.679% (17178/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s745ms | Loss: 0.046 | Acc: 98.683% (17305/17536) 137/391 [======================>..........................................] Step: 369ms | Tot: 50s115ms | Loss: 0.046 | Acc: 98.681% (17431/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 50s473ms | Loss: 0.045 | Acc: 98.685% (17558/17792) 139/391 [=======================>.........................................] Step: 360ms | Tot: 50s833ms | Loss: 0.046 | Acc: 98.683% (17684/17920) 140/391 [=======================>.........................................] Step: 374ms | Tot: 51s207ms | Loss: 0.045 | Acc: 98.687% (17811/18048) 141/391 [=======================>.........................................] Step: 360ms | Tot: 51s568ms | Loss: 0.045 | Acc: 98.691% (17938/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s926ms | Loss: 0.046 | Acc: 98.689% (18064/18304) 143/391 [=======================>.........................................] Step: 369ms | Tot: 52s296ms | Loss: 0.046 | Acc: 98.692% (18191/18432) 144/391 [=======================>.........................................] Step: 370ms | Tot: 52s666ms | Loss: 0.046 | Acc: 98.691% (18317/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 53s28ms | Loss: 0.046 | Acc: 98.684% (18442/18688) 146/391 [========================>........................................] Step: 359ms | Tot: 53s387ms | Loss: 0.046 | Acc: 98.682% (18568/18816) 147/391 [========================>........................................] Step: 363ms | Tot: 53s751ms | Loss: 0.046 | Acc: 98.680% (18694/18944) 148/391 [========================>........................................] Step: 372ms | Tot: 54s123ms | Loss: 0.046 | Acc: 98.689% (18822/19072) 149/391 [========================>........................................] Step: 395ms | Tot: 54s518ms | Loss: 0.045 | Acc: 98.688% (18948/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 54s889ms | Loss: 0.045 | Acc: 98.691% (19075/19328) 151/391 [=========================>.......................................] Step: 370ms | Tot: 55s259ms | Loss: 0.046 | Acc: 98.684% (19200/19456) 152/391 [=========================>.......................................] Step: 365ms | Tot: 55s625ms | Loss: 0.045 | Acc: 98.683% (19326/19584) 153/391 [=========================>.......................................] Step: 370ms | Tot: 55s995ms | Loss: 0.045 | Acc: 98.681% (19452/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s358ms | Loss: 0.045 | Acc: 98.674% (19577/19840) 155/391 [=========================>.......................................] Step: 361ms | Tot: 56s720ms | Loss: 0.045 | Acc: 98.678% (19704/19968) 156/391 [=========================>.......................................] Step: 363ms | Tot: 57s83ms | Loss: 0.045 | Acc: 98.676% (19830/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 57s445ms | Loss: 0.046 | Acc: 98.675% (19956/20224) 158/391 [==========================>......................................] Step: 377ms | Tot: 57s823ms | Loss: 0.046 | Acc: 98.668% (20081/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 58s196ms | Loss: 0.045 | Acc: 98.667% (20207/20480) 160/391 [==========================>......................................] Step: 359ms | Tot: 58s556ms | Loss: 0.046 | Acc: 98.661% (20332/20608) 161/391 [==========================>......................................] Step: 361ms | Tot: 58s918ms | Loss: 0.046 | Acc: 98.664% (20459/20736) 162/391 [==========================>......................................] Step: 367ms | Tot: 59s286ms | Loss: 0.046 | Acc: 98.663% (20585/20864) 163/391 [===========================>.....................................] Step: 358ms | Tot: 59s644ms | Loss: 0.046 | Acc: 98.661% (20711/20992) 164/391 [===========================>.....................................] Step: 360ms | Tot: 1m5ms | Loss: 0.046 | Acc: 98.670% (20839/21120) 165/391 [===========================>.....................................] Step: 363ms | Tot: 1m368ms | Loss: 0.046 | Acc: 98.659% (20963/21248) 166/391 [===========================>.....................................] Step: 363ms | Tot: 1m732ms | Loss: 0.046 | Acc: 98.657% (21089/21376) 167/391 [===========================>.....................................] Step: 373ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.665% (21217/21504) 168/391 [===========================>.....................................] Step: 363ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.650% (21340/21632) 169/391 [============================>....................................] Step: 359ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.653% (21467/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.657% (21594/21888) 171/391 [============================>....................................] Step: 363ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.665% (21722/22016) 172/391 [============================>....................................] Step: 357ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.668% (21849/22144) 173/391 [============================>....................................] Step: 370ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.675% (21977/22272) 174/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.679% (22104/22400) 175/391 [=============================>...................................] Step: 362ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.668% (22228/22528) 176/391 [=============================>...................................] Step: 372ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.658% (22352/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.661% (22479/22784) 178/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.664% (22606/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.668% (22733/23040) 180/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.675% (22861/23168) 181/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.674% (22987/23296) 182/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.681% (23115/23424) 183/391 [==============================>..................................] Step: 363ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.667% (23238/23552) 184/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.661% (23363/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.656% (23488/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.655% (23614/23936) 187/391 [===============================>.................................] Step: 362ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.662% (23742/24064) 188/391 [===============================>.................................] Step: 366ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.661% (23868/24192) 189/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.668% (23996/24320) 190/391 [===============================>.................................] Step: 372ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.675% (24124/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.678% (24251/24576) 192/391 [===============================>.................................] Step: 371ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.680% (24378/24704) 193/391 [================================>................................] Step: 368ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.683% (24505/24832) 194/391 [================================>................................] Step: 366ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.686% (24632/24960) 195/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.681% (24757/25088) 196/391 [================================>................................] Step: 362ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.687% (24885/25216) 197/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.682% (25010/25344) 198/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.677% (25135/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.684% (25263/25600) 200/391 [=================================>...............................] Step: 368ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.690% (25391/25728) 201/391 [=================================>...............................] Step: 362ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.685% (25516/25856) 202/391 [=================================>...............................] Step: 354ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.688% (25643/25984) 203/391 [=================================>...............................] Step: 381ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.683% (25768/26112) 204/391 [=================================>...............................] Step: 381ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.689% (25896/26240) 205/391 [==================================>..............................] Step: 366ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.688% (26022/26368) 206/391 [==================================>..............................] Step: 361ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.690% (26149/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.682% (26273/26624) 208/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.684% (26400/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.690% (26528/26880) 210/391 [==================================>..............................] Step: 360ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.689% (26654/27008) 211/391 [===================================>.............................] Step: 371ms | Tot: 1m17s | Loss: 0.046 | Acc: 98.684% (26779/27136) 212/391 [===================================>.............................] Step: 366ms | Tot: 1m17s | Loss: 0.046 | Acc: 98.687% (26906/27264) 213/391 [===================================>.............................] Step: 357ms | Tot: 1m17s | Loss: 0.046 | Acc: 98.682% (27031/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m18s | Loss: 0.046 | Acc: 98.685% (27158/27520) 215/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.046 | Acc: 98.687% (27285/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.686% (27411/27776) 217/391 [====================================>............................] Step: 357ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.688% (27538/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.691% (27665/28032) 219/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.693% (27792/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.696% (27919/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.045 | Acc: 98.701% (28047/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.704% (28174/28544) 223/391 [=====================================>...........................] Step: 358ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.703% (28300/28672) 224/391 [=====================================>...........................] Step: 359ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.708% (28428/28800) 225/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.707% (28554/28928) 226/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.706% (28680/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.045 | Acc: 98.708% (28807/29184) 228/391 [=====================================>...........................] Step: 356ms | Tot: 1m23s | Loss: 0.045 | Acc: 98.697% (28930/29312) 229/391 [======================================>..........................] Step: 365ms | Tot: 1m23s | Loss: 0.045 | Acc: 98.699% (29057/29440) 230/391 [======================================>..........................] Step: 376ms | Tot: 1m24s | Loss: 0.045 | Acc: 98.698% (29183/29568) 231/391 [======================================>..........................] Step: 364ms | Tot: 1m24s | Loss: 0.045 | Acc: 98.693% (29308/29696) 232/391 [======================================>..........................] Step: 366ms | Tot: 1m24s | Loss: 0.045 | Acc: 98.696% (29435/29824) 233/391 [======================================>..........................] Step: 367ms | Tot: 1m25s | Loss: 0.045 | Acc: 98.695% (29561/29952) 234/391 [======================================>..........................] Step: 360ms | Tot: 1m25s | Loss: 0.045 | Acc: 98.693% (29687/30080) 235/391 [=======================================>.........................] Step: 359ms | Tot: 1m25s | Loss: 0.045 | Acc: 98.696% (29814/30208) 236/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.045 | Acc: 98.695% (29940/30336) 237/391 [=======================================>.........................] Step: 362ms | Tot: 1m26s | Loss: 0.045 | Acc: 98.700% (30068/30464) 238/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.045 | Acc: 98.702% (30195/30592) 239/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.045 | Acc: 98.708% (30323/30720) 240/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.045 | Acc: 98.707% (30449/30848) 241/391 [========================================>........................] Step: 367ms | Tot: 1m28s | Loss: 0.045 | Acc: 98.712% (30577/30976) 242/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.045 | Acc: 98.704% (30701/31104) 243/391 [========================================>........................] Step: 359ms | Tot: 1m28s | Loss: 0.045 | Acc: 98.697% (30825/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m29s | Loss: 0.045 | Acc: 98.699% (30952/31360) 245/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.045 | Acc: 98.698% (31078/31488) 246/391 [========================================>........................] Step: 363ms | Tot: 1m29s | Loss: 0.045 | Acc: 98.694% (31203/31616) 247/391 [=========================================>.......................] Step: 369ms | Tot: 1m30s | Loss: 0.045 | Acc: 98.699% (31331/31744) 248/391 [=========================================>.......................] Step: 366ms | Tot: 1m30s | Loss: 0.045 | Acc: 98.701% (31458/31872) 249/391 [=========================================>.......................] Step: 364ms | Tot: 1m31s | Loss: 0.045 | Acc: 98.706% (31586/32000) 250/391 [=========================================>.......................] Step: 358ms | Tot: 1m31s | Loss: 0.045 | Acc: 98.708% (31713/32128) 251/391 [=========================================>.......................] Step: 359ms | Tot: 1m31s | Loss: 0.045 | Acc: 98.710% (31840/32256) 252/391 [=========================================>.......................] Step: 366ms | Tot: 1m32s | Loss: 0.045 | Acc: 98.712% (31967/32384) 253/391 [==========================================>......................] Step: 361ms | Tot: 1m32s | Loss: 0.045 | Acc: 98.711% (32093/32512) 254/391 [==========================================>......................] Step: 362ms | Tot: 1m32s | Loss: 0.045 | Acc: 98.710% (32219/32640) 255/391 [==========================================>......................] Step: 366ms | Tot: 1m33s | Loss: 0.045 | Acc: 98.700% (32342/32768) 256/391 [==========================================>......................] Step: 361ms | Tot: 1m33s | Loss: 0.045 | Acc: 98.702% (32469/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m33s | Loss: 0.045 | Acc: 98.698% (32594/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.045 | Acc: 98.697% (32720/33152) 259/391 [===========================================>.....................] Step: 360ms | Tot: 1m34s | Loss: 0.045 | Acc: 98.693% (32845/33280) 260/391 [===========================================>.....................] Step: 365ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.695% (32972/33408) 261/391 [===========================================>.....................] Step: 357ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.694% (33098/33536) 262/391 [===========================================>.....................] Step: 359ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.690% (33223/33664) 263/391 [===========================================>.....................] Step: 369ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.683% (33347/33792) 264/391 [===========================================>.....................] Step: 363ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.682% (33473/33920) 265/391 [============================================>....................] Step: 369ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.687% (33601/34048) 266/391 [============================================>....................] Step: 375ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.686% (33727/34176) 267/391 [============================================>....................] Step: 360ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.685% (33853/34304) 268/391 [============================================>....................] Step: 362ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.679% (33977/34432) 269/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.681% (34104/34560) 270/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.683% (34231/34688) 271/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.682% (34357/34816) 272/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.684% (34484/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.683% (34610/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.688% (34738/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.687% (34864/35328) 276/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.686% (34990/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.688% (35117/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.690% (35244/35712) 279/391 [==============================================>..................] Step: 360ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.683% (35368/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.045 | Acc: 98.682% (35494/35968) 281/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.045 | Acc: 98.681% (35620/36096) 282/391 [==============================================>..................] Step: 364ms | Tot: 1m43s | Loss: 0.045 | Acc: 98.680% (35746/36224) 283/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.045 | Acc: 98.682% (35873/36352) 284/391 [===============================================>.................] Step: 368ms | Tot: 1m43s | Loss: 0.045 | Acc: 98.684% (36000/36480) 285/391 [===============================================>.................] Step: 371ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.681% (36125/36608) 286/391 [===============================================>.................] Step: 386ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.680% (36251/36736) 287/391 [===============================================>.................] Step: 358ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.684% (36379/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.681% (36504/36992) 289/391 [================================================>................] Step: 363ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.685% (36632/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.690% (36760/37248) 291/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.692% (36887/37376) 292/391 [================================================>................] Step: 363ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.693% (37014/37504) 293/391 [================================================>................] Step: 372ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.695% (37141/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.697% (37268/37760) 295/391 [=================================================>...............] Step: 362ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.696% (37394/37888) 296/391 [=================================================>...............] Step: 368ms | Tot: 1m48s | Loss: 0.045 | Acc: 98.690% (37518/38016) 297/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.045 | Acc: 98.689% (37644/38144) 298/391 [=================================================>...............] Step: 355ms | Tot: 1m48s | Loss: 0.045 | Acc: 98.688% (37770/38272) 299/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.045 | Acc: 98.682% (37894/38400) 300/391 [=================================================>...............] Step: 360ms | Tot: 1m49s | Loss: 0.045 | Acc: 98.669% (38015/38528) 301/391 [==================================================>..............] Step: 360ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.670% (38142/38656) 302/391 [==================================================>..............] Step: 367ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.662% (38265/38784) 303/391 [==================================================>..............] Step: 368ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.666% (38393/38912) 304/391 [==================================================>..............] Step: 369ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.663% (38518/39040) 305/391 [==================================================>..............] Step: 357ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.665% (38645/39168) 306/391 [==================================================>..............] Step: 359ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.661% (38770/39296) 307/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.661% (38896/39424) 308/391 [===================================================>.............] Step: 362ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.660% (39022/39552) 309/391 [===================================================>.............] Step: 355ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.662% (39149/39680) 310/391 [===================================================>.............] Step: 362ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.661% (39275/39808) 311/391 [===================================================>.............] Step: 370ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.658% (39400/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.657% (39526/40064) 313/391 [====================================================>............] Step: 366ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.659% (39653/40192) 314/391 [====================================================>............] Step: 361ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.646% (39774/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.643% (39899/40448) 316/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.645% (40026/40576) 317/391 [====================================================>............] Step: 359ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.644% (40152/40704) 318/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.641% (40277/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.638% (40402/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.640% (40529/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.644% (40657/41216) 322/391 [=====================================================>...........] Step: 363ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.648% (40785/41344) 323/391 [=====================================================>...........] Step: 357ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.645% (40910/41472) 324/391 [=====================================================>...........] Step: 361ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.647% (41037/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.651% (41165/41728) 326/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.653% (41292/41856) 327/391 [======================================================>..........] Step: 359ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.654% (41419/41984) 328/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.654% (41545/42112) 329/391 [======================================================>..........] Step: 375ms | Tot: 2m205ms | Loss: 0.046 | Acc: 98.658% (41673/42240) 330/391 [======================================================>..........] Step: 360ms | Tot: 2m565ms | Loss: 0.046 | Acc: 98.659% (41800/42368) 331/391 [=======================================================>.........] Step: 359ms | Tot: 2m924ms | Loss: 0.046 | Acc: 98.656% (41925/42496) 332/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.658% (42052/42624) 333/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.662% (42180/42752) 334/391 [=======================================================>.........] Step: 356ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.661% (42306/42880) 335/391 [=======================================================>.........] Step: 364ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.658% (42431/43008) 336/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.655% (42556/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.657% (42683/43264) 338/391 [========================================================>........] Step: 362ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.654% (42808/43392) 339/391 [========================================================>........] Step: 358ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.656% (42935/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.655% (43061/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.655% (43187/43776) 342/391 [========================================================>........] Step: 371ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.649% (43311/43904) 343/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.653% (43439/44032) 344/391 [=========================================================>.......] Step: 360ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.657% (43567/44160) 345/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.661% (43695/44288) 346/391 [=========================================================>.......] Step: 369ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.663% (43822/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.664% (43949/44544) 348/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.666% (44076/44672) 349/391 [==========================================================>......] Step: 353ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.665% (44202/44800) 350/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.658% (44325/44928) 351/391 [==========================================================>......] Step: 379ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.651% (44448/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.646% (44572/45184) 353/391 [==========================================================>......] Step: 353ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.647% (44699/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.642% (44823/45440) 355/391 [===========================================================>.....] Step: 362ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.637% (44947/45568) 356/391 [===========================================================>.....] Step: 367ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.641% (45075/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.643% (45202/45824) 358/391 [===========================================================>.....] Step: 359ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.640% (45327/45952) 359/391 [===========================================================>.....] Step: 359ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.633% (45450/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.628% (45574/46208) 361/391 [============================================================>....] Step: 357ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.630% (45701/46336) 362/391 [============================================================>....] Step: 368ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.623% (45824/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.620% (45949/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.617% (46074/46720) 365/391 [============================================================>....] Step: 379ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.619% (46201/46848) 366/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.621% (46328/46976) 367/391 [=============================================================>...] Step: 374ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.616% (46452/47104) 368/391 [=============================================================>...] Step: 382ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.617% (46579/47232) 369/391 [=============================================================>...] Step: 377ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.619% (46706/47360) 370/391 [=============================================================>...] Step: 372ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.621% (46833/47488) 371/391 [=============================================================>...] Step: 365ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.618% (46958/47616) 372/391 [=============================================================>...] Step: 357ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.622% (47086/47744) 373/391 [==============================================================>..] Step: 367ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.626% (47214/47872) 374/391 [==============================================================>..] Step: 369ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.625% (47340/48000) 375/391 [==============================================================>..] Step: 358ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.622% (47465/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.622% (47591/48256) 377/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.617% (47715/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.617% (47841/48512) 379/391 [===============================================================>.] Step: 357ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.620% (47969/48640) 380/391 [===============================================================>.] Step: 362ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.618% (48094/48768) 381/391 [===============================================================>.] Step: 366ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.617% (48220/48896) 382/391 [===============================================================>.] Step: 360ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.621% (48348/49024) 383/391 [===============================================================>.] Step: 365ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.625% (48476/49152) 384/391 [===============================================================>.] Step: 360ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.628% (48604/49280) 385/391 [================================================================>] Step: 357ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.632% (48732/49408) 386/391 [================================================================>] Step: 354ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.631% (48858/49536) 387/391 [================================================================>] Step: 356ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.631% (48984/49664) 388/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.632% (49111/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.630% (49236/49920) 390/391 [================================================================>] Step: 338ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.628% (49314/50000) 391/391 + [>................................................................] Step: 467ms | Tot: 3ms | Loss: 0.374 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 304ms | Tot: 308ms | Loss: 0.311 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 289ms | Tot: 597ms | Loss: 0.332 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 299ms | Tot: 896ms | Loss: 0.332 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 301ms | Tot: 1s198ms | Loss: 0.316 | Acc: 90.600% (453/500) 5/100 [===>.............................................................] Step: 295ms | Tot: 1s493ms | Loss: 0.290 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 300ms | Tot: 1s794ms | Loss: 0.281 | Acc: 90.857% (636/700) 7/100 [====>............................................................] Step: 302ms | Tot: 2s96ms | Loss: 0.300 | Acc: 90.625% (725/800) 8/100 [=====>...........................................................] Step: 315ms | Tot: 2s411ms | Loss: 0.313 | Acc: 90.333% (813/900) 9/100 [=====>...........................................................] Step: 307ms | Tot: 2s718ms | Loss: 0.318 | Acc: 90.300% (903/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 3s25ms | Loss: 0.321 | Acc: 90.364% (994/1100) 11/100 [=======>.........................................................] Step: 310ms | Tot: 3s336ms | Loss: 0.342 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s638ms | Loss: 0.337 | Acc: 90.231% (1173/1300) 13/100 [========>........................................................] Step: 305ms | Tot: 3s943ms | Loss: 0.334 | Acc: 90.500% (1267/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s253ms | Loss: 0.327 | Acc: 90.533% (1358/1500) 15/100 [=========>.......................................................] Step: 300ms | Tot: 4s554ms | Loss: 0.332 | Acc: 90.375% (1446/1600) 16/100 [==========>......................................................] Step: 304ms | Tot: 4s858ms | Loss: 0.321 | Acc: 90.706% (1542/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s163ms | Loss: 0.329 | Acc: 90.389% (1627/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s468ms | Loss: 0.335 | Acc: 90.421% (1718/1900) 19/100 [============>....................................................] Step: 309ms | Tot: 5s778ms | Loss: 0.340 | Acc: 90.400% (1808/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s79ms | Loss: 0.339 | Acc: 90.429% (1899/2100) 21/100 [=============>...................................................] Step: 306ms | Tot: 6s386ms | Loss: 0.336 | Acc: 90.591% (1993/2200) 22/100 [==============>..................................................] Step: 298ms | Tot: 6s684ms | Loss: 0.342 | Acc: 90.522% (2082/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 6s990ms | Loss: 0.343 | Acc: 90.458% (2171/2400) 24/100 [===============>.................................................] Step: 308ms | Tot: 7s299ms | Loss: 0.346 | Acc: 90.480% (2262/2500) 25/100 [================>................................................] Step: 300ms | Tot: 7s600ms | Loss: 0.349 | Acc: 90.385% (2350/2600) 26/100 [================>................................................] Step: 301ms | Tot: 7s902ms | Loss: 0.343 | Acc: 90.444% (2442/2700) 27/100 [=================>...............................................] Step: 305ms | Tot: 8s207ms | Loss: 0.344 | Acc: 90.464% (2533/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s519ms | Loss: 0.349 | Acc: 90.517% (2625/2900) 29/100 [==================>..............................................] Step: 306ms | Tot: 8s825ms | Loss: 0.345 | Acc: 90.600% (2718/3000) 30/100 [===================>.............................................] Step: 300ms | Tot: 9s126ms | Loss: 0.342 | Acc: 90.548% (2807/3100) 31/100 [====================>............................................] Step: 309ms | Tot: 9s436ms | Loss: 0.343 | Acc: 90.594% (2899/3200) 32/100 [====================>............................................] Step: 301ms | Tot: 9s738ms | Loss: 0.340 | Acc: 90.758% (2995/3300) 33/100 [=====================>...........................................] Step: 299ms | Tot: 10s37ms | Loss: 0.342 | Acc: 90.706% (3084/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s347ms | Loss: 0.347 | Acc: 90.571% (3170/3500) 35/100 [======================>..........................................] Step: 304ms | Tot: 10s652ms | Loss: 0.344 | Acc: 90.611% (3262/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 10s957ms | Loss: 0.344 | Acc: 90.622% (3353/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s269ms | Loss: 0.347 | Acc: 90.526% (3440/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s577ms | Loss: 0.347 | Acc: 90.615% (3534/3900) 39/100 [=========================>.......................................] Step: 309ms | Tot: 11s886ms | Loss: 0.346 | Acc: 90.625% (3625/4000) 40/100 [==========================>......................................] Step: 306ms | Tot: 12s193ms | Loss: 0.351 | Acc: 90.561% (3713/4100) 41/100 [==========================>......................................] Step: 301ms | Tot: 12s495ms | Loss: 0.356 | Acc: 90.524% (3802/4200) 42/100 [===========================>.....................................] Step: 300ms | Tot: 12s796ms | Loss: 0.352 | Acc: 90.674% (3899/4300) 43/100 [===========================>.....................................] Step: 306ms | Tot: 13s102ms | Loss: 0.352 | Acc: 90.682% (3990/4400) 44/100 [============================>....................................] Step: 310ms | Tot: 13s413ms | Loss: 0.350 | Acc: 90.756% (4084/4500) 45/100 [=============================>...................................] Step: 307ms | Tot: 13s720ms | Loss: 0.349 | Acc: 90.761% (4175/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 14s27ms | Loss: 0.348 | Acc: 90.723% (4264/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s340ms | Loss: 0.351 | Acc: 90.667% (4352/4800) 48/100 [===============================>.................................] Step: 303ms | Tot: 14s643ms | Loss: 0.348 | Acc: 90.755% (4447/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 14s952ms | Loss: 0.350 | Acc: 90.720% (4536/5000) 50/100 [================================>................................] Step: 312ms | Tot: 15s264ms | Loss: 0.351 | Acc: 90.706% (4626/5100) 51/100 [=================================>...............................] Step: 306ms | Tot: 15s571ms | Loss: 0.352 | Acc: 90.692% (4716/5200) 52/100 [=================================>...............................] Step: 322ms | Tot: 15s894ms | Loss: 0.353 | Acc: 90.698% (4807/5300) 53/100 [==================================>..............................] Step: 304ms | Tot: 16s199ms | Loss: 0.354 | Acc: 90.685% (4897/5400) 54/100 [===================================>.............................] Step: 302ms | Tot: 16s501ms | Loss: 0.352 | Acc: 90.673% (4987/5500) 55/100 [===================================>.............................] Step: 303ms | Tot: 16s805ms | Loss: 0.354 | Acc: 90.679% (5078/5600) 56/100 [====================================>............................] Step: 306ms | Tot: 17s112ms | Loss: 0.353 | Acc: 90.719% (5171/5700) 57/100 [=====================================>...........................] Step: 321ms | Tot: 17s434ms | Loss: 0.350 | Acc: 90.793% (5266/5800) 58/100 [=====================================>...........................] Step: 301ms | Tot: 17s735ms | Loss: 0.351 | Acc: 90.729% (5353/5900) 59/100 [======================================>..........................] Step: 299ms | Tot: 18s34ms | Loss: 0.351 | Acc: 90.700% (5442/6000) 60/100 [=======================================>.........................] Step: 306ms | Tot: 18s340ms | Loss: 0.350 | Acc: 90.705% (5533/6100) 61/100 [=======================================>.........................] Step: 304ms | Tot: 18s645ms | Loss: 0.352 | Acc: 90.645% (5620/6200) 62/100 [========================================>........................] Step: 300ms | Tot: 18s945ms | Loss: 0.350 | Acc: 90.683% (5713/6300) 63/100 [========================================>........................] Step: 314ms | Tot: 19s259ms | Loss: 0.346 | Acc: 90.781% (5810/6400) 64/100 [=========================================>.......................] Step: 305ms | Tot: 19s565ms | Loss: 0.346 | Acc: 90.754% (5899/6500) 65/100 [==========================================>......................] Step: 312ms | Tot: 19s877ms | Loss: 0.345 | Acc: 90.788% (5992/6600) 66/100 [==========================================>......................] Step: 305ms | Tot: 20s183ms | Loss: 0.343 | Acc: 90.851% (6087/6700) 67/100 [===========================================>.....................] Step: 303ms | Tot: 20s486ms | Loss: 0.344 | Acc: 90.809% (6175/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s796ms | Loss: 0.342 | Acc: 90.826% (6267/6900) 69/100 [============================================>....................] Step: 307ms | Tot: 21s103ms | Loss: 0.341 | Acc: 90.843% (6359/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s416ms | Loss: 0.345 | Acc: 90.775% (6445/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 21s728ms | Loss: 0.347 | Acc: 90.750% (6534/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s39ms | Loss: 0.344 | Acc: 90.795% (6628/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s355ms | Loss: 0.345 | Acc: 90.811% (6720/7400) 74/100 [================================================>................] Step: 319ms | Tot: 22s675ms | Loss: 0.345 | Acc: 90.787% (6809/7500) 75/100 [================================================>................] Step: 307ms | Tot: 22s982ms | Loss: 0.347 | Acc: 90.737% (6896/7600) 76/100 [=================================================>...............] Step: 313ms | Tot: 23s296ms | Loss: 0.347 | Acc: 90.701% (6984/7700) 77/100 [==================================================>..............] Step: 298ms | Tot: 23s594ms | Loss: 0.347 | Acc: 90.731% (7077/7800) 78/100 [==================================================>..............] Step: 300ms | Tot: 23s895ms | Loss: 0.346 | Acc: 90.759% (7170/7900) 79/100 [===================================================>.............] Step: 310ms | Tot: 24s206ms | Loss: 0.345 | Acc: 90.775% (7262/8000) 80/100 [====================================================>............] Step: 307ms | Tot: 24s514ms | Loss: 0.344 | Acc: 90.778% (7353/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s825ms | Loss: 0.343 | Acc: 90.768% (7443/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s130ms | Loss: 0.343 | Acc: 90.771% (7534/8300) 83/100 [=====================================================>...........] Step: 312ms | Tot: 25s442ms | Loss: 0.342 | Acc: 90.774% (7625/8400) 84/100 [======================================================>..........] Step: 304ms | Tot: 25s747ms | Loss: 0.343 | Acc: 90.765% (7715/8500) 85/100 [=======================================================>.........] Step: 300ms | Tot: 26s48ms | Loss: 0.344 | Acc: 90.733% (7803/8600) 86/100 [=======================================================>.........] Step: 312ms | Tot: 26s360ms | Loss: 0.342 | Acc: 90.724% (7893/8700) 87/100 [========================================================>........] Step: 304ms | Tot: 26s664ms | Loss: 0.342 | Acc: 90.727% (7984/8800) 88/100 [=========================================================>.......] Step: 298ms | Tot: 26s963ms | Loss: 0.342 | Acc: 90.730% (8075/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 27s274ms | Loss: 0.341 | Acc: 90.756% (8168/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s576ms | Loss: 0.341 | Acc: 90.780% (8261/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s881ms | Loss: 0.339 | Acc: 90.815% (8355/9200) 92/100 [===========================================================>.....] Step: 303ms | Tot: 28s184ms | Loss: 0.342 | Acc: 90.774% (8442/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s494ms | Loss: 0.342 | Acc: 90.766% (8532/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s797ms | Loss: 0.340 | Acc: 90.789% (8625/9500) 95/100 [=============================================================>...] Step: 300ms | Tot: 29s97ms | Loss: 0.339 | Acc: 90.802% (8717/9600) 96/100 [==============================================================>..] Step: 308ms | Tot: 29s406ms | Loss: 0.338 | Acc: 90.835% (8811/9700) 97/100 [===============================================================>.] Step: 304ms | Tot: 29s711ms | Loss: 0.337 | Acc: 90.857% (8904/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s18ms | Loss: 0.339 | Acc: 90.818% (8991/9900) 99/100 [================================================================>] Step: 308ms | Tot: 30s326ms | Loss: 0.337 | Acc: 90.880% (9088/10000) 100/100 + +Epoch: 194 + [>................................................................] Step: 604ms | Tot: 2ms | Loss: 0.025 | Acc: 100.000% (128/128) 1/391 [>................................................................] Step: 390ms | Tot: 393ms | Loss: 0.035 | Acc: 99.219% (254/256) 2/391 [>................................................................] Step: 393ms | Tot: 786ms | Loss: 0.029 | Acc: 99.219% (381/384) 3/391 [>................................................................] Step: 384ms | Tot: 1s170ms | Loss: 0.039 | Acc: 98.633% (505/512) 4/391 [>................................................................] Step: 382ms | Tot: 1s553ms | Loss: 0.047 | Acc: 98.125% (628/640) 5/391 [>................................................................] Step: 367ms | Tot: 1s921ms | Loss: 0.047 | Acc: 98.177% (754/768) 6/391 [>................................................................] Step: 374ms | Tot: 2s296ms | Loss: 0.043 | Acc: 98.438% (882/896) 7/391 [=>...............................................................] Step: 360ms | Tot: 2s656ms | Loss: 0.042 | Acc: 98.535% (1009/1024) 8/391 [=>...............................................................] Step: 369ms | Tot: 3s26ms | Loss: 0.042 | Acc: 98.524% (1135/1152) 9/391 [=>...............................................................] Step: 373ms | Tot: 3s399ms | Loss: 0.041 | Acc: 98.516% (1261/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s765ms | Loss: 0.045 | Acc: 98.366% (1385/1408) 11/391 [=>...............................................................] Step: 378ms | Tot: 4s143ms | Loss: 0.044 | Acc: 98.503% (1513/1536) 12/391 [=>...............................................................] Step: 374ms | Tot: 4s518ms | Loss: 0.043 | Acc: 98.558% (1640/1664) 13/391 [==>..............................................................] Step: 368ms | Tot: 4s887ms | Loss: 0.043 | Acc: 98.605% (1767/1792) 14/391 [==>..............................................................] Step: 364ms | Tot: 5s251ms | Loss: 0.043 | Acc: 98.646% (1894/1920) 15/391 [==>..............................................................] Step: 364ms | Tot: 5s615ms | Loss: 0.043 | Acc: 98.584% (2019/2048) 16/391 [==>..............................................................] Step: 371ms | Tot: 5s987ms | Loss: 0.042 | Acc: 98.621% (2146/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s357ms | Loss: 0.042 | Acc: 98.568% (2271/2304) 18/391 [==>..............................................................] Step: 361ms | Tot: 6s719ms | Loss: 0.043 | Acc: 98.561% (2397/2432) 19/391 [===>.............................................................] Step: 364ms | Tot: 7s84ms | Loss: 0.042 | Acc: 98.594% (2524/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s459ms | Loss: 0.043 | Acc: 98.512% (2648/2688) 21/391 [===>.............................................................] Step: 364ms | Tot: 7s824ms | Loss: 0.043 | Acc: 98.509% (2774/2816) 22/391 [===>.............................................................] Step: 360ms | Tot: 8s185ms | Loss: 0.042 | Acc: 98.573% (2902/2944) 23/391 [===>.............................................................] Step: 372ms | Tot: 8s557ms | Loss: 0.041 | Acc: 98.633% (3030/3072) 24/391 [===>.............................................................] Step: 362ms | Tot: 8s920ms | Loss: 0.043 | Acc: 98.625% (3156/3200) 25/391 [====>............................................................] Step: 368ms | Tot: 9s288ms | Loss: 0.042 | Acc: 98.648% (3283/3328) 26/391 [====>............................................................] Step: 365ms | Tot: 9s653ms | Loss: 0.044 | Acc: 98.640% (3409/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 10s22ms | Loss: 0.044 | Acc: 98.577% (3533/3584) 28/391 [====>............................................................] Step: 372ms | Tot: 10s394ms | Loss: 0.045 | Acc: 98.545% (3658/3712) 29/391 [====>............................................................] Step: 371ms | Tot: 10s766ms | Loss: 0.045 | Acc: 98.568% (3785/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s131ms | Loss: 0.045 | Acc: 98.614% (3913/3968) 31/391 [=====>...........................................................] Step: 375ms | Tot: 11s506ms | Loss: 0.045 | Acc: 98.560% (4037/4096) 32/391 [=====>...........................................................] Step: 365ms | Tot: 11s872ms | Loss: 0.045 | Acc: 98.580% (4164/4224) 33/391 [=====>...........................................................] Step: 365ms | Tot: 12s238ms | Loss: 0.044 | Acc: 98.598% (4291/4352) 34/391 [=====>...........................................................] Step: 365ms | Tot: 12s604ms | Loss: 0.044 | Acc: 98.638% (4419/4480) 35/391 [=====>...........................................................] Step: 362ms | Tot: 12s967ms | Loss: 0.044 | Acc: 98.655% (4546/4608) 36/391 [=====>...........................................................] Step: 367ms | Tot: 13s334ms | Loss: 0.044 | Acc: 98.670% (4673/4736) 37/391 [======>..........................................................] Step: 358ms | Tot: 13s692ms | Loss: 0.044 | Acc: 98.684% (4800/4864) 38/391 [======>..........................................................] Step: 372ms | Tot: 14s65ms | Loss: 0.044 | Acc: 98.678% (4926/4992) 39/391 [======>..........................................................] Step: 371ms | Tot: 14s436ms | Loss: 0.045 | Acc: 98.672% (5052/5120) 40/391 [======>..........................................................] Step: 363ms | Tot: 14s800ms | Loss: 0.044 | Acc: 98.704% (5180/5248) 41/391 [======>..........................................................] Step: 376ms | Tot: 15s177ms | Loss: 0.045 | Acc: 98.717% (5307/5376) 42/391 [======>..........................................................] Step: 366ms | Tot: 15s544ms | Loss: 0.045 | Acc: 98.710% (5433/5504) 43/391 [=======>.........................................................] Step: 370ms | Tot: 15s914ms | Loss: 0.044 | Acc: 98.739% (5561/5632) 44/391 [=======>.........................................................] Step: 368ms | Tot: 16s283ms | Loss: 0.044 | Acc: 98.750% (5688/5760) 45/391 [=======>.........................................................] Step: 365ms | Tot: 16s649ms | Loss: 0.044 | Acc: 98.760% (5815/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 17s16ms | Loss: 0.044 | Acc: 98.753% (5941/6016) 47/391 [=======>.........................................................] Step: 378ms | Tot: 17s394ms | Loss: 0.045 | Acc: 98.714% (6065/6144) 48/391 [=======>.........................................................] Step: 365ms | Tot: 17s760ms | Loss: 0.046 | Acc: 98.645% (6187/6272) 49/391 [========>........................................................] Step: 365ms | Tot: 18s126ms | Loss: 0.046 | Acc: 98.672% (6315/6400) 50/391 [========>........................................................] Step: 376ms | Tot: 18s502ms | Loss: 0.046 | Acc: 98.698% (6443/6528) 51/391 [========>........................................................] Step: 371ms | Tot: 18s873ms | Loss: 0.046 | Acc: 98.693% (6569/6656) 52/391 [========>........................................................] Step: 367ms | Tot: 19s240ms | Loss: 0.046 | Acc: 98.703% (6696/6784) 53/391 [========>........................................................] Step: 366ms | Tot: 19s606ms | Loss: 0.046 | Acc: 98.727% (6824/6912) 54/391 [========>........................................................] Step: 365ms | Tot: 19s972ms | Loss: 0.045 | Acc: 98.750% (6952/7040) 55/391 [=========>.......................................................] Step: 365ms | Tot: 20s338ms | Loss: 0.045 | Acc: 98.772% (7080/7168) 56/391 [=========>.......................................................] Step: 382ms | Tot: 20s721ms | Loss: 0.045 | Acc: 98.780% (7207/7296) 57/391 [=========>.......................................................] Step: 369ms | Tot: 21s90ms | Loss: 0.045 | Acc: 98.801% (7335/7424) 58/391 [=========>.......................................................] Step: 371ms | Tot: 21s462ms | Loss: 0.045 | Acc: 98.782% (7460/7552) 59/391 [=========>.......................................................] Step: 379ms | Tot: 21s842ms | Loss: 0.045 | Acc: 98.750% (7584/7680) 60/391 [=========>.......................................................] Step: 360ms | Tot: 22s202ms | Loss: 0.046 | Acc: 98.745% (7710/7808) 61/391 [==========>......................................................] Step: 372ms | Tot: 22s575ms | Loss: 0.045 | Acc: 98.765% (7838/7936) 62/391 [==========>......................................................] Step: 364ms | Tot: 22s939ms | Loss: 0.045 | Acc: 98.760% (7964/8064) 63/391 [==========>......................................................] Step: 369ms | Tot: 23s309ms | Loss: 0.045 | Acc: 98.767% (8091/8192) 64/391 [==========>......................................................] Step: 374ms | Tot: 23s684ms | Loss: 0.045 | Acc: 98.774% (8218/8320) 65/391 [==========>......................................................] Step: 378ms | Tot: 24s62ms | Loss: 0.045 | Acc: 98.781% (8345/8448) 66/391 [==========>......................................................] Step: 377ms | Tot: 24s440ms | Loss: 0.045 | Acc: 98.799% (8473/8576) 67/391 [===========>.....................................................] Step: 369ms | Tot: 24s810ms | Loss: 0.045 | Acc: 98.805% (8600/8704) 68/391 [===========>.....................................................] Step: 369ms | Tot: 25s179ms | Loss: 0.044 | Acc: 98.811% (8727/8832) 69/391 [===========>.....................................................] Step: 369ms | Tot: 25s549ms | Loss: 0.045 | Acc: 98.806% (8853/8960) 70/391 [===========>.....................................................] Step: 376ms | Tot: 25s926ms | Loss: 0.045 | Acc: 98.801% (8979/9088) 71/391 [===========>.....................................................] Step: 371ms | Tot: 26s298ms | Loss: 0.045 | Acc: 98.806% (9106/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s664ms | Loss: 0.045 | Acc: 98.801% (9232/9344) 73/391 [============>....................................................] Step: 367ms | Tot: 27s32ms | Loss: 0.045 | Acc: 98.796% (9358/9472) 74/391 [============>....................................................] Step: 376ms | Tot: 27s409ms | Loss: 0.045 | Acc: 98.760% (9481/9600) 75/391 [============>....................................................] Step: 370ms | Tot: 27s779ms | Loss: 0.045 | Acc: 98.777% (9609/9728) 76/391 [============>....................................................] Step: 370ms | Tot: 28s149ms | Loss: 0.045 | Acc: 98.772% (9735/9856) 77/391 [============>....................................................] Step: 376ms | Tot: 28s526ms | Loss: 0.045 | Acc: 98.768% (9861/9984) 78/391 [============>....................................................] Step: 369ms | Tot: 28s895ms | Loss: 0.045 | Acc: 98.774% (9988/10112) 79/391 [=============>...................................................] Step: 370ms | Tot: 29s266ms | Loss: 0.045 | Acc: 98.770% (10114/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s631ms | Loss: 0.045 | Acc: 98.765% (10240/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 29s998ms | Loss: 0.045 | Acc: 98.752% (10365/10496) 82/391 [=============>...................................................] Step: 377ms | Tot: 30s375ms | Loss: 0.045 | Acc: 98.748% (10491/10624) 83/391 [=============>...................................................] Step: 373ms | Tot: 30s748ms | Loss: 0.045 | Acc: 98.754% (10618/10752) 84/391 [=============>...................................................] Step: 369ms | Tot: 31s117ms | Loss: 0.045 | Acc: 98.759% (10745/10880) 85/391 [==============>..................................................] Step: 368ms | Tot: 31s485ms | Loss: 0.045 | Acc: 98.774% (10873/11008) 86/391 [==============>..................................................] Step: 372ms | Tot: 31s858ms | Loss: 0.045 | Acc: 98.770% (10999/11136) 87/391 [==============>..................................................] Step: 372ms | Tot: 32s231ms | Loss: 0.045 | Acc: 98.766% (11125/11264) 88/391 [==============>..................................................] Step: 377ms | Tot: 32s608ms | Loss: 0.045 | Acc: 98.762% (11251/11392) 89/391 [==============>..................................................] Step: 372ms | Tot: 32s981ms | Loss: 0.045 | Acc: 98.767% (11378/11520) 90/391 [==============>..................................................] Step: 377ms | Tot: 33s358ms | Loss: 0.045 | Acc: 98.772% (11505/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s723ms | Loss: 0.045 | Acc: 98.769% (11631/11776) 92/391 [===============>.................................................] Step: 373ms | Tot: 34s96ms | Loss: 0.045 | Acc: 98.774% (11758/11904) 93/391 [===============>.................................................] Step: 379ms | Tot: 34s476ms | Loss: 0.044 | Acc: 98.778% (11885/12032) 94/391 [===============>.................................................] Step: 367ms | Tot: 34s844ms | Loss: 0.045 | Acc: 98.750% (12008/12160) 95/391 [===============>.................................................] Step: 364ms | Tot: 35s208ms | Loss: 0.045 | Acc: 98.739% (12133/12288) 96/391 [===============>.................................................] Step: 369ms | Tot: 35s578ms | Loss: 0.045 | Acc: 98.736% (12259/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s942ms | Loss: 0.045 | Acc: 98.724% (12384/12544) 98/391 [================>................................................] Step: 371ms | Tot: 36s313ms | Loss: 0.045 | Acc: 98.737% (12512/12672) 99/391 [================>................................................] Step: 363ms | Tot: 36s677ms | Loss: 0.045 | Acc: 98.742% (12639/12800) 100/391 [================>................................................] Step: 369ms | Tot: 37s46ms | Loss: 0.045 | Acc: 98.739% (12765/12928) 101/391 [================>................................................] Step: 381ms | Tot: 37s428ms | Loss: 0.045 | Acc: 98.736% (12891/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s794ms | Loss: 0.045 | Acc: 98.741% (13018/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 38s158ms | Loss: 0.045 | Acc: 98.738% (13144/13312) 104/391 [=================>...............................................] Step: 372ms | Tot: 38s531ms | Loss: 0.045 | Acc: 98.735% (13270/13440) 105/391 [=================>...............................................] Step: 370ms | Tot: 38s902ms | Loss: 0.045 | Acc: 98.740% (13397/13568) 106/391 [=================>...............................................] Step: 366ms | Tot: 39s269ms | Loss: 0.045 | Acc: 98.744% (13524/13696) 107/391 [=================>...............................................] Step: 364ms | Tot: 39s634ms | Loss: 0.045 | Acc: 98.749% (13651/13824) 108/391 [=================>...............................................] Step: 369ms | Tot: 40s3ms | Loss: 0.045 | Acc: 98.731% (13775/13952) 109/391 [==================>..............................................] Step: 371ms | Tot: 40s374ms | Loss: 0.045 | Acc: 98.729% (13901/14080) 110/391 [==================>..............................................] Step: 375ms | Tot: 40s750ms | Loss: 0.045 | Acc: 98.740% (14029/14208) 111/391 [==================>..............................................] Step: 370ms | Tot: 41s120ms | Loss: 0.045 | Acc: 98.744% (14156/14336) 112/391 [==================>..............................................] Step: 375ms | Tot: 41s496ms | Loss: 0.045 | Acc: 98.735% (14281/14464) 113/391 [==================>..............................................] Step: 364ms | Tot: 41s861ms | Loss: 0.045 | Acc: 98.725% (14406/14592) 114/391 [==================>..............................................] Step: 369ms | Tot: 42s230ms | Loss: 0.045 | Acc: 98.730% (14533/14720) 115/391 [===================>.............................................] Step: 368ms | Tot: 42s599ms | Loss: 0.045 | Acc: 98.734% (14660/14848) 116/391 [===================>.............................................] Step: 372ms | Tot: 42s971ms | Loss: 0.045 | Acc: 98.745% (14788/14976) 117/391 [===================>.............................................] Step: 375ms | Tot: 43s347ms | Loss: 0.045 | Acc: 98.735% (14913/15104) 118/391 [===================>.............................................] Step: 366ms | Tot: 43s713ms | Loss: 0.045 | Acc: 98.733% (15039/15232) 119/391 [===================>.............................................] Step: 371ms | Tot: 44s85ms | Loss: 0.045 | Acc: 98.737% (15166/15360) 120/391 [===================>.............................................] Step: 381ms | Tot: 44s466ms | Loss: 0.045 | Acc: 98.741% (15293/15488) 121/391 [====================>............................................] Step: 371ms | Tot: 44s837ms | Loss: 0.045 | Acc: 98.719% (15416/15616) 122/391 [====================>............................................] Step: 372ms | Tot: 45s210ms | Loss: 0.045 | Acc: 98.723% (15543/15744) 123/391 [====================>............................................] Step: 380ms | Tot: 45s590ms | Loss: 0.045 | Acc: 98.734% (15671/15872) 124/391 [====================>............................................] Step: 370ms | Tot: 45s961ms | Loss: 0.045 | Acc: 98.725% (15796/16000) 125/391 [====================>............................................] Step: 369ms | Tot: 46s330ms | Loss: 0.045 | Acc: 98.717% (15921/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 46s697ms | Loss: 0.045 | Acc: 98.727% (16049/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 47s63ms | Loss: 0.046 | Acc: 98.712% (16173/16384) 128/391 [=====================>...........................................] Step: 378ms | Tot: 47s441ms | Loss: 0.046 | Acc: 98.710% (16299/16512) 129/391 [=====================>...........................................] Step: 372ms | Tot: 47s813ms | Loss: 0.046 | Acc: 98.708% (16425/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 48s178ms | Loss: 0.045 | Acc: 98.718% (16553/16768) 131/391 [=====================>...........................................] Step: 374ms | Tot: 48s552ms | Loss: 0.045 | Acc: 98.716% (16679/16896) 132/391 [=====================>...........................................] Step: 367ms | Tot: 48s919ms | Loss: 0.045 | Acc: 98.725% (16807/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 49s292ms | Loss: 0.045 | Acc: 98.723% (16933/17152) 134/391 [======================>..........................................] Step: 367ms | Tot: 49s660ms | Loss: 0.046 | Acc: 98.721% (17059/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 50s30ms | Loss: 0.045 | Acc: 98.725% (17186/17408) 136/391 [======================>..........................................] Step: 373ms | Tot: 50s404ms | Loss: 0.046 | Acc: 98.711% (17310/17536) 137/391 [======================>..........................................] Step: 399ms | Tot: 50s804ms | Loss: 0.046 | Acc: 98.709% (17436/17664) 138/391 [======================>..........................................] Step: 368ms | Tot: 51s172ms | Loss: 0.046 | Acc: 98.713% (17563/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 51s544ms | Loss: 0.046 | Acc: 98.711% (17689/17920) 140/391 [=======================>.........................................] Step: 372ms | Tot: 51s916ms | Loss: 0.046 | Acc: 98.709% (17815/18048) 141/391 [=======================>.........................................] Step: 369ms | Tot: 52s286ms | Loss: 0.046 | Acc: 98.713% (17942/18176) 142/391 [=======================>.........................................] Step: 367ms | Tot: 52s654ms | Loss: 0.046 | Acc: 98.711% (18068/18304) 143/391 [=======================>.........................................] Step: 363ms | Tot: 53s17ms | Loss: 0.046 | Acc: 98.698% (18192/18432) 144/391 [=======================>.........................................] Step: 378ms | Tot: 53s396ms | Loss: 0.046 | Acc: 98.702% (18319/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 53s764ms | Loss: 0.047 | Acc: 98.689% (18443/18688) 146/391 [========================>........................................] Step: 377ms | Tot: 54s141ms | Loss: 0.046 | Acc: 98.693% (18570/18816) 147/391 [========================>........................................] Step: 376ms | Tot: 54s518ms | Loss: 0.046 | Acc: 98.691% (18696/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 54s890ms | Loss: 0.047 | Acc: 98.684% (18821/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 55s258ms | Loss: 0.046 | Acc: 98.693% (18949/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 55s628ms | Loss: 0.046 | Acc: 98.691% (19075/19328) 151/391 [=========================>.......................................] Step: 370ms | Tot: 55s998ms | Loss: 0.046 | Acc: 98.679% (19199/19456) 152/391 [=========================>.......................................] Step: 376ms | Tot: 56s375ms | Loss: 0.046 | Acc: 98.677% (19325/19584) 153/391 [=========================>.......................................] Step: 375ms | Tot: 56s750ms | Loss: 0.046 | Acc: 98.676% (19451/19712) 154/391 [=========================>.......................................] Step: 375ms | Tot: 57s125ms | Loss: 0.046 | Acc: 98.674% (19577/19840) 155/391 [=========================>.......................................] Step: 379ms | Tot: 57s505ms | Loss: 0.046 | Acc: 98.673% (19703/19968) 156/391 [=========================>.......................................] Step: 368ms | Tot: 57s874ms | Loss: 0.047 | Acc: 98.671% (19829/20096) 157/391 [==========================>......................................] Step: 368ms | Tot: 58s242ms | Loss: 0.047 | Acc: 98.670% (19955/20224) 158/391 [==========================>......................................] Step: 381ms | Tot: 58s623ms | Loss: 0.047 | Acc: 98.649% (20077/20352) 159/391 [==========================>......................................] Step: 371ms | Tot: 58s994ms | Loss: 0.047 | Acc: 98.647% (20203/20480) 160/391 [==========================>......................................] Step: 379ms | Tot: 59s374ms | Loss: 0.047 | Acc: 98.651% (20330/20608) 161/391 [==========================>......................................] Step: 363ms | Tot: 59s738ms | Loss: 0.047 | Acc: 98.655% (20457/20736) 162/391 [==========================>......................................] Step: 368ms | Tot: 1m107ms | Loss: 0.046 | Acc: 98.658% (20584/20864) 163/391 [===========================>.....................................] Step: 376ms | Tot: 1m483ms | Loss: 0.047 | Acc: 98.642% (20707/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 1m851ms | Loss: 0.046 | Acc: 98.646% (20834/21120) 165/391 [===========================>.....................................] Step: 362ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.645% (20960/21248) 166/391 [===========================>.....................................] Step: 369ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.634% (21084/21376) 167/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.633% (21210/21504) 168/391 [===========================>.....................................] Step: 366ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.632% (21336/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m2s | Loss: 0.046 | Acc: 98.635% (21463/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.634% (21589/21888) 171/391 [============================>....................................] Step: 377ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.628% (21714/22016) 172/391 [============================>....................................] Step: 372ms | Tot: 1m3s | Loss: 0.046 | Acc: 98.636% (21842/22144) 173/391 [============================>....................................] Step: 368ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.631% (21967/22272) 174/391 [============================>....................................] Step: 374ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.621% (22091/22400) 175/391 [=============================>...................................] Step: 367ms | Tot: 1m4s | Loss: 0.046 | Acc: 98.615% (22216/22528) 176/391 [=============================>...................................] Step: 361ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.618% (22343/22656) 177/391 [=============================>...................................] Step: 364ms | Tot: 1m5s | Loss: 0.046 | Acc: 98.622% (22470/22784) 178/391 [=============================>...................................] Step: 369ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.621% (22596/22912) 179/391 [=============================>...................................] Step: 376ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.615% (22721/23040) 180/391 [=============================>...................................] Step: 367ms | Tot: 1m6s | Loss: 0.046 | Acc: 98.619% (22848/23168) 181/391 [==============================>..................................] Step: 371ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.622% (22975/23296) 182/391 [==============================>..................................] Step: 379ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.617% (23100/23424) 183/391 [==============================>..................................] Step: 369ms | Tot: 1m7s | Loss: 0.046 | Acc: 98.607% (23224/23552) 184/391 [==============================>..................................] Step: 366ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.606% (23350/23680) 185/391 [==============================>..................................] Step: 366ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.610% (23477/23808) 186/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.617% (23605/23936) 187/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.620% (23732/24064) 188/391 [===============================>.................................] Step: 365ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.619% (23858/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.623% (23985/24320) 190/391 [===============================>.................................] Step: 373ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.626% (24112/24448) 191/391 [===============================>.................................] Step: 373ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.625% (24238/24576) 192/391 [===============================>.................................] Step: 370ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.624% (24364/24704) 193/391 [================================>................................] Step: 376ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.623% (24490/24832) 194/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.630% (24618/24960) 195/391 [================================>................................] Step: 369ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.629% (24744/25088) 196/391 [================================>................................] Step: 366ms | Tot: 1m12s | Loss: 0.046 | Acc: 98.628% (24870/25216) 197/391 [================================>................................] Step: 367ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.631% (24997/25344) 198/391 [================================>................................] Step: 375ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.634% (25124/25472) 199/391 [=================================>...............................] Step: 370ms | Tot: 1m13s | Loss: 0.046 | Acc: 98.633% (25250/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.632% (25376/25728) 201/391 [=================================>...............................] Step: 378ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.635% (25503/25856) 202/391 [=================================>...............................] Step: 365ms | Tot: 1m14s | Loss: 0.046 | Acc: 98.638% (25630/25984) 203/391 [=================================>...............................] Step: 369ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.637% (25756/26112) 204/391 [=================================>...............................] Step: 372ms | Tot: 1m15s | Loss: 0.046 | Acc: 98.636% (25882/26240) 205/391 [==================================>..............................] Step: 368ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.639% (26009/26368) 206/391 [==================================>..............................] Step: 376ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.645% (26137/26496) 207/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.644% (26263/26624) 208/391 [==================================>..............................] Step: 369ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.647% (26390/26752) 209/391 [==================================>..............................] Step: 379ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.638% (26514/26880) 210/391 [==================================>..............................] Step: 369ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.630% (26638/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.633% (26765/27136) 212/391 [===================================>.............................] Step: 371ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.639% (26893/27264) 213/391 [===================================>.............................] Step: 367ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.631% (27017/27392) 214/391 [===================================>.............................] Step: 372ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.630% (27143/27520) 215/391 [===================================>.............................] Step: 362ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.633% (27270/27648) 216/391 [===================================>.............................] Step: 361ms | Tot: 1m20s | Loss: 0.045 | Acc: 98.639% (27398/27776) 217/391 [====================================>............................] Step: 383ms | Tot: 1m20s | Loss: 0.045 | Acc: 98.642% (27525/27904) 218/391 [====================================>............................] Step: 399ms | Tot: 1m20s | Loss: 0.045 | Acc: 98.637% (27650/28032) 219/391 [====================================>............................] Step: 371ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.633% (27775/28160) 220/391 [====================================>............................] Step: 370ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.635% (27902/28288) 221/391 [====================================>............................] Step: 373ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.631% (28027/28416) 222/391 [====================================>............................] Step: 367ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.630% (28153/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.622% (28277/28672) 224/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.625% (28404/28800) 225/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.624% (28530/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.616% (28654/29056) 227/391 [=====================================>...........................] Step: 373ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.605% (28777/29184) 228/391 [=====================================>...........................] Step: 376ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.611% (28905/29312) 229/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.607% (29030/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.607% (29156/29568) 231/391 [======================================>..........................] Step: 366ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.606% (29282/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.602% (29407/29824) 233/391 [======================================>..........................] Step: 376ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.604% (29534/29952) 234/391 [======================================>..........................] Step: 366ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.600% (29659/30080) 235/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.606% (29787/30208) 236/391 [=======================================>.........................] Step: 382ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.602% (29912/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.605% (30039/30464) 238/391 [=======================================>.........................] Step: 369ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.607% (30166/30592) 239/391 [=======================================>.........................] Step: 379ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.610% (30293/30720) 240/391 [=======================================>.........................] Step: 371ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.613% (30420/30848) 241/391 [========================================>........................] Step: 370ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.612% (30546/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.608% (30671/31104) 243/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.614% (30799/31232) 244/391 [========================================>........................] Step: 374ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.616% (30926/31360) 245/391 [========================================>........................] Step: 377ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.612% (31051/31488) 246/391 [========================================>........................] Step: 369ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.618% (31179/31616) 247/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.617% (31305/31744) 248/391 [=========================================>.......................] Step: 374ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.616% (31431/31872) 249/391 [=========================================>.......................] Step: 375ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.606% (31554/32000) 250/391 [=========================================>.......................] Step: 362ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.609% (31681/32128) 251/391 [=========================================>.......................] Step: 368ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.614% (31809/32256) 252/391 [=========================================>.......................] Step: 376ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.617% (31936/32384) 253/391 [==========================================>......................] Step: 374ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.622% (32064/32512) 254/391 [==========================================>......................] Step: 372ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.618% (32189/32640) 255/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.615% (32314/32768) 256/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.617% (32441/32896) 257/391 [==========================================>......................] Step: 371ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.619% (32568/33024) 258/391 [==========================================>......................] Step: 368ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.622% (32695/33152) 259/391 [===========================================>.....................] Step: 364ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.621% (32821/33280) 260/391 [===========================================>.....................] Step: 377ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.626% (32949/33408) 261/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.628% (33076/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.631% (33203/33664) 263/391 [===========================================>.....................] Step: 377ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.633% (33330/33792) 264/391 [===========================================>.....................] Step: 370ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.632% (33456/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.634% (33583/34048) 266/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.636% (33710/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.642% (33838/34304) 268/391 [============================================>....................] Step: 373ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.635% (33962/34432) 269/391 [============================================>....................] Step: 365ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.631% (34087/34560) 270/391 [============================================>....................] Step: 367ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.628% (34212/34688) 271/391 [=============================================>...................] Step: 381ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.630% (34339/34816) 272/391 [=============================================>...................] Step: 382ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.635% (34467/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.634% (34593/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.636% (34720/35200) 275/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.638% (34847/35328) 276/391 [=============================================>...................] Step: 379ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.641% (34974/35456) 277/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.643% (35101/35584) 278/391 [==============================================>..................] Step: 366ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.648% (35229/35712) 279/391 [==============================================>..................] Step: 370ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.647% (35355/35840) 280/391 [==============================================>..................] Step: 367ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.652% (35483/35968) 281/391 [==============================================>..................] Step: 373ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.654% (35610/36096) 282/391 [==============================================>..................] Step: 373ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.647% (35734/36224) 283/391 [===============================================>.................] Step: 368ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.647% (35860/36352) 284/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.651% (35988/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.656% (36116/36608) 286/391 [===============================================>.................] Step: 383ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.655% (36242/36736) 287/391 [===============================================>.................] Step: 375ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.657% (36369/36864) 288/391 [===============================================>.................] Step: 366ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.659% (36496/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.661% (36623/37120) 290/391 [================================================>................] Step: 374ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.663% (36750/37248) 291/391 [================================================>................] Step: 371ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.662% (36876/37376) 292/391 [================================================>................] Step: 366ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.661% (37002/37504) 293/391 [================================================>................] Step: 362ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.663% (37129/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.665% (37256/37760) 295/391 [=================================================>...............] Step: 372ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.664% (37382/37888) 296/391 [=================================================>...............] Step: 369ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.661% (37507/38016) 297/391 [=================================================>...............] Step: 370ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.660% (37633/38144) 298/391 [=================================================>...............] Step: 376ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.662% (37760/38272) 299/391 [=================================================>...............] Step: 375ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.664% (37887/38400) 300/391 [=================================================>...............] Step: 378ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.666% (38014/38528) 301/391 [==================================================>..............] Step: 366ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.665% (38140/38656) 302/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.664% (38266/38784) 303/391 [==================================================>..............] Step: 372ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.666% (38393/38912) 304/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.665% (38519/39040) 305/391 [==================================================>..............] Step: 367ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.660% (38643/39168) 306/391 [==================================================>..............] Step: 370ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.654% (38767/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.653% (38893/39424) 308/391 [===================================================>.............] Step: 375ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.650% (39018/39552) 309/391 [===================================================>.............] Step: 374ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.654% (39146/39680) 310/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.654% (39272/39808) 311/391 [===================================================>.............] Step: 367ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.648% (39396/39936) 312/391 [===================================================>.............] Step: 359ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.647% (39522/40064) 313/391 [====================================================>............] Step: 360ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.651% (39650/40192) 314/391 [====================================================>............] Step: 377ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.653% (39777/40320) 315/391 [====================================================>............] Step: 369ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.650% (39902/40448) 316/391 [====================================================>............] Step: 372ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.652% (40029/40576) 317/391 [====================================================>............] Step: 373ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.654% (40156/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.648% (40280/40832) 319/391 [=====================================================>...........] Step: 371ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.652% (40408/40960) 320/391 [=====================================================>...........] Step: 372ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.654% (40535/41088) 321/391 [=====================================================>...........] Step: 373ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.653% (40661/41216) 322/391 [=====================================================>...........] Step: 378ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.653% (40787/41344) 323/391 [=====================================================>...........] Step: 376ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.657% (40915/41472) 324/391 [=====================================================>...........] Step: 379ms | Tot: 2m180ms | Loss: 0.046 | Acc: 98.659% (41042/41600) 325/391 [======================================================>..........] Step: 387ms | Tot: 2m568ms | Loss: 0.046 | Acc: 98.658% (41168/41728) 326/391 [======================================================>..........] Step: 389ms | Tot: 2m957ms | Loss: 0.046 | Acc: 98.655% (41293/41856) 327/391 [======================================================>..........] Step: 383ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.657% (41420/41984) 328/391 [======================================================>..........] Step: 377ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.658% (41547/42112) 329/391 [======================================================>..........] Step: 384ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.660% (41674/42240) 330/391 [======================================================>..........] Step: 391ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.655% (41798/42368) 331/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.659% (41926/42496) 332/391 [=======================================================>.........] Step: 366ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.660% (42053/42624) 333/391 [=======================================================>.........] Step: 374ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.662% (42180/42752) 334/391 [=======================================================>.........] Step: 373ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.664% (42307/42880) 335/391 [=======================================================>.........] Step: 380ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.668% (42435/43008) 336/391 [=======================================================>.........] Step: 365ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.667% (42561/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.669% (42688/43264) 338/391 [========================================================>........] Step: 372ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.661% (42811/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.658% (42936/43520) 340/391 [========================================================>........] Step: 364ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.651% (43059/43648) 341/391 [========================================================>........] Step: 372ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.652% (43186/43776) 342/391 [========================================================>........] Step: 370ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.656% (43314/43904) 343/391 [=========================================================>.......] Step: 370ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.653% (43439/44032) 344/391 [=========================================================>.......] Step: 378ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.648% (43563/44160) 345/391 [=========================================================>.......] Step: 371ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.652% (43691/44288) 346/391 [=========================================================>.......] Step: 377ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.656% (43819/44416) 347/391 [=========================================================>.......] Step: 366ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.655% (43945/44544) 348/391 [=========================================================>.......] Step: 362ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.652% (44070/44672) 349/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.650% (44195/44800) 350/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.649% (44321/44928) 351/391 [==========================================================>......] Step: 366ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.642% (44444/45056) 352/391 [==========================================================>......] Step: 368ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.641% (44570/45184) 353/391 [==========================================================>......] Step: 372ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.641% (44696/45312) 354/391 [==========================================================>......] Step: 377ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.642% (44823/45440) 355/391 [===========================================================>.....] Step: 360ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.639% (44948/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.641% (45075/45696) 357/391 [===========================================================>.....] Step: 376ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.636% (45199/45824) 358/391 [===========================================================>.....] Step: 378ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.636% (45325/45952) 359/391 [===========================================================>.....] Step: 367ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.637% (45452/46080) 360/391 [===========================================================>.....] Step: 373ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.637% (45578/46208) 361/391 [============================================================>....] Step: 367ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.638% (45705/46336) 362/391 [============================================================>....] Step: 382ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.638% (45831/46464) 363/391 [============================================================>....] Step: 367ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.635% (45956/46592) 364/391 [============================================================>....] Step: 366ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.634% (46082/46720) 365/391 [============================================================>....] Step: 375ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.634% (46208/46848) 366/391 [============================================================>....] Step: 367ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.633% (46334/46976) 367/391 [=============================================================>...] Step: 389ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.629% (46458/47104) 368/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.628% (46584/47232) 369/391 [=============================================================>...] Step: 365ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.628% (46710/47360) 370/391 [=============================================================>...] Step: 378ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.631% (46838/47488) 371/391 [=============================================================>...] Step: 382ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.631% (46964/47616) 372/391 [=============================================================>...] Step: 374ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.630% (47090/47744) 373/391 [==============================================================>..] Step: 381ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.626% (47214/47872) 374/391 [==============================================================>..] Step: 371ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.629% (47342/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.631% (47469/48128) 376/391 [==============================================================>..] Step: 370ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.626% (47593/48256) 377/391 [==============================================================>..] Step: 366ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.624% (47718/48384) 378/391 [==============================================================>..] Step: 367ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.623% (47844/48512) 379/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.623% (47970/48640) 380/391 [===============================================================>.] Step: 371ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.624% (48097/48768) 381/391 [===============================================================>.] Step: 379ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.628% (48225/48896) 382/391 [===============================================================>.] Step: 366ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.623% (48349/49024) 383/391 [===============================================================>.] Step: 371ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.617% (48472/49152) 384/391 [===============================================================>.] Step: 381ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.618% (48599/49280) 385/391 [================================================================>] Step: 382ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.620% (48726/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.621% (48853/49536) 387/391 [================================================================>] Step: 368ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.623% (48980/49664) 388/391 [================================================================>] Step: 371ms | Tot: 2m24s | Loss: 0.046 | Acc: 98.622% (49106/49792) 389/391 [================================================================>] Step: 375ms | Tot: 2m24s | Loss: 0.046 | Acc: 98.620% (49231/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m24s | Loss: 0.046 | Acc: 98.618% (49309/50000) 391/391 + [>................................................................] Step: 482ms | Tot: 2ms | Loss: 0.377 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.307 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 292ms | Tot: 591ms | Loss: 0.329 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 298ms | Tot: 890ms | Loss: 0.330 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 302ms | Tot: 1s192ms | Loss: 0.314 | Acc: 90.400% (452/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s488ms | Loss: 0.287 | Acc: 90.833% (545/600) 6/100 [===>.............................................................] Step: 295ms | Tot: 1s783ms | Loss: 0.276 | Acc: 90.714% (635/700) 7/100 [====>............................................................] Step: 312ms | Tot: 2s96ms | Loss: 0.293 | Acc: 90.500% (724/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s405ms | Loss: 0.307 | Acc: 90.444% (814/900) 9/100 [=====>...........................................................] Step: 303ms | Tot: 2s709ms | Loss: 0.311 | Acc: 90.500% (905/1000) 10/100 [======>..........................................................] Step: 303ms | Tot: 3s12ms | Loss: 0.315 | Acc: 90.455% (995/1100) 11/100 [=======>.........................................................] Step: 302ms | Tot: 3s314ms | Loss: 0.336 | Acc: 90.167% (1082/1200) 12/100 [=======>.........................................................] Step: 303ms | Tot: 3s618ms | Loss: 0.331 | Acc: 90.231% (1173/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s917ms | Loss: 0.329 | Acc: 90.500% (1267/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s223ms | Loss: 0.323 | Acc: 90.600% (1359/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s527ms | Loss: 0.328 | Acc: 90.500% (1448/1600) 16/100 [==========>......................................................] Step: 302ms | Tot: 4s829ms | Loss: 0.317 | Acc: 90.824% (1544/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s134ms | Loss: 0.326 | Acc: 90.444% (1628/1800) 18/100 [===========>.....................................................] Step: 301ms | Tot: 5s436ms | Loss: 0.332 | Acc: 90.421% (1718/1900) 19/100 [============>....................................................] Step: 298ms | Tot: 5s734ms | Loss: 0.337 | Acc: 90.400% (1808/2000) 20/100 [=============>...................................................] Step: 301ms | Tot: 6s35ms | Loss: 0.336 | Acc: 90.476% (1900/2100) 21/100 [=============>...................................................] Step: 302ms | Tot: 6s338ms | Loss: 0.334 | Acc: 90.636% (1994/2200) 22/100 [==============>..................................................] Step: 301ms | Tot: 6s640ms | Loss: 0.339 | Acc: 90.478% (2081/2300) 23/100 [==============>..................................................] Step: 311ms | Tot: 6s951ms | Loss: 0.341 | Acc: 90.417% (2170/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s259ms | Loss: 0.345 | Acc: 90.480% (2262/2500) 25/100 [================>................................................] Step: 321ms | Tot: 7s580ms | Loss: 0.349 | Acc: 90.385% (2350/2600) 26/100 [================>................................................] Step: 304ms | Tot: 7s885ms | Loss: 0.342 | Acc: 90.481% (2443/2700) 27/100 [=================>...............................................] Step: 311ms | Tot: 8s196ms | Loss: 0.344 | Acc: 90.536% (2535/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s509ms | Loss: 0.348 | Acc: 90.621% (2628/2900) 29/100 [==================>..............................................] Step: 307ms | Tot: 8s817ms | Loss: 0.345 | Acc: 90.700% (2721/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s124ms | Loss: 0.341 | Acc: 90.613% (2809/3100) 31/100 [====================>............................................] Step: 298ms | Tot: 9s422ms | Loss: 0.343 | Acc: 90.656% (2901/3200) 32/100 [====================>............................................] Step: 303ms | Tot: 9s726ms | Loss: 0.340 | Acc: 90.727% (2994/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s31ms | Loss: 0.342 | Acc: 90.676% (3083/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s334ms | Loss: 0.348 | Acc: 90.543% (3169/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s640ms | Loss: 0.344 | Acc: 90.611% (3262/3600) 36/100 [=======================>.........................................] Step: 294ms | Tot: 10s934ms | Loss: 0.345 | Acc: 90.595% (3352/3700) 37/100 [========================>........................................] Step: 305ms | Tot: 11s240ms | Loss: 0.347 | Acc: 90.526% (3440/3800) 38/100 [========================>........................................] Step: 302ms | Tot: 11s543ms | Loss: 0.347 | Acc: 90.615% (3534/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s843ms | Loss: 0.346 | Acc: 90.650% (3626/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s153ms | Loss: 0.351 | Acc: 90.610% (3715/4100) 41/100 [==========================>......................................] Step: 300ms | Tot: 12s453ms | Loss: 0.356 | Acc: 90.571% (3804/4200) 42/100 [===========================>.....................................] Step: 297ms | Tot: 12s751ms | Loss: 0.352 | Acc: 90.698% (3900/4300) 43/100 [===========================>.....................................] Step: 313ms | Tot: 13s64ms | Loss: 0.352 | Acc: 90.705% (3991/4400) 44/100 [============================>....................................] Step: 308ms | Tot: 13s373ms | Loss: 0.349 | Acc: 90.778% (4085/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s676ms | Loss: 0.348 | Acc: 90.739% (4174/4600) 46/100 [=============================>...................................] Step: 307ms | Tot: 13s983ms | Loss: 0.348 | Acc: 90.723% (4264/4700) 47/100 [==============================>..................................] Step: 302ms | Tot: 14s286ms | Loss: 0.351 | Acc: 90.688% (4353/4800) 48/100 [===============================>.................................] Step: 306ms | Tot: 14s593ms | Loss: 0.348 | Acc: 90.776% (4448/4900) 49/100 [===============================>.................................] Step: 298ms | Tot: 14s891ms | Loss: 0.351 | Acc: 90.760% (4538/5000) 50/100 [================================>................................] Step: 305ms | Tot: 15s196ms | Loss: 0.352 | Acc: 90.745% (4628/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s506ms | Loss: 0.353 | Acc: 90.731% (4718/5200) 52/100 [=================================>...............................] Step: 305ms | Tot: 15s812ms | Loss: 0.353 | Acc: 90.717% (4808/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s125ms | Loss: 0.354 | Acc: 90.704% (4898/5400) 54/100 [===================================>.............................] Step: 301ms | Tot: 16s427ms | Loss: 0.353 | Acc: 90.673% (4987/5500) 55/100 [===================================>.............................] Step: 310ms | Tot: 16s737ms | Loss: 0.355 | Acc: 90.679% (5078/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s48ms | Loss: 0.354 | Acc: 90.702% (5170/5700) 57/100 [=====================================>...........................] Step: 318ms | Tot: 17s367ms | Loss: 0.351 | Acc: 90.793% (5266/5800) 58/100 [=====================================>...........................] Step: 303ms | Tot: 17s670ms | Loss: 0.352 | Acc: 90.729% (5353/5900) 59/100 [======================================>..........................] Step: 306ms | Tot: 17s976ms | Loss: 0.351 | Acc: 90.700% (5442/6000) 60/100 [=======================================>.........................] Step: 305ms | Tot: 18s281ms | Loss: 0.350 | Acc: 90.705% (5533/6100) 61/100 [=======================================>.........................] Step: 306ms | Tot: 18s587ms | Loss: 0.352 | Acc: 90.661% (5621/6200) 62/100 [========================================>........................] Step: 304ms | Tot: 18s891ms | Loss: 0.350 | Acc: 90.698% (5714/6300) 63/100 [========================================>........................] Step: 311ms | Tot: 19s203ms | Loss: 0.346 | Acc: 90.797% (5811/6400) 64/100 [=========================================>.......................] Step: 300ms | Tot: 19s503ms | Loss: 0.346 | Acc: 90.769% (5900/6500) 65/100 [==========================================>......................] Step: 301ms | Tot: 19s804ms | Loss: 0.346 | Acc: 90.758% (5990/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s111ms | Loss: 0.343 | Acc: 90.821% (6085/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s414ms | Loss: 0.345 | Acc: 90.779% (6173/6800) 68/100 [============================================>....................] Step: 313ms | Tot: 20s728ms | Loss: 0.342 | Acc: 90.812% (6266/6900) 69/100 [============================================>....................] Step: 315ms | Tot: 21s43ms | Loss: 0.341 | Acc: 90.829% (6358/7000) 70/100 [=============================================>...................] Step: 323ms | Tot: 21s366ms | Loss: 0.346 | Acc: 90.746% (6443/7100) 71/100 [==============================================>..................] Step: 304ms | Tot: 21s671ms | Loss: 0.348 | Acc: 90.722% (6532/7200) 72/100 [==============================================>..................] Step: 303ms | Tot: 21s974ms | Loss: 0.344 | Acc: 90.767% (6626/7300) 73/100 [===============================================>.................] Step: 306ms | Tot: 22s281ms | Loss: 0.346 | Acc: 90.784% (6718/7400) 74/100 [================================================>................] Step: 299ms | Tot: 22s581ms | Loss: 0.345 | Acc: 90.787% (6809/7500) 75/100 [================================================>................] Step: 300ms | Tot: 22s881ms | Loss: 0.348 | Acc: 90.737% (6896/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s187ms | Loss: 0.348 | Acc: 90.701% (6984/7700) 77/100 [==================================================>..............] Step: 299ms | Tot: 23s487ms | Loss: 0.347 | Acc: 90.731% (7077/7800) 78/100 [==================================================>..............] Step: 301ms | Tot: 23s788ms | Loss: 0.346 | Acc: 90.747% (7169/7900) 79/100 [===================================================>.............] Step: 305ms | Tot: 24s93ms | Loss: 0.345 | Acc: 90.763% (7261/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s395ms | Loss: 0.344 | Acc: 90.765% (7352/8100) 81/100 [====================================================>............] Step: 307ms | Tot: 24s703ms | Loss: 0.344 | Acc: 90.744% (7441/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s7ms | Loss: 0.343 | Acc: 90.759% (7533/8300) 83/100 [=====================================================>...........] Step: 305ms | Tot: 25s312ms | Loss: 0.343 | Acc: 90.750% (7623/8400) 84/100 [======================================================>..........] Step: 300ms | Tot: 25s612ms | Loss: 0.343 | Acc: 90.753% (7714/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s915ms | Loss: 0.345 | Acc: 90.698% (7800/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s225ms | Loss: 0.343 | Acc: 90.701% (7891/8700) 87/100 [========================================================>........] Step: 309ms | Tot: 26s535ms | Loss: 0.343 | Acc: 90.705% (7982/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 26s838ms | Loss: 0.343 | Acc: 90.708% (8073/8900) 89/100 [=========================================================>.......] Step: 311ms | Tot: 27s149ms | Loss: 0.342 | Acc: 90.733% (8166/9000) 90/100 [==========================================================>......] Step: 308ms | Tot: 27s457ms | Loss: 0.342 | Acc: 90.758% (8259/9100) 91/100 [===========================================================>.....] Step: 305ms | Tot: 27s762ms | Loss: 0.340 | Acc: 90.793% (8353/9200) 92/100 [===========================================================>.....] Step: 307ms | Tot: 28s69ms | Loss: 0.343 | Acc: 90.763% (8441/9300) 93/100 [============================================================>....] Step: 303ms | Tot: 28s373ms | Loss: 0.343 | Acc: 90.755% (8531/9400) 94/100 [=============================================================>...] Step: 302ms | Tot: 28s675ms | Loss: 0.341 | Acc: 90.779% (8624/9500) 95/100 [=============================================================>...] Step: 302ms | Tot: 28s978ms | Loss: 0.340 | Acc: 90.792% (8716/9600) 96/100 [==============================================================>..] Step: 306ms | Tot: 29s285ms | Loss: 0.339 | Acc: 90.814% (8809/9700) 97/100 [===============================================================>.] Step: 301ms | Tot: 29s586ms | Loss: 0.338 | Acc: 90.847% (8903/9800) 98/100 [===============================================================>.] Step: 299ms | Tot: 29s886ms | Loss: 0.340 | Acc: 90.788% (8988/9900) 99/100 [================================================================>] Step: 311ms | Tot: 30s198ms | Loss: 0.338 | Acc: 90.850% (9085/10000) 100/100 + +Epoch: 195 + [>................................................................] Step: 626ms | Tot: 2ms | Loss: 0.066 | Acc: 96.875% (124/128) 1/391 [>................................................................] Step: 389ms | Tot: 391ms | Loss: 0.064 | Acc: 97.656% (250/256) 2/391 [>................................................................] Step: 372ms | Tot: 763ms | Loss: 0.055 | Acc: 97.917% (376/384) 3/391 [>................................................................] Step: 366ms | Tot: 1s129ms | Loss: 0.052 | Acc: 98.047% (502/512) 4/391 [>................................................................] Step: 371ms | Tot: 1s501ms | Loss: 0.053 | Acc: 98.125% (628/640) 5/391 [>................................................................] Step: 364ms | Tot: 1s865ms | Loss: 0.054 | Acc: 98.047% (753/768) 6/391 [>................................................................] Step: 363ms | Tot: 2s228ms | Loss: 0.053 | Acc: 98.103% (879/896) 7/391 [=>...............................................................] Step: 366ms | Tot: 2s595ms | Loss: 0.051 | Acc: 98.242% (1006/1024) 8/391 [=>...............................................................] Step: 372ms | Tot: 2s968ms | Loss: 0.049 | Acc: 98.264% (1132/1152) 9/391 [=>...............................................................] Step: 370ms | Tot: 3s338ms | Loss: 0.046 | Acc: 98.359% (1259/1280) 10/391 [=>...............................................................] Step: 366ms | Tot: 3s705ms | Loss: 0.050 | Acc: 98.153% (1382/1408) 11/391 [=>...............................................................] Step: 361ms | Tot: 4s67ms | Loss: 0.049 | Acc: 98.307% (1510/1536) 12/391 [=>...............................................................] Step: 376ms | Tot: 4s443ms | Loss: 0.046 | Acc: 98.438% (1638/1664) 13/391 [==>..............................................................] Step: 360ms | Tot: 4s804ms | Loss: 0.048 | Acc: 98.326% (1762/1792) 14/391 [==>..............................................................] Step: 358ms | Tot: 5s162ms | Loss: 0.048 | Acc: 98.333% (1888/1920) 15/391 [==>..............................................................] Step: 360ms | Tot: 5s523ms | Loss: 0.048 | Acc: 98.389% (2015/2048) 16/391 [==>..............................................................] Step: 360ms | Tot: 5s884ms | Loss: 0.047 | Acc: 98.438% (2142/2176) 17/391 [==>..............................................................] Step: 368ms | Tot: 6s252ms | Loss: 0.048 | Acc: 98.394% (2267/2304) 18/391 [==>..............................................................] Step: 374ms | Tot: 6s626ms | Loss: 0.047 | Acc: 98.438% (2394/2432) 19/391 [===>.............................................................] Step: 366ms | Tot: 6s993ms | Loss: 0.046 | Acc: 98.516% (2522/2560) 20/391 [===>.............................................................] Step: 366ms | Tot: 7s359ms | Loss: 0.046 | Acc: 98.512% (2648/2688) 21/391 [===>.............................................................] Step: 356ms | Tot: 7s716ms | Loss: 0.046 | Acc: 98.580% (2776/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s81ms | Loss: 0.046 | Acc: 98.539% (2901/2944) 23/391 [===>.............................................................] Step: 373ms | Tot: 8s454ms | Loss: 0.045 | Acc: 98.600% (3029/3072) 24/391 [===>.............................................................] Step: 360ms | Tot: 8s815ms | Loss: 0.044 | Acc: 98.656% (3157/3200) 25/391 [====>............................................................] Step: 359ms | Tot: 9s175ms | Loss: 0.044 | Acc: 98.648% (3283/3328) 26/391 [====>............................................................] Step: 369ms | Tot: 9s544ms | Loss: 0.044 | Acc: 98.669% (3410/3456) 27/391 [====>............................................................] Step: 360ms | Tot: 9s905ms | Loss: 0.043 | Acc: 98.689% (3537/3584) 28/391 [====>............................................................] Step: 361ms | Tot: 10s266ms | Loss: 0.043 | Acc: 98.680% (3663/3712) 29/391 [====>............................................................] Step: 357ms | Tot: 10s623ms | Loss: 0.043 | Acc: 98.672% (3789/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 10s988ms | Loss: 0.043 | Acc: 98.690% (3916/3968) 31/391 [=====>...........................................................] Step: 362ms | Tot: 11s350ms | Loss: 0.043 | Acc: 98.706% (4043/4096) 32/391 [=====>...........................................................] Step: 360ms | Tot: 11s711ms | Loss: 0.044 | Acc: 98.698% (4169/4224) 33/391 [=====>...........................................................] Step: 354ms | Tot: 12s66ms | Loss: 0.043 | Acc: 98.736% (4297/4352) 34/391 [=====>...........................................................] Step: 371ms | Tot: 12s437ms | Loss: 0.044 | Acc: 98.705% (4422/4480) 35/391 [=====>...........................................................] Step: 367ms | Tot: 12s804ms | Loss: 0.044 | Acc: 98.698% (4548/4608) 36/391 [=====>...........................................................] Step: 357ms | Tot: 13s161ms | Loss: 0.045 | Acc: 98.649% (4672/4736) 37/391 [======>..........................................................] Step: 362ms | Tot: 13s523ms | Loss: 0.045 | Acc: 98.643% (4798/4864) 38/391 [======>..........................................................] Step: 359ms | Tot: 13s882ms | Loss: 0.045 | Acc: 98.638% (4924/4992) 39/391 [======>..........................................................] Step: 358ms | Tot: 14s240ms | Loss: 0.045 | Acc: 98.633% (5050/5120) 40/391 [======>..........................................................] Step: 360ms | Tot: 14s601ms | Loss: 0.044 | Acc: 98.628% (5176/5248) 41/391 [======>..........................................................] Step: 360ms | Tot: 14s962ms | Loss: 0.045 | Acc: 98.605% (5301/5376) 42/391 [======>..........................................................] Step: 364ms | Tot: 15s326ms | Loss: 0.045 | Acc: 98.637% (5429/5504) 43/391 [=======>.........................................................] Step: 355ms | Tot: 15s681ms | Loss: 0.044 | Acc: 98.668% (5557/5632) 44/391 [=======>.........................................................] Step: 366ms | Tot: 16s48ms | Loss: 0.044 | Acc: 98.681% (5684/5760) 45/391 [=======>.........................................................] Step: 372ms | Tot: 16s421ms | Loss: 0.044 | Acc: 98.692% (5811/5888) 46/391 [=======>.........................................................] Step: 363ms | Tot: 16s784ms | Loss: 0.045 | Acc: 98.637% (5934/6016) 47/391 [=======>.........................................................] Step: 358ms | Tot: 17s143ms | Loss: 0.045 | Acc: 98.665% (6062/6144) 48/391 [=======>.........................................................] Step: 358ms | Tot: 17s501ms | Loss: 0.045 | Acc: 98.677% (6189/6272) 49/391 [========>........................................................] Step: 359ms | Tot: 17s861ms | Loss: 0.045 | Acc: 98.688% (6316/6400) 50/391 [========>........................................................] Step: 356ms | Tot: 18s217ms | Loss: 0.044 | Acc: 98.698% (6443/6528) 51/391 [========>........................................................] Step: 360ms | Tot: 18s577ms | Loss: 0.044 | Acc: 98.693% (6569/6656) 52/391 [========>........................................................] Step: 358ms | Tot: 18s936ms | Loss: 0.044 | Acc: 98.688% (6695/6784) 53/391 [========>........................................................] Step: 375ms | Tot: 19s311ms | Loss: 0.044 | Acc: 98.683% (6821/6912) 54/391 [========>........................................................] Step: 356ms | Tot: 19s667ms | Loss: 0.044 | Acc: 98.665% (6946/7040) 55/391 [=========>.......................................................] Step: 366ms | Tot: 20s34ms | Loss: 0.045 | Acc: 98.647% (7071/7168) 56/391 [=========>.......................................................] Step: 362ms | Tot: 20s396ms | Loss: 0.045 | Acc: 98.629% (7196/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s761ms | Loss: 0.045 | Acc: 98.613% (7321/7424) 58/391 [=========>.......................................................] Step: 353ms | Tot: 21s115ms | Loss: 0.045 | Acc: 98.623% (7448/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s480ms | Loss: 0.045 | Acc: 98.633% (7575/7680) 60/391 [=========>.......................................................] Step: 369ms | Tot: 21s849ms | Loss: 0.045 | Acc: 98.604% (7699/7808) 61/391 [==========>......................................................] Step: 354ms | Tot: 22s204ms | Loss: 0.045 | Acc: 98.614% (7826/7936) 62/391 [==========>......................................................] Step: 365ms | Tot: 22s569ms | Loss: 0.045 | Acc: 98.611% (7952/8064) 63/391 [==========>......................................................] Step: 359ms | Tot: 22s929ms | Loss: 0.045 | Acc: 98.596% (8077/8192) 64/391 [==========>......................................................] Step: 371ms | Tot: 23s300ms | Loss: 0.045 | Acc: 98.582% (8202/8320) 65/391 [==========>......................................................] Step: 362ms | Tot: 23s662ms | Loss: 0.046 | Acc: 98.556% (8326/8448) 66/391 [==========>......................................................] Step: 353ms | Tot: 24s16ms | Loss: 0.046 | Acc: 98.554% (8452/8576) 67/391 [===========>.....................................................] Step: 363ms | Tot: 24s379ms | Loss: 0.045 | Acc: 98.564% (8579/8704) 68/391 [===========>.....................................................] Step: 352ms | Tot: 24s732ms | Loss: 0.046 | Acc: 98.539% (8703/8832) 69/391 [===========>.....................................................] Step: 360ms | Tot: 25s93ms | Loss: 0.046 | Acc: 98.527% (8828/8960) 70/391 [===========>.....................................................] Step: 366ms | Tot: 25s459ms | Loss: 0.046 | Acc: 98.537% (8955/9088) 71/391 [===========>.....................................................] Step: 370ms | Tot: 25s830ms | Loss: 0.046 | Acc: 98.513% (9079/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s195ms | Loss: 0.046 | Acc: 98.523% (9206/9344) 73/391 [============>....................................................] Step: 360ms | Tot: 26s556ms | Loss: 0.046 | Acc: 98.522% (9332/9472) 74/391 [============>....................................................] Step: 361ms | Tot: 26s917ms | Loss: 0.045 | Acc: 98.542% (9460/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s284ms | Loss: 0.045 | Acc: 98.551% (9587/9728) 76/391 [============>....................................................] Step: 356ms | Tot: 27s640ms | Loss: 0.045 | Acc: 98.559% (9714/9856) 77/391 [============>....................................................] Step: 354ms | Tot: 27s994ms | Loss: 0.045 | Acc: 98.568% (9841/9984) 78/391 [============>....................................................] Step: 365ms | Tot: 28s360ms | Loss: 0.046 | Acc: 98.556% (9966/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 28s723ms | Loss: 0.046 | Acc: 98.574% (10094/10240) 80/391 [=============>...................................................] Step: 365ms | Tot: 29s88ms | Loss: 0.046 | Acc: 98.573% (10220/10368) 81/391 [=============>...................................................] Step: 371ms | Tot: 29s459ms | Loss: 0.046 | Acc: 98.571% (10346/10496) 82/391 [=============>...................................................] Step: 361ms | Tot: 29s821ms | Loss: 0.045 | Acc: 98.588% (10474/10624) 83/391 [=============>...................................................] Step: 358ms | Tot: 30s179ms | Loss: 0.045 | Acc: 98.596% (10601/10752) 84/391 [=============>...................................................] Step: 360ms | Tot: 30s540ms | Loss: 0.045 | Acc: 98.594% (10727/10880) 85/391 [==============>..................................................] Step: 360ms | Tot: 30s901ms | Loss: 0.045 | Acc: 98.592% (10853/11008) 86/391 [==============>..................................................] Step: 368ms | Tot: 31s269ms | Loss: 0.045 | Acc: 98.599% (10980/11136) 87/391 [==============>..................................................] Step: 355ms | Tot: 31s625ms | Loss: 0.045 | Acc: 98.588% (11105/11264) 88/391 [==============>..................................................] Step: 358ms | Tot: 31s983ms | Loss: 0.045 | Acc: 98.604% (11233/11392) 89/391 [==============>..................................................] Step: 371ms | Tot: 32s354ms | Loss: 0.045 | Acc: 98.611% (11360/11520) 90/391 [==============>..................................................] Step: 369ms | Tot: 32s724ms | Loss: 0.044 | Acc: 98.626% (11488/11648) 91/391 [===============>.................................................] Step: 360ms | Tot: 33s84ms | Loss: 0.044 | Acc: 98.633% (11615/11776) 92/391 [===============>.................................................] Step: 366ms | Tot: 33s451ms | Loss: 0.044 | Acc: 98.648% (11743/11904) 93/391 [===============>.................................................] Step: 356ms | Tot: 33s807ms | Loss: 0.044 | Acc: 98.654% (11870/12032) 94/391 [===============>.................................................] Step: 358ms | Tot: 34s165ms | Loss: 0.045 | Acc: 98.627% (11993/12160) 95/391 [===============>.................................................] Step: 363ms | Tot: 34s528ms | Loss: 0.045 | Acc: 98.625% (12119/12288) 96/391 [===============>.................................................] Step: 358ms | Tot: 34s887ms | Loss: 0.045 | Acc: 98.623% (12245/12416) 97/391 [================>................................................] Step: 361ms | Tot: 35s249ms | Loss: 0.045 | Acc: 98.613% (12370/12544) 98/391 [================>................................................] Step: 363ms | Tot: 35s612ms | Loss: 0.045 | Acc: 98.603% (12495/12672) 99/391 [================>................................................] Step: 360ms | Tot: 35s973ms | Loss: 0.045 | Acc: 98.602% (12621/12800) 100/391 [================>................................................] Step: 359ms | Tot: 36s332ms | Loss: 0.045 | Acc: 98.608% (12748/12928) 101/391 [================>................................................] Step: 365ms | Tot: 36s698ms | Loss: 0.045 | Acc: 98.606% (12874/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s64ms | Loss: 0.045 | Acc: 98.612% (13001/13184) 103/391 [=================>...............................................] Step: 366ms | Tot: 37s431ms | Loss: 0.045 | Acc: 98.603% (13126/13312) 104/391 [=================>...............................................] Step: 362ms | Tot: 37s794ms | Loss: 0.045 | Acc: 98.609% (13253/13440) 105/391 [=================>...............................................] Step: 356ms | Tot: 38s150ms | Loss: 0.045 | Acc: 98.614% (13380/13568) 106/391 [=================>...............................................] Step: 368ms | Tot: 38s518ms | Loss: 0.045 | Acc: 98.598% (13504/13696) 107/391 [=================>...............................................] Step: 372ms | Tot: 38s891ms | Loss: 0.045 | Acc: 98.604% (13631/13824) 108/391 [=================>...............................................] Step: 371ms | Tot: 39s262ms | Loss: 0.045 | Acc: 98.595% (13756/13952) 109/391 [==================>..............................................] Step: 359ms | Tot: 39s622ms | Loss: 0.046 | Acc: 98.594% (13882/14080) 110/391 [==================>..............................................] Step: 357ms | Tot: 39s979ms | Loss: 0.046 | Acc: 98.585% (14007/14208) 111/391 [==================>..............................................] Step: 372ms | Tot: 40s352ms | Loss: 0.046 | Acc: 98.591% (14134/14336) 112/391 [==================>..............................................] Step: 363ms | Tot: 40s715ms | Loss: 0.045 | Acc: 98.597% (14261/14464) 113/391 [==================>..............................................] Step: 365ms | Tot: 41s80ms | Loss: 0.046 | Acc: 98.588% (14386/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 41s445ms | Loss: 0.046 | Acc: 98.573% (14510/14720) 115/391 [===================>.............................................] Step: 369ms | Tot: 41s815ms | Loss: 0.046 | Acc: 98.586% (14638/14848) 116/391 [===================>.............................................] Step: 375ms | Tot: 42s191ms | Loss: 0.045 | Acc: 98.591% (14765/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 42s556ms | Loss: 0.045 | Acc: 98.603% (14893/15104) 118/391 [===================>.............................................] Step: 364ms | Tot: 42s920ms | Loss: 0.045 | Acc: 98.608% (15020/15232) 119/391 [===================>.............................................] Step: 374ms | Tot: 43s295ms | Loss: 0.045 | Acc: 98.620% (15148/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s660ms | Loss: 0.045 | Acc: 98.612% (15273/15488) 121/391 [====================>............................................] Step: 355ms | Tot: 44s15ms | Loss: 0.046 | Acc: 98.604% (15398/15616) 122/391 [====================>............................................] Step: 369ms | Tot: 44s385ms | Loss: 0.046 | Acc: 98.596% (15523/15744) 123/391 [====================>............................................] Step: 363ms | Tot: 44s749ms | Loss: 0.046 | Acc: 98.595% (15649/15872) 124/391 [====================>............................................] Step: 361ms | Tot: 45s110ms | Loss: 0.046 | Acc: 98.588% (15774/16000) 125/391 [====================>............................................] Step: 374ms | Tot: 45s484ms | Loss: 0.046 | Acc: 98.599% (15902/16128) 126/391 [====================>............................................] Step: 361ms | Tot: 45s846ms | Loss: 0.046 | Acc: 98.597% (16028/16256) 127/391 [=====================>...........................................] Step: 361ms | Tot: 46s207ms | Loss: 0.046 | Acc: 98.608% (16156/16384) 128/391 [=====================>...........................................] Step: 358ms | Tot: 46s566ms | Loss: 0.046 | Acc: 98.613% (16283/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 46s927ms | Loss: 0.046 | Acc: 98.612% (16409/16640) 130/391 [=====================>...........................................] Step: 364ms | Tot: 47s292ms | Loss: 0.046 | Acc: 98.604% (16534/16768) 131/391 [=====================>...........................................] Step: 358ms | Tot: 47s651ms | Loss: 0.046 | Acc: 98.615% (16662/16896) 132/391 [=====================>...........................................] Step: 353ms | Tot: 48s4ms | Loss: 0.046 | Acc: 98.620% (16789/17024) 133/391 [======================>..........................................] Step: 362ms | Tot: 48s367ms | Loss: 0.046 | Acc: 98.618% (16915/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 48s732ms | Loss: 0.046 | Acc: 98.623% (17042/17280) 135/391 [======================>..........................................] Step: 360ms | Tot: 49s93ms | Loss: 0.046 | Acc: 98.627% (17169/17408) 136/391 [======================>..........................................] Step: 364ms | Tot: 49s457ms | Loss: 0.046 | Acc: 98.626% (17295/17536) 137/391 [======================>..........................................] Step: 358ms | Tot: 49s816ms | Loss: 0.046 | Acc: 98.619% (17420/17664) 138/391 [======================>..........................................] Step: 357ms | Tot: 50s173ms | Loss: 0.046 | Acc: 98.623% (17547/17792) 139/391 [=======================>.........................................] Step: 362ms | Tot: 50s535ms | Loss: 0.046 | Acc: 98.622% (17673/17920) 140/391 [=======================>.........................................] Step: 368ms | Tot: 50s904ms | Loss: 0.046 | Acc: 98.604% (17796/18048) 141/391 [=======================>.........................................] Step: 368ms | Tot: 51s272ms | Loss: 0.046 | Acc: 98.614% (17924/18176) 142/391 [=======================>.........................................] Step: 357ms | Tot: 51s630ms | Loss: 0.046 | Acc: 98.607% (18049/18304) 143/391 [=======================>.........................................] Step: 364ms | Tot: 51s994ms | Loss: 0.046 | Acc: 98.617% (18177/18432) 144/391 [=======================>.........................................] Step: 370ms | Tot: 52s364ms | Loss: 0.046 | Acc: 98.621% (18304/18560) 145/391 [========================>........................................] Step: 362ms | Tot: 52s727ms | Loss: 0.046 | Acc: 98.619% (18430/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 53s87ms | Loss: 0.046 | Acc: 98.629% (18558/18816) 147/391 [========================>........................................] Step: 364ms | Tot: 53s451ms | Loss: 0.046 | Acc: 98.638% (18686/18944) 148/391 [========================>........................................] Step: 359ms | Tot: 53s811ms | Loss: 0.046 | Acc: 98.637% (18812/19072) 149/391 [========================>........................................] Step: 356ms | Tot: 54s167ms | Loss: 0.046 | Acc: 98.641% (18939/19200) 150/391 [========================>........................................] Step: 366ms | Tot: 54s533ms | Loss: 0.046 | Acc: 98.639% (19065/19328) 151/391 [=========================>.......................................] Step: 361ms | Tot: 54s895ms | Loss: 0.045 | Acc: 98.643% (19192/19456) 152/391 [=========================>.......................................] Step: 372ms | Tot: 55s267ms | Loss: 0.045 | Acc: 98.652% (19320/19584) 153/391 [=========================>.......................................] Step: 361ms | Tot: 55s628ms | Loss: 0.045 | Acc: 98.656% (19447/19712) 154/391 [=========================>.......................................] Step: 367ms | Tot: 55s995ms | Loss: 0.045 | Acc: 98.659% (19574/19840) 155/391 [=========================>.......................................] Step: 360ms | Tot: 56s356ms | Loss: 0.045 | Acc: 98.663% (19701/19968) 156/391 [=========================>.......................................] Step: 362ms | Tot: 56s719ms | Loss: 0.045 | Acc: 98.666% (19828/20096) 157/391 [==========================>......................................] Step: 356ms | Tot: 57s75ms | Loss: 0.045 | Acc: 98.670% (19955/20224) 158/391 [==========================>......................................] Step: 371ms | Tot: 57s447ms | Loss: 0.045 | Acc: 98.664% (20080/20352) 159/391 [==========================>......................................] Step: 359ms | Tot: 57s807ms | Loss: 0.045 | Acc: 98.667% (20207/20480) 160/391 [==========================>......................................] Step: 364ms | Tot: 58s172ms | Loss: 0.045 | Acc: 98.661% (20332/20608) 161/391 [==========================>......................................] Step: 373ms | Tot: 58s545ms | Loss: 0.045 | Acc: 98.669% (20460/20736) 162/391 [==========================>......................................] Step: 364ms | Tot: 58s910ms | Loss: 0.045 | Acc: 98.668% (20586/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 59s277ms | Loss: 0.045 | Acc: 98.671% (20713/20992) 164/391 [===========================>.....................................] Step: 367ms | Tot: 59s645ms | Loss: 0.045 | Acc: 98.670% (20839/21120) 165/391 [===========================>.....................................] Step: 360ms | Tot: 1m5ms | Loss: 0.045 | Acc: 98.678% (20967/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m377ms | Loss: 0.045 | Acc: 98.676% (21093/21376) 167/391 [===========================>.....................................] Step: 357ms | Tot: 1m734ms | Loss: 0.045 | Acc: 98.675% (21219/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.045 | Acc: 98.669% (21344/21632) 169/391 [============================>....................................] Step: 371ms | Tot: 1m1s | Loss: 0.045 | Acc: 98.672% (21471/21760) 170/391 [============================>....................................] Step: 372ms | Tot: 1m1s | Loss: 0.045 | Acc: 98.666% (21596/21888) 171/391 [============================>....................................] Step: 361ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.665% (21722/22016) 172/391 [============================>....................................] Step: 362ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.659% (21847/22144) 173/391 [============================>....................................] Step: 360ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.658% (21973/22272) 174/391 [============================>....................................] Step: 367ms | Tot: 1m3s | Loss: 0.045 | Acc: 98.661% (22100/22400) 175/391 [=============================>...................................] Step: 360ms | Tot: 1m3s | Loss: 0.045 | Acc: 98.655% (22225/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.654% (22351/22656) 177/391 [=============================>...................................] Step: 361ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.648% (22476/22784) 178/391 [=============================>...................................] Step: 363ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.643% (22601/22912) 179/391 [=============================>...................................] Step: 365ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.650% (22729/23040) 180/391 [=============================>...................................] Step: 369ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.658% (22857/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.656% (22983/23296) 182/391 [==============================>..................................] Step: 357ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.664% (23111/23424) 183/391 [==============================>..................................] Step: 364ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.667% (23238/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.670% (23365/23680) 185/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.664% (23490/23808) 186/391 [==============================>..................................] Step: 363ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.671% (23618/23936) 187/391 [===============================>.................................] Step: 371ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.658% (23741/24064) 188/391 [===============================>.................................] Step: 375ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.665% (23869/24192) 189/391 [===============================>.................................] Step: 370ms | Tot: 1m8s | Loss: 0.046 | Acc: 98.647% (23991/24320) 190/391 [===============================>.................................] Step: 358ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.654% (24119/24448) 191/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.657% (24246/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.652% (24371/24704) 193/391 [================================>................................] Step: 370ms | Tot: 1m10s | Loss: 0.045 | Acc: 98.651% (24497/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.654% (24624/24960) 195/391 [================================>................................] Step: 360ms | Tot: 1m10s | Loss: 0.046 | Acc: 98.653% (24750/25088) 196/391 [================================>................................] Step: 364ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.652% (24876/25216) 197/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.046 | Acc: 98.658% (25004/25344) 198/391 [================================>................................] Step: 359ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.665% (25132/25472) 199/391 [=================================>...............................] Step: 366ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.668% (25259/25600) 200/391 [=================================>...............................] Step: 362ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.671% (25386/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.666% (25511/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.668% (25638/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.671% (25765/26112) 204/391 [=================================>...............................] Step: 367ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.659% (25888/26240) 205/391 [==================================>..............................] Step: 361ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.665% (26016/26368) 206/391 [==================================>..............................] Step: 370ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.660% (26141/26496) 207/391 [==================================>..............................] Step: 367ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.663% (26268/26624) 208/391 [==================================>..............................] Step: 360ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.662% (26394/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.657% (26519/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.649% (26643/27008) 211/391 [===================================>.............................] Step: 359ms | Tot: 1m16s | Loss: 0.046 | Acc: 98.644% (26768/27136) 212/391 [===================================>.............................] Step: 358ms | Tot: 1m17s | Loss: 0.046 | Acc: 98.643% (26894/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.646% (27021/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.648% (27148/27520) 215/391 [===================================>.............................] Step: 363ms | Tot: 1m18s | Loss: 0.046 | Acc: 98.640% (27272/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.639% (27398/27776) 217/391 [====================================>............................] Step: 363ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.642% (27525/27904) 218/391 [====================================>............................] Step: 374ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.644% (27652/28032) 219/391 [====================================>............................] Step: 359ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.640% (27777/28160) 220/391 [====================================>............................] Step: 359ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.635% (27902/28288) 221/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.628% (28026/28416) 222/391 [====================================>............................] Step: 357ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.630% (28153/28544) 223/391 [=====================================>...........................] Step: 365ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.629% (28279/28672) 224/391 [=====================================>...........................] Step: 379ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.625% (28404/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.621% (28529/28928) 226/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.616% (28654/29056) 227/391 [=====================================>...........................] Step: 361ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.623% (28782/29184) 228/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.629% (28910/29312) 229/391 [======================================>..........................] Step: 362ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.624% (29035/29440) 230/391 [======================================>..........................] Step: 360ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.624% (29161/29568) 231/391 [======================================>..........................] Step: 362ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.626% (29288/29696) 232/391 [======================================>..........................] Step: 365ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.632% (29416/29824) 233/391 [======================================>..........................] Step: 371ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.631% (29542/29952) 234/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.630% (29668/30080) 235/391 [=======================================>.........................] Step: 372ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.633% (29795/30208) 236/391 [=======================================>.........................] Step: 361ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.632% (29921/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.634% (30048/30464) 238/391 [=======================================>.........................] Step: 360ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.627% (30172/30592) 239/391 [=======================================>.........................] Step: 363ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.623% (30297/30720) 240/391 [=======================================>.........................] Step: 366ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.619% (30422/30848) 241/391 [========================================>........................] Step: 364ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.622% (30549/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.627% (30677/31104) 243/391 [========================================>........................] Step: 368ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.617% (30800/31232) 244/391 [========================================>........................] Step: 360ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.622% (30928/31360) 245/391 [========================================>........................] Step: 357ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.628% (31056/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.634% (31184/31616) 247/391 [=========================================>.......................] Step: 355ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.639% (31312/31744) 248/391 [=========================================>.......................] Step: 361ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.638% (31438/31872) 249/391 [=========================================>.......................] Step: 355ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.641% (31565/32000) 250/391 [=========================================>.......................] Step: 360ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.640% (31691/32128) 251/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.636% (31816/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.638% (31943/32384) 253/391 [==========================================>......................] Step: 404ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.637% (32069/32512) 254/391 [==========================================>......................] Step: 404ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.640% (32196/32640) 255/391 [==========================================>......................] Step: 360ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.645% (32324/32768) 256/391 [==========================================>......................] Step: 364ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.644% (32450/32896) 257/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.649% (32578/33024) 258/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.646% (32703/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.648% (32830/33280) 260/391 [===========================================>.....................] Step: 366ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.644% (32955/33408) 261/391 [===========================================>.....................] Step: 360ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.649% (33083/33536) 262/391 [===========================================>.....................] Step: 368ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.651% (33210/33664) 263/391 [===========================================>.....................] Step: 367ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.654% (33337/33792) 264/391 [===========================================>.....................] Step: 361ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.647% (33461/33920) 265/391 [============================================>....................] Step: 360ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.652% (33589/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.654% (33716/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.656% (33843/34304) 268/391 [============================================>....................] Step: 363ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.661% (33971/34432) 269/391 [============================================>....................] Step: 364ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.666% (34099/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.662% (34224/34688) 271/391 [=============================================>...................] Step: 361ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.662% (34350/34816) 272/391 [=============================================>...................] Step: 362ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.666% (34478/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.671% (34606/35072) 274/391 [=============================================>...................] Step: 360ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.668% (34731/35200) 275/391 [=============================================>...................] Step: 357ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.670% (34858/35328) 276/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.674% (34986/35456) 277/391 [==============================================>..................] Step: 364ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.668% (35110/35584) 278/391 [==============================================>..................] Step: 373ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.667% (35236/35712) 279/391 [==============================================>..................] Step: 362ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.661% (35360/35840) 280/391 [==============================================>..................] Step: 359ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.654% (35484/35968) 281/391 [==============================================>..................] Step: 368ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.654% (35610/36096) 282/391 [==============================================>..................] Step: 358ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.658% (35738/36224) 283/391 [===============================================>.................] Step: 359ms | Tot: 1m43s | Loss: 0.045 | Acc: 98.663% (35866/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.662% (35992/36480) 285/391 [===============================================>.................] Step: 360ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.659% (36117/36608) 286/391 [===============================================>.................] Step: 362ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.661% (36244/36736) 287/391 [===============================================>.................] Step: 373ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.660% (36370/36864) 288/391 [===============================================>.................] Step: 361ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.665% (36498/36992) 289/391 [================================================>................] Step: 360ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.666% (36625/37120) 290/391 [================================================>................] Step: 358ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.671% (36753/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.668% (36878/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.667% (37004/37504) 293/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.671% (37132/37632) 294/391 [================================================>................] Step: 358ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.673% (37259/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.672% (37385/37888) 296/391 [=================================================>...............] Step: 370ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.674% (37512/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.666% (37635/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.667% (37762/38272) 299/391 [=================================================>...............] Step: 361ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.667% (37888/38400) 300/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.671% (38016/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m49s | Loss: 0.045 | Acc: 98.675% (38144/38656) 302/391 [==================================================>..............] Step: 360ms | Tot: 1m49s | Loss: 0.045 | Acc: 98.675% (38270/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.674% (38396/38912) 304/391 [==================================================>..............] Step: 358ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.676% (38523/39040) 305/391 [==================================================>..............] Step: 363ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.677% (38650/39168) 306/391 [==================================================>..............] Step: 370ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.679% (38777/39296) 307/391 [===================================================>.............] Step: 371ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.684% (38905/39424) 308/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.685% (39032/39552) 309/391 [===================================================>.............] Step: 364ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.690% (39160/39680) 310/391 [===================================================>.............] Step: 360ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.684% (39284/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.688% (39412/39936) 312/391 [===================================================>.............] Step: 363ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.690% (39539/40064) 313/391 [====================================================>............] Step: 364ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.684% (39663/40192) 314/391 [====================================================>............] Step: 372ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.681% (39788/40320) 315/391 [====================================================>............] Step: 365ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.682% (39915/40448) 316/391 [====================================================>............] Step: 355ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.681% (40041/40576) 317/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.681% (40167/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.680% (40293/40832) 319/391 [=====================================================>...........] Step: 355ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.684% (40421/40960) 320/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.683% (40547/41088) 321/391 [=====================================================>...........] Step: 361ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.680% (40672/41216) 322/391 [=====================================================>...........] Step: 365ms | Tot: 1m57s | Loss: 0.045 | Acc: 98.677% (40797/41344) 323/391 [=====================================================>...........] Step: 364ms | Tot: 1m57s | Loss: 0.045 | Acc: 98.676% (40923/41472) 324/391 [=====================================================>...........] Step: 360ms | Tot: 1m57s | Loss: 0.045 | Acc: 98.680% (41051/41600) 325/391 [======================================================>..........] Step: 370ms | Tot: 1m58s | Loss: 0.045 | Acc: 98.684% (41179/41728) 326/391 [======================================================>..........] Step: 359ms | Tot: 1m58s | Loss: 0.045 | Acc: 98.686% (41306/41856) 327/391 [======================================================>..........] Step: 358ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.680% (41430/41984) 328/391 [======================================================>..........] Step: 366ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.682% (41557/42112) 329/391 [======================================================>..........] Step: 363ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.686% (41685/42240) 330/391 [======================================================>..........] Step: 361ms | Tot: 2m145ms | Loss: 0.045 | Acc: 98.685% (41811/42368) 331/391 [=======================================================>.........] Step: 363ms | Tot: 2m508ms | Loss: 0.045 | Acc: 98.680% (41935/42496) 332/391 [=======================================================>.........] Step: 362ms | Tot: 2m870ms | Loss: 0.045 | Acc: 98.684% (42063/42624) 333/391 [=======================================================>.........] Step: 364ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.688% (42191/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.682% (42315/42880) 335/391 [=======================================================>.........] Step: 360ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.682% (42441/43008) 336/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.045 | Acc: 98.683% (42568/43136) 337/391 [========================================================>........] Step: 357ms | Tot: 2m2s | Loss: 0.045 | Acc: 98.685% (42695/43264) 338/391 [========================================================>........] Step: 359ms | Tot: 2m3s | Loss: 0.045 | Acc: 98.682% (42820/43392) 339/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.045 | Acc: 98.676% (42944/43520) 340/391 [========================================================>........] Step: 365ms | Tot: 2m3s | Loss: 0.045 | Acc: 98.678% (43071/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.682% (43199/43776) 342/391 [========================================================>........] Step: 366ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.683% (43326/43904) 343/391 [=========================================================>.......] Step: 359ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.685% (43453/44032) 344/391 [=========================================================>.......] Step: 363ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.682% (43578/44160) 345/391 [=========================================================>.......] Step: 358ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.684% (43705/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.681% (43830/44416) 347/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.045 | Acc: 98.678% (43955/44544) 348/391 [=========================================================>.......] Step: 357ms | Tot: 2m6s | Loss: 0.045 | Acc: 98.677% (44081/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.045 | Acc: 98.672% (44205/44800) 350/391 [==========================================================>......] Step: 386ms | Tot: 2m7s | Loss: 0.045 | Acc: 98.676% (44333/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m7s | Loss: 0.045 | Acc: 98.675% (44459/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.677% (44586/45184) 353/391 [==========================================================>......] Step: 364ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.676% (44712/45312) 354/391 [==========================================================>......] Step: 362ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.680% (44840/45440) 355/391 [===========================================================>.....] Step: 369ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.681% (44967/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.678% (45092/45696) 357/391 [===========================================================>.....] Step: 357ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.673% (45216/45824) 358/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.675% (45343/45952) 359/391 [===========================================================>.....] Step: 372ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.678% (45471/46080) 360/391 [===========================================================>.....] Step: 358ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.676% (45596/46208) 361/391 [============================================================>....] Step: 367ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.675% (45722/46336) 362/391 [============================================================>....] Step: 365ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.676% (45849/46464) 363/391 [============================================================>....] Step: 361ms | Tot: 2m12s | Loss: 0.045 | Acc: 98.671% (45973/46592) 364/391 [============================================================>....] Step: 364ms | Tot: 2m12s | Loss: 0.045 | Acc: 98.673% (46100/46720) 365/391 [============================================================>....] Step: 362ms | Tot: 2m12s | Loss: 0.045 | Acc: 98.674% (46227/46848) 366/391 [============================================================>....] Step: 359ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.672% (46352/46976) 367/391 [=============================================================>...] Step: 362ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.667% (46476/47104) 368/391 [=============================================================>...] Step: 368ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.662% (46600/47232) 369/391 [=============================================================>...] Step: 364ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.659% (46725/47360) 370/391 [=============================================================>...] Step: 357ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.659% (46851/47488) 371/391 [=============================================================>...] Step: 358ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.654% (46975/47616) 372/391 [=============================================================>...] Step: 367ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.651% (47100/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.655% (47228/47872) 374/391 [==============================================================>..] Step: 360ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.652% (47353/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.649% (47478/48128) 376/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.651% (47605/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.652% (47732/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.654% (47859/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.649% (47983/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.645% (48107/48768) 381/391 [===============================================================>.] Step: 364ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.646% (48234/48896) 382/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.641% (48358/49024) 383/391 [===============================================================>.] Step: 370ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.641% (48484/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.642% (48611/49280) 385/391 [================================================================>] Step: 363ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.644% (48738/49408) 386/391 [================================================================>] Step: 369ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.647% (48866/49536) 387/391 [================================================================>] Step: 359ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.649% (48993/49664) 388/391 [================================================================>] Step: 362ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.648% (49119/49792) 389/391 [================================================================>] Step: 355ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.650% (49246/49920) 390/391 [================================================================>] Step: 361ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.650% (49325/50000) 391/391 + [>................................................................] Step: 475ms | Tot: 2ms | Loss: 0.376 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 296ms | Tot: 299ms | Loss: 0.311 | Acc: 92.000% (184/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 598ms | Loss: 0.332 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 310ms | Tot: 908ms | Loss: 0.337 | Acc: 90.500% (362/400) 4/100 [==>..............................................................] Step: 299ms | Tot: 1s208ms | Loss: 0.322 | Acc: 90.600% (453/500) 5/100 [===>.............................................................] Step: 300ms | Tot: 1s508ms | Loss: 0.293 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 308ms | Tot: 1s816ms | Loss: 0.282 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 306ms | Tot: 2s123ms | Loss: 0.301 | Acc: 90.625% (725/800) 8/100 [=====>...........................................................] Step: 308ms | Tot: 2s431ms | Loss: 0.315 | Acc: 90.556% (815/900) 9/100 [=====>...........................................................] Step: 300ms | Tot: 2s731ms | Loss: 0.320 | Acc: 90.600% (906/1000) 10/100 [======>..........................................................] Step: 306ms | Tot: 3s38ms | Loss: 0.323 | Acc: 90.545% (996/1100) 11/100 [=======>.........................................................] Step: 304ms | Tot: 3s342ms | Loss: 0.344 | Acc: 90.250% (1083/1200) 12/100 [=======>.........................................................] Step: 307ms | Tot: 3s649ms | Loss: 0.339 | Acc: 90.385% (1175/1300) 13/100 [========>........................................................] Step: 315ms | Tot: 3s964ms | Loss: 0.335 | Acc: 90.643% (1269/1400) 14/100 [=========>.......................................................] Step: 309ms | Tot: 4s274ms | Loss: 0.330 | Acc: 90.667% (1360/1500) 15/100 [=========>.......................................................] Step: 307ms | Tot: 4s581ms | Loss: 0.334 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 316ms | Tot: 4s898ms | Loss: 0.323 | Acc: 90.882% (1545/1700) 17/100 [===========>.....................................................] Step: 306ms | Tot: 5s204ms | Loss: 0.331 | Acc: 90.611% (1631/1800) 18/100 [===========>.....................................................] Step: 305ms | Tot: 5s509ms | Loss: 0.338 | Acc: 90.579% (1721/1900) 19/100 [============>....................................................] Step: 312ms | Tot: 5s822ms | Loss: 0.342 | Acc: 90.550% (1811/2000) 20/100 [=============>...................................................] Step: 312ms | Tot: 6s134ms | Loss: 0.342 | Acc: 90.571% (1902/2100) 21/100 [=============>...................................................] Step: 310ms | Tot: 6s445ms | Loss: 0.338 | Acc: 90.727% (1996/2200) 22/100 [==============>..................................................] Step: 316ms | Tot: 6s762ms | Loss: 0.344 | Acc: 90.609% (2084/2300) 23/100 [==============>..................................................] Step: 308ms | Tot: 7s71ms | Loss: 0.346 | Acc: 90.583% (2174/2400) 24/100 [===============>.................................................] Step: 307ms | Tot: 7s379ms | Loss: 0.349 | Acc: 90.640% (2266/2500) 25/100 [================>................................................] Step: 315ms | Tot: 7s695ms | Loss: 0.352 | Acc: 90.577% (2355/2600) 26/100 [================>................................................] Step: 312ms | Tot: 8s7ms | Loss: 0.346 | Acc: 90.630% (2447/2700) 27/100 [=================>...............................................] Step: 307ms | Tot: 8s314ms | Loss: 0.347 | Acc: 90.679% (2539/2800) 28/100 [==================>..............................................] Step: 310ms | Tot: 8s625ms | Loss: 0.351 | Acc: 90.724% (2631/2900) 29/100 [==================>..............................................] Step: 313ms | Tot: 8s939ms | Loss: 0.347 | Acc: 90.800% (2724/3000) 30/100 [===================>.............................................] Step: 305ms | Tot: 9s244ms | Loss: 0.344 | Acc: 90.774% (2814/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s555ms | Loss: 0.346 | Acc: 90.812% (2906/3200) 32/100 [====================>............................................] Step: 318ms | Tot: 9s874ms | Loss: 0.343 | Acc: 90.939% (3001/3300) 33/100 [=====================>...........................................] Step: 305ms | Tot: 10s179ms | Loss: 0.344 | Acc: 90.853% (3089/3400) 34/100 [======================>..........................................] Step: 310ms | Tot: 10s490ms | Loss: 0.350 | Acc: 90.714% (3175/3500) 35/100 [======================>..........................................] Step: 318ms | Tot: 10s808ms | Loss: 0.347 | Acc: 90.750% (3267/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s116ms | Loss: 0.348 | Acc: 90.757% (3358/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s429ms | Loss: 0.350 | Acc: 90.684% (3446/3800) 38/100 [========================>........................................] Step: 313ms | Tot: 11s742ms | Loss: 0.350 | Acc: 90.769% (3540/3900) 39/100 [=========================>.......................................] Step: 311ms | Tot: 12s54ms | Loss: 0.348 | Acc: 90.775% (3631/4000) 40/100 [==========================>......................................] Step: 309ms | Tot: 12s363ms | Loss: 0.354 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 309ms | Tot: 12s673ms | Loss: 0.358 | Acc: 90.643% (3807/4200) 42/100 [===========================>.....................................] Step: 316ms | Tot: 12s989ms | Loss: 0.354 | Acc: 90.791% (3904/4300) 43/100 [===========================>.....................................] Step: 309ms | Tot: 13s299ms | Loss: 0.354 | Acc: 90.795% (3995/4400) 44/100 [============================>....................................] Step: 306ms | Tot: 13s605ms | Loss: 0.352 | Acc: 90.822% (4087/4500) 45/100 [=============================>...................................] Step: 314ms | Tot: 13s919ms | Loss: 0.352 | Acc: 90.783% (4176/4600) 46/100 [=============================>...................................] Step: 309ms | Tot: 14s229ms | Loss: 0.351 | Acc: 90.766% (4266/4700) 47/100 [==============================>..................................] Step: 310ms | Tot: 14s539ms | Loss: 0.354 | Acc: 90.708% (4354/4800) 48/100 [===============================>.................................] Step: 317ms | Tot: 14s857ms | Loss: 0.351 | Acc: 90.796% (4449/4900) 49/100 [===============================>.................................] Step: 308ms | Tot: 15s165ms | Loss: 0.353 | Acc: 90.820% (4541/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s475ms | Loss: 0.354 | Acc: 90.824% (4632/5100) 51/100 [=================================>...............................] Step: 315ms | Tot: 15s791ms | Loss: 0.355 | Acc: 90.788% (4721/5200) 52/100 [=================================>...............................] Step: 310ms | Tot: 16s101ms | Loss: 0.356 | Acc: 90.774% (4811/5300) 53/100 [==================================>..............................] Step: 311ms | Tot: 16s413ms | Loss: 0.357 | Acc: 90.759% (4901/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s725ms | Loss: 0.355 | Acc: 90.764% (4992/5500) 55/100 [===================================>.............................] Step: 320ms | Tot: 17s45ms | Loss: 0.357 | Acc: 90.750% (5082/5600) 56/100 [====================================>............................] Step: 307ms | Tot: 17s353ms | Loss: 0.356 | Acc: 90.772% (5174/5700) 57/100 [=====================================>...........................] Step: 305ms | Tot: 17s659ms | Loss: 0.352 | Acc: 90.862% (5270/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s971ms | Loss: 0.354 | Acc: 90.780% (5356/5900) 59/100 [======================================>..........................] Step: 317ms | Tot: 18s288ms | Loss: 0.353 | Acc: 90.750% (5445/6000) 60/100 [=======================================>.........................] Step: 308ms | Tot: 18s597ms | Loss: 0.352 | Acc: 90.754% (5536/6100) 61/100 [=======================================>.........................] Step: 314ms | Tot: 18s911ms | Loss: 0.354 | Acc: 90.694% (5623/6200) 62/100 [========================================>........................] Step: 314ms | Tot: 19s226ms | Loss: 0.351 | Acc: 90.730% (5716/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s535ms | Loss: 0.347 | Acc: 90.828% (5813/6400) 64/100 [=========================================>.......................] Step: 317ms | Tot: 19s853ms | Loss: 0.348 | Acc: 90.800% (5902/6500) 65/100 [==========================================>......................] Step: 320ms | Tot: 20s173ms | Loss: 0.347 | Acc: 90.788% (5992/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s484ms | Loss: 0.345 | Acc: 90.866% (6088/6700) 67/100 [===========================================>.....................] Step: 317ms | Tot: 20s802ms | Loss: 0.346 | Acc: 90.824% (6176/6800) 68/100 [============================================>....................] Step: 310ms | Tot: 21s113ms | Loss: 0.343 | Acc: 90.855% (6269/6900) 69/100 [============================================>....................] Step: 312ms | Tot: 21s425ms | Loss: 0.342 | Acc: 90.871% (6361/7000) 70/100 [=============================================>...................] Step: 310ms | Tot: 21s735ms | Loss: 0.347 | Acc: 90.803% (6447/7100) 71/100 [==============================================>..................] Step: 313ms | Tot: 22s49ms | Loss: 0.348 | Acc: 90.792% (6537/7200) 72/100 [==============================================>..................] Step: 309ms | Tot: 22s358ms | Loss: 0.345 | Acc: 90.849% (6632/7300) 73/100 [===============================================>.................] Step: 305ms | Tot: 22s664ms | Loss: 0.346 | Acc: 90.865% (6724/7400) 74/100 [================================================>................] Step: 313ms | Tot: 22s977ms | Loss: 0.346 | Acc: 90.853% (6814/7500) 75/100 [================================================>................] Step: 318ms | Tot: 23s296ms | Loss: 0.348 | Acc: 90.803% (6901/7600) 76/100 [=================================================>...............] Step: 311ms | Tot: 23s608ms | Loss: 0.349 | Acc: 90.779% (6990/7700) 77/100 [==================================================>..............] Step: 317ms | Tot: 23s926ms | Loss: 0.348 | Acc: 90.808% (7083/7800) 78/100 [==================================================>..............] Step: 314ms | Tot: 24s240ms | Loss: 0.347 | Acc: 90.823% (7175/7900) 79/100 [===================================================>.............] Step: 304ms | Tot: 24s545ms | Loss: 0.346 | Acc: 90.825% (7266/8000) 80/100 [====================================================>............] Step: 317ms | Tot: 24s862ms | Loss: 0.345 | Acc: 90.840% (7358/8100) 81/100 [====================================================>............] Step: 306ms | Tot: 25s168ms | Loss: 0.344 | Acc: 90.841% (7449/8200) 82/100 [=====================================================>...........] Step: 304ms | Tot: 25s472ms | Loss: 0.343 | Acc: 90.843% (7540/8300) 83/100 [=====================================================>...........] Step: 313ms | Tot: 25s785ms | Loss: 0.343 | Acc: 90.845% (7631/8400) 84/100 [======================================================>..........] Step: 307ms | Tot: 26s93ms | Loss: 0.344 | Acc: 90.835% (7721/8500) 85/100 [=======================================================>.........] Step: 313ms | Tot: 26s407ms | Loss: 0.345 | Acc: 90.791% (7808/8600) 86/100 [=======================================================>.........] Step: 309ms | Tot: 26s716ms | Loss: 0.343 | Acc: 90.782% (7898/8700) 87/100 [========================================================>........] Step: 321ms | Tot: 27s37ms | Loss: 0.343 | Acc: 90.784% (7989/8800) 88/100 [=========================================================>.......] Step: 311ms | Tot: 27s349ms | Loss: 0.343 | Acc: 90.798% (8081/8900) 89/100 [=========================================================>.......] Step: 305ms | Tot: 27s655ms | Loss: 0.343 | Acc: 90.811% (8173/9000) 90/100 [==========================================================>......] Step: 316ms | Tot: 27s971ms | Loss: 0.342 | Acc: 90.835% (8266/9100) 91/100 [===========================================================>.....] Step: 310ms | Tot: 28s282ms | Loss: 0.341 | Acc: 90.870% (8360/9200) 92/100 [===========================================================>.....] Step: 305ms | Tot: 28s588ms | Loss: 0.343 | Acc: 90.828% (8447/9300) 93/100 [============================================================>....] Step: 310ms | Tot: 28s899ms | Loss: 0.343 | Acc: 90.819% (8537/9400) 94/100 [=============================================================>...] Step: 314ms | Tot: 29s214ms | Loss: 0.342 | Acc: 90.842% (8630/9500) 95/100 [=============================================================>...] Step: 309ms | Tot: 29s523ms | Loss: 0.341 | Acc: 90.854% (8722/9600) 96/100 [==============================================================>..] Step: 324ms | Tot: 29s848ms | Loss: 0.339 | Acc: 90.887% (8816/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 30s159ms | Loss: 0.339 | Acc: 90.908% (8909/9800) 98/100 [===============================================================>.] Step: 312ms | Tot: 30s471ms | Loss: 0.341 | Acc: 90.859% (8995/9900) 99/100 [================================================================>] Step: 322ms | Tot: 30s794ms | Loss: 0.339 | Acc: 90.900% (9090/10000) 100/100 + +Epoch: 196 + [>................................................................] Step: 615ms | Tot: 2ms | Loss: 0.028 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 391ms | Tot: 393ms | Loss: 0.037 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 378ms | Tot: 771ms | Loss: 0.040 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 376ms | Tot: 1s148ms | Loss: 0.041 | Acc: 98.438% (504/512) 4/391 [>................................................................] Step: 380ms | Tot: 1s528ms | Loss: 0.048 | Acc: 98.281% (629/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s903ms | Loss: 0.051 | Acc: 98.177% (754/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s273ms | Loss: 0.051 | Acc: 98.214% (880/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s639ms | Loss: 0.050 | Acc: 98.242% (1006/1024) 8/391 [=>...............................................................] Step: 373ms | Tot: 3s13ms | Loss: 0.053 | Acc: 98.003% (1129/1152) 9/391 [=>...............................................................] Step: 367ms | Tot: 3s381ms | Loss: 0.054 | Acc: 98.047% (1255/1280) 10/391 [=>...............................................................] Step: 370ms | Tot: 3s752ms | Loss: 0.053 | Acc: 98.082% (1381/1408) 11/391 [=>...............................................................] Step: 365ms | Tot: 4s117ms | Loss: 0.053 | Acc: 98.047% (1506/1536) 12/391 [=>...............................................................] Step: 372ms | Tot: 4s490ms | Loss: 0.050 | Acc: 98.197% (1634/1664) 13/391 [==>..............................................................] Step: 373ms | Tot: 4s863ms | Loss: 0.049 | Acc: 98.326% (1762/1792) 14/391 [==>..............................................................] Step: 372ms | Tot: 5s236ms | Loss: 0.049 | Acc: 98.281% (1887/1920) 15/391 [==>..............................................................] Step: 367ms | Tot: 5s603ms | Loss: 0.050 | Acc: 98.291% (2013/2048) 16/391 [==>..............................................................] Step: 366ms | Tot: 5s970ms | Loss: 0.050 | Acc: 98.346% (2140/2176) 17/391 [==>..............................................................] Step: 371ms | Tot: 6s341ms | Loss: 0.050 | Acc: 98.394% (2267/2304) 18/391 [==>..............................................................] Step: 373ms | Tot: 6s714ms | Loss: 0.048 | Acc: 98.479% (2395/2432) 19/391 [===>.............................................................] Step: 363ms | Tot: 7s77ms | Loss: 0.048 | Acc: 98.477% (2521/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s453ms | Loss: 0.047 | Acc: 98.549% (2649/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s821ms | Loss: 0.048 | Acc: 98.509% (2774/2816) 22/391 [===>.............................................................] Step: 364ms | Tot: 8s185ms | Loss: 0.049 | Acc: 98.505% (2900/2944) 23/391 [===>.............................................................] Step: 388ms | Tot: 8s574ms | Loss: 0.048 | Acc: 98.503% (3026/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s941ms | Loss: 0.047 | Acc: 98.562% (3154/3200) 25/391 [====>............................................................] Step: 369ms | Tot: 9s310ms | Loss: 0.047 | Acc: 98.588% (3281/3328) 26/391 [====>............................................................] Step: 372ms | Tot: 9s683ms | Loss: 0.047 | Acc: 98.611% (3408/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 10s53ms | Loss: 0.047 | Acc: 98.577% (3533/3584) 28/391 [====>............................................................] Step: 384ms | Tot: 10s437ms | Loss: 0.047 | Acc: 98.599% (3660/3712) 29/391 [====>............................................................] Step: 358ms | Tot: 10s796ms | Loss: 0.047 | Acc: 98.568% (3785/3840) 30/391 [====>............................................................] Step: 364ms | Tot: 11s160ms | Loss: 0.047 | Acc: 98.589% (3912/3968) 31/391 [=====>...........................................................] Step: 371ms | Tot: 11s532ms | Loss: 0.048 | Acc: 98.535% (4036/4096) 32/391 [=====>...........................................................] Step: 376ms | Tot: 11s908ms | Loss: 0.047 | Acc: 98.532% (4162/4224) 33/391 [=====>...........................................................] Step: 374ms | Tot: 12s283ms | Loss: 0.047 | Acc: 98.552% (4289/4352) 34/391 [=====>...........................................................] Step: 371ms | Tot: 12s654ms | Loss: 0.047 | Acc: 98.549% (4415/4480) 35/391 [=====>...........................................................] Step: 363ms | Tot: 13s18ms | Loss: 0.047 | Acc: 98.568% (4542/4608) 36/391 [=====>...........................................................] Step: 363ms | Tot: 13s382ms | Loss: 0.047 | Acc: 98.564% (4668/4736) 37/391 [======>..........................................................] Step: 370ms | Tot: 13s752ms | Loss: 0.046 | Acc: 98.581% (4795/4864) 38/391 [======>..........................................................] Step: 373ms | Tot: 14s126ms | Loss: 0.046 | Acc: 98.598% (4922/4992) 39/391 [======>..........................................................] Step: 367ms | Tot: 14s493ms | Loss: 0.046 | Acc: 98.613% (5049/5120) 40/391 [======>..........................................................] Step: 369ms | Tot: 14s863ms | Loss: 0.047 | Acc: 98.533% (5171/5248) 41/391 [======>..........................................................] Step: 370ms | Tot: 15s233ms | Loss: 0.047 | Acc: 98.549% (5298/5376) 42/391 [======>..........................................................] Step: 370ms | Tot: 15s604ms | Loss: 0.047 | Acc: 98.583% (5426/5504) 43/391 [=======>.........................................................] Step: 370ms | Tot: 15s975ms | Loss: 0.046 | Acc: 98.615% (5554/5632) 44/391 [=======>.........................................................] Step: 370ms | Tot: 16s345ms | Loss: 0.047 | Acc: 98.559% (5677/5760) 45/391 [=======>.........................................................] Step: 367ms | Tot: 16s713ms | Loss: 0.047 | Acc: 98.590% (5805/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 17s80ms | Loss: 0.046 | Acc: 98.587% (5931/6016) 47/391 [=======>.........................................................] Step: 370ms | Tot: 17s451ms | Loss: 0.046 | Acc: 98.600% (6058/6144) 48/391 [=======>.........................................................] Step: 373ms | Tot: 17s825ms | Loss: 0.046 | Acc: 98.613% (6185/6272) 49/391 [========>........................................................] Step: 364ms | Tot: 18s189ms | Loss: 0.046 | Acc: 98.625% (6312/6400) 50/391 [========>........................................................] Step: 380ms | Tot: 18s569ms | Loss: 0.046 | Acc: 98.621% (6438/6528) 51/391 [========>........................................................] Step: 369ms | Tot: 18s939ms | Loss: 0.046 | Acc: 98.603% (6563/6656) 52/391 [========>........................................................] Step: 362ms | Tot: 19s302ms | Loss: 0.046 | Acc: 98.629% (6691/6784) 53/391 [========>........................................................] Step: 373ms | Tot: 19s675ms | Loss: 0.045 | Acc: 98.655% (6819/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 20s42ms | Loss: 0.046 | Acc: 98.636% (6944/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 20s409ms | Loss: 0.046 | Acc: 98.633% (7070/7168) 56/391 [=========>.......................................................] Step: 364ms | Tot: 20s774ms | Loss: 0.046 | Acc: 98.657% (7198/7296) 57/391 [=========>.......................................................] Step: 364ms | Tot: 21s139ms | Loss: 0.046 | Acc: 98.640% (7323/7424) 58/391 [=========>.......................................................] Step: 378ms | Tot: 21s518ms | Loss: 0.047 | Acc: 98.610% (7447/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 21s887ms | Loss: 0.047 | Acc: 98.620% (7574/7680) 60/391 [=========>.......................................................] Step: 368ms | Tot: 22s256ms | Loss: 0.046 | Acc: 98.642% (7702/7808) 61/391 [==========>......................................................] Step: 379ms | Tot: 22s635ms | Loss: 0.046 | Acc: 98.652% (7829/7936) 62/391 [==========>......................................................] Step: 373ms | Tot: 23s8ms | Loss: 0.046 | Acc: 98.661% (7956/8064) 63/391 [==========>......................................................] Step: 371ms | Tot: 23s379ms | Loss: 0.046 | Acc: 98.657% (8082/8192) 64/391 [==========>......................................................] Step: 366ms | Tot: 23s745ms | Loss: 0.046 | Acc: 98.642% (8207/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 24s113ms | Loss: 0.046 | Acc: 98.627% (8332/8448) 66/391 [==========>......................................................] Step: 371ms | Tot: 24s484ms | Loss: 0.047 | Acc: 98.577% (8454/8576) 67/391 [===========>.....................................................] Step: 366ms | Tot: 24s851ms | Loss: 0.047 | Acc: 98.587% (8581/8704) 68/391 [===========>.....................................................] Step: 380ms | Tot: 25s231ms | Loss: 0.047 | Acc: 98.596% (8708/8832) 69/391 [===========>.....................................................] Step: 377ms | Tot: 25s609ms | Loss: 0.047 | Acc: 98.594% (8834/8960) 70/391 [===========>.....................................................] Step: 368ms | Tot: 25s978ms | Loss: 0.046 | Acc: 98.603% (8961/9088) 71/391 [===========>.....................................................] Step: 367ms | Tot: 26s346ms | Loss: 0.047 | Acc: 98.600% (9087/9216) 72/391 [===========>.....................................................] Step: 363ms | Tot: 26s709ms | Loss: 0.047 | Acc: 98.587% (9212/9344) 73/391 [============>....................................................] Step: 370ms | Tot: 27s80ms | Loss: 0.047 | Acc: 98.585% (9338/9472) 74/391 [============>....................................................] Step: 371ms | Tot: 27s451ms | Loss: 0.047 | Acc: 98.583% (9464/9600) 75/391 [============>....................................................] Step: 364ms | Tot: 27s816ms | Loss: 0.047 | Acc: 98.571% (9589/9728) 76/391 [============>....................................................] Step: 367ms | Tot: 28s183ms | Loss: 0.047 | Acc: 98.569% (9715/9856) 77/391 [============>....................................................] Step: 389ms | Tot: 28s572ms | Loss: 0.047 | Acc: 98.578% (9842/9984) 78/391 [============>....................................................] Step: 374ms | Tot: 28s947ms | Loss: 0.047 | Acc: 98.556% (9966/10112) 79/391 [=============>...................................................] Step: 362ms | Tot: 29s309ms | Loss: 0.047 | Acc: 98.555% (10092/10240) 80/391 [=============>...................................................] Step: 368ms | Tot: 29s678ms | Loss: 0.048 | Acc: 98.524% (10215/10368) 81/391 [=============>...................................................] Step: 364ms | Tot: 30s43ms | Loss: 0.047 | Acc: 98.542% (10343/10496) 82/391 [=============>...................................................] Step: 376ms | Tot: 30s419ms | Loss: 0.047 | Acc: 98.550% (10470/10624) 83/391 [=============>...................................................] Step: 377ms | Tot: 30s797ms | Loss: 0.047 | Acc: 98.558% (10597/10752) 84/391 [=============>...................................................] Step: 361ms | Tot: 31s158ms | Loss: 0.047 | Acc: 98.566% (10724/10880) 85/391 [==============>..................................................] Step: 380ms | Tot: 31s538ms | Loss: 0.047 | Acc: 98.574% (10851/11008) 86/391 [==============>..................................................] Step: 378ms | Tot: 31s917ms | Loss: 0.047 | Acc: 98.581% (10978/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 32s285ms | Loss: 0.047 | Acc: 98.580% (11104/11264) 88/391 [==============>..................................................] Step: 376ms | Tot: 32s661ms | Loss: 0.047 | Acc: 98.578% (11230/11392) 89/391 [==============>..................................................] Step: 367ms | Tot: 33s29ms | Loss: 0.047 | Acc: 98.585% (11357/11520) 90/391 [==============>..................................................] Step: 374ms | Tot: 33s403ms | Loss: 0.046 | Acc: 98.601% (11485/11648) 91/391 [===============>.................................................] Step: 367ms | Tot: 33s770ms | Loss: 0.046 | Acc: 98.599% (11611/11776) 92/391 [===============>.................................................] Step: 368ms | Tot: 34s139ms | Loss: 0.046 | Acc: 98.580% (11735/11904) 93/391 [===============>.................................................] Step: 379ms | Tot: 34s519ms | Loss: 0.046 | Acc: 98.595% (11863/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s885ms | Loss: 0.046 | Acc: 98.602% (11990/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 35s257ms | Loss: 0.046 | Acc: 98.584% (12114/12288) 96/391 [===============>.................................................] Step: 367ms | Tot: 35s625ms | Loss: 0.046 | Acc: 98.582% (12240/12416) 97/391 [================>................................................] Step: 363ms | Tot: 35s988ms | Loss: 0.046 | Acc: 98.589% (12367/12544) 98/391 [================>................................................] Step: 376ms | Tot: 36s365ms | Loss: 0.046 | Acc: 98.595% (12494/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s733ms | Loss: 0.046 | Acc: 98.586% (12619/12800) 100/391 [================>................................................] Step: 366ms | Tot: 37s99ms | Loss: 0.046 | Acc: 98.584% (12745/12928) 101/391 [================>................................................] Step: 370ms | Tot: 37s469ms | Loss: 0.046 | Acc: 98.591% (12872/13056) 102/391 [================>................................................] Step: 361ms | Tot: 37s831ms | Loss: 0.047 | Acc: 98.566% (12995/13184) 103/391 [=================>...............................................] Step: 370ms | Tot: 38s201ms | Loss: 0.047 | Acc: 98.573% (13122/13312) 104/391 [=================>...............................................] Step: 378ms | Tot: 38s580ms | Loss: 0.047 | Acc: 98.571% (13248/13440) 105/391 [=================>...............................................] Step: 365ms | Tot: 38s945ms | Loss: 0.047 | Acc: 98.578% (13375/13568) 106/391 [=================>...............................................] Step: 364ms | Tot: 39s310ms | Loss: 0.047 | Acc: 98.569% (13500/13696) 107/391 [=================>...............................................] Step: 368ms | Tot: 39s678ms | Loss: 0.047 | Acc: 98.553% (13624/13824) 108/391 [=================>...............................................] Step: 375ms | Tot: 40s54ms | Loss: 0.047 | Acc: 98.559% (13751/13952) 109/391 [==================>..............................................] Step: 372ms | Tot: 40s426ms | Loss: 0.047 | Acc: 98.572% (13879/14080) 110/391 [==================>..............................................] Step: 367ms | Tot: 40s794ms | Loss: 0.047 | Acc: 98.557% (14003/14208) 111/391 [==================>..............................................] Step: 360ms | Tot: 41s154ms | Loss: 0.047 | Acc: 98.556% (14129/14336) 112/391 [==================>..............................................] Step: 368ms | Tot: 41s523ms | Loss: 0.047 | Acc: 98.548% (14254/14464) 113/391 [==================>..............................................] Step: 382ms | Tot: 41s906ms | Loss: 0.047 | Acc: 98.554% (14381/14592) 114/391 [==================>..............................................] Step: 362ms | Tot: 42s268ms | Loss: 0.047 | Acc: 98.560% (14508/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 42s634ms | Loss: 0.047 | Acc: 98.565% (14635/14848) 116/391 [===================>.............................................] Step: 368ms | Tot: 43s3ms | Loss: 0.047 | Acc: 98.578% (14763/14976) 117/391 [===================>.............................................] Step: 365ms | Tot: 43s368ms | Loss: 0.047 | Acc: 98.583% (14890/15104) 118/391 [===================>.............................................] Step: 373ms | Tot: 43s742ms | Loss: 0.047 | Acc: 98.569% (15014/15232) 119/391 [===================>.............................................] Step: 362ms | Tot: 44s104ms | Loss: 0.047 | Acc: 98.555% (15138/15360) 120/391 [===================>.............................................] Step: 369ms | Tot: 44s474ms | Loss: 0.047 | Acc: 98.560% (15265/15488) 121/391 [====================>............................................] Step: 366ms | Tot: 44s841ms | Loss: 0.048 | Acc: 98.546% (15389/15616) 122/391 [====================>............................................] Step: 371ms | Tot: 45s212ms | Loss: 0.048 | Acc: 98.545% (15515/15744) 123/391 [====================>............................................] Step: 377ms | Tot: 45s590ms | Loss: 0.048 | Acc: 98.551% (15642/15872) 124/391 [====================>............................................] Step: 371ms | Tot: 45s961ms | Loss: 0.048 | Acc: 98.544% (15767/16000) 125/391 [====================>............................................] Step: 367ms | Tot: 46s328ms | Loss: 0.048 | Acc: 98.549% (15894/16128) 126/391 [====================>............................................] Step: 366ms | Tot: 46s694ms | Loss: 0.048 | Acc: 98.561% (16022/16256) 127/391 [=====================>...........................................] Step: 372ms | Tot: 47s67ms | Loss: 0.048 | Acc: 98.560% (16148/16384) 128/391 [=====================>...........................................] Step: 374ms | Tot: 47s442ms | Loss: 0.048 | Acc: 98.559% (16274/16512) 129/391 [=====================>...........................................] Step: 364ms | Tot: 47s807ms | Loss: 0.048 | Acc: 98.564% (16401/16640) 130/391 [=====================>...........................................] Step: 365ms | Tot: 48s172ms | Loss: 0.048 | Acc: 98.563% (16527/16768) 131/391 [=====================>...........................................] Step: 376ms | Tot: 48s549ms | Loss: 0.048 | Acc: 98.568% (16654/16896) 132/391 [=====================>...........................................] Step: 370ms | Tot: 48s919ms | Loss: 0.047 | Acc: 98.573% (16781/17024) 133/391 [======================>..........................................] Step: 366ms | Tot: 49s286ms | Loss: 0.048 | Acc: 98.566% (16906/17152) 134/391 [======================>..........................................] Step: 377ms | Tot: 49s663ms | Loss: 0.047 | Acc: 98.576% (17034/17280) 135/391 [======================>..........................................] Step: 371ms | Tot: 50s35ms | Loss: 0.047 | Acc: 98.581% (17161/17408) 136/391 [======================>..........................................] Step: 371ms | Tot: 50s406ms | Loss: 0.047 | Acc: 98.569% (17285/17536) 137/391 [======================>..........................................] Step: 363ms | Tot: 50s770ms | Loss: 0.047 | Acc: 98.579% (17413/17664) 138/391 [======================>..........................................] Step: 369ms | Tot: 51s139ms | Loss: 0.047 | Acc: 98.578% (17539/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 51s512ms | Loss: 0.047 | Acc: 98.566% (17663/17920) 140/391 [=======================>.........................................] Step: 372ms | Tot: 51s884ms | Loss: 0.047 | Acc: 98.576% (17791/18048) 141/391 [=======================>.........................................] Step: 365ms | Tot: 52s249ms | Loss: 0.047 | Acc: 98.586% (17919/18176) 142/391 [=======================>.........................................] Step: 370ms | Tot: 52s620ms | Loss: 0.047 | Acc: 98.574% (18043/18304) 143/391 [=======================>.........................................] Step: 376ms | Tot: 52s996ms | Loss: 0.047 | Acc: 98.584% (18171/18432) 144/391 [=======================>.........................................] Step: 364ms | Tot: 53s361ms | Loss: 0.047 | Acc: 98.588% (18298/18560) 145/391 [========================>........................................] Step: 365ms | Tot: 53s726ms | Loss: 0.047 | Acc: 98.593% (18425/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 54s87ms | Loss: 0.047 | Acc: 98.586% (18550/18816) 147/391 [========================>........................................] Step: 370ms | Tot: 54s458ms | Loss: 0.047 | Acc: 98.591% (18677/18944) 148/391 [========================>........................................] Step: 371ms | Tot: 54s829ms | Loss: 0.047 | Acc: 98.590% (18803/19072) 149/391 [========================>........................................] Step: 367ms | Tot: 55s197ms | Loss: 0.047 | Acc: 98.589% (18929/19200) 150/391 [========================>........................................] Step: 376ms | Tot: 55s573ms | Loss: 0.047 | Acc: 98.588% (19055/19328) 151/391 [=========================>.......................................] Step: 363ms | Tot: 55s937ms | Loss: 0.047 | Acc: 98.592% (19182/19456) 152/391 [=========================>.......................................] Step: 363ms | Tot: 56s301ms | Loss: 0.047 | Acc: 98.586% (19307/19584) 153/391 [=========================>.......................................] Step: 379ms | Tot: 56s680ms | Loss: 0.047 | Acc: 98.590% (19434/19712) 154/391 [=========================>.......................................] Step: 365ms | Tot: 57s46ms | Loss: 0.047 | Acc: 98.584% (19559/19840) 155/391 [=========================>.......................................] Step: 380ms | Tot: 57s426ms | Loss: 0.047 | Acc: 98.573% (19683/19968) 156/391 [=========================>.......................................] Step: 364ms | Tot: 57s791ms | Loss: 0.047 | Acc: 98.572% (19809/20096) 157/391 [==========================>......................................] Step: 363ms | Tot: 58s154ms | Loss: 0.047 | Acc: 98.571% (19935/20224) 158/391 [==========================>......................................] Step: 379ms | Tot: 58s534ms | Loss: 0.047 | Acc: 98.565% (20060/20352) 159/391 [==========================>......................................] Step: 374ms | Tot: 58s909ms | Loss: 0.047 | Acc: 98.560% (20185/20480) 160/391 [==========================>......................................] Step: 379ms | Tot: 59s289ms | Loss: 0.047 | Acc: 98.559% (20311/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 59s657ms | Loss: 0.047 | Acc: 98.568% (20439/20736) 162/391 [==========================>......................................] Step: 365ms | Tot: 1m22ms | Loss: 0.047 | Acc: 98.572% (20566/20864) 163/391 [===========================>.....................................] Step: 378ms | Tot: 1m401ms | Loss: 0.047 | Acc: 98.557% (20689/20992) 164/391 [===========================>.....................................] Step: 361ms | Tot: 1m762ms | Loss: 0.047 | Acc: 98.561% (20816/21120) 165/391 [===========================>.....................................] Step: 370ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.565% (20943/21248) 166/391 [===========================>.....................................] Step: 372ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.564% (21069/21376) 167/391 [===========================>.....................................] Step: 376ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.568% (21196/21504) 168/391 [===========================>.....................................] Step: 377ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.558% (21320/21632) 169/391 [============================>....................................] Step: 379ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.548% (21444/21760) 170/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.556% (21572/21888) 171/391 [============================>....................................] Step: 366ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.560% (21699/22016) 172/391 [============================>....................................] Step: 360ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.568% (21827/22144) 173/391 [============================>....................................] Step: 376ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.568% (21953/22272) 174/391 [============================>....................................] Step: 369ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.562% (22078/22400) 175/391 [=============================>...................................] Step: 368ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.562% (22204/22528) 176/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.561% (22330/22656) 177/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.565% (22457/22784) 178/391 [=============================>...................................] Step: 371ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.568% (22584/22912) 179/391 [=============================>...................................] Step: 371ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.559% (22708/23040) 180/391 [=============================>...................................] Step: 364ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.558% (22834/23168) 181/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.566% (22962/23296) 182/391 [==============================>..................................] Step: 364ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.557% (23086/23424) 183/391 [==============================>..................................] Step: 366ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.552% (23211/23552) 184/391 [==============================>..................................] Step: 357ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.556% (23338/23680) 185/391 [==============================>..................................] Step: 375ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.555% (23464/23808) 186/391 [==============================>..................................] Step: 367ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.554% (23590/23936) 187/391 [===============================>.................................] Step: 367ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.550% (23715/24064) 188/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.545% (23840/24192) 189/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.553% (23968/24320) 190/391 [===============================>.................................] Step: 367ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.556% (24095/24448) 191/391 [===============================>.................................] Step: 363ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.560% (24222/24576) 192/391 [===============================>.................................] Step: 363ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.559% (24348/24704) 193/391 [================================>................................] Step: 378ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.558% (24474/24832) 194/391 [================================>................................] Step: 379ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.562% (24601/24960) 195/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.561% (24727/25088) 196/391 [================================>................................] Step: 382ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.556% (24852/25216) 197/391 [================================>................................] Step: 370ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.552% (24977/25344) 198/391 [================================>................................] Step: 365ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.540% (25100/25472) 199/391 [=================================>...............................] Step: 361ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.543% (25227/25600) 200/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.546% (25354/25728) 201/391 [=================================>...............................] Step: 366ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.554% (25482/25856) 202/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.549% (25607/25984) 203/391 [=================================>...............................] Step: 373ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.549% (25733/26112) 204/391 [=================================>...............................] Step: 370ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.548% (25859/26240) 205/391 [==================================>..............................] Step: 358ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.547% (25985/26368) 206/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.547% (26111/26496) 207/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.546% (26237/26624) 208/391 [==================================>..............................] Step: 368ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.553% (26365/26752) 209/391 [==================================>..............................] Step: 376ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.560% (26493/26880) 210/391 [==================================>..............................] Step: 366ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.556% (26618/27008) 211/391 [===================================>.............................] Step: 362ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.563% (26746/27136) 212/391 [===================================>.............................] Step: 378ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.566% (26873/27264) 213/391 [===================================>.............................] Step: 371ms | Tot: 1m18s | Loss: 0.046 | Acc: 98.573% (27001/27392) 214/391 [===================================>.............................] Step: 366ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.576% (27128/27520) 215/391 [===================================>.............................] Step: 369ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.579% (27255/27648) 216/391 [===================================>.............................] Step: 362ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.582% (27382/27776) 217/391 [====================================>............................] Step: 371ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.588% (27510/27904) 218/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.584% (27635/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.580% (27760/28160) 220/391 [====================================>............................] Step: 367ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.579% (27886/28288) 221/391 [====================================>............................] Step: 364ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.575% (28011/28416) 222/391 [====================================>............................] Step: 366ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.581% (28139/28544) 223/391 [=====================================>...........................] Step: 381ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.580% (28265/28672) 224/391 [=====================================>...........................] Step: 376ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.576% (28390/28800) 225/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.579% (28517/28928) 226/391 [=====================================>...........................] Step: 364ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.582% (28644/29056) 227/391 [=====================================>...........................] Step: 364ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.585% (28771/29184) 228/391 [=====================================>...........................] Step: 374ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.584% (28897/29312) 229/391 [======================================>..........................] Step: 361ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.590% (29025/29440) 230/391 [======================================>..........................] Step: 372ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.596% (29153/29568) 231/391 [======================================>..........................] Step: 371ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.592% (29278/29696) 232/391 [======================================>..........................] Step: 364ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.598% (29406/29824) 233/391 [======================================>..........................] Step: 372ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.601% (29533/29952) 234/391 [======================================>..........................] Step: 368ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.600% (29659/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.596% (29784/30208) 236/391 [=======================================>.........................] Step: 364ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.596% (29910/30336) 237/391 [=======================================>.........................] Step: 371ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.602% (30038/30464) 238/391 [=======================================>.........................] Step: 373ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.604% (30165/30592) 239/391 [=======================================>.........................] Step: 375ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.597% (30289/30720) 240/391 [=======================================>.........................] Step: 362ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.600% (30416/30848) 241/391 [========================================>........................] Step: 369ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.599% (30542/30976) 242/391 [========================================>........................] Step: 364ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.605% (30670/31104) 243/391 [========================================>........................] Step: 371ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.604% (30796/31232) 244/391 [========================================>........................] Step: 365ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.603% (30922/31360) 245/391 [========================================>........................] Step: 364ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.606% (31049/31488) 246/391 [========================================>........................] Step: 359ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.611% (31177/31616) 247/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.614% (31304/31744) 248/391 [=========================================>.......................] Step: 370ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.610% (31429/31872) 249/391 [=========================================>.......................] Step: 361ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.612% (31556/32000) 250/391 [=========================================>.......................] Step: 374ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.606% (31680/32128) 251/391 [=========================================>.......................] Step: 376ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.605% (31806/32256) 252/391 [=========================================>.......................] Step: 362ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.604% (31932/32384) 253/391 [==========================================>......................] Step: 380ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.601% (32057/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.603% (32184/32640) 255/391 [==========================================>......................] Step: 379ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.602% (32310/32768) 256/391 [==========================================>......................] Step: 376ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.596% (32434/32896) 257/391 [==========================================>......................] Step: 386ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.601% (32562/33024) 258/391 [==========================================>......................] Step: 394ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.603% (32689/33152) 259/391 [===========================================>.....................] Step: 378ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.603% (32815/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.605% (32942/33408) 261/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.604% (33068/33536) 262/391 [===========================================>.....................] Step: 364ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.607% (33195/33664) 263/391 [===========================================>.....................] Step: 370ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.609% (33322/33792) 264/391 [===========================================>.....................] Step: 372ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.611% (33449/33920) 265/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.611% (33575/34048) 266/391 [============================================>....................] Step: 378ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.607% (33700/34176) 267/391 [============================================>....................] Step: 366ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.609% (33827/34304) 268/391 [============================================>....................] Step: 370ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.609% (33953/34432) 269/391 [============================================>....................] Step: 369ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.608% (34079/34560) 270/391 [============================================>....................] Step: 357ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.613% (34207/34688) 271/391 [=============================================>...................] Step: 365ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.610% (34332/34816) 272/391 [=============================================>...................] Step: 364ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.603% (34456/34944) 273/391 [=============================================>...................] Step: 369ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.609% (34584/35072) 274/391 [=============================================>...................] Step: 373ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.608% (34710/35200) 275/391 [=============================================>...................] Step: 367ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.613% (34838/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.612% (34964/35456) 277/391 [==============================================>..................] Step: 367ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.612% (35090/35584) 278/391 [==============================================>..................] Step: 375ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.617% (35218/35712) 279/391 [==============================================>..................] Step: 371ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.616% (35344/35840) 280/391 [==============================================>..................] Step: 363ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.621% (35472/35968) 281/391 [==============================================>..................] Step: 364ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.623% (35599/36096) 282/391 [==============================================>..................] Step: 372ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.625% (35726/36224) 283/391 [===============================================>.................] Step: 370ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.627% (35853/36352) 284/391 [===============================================>.................] Step: 371ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.621% (35977/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.626% (36105/36608) 286/391 [===============================================>.................] Step: 364ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.623% (36230/36736) 287/391 [===============================================>.................] Step: 361ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.627% (36358/36864) 288/391 [===============================================>.................] Step: 381ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.632% (36486/36992) 289/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.637% (36614/37120) 290/391 [================================================>................] Step: 361ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.639% (36741/37248) 291/391 [================================================>................] Step: 369ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.635% (36866/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.632% (36991/37504) 293/391 [================================================>................] Step: 385ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.631% (37117/37632) 294/391 [================================================>................] Step: 361ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.628% (37242/37760) 295/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.628% (37368/37888) 296/391 [=================================================>...............] Step: 367ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.630% (37495/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.632% (37622/38144) 298/391 [=================================================>...............] Step: 366ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.636% (37750/38272) 299/391 [=================================================>...............] Step: 364ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.635% (37876/38400) 300/391 [=================================================>...............] Step: 368ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.635% (38002/38528) 301/391 [==================================================>..............] Step: 376ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.637% (38129/38656) 302/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.636% (38255/38784) 303/391 [==================================================>..............] Step: 369ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.641% (38383/38912) 304/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.642% (38510/39040) 305/391 [==================================================>..............] Step: 364ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.639% (38635/39168) 306/391 [==================================================>..............] Step: 362ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.644% (38763/39296) 307/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.643% (38889/39424) 308/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.645% (39016/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.649% (39144/39680) 310/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.649% (39270/39808) 311/391 [===================================================>.............] Step: 372ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.653% (39398/39936) 312/391 [===================================================>.............] Step: 376ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.655% (39525/40064) 313/391 [====================================================>............] Step: 374ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.659% (39653/40192) 314/391 [====================================================>............] Step: 362ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.658% (39779/40320) 315/391 [====================================================>............] Step: 373ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.658% (39905/40448) 316/391 [====================================================>............] Step: 366ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.654% (40030/40576) 317/391 [====================================================>............] Step: 367ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.659% (40158/40704) 318/391 [====================================================>............] Step: 366ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.653% (40282/40832) 319/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.652% (40408/40960) 320/391 [=====================================================>...........] Step: 374ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.654% (40535/41088) 321/391 [=====================================================>...........] Step: 366ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.656% (40662/41216) 322/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.660% (40790/41344) 323/391 [=====================================================>...........] Step: 394ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.664% (40918/41472) 324/391 [=====================================================>...........] Step: 362ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.666% (41045/41600) 325/391 [======================================================>..........] Step: 362ms | Tot: 2m242ms | Loss: 0.045 | Acc: 98.670% (41173/41728) 326/391 [======================================================>..........] Step: 374ms | Tot: 2m616ms | Loss: 0.045 | Acc: 98.667% (41298/41856) 327/391 [======================================================>..........] Step: 375ms | Tot: 2m991ms | Loss: 0.045 | Acc: 98.666% (41424/41984) 328/391 [======================================================>..........] Step: 388ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.668% (41551/42112) 329/391 [======================================================>..........] Step: 381ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.670% (41678/42240) 330/391 [======================================================>..........] Step: 368ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.659% (41800/42368) 331/391 [=======================================================>.........] Step: 366ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.659% (41926/42496) 332/391 [=======================================================>.........] Step: 369ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.656% (42051/42624) 333/391 [=======================================================>.........] Step: 382ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.653% (42176/42752) 334/391 [=======================================================>.........] Step: 378ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.654% (42303/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.656% (42430/43008) 336/391 [=======================================================>.........] Step: 372ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.651% (42554/43136) 337/391 [========================================================>........] Step: 370ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.652% (42681/43264) 338/391 [========================================================>........] Step: 386ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.656% (42809/43392) 339/391 [========================================================>........] Step: 374ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.649% (42932/43520) 340/391 [========================================================>........] Step: 368ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.648% (43058/43648) 341/391 [========================================================>........] Step: 367ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.650% (43185/43776) 342/391 [========================================================>........] Step: 371ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.652% (43312/43904) 343/391 [=========================================================>.......] Step: 373ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.649% (43437/44032) 344/391 [=========================================================>.......] Step: 375ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.653% (43565/44160) 345/391 [=========================================================>.......] Step: 380ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.654% (43692/44288) 346/391 [=========================================================>.......] Step: 376ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.651% (43817/44416) 347/391 [=========================================================>.......] Step: 392ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.655% (43945/44544) 348/391 [=========================================================>.......] Step: 377ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.655% (44071/44672) 349/391 [==========================================================>......] Step: 360ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.658% (44199/44800) 350/391 [==========================================================>......] Step: 374ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.658% (44325/44928) 351/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.653% (44449/45056) 352/391 [==========================================================>......] Step: 367ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.654% (44576/45184) 353/391 [==========================================================>......] Step: 373ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.652% (44701/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.653% (44828/45440) 355/391 [===========================================================>.....] Step: 368ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.653% (44954/45568) 356/391 [===========================================================>.....] Step: 369ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.652% (45080/45696) 357/391 [===========================================================>.....] Step: 362ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.651% (45206/45824) 358/391 [===========================================================>.....] Step: 377ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.653% (45333/45952) 359/391 [===========================================================>.....] Step: 389ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.652% (45459/46080) 360/391 [===========================================================>.....] Step: 373ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.654% (45586/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.655% (45713/46336) 362/391 [============================================================>....] Step: 364ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.648% (45836/46464) 363/391 [============================================================>....] Step: 385ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.648% (45962/46592) 364/391 [============================================================>....] Step: 365ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.645% (46087/46720) 365/391 [============================================================>....] Step: 365ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.645% (46213/46848) 366/391 [============================================================>....] Step: 374ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.642% (46338/46976) 367/391 [=============================================================>...] Step: 363ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.639% (46463/47104) 368/391 [=============================================================>...] Step: 369ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.641% (46590/47232) 369/391 [=============================================================>...] Step: 371ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.642% (46717/47360) 370/391 [=============================================================>...] Step: 367ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.644% (46844/47488) 371/391 [=============================================================>...] Step: 373ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.643% (46970/47616) 372/391 [=============================================================>...] Step: 380ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.641% (47095/47744) 373/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.632% (47217/47872) 374/391 [==============================================================>..] Step: 376ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.633% (47344/48000) 375/391 [==============================================================>..] Step: 364ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.635% (47471/48128) 376/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.639% (47599/48256) 377/391 [==============================================================>..] Step: 369ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.640% (47726/48384) 378/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.637% (47851/48512) 379/391 [===============================================================>.] Step: 369ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.639% (47978/48640) 380/391 [===============================================================>.] Step: 366ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.638% (48104/48768) 381/391 [===============================================================>.] Step: 362ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.638% (48230/48896) 382/391 [===============================================================>.] Step: 376ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.635% (48355/49024) 383/391 [===============================================================>.] Step: 384ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.637% (48482/49152) 384/391 [===============================================================>.] Step: 367ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.636% (48608/49280) 385/391 [================================================================>] Step: 385ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.640% (48736/49408) 386/391 [================================================================>] Step: 373ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.637% (48861/49536) 387/391 [================================================================>] Step: 357ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.637% (48987/49664) 388/391 [================================================================>] Step: 367ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.634% (49112/49792) 389/391 [================================================================>] Step: 356ms | Tot: 2m24s | Loss: 0.046 | Acc: 98.632% (49237/49920) 390/391 [================================================================>] Step: 350ms | Tot: 2m24s | Loss: 0.046 | Acc: 98.632% (49316/50000) 391/391 + [>................................................................] Step: 444ms | Tot: 3ms | Loss: 0.378 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 294ms | Tot: 298ms | Loss: 0.312 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 299ms | Tot: 597ms | Loss: 0.331 | Acc: 90.333% (271/300) 3/100 [=>...............................................................] Step: 294ms | Tot: 892ms | Loss: 0.336 | Acc: 90.250% (361/400) 4/100 [==>..............................................................] Step: 291ms | Tot: 1s183ms | Loss: 0.319 | Acc: 90.200% (451/500) 5/100 [===>.............................................................] Step: 298ms | Tot: 1s482ms | Loss: 0.293 | Acc: 90.667% (544/600) 6/100 [===>.............................................................] Step: 289ms | Tot: 1s771ms | Loss: 0.283 | Acc: 90.429% (633/700) 7/100 [====>............................................................] Step: 293ms | Tot: 2s64ms | Loss: 0.301 | Acc: 90.125% (721/800) 8/100 [=====>...........................................................] Step: 299ms | Tot: 2s364ms | Loss: 0.314 | Acc: 90.111% (811/900) 9/100 [=====>...........................................................] Step: 317ms | Tot: 2s681ms | Loss: 0.321 | Acc: 90.200% (902/1000) 10/100 [======>..........................................................] Step: 315ms | Tot: 2s997ms | Loss: 0.323 | Acc: 90.364% (994/1100) 11/100 [=======>.........................................................] Step: 298ms | Tot: 3s295ms | Loss: 0.344 | Acc: 90.083% (1081/1200) 12/100 [=======>.........................................................] Step: 304ms | Tot: 3s599ms | Loss: 0.338 | Acc: 90.231% (1173/1300) 13/100 [========>........................................................] Step: 299ms | Tot: 3s899ms | Loss: 0.334 | Acc: 90.500% (1267/1400) 14/100 [=========>.......................................................] Step: 305ms | Tot: 4s205ms | Loss: 0.329 | Acc: 90.600% (1359/1500) 15/100 [=========>.......................................................] Step: 304ms | Tot: 4s509ms | Loss: 0.334 | Acc: 90.438% (1447/1600) 16/100 [==========>......................................................] Step: 317ms | Tot: 4s827ms | Loss: 0.323 | Acc: 90.765% (1543/1700) 17/100 [===========>.....................................................] Step: 299ms | Tot: 5s127ms | Loss: 0.332 | Acc: 90.500% (1629/1800) 18/100 [===========>.....................................................] Step: 303ms | Tot: 5s430ms | Loss: 0.339 | Acc: 90.474% (1719/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s742ms | Loss: 0.343 | Acc: 90.450% (1809/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s48ms | Loss: 0.342 | Acc: 90.476% (1900/2100) 21/100 [=============>...................................................] Step: 301ms | Tot: 6s350ms | Loss: 0.339 | Acc: 90.636% (1994/2200) 22/100 [==============>..................................................] Step: 313ms | Tot: 6s663ms | Loss: 0.345 | Acc: 90.565% (2083/2300) 23/100 [==============>..................................................] Step: 305ms | Tot: 6s968ms | Loss: 0.347 | Acc: 90.500% (2172/2400) 24/100 [===============>.................................................] Step: 305ms | Tot: 7s274ms | Loss: 0.350 | Acc: 90.520% (2263/2500) 25/100 [================>................................................] Step: 311ms | Tot: 7s586ms | Loss: 0.353 | Acc: 90.500% (2353/2600) 26/100 [================>................................................] Step: 314ms | Tot: 7s900ms | Loss: 0.347 | Acc: 90.556% (2445/2700) 27/100 [=================>...............................................] Step: 302ms | Tot: 8s202ms | Loss: 0.347 | Acc: 90.607% (2537/2800) 28/100 [==================>..............................................] Step: 311ms | Tot: 8s514ms | Loss: 0.351 | Acc: 90.655% (2629/2900) 29/100 [==================>..............................................] Step: 297ms | Tot: 8s812ms | Loss: 0.348 | Acc: 90.700% (2721/3000) 30/100 [===================>.............................................] Step: 310ms | Tot: 9s122ms | Loss: 0.344 | Acc: 90.677% (2811/3100) 31/100 [====================>............................................] Step: 305ms | Tot: 9s428ms | Loss: 0.346 | Acc: 90.719% (2903/3200) 32/100 [====================>............................................] Step: 307ms | Tot: 9s735ms | Loss: 0.343 | Acc: 90.818% (2997/3300) 33/100 [=====================>...........................................] Step: 303ms | Tot: 10s39ms | Loss: 0.345 | Acc: 90.765% (3086/3400) 34/100 [======================>..........................................] Step: 302ms | Tot: 10s341ms | Loss: 0.350 | Acc: 90.629% (3172/3500) 35/100 [======================>..........................................] Step: 306ms | Tot: 10s648ms | Loss: 0.347 | Acc: 90.667% (3264/3600) 36/100 [=======================>.........................................] Step: 301ms | Tot: 10s950ms | Loss: 0.348 | Acc: 90.703% (3356/3700) 37/100 [========================>........................................] Step: 300ms | Tot: 11s250ms | Loss: 0.350 | Acc: 90.605% (3443/3800) 38/100 [========================>........................................] Step: 308ms | Tot: 11s559ms | Loss: 0.350 | Acc: 90.692% (3537/3900) 39/100 [=========================>.......................................] Step: 300ms | Tot: 11s859ms | Loss: 0.348 | Acc: 90.750% (3630/4000) 40/100 [==========================>......................................] Step: 302ms | Tot: 12s161ms | Loss: 0.354 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 304ms | Tot: 12s465ms | Loss: 0.358 | Acc: 90.595% (3805/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 12s774ms | Loss: 0.354 | Acc: 90.721% (3901/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s79ms | Loss: 0.355 | Acc: 90.750% (3993/4400) 44/100 [============================>....................................] Step: 298ms | Tot: 13s378ms | Loss: 0.352 | Acc: 90.822% (4087/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 13s687ms | Loss: 0.352 | Acc: 90.761% (4175/4600) 46/100 [=============================>...................................] Step: 316ms | Tot: 14s3ms | Loss: 0.351 | Acc: 90.745% (4265/4700) 47/100 [==============================>..................................] Step: 317ms | Tot: 14s321ms | Loss: 0.354 | Acc: 90.708% (4354/4800) 48/100 [===============================>.................................] Step: 321ms | Tot: 14s642ms | Loss: 0.351 | Acc: 90.776% (4448/4900) 49/100 [===============================>.................................] Step: 315ms | Tot: 14s958ms | Loss: 0.354 | Acc: 90.780% (4539/5000) 50/100 [================================>................................] Step: 317ms | Tot: 15s275ms | Loss: 0.354 | Acc: 90.784% (4630/5100) 51/100 [=================================>...............................] Step: 316ms | Tot: 15s591ms | Loss: 0.355 | Acc: 90.769% (4720/5200) 52/100 [=================================>...............................] Step: 307ms | Tot: 15s899ms | Loss: 0.356 | Acc: 90.755% (4810/5300) 53/100 [==================================>..............................] Step: 301ms | Tot: 16s201ms | Loss: 0.357 | Acc: 90.741% (4900/5400) 54/100 [===================================>.............................] Step: 306ms | Tot: 16s507ms | Loss: 0.355 | Acc: 90.745% (4991/5500) 55/100 [===================================>.............................] Step: 299ms | Tot: 16s807ms | Loss: 0.357 | Acc: 90.750% (5082/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s116ms | Loss: 0.356 | Acc: 90.772% (5174/5700) 57/100 [=====================================>...........................] Step: 303ms | Tot: 17s419ms | Loss: 0.353 | Acc: 90.862% (5270/5800) 58/100 [=====================================>...........................] Step: 311ms | Tot: 17s731ms | Loss: 0.354 | Acc: 90.797% (5357/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 18s41ms | Loss: 0.353 | Acc: 90.783% (5447/6000) 60/100 [=======================================>.........................] Step: 298ms | Tot: 18s339ms | Loss: 0.352 | Acc: 90.787% (5538/6100) 61/100 [=======================================>.........................] Step: 308ms | Tot: 18s647ms | Loss: 0.354 | Acc: 90.742% (5626/6200) 62/100 [========================================>........................] Step: 302ms | Tot: 18s950ms | Loss: 0.352 | Acc: 90.778% (5719/6300) 63/100 [========================================>........................] Step: 298ms | Tot: 19s249ms | Loss: 0.348 | Acc: 90.875% (5816/6400) 64/100 [=========================================>.......................] Step: 309ms | Tot: 19s558ms | Loss: 0.348 | Acc: 90.846% (5905/6500) 65/100 [==========================================>......................] Step: 317ms | Tot: 19s875ms | Loss: 0.348 | Acc: 90.848% (5996/6600) 66/100 [==========================================>......................] Step: 306ms | Tot: 20s182ms | Loss: 0.345 | Acc: 90.896% (6090/6700) 67/100 [===========================================>.....................] Step: 302ms | Tot: 20s484ms | Loss: 0.347 | Acc: 90.853% (6178/6800) 68/100 [============================================>....................] Step: 300ms | Tot: 20s784ms | Loss: 0.344 | Acc: 90.870% (6270/6900) 69/100 [============================================>....................] Step: 301ms | Tot: 21s86ms | Loss: 0.343 | Acc: 90.886% (6362/7000) 70/100 [=============================================>...................] Step: 303ms | Tot: 21s390ms | Loss: 0.347 | Acc: 90.817% (6448/7100) 71/100 [==============================================>..................] Step: 308ms | Tot: 21s698ms | Loss: 0.349 | Acc: 90.806% (6538/7200) 72/100 [==============================================>..................] Step: 307ms | Tot: 22s5ms | Loss: 0.346 | Acc: 90.863% (6633/7300) 73/100 [===============================================>.................] Step: 303ms | Tot: 22s309ms | Loss: 0.347 | Acc: 90.865% (6724/7400) 74/100 [================================================>................] Step: 313ms | Tot: 22s623ms | Loss: 0.347 | Acc: 90.853% (6814/7500) 75/100 [================================================>................] Step: 317ms | Tot: 22s940ms | Loss: 0.349 | Acc: 90.803% (6901/7600) 76/100 [=================================================>...............] Step: 305ms | Tot: 23s245ms | Loss: 0.349 | Acc: 90.779% (6990/7700) 77/100 [==================================================>..............] Step: 306ms | Tot: 23s551ms | Loss: 0.349 | Acc: 90.808% (7083/7800) 78/100 [==================================================>..............] Step: 299ms | Tot: 23s850ms | Loss: 0.348 | Acc: 90.835% (7176/7900) 79/100 [===================================================>.............] Step: 300ms | Tot: 24s151ms | Loss: 0.347 | Acc: 90.838% (7267/8000) 80/100 [====================================================>............] Step: 306ms | Tot: 24s458ms | Loss: 0.345 | Acc: 90.840% (7358/8100) 81/100 [====================================================>............] Step: 310ms | Tot: 24s768ms | Loss: 0.345 | Acc: 90.829% (7448/8200) 82/100 [=====================================================>...........] Step: 305ms | Tot: 25s74ms | Loss: 0.344 | Acc: 90.843% (7540/8300) 83/100 [=====================================================>...........] Step: 303ms | Tot: 25s377ms | Loss: 0.344 | Acc: 90.845% (7631/8400) 84/100 [======================================================>..........] Step: 312ms | Tot: 25s690ms | Loss: 0.344 | Acc: 90.835% (7721/8500) 85/100 [=======================================================>.........] Step: 303ms | Tot: 25s993ms | Loss: 0.346 | Acc: 90.791% (7808/8600) 86/100 [=======================================================>.........] Step: 305ms | Tot: 26s299ms | Loss: 0.344 | Acc: 90.805% (7900/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 26s606ms | Loss: 0.344 | Acc: 90.795% (7990/8800) 88/100 [=========================================================>.......] Step: 300ms | Tot: 26s907ms | Loss: 0.344 | Acc: 90.809% (8082/8900) 89/100 [=========================================================>.......] Step: 301ms | Tot: 27s208ms | Loss: 0.344 | Acc: 90.822% (8174/9000) 90/100 [==========================================================>......] Step: 316ms | Tot: 27s525ms | Loss: 0.343 | Acc: 90.846% (8267/9100) 91/100 [===========================================================>.....] Step: 317ms | Tot: 27s843ms | Loss: 0.342 | Acc: 90.880% (8361/9200) 92/100 [===========================================================>.....] Step: 321ms | Tot: 28s164ms | Loss: 0.344 | Acc: 90.839% (8448/9300) 93/100 [============================================================>....] Step: 305ms | Tot: 28s470ms | Loss: 0.344 | Acc: 90.840% (8539/9400) 94/100 [=============================================================>...] Step: 306ms | Tot: 28s777ms | Loss: 0.343 | Acc: 90.853% (8631/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 29s82ms | Loss: 0.342 | Acc: 90.854% (8722/9600) 96/100 [==============================================================>..] Step: 300ms | Tot: 29s383ms | Loss: 0.340 | Acc: 90.876% (8815/9700) 97/100 [===============================================================>.] Step: 311ms | Tot: 29s694ms | Loss: 0.340 | Acc: 90.908% (8909/9800) 98/100 [===============================================================>.] Step: 301ms | Tot: 29s996ms | Loss: 0.342 | Acc: 90.838% (8993/9900) 99/100 [================================================================>] Step: 300ms | Tot: 30s296ms | Loss: 0.340 | Acc: 90.890% (9089/10000) 100/100 + +Epoch: 197 + [>................................................................] Step: 629ms | Tot: 2ms | Loss: 0.036 | Acc: 99.219% (127/128) 1/391 [>................................................................] Step: 386ms | Tot: 388ms | Loss: 0.046 | Acc: 98.828% (253/256) 2/391 [>................................................................] Step: 397ms | Tot: 786ms | Loss: 0.048 | Acc: 98.438% (378/384) 3/391 [>................................................................] Step: 361ms | Tot: 1s148ms | Loss: 0.038 | Acc: 98.828% (506/512) 4/391 [>................................................................] Step: 358ms | Tot: 1s506ms | Loss: 0.035 | Acc: 99.062% (634/640) 5/391 [>................................................................] Step: 381ms | Tot: 1s887ms | Loss: 0.038 | Acc: 98.958% (760/768) 6/391 [>................................................................] Step: 366ms | Tot: 2s254ms | Loss: 0.041 | Acc: 98.884% (886/896) 7/391 [=>...............................................................] Step: 365ms | Tot: 2s620ms | Loss: 0.048 | Acc: 98.535% (1009/1024) 8/391 [=>...............................................................] Step: 361ms | Tot: 2s982ms | Loss: 0.050 | Acc: 98.351% (1133/1152) 9/391 [=>...............................................................] Step: 357ms | Tot: 3s340ms | Loss: 0.048 | Acc: 98.438% (1260/1280) 10/391 [=>...............................................................] Step: 369ms | Tot: 3s709ms | Loss: 0.050 | Acc: 98.366% (1385/1408) 11/391 [=>...............................................................] Step: 380ms | Tot: 4s90ms | Loss: 0.047 | Acc: 98.503% (1513/1536) 12/391 [=>...............................................................] Step: 367ms | Tot: 4s457ms | Loss: 0.047 | Acc: 98.558% (1640/1664) 13/391 [==>..............................................................] Step: 364ms | Tot: 4s822ms | Loss: 0.047 | Acc: 98.605% (1767/1792) 14/391 [==>..............................................................] Step: 360ms | Tot: 5s183ms | Loss: 0.047 | Acc: 98.646% (1894/1920) 15/391 [==>..............................................................] Step: 362ms | Tot: 5s545ms | Loss: 0.046 | Acc: 98.633% (2020/2048) 16/391 [==>..............................................................] Step: 358ms | Tot: 5s904ms | Loss: 0.045 | Acc: 98.667% (2147/2176) 17/391 [==>..............................................................] Step: 365ms | Tot: 6s269ms | Loss: 0.045 | Acc: 98.655% (2273/2304) 18/391 [==>..............................................................] Step: 365ms | Tot: 6s634ms | Loss: 0.044 | Acc: 98.725% (2401/2432) 19/391 [===>.............................................................] Step: 369ms | Tot: 7s4ms | Loss: 0.044 | Acc: 98.750% (2528/2560) 20/391 [===>.............................................................] Step: 375ms | Tot: 7s379ms | Loss: 0.045 | Acc: 98.735% (2654/2688) 21/391 [===>.............................................................] Step: 367ms | Tot: 7s747ms | Loss: 0.044 | Acc: 98.757% (2781/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s112ms | Loss: 0.043 | Acc: 98.811% (2909/2944) 23/391 [===>.............................................................] Step: 360ms | Tot: 8s472ms | Loss: 0.043 | Acc: 98.861% (3037/3072) 24/391 [===>.............................................................] Step: 359ms | Tot: 8s832ms | Loss: 0.043 | Acc: 98.875% (3164/3200) 25/391 [====>............................................................] Step: 367ms | Tot: 9s200ms | Loss: 0.043 | Acc: 98.888% (3291/3328) 26/391 [====>............................................................] Step: 361ms | Tot: 9s561ms | Loss: 0.045 | Acc: 98.814% (3415/3456) 27/391 [====>............................................................] Step: 368ms | Tot: 9s930ms | Loss: 0.045 | Acc: 98.828% (3542/3584) 28/391 [====>............................................................] Step: 363ms | Tot: 10s293ms | Loss: 0.045 | Acc: 98.842% (3669/3712) 29/391 [====>............................................................] Step: 373ms | Tot: 10s667ms | Loss: 0.045 | Acc: 98.828% (3795/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s32ms | Loss: 0.046 | Acc: 98.790% (3920/3968) 31/391 [=====>...........................................................] Step: 356ms | Tot: 11s389ms | Loss: 0.045 | Acc: 98.804% (4047/4096) 32/391 [=====>...........................................................] Step: 379ms | Tot: 11s769ms | Loss: 0.044 | Acc: 98.840% (4175/4224) 33/391 [=====>...........................................................] Step: 371ms | Tot: 12s140ms | Loss: 0.045 | Acc: 98.759% (4298/4352) 34/391 [=====>...........................................................] Step: 358ms | Tot: 12s499ms | Loss: 0.046 | Acc: 98.705% (4422/4480) 35/391 [=====>...........................................................] Step: 371ms | Tot: 12s870ms | Loss: 0.046 | Acc: 98.720% (4549/4608) 36/391 [=====>...........................................................] Step: 358ms | Tot: 13s229ms | Loss: 0.045 | Acc: 98.733% (4676/4736) 37/391 [======>..........................................................] Step: 368ms | Tot: 13s597ms | Loss: 0.045 | Acc: 98.766% (4804/4864) 38/391 [======>..........................................................] Step: 362ms | Tot: 13s960ms | Loss: 0.044 | Acc: 98.738% (4929/4992) 39/391 [======>..........................................................] Step: 362ms | Tot: 14s322ms | Loss: 0.045 | Acc: 98.750% (5056/5120) 40/391 [======>..........................................................] Step: 376ms | Tot: 14s698ms | Loss: 0.044 | Acc: 98.742% (5182/5248) 41/391 [======>..........................................................] Step: 362ms | Tot: 15s61ms | Loss: 0.044 | Acc: 98.754% (5309/5376) 42/391 [======>..........................................................] Step: 372ms | Tot: 15s433ms | Loss: 0.044 | Acc: 98.765% (5436/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s802ms | Loss: 0.044 | Acc: 98.775% (5563/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s170ms | Loss: 0.044 | Acc: 98.785% (5690/5760) 45/391 [=======>.........................................................] Step: 371ms | Tot: 16s542ms | Loss: 0.045 | Acc: 98.726% (5813/5888) 46/391 [=======>.........................................................] Step: 359ms | Tot: 16s901ms | Loss: 0.045 | Acc: 98.720% (5939/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s274ms | Loss: 0.045 | Acc: 98.730% (6066/6144) 48/391 [=======>.........................................................] Step: 363ms | Tot: 17s638ms | Loss: 0.045 | Acc: 98.709% (6191/6272) 49/391 [========>........................................................] Step: 362ms | Tot: 18s1ms | Loss: 0.045 | Acc: 98.734% (6319/6400) 50/391 [========>........................................................] Step: 368ms | Tot: 18s370ms | Loss: 0.045 | Acc: 98.759% (6447/6528) 51/391 [========>........................................................] Step: 358ms | Tot: 18s728ms | Loss: 0.044 | Acc: 98.783% (6575/6656) 52/391 [========>........................................................] Step: 373ms | Tot: 19s102ms | Loss: 0.046 | Acc: 98.732% (6698/6784) 53/391 [========>........................................................] Step: 358ms | Tot: 19s461ms | Loss: 0.046 | Acc: 98.727% (6824/6912) 54/391 [========>........................................................] Step: 366ms | Tot: 19s827ms | Loss: 0.045 | Acc: 98.736% (6951/7040) 55/391 [=========>.......................................................] Step: 367ms | Tot: 20s194ms | Loss: 0.046 | Acc: 98.717% (7076/7168) 56/391 [=========>.......................................................] Step: 366ms | Tot: 20s560ms | Loss: 0.046 | Acc: 98.698% (7201/7296) 57/391 [=========>.......................................................] Step: 365ms | Tot: 20s926ms | Loss: 0.047 | Acc: 98.666% (7325/7424) 58/391 [=========>.......................................................] Step: 365ms | Tot: 21s292ms | Loss: 0.047 | Acc: 98.663% (7451/7552) 59/391 [=========>.......................................................] Step: 364ms | Tot: 21s656ms | Loss: 0.047 | Acc: 98.633% (7575/7680) 60/391 [=========>.......................................................] Step: 366ms | Tot: 22s23ms | Loss: 0.047 | Acc: 98.642% (7702/7808) 61/391 [==========>......................................................] Step: 360ms | Tot: 22s383ms | Loss: 0.048 | Acc: 98.639% (7828/7936) 62/391 [==========>......................................................] Step: 372ms | Tot: 22s755ms | Loss: 0.048 | Acc: 98.648% (7955/8064) 63/391 [==========>......................................................] Step: 363ms | Tot: 23s118ms | Loss: 0.047 | Acc: 98.669% (8083/8192) 64/391 [==========>......................................................] Step: 357ms | Tot: 23s476ms | Loss: 0.047 | Acc: 98.678% (8210/8320) 65/391 [==========>......................................................] Step: 378ms | Tot: 23s854ms | Loss: 0.047 | Acc: 98.698% (8338/8448) 66/391 [==========>......................................................] Step: 358ms | Tot: 24s213ms | Loss: 0.047 | Acc: 98.671% (8462/8576) 67/391 [===========>.....................................................] Step: 372ms | Tot: 24s585ms | Loss: 0.047 | Acc: 98.667% (8588/8704) 68/391 [===========>.....................................................] Step: 357ms | Tot: 24s942ms | Loss: 0.048 | Acc: 98.630% (8711/8832) 69/391 [===========>.....................................................] Step: 359ms | Tot: 25s302ms | Loss: 0.048 | Acc: 98.627% (8837/8960) 70/391 [===========>.....................................................] Step: 372ms | Tot: 25s674ms | Loss: 0.048 | Acc: 98.625% (8963/9088) 71/391 [===========>.....................................................] Step: 358ms | Tot: 26s33ms | Loss: 0.048 | Acc: 98.622% (9089/9216) 72/391 [===========>.....................................................] Step: 365ms | Tot: 26s399ms | Loss: 0.048 | Acc: 98.630% (9216/9344) 73/391 [============>....................................................] Step: 368ms | Tot: 26s767ms | Loss: 0.049 | Acc: 98.585% (9338/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s133ms | Loss: 0.049 | Acc: 98.573% (9463/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 27s501ms | Loss: 0.049 | Acc: 98.592% (9591/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 27s862ms | Loss: 0.049 | Acc: 98.610% (9719/9856) 77/391 [============>....................................................] Step: 365ms | Tot: 28s228ms | Loss: 0.049 | Acc: 98.608% (9845/9984) 78/391 [============>....................................................] Step: 358ms | Tot: 28s587ms | Loss: 0.049 | Acc: 98.625% (9973/10112) 79/391 [=============>...................................................] Step: 359ms | Tot: 28s946ms | Loss: 0.049 | Acc: 98.613% (10098/10240) 80/391 [=============>...................................................] Step: 366ms | Tot: 29s313ms | Loss: 0.049 | Acc: 98.621% (10225/10368) 81/391 [=============>...................................................] Step: 367ms | Tot: 29s680ms | Loss: 0.049 | Acc: 98.628% (10352/10496) 82/391 [=============>...................................................] Step: 365ms | Tot: 30s46ms | Loss: 0.049 | Acc: 98.645% (10480/10624) 83/391 [=============>...................................................] Step: 364ms | Tot: 30s410ms | Loss: 0.048 | Acc: 98.661% (10608/10752) 84/391 [=============>...................................................] Step: 372ms | Tot: 30s782ms | Loss: 0.048 | Acc: 98.676% (10736/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s147ms | Loss: 0.048 | Acc: 98.683% (10863/11008) 86/391 [==============>..................................................] Step: 359ms | Tot: 31s507ms | Loss: 0.048 | Acc: 98.680% (10989/11136) 87/391 [==============>..................................................] Step: 368ms | Tot: 31s875ms | Loss: 0.048 | Acc: 98.695% (11117/11264) 88/391 [==============>..................................................] Step: 361ms | Tot: 32s237ms | Loss: 0.049 | Acc: 98.648% (11238/11392) 89/391 [==============>..................................................] Step: 362ms | Tot: 32s599ms | Loss: 0.049 | Acc: 98.637% (11363/11520) 90/391 [==============>..................................................] Step: 365ms | Tot: 32s964ms | Loss: 0.049 | Acc: 98.644% (11490/11648) 91/391 [===============>.................................................] Step: 361ms | Tot: 33s325ms | Loss: 0.049 | Acc: 98.633% (11615/11776) 92/391 [===============>.................................................] Step: 377ms | Tot: 33s703ms | Loss: 0.049 | Acc: 98.639% (11742/11904) 93/391 [===============>.................................................] Step: 361ms | Tot: 34s64ms | Loss: 0.049 | Acc: 98.645% (11869/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 34s426ms | Loss: 0.049 | Acc: 98.651% (11996/12160) 95/391 [===============>.................................................] Step: 372ms | Tot: 34s798ms | Loss: 0.049 | Acc: 98.649% (12122/12288) 96/391 [===============>.................................................] Step: 365ms | Tot: 35s163ms | Loss: 0.049 | Acc: 98.655% (12249/12416) 97/391 [================>................................................] Step: 370ms | Tot: 35s533ms | Loss: 0.049 | Acc: 98.661% (12376/12544) 98/391 [================>................................................] Step: 361ms | Tot: 35s895ms | Loss: 0.048 | Acc: 98.658% (12502/12672) 99/391 [================>................................................] Step: 367ms | Tot: 36s262ms | Loss: 0.048 | Acc: 98.672% (12630/12800) 100/391 [================>................................................] Step: 373ms | Tot: 36s636ms | Loss: 0.048 | Acc: 98.662% (12755/12928) 101/391 [================>................................................] Step: 364ms | Tot: 37s | Loss: 0.048 | Acc: 98.660% (12881/13056) 102/391 [================>................................................] Step: 366ms | Tot: 37s367ms | Loss: 0.048 | Acc: 98.673% (13009/13184) 103/391 [=================>...............................................] Step: 364ms | Tot: 37s731ms | Loss: 0.048 | Acc: 98.685% (13137/13312) 104/391 [=================>...............................................] Step: 360ms | Tot: 38s92ms | Loss: 0.048 | Acc: 98.683% (13263/13440) 105/391 [=================>...............................................] Step: 366ms | Tot: 38s458ms | Loss: 0.048 | Acc: 98.688% (13390/13568) 106/391 [=================>...............................................] Step: 372ms | Tot: 38s830ms | Loss: 0.048 | Acc: 98.700% (13518/13696) 107/391 [=================>...............................................] Step: 366ms | Tot: 39s196ms | Loss: 0.048 | Acc: 98.705% (13645/13824) 108/391 [=================>...............................................] Step: 361ms | Tot: 39s558ms | Loss: 0.048 | Acc: 98.688% (13769/13952) 109/391 [==================>..............................................] Step: 363ms | Tot: 39s921ms | Loss: 0.048 | Acc: 98.700% (13897/14080) 110/391 [==================>..............................................] Step: 374ms | Tot: 40s295ms | Loss: 0.048 | Acc: 98.691% (14022/14208) 111/391 [==================>..............................................] Step: 364ms | Tot: 40s660ms | Loss: 0.048 | Acc: 98.689% (14148/14336) 112/391 [==================>..............................................] Step: 364ms | Tot: 41s24ms | Loss: 0.048 | Acc: 98.686% (14274/14464) 113/391 [==================>..............................................] Step: 359ms | Tot: 41s383ms | Loss: 0.048 | Acc: 98.684% (14400/14592) 114/391 [==================>..............................................] Step: 361ms | Tot: 41s744ms | Loss: 0.048 | Acc: 98.689% (14527/14720) 115/391 [===================>.............................................] Step: 363ms | Tot: 42s108ms | Loss: 0.048 | Acc: 98.700% (14655/14848) 116/391 [===================>.............................................] Step: 353ms | Tot: 42s461ms | Loss: 0.048 | Acc: 98.691% (14780/14976) 117/391 [===================>.............................................] Step: 372ms | Tot: 42s833ms | Loss: 0.048 | Acc: 98.696% (14907/15104) 118/391 [===================>.............................................] Step: 367ms | Tot: 43s201ms | Loss: 0.048 | Acc: 98.707% (15035/15232) 119/391 [===================>.............................................] Step: 368ms | Tot: 43s569ms | Loss: 0.048 | Acc: 98.711% (15162/15360) 120/391 [===================>.............................................] Step: 364ms | Tot: 43s934ms | Loss: 0.048 | Acc: 98.709% (15288/15488) 121/391 [====================>............................................] Step: 360ms | Tot: 44s294ms | Loss: 0.048 | Acc: 98.713% (15415/15616) 122/391 [====================>............................................] Step: 368ms | Tot: 44s663ms | Loss: 0.048 | Acc: 98.717% (15542/15744) 123/391 [====================>............................................] Step: 360ms | Tot: 45s23ms | Loss: 0.048 | Acc: 98.715% (15668/15872) 124/391 [====================>............................................] Step: 357ms | Tot: 45s381ms | Loss: 0.048 | Acc: 98.694% (15791/16000) 125/391 [====================>............................................] Step: 366ms | Tot: 45s748ms | Loss: 0.048 | Acc: 98.704% (15919/16128) 126/391 [====================>............................................] Step: 358ms | Tot: 46s106ms | Loss: 0.048 | Acc: 98.708% (16046/16256) 127/391 [=====================>...........................................] Step: 365ms | Tot: 46s472ms | Loss: 0.048 | Acc: 98.712% (16173/16384) 128/391 [=====================>...........................................] Step: 373ms | Tot: 46s846ms | Loss: 0.048 | Acc: 98.716% (16300/16512) 129/391 [=====================>...........................................] Step: 361ms | Tot: 47s207ms | Loss: 0.048 | Acc: 98.702% (16424/16640) 130/391 [=====================>...........................................] Step: 371ms | Tot: 47s578ms | Loss: 0.048 | Acc: 98.694% (16549/16768) 131/391 [=====================>...........................................] Step: 368ms | Tot: 47s947ms | Loss: 0.048 | Acc: 98.692% (16675/16896) 132/391 [=====================>...........................................] Step: 366ms | Tot: 48s313ms | Loss: 0.048 | Acc: 98.678% (16799/17024) 133/391 [======================>..........................................] Step: 367ms | Tot: 48s681ms | Loss: 0.048 | Acc: 98.682% (16926/17152) 134/391 [======================>..........................................] Step: 365ms | Tot: 49s47ms | Loss: 0.048 | Acc: 98.681% (17052/17280) 135/391 [======================>..........................................] Step: 370ms | Tot: 49s417ms | Loss: 0.048 | Acc: 98.685% (17179/17408) 136/391 [======================>..........................................] Step: 363ms | Tot: 49s781ms | Loss: 0.048 | Acc: 98.671% (17303/17536) 137/391 [======================>..........................................] Step: 373ms | Tot: 50s154ms | Loss: 0.048 | Acc: 98.670% (17429/17664) 138/391 [======================>..........................................] Step: 355ms | Tot: 50s509ms | Loss: 0.048 | Acc: 98.674% (17556/17792) 139/391 [=======================>.........................................] Step: 364ms | Tot: 50s874ms | Loss: 0.048 | Acc: 98.677% (17683/17920) 140/391 [=======================>.........................................] Step: 373ms | Tot: 51s247ms | Loss: 0.048 | Acc: 98.681% (17810/18048) 141/391 [=======================>.........................................] Step: 370ms | Tot: 51s618ms | Loss: 0.048 | Acc: 98.685% (17937/18176) 142/391 [=======================>.........................................] Step: 366ms | Tot: 51s985ms | Loss: 0.048 | Acc: 98.678% (18062/18304) 143/391 [=======================>.........................................] Step: 361ms | Tot: 52s346ms | Loss: 0.048 | Acc: 98.687% (18190/18432) 144/391 [=======================>.........................................] Step: 370ms | Tot: 52s717ms | Loss: 0.048 | Acc: 98.675% (18314/18560) 145/391 [========================>........................................] Step: 368ms | Tot: 53s85ms | Loss: 0.048 | Acc: 98.673% (18440/18688) 146/391 [========================>........................................] Step: 363ms | Tot: 53s449ms | Loss: 0.048 | Acc: 98.677% (18567/18816) 147/391 [========================>........................................] Step: 376ms | Tot: 53s825ms | Loss: 0.048 | Acc: 98.675% (18693/18944) 148/391 [========================>........................................] Step: 363ms | Tot: 54s188ms | Loss: 0.048 | Acc: 98.679% (18820/19072) 149/391 [========================>........................................] Step: 357ms | Tot: 54s545ms | Loss: 0.048 | Acc: 98.677% (18946/19200) 150/391 [========================>........................................] Step: 365ms | Tot: 54s911ms | Loss: 0.048 | Acc: 98.675% (19072/19328) 151/391 [=========================>.......................................] Step: 362ms | Tot: 55s274ms | Loss: 0.047 | Acc: 98.684% (19200/19456) 152/391 [=========================>.......................................] Step: 374ms | Tot: 55s648ms | Loss: 0.047 | Acc: 98.677% (19325/19584) 153/391 [=========================>.......................................] Step: 353ms | Tot: 56s2ms | Loss: 0.047 | Acc: 98.686% (19453/19712) 154/391 [=========================>.......................................] Step: 359ms | Tot: 56s362ms | Loss: 0.047 | Acc: 98.684% (19579/19840) 155/391 [=========================>.......................................] Step: 377ms | Tot: 56s739ms | Loss: 0.047 | Acc: 98.688% (19706/19968) 156/391 [=========================>.......................................] Step: 359ms | Tot: 57s99ms | Loss: 0.047 | Acc: 98.686% (19832/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 57s458ms | Loss: 0.047 | Acc: 98.690% (19959/20224) 158/391 [==========================>......................................] Step: 365ms | Tot: 57s824ms | Loss: 0.047 | Acc: 98.693% (20086/20352) 159/391 [==========================>......................................] Step: 362ms | Tot: 58s186ms | Loss: 0.047 | Acc: 98.691% (20212/20480) 160/391 [==========================>......................................] Step: 369ms | Tot: 58s555ms | Loss: 0.047 | Acc: 98.685% (20337/20608) 161/391 [==========================>......................................] Step: 356ms | Tot: 58s912ms | Loss: 0.047 | Acc: 98.674% (20461/20736) 162/391 [==========================>......................................] Step: 369ms | Tot: 59s282ms | Loss: 0.047 | Acc: 98.682% (20589/20864) 163/391 [===========================>.....................................] Step: 372ms | Tot: 59s654ms | Loss: 0.047 | Acc: 98.676% (20714/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 1m23ms | Loss: 0.047 | Acc: 98.674% (20840/21120) 165/391 [===========================>.....................................] Step: 365ms | Tot: 1m389ms | Loss: 0.047 | Acc: 98.678% (20967/21248) 166/391 [===========================>.....................................] Step: 358ms | Tot: 1m747ms | Loss: 0.047 | Acc: 98.681% (21094/21376) 167/391 [===========================>.....................................] Step: 366ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.679% (21220/21504) 168/391 [===========================>.....................................] Step: 354ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.683% (21347/21632) 169/391 [============================>....................................] Step: 364ms | Tot: 1m1s | Loss: 0.047 | Acc: 98.690% (21475/21760) 170/391 [============================>....................................] Step: 368ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.693% (21602/21888) 171/391 [============================>....................................] Step: 355ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.692% (21728/22016) 172/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.047 | Acc: 98.695% (21855/22144) 173/391 [============================>....................................] Step: 364ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.698% (21982/22272) 174/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.047 | Acc: 98.688% (22106/22400) 175/391 [=============================>...................................] Step: 365ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.686% (22232/22528) 176/391 [=============================>...................................] Step: 356ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.689% (22359/22656) 177/391 [=============================>...................................] Step: 382ms | Tot: 1m4s | Loss: 0.047 | Acc: 98.692% (22486/22784) 178/391 [=============================>...................................] Step: 360ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.695% (22613/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.694% (22739/23040) 180/391 [=============================>...................................] Step: 370ms | Tot: 1m5s | Loss: 0.047 | Acc: 98.696% (22866/23168) 181/391 [==============================>..................................] Step: 361ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.699% (22993/23296) 182/391 [==============================>..................................] Step: 369ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.698% (23119/23424) 183/391 [==============================>..................................] Step: 355ms | Tot: 1m6s | Loss: 0.047 | Acc: 98.701% (23246/23552) 184/391 [==============================>..................................] Step: 357ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.691% (23370/23680) 185/391 [==============================>..................................] Step: 373ms | Tot: 1m7s | Loss: 0.047 | Acc: 98.698% (23498/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.697% (23624/23936) 187/391 [===============================>.................................] Step: 367ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.703% (23752/24064) 188/391 [===============================>.................................] Step: 363ms | Tot: 1m8s | Loss: 0.047 | Acc: 98.710% (23880/24192) 189/391 [===============================>.................................] Step: 362ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.717% (24008/24320) 190/391 [===============================>.................................] Step: 361ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.716% (24134/24448) 191/391 [===============================>.................................] Step: 366ms | Tot: 1m9s | Loss: 0.047 | Acc: 98.718% (24261/24576) 192/391 [===============================>.................................] Step: 369ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.713% (24386/24704) 193/391 [================================>................................] Step: 357ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.711% (24512/24832) 194/391 [================================>................................] Step: 359ms | Tot: 1m10s | Loss: 0.047 | Acc: 98.714% (24639/24960) 195/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.717% (24766/25088) 196/391 [================================>................................] Step: 365ms | Tot: 1m11s | Loss: 0.047 | Acc: 98.707% (24890/25216) 197/391 [================================>................................] Step: 365ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.710% (25017/25344) 198/391 [================================>................................] Step: 358ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.708% (25143/25472) 199/391 [=================================>...............................] Step: 364ms | Tot: 1m12s | Loss: 0.047 | Acc: 98.707% (25269/25600) 200/391 [=================================>...............................] Step: 375ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.702% (25394/25728) 201/391 [=================================>...............................] Step: 358ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.700% (25520/25856) 202/391 [=================================>...............................] Step: 366ms | Tot: 1m13s | Loss: 0.047 | Acc: 98.699% (25646/25984) 203/391 [=================================>...............................] Step: 364ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.706% (25774/26112) 204/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.708% (25901/26240) 205/391 [==================================>..............................] Step: 363ms | Tot: 1m14s | Loss: 0.047 | Acc: 98.711% (26028/26368) 206/391 [==================================>..............................] Step: 359ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.713% (26155/26496) 207/391 [==================================>..............................] Step: 375ms | Tot: 1m15s | Loss: 0.047 | Acc: 98.708% (26280/26624) 208/391 [==================================>..............................] Step: 355ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.707% (26406/26752) 209/391 [==================================>..............................] Step: 362ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.698% (26530/26880) 210/391 [==================================>..............................] Step: 370ms | Tot: 1m16s | Loss: 0.047 | Acc: 98.697% (26656/27008) 211/391 [===================================>.............................] Step: 360ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.703% (26784/27136) 212/391 [===================================>.............................] Step: 363ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.709% (26912/27264) 213/391 [===================================>.............................] Step: 362ms | Tot: 1m17s | Loss: 0.047 | Acc: 98.704% (27037/27392) 214/391 [===================================>.............................] Step: 360ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.703% (27163/27520) 215/391 [===================================>.............................] Step: 361ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.698% (27288/27648) 216/391 [===================================>.............................] Step: 354ms | Tot: 1m18s | Loss: 0.047 | Acc: 98.697% (27414/27776) 217/391 [====================================>............................] Step: 375ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.699% (27541/27904) 218/391 [====================================>............................] Step: 373ms | Tot: 1m19s | Loss: 0.047 | Acc: 98.694% (27666/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.700% (27794/28160) 220/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.692% (27918/28288) 221/391 [====================================>............................] Step: 370ms | Tot: 1m20s | Loss: 0.047 | Acc: 98.684% (28042/28416) 222/391 [====================================>............................] Step: 365ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.676% (28166/28544) 223/391 [=====================================>...........................] Step: 362ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.675% (28292/28672) 224/391 [=====================================>...........................] Step: 368ms | Tot: 1m21s | Loss: 0.047 | Acc: 98.674% (28418/28800) 225/391 [=====================================>...........................] Step: 364ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.676% (28545/28928) 226/391 [=====================================>...........................] Step: 367ms | Tot: 1m22s | Loss: 0.047 | Acc: 98.678% (28672/29056) 227/391 [=====================================>...........................] Step: 371ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.684% (28800/29184) 228/391 [=====================================>...........................] Step: 359ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.680% (28925/29312) 229/391 [======================================>..........................] Step: 363ms | Tot: 1m23s | Loss: 0.047 | Acc: 98.679% (29051/29440) 230/391 [======================================>..........................] Step: 367ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.681% (29178/29568) 231/391 [======================================>..........................] Step: 355ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.680% (29304/29696) 232/391 [======================================>..........................] Step: 371ms | Tot: 1m24s | Loss: 0.047 | Acc: 98.686% (29432/29824) 233/391 [======================================>..........................] Step: 361ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.685% (29558/29952) 234/391 [======================================>..........................] Step: 376ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.684% (29684/30080) 235/391 [=======================================>.........................] Step: 370ms | Tot: 1m25s | Loss: 0.047 | Acc: 98.686% (29811/30208) 236/391 [=======================================>.........................] Step: 367ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.691% (29939/30336) 237/391 [=======================================>.........................] Step: 374ms | Tot: 1m26s | Loss: 0.047 | Acc: 98.697% (30067/30464) 238/391 [=======================================>.........................] Step: 363ms | Tot: 1m27s | Loss: 0.047 | Acc: 98.696% (30193/30592) 239/391 [=======================================>.........................] Step: 357ms | Tot: 1m27s | Loss: 0.047 | Acc: 98.698% (30320/30720) 240/391 [=======================================>.........................] Step: 369ms | Tot: 1m27s | Loss: 0.047 | Acc: 98.700% (30447/30848) 241/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.702% (30574/30976) 242/391 [========================================>........................] Step: 370ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.704% (30701/31104) 243/391 [========================================>........................] Step: 365ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.706% (30828/31232) 244/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.709% (30955/31360) 245/391 [========================================>........................] Step: 378ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.714% (31083/31488) 246/391 [========================================>........................] Step: 367ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.716% (31210/31616) 247/391 [=========================================>.......................] Step: 368ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.715% (31336/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.710% (31461/31872) 249/391 [=========================================>.......................] Step: 362ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.716% (31589/32000) 250/391 [=========================================>.......................] Step: 368ms | Tot: 1m31s | Loss: 0.047 | Acc: 98.711% (31714/32128) 251/391 [=========================================>.......................] Step: 366ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.710% (31840/32256) 252/391 [=========================================>.......................] Step: 371ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.715% (31968/32384) 253/391 [==========================================>......................] Step: 359ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.720% (32096/32512) 254/391 [==========================================>......................] Step: 371ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.725% (32224/32640) 255/391 [==========================================>......................] Step: 372ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.724% (32350/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.720% (32475/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.719% (32601/33024) 258/391 [==========================================>......................] Step: 364ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.721% (32728/33152) 259/391 [===========================================>.....................] Step: 371ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.720% (32854/33280) 260/391 [===========================================>.....................] Step: 382ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.716% (32979/33408) 261/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.718% (33106/33536) 262/391 [===========================================>.....................] Step: 373ms | Tot: 1m35s | Loss: 0.046 | Acc: 98.723% (33234/33664) 263/391 [===========================================>.....................] Step: 379ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.722% (33360/33792) 264/391 [===========================================>.....................] Step: 368ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.718% (33485/33920) 265/391 [============================================>....................] Step: 371ms | Tot: 1m36s | Loss: 0.046 | Acc: 98.714% (33610/34048) 266/391 [============================================>....................] Step: 359ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.715% (33737/34176) 267/391 [============================================>....................] Step: 375ms | Tot: 1m37s | Loss: 0.046 | Acc: 98.714% (33863/34304) 268/391 [============================================>....................] Step: 367ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.719% (33991/34432) 269/391 [============================================>....................] Step: 363ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.712% (34115/34560) 270/391 [============================================>....................] Step: 379ms | Tot: 1m38s | Loss: 0.046 | Acc: 98.714% (34242/34688) 271/391 [=============================================>...................] Step: 369ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.719% (34370/34816) 272/391 [=============================================>...................] Step: 376ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.724% (34498/34944) 273/391 [=============================================>...................] Step: 364ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.720% (34623/35072) 274/391 [=============================================>...................] Step: 355ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.719% (34749/35200) 275/391 [=============================================>...................] Step: 377ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.712% (34873/35328) 276/391 [=============================================>...................] Step: 362ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.711% (34999/35456) 277/391 [==============================================>..................] Step: 370ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.716% (35127/35584) 278/391 [==============================================>..................] Step: 364ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.715% (35253/35712) 279/391 [==============================================>..................] Step: 365ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.711% (35378/35840) 280/391 [==============================================>..................] Step: 366ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.707% (35503/35968) 281/391 [==============================================>..................] Step: 371ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.712% (35631/36096) 282/391 [==============================================>..................] Step: 373ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.711% (35757/36224) 283/391 [===============================================>.................] Step: 369ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.713% (35884/36352) 284/391 [===============================================>.................] Step: 364ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.712% (36010/36480) 285/391 [===============================================>.................] Step: 372ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.716% (36138/36608) 286/391 [===============================================>.................] Step: 372ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.715% (36264/36736) 287/391 [===============================================>.................] Step: 372ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.717% (36391/36864) 288/391 [===============================================>.................] Step: 353ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.713% (36516/36992) 289/391 [================================================>................] Step: 367ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.712% (36642/37120) 290/391 [================================================>................] Step: 375ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.714% (36769/37248) 291/391 [================================================>................] Step: 362ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.718% (36897/37376) 292/391 [================================================>................] Step: 371ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.712% (37021/37504) 293/391 [================================================>................] Step: 363ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.714% (37148/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.713% (37274/37760) 295/391 [=================================================>...............] Step: 369ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.717% (37402/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.716% (37528/38016) 297/391 [=================================================>...............] Step: 376ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.715% (37654/38144) 298/391 [=================================================>...............] Step: 365ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.712% (37779/38272) 299/391 [=================================================>...............] Step: 382ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.716% (37907/38400) 300/391 [=================================================>...............] Step: 371ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.718% (38034/38528) 301/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.719% (38161/38656) 302/391 [==================================================>..............] Step: 373ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.721% (38288/38784) 303/391 [==================================================>..............] Step: 365ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.720% (38414/38912) 304/391 [==================================================>..............] Step: 364ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.719% (38540/39040) 305/391 [==================================================>..............] Step: 375ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.721% (38667/39168) 306/391 [==================================================>..............] Step: 367ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.717% (38792/39296) 307/391 [===================================================>.............] Step: 369ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.722% (38920/39424) 308/391 [===================================================>.............] Step: 376ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.726% (39048/39552) 309/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.720% (39172/39680) 310/391 [===================================================>.............] Step: 369ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.721% (39299/39808) 311/391 [===================================================>.............] Step: 360ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.723% (39426/39936) 312/391 [===================================================>.............] Step: 369ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.725% (39553/40064) 313/391 [====================================================>............] Step: 367ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.726% (39680/40192) 314/391 [====================================================>............] Step: 364ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.723% (39805/40320) 315/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.722% (39931/40448) 316/391 [====================================================>............] Step: 368ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.726% (40059/40576) 317/391 [====================================================>............] Step: 374ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.722% (40184/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.719% (40309/40832) 319/391 [=====================================================>...........] Step: 366ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.721% (40436/40960) 320/391 [=====================================================>...........] Step: 373ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.722% (40563/41088) 321/391 [=====================================================>...........] Step: 367ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.721% (40689/41216) 322/391 [=====================================================>...........] Step: 368ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.725% (40817/41344) 323/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.727% (40944/41472) 324/391 [=====================================================>...........] Step: 363ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.731% (41072/41600) 325/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.732% (41199/41728) 326/391 [======================================================>..........] Step: 365ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.736% (41327/41856) 327/391 [======================================================>..........] Step: 377ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.740% (41455/41984) 328/391 [======================================================>..........] Step: 365ms | Tot: 2m207ms | Loss: 0.046 | Acc: 98.741% (41582/42112) 329/391 [======================================================>..........] Step: 361ms | Tot: 2m568ms | Loss: 0.046 | Acc: 98.738% (41707/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 2m936ms | Loss: 0.046 | Acc: 98.737% (41833/42368) 331/391 [=======================================================>.........] Step: 358ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.741% (41961/42496) 332/391 [=======================================================>.........] Step: 367ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.738% (42086/42624) 333/391 [=======================================================>.........] Step: 358ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.737% (42212/42752) 334/391 [=======================================================>.........] Step: 359ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.738% (42339/42880) 335/391 [=======================================================>.........] Step: 384ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.735% (42464/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.734% (42590/43136) 337/391 [========================================================>........] Step: 367ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.736% (42717/43264) 338/391 [========================================================>........] Step: 368ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.739% (42845/43392) 339/391 [========================================================>........] Step: 362ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.741% (42972/43520) 340/391 [========================================================>........] Step: 368ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.738% (43097/43648) 341/391 [========================================================>........] Step: 365ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.739% (43224/43776) 342/391 [========================================================>........] Step: 386ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.743% (43352/43904) 343/391 [=========================================================>.......] Step: 366ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.744% (43479/44032) 344/391 [=========================================================>.......] Step: 364ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.745% (43606/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.749% (43734/44288) 346/391 [=========================================================>.......] Step: 361ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.746% (43859/44416) 347/391 [=========================================================>.......] Step: 365ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.750% (43987/44544) 348/391 [=========================================================>.......] Step: 364ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.751% (44114/44672) 349/391 [==========================================================>......] Step: 362ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.750% (44240/44800) 350/391 [==========================================================>......] Step: 373ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.754% (44368/44928) 351/391 [==========================================================>......] Step: 365ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.755% (44495/45056) 352/391 [==========================================================>......] Step: 359ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.756% (44622/45184) 353/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.753% (44747/45312) 354/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.754% (44874/45440) 355/391 [===========================================================>.....] Step: 382ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.758% (45002/45568) 356/391 [===========================================================>.....] Step: 364ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.759% (45129/45696) 357/391 [===========================================================>.....] Step: 376ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.754% (45253/45824) 358/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.755% (45380/45952) 359/391 [===========================================================>.....] Step: 362ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.752% (45505/46080) 360/391 [===========================================================>.....] Step: 373ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.756% (45633/46208) 361/391 [============================================================>....] Step: 365ms | Tot: 2m12s | Loss: 0.045 | Acc: 98.757% (45760/46336) 362/391 [============================================================>....] Step: 379ms | Tot: 2m12s | Loss: 0.045 | Acc: 98.758% (45887/46464) 363/391 [============================================================>....] Step: 357ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.757% (46013/46592) 364/391 [============================================================>....] Step: 369ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.759% (46140/46720) 365/391 [============================================================>....] Step: 370ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.758% (46266/46848) 366/391 [============================================================>....] Step: 362ms | Tot: 2m14s | Loss: 0.045 | Acc: 98.761% (46394/46976) 367/391 [=============================================================>...] Step: 370ms | Tot: 2m14s | Loss: 0.045 | Acc: 98.762% (46521/47104) 368/391 [=============================================================>...] Step: 366ms | Tot: 2m14s | Loss: 0.045 | Acc: 98.764% (46648/47232) 369/391 [=============================================================>...] Step: 360ms | Tot: 2m15s | Loss: 0.045 | Acc: 98.763% (46774/47360) 370/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.045 | Acc: 98.762% (46900/47488) 371/391 [=============================================================>...] Step: 370ms | Tot: 2m15s | Loss: 0.045 | Acc: 98.757% (47024/47616) 372/391 [=============================================================>...] Step: 370ms | Tot: 2m16s | Loss: 0.045 | Acc: 98.758% (47151/47744) 373/391 [==============================================================>..] Step: 363ms | Tot: 2m16s | Loss: 0.045 | Acc: 98.755% (47276/47872) 374/391 [==============================================================>..] Step: 357ms | Tot: 2m17s | Loss: 0.045 | Acc: 98.756% (47403/48000) 375/391 [==============================================================>..] Step: 365ms | Tot: 2m17s | Loss: 0.045 | Acc: 98.751% (47527/48128) 376/391 [==============================================================>..] Step: 362ms | Tot: 2m17s | Loss: 0.045 | Acc: 98.752% (47654/48256) 377/391 [==============================================================>..] Step: 374ms | Tot: 2m18s | Loss: 0.045 | Acc: 98.756% (47782/48384) 378/391 [==============================================================>..] Step: 361ms | Tot: 2m18s | Loss: 0.045 | Acc: 98.757% (47909/48512) 379/391 [===============================================================>.] Step: 359ms | Tot: 2m18s | Loss: 0.045 | Acc: 98.754% (48034/48640) 380/391 [===============================================================>.] Step: 372ms | Tot: 2m19s | Loss: 0.045 | Acc: 98.753% (48160/48768) 381/391 [===============================================================>.] Step: 373ms | Tot: 2m19s | Loss: 0.045 | Acc: 98.757% (48288/48896) 382/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.045 | Acc: 98.756% (48414/49024) 383/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.045 | Acc: 98.753% (48539/49152) 384/391 [===============================================================>.] Step: 358ms | Tot: 2m20s | Loss: 0.045 | Acc: 98.750% (48664/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m21s | Loss: 0.045 | Acc: 98.753% (48792/49408) 386/391 [================================================================>] Step: 363ms | Tot: 2m21s | Loss: 0.045 | Acc: 98.756% (48920/49536) 387/391 [================================================================>] Step: 364ms | Tot: 2m21s | Loss: 0.045 | Acc: 98.760% (49048/49664) 388/391 [================================================================>] Step: 357ms | Tot: 2m22s | Loss: 0.045 | Acc: 98.757% (49173/49792) 389/391 [================================================================>] Step: 365ms | Tot: 2m22s | Loss: 0.045 | Acc: 98.758% (49300/49920) 390/391 [================================================================>] Step: 349ms | Tot: 2m22s | Loss: 0.045 | Acc: 98.758% (49379/50000) 391/391 + [>................................................................] Step: 472ms | Tot: 2ms | Loss: 0.378 | Acc: 92.000% (92/100) 1/100 [>................................................................] Step: 303ms | Tot: 306ms | Loss: 0.310 | Acc: 92.500% (185/200) 2/100 [=>...............................................................] Step: 301ms | Tot: 607ms | Loss: 0.327 | Acc: 91.333% (274/300) 3/100 [=>...............................................................] Step: 313ms | Tot: 921ms | Loss: 0.329 | Acc: 91.000% (364/400) 4/100 [==>..............................................................] Step: 316ms | Tot: 1s237ms | Loss: 0.313 | Acc: 90.600% (453/500) 5/100 [===>.............................................................] Step: 320ms | Tot: 1s557ms | Loss: 0.288 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 321ms | Tot: 1s879ms | Loss: 0.278 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 320ms | Tot: 2s199ms | Loss: 0.295 | Acc: 90.750% (726/800) 8/100 [=====>...........................................................] Step: 310ms | Tot: 2s510ms | Loss: 0.307 | Acc: 90.667% (816/900) 9/100 [=====>...........................................................] Step: 304ms | Tot: 2s814ms | Loss: 0.313 | Acc: 90.800% (908/1000) 10/100 [======>..........................................................] Step: 305ms | Tot: 3s120ms | Loss: 0.316 | Acc: 90.818% (999/1100) 11/100 [=======>.........................................................] Step: 314ms | Tot: 3s434ms | Loss: 0.336 | Acc: 90.500% (1086/1200) 12/100 [=======>.........................................................] Step: 311ms | Tot: 3s746ms | Loss: 0.332 | Acc: 90.538% (1177/1300) 13/100 [========>........................................................] Step: 312ms | Tot: 4s58ms | Loss: 0.330 | Acc: 90.786% (1271/1400) 14/100 [=========>.......................................................] Step: 316ms | Tot: 4s375ms | Loss: 0.323 | Acc: 90.867% (1363/1500) 15/100 [=========>.......................................................] Step: 312ms | Tot: 4s688ms | Loss: 0.328 | Acc: 90.688% (1451/1600) 16/100 [==========>......................................................] Step: 312ms | Tot: 5s | Loss: 0.317 | Acc: 91.000% (1547/1700) 17/100 [===========>.....................................................] Step: 314ms | Tot: 5s315ms | Loss: 0.326 | Acc: 90.667% (1632/1800) 18/100 [===========>.....................................................] Step: 310ms | Tot: 5s625ms | Loss: 0.332 | Acc: 90.684% (1723/1900) 19/100 [============>....................................................] Step: 310ms | Tot: 5s935ms | Loss: 0.337 | Acc: 90.650% (1813/2000) 20/100 [=============>...................................................] Step: 319ms | Tot: 6s255ms | Loss: 0.336 | Acc: 90.714% (1905/2100) 21/100 [=============>...................................................] Step: 311ms | Tot: 6s566ms | Loss: 0.334 | Acc: 90.864% (1999/2200) 22/100 [==============>..................................................] Step: 312ms | Tot: 6s879ms | Loss: 0.340 | Acc: 90.783% (2088/2300) 23/100 [==============>..................................................] Step: 320ms | Tot: 7s200ms | Loss: 0.342 | Acc: 90.750% (2178/2400) 24/100 [===============>.................................................] Step: 314ms | Tot: 7s514ms | Loss: 0.345 | Acc: 90.800% (2270/2500) 25/100 [================>................................................] Step: 319ms | Tot: 7s834ms | Loss: 0.348 | Acc: 90.769% (2360/2600) 26/100 [================>................................................] Step: 311ms | Tot: 8s146ms | Loss: 0.342 | Acc: 90.815% (2452/2700) 27/100 [=================>...............................................] Step: 315ms | Tot: 8s462ms | Loss: 0.343 | Acc: 90.857% (2544/2800) 28/100 [==================>..............................................] Step: 314ms | Tot: 8s776ms | Loss: 0.347 | Acc: 90.897% (2636/2900) 29/100 [==================>..............................................] Step: 312ms | Tot: 9s89ms | Loss: 0.343 | Acc: 90.967% (2729/3000) 30/100 [===================>.............................................] Step: 319ms | Tot: 9s408ms | Loss: 0.340 | Acc: 90.935% (2819/3100) 31/100 [====================>............................................] Step: 310ms | Tot: 9s718ms | Loss: 0.342 | Acc: 90.969% (2911/3200) 32/100 [====================>............................................] Step: 312ms | Tot: 10s31ms | Loss: 0.338 | Acc: 91.091% (3006/3300) 33/100 [=====================>...........................................] Step: 314ms | Tot: 10s345ms | Loss: 0.340 | Acc: 91.029% (3095/3400) 34/100 [======================>..........................................] Step: 315ms | Tot: 10s661ms | Loss: 0.346 | Acc: 90.886% (3181/3500) 35/100 [======================>..........................................] Step: 308ms | Tot: 10s969ms | Loss: 0.343 | Acc: 90.944% (3274/3600) 36/100 [=======================>.........................................] Step: 313ms | Tot: 11s283ms | Loss: 0.344 | Acc: 90.919% (3364/3700) 37/100 [========================>........................................] Step: 312ms | Tot: 11s595ms | Loss: 0.346 | Acc: 90.842% (3452/3800) 38/100 [========================>........................................] Step: 316ms | Tot: 11s912ms | Loss: 0.345 | Acc: 90.923% (3546/3900) 39/100 [=========================>.......................................] Step: 325ms | Tot: 12s238ms | Loss: 0.344 | Acc: 90.950% (3638/4000) 40/100 [==========================>......................................] Step: 313ms | Tot: 12s551ms | Loss: 0.349 | Acc: 90.902% (3727/4100) 41/100 [==========================>......................................] Step: 312ms | Tot: 12s864ms | Loss: 0.354 | Acc: 90.857% (3816/4200) 42/100 [===========================>.....................................] Step: 310ms | Tot: 13s174ms | Loss: 0.350 | Acc: 90.977% (3912/4300) 43/100 [===========================>.....................................] Step: 317ms | Tot: 13s491ms | Loss: 0.350 | Acc: 90.977% (4003/4400) 44/100 [============================>....................................] Step: 323ms | Tot: 13s814ms | Loss: 0.348 | Acc: 91.044% (4097/4500) 45/100 [=============================>...................................] Step: 309ms | Tot: 14s123ms | Loss: 0.347 | Acc: 91.000% (4186/4600) 46/100 [=============================>...................................] Step: 311ms | Tot: 14s435ms | Loss: 0.346 | Acc: 90.979% (4276/4700) 47/100 [==============================>..................................] Step: 312ms | Tot: 14s748ms | Loss: 0.350 | Acc: 90.896% (4363/4800) 48/100 [===============================>.................................] Step: 315ms | Tot: 15s63ms | Loss: 0.346 | Acc: 90.959% (4457/4900) 49/100 [===============================>.................................] Step: 317ms | Tot: 15s380ms | Loss: 0.349 | Acc: 90.920% (4546/5000) 50/100 [================================>................................] Step: 313ms | Tot: 15s694ms | Loss: 0.350 | Acc: 90.902% (4636/5100) 51/100 [=================================>...............................] Step: 316ms | Tot: 16s10ms | Loss: 0.351 | Acc: 90.885% (4726/5200) 52/100 [=================================>...............................] Step: 321ms | Tot: 16s331ms | Loss: 0.352 | Acc: 90.868% (4816/5300) 53/100 [==================================>..............................] Step: 312ms | Tot: 16s644ms | Loss: 0.353 | Acc: 90.852% (4906/5400) 54/100 [===================================>.............................] Step: 309ms | Tot: 16s953ms | Loss: 0.351 | Acc: 90.836% (4996/5500) 55/100 [===================================>.............................] Step: 318ms | Tot: 17s271ms | Loss: 0.353 | Acc: 90.875% (5089/5600) 56/100 [====================================>............................] Step: 311ms | Tot: 17s583ms | Loss: 0.352 | Acc: 90.895% (5181/5700) 57/100 [=====================================>...........................] Step: 315ms | Tot: 17s898ms | Loss: 0.349 | Acc: 90.966% (5276/5800) 58/100 [=====================================>...........................] Step: 320ms | Tot: 18s218ms | Loss: 0.350 | Acc: 90.881% (5362/5900) 59/100 [======================================>..........................] Step: 309ms | Tot: 18s527ms | Loss: 0.349 | Acc: 90.833% (5450/6000) 60/100 [=======================================>.........................] Step: 313ms | Tot: 18s841ms | Loss: 0.349 | Acc: 90.852% (5542/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 19s153ms | Loss: 0.351 | Acc: 90.790% (5629/6200) 62/100 [========================================>........................] Step: 319ms | Tot: 19s473ms | Loss: 0.348 | Acc: 90.825% (5722/6300) 63/100 [========================================>........................] Step: 309ms | Tot: 19s782ms | Loss: 0.344 | Acc: 90.922% (5819/6400) 64/100 [=========================================>.......................] Step: 315ms | Tot: 20s98ms | Loss: 0.344 | Acc: 90.908% (5909/6500) 65/100 [==========================================>......................] Step: 315ms | Tot: 20s413ms | Loss: 0.344 | Acc: 90.909% (6000/6600) 66/100 [==========================================>......................] Step: 311ms | Tot: 20s725ms | Loss: 0.342 | Acc: 90.970% (6095/6700) 67/100 [===========================================>.....................] Step: 314ms | Tot: 21s39ms | Loss: 0.343 | Acc: 90.926% (6183/6800) 68/100 [============================================>....................] Step: 321ms | Tot: 21s360ms | Loss: 0.340 | Acc: 90.957% (6276/6900) 69/100 [============================================>....................] Step: 311ms | Tot: 21s671ms | Loss: 0.339 | Acc: 90.971% (6368/7000) 70/100 [=============================================>...................] Step: 317ms | Tot: 21s989ms | Loss: 0.343 | Acc: 90.887% (6453/7100) 71/100 [==============================================>..................] Step: 319ms | Tot: 22s309ms | Loss: 0.345 | Acc: 90.861% (6542/7200) 72/100 [==============================================>..................] Step: 311ms | Tot: 22s620ms | Loss: 0.342 | Acc: 90.877% (6634/7300) 73/100 [===============================================>.................] Step: 316ms | Tot: 22s937ms | Loss: 0.343 | Acc: 90.892% (6726/7400) 74/100 [================================================>................] Step: 323ms | Tot: 23s260ms | Loss: 0.343 | Acc: 90.880% (6816/7500) 75/100 [================================================>................] Step: 310ms | Tot: 23s570ms | Loss: 0.345 | Acc: 90.829% (6903/7600) 76/100 [=================================================>...............] Step: 316ms | Tot: 23s887ms | Loss: 0.345 | Acc: 90.792% (6991/7700) 77/100 [==================================================>..............] Step: 319ms | Tot: 24s206ms | Loss: 0.345 | Acc: 90.821% (7084/7800) 78/100 [==================================================>..............] Step: 311ms | Tot: 24s518ms | Loss: 0.344 | Acc: 90.835% (7176/7900) 79/100 [===================================================>.............] Step: 317ms | Tot: 24s836ms | Loss: 0.343 | Acc: 90.850% (7268/8000) 80/100 [====================================================>............] Step: 326ms | Tot: 25s162ms | Loss: 0.341 | Acc: 90.840% (7358/8100) 81/100 [====================================================>............] Step: 322ms | Tot: 25s485ms | Loss: 0.341 | Acc: 90.817% (7447/8200) 82/100 [=====================================================>...........] Step: 318ms | Tot: 25s803ms | Loss: 0.341 | Acc: 90.831% (7539/8300) 83/100 [=====================================================>...........] Step: 314ms | Tot: 26s118ms | Loss: 0.340 | Acc: 90.833% (7630/8400) 84/100 [======================================================>..........] Step: 320ms | Tot: 26s438ms | Loss: 0.341 | Acc: 90.812% (7719/8500) 85/100 [=======================================================>.........] Step: 314ms | Tot: 26s753ms | Loss: 0.342 | Acc: 90.791% (7808/8600) 86/100 [=======================================================>.........] Step: 314ms | Tot: 27s68ms | Loss: 0.340 | Acc: 90.793% (7899/8700) 87/100 [========================================================>........] Step: 314ms | Tot: 27s383ms | Loss: 0.341 | Acc: 90.784% (7989/8800) 88/100 [=========================================================>.......] Step: 310ms | Tot: 27s693ms | Loss: 0.340 | Acc: 90.809% (8082/8900) 89/100 [=========================================================>.......] Step: 310ms | Tot: 28s4ms | Loss: 0.340 | Acc: 90.833% (8175/9000) 90/100 [==========================================================>......] Step: 313ms | Tot: 28s318ms | Loss: 0.339 | Acc: 90.857% (8268/9100) 91/100 [===========================================================>.....] Step: 309ms | Tot: 28s627ms | Loss: 0.338 | Acc: 90.891% (8362/9200) 92/100 [===========================================================>.....] Step: 315ms | Tot: 28s943ms | Loss: 0.340 | Acc: 90.849% (8449/9300) 93/100 [============================================================>....] Step: 317ms | Tot: 29s260ms | Loss: 0.340 | Acc: 90.840% (8539/9400) 94/100 [=============================================================>...] Step: 315ms | Tot: 29s576ms | Loss: 0.339 | Acc: 90.884% (8634/9500) 95/100 [=============================================================>...] Step: 312ms | Tot: 29s889ms | Loss: 0.337 | Acc: 90.896% (8726/9600) 96/100 [==============================================================>..] Step: 312ms | Tot: 30s201ms | Loss: 0.336 | Acc: 90.928% (8820/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 30s512ms | Loss: 0.336 | Acc: 90.959% (8914/9800) 98/100 [===============================================================>.] Step: 317ms | Tot: 30s830ms | Loss: 0.337 | Acc: 90.889% (8998/9900) 99/100 [================================================================>] Step: 316ms | Tot: 31s146ms | Loss: 0.335 | Acc: 90.950% (9095/10000) 100/100 + +Epoch: 198 + [>................................................................] Step: 638ms | Tot: 2ms | Loss: 0.026 | Acc: 100.000% (128/128) 1/391 [>................................................................] Step: 395ms | Tot: 397ms | Loss: 0.040 | Acc: 98.438% (252/256) 2/391 [>................................................................] Step: 391ms | Tot: 789ms | Loss: 0.040 | Acc: 98.438% (378/384) 3/391 [>................................................................] Step: 391ms | Tot: 1s180ms | Loss: 0.042 | Acc: 98.438% (504/512) 4/391 [>................................................................] Step: 386ms | Tot: 1s567ms | Loss: 0.043 | Acc: 98.438% (630/640) 5/391 [>................................................................] Step: 380ms | Tot: 1s947ms | Loss: 0.045 | Acc: 98.438% (756/768) 6/391 [>................................................................] Step: 381ms | Tot: 2s329ms | Loss: 0.044 | Acc: 98.549% (883/896) 7/391 [=>...............................................................] Step: 379ms | Tot: 2s708ms | Loss: 0.045 | Acc: 98.535% (1009/1024) 8/391 [=>...............................................................] Step: 384ms | Tot: 3s93ms | Loss: 0.043 | Acc: 98.611% (1136/1152) 9/391 [=>...............................................................] Step: 381ms | Tot: 3s475ms | Loss: 0.045 | Acc: 98.438% (1260/1280) 10/391 [=>...............................................................] Step: 365ms | Tot: 3s840ms | Loss: 0.044 | Acc: 98.580% (1388/1408) 11/391 [=>...............................................................] Step: 371ms | Tot: 4s212ms | Loss: 0.043 | Acc: 98.633% (1515/1536) 12/391 [=>...............................................................] Step: 374ms | Tot: 4s586ms | Loss: 0.042 | Acc: 98.738% (1643/1664) 13/391 [==>..............................................................] Step: 378ms | Tot: 4s965ms | Loss: 0.041 | Acc: 98.828% (1771/1792) 14/391 [==>..............................................................] Step: 372ms | Tot: 5s338ms | Loss: 0.040 | Acc: 98.854% (1898/1920) 15/391 [==>..............................................................] Step: 372ms | Tot: 5s711ms | Loss: 0.040 | Acc: 98.926% (2026/2048) 16/391 [==>..............................................................] Step: 379ms | Tot: 6s90ms | Loss: 0.040 | Acc: 98.897% (2152/2176) 17/391 [==>..............................................................] Step: 391ms | Tot: 6s482ms | Loss: 0.039 | Acc: 98.958% (2280/2304) 18/391 [==>..............................................................] Step: 377ms | Tot: 6s859ms | Loss: 0.039 | Acc: 98.972% (2407/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 7s225ms | Loss: 0.040 | Acc: 98.945% (2533/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s597ms | Loss: 0.040 | Acc: 98.958% (2660/2688) 21/391 [===>.............................................................] Step: 377ms | Tot: 7s975ms | Loss: 0.041 | Acc: 98.899% (2785/2816) 22/391 [===>.............................................................] Step: 372ms | Tot: 8s348ms | Loss: 0.040 | Acc: 98.947% (2913/2944) 23/391 [===>.............................................................] Step: 377ms | Tot: 8s725ms | Loss: 0.040 | Acc: 98.926% (3039/3072) 24/391 [===>.............................................................] Step: 372ms | Tot: 9s97ms | Loss: 0.039 | Acc: 98.969% (3167/3200) 25/391 [====>............................................................] Step: 371ms | Tot: 9s468ms | Loss: 0.039 | Acc: 98.948% (3293/3328) 26/391 [====>............................................................] Step: 379ms | Tot: 9s848ms | Loss: 0.040 | Acc: 98.929% (3419/3456) 27/391 [====>............................................................] Step: 382ms | Tot: 10s231ms | Loss: 0.039 | Acc: 98.968% (3547/3584) 28/391 [====>............................................................] Step: 385ms | Tot: 10s616ms | Loss: 0.039 | Acc: 98.976% (3674/3712) 29/391 [====>............................................................] Step: 375ms | Tot: 10s992ms | Loss: 0.040 | Acc: 98.984% (3801/3840) 30/391 [====>............................................................] Step: 365ms | Tot: 11s357ms | Loss: 0.040 | Acc: 98.992% (3928/3968) 31/391 [=====>...........................................................] Step: 372ms | Tot: 11s730ms | Loss: 0.041 | Acc: 98.877% (4050/4096) 32/391 [=====>...........................................................] Step: 373ms | Tot: 12s104ms | Loss: 0.041 | Acc: 98.887% (4177/4224) 33/391 [=====>...........................................................] Step: 381ms | Tot: 12s485ms | Loss: 0.041 | Acc: 98.897% (4304/4352) 34/391 [=====>...........................................................] Step: 360ms | Tot: 12s845ms | Loss: 0.042 | Acc: 98.839% (4428/4480) 35/391 [=====>...........................................................] Step: 375ms | Tot: 13s221ms | Loss: 0.042 | Acc: 98.850% (4555/4608) 36/391 [=====>...........................................................] Step: 386ms | Tot: 13s608ms | Loss: 0.041 | Acc: 98.881% (4683/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s980ms | Loss: 0.042 | Acc: 98.869% (4809/4864) 38/391 [======>..........................................................] Step: 373ms | Tot: 14s353ms | Loss: 0.042 | Acc: 98.858% (4935/4992) 39/391 [======>..........................................................] Step: 372ms | Tot: 14s726ms | Loss: 0.043 | Acc: 98.848% (5061/5120) 40/391 [======>..........................................................] Step: 366ms | Tot: 15s93ms | Loss: 0.044 | Acc: 98.800% (5185/5248) 41/391 [======>..........................................................] Step: 375ms | Tot: 15s468ms | Loss: 0.044 | Acc: 98.772% (5310/5376) 42/391 [======>..........................................................] Step: 371ms | Tot: 15s840ms | Loss: 0.044 | Acc: 98.783% (5437/5504) 43/391 [=======>.........................................................] Step: 374ms | Tot: 16s214ms | Loss: 0.045 | Acc: 98.775% (5563/5632) 44/391 [=======>.........................................................] Step: 384ms | Tot: 16s598ms | Loss: 0.045 | Acc: 98.733% (5687/5760) 45/391 [=======>.........................................................] Step: 363ms | Tot: 16s962ms | Loss: 0.045 | Acc: 98.743% (5814/5888) 46/391 [=======>.........................................................] Step: 368ms | Tot: 17s331ms | Loss: 0.046 | Acc: 98.703% (5938/6016) 47/391 [=======>.........................................................] Step: 384ms | Tot: 17s716ms | Loss: 0.046 | Acc: 98.714% (6065/6144) 48/391 [=======>.........................................................] Step: 380ms | Tot: 18s96ms | Loss: 0.046 | Acc: 98.740% (6193/6272) 49/391 [========>........................................................] Step: 376ms | Tot: 18s473ms | Loss: 0.045 | Acc: 98.750% (6320/6400) 50/391 [========>........................................................] Step: 370ms | Tot: 18s844ms | Loss: 0.045 | Acc: 98.759% (6447/6528) 51/391 [========>........................................................] Step: 368ms | Tot: 19s212ms | Loss: 0.045 | Acc: 98.768% (6574/6656) 52/391 [========>........................................................] Step: 381ms | Tot: 19s594ms | Loss: 0.045 | Acc: 98.791% (6702/6784) 53/391 [========>........................................................] Step: 385ms | Tot: 19s980ms | Loss: 0.045 | Acc: 98.770% (6827/6912) 54/391 [========>........................................................] Step: 373ms | Tot: 20s353ms | Loss: 0.045 | Acc: 98.778% (6954/7040) 55/391 [=========>.......................................................] Step: 372ms | Tot: 20s725ms | Loss: 0.045 | Acc: 98.744% (7078/7168) 56/391 [=========>.......................................................] Step: 369ms | Tot: 21s95ms | Loss: 0.045 | Acc: 98.766% (7206/7296) 57/391 [=========>.......................................................] Step: 381ms | Tot: 21s477ms | Loss: 0.045 | Acc: 98.774% (7333/7424) 58/391 [=========>.......................................................] Step: 371ms | Tot: 21s849ms | Loss: 0.045 | Acc: 98.755% (7458/7552) 59/391 [=========>.......................................................] Step: 369ms | Tot: 22s218ms | Loss: 0.045 | Acc: 98.737% (7583/7680) 60/391 [=========>.......................................................] Step: 371ms | Tot: 22s589ms | Loss: 0.045 | Acc: 98.758% (7711/7808) 61/391 [==========>......................................................] Step: 373ms | Tot: 22s963ms | Loss: 0.045 | Acc: 98.740% (7836/7936) 62/391 [==========>......................................................] Step: 395ms | Tot: 23s359ms | Loss: 0.045 | Acc: 98.735% (7962/8064) 63/391 [==========>......................................................] Step: 379ms | Tot: 23s738ms | Loss: 0.045 | Acc: 98.730% (8088/8192) 64/391 [==========>......................................................] Step: 362ms | Tot: 24s100ms | Loss: 0.045 | Acc: 98.738% (8215/8320) 65/391 [==========>......................................................] Step: 374ms | Tot: 24s475ms | Loss: 0.045 | Acc: 98.757% (8343/8448) 66/391 [==========>......................................................] Step: 376ms | Tot: 24s851ms | Loss: 0.045 | Acc: 98.752% (8469/8576) 67/391 [===========>.....................................................] Step: 381ms | Tot: 25s232ms | Loss: 0.045 | Acc: 98.759% (8596/8704) 68/391 [===========>.....................................................] Step: 380ms | Tot: 25s613ms | Loss: 0.044 | Acc: 98.766% (8723/8832) 69/391 [===========>.....................................................] Step: 370ms | Tot: 25s983ms | Loss: 0.044 | Acc: 98.783% (8851/8960) 70/391 [===========>.....................................................] Step: 367ms | Tot: 26s350ms | Loss: 0.044 | Acc: 98.801% (8979/9088) 71/391 [===========>.....................................................] Step: 383ms | Tot: 26s734ms | Loss: 0.044 | Acc: 98.774% (9103/9216) 72/391 [===========>.....................................................] Step: 370ms | Tot: 27s104ms | Loss: 0.044 | Acc: 98.791% (9231/9344) 73/391 [============>....................................................] Step: 384ms | Tot: 27s488ms | Loss: 0.045 | Acc: 98.796% (9358/9472) 74/391 [============>....................................................] Step: 364ms | Tot: 27s853ms | Loss: 0.045 | Acc: 98.792% (9484/9600) 75/391 [============>....................................................] Step: 368ms | Tot: 28s222ms | Loss: 0.045 | Acc: 98.797% (9611/9728) 76/391 [============>....................................................] Step: 380ms | Tot: 28s602ms | Loss: 0.045 | Acc: 98.793% (9737/9856) 77/391 [============>....................................................] Step: 373ms | Tot: 28s976ms | Loss: 0.044 | Acc: 98.788% (9863/9984) 78/391 [============>....................................................] Step: 371ms | Tot: 29s347ms | Loss: 0.044 | Acc: 98.794% (9990/10112) 79/391 [=============>...................................................] Step: 372ms | Tot: 29s720ms | Loss: 0.045 | Acc: 98.779% (10115/10240) 80/391 [=============>...................................................] Step: 373ms | Tot: 30s93ms | Loss: 0.045 | Acc: 98.765% (10240/10368) 81/391 [=============>...................................................] Step: 375ms | Tot: 30s469ms | Loss: 0.045 | Acc: 98.761% (10366/10496) 82/391 [=============>...................................................] Step: 370ms | Tot: 30s839ms | Loss: 0.045 | Acc: 98.767% (10493/10624) 83/391 [=============>...................................................] Step: 368ms | Tot: 31s207ms | Loss: 0.045 | Acc: 98.772% (10620/10752) 84/391 [=============>...................................................] Step: 365ms | Tot: 31s573ms | Loss: 0.045 | Acc: 98.787% (10748/10880) 85/391 [==============>..................................................] Step: 365ms | Tot: 31s939ms | Loss: 0.045 | Acc: 98.783% (10874/11008) 86/391 [==============>..................................................] Step: 371ms | Tot: 32s310ms | Loss: 0.045 | Acc: 98.743% (10996/11136) 87/391 [==============>..................................................] Step: 369ms | Tot: 32s680ms | Loss: 0.045 | Acc: 98.748% (11123/11264) 88/391 [==============>..................................................] Step: 373ms | Tot: 33s53ms | Loss: 0.045 | Acc: 98.754% (11250/11392) 89/391 [==============>..................................................] Step: 373ms | Tot: 33s426ms | Loss: 0.045 | Acc: 98.724% (11373/11520) 90/391 [==============>..................................................] Step: 373ms | Tot: 33s800ms | Loss: 0.045 | Acc: 98.729% (11500/11648) 91/391 [===============>.................................................] Step: 377ms | Tot: 34s177ms | Loss: 0.045 | Acc: 98.726% (11626/11776) 92/391 [===============>.................................................] Step: 385ms | Tot: 34s562ms | Loss: 0.045 | Acc: 98.732% (11753/11904) 93/391 [===============>.................................................] Step: 381ms | Tot: 34s943ms | Loss: 0.045 | Acc: 98.712% (11877/12032) 94/391 [===============>.................................................] Step: 361ms | Tot: 35s305ms | Loss: 0.045 | Acc: 98.717% (12004/12160) 95/391 [===============>.................................................] Step: 371ms | Tot: 35s677ms | Loss: 0.045 | Acc: 98.714% (12130/12288) 96/391 [===============>.................................................] Step: 375ms | Tot: 36s52ms | Loss: 0.045 | Acc: 98.727% (12258/12416) 97/391 [================>................................................] Step: 373ms | Tot: 36s426ms | Loss: 0.045 | Acc: 98.732% (12385/12544) 98/391 [================>................................................] Step: 382ms | Tot: 36s808ms | Loss: 0.045 | Acc: 98.729% (12511/12672) 99/391 [================>................................................] Step: 376ms | Tot: 37s184ms | Loss: 0.045 | Acc: 98.734% (12638/12800) 100/391 [================>................................................] Step: 377ms | Tot: 37s562ms | Loss: 0.045 | Acc: 98.739% (12765/12928) 101/391 [================>................................................] Step: 373ms | Tot: 37s936ms | Loss: 0.045 | Acc: 98.721% (12889/13056) 102/391 [================>................................................] Step: 365ms | Tot: 38s301ms | Loss: 0.045 | Acc: 98.733% (13017/13184) 103/391 [=================>...............................................] Step: 381ms | Tot: 38s682ms | Loss: 0.045 | Acc: 98.730% (13143/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 39s45ms | Loss: 0.045 | Acc: 98.735% (13270/13440) 105/391 [=================>...............................................] Step: 372ms | Tot: 39s418ms | Loss: 0.045 | Acc: 98.718% (13394/13568) 106/391 [=================>...............................................] Step: 363ms | Tot: 39s781ms | Loss: 0.045 | Acc: 98.686% (13516/13696) 107/391 [=================>...............................................] Step: 380ms | Tot: 40s162ms | Loss: 0.045 | Acc: 98.683% (13642/13824) 108/391 [=================>...............................................] Step: 382ms | Tot: 40s545ms | Loss: 0.045 | Acc: 98.667% (13766/13952) 109/391 [==================>..............................................] Step: 386ms | Tot: 40s931ms | Loss: 0.045 | Acc: 98.658% (13891/14080) 110/391 [==================>..............................................] Step: 371ms | Tot: 41s302ms | Loss: 0.045 | Acc: 98.656% (14017/14208) 111/391 [==================>..............................................] Step: 375ms | Tot: 41s678ms | Loss: 0.045 | Acc: 98.661% (14144/14336) 112/391 [==================>..............................................] Step: 375ms | Tot: 42s54ms | Loss: 0.045 | Acc: 98.666% (14271/14464) 113/391 [==================>..............................................] Step: 372ms | Tot: 42s426ms | Loss: 0.045 | Acc: 98.671% (14398/14592) 114/391 [==================>..............................................] Step: 364ms | Tot: 42s791ms | Loss: 0.045 | Acc: 98.675% (14525/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 43s158ms | Loss: 0.044 | Acc: 98.687% (14653/14848) 116/391 [===================>.............................................] Step: 389ms | Tot: 43s547ms | Loss: 0.044 | Acc: 98.691% (14780/14976) 117/391 [===================>.............................................] Step: 368ms | Tot: 43s916ms | Loss: 0.044 | Acc: 98.696% (14907/15104) 118/391 [===================>.............................................] Step: 369ms | Tot: 44s286ms | Loss: 0.044 | Acc: 98.700% (15034/15232) 119/391 [===================>.............................................] Step: 367ms | Tot: 44s653ms | Loss: 0.044 | Acc: 98.691% (15159/15360) 120/391 [===================>.............................................] Step: 374ms | Tot: 45s27ms | Loss: 0.044 | Acc: 98.702% (15287/15488) 121/391 [====================>............................................] Step: 371ms | Tot: 45s399ms | Loss: 0.044 | Acc: 98.700% (15413/15616) 122/391 [====================>............................................] Step: 370ms | Tot: 45s770ms | Loss: 0.044 | Acc: 98.698% (15539/15744) 123/391 [====================>............................................] Step: 371ms | Tot: 46s142ms | Loss: 0.044 | Acc: 98.690% (15664/15872) 124/391 [====================>............................................] Step: 373ms | Tot: 46s516ms | Loss: 0.044 | Acc: 98.681% (15789/16000) 125/391 [====================>............................................] Step: 371ms | Tot: 46s887ms | Loss: 0.044 | Acc: 98.686% (15916/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 47s254ms | Loss: 0.044 | Acc: 98.677% (16041/16256) 127/391 [=====================>...........................................] Step: 376ms | Tot: 47s630ms | Loss: 0.044 | Acc: 98.676% (16167/16384) 128/391 [=====================>...........................................] Step: 370ms | Tot: 48s1ms | Loss: 0.044 | Acc: 98.680% (16294/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 48s369ms | Loss: 0.044 | Acc: 98.690% (16422/16640) 130/391 [=====================>...........................................] Step: 370ms | Tot: 48s739ms | Loss: 0.044 | Acc: 98.700% (16550/16768) 131/391 [=====================>...........................................] Step: 375ms | Tot: 49s114ms | Loss: 0.044 | Acc: 98.698% (16676/16896) 132/391 [=====================>...........................................] Step: 379ms | Tot: 49s493ms | Loss: 0.044 | Acc: 98.702% (16803/17024) 133/391 [======================>..........................................] Step: 372ms | Tot: 49s866ms | Loss: 0.044 | Acc: 98.712% (16931/17152) 134/391 [======================>..........................................] Step: 372ms | Tot: 50s239ms | Loss: 0.044 | Acc: 98.709% (17057/17280) 135/391 [======================>..........................................] Step: 373ms | Tot: 50s613ms | Loss: 0.044 | Acc: 98.707% (17183/17408) 136/391 [======================>..........................................] Step: 376ms | Tot: 50s989ms | Loss: 0.044 | Acc: 98.711% (17310/17536) 137/391 [======================>..........................................] Step: 374ms | Tot: 51s363ms | Loss: 0.043 | Acc: 98.721% (17438/17664) 138/391 [======================>..........................................] Step: 378ms | Tot: 51s742ms | Loss: 0.044 | Acc: 98.713% (17563/17792) 139/391 [=======================>.........................................] Step: 367ms | Tot: 52s109ms | Loss: 0.044 | Acc: 98.711% (17689/17920) 140/391 [=======================>.........................................] Step: 370ms | Tot: 52s479ms | Loss: 0.044 | Acc: 98.703% (17814/18048) 141/391 [=======================>.........................................] Step: 366ms | Tot: 52s846ms | Loss: 0.044 | Acc: 98.696% (17939/18176) 142/391 [=======================>.........................................] Step: 370ms | Tot: 53s216ms | Loss: 0.044 | Acc: 98.694% (18065/18304) 143/391 [=======================>.........................................] Step: 379ms | Tot: 53s596ms | Loss: 0.044 | Acc: 98.692% (18191/18432) 144/391 [=======================>.........................................] Step: 370ms | Tot: 53s966ms | Loss: 0.044 | Acc: 98.702% (18319/18560) 145/391 [========================>........................................] Step: 371ms | Tot: 54s337ms | Loss: 0.044 | Acc: 98.694% (18444/18688) 146/391 [========================>........................................] Step: 378ms | Tot: 54s716ms | Loss: 0.044 | Acc: 98.693% (18570/18816) 147/391 [========================>........................................] Step: 382ms | Tot: 55s98ms | Loss: 0.044 | Acc: 98.696% (18697/18944) 148/391 [========================>........................................] Step: 377ms | Tot: 55s475ms | Loss: 0.044 | Acc: 98.700% (18824/19072) 149/391 [========================>........................................] Step: 368ms | Tot: 55s844ms | Loss: 0.044 | Acc: 98.698% (18950/19200) 150/391 [========================>........................................] Step: 367ms | Tot: 56s211ms | Loss: 0.044 | Acc: 98.696% (19076/19328) 151/391 [=========================>.......................................] Step: 373ms | Tot: 56s585ms | Loss: 0.044 | Acc: 98.694% (19202/19456) 152/391 [=========================>.......................................] Step: 382ms | Tot: 56s968ms | Loss: 0.044 | Acc: 98.683% (19326/19584) 153/391 [=========================>.......................................] Step: 373ms | Tot: 57s342ms | Loss: 0.044 | Acc: 98.681% (19452/19712) 154/391 [=========================>.......................................] Step: 373ms | Tot: 57s715ms | Loss: 0.044 | Acc: 98.684% (19579/19840) 155/391 [=========================>.......................................] Step: 372ms | Tot: 58s87ms | Loss: 0.044 | Acc: 98.683% (19705/19968) 156/391 [=========================>.......................................] Step: 374ms | Tot: 58s461ms | Loss: 0.044 | Acc: 98.691% (19833/20096) 157/391 [==========================>......................................] Step: 378ms | Tot: 58s840ms | Loss: 0.044 | Acc: 98.690% (19959/20224) 158/391 [==========================>......................................] Step: 369ms | Tot: 59s209ms | Loss: 0.044 | Acc: 98.693% (20086/20352) 159/391 [==========================>......................................] Step: 370ms | Tot: 59s580ms | Loss: 0.044 | Acc: 98.696% (20213/20480) 160/391 [==========================>......................................] Step: 366ms | Tot: 59s947ms | Loss: 0.044 | Acc: 98.704% (20341/20608) 161/391 [==========================>......................................] Step: 376ms | Tot: 1m323ms | Loss: 0.044 | Acc: 98.712% (20469/20736) 162/391 [==========================>......................................] Step: 389ms | Tot: 1m712ms | Loss: 0.044 | Acc: 98.715% (20596/20864) 163/391 [===========================>.....................................] Step: 371ms | Tot: 1m1s | Loss: 0.044 | Acc: 98.690% (20717/20992) 164/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.044 | Acc: 98.693% (20844/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.044 | Acc: 98.687% (20969/21248) 166/391 [===========================>.....................................] Step: 371ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.690% (21096/21376) 167/391 [===========================>.....................................] Step: 386ms | Tot: 1m2s | Loss: 0.044 | Acc: 98.698% (21224/21504) 168/391 [===========================>.....................................] Step: 379ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.687% (21348/21632) 169/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.045 | Acc: 98.686% (21474/21760) 170/391 [============================>....................................] Step: 377ms | Tot: 1m3s | Loss: 0.044 | Acc: 98.689% (21601/21888) 171/391 [============================>....................................] Step: 380ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.683% (21726/22016) 172/391 [============================>....................................] Step: 379ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.681% (21852/22144) 173/391 [============================>....................................] Step: 382ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.675% (21977/22272) 174/391 [============================>....................................] Step: 375ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.674% (22103/22400) 175/391 [=============================>...................................] Step: 377ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.668% (22228/22528) 176/391 [=============================>...................................] Step: 373ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.671% (22355/22656) 177/391 [=============================>...................................] Step: 383ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.666% (22480/22784) 178/391 [=============================>...................................] Step: 382ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.656% (22604/22912) 179/391 [=============================>...................................] Step: 383ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.659% (22731/23040) 180/391 [=============================>...................................] Step: 372ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.658% (22857/23168) 181/391 [==============================>..................................] Step: 370ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.665% (22985/23296) 182/391 [==============================>..................................] Step: 384ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.664% (23111/23424) 183/391 [==============================>..................................] Step: 392ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.667% (23238/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m9s | Loss: 0.046 | Acc: 98.661% (23363/23680) 185/391 [==============================>..................................] Step: 362ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.664% (23490/23808) 186/391 [==============================>..................................] Step: 370ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.671% (23618/23936) 187/391 [===============================>.................................] Step: 372ms | Tot: 1m10s | Loss: 0.045 | Acc: 98.670% (23744/24064) 188/391 [===============================>.................................] Step: 386ms | Tot: 1m10s | Loss: 0.045 | Acc: 98.677% (23872/24192) 189/391 [===============================>.................................] Step: 377ms | Tot: 1m10s | Loss: 0.045 | Acc: 98.684% (24000/24320) 190/391 [===============================>.................................] Step: 385ms | Tot: 1m11s | Loss: 0.045 | Acc: 98.691% (24128/24448) 191/391 [===============================>.................................] Step: 377ms | Tot: 1m11s | Loss: 0.045 | Acc: 98.694% (24255/24576) 192/391 [===============================>.................................] Step: 378ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.688% (24380/24704) 193/391 [================================>................................] Step: 380ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.695% (24508/24832) 194/391 [================================>................................] Step: 363ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.694% (24634/24960) 195/391 [================================>................................] Step: 366ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.689% (24759/25088) 196/391 [================================>................................] Step: 381ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.683% (24884/25216) 197/391 [================================>................................] Step: 373ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.682% (25010/25344) 198/391 [================================>................................] Step: 368ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.681% (25136/25472) 199/391 [=================================>...............................] Step: 373ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.684% (25263/25600) 200/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.682% (25389/25728) 201/391 [=================================>...............................] Step: 372ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.681% (25515/25856) 202/391 [=================================>...............................] Step: 375ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.680% (25641/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.686% (25769/26112) 204/391 [=================================>...............................] Step: 375ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.689% (25896/26240) 205/391 [==================================>..............................] Step: 365ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.684% (26021/26368) 206/391 [==================================>..............................] Step: 371ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.690% (26149/26496) 207/391 [==================================>..............................] Step: 379ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.693% (26276/26624) 208/391 [==================================>..............................] Step: 370ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.688% (26401/26752) 209/391 [==================================>..............................] Step: 371ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.676% (26524/26880) 210/391 [==================================>..............................] Step: 367ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.674% (26650/27008) 211/391 [===================================>.............................] Step: 376ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.662% (26773/27136) 212/391 [===================================>.............................] Step: 377ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.665% (26900/27264) 213/391 [===================================>.............................] Step: 365ms | Tot: 1m19s | Loss: 0.046 | Acc: 98.653% (27023/27392) 214/391 [===================================>.............................] Step: 369ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.652% (27149/27520) 215/391 [===================================>.............................] Step: 377ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.644% (27273/27648) 216/391 [===================================>.............................] Step: 376ms | Tot: 1m20s | Loss: 0.046 | Acc: 98.646% (27400/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.645% (27526/27904) 218/391 [====================================>............................] Step: 374ms | Tot: 1m21s | Loss: 0.046 | Acc: 98.637% (27650/28032) 219/391 [====================================>............................] Step: 369ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.640% (27777/28160) 220/391 [====================================>............................] Step: 369ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.643% (27904/28288) 221/391 [====================================>............................] Step: 371ms | Tot: 1m22s | Loss: 0.046 | Acc: 98.638% (28029/28416) 222/391 [====================================>............................] Step: 368ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.644% (28157/28544) 223/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.636% (28281/28672) 224/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.046 | Acc: 98.639% (28408/28800) 225/391 [=====================================>...........................] Step: 360ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.641% (28535/28928) 226/391 [=====================================>...........................] Step: 375ms | Tot: 1m24s | Loss: 0.046 | Acc: 98.637% (28660/29056) 227/391 [=====================================>...........................] Step: 378ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.636% (28786/29184) 228/391 [=====================================>...........................] Step: 378ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.642% (28914/29312) 229/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.046 | Acc: 98.645% (29041/29440) 230/391 [======================================>..........................] Step: 366ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.651% (29169/29568) 231/391 [======================================>..........................] Step: 371ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.653% (29296/29696) 232/391 [======================================>..........................] Step: 371ms | Tot: 1m26s | Loss: 0.046 | Acc: 98.652% (29422/29824) 233/391 [======================================>..........................] Step: 371ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.651% (29548/29952) 234/391 [======================================>..........................] Step: 372ms | Tot: 1m27s | Loss: 0.046 | Acc: 98.650% (29674/30080) 235/391 [=======================================>.........................] Step: 367ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.653% (29801/30208) 236/391 [=======================================>.........................] Step: 374ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.655% (29928/30336) 237/391 [=======================================>.........................] Step: 376ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.654% (30054/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.650% (30179/30592) 239/391 [=======================================>.........................] Step: 373ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.649% (30305/30720) 240/391 [=======================================>.........................] Step: 370ms | Tot: 1m29s | Loss: 0.046 | Acc: 98.655% (30433/30848) 241/391 [========================================>........................] Step: 366ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.657% (30560/30976) 242/391 [========================================>........................] Step: 382ms | Tot: 1m30s | Loss: 0.046 | Acc: 98.650% (30684/31104) 243/391 [========================================>........................] Step: 370ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.652% (30811/31232) 244/391 [========================================>........................] Step: 364ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.651% (30937/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m31s | Loss: 0.046 | Acc: 98.653% (31064/31488) 246/391 [========================================>........................] Step: 370ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.659% (31192/31616) 247/391 [=========================================>.......................] Step: 376ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.652% (31316/31744) 248/391 [=========================================>.......................] Step: 367ms | Tot: 1m32s | Loss: 0.046 | Acc: 98.657% (31444/31872) 249/391 [=========================================>.......................] Step: 356ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.662% (31572/32000) 250/391 [=========================================>.......................] Step: 374ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.668% (31700/32128) 251/391 [=========================================>.......................] Step: 383ms | Tot: 1m33s | Loss: 0.046 | Acc: 98.670% (31827/32256) 252/391 [=========================================>.......................] Step: 406ms | Tot: 1m34s | Loss: 0.046 | Acc: 98.669% (31953/32384) 253/391 [==========================================>......................] Step: 370ms | Tot: 1m34s | Loss: 0.045 | Acc: 98.674% (32081/32512) 254/391 [==========================================>......................] Step: 364ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.676% (32208/32640) 255/391 [==========================================>......................] Step: 370ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.679% (32335/32768) 256/391 [==========================================>......................] Step: 379ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.684% (32463/32896) 257/391 [==========================================>......................] Step: 366ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.686% (32590/33024) 258/391 [==========================================>......................] Step: 373ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.685% (32716/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.684% (32842/33280) 260/391 [===========================================>.....................] Step: 378ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.686% (32969/33408) 261/391 [===========================================>.....................] Step: 379ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.682% (33094/33536) 262/391 [===========================================>.....................] Step: 377ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.684% (33221/33664) 263/391 [===========================================>.....................] Step: 384ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.680% (33346/33792) 264/391 [===========================================>.....................] Step: 373ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.679% (33472/33920) 265/391 [============================================>....................] Step: 372ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.684% (33600/34048) 266/391 [============================================>....................] Step: 373ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.683% (33726/34176) 267/391 [============================================>....................] Step: 371ms | Tot: 1m39s | Loss: 0.045 | Acc: 98.682% (33852/34304) 268/391 [============================================>....................] Step: 377ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.681% (33978/34432) 269/391 [============================================>....................] Step: 380ms | Tot: 1m40s | Loss: 0.045 | Acc: 98.683% (34105/34560) 270/391 [============================================>....................] Step: 370ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.688% (34233/34688) 271/391 [=============================================>...................] Step: 382ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.690% (34360/34816) 272/391 [=============================================>...................] Step: 373ms | Tot: 1m41s | Loss: 0.045 | Acc: 98.692% (34487/34944) 273/391 [=============================================>...................] Step: 368ms | Tot: 1m42s | Loss: 0.045 | Acc: 98.686% (34611/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m42s | Loss: 0.045 | Acc: 98.688% (34738/35200) 275/391 [=============================================>...................] Step: 366ms | Tot: 1m42s | Loss: 0.045 | Acc: 98.692% (34866/35328) 276/391 [=============================================>...................] Step: 371ms | Tot: 1m43s | Loss: 0.045 | Acc: 98.689% (34991/35456) 277/391 [==============================================>..................] Step: 380ms | Tot: 1m43s | Loss: 0.045 | Acc: 98.690% (35118/35584) 278/391 [==============================================>..................] Step: 379ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.695% (35246/35712) 279/391 [==============================================>..................] Step: 372ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.700% (35374/35840) 280/391 [==============================================>..................] Step: 361ms | Tot: 1m44s | Loss: 0.045 | Acc: 98.699% (35500/35968) 281/391 [==============================================>..................] Step: 369ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.701% (35627/36096) 282/391 [==============================================>..................] Step: 372ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.705% (35755/36224) 283/391 [===============================================>.................] Step: 370ms | Tot: 1m45s | Loss: 0.045 | Acc: 98.702% (35880/36352) 284/391 [===============================================>.................] Step: 363ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.695% (36004/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m46s | Loss: 0.045 | Acc: 98.700% (36132/36608) 286/391 [===============================================>.................] Step: 369ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.693% (36256/36736) 287/391 [===============================================>.................] Step: 372ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.684% (36379/36864) 288/391 [===============================================>.................] Step: 369ms | Tot: 1m47s | Loss: 0.045 | Acc: 98.686% (36506/36992) 289/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.045 | Acc: 98.688% (36633/37120) 290/391 [================================================>................] Step: 372ms | Tot: 1m48s | Loss: 0.045 | Acc: 98.690% (36760/37248) 291/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.045 | Acc: 98.689% (36886/37376) 292/391 [================================================>................] Step: 369ms | Tot: 1m49s | Loss: 0.045 | Acc: 98.693% (37014/37504) 293/391 [================================================>................] Step: 375ms | Tot: 1m49s | Loss: 0.045 | Acc: 98.690% (37139/37632) 294/391 [================================================>................] Step: 367ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.684% (37263/37760) 295/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.672% (37385/37888) 296/391 [=================================================>...............] Step: 379ms | Tot: 1m50s | Loss: 0.045 | Acc: 98.677% (37513/38016) 297/391 [=================================================>...............] Step: 369ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.663% (37634/38144) 298/391 [=================================================>...............] Step: 375ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.662% (37760/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m51s | Loss: 0.045 | Acc: 98.661% (37886/38400) 300/391 [=================================================>...............] Step: 369ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.658% (38011/38528) 301/391 [==================================================>..............] Step: 374ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.660% (38138/38656) 302/391 [==================================================>..............] Step: 372ms | Tot: 1m52s | Loss: 0.045 | Acc: 98.657% (38263/38784) 303/391 [==================================================>..............] Step: 370ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.659% (38390/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m53s | Loss: 0.045 | Acc: 98.663% (38518/39040) 305/391 [==================================================>..............] Step: 369ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.665% (38645/39168) 306/391 [==================================================>..............] Step: 374ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.667% (38772/39296) 307/391 [===================================================>.............] Step: 363ms | Tot: 1m54s | Loss: 0.045 | Acc: 98.668% (38899/39424) 308/391 [===================================================>.............] Step: 377ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.670% (39026/39552) 309/391 [===================================================>.............] Step: 380ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.672% (39153/39680) 310/391 [===================================================>.............] Step: 369ms | Tot: 1m55s | Loss: 0.045 | Acc: 98.674% (39280/39808) 311/391 [===================================================>.............] Step: 369ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.675% (39407/39936) 312/391 [===================================================>.............] Step: 372ms | Tot: 1m56s | Loss: 0.045 | Acc: 98.675% (39533/40064) 313/391 [====================================================>............] Step: 368ms | Tot: 1m57s | Loss: 0.045 | Acc: 98.669% (39657/40192) 314/391 [====================================================>............] Step: 369ms | Tot: 1m57s | Loss: 0.045 | Acc: 98.671% (39784/40320) 315/391 [====================================================>............] Step: 367ms | Tot: 1m57s | Loss: 0.045 | Acc: 98.670% (39910/40448) 316/391 [====================================================>............] Step: 374ms | Tot: 1m58s | Loss: 0.045 | Acc: 98.672% (40037/40576) 317/391 [====================================================>............] Step: 373ms | Tot: 1m58s | Loss: 0.045 | Acc: 98.671% (40163/40704) 318/391 [====================================================>............] Step: 371ms | Tot: 1m58s | Loss: 0.045 | Acc: 98.675% (40291/40832) 319/391 [=====================================================>...........] Step: 356ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.679% (40419/40960) 320/391 [=====================================================>...........] Step: 364ms | Tot: 1m59s | Loss: 0.045 | Acc: 98.681% (40546/41088) 321/391 [=====================================================>...........] Step: 372ms | Tot: 2m21ms | Loss: 0.045 | Acc: 98.683% (40673/41216) 322/391 [=====================================================>...........] Step: 373ms | Tot: 2m394ms | Loss: 0.045 | Acc: 98.687% (40801/41344) 323/391 [=====================================================>...........] Step: 378ms | Tot: 2m773ms | Loss: 0.045 | Acc: 98.681% (40925/41472) 324/391 [=====================================================>...........] Step: 366ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.680% (41051/41600) 325/391 [======================================================>..........] Step: 372ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.680% (41177/41728) 326/391 [======================================================>..........] Step: 368ms | Tot: 2m1s | Loss: 0.045 | Acc: 98.676% (41302/41856) 327/391 [======================================================>..........] Step: 370ms | Tot: 2m2s | Loss: 0.045 | Acc: 98.680% (41430/41984) 328/391 [======================================================>..........] Step: 375ms | Tot: 2m2s | Loss: 0.045 | Acc: 98.682% (41557/42112) 329/391 [======================================================>..........] Step: 365ms | Tot: 2m2s | Loss: 0.045 | Acc: 98.686% (41685/42240) 330/391 [======================================================>..........] Step: 367ms | Tot: 2m3s | Loss: 0.045 | Acc: 98.683% (41810/42368) 331/391 [=======================================================>.........] Step: 373ms | Tot: 2m3s | Loss: 0.045 | Acc: 98.682% (41936/42496) 332/391 [=======================================================>.........] Step: 380ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.686% (42064/42624) 333/391 [=======================================================>.........] Step: 378ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.688% (42191/42752) 334/391 [=======================================================>.........] Step: 365ms | Tot: 2m4s | Loss: 0.045 | Acc: 98.687% (42317/42880) 335/391 [=======================================================>.........] Step: 366ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.689% (42444/43008) 336/391 [=======================================================>.........] Step: 375ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.686% (42569/43136) 337/391 [========================================================>........] Step: 371ms | Tot: 2m5s | Loss: 0.045 | Acc: 98.683% (42694/43264) 338/391 [========================================================>........] Step: 365ms | Tot: 2m6s | Loss: 0.045 | Acc: 98.677% (42818/43392) 339/391 [========================================================>........] Step: 368ms | Tot: 2m6s | Loss: 0.045 | Acc: 98.674% (42943/43520) 340/391 [========================================================>........] Step: 367ms | Tot: 2m7s | Loss: 0.045 | Acc: 98.676% (43070/43648) 341/391 [========================================================>........] Step: 381ms | Tot: 2m7s | Loss: 0.045 | Acc: 98.671% (43194/43776) 342/391 [========================================================>........] Step: 372ms | Tot: 2m7s | Loss: 0.045 | Acc: 98.674% (43322/43904) 343/391 [=========================================================>.......] Step: 364ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.674% (43448/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.678% (43576/44160) 345/391 [=========================================================>.......] Step: 368ms | Tot: 2m8s | Loss: 0.045 | Acc: 98.675% (43701/44288) 346/391 [=========================================================>.......] Step: 377ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.674% (43827/44416) 347/391 [=========================================================>.......] Step: 374ms | Tot: 2m9s | Loss: 0.045 | Acc: 98.678% (43955/44544) 348/391 [=========================================================>.......] Step: 373ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.679% (44082/44672) 349/391 [==========================================================>......] Step: 374ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.676% (44207/44800) 350/391 [==========================================================>......] Step: 375ms | Tot: 2m10s | Loss: 0.045 | Acc: 98.673% (44332/44928) 351/391 [==========================================================>......] Step: 380ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.673% (44458/45056) 352/391 [==========================================================>......] Step: 378ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.668% (44582/45184) 353/391 [==========================================================>......] Step: 391ms | Tot: 2m11s | Loss: 0.045 | Acc: 98.667% (44708/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.666% (44834/45440) 355/391 [===========================================================>.....] Step: 378ms | Tot: 2m12s | Loss: 0.045 | Acc: 98.670% (44962/45568) 356/391 [===========================================================>.....] Step: 382ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.669% (45088/45696) 357/391 [===========================================================>.....] Step: 385ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.669% (45214/45824) 358/391 [===========================================================>.....] Step: 365ms | Tot: 2m13s | Loss: 0.045 | Acc: 98.668% (45340/45952) 359/391 [===========================================================>.....] Step: 369ms | Tot: 2m14s | Loss: 0.045 | Acc: 98.672% (45468/46080) 360/391 [===========================================================>.....] Step: 374ms | Tot: 2m14s | Loss: 0.045 | Acc: 98.671% (45594/46208) 361/391 [============================================================>....] Step: 371ms | Tot: 2m14s | Loss: 0.045 | Acc: 98.671% (45720/46336) 362/391 [============================================================>....] Step: 367ms | Tot: 2m15s | Loss: 0.045 | Acc: 98.670% (45846/46464) 363/391 [============================================================>....] Step: 373ms | Tot: 2m15s | Loss: 0.045 | Acc: 98.671% (45973/46592) 364/391 [============================================================>....] Step: 368ms | Tot: 2m16s | Loss: 0.045 | Acc: 98.673% (46100/46720) 365/391 [============================================================>....] Step: 361ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.664% (46222/46848) 366/391 [============================================================>....] Step: 364ms | Tot: 2m16s | Loss: 0.046 | Acc: 98.661% (46347/46976) 367/391 [=============================================================>...] Step: 369ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.663% (46474/47104) 368/391 [=============================================================>...] Step: 388ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.664% (46601/47232) 369/391 [=============================================================>...] Step: 372ms | Tot: 2m17s | Loss: 0.046 | Acc: 98.657% (46724/47360) 370/391 [=============================================================>...] Step: 366ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.652% (46848/47488) 371/391 [=============================================================>...] Step: 375ms | Tot: 2m18s | Loss: 0.046 | Acc: 98.650% (46973/47616) 372/391 [=============================================================>...] Step: 369ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.653% (47101/47744) 373/391 [==============================================================>..] Step: 365ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.653% (47227/47872) 374/391 [==============================================================>..] Step: 367ms | Tot: 2m19s | Loss: 0.046 | Acc: 98.644% (47349/48000) 375/391 [==============================================================>..] Step: 362ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.645% (47476/48128) 376/391 [==============================================================>..] Step: 377ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.647% (47603/48256) 377/391 [==============================================================>..] Step: 374ms | Tot: 2m20s | Loss: 0.046 | Acc: 98.650% (47731/48384) 378/391 [==============================================================>..] Step: 372ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.648% (47856/48512) 379/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.651% (47984/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m21s | Loss: 0.046 | Acc: 98.651% (48110/48768) 381/391 [===============================================================>.] Step: 376ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.650% (48236/48896) 382/391 [===============================================================>.] Step: 370ms | Tot: 2m22s | Loss: 0.046 | Acc: 98.652% (48363/49024) 383/391 [===============================================================>.] Step: 369ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.647% (48487/49152) 384/391 [===============================================================>.] Step: 371ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.651% (48615/49280) 385/391 [================================================================>] Step: 366ms | Tot: 2m23s | Loss: 0.046 | Acc: 98.650% (48741/49408) 386/391 [================================================================>] Step: 379ms | Tot: 2m24s | Loss: 0.045 | Acc: 98.654% (48869/49536) 387/391 [================================================================>] Step: 367ms | Tot: 2m24s | Loss: 0.045 | Acc: 98.655% (48996/49664) 388/391 [================================================================>] Step: 360ms | Tot: 2m24s | Loss: 0.046 | Acc: 98.652% (49121/49792) 389/391 [================================================================>] Step: 357ms | Tot: 2m25s | Loss: 0.045 | Acc: 98.652% (49247/49920) 390/391 [================================================================>] Step: 359ms | Tot: 2m25s | Loss: 0.046 | Acc: 98.652% (49326/50000) 391/391 + [>................................................................] Step: 457ms | Tot: 2ms | Loss: 0.391 | Acc: 91.000% (91/100) 1/100 [>................................................................] Step: 305ms | Tot: 307ms | Loss: 0.322 | Acc: 91.500% (183/200) 2/100 [=>...............................................................] Step: 294ms | Tot: 601ms | Loss: 0.338 | Acc: 90.667% (272/300) 3/100 [=>...............................................................] Step: 296ms | Tot: 897ms | Loss: 0.333 | Acc: 90.750% (363/400) 4/100 [==>..............................................................] Step: 298ms | Tot: 1s196ms | Loss: 0.314 | Acc: 90.600% (453/500) 5/100 [===>.............................................................] Step: 296ms | Tot: 1s493ms | Loss: 0.291 | Acc: 91.000% (546/600) 6/100 [===>.............................................................] Step: 292ms | Tot: 1s786ms | Loss: 0.284 | Acc: 90.857% (636/700) 7/100 [====>............................................................] Step: 296ms | Tot: 2s82ms | Loss: 0.298 | Acc: 90.750% (726/800) 8/100 [=====>...........................................................] Step: 309ms | Tot: 2s392ms | Loss: 0.310 | Acc: 90.556% (815/900) 9/100 [=====>...........................................................] Step: 301ms | Tot: 2s693ms | Loss: 0.318 | Acc: 90.600% (906/1000) 10/100 [======>..........................................................] Step: 295ms | Tot: 2s988ms | Loss: 0.321 | Acc: 90.636% (997/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s297ms | Loss: 0.340 | Acc: 90.417% (1085/1200) 12/100 [=======>.........................................................] Step: 302ms | Tot: 3s600ms | Loss: 0.336 | Acc: 90.462% (1176/1300) 13/100 [========>........................................................] Step: 307ms | Tot: 3s907ms | Loss: 0.332 | Acc: 90.714% (1270/1400) 14/100 [=========>.......................................................] Step: 303ms | Tot: 4s210ms | Loss: 0.325 | Acc: 90.800% (1362/1500) 15/100 [=========>.......................................................] Step: 309ms | Tot: 4s519ms | Loss: 0.330 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 303ms | Tot: 4s823ms | Loss: 0.319 | Acc: 90.882% (1545/1700) 17/100 [===========>.....................................................] Step: 304ms | Tot: 5s128ms | Loss: 0.328 | Acc: 90.556% (1630/1800) 18/100 [===========>.....................................................] Step: 315ms | Tot: 5s443ms | Loss: 0.335 | Acc: 90.579% (1721/1900) 19/100 [============>....................................................] Step: 311ms | Tot: 5s754ms | Loss: 0.339 | Acc: 90.550% (1811/2000) 20/100 [=============>...................................................] Step: 306ms | Tot: 6s60ms | Loss: 0.339 | Acc: 90.619% (1903/2100) 21/100 [=============>...................................................] Step: 308ms | Tot: 6s369ms | Loss: 0.337 | Acc: 90.773% (1997/2200) 22/100 [==============>..................................................] Step: 307ms | Tot: 6s676ms | Loss: 0.344 | Acc: 90.652% (2085/2300) 23/100 [==============>..................................................] Step: 304ms | Tot: 6s980ms | Loss: 0.346 | Acc: 90.625% (2175/2400) 24/100 [===============>.................................................] Step: 310ms | Tot: 7s291ms | Loss: 0.349 | Acc: 90.640% (2266/2500) 25/100 [================>................................................] Step: 307ms | Tot: 7s598ms | Loss: 0.352 | Acc: 90.577% (2355/2600) 26/100 [================>................................................] Step: 307ms | Tot: 7s906ms | Loss: 0.346 | Acc: 90.630% (2447/2700) 27/100 [=================>...............................................] Step: 306ms | Tot: 8s213ms | Loss: 0.347 | Acc: 90.643% (2538/2800) 28/100 [==================>..............................................] Step: 309ms | Tot: 8s523ms | Loss: 0.351 | Acc: 90.655% (2629/2900) 29/100 [==================>..............................................] Step: 315ms | Tot: 8s838ms | Loss: 0.347 | Acc: 90.700% (2721/3000) 30/100 [===================>.............................................] Step: 306ms | Tot: 9s145ms | Loss: 0.344 | Acc: 90.677% (2811/3100) 31/100 [====================>............................................] Step: 317ms | Tot: 9s462ms | Loss: 0.346 | Acc: 90.688% (2902/3200) 32/100 [====================>............................................] Step: 309ms | Tot: 9s772ms | Loss: 0.343 | Acc: 90.788% (2996/3300) 33/100 [=====================>...........................................] Step: 307ms | Tot: 10s80ms | Loss: 0.344 | Acc: 90.735% (3085/3400) 34/100 [======================>..........................................] Step: 312ms | Tot: 10s392ms | Loss: 0.350 | Acc: 90.600% (3171/3500) 35/100 [======================>..........................................] Step: 300ms | Tot: 10s693ms | Loss: 0.347 | Acc: 90.667% (3264/3600) 36/100 [=======================>.........................................] Step: 305ms | Tot: 10s999ms | Loss: 0.348 | Acc: 90.649% (3354/3700) 37/100 [========================>........................................] Step: 308ms | Tot: 11s307ms | Loss: 0.350 | Acc: 90.579% (3442/3800) 38/100 [========================>........................................] Step: 297ms | Tot: 11s605ms | Loss: 0.350 | Acc: 90.667% (3536/3900) 39/100 [=========================>.......................................] Step: 305ms | Tot: 11s911ms | Loss: 0.348 | Acc: 90.725% (3629/4000) 40/100 [==========================>......................................] Step: 307ms | Tot: 12s218ms | Loss: 0.353 | Acc: 90.683% (3718/4100) 41/100 [==========================>......................................] Step: 314ms | Tot: 12s533ms | Loss: 0.357 | Acc: 90.619% (3806/4200) 42/100 [===========================>.....................................] Step: 306ms | Tot: 12s839ms | Loss: 0.353 | Acc: 90.744% (3902/4300) 43/100 [===========================>.....................................] Step: 304ms | Tot: 13s143ms | Loss: 0.353 | Acc: 90.750% (3993/4400) 44/100 [============================>....................................] Step: 307ms | Tot: 13s450ms | Loss: 0.351 | Acc: 90.800% (4086/4500) 45/100 [=============================>...................................] Step: 302ms | Tot: 13s753ms | Loss: 0.350 | Acc: 90.783% (4176/4600) 46/100 [=============================>...................................] Step: 302ms | Tot: 14s55ms | Loss: 0.349 | Acc: 90.766% (4266/4700) 47/100 [==============================>..................................] Step: 314ms | Tot: 14s370ms | Loss: 0.352 | Acc: 90.708% (4354/4800) 48/100 [===============================>.................................] Step: 302ms | Tot: 14s672ms | Loss: 0.349 | Acc: 90.776% (4448/4900) 49/100 [===============================>.................................] Step: 302ms | Tot: 14s975ms | Loss: 0.352 | Acc: 90.740% (4537/5000) 50/100 [================================>................................] Step: 310ms | Tot: 15s285ms | Loss: 0.353 | Acc: 90.725% (4627/5100) 51/100 [=================================>...............................] Step: 309ms | Tot: 15s595ms | Loss: 0.353 | Acc: 90.692% (4716/5200) 52/100 [=================================>...............................] Step: 314ms | Tot: 15s910ms | Loss: 0.354 | Acc: 90.717% (4808/5300) 53/100 [==================================>..............................] Step: 313ms | Tot: 16s224ms | Loss: 0.355 | Acc: 90.704% (4898/5400) 54/100 [===================================>.............................] Step: 311ms | Tot: 16s535ms | Loss: 0.354 | Acc: 90.691% (4988/5500) 55/100 [===================================>.............................] Step: 311ms | Tot: 16s846ms | Loss: 0.355 | Acc: 90.732% (5081/5600) 56/100 [====================================>............................] Step: 309ms | Tot: 17s155ms | Loss: 0.354 | Acc: 90.754% (5173/5700) 57/100 [=====================================>...........................] Step: 314ms | Tot: 17s470ms | Loss: 0.351 | Acc: 90.828% (5268/5800) 58/100 [=====================================>...........................] Step: 312ms | Tot: 17s783ms | Loss: 0.352 | Acc: 90.746% (5354/5900) 59/100 [======================================>..........................] Step: 310ms | Tot: 18s93ms | Loss: 0.351 | Acc: 90.700% (5442/6000) 60/100 [=======================================>.........................] Step: 312ms | Tot: 18s405ms | Loss: 0.351 | Acc: 90.705% (5533/6100) 61/100 [=======================================>.........................] Step: 314ms | Tot: 18s720ms | Loss: 0.353 | Acc: 90.645% (5620/6200) 62/100 [========================================>........................] Step: 310ms | Tot: 19s30ms | Loss: 0.351 | Acc: 90.683% (5713/6300) 63/100 [========================================>........................] Step: 316ms | Tot: 19s346ms | Loss: 0.346 | Acc: 90.797% (5811/6400) 64/100 [=========================================>.......................] Step: 304ms | Tot: 19s651ms | Loss: 0.347 | Acc: 90.785% (5901/6500) 65/100 [==========================================>......................] Step: 307ms | Tot: 19s958ms | Loss: 0.346 | Acc: 90.773% (5991/6600) 66/100 [==========================================>......................] Step: 314ms | Tot: 20s273ms | Loss: 0.344 | Acc: 90.836% (6086/6700) 67/100 [===========================================>.....................] Step: 297ms | Tot: 20s570ms | Loss: 0.345 | Acc: 90.779% (6173/6800) 68/100 [============================================>....................] Step: 309ms | Tot: 20s880ms | Loss: 0.342 | Acc: 90.812% (6266/6900) 69/100 [============================================>....................] Step: 305ms | Tot: 21s185ms | Loss: 0.341 | Acc: 90.829% (6358/7000) 70/100 [=============================================>...................] Step: 312ms | Tot: 21s498ms | Loss: 0.345 | Acc: 90.746% (6443/7100) 71/100 [==============================================>..................] Step: 305ms | Tot: 21s803ms | Loss: 0.347 | Acc: 90.722% (6532/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 22s109ms | Loss: 0.344 | Acc: 90.740% (6624/7300) 73/100 [===============================================>.................] Step: 313ms | Tot: 22s423ms | Loss: 0.345 | Acc: 90.757% (6716/7400) 74/100 [================================================>................] Step: 302ms | Tot: 22s725ms | Loss: 0.345 | Acc: 90.747% (6806/7500) 75/100 [================================================>................] Step: 304ms | Tot: 23s30ms | Loss: 0.347 | Acc: 90.711% (6894/7600) 76/100 [=================================================>...............] Step: 314ms | Tot: 23s344ms | Loss: 0.347 | Acc: 90.662% (6981/7700) 77/100 [==================================================>..............] Step: 308ms | Tot: 23s653ms | Loss: 0.347 | Acc: 90.692% (7074/7800) 78/100 [==================================================>..............] Step: 308ms | Tot: 23s961ms | Loss: 0.346 | Acc: 90.696% (7165/7900) 79/100 [===================================================>.............] Step: 306ms | Tot: 24s267ms | Loss: 0.344 | Acc: 90.700% (7256/8000) 80/100 [====================================================>............] Step: 302ms | Tot: 24s570ms | Loss: 0.344 | Acc: 90.691% (7346/8100) 81/100 [====================================================>............] Step: 303ms | Tot: 24s873ms | Loss: 0.343 | Acc: 90.659% (7434/8200) 82/100 [=====================================================>...........] Step: 303ms | Tot: 25s176ms | Loss: 0.343 | Acc: 90.663% (7525/8300) 83/100 [=====================================================>...........] Step: 309ms | Tot: 25s486ms | Loss: 0.342 | Acc: 90.667% (7616/8400) 84/100 [======================================================>..........] Step: 312ms | Tot: 25s798ms | Loss: 0.343 | Acc: 90.647% (7705/8500) 85/100 [=======================================================>.........] Step: 305ms | Tot: 26s103ms | Loss: 0.344 | Acc: 90.628% (7794/8600) 86/100 [=======================================================>.........] Step: 316ms | Tot: 26s420ms | Loss: 0.342 | Acc: 90.632% (7885/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 26s726ms | Loss: 0.342 | Acc: 90.614% (7974/8800) 88/100 [=========================================================>.......] Step: 302ms | Tot: 27s28ms | Loss: 0.341 | Acc: 90.652% (8068/8900) 89/100 [=========================================================>.......] Step: 303ms | Tot: 27s332ms | Loss: 0.341 | Acc: 90.667% (8160/9000) 90/100 [==========================================================>......] Step: 302ms | Tot: 27s635ms | Loss: 0.341 | Acc: 90.692% (8253/9100) 91/100 [===========================================================>.....] Step: 303ms | Tot: 27s938ms | Loss: 0.339 | Acc: 90.728% (8347/9200) 92/100 [===========================================================>.....] Step: 308ms | Tot: 28s246ms | Loss: 0.342 | Acc: 90.688% (8434/9300) 93/100 [============================================================>....] Step: 304ms | Tot: 28s551ms | Loss: 0.342 | Acc: 90.681% (8524/9400) 94/100 [=============================================================>...] Step: 307ms | Tot: 28s859ms | Loss: 0.340 | Acc: 90.726% (8619/9500) 95/100 [=============================================================>...] Step: 304ms | Tot: 29s163ms | Loss: 0.339 | Acc: 90.740% (8711/9600) 96/100 [==============================================================>..] Step: 316ms | Tot: 29s479ms | Loss: 0.337 | Acc: 90.763% (8804/9700) 97/100 [===============================================================>.] Step: 308ms | Tot: 29s787ms | Loss: 0.337 | Acc: 90.786% (8897/9800) 98/100 [===============================================================>.] Step: 306ms | Tot: 30s94ms | Loss: 0.339 | Acc: 90.737% (8983/9900) 99/100 [================================================================>] Step: 310ms | Tot: 30s404ms | Loss: 0.337 | Acc: 90.800% (9080/10000) 100/100 + +Epoch: 199 + [>................................................................] Step: 574ms | Tot: 2ms | Loss: 0.047 | Acc: 98.438% (126/128) 1/391 [>................................................................] Step: 389ms | Tot: 391ms | Loss: 0.043 | Acc: 98.047% (251/256) 2/391 [>................................................................] Step: 391ms | Tot: 782ms | Loss: 0.039 | Acc: 98.177% (377/384) 3/391 [>................................................................] Step: 373ms | Tot: 1s155ms | Loss: 0.053 | Acc: 97.852% (501/512) 4/391 [>................................................................] Step: 375ms | Tot: 1s531ms | Loss: 0.053 | Acc: 97.969% (627/640) 5/391 [>................................................................] Step: 374ms | Tot: 1s906ms | Loss: 0.048 | Acc: 98.307% (755/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s276ms | Loss: 0.046 | Acc: 98.438% (882/896) 7/391 [=>...............................................................] Step: 372ms | Tot: 2s648ms | Loss: 0.045 | Acc: 98.535% (1009/1024) 8/391 [=>...............................................................] Step: 363ms | Tot: 3s11ms | Loss: 0.045 | Acc: 98.438% (1134/1152) 9/391 [=>...............................................................] Step: 372ms | Tot: 3s383ms | Loss: 0.043 | Acc: 98.516% (1261/1280) 10/391 [=>...............................................................] Step: 363ms | Tot: 3s747ms | Loss: 0.043 | Acc: 98.580% (1388/1408) 11/391 [=>...............................................................] Step: 367ms | Tot: 4s114ms | Loss: 0.045 | Acc: 98.372% (1511/1536) 12/391 [=>...............................................................] Step: 377ms | Tot: 4s491ms | Loss: 0.043 | Acc: 98.498% (1639/1664) 13/391 [==>..............................................................] Step: 373ms | Tot: 4s865ms | Loss: 0.041 | Acc: 98.605% (1767/1792) 14/391 [==>..............................................................] Step: 376ms | Tot: 5s241ms | Loss: 0.041 | Acc: 98.646% (1894/1920) 15/391 [==>..............................................................] Step: 369ms | Tot: 5s611ms | Loss: 0.039 | Acc: 98.730% (2022/2048) 16/391 [==>..............................................................] Step: 368ms | Tot: 5s979ms | Loss: 0.039 | Acc: 98.759% (2149/2176) 17/391 [==>..............................................................] Step: 370ms | Tot: 6s349ms | Loss: 0.040 | Acc: 98.741% (2275/2304) 18/391 [==>..............................................................] Step: 363ms | Tot: 6s713ms | Loss: 0.039 | Acc: 98.808% (2403/2432) 19/391 [===>.............................................................] Step: 365ms | Tot: 7s79ms | Loss: 0.038 | Acc: 98.828% (2530/2560) 20/391 [===>.............................................................] Step: 372ms | Tot: 7s451ms | Loss: 0.041 | Acc: 98.772% (2655/2688) 21/391 [===>.............................................................] Step: 366ms | Tot: 7s817ms | Loss: 0.043 | Acc: 98.757% (2781/2816) 22/391 [===>.............................................................] Step: 365ms | Tot: 8s183ms | Loss: 0.044 | Acc: 98.675% (2905/2944) 23/391 [===>.............................................................] Step: 380ms | Tot: 8s563ms | Loss: 0.044 | Acc: 98.698% (3032/3072) 24/391 [===>.............................................................] Step: 366ms | Tot: 8s930ms | Loss: 0.044 | Acc: 98.688% (3158/3200) 25/391 [====>............................................................] Step: 368ms | Tot: 9s298ms | Loss: 0.045 | Acc: 98.648% (3283/3328) 26/391 [====>............................................................] Step: 367ms | Tot: 9s665ms | Loss: 0.044 | Acc: 98.698% (3411/3456) 27/391 [====>............................................................] Step: 369ms | Tot: 10s34ms | Loss: 0.045 | Acc: 98.661% (3536/3584) 28/391 [====>............................................................] Step: 370ms | Tot: 10s405ms | Loss: 0.045 | Acc: 98.680% (3663/3712) 29/391 [====>............................................................] Step: 368ms | Tot: 10s773ms | Loss: 0.045 | Acc: 98.698% (3790/3840) 30/391 [====>............................................................] Step: 370ms | Tot: 11s143ms | Loss: 0.045 | Acc: 98.740% (3918/3968) 31/391 [=====>...........................................................] Step: 369ms | Tot: 11s513ms | Loss: 0.045 | Acc: 98.706% (4043/4096) 32/391 [=====>...........................................................] Step: 380ms | Tot: 11s894ms | Loss: 0.045 | Acc: 98.698% (4169/4224) 33/391 [=====>...........................................................] Step: 367ms | Tot: 12s261ms | Loss: 0.044 | Acc: 98.713% (4296/4352) 34/391 [=====>...........................................................] Step: 367ms | Tot: 12s629ms | Loss: 0.044 | Acc: 98.728% (4423/4480) 35/391 [=====>...........................................................] Step: 361ms | Tot: 12s990ms | Loss: 0.044 | Acc: 98.720% (4549/4608) 36/391 [=====>...........................................................] Step: 370ms | Tot: 13s360ms | Loss: 0.043 | Acc: 98.754% (4677/4736) 37/391 [======>..........................................................] Step: 371ms | Tot: 13s731ms | Loss: 0.045 | Acc: 98.684% (4800/4864) 38/391 [======>..........................................................] Step: 363ms | Tot: 14s95ms | Loss: 0.045 | Acc: 98.638% (4924/4992) 39/391 [======>..........................................................] Step: 365ms | Tot: 14s460ms | Loss: 0.046 | Acc: 98.613% (5049/5120) 40/391 [======>..........................................................] Step: 364ms | Tot: 14s825ms | Loss: 0.046 | Acc: 98.647% (5177/5248) 41/391 [======>..........................................................] Step: 386ms | Tot: 15s211ms | Loss: 0.046 | Acc: 98.642% (5303/5376) 42/391 [======>..........................................................] Step: 375ms | Tot: 15s587ms | Loss: 0.046 | Acc: 98.619% (5428/5504) 43/391 [=======>.........................................................] Step: 368ms | Tot: 15s956ms | Loss: 0.046 | Acc: 98.651% (5556/5632) 44/391 [=======>.........................................................] Step: 367ms | Tot: 16s323ms | Loss: 0.045 | Acc: 98.663% (5683/5760) 45/391 [=======>.........................................................] Step: 362ms | Tot: 16s686ms | Loss: 0.046 | Acc: 98.675% (5810/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 17s53ms | Loss: 0.046 | Acc: 98.670% (5936/6016) 47/391 [=======>.........................................................] Step: 373ms | Tot: 17s427ms | Loss: 0.046 | Acc: 98.682% (6063/6144) 48/391 [=======>.........................................................] Step: 370ms | Tot: 17s798ms | Loss: 0.046 | Acc: 98.693% (6190/6272) 49/391 [========>........................................................] Step: 374ms | Tot: 18s172ms | Loss: 0.046 | Acc: 98.688% (6316/6400) 50/391 [========>........................................................] Step: 382ms | Tot: 18s555ms | Loss: 0.046 | Acc: 98.667% (6441/6528) 51/391 [========>........................................................] Step: 377ms | Tot: 18s932ms | Loss: 0.046 | Acc: 98.678% (6568/6656) 52/391 [========>........................................................] Step: 378ms | Tot: 19s311ms | Loss: 0.046 | Acc: 98.659% (6693/6784) 53/391 [========>........................................................] Step: 361ms | Tot: 19s672ms | Loss: 0.046 | Acc: 98.683% (6821/6912) 54/391 [========>........................................................] Step: 373ms | Tot: 20s46ms | Loss: 0.045 | Acc: 98.693% (6948/7040) 55/391 [=========>.......................................................] Step: 379ms | Tot: 20s426ms | Loss: 0.045 | Acc: 98.703% (7075/7168) 56/391 [=========>.......................................................] Step: 377ms | Tot: 20s803ms | Loss: 0.046 | Acc: 98.684% (7200/7296) 57/391 [=========>.......................................................] Step: 368ms | Tot: 21s171ms | Loss: 0.046 | Acc: 98.680% (7326/7424) 58/391 [=========>.......................................................] Step: 367ms | Tot: 21s539ms | Loss: 0.046 | Acc: 98.663% (7451/7552) 59/391 [=========>.......................................................] Step: 373ms | Tot: 21s912ms | Loss: 0.045 | Acc: 98.672% (7578/7680) 60/391 [=========>.......................................................] Step: 365ms | Tot: 22s278ms | Loss: 0.045 | Acc: 98.642% (7702/7808) 61/391 [==========>......................................................] Step: 382ms | Tot: 22s660ms | Loss: 0.046 | Acc: 98.589% (7824/7936) 62/391 [==========>......................................................] Step: 368ms | Tot: 23s28ms | Loss: 0.046 | Acc: 98.611% (7952/8064) 63/391 [==========>......................................................] Step: 366ms | Tot: 23s395ms | Loss: 0.047 | Acc: 98.584% (8076/8192) 64/391 [==========>......................................................] Step: 365ms | Tot: 23s760ms | Loss: 0.046 | Acc: 98.582% (8202/8320) 65/391 [==========>......................................................] Step: 359ms | Tot: 24s120ms | Loss: 0.046 | Acc: 98.591% (8329/8448) 66/391 [==========>......................................................] Step: 389ms | Tot: 24s510ms | Loss: 0.046 | Acc: 98.601% (8456/8576) 67/391 [===========>.....................................................] Step: 368ms | Tot: 24s878ms | Loss: 0.047 | Acc: 98.587% (8581/8704) 68/391 [===========>.....................................................] Step: 372ms | Tot: 25s251ms | Loss: 0.047 | Acc: 98.573% (8706/8832) 69/391 [===========>.....................................................] Step: 373ms | Tot: 25s624ms | Loss: 0.047 | Acc: 98.583% (8833/8960) 70/391 [===========>.....................................................] Step: 364ms | Tot: 25s988ms | Loss: 0.046 | Acc: 98.592% (8960/9088) 71/391 [===========>.....................................................] Step: 380ms | Tot: 26s368ms | Loss: 0.046 | Acc: 98.589% (9086/9216) 72/391 [===========>.....................................................] Step: 366ms | Tot: 26s735ms | Loss: 0.046 | Acc: 98.587% (9212/9344) 73/391 [============>....................................................] Step: 363ms | Tot: 27s98ms | Loss: 0.047 | Acc: 98.564% (9336/9472) 74/391 [============>....................................................] Step: 366ms | Tot: 27s465ms | Loss: 0.047 | Acc: 98.573% (9463/9600) 75/391 [============>....................................................] Step: 366ms | Tot: 27s831ms | Loss: 0.047 | Acc: 98.571% (9589/9728) 76/391 [============>....................................................] Step: 362ms | Tot: 28s193ms | Loss: 0.047 | Acc: 98.559% (9714/9856) 77/391 [============>....................................................] Step: 385ms | Tot: 28s579ms | Loss: 0.047 | Acc: 98.548% (9839/9984) 78/391 [============>....................................................] Step: 369ms | Tot: 28s949ms | Loss: 0.047 | Acc: 98.556% (9966/10112) 79/391 [=============>...................................................] Step: 370ms | Tot: 29s319ms | Loss: 0.047 | Acc: 98.564% (10093/10240) 80/391 [=============>...................................................] Step: 359ms | Tot: 29s679ms | Loss: 0.047 | Acc: 98.534% (10216/10368) 81/391 [=============>...................................................] Step: 366ms | Tot: 30s45ms | Loss: 0.047 | Acc: 98.523% (10341/10496) 82/391 [=============>...................................................] Step: 375ms | Tot: 30s421ms | Loss: 0.047 | Acc: 98.522% (10467/10624) 83/391 [=============>...................................................] Step: 365ms | Tot: 30s786ms | Loss: 0.047 | Acc: 98.512% (10592/10752) 84/391 [=============>...................................................] Step: 368ms | Tot: 31s155ms | Loss: 0.047 | Acc: 98.502% (10717/10880) 85/391 [==============>..................................................] Step: 377ms | Tot: 31s532ms | Loss: 0.047 | Acc: 98.501% (10843/11008) 86/391 [==============>..................................................] Step: 370ms | Tot: 31s903ms | Loss: 0.047 | Acc: 98.518% (10971/11136) 87/391 [==============>..................................................] Step: 373ms | Tot: 32s277ms | Loss: 0.047 | Acc: 98.509% (11096/11264) 88/391 [==============>..................................................] Step: 363ms | Tot: 32s640ms | Loss: 0.047 | Acc: 98.525% (11224/11392) 89/391 [==============>..................................................] Step: 360ms | Tot: 33s1ms | Loss: 0.047 | Acc: 98.516% (11349/11520) 90/391 [==============>..................................................] Step: 370ms | Tot: 33s371ms | Loss: 0.047 | Acc: 98.523% (11476/11648) 91/391 [===============>.................................................] Step: 365ms | Tot: 33s736ms | Loss: 0.047 | Acc: 98.522% (11602/11776) 92/391 [===============>.................................................] Step: 372ms | Tot: 34s109ms | Loss: 0.047 | Acc: 98.538% (11730/11904) 93/391 [===============>.................................................] Step: 372ms | Tot: 34s482ms | Loss: 0.046 | Acc: 98.546% (11857/12032) 94/391 [===============>.................................................] Step: 365ms | Tot: 34s847ms | Loss: 0.046 | Acc: 98.553% (11984/12160) 95/391 [===============>.................................................] Step: 369ms | Tot: 35s216ms | Loss: 0.046 | Acc: 98.560% (12111/12288) 96/391 [===============>.................................................] Step: 366ms | Tot: 35s583ms | Loss: 0.046 | Acc: 98.566% (12238/12416) 97/391 [================>................................................] Step: 366ms | Tot: 35s950ms | Loss: 0.046 | Acc: 98.573% (12365/12544) 98/391 [================>................................................] Step: 365ms | Tot: 36s315ms | Loss: 0.046 | Acc: 98.580% (12492/12672) 99/391 [================>................................................] Step: 364ms | Tot: 36s680ms | Loss: 0.046 | Acc: 98.562% (12616/12800) 100/391 [================>................................................] Step: 365ms | Tot: 37s45ms | Loss: 0.046 | Acc: 98.577% (12744/12928) 101/391 [================>................................................] Step: 371ms | Tot: 37s416ms | Loss: 0.046 | Acc: 98.575% (12870/13056) 102/391 [================>................................................] Step: 370ms | Tot: 37s786ms | Loss: 0.046 | Acc: 98.582% (12997/13184) 103/391 [=================>...............................................] Step: 367ms | Tot: 38s153ms | Loss: 0.046 | Acc: 98.588% (13124/13312) 104/391 [=================>...............................................] Step: 377ms | Tot: 38s531ms | Loss: 0.046 | Acc: 98.601% (13252/13440) 105/391 [=================>...............................................] Step: 369ms | Tot: 38s900ms | Loss: 0.046 | Acc: 98.570% (13374/13568) 106/391 [=================>...............................................] Step: 367ms | Tot: 39s268ms | Loss: 0.046 | Acc: 98.569% (13500/13696) 107/391 [=================>...............................................] Step: 374ms | Tot: 39s642ms | Loss: 0.046 | Acc: 98.575% (13627/13824) 108/391 [=================>...............................................] Step: 362ms | Tot: 40s4ms | Loss: 0.046 | Acc: 98.574% (13753/13952) 109/391 [==================>..............................................] Step: 367ms | Tot: 40s372ms | Loss: 0.046 | Acc: 98.572% (13879/14080) 110/391 [==================>..............................................] Step: 368ms | Tot: 40s741ms | Loss: 0.046 | Acc: 98.578% (14006/14208) 111/391 [==================>..............................................] Step: 363ms | Tot: 41s105ms | Loss: 0.046 | Acc: 98.570% (14131/14336) 112/391 [==================>..............................................] Step: 373ms | Tot: 41s478ms | Loss: 0.046 | Acc: 98.576% (14258/14464) 113/391 [==================>..............................................] Step: 371ms | Tot: 41s850ms | Loss: 0.046 | Acc: 98.581% (14385/14592) 114/391 [==================>..............................................] Step: 366ms | Tot: 42s216ms | Loss: 0.046 | Acc: 98.594% (14513/14720) 115/391 [===================>.............................................] Step: 366ms | Tot: 42s582ms | Loss: 0.046 | Acc: 98.599% (14640/14848) 116/391 [===================>.............................................] Step: 360ms | Tot: 42s943ms | Loss: 0.046 | Acc: 98.591% (14765/14976) 117/391 [===================>.............................................] Step: 376ms | Tot: 43s319ms | Loss: 0.046 | Acc: 98.596% (14892/15104) 118/391 [===================>.............................................] Step: 359ms | Tot: 43s678ms | Loss: 0.046 | Acc: 98.595% (15018/15232) 119/391 [===================>.............................................] Step: 363ms | Tot: 44s42ms | Loss: 0.046 | Acc: 98.600% (15145/15360) 120/391 [===================>.............................................] Step: 367ms | Tot: 44s409ms | Loss: 0.046 | Acc: 98.599% (15271/15488) 121/391 [====================>............................................] Step: 370ms | Tot: 44s780ms | Loss: 0.046 | Acc: 98.598% (15397/15616) 122/391 [====================>............................................] Step: 376ms | Tot: 45s156ms | Loss: 0.046 | Acc: 98.577% (15520/15744) 123/391 [====================>............................................] Step: 383ms | Tot: 45s540ms | Loss: 0.046 | Acc: 98.582% (15647/15872) 124/391 [====================>............................................] Step: 368ms | Tot: 45s908ms | Loss: 0.046 | Acc: 98.581% (15773/16000) 125/391 [====================>............................................] Step: 364ms | Tot: 46s273ms | Loss: 0.046 | Acc: 98.586% (15900/16128) 126/391 [====================>............................................] Step: 365ms | Tot: 46s639ms | Loss: 0.045 | Acc: 98.597% (16028/16256) 127/391 [=====================>...........................................] Step: 372ms | Tot: 47s11ms | Loss: 0.046 | Acc: 98.578% (16151/16384) 128/391 [=====================>...........................................] Step: 374ms | Tot: 47s386ms | Loss: 0.046 | Acc: 98.589% (16279/16512) 129/391 [=====================>...........................................] Step: 368ms | Tot: 47s754ms | Loss: 0.046 | Acc: 98.594% (16406/16640) 130/391 [=====================>...........................................] Step: 361ms | Tot: 48s115ms | Loss: 0.046 | Acc: 98.593% (16532/16768) 131/391 [=====================>...........................................] Step: 378ms | Tot: 48s494ms | Loss: 0.046 | Acc: 98.597% (16659/16896) 132/391 [=====================>...........................................] Step: 372ms | Tot: 48s866ms | Loss: 0.046 | Acc: 98.596% (16785/17024) 133/391 [======================>..........................................] Step: 363ms | Tot: 49s229ms | Loss: 0.046 | Acc: 98.595% (16911/17152) 134/391 [======================>..........................................] Step: 371ms | Tot: 49s600ms | Loss: 0.046 | Acc: 98.600% (17038/17280) 135/391 [======================>..........................................] Step: 365ms | Tot: 49s966ms | Loss: 0.046 | Acc: 98.604% (17165/17408) 136/391 [======================>..........................................] Step: 369ms | Tot: 50s335ms | Loss: 0.046 | Acc: 98.609% (17292/17536) 137/391 [======================>..........................................] Step: 375ms | Tot: 50s711ms | Loss: 0.046 | Acc: 98.613% (17419/17664) 138/391 [======================>..........................................] Step: 373ms | Tot: 51s84ms | Loss: 0.046 | Acc: 98.617% (17546/17792) 139/391 [=======================>.........................................] Step: 371ms | Tot: 51s456ms | Loss: 0.046 | Acc: 98.627% (17674/17920) 140/391 [=======================>.........................................] Step: 372ms | Tot: 51s829ms | Loss: 0.046 | Acc: 98.626% (17800/18048) 141/391 [=======================>.........................................] Step: 367ms | Tot: 52s197ms | Loss: 0.046 | Acc: 98.625% (17926/18176) 142/391 [=======================>.........................................] Step: 382ms | Tot: 52s579ms | Loss: 0.046 | Acc: 98.623% (18052/18304) 143/391 [=======================>.........................................] Step: 371ms | Tot: 52s951ms | Loss: 0.046 | Acc: 98.617% (18177/18432) 144/391 [=======================>.........................................] Step: 369ms | Tot: 53s321ms | Loss: 0.046 | Acc: 98.626% (18305/18560) 145/391 [========================>........................................] Step: 363ms | Tot: 53s684ms | Loss: 0.046 | Acc: 98.630% (18432/18688) 146/391 [========================>........................................] Step: 360ms | Tot: 54s44ms | Loss: 0.046 | Acc: 98.639% (18560/18816) 147/391 [========================>........................................] Step: 372ms | Tot: 54s417ms | Loss: 0.046 | Acc: 98.633% (18685/18944) 148/391 [========================>........................................] Step: 360ms | Tot: 54s778ms | Loss: 0.046 | Acc: 98.626% (18810/19072) 149/391 [========================>........................................] Step: 371ms | Tot: 55s149ms | Loss: 0.046 | Acc: 98.635% (18938/19200) 150/391 [========================>........................................] Step: 370ms | Tot: 55s520ms | Loss: 0.046 | Acc: 98.639% (19065/19328) 151/391 [=========================>.......................................] Step: 370ms | Tot: 55s890ms | Loss: 0.046 | Acc: 98.633% (19190/19456) 152/391 [=========================>.......................................] Step: 372ms | Tot: 56s263ms | Loss: 0.046 | Acc: 98.637% (19317/19584) 153/391 [=========================>.......................................] Step: 366ms | Tot: 56s629ms | Loss: 0.046 | Acc: 98.640% (19444/19712) 154/391 [=========================>.......................................] Step: 363ms | Tot: 56s993ms | Loss: 0.046 | Acc: 98.639% (19570/19840) 155/391 [=========================>.......................................] Step: 369ms | Tot: 57s362ms | Loss: 0.046 | Acc: 98.643% (19697/19968) 156/391 [=========================>.......................................] Step: 376ms | Tot: 57s739ms | Loss: 0.046 | Acc: 98.651% (19825/20096) 157/391 [==========================>......................................] Step: 369ms | Tot: 58s108ms | Loss: 0.046 | Acc: 98.650% (19951/20224) 158/391 [==========================>......................................] Step: 376ms | Tot: 58s484ms | Loss: 0.046 | Acc: 98.644% (20076/20352) 159/391 [==========================>......................................] Step: 373ms | Tot: 58s858ms | Loss: 0.046 | Acc: 98.652% (20204/20480) 160/391 [==========================>......................................] Step: 370ms | Tot: 59s229ms | Loss: 0.046 | Acc: 98.651% (20330/20608) 161/391 [==========================>......................................] Step: 381ms | Tot: 59s610ms | Loss: 0.046 | Acc: 98.645% (20455/20736) 162/391 [==========================>......................................] Step: 377ms | Tot: 59s987ms | Loss: 0.046 | Acc: 98.644% (20581/20864) 163/391 [===========================>.....................................] Step: 366ms | Tot: 1m353ms | Loss: 0.046 | Acc: 98.647% (20708/20992) 164/391 [===========================>.....................................] Step: 363ms | Tot: 1m716ms | Loss: 0.046 | Acc: 98.651% (20835/21120) 165/391 [===========================>.....................................] Step: 368ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.649% (20961/21248) 166/391 [===========================>.....................................] Step: 378ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.653% (21088/21376) 167/391 [===========================>.....................................] Step: 377ms | Tot: 1m1s | Loss: 0.046 | Acc: 98.656% (21215/21504) 168/391 [===========================>.....................................] Step: 365ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.664% (21343/21632) 169/391 [============================>....................................] Step: 371ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.663% (21469/21760) 170/391 [============================>....................................] Step: 374ms | Tot: 1m2s | Loss: 0.045 | Acc: 98.666% (21596/21888) 171/391 [============================>....................................] Step: 369ms | Tot: 1m3s | Loss: 0.045 | Acc: 98.674% (21724/22016) 172/391 [============================>....................................] Step: 371ms | Tot: 1m3s | Loss: 0.045 | Acc: 98.672% (21850/22144) 173/391 [============================>....................................] Step: 366ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.675% (21977/22272) 174/391 [============================>....................................] Step: 370ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.674% (22103/22400) 175/391 [=============================>...................................] Step: 364ms | Tot: 1m4s | Loss: 0.045 | Acc: 98.668% (22228/22528) 176/391 [=============================>...................................] Step: 372ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.663% (22353/22656) 177/391 [=============================>...................................] Step: 376ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.666% (22480/22784) 178/391 [=============================>...................................] Step: 366ms | Tot: 1m5s | Loss: 0.045 | Acc: 98.673% (22608/22912) 179/391 [=============================>...................................] Step: 358ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.676% (22735/23040) 180/391 [=============================>...................................] Step: 363ms | Tot: 1m6s | Loss: 0.045 | Acc: 98.671% (22860/23168) 181/391 [==============================>..................................] Step: 368ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.669% (22986/23296) 182/391 [==============================>..................................] Step: 375ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.677% (23114/23424) 183/391 [==============================>..................................] Step: 359ms | Tot: 1m7s | Loss: 0.045 | Acc: 98.680% (23241/23552) 184/391 [==============================>..................................] Step: 365ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.682% (23368/23680) 185/391 [==============================>..................................] Step: 372ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.685% (23495/23808) 186/391 [==============================>..................................] Step: 359ms | Tot: 1m8s | Loss: 0.045 | Acc: 98.684% (23621/23936) 187/391 [===============================>.................................] Step: 369ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.679% (23746/24064) 188/391 [===============================>.................................] Step: 368ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.677% (23872/24192) 189/391 [===============================>.................................] Step: 375ms | Tot: 1m9s | Loss: 0.045 | Acc: 98.680% (23999/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m10s | Loss: 0.045 | Acc: 98.671% (24123/24448) 191/391 [===============================>.................................] Step: 361ms | Tot: 1m10s | Loss: 0.045 | Acc: 98.669% (24249/24576) 192/391 [===============================>.................................] Step: 378ms | Tot: 1m11s | Loss: 0.045 | Acc: 98.656% (24372/24704) 193/391 [================================>................................] Step: 369ms | Tot: 1m11s | Loss: 0.045 | Acc: 98.659% (24499/24832) 194/391 [================================>................................] Step: 368ms | Tot: 1m11s | Loss: 0.045 | Acc: 98.662% (24626/24960) 195/391 [================================>................................] Step: 362ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.657% (24751/25088) 196/391 [================================>................................] Step: 372ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.656% (24877/25216) 197/391 [================================>................................] Step: 375ms | Tot: 1m12s | Loss: 0.045 | Acc: 98.658% (25004/25344) 198/391 [================================>................................] Step: 369ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.661% (25131/25472) 199/391 [=================================>...............................] Step: 369ms | Tot: 1m13s | Loss: 0.045 | Acc: 98.660% (25257/25600) 200/391 [=================================>...............................] Step: 363ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.663% (25384/25728) 201/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.654% (25508/25856) 202/391 [=================================>...............................] Step: 369ms | Tot: 1m14s | Loss: 0.045 | Acc: 98.653% (25634/25984) 203/391 [=================================>...............................] Step: 370ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.652% (25760/26112) 204/391 [=================================>...............................] Step: 369ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.659% (25888/26240) 205/391 [==================================>..............................] Step: 371ms | Tot: 1m15s | Loss: 0.045 | Acc: 98.665% (26016/26368) 206/391 [==================================>..............................] Step: 363ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.668% (26143/26496) 207/391 [==================================>..............................] Step: 371ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.674% (26271/26624) 208/391 [==================================>..............................] Step: 364ms | Tot: 1m16s | Loss: 0.045 | Acc: 98.669% (26396/26752) 209/391 [==================================>..............................] Step: 364ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.672% (26523/26880) 210/391 [==================================>..............................] Step: 363ms | Tot: 1m17s | Loss: 0.045 | Acc: 98.674% (26650/27008) 211/391 [===================================>.............................] Step: 364ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.681% (26778/27136) 212/391 [===================================>.............................] Step: 380ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.683% (26905/27264) 213/391 [===================================>.............................] Step: 368ms | Tot: 1m18s | Loss: 0.045 | Acc: 98.686% (27032/27392) 214/391 [===================================>.............................] Step: 368ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.677% (27156/27520) 215/391 [===================================>.............................] Step: 373ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.673% (27281/27648) 216/391 [===================================>.............................] Step: 364ms | Tot: 1m19s | Loss: 0.045 | Acc: 98.668% (27406/27776) 217/391 [====================================>............................] Step: 369ms | Tot: 1m20s | Loss: 0.045 | Acc: 98.667% (27532/27904) 218/391 [====================================>............................] Step: 368ms | Tot: 1m20s | Loss: 0.045 | Acc: 98.666% (27658/28032) 219/391 [====================================>............................] Step: 363ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.658% (27782/28160) 220/391 [====================================>............................] Step: 374ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.657% (27908/28288) 221/391 [====================================>............................] Step: 368ms | Tot: 1m21s | Loss: 0.045 | Acc: 98.656% (28034/28416) 222/391 [====================================>............................] Step: 370ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.651% (28159/28544) 223/391 [=====================================>...........................] Step: 379ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.647% (28284/28672) 224/391 [=====================================>...........................] Step: 371ms | Tot: 1m22s | Loss: 0.045 | Acc: 98.649% (28411/28800) 225/391 [=====================================>...........................] Step: 370ms | Tot: 1m23s | Loss: 0.045 | Acc: 98.652% (28538/28928) 226/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.045 | Acc: 98.654% (28665/29056) 227/391 [=====================================>...........................] Step: 374ms | Tot: 1m23s | Loss: 0.045 | Acc: 98.660% (28793/29184) 228/391 [=====================================>...........................] Step: 367ms | Tot: 1m24s | Loss: 0.045 | Acc: 98.659% (28919/29312) 229/391 [======================================>..........................] Step: 369ms | Tot: 1m24s | Loss: 0.045 | Acc: 98.658% (29045/29440) 230/391 [======================================>..........................] Step: 379ms | Tot: 1m25s | Loss: 0.045 | Acc: 98.647% (29168/29568) 231/391 [======================================>..........................] Step: 371ms | Tot: 1m25s | Loss: 0.045 | Acc: 98.650% (29295/29696) 232/391 [======================================>..........................] Step: 373ms | Tot: 1m25s | Loss: 0.045 | Acc: 98.635% (29417/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m26s | Loss: 0.045 | Acc: 98.631% (29542/29952) 234/391 [======================================>..........................] Step: 369ms | Tot: 1m26s | Loss: 0.045 | Acc: 98.630% (29668/30080) 235/391 [=======================================>.........................] Step: 366ms | Tot: 1m26s | Loss: 0.045 | Acc: 98.626% (29793/30208) 236/391 [=======================================>.........................] Step: 360ms | Tot: 1m27s | Loss: 0.045 | Acc: 98.632% (29921/30336) 237/391 [=======================================>.........................] Step: 368ms | Tot: 1m27s | Loss: 0.045 | Acc: 98.631% (30047/30464) 238/391 [=======================================>.........................] Step: 370ms | Tot: 1m28s | Loss: 0.045 | Acc: 98.627% (30172/30592) 239/391 [=======================================>.........................] Step: 375ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.623% (30297/30720) 240/391 [=======================================>.........................] Step: 367ms | Tot: 1m28s | Loss: 0.046 | Acc: 98.619% (30422/30848) 241/391 [========================================>........................] Step: 376ms | Tot: 1m29s | Loss: 0.045 | Acc: 98.625% (30550/30976) 242/391 [========================================>........................] Step: 377ms | Tot: 1m29s | Loss: 0.045 | Acc: 98.627% (30677/31104) 243/391 [========================================>........................] Step: 368ms | Tot: 1m29s | Loss: 0.045 | Acc: 98.630% (30804/31232) 244/391 [========================================>........................] Step: 368ms | Tot: 1m30s | Loss: 0.045 | Acc: 98.632% (30931/31360) 245/391 [========================================>........................] Step: 367ms | Tot: 1m30s | Loss: 0.045 | Acc: 98.631% (31057/31488) 246/391 [========================================>........................] Step: 365ms | Tot: 1m31s | Loss: 0.045 | Acc: 98.634% (31184/31616) 247/391 [=========================================>.......................] Step: 375ms | Tot: 1m31s | Loss: 0.045 | Acc: 98.630% (31309/31744) 248/391 [=========================================>.......................] Step: 369ms | Tot: 1m31s | Loss: 0.045 | Acc: 98.635% (31437/31872) 249/391 [=========================================>.......................] Step: 360ms | Tot: 1m32s | Loss: 0.045 | Acc: 98.634% (31563/32000) 250/391 [=========================================>.......................] Step: 373ms | Tot: 1m32s | Loss: 0.045 | Acc: 98.637% (31690/32128) 251/391 [=========================================>.......................] Step: 368ms | Tot: 1m32s | Loss: 0.045 | Acc: 98.636% (31816/32256) 252/391 [=========================================>.......................] Step: 368ms | Tot: 1m33s | Loss: 0.045 | Acc: 98.635% (31942/32384) 253/391 [==========================================>......................] Step: 368ms | Tot: 1m33s | Loss: 0.045 | Acc: 98.641% (32070/32512) 254/391 [==========================================>......................] Step: 363ms | Tot: 1m33s | Loss: 0.045 | Acc: 98.643% (32197/32640) 255/391 [==========================================>......................] Step: 371ms | Tot: 1m34s | Loss: 0.045 | Acc: 98.639% (32322/32768) 256/391 [==========================================>......................] Step: 376ms | Tot: 1m34s | Loss: 0.045 | Acc: 98.629% (32445/32896) 257/391 [==========================================>......................] Step: 390ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.631% (32572/33024) 258/391 [==========================================>......................] Step: 371ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.634% (32699/33152) 259/391 [===========================================>.....................] Step: 363ms | Tot: 1m35s | Loss: 0.045 | Acc: 98.633% (32825/33280) 260/391 [===========================================>.....................] Step: 367ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.638% (32953/33408) 261/391 [===========================================>.....................] Step: 370ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.634% (33078/33536) 262/391 [===========================================>.....................] Step: 377ms | Tot: 1m36s | Loss: 0.045 | Acc: 98.637% (33205/33664) 263/391 [===========================================>.....................] Step: 363ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.636% (33331/33792) 264/391 [===========================================>.....................] Step: 368ms | Tot: 1m37s | Loss: 0.045 | Acc: 98.635% (33457/33920) 265/391 [============================================>....................] Step: 378ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.631% (33582/34048) 266/391 [============================================>....................] Step: 382ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.628% (33707/34176) 267/391 [============================================>....................] Step: 368ms | Tot: 1m38s | Loss: 0.045 | Acc: 98.633% (33835/34304) 268/391 [============================================>....................] Step: 372ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.626% (33959/34432) 269/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.611% (34080/34560) 270/391 [============================================>....................] Step: 366ms | Tot: 1m39s | Loss: 0.046 | Acc: 98.610% (34206/34688) 271/391 [=============================================>...................] Step: 363ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.610% (34332/34816) 272/391 [=============================================>...................] Step: 366ms | Tot: 1m40s | Loss: 0.046 | Acc: 98.609% (34458/34944) 273/391 [=============================================>...................] Step: 360ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.609% (34584/35072) 274/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.605% (34709/35200) 275/391 [=============================================>...................] Step: 370ms | Tot: 1m41s | Loss: 0.046 | Acc: 98.607% (34836/35328) 276/391 [=============================================>...................] Step: 364ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.610% (34963/35456) 277/391 [==============================================>..................] Step: 379ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.609% (35089/35584) 278/391 [==============================================>..................] Step: 372ms | Tot: 1m42s | Loss: 0.046 | Acc: 98.611% (35216/35712) 279/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.610% (35342/35840) 280/391 [==============================================>..................] Step: 368ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.607% (35467/35968) 281/391 [==============================================>..................] Step: 365ms | Tot: 1m43s | Loss: 0.046 | Acc: 98.606% (35593/36096) 282/391 [==============================================>..................] Step: 367ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.609% (35720/36224) 283/391 [===============================================>.................] Step: 363ms | Tot: 1m44s | Loss: 0.046 | Acc: 98.605% (35845/36352) 284/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.605% (35971/36480) 285/391 [===============================================>.................] Step: 369ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.604% (36097/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m45s | Loss: 0.046 | Acc: 98.601% (36222/36736) 287/391 [===============================================>.................] Step: 393ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.603% (36349/36864) 288/391 [===============================================>.................] Step: 365ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.605% (36476/36992) 289/391 [================================================>................] Step: 364ms | Tot: 1m46s | Loss: 0.046 | Acc: 98.607% (36603/37120) 290/391 [================================================>................] Step: 362ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.609% (36730/37248) 291/391 [================================================>................] Step: 368ms | Tot: 1m47s | Loss: 0.046 | Acc: 98.606% (36855/37376) 292/391 [================================================>................] Step: 381ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.608% (36982/37504) 293/391 [================================================>................] Step: 379ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.608% (37108/37632) 294/391 [================================================>................] Step: 365ms | Tot: 1m48s | Loss: 0.046 | Acc: 98.612% (37236/37760) 295/391 [=================================================>...............] Step: 363ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.599% (37357/37888) 296/391 [=================================================>...............] Step: 375ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.603% (37485/38016) 297/391 [=================================================>...............] Step: 366ms | Tot: 1m49s | Loss: 0.046 | Acc: 98.608% (37613/38144) 298/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.610% (37740/38272) 299/391 [=================================================>...............] Step: 367ms | Tot: 1m50s | Loss: 0.046 | Acc: 98.607% (37865/38400) 300/391 [=================================================>...............] Step: 369ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.606% (37991/38528) 301/391 [==================================================>..............] Step: 373ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.606% (38117/38656) 302/391 [==================================================>..............] Step: 379ms | Tot: 1m51s | Loss: 0.046 | Acc: 98.608% (38244/38784) 303/391 [==================================================>..............] Step: 370ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.605% (38369/38912) 304/391 [==================================================>..............] Step: 372ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.601% (38494/39040) 305/391 [==================================================>..............] Step: 361ms | Tot: 1m52s | Loss: 0.046 | Acc: 98.603% (38621/39168) 306/391 [==================================================>..............] Step: 364ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.608% (38749/39296) 307/391 [===================================================>.............] Step: 378ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.605% (38874/39424) 308/391 [===================================================>.............] Step: 367ms | Tot: 1m53s | Loss: 0.046 | Acc: 98.609% (39002/39552) 309/391 [===================================================>.............] Step: 365ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.609% (39128/39680) 310/391 [===================================================>.............] Step: 373ms | Tot: 1m54s | Loss: 0.046 | Acc: 98.613% (39256/39808) 311/391 [===================================================>.............] Step: 385ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.618% (39384/39936) 312/391 [===================================================>.............] Step: 383ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.622% (39512/40064) 313/391 [====================================================>............] Step: 371ms | Tot: 1m55s | Loss: 0.046 | Acc: 98.622% (39638/40192) 314/391 [====================================================>............] Step: 368ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.626% (39766/40320) 315/391 [====================================================>............] Step: 370ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.623% (39891/40448) 316/391 [====================================================>............] Step: 371ms | Tot: 1m56s | Loss: 0.046 | Acc: 98.625% (40018/40576) 317/391 [====================================================>............] Step: 379ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.627% (40145/40704) 318/391 [====================================================>............] Step: 375ms | Tot: 1m57s | Loss: 0.046 | Acc: 98.631% (40273/40832) 319/391 [=====================================================>...........] Step: 362ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.630% (40399/40960) 320/391 [=====================================================>...........] Step: 377ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.630% (40525/41088) 321/391 [=====================================================>...........] Step: 364ms | Tot: 1m58s | Loss: 0.046 | Acc: 98.634% (40653/41216) 322/391 [=====================================================>...........] Step: 375ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.636% (40780/41344) 323/391 [=====================================================>...........] Step: 376ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.640% (40908/41472) 324/391 [=====================================================>...........] Step: 367ms | Tot: 1m59s | Loss: 0.046 | Acc: 98.642% (41035/41600) 325/391 [======================================================>..........] Step: 363ms | Tot: 2m308ms | Loss: 0.046 | Acc: 98.639% (41160/41728) 326/391 [======================================================>..........] Step: 364ms | Tot: 2m672ms | Loss: 0.046 | Acc: 98.643% (41288/41856) 327/391 [======================================================>..........] Step: 371ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.645% (41415/41984) 328/391 [======================================================>..........] Step: 365ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.649% (41543/42112) 329/391 [======================================================>..........] Step: 373ms | Tot: 2m1s | Loss: 0.046 | Acc: 98.651% (41670/42240) 330/391 [======================================================>..........] Step: 362ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.650% (41796/42368) 331/391 [=======================================================>.........] Step: 375ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.649% (41922/42496) 332/391 [=======================================================>.........] Step: 372ms | Tot: 2m2s | Loss: 0.046 | Acc: 98.642% (42045/42624) 333/391 [=======================================================>.........] Step: 367ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.643% (42172/42752) 334/391 [=======================================================>.........] Step: 372ms | Tot: 2m3s | Loss: 0.046 | Acc: 98.645% (42299/42880) 335/391 [=======================================================>.........] Step: 367ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.644% (42425/43008) 336/391 [=======================================================>.........] Step: 367ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.648% (42553/43136) 337/391 [========================================================>........] Step: 369ms | Tot: 2m4s | Loss: 0.046 | Acc: 98.641% (42676/43264) 338/391 [========================================================>........] Step: 370ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.645% (42804/43392) 339/391 [========================================================>........] Step: 372ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.644% (42930/43520) 340/391 [========================================================>........] Step: 371ms | Tot: 2m5s | Loss: 0.046 | Acc: 98.646% (43057/43648) 341/391 [========================================================>........] Step: 366ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.648% (43184/43776) 342/391 [========================================================>........] Step: 375ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.638% (43306/43904) 343/391 [=========================================================>.......] Step: 362ms | Tot: 2m6s | Loss: 0.046 | Acc: 98.637% (43432/44032) 344/391 [=========================================================>.......] Step: 372ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.641% (43560/44160) 345/391 [=========================================================>.......] Step: 367ms | Tot: 2m7s | Loss: 0.046 | Acc: 98.638% (43685/44288) 346/391 [=========================================================>.......] Step: 367ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.638% (43811/44416) 347/391 [=========================================================>.......] Step: 382ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.640% (43938/44544) 348/391 [=========================================================>.......] Step: 363ms | Tot: 2m8s | Loss: 0.046 | Acc: 98.634% (44062/44672) 349/391 [==========================================================>......] Step: 364ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.638% (44190/44800) 350/391 [==========================================================>......] Step: 366ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.638% (44316/44928) 351/391 [==========================================================>......] Step: 370ms | Tot: 2m9s | Loss: 0.046 | Acc: 98.639% (44443/45056) 352/391 [==========================================================>......] Step: 379ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.639% (44569/45184) 353/391 [==========================================================>......] Step: 368ms | Tot: 2m10s | Loss: 0.046 | Acc: 98.638% (44695/45312) 354/391 [==========================================================>......] Step: 367ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.640% (44822/45440) 355/391 [===========================================================>.....] Step: 372ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.635% (44946/45568) 356/391 [===========================================================>.....] Step: 371ms | Tot: 2m11s | Loss: 0.046 | Acc: 98.637% (45073/45696) 357/391 [===========================================================>.....] Step: 371ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.636% (45199/45824) 358/391 [===========================================================>.....] Step: 369ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.636% (45325/45952) 359/391 [===========================================================>.....] Step: 370ms | Tot: 2m12s | Loss: 0.046 | Acc: 98.639% (45453/46080) 360/391 [===========================================================>.....] Step: 368ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.641% (45580/46208) 361/391 [============================================================>....] Step: 366ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.645% (45708/46336) 362/391 [============================================================>....] Step: 373ms | Tot: 2m13s | Loss: 0.046 | Acc: 98.646% (45835/46464) 363/391 [============================================================>....] Step: 369ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.644% (45960/46592) 364/391 [============================================================>....] Step: 366ms | Tot: 2m14s | Loss: 0.046 | Acc: 98.643% (46086/46720) 365/391 [============================================================>....] Step: 366ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.645% (46213/46848) 366/391 [============================================================>....] Step: 370ms | Tot: 2m15s | Loss: 0.046 | Acc: 98.646% (46340/46976) 367/391 [=============================================================>...] Step: 364ms | Tot: 2m15s | Loss: 0.045 | Acc: 98.648% (46467/47104) 368/391 [=============================================================>...] Step: 362ms | Tot: 2m16s | Loss: 0.045 | Acc: 98.651% (46595/47232) 369/391 [=============================================================>...] Step: 385ms | Tot: 2m16s | Loss: 0.045 | Acc: 98.649% (46720/47360) 370/391 [=============================================================>...] Step: 368ms | Tot: 2m16s | Loss: 0.045 | Acc: 98.652% (46848/47488) 371/391 [=============================================================>...] Step: 369ms | Tot: 2m17s | Loss: 0.045 | Acc: 98.656% (46976/47616) 372/391 [=============================================================>...] Step: 368ms | Tot: 2m17s | Loss: 0.045 | Acc: 98.653% (47101/47744) 373/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.045 | Acc: 98.651% (47226/47872) 374/391 [==============================================================>..] Step: 376ms | Tot: 2m18s | Loss: 0.045 | Acc: 98.652% (47353/48000) 375/391 [==============================================================>..] Step: 366ms | Tot: 2m18s | Loss: 0.045 | Acc: 98.649% (47478/48128) 376/391 [==============================================================>..] Step: 360ms | Tot: 2m19s | Loss: 0.045 | Acc: 98.649% (47604/48256) 377/391 [==============================================================>..] Step: 376ms | Tot: 2m19s | Loss: 0.045 | Acc: 98.652% (47732/48384) 378/391 [==============================================================>..] Step: 358ms | Tot: 2m19s | Loss: 0.045 | Acc: 98.652% (47858/48512) 379/391 [===============================================================>.] Step: 361ms | Tot: 2m20s | Loss: 0.045 | Acc: 98.655% (47986/48640) 380/391 [===============================================================>.] Step: 367ms | Tot: 2m20s | Loss: 0.045 | Acc: 98.655% (48112/48768) 381/391 [===============================================================>.] Step: 360ms | Tot: 2m20s | Loss: 0.045 | Acc: 98.654% (48238/48896) 382/391 [===============================================================>.] Step: 370ms | Tot: 2m21s | Loss: 0.045 | Acc: 98.654% (48364/49024) 383/391 [===============================================================>.] Step: 374ms | Tot: 2m21s | Loss: 0.045 | Acc: 98.657% (48492/49152) 384/391 [===============================================================>.] Step: 404ms | Tot: 2m22s | Loss: 0.045 | Acc: 98.659% (48619/49280) 385/391 [================================================================>] Step: 397ms | Tot: 2m22s | Loss: 0.045 | Acc: 98.662% (48747/49408) 386/391 [================================================================>] Step: 359ms | Tot: 2m22s | Loss: 0.045 | Acc: 98.666% (48875/49536) 387/391 [================================================================>] Step: 360ms | Tot: 2m23s | Loss: 0.045 | Acc: 98.667% (49002/49664) 388/391 [================================================================>] Step: 484ms | Tot: 2m23s | Loss: 0.045 | Acc: 98.662% (49126/49792) 389/391 [================================================================>] Step: 361ms | Tot: 2m24s | Loss: 0.045 | Acc: 98.658% (49250/49920) 390/391 [================================================================>] Step: 348ms | Tot: 2m24s | Loss: 0.045 | Acc: 98.658% (49329/50000) 391/391 + [>................................................................] Step: 492ms | Tot: 3ms | Loss: 0.390 | Acc: 93.000% (93/100) 1/100 [>................................................................] Step: 298ms | Tot: 302ms | Loss: 0.313 | Acc: 93.000% (186/200) 2/100 [=>...............................................................] Step: 307ms | Tot: 609ms | Loss: 0.333 | Acc: 91.333% (274/300) 3/100 [=>...............................................................] Step: 295ms | Tot: 905ms | Loss: 0.333 | Acc: 91.000% (364/400) 4/100 [==>..............................................................] Step: 295ms | Tot: 1s201ms | Loss: 0.315 | Acc: 90.800% (454/500) 5/100 [===>.............................................................] Step: 308ms | Tot: 1s509ms | Loss: 0.290 | Acc: 91.167% (547/600) 6/100 [===>.............................................................] Step: 294ms | Tot: 1s804ms | Loss: 0.281 | Acc: 91.000% (637/700) 7/100 [====>............................................................] Step: 300ms | Tot: 2s105ms | Loss: 0.296 | Acc: 90.750% (726/800) 8/100 [=====>...........................................................] Step: 316ms | Tot: 2s421ms | Loss: 0.308 | Acc: 90.667% (816/900) 9/100 [=====>...........................................................] Step: 313ms | Tot: 2s735ms | Loss: 0.313 | Acc: 90.600% (906/1000) 10/100 [======>..........................................................] Step: 313ms | Tot: 3s48ms | Loss: 0.316 | Acc: 90.636% (997/1100) 11/100 [=======>.........................................................] Step: 308ms | Tot: 3s357ms | Loss: 0.337 | Acc: 90.417% (1085/1200) 12/100 [=======>.........................................................] Step: 311ms | Tot: 3s668ms | Loss: 0.332 | Acc: 90.462% (1176/1300) 13/100 [========>........................................................] Step: 313ms | Tot: 3s981ms | Loss: 0.329 | Acc: 90.714% (1270/1400) 14/100 [=========>.......................................................] Step: 323ms | Tot: 4s304ms | Loss: 0.323 | Acc: 90.667% (1360/1500) 15/100 [=========>.......................................................] Step: 316ms | Tot: 4s621ms | Loss: 0.328 | Acc: 90.562% (1449/1600) 16/100 [==========>......................................................] Step: 320ms | Tot: 4s942ms | Loss: 0.317 | Acc: 90.882% (1545/1700) 17/100 [===========>.....................................................] Step: 318ms | Tot: 5s260ms | Loss: 0.327 | Acc: 90.500% (1629/1800) 18/100 [===========>.....................................................] Step: 315ms | Tot: 5s575ms | Loss: 0.333 | Acc: 90.474% (1719/1900) 19/100 [============>....................................................] Step: 315ms | Tot: 5s891ms | Loss: 0.338 | Acc: 90.450% (1809/2000) 20/100 [=============>...................................................] Step: 310ms | Tot: 6s201ms | Loss: 0.337 | Acc: 90.524% (1901/2100) 21/100 [=============>...................................................] Step: 315ms | Tot: 6s517ms | Loss: 0.335 | Acc: 90.682% (1995/2200) 22/100 [==============>..................................................] Step: 306ms | Tot: 6s824ms | Loss: 0.341 | Acc: 90.609% (2084/2300) 23/100 [==============>..................................................] Step: 306ms | Tot: 7s130ms | Loss: 0.343 | Acc: 90.583% (2174/2400) 24/100 [===============>.................................................] Step: 321ms | Tot: 7s451ms | Loss: 0.346 | Acc: 90.600% (2265/2500) 25/100 [================>................................................] Step: 309ms | Tot: 7s760ms | Loss: 0.350 | Acc: 90.538% (2354/2600) 26/100 [================>................................................] Step: 302ms | Tot: 8s62ms | Loss: 0.344 | Acc: 90.593% (2446/2700) 27/100 [=================>...............................................] Step: 315ms | Tot: 8s378ms | Loss: 0.345 | Acc: 90.643% (2538/2800) 28/100 [==================>..............................................] Step: 312ms | Tot: 8s691ms | Loss: 0.349 | Acc: 90.690% (2630/2900) 29/100 [==================>..............................................] Step: 314ms | Tot: 9s5ms | Loss: 0.345 | Acc: 90.767% (2723/3000) 30/100 [===================>.............................................] Step: 309ms | Tot: 9s314ms | Loss: 0.342 | Acc: 90.806% (2815/3100) 31/100 [====================>............................................] Step: 324ms | Tot: 9s639ms | Loss: 0.343 | Acc: 90.844% (2907/3200) 32/100 [====================>............................................] Step: 320ms | Tot: 9s959ms | Loss: 0.340 | Acc: 90.939% (3001/3300) 33/100 [=====================>...........................................] Step: 310ms | Tot: 10s269ms | Loss: 0.342 | Acc: 90.882% (3090/3400) 34/100 [======================>..........................................] Step: 317ms | Tot: 10s586ms | Loss: 0.348 | Acc: 90.743% (3176/3500) 35/100 [======================>..........................................] Step: 311ms | Tot: 10s897ms | Loss: 0.344 | Acc: 90.833% (3270/3600) 36/100 [=======================>.........................................] Step: 308ms | Tot: 11s206ms | Loss: 0.345 | Acc: 90.784% (3359/3700) 37/100 [========================>........................................] Step: 311ms | Tot: 11s517ms | Loss: 0.348 | Acc: 90.711% (3447/3800) 38/100 [========================>........................................] Step: 313ms | Tot: 11s831ms | Loss: 0.347 | Acc: 90.795% (3541/3900) 39/100 [=========================>.......................................] Step: 307ms | Tot: 12s139ms | Loss: 0.346 | Acc: 90.825% (3633/4000) 40/100 [==========================>......................................] Step: 315ms | Tot: 12s454ms | Loss: 0.351 | Acc: 90.780% (3722/4100) 41/100 [==========================>......................................] Step: 308ms | Tot: 12s763ms | Loss: 0.356 | Acc: 90.714% (3810/4200) 42/100 [===========================>.....................................] Step: 308ms | Tot: 13s71ms | Loss: 0.352 | Acc: 90.860% (3907/4300) 43/100 [===========================>.....................................] Step: 315ms | Tot: 13s387ms | Loss: 0.352 | Acc: 90.886% (3999/4400) 44/100 [============================>....................................] Step: 305ms | Tot: 13s693ms | Loss: 0.350 | Acc: 90.956% (4093/4500) 45/100 [=============================>...................................] Step: 306ms | Tot: 13s999ms | Loss: 0.349 | Acc: 90.935% (4183/4600) 46/100 [=============================>...................................] Step: 319ms | Tot: 14s318ms | Loss: 0.348 | Acc: 90.915% (4273/4700) 47/100 [==============================>..................................] Step: 325ms | Tot: 14s644ms | Loss: 0.352 | Acc: 90.854% (4361/4800) 48/100 [===============================>.................................] Step: 316ms | Tot: 14s960ms | Loss: 0.348 | Acc: 90.918% (4455/4900) 49/100 [===============================>.................................] Step: 313ms | Tot: 15s273ms | Loss: 0.351 | Acc: 90.900% (4545/5000) 50/100 [================================>................................] Step: 317ms | Tot: 15s590ms | Loss: 0.352 | Acc: 90.882% (4635/5100) 51/100 [=================================>...............................] Step: 311ms | Tot: 15s902ms | Loss: 0.353 | Acc: 90.865% (4725/5200) 52/100 [=================================>...............................] Step: 309ms | Tot: 16s212ms | Loss: 0.354 | Acc: 90.849% (4815/5300) 53/100 [==================================>..............................] Step: 319ms | Tot: 16s532ms | Loss: 0.355 | Acc: 90.833% (4905/5400) 54/100 [===================================>.............................] Step: 308ms | Tot: 16s840ms | Loss: 0.354 | Acc: 90.818% (4995/5500) 55/100 [===================================>.............................] Step: 312ms | Tot: 17s152ms | Loss: 0.355 | Acc: 90.839% (5087/5600) 56/100 [====================================>............................] Step: 316ms | Tot: 17s469ms | Loss: 0.354 | Acc: 90.860% (5179/5700) 57/100 [=====================================>...........................] Step: 311ms | Tot: 17s780ms | Loss: 0.351 | Acc: 90.931% (5274/5800) 58/100 [=====================================>...........................] Step: 308ms | Tot: 18s88ms | Loss: 0.353 | Acc: 90.847% (5360/5900) 59/100 [======================================>..........................] Step: 318ms | Tot: 18s406ms | Loss: 0.352 | Acc: 90.817% (5449/6000) 60/100 [=======================================>.........................] Step: 313ms | Tot: 18s719ms | Loss: 0.351 | Acc: 90.820% (5540/6100) 61/100 [=======================================>.........................] Step: 312ms | Tot: 19s32ms | Loss: 0.353 | Acc: 90.758% (5627/6200) 62/100 [========================================>........................] Step: 306ms | Tot: 19s338ms | Loss: 0.351 | Acc: 90.778% (5719/6300) 63/100 [========================================>........................] Step: 324ms | Tot: 19s663ms | Loss: 0.347 | Acc: 90.859% (5815/6400) 64/100 [=========================================>.......................] Step: 319ms | Tot: 19s982ms | Loss: 0.347 | Acc: 90.831% (5904/6500) 65/100 [==========================================>......................] Step: 320ms | Tot: 20s303ms | Loss: 0.346 | Acc: 90.803% (5993/6600) 66/100 [==========================================>......................] Step: 318ms | Tot: 20s621ms | Loss: 0.344 | Acc: 90.866% (6088/6700) 67/100 [===========================================>.....................] Step: 305ms | Tot: 20s927ms | Loss: 0.345 | Acc: 90.824% (6176/6800) 68/100 [============================================>....................] Step: 305ms | Tot: 21s233ms | Loss: 0.342 | Acc: 90.855% (6269/6900) 69/100 [============================================>....................] Step: 319ms | Tot: 21s552ms | Loss: 0.341 | Acc: 90.871% (6361/7000) 70/100 [=============================================>...................] Step: 321ms | Tot: 21s874ms | Loss: 0.345 | Acc: 90.803% (6447/7100) 71/100 [==============================================>..................] Step: 311ms | Tot: 22s185ms | Loss: 0.347 | Acc: 90.778% (6536/7200) 72/100 [==============================================>..................] Step: 318ms | Tot: 22s504ms | Loss: 0.344 | Acc: 90.822% (6630/7300) 73/100 [===============================================>.................] Step: 309ms | Tot: 22s813ms | Loss: 0.345 | Acc: 90.838% (6722/7400) 74/100 [================================================>................] Step: 311ms | Tot: 23s124ms | Loss: 0.345 | Acc: 90.827% (6812/7500) 75/100 [================================================>................] Step: 313ms | Tot: 23s437ms | Loss: 0.347 | Acc: 90.776% (6899/7600) 76/100 [=================================================>...............] Step: 316ms | Tot: 23s753ms | Loss: 0.348 | Acc: 90.727% (6986/7700) 77/100 [==================================================>..............] Step: 307ms | Tot: 24s61ms | Loss: 0.347 | Acc: 90.756% (7079/7800) 78/100 [==================================================>..............] Step: 319ms | Tot: 24s381ms | Loss: 0.346 | Acc: 90.772% (7171/7900) 79/100 [===================================================>.............] Step: 317ms | Tot: 24s698ms | Loss: 0.345 | Acc: 90.763% (7261/8000) 80/100 [====================================================>............] Step: 317ms | Tot: 25s15ms | Loss: 0.344 | Acc: 90.753% (7351/8100) 81/100 [====================================================>............] Step: 308ms | Tot: 25s324ms | Loss: 0.343 | Acc: 90.732% (7440/8200) 82/100 [=====================================================>...........] Step: 314ms | Tot: 25s639ms | Loss: 0.343 | Acc: 90.747% (7532/8300) 83/100 [=====================================================>...........] Step: 304ms | Tot: 25s943ms | Loss: 0.343 | Acc: 90.738% (7622/8400) 84/100 [======================================================>..........] Step: 311ms | Tot: 26s254ms | Loss: 0.343 | Acc: 90.718% (7711/8500) 85/100 [=======================================================>.........] Step: 320ms | Tot: 26s575ms | Loss: 0.344 | Acc: 90.686% (7799/8600) 86/100 [=======================================================>.........] Step: 311ms | Tot: 26s886ms | Loss: 0.343 | Acc: 90.678% (7889/8700) 87/100 [========================================================>........] Step: 306ms | Tot: 27s193ms | Loss: 0.343 | Acc: 90.659% (7978/8800) 88/100 [=========================================================>.......] Step: 317ms | Tot: 27s511ms | Loss: 0.342 | Acc: 90.663% (8069/8900) 89/100 [=========================================================>.......] Step: 308ms | Tot: 27s819ms | Loss: 0.342 | Acc: 90.689% (8162/9000) 90/100 [==========================================================>......] Step: 305ms | Tot: 28s125ms | Loss: 0.341 | Acc: 90.714% (8255/9100) 91/100 [===========================================================>.....] Step: 318ms | Tot: 28s443ms | Loss: 0.340 | Acc: 90.750% (8349/9200) 92/100 [===========================================================>.....] Step: 309ms | Tot: 28s752ms | Loss: 0.342 | Acc: 90.710% (8436/9300) 93/100 [============================================================>....] Step: 316ms | Tot: 29s69ms | Loss: 0.343 | Acc: 90.702% (8526/9400) 94/100 [=============================================================>...] Step: 314ms | Tot: 29s383ms | Loss: 0.341 | Acc: 90.737% (8620/9500) 95/100 [=============================================================>...] Step: 316ms | Tot: 29s699ms | Loss: 0.340 | Acc: 90.750% (8712/9600) 96/100 [==============================================================>..] Step: 313ms | Tot: 30s13ms | Loss: 0.338 | Acc: 90.784% (8806/9700) 97/100 [===============================================================>.] Step: 310ms | Tot: 30s323ms | Loss: 0.338 | Acc: 90.806% (8899/9800) 98/100 [===============================================================>.] Step: 313ms | Tot: 30s636ms | Loss: 0.339 | Acc: 90.747% (8984/9900) 99/100 [================================================================>] Step: 307ms | Tot: 30s944ms | Loss: 0.338 | Acc: 90.810% (9081/10000) 100/100 diff --git a/V1-models/pre_LCLS_cifar.out b/V1-models/pre_LCLS_cifar.out new file mode 100644 index 0000000..0bacaae --- /dev/null +++ b/V1-models/pre_LCLS_cifar.out @@ -0,0 +1,164 @@ +==> Preparing data.. +Files already downloaded and verified +Files already downloaded and verified +==> Building model.. +V1 spatial init +Learnable spatial vec +Learnable channel vec + +Epoch: 0 + [>................................................................] Step: 10s644ms | Tot: 2ms | Loss: 2.413 | Acc: 7.031% (9/128) 1/391 [>................................................................] Step: 389ms | Tot: 391ms | Loss: 2.719 | Acc: 9.375% (24/256) 2/391 [>................................................................] Step: 354ms | Tot: 745ms | Loss: 3.011 | Acc: 9.896% (38/384) 3/391 [>................................................................] Step: 347ms | Tot: 1s92ms | Loss: 3.413 | Acc: 9.961% (51/512) 4/391 [>................................................................] Step: 344ms | Tot: 1s437ms | Loss: 3.576 | Acc: 9.375% (60/640) 5/391 [>................................................................] Step: 341ms | Tot: 1s778ms | Loss: 4.003 | Acc: 9.766% (75/768) 6/391 [>................................................................] Step: 347ms | Tot: 2s126ms | Loss: 4.412 | Acc: 9.598% (86/896) 7/391 [=>...............................................................] Step: 341ms | Tot: 2s468ms | Loss: 4.829 | Acc: 9.082% (93/1024) 8/391 [=>...............................................................] Step: 332ms | Tot: 2s800ms | Loss: 4.886 | Acc: 9.288% (107/1152) 9/391 [=>...............................................................] Step: 339ms | Tot: 3s140ms | Loss: 4.878 | Acc: 9.375% (120/1280) 10/391 [=>...............................................................] Step: 324ms | Tot: 3s465ms | Loss: 4.824 | Acc: 9.517% (134/1408) 11/391 [=>...............................................................] Step: 323ms | Tot: 3s789ms | Loss: 4.836 | Acc: 9.896% (152/1536) 12/391 [=>...............................................................] Step: 325ms | Tot: 4s114ms | Loss: 4.750 | Acc: 9.916% (165/1664) 13/391 [==>..............................................................] Step: 323ms | Tot: 4s437ms | Loss: 4.708 | Acc: 9.766% (175/1792) 14/391 [==>..............................................................] Step: 321ms | Tot: 4s759ms | Loss: 4.652 | Acc: 10.104% (194/1920) 15/391 [==>..............................................................] Step: 327ms | Tot: 5s87ms | Loss: 4.597 | Acc: 10.010% (205/2048) 16/391 [==>..............................................................] Step: 335ms | Tot: 5s422ms | Loss: 4.481 | Acc: 9.926% (216/2176) 17/391 [==>..............................................................] Step: 325ms | Tot: 5s748ms | Loss: 4.503 | Acc: 9.809% (226/2304) 18/391 [==>..............................................................] Step: 337ms | Tot: 6s85ms | Loss: 4.407 | Acc: 9.704% (236/2432) 19/391 [===>.............................................................] Step: 336ms | Tot: 6s421ms | Loss: 4.317 | Acc: 9.766% (250/2560) 20/391 [===>.............................................................] Step: 332ms | Tot: 6s753ms | Loss: 4.224 | Acc: 9.859% (265/2688) 21/391 [===>.............................................................] Step: 341ms | Tot: 7s95ms | Loss: 4.158 | Acc: 9.943% (280/2816) 22/391 [===>.............................................................] Step: 322ms | Tot: 7s417ms | Loss: 4.232 | Acc: 10.020% (295/2944) 23/391 [===>.............................................................] Step: 326ms | Tot: 7s744ms | Loss: 4.253 | Acc: 9.928% (305/3072) 24/391 [===>.............................................................] Step: 338ms | Tot: 8s82ms | Loss: 4.185 | Acc: 9.844% (315/3200) 25/391 [====>............................................................] Step: 340ms | Tot: 8s423ms | Loss: 4.142 | Acc: 9.916% (330/3328) 26/391 [====>............................................................] Step: 340ms | Tot: 8s764ms | Loss: 4.096 | Acc: 9.838% (340/3456) 27/391 [====>............................................................] Step: 348ms | Tot: 9s112ms | Loss: 4.040 | Acc: 9.849% (353/3584) 28/391 [====>............................................................] Step: 336ms | Tot: 9s448ms | Loss: 4.001 | Acc: 9.968% (370/3712) 29/391 [====>............................................................] Step: 331ms | Tot: 9s779ms | Loss: 3.965 | Acc: 9.922% (381/3840) 30/391 [====>............................................................] Step: 336ms | Tot: 10s116ms | Loss: 3.921 | Acc: 9.955% (395/3968) 31/391 [=====>...........................................................] Step: 341ms | Tot: 10s457ms | Loss: 3.876 | Acc: 10.010% (410/4096) 32/391 [=====>...........................................................] Step: 331ms | Tot: 10s789ms | Loss: 3.833 | Acc: 10.109% (427/4224) 33/391 [=====>...........................................................] Step: 339ms | Tot: 11s128ms | Loss: 3.797 | Acc: 10.294% (448/4352) 34/391 [=====>...........................................................] Step: 323ms | Tot: 11s451ms | Loss: 3.761 | Acc: 10.446% (468/4480) 35/391 [=====>...........................................................] Step: 322ms | Tot: 11s773ms | Loss: 3.738 | Acc: 10.373% (478/4608) 36/391 [=====>...........................................................] Step: 333ms | Tot: 12s106ms | Loss: 3.714 | Acc: 10.367% (491/4736) 37/391 [======>..........................................................] Step: 332ms | Tot: 12s439ms | Loss: 3.679 | Acc: 10.300% (501/4864) 38/391 [======>..........................................................] Step: 338ms | Tot: 12s777ms | Loss: 3.644 | Acc: 10.276% (513/4992) 39/391 [======>..........................................................] Step: 341ms | Tot: 13s118ms | Loss: 3.613 | Acc: 10.371% (531/5120) 40/391 [======>..........................................................] Step: 325ms | Tot: 13s444ms | Loss: 3.583 | Acc: 10.556% (554/5248) 41/391 [======>..........................................................] Step: 323ms | Tot: 13s768ms | Loss: 3.567 | Acc: 10.640% (572/5376) 42/391 [======>..........................................................] Step: 329ms | Tot: 14s97ms | Loss: 3.541 | Acc: 10.883% (599/5504) 43/391 [=======>.........................................................] Step: 331ms | Tot: 14s429ms | Loss: 3.518 | Acc: 10.973% (618/5632) 44/391 [=======>.........................................................] Step: 331ms | Tot: 14s761ms | Loss: 3.492 | Acc: 11.128% (641/5760) 45/391 [=======>.........................................................] Step: 341ms | Tot: 15s103ms | Loss: 3.471 | Acc: 11.345% (668/5888) 46/391 [=======>.........................................................] Step: 334ms | Tot: 15s437ms | Loss: 3.446 | Acc: 11.420% (687/6016) 47/391 [=======>.........................................................] Step: 326ms | Tot: 15s764ms | Loss: 3.422 | Acc: 11.507% (707/6144) 48/391 [=======>.........................................................] Step: 330ms | Tot: 16s95ms | Loss: 3.407 | Acc: 11.559% (725/6272) 49/391 [========>........................................................] Step: 331ms | Tot: 16s426ms | Loss: 3.390 | Acc: 11.688% (748/6400) 50/391 [========>........................................................] Step: 332ms | Tot: 16s759ms | Loss: 3.369 | Acc: 11.734% (766/6528) 51/391 [========>........................................................] Step: 335ms | Tot: 17s94ms | Loss: 3.355 | Acc: 11.764% (783/6656) 52/391 [========>........................................................] Step: 321ms | Tot: 17s415ms | Loss: 3.338 | Acc: 11.748% (797/6784) 53/391 [========>........................................................] Step: 322ms | Tot: 17s738ms | Loss: 3.320 | Acc: 11.820% (817/6912) 54/391 [========>........................................................] Step: 333ms | Tot: 18s72ms | Loss: 3.301 | Acc: 11.932% (840/7040) 55/391 [=========>.......................................................] Step: 330ms | Tot: 18s403ms | Loss: 3.285 | Acc: 12.054% (864/7168) 56/391 [=========>.......................................................] Step: 324ms | Tot: 18s728ms | Loss: 3.270 | Acc: 12.157% (887/7296) 57/391 [=========>.......................................................] Step: 330ms | Tot: 19s58ms | Loss: 3.253 | Acc: 12.163% (903/7424) 58/391 [=========>.......................................................] Step: 323ms | Tot: 19s382ms | Loss: 3.233 | Acc: 12.288% (928/7552) 59/391 [=========>.......................................................] Step: 326ms | Tot: 19s708ms | Loss: 3.222 | Acc: 12.357% (949/7680) 60/391 [=========>.......................................................] Step: 332ms | Tot: 20s40ms | Loss: 3.221 | Acc: 12.551% (980/7808) 61/391 [==========>......................................................] Step: 333ms | Tot: 20s374ms | Loss: 3.206 | Acc: 12.689% (1007/7936) 62/391 [==========>......................................................] Step: 330ms | Tot: 20s704ms | Loss: 3.194 | Acc: 12.872% (1038/8064) 63/391 [==========>......................................................] Step: 337ms | Tot: 21s41ms | Loss: 3.176 | Acc: 12.964% (1062/8192) 64/391 [==========>......................................................] Step: 324ms | Tot: 21s366ms | Loss: 3.160 | Acc: 13.041% (1085/8320) 65/391 [==========>......................................................] Step: 324ms | Tot: 21s690ms | Loss: 3.146 | Acc: 13.139% (1110/8448) 66/391 [==========>......................................................] Step: 326ms | Tot: 22s17ms | Loss: 3.133 | Acc: 13.200% (1132/8576) 67/391 [===========>.....................................................] Step: 325ms | Tot: 22s342ms | Loss: 3.120 | Acc: 13.304% (1158/8704) 68/391 [===========>.....................................................] Step: 336ms | Tot: 22s678ms | Loss: 3.106 | Acc: 13.440% (1187/8832) 69/391 [===========>.....................................................] Step: 342ms | Tot: 23s21ms | Loss: 3.094 | Acc: 13.516% (1211/8960) 70/391 [===========>.....................................................] Step: 325ms | Tot: 23s346ms | Loss: 3.085 | Acc: 13.688% (1244/9088) 71/391 [===========>.....................................................] Step: 324ms | Tot: 23s671ms | Loss: 3.072 | Acc: 13.791% (1271/9216) 72/391 [===========>.....................................................] Step: 330ms | Tot: 24s1ms | Loss: 3.060 | Acc: 13.848% (1294/9344) 73/391 [============>....................................................] Step: 324ms | Tot: 24s326ms | Loss: 3.049 | Acc: 13.957% (1322/9472) 74/391 [============>....................................................] Step: 325ms | Tot: 24s651ms | Loss: 3.038 | Acc: 14.062% (1350/9600) 75/391 [============>....................................................] Step: 327ms | Tot: 24s979ms | Loss: 3.025 | Acc: 14.206% (1382/9728) 76/391 [============>....................................................] Step: 335ms | Tot: 25s314ms | Loss: 3.013 | Acc: 14.357% (1415/9856) 77/391 [============>....................................................] Step: 331ms | Tot: 25s646ms | Loss: 3.005 | Acc: 14.493% (1447/9984) 78/391 [============>....................................................] Step: 331ms | Tot: 25s977ms | Loss: 2.994 | Acc: 14.597% (1476/10112) 79/391 [=============>...................................................] Step: 323ms | Tot: 26s301ms | Loss: 2.982 | Acc: 14.697% (1505/10240) 80/391 [=============>...................................................] Step: 323ms | Tot: 26s625ms | Loss: 2.970 | Acc: 14.786% (1533/10368) 81/391 [=============>...................................................] Step: 328ms | Tot: 26s954ms | Loss: 2.963 | Acc: 14.834% (1557/10496) 82/391 [=============>...................................................] Step: 324ms | Tot: 27s278ms | Loss: 2.958 | Acc: 14.881% (1581/10624) 83/391 [=============>...................................................] Step: 328ms | Tot: 27s606ms | Loss: 2.949 | Acc: 14.900% (1602/10752) 84/391 [=============>...................................................] Step: 323ms | Tot: 27s930ms | Loss: 2.942 | Acc: 15.009% (1633/10880) 85/391 [==============>..................................................] Step: 328ms | Tot: 28s258ms | Loss: 2.933 | Acc: 15.016% (1653/11008) 86/391 [==============>..................................................] Step: 327ms | Tot: 28s586ms | Loss: 2.924 | Acc: 15.113% (1683/11136) 87/391 [==============>..................................................] Step: 325ms | Tot: 28s912ms | Loss: 2.915 | Acc: 15.234% (1716/11264) 88/391 [==============>..................................................] Step: 330ms | Tot: 29s243ms | Loss: 2.906 | Acc: 15.344% (1748/11392) 89/391 [==============>..................................................] Step: 329ms | Tot: 29s573ms | Loss: 2.896 | Acc: 15.399% (1774/11520) 90/391 [==============>..................................................] Step: 326ms | Tot: 29s899ms | Loss: 2.887 | Acc: 15.470% (1802/11648) 91/391 [===============>.................................................] Step: 338ms | Tot: 30s237ms | Loss: 2.882 | Acc: 15.549% (1831/11776) 92/391 [===============>.................................................] Step: 333ms | Tot: 30s571ms | Loss: 2.873 | Acc: 15.684% (1867/11904) 93/391 [===============>.................................................] Step: 323ms | Tot: 30s895ms | Loss: 2.868 | Acc: 15.758% (1896/12032) 94/391 [===============>.................................................] Step: 330ms | Tot: 31s225ms | Loss: 2.861 | Acc: 15.855% (1928/12160) 95/391 [===============>.................................................] Step: 329ms | Tot: 31s554ms | Loss: 2.853 | Acc: 15.910% (1955/12288) 96/391 [===============>.................................................] Step: 321ms | Tot: 31s876ms | Loss: 2.846 | Acc: 16.028% (1990/12416) 97/391 [================>................................................] Step: 329ms | Tot: 32s206ms | Loss: 2.837 | Acc: 16.183% (2030/12544) 98/391 [================>................................................] Step: 327ms | Tot: 32s534ms | Loss: 2.830 | Acc: 16.296% (2065/12672) 99/391 [================>................................................] Step: 326ms | Tot: 32s860ms | Loss: 2.822 | Acc: 16.375% (2096/12800) 100/391 [================>................................................] Step: 330ms | Tot: 33s191ms | Loss: 2.814 | Acc: 16.453% (2127/12928) 101/391 [================>................................................] Step: 328ms | Tot: 33s520ms | Loss: 2.806 | Acc: 16.544% (2160/13056) 102/391 [================>................................................] Step: 325ms | Tot: 33s846ms | Loss: 2.798 | Acc: 16.649% (2195/13184) 103/391 [=================>...............................................] Step: 329ms | Tot: 34s175ms | Loss: 2.792 | Acc: 16.782% (2234/13312) 104/391 [=================>...............................................] Step: 325ms | Tot: 34s500ms | Loss: 2.784 | Acc: 16.897% (2271/13440) 105/391 [=================>...............................................] Step: 326ms | Tot: 34s826ms | Loss: 2.777 | Acc: 16.989% (2305/13568) 106/391 [=================>...............................................] Step: 337ms | Tot: 35s163ms | Loss: 2.771 | Acc: 17.049% (2335/13696) 107/391 [=================>...............................................] Step: 340ms | Tot: 35s504ms | Loss: 2.764 | Acc: 17.122% (2367/13824) 108/391 [=================>...............................................] Step: 328ms | Tot: 35s832ms | Loss: 2.758 | Acc: 17.159% (2394/13952) 109/391 [==================>..............................................] Step: 333ms | Tot: 36s166ms | Loss: 2.751 | Acc: 17.237% (2427/14080) 110/391 [==================>..............................................] Step: 324ms | Tot: 36s491ms | Loss: 2.744 | Acc: 17.335% (2463/14208) 111/391 [==================>..............................................] Step: 322ms | Tot: 36s814ms | Loss: 2.740 | Acc: 17.390% (2493/14336) 112/391 [==================>..............................................] Step: 330ms | Tot: 37s145ms | Loss: 2.734 | Acc: 17.429% (2521/14464) 113/391 [==================>..............................................] Step: 321ms | Tot: 37s466ms | Loss: 2.727 | Acc: 17.503% (2554/14592) 114/391 [==================>..............................................] Step: 320ms | Tot: 37s787ms | Loss: 2.722 | Acc: 17.568% (2586/14720) 115/391 [===================>.............................................] Step: 332ms | Tot: 38s119ms | Loss: 2.717 | Acc: 17.659% (2622/14848) 116/391 [===================>.............................................] Step: 325ms | Tot: 38s444ms | Loss: 2.711 | Acc: 17.735% (2656/14976) 117/391 [===================>.............................................] Step: 323ms | Tot: 38s768ms | Loss: 2.705 | Acc: 17.770% (2684/15104) 118/391 [===================>.............................................] Step: 334ms | Tot: 39s103ms | Loss: 2.701 | Acc: 17.811% (2713/15232) 119/391 [===================>.............................................] Step: 323ms | Tot: 39s427ms | Loss: 2.694 | Acc: 17.832% (2739/15360) 120/391 [===================>.............................................] Step: 324ms | Tot: 39s751ms | Loss: 2.689 | Acc: 17.891% (2771/15488) 121/391 [====================>............................................] Step: 344ms | Tot: 40s96ms | Loss: 2.683 | Acc: 18.039% (2817/15616) 122/391 [====================>............................................] Step: 338ms | Tot: 40s434ms | Loss: 2.677 | Acc: 18.128% (2854/15744) 123/391 [====================>............................................] Step: 340ms | Tot: 40s774ms | Loss: 2.671 | Acc: 18.189% (2887/15872) 124/391 [====================>............................................] Step: 345ms | Tot: 41s119ms | Loss: 2.665 | Acc: 18.312% (2930/16000) 125/391 [====================>............................................] Step: 339ms | Tot: 41s459ms | Loss: 2.659 | Acc: 18.409% (2969/16128) 126/391 [====================>............................................] Step: 335ms | Tot: 41s795ms | Loss: 2.656 | Acc: 18.393% (2990/16256) 127/391 [=====================>...........................................] Step: 340ms | Tot: 42s135ms | Loss: 2.651 | Acc: 18.457% (3024/16384) 128/391 [=====================>...........................................] Step: 338ms | Tot: 42s473ms | Loss: 2.645 | Acc: 18.568% (3066/16512) 129/391 [=====================>...........................................] Step: 337ms | Tot: 42s810ms | Loss: 2.639 | Acc: 18.648% (3103/16640) 130/391 [=====================>...........................................] Step: 340ms | Tot: 43s151ms | Loss: 2.634 | Acc: 18.684% (3133/16768) 131/391 [=====================>...........................................] Step: 333ms | Tot: 43s485ms | Loss: 2.629 | Acc: 18.720% (3163/16896) 132/391 [=====================>...........................................] Step: 335ms | Tot: 43s820ms | Loss: 2.623 | Acc: 18.820% (3204/17024) 133/391 [======================>..........................................] Step: 339ms | Tot: 44s159ms | Loss: 2.618 | Acc: 18.913% (3244/17152) 134/391 [======================>..........................................] Step: 337ms | Tot: 44s497ms | Loss: 2.614 | Acc: 18.958% (3276/17280) 135/391 [======================>..........................................] Step: 334ms | Tot: 44s831ms | Loss: 2.611 | Acc: 18.951% (3299/17408) 136/391 [======================>..........................................] Step: 344ms | Tot: 45s176ms | Loss: 2.605 | Acc: 19.058% (3342/17536) 137/391 [======================>..........................................] Step: 341ms | Tot: 45s517ms | Loss: 2.599 | Acc: 19.135% (3380/17664) 138/391 [======================>..........................................] Step: 329ms | Tot: 45s847ms | Loss: 2.594 | Acc: 19.228% (3421/17792) 139/391 [=======================>.........................................] Step: 330ms | Tot: 46s177ms | Loss: 2.588 | Acc: 19.286% (3456/17920) 140/391 [=======================>.........................................] Step: 325ms | Tot: 46s503ms | Loss: 2.584 | Acc: 19.310% (3485/18048) 141/391 [=======================>.........................................] Step: 323ms | Tot: 46s826ms | Loss: 2.579 | Acc: 19.333% (3514/18176) 142/391 [=======================>.........................................] Step: 330ms | Tot: 47s157ms | Loss: 2.574 | Acc: 19.384% (3548/18304) 143/391 [=======================>.........................................] Step: 326ms | Tot: 47s483ms | Loss: 2.569 | Acc: 19.423% (3580/18432) 144/391 [=======================>.........................................] Step: 327ms | Tot: 47s811ms | Loss: 2.564 | Acc: 19.537% (3626/18560) 145/391 [========================>........................................] Step: 330ms | Tot: 48s141ms | Loss: 2.560 | Acc: 19.644% (3671/18688) 146/391 [========================>........................................] Step: 324ms | Tot: 48s466ms | Loss: 2.555 | Acc: 19.723% (3711/18816) 147/391 [========================>........................................] Step: 327ms | Tot: 48s794ms | Loss: 2.550 | Acc: 19.816% (3754/18944) 148/391 [========================>........................................] Step: 329ms | Tot: 49s123ms | Loss: 2.547 | Acc: 19.841% (3784/19072) 149/391 [========================>........................................] Step: 326ms | Tot: 49s449ms | Loss: 2.544 | Acc: 19.901% (3821/19200) 150/391 [========================>........................................] Step: 323ms | Tot: 49s773ms | Loss: 2.540 | Acc: 19.981% (3862/19328) 151/391 [=========================>.......................................] Step: 332ms | Tot: 50s106ms | Loss: 2.536 | Acc: 20.056% (3902/19456) 152/391 [=========================>.......................................] Step: 331ms | Tot: 50s437ms | Loss: 2.532 | Acc: 20.098% (3936/19584) 153/391 [=========================>.......................................] Step: 328ms | Tot: 50s765ms | Loss: 2.528 | Acc: 20.140% (3970/19712) 154/391 [=========================>.......................................] Step: 332ms | Tot: 51s98ms | Loss: 2.524 | Acc: 20.217% (4011/19840) 155/391 [=========================>.......................................] Step: 324ms | Tot: 51s423ms | Loss: 2.520 | Acc: 20.318% (4057/19968) 156/391 [=========================>.......................................] Step: 323ms | Tot: 51s747ms | Loss: 2.519 | Acc: 20.357% (4091/20096) 157/391 [==========================>......................................] Step: 327ms | Tot: 52s74ms | Loss: 2.515 | Acc: 20.461% (4138/20224) 158/391 [==========================>......................................] Step: 320ms | Tot: 52s395ms | Loss: 2.511 | Acc: 20.519% (4176/20352) 159/391 [==========================>......................................] Step: 322ms | Tot: 52s717ms | Loss: 2.507 | Acc: 20.601% (4219/20480) 160/391 [==========================>......................................] Step: 336ms | Tot: 53s54ms | Loss: 2.503 | Acc: 20.642% (4254/20608) 161/391 [==========================>......................................] Step: 333ms | Tot: 53s388ms | Loss: 2.499 | Acc: 20.742% (4301/20736) 162/391 [==========================>......................................] Step: 327ms | Tot: 53s715ms | Loss: 2.495 | Acc: 20.825% (4345/20864) 163/391 [===========================>.....................................] Step: 329ms | Tot: 54s44ms | Loss: 2.491 | Acc: 20.903% (4388/20992) 164/391 [===========================>.....................................] Step: 322ms | Tot: 54s366ms | Loss: 2.488 | Acc: 20.966% (4428/21120) 165/391 [===========================>.....................................] Step: 326ms | Tot: 54s693ms | Loss: 2.485 | Acc: 21.028% (4468/21248) 166/391 [===========================>.....................................] Step: 326ms | Tot: 55s20ms | Loss: 2.482 | Acc: 21.108% (4512/21376) 167/391 [===========================>.....................................] Step: 336ms | Tot: 55s357ms | Loss: 2.478 | Acc: 21.154% (4549/21504) 168/391 [===========================>.....................................] Step: 332ms | Tot: 55s689ms | Loss: 2.474 | Acc: 21.256% (4598/21632) 169/391 [============================>....................................] Step: 327ms | Tot: 56s16ms | Loss: 2.470 | Acc: 21.310% (4637/21760) 170/391 [============================>....................................] Step: 328ms | Tot: 56s345ms | Loss: 2.467 | Acc: 21.386% (4681/21888) 171/391 [============================>....................................] Step: 329ms | Tot: 56s675ms | Loss: 2.464 | Acc: 21.439% (4720/22016) 172/391 [============================>....................................] Step: 334ms | Tot: 57s10ms | Loss: 2.461 | Acc: 21.509% (4763/22144) 173/391 [============================>....................................] Step: 332ms | Tot: 57s342ms | Loss: 2.457 | Acc: 21.538% (4797/22272) 174/391 [============================>....................................] Step: 331ms | Tot: 57s674ms | Loss: 2.454 | Acc: 21.612% (4841/22400) 175/391 [=============================>...................................] Step: 332ms | Tot: 58s6ms | Loss: 2.451 | Acc: 21.693% (4887/22528) 176/391 [=============================>...................................] Step: 323ms | Tot: 58s330ms | Loss: 2.448 | Acc: 21.721% (4921/22656) 177/391 [=============================>...................................] Step: 325ms | Tot: 58s655ms | Loss: 2.444 | Acc: 21.787% (4964/22784) 178/391 [=============================>...................................] Step: 334ms | Tot: 58s989ms | Loss: 2.441 | Acc: 21.796% (4994/22912) 179/391 [=============================>...................................] Step: 328ms | Tot: 59s318ms | Loss: 2.438 | Acc: 21.840% (5032/23040) 180/391 [=============================>...................................] Step: 329ms | Tot: 59s647ms | Loss: 2.434 | Acc: 21.884% (5070/23168) 181/391 [==============================>..................................] Step: 324ms | Tot: 59s971ms | Loss: 2.432 | Acc: 21.931% (5109/23296) 182/391 [==============================>..................................] Step: 328ms | Tot: 1m300ms | Loss: 2.428 | Acc: 21.948% (5141/23424) 183/391 [==============================>..................................] Step: 340ms | Tot: 1m640ms | Loss: 2.425 | Acc: 22.036% (5190/23552) 184/391 [==============================>..................................] Step: 333ms | Tot: 1m973ms | Loss: 2.422 | Acc: 22.090% (5231/23680) 185/391 [==============================>..................................] Step: 332ms | Tot: 1m1s | Loss: 2.419 | Acc: 22.127% (5268/23808) 186/391 [==============================>..................................] Step: 328ms | Tot: 1m1s | Loss: 2.416 | Acc: 22.163% (5305/23936) 187/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 2.413 | Acc: 22.212% (5345/24064) 188/391 [===============================>.................................] Step: 331ms | Tot: 1m2s | Loss: 2.409 | Acc: 22.255% (5384/24192) 189/391 [===============================>.................................] Step: 336ms | Tot: 1m2s | Loss: 2.406 | Acc: 22.307% (5425/24320) 190/391 [===============================>.................................] Step: 339ms | Tot: 1m2s | Loss: 2.402 | Acc: 22.382% (5472/24448) 191/391 [===============================>.................................] Step: 331ms | Tot: 1m3s | Loss: 2.399 | Acc: 22.437% (5514/24576) 192/391 [===============================>.................................] Step: 329ms | Tot: 1m3s | Loss: 2.396 | Acc: 22.478% (5553/24704) 193/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 2.392 | Acc: 22.556% (5601/24832) 194/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 2.390 | Acc: 22.612% (5644/24960) 195/391 [================================>................................] Step: 330ms | Tot: 1m4s | Loss: 2.387 | Acc: 22.676% (5689/25088) 196/391 [================================>................................] Step: 337ms | Tot: 1m4s | Loss: 2.384 | Acc: 22.736% (5733/25216) 197/391 [================================>................................] Step: 335ms | Tot: 1m5s | Loss: 2.381 | Acc: 22.783% (5774/25344) 198/391 [================================>................................] Step: 333ms | Tot: 1m5s | Loss: 2.377 | Acc: 22.856% (5822/25472) 199/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 2.374 | Acc: 22.887% (5859/25600) 200/391 [=================================>...............................] Step: 328ms | Tot: 1m6s | Loss: 2.371 | Acc: 22.944% (5903/25728) 201/391 [=================================>...............................] Step: 330ms | Tot: 1m6s | Loss: 2.369 | Acc: 22.989% (5944/25856) 202/391 [=================================>...............................] Step: 330ms | Tot: 1m6s | Loss: 2.366 | Acc: 23.060% (5992/25984) 203/391 [=================================>...............................] Step: 337ms | Tot: 1m7s | Loss: 2.363 | Acc: 23.112% (6035/26112) 204/391 [=================================>...............................] Step: 328ms | Tot: 1m7s | Loss: 2.360 | Acc: 23.152% (6075/26240) 205/391 [==================================>..............................] Step: 326ms | Tot: 1m7s | Loss: 2.357 | Acc: 23.218% (6122/26368) 206/391 [==================================>..............................] Step: 326ms | Tot: 1m8s | Loss: 2.353 | Acc: 23.287% (6170/26496) 207/391 [==================================>..............................] Step: 331ms | Tot: 1m8s | Loss: 2.350 | Acc: 23.340% (6214/26624) 208/391 [==================================>..............................] Step: 331ms | Tot: 1m8s | Loss: 2.348 | Acc: 23.370% (6252/26752) 209/391 [==================================>..............................] Step: 334ms | Tot: 1m9s | Loss: 2.345 | Acc: 23.449% (6303/26880) 210/391 [==================================>..............................] Step: 328ms | Tot: 1m9s | Loss: 2.342 | Acc: 23.486% (6343/27008) 211/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 2.339 | Acc: 23.522% (6383/27136) 212/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 2.336 | Acc: 23.577% (6428/27264) 213/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 2.334 | Acc: 23.624% (6471/27392) 214/391 [===================================>.............................] Step: 329ms | Tot: 1m10s | Loss: 2.330 | Acc: 23.735% (6532/27520) 215/391 [===================================>.............................] Step: 332ms | Tot: 1m11s | Loss: 2.328 | Acc: 23.792% (6578/27648) 216/391 [===================================>.............................] Step: 342ms | Tot: 1m11s | Loss: 2.325 | Acc: 23.844% (6623/27776) 217/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 2.323 | Acc: 23.868% (6660/27904) 218/391 [====================================>............................] Step: 334ms | Tot: 1m12s | Loss: 2.320 | Acc: 23.933% (6709/28032) 219/391 [====================================>............................] Step: 327ms | Tot: 1m12s | Loss: 2.317 | Acc: 24.013% (6762/28160) 220/391 [====================================>............................] Step: 330ms | Tot: 1m12s | Loss: 2.314 | Acc: 24.063% (6807/28288) 221/391 [====================================>............................] Step: 334ms | Tot: 1m13s | Loss: 2.311 | Acc: 24.134% (6858/28416) 222/391 [====================================>............................] Step: 331ms | Tot: 1m13s | Loss: 2.309 | Acc: 24.177% (6901/28544) 223/391 [=====================================>...........................] Step: 320ms | Tot: 1m13s | Loss: 2.306 | Acc: 24.257% (6955/28672) 224/391 [=====================================>...........................] Step: 330ms | Tot: 1m14s | Loss: 2.303 | Acc: 24.333% (7008/28800) 225/391 [=====================================>...........................] Step: 324ms | Tot: 1m14s | Loss: 2.301 | Acc: 24.374% (7051/28928) 226/391 [=====================================>...........................] Step: 333ms | Tot: 1m14s | Loss: 2.299 | Acc: 24.422% (7096/29056) 227/391 [=====================================>...........................] Step: 336ms | Tot: 1m15s | Loss: 2.296 | Acc: 24.493% (7148/29184) 228/391 [=====================================>...........................] Step: 330ms | Tot: 1m15s | Loss: 2.294 | Acc: 24.519% (7187/29312) 229/391 [======================================>..........................] Step: 320ms | Tot: 1m15s | Loss: 2.292 | Acc: 24.575% (7235/29440) 230/391 [======================================>..........................] Step: 326ms | Tot: 1m16s | Loss: 2.290 | Acc: 24.628% (7282/29568) 231/391 [======================================>..........................] Step: 325ms | Tot: 1m16s | Loss: 2.289 | Acc: 24.657% (7322/29696) 232/391 [======================================>..........................] Step: 327ms | Tot: 1m16s | Loss: 2.287 | Acc: 24.675% (7359/29824) 233/391 [======================================>..........................] Step: 333ms | Tot: 1m17s | Loss: 2.284 | Acc: 24.713% (7402/29952) 234/391 [======================================>..........................] Step: 330ms | Tot: 1m17s | Loss: 2.282 | Acc: 24.757% (7447/30080) 235/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 2.280 | Acc: 24.755% (7478/30208) 236/391 [=======================================>.........................] Step: 328ms | Tot: 1m18s | Loss: 2.278 | Acc: 24.809% (7526/30336) 237/391 [=======================================>.........................] Step: 319ms | Tot: 1m18s | Loss: 2.277 | Acc: 24.823% (7562/30464) 238/391 [=======================================>.........................] Step: 326ms | Tot: 1m18s | Loss: 2.274 | Acc: 24.873% (7609/30592) 239/391 [=======================================>.........................] Step: 331ms | Tot: 1m19s | Loss: 2.272 | Acc: 24.928% (7658/30720) 240/391 [=======================================>.........................] Step: 324ms | Tot: 1m19s | Loss: 2.270 | Acc: 24.974% (7704/30848) 241/391 [========================================>........................] Step: 318ms | Tot: 1m19s | Loss: 2.268 | Acc: 25.003% (7745/30976) 242/391 [========================================>........................] Step: 326ms | Tot: 1m20s | Loss: 2.266 | Acc: 25.051% (7792/31104) 243/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 2.264 | Acc: 25.067% (7829/31232) 244/391 [========================================>........................] Step: 335ms | Tot: 1m20s | Loss: 2.262 | Acc: 25.134% (7882/31360) 245/391 [========================================>........................] Step: 333ms | Tot: 1m21s | Loss: 2.260 | Acc: 25.187% (7931/31488) 246/391 [========================================>........................] Step: 323ms | Tot: 1m21s | Loss: 2.258 | Acc: 25.212% (7971/31616) 247/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 2.256 | Acc: 25.236% (8011/31744) 248/391 [=========================================>.......................] Step: 327ms | Tot: 1m22s | Loss: 2.254 | Acc: 25.267% (8053/31872) 249/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 2.252 | Acc: 25.325% (8104/32000) 250/391 [=========================================>.......................] Step: 328ms | Tot: 1m22s | Loss: 2.249 | Acc: 25.349% (8144/32128) 251/391 [=========================================>.......................] Step: 334ms | Tot: 1m23s | Loss: 2.248 | Acc: 25.381% (8187/32256) 252/391 [=========================================>.......................] Step: 339ms | Tot: 1m23s | Loss: 2.246 | Acc: 25.408% (8228/32384) 253/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 2.243 | Acc: 25.455% (8276/32512) 254/391 [==========================================>......................] Step: 323ms | Tot: 1m24s | Loss: 2.240 | Acc: 25.536% (8335/32640) 255/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 2.238 | Acc: 25.592% (8386/32768) 256/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 2.235 | Acc: 25.641% (8435/32896) 257/391 [==========================================>......................] Step: 331ms | Tot: 1m25s | Loss: 2.233 | Acc: 25.703% (8488/33024) 258/391 [==========================================>......................] Step: 322ms | Tot: 1m25s | Loss: 2.231 | Acc: 25.742% (8534/33152) 259/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 2.229 | Acc: 25.781% (8580/33280) 260/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 2.226 | Acc: 25.823% (8627/33408) 261/391 [===========================================>.....................] Step: 331ms | Tot: 1m26s | Loss: 2.225 | Acc: 25.871% (8676/33536) 262/391 [===========================================>.....................] Step: 330ms | Tot: 1m26s | Loss: 2.223 | Acc: 25.918% (8725/33664) 263/391 [===========================================>.....................] Step: 328ms | Tot: 1m26s | Loss: 2.221 | Acc: 25.932% (8763/33792) 264/391 [===========================================>.....................] Step: 329ms | Tot: 1m27s | Loss: 2.219 | Acc: 25.982% (8813/33920) 265/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 2.217 | Acc: 26.040% (8866/34048) 266/391 [============================================>....................] Step: 319ms | Tot: 1m27s | Loss: 2.215 | Acc: 26.065% (8908/34176) 267/391 [============================================>....................] Step: 326ms | Tot: 1m28s | Loss: 2.214 | Acc: 26.102% (8954/34304) 268/391 [============================================>....................] Step: 328ms | Tot: 1m28s | Loss: 2.212 | Acc: 26.138% (9000/34432) 269/391 [============================================>....................] Step: 325ms | Tot: 1m28s | Loss: 2.210 | Acc: 26.198% (9054/34560) 270/391 [============================================>....................] Step: 327ms | Tot: 1m29s | Loss: 2.208 | Acc: 26.248% (9105/34688) 271/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 2.205 | Acc: 26.327% (9166/34816) 272/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 2.203 | Acc: 26.379% (9218/34944) 273/391 [=============================================>...................] Step: 326ms | Tot: 1m30s | Loss: 2.202 | Acc: 26.417% (9265/35072) 274/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 2.200 | Acc: 26.449% (9310/35200) 275/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 2.198 | Acc: 26.489% (9358/35328) 276/391 [=============================================>...................] Step: 331ms | Tot: 1m31s | Loss: 2.196 | Acc: 26.506% (9398/35456) 277/391 [==============================================>..................] Step: 319ms | Tot: 1m31s | Loss: 2.194 | Acc: 26.554% (9449/35584) 278/391 [==============================================>..................] Step: 319ms | Tot: 1m31s | Loss: 2.192 | Acc: 26.616% (9505/35712) 279/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 2.190 | Acc: 26.629% (9544/35840) 280/391 [==============================================>..................] Step: 328ms | Tot: 1m32s | Loss: 2.188 | Acc: 26.668% (9592/35968) 281/391 [==============================================>..................] Step: 325ms | Tot: 1m32s | Loss: 2.187 | Acc: 26.709% (9641/36096) 282/391 [==============================================>..................] Step: 331ms | Tot: 1m33s | Loss: 2.184 | Acc: 26.759% (9693/36224) 283/391 [===============================================>.................] Step: 317ms | Tot: 1m33s | Loss: 2.182 | Acc: 26.794% (9740/36352) 284/391 [===============================================>.................] Step: 319ms | Tot: 1m33s | Loss: 2.181 | Acc: 26.837% (9790/36480) 285/391 [===============================================>.................] Step: 328ms | Tot: 1m34s | Loss: 2.179 | Acc: 26.866% (9835/36608) 286/391 [===============================================>.................] Step: 326ms | Tot: 1m34s | Loss: 2.178 | Acc: 26.889% (9878/36736) 287/391 [===============================================>.................] Step: 325ms | Tot: 1m34s | Loss: 2.176 | Acc: 26.945% (9933/36864) 288/391 [===============================================>.................] Step: 335ms | Tot: 1m35s | Loss: 2.174 | Acc: 26.990% (9984/36992) 289/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 2.173 | Acc: 27.023% (10031/37120) 290/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 2.171 | Acc: 27.048% (10075/37248) 291/391 [================================================>................] Step: 335ms | Tot: 1m36s | Loss: 2.169 | Acc: 27.079% (10121/37376) 292/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 2.167 | Acc: 27.154% (10184/37504) 293/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 2.165 | Acc: 27.176% (10227/37632) 294/391 [================================================>................] Step: 328ms | Tot: 1m37s | Loss: 2.164 | Acc: 27.198% (10270/37760) 295/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 2.162 | Acc: 27.243% (10322/37888) 296/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 2.161 | Acc: 27.310% (10382/38016) 297/391 [=================================================>...............] Step: 329ms | Tot: 1m38s | Loss: 2.159 | Acc: 27.323% (10422/38144) 298/391 [=================================================>...............] Step: 328ms | Tot: 1m38s | Loss: 2.157 | Acc: 27.365% (10473/38272) 299/391 [=================================================>...............] Step: 328ms | Tot: 1m38s | Loss: 2.156 | Acc: 27.391% (10518/38400) 300/391 [=================================================>...............] Step: 326ms | Tot: 1m39s | Loss: 2.154 | Acc: 27.432% (10569/38528) 301/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 2.153 | Acc: 27.445% (10609/38656) 302/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 2.152 | Acc: 27.465% (10652/38784) 303/391 [==================================================>..............] Step: 335ms | Tot: 1m39s | Loss: 2.150 | Acc: 27.511% (10705/38912) 304/391 [==================================================>..............] Step: 332ms | Tot: 1m40s | Loss: 2.148 | Acc: 27.549% (10755/39040) 305/391 [==================================================>..............] Step: 329ms | Tot: 1m40s | Loss: 2.147 | Acc: 27.584% (10804/39168) 306/391 [==================================================>..............] Step: 330ms | Tot: 1m40s | Loss: 2.145 | Acc: 27.619% (10853/39296) 307/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 2.143 | Acc: 27.673% (10910/39424) 308/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 2.142 | Acc: 27.718% (10963/39552) 309/391 [===================================================>.............] Step: 340ms | Tot: 1m41s | Loss: 2.141 | Acc: 27.739% (11007/39680) 310/391 [===================================================>.............] Step: 332ms | Tot: 1m42s | Loss: 2.139 | Acc: 27.766% (11053/39808) 311/391 [===================================================>.............] Step: 333ms | Tot: 1m42s | Loss: 2.138 | Acc: 27.792% (11099/39936) 312/391 [===================================================>.............] Step: 326ms | Tot: 1m42s | Loss: 2.136 | Acc: 27.835% (11152/40064) 313/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 2.134 | Acc: 27.881% (11206/40192) 314/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 2.132 | Acc: 27.934% (11263/40320) 315/391 [====================================================>............] Step: 341ms | Tot: 1m43s | Loss: 2.131 | Acc: 27.972% (11314/40448) 316/391 [====================================================>............] Step: 331ms | Tot: 1m44s | Loss: 2.129 | Acc: 28.039% (11377/40576) 317/391 [====================================================>............] Step: 333ms | Tot: 1m44s | Loss: 2.127 | Acc: 28.098% (11437/40704) 318/391 [====================================================>............] Step: 324ms | Tot: 1m44s | Loss: 2.125 | Acc: 28.145% (11492/40832) 319/391 [=====================================================>...........] Step: 330ms | Tot: 1m45s | Loss: 2.123 | Acc: 28.198% (11550/40960) 320/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 2.122 | Acc: 28.213% (11592/41088) 321/391 [=====================================================>...........] Step: 333ms | Tot: 1m45s | Loss: 2.121 | Acc: 28.224% (11633/41216) 322/391 [=====================================================>...........] Step: 334ms | Tot: 1m46s | Loss: 2.120 | Acc: 28.270% (11688/41344) 323/391 [=====================================================>...........] Step: 327ms | Tot: 1m46s | Loss: 2.118 | Acc: 28.330% (11749/41472) 324/391 [=====================================================>...........] Step: 339ms | Tot: 1m46s | Loss: 2.116 | Acc: 28.358% (11797/41600) 325/391 [======================================================>..........] Step: 335ms | Tot: 1m47s | Loss: 2.114 | Acc: 28.413% (11856/41728) 326/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 2.113 | Acc: 28.436% (11902/41856) 327/391 [======================================================>..........] Step: 329ms | Tot: 1m47s | Loss: 2.112 | Acc: 28.442% (11941/41984) 328/391 [======================================================>..........] Step: 329ms | Tot: 1m48s | Loss: 2.110 | Acc: 28.476% (11992/42112) 329/391 [======================================================>..........] Step: 325ms | Tot: 1m48s | Loss: 2.109 | Acc: 28.501% (12039/42240) 330/391 [======================================================>..........] Step: 322ms | Tot: 1m48s | Loss: 2.108 | Acc: 28.524% (12085/42368) 331/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 2.106 | Acc: 28.530% (12124/42496) 332/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 2.105 | Acc: 28.552% (12170/42624) 333/391 [=======================================================>.........] Step: 332ms | Tot: 1m49s | Loss: 2.103 | Acc: 28.619% (12235/42752) 334/391 [=======================================================>.........] Step: 334ms | Tot: 1m50s | Loss: 2.102 | Acc: 28.661% (12290/42880) 335/391 [=======================================================>.........] Step: 327ms | Tot: 1m50s | Loss: 2.100 | Acc: 28.704% (12345/43008) 336/391 [=======================================================>.........] Step: 320ms | Tot: 1m50s | Loss: 2.099 | Acc: 28.735% (12395/43136) 337/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 2.097 | Acc: 28.781% (12452/43264) 338/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 2.095 | Acc: 28.814% (12503/43392) 339/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 2.094 | Acc: 28.833% (12548/43520) 340/391 [========================================================>........] Step: 333ms | Tot: 1m52s | Loss: 2.092 | Acc: 28.870% (12601/43648) 341/391 [========================================================>........] Step: 325ms | Tot: 1m52s | Loss: 2.090 | Acc: 28.922% (12661/43776) 342/391 [========================================================>........] Step: 326ms | Tot: 1m52s | Loss: 2.089 | Acc: 28.947% (12709/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 2.087 | Acc: 28.977% (12759/44032) 344/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 2.086 | Acc: 29.040% (12824/44160) 345/391 [=========================================================>.......] Step: 338ms | Tot: 1m53s | Loss: 2.084 | Acc: 29.067% (12873/44288) 346/391 [=========================================================>.......] Step: 335ms | Tot: 1m54s | Loss: 2.082 | Acc: 29.091% (12921/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m54s | Loss: 2.081 | Acc: 29.102% (12963/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m54s | Loss: 2.080 | Acc: 29.139% (13017/44672) 349/391 [==========================================================>......] Step: 325ms | Tot: 1m55s | Loss: 2.078 | Acc: 29.172% (13069/44800) 350/391 [==========================================================>......] Step: 325ms | Tot: 1m55s | Loss: 2.077 | Acc: 29.216% (13126/44928) 351/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 2.075 | Acc: 29.261% (13184/45056) 352/391 [==========================================================>......] Step: 339ms | Tot: 1m56s | Loss: 2.074 | Acc: 29.307% (13242/45184) 353/391 [==========================================================>......] Step: 321ms | Tot: 1m56s | Loss: 2.073 | Acc: 29.334% (13292/45312) 354/391 [==========================================================>......] Step: 322ms | Tot: 1m56s | Loss: 2.072 | Acc: 29.362% (13342/45440) 355/391 [===========================================================>.....] Step: 326ms | Tot: 1m57s | Loss: 2.070 | Acc: 29.389% (13392/45568) 356/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 2.069 | Acc: 29.427% (13447/45696) 357/391 [===========================================================>.....] Step: 329ms | Tot: 1m57s | Loss: 2.067 | Acc: 29.471% (13505/45824) 358/391 [===========================================================>.....] Step: 336ms | Tot: 1m58s | Loss: 2.066 | Acc: 29.505% (13558/45952) 359/391 [===========================================================>.....] Step: 330ms | Tot: 1m58s | Loss: 2.065 | Acc: 29.555% (13619/46080) 360/391 [===========================================================>.....] Step: 325ms | Tot: 1m58s | Loss: 2.063 | Acc: 29.581% (13669/46208) 361/391 [============================================================>....] Step: 326ms | Tot: 1m59s | Loss: 2.062 | Acc: 29.603% (13717/46336) 362/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 2.061 | Acc: 29.636% (13770/46464) 363/391 [============================================================>....] Step: 327ms | Tot: 1m59s | Loss: 2.060 | Acc: 29.668% (13823/46592) 364/391 [============================================================>....] Step: 334ms | Tot: 2m67ms | Loss: 2.058 | Acc: 29.707% (13879/46720) 365/391 [============================================================>....] Step: 321ms | Tot: 2m389ms | Loss: 2.057 | Acc: 29.741% (13933/46848) 366/391 [============================================================>....] Step: 322ms | Tot: 2m711ms | Loss: 2.055 | Acc: 29.771% (13985/46976) 367/391 [=============================================================>...] Step: 327ms | Tot: 2m1s | Loss: 2.054 | Acc: 29.828% (14050/47104) 368/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 2.053 | Acc: 29.874% (14110/47232) 369/391 [=============================================================>...] Step: 338ms | Tot: 2m1s | Loss: 2.051 | Acc: 29.939% (14179/47360) 370/391 [=============================================================>...] Step: 334ms | Tot: 2m2s | Loss: 2.050 | Acc: 29.995% (14244/47488) 371/391 [=============================================================>...] Step: 320ms | Tot: 2m2s | Loss: 2.048 | Acc: 30.034% (14301/47616) 372/391 [=============================================================>...] Step: 320ms | Tot: 2m2s | Loss: 2.048 | Acc: 30.050% (14347/47744) 373/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 2.047 | Acc: 30.080% (14400/47872) 374/391 [==============================================================>..] Step: 333ms | Tot: 2m3s | Loss: 2.045 | Acc: 30.142% (14468/48000) 375/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 2.043 | Acc: 30.178% (14524/48128) 376/391 [==============================================================>..] Step: 329ms | Tot: 2m3s | Loss: 2.042 | Acc: 30.216% (14581/48256) 377/391 [==============================================================>..] Step: 319ms | Tot: 2m4s | Loss: 2.041 | Acc: 30.268% (14645/48384) 378/391 [==============================================================>..] Step: 327ms | Tot: 2m4s | Loss: 2.040 | Acc: 30.279% (14689/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 2.039 | Acc: 30.315% (14745/48640) 380/391 [===============================================================>.] Step: 329ms | Tot: 2m5s | Loss: 2.038 | Acc: 30.338% (14795/48768) 381/391 [===============================================================>.] Step: 329ms | Tot: 2m5s | Loss: 2.037 | Acc: 30.364% (14847/48896) 382/391 [===============================================================>.] Step: 331ms | Tot: 2m5s | Loss: 2.035 | Acc: 30.406% (14906/49024) 383/391 [===============================================================>.] Step: 328ms | Tot: 2m6s | Loss: 2.034 | Acc: 30.434% (14959/49152) 384/391 [===============================================================>.] Step: 321ms | Tot: 2m6s | Loss: 2.033 | Acc: 30.467% (15014/49280) 385/391 [================================================================>] Step: 322ms | Tot: 2m6s | Loss: 2.031 | Acc: 30.527% (15083/49408) 386/391 [================================================================>] Step: 334ms | Tot: 2m7s | Loss: 2.029 | Acc: 30.572% (15144/49536) 387/391 [================================================================>] Step: 334ms | Tot: 2m7s | Loss: 2.028 | Acc: 30.614% (15204/49664) 388/391 [================================================================>] Step: 333ms | Tot: 2m7s | Loss: 2.026 | Acc: 30.639% (15256/49792) 389/391 [================================================================>] Step: 325ms | Tot: 2m8s | Loss: 2.025 | Acc: 30.685% (15318/49920) 390/391 [================================================================>] Step: 365ms | Tot: 2m8s | Loss: 2.024 | Acc: 30.708% (15354/50000) 391/391 + [>................................................................] Step: 933ms | Tot: 2ms | Loss: 1.450 | Acc: 47.000% (47/100) 1/100 [>................................................................] Step: 260ms | Tot: 263ms | Loss: 1.500 | Acc: 42.000% (84/200) 2/100 [=>...............................................................] Step: 268ms | Tot: 531ms | Loss: 1.480 | Acc: 43.667% (131/300) 3/100 [=>...............................................................] Step: 256ms | Tot: 787ms | Loss: 1.513 | Acc: 43.000% (172/400) 4/100 [==>..............................................................] Step: 262ms | Tot: 1s50ms | Loss: 1.522 | Acc: 42.000% (210/500) 5/100 [===>.............................................................] Step: 268ms | Tot: 1s319ms | Loss: 1.524 | Acc: 41.333% (248/600) 6/100 [===>.............................................................] Step: 272ms | Tot: 1s592ms | Loss: 1.529 | Acc: 40.571% (284/700) 7/100 [====>............................................................] Step: 271ms | Tot: 1s863ms | Loss: 1.547 | Acc: 39.750% (318/800) 8/100 [=====>...........................................................] Step: 273ms | Tot: 2s136ms | Loss: 1.545 | Acc: 40.667% (366/900) 9/100 [=====>...........................................................] Step: 267ms | Tot: 2s404ms | Loss: 1.544 | Acc: 41.900% (419/1000) 10/100 [======>..........................................................] Step: 267ms | Tot: 2s672ms | Loss: 1.558 | Acc: 41.636% (458/1100) 11/100 [=======>.........................................................] Step: 265ms | Tot: 2s938ms | Loss: 1.559 | Acc: 40.833% (490/1200) 12/100 [=======>.........................................................] Step: 274ms | Tot: 3s212ms | Loss: 1.569 | Acc: 40.462% (526/1300) 13/100 [========>........................................................] Step: 288ms | Tot: 3s501ms | Loss: 1.576 | Acc: 39.714% (556/1400) 14/100 [=========>.......................................................] Step: 278ms | Tot: 3s779ms | Loss: 1.565 | Acc: 40.000% (600/1500) 15/100 [=========>.......................................................] Step: 274ms | Tot: 4s54ms | Loss: 1.566 | Acc: 40.000% (640/1600) 16/100 [==========>......................................................] Step: 266ms | Tot: 4s320ms | Loss: 1.564 | Acc: 40.294% (685/1700) 17/100 [===========>.....................................................] Step: 274ms | Tot: 4s594ms | Loss: 1.557 | Acc: 40.500% (729/1800) 18/100 [===========>.....................................................] Step: 267ms | Tot: 4s861ms | Loss: 1.554 | Acc: 40.789% (775/1900) 19/100 [============>....................................................] Step: 275ms | Tot: 5s136ms | Loss: 1.559 | Acc: 40.800% (816/2000) 20/100 [=============>...................................................] Step: 277ms | Tot: 5s414ms | Loss: 1.554 | Acc: 41.190% (865/2100) 21/100 [=============>...................................................] Step: 279ms | Tot: 5s693ms | Loss: 1.554 | Acc: 41.227% (907/2200) 22/100 [==============>..................................................] Step: 279ms | Tot: 5s973ms | Loss: 1.553 | Acc: 41.217% (948/2300) 23/100 [==============>..................................................] Step: 273ms | Tot: 6s246ms | Loss: 1.556 | Acc: 41.000% (984/2400) 24/100 [===============>.................................................] Step: 275ms | Tot: 6s522ms | Loss: 1.557 | Acc: 41.000% (1025/2500) 25/100 [================>................................................] Step: 266ms | Tot: 6s788ms | Loss: 1.564 | Acc: 40.577% (1055/2600) 26/100 [================>................................................] Step: 269ms | Tot: 7s58ms | Loss: 1.561 | Acc: 40.593% (1096/2700) 27/100 [=================>...............................................] Step: 274ms | Tot: 7s333ms | Loss: 1.560 | Acc: 40.750% (1141/2800) 28/100 [==================>..............................................] Step: 291ms | Tot: 7s625ms | Loss: 1.565 | Acc: 40.690% (1180/2900) 29/100 [==================>..............................................] Step: 275ms | Tot: 7s900ms | Loss: 1.561 | Acc: 40.967% (1229/3000) 30/100 [===================>.............................................] Step: 276ms | Tot: 8s176ms | Loss: 1.557 | Acc: 41.290% (1280/3100) 31/100 [====================>............................................] Step: 278ms | Tot: 8s455ms | Loss: 1.551 | Acc: 41.656% (1333/3200) 32/100 [====================>............................................] Step: 271ms | Tot: 8s727ms | Loss: 1.548 | Acc: 41.727% (1377/3300) 33/100 [=====================>...........................................] Step: 269ms | Tot: 8s996ms | Loss: 1.549 | Acc: 41.765% (1420/3400) 34/100 [======================>..........................................] Step: 274ms | Tot: 9s271ms | Loss: 1.549 | Acc: 41.771% (1462/3500) 35/100 [======================>..........................................] Step: 285ms | Tot: 9s557ms | Loss: 1.546 | Acc: 41.889% (1508/3600) 36/100 [=======================>.........................................] Step: 278ms | Tot: 9s835ms | Loss: 1.546 | Acc: 41.757% (1545/3700) 37/100 [========================>........................................] Step: 277ms | Tot: 10s113ms | Loss: 1.549 | Acc: 41.658% (1583/3800) 38/100 [========================>........................................] Step: 268ms | Tot: 10s382ms | Loss: 1.548 | Acc: 41.718% (1627/3900) 39/100 [=========================>.......................................] Step: 272ms | Tot: 10s655ms | Loss: 1.547 | Acc: 41.750% (1670/4000) 40/100 [==========================>......................................] Step: 274ms | Tot: 10s929ms | Loss: 1.549 | Acc: 41.707% (1710/4100) 41/100 [==========================>......................................] Step: 269ms | Tot: 11s199ms | Loss: 1.552 | Acc: 41.690% (1751/4200) 42/100 [===========================>.....................................] Step: 281ms | Tot: 11s481ms | Loss: 1.550 | Acc: 41.767% (1796/4300) 43/100 [===========================>.....................................] Step: 273ms | Tot: 11s754ms | Loss: 1.548 | Acc: 41.818% (1840/4400) 44/100 [============================>....................................] Step: 275ms | Tot: 12s30ms | Loss: 1.544 | Acc: 41.822% (1882/4500) 45/100 [=============================>...................................] Step: 267ms | Tot: 12s297ms | Loss: 1.544 | Acc: 41.891% (1927/4600) 46/100 [=============================>...................................] Step: 272ms | Tot: 12s569ms | Loss: 1.541 | Acc: 42.064% (1977/4700) 47/100 [==============================>..................................] Step: 265ms | Tot: 12s835ms | Loss: 1.544 | Acc: 42.021% (2017/4800) 48/100 [===============================>.................................] Step: 270ms | Tot: 13s106ms | Loss: 1.542 | Acc: 42.041% (2060/4900) 49/100 [===============================>.................................] Step: 275ms | Tot: 13s381ms | Loss: 1.539 | Acc: 42.060% (2103/5000) 50/100 [================================>................................] Step: 274ms | Tot: 13s656ms | Loss: 1.539 | Acc: 42.039% (2144/5100) 51/100 [=================================>...............................] Step: 280ms | Tot: 13s936ms | Loss: 1.541 | Acc: 41.962% (2182/5200) 52/100 [=================================>...............................] Step: 267ms | Tot: 14s203ms | Loss: 1.538 | Acc: 42.019% (2227/5300) 53/100 [==================================>..............................] Step: 296ms | Tot: 14s500ms | Loss: 1.538 | Acc: 42.056% (2271/5400) 54/100 [===================================>.............................] Step: 269ms | Tot: 14s769ms | Loss: 1.540 | Acc: 42.036% (2312/5500) 55/100 [===================================>.............................] Step: 271ms | Tot: 15s41ms | Loss: 1.543 | Acc: 41.839% (2343/5600) 56/100 [====================================>............................] Step: 274ms | Tot: 15s315ms | Loss: 1.542 | Acc: 41.965% (2392/5700) 57/100 [=====================================>...........................] Step: 279ms | Tot: 15s594ms | Loss: 1.540 | Acc: 41.931% (2432/5800) 58/100 [=====================================>...........................] Step: 271ms | Tot: 15s865ms | Loss: 1.541 | Acc: 41.881% (2471/5900) 59/100 [======================================>..........................] Step: 271ms | Tot: 16s136ms | Loss: 1.538 | Acc: 42.000% (2520/6000) 60/100 [=======================================>.........................] Step: 271ms | Tot: 16s408ms | Loss: 1.539 | Acc: 42.066% (2566/6100) 61/100 [=======================================>.........................] Step: 271ms | Tot: 16s679ms | Loss: 1.540 | Acc: 42.081% (2609/6200) 62/100 [========================================>........................] Step: 273ms | Tot: 16s953ms | Loss: 1.541 | Acc: 41.952% (2643/6300) 63/100 [========================================>........................] Step: 278ms | Tot: 17s231ms | Loss: 1.540 | Acc: 42.047% (2691/6400) 64/100 [=========================================>.......................] Step: 281ms | Tot: 17s512ms | Loss: 1.540 | Acc: 42.031% (2732/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s781ms | Loss: 1.542 | Acc: 41.864% (2763/6600) 66/100 [==========================================>......................] Step: 270ms | Tot: 18s52ms | Loss: 1.543 | Acc: 41.806% (2801/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 18s320ms | Loss: 1.545 | Acc: 41.706% (2836/6800) 68/100 [============================================>....................] Step: 273ms | Tot: 18s594ms | Loss: 1.545 | Acc: 41.638% (2873/6900) 69/100 [============================================>....................] Step: 278ms | Tot: 18s873ms | Loss: 1.546 | Acc: 41.600% (2912/7000) 70/100 [=============================================>...................] Step: 278ms | Tot: 19s151ms | Loss: 1.545 | Acc: 41.549% (2950/7100) 71/100 [==============================================>..................] Step: 280ms | Tot: 19s431ms | Loss: 1.544 | Acc: 41.667% (3000/7200) 72/100 [==============================================>..................] Step: 267ms | Tot: 19s698ms | Loss: 1.541 | Acc: 41.753% (3048/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s968ms | Loss: 1.540 | Acc: 41.716% (3087/7400) 74/100 [================================================>................] Step: 267ms | Tot: 20s236ms | Loss: 1.539 | Acc: 41.707% (3128/7500) 75/100 [================================================>................] Step: 275ms | Tot: 20s511ms | Loss: 1.540 | Acc: 41.737% (3172/7600) 76/100 [=================================================>...............] Step: 272ms | Tot: 20s783ms | Loss: 1.540 | Acc: 41.779% (3217/7700) 77/100 [==================================================>..............] Step: 276ms | Tot: 21s60ms | Loss: 1.540 | Acc: 41.756% (3257/7800) 78/100 [==================================================>..............] Step: 277ms | Tot: 21s338ms | Loss: 1.539 | Acc: 41.861% (3307/7900) 79/100 [===================================================>.............] Step: 282ms | Tot: 21s620ms | Loss: 1.540 | Acc: 41.800% (3344/8000) 80/100 [====================================================>............] Step: 272ms | Tot: 21s893ms | Loss: 1.540 | Acc: 41.728% (3380/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 22s161ms | Loss: 1.541 | Acc: 41.720% (3421/8200) 82/100 [=====================================================>...........] Step: 273ms | Tot: 22s435ms | Loss: 1.543 | Acc: 41.627% (3455/8300) 83/100 [=====================================================>...........] Step: 274ms | Tot: 22s709ms | Loss: 1.544 | Acc: 41.595% (3494/8400) 84/100 [======================================================>..........] Step: 276ms | Tot: 22s986ms | Loss: 1.545 | Acc: 41.565% (3533/8500) 85/100 [=======================================================>.........] Step: 275ms | Tot: 23s262ms | Loss: 1.544 | Acc: 41.651% (3582/8600) 86/100 [=======================================================>.........] Step: 275ms | Tot: 23s537ms | Loss: 1.545 | Acc: 41.552% (3615/8700) 87/100 [========================================================>........] Step: 268ms | Tot: 23s806ms | Loss: 1.545 | Acc: 41.534% (3655/8800) 88/100 [=========================================================>.......] Step: 275ms | Tot: 24s81ms | Loss: 1.544 | Acc: 41.629% (3705/8900) 89/100 [=========================================================>.......] Step: 268ms | Tot: 24s350ms | Loss: 1.546 | Acc: 41.589% (3743/9000) 90/100 [==========================================================>......] Step: 279ms | Tot: 24s630ms | Loss: 1.544 | Acc: 41.681% (3793/9100) 91/100 [===========================================================>.....] Step: 274ms | Tot: 24s904ms | Loss: 1.544 | Acc: 41.696% (3836/9200) 92/100 [===========================================================>.....] Step: 275ms | Tot: 25s179ms | Loss: 1.542 | Acc: 41.763% (3884/9300) 93/100 [============================================================>....] Step: 275ms | Tot: 25s454ms | Loss: 1.542 | Acc: 41.755% (3925/9400) 94/100 [=============================================================>...] Step: 266ms | Tot: 25s721ms | Loss: 1.540 | Acc: 41.821% (3973/9500) 95/100 [=============================================================>...] Step: 268ms | Tot: 25s989ms | Loss: 1.542 | Acc: 41.844% (4017/9600) 96/100 [==============================================================>..] Step: 268ms | Tot: 26s258ms | Loss: 1.543 | Acc: 41.773% (4052/9700) 97/100 [===============================================================>.] Step: 287ms | Tot: 26s545ms | Loss: 1.544 | Acc: 41.776% (4094/9800) 98/100 [===============================================================>.] Step: 277ms | Tot: 26s822ms | Loss: 1.542 | Acc: 41.808% (4139/9900) 99/100 [================================================================>] Step: 276ms | Tot: 27s99ms | Loss: 1.543 | Acc: 41.830% (4183/10000) 100/100 +Saving.. + +Epoch: 1 + [>................................................................] Step: 1s179ms | Tot: 2ms | Loss: 1.520 | Acc: 39.844% (51/128) 1/391 [>................................................................] Step: 355ms | Tot: 358ms | Loss: 1.468 | Acc: 42.578% (109/256) 2/391 [>................................................................] Step: 332ms | Tot: 691ms | Loss: 1.511 | Acc: 42.969% (165/384) 3/391 [>................................................................] Step: 329ms | Tot: 1s20ms | Loss: 1.501 | Acc: 43.359% (222/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s347ms | Loss: 1.436 | Acc: 46.719% (299/640) 5/391 [>................................................................] Step: 321ms | Tot: 1s668ms | Loss: 1.429 | Acc: 46.354% (356/768) 6/391 [>................................................................] Step: 326ms | Tot: 1s995ms | Loss: 1.448 | Acc: 46.205% (414/896) 7/391 [=>...............................................................] Step: 337ms | Tot: 2s333ms | Loss: 1.453 | Acc: 45.996% (471/1024) 8/391 [=>...............................................................] Step: 328ms | Tot: 2s661ms | Loss: 1.464 | Acc: 45.660% (526/1152) 9/391 [=>...............................................................] Step: 328ms | Tot: 2s989ms | Loss: 1.461 | Acc: 45.859% (587/1280) 10/391 [=>...............................................................] Step: 327ms | Tot: 3s317ms | Loss: 1.467 | Acc: 45.597% (642/1408) 11/391 [=>...............................................................] Step: 320ms | Tot: 3s637ms | Loss: 1.466 | Acc: 45.312% (696/1536) 12/391 [=>...............................................................] Step: 321ms | Tot: 3s959ms | Loss: 1.460 | Acc: 45.613% (759/1664) 13/391 [==>..............................................................] Step: 335ms | Tot: 4s295ms | Loss: 1.469 | Acc: 45.257% (811/1792) 14/391 [==>..............................................................] Step: 329ms | Tot: 4s624ms | Loss: 1.471 | Acc: 44.792% (860/1920) 15/391 [==>..............................................................] Step: 329ms | Tot: 4s953ms | Loss: 1.471 | Acc: 44.482% (911/2048) 16/391 [==>..............................................................] Step: 327ms | Tot: 5s280ms | Loss: 1.473 | Acc: 44.439% (967/2176) 17/391 [==>..............................................................] Step: 319ms | Tot: 5s600ms | Loss: 1.473 | Acc: 44.618% (1028/2304) 18/391 [==>..............................................................] Step: 326ms | Tot: 5s927ms | Loss: 1.478 | Acc: 44.408% (1080/2432) 19/391 [===>.............................................................] Step: 334ms | Tot: 6s261ms | Loss: 1.480 | Acc: 44.531% (1140/2560) 20/391 [===>.............................................................] Step: 328ms | Tot: 6s589ms | Loss: 1.488 | Acc: 44.048% (1184/2688) 21/391 [===>.............................................................] Step: 323ms | Tot: 6s913ms | Loss: 1.492 | Acc: 43.928% (1237/2816) 22/391 [===>.............................................................] Step: 327ms | Tot: 7s240ms | Loss: 1.491 | Acc: 43.988% (1295/2944) 23/391 [===>.............................................................] Step: 321ms | Tot: 7s561ms | Loss: 1.492 | Acc: 43.978% (1351/3072) 24/391 [===>.............................................................] Step: 332ms | Tot: 7s894ms | Loss: 1.495 | Acc: 43.938% (1406/3200) 25/391 [====>............................................................] Step: 336ms | Tot: 8s231ms | Loss: 1.498 | Acc: 43.750% (1456/3328) 26/391 [====>............................................................] Step: 331ms | Tot: 8s563ms | Loss: 1.498 | Acc: 43.895% (1517/3456) 27/391 [====>............................................................] Step: 324ms | Tot: 8s887ms | Loss: 1.496 | Acc: 43.806% (1570/3584) 28/391 [====>............................................................] Step: 324ms | Tot: 9s212ms | Loss: 1.499 | Acc: 43.777% (1625/3712) 29/391 [====>............................................................] Step: 319ms | Tot: 9s531ms | Loss: 1.495 | Acc: 43.854% (1684/3840) 30/391 [====>............................................................] Step: 327ms | Tot: 9s859ms | Loss: 1.494 | Acc: 43.901% (1742/3968) 31/391 [=====>...........................................................] Step: 330ms | Tot: 10s189ms | Loss: 1.496 | Acc: 43.726% (1791/4096) 32/391 [=====>...........................................................] Step: 331ms | Tot: 10s520ms | Loss: 1.501 | Acc: 43.821% (1851/4224) 33/391 [=====>...........................................................] Step: 326ms | Tot: 10s847ms | Loss: 1.504 | Acc: 43.681% (1901/4352) 34/391 [=====>...........................................................] Step: 324ms | Tot: 11s171ms | Loss: 1.503 | Acc: 43.817% (1963/4480) 35/391 [=====>...........................................................] Step: 323ms | Tot: 11s494ms | Loss: 1.510 | Acc: 43.685% (2013/4608) 36/391 [=====>...........................................................] Step: 332ms | Tot: 11s827ms | Loss: 1.509 | Acc: 43.708% (2070/4736) 37/391 [======>..........................................................] Step: 333ms | Tot: 12s160ms | Loss: 1.510 | Acc: 43.771% (2129/4864) 38/391 [======>..........................................................] Step: 328ms | Tot: 12s489ms | Loss: 1.506 | Acc: 44.010% (2197/4992) 39/391 [======>..........................................................] Step: 326ms | Tot: 12s816ms | Loss: 1.507 | Acc: 43.926% (2249/5120) 40/391 [======>..........................................................] Step: 323ms | Tot: 13s139ms | Loss: 1.505 | Acc: 43.941% (2306/5248) 41/391 [======>..........................................................] Step: 323ms | Tot: 13s463ms | Loss: 1.500 | Acc: 44.066% (2369/5376) 42/391 [======>..........................................................] Step: 333ms | Tot: 13s796ms | Loss: 1.499 | Acc: 44.113% (2428/5504) 43/391 [=======>.........................................................] Step: 333ms | Tot: 14s129ms | Loss: 1.498 | Acc: 44.123% (2485/5632) 44/391 [=======>.........................................................] Step: 333ms | Tot: 14s463ms | Loss: 1.500 | Acc: 44.132% (2542/5760) 45/391 [=======>.........................................................] Step: 323ms | Tot: 14s787ms | Loss: 1.502 | Acc: 44.107% (2597/5888) 46/391 [=======>.........................................................] Step: 320ms | Tot: 15s108ms | Loss: 1.500 | Acc: 44.132% (2655/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s432ms | Loss: 1.500 | Acc: 44.141% (2712/6144) 48/391 [=======>.........................................................] Step: 330ms | Tot: 15s763ms | Loss: 1.500 | Acc: 44.165% (2770/6272) 49/391 [========>........................................................] Step: 328ms | Tot: 16s91ms | Loss: 1.500 | Acc: 44.000% (2816/6400) 50/391 [========>........................................................] Step: 335ms | Tot: 16s427ms | Loss: 1.499 | Acc: 44.164% (2883/6528) 51/391 [========>........................................................] Step: 334ms | Tot: 16s761ms | Loss: 1.500 | Acc: 44.156% (2939/6656) 52/391 [========>........................................................] Step: 321ms | Tot: 17s82ms | Loss: 1.500 | Acc: 44.295% (3005/6784) 53/391 [========>........................................................] Step: 326ms | Tot: 17s409ms | Loss: 1.501 | Acc: 44.213% (3056/6912) 54/391 [========>........................................................] Step: 328ms | Tot: 17s737ms | Loss: 1.500 | Acc: 44.276% (3117/7040) 55/391 [=========>.......................................................] Step: 330ms | Tot: 18s67ms | Loss: 1.500 | Acc: 44.322% (3177/7168) 56/391 [=========>.......................................................] Step: 333ms | Tot: 18s401ms | Loss: 1.502 | Acc: 44.216% (3226/7296) 57/391 [=========>.......................................................] Step: 323ms | Tot: 18s725ms | Loss: 1.500 | Acc: 44.195% (3281/7424) 58/391 [=========>.......................................................] Step: 323ms | Tot: 19s49ms | Loss: 1.503 | Acc: 44.094% (3330/7552) 59/391 [=========>.......................................................] Step: 330ms | Tot: 19s379ms | Loss: 1.507 | Acc: 43.971% (3377/7680) 60/391 [=========>.......................................................] Step: 335ms | Tot: 19s715ms | Loss: 1.508 | Acc: 44.006% (3436/7808) 61/391 [==========>......................................................] Step: 328ms | Tot: 20s43ms | Loss: 1.509 | Acc: 44.040% (3495/7936) 62/391 [==========>......................................................] Step: 333ms | Tot: 20s377ms | Loss: 1.509 | Acc: 43.998% (3548/8064) 63/391 [==========>......................................................] Step: 329ms | Tot: 20s706ms | Loss: 1.509 | Acc: 44.019% (3606/8192) 64/391 [==========>......................................................] Step: 336ms | Tot: 21s43ms | Loss: 1.509 | Acc: 44.014% (3662/8320) 65/391 [==========>......................................................] Step: 335ms | Tot: 21s379ms | Loss: 1.512 | Acc: 43.963% (3714/8448) 66/391 [==========>......................................................] Step: 337ms | Tot: 21s716ms | Loss: 1.512 | Acc: 43.995% (3773/8576) 67/391 [===========>.....................................................] Step: 336ms | Tot: 22s53ms | Loss: 1.513 | Acc: 44.014% (3831/8704) 68/391 [===========>.....................................................] Step: 339ms | Tot: 22s392ms | Loss: 1.512 | Acc: 44.090% (3894/8832) 69/391 [===========>.....................................................] Step: 333ms | Tot: 22s726ms | Loss: 1.513 | Acc: 44.029% (3945/8960) 70/391 [===========>.....................................................] Step: 330ms | Tot: 23s56ms | Loss: 1.513 | Acc: 44.058% (4004/9088) 71/391 [===========>.....................................................] Step: 347ms | Tot: 23s403ms | Loss: 1.515 | Acc: 43.967% (4052/9216) 72/391 [===========>.....................................................] Step: 342ms | Tot: 23s746ms | Loss: 1.514 | Acc: 43.975% (4109/9344) 73/391 [============>....................................................] Step: 344ms | Tot: 24s90ms | Loss: 1.513 | Acc: 44.056% (4173/9472) 74/391 [============>....................................................] Step: 345ms | Tot: 24s436ms | Loss: 1.512 | Acc: 44.073% (4231/9600) 75/391 [============>....................................................] Step: 332ms | Tot: 24s769ms | Loss: 1.510 | Acc: 44.079% (4288/9728) 76/391 [============>....................................................] Step: 331ms | Tot: 25s100ms | Loss: 1.508 | Acc: 44.207% (4357/9856) 77/391 [============>....................................................] Step: 335ms | Tot: 25s436ms | Loss: 1.509 | Acc: 44.171% (4410/9984) 78/391 [============>....................................................] Step: 334ms | Tot: 25s771ms | Loss: 1.506 | Acc: 44.333% (4483/10112) 79/391 [=============>...................................................] Step: 330ms | Tot: 26s101ms | Loss: 1.506 | Acc: 44.355% (4542/10240) 80/391 [=============>...................................................] Step: 334ms | Tot: 26s436ms | Loss: 1.508 | Acc: 44.329% (4596/10368) 81/391 [=============>...................................................] Step: 330ms | Tot: 26s766ms | Loss: 1.507 | Acc: 44.312% (4651/10496) 82/391 [=============>...................................................] Step: 328ms | Tot: 27s95ms | Loss: 1.505 | Acc: 44.315% (4708/10624) 83/391 [=============>...................................................] Step: 333ms | Tot: 27s429ms | Loss: 1.503 | Acc: 44.373% (4771/10752) 84/391 [=============>...................................................] Step: 331ms | Tot: 27s760ms | Loss: 1.501 | Acc: 44.494% (4841/10880) 85/391 [==============>..................................................] Step: 329ms | Tot: 28s90ms | Loss: 1.500 | Acc: 44.513% (4900/11008) 86/391 [==============>..................................................] Step: 333ms | Tot: 28s423ms | Loss: 1.499 | Acc: 44.576% (4964/11136) 87/391 [==============>..................................................] Step: 338ms | Tot: 28s762ms | Loss: 1.498 | Acc: 44.700% (5035/11264) 88/391 [==============>..................................................] Step: 328ms | Tot: 29s91ms | Loss: 1.500 | Acc: 44.672% (5089/11392) 89/391 [==============>..................................................] Step: 333ms | Tot: 29s424ms | Loss: 1.502 | Acc: 44.566% (5134/11520) 90/391 [==============>..................................................] Step: 335ms | Tot: 29s759ms | Loss: 1.501 | Acc: 44.548% (5189/11648) 91/391 [===============>.................................................] Step: 329ms | Tot: 30s89ms | Loss: 1.499 | Acc: 44.582% (5250/11776) 92/391 [===============>.................................................] Step: 334ms | Tot: 30s423ms | Loss: 1.497 | Acc: 44.716% (5323/11904) 93/391 [===============>.................................................] Step: 329ms | Tot: 30s753ms | Loss: 1.497 | Acc: 44.656% (5373/12032) 94/391 [===============>.................................................] Step: 331ms | Tot: 31s84ms | Loss: 1.498 | Acc: 44.630% (5427/12160) 95/391 [===============>.................................................] Step: 337ms | Tot: 31s421ms | Loss: 1.498 | Acc: 44.653% (5487/12288) 96/391 [===============>.................................................] Step: 337ms | Tot: 31s758ms | Loss: 1.496 | Acc: 44.741% (5555/12416) 97/391 [================>................................................] Step: 327ms | Tot: 32s85ms | Loss: 1.494 | Acc: 44.739% (5612/12544) 98/391 [================>................................................] Step: 333ms | Tot: 32s419ms | Loss: 1.492 | Acc: 44.815% (5679/12672) 99/391 [================>................................................] Step: 331ms | Tot: 32s751ms | Loss: 1.491 | Acc: 44.812% (5736/12800) 100/391 [================>................................................] Step: 328ms | Tot: 33s79ms | Loss: 1.490 | Acc: 44.817% (5794/12928) 101/391 [================>................................................] Step: 335ms | Tot: 33s415ms | Loss: 1.488 | Acc: 44.937% (5867/13056) 102/391 [================>................................................] Step: 331ms | Tot: 33s746ms | Loss: 1.488 | Acc: 44.910% (5921/13184) 103/391 [=================>...............................................] Step: 328ms | Tot: 34s75ms | Loss: 1.487 | Acc: 44.959% (5985/13312) 104/391 [=================>...............................................] Step: 335ms | Tot: 34s410ms | Loss: 1.485 | Acc: 45.030% (6052/13440) 105/391 [=================>...............................................] Step: 333ms | Tot: 34s744ms | Loss: 1.482 | Acc: 45.069% (6115/13568) 106/391 [=================>...............................................] Step: 328ms | Tot: 35s73ms | Loss: 1.483 | Acc: 45.028% (6167/13696) 107/391 [=================>...............................................] Step: 336ms | Tot: 35s409ms | Loss: 1.482 | Acc: 45.088% (6233/13824) 108/391 [=================>...............................................] Step: 331ms | Tot: 35s740ms | Loss: 1.482 | Acc: 45.126% (6296/13952) 109/391 [==================>..............................................] Step: 328ms | Tot: 36s69ms | Loss: 1.483 | Acc: 45.064% (6345/14080) 110/391 [==================>..............................................] Step: 337ms | Tot: 36s407ms | Loss: 1.482 | Acc: 45.144% (6414/14208) 111/391 [==================>..............................................] Step: 331ms | Tot: 36s739ms | Loss: 1.481 | Acc: 45.222% (6483/14336) 112/391 [==================>..............................................] Step: 330ms | Tot: 37s69ms | Loss: 1.480 | Acc: 45.257% (6546/14464) 113/391 [==================>..............................................] Step: 336ms | Tot: 37s405ms | Loss: 1.479 | Acc: 45.299% (6610/14592) 114/391 [==================>..............................................] Step: 337ms | Tot: 37s742ms | Loss: 1.479 | Acc: 45.353% (6676/14720) 115/391 [===================>.............................................] Step: 328ms | Tot: 38s70ms | Loss: 1.479 | Acc: 45.360% (6735/14848) 116/391 [===================>.............................................] Step: 338ms | Tot: 38s409ms | Loss: 1.477 | Acc: 45.419% (6802/14976) 117/391 [===================>.............................................] Step: 332ms | Tot: 38s741ms | Loss: 1.478 | Acc: 45.405% (6858/15104) 118/391 [===================>.............................................] Step: 331ms | Tot: 39s72ms | Loss: 1.478 | Acc: 45.424% (6919/15232) 119/391 [===================>.............................................] Step: 337ms | Tot: 39s409ms | Loss: 1.477 | Acc: 45.443% (6980/15360) 120/391 [===================>.............................................] Step: 335ms | Tot: 39s745ms | Loss: 1.475 | Acc: 45.558% (7056/15488) 121/391 [====================>............................................] Step: 328ms | Tot: 40s73ms | Loss: 1.474 | Acc: 45.607% (7122/15616) 122/391 [====================>............................................] Step: 334ms | Tot: 40s408ms | Loss: 1.473 | Acc: 45.662% (7189/15744) 123/391 [====================>............................................] Step: 334ms | Tot: 40s743ms | Loss: 1.473 | Acc: 45.703% (7254/15872) 124/391 [====================>............................................] Step: 327ms | Tot: 41s70ms | Loss: 1.472 | Acc: 45.681% (7309/16000) 125/391 [====================>............................................] Step: 332ms | Tot: 41s403ms | Loss: 1.471 | Acc: 45.709% (7372/16128) 126/391 [====================>............................................] Step: 325ms | Tot: 41s729ms | Loss: 1.470 | Acc: 45.768% (7440/16256) 127/391 [=====================>...........................................] Step: 323ms | Tot: 42s52ms | Loss: 1.468 | Acc: 45.862% (7514/16384) 128/391 [=====================>...........................................] Step: 332ms | Tot: 42s384ms | Loss: 1.467 | Acc: 45.942% (7586/16512) 129/391 [=====================>...........................................] Step: 322ms | Tot: 42s707ms | Loss: 1.466 | Acc: 45.931% (7643/16640) 130/391 [=====================>...........................................] Step: 322ms | Tot: 43s29ms | Loss: 1.466 | Acc: 45.957% (7706/16768) 131/391 [=====================>...........................................] Step: 332ms | Tot: 43s362ms | Loss: 1.464 | Acc: 46.035% (7778/16896) 132/391 [=====================>...........................................] Step: 325ms | Tot: 43s688ms | Loss: 1.462 | Acc: 46.123% (7852/17024) 133/391 [======================>..........................................] Step: 323ms | Tot: 44s11ms | Loss: 1.462 | Acc: 46.135% (7913/17152) 134/391 [======================>..........................................] Step: 331ms | Tot: 44s342ms | Loss: 1.462 | Acc: 46.186% (7981/17280) 135/391 [======================>..........................................] Step: 321ms | Tot: 44s663ms | Loss: 1.461 | Acc: 46.220% (8046/17408) 136/391 [======================>..........................................] Step: 322ms | Tot: 44s986ms | Loss: 1.459 | Acc: 46.253% (8111/17536) 137/391 [======================>..........................................] Step: 329ms | Tot: 45s315ms | Loss: 1.458 | Acc: 46.269% (8173/17664) 138/391 [======================>..........................................] Step: 322ms | Tot: 45s638ms | Loss: 1.456 | Acc: 46.313% (8240/17792) 139/391 [=======================>.........................................] Step: 324ms | Tot: 45s963ms | Loss: 1.455 | Acc: 46.356% (8307/17920) 140/391 [=======================>.........................................] Step: 332ms | Tot: 46s296ms | Loss: 1.454 | Acc: 46.410% (8376/18048) 141/391 [=======================>.........................................] Step: 327ms | Tot: 46s623ms | Loss: 1.454 | Acc: 46.407% (8435/18176) 142/391 [=======================>.........................................] Step: 335ms | Tot: 46s959ms | Loss: 1.454 | Acc: 46.411% (8495/18304) 143/391 [=======================>.........................................] Step: 331ms | Tot: 47s291ms | Loss: 1.454 | Acc: 46.414% (8555/18432) 144/391 [=======================>.........................................] Step: 320ms | Tot: 47s611ms | Loss: 1.453 | Acc: 46.449% (8621/18560) 145/391 [========================>........................................] Step: 326ms | Tot: 47s938ms | Loss: 1.453 | Acc: 46.484% (8687/18688) 146/391 [========================>........................................] Step: 330ms | Tot: 48s268ms | Loss: 1.451 | Acc: 46.524% (8754/18816) 147/391 [========================>........................................] Step: 327ms | Tot: 48s596ms | Loss: 1.451 | Acc: 46.516% (8812/18944) 148/391 [========================>........................................] Step: 323ms | Tot: 48s919ms | Loss: 1.450 | Acc: 46.534% (8875/19072) 149/391 [========================>........................................] Step: 332ms | Tot: 49s252ms | Loss: 1.451 | Acc: 46.484% (8925/19200) 150/391 [========================>........................................] Step: 329ms | Tot: 49s581ms | Loss: 1.450 | Acc: 46.508% (8989/19328) 151/391 [=========================>.......................................] Step: 330ms | Tot: 49s911ms | Loss: 1.450 | Acc: 46.515% (9050/19456) 152/391 [=========================>.......................................] Step: 332ms | Tot: 50s244ms | Loss: 1.450 | Acc: 46.512% (9109/19584) 153/391 [=========================>.......................................] Step: 322ms | Tot: 50s566ms | Loss: 1.451 | Acc: 46.505% (9167/19712) 154/391 [=========================>.......................................] Step: 321ms | Tot: 50s888ms | Loss: 1.451 | Acc: 46.502% (9226/19840) 155/391 [=========================>.......................................] Step: 333ms | Tot: 51s221ms | Loss: 1.450 | Acc: 46.539% (9293/19968) 156/391 [=========================>.......................................] Step: 321ms | Tot: 51s543ms | Loss: 1.450 | Acc: 46.566% (9358/20096) 157/391 [==========================>......................................] Step: 324ms | Tot: 51s867ms | Loss: 1.450 | Acc: 46.583% (9421/20224) 158/391 [==========================>......................................] Step: 325ms | Tot: 52s192ms | Loss: 1.449 | Acc: 46.624% (9489/20352) 159/391 [==========================>......................................] Step: 325ms | Tot: 52s517ms | Loss: 1.448 | Acc: 46.631% (9550/20480) 160/391 [==========================>......................................] Step: 325ms | Tot: 52s843ms | Loss: 1.447 | Acc: 46.642% (9612/20608) 161/391 [==========================>......................................] Step: 327ms | Tot: 53s170ms | Loss: 1.447 | Acc: 46.682% (9680/20736) 162/391 [==========================>......................................] Step: 324ms | Tot: 53s494ms | Loss: 1.446 | Acc: 46.755% (9755/20864) 163/391 [===========================>.....................................] Step: 322ms | Tot: 53s816ms | Loss: 1.447 | Acc: 46.751% (9814/20992) 164/391 [===========================>.....................................] Step: 323ms | Tot: 54s140ms | Loss: 1.445 | Acc: 46.747% (9873/21120) 165/391 [===========================>.....................................] Step: 324ms | Tot: 54s464ms | Loss: 1.445 | Acc: 46.771% (9938/21248) 166/391 [===========================>.....................................] Step: 323ms | Tot: 54s787ms | Loss: 1.445 | Acc: 46.763% (9996/21376) 167/391 [===========================>.....................................] Step: 322ms | Tot: 55s109ms | Loss: 1.444 | Acc: 46.787% (10061/21504) 168/391 [===========================>.....................................] Step: 327ms | Tot: 55s437ms | Loss: 1.443 | Acc: 46.787% (10121/21632) 169/391 [============================>....................................] Step: 324ms | Tot: 55s761ms | Loss: 1.442 | Acc: 46.806% (10185/21760) 170/391 [============================>....................................] Step: 324ms | Tot: 56s86ms | Loss: 1.442 | Acc: 46.793% (10242/21888) 171/391 [============================>....................................] Step: 328ms | Tot: 56s414ms | Loss: 1.441 | Acc: 46.834% (10311/22016) 172/391 [============================>....................................] Step: 322ms | Tot: 56s737ms | Loss: 1.441 | Acc: 46.834% (10371/22144) 173/391 [============================>....................................] Step: 322ms | Tot: 57s59ms | Loss: 1.441 | Acc: 46.848% (10434/22272) 174/391 [============================>....................................] Step: 327ms | Tot: 57s387ms | Loss: 1.440 | Acc: 46.857% (10496/22400) 175/391 [=============================>...................................] Step: 322ms | Tot: 57s710ms | Loss: 1.440 | Acc: 46.884% (10562/22528) 176/391 [=============================>...................................] Step: 320ms | Tot: 58s31ms | Loss: 1.439 | Acc: 46.924% (10631/22656) 177/391 [=============================>...................................] Step: 331ms | Tot: 58s362ms | Loss: 1.438 | Acc: 46.945% (10696/22784) 178/391 [=============================>...................................] Step: 325ms | Tot: 58s688ms | Loss: 1.437 | Acc: 46.975% (10763/22912) 179/391 [=============================>...................................] Step: 323ms | Tot: 59s11ms | Loss: 1.436 | Acc: 47.010% (10831/23040) 180/391 [=============================>...................................] Step: 329ms | Tot: 59s341ms | Loss: 1.436 | Acc: 47.013% (10892/23168) 181/391 [==============================>..................................] Step: 324ms | Tot: 59s665ms | Loss: 1.436 | Acc: 47.004% (10950/23296) 182/391 [==============================>..................................] Step: 324ms | Tot: 59s989ms | Loss: 1.435 | Acc: 47.024% (11015/23424) 183/391 [==============================>..................................] Step: 329ms | Tot: 1m319ms | Loss: 1.434 | Acc: 47.053% (11082/23552) 184/391 [==============================>..................................] Step: 322ms | Tot: 1m641ms | Loss: 1.433 | Acc: 47.086% (11150/23680) 185/391 [==============================>..................................] Step: 319ms | Tot: 1m961ms | Loss: 1.432 | Acc: 47.119% (11218/23808) 186/391 [==============================>..................................] Step: 332ms | Tot: 1m1s | Loss: 1.432 | Acc: 47.138% (11283/23936) 187/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 1.431 | Acc: 47.158% (11348/24064) 188/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 1.431 | Acc: 47.152% (11407/24192) 189/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 1.430 | Acc: 47.159% (11469/24320) 190/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 1.429 | Acc: 47.182% (11535/24448) 191/391 [===============================>.................................] Step: 320ms | Tot: 1m2s | Loss: 1.428 | Acc: 47.180% (11595/24576) 192/391 [===============================>.................................] Step: 329ms | Tot: 1m3s | Loss: 1.428 | Acc: 47.219% (11665/24704) 193/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 1.427 | Acc: 47.262% (11736/24832) 194/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 1.427 | Acc: 47.260% (11796/24960) 195/391 [================================>................................] Step: 331ms | Tot: 1m4s | Loss: 1.427 | Acc: 47.274% (11860/25088) 196/391 [================================>................................] Step: 321ms | Tot: 1m4s | Loss: 1.426 | Acc: 47.311% (11930/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 1.426 | Acc: 47.325% (11994/25344) 198/391 [================================>................................] Step: 326ms | Tot: 1m5s | Loss: 1.426 | Acc: 47.315% (12052/25472) 199/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 1.426 | Acc: 47.293% (12107/25600) 200/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 1.426 | Acc: 47.303% (12170/25728) 201/391 [=================================>...............................] Step: 321ms | Tot: 1m6s | Loss: 1.425 | Acc: 47.324% (12236/25856) 202/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 1.424 | Acc: 47.341% (12301/25984) 203/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 1.423 | Acc: 47.384% (12373/26112) 204/391 [=================================>...............................] Step: 326ms | Tot: 1m7s | Loss: 1.422 | Acc: 47.393% (12436/26240) 205/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 1.422 | Acc: 47.398% (12498/26368) 206/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 1.421 | Acc: 47.449% (12572/26496) 207/391 [==================================>..............................] Step: 320ms | Tot: 1m8s | Loss: 1.421 | Acc: 47.480% (12641/26624) 208/391 [==================================>..............................] Step: 329ms | Tot: 1m8s | Loss: 1.420 | Acc: 47.507% (12709/26752) 209/391 [==================================>..............................] Step: 323ms | Tot: 1m8s | Loss: 1.419 | Acc: 47.545% (12780/26880) 210/391 [==================================>..............................] Step: 322ms | Tot: 1m9s | Loss: 1.419 | Acc: 47.556% (12844/27008) 211/391 [===================================>.............................] Step: 328ms | Tot: 1m9s | Loss: 1.418 | Acc: 47.594% (12915/27136) 212/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 1.417 | Acc: 47.627% (12985/27264) 213/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 1.417 | Acc: 47.671% (13058/27392) 214/391 [===================================>.............................] Step: 330ms | Tot: 1m10s | Loss: 1.416 | Acc: 47.660% (13116/27520) 215/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 1.415 | Acc: 47.707% (13190/27648) 216/391 [===================================>.............................] Step: 321ms | Tot: 1m11s | Loss: 1.415 | Acc: 47.728% (13257/27776) 217/391 [====================================>............................] Step: 326ms | Tot: 1m11s | Loss: 1.415 | Acc: 47.746% (13323/27904) 218/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 1.414 | Acc: 47.770% (13391/28032) 219/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 1.413 | Acc: 47.805% (13462/28160) 220/391 [====================================>............................] Step: 337ms | Tot: 1m12s | Loss: 1.412 | Acc: 47.861% (13539/28288) 221/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 1.412 | Acc: 47.889% (13608/28416) 222/391 [====================================>............................] Step: 323ms | Tot: 1m13s | Loss: 1.411 | Acc: 47.912% (13676/28544) 223/391 [=====================================>...........................] Step: 329ms | Tot: 1m13s | Loss: 1.411 | Acc: 47.914% (13738/28672) 224/391 [=====================================>...........................] Step: 330ms | Tot: 1m13s | Loss: 1.411 | Acc: 47.931% (13804/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 1.410 | Acc: 48.009% (13888/28928) 226/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 1.410 | Acc: 48.045% (13960/29056) 227/391 [=====================================>...........................] Step: 319ms | Tot: 1m14s | Loss: 1.409 | Acc: 48.057% (14025/29184) 228/391 [=====================================>...........................] Step: 318ms | Tot: 1m14s | Loss: 1.409 | Acc: 48.083% (14094/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 1.409 | Acc: 48.091% (14158/29440) 230/391 [======================================>..........................] Step: 319ms | Tot: 1m15s | Loss: 1.409 | Acc: 48.103% (14223/29568) 231/391 [======================================>..........................] Step: 326ms | Tot: 1m15s | Loss: 1.408 | Acc: 48.155% (14300/29696) 232/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 1.408 | Acc: 48.166% (14365/29824) 233/391 [======================================>..........................] Step: 322ms | Tot: 1m16s | Loss: 1.407 | Acc: 48.204% (14438/29952) 234/391 [======================================>..........................] Step: 322ms | Tot: 1m16s | Loss: 1.407 | Acc: 48.188% (14495/30080) 235/391 [=======================================>.........................] Step: 333ms | Tot: 1m17s | Loss: 1.405 | Acc: 48.242% (14573/30208) 236/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 1.404 | Acc: 48.289% (14649/30336) 237/391 [=======================================>.........................] Step: 327ms | Tot: 1m17s | Loss: 1.404 | Acc: 48.329% (14723/30464) 238/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 1.403 | Acc: 48.349% (14791/30592) 239/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 1.403 | Acc: 48.372% (14860/30720) 240/391 [=======================================>.........................] Step: 328ms | Tot: 1m18s | Loss: 1.403 | Acc: 48.389% (14927/30848) 241/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 1.402 | Acc: 48.418% (14998/30976) 242/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 1.402 | Acc: 48.425% (15062/31104) 243/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 1.402 | Acc: 48.409% (15119/31232) 244/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 1.402 | Acc: 48.428% (15187/31360) 245/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 1.401 | Acc: 48.469% (15262/31488) 246/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 1.401 | Acc: 48.472% (15325/31616) 247/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 1.401 | Acc: 48.494% (15394/31744) 248/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 1.400 | Acc: 48.541% (15471/31872) 249/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 1.399 | Acc: 48.572% (15543/32000) 250/391 [=========================================>.......................] Step: 318ms | Tot: 1m22s | Loss: 1.399 | Acc: 48.565% (15603/32128) 251/391 [=========================================>.......................] Step: 325ms | Tot: 1m22s | Loss: 1.399 | Acc: 48.568% (15666/32256) 252/391 [=========================================>.......................] Step: 325ms | Tot: 1m22s | Loss: 1.398 | Acc: 48.620% (15745/32384) 253/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 1.397 | Acc: 48.644% (15815/32512) 254/391 [==========================================>......................] Step: 327ms | Tot: 1m23s | Loss: 1.397 | Acc: 48.652% (15880/32640) 255/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 1.396 | Acc: 48.703% (15959/32768) 256/391 [==========================================>......................] Step: 323ms | Tot: 1m24s | Loss: 1.395 | Acc: 48.732% (16031/32896) 257/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 1.395 | Acc: 48.755% (16101/33024) 258/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 1.394 | Acc: 48.772% (16169/33152) 259/391 [===========================================>.....................] Step: 328ms | Tot: 1m25s | Loss: 1.394 | Acc: 48.801% (16241/33280) 260/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 1.394 | Acc: 48.812% (16307/33408) 261/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 1.393 | Acc: 48.849% (16382/33536) 262/391 [===========================================>.....................] Step: 320ms | Tot: 1m26s | Loss: 1.392 | Acc: 48.883% (16456/33664) 263/391 [===========================================>.....................] Step: 328ms | Tot: 1m26s | Loss: 1.392 | Acc: 48.923% (16532/33792) 264/391 [===========================================>.....................] Step: 324ms | Tot: 1m26s | Loss: 1.391 | Acc: 48.953% (16605/33920) 265/391 [============================================>....................] Step: 321ms | Tot: 1m26s | Loss: 1.390 | Acc: 48.990% (16680/34048) 266/391 [============================================>....................] Step: 328ms | Tot: 1m27s | Loss: 1.389 | Acc: 49.008% (16749/34176) 267/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 1.389 | Acc: 49.035% (16821/34304) 268/391 [============================================>....................] Step: 320ms | Tot: 1m27s | Loss: 1.389 | Acc: 49.042% (16886/34432) 269/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 1.389 | Acc: 49.068% (16958/34560) 270/391 [============================================>....................] Step: 323ms | Tot: 1m28s | Loss: 1.388 | Acc: 49.092% (17029/34688) 271/391 [=============================================>...................] Step: 325ms | Tot: 1m28s | Loss: 1.388 | Acc: 49.107% (17097/34816) 272/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 1.387 | Acc: 49.133% (17169/34944) 273/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 1.387 | Acc: 49.142% (17235/35072) 274/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 1.387 | Acc: 49.165% (17306/35200) 275/391 [=============================================>...................] Step: 330ms | Tot: 1m30s | Loss: 1.386 | Acc: 49.179% (17374/35328) 276/391 [=============================================>...................] Step: 330ms | Tot: 1m30s | Loss: 1.386 | Acc: 49.196% (17443/35456) 277/391 [==============================================>..................] Step: 323ms | Tot: 1m30s | Loss: 1.385 | Acc: 49.227% (17517/35584) 278/391 [==============================================>..................] Step: 329ms | Tot: 1m31s | Loss: 1.385 | Acc: 49.255% (17590/35712) 279/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 1.385 | Acc: 49.266% (17657/35840) 280/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 1.384 | Acc: 49.305% (17734/35968) 281/391 [==============================================>..................] Step: 322ms | Tot: 1m32s | Loss: 1.384 | Acc: 49.321% (17803/36096) 282/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 1.383 | Acc: 49.332% (17870/36224) 283/391 [===============================================>.................] Step: 323ms | Tot: 1m32s | Loss: 1.382 | Acc: 49.354% (17941/36352) 284/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 1.381 | Acc: 49.400% (18021/36480) 285/391 [===============================================>.................] Step: 324ms | Tot: 1m33s | Loss: 1.381 | Acc: 49.415% (18090/36608) 286/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 1.381 | Acc: 49.437% (18161/36736) 287/391 [===============================================>.................] Step: 322ms | Tot: 1m34s | Loss: 1.380 | Acc: 49.479% (18240/36864) 288/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 1.379 | Acc: 49.494% (18309/36992) 289/391 [================================================>................] Step: 322ms | Tot: 1m34s | Loss: 1.378 | Acc: 49.515% (18380/37120) 290/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 1.377 | Acc: 49.546% (18455/37248) 291/391 [================================================>................] Step: 330ms | Tot: 1m35s | Loss: 1.377 | Acc: 49.564% (18525/37376) 292/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 1.377 | Acc: 49.584% (18596/37504) 293/391 [================================================>................] Step: 323ms | Tot: 1m36s | Loss: 1.376 | Acc: 49.628% (18676/37632) 294/391 [================================================>................] Step: 331ms | Tot: 1m36s | Loss: 1.375 | Acc: 49.653% (18749/37760) 295/391 [=================================================>...............] Step: 321ms | Tot: 1m36s | Loss: 1.375 | Acc: 49.657% (18814/37888) 296/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 1.374 | Acc: 49.682% (18887/38016) 297/391 [=================================================>...............] Step: 328ms | Tot: 1m37s | Loss: 1.374 | Acc: 49.704% (18959/38144) 298/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 1.374 | Acc: 49.723% (19030/38272) 299/391 [=================================================>...............] Step: 320ms | Tot: 1m38s | Loss: 1.373 | Acc: 49.766% (19110/38400) 300/391 [=================================================>...............] Step: 329ms | Tot: 1m38s | Loss: 1.372 | Acc: 49.795% (19185/38528) 301/391 [==================================================>..............] Step: 324ms | Tot: 1m38s | Loss: 1.372 | Acc: 49.819% (19258/38656) 302/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 1.372 | Acc: 49.799% (19314/38784) 303/391 [==================================================>..............] Step: 331ms | Tot: 1m39s | Loss: 1.372 | Acc: 49.805% (19380/38912) 304/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 1.371 | Acc: 49.810% (19446/39040) 305/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 1.371 | Acc: 49.834% (19519/39168) 306/391 [==================================================>..............] Step: 328ms | Tot: 1m40s | Loss: 1.370 | Acc: 49.860% (19593/39296) 307/391 [===================================================>.............] Step: 322ms | Tot: 1m40s | Loss: 1.370 | Acc: 49.888% (19668/39424) 308/391 [===================================================>.............] Step: 321ms | Tot: 1m40s | Loss: 1.368 | Acc: 49.937% (19751/39552) 309/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 1.368 | Acc: 49.957% (19823/39680) 310/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 1.367 | Acc: 49.985% (19898/39808) 311/391 [===================================================>.............] Step: 321ms | Tot: 1m41s | Loss: 1.366 | Acc: 50.015% (19974/39936) 312/391 [===================================================>.............] Step: 332ms | Tot: 1m42s | Loss: 1.366 | Acc: 50.022% (20041/40064) 313/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 1.366 | Acc: 50.030% (20108/40192) 314/391 [====================================================>............] Step: 326ms | Tot: 1m42s | Loss: 1.365 | Acc: 50.052% (20181/40320) 315/391 [====================================================>............] Step: 329ms | Tot: 1m43s | Loss: 1.365 | Acc: 50.062% (20249/40448) 316/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 1.365 | Acc: 50.052% (20309/40576) 317/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 1.364 | Acc: 50.074% (20382/40704) 318/391 [====================================================>............] Step: 326ms | Tot: 1m44s | Loss: 1.363 | Acc: 50.115% (20463/40832) 319/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 1.362 | Acc: 50.159% (20545/40960) 320/391 [=====================================================>...........] Step: 323ms | Tot: 1m44s | Loss: 1.362 | Acc: 50.185% (20620/41088) 321/391 [=====================================================>...........] Step: 331ms | Tot: 1m45s | Loss: 1.362 | Acc: 50.206% (20693/41216) 322/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 1.361 | Acc: 50.237% (20770/41344) 323/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 1.360 | Acc: 50.265% (20846/41472) 324/391 [=====================================================>...........] Step: 324ms | Tot: 1m46s | Loss: 1.360 | Acc: 50.293% (20922/41600) 325/391 [======================================================>..........] Step: 320ms | Tot: 1m46s | Loss: 1.360 | Acc: 50.307% (20992/41728) 326/391 [======================================================>..........] Step: 325ms | Tot: 1m46s | Loss: 1.360 | Acc: 50.325% (21064/41856) 327/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 1.359 | Acc: 50.374% (21149/41984) 328/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 1.359 | Acc: 50.382% (21217/42112) 329/391 [======================================================>..........] Step: 326ms | Tot: 1m47s | Loss: 1.359 | Acc: 50.391% (21285/42240) 330/391 [======================================================>..........] Step: 327ms | Tot: 1m48s | Loss: 1.358 | Acc: 50.418% (21361/42368) 331/391 [=======================================================>.........] Step: 325ms | Tot: 1m48s | Loss: 1.357 | Acc: 50.433% (21432/42496) 332/391 [=======================================================>.........] Step: 324ms | Tot: 1m48s | Loss: 1.357 | Acc: 50.434% (21497/42624) 333/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 1.356 | Acc: 50.482% (21582/42752) 334/391 [=======================================================>.........] Step: 327ms | Tot: 1m49s | Loss: 1.356 | Acc: 50.513% (21660/42880) 335/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 1.355 | Acc: 50.532% (21733/43008) 336/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 1.355 | Acc: 50.554% (21807/43136) 337/391 [========================================================>........] Step: 327ms | Tot: 1m50s | Loss: 1.354 | Acc: 50.564% (21876/43264) 338/391 [========================================================>........] Step: 325ms | Tot: 1m50s | Loss: 1.354 | Acc: 50.601% (21957/43392) 339/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 1.353 | Acc: 50.623% (22031/43520) 340/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 1.353 | Acc: 50.621% (22095/43648) 341/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 1.352 | Acc: 50.642% (22169/43776) 342/391 [========================================================>........] Step: 321ms | Tot: 1m52s | Loss: 1.352 | Acc: 50.663% (22243/43904) 343/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 1.351 | Acc: 50.672% (22312/44032) 344/391 [=========================================================>.......] Step: 329ms | Tot: 1m52s | Loss: 1.351 | Acc: 50.711% (22394/44160) 345/391 [=========================================================>.......] Step: 321ms | Tot: 1m52s | Loss: 1.351 | Acc: 50.711% (22459/44288) 346/391 [=========================================================>.......] Step: 327ms | Tot: 1m53s | Loss: 1.351 | Acc: 50.718% (22527/44416) 347/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 1.351 | Acc: 50.734% (22599/44544) 348/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 1.351 | Acc: 50.748% (22670/44672) 349/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 1.350 | Acc: 50.770% (22745/44800) 350/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 1.349 | Acc: 50.781% (22815/44928) 351/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 1.349 | Acc: 50.795% (22886/45056) 352/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 1.348 | Acc: 50.803% (22955/45184) 353/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 1.348 | Acc: 50.825% (23030/45312) 354/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 1.347 | Acc: 50.841% (23102/45440) 355/391 [===========================================================>.....] Step: 329ms | Tot: 1m56s | Loss: 1.346 | Acc: 50.865% (23178/45568) 356/391 [===========================================================>.....] Step: 322ms | Tot: 1m56s | Loss: 1.346 | Acc: 50.873% (23247/45696) 357/391 [===========================================================>.....] Step: 325ms | Tot: 1m56s | Loss: 1.346 | Acc: 50.890% (23320/45824) 358/391 [===========================================================>.....] Step: 332ms | Tot: 1m57s | Loss: 1.345 | Acc: 50.905% (23392/45952) 359/391 [===========================================================>.....] Step: 328ms | Tot: 1m57s | Loss: 1.344 | Acc: 50.931% (23469/46080) 360/391 [===========================================================>.....] Step: 327ms | Tot: 1m57s | Loss: 1.344 | Acc: 50.948% (23542/46208) 361/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 1.343 | Acc: 50.978% (23621/46336) 362/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 1.343 | Acc: 50.999% (23696/46464) 363/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 1.343 | Acc: 50.994% (23759/46592) 364/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 1.342 | Acc: 51.017% (23835/46720) 365/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 1.342 | Acc: 51.031% (23907/46848) 366/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 1.341 | Acc: 51.071% (23991/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 2m156ms | Loss: 1.341 | Acc: 51.104% (24072/47104) 368/391 [=============================================================>...] Step: 322ms | Tot: 2m478ms | Loss: 1.340 | Acc: 51.122% (24146/47232) 369/391 [=============================================================>...] Step: 325ms | Tot: 2m803ms | Loss: 1.340 | Acc: 51.149% (24224/47360) 370/391 [=============================================================>...] Step: 319ms | Tot: 2m1s | Loss: 1.339 | Acc: 51.183% (24306/47488) 371/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 1.339 | Acc: 51.182% (24371/47616) 372/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 1.338 | Acc: 51.202% (24446/47744) 373/391 [==============================================================>..] Step: 319ms | Tot: 2m2s | Loss: 1.338 | Acc: 51.230% (24525/47872) 374/391 [==============================================================>..] Step: 337ms | Tot: 2m2s | Loss: 1.337 | Acc: 51.246% (24598/48000) 375/391 [==============================================================>..] Step: 328ms | Tot: 2m2s | Loss: 1.336 | Acc: 51.280% (24680/48128) 376/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 1.337 | Acc: 51.268% (24740/48256) 377/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 1.336 | Acc: 51.300% (24821/48384) 378/391 [==============================================================>..] Step: 321ms | Tot: 2m3s | Loss: 1.336 | Acc: 51.307% (24890/48512) 379/391 [===============================================================>.] Step: 318ms | Tot: 2m4s | Loss: 1.335 | Acc: 51.349% (24976/48640) 380/391 [===============================================================>.] Step: 323ms | Tot: 2m4s | Loss: 1.335 | Acc: 51.368% (25051/48768) 381/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 1.334 | Acc: 51.395% (25130/48896) 382/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 1.334 | Acc: 51.416% (25206/49024) 383/391 [===============================================================>.] Step: 329ms | Tot: 2m5s | Loss: 1.334 | Acc: 51.424% (25276/49152) 384/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 1.333 | Acc: 51.437% (25348/49280) 385/391 [================================================================>] Step: 319ms | Tot: 2m5s | Loss: 1.333 | Acc: 51.457% (25424/49408) 386/391 [================================================================>] Step: 326ms | Tot: 2m6s | Loss: 1.332 | Acc: 51.480% (25501/49536) 387/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 1.331 | Acc: 51.516% (25585/49664) 388/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 1.330 | Acc: 51.554% (25670/49792) 389/391 [================================================================>] Step: 326ms | Tot: 2m7s | Loss: 1.330 | Acc: 51.573% (25745/49920) 390/391 [================================================================>] Step: 310ms | Tot: 2m7s | Loss: 1.329 | Acc: 51.584% (25792/50000) 391/391 + [>................................................................] Step: 915ms | Tot: 2ms | Loss: 1.152 | Acc: 64.000% (64/100) 1/100 [>................................................................] Step: 265ms | Tot: 267ms | Loss: 1.199 | Acc: 62.000% (124/200) 2/100 [=>...............................................................] Step: 257ms | Tot: 524ms | Loss: 1.196 | Acc: 61.333% (184/300) 3/100 [=>...............................................................] Step: 262ms | Tot: 787ms | Loss: 1.198 | Acc: 59.750% (239/400) 4/100 [==>..............................................................] Step: 261ms | Tot: 1s49ms | Loss: 1.238 | Acc: 59.000% (295/500) 5/100 [===>.............................................................] Step: 258ms | Tot: 1s308ms | Loss: 1.253 | Acc: 58.167% (349/600) 6/100 [===>.............................................................] Step: 260ms | Tot: 1s568ms | Loss: 1.241 | Acc: 57.857% (405/700) 7/100 [====>............................................................] Step: 272ms | Tot: 1s841ms | Loss: 1.251 | Acc: 57.500% (460/800) 8/100 [=====>...........................................................] Step: 262ms | Tot: 2s104ms | Loss: 1.253 | Acc: 57.333% (516/900) 9/100 [=====>...........................................................] Step: 263ms | Tot: 2s367ms | Loss: 1.228 | Acc: 58.300% (583/1000) 10/100 [======>..........................................................] Step: 265ms | Tot: 2s633ms | Loss: 1.214 | Acc: 59.000% (649/1100) 11/100 [=======>.........................................................] Step: 269ms | Tot: 2s902ms | Loss: 1.208 | Acc: 59.417% (713/1200) 12/100 [=======>.........................................................] Step: 268ms | Tot: 3s171ms | Loss: 1.208 | Acc: 59.308% (771/1300) 13/100 [========>........................................................] Step: 265ms | Tot: 3s436ms | Loss: 1.215 | Acc: 58.571% (820/1400) 14/100 [=========>.......................................................] Step: 268ms | Tot: 3s704ms | Loss: 1.196 | Acc: 59.200% (888/1500) 15/100 [=========>.......................................................] Step: 271ms | Tot: 3s976ms | Loss: 1.211 | Acc: 58.625% (938/1600) 16/100 [==========>......................................................] Step: 272ms | Tot: 4s248ms | Loss: 1.222 | Acc: 58.706% (998/1700) 17/100 [===========>.....................................................] Step: 265ms | Tot: 4s513ms | Loss: 1.227 | Acc: 58.167% (1047/1800) 18/100 [===========>.....................................................] Step: 273ms | Tot: 4s787ms | Loss: 1.226 | Acc: 58.211% (1106/1900) 19/100 [============>....................................................] Step: 266ms | Tot: 5s54ms | Loss: 1.232 | Acc: 57.900% (1158/2000) 20/100 [=============>...................................................] Step: 273ms | Tot: 5s327ms | Loss: 1.236 | Acc: 57.667% (1211/2100) 21/100 [=============>...................................................] Step: 269ms | Tot: 5s596ms | Loss: 1.242 | Acc: 57.636% (1268/2200) 22/100 [==============>..................................................] Step: 273ms | Tot: 5s870ms | Loss: 1.250 | Acc: 57.478% (1322/2300) 23/100 [==============>..................................................] Step: 268ms | Tot: 6s138ms | Loss: 1.254 | Acc: 57.083% (1370/2400) 24/100 [===============>.................................................] Step: 265ms | Tot: 6s403ms | Loss: 1.252 | Acc: 57.080% (1427/2500) 25/100 [================>................................................] Step: 273ms | Tot: 6s677ms | Loss: 1.265 | Acc: 56.962% (1481/2600) 26/100 [================>................................................] Step: 264ms | Tot: 6s942ms | Loss: 1.267 | Acc: 57.074% (1541/2700) 27/100 [=================>...............................................] Step: 267ms | Tot: 7s210ms | Loss: 1.269 | Acc: 57.071% (1598/2800) 28/100 [==================>..............................................] Step: 269ms | Tot: 7s479ms | Loss: 1.267 | Acc: 57.207% (1659/2900) 29/100 [==================>..............................................] Step: 278ms | Tot: 7s757ms | Loss: 1.266 | Acc: 57.233% (1717/3000) 30/100 [===================>.............................................] Step: 266ms | Tot: 8s23ms | Loss: 1.259 | Acc: 57.387% (1779/3100) 31/100 [====================>............................................] Step: 268ms | Tot: 8s292ms | Loss: 1.258 | Acc: 57.438% (1838/3200) 32/100 [====================>............................................] Step: 266ms | Tot: 8s558ms | Loss: 1.257 | Acc: 57.455% (1896/3300) 33/100 [=====================>...........................................] Step: 277ms | Tot: 8s836ms | Loss: 1.260 | Acc: 57.324% (1949/3400) 34/100 [======================>..........................................] Step: 276ms | Tot: 9s113ms | Loss: 1.261 | Acc: 57.257% (2004/3500) 35/100 [======================>..........................................] Step: 269ms | Tot: 9s383ms | Loss: 1.258 | Acc: 57.250% (2061/3600) 36/100 [=======================>.........................................] Step: 268ms | Tot: 9s651ms | Loss: 1.258 | Acc: 57.270% (2119/3700) 37/100 [========================>........................................] Step: 268ms | Tot: 9s920ms | Loss: 1.256 | Acc: 57.237% (2175/3800) 38/100 [========================>........................................] Step: 273ms | Tot: 10s193ms | Loss: 1.251 | Acc: 57.385% (2238/3900) 39/100 [=========================>.......................................] Step: 265ms | Tot: 10s459ms | Loss: 1.249 | Acc: 57.400% (2296/4000) 40/100 [==========================>......................................] Step: 274ms | Tot: 10s733ms | Loss: 1.253 | Acc: 57.268% (2348/4100) 41/100 [==========================>......................................] Step: 264ms | Tot: 10s998ms | Loss: 1.251 | Acc: 57.405% (2411/4200) 42/100 [===========================>.....................................] Step: 271ms | Tot: 11s269ms | Loss: 1.247 | Acc: 57.419% (2469/4300) 43/100 [===========================>.....................................] Step: 272ms | Tot: 11s542ms | Loss: 1.247 | Acc: 57.409% (2526/4400) 44/100 [============================>....................................] Step: 273ms | Tot: 11s815ms | Loss: 1.253 | Acc: 57.289% (2578/4500) 45/100 [=============================>...................................] Step: 268ms | Tot: 12s83ms | Loss: 1.253 | Acc: 57.217% (2632/4600) 46/100 [=============================>...................................] Step: 277ms | Tot: 12s360ms | Loss: 1.252 | Acc: 57.277% (2692/4700) 47/100 [==============================>..................................] Step: 277ms | Tot: 12s638ms | Loss: 1.254 | Acc: 57.312% (2751/4800) 48/100 [===============================>.................................] Step: 281ms | Tot: 12s919ms | Loss: 1.253 | Acc: 57.327% (2809/4900) 49/100 [===============================>.................................] Step: 277ms | Tot: 13s197ms | Loss: 1.253 | Acc: 57.220% (2861/5000) 50/100 [================================>................................] Step: 277ms | Tot: 13s474ms | Loss: 1.252 | Acc: 57.216% (2918/5100) 51/100 [=================================>...............................] Step: 280ms | Tot: 13s754ms | Loss: 1.252 | Acc: 57.250% (2977/5200) 52/100 [=================================>...............................] Step: 278ms | Tot: 14s32ms | Loss: 1.252 | Acc: 57.245% (3034/5300) 53/100 [==================================>..............................] Step: 277ms | Tot: 14s310ms | Loss: 1.257 | Acc: 57.037% (3080/5400) 54/100 [===================================>.............................] Step: 278ms | Tot: 14s588ms | Loss: 1.257 | Acc: 57.055% (3138/5500) 55/100 [===================================>.............................] Step: 274ms | Tot: 14s863ms | Loss: 1.259 | Acc: 57.125% (3199/5600) 56/100 [====================================>............................] Step: 274ms | Tot: 15s138ms | Loss: 1.257 | Acc: 57.228% (3262/5700) 57/100 [=====================================>...........................] Step: 270ms | Tot: 15s408ms | Loss: 1.255 | Acc: 57.224% (3319/5800) 58/100 [=====================================>...........................] Step: 274ms | Tot: 15s682ms | Loss: 1.257 | Acc: 57.051% (3366/5900) 59/100 [======================================>..........................] Step: 265ms | Tot: 15s948ms | Loss: 1.257 | Acc: 57.067% (3424/6000) 60/100 [=======================================>.........................] Step: 268ms | Tot: 16s216ms | Loss: 1.260 | Acc: 56.967% (3475/6100) 61/100 [=======================================>.........................] Step: 265ms | Tot: 16s481ms | Loss: 1.260 | Acc: 56.935% (3530/6200) 62/100 [========================================>........................] Step: 273ms | Tot: 16s755ms | Loss: 1.262 | Acc: 56.905% (3585/6300) 63/100 [========================================>........................] Step: 265ms | Tot: 17s21ms | Loss: 1.262 | Acc: 56.781% (3634/6400) 64/100 [=========================================>.......................] Step: 269ms | Tot: 17s291ms | Loss: 1.264 | Acc: 56.738% (3688/6500) 65/100 [==========================================>......................] Step: 267ms | Tot: 17s558ms | Loss: 1.263 | Acc: 56.697% (3742/6600) 66/100 [==========================================>......................] Step: 277ms | Tot: 17s835ms | Loss: 1.265 | Acc: 56.582% (3791/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 18s104ms | Loss: 1.265 | Acc: 56.559% (3846/6800) 68/100 [============================================>....................] Step: 269ms | Tot: 18s373ms | Loss: 1.268 | Acc: 56.449% (3895/6900) 69/100 [============================================>....................] Step: 270ms | Tot: 18s643ms | Loss: 1.271 | Acc: 56.357% (3945/7000) 70/100 [=============================================>...................] Step: 274ms | Tot: 18s918ms | Loss: 1.272 | Acc: 56.338% (4000/7100) 71/100 [==============================================>..................] Step: 278ms | Tot: 19s196ms | Loss: 1.274 | Acc: 56.278% (4052/7200) 72/100 [==============================================>..................] Step: 271ms | Tot: 19s468ms | Loss: 1.274 | Acc: 56.247% (4106/7300) 73/100 [===============================================>.................] Step: 274ms | Tot: 19s743ms | Loss: 1.272 | Acc: 56.284% (4165/7400) 74/100 [================================================>................] Step: 267ms | Tot: 20s10ms | Loss: 1.272 | Acc: 56.333% (4225/7500) 75/100 [================================================>................] Step: 272ms | Tot: 20s283ms | Loss: 1.272 | Acc: 56.382% (4285/7600) 76/100 [=================================================>...............] Step: 266ms | Tot: 20s550ms | Loss: 1.271 | Acc: 56.403% (4343/7700) 77/100 [==================================================>..............] Step: 278ms | Tot: 20s829ms | Loss: 1.272 | Acc: 56.359% (4396/7800) 78/100 [==================================================>..............] Step: 265ms | Tot: 21s94ms | Loss: 1.274 | Acc: 56.316% (4449/7900) 79/100 [===================================================>.............] Step: 265ms | Tot: 21s360ms | Loss: 1.272 | Acc: 56.388% (4511/8000) 80/100 [====================================================>............] Step: 267ms | Tot: 21s627ms | Loss: 1.270 | Acc: 56.420% (4570/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 21s896ms | Loss: 1.271 | Acc: 56.329% (4619/8200) 82/100 [=====================================================>...........] Step: 269ms | Tot: 22s165ms | Loss: 1.270 | Acc: 56.373% (4679/8300) 83/100 [=====================================================>...........] Step: 266ms | Tot: 22s432ms | Loss: 1.271 | Acc: 56.286% (4728/8400) 84/100 [======================================================>..........] Step: 275ms | Tot: 22s708ms | Loss: 1.273 | Acc: 56.188% (4776/8500) 85/100 [=======================================================>.........] Step: 273ms | Tot: 22s981ms | Loss: 1.269 | Acc: 56.360% (4847/8600) 86/100 [=======================================================>.........] Step: 271ms | Tot: 23s253ms | Loss: 1.268 | Acc: 56.299% (4898/8700) 87/100 [========================================================>........] Step: 269ms | Tot: 23s522ms | Loss: 1.268 | Acc: 56.227% (4948/8800) 88/100 [=========================================================>.......] Step: 279ms | Tot: 23s802ms | Loss: 1.270 | Acc: 56.225% (5004/8900) 89/100 [=========================================================>.......] Step: 277ms | Tot: 24s80ms | Loss: 1.270 | Acc: 56.233% (5061/9000) 90/100 [==========================================================>......] Step: 273ms | Tot: 24s353ms | Loss: 1.269 | Acc: 56.242% (5118/9100) 91/100 [===========================================================>.....] Step: 271ms | Tot: 24s624ms | Loss: 1.267 | Acc: 56.380% (5187/9200) 92/100 [===========================================================>.....] Step: 270ms | Tot: 24s895ms | Loss: 1.264 | Acc: 56.473% (5252/9300) 93/100 [============================================================>....] Step: 271ms | Tot: 25s166ms | Loss: 1.264 | Acc: 56.426% (5304/9400) 94/100 [=============================================================>...] Step: 271ms | Tot: 25s438ms | Loss: 1.264 | Acc: 56.432% (5361/9500) 95/100 [=============================================================>...] Step: 273ms | Tot: 25s711ms | Loss: 1.261 | Acc: 56.510% (5425/9600) 96/100 [==============================================================>..] Step: 267ms | Tot: 25s979ms | Loss: 1.261 | Acc: 56.505% (5481/9700) 97/100 [===============================================================>.] Step: 270ms | Tot: 26s249ms | Loss: 1.262 | Acc: 56.418% (5529/9800) 98/100 [===============================================================>.] Step: 267ms | Tot: 26s517ms | Loss: 1.261 | Acc: 56.424% (5586/9900) 99/100 [================================================================>] Step: 276ms | Tot: 26s793ms | Loss: 1.262 | Acc: 56.360% (5636/10000) 100/100 +Saving.. + +Epoch: 2 + [>................................................................] Step: 1s207ms | Tot: 2ms | Loss: 1.393 | Acc: 53.125% (68/128) 1/391 [>................................................................] Step: 346ms | Tot: 349ms | Loss: 1.304 | Acc: 54.297% (139/256) 2/391 [>................................................................] Step: 356ms | Tot: 705ms | Loss: 1.291 | Acc: 54.688% (210/384) 3/391 [>................................................................] Step: 341ms | Tot: 1s47ms | Loss: 1.258 | Acc: 56.055% (287/512) 4/391 [>................................................................] Step: 330ms | Tot: 1s378ms | Loss: 1.262 | Acc: 54.688% (350/640) 5/391 [>................................................................] Step: 325ms | Tot: 1s704ms | Loss: 1.239 | Acc: 55.599% (427/768) 6/391 [>................................................................] Step: 320ms | Tot: 2s24ms | Loss: 1.219 | Acc: 55.580% (498/896) 7/391 [=>...............................................................] Step: 335ms | Tot: 2s360ms | Loss: 1.207 | Acc: 56.055% (574/1024) 8/391 [=>...............................................................] Step: 326ms | Tot: 2s686ms | Loss: 1.193 | Acc: 56.424% (650/1152) 9/391 [=>...............................................................] Step: 320ms | Tot: 3s7ms | Loss: 1.190 | Acc: 57.031% (730/1280) 10/391 [=>...............................................................] Step: 324ms | Tot: 3s332ms | Loss: 1.180 | Acc: 57.528% (810/1408) 11/391 [=>...............................................................] Step: 325ms | Tot: 3s658ms | Loss: 1.168 | Acc: 58.203% (894/1536) 12/391 [=>...............................................................] Step: 326ms | Tot: 3s985ms | Loss: 1.161 | Acc: 58.834% (979/1664) 13/391 [==>..............................................................] Step: 327ms | Tot: 4s312ms | Loss: 1.163 | Acc: 58.594% (1050/1792) 14/391 [==>..............................................................] Step: 325ms | Tot: 4s638ms | Loss: 1.163 | Acc: 58.385% (1121/1920) 15/391 [==>..............................................................] Step: 325ms | Tot: 4s964ms | Loss: 1.154 | Acc: 58.643% (1201/2048) 16/391 [==>..............................................................] Step: 325ms | Tot: 5s290ms | Loss: 1.148 | Acc: 58.732% (1278/2176) 17/391 [==>..............................................................] Step: 326ms | Tot: 5s616ms | Loss: 1.151 | Acc: 58.550% (1349/2304) 18/391 [==>..............................................................] Step: 338ms | Tot: 5s954ms | Loss: 1.149 | Acc: 58.512% (1423/2432) 19/391 [===>.............................................................] Step: 335ms | Tot: 6s290ms | Loss: 1.139 | Acc: 58.750% (1504/2560) 20/391 [===>.............................................................] Step: 329ms | Tot: 6s619ms | Loss: 1.136 | Acc: 58.743% (1579/2688) 21/391 [===>.............................................................] Step: 330ms | Tot: 6s950ms | Loss: 1.147 | Acc: 58.523% (1648/2816) 22/391 [===>.............................................................] Step: 327ms | Tot: 7s277ms | Loss: 1.142 | Acc: 58.628% (1726/2944) 23/391 [===>.............................................................] Step: 329ms | Tot: 7s606ms | Loss: 1.145 | Acc: 58.529% (1798/3072) 24/391 [===>.............................................................] Step: 328ms | Tot: 7s935ms | Loss: 1.140 | Acc: 58.531% (1873/3200) 25/391 [====>............................................................] Step: 329ms | Tot: 8s264ms | Loss: 1.133 | Acc: 58.804% (1957/3328) 26/391 [====>............................................................] Step: 326ms | Tot: 8s590ms | Loss: 1.134 | Acc: 58.709% (2029/3456) 27/391 [====>............................................................] Step: 327ms | Tot: 8s918ms | Loss: 1.133 | Acc: 58.901% (2111/3584) 28/391 [====>............................................................] Step: 328ms | Tot: 9s247ms | Loss: 1.128 | Acc: 59.133% (2195/3712) 29/391 [====>............................................................] Step: 327ms | Tot: 9s574ms | Loss: 1.129 | Acc: 59.062% (2268/3840) 30/391 [====>............................................................] Step: 333ms | Tot: 9s908ms | Loss: 1.131 | Acc: 59.098% (2345/3968) 31/391 [=====>...........................................................] Step: 329ms | Tot: 10s237ms | Loss: 1.131 | Acc: 59.058% (2419/4096) 32/391 [=====>...........................................................] Step: 323ms | Tot: 10s561ms | Loss: 1.130 | Acc: 59.067% (2495/4224) 33/391 [=====>...........................................................] Step: 341ms | Tot: 10s902ms | Loss: 1.128 | Acc: 59.122% (2573/4352) 34/391 [=====>...........................................................] Step: 333ms | Tot: 11s236ms | Loss: 1.127 | Acc: 59.107% (2648/4480) 35/391 [=====>...........................................................] Step: 330ms | Tot: 11s566ms | Loss: 1.123 | Acc: 59.223% (2729/4608) 36/391 [=====>...........................................................] Step: 334ms | Tot: 11s900ms | Loss: 1.125 | Acc: 59.164% (2802/4736) 37/391 [======>..........................................................] Step: 328ms | Tot: 12s228ms | Loss: 1.124 | Acc: 59.272% (2883/4864) 38/391 [======>..........................................................] Step: 325ms | Tot: 12s553ms | Loss: 1.121 | Acc: 59.395% (2965/4992) 39/391 [======>..........................................................] Step: 333ms | Tot: 12s887ms | Loss: 1.119 | Acc: 59.492% (3046/5120) 40/391 [======>..........................................................] Step: 327ms | Tot: 13s215ms | Loss: 1.121 | Acc: 59.470% (3121/5248) 41/391 [======>..........................................................] Step: 327ms | Tot: 13s542ms | Loss: 1.120 | Acc: 59.505% (3199/5376) 42/391 [======>..........................................................] Step: 336ms | Tot: 13s879ms | Loss: 1.119 | Acc: 59.430% (3271/5504) 43/391 [=======>.........................................................] Step: 329ms | Tot: 14s208ms | Loss: 1.116 | Acc: 59.499% (3351/5632) 44/391 [=======>.........................................................] Step: 323ms | Tot: 14s532ms | Loss: 1.112 | Acc: 59.722% (3440/5760) 45/391 [=======>.........................................................] Step: 328ms | Tot: 14s860ms | Loss: 1.116 | Acc: 59.528% (3505/5888) 46/391 [=======>.........................................................] Step: 325ms | Tot: 15s185ms | Loss: 1.117 | Acc: 59.408% (3574/6016) 47/391 [=======>.........................................................] Step: 327ms | Tot: 15s513ms | Loss: 1.117 | Acc: 59.505% (3656/6144) 48/391 [=======>.........................................................] Step: 339ms | Tot: 15s853ms | Loss: 1.120 | Acc: 59.407% (3726/6272) 49/391 [========>........................................................] Step: 337ms | Tot: 16s190ms | Loss: 1.122 | Acc: 59.234% (3791/6400) 50/391 [========>........................................................] Step: 325ms | Tot: 16s516ms | Loss: 1.123 | Acc: 59.130% (3860/6528) 51/391 [========>........................................................] Step: 331ms | Tot: 16s847ms | Loss: 1.120 | Acc: 59.180% (3939/6656) 52/391 [========>........................................................] Step: 328ms | Tot: 17s176ms | Loss: 1.119 | Acc: 59.213% (4017/6784) 53/391 [========>........................................................] Step: 326ms | Tot: 17s502ms | Loss: 1.120 | Acc: 59.172% (4090/6912) 54/391 [========>........................................................] Step: 332ms | Tot: 17s834ms | Loss: 1.119 | Acc: 59.176% (4166/7040) 55/391 [=========>.......................................................] Step: 326ms | Tot: 18s160ms | Loss: 1.118 | Acc: 59.124% (4238/7168) 56/391 [=========>.......................................................] Step: 324ms | Tot: 18s485ms | Loss: 1.116 | Acc: 59.183% (4318/7296) 57/391 [=========>.......................................................] Step: 335ms | Tot: 18s820ms | Loss: 1.113 | Acc: 59.321% (4404/7424) 58/391 [=========>.......................................................] Step: 326ms | Tot: 19s147ms | Loss: 1.116 | Acc: 59.282% (4477/7552) 59/391 [=========>.......................................................] Step: 326ms | Tot: 19s474ms | Loss: 1.114 | Acc: 59.388% (4561/7680) 60/391 [=========>.......................................................] Step: 338ms | Tot: 19s812ms | Loss: 1.111 | Acc: 59.516% (4647/7808) 61/391 [==========>......................................................] Step: 323ms | Tot: 20s136ms | Loss: 1.115 | Acc: 59.375% (4712/7936) 62/391 [==========>......................................................] Step: 325ms | Tot: 20s462ms | Loss: 1.114 | Acc: 59.387% (4789/8064) 63/391 [==========>......................................................] Step: 330ms | Tot: 20s792ms | Loss: 1.114 | Acc: 59.338% (4861/8192) 64/391 [==========>......................................................] Step: 323ms | Tot: 21s116ms | Loss: 1.113 | Acc: 59.399% (4942/8320) 65/391 [==========>......................................................] Step: 328ms | Tot: 21s444ms | Loss: 1.112 | Acc: 59.399% (5018/8448) 66/391 [==========>......................................................] Step: 335ms | Tot: 21s779ms | Loss: 1.116 | Acc: 59.352% (5090/8576) 67/391 [===========>.....................................................] Step: 325ms | Tot: 22s105ms | Loss: 1.117 | Acc: 59.318% (5163/8704) 68/391 [===========>.....................................................] Step: 323ms | Tot: 22s429ms | Loss: 1.119 | Acc: 59.183% (5227/8832) 69/391 [===========>.....................................................] Step: 332ms | Tot: 22s761ms | Loss: 1.121 | Acc: 59.118% (5297/8960) 70/391 [===========>.....................................................] Step: 332ms | Tot: 23s93ms | Loss: 1.119 | Acc: 59.166% (5377/9088) 71/391 [===========>.....................................................] Step: 325ms | Tot: 23s419ms | Loss: 1.119 | Acc: 59.158% (5452/9216) 72/391 [===========>.....................................................] Step: 332ms | Tot: 23s751ms | Loss: 1.120 | Acc: 59.129% (5525/9344) 73/391 [============>....................................................] Step: 324ms | Tot: 24s76ms | Loss: 1.119 | Acc: 59.122% (5600/9472) 74/391 [============>....................................................] Step: 327ms | Tot: 24s404ms | Loss: 1.117 | Acc: 59.177% (5681/9600) 75/391 [============>....................................................] Step: 336ms | Tot: 24s740ms | Loss: 1.116 | Acc: 59.169% (5756/9728) 76/391 [============>....................................................] Step: 324ms | Tot: 25s65ms | Loss: 1.116 | Acc: 59.243% (5839/9856) 77/391 [============>....................................................] Step: 326ms | Tot: 25s391ms | Loss: 1.117 | Acc: 59.155% (5906/9984) 78/391 [============>....................................................] Step: 330ms | Tot: 25s722ms | Loss: 1.115 | Acc: 59.256% (5992/10112) 79/391 [=============>...................................................] Step: 324ms | Tot: 26s46ms | Loss: 1.114 | Acc: 59.297% (6072/10240) 80/391 [=============>...................................................] Step: 326ms | Tot: 26s372ms | Loss: 1.114 | Acc: 59.346% (6153/10368) 81/391 [=============>...................................................] Step: 329ms | Tot: 26s702ms | Loss: 1.111 | Acc: 59.423% (6237/10496) 82/391 [=============>...................................................] Step: 323ms | Tot: 27s25ms | Loss: 1.112 | Acc: 59.431% (6314/10624) 83/391 [=============>...................................................] Step: 336ms | Tot: 27s362ms | Loss: 1.113 | Acc: 59.449% (6392/10752) 84/391 [=============>...................................................] Step: 337ms | Tot: 27s699ms | Loss: 1.113 | Acc: 59.522% (6476/10880) 85/391 [==============>..................................................] Step: 332ms | Tot: 28s31ms | Loss: 1.112 | Acc: 59.539% (6554/11008) 86/391 [==============>..................................................] Step: 335ms | Tot: 28s367ms | Loss: 1.113 | Acc: 59.528% (6629/11136) 87/391 [==============>..................................................] Step: 338ms | Tot: 28s706ms | Loss: 1.112 | Acc: 59.597% (6713/11264) 88/391 [==============>..................................................] Step: 329ms | Tot: 29s36ms | Loss: 1.111 | Acc: 59.638% (6794/11392) 89/391 [==============>..................................................] Step: 334ms | Tot: 29s370ms | Loss: 1.109 | Acc: 59.688% (6876/11520) 90/391 [==============>..................................................] Step: 335ms | Tot: 29s705ms | Loss: 1.110 | Acc: 59.658% (6949/11648) 91/391 [===============>.................................................] Step: 333ms | Tot: 30s38ms | Loss: 1.108 | Acc: 59.715% (7032/11776) 92/391 [===============>.................................................] Step: 336ms | Tot: 30s374ms | Loss: 1.107 | Acc: 59.812% (7120/11904) 93/391 [===============>.................................................] Step: 335ms | Tot: 30s710ms | Loss: 1.107 | Acc: 59.849% (7201/12032) 94/391 [===============>.................................................] Step: 329ms | Tot: 31s39ms | Loss: 1.107 | Acc: 59.877% (7281/12160) 95/391 [===============>.................................................] Step: 332ms | Tot: 31s372ms | Loss: 1.106 | Acc: 59.961% (7368/12288) 96/391 [===============>.................................................] Step: 334ms | Tot: 31s706ms | Loss: 1.106 | Acc: 59.923% (7440/12416) 97/391 [================>................................................] Step: 329ms | Tot: 32s35ms | Loss: 1.105 | Acc: 60.037% (7531/12544) 98/391 [================>................................................] Step: 331ms | Tot: 32s367ms | Loss: 1.105 | Acc: 60.046% (7609/12672) 99/391 [================>................................................] Step: 332ms | Tot: 32s700ms | Loss: 1.104 | Acc: 60.070% (7689/12800) 100/391 [================>................................................] Step: 325ms | Tot: 33s25ms | Loss: 1.107 | Acc: 59.978% (7754/12928) 101/391 [================>................................................] Step: 329ms | Tot: 33s354ms | Loss: 1.105 | Acc: 60.003% (7834/13056) 102/391 [================>................................................] Step: 329ms | Tot: 33s684ms | Loss: 1.104 | Acc: 60.050% (7917/13184) 103/391 [=================>...............................................] Step: 324ms | Tot: 34s8ms | Loss: 1.105 | Acc: 59.968% (7983/13312) 104/391 [=================>...............................................] Step: 340ms | Tot: 34s349ms | Loss: 1.104 | Acc: 60.000% (8064/13440) 105/391 [=================>...............................................] Step: 327ms | Tot: 34s676ms | Loss: 1.105 | Acc: 59.965% (8136/13568) 106/391 [=================>...............................................] Step: 323ms | Tot: 34s999ms | Loss: 1.104 | Acc: 60.003% (8218/13696) 107/391 [=================>...............................................] Step: 328ms | Tot: 35s328ms | Loss: 1.104 | Acc: 60.048% (8301/13824) 108/391 [=================>...............................................] Step: 330ms | Tot: 35s659ms | Loss: 1.103 | Acc: 60.056% (8379/13952) 109/391 [==================>..............................................] Step: 332ms | Tot: 35s991ms | Loss: 1.101 | Acc: 60.142% (8468/14080) 110/391 [==================>..............................................] Step: 329ms | Tot: 36s321ms | Loss: 1.101 | Acc: 60.135% (8544/14208) 111/391 [==================>..............................................] Step: 332ms | Tot: 36s653ms | Loss: 1.099 | Acc: 60.205% (8631/14336) 112/391 [==================>..............................................] Step: 327ms | Tot: 36s980ms | Loss: 1.101 | Acc: 60.156% (8701/14464) 113/391 [==================>..............................................] Step: 326ms | Tot: 37s307ms | Loss: 1.100 | Acc: 60.204% (8785/14592) 114/391 [==================>..............................................] Step: 334ms | Tot: 37s641ms | Loss: 1.099 | Acc: 60.204% (8862/14720) 115/391 [===================>.............................................] Step: 326ms | Tot: 37s968ms | Loss: 1.098 | Acc: 60.224% (8942/14848) 116/391 [===================>.............................................] Step: 326ms | Tot: 38s294ms | Loss: 1.099 | Acc: 60.196% (9015/14976) 117/391 [===================>.............................................] Step: 324ms | Tot: 38s619ms | Loss: 1.097 | Acc: 60.275% (9104/15104) 118/391 [===================>.............................................] Step: 327ms | Tot: 38s947ms | Loss: 1.098 | Acc: 60.301% (9185/15232) 119/391 [===================>.............................................] Step: 329ms | Tot: 39s276ms | Loss: 1.097 | Acc: 60.339% (9268/15360) 120/391 [===================>.............................................] Step: 330ms | Tot: 39s607ms | Loss: 1.096 | Acc: 60.382% (9352/15488) 121/391 [====================>............................................] Step: 327ms | Tot: 39s934ms | Loss: 1.097 | Acc: 60.380% (9429/15616) 122/391 [====================>............................................] Step: 325ms | Tot: 40s260ms | Loss: 1.098 | Acc: 60.391% (9508/15744) 123/391 [====================>............................................] Step: 324ms | Tot: 40s584ms | Loss: 1.097 | Acc: 60.408% (9588/15872) 124/391 [====================>............................................] Step: 333ms | Tot: 40s918ms | Loss: 1.097 | Acc: 60.444% (9671/16000) 125/391 [====================>............................................] Step: 324ms | Tot: 41s242ms | Loss: 1.096 | Acc: 60.491% (9756/16128) 126/391 [====================>............................................] Step: 330ms | Tot: 41s573ms | Loss: 1.095 | Acc: 60.507% (9836/16256) 127/391 [=====================>...........................................] Step: 333ms | Tot: 41s906ms | Loss: 1.095 | Acc: 60.535% (9918/16384) 128/391 [=====================>...........................................] Step: 328ms | Tot: 42s235ms | Loss: 1.094 | Acc: 60.580% (10003/16512) 129/391 [=====================>...........................................] Step: 328ms | Tot: 42s563ms | Loss: 1.094 | Acc: 60.589% (10082/16640) 130/391 [=====================>...........................................] Step: 333ms | Tot: 42s896ms | Loss: 1.093 | Acc: 60.657% (10171/16768) 131/391 [=====================>...........................................] Step: 324ms | Tot: 43s221ms | Loss: 1.094 | Acc: 60.624% (10243/16896) 132/391 [=====================>...........................................] Step: 325ms | Tot: 43s547ms | Loss: 1.093 | Acc: 60.656% (10326/17024) 133/391 [======================>..........................................] Step: 331ms | Tot: 43s878ms | Loss: 1.091 | Acc: 60.710% (10413/17152) 134/391 [======================>..........................................] Step: 329ms | Tot: 44s207ms | Loss: 1.092 | Acc: 60.712% (10491/17280) 135/391 [======================>..........................................] Step: 322ms | Tot: 44s530ms | Loss: 1.092 | Acc: 60.702% (10567/17408) 136/391 [======================>..........................................] Step: 328ms | Tot: 44s859ms | Loss: 1.092 | Acc: 60.692% (10643/17536) 137/391 [======================>..........................................] Step: 324ms | Tot: 45s183ms | Loss: 1.092 | Acc: 60.700% (10722/17664) 138/391 [======================>..........................................] Step: 328ms | Tot: 45s512ms | Loss: 1.091 | Acc: 60.701% (10800/17792) 139/391 [=======================>.........................................] Step: 333ms | Tot: 45s846ms | Loss: 1.092 | Acc: 60.658% (10870/17920) 140/391 [=======================>.........................................] Step: 325ms | Tot: 46s171ms | Loss: 1.092 | Acc: 60.660% (10948/18048) 141/391 [=======================>.........................................] Step: 325ms | Tot: 46s496ms | Loss: 1.092 | Acc: 60.657% (11025/18176) 142/391 [=======================>.........................................] Step: 329ms | Tot: 46s825ms | Loss: 1.092 | Acc: 60.653% (11102/18304) 143/391 [=======================>.........................................] Step: 321ms | Tot: 47s146ms | Loss: 1.091 | Acc: 60.720% (11192/18432) 144/391 [=======================>.........................................] Step: 323ms | Tot: 47s470ms | Loss: 1.090 | Acc: 60.760% (11277/18560) 145/391 [========================>........................................] Step: 330ms | Tot: 47s800ms | Loss: 1.090 | Acc: 60.798% (11362/18688) 146/391 [========================>........................................] Step: 328ms | Tot: 48s128ms | Loss: 1.090 | Acc: 60.773% (11435/18816) 147/391 [========================>........................................] Step: 330ms | Tot: 48s459ms | Loss: 1.089 | Acc: 60.795% (11517/18944) 148/391 [========================>........................................] Step: 330ms | Tot: 48s790ms | Loss: 1.089 | Acc: 60.822% (11600/19072) 149/391 [========================>........................................] Step: 323ms | Tot: 49s113ms | Loss: 1.089 | Acc: 60.781% (11670/19200) 150/391 [========================>........................................] Step: 326ms | Tot: 49s439ms | Loss: 1.089 | Acc: 60.798% (11751/19328) 151/391 [=========================>.......................................] Step: 334ms | Tot: 49s774ms | Loss: 1.088 | Acc: 60.835% (11836/19456) 152/391 [=========================>.......................................] Step: 326ms | Tot: 50s100ms | Loss: 1.089 | Acc: 60.805% (11908/19584) 153/391 [=========================>.......................................] Step: 328ms | Tot: 50s429ms | Loss: 1.088 | Acc: 60.826% (11990/19712) 154/391 [=========================>.......................................] Step: 335ms | Tot: 50s765ms | Loss: 1.087 | Acc: 60.857% (12074/19840) 155/391 [=========================>.......................................] Step: 325ms | Tot: 51s90ms | Loss: 1.087 | Acc: 60.877% (12156/19968) 156/391 [=========================>.......................................] Step: 334ms | Tot: 51s424ms | Loss: 1.086 | Acc: 60.863% (12231/20096) 157/391 [==========================>......................................] Step: 333ms | Tot: 51s758ms | Loss: 1.086 | Acc: 60.878% (12312/20224) 158/391 [==========================>......................................] Step: 322ms | Tot: 52s80ms | Loss: 1.085 | Acc: 60.893% (12393/20352) 159/391 [==========================>......................................] Step: 324ms | Tot: 52s404ms | Loss: 1.084 | Acc: 60.942% (12481/20480) 160/391 [==========================>......................................] Step: 330ms | Tot: 52s735ms | Loss: 1.083 | Acc: 60.962% (12563/20608) 161/391 [==========================>......................................] Step: 322ms | Tot: 53s58ms | Loss: 1.083 | Acc: 60.957% (12640/20736) 162/391 [==========================>......................................] Step: 327ms | Tot: 53s385ms | Loss: 1.081 | Acc: 61.029% (12733/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 53s710ms | Loss: 1.082 | Acc: 61.033% (12812/20992) 164/391 [===========================>.....................................] Step: 324ms | Tot: 54s35ms | Loss: 1.081 | Acc: 61.098% (12904/21120) 165/391 [===========================>.....................................] Step: 331ms | Tot: 54s366ms | Loss: 1.082 | Acc: 61.074% (12977/21248) 166/391 [===========================>.....................................] Step: 326ms | Tot: 54s693ms | Loss: 1.081 | Acc: 61.120% (13065/21376) 167/391 [===========================>.....................................] Step: 322ms | Tot: 55s15ms | Loss: 1.082 | Acc: 61.100% (13139/21504) 168/391 [===========================>.....................................] Step: 326ms | Tot: 55s342ms | Loss: 1.082 | Acc: 61.141% (13226/21632) 169/391 [============================>....................................] Step: 327ms | Tot: 55s669ms | Loss: 1.082 | Acc: 61.158% (13308/21760) 170/391 [============================>....................................] Step: 326ms | Tot: 55s996ms | Loss: 1.082 | Acc: 61.125% (13379/21888) 171/391 [============================>....................................] Step: 325ms | Tot: 56s322ms | Loss: 1.082 | Acc: 61.133% (13459/22016) 172/391 [============================>....................................] Step: 325ms | Tot: 56s647ms | Loss: 1.081 | Acc: 61.150% (13541/22144) 173/391 [============================>....................................] Step: 325ms | Tot: 56s973ms | Loss: 1.082 | Acc: 61.166% (13623/22272) 174/391 [============================>....................................] Step: 330ms | Tot: 57s304ms | Loss: 1.081 | Acc: 61.188% (13706/22400) 175/391 [=============================>...................................] Step: 327ms | Tot: 57s631ms | Loss: 1.081 | Acc: 61.186% (13784/22528) 176/391 [=============================>...................................] Step: 324ms | Tot: 57s955ms | Loss: 1.080 | Acc: 61.211% (13868/22656) 177/391 [=============================>...................................] Step: 328ms | Tot: 58s284ms | Loss: 1.080 | Acc: 61.201% (13944/22784) 178/391 [=============================>...................................] Step: 324ms | Tot: 58s608ms | Loss: 1.080 | Acc: 61.199% (14022/22912) 179/391 [=============================>...................................] Step: 330ms | Tot: 58s938ms | Loss: 1.081 | Acc: 61.185% (14097/23040) 180/391 [=============================>...................................] Step: 332ms | Tot: 59s270ms | Loss: 1.080 | Acc: 61.218% (14183/23168) 181/391 [==============================>..................................] Step: 323ms | Tot: 59s594ms | Loss: 1.080 | Acc: 61.191% (14255/23296) 182/391 [==============================>..................................] Step: 331ms | Tot: 59s925ms | Loss: 1.079 | Acc: 61.211% (14338/23424) 183/391 [==============================>..................................] Step: 327ms | Tot: 1m253ms | Loss: 1.079 | Acc: 61.252% (14426/23552) 184/391 [==============================>..................................] Step: 322ms | Tot: 1m575ms | Loss: 1.078 | Acc: 61.288% (14513/23680) 185/391 [==============================>..................................] Step: 330ms | Tot: 1m905ms | Loss: 1.078 | Acc: 61.311% (14597/23808) 186/391 [==============================>..................................] Step: 328ms | Tot: 1m1s | Loss: 1.077 | Acc: 61.301% (14673/23936) 187/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 1.078 | Acc: 61.287% (14748/24064) 188/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 1.078 | Acc: 61.243% (14816/24192) 189/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 1.078 | Acc: 61.258% (14898/24320) 190/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 1.078 | Acc: 61.261% (14977/24448) 191/391 [===============================>.................................] Step: 333ms | Tot: 1m2s | Loss: 1.078 | Acc: 61.275% (15059/24576) 192/391 [===============================>.................................] Step: 329ms | Tot: 1m3s | Loss: 1.078 | Acc: 61.249% (15131/24704) 193/391 [================================>................................] Step: 325ms | Tot: 1m3s | Loss: 1.078 | Acc: 61.284% (15218/24832) 194/391 [================================>................................] Step: 341ms | Tot: 1m3s | Loss: 1.078 | Acc: 61.274% (15294/24960) 195/391 [================================>................................] Step: 357ms | Tot: 1m4s | Loss: 1.078 | Acc: 61.296% (15378/25088) 196/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 1.079 | Acc: 61.286% (15454/25216) 197/391 [================================>................................] Step: 330ms | Tot: 1m4s | Loss: 1.079 | Acc: 61.285% (15532/25344) 198/391 [================================>................................] Step: 325ms | Tot: 1m5s | Loss: 1.079 | Acc: 61.275% (15608/25472) 199/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 1.080 | Acc: 61.281% (15688/25600) 200/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 1.079 | Acc: 61.315% (15775/25728) 201/391 [=================================>...............................] Step: 331ms | Tot: 1m6s | Loss: 1.079 | Acc: 61.336% (15859/25856) 202/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 1.080 | Acc: 61.311% (15931/25984) 203/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 1.080 | Acc: 61.336% (16016/26112) 204/391 [=================================>...............................] Step: 321ms | Tot: 1m7s | Loss: 1.079 | Acc: 61.334% (16094/26240) 205/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 1.078 | Acc: 61.340% (16174/26368) 206/391 [==================================>..............................] Step: 329ms | Tot: 1m7s | Loss: 1.078 | Acc: 61.349% (16255/26496) 207/391 [==================================>..............................] Step: 321ms | Tot: 1m8s | Loss: 1.078 | Acc: 61.347% (16333/26624) 208/391 [==================================>..............................] Step: 319ms | Tot: 1m8s | Loss: 1.078 | Acc: 61.308% (16401/26752) 209/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 1.079 | Acc: 61.280% (16472/26880) 210/391 [==================================>..............................] Step: 322ms | Tot: 1m9s | Loss: 1.079 | Acc: 61.289% (16553/27008) 211/391 [===================================>.............................] Step: 335ms | Tot: 1m9s | Loss: 1.079 | Acc: 61.265% (16625/27136) 212/391 [===================================>.............................] Step: 329ms | Tot: 1m9s | Loss: 1.079 | Acc: 61.293% (16711/27264) 213/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 1.077 | Acc: 61.346% (16804/27392) 214/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 1.077 | Acc: 61.384% (16893/27520) 215/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 1.077 | Acc: 61.400% (16976/27648) 216/391 [===================================>.............................] Step: 322ms | Tot: 1m11s | Loss: 1.076 | Acc: 61.409% (17057/27776) 217/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 1.076 | Acc: 61.425% (17140/27904) 218/391 [====================================>............................] Step: 334ms | Tot: 1m11s | Loss: 1.075 | Acc: 61.444% (17224/28032) 219/391 [====================================>............................] Step: 350ms | Tot: 1m12s | Loss: 1.075 | Acc: 61.467% (17309/28160) 220/391 [====================================>............................] Step: 329ms | Tot: 1m12s | Loss: 1.074 | Acc: 61.464% (17387/28288) 221/391 [====================================>............................] Step: 339ms | Tot: 1m12s | Loss: 1.075 | Acc: 61.465% (17466/28416) 222/391 [====================================>............................] Step: 329ms | Tot: 1m13s | Loss: 1.074 | Acc: 61.491% (17552/28544) 223/391 [=====================================>...........................] Step: 332ms | Tot: 1m13s | Loss: 1.074 | Acc: 61.489% (17630/28672) 224/391 [=====================================>...........................] Step: 336ms | Tot: 1m13s | Loss: 1.073 | Acc: 61.510% (17715/28800) 225/391 [=====================================>...........................] Step: 330ms | Tot: 1m14s | Loss: 1.073 | Acc: 61.518% (17796/28928) 226/391 [=====================================>...........................] Step: 332ms | Tot: 1m14s | Loss: 1.072 | Acc: 61.529% (17878/29056) 227/391 [=====================================>...........................] Step: 336ms | Tot: 1m14s | Loss: 1.071 | Acc: 61.561% (17966/29184) 228/391 [=====================================>...........................] Step: 327ms | Tot: 1m15s | Loss: 1.071 | Acc: 61.562% (18045/29312) 229/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 1.072 | Acc: 61.539% (18117/29440) 230/391 [======================================>..........................] Step: 330ms | Tot: 1m15s | Loss: 1.072 | Acc: 61.556% (18201/29568) 231/391 [======================================>..........................] Step: 333ms | Tot: 1m16s | Loss: 1.072 | Acc: 61.544% (18276/29696) 232/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 1.072 | Acc: 61.548% (18356/29824) 233/391 [======================================>..........................] Step: 336ms | Tot: 1m16s | Loss: 1.072 | Acc: 61.558% (18438/29952) 234/391 [======================================>..........................] Step: 330ms | Tot: 1m17s | Loss: 1.071 | Acc: 61.572% (18521/30080) 235/391 [=======================================>.........................] Step: 331ms | Tot: 1m17s | Loss: 1.071 | Acc: 61.600% (18608/30208) 236/391 [=======================================>.........................] Step: 337ms | Tot: 1m17s | Loss: 1.070 | Acc: 61.633% (18697/30336) 237/391 [=======================================>.........................] Step: 333ms | Tot: 1m18s | Loss: 1.070 | Acc: 61.656% (18783/30464) 238/391 [=======================================>.........................] Step: 332ms | Tot: 1m18s | Loss: 1.069 | Acc: 61.676% (18868/30592) 239/391 [=======================================>.........................] Step: 335ms | Tot: 1m18s | Loss: 1.068 | Acc: 61.693% (18952/30720) 240/391 [=======================================>.........................] Step: 327ms | Tot: 1m19s | Loss: 1.068 | Acc: 61.709% (19036/30848) 241/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 1.067 | Acc: 61.728% (19121/30976) 242/391 [========================================>........................] Step: 334ms | Tot: 1m19s | Loss: 1.067 | Acc: 61.735% (19202/31104) 243/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 1.067 | Acc: 61.728% (19279/31232) 244/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 1.067 | Acc: 61.754% (19366/31360) 245/391 [========================================>........................] Step: 331ms | Tot: 1m20s | Loss: 1.067 | Acc: 61.757% (19446/31488) 246/391 [========================================>........................] Step: 331ms | Tot: 1m21s | Loss: 1.067 | Acc: 61.747% (19522/31616) 247/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 1.067 | Acc: 61.753% (19603/31744) 248/391 [=========================================>.......................] Step: 336ms | Tot: 1m21s | Loss: 1.067 | Acc: 61.763% (19685/31872) 249/391 [=========================================>.......................] Step: 324ms | Tot: 1m22s | Loss: 1.067 | Acc: 61.766% (19765/32000) 250/391 [=========================================>.......................] Step: 346ms | Tot: 1m22s | Loss: 1.066 | Acc: 61.784% (19850/32128) 251/391 [=========================================>.......................] Step: 326ms | Tot: 1m22s | Loss: 1.066 | Acc: 61.790% (19931/32256) 252/391 [=========================================>.......................] Step: 321ms | Tot: 1m23s | Loss: 1.066 | Acc: 61.784% (20008/32384) 253/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 1.066 | Acc: 61.777% (20085/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m23s | Loss: 1.065 | Acc: 61.795% (20170/32640) 255/391 [==========================================>......................] Step: 330ms | Tot: 1m24s | Loss: 1.065 | Acc: 61.819% (20257/32768) 256/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 1.065 | Acc: 61.819% (20336/32896) 257/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 1.064 | Acc: 61.822% (20416/33024) 258/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 1.064 | Acc: 61.836% (20500/33152) 259/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 1.064 | Acc: 61.848% (20583/33280) 260/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 1.064 | Acc: 61.830% (20656/33408) 261/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 1.064 | Acc: 61.838% (20738/33536) 262/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 1.064 | Acc: 61.823% (20812/33664) 263/391 [===========================================>.....................] Step: 322ms | Tot: 1m26s | Loss: 1.064 | Acc: 61.810% (20887/33792) 264/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 1.064 | Acc: 61.798% (20962/33920) 265/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 1.064 | Acc: 61.810% (21045/34048) 266/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 1.063 | Acc: 61.827% (21130/34176) 267/391 [============================================>....................] Step: 325ms | Tot: 1m27s | Loss: 1.063 | Acc: 61.844% (21215/34304) 268/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 1.062 | Acc: 61.861% (21300/34432) 269/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 1.062 | Acc: 61.869% (21382/34560) 270/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 1.062 | Acc: 61.869% (21461/34688) 271/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 1.062 | Acc: 61.871% (21541/34816) 272/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 1.061 | Acc: 61.893% (21628/34944) 273/391 [=============================================>...................] Step: 330ms | Tot: 1m29s | Loss: 1.061 | Acc: 61.898% (21709/35072) 274/391 [=============================================>...................] Step: 322ms | Tot: 1m30s | Loss: 1.061 | Acc: 61.909% (21792/35200) 275/391 [=============================================>...................] Step: 319ms | Tot: 1m30s | Loss: 1.061 | Acc: 61.894% (21866/35328) 276/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 1.060 | Acc: 61.899% (21947/35456) 277/391 [==============================================>..................] Step: 320ms | Tot: 1m31s | Loss: 1.061 | Acc: 61.901% (22027/35584) 278/391 [==============================================>..................] Step: 320ms | Tot: 1m31s | Loss: 1.061 | Acc: 61.890% (22102/35712) 279/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 1.061 | Acc: 61.914% (22190/35840) 280/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 1.060 | Acc: 61.944% (22280/35968) 281/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 1.060 | Acc: 61.929% (22354/36096) 282/391 [==============================================>..................] Step: 331ms | Tot: 1m32s | Loss: 1.060 | Acc: 61.926% (22432/36224) 283/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 1.060 | Acc: 61.955% (22522/36352) 284/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 1.060 | Acc: 61.944% (22597/36480) 285/391 [===============================================>.................] Step: 328ms | Tot: 1m33s | Loss: 1.060 | Acc: 61.945% (22677/36608) 286/391 [===============================================>.................] Step: 363ms | Tot: 1m34s | Loss: 1.059 | Acc: 61.953% (22759/36736) 287/391 [===============================================>.................] Step: 356ms | Tot: 1m34s | Loss: 1.059 | Acc: 61.963% (22842/36864) 288/391 [===============================================>.................] Step: 327ms | Tot: 1m34s | Loss: 1.059 | Acc: 61.973% (22925/36992) 289/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 1.059 | Acc: 61.983% (23008/37120) 290/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 1.059 | Acc: 61.968% (23082/37248) 291/391 [================================================>................] Step: 331ms | Tot: 1m35s | Loss: 1.059 | Acc: 61.986% (23168/37376) 292/391 [================================================>................] Step: 320ms | Tot: 1m36s | Loss: 1.058 | Acc: 62.009% (23256/37504) 293/391 [================================================>................] Step: 323ms | Tot: 1m36s | Loss: 1.058 | Acc: 62.016% (23338/37632) 294/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 1.058 | Acc: 62.021% (23419/37760) 295/391 [=================================================>...............] Step: 318ms | Tot: 1m37s | Loss: 1.058 | Acc: 62.049% (23509/37888) 296/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 1.057 | Acc: 62.074% (23598/38016) 297/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 1.058 | Acc: 62.049% (23668/38144) 298/391 [=================================================>...............] Step: 320ms | Tot: 1m38s | Loss: 1.058 | Acc: 62.043% (23745/38272) 299/391 [=================================================>...............] Step: 324ms | Tot: 1m38s | Loss: 1.057 | Acc: 62.023% (23817/38400) 300/391 [=================================================>...............] Step: 327ms | Tot: 1m38s | Loss: 1.057 | Acc: 62.022% (23896/38528) 301/391 [==================================================>..............] Step: 319ms | Tot: 1m38s | Loss: 1.057 | Acc: 62.032% (23979/38656) 302/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 1.057 | Acc: 62.049% (24065/38784) 303/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 1.057 | Acc: 62.055% (24147/38912) 304/391 [==================================================>..............] Step: 329ms | Tot: 1m39s | Loss: 1.057 | Acc: 62.059% (24228/39040) 305/391 [==================================================>..............] Step: 327ms | Tot: 1m40s | Loss: 1.057 | Acc: 62.056% (24306/39168) 306/391 [==================================================>..............] Step: 330ms | Tot: 1m40s | Loss: 1.056 | Acc: 62.072% (24392/39296) 307/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 1.056 | Acc: 62.081% (24475/39424) 308/391 [===================================================>.............] Step: 322ms | Tot: 1m41s | Loss: 1.055 | Acc: 62.121% (24570/39552) 309/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 1.054 | Acc: 62.132% (24654/39680) 310/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 1.055 | Acc: 62.106% (24723/39808) 311/391 [===================================================>.............] Step: 335ms | Tot: 1m42s | Loss: 1.055 | Acc: 62.114% (24806/39936) 312/391 [===================================================>.............] Step: 325ms | Tot: 1m42s | Loss: 1.055 | Acc: 62.126% (24890/40064) 313/391 [====================================================>............] Step: 326ms | Tot: 1m42s | Loss: 1.055 | Acc: 62.139% (24975/40192) 314/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 1.055 | Acc: 62.153% (25060/40320) 315/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 1.055 | Acc: 62.139% (25134/40448) 316/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 1.055 | Acc: 62.145% (25216/40576) 317/391 [====================================================>............] Step: 327ms | Tot: 1m44s | Loss: 1.055 | Acc: 62.156% (25300/40704) 318/391 [====================================================>............] Step: 327ms | Tot: 1m44s | Loss: 1.055 | Acc: 62.155% (25379/40832) 319/391 [=====================================================>...........] Step: 333ms | Tot: 1m44s | Loss: 1.055 | Acc: 62.178% (25468/40960) 320/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 1.055 | Acc: 62.193% (25554/41088) 321/391 [=====================================================>...........] Step: 319ms | Tot: 1m45s | Loss: 1.055 | Acc: 62.194% (25634/41216) 322/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 1.055 | Acc: 62.210% (25720/41344) 323/391 [=====================================================>...........] Step: 326ms | Tot: 1m46s | Loss: 1.054 | Acc: 62.220% (25804/41472) 324/391 [=====================================================>...........] Step: 326ms | Tot: 1m46s | Loss: 1.055 | Acc: 62.214% (25881/41600) 325/391 [======================================================>..........] Step: 329ms | Tot: 1m46s | Loss: 1.055 | Acc: 62.198% (25954/41728) 326/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 1.054 | Acc: 62.213% (26040/41856) 327/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 1.054 | Acc: 62.226% (26125/41984) 328/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 1.054 | Acc: 62.244% (26212/42112) 329/391 [======================================================>..........] Step: 330ms | Tot: 1m48s | Loss: 1.054 | Acc: 62.240% (26290/42240) 330/391 [======================================================>..........] Step: 318ms | Tot: 1m48s | Loss: 1.054 | Acc: 62.252% (26375/42368) 331/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 1.054 | Acc: 62.246% (26452/42496) 332/391 [=======================================================>.........] Step: 319ms | Tot: 1m49s | Loss: 1.054 | Acc: 62.244% (26531/42624) 333/391 [=======================================================>.........] Step: 319ms | Tot: 1m49s | Loss: 1.054 | Acc: 62.257% (26616/42752) 334/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 1.054 | Acc: 62.253% (26694/42880) 335/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 1.054 | Acc: 62.267% (26780/43008) 336/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 1.054 | Acc: 62.275% (26863/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 1.054 | Acc: 62.269% (26940/43264) 338/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 1.054 | Acc: 62.270% (27020/43392) 339/391 [========================================================>........] Step: 322ms | Tot: 1m51s | Loss: 1.053 | Acc: 62.289% (27108/43520) 340/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 1.053 | Acc: 62.308% (27196/43648) 341/391 [========================================================>........] Step: 321ms | Tot: 1m52s | Loss: 1.052 | Acc: 62.331% (27286/43776) 342/391 [========================================================>........] Step: 322ms | Tot: 1m52s | Loss: 1.052 | Acc: 62.320% (27361/43904) 343/391 [=========================================================>.......] Step: 322ms | Tot: 1m52s | Loss: 1.053 | Acc: 62.309% (27436/44032) 344/391 [=========================================================>.......] Step: 324ms | Tot: 1m52s | Loss: 1.053 | Acc: 62.326% (27523/44160) 345/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 1.052 | Acc: 62.349% (27613/44288) 346/391 [=========================================================>.......] Step: 333ms | Tot: 1m53s | Loss: 1.051 | Acc: 62.385% (27709/44416) 347/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 1.051 | Acc: 62.397% (27794/44544) 348/391 [=========================================================>.......] Step: 326ms | Tot: 1m54s | Loss: 1.051 | Acc: 62.402% (27876/44672) 349/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 1.051 | Acc: 62.397% (27954/44800) 350/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 1.050 | Acc: 62.413% (28041/44928) 351/391 [==========================================================>......] Step: 326ms | Tot: 1m55s | Loss: 1.050 | Acc: 62.420% (28124/45056) 352/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 1.049 | Acc: 62.436% (28211/45184) 353/391 [==========================================================>......] Step: 335ms | Tot: 1m55s | Loss: 1.049 | Acc: 62.449% (28297/45312) 354/391 [==========================================================>......] Step: 326ms | Tot: 1m56s | Loss: 1.048 | Acc: 62.476% (28389/45440) 355/391 [===========================================================>.....] Step: 321ms | Tot: 1m56s | Loss: 1.048 | Acc: 62.482% (28472/45568) 356/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 1.048 | Acc: 62.502% (28561/45696) 357/391 [===========================================================>.....] Step: 322ms | Tot: 1m57s | Loss: 1.048 | Acc: 62.520% (28649/45824) 358/391 [===========================================================>.....] Step: 320ms | Tot: 1m57s | Loss: 1.047 | Acc: 62.520% (28729/45952) 359/391 [===========================================================>.....] Step: 327ms | Tot: 1m57s | Loss: 1.048 | Acc: 62.504% (28802/46080) 360/391 [===========================================================>.....] Step: 326ms | Tot: 1m58s | Loss: 1.047 | Acc: 62.513% (28886/46208) 361/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 1.048 | Acc: 62.498% (28959/46336) 362/391 [============================================================>....] Step: 333ms | Tot: 1m58s | Loss: 1.048 | Acc: 62.496% (29038/46464) 363/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 1.048 | Acc: 62.489% (29115/46592) 364/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 1.048 | Acc: 62.483% (29192/46720) 365/391 [============================================================>....] Step: 327ms | Tot: 1m59s | Loss: 1.047 | Acc: 62.521% (29290/46848) 366/391 [============================================================>....] Step: 320ms | Tot: 2m149ms | Loss: 1.047 | Acc: 62.517% (29368/46976) 367/391 [=============================================================>...] Step: 323ms | Tot: 2m472ms | Loss: 1.047 | Acc: 62.523% (29451/47104) 368/391 [=============================================================>...] Step: 327ms | Tot: 2m799ms | Loss: 1.047 | Acc: 62.525% (29532/47232) 369/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 1.046 | Acc: 62.540% (29619/47360) 370/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 1.046 | Acc: 62.536% (29697/47488) 371/391 [=============================================================>...] Step: 333ms | Tot: 2m1s | Loss: 1.046 | Acc: 62.548% (29783/47616) 372/391 [=============================================================>...] Step: 324ms | Tot: 2m2s | Loss: 1.046 | Acc: 62.571% (29874/47744) 373/391 [==============================================================>..] Step: 322ms | Tot: 2m2s | Loss: 1.045 | Acc: 62.590% (29963/47872) 374/391 [==============================================================>..] Step: 329ms | Tot: 2m2s | Loss: 1.045 | Acc: 62.596% (30046/48000) 375/391 [==============================================================>..] Step: 316ms | Tot: 2m3s | Loss: 1.045 | Acc: 62.591% (30124/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 1.044 | Acc: 62.610% (30213/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 1.044 | Acc: 62.620% (30298/48384) 378/391 [==============================================================>..] Step: 356ms | Tot: 2m4s | Loss: 1.044 | Acc: 62.628% (30382/48512) 379/391 [===============================================================>.] Step: 351ms | Tot: 2m4s | Loss: 1.043 | Acc: 62.652% (30474/48640) 380/391 [===============================================================>.] Step: 325ms | Tot: 2m4s | Loss: 1.043 | Acc: 62.662% (30559/48768) 381/391 [===============================================================>.] Step: 316ms | Tot: 2m5s | Loss: 1.042 | Acc: 62.682% (30649/48896) 382/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 1.041 | Acc: 62.706% (30741/49024) 383/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 1.041 | Acc: 62.701% (30819/49152) 384/391 [===============================================================>.] Step: 316ms | Tot: 2m6s | Loss: 1.041 | Acc: 62.715% (30906/49280) 385/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 1.041 | Acc: 62.719% (30988/49408) 386/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 1.041 | Acc: 62.724% (31071/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 1.040 | Acc: 62.738% (31158/49664) 388/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 1.040 | Acc: 62.761% (31250/49792) 389/391 [================================================================>] Step: 322ms | Tot: 2m7s | Loss: 1.040 | Acc: 62.774% (31337/49920) 390/391 [================================================================>] Step: 304ms | Tot: 2m7s | Loss: 1.039 | Acc: 62.776% (31388/50000) 391/391 + [>................................................................] Step: 853ms | Tot: 2ms | Loss: 1.309 | Acc: 59.000% (59/100) 1/100 [>................................................................] Step: 256ms | Tot: 258ms | Loss: 1.358 | Acc: 57.000% (114/200) 2/100 [=>...............................................................] Step: 266ms | Tot: 525ms | Loss: 1.302 | Acc: 59.333% (178/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 784ms | Loss: 1.274 | Acc: 59.500% (238/400) 4/100 [==>..............................................................] Step: 261ms | Tot: 1s46ms | Loss: 1.272 | Acc: 59.000% (295/500) 5/100 [===>.............................................................] Step: 254ms | Tot: 1s300ms | Loss: 1.243 | Acc: 60.167% (361/600) 6/100 [===>.............................................................] Step: 256ms | Tot: 1s557ms | Loss: 1.246 | Acc: 60.286% (422/700) 7/100 [====>............................................................] Step: 263ms | Tot: 1s820ms | Loss: 1.253 | Acc: 59.375% (475/800) 8/100 [=====>...........................................................] Step: 271ms | Tot: 2s92ms | Loss: 1.287 | Acc: 57.778% (520/900) 9/100 [=====>...........................................................] Step: 265ms | Tot: 2s358ms | Loss: 1.288 | Acc: 58.300% (583/1000) 10/100 [======>..........................................................] Step: 266ms | Tot: 2s624ms | Loss: 1.286 | Acc: 58.727% (646/1100) 11/100 [=======>.........................................................] Step: 271ms | Tot: 2s896ms | Loss: 1.271 | Acc: 58.833% (706/1200) 12/100 [=======>.........................................................] Step: 265ms | Tot: 3s161ms | Loss: 1.251 | Acc: 59.077% (768/1300) 13/100 [========>........................................................] Step: 265ms | Tot: 3s426ms | Loss: 1.243 | Acc: 59.000% (826/1400) 14/100 [=========>.......................................................] Step: 266ms | Tot: 3s692ms | Loss: 1.261 | Acc: 58.400% (876/1500) 15/100 [=========>.......................................................] Step: 276ms | Tot: 3s969ms | Loss: 1.273 | Acc: 57.688% (923/1600) 16/100 [==========>......................................................] Step: 263ms | Tot: 4s232ms | Loss: 1.258 | Acc: 58.353% (992/1700) 17/100 [===========>.....................................................] Step: 270ms | Tot: 4s503ms | Loss: 1.277 | Acc: 58.056% (1045/1800) 18/100 [===========>.....................................................] Step: 268ms | Tot: 4s772ms | Loss: 1.271 | Acc: 58.368% (1109/1900) 19/100 [============>....................................................] Step: 272ms | Tot: 5s44ms | Loss: 1.278 | Acc: 58.050% (1161/2000) 20/100 [=============>...................................................] Step: 263ms | Tot: 5s308ms | Loss: 1.272 | Acc: 58.190% (1222/2100) 21/100 [=============>...................................................] Step: 269ms | Tot: 5s578ms | Loss: 1.274 | Acc: 57.955% (1275/2200) 22/100 [==============>..................................................] Step: 270ms | Tot: 5s848ms | Loss: 1.285 | Acc: 57.739% (1328/2300) 23/100 [==============>..................................................] Step: 272ms | Tot: 6s121ms | Loss: 1.288 | Acc: 57.708% (1385/2400) 24/100 [===============>.................................................] Step: 267ms | Tot: 6s388ms | Loss: 1.284 | Acc: 57.800% (1445/2500) 25/100 [================>................................................] Step: 266ms | Tot: 6s654ms | Loss: 1.304 | Acc: 57.231% (1488/2600) 26/100 [================>................................................] Step: 276ms | Tot: 6s931ms | Loss: 1.313 | Acc: 57.074% (1541/2700) 27/100 [=================>...............................................] Step: 264ms | Tot: 7s196ms | Loss: 1.310 | Acc: 57.036% (1597/2800) 28/100 [==================>..............................................] Step: 266ms | Tot: 7s463ms | Loss: 1.306 | Acc: 57.207% (1659/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s731ms | Loss: 1.305 | Acc: 57.233% (1717/3000) 30/100 [===================>.............................................] Step: 272ms | Tot: 8s4ms | Loss: 1.300 | Acc: 57.323% (1777/3100) 31/100 [====================>............................................] Step: 264ms | Tot: 8s268ms | Loss: 1.300 | Acc: 57.375% (1836/3200) 32/100 [====================>............................................] Step: 267ms | Tot: 8s535ms | Loss: 1.298 | Acc: 57.485% (1897/3300) 33/100 [=====================>...........................................] Step: 267ms | Tot: 8s802ms | Loss: 1.304 | Acc: 57.324% (1949/3400) 34/100 [======================>..........................................] Step: 271ms | Tot: 9s74ms | Loss: 1.311 | Acc: 57.086% (1998/3500) 35/100 [======================>..........................................] Step: 272ms | Tot: 9s346ms | Loss: 1.316 | Acc: 57.056% (2054/3600) 36/100 [=======================>.........................................] Step: 264ms | Tot: 9s611ms | Loss: 1.320 | Acc: 56.919% (2106/3700) 37/100 [========================>........................................] Step: 268ms | Tot: 9s879ms | Loss: 1.321 | Acc: 56.868% (2161/3800) 38/100 [========================>........................................] Step: 268ms | Tot: 10s148ms | Loss: 1.315 | Acc: 57.077% (2226/3900) 39/100 [=========================>.......................................] Step: 267ms | Tot: 10s415ms | Loss: 1.313 | Acc: 57.225% (2289/4000) 40/100 [==========================>......................................] Step: 265ms | Tot: 10s681ms | Loss: 1.311 | Acc: 57.341% (2351/4100) 41/100 [==========================>......................................] Step: 273ms | Tot: 10s954ms | Loss: 1.315 | Acc: 57.381% (2410/4200) 42/100 [===========================>.....................................] Step: 265ms | Tot: 11s220ms | Loss: 1.314 | Acc: 57.395% (2468/4300) 43/100 [===========================>.....................................] Step: 267ms | Tot: 11s487ms | Loss: 1.313 | Acc: 57.477% (2529/4400) 44/100 [============================>....................................] Step: 266ms | Tot: 11s753ms | Loss: 1.317 | Acc: 57.400% (2583/4500) 45/100 [=============================>...................................] Step: 276ms | Tot: 12s30ms | Loss: 1.319 | Acc: 57.370% (2639/4600) 46/100 [=============================>...................................] Step: 266ms | Tot: 12s296ms | Loss: 1.319 | Acc: 57.404% (2698/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s565ms | Loss: 1.315 | Acc: 57.521% (2761/4800) 48/100 [===============================>.................................] Step: 271ms | Tot: 12s836ms | Loss: 1.309 | Acc: 57.612% (2823/4900) 49/100 [===============================>.................................] Step: 271ms | Tot: 13s108ms | Loss: 1.308 | Acc: 57.700% (2885/5000) 50/100 [================================>................................] Step: 268ms | Tot: 13s377ms | Loss: 1.307 | Acc: 57.647% (2940/5100) 51/100 [=================================>...............................] Step: 266ms | Tot: 13s643ms | Loss: 1.308 | Acc: 57.654% (2998/5200) 52/100 [=================================>...............................] Step: 275ms | Tot: 13s919ms | Loss: 1.307 | Acc: 57.491% (3047/5300) 53/100 [==================================>..............................] Step: 264ms | Tot: 14s184ms | Loss: 1.311 | Acc: 57.315% (3095/5400) 54/100 [===================================>.............................] Step: 273ms | Tot: 14s457ms | Loss: 1.309 | Acc: 57.400% (3157/5500) 55/100 [===================================>.............................] Step: 266ms | Tot: 14s724ms | Loss: 1.310 | Acc: 57.446% (3217/5600) 56/100 [====================================>............................] Step: 276ms | Tot: 15s1ms | Loss: 1.309 | Acc: 57.439% (3274/5700) 57/100 [=====================================>...........................] Step: 266ms | Tot: 15s267ms | Loss: 1.307 | Acc: 57.448% (3332/5800) 58/100 [=====================================>...........................] Step: 268ms | Tot: 15s536ms | Loss: 1.308 | Acc: 57.373% (3385/5900) 59/100 [======================================>..........................] Step: 269ms | Tot: 15s806ms | Loss: 1.307 | Acc: 57.467% (3448/6000) 60/100 [=======================================>.........................] Step: 273ms | Tot: 16s79ms | Loss: 1.307 | Acc: 57.459% (3505/6100) 61/100 [=======================================>.........................] Step: 267ms | Tot: 16s346ms | Loss: 1.310 | Acc: 57.371% (3557/6200) 62/100 [========================================>........................] Step: 269ms | Tot: 16s616ms | Loss: 1.310 | Acc: 57.333% (3612/6300) 63/100 [========================================>........................] Step: 274ms | Tot: 16s890ms | Loss: 1.309 | Acc: 57.266% (3665/6400) 64/100 [=========================================>.......................] Step: 267ms | Tot: 17s158ms | Loss: 1.317 | Acc: 57.108% (3712/6500) 65/100 [==========================================>......................] Step: 270ms | Tot: 17s428ms | Loss: 1.314 | Acc: 57.136% (3771/6600) 66/100 [==========================================>......................] Step: 267ms | Tot: 17s696ms | Loss: 1.315 | Acc: 57.060% (3823/6700) 67/100 [===========================================>.....................] Step: 275ms | Tot: 17s972ms | Loss: 1.316 | Acc: 57.059% (3880/6800) 68/100 [============================================>....................] Step: 267ms | Tot: 18s239ms | Loss: 1.316 | Acc: 56.986% (3932/6900) 69/100 [============================================>....................] Step: 268ms | Tot: 18s507ms | Loss: 1.317 | Acc: 56.971% (3988/7000) 70/100 [=============================================>...................] Step: 265ms | Tot: 18s772ms | Loss: 1.315 | Acc: 56.986% (4046/7100) 71/100 [==============================================>..................] Step: 275ms | Tot: 19s48ms | Loss: 1.313 | Acc: 57.028% (4106/7200) 72/100 [==============================================>..................] Step: 270ms | Tot: 19s318ms | Loss: 1.310 | Acc: 57.055% (4165/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s588ms | Loss: 1.309 | Acc: 57.108% (4226/7400) 74/100 [================================================>................] Step: 268ms | Tot: 19s856ms | Loss: 1.309 | Acc: 57.027% (4277/7500) 75/100 [================================================>................] Step: 269ms | Tot: 20s126ms | Loss: 1.308 | Acc: 57.053% (4336/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 20s394ms | Loss: 1.309 | Acc: 57.078% (4395/7700) 77/100 [==================================================>..............] Step: 265ms | Tot: 20s660ms | Loss: 1.309 | Acc: 57.167% (4459/7800) 78/100 [==================================================>..............] Step: 275ms | Tot: 20s935ms | Loss: 1.311 | Acc: 57.114% (4512/7900) 79/100 [===================================================>.............] Step: 265ms | Tot: 21s201ms | Loss: 1.312 | Acc: 57.100% (4568/8000) 80/100 [====================================================>............] Step: 270ms | Tot: 21s472ms | Loss: 1.313 | Acc: 57.025% (4619/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 21s740ms | Loss: 1.311 | Acc: 57.085% (4681/8200) 82/100 [=====================================================>...........] Step: 272ms | Tot: 22s13ms | Loss: 1.311 | Acc: 57.096% (4739/8300) 83/100 [=====================================================>...........] Step: 267ms | Tot: 22s281ms | Loss: 1.315 | Acc: 57.000% (4788/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s548ms | Loss: 1.316 | Acc: 56.988% (4844/8500) 85/100 [=======================================================>.........] Step: 271ms | Tot: 22s819ms | Loss: 1.318 | Acc: 56.930% (4896/8600) 86/100 [=======================================================>.........] Step: 273ms | Tot: 23s93ms | Loss: 1.319 | Acc: 56.897% (4950/8700) 87/100 [========================================================>........] Step: 271ms | Tot: 23s364ms | Loss: 1.319 | Acc: 56.886% (5006/8800) 88/100 [=========================================================>.......] Step: 268ms | Tot: 23s632ms | Loss: 1.323 | Acc: 56.798% (5055/8900) 89/100 [=========================================================>.......] Step: 275ms | Tot: 23s908ms | Loss: 1.324 | Acc: 56.800% (5112/9000) 90/100 [==========================================================>......] Step: 263ms | Tot: 24s171ms | Loss: 1.324 | Acc: 56.802% (5169/9100) 91/100 [===========================================================>.....] Step: 268ms | Tot: 24s439ms | Loss: 1.324 | Acc: 56.804% (5226/9200) 92/100 [===========================================================>.....] Step: 267ms | Tot: 24s707ms | Loss: 1.323 | Acc: 56.849% (5287/9300) 93/100 [============================================================>....] Step: 278ms | Tot: 24s986ms | Loss: 1.321 | Acc: 56.883% (5347/9400) 94/100 [=============================================================>...] Step: 309ms | Tot: 25s295ms | Loss: 1.322 | Acc: 56.884% (5404/9500) 95/100 [=============================================================>...] Step: 305ms | Tot: 25s601ms | Loss: 1.321 | Acc: 56.917% (5464/9600) 96/100 [==============================================================>..] Step: 266ms | Tot: 25s868ms | Loss: 1.318 | Acc: 56.979% (5527/9700) 97/100 [===============================================================>.] Step: 268ms | Tot: 26s136ms | Loss: 1.322 | Acc: 56.898% (5576/9800) 98/100 [===============================================================>.] Step: 266ms | Tot: 26s403ms | Loss: 1.322 | Acc: 56.859% (5629/9900) 99/100 [================================================================>] Step: 265ms | Tot: 26s668ms | Loss: 1.321 | Acc: 56.900% (5690/10000) 100/100 +Saving.. + +Epoch: 3 + [>................................................................] Step: 1s121ms | Tot: 2ms | Loss: 1.105 | Acc: 58.594% (75/128) 1/391 [>................................................................] Step: 349ms | Tot: 351ms | Loss: 1.013 | Acc: 62.109% (159/256) 2/391 [>................................................................] Step: 339ms | Tot: 691ms | Loss: 1.006 | Acc: 62.500% (240/384) 3/391 [>................................................................] Step: 326ms | Tot: 1s17ms | Loss: 1.028 | Acc: 62.500% (320/512) 4/391 [>................................................................] Step: 326ms | Tot: 1s344ms | Loss: 1.024 | Acc: 63.594% (407/640) 5/391 [>................................................................] Step: 322ms | Tot: 1s666ms | Loss: 1.005 | Acc: 64.453% (495/768) 6/391 [>................................................................] Step: 317ms | Tot: 1s984ms | Loss: 0.982 | Acc: 65.179% (584/896) 7/391 [=>...............................................................] Step: 326ms | Tot: 2s310ms | Loss: 0.994 | Acc: 64.648% (662/1024) 8/391 [=>...............................................................] Step: 322ms | Tot: 2s633ms | Loss: 0.996 | Acc: 64.236% (740/1152) 9/391 [=>...............................................................] Step: 324ms | Tot: 2s957ms | Loss: 0.997 | Acc: 64.453% (825/1280) 10/391 [=>...............................................................] Step: 329ms | Tot: 3s286ms | Loss: 0.994 | Acc: 65.199% (918/1408) 11/391 [=>...............................................................] Step: 320ms | Tot: 3s607ms | Loss: 0.981 | Acc: 65.495% (1006/1536) 12/391 [=>...............................................................] Step: 318ms | Tot: 3s925ms | Loss: 0.980 | Acc: 65.325% (1087/1664) 13/391 [==>..............................................................] Step: 327ms | Tot: 4s253ms | Loss: 0.978 | Acc: 65.402% (1172/1792) 14/391 [==>..............................................................] Step: 319ms | Tot: 4s573ms | Loss: 0.966 | Acc: 65.885% (1265/1920) 15/391 [==>..............................................................] Step: 317ms | Tot: 4s890ms | Loss: 0.958 | Acc: 65.967% (1351/2048) 16/391 [==>..............................................................] Step: 327ms | Tot: 5s218ms | Loss: 0.967 | Acc: 65.533% (1426/2176) 17/391 [==>..............................................................] Step: 322ms | Tot: 5s540ms | Loss: 0.969 | Acc: 65.538% (1510/2304) 18/391 [==>..............................................................] Step: 324ms | Tot: 5s865ms | Loss: 0.974 | Acc: 65.625% (1596/2432) 19/391 [===>.............................................................] Step: 328ms | Tot: 6s193ms | Loss: 0.978 | Acc: 65.391% (1674/2560) 20/391 [===>.............................................................] Step: 324ms | Tot: 6s517ms | Loss: 0.975 | Acc: 65.588% (1763/2688) 21/391 [===>.............................................................] Step: 324ms | Tot: 6s842ms | Loss: 0.968 | Acc: 65.732% (1851/2816) 22/391 [===>.............................................................] Step: 325ms | Tot: 7s167ms | Loss: 0.975 | Acc: 65.421% (1926/2944) 23/391 [===>.............................................................] Step: 319ms | Tot: 7s487ms | Loss: 0.971 | Acc: 65.690% (2018/3072) 24/391 [===>.............................................................] Step: 320ms | Tot: 7s807ms | Loss: 0.966 | Acc: 65.719% (2103/3200) 25/391 [====>............................................................] Step: 325ms | Tot: 8s132ms | Loss: 0.973 | Acc: 65.355% (2175/3328) 26/391 [====>............................................................] Step: 323ms | Tot: 8s456ms | Loss: 0.969 | Acc: 65.480% (2263/3456) 27/391 [====>............................................................] Step: 324ms | Tot: 8s780ms | Loss: 0.973 | Acc: 65.485% (2347/3584) 28/391 [====>............................................................] Step: 323ms | Tot: 9s103ms | Loss: 0.967 | Acc: 65.894% (2446/3712) 29/391 [====>............................................................] Step: 321ms | Tot: 9s425ms | Loss: 0.964 | Acc: 66.094% (2538/3840) 30/391 [====>............................................................] Step: 323ms | Tot: 9s748ms | Loss: 0.967 | Acc: 66.079% (2622/3968) 31/391 [=====>...........................................................] Step: 322ms | Tot: 10s70ms | Loss: 0.965 | Acc: 66.187% (2711/4096) 32/391 [=====>...........................................................] Step: 326ms | Tot: 10s397ms | Loss: 0.964 | Acc: 66.264% (2799/4224) 33/391 [=====>...........................................................] Step: 324ms | Tot: 10s722ms | Loss: 0.965 | Acc: 66.383% (2889/4352) 34/391 [=====>...........................................................] Step: 323ms | Tot: 11s45ms | Loss: 0.963 | Acc: 66.496% (2979/4480) 35/391 [=====>...........................................................] Step: 324ms | Tot: 11s369ms | Loss: 0.968 | Acc: 66.450% (3062/4608) 36/391 [=====>...........................................................] Step: 327ms | Tot: 11s697ms | Loss: 0.969 | Acc: 66.512% (3150/4736) 37/391 [======>..........................................................] Step: 321ms | Tot: 12s18ms | Loss: 0.966 | Acc: 66.591% (3239/4864) 38/391 [======>..........................................................] Step: 331ms | Tot: 12s349ms | Loss: 0.964 | Acc: 66.567% (3323/4992) 39/391 [======>..........................................................] Step: 323ms | Tot: 12s673ms | Loss: 0.962 | Acc: 66.504% (3405/5120) 40/391 [======>..........................................................] Step: 321ms | Tot: 12s994ms | Loss: 0.958 | Acc: 66.578% (3494/5248) 41/391 [======>..........................................................] Step: 327ms | Tot: 13s322ms | Loss: 0.955 | Acc: 66.667% (3584/5376) 42/391 [======>..........................................................] Step: 320ms | Tot: 13s642ms | Loss: 0.951 | Acc: 66.788% (3676/5504) 43/391 [=======>.........................................................] Step: 320ms | Tot: 13s962ms | Loss: 0.951 | Acc: 66.797% (3762/5632) 44/391 [=======>.........................................................] Step: 328ms | Tot: 14s291ms | Loss: 0.953 | Acc: 66.649% (3839/5760) 45/391 [=======>.........................................................] Step: 325ms | Tot: 14s617ms | Loss: 0.954 | Acc: 66.576% (3920/5888) 46/391 [=======>.........................................................] Step: 320ms | Tot: 14s938ms | Loss: 0.956 | Acc: 66.489% (4000/6016) 47/391 [=======>.........................................................] Step: 329ms | Tot: 15s268ms | Loss: 0.959 | Acc: 66.341% (4076/6144) 48/391 [=======>.........................................................] Step: 320ms | Tot: 15s588ms | Loss: 0.957 | Acc: 66.438% (4167/6272) 49/391 [========>........................................................] Step: 321ms | Tot: 15s909ms | Loss: 0.955 | Acc: 66.500% (4256/6400) 50/391 [========>........................................................] Step: 329ms | Tot: 16s239ms | Loss: 0.957 | Acc: 66.376% (4333/6528) 51/391 [========>........................................................] Step: 320ms | Tot: 16s560ms | Loss: 0.955 | Acc: 66.466% (4424/6656) 52/391 [========>........................................................] Step: 321ms | Tot: 16s881ms | Loss: 0.952 | Acc: 66.495% (4511/6784) 53/391 [========>........................................................] Step: 331ms | Tot: 17s213ms | Loss: 0.950 | Acc: 66.508% (4597/6912) 54/391 [========>........................................................] Step: 327ms | Tot: 17s540ms | Loss: 0.949 | Acc: 66.676% (4694/7040) 55/391 [=========>.......................................................] Step: 322ms | Tot: 17s862ms | Loss: 0.949 | Acc: 66.629% (4776/7168) 56/391 [=========>.......................................................] Step: 330ms | Tot: 18s193ms | Loss: 0.948 | Acc: 66.708% (4867/7296) 57/391 [=========>.......................................................] Step: 328ms | Tot: 18s522ms | Loss: 0.946 | Acc: 66.783% (4958/7424) 58/391 [=========>.......................................................] Step: 321ms | Tot: 18s843ms | Loss: 0.946 | Acc: 66.751% (5041/7552) 59/391 [=========>.......................................................] Step: 329ms | Tot: 19s173ms | Loss: 0.946 | Acc: 66.732% (5125/7680) 60/391 [=========>.......................................................] Step: 322ms | Tot: 19s496ms | Loss: 0.947 | Acc: 66.739% (5211/7808) 61/391 [==========>......................................................] Step: 325ms | Tot: 19s822ms | Loss: 0.948 | Acc: 66.696% (5293/7936) 62/391 [==========>......................................................] Step: 327ms | Tot: 20s149ms | Loss: 0.946 | Acc: 66.741% (5382/8064) 63/391 [==========>......................................................] Step: 325ms | Tot: 20s474ms | Loss: 0.945 | Acc: 66.785% (5471/8192) 64/391 [==========>......................................................] Step: 323ms | Tot: 20s798ms | Loss: 0.944 | Acc: 66.839% (5561/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s125ms | Loss: 0.946 | Acc: 66.750% (5639/8448) 66/391 [==========>......................................................] Step: 320ms | Tot: 21s445ms | Loss: 0.946 | Acc: 66.756% (5725/8576) 67/391 [===========>.....................................................] Step: 324ms | Tot: 21s770ms | Loss: 0.947 | Acc: 66.648% (5801/8704) 68/391 [===========>.....................................................] Step: 326ms | Tot: 22s97ms | Loss: 0.947 | Acc: 66.633% (5885/8832) 69/391 [===========>.....................................................] Step: 328ms | Tot: 22s426ms | Loss: 0.947 | Acc: 66.629% (5970/8960) 70/391 [===========>.....................................................] Step: 329ms | Tot: 22s756ms | Loss: 0.948 | Acc: 66.560% (6049/9088) 71/391 [===========>.....................................................] Step: 325ms | Tot: 23s81ms | Loss: 0.946 | Acc: 66.656% (6143/9216) 72/391 [===========>.....................................................] Step: 326ms | Tot: 23s407ms | Loss: 0.945 | Acc: 66.685% (6231/9344) 73/391 [============>....................................................] Step: 325ms | Tot: 23s732ms | Loss: 0.944 | Acc: 66.734% (6321/9472) 74/391 [============>....................................................] Step: 323ms | Tot: 24s56ms | Loss: 0.943 | Acc: 66.771% (6410/9600) 75/391 [============>....................................................] Step: 325ms | Tot: 24s382ms | Loss: 0.941 | Acc: 66.848% (6503/9728) 76/391 [============>....................................................] Step: 324ms | Tot: 24s707ms | Loss: 0.941 | Acc: 66.832% (6587/9856) 77/391 [============>....................................................] Step: 322ms | Tot: 25s29ms | Loss: 0.939 | Acc: 66.867% (6676/9984) 78/391 [============>....................................................] Step: 327ms | Tot: 25s356ms | Loss: 0.940 | Acc: 66.831% (6758/10112) 79/391 [=============>...................................................] Step: 325ms | Tot: 25s681ms | Loss: 0.940 | Acc: 66.758% (6836/10240) 80/391 [=============>...................................................] Step: 325ms | Tot: 26s6ms | Loss: 0.939 | Acc: 66.802% (6926/10368) 81/391 [=============>...................................................] Step: 331ms | Tot: 26s338ms | Loss: 0.940 | Acc: 66.778% (7009/10496) 82/391 [=============>...................................................] Step: 322ms | Tot: 26s660ms | Loss: 0.939 | Acc: 66.820% (7099/10624) 83/391 [=============>...................................................] Step: 322ms | Tot: 26s983ms | Loss: 0.938 | Acc: 66.918% (7195/10752) 84/391 [=============>...................................................] Step: 348ms | Tot: 27s332ms | Loss: 0.938 | Acc: 66.921% (7281/10880) 85/391 [==============>..................................................] Step: 377ms | Tot: 27s710ms | Loss: 0.938 | Acc: 66.888% (7363/11008) 86/391 [==============>..................................................] Step: 344ms | Tot: 28s55ms | Loss: 0.937 | Acc: 66.945% (7455/11136) 87/391 [==============>..................................................] Step: 324ms | Tot: 28s379ms | Loss: 0.938 | Acc: 66.903% (7536/11264) 88/391 [==============>..................................................] Step: 325ms | Tot: 28s705ms | Loss: 0.938 | Acc: 66.933% (7625/11392) 89/391 [==============>..................................................] Step: 324ms | Tot: 29s29ms | Loss: 0.938 | Acc: 66.892% (7706/11520) 90/391 [==============>..................................................] Step: 334ms | Tot: 29s364ms | Loss: 0.937 | Acc: 66.870% (7789/11648) 91/391 [===============>.................................................] Step: 329ms | Tot: 29s693ms | Loss: 0.937 | Acc: 66.831% (7870/11776) 92/391 [===============>.................................................] Step: 323ms | Tot: 30s17ms | Loss: 0.938 | Acc: 66.776% (7949/11904) 93/391 [===============>.................................................] Step: 328ms | Tot: 30s345ms | Loss: 0.937 | Acc: 66.797% (8037/12032) 94/391 [===============>.................................................] Step: 326ms | Tot: 30s671ms | Loss: 0.937 | Acc: 66.793% (8122/12160) 95/391 [===============>.................................................] Step: 321ms | Tot: 30s993ms | Loss: 0.938 | Acc: 66.756% (8203/12288) 96/391 [===============>.................................................] Step: 329ms | Tot: 31s322ms | Loss: 0.939 | Acc: 66.704% (8282/12416) 97/391 [================>................................................] Step: 324ms | Tot: 31s647ms | Loss: 0.940 | Acc: 66.701% (8367/12544) 98/391 [================>................................................] Step: 324ms | Tot: 31s972ms | Loss: 0.939 | Acc: 66.714% (8454/12672) 99/391 [================>................................................] Step: 332ms | Tot: 32s304ms | Loss: 0.939 | Acc: 66.766% (8546/12800) 100/391 [================>................................................] Step: 323ms | Tot: 32s628ms | Loss: 0.939 | Acc: 66.770% (8632/12928) 101/391 [================>................................................] Step: 323ms | Tot: 32s951ms | Loss: 0.939 | Acc: 66.797% (8721/13056) 102/391 [================>................................................] Step: 330ms | Tot: 33s282ms | Loss: 0.937 | Acc: 66.854% (8814/13184) 103/391 [=================>...............................................] Step: 324ms | Tot: 33s606ms | Loss: 0.936 | Acc: 66.864% (8901/13312) 104/391 [=================>...............................................] Step: 323ms | Tot: 33s929ms | Loss: 0.936 | Acc: 66.860% (8986/13440) 105/391 [=================>...............................................] Step: 330ms | Tot: 34s260ms | Loss: 0.937 | Acc: 66.885% (9075/13568) 106/391 [=================>...............................................] Step: 321ms | Tot: 34s582ms | Loss: 0.939 | Acc: 66.801% (9149/13696) 107/391 [=================>...............................................] Step: 322ms | Tot: 34s904ms | Loss: 0.939 | Acc: 66.804% (9235/13824) 108/391 [=================>...............................................] Step: 334ms | Tot: 35s239ms | Loss: 0.939 | Acc: 66.765% (9315/13952) 109/391 [==================>..............................................] Step: 321ms | Tot: 35s560ms | Loss: 0.938 | Acc: 66.804% (9406/14080) 110/391 [==================>..............................................] Step: 323ms | Tot: 35s884ms | Loss: 0.938 | Acc: 66.779% (9488/14208) 111/391 [==================>..............................................] Step: 331ms | Tot: 36s215ms | Loss: 0.939 | Acc: 66.769% (9572/14336) 112/391 [==================>..............................................] Step: 322ms | Tot: 36s538ms | Loss: 0.939 | Acc: 66.752% (9655/14464) 113/391 [==================>..............................................] Step: 327ms | Tot: 36s865ms | Loss: 0.940 | Acc: 66.721% (9736/14592) 114/391 [==================>..............................................] Step: 329ms | Tot: 37s195ms | Loss: 0.940 | Acc: 66.719% (9821/14720) 115/391 [===================>.............................................] Step: 322ms | Tot: 37s518ms | Loss: 0.940 | Acc: 66.655% (9897/14848) 116/391 [===================>.............................................] Step: 322ms | Tot: 37s841ms | Loss: 0.940 | Acc: 66.627% (9978/14976) 117/391 [===================>.............................................] Step: 331ms | Tot: 38s172ms | Loss: 0.940 | Acc: 66.598% (10059/15104) 118/391 [===================>.............................................] Step: 322ms | Tot: 38s494ms | Loss: 0.939 | Acc: 66.597% (10144/15232) 119/391 [===================>.............................................] Step: 324ms | Tot: 38s819ms | Loss: 0.940 | Acc: 66.608% (10231/15360) 120/391 [===================>.............................................] Step: 326ms | Tot: 39s146ms | Loss: 0.938 | Acc: 66.671% (10326/15488) 121/391 [====================>............................................] Step: 321ms | Tot: 39s467ms | Loss: 0.937 | Acc: 66.707% (10417/15616) 122/391 [====================>............................................] Step: 325ms | Tot: 39s793ms | Loss: 0.937 | Acc: 66.698% (10501/15744) 123/391 [====================>............................................] Step: 325ms | Tot: 40s119ms | Loss: 0.937 | Acc: 66.721% (10590/15872) 124/391 [====================>............................................] Step: 330ms | Tot: 40s450ms | Loss: 0.936 | Acc: 66.750% (10680/16000) 125/391 [====================>............................................] Step: 326ms | Tot: 40s777ms | Loss: 0.937 | Acc: 66.753% (10766/16128) 126/391 [====================>............................................] Step: 329ms | Tot: 41s106ms | Loss: 0.938 | Acc: 66.726% (10847/16256) 127/391 [=====================>...........................................] Step: 322ms | Tot: 41s428ms | Loss: 0.937 | Acc: 66.791% (10943/16384) 128/391 [=====================>...........................................] Step: 325ms | Tot: 41s754ms | Loss: 0.936 | Acc: 66.812% (11032/16512) 129/391 [=====================>...........................................] Step: 326ms | Tot: 42s80ms | Loss: 0.935 | Acc: 66.845% (11123/16640) 130/391 [=====================>...........................................] Step: 331ms | Tot: 42s412ms | Loss: 0.936 | Acc: 66.865% (11212/16768) 131/391 [=====================>...........................................] Step: 324ms | Tot: 42s736ms | Loss: 0.935 | Acc: 66.886% (11301/16896) 132/391 [=====================>...........................................] Step: 325ms | Tot: 43s62ms | Loss: 0.935 | Acc: 66.859% (11382/17024) 133/391 [======================>..........................................] Step: 327ms | Tot: 43s390ms | Loss: 0.935 | Acc: 66.884% (11472/17152) 134/391 [======================>..........................................] Step: 324ms | Tot: 43s714ms | Loss: 0.935 | Acc: 66.892% (11559/17280) 135/391 [======================>..........................................] Step: 324ms | Tot: 44s39ms | Loss: 0.934 | Acc: 66.929% (11651/17408) 136/391 [======================>..........................................] Step: 326ms | Tot: 44s365ms | Loss: 0.933 | Acc: 66.931% (11737/17536) 137/391 [======================>..........................................] Step: 324ms | Tot: 44s689ms | Loss: 0.933 | Acc: 66.944% (11825/17664) 138/391 [======================>..........................................] Step: 323ms | Tot: 45s13ms | Loss: 0.933 | Acc: 66.963% (11914/17792) 139/391 [=======================>.........................................] Step: 326ms | Tot: 45s339ms | Loss: 0.933 | Acc: 66.931% (11994/17920) 140/391 [=======================>.........................................] Step: 323ms | Tot: 45s663ms | Loss: 0.933 | Acc: 66.894% (12073/18048) 141/391 [=======================>.........................................] Step: 321ms | Tot: 45s984ms | Loss: 0.932 | Acc: 66.923% (12164/18176) 142/391 [=======================>.........................................] Step: 329ms | Tot: 46s313ms | Loss: 0.931 | Acc: 66.974% (12259/18304) 143/391 [=======================>.........................................] Step: 323ms | Tot: 46s637ms | Loss: 0.930 | Acc: 67.003% (12350/18432) 144/391 [=======================>.........................................] Step: 325ms | Tot: 46s962ms | Loss: 0.930 | Acc: 67.020% (12439/18560) 145/391 [========================>........................................] Step: 328ms | Tot: 47s291ms | Loss: 0.928 | Acc: 67.054% (12531/18688) 146/391 [========================>........................................] Step: 324ms | Tot: 47s616ms | Loss: 0.928 | Acc: 67.092% (12624/18816) 147/391 [========================>........................................] Step: 322ms | Tot: 47s938ms | Loss: 0.928 | Acc: 67.092% (12710/18944) 148/391 [========================>........................................] Step: 327ms | Tot: 48s266ms | Loss: 0.927 | Acc: 67.151% (12807/19072) 149/391 [========================>........................................] Step: 320ms | Tot: 48s586ms | Loss: 0.926 | Acc: 67.177% (12898/19200) 150/391 [========================>........................................] Step: 322ms | Tot: 48s909ms | Loss: 0.928 | Acc: 67.141% (12977/19328) 151/391 [=========================>.......................................] Step: 330ms | Tot: 49s240ms | Loss: 0.927 | Acc: 67.146% (13064/19456) 152/391 [=========================>.......................................] Step: 323ms | Tot: 49s564ms | Loss: 0.927 | Acc: 67.167% (13154/19584) 153/391 [=========================>.......................................] Step: 324ms | Tot: 49s888ms | Loss: 0.925 | Acc: 67.248% (13256/19712) 154/391 [=========================>.......................................] Step: 328ms | Tot: 50s217ms | Loss: 0.924 | Acc: 67.278% (13348/19840) 155/391 [=========================>.......................................] Step: 322ms | Tot: 50s539ms | Loss: 0.924 | Acc: 67.313% (13441/19968) 156/391 [=========================>.......................................] Step: 324ms | Tot: 50s864ms | Loss: 0.924 | Acc: 67.292% (13523/20096) 157/391 [==========================>......................................] Step: 330ms | Tot: 51s195ms | Loss: 0.924 | Acc: 67.291% (13609/20224) 158/391 [==========================>......................................] Step: 322ms | Tot: 51s517ms | Loss: 0.924 | Acc: 67.296% (13696/20352) 159/391 [==========================>......................................] Step: 322ms | Tot: 51s839ms | Loss: 0.924 | Acc: 67.266% (13776/20480) 160/391 [==========================>......................................] Step: 327ms | Tot: 52s167ms | Loss: 0.923 | Acc: 67.294% (13868/20608) 161/391 [==========================>......................................] Step: 322ms | Tot: 52s490ms | Loss: 0.923 | Acc: 67.284% (13952/20736) 162/391 [==========================>......................................] Step: 325ms | Tot: 52s816ms | Loss: 0.922 | Acc: 67.326% (14047/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 53s141ms | Loss: 0.921 | Acc: 67.321% (14132/20992) 164/391 [===========================>.....................................] Step: 321ms | Tot: 53s462ms | Loss: 0.921 | Acc: 67.311% (14216/21120) 165/391 [===========================>.....................................] Step: 328ms | Tot: 53s791ms | Loss: 0.921 | Acc: 67.282% (14296/21248) 166/391 [===========================>.....................................] Step: 323ms | Tot: 54s115ms | Loss: 0.921 | Acc: 67.290% (14384/21376) 167/391 [===========================>.....................................] Step: 321ms | Tot: 54s437ms | Loss: 0.920 | Acc: 67.294% (14471/21504) 168/391 [===========================>.....................................] Step: 329ms | Tot: 54s766ms | Loss: 0.920 | Acc: 67.312% (14561/21632) 169/391 [============================>....................................] Step: 322ms | Tot: 55s89ms | Loss: 0.920 | Acc: 67.325% (14650/21760) 170/391 [============================>....................................] Step: 322ms | Tot: 55s411ms | Loss: 0.920 | Acc: 67.379% (14748/21888) 171/391 [============================>....................................] Step: 326ms | Tot: 55s738ms | Loss: 0.919 | Acc: 67.383% (14835/22016) 172/391 [============================>....................................] Step: 321ms | Tot: 56s60ms | Loss: 0.919 | Acc: 67.386% (14922/22144) 173/391 [============================>....................................] Step: 325ms | Tot: 56s386ms | Loss: 0.919 | Acc: 67.412% (15014/22272) 174/391 [============================>....................................] Step: 322ms | Tot: 56s709ms | Loss: 0.919 | Acc: 67.402% (15098/22400) 175/391 [=============================>...................................] Step: 324ms | Tot: 57s33ms | Loss: 0.918 | Acc: 67.396% (15183/22528) 176/391 [=============================>...................................] Step: 360ms | Tot: 57s393ms | Loss: 0.918 | Acc: 67.421% (15275/22656) 177/391 [=============================>...................................] Step: 368ms | Tot: 57s762ms | Loss: 0.918 | Acc: 67.394% (15355/22784) 178/391 [=============================>...................................] Step: 326ms | Tot: 58s88ms | Loss: 0.918 | Acc: 67.428% (15449/22912) 179/391 [=============================>...................................] Step: 324ms | Tot: 58s413ms | Loss: 0.917 | Acc: 67.452% (15541/23040) 180/391 [=============================>...................................] Step: 332ms | Tot: 58s745ms | Loss: 0.917 | Acc: 67.477% (15633/23168) 181/391 [==============================>..................................] Step: 324ms | Tot: 59s69ms | Loss: 0.918 | Acc: 67.436% (15710/23296) 182/391 [==============================>..................................] Step: 324ms | Tot: 59s393ms | Loss: 0.918 | Acc: 67.431% (15795/23424) 183/391 [==============================>..................................] Step: 321ms | Tot: 59s715ms | Loss: 0.918 | Acc: 67.438% (15883/23552) 184/391 [==============================>..................................] Step: 323ms | Tot: 1m38ms | Loss: 0.918 | Acc: 67.432% (15968/23680) 185/391 [==============================>..................................] Step: 326ms | Tot: 1m365ms | Loss: 0.917 | Acc: 67.469% (16063/23808) 186/391 [==============================>..................................] Step: 326ms | Tot: 1m692ms | Loss: 0.917 | Acc: 67.484% (16153/23936) 187/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 0.916 | Acc: 67.516% (16247/24064) 188/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.917 | Acc: 67.502% (16330/24192) 189/391 [===============================>.................................] Step: 328ms | Tot: 1m1s | Loss: 0.917 | Acc: 67.500% (16416/24320) 190/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.917 | Acc: 67.519% (16507/24448) 191/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.917 | Acc: 67.501% (16589/24576) 192/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.916 | Acc: 67.536% (16684/24704) 193/391 [================================>................................] Step: 324ms | Tot: 1m2s | Loss: 0.915 | Acc: 67.566% (16778/24832) 194/391 [================================>................................] Step: 330ms | Tot: 1m3s | Loss: 0.916 | Acc: 67.572% (16866/24960) 195/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.915 | Acc: 67.578% (16954/25088) 196/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.916 | Acc: 67.592% (17044/25216) 197/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.916 | Acc: 67.570% (17125/25344) 198/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.916 | Acc: 67.568% (17211/25472) 199/391 [=================================>...............................] Step: 321ms | Tot: 1m4s | Loss: 0.916 | Acc: 67.582% (17301/25600) 200/391 [=================================>...............................] Step: 331ms | Tot: 1m5s | Loss: 0.915 | Acc: 67.584% (17388/25728) 201/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.916 | Acc: 67.555% (17467/25856) 202/391 [=================================>...............................] Step: 320ms | Tot: 1m5s | Loss: 0.916 | Acc: 67.576% (17559/25984) 203/391 [=================================>...............................] Step: 329ms | Tot: 1m6s | Loss: 0.916 | Acc: 67.578% (17646/26112) 204/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.915 | Acc: 67.603% (17739/26240) 205/391 [==================================>..............................] Step: 326ms | Tot: 1m6s | Loss: 0.915 | Acc: 67.582% (17820/26368) 206/391 [==================================>..............................] Step: 331ms | Tot: 1m7s | Loss: 0.915 | Acc: 67.606% (17913/26496) 207/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.914 | Acc: 67.627% (18005/26624) 208/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.914 | Acc: 67.640% (18095/26752) 209/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.914 | Acc: 67.660% (18187/26880) 210/391 [==================================>..............................] Step: 320ms | Tot: 1m8s | Loss: 0.914 | Acc: 67.676% (18278/27008) 211/391 [===================================>.............................] Step: 324ms | Tot: 1m8s | Loss: 0.914 | Acc: 67.685% (18367/27136) 212/391 [===================================>.............................] Step: 330ms | Tot: 1m9s | Loss: 0.914 | Acc: 67.657% (18446/27264) 213/391 [===================================>.............................] Step: 321ms | Tot: 1m9s | Loss: 0.914 | Acc: 67.662% (18534/27392) 214/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.914 | Acc: 67.682% (18626/27520) 215/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.913 | Acc: 67.701% (18718/27648) 216/391 [===================================>.............................] Step: 324ms | Tot: 1m10s | Loss: 0.914 | Acc: 67.670% (18796/27776) 217/391 [====================================>............................] Step: 327ms | Tot: 1m10s | Loss: 0.913 | Acc: 67.732% (18900/27904) 218/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.913 | Acc: 67.719% (18983/28032) 219/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.912 | Acc: 67.731% (19073/28160) 220/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.912 | Acc: 67.739% (19162/28288) 221/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.912 | Acc: 67.733% (19247/28416) 222/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.912 | Acc: 67.727% (19332/28544) 223/391 [=====================================>...........................] Step: 324ms | Tot: 1m12s | Loss: 0.911 | Acc: 67.749% (19425/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.911 | Acc: 67.753% (19513/28800) 225/391 [=====================================>...........................] Step: 328ms | Tot: 1m13s | Loss: 0.911 | Acc: 67.748% (19598/28928) 226/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.911 | Acc: 67.769% (19691/29056) 227/391 [=====================================>...........................] Step: 322ms | Tot: 1m14s | Loss: 0.911 | Acc: 67.770% (19778/29184) 228/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.911 | Acc: 67.740% (19856/29312) 229/391 [======================================>..........................] Step: 323ms | Tot: 1m14s | Loss: 0.911 | Acc: 67.734% (19941/29440) 230/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.911 | Acc: 67.752% (20033/29568) 231/391 [======================================>..........................] Step: 326ms | Tot: 1m15s | Loss: 0.910 | Acc: 67.763% (20123/29696) 232/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.911 | Acc: 67.721% (20197/29824) 233/391 [======================================>..........................] Step: 321ms | Tot: 1m15s | Loss: 0.911 | Acc: 67.718% (20283/29952) 234/391 [======================================>..........................] Step: 328ms | Tot: 1m16s | Loss: 0.910 | Acc: 67.746% (20378/30080) 235/391 [=======================================>.........................] Step: 322ms | Tot: 1m16s | Loss: 0.910 | Acc: 67.767% (20471/30208) 236/391 [=======================================>.........................] Step: 321ms | Tot: 1m16s | Loss: 0.911 | Acc: 67.751% (20553/30336) 237/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.911 | Acc: 67.755% (20641/30464) 238/391 [=======================================>.........................] Step: 328ms | Tot: 1m17s | Loss: 0.911 | Acc: 67.763% (20730/30592) 239/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.911 | Acc: 67.734% (20808/30720) 240/391 [=======================================>.........................] Step: 326ms | Tot: 1m18s | Loss: 0.912 | Acc: 67.729% (20893/30848) 241/391 [========================================>........................] Step: 320ms | Tot: 1m18s | Loss: 0.911 | Acc: 67.736% (20982/30976) 242/391 [========================================>........................] Step: 320ms | Tot: 1m18s | Loss: 0.911 | Acc: 67.728% (21066/31104) 243/391 [========================================>........................] Step: 332ms | Tot: 1m19s | Loss: 0.911 | Acc: 67.741% (21157/31232) 244/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.911 | Acc: 67.755% (21248/31360) 245/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.910 | Acc: 67.762% (21337/31488) 246/391 [========================================>........................] Step: 331ms | Tot: 1m20s | Loss: 0.910 | Acc: 67.788% (21432/31616) 247/391 [=========================================>.......................] Step: 323ms | Tot: 1m20s | Loss: 0.910 | Acc: 67.789% (21519/31744) 248/391 [=========================================>.......................] Step: 323ms | Tot: 1m20s | Loss: 0.909 | Acc: 67.809% (21612/31872) 249/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.910 | Acc: 67.781% (21690/32000) 250/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.910 | Acc: 67.788% (21779/32128) 251/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.910 | Acc: 67.795% (21868/32256) 252/391 [=========================================>.......................] Step: 331ms | Tot: 1m22s | Loss: 0.909 | Acc: 67.805% (21958/32384) 253/391 [==========================================>......................] Step: 321ms | Tot: 1m22s | Loss: 0.909 | Acc: 67.793% (22041/32512) 254/391 [==========================================>......................] Step: 326ms | Tot: 1m22s | Loss: 0.909 | Acc: 67.816% (22135/32640) 255/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.909 | Acc: 67.810% (22220/32768) 256/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.908 | Acc: 67.829% (22313/32896) 257/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.907 | Acc: 67.857% (22409/33024) 258/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 0.907 | Acc: 67.842% (22491/33152) 259/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.907 | Acc: 67.843% (22578/33280) 260/391 [===========================================>.....................] Step: 327ms | Tot: 1m24s | Loss: 0.907 | Acc: 67.855% (22669/33408) 261/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.906 | Acc: 67.876% (22763/33536) 262/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.906 | Acc: 67.883% (22852/33664) 263/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.906 | Acc: 67.871% (22935/33792) 264/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.907 | Acc: 67.866% (23020/33920) 265/391 [============================================>....................] Step: 324ms | Tot: 1m26s | Loss: 0.907 | Acc: 67.863% (23106/34048) 266/391 [============================================>....................] Step: 323ms | Tot: 1m26s | Loss: 0.906 | Acc: 67.872% (23196/34176) 267/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.906 | Acc: 67.875% (23284/34304) 268/391 [============================================>....................] Step: 358ms | Tot: 1m27s | Loss: 0.905 | Acc: 67.902% (23380/34432) 269/391 [============================================>....................] Step: 371ms | Tot: 1m27s | Loss: 0.905 | Acc: 67.882% (23460/34560) 270/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 0.905 | Acc: 67.894% (23551/34688) 271/391 [=============================================>...................] Step: 323ms | Tot: 1m28s | Loss: 0.905 | Acc: 67.911% (23644/34816) 272/391 [=============================================>...................] Step: 324ms | Tot: 1m28s | Loss: 0.904 | Acc: 67.937% (23740/34944) 273/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.904 | Acc: 67.949% (23831/35072) 274/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.904 | Acc: 67.972% (23926/35200) 275/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.904 | Acc: 67.974% (24014/35328) 276/391 [=============================================>...................] Step: 321ms | Tot: 1m30s | Loss: 0.904 | Acc: 67.977% (24102/35456) 277/391 [==============================================>..................] Step: 328ms | Tot: 1m30s | Loss: 0.904 | Acc: 67.969% (24186/35584) 278/391 [==============================================>..................] Step: 323ms | Tot: 1m30s | Loss: 0.903 | Acc: 67.991% (24281/35712) 279/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.903 | Acc: 67.994% (24369/35840) 280/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.903 | Acc: 68.008% (24461/35968) 281/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.903 | Acc: 68.019% (24552/36096) 282/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.903 | Acc: 68.007% (24635/36224) 283/391 [===============================================>.................] Step: 330ms | Tot: 1m32s | Loss: 0.903 | Acc: 68.018% (24726/36352) 284/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.903 | Acc: 68.004% (24808/36480) 285/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.903 | Acc: 68.007% (24896/36608) 286/391 [===============================================>.................] Step: 329ms | Tot: 1m33s | Loss: 0.903 | Acc: 67.999% (24980/36736) 287/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.903 | Acc: 68.009% (25071/36864) 288/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.903 | Acc: 68.023% (25163/36992) 289/391 [================================================>................] Step: 331ms | Tot: 1m34s | Loss: 0.903 | Acc: 68.047% (25259/37120) 290/391 [================================================>................] Step: 325ms | Tot: 1m34s | Loss: 0.903 | Acc: 68.047% (25346/37248) 291/391 [================================================>................] Step: 323ms | Tot: 1m34s | Loss: 0.903 | Acc: 68.057% (25437/37376) 292/391 [================================================>................] Step: 332ms | Tot: 1m35s | Loss: 0.902 | Acc: 68.075% (25531/37504) 293/391 [================================================>................] Step: 324ms | Tot: 1m35s | Loss: 0.902 | Acc: 68.072% (25617/37632) 294/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.903 | Acc: 68.061% (25700/37760) 295/391 [=================================================>...............] Step: 331ms | Tot: 1m36s | Loss: 0.903 | Acc: 68.040% (25779/37888) 296/391 [=================================================>...............] Step: 325ms | Tot: 1m36s | Loss: 0.903 | Acc: 68.035% (25864/38016) 297/391 [=================================================>...............] Step: 329ms | Tot: 1m36s | Loss: 0.903 | Acc: 68.050% (25957/38144) 298/391 [=================================================>...............] Step: 335ms | Tot: 1m37s | Loss: 0.903 | Acc: 68.060% (26048/38272) 299/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.903 | Acc: 68.042% (26128/38400) 300/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.903 | Acc: 68.031% (26211/38528) 301/391 [==================================================>..............] Step: 331ms | Tot: 1m38s | Loss: 0.903 | Acc: 68.028% (26297/38656) 302/391 [==================================================>..............] Step: 322ms | Tot: 1m38s | Loss: 0.903 | Acc: 68.015% (26379/38784) 303/391 [==================================================>..............] Step: 325ms | Tot: 1m38s | Loss: 0.903 | Acc: 68.025% (26470/38912) 304/391 [==================================================>..............] Step: 334ms | Tot: 1m39s | Loss: 0.902 | Acc: 68.043% (26564/39040) 305/391 [==================================================>..............] Step: 326ms | Tot: 1m39s | Loss: 0.903 | Acc: 68.038% (26649/39168) 306/391 [==================================================>..............] Step: 324ms | Tot: 1m39s | Loss: 0.902 | Acc: 68.048% (26740/39296) 307/391 [===================================================>.............] Step: 330ms | Tot: 1m40s | Loss: 0.902 | Acc: 68.055% (26830/39424) 308/391 [===================================================>.............] Step: 323ms | Tot: 1m40s | Loss: 0.901 | Acc: 68.083% (26928/39552) 309/391 [===================================================>.............] Step: 325ms | Tot: 1m40s | Loss: 0.901 | Acc: 68.095% (27020/39680) 310/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.901 | Acc: 68.094% (27107/39808) 311/391 [===================================================>.............] Step: 321ms | Tot: 1m41s | Loss: 0.901 | Acc: 68.111% (27201/39936) 312/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.900 | Acc: 68.106% (27286/40064) 313/391 [====================================================>............] Step: 326ms | Tot: 1m42s | Loss: 0.900 | Acc: 68.103% (27372/40192) 314/391 [====================================================>............] Step: 323ms | Tot: 1m42s | Loss: 0.900 | Acc: 68.113% (27463/40320) 315/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.901 | Acc: 68.107% (27548/40448) 316/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.901 | Acc: 68.097% (27631/40576) 317/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.900 | Acc: 68.101% (27720/40704) 318/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.900 | Acc: 68.101% (27807/40832) 319/391 [=====================================================>...........] Step: 323ms | Tot: 1m44s | Loss: 0.900 | Acc: 68.123% (27903/40960) 320/391 [=====================================================>...........] Step: 324ms | Tot: 1m44s | Loss: 0.899 | Acc: 68.142% (27998/41088) 321/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.899 | Acc: 68.146% (28087/41216) 322/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.899 | Acc: 68.170% (28184/41344) 323/391 [=====================================================>...........] Step: 330ms | Tot: 1m45s | Loss: 0.899 | Acc: 68.164% (28269/41472) 324/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 0.899 | Acc: 68.183% (28364/41600) 325/391 [======================================================>..........] Step: 323ms | Tot: 1m46s | Loss: 0.898 | Acc: 68.206% (28461/41728) 326/391 [======================================================>..........] Step: 326ms | Tot: 1m46s | Loss: 0.898 | Acc: 68.222% (28555/41856) 327/391 [======================================================>..........] Step: 326ms | Tot: 1m46s | Loss: 0.898 | Acc: 68.221% (28642/41984) 328/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.898 | Acc: 68.225% (28731/42112) 329/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.897 | Acc: 68.229% (28820/42240) 330/391 [======================================================>..........] Step: 333ms | Tot: 1m47s | Loss: 0.897 | Acc: 68.250% (28916/42368) 331/391 [=======================================================>.........] Step: 327ms | Tot: 1m47s | Loss: 0.896 | Acc: 68.249% (29003/42496) 332/391 [=======================================================>.........] Step: 333ms | Tot: 1m48s | Loss: 0.897 | Acc: 68.248% (29090/42624) 333/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.896 | Acc: 68.254% (29180/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m48s | Loss: 0.896 | Acc: 68.270% (29274/42880) 335/391 [=======================================================>.........] Step: 329ms | Tot: 1m49s | Loss: 0.896 | Acc: 68.269% (29361/43008) 336/391 [=======================================================>.........] Step: 327ms | Tot: 1m49s | Loss: 0.896 | Acc: 68.261% (29445/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m49s | Loss: 0.896 | Acc: 68.272% (29537/43264) 338/391 [========================================================>........] Step: 329ms | Tot: 1m50s | Loss: 0.896 | Acc: 68.280% (29628/43392) 339/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.895 | Acc: 68.290% (29720/43520) 340/391 [========================================================>........] Step: 326ms | Tot: 1m50s | Loss: 0.896 | Acc: 68.292% (29808/43648) 341/391 [========================================================>........] Step: 336ms | Tot: 1m51s | Loss: 0.896 | Acc: 68.291% (29895/43776) 342/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.896 | Acc: 68.294% (29984/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m51s | Loss: 0.895 | Acc: 68.314% (30080/44032) 344/391 [=========================================================>.......] Step: 336ms | Tot: 1m52s | Loss: 0.895 | Acc: 68.311% (30166/44160) 345/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.895 | Acc: 68.319% (30257/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m52s | Loss: 0.895 | Acc: 68.318% (30344/44416) 347/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.895 | Acc: 68.326% (30435/44544) 348/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 0.894 | Acc: 68.352% (30534/44672) 349/391 [==========================================================>......] Step: 324ms | Tot: 1m53s | Loss: 0.895 | Acc: 68.335% (30614/44800) 350/391 [==========================================================>......] Step: 334ms | Tot: 1m54s | Loss: 0.895 | Acc: 68.334% (30701/44928) 351/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.895 | Acc: 68.357% (30799/45056) 352/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 0.895 | Acc: 68.376% (30895/45184) 353/391 [==========================================================>......] Step: 329ms | Tot: 1m55s | Loss: 0.894 | Acc: 68.406% (30996/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.895 | Acc: 68.400% (31081/45440) 355/391 [===========================================================>.....] Step: 322ms | Tot: 1m55s | Loss: 0.894 | Acc: 68.414% (31175/45568) 356/391 [===========================================================>.....] Step: 329ms | Tot: 1m56s | Loss: 0.893 | Acc: 68.448% (31278/45696) 357/391 [===========================================================>.....] Step: 322ms | Tot: 1m56s | Loss: 0.893 | Acc: 68.447% (31365/45824) 358/391 [===========================================================>.....] Step: 322ms | Tot: 1m56s | Loss: 0.893 | Acc: 68.456% (31457/45952) 359/391 [===========================================================>.....] Step: 333ms | Tot: 1m57s | Loss: 0.893 | Acc: 68.481% (31556/46080) 360/391 [===========================================================>.....] Step: 362ms | Tot: 1m57s | Loss: 0.892 | Acc: 68.503% (31654/46208) 361/391 [============================================================>....] Step: 341ms | Tot: 1m57s | Loss: 0.892 | Acc: 68.502% (31741/46336) 362/391 [============================================================>....] Step: 328ms | Tot: 1m58s | Loss: 0.892 | Acc: 68.524% (31839/46464) 363/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.892 | Acc: 68.512% (31921/46592) 364/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.891 | Acc: 68.521% (32013/46720) 365/391 [============================================================>....] Step: 330ms | Tot: 1m59s | Loss: 0.891 | Acc: 68.532% (32106/46848) 366/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.891 | Acc: 68.537% (32196/46976) 367/391 [=============================================================>...] Step: 322ms | Tot: 1m59s | Loss: 0.891 | Acc: 68.531% (32281/47104) 368/391 [=============================================================>...] Step: 329ms | Tot: 2m143ms | Loss: 0.892 | Acc: 68.521% (32364/47232) 369/391 [=============================================================>...] Step: 323ms | Tot: 2m467ms | Loss: 0.892 | Acc: 68.516% (32449/47360) 370/391 [=============================================================>...] Step: 325ms | Tot: 2m792ms | Loss: 0.891 | Acc: 68.529% (32543/47488) 371/391 [=============================================================>...] Step: 328ms | Tot: 2m1s | Loss: 0.892 | Acc: 68.521% (32627/47616) 372/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.892 | Acc: 68.515% (32712/47744) 373/391 [==============================================================>..] Step: 326ms | Tot: 2m1s | Loss: 0.891 | Acc: 68.524% (32804/47872) 374/391 [==============================================================>..] Step: 330ms | Tot: 2m2s | Loss: 0.891 | Acc: 68.525% (32892/48000) 375/391 [==============================================================>..] Step: 321ms | Tot: 2m2s | Loss: 0.891 | Acc: 68.532% (32983/48128) 376/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.891 | Acc: 68.528% (33069/48256) 377/391 [==============================================================>..] Step: 328ms | Tot: 2m3s | Loss: 0.891 | Acc: 68.535% (33160/48384) 378/391 [==============================================================>..] Step: 325ms | Tot: 2m3s | Loss: 0.891 | Acc: 68.540% (33250/48512) 379/391 [===============================================================>.] Step: 324ms | Tot: 2m3s | Loss: 0.892 | Acc: 68.532% (33334/48640) 380/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.891 | Acc: 68.541% (33426/48768) 381/391 [===============================================================>.] Step: 326ms | Tot: 2m4s | Loss: 0.891 | Acc: 68.541% (33514/48896) 382/391 [===============================================================>.] Step: 321ms | Tot: 2m4s | Loss: 0.891 | Acc: 68.546% (33604/49024) 383/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.891 | Acc: 68.557% (33697/49152) 384/391 [===============================================================>.] Step: 325ms | Tot: 2m5s | Loss: 0.891 | Acc: 68.553% (33783/49280) 385/391 [================================================================>] Step: 322ms | Tot: 2m5s | Loss: 0.891 | Acc: 68.564% (33876/49408) 386/391 [================================================================>] Step: 321ms | Tot: 2m5s | Loss: 0.891 | Acc: 68.572% (33968/49536) 387/391 [================================================================>] Step: 325ms | Tot: 2m6s | Loss: 0.890 | Acc: 68.581% (34060/49664) 388/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.890 | Acc: 68.589% (34152/49792) 389/391 [================================================================>] Step: 323ms | Tot: 2m6s | Loss: 0.890 | Acc: 68.590% (34240/49920) 390/391 [================================================================>] Step: 310ms | Tot: 2m7s | Loss: 0.890 | Acc: 68.584% (34292/50000) 391/391 + [>................................................................] Step: 928ms | Tot: 2ms | Loss: 0.898 | Acc: 73.000% (73/100) 1/100 [>................................................................] Step: 261ms | Tot: 263ms | Loss: 0.922 | Acc: 70.500% (141/200) 2/100 [=>...............................................................] Step: 265ms | Tot: 528ms | Loss: 0.899 | Acc: 70.667% (212/300) 3/100 [=>...............................................................] Step: 260ms | Tot: 789ms | Loss: 0.898 | Acc: 70.250% (281/400) 4/100 [==>..............................................................] Step: 273ms | Tot: 1s62ms | Loss: 0.917 | Acc: 68.600% (343/500) 5/100 [===>.............................................................] Step: 262ms | Tot: 1s324ms | Loss: 0.885 | Acc: 69.333% (416/600) 6/100 [===>.............................................................] Step: 260ms | Tot: 1s584ms | Loss: 0.877 | Acc: 69.143% (484/700) 7/100 [====>............................................................] Step: 269ms | Tot: 1s854ms | Loss: 0.901 | Acc: 68.125% (545/800) 8/100 [=====>...........................................................] Step: 263ms | Tot: 2s118ms | Loss: 0.901 | Acc: 68.000% (612/900) 9/100 [=====>...........................................................] Step: 260ms | Tot: 2s378ms | Loss: 0.890 | Acc: 68.300% (683/1000) 10/100 [======>..........................................................] Step: 262ms | Tot: 2s640ms | Loss: 0.872 | Acc: 69.000% (759/1100) 11/100 [=======>.........................................................] Step: 275ms | Tot: 2s915ms | Loss: 0.866 | Acc: 69.417% (833/1200) 12/100 [=======>.........................................................] Step: 265ms | Tot: 3s181ms | Loss: 0.862 | Acc: 69.538% (904/1300) 13/100 [========>........................................................] Step: 268ms | Tot: 3s449ms | Loss: 0.865 | Acc: 69.500% (973/1400) 14/100 [=========>.......................................................] Step: 268ms | Tot: 3s718ms | Loss: 0.861 | Acc: 69.267% (1039/1500) 15/100 [=========>.......................................................] Step: 274ms | Tot: 3s992ms | Loss: 0.866 | Acc: 69.062% (1105/1600) 16/100 [==========>......................................................] Step: 264ms | Tot: 4s256ms | Loss: 0.861 | Acc: 69.471% (1181/1700) 17/100 [===========>.....................................................] Step: 269ms | Tot: 4s526ms | Loss: 0.862 | Acc: 69.111% (1244/1800) 18/100 [===========>.....................................................] Step: 266ms | Tot: 4s792ms | Loss: 0.864 | Acc: 68.895% (1309/1900) 19/100 [============>....................................................] Step: 273ms | Tot: 5s66ms | Loss: 0.867 | Acc: 68.750% (1375/2000) 20/100 [=============>...................................................] Step: 265ms | Tot: 5s331ms | Loss: 0.868 | Acc: 68.571% (1440/2100) 21/100 [=============>...................................................] Step: 269ms | Tot: 5s601ms | Loss: 0.869 | Acc: 68.545% (1508/2200) 22/100 [==============>..................................................] Step: 270ms | Tot: 5s872ms | Loss: 0.880 | Acc: 68.261% (1570/2300) 23/100 [==============>..................................................] Step: 271ms | Tot: 6s143ms | Loss: 0.884 | Acc: 68.083% (1634/2400) 24/100 [===============>.................................................] Step: 266ms | Tot: 6s409ms | Loss: 0.882 | Acc: 68.240% (1706/2500) 25/100 [================>................................................] Step: 265ms | Tot: 6s675ms | Loss: 0.894 | Acc: 67.846% (1764/2600) 26/100 [================>................................................] Step: 276ms | Tot: 6s951ms | Loss: 0.892 | Acc: 67.667% (1827/2700) 27/100 [=================>...............................................] Step: 266ms | Tot: 7s218ms | Loss: 0.896 | Acc: 67.750% (1897/2800) 28/100 [==================>..............................................] Step: 270ms | Tot: 7s488ms | Loss: 0.899 | Acc: 67.828% (1967/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s756ms | Loss: 0.895 | Acc: 67.900% (2037/3000) 30/100 [===================>.............................................] Step: 274ms | Tot: 8s31ms | Loss: 0.890 | Acc: 68.097% (2111/3100) 31/100 [====================>............................................] Step: 266ms | Tot: 8s297ms | Loss: 0.889 | Acc: 68.125% (2180/3200) 32/100 [====================>............................................] Step: 273ms | Tot: 8s570ms | Loss: 0.889 | Acc: 68.212% (2251/3300) 33/100 [=====================>...........................................] Step: 267ms | Tot: 8s838ms | Loss: 0.894 | Acc: 67.941% (2310/3400) 34/100 [======================>..........................................] Step: 273ms | Tot: 9s111ms | Loss: 0.897 | Acc: 67.771% (2372/3500) 35/100 [======================>..........................................] Step: 269ms | Tot: 9s381ms | Loss: 0.899 | Acc: 67.944% (2446/3600) 36/100 [=======================>.........................................] Step: 266ms | Tot: 9s648ms | Loss: 0.902 | Acc: 68.000% (2516/3700) 37/100 [========================>........................................] Step: 275ms | Tot: 9s924ms | Loss: 0.904 | Acc: 68.000% (2584/3800) 38/100 [========================>........................................] Step: 266ms | Tot: 10s190ms | Loss: 0.902 | Acc: 68.051% (2654/3900) 39/100 [=========================>.......................................] Step: 266ms | Tot: 10s457ms | Loss: 0.899 | Acc: 68.125% (2725/4000) 40/100 [==========================>......................................] Step: 266ms | Tot: 10s723ms | Loss: 0.899 | Acc: 68.073% (2791/4100) 41/100 [==========================>......................................] Step: 276ms | Tot: 11s | Loss: 0.901 | Acc: 68.048% (2858/4200) 42/100 [===========================>.....................................] Step: 266ms | Tot: 11s267ms | Loss: 0.900 | Acc: 68.093% (2928/4300) 43/100 [===========================>.....................................] Step: 270ms | Tot: 11s537ms | Loss: 0.899 | Acc: 68.159% (2999/4400) 44/100 [============================>....................................] Step: 266ms | Tot: 11s804ms | Loss: 0.899 | Acc: 68.156% (3067/4500) 45/100 [=============================>...................................] Step: 273ms | Tot: 12s78ms | Loss: 0.898 | Acc: 68.239% (3139/4600) 46/100 [=============================>...................................] Step: 266ms | Tot: 12s344ms | Loss: 0.896 | Acc: 68.362% (3213/4700) 47/100 [==============================>..................................] Step: 267ms | Tot: 12s611ms | Loss: 0.895 | Acc: 68.417% (3284/4800) 48/100 [===============================>.................................] Step: 270ms | Tot: 12s881ms | Loss: 0.890 | Acc: 68.531% (3358/4900) 49/100 [===============================>.................................] Step: 270ms | Tot: 13s152ms | Loss: 0.893 | Acc: 68.420% (3421/5000) 50/100 [================================>................................] Step: 269ms | Tot: 13s422ms | Loss: 0.892 | Acc: 68.392% (3488/5100) 51/100 [=================================>...............................] Step: 271ms | Tot: 13s694ms | Loss: 0.892 | Acc: 68.385% (3556/5200) 52/100 [=================================>...............................] Step: 272ms | Tot: 13s966ms | Loss: 0.891 | Acc: 68.377% (3624/5300) 53/100 [==================================>..............................] Step: 265ms | Tot: 14s232ms | Loss: 0.893 | Acc: 68.352% (3691/5400) 54/100 [===================================>.............................] Step: 273ms | Tot: 14s506ms | Loss: 0.892 | Acc: 68.273% (3755/5500) 55/100 [===================================>.............................] Step: 274ms | Tot: 14s781ms | Loss: 0.892 | Acc: 68.286% (3824/5600) 56/100 [====================================>............................] Step: 271ms | Tot: 15s52ms | Loss: 0.892 | Acc: 68.368% (3897/5700) 57/100 [=====================================>...........................] Step: 264ms | Tot: 15s316ms | Loss: 0.890 | Acc: 68.397% (3967/5800) 58/100 [=====================================>...........................] Step: 268ms | Tot: 15s584ms | Loss: 0.893 | Acc: 68.237% (4026/5900) 59/100 [======================================>..........................] Step: 270ms | Tot: 15s854ms | Loss: 0.892 | Acc: 68.267% (4096/6000) 60/100 [=======================================>.........................] Step: 273ms | Tot: 16s128ms | Loss: 0.893 | Acc: 68.197% (4160/6100) 61/100 [=======================================>.........................] Step: 270ms | Tot: 16s399ms | Loss: 0.893 | Acc: 68.210% (4229/6200) 62/100 [========================================>........................] Step: 269ms | Tot: 16s668ms | Loss: 0.894 | Acc: 68.190% (4296/6300) 63/100 [========================================>........................] Step: 273ms | Tot: 16s942ms | Loss: 0.890 | Acc: 68.328% (4373/6400) 64/100 [=========================================>.......................] Step: 268ms | Tot: 17s210ms | Loss: 0.892 | Acc: 68.277% (4438/6500) 65/100 [==========================================>......................] Step: 270ms | Tot: 17s481ms | Loss: 0.893 | Acc: 68.106% (4495/6600) 66/100 [==========================================>......................] Step: 267ms | Tot: 17s748ms | Loss: 0.895 | Acc: 68.045% (4559/6700) 67/100 [===========================================>.....................] Step: 272ms | Tot: 18s21ms | Loss: 0.896 | Acc: 68.044% (4627/6800) 68/100 [============================================>....................] Step: 268ms | Tot: 18s289ms | Loss: 0.897 | Acc: 68.043% (4695/6900) 69/100 [============================================>....................] Step: 274ms | Tot: 18s564ms | Loss: 0.899 | Acc: 68.000% (4760/7000) 70/100 [=============================================>...................] Step: 270ms | Tot: 18s834ms | Loss: 0.899 | Acc: 68.000% (4828/7100) 71/100 [==============================================>..................] Step: 295ms | Tot: 19s130ms | Loss: 0.898 | Acc: 68.028% (4898/7200) 72/100 [==============================================>..................] Step: 306ms | Tot: 19s436ms | Loss: 0.897 | Acc: 68.027% (4966/7300) 73/100 [===============================================>.................] Step: 278ms | Tot: 19s715ms | Loss: 0.896 | Acc: 68.068% (5037/7400) 74/100 [================================================>................] Step: 274ms | Tot: 19s989ms | Loss: 0.895 | Acc: 68.160% (5112/7500) 75/100 [================================================>................] Step: 267ms | Tot: 20s256ms | Loss: 0.895 | Acc: 68.184% (5182/7600) 76/100 [=================================================>...............] Step: 266ms | Tot: 20s523ms | Loss: 0.895 | Acc: 68.182% (5250/7700) 77/100 [==================================================>..............] Step: 267ms | Tot: 20s791ms | Loss: 0.896 | Acc: 68.154% (5316/7800) 78/100 [==================================================>..............] Step: 277ms | Tot: 21s68ms | Loss: 0.896 | Acc: 68.127% (5382/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 21s336ms | Loss: 0.898 | Acc: 68.050% (5444/8000) 80/100 [====================================================>............] Step: 266ms | Tot: 21s602ms | Loss: 0.897 | Acc: 68.037% (5511/8100) 81/100 [====================================================>............] Step: 269ms | Tot: 21s872ms | Loss: 0.897 | Acc: 68.061% (5581/8200) 82/100 [=====================================================>...........] Step: 270ms | Tot: 22s142ms | Loss: 0.896 | Acc: 68.096% (5652/8300) 83/100 [=====================================================>...........] Step: 267ms | Tot: 22s409ms | Loss: 0.898 | Acc: 68.012% (5713/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s676ms | Loss: 0.900 | Acc: 67.941% (5775/8500) 85/100 [=======================================================>.........] Step: 277ms | Tot: 22s953ms | Loss: 0.899 | Acc: 67.977% (5846/8600) 86/100 [=======================================================>.........] Step: 265ms | Tot: 23s218ms | Loss: 0.901 | Acc: 67.851% (5903/8700) 87/100 [========================================================>........] Step: 270ms | Tot: 23s489ms | Loss: 0.901 | Acc: 67.830% (5969/8800) 88/100 [=========================================================>.......] Step: 268ms | Tot: 23s757ms | Loss: 0.902 | Acc: 67.809% (6035/8900) 89/100 [=========================================================>.......] Step: 271ms | Tot: 24s28ms | Loss: 0.902 | Acc: 67.867% (6108/9000) 90/100 [==========================================================>......] Step: 265ms | Tot: 24s294ms | Loss: 0.901 | Acc: 67.879% (6177/9100) 91/100 [===========================================================>.....] Step: 267ms | Tot: 24s562ms | Loss: 0.899 | Acc: 67.946% (6251/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 24s833ms | Loss: 0.899 | Acc: 67.968% (6321/9300) 93/100 [============================================================>....] Step: 273ms | Tot: 25s106ms | Loss: 0.899 | Acc: 67.957% (6388/9400) 94/100 [=============================================================>...] Step: 267ms | Tot: 25s374ms | Loss: 0.897 | Acc: 67.979% (6458/9500) 95/100 [=============================================================>...] Step: 266ms | Tot: 25s641ms | Loss: 0.896 | Acc: 68.042% (6532/9600) 96/100 [==============================================================>..] Step: 270ms | Tot: 25s912ms | Loss: 0.895 | Acc: 68.124% (6608/9700) 97/100 [===============================================================>.] Step: 268ms | Tot: 26s181ms | Loss: 0.896 | Acc: 68.010% (6665/9800) 98/100 [===============================================================>.] Step: 270ms | Tot: 26s451ms | Loss: 0.897 | Acc: 67.980% (6730/9900) 99/100 [================================================================>] Step: 265ms | Tot: 26s717ms | Loss: 0.897 | Acc: 67.970% (6797/10000) 100/100 +Saving.. + +Epoch: 4 + [>................................................................] Step: 1s205ms | Tot: 2ms | Loss: 0.788 | Acc: 72.656% (93/128) 1/391 [>................................................................] Step: 348ms | Tot: 351ms | Loss: 0.785 | Acc: 72.656% (186/256) 2/391 [>................................................................] Step: 356ms | Tot: 707ms | Loss: 0.804 | Acc: 72.135% (277/384) 3/391 [>................................................................] Step: 351ms | Tot: 1s59ms | Loss: 0.804 | Acc: 71.094% (364/512) 4/391 [>................................................................] Step: 336ms | Tot: 1s395ms | Loss: 0.808 | Acc: 70.938% (454/640) 5/391 [>................................................................] Step: 334ms | Tot: 1s730ms | Loss: 0.801 | Acc: 71.354% (548/768) 6/391 [>................................................................] Step: 342ms | Tot: 2s73ms | Loss: 0.811 | Acc: 71.317% (639/896) 7/391 [=>...............................................................] Step: 322ms | Tot: 2s396ms | Loss: 0.806 | Acc: 71.484% (732/1024) 8/391 [=>...............................................................] Step: 323ms | Tot: 2s719ms | Loss: 0.805 | Acc: 71.615% (825/1152) 9/391 [=>...............................................................] Step: 326ms | Tot: 3s46ms | Loss: 0.791 | Acc: 72.109% (923/1280) 10/391 [=>...............................................................] Step: 330ms | Tot: 3s376ms | Loss: 0.802 | Acc: 71.378% (1005/1408) 11/391 [=>...............................................................] Step: 324ms | Tot: 3s701ms | Loss: 0.798 | Acc: 71.549% (1099/1536) 12/391 [=>...............................................................] Step: 328ms | Tot: 4s29ms | Loss: 0.788 | Acc: 72.055% (1199/1664) 13/391 [==>..............................................................] Step: 323ms | Tot: 4s353ms | Loss: 0.793 | Acc: 71.484% (1281/1792) 14/391 [==>..............................................................] Step: 326ms | Tot: 4s679ms | Loss: 0.799 | Acc: 71.250% (1368/1920) 15/391 [==>..............................................................] Step: 329ms | Tot: 5s9ms | Loss: 0.794 | Acc: 71.387% (1462/2048) 16/391 [==>..............................................................] Step: 326ms | Tot: 5s336ms | Loss: 0.787 | Acc: 71.875% (1564/2176) 17/391 [==>..............................................................] Step: 326ms | Tot: 5s662ms | Loss: 0.786 | Acc: 72.005% (1659/2304) 18/391 [==>..............................................................] Step: 328ms | Tot: 5s990ms | Loss: 0.792 | Acc: 71.669% (1743/2432) 19/391 [===>.............................................................] Step: 324ms | Tot: 6s315ms | Loss: 0.792 | Acc: 71.680% (1835/2560) 20/391 [===>.............................................................] Step: 327ms | Tot: 6s643ms | Loss: 0.798 | Acc: 71.540% (1923/2688) 21/391 [===>.............................................................] Step: 325ms | Tot: 6s969ms | Loss: 0.800 | Acc: 71.378% (2010/2816) 22/391 [===>.............................................................] Step: 325ms | Tot: 7s294ms | Loss: 0.800 | Acc: 71.332% (2100/2944) 23/391 [===>.............................................................] Step: 325ms | Tot: 7s620ms | Loss: 0.800 | Acc: 71.387% (2193/3072) 24/391 [===>.............................................................] Step: 327ms | Tot: 7s948ms | Loss: 0.797 | Acc: 71.344% (2283/3200) 25/391 [====>............................................................] Step: 325ms | Tot: 8s273ms | Loss: 0.787 | Acc: 71.695% (2386/3328) 26/391 [====>............................................................] Step: 327ms | Tot: 8s600ms | Loss: 0.788 | Acc: 71.528% (2472/3456) 27/391 [====>............................................................] Step: 324ms | Tot: 8s925ms | Loss: 0.789 | Acc: 71.512% (2563/3584) 28/391 [====>............................................................] Step: 329ms | Tot: 9s254ms | Loss: 0.793 | Acc: 71.336% (2648/3712) 29/391 [====>............................................................] Step: 329ms | Tot: 9s584ms | Loss: 0.796 | Acc: 71.250% (2736/3840) 30/391 [====>............................................................] Step: 322ms | Tot: 9s906ms | Loss: 0.802 | Acc: 71.069% (2820/3968) 31/391 [=====>...........................................................] Step: 325ms | Tot: 10s232ms | Loss: 0.799 | Acc: 71.289% (2920/4096) 32/391 [=====>...........................................................] Step: 324ms | Tot: 10s557ms | Loss: 0.802 | Acc: 71.188% (3007/4224) 33/391 [=====>...........................................................] Step: 324ms | Tot: 10s881ms | Loss: 0.802 | Acc: 71.163% (3097/4352) 34/391 [=====>...........................................................] Step: 327ms | Tot: 11s208ms | Loss: 0.806 | Acc: 71.004% (3181/4480) 35/391 [=====>...........................................................] Step: 322ms | Tot: 11s531ms | Loss: 0.808 | Acc: 71.007% (3272/4608) 36/391 [=====>...........................................................] Step: 325ms | Tot: 11s856ms | Loss: 0.808 | Acc: 71.030% (3364/4736) 37/391 [======>..........................................................] Step: 334ms | Tot: 12s191ms | Loss: 0.806 | Acc: 71.279% (3467/4864) 38/391 [======>..........................................................] Step: 323ms | Tot: 12s514ms | Loss: 0.810 | Acc: 71.094% (3549/4992) 39/391 [======>..........................................................] Step: 323ms | Tot: 12s838ms | Loss: 0.813 | Acc: 71.055% (3638/5120) 40/391 [======>..........................................................] Step: 330ms | Tot: 13s168ms | Loss: 0.811 | Acc: 71.151% (3734/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s491ms | Loss: 0.812 | Acc: 71.131% (3824/5376) 42/391 [======>..........................................................] Step: 325ms | Tot: 13s816ms | Loss: 0.813 | Acc: 71.021% (3909/5504) 43/391 [=======>.........................................................] Step: 328ms | Tot: 14s145ms | Loss: 0.816 | Acc: 71.005% (3999/5632) 44/391 [=======>.........................................................] Step: 321ms | Tot: 14s467ms | Loss: 0.815 | Acc: 70.990% (4089/5760) 45/391 [=======>.........................................................] Step: 323ms | Tot: 14s790ms | Loss: 0.815 | Acc: 71.043% (4183/5888) 46/391 [=======>.........................................................] Step: 329ms | Tot: 15s120ms | Loss: 0.815 | Acc: 70.894% (4265/6016) 47/391 [=======>.........................................................] Step: 322ms | Tot: 15s442ms | Loss: 0.816 | Acc: 70.833% (4352/6144) 48/391 [=======>.........................................................] Step: 324ms | Tot: 15s767ms | Loss: 0.816 | Acc: 70.886% (4446/6272) 49/391 [========>........................................................] Step: 329ms | Tot: 16s96ms | Loss: 0.816 | Acc: 70.922% (4539/6400) 50/391 [========>........................................................] Step: 322ms | Tot: 16s419ms | Loss: 0.815 | Acc: 70.925% (4630/6528) 51/391 [========>........................................................] Step: 326ms | Tot: 16s746ms | Loss: 0.815 | Acc: 70.898% (4719/6656) 52/391 [========>........................................................] Step: 331ms | Tot: 17s77ms | Loss: 0.816 | Acc: 70.843% (4806/6784) 53/391 [========>........................................................] Step: 322ms | Tot: 17s399ms | Loss: 0.816 | Acc: 70.833% (4896/6912) 54/391 [========>........................................................] Step: 323ms | Tot: 17s722ms | Loss: 0.817 | Acc: 70.710% (4978/7040) 55/391 [=========>.......................................................] Step: 325ms | Tot: 18s48ms | Loss: 0.816 | Acc: 70.759% (5072/7168) 56/391 [=========>.......................................................] Step: 321ms | Tot: 18s370ms | Loss: 0.817 | Acc: 70.710% (5159/7296) 57/391 [=========>.......................................................] Step: 324ms | Tot: 18s694ms | Loss: 0.815 | Acc: 70.797% (5256/7424) 58/391 [=========>.......................................................] Step: 324ms | Tot: 19s19ms | Loss: 0.812 | Acc: 70.922% (5356/7552) 59/391 [=========>.......................................................] Step: 323ms | Tot: 19s342ms | Loss: 0.815 | Acc: 70.859% (5442/7680) 60/391 [=========>.......................................................] Step: 326ms | Tot: 19s669ms | Loss: 0.817 | Acc: 70.774% (5526/7808) 61/391 [==========>......................................................] Step: 324ms | Tot: 19s994ms | Loss: 0.815 | Acc: 70.766% (5616/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s318ms | Loss: 0.814 | Acc: 70.796% (5709/8064) 63/391 [==========>......................................................] Step: 323ms | Tot: 20s641ms | Loss: 0.815 | Acc: 70.801% (5800/8192) 64/391 [==========>......................................................] Step: 321ms | Tot: 20s963ms | Loss: 0.814 | Acc: 70.865% (5896/8320) 65/391 [==========>......................................................] Step: 349ms | Tot: 21s313ms | Loss: 0.814 | Acc: 70.881% (5988/8448) 66/391 [==========>......................................................] Step: 354ms | Tot: 21s667ms | Loss: 0.814 | Acc: 70.826% (6074/8576) 67/391 [===========>.....................................................] Step: 323ms | Tot: 21s991ms | Loss: 0.815 | Acc: 70.795% (6162/8704) 68/391 [===========>.....................................................] Step: 320ms | Tot: 22s312ms | Loss: 0.814 | Acc: 70.811% (6254/8832) 69/391 [===========>.....................................................] Step: 324ms | Tot: 22s637ms | Loss: 0.816 | Acc: 70.770% (6341/8960) 70/391 [===========>.....................................................] Step: 321ms | Tot: 22s959ms | Loss: 0.815 | Acc: 70.808% (6435/9088) 71/391 [===========>.....................................................] Step: 322ms | Tot: 23s281ms | Loss: 0.816 | Acc: 70.790% (6524/9216) 72/391 [===========>.....................................................] Step: 322ms | Tot: 23s603ms | Loss: 0.818 | Acc: 70.708% (6607/9344) 73/391 [============>....................................................] Step: 322ms | Tot: 23s926ms | Loss: 0.818 | Acc: 70.745% (6701/9472) 74/391 [============>....................................................] Step: 326ms | Tot: 24s252ms | Loss: 0.816 | Acc: 70.823% (6799/9600) 75/391 [============>....................................................] Step: 324ms | Tot: 24s576ms | Loss: 0.815 | Acc: 70.878% (6895/9728) 76/391 [============>....................................................] Step: 321ms | Tot: 24s898ms | Loss: 0.814 | Acc: 70.942% (6992/9856) 77/391 [============>....................................................] Step: 326ms | Tot: 25s225ms | Loss: 0.813 | Acc: 70.984% (7087/9984) 78/391 [============>....................................................] Step: 329ms | Tot: 25s554ms | Loss: 0.812 | Acc: 71.034% (7183/10112) 79/391 [=============>...................................................] Step: 322ms | Tot: 25s876ms | Loss: 0.811 | Acc: 71.055% (7276/10240) 80/391 [=============>...................................................] Step: 328ms | Tot: 26s205ms | Loss: 0.810 | Acc: 71.113% (7373/10368) 81/391 [=============>...................................................] Step: 324ms | Tot: 26s529ms | Loss: 0.810 | Acc: 71.141% (7467/10496) 82/391 [=============>...................................................] Step: 322ms | Tot: 26s851ms | Loss: 0.809 | Acc: 71.188% (7563/10624) 83/391 [=============>...................................................] Step: 327ms | Tot: 27s179ms | Loss: 0.809 | Acc: 71.159% (7651/10752) 84/391 [=============>...................................................] Step: 323ms | Tot: 27s502ms | Loss: 0.808 | Acc: 71.213% (7748/10880) 85/391 [==============>..................................................] Step: 321ms | Tot: 27s823ms | Loss: 0.809 | Acc: 71.212% (7839/11008) 86/391 [==============>..................................................] Step: 330ms | Tot: 28s154ms | Loss: 0.810 | Acc: 71.148% (7923/11136) 87/391 [==============>..................................................] Step: 324ms | Tot: 28s478ms | Loss: 0.810 | Acc: 71.112% (8010/11264) 88/391 [==============>..................................................] Step: 320ms | Tot: 28s799ms | Loss: 0.813 | Acc: 71.050% (8094/11392) 89/391 [==============>..................................................] Step: 328ms | Tot: 29s128ms | Loss: 0.814 | Acc: 70.981% (8177/11520) 90/391 [==============>..................................................] Step: 323ms | Tot: 29s451ms | Loss: 0.815 | Acc: 70.974% (8267/11648) 91/391 [===============>.................................................] Step: 323ms | Tot: 29s774ms | Loss: 0.816 | Acc: 70.924% (8352/11776) 92/391 [===============>.................................................] Step: 331ms | Tot: 30s106ms | Loss: 0.815 | Acc: 70.985% (8450/11904) 93/391 [===============>.................................................] Step: 322ms | Tot: 30s428ms | Loss: 0.815 | Acc: 70.944% (8536/12032) 94/391 [===============>.................................................] Step: 323ms | Tot: 30s752ms | Loss: 0.815 | Acc: 70.979% (8631/12160) 95/391 [===============>.................................................] Step: 331ms | Tot: 31s83ms | Loss: 0.816 | Acc: 70.947% (8718/12288) 96/391 [===============>.................................................] Step: 325ms | Tot: 31s408ms | Loss: 0.816 | Acc: 70.917% (8805/12416) 97/391 [================>................................................] Step: 323ms | Tot: 31s732ms | Loss: 0.816 | Acc: 70.910% (8895/12544) 98/391 [================>................................................] Step: 331ms | Tot: 32s63ms | Loss: 0.815 | Acc: 70.983% (8995/12672) 99/391 [================>................................................] Step: 320ms | Tot: 32s384ms | Loss: 0.815 | Acc: 70.961% (9083/12800) 100/391 [================>................................................] Step: 322ms | Tot: 32s706ms | Loss: 0.814 | Acc: 71.009% (9180/12928) 101/391 [================>................................................] Step: 322ms | Tot: 33s29ms | Loss: 0.814 | Acc: 71.009% (9271/13056) 102/391 [================>................................................] Step: 321ms | Tot: 33s350ms | Loss: 0.814 | Acc: 71.033% (9365/13184) 103/391 [=================>...............................................] Step: 325ms | Tot: 33s676ms | Loss: 0.816 | Acc: 71.004% (9452/13312) 104/391 [=================>...............................................] Step: 324ms | Tot: 34s | Loss: 0.814 | Acc: 71.064% (9551/13440) 105/391 [=================>...............................................] Step: 321ms | Tot: 34s322ms | Loss: 0.814 | Acc: 71.050% (9640/13568) 106/391 [=================>...............................................] Step: 322ms | Tot: 34s644ms | Loss: 0.814 | Acc: 71.065% (9733/13696) 107/391 [=================>...............................................] Step: 322ms | Tot: 34s966ms | Loss: 0.814 | Acc: 71.007% (9816/13824) 108/391 [=================>...............................................] Step: 324ms | Tot: 35s291ms | Loss: 0.814 | Acc: 70.993% (9905/13952) 109/391 [==================>..............................................] Step: 326ms | Tot: 35s618ms | Loss: 0.814 | Acc: 70.966% (9992/14080) 110/391 [==================>..............................................] Step: 322ms | Tot: 35s940ms | Loss: 0.814 | Acc: 70.988% (10086/14208) 111/391 [==================>..............................................] Step: 328ms | Tot: 36s268ms | Loss: 0.813 | Acc: 71.024% (10182/14336) 112/391 [==================>..............................................] Step: 324ms | Tot: 36s593ms | Loss: 0.814 | Acc: 71.011% (10271/14464) 113/391 [==================>..............................................] Step: 327ms | Tot: 36s920ms | Loss: 0.813 | Acc: 71.005% (10361/14592) 114/391 [==================>..............................................] Step: 344ms | Tot: 37s264ms | Loss: 0.814 | Acc: 71.012% (10453/14720) 115/391 [===================>.............................................] Step: 327ms | Tot: 37s592ms | Loss: 0.815 | Acc: 71.006% (10543/14848) 116/391 [===================>.............................................] Step: 324ms | Tot: 37s917ms | Loss: 0.815 | Acc: 70.967% (10628/14976) 117/391 [===================>.............................................] Step: 332ms | Tot: 38s249ms | Loss: 0.814 | Acc: 70.994% (10723/15104) 118/391 [===================>.............................................] Step: 330ms | Tot: 38s580ms | Loss: 0.814 | Acc: 70.989% (10813/15232) 119/391 [===================>.............................................] Step: 326ms | Tot: 38s906ms | Loss: 0.814 | Acc: 70.957% (10899/15360) 120/391 [===================>.............................................] Step: 330ms | Tot: 39s237ms | Loss: 0.813 | Acc: 71.036% (11002/15488) 121/391 [====================>............................................] Step: 327ms | Tot: 39s564ms | Loss: 0.811 | Acc: 71.081% (11100/15616) 122/391 [====================>............................................] Step: 325ms | Tot: 39s889ms | Loss: 0.811 | Acc: 71.138% (11200/15744) 123/391 [====================>............................................] Step: 332ms | Tot: 40s222ms | Loss: 0.811 | Acc: 71.138% (11291/15872) 124/391 [====================>............................................] Step: 326ms | Tot: 40s548ms | Loss: 0.812 | Acc: 71.094% (11375/16000) 125/391 [====================>............................................] Step: 327ms | Tot: 40s876ms | Loss: 0.811 | Acc: 71.150% (11475/16128) 126/391 [====================>............................................] Step: 331ms | Tot: 41s207ms | Loss: 0.812 | Acc: 71.125% (11562/16256) 127/391 [=====================>...........................................] Step: 326ms | Tot: 41s533ms | Loss: 0.812 | Acc: 71.143% (11656/16384) 128/391 [=====================>...........................................] Step: 326ms | Tot: 41s859ms | Loss: 0.812 | Acc: 71.172% (11752/16512) 129/391 [=====================>...........................................] Step: 330ms | Tot: 42s190ms | Loss: 0.811 | Acc: 71.184% (11845/16640) 130/391 [=====================>...........................................] Step: 328ms | Tot: 42s518ms | Loss: 0.811 | Acc: 71.153% (11931/16768) 131/391 [=====================>...........................................] Step: 323ms | Tot: 42s842ms | Loss: 0.813 | Acc: 71.100% (12013/16896) 132/391 [=====================>...........................................] Step: 332ms | Tot: 43s174ms | Loss: 0.813 | Acc: 71.064% (12098/17024) 133/391 [======================>..........................................] Step: 323ms | Tot: 43s497ms | Loss: 0.813 | Acc: 71.117% (12198/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 43s823ms | Loss: 0.812 | Acc: 71.157% (12296/17280) 135/391 [======================>..........................................] Step: 331ms | Tot: 44s154ms | Loss: 0.812 | Acc: 71.180% (12391/17408) 136/391 [======================>..........................................] Step: 324ms | Tot: 44s478ms | Loss: 0.813 | Acc: 71.162% (12479/17536) 137/391 [======================>..........................................] Step: 325ms | Tot: 44s803ms | Loss: 0.814 | Acc: 71.122% (12563/17664) 138/391 [======================>..........................................] Step: 331ms | Tot: 45s135ms | Loss: 0.813 | Acc: 71.127% (12655/17792) 139/391 [=======================>.........................................] Step: 324ms | Tot: 45s459ms | Loss: 0.813 | Acc: 71.144% (12749/17920) 140/391 [=======================>.........................................] Step: 327ms | Tot: 45s787ms | Loss: 0.814 | Acc: 71.133% (12838/18048) 141/391 [=======================>.........................................] Step: 335ms | Tot: 46s122ms | Loss: 0.813 | Acc: 71.171% (12936/18176) 142/391 [=======================>.........................................] Step: 324ms | Tot: 46s447ms | Loss: 0.814 | Acc: 71.159% (13025/18304) 143/391 [=======================>.........................................] Step: 325ms | Tot: 46s772ms | Loss: 0.812 | Acc: 71.202% (13124/18432) 144/391 [=======================>.........................................] Step: 332ms | Tot: 47s104ms | Loss: 0.813 | Acc: 71.169% (13209/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s428ms | Loss: 0.814 | Acc: 71.185% (13303/18688) 146/391 [========================>........................................] Step: 327ms | Tot: 47s755ms | Loss: 0.813 | Acc: 71.200% (13397/18816) 147/391 [========================>........................................] Step: 336ms | Tot: 48s92ms | Loss: 0.813 | Acc: 71.189% (13486/18944) 148/391 [========================>........................................] Step: 325ms | Tot: 48s417ms | Loss: 0.813 | Acc: 71.204% (13580/19072) 149/391 [========================>........................................] Step: 325ms | Tot: 48s743ms | Loss: 0.814 | Acc: 71.167% (13664/19200) 150/391 [========================>........................................] Step: 335ms | Tot: 49s78ms | Loss: 0.813 | Acc: 71.202% (13762/19328) 151/391 [=========================>.......................................] Step: 326ms | Tot: 49s405ms | Loss: 0.813 | Acc: 71.155% (13844/19456) 152/391 [=========================>.......................................] Step: 326ms | Tot: 49s732ms | Loss: 0.813 | Acc: 71.160% (13936/19584) 153/391 [=========================>.......................................] Step: 329ms | Tot: 50s61ms | Loss: 0.813 | Acc: 71.155% (14026/19712) 154/391 [=========================>.......................................] Step: 319ms | Tot: 50s381ms | Loss: 0.813 | Acc: 71.200% (14126/19840) 155/391 [=========================>.......................................] Step: 326ms | Tot: 50s707ms | Loss: 0.812 | Acc: 71.209% (14219/19968) 156/391 [=========================>.......................................] Step: 330ms | Tot: 51s37ms | Loss: 0.811 | Acc: 71.213% (14311/20096) 157/391 [==========================>......................................] Step: 359ms | Tot: 51s397ms | Loss: 0.812 | Acc: 71.232% (14406/20224) 158/391 [==========================>......................................] Step: 357ms | Tot: 51s754ms | Loss: 0.812 | Acc: 71.226% (14496/20352) 159/391 [==========================>......................................] Step: 335ms | Tot: 52s90ms | Loss: 0.811 | Acc: 71.270% (14596/20480) 160/391 [==========================>......................................] Step: 323ms | Tot: 52s413ms | Loss: 0.811 | Acc: 71.259% (14685/20608) 161/391 [==========================>......................................] Step: 331ms | Tot: 52s745ms | Loss: 0.810 | Acc: 71.291% (14783/20736) 162/391 [==========================>......................................] Step: 330ms | Tot: 53s75ms | Loss: 0.810 | Acc: 71.266% (14869/20864) 163/391 [===========================>.....................................] Step: 324ms | Tot: 53s399ms | Loss: 0.810 | Acc: 71.246% (14956/20992) 164/391 [===========================>.....................................] Step: 325ms | Tot: 53s725ms | Loss: 0.811 | Acc: 71.207% (15039/21120) 165/391 [===========================>.....................................] Step: 330ms | Tot: 54s55ms | Loss: 0.811 | Acc: 71.221% (15133/21248) 166/391 [===========================>.....................................] Step: 323ms | Tot: 54s379ms | Loss: 0.811 | Acc: 71.220% (15224/21376) 167/391 [===========================>.....................................] Step: 328ms | Tot: 54s707ms | Loss: 0.812 | Acc: 71.215% (15314/21504) 168/391 [===========================>.....................................] Step: 331ms | Tot: 55s39ms | Loss: 0.811 | Acc: 71.283% (15420/21632) 169/391 [============================>....................................] Step: 324ms | Tot: 55s364ms | Loss: 0.811 | Acc: 71.287% (15512/21760) 170/391 [============================>....................................] Step: 327ms | Tot: 55s691ms | Loss: 0.811 | Acc: 71.295% (15605/21888) 171/391 [============================>....................................] Step: 324ms | Tot: 56s15ms | Loss: 0.811 | Acc: 71.280% (15693/22016) 172/391 [============================>....................................] Step: 324ms | Tot: 56s339ms | Loss: 0.810 | Acc: 71.283% (15785/22144) 173/391 [============================>....................................] Step: 324ms | Tot: 56s664ms | Loss: 0.810 | Acc: 71.318% (15884/22272) 174/391 [============================>....................................] Step: 329ms | Tot: 56s993ms | Loss: 0.809 | Acc: 71.321% (15976/22400) 175/391 [=============================>...................................] Step: 323ms | Tot: 57s317ms | Loss: 0.810 | Acc: 71.307% (16064/22528) 176/391 [=============================>...................................] Step: 327ms | Tot: 57s645ms | Loss: 0.810 | Acc: 71.301% (16154/22656) 177/391 [=============================>...................................] Step: 329ms | Tot: 57s975ms | Loss: 0.810 | Acc: 71.309% (16247/22784) 178/391 [=============================>...................................] Step: 323ms | Tot: 58s298ms | Loss: 0.810 | Acc: 71.316% (16340/22912) 179/391 [=============================>...................................] Step: 325ms | Tot: 58s624ms | Loss: 0.810 | Acc: 71.298% (16427/23040) 180/391 [=============================>...................................] Step: 326ms | Tot: 58s950ms | Loss: 0.810 | Acc: 71.314% (16522/23168) 181/391 [==============================>..................................] Step: 326ms | Tot: 59s277ms | Loss: 0.809 | Acc: 71.317% (16614/23296) 182/391 [==============================>..................................] Step: 328ms | Tot: 59s605ms | Loss: 0.809 | Acc: 71.324% (16707/23424) 183/391 [==============================>..................................] Step: 325ms | Tot: 59s930ms | Loss: 0.809 | Acc: 71.315% (16796/23552) 184/391 [==============================>..................................] Step: 329ms | Tot: 1m260ms | Loss: 0.808 | Acc: 71.343% (16894/23680) 185/391 [==============================>..................................] Step: 331ms | Tot: 1m591ms | Loss: 0.809 | Acc: 71.350% (16987/23808) 186/391 [==============================>..................................] Step: 339ms | Tot: 1m931ms | Loss: 0.809 | Acc: 71.332% (17074/23936) 187/391 [===============================>.................................] Step: 338ms | Tot: 1m1s | Loss: 0.808 | Acc: 71.368% (17174/24064) 188/391 [===============================>.................................] Step: 333ms | Tot: 1m1s | Loss: 0.808 | Acc: 71.404% (17274/24192) 189/391 [===============================>.................................] Step: 328ms | Tot: 1m1s | Loss: 0.808 | Acc: 71.414% (17368/24320) 190/391 [===============================>.................................] Step: 330ms | Tot: 1m2s | Loss: 0.807 | Acc: 71.450% (17468/24448) 191/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.806 | Acc: 71.472% (17565/24576) 192/391 [===============================>.................................] Step: 320ms | Tot: 1m2s | Loss: 0.807 | Acc: 71.434% (17647/24704) 193/391 [================================>................................] Step: 327ms | Tot: 1m3s | Loss: 0.806 | Acc: 71.476% (17749/24832) 194/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.806 | Acc: 71.458% (17836/24960) 195/391 [================================>................................] Step: 328ms | Tot: 1m3s | Loss: 0.806 | Acc: 71.480% (17933/25088) 196/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.805 | Acc: 71.510% (18032/25216) 197/391 [================================>................................] Step: 320ms | Tot: 1m4s | Loss: 0.805 | Acc: 71.492% (18119/25344) 198/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.805 | Acc: 71.537% (18222/25472) 199/391 [=================================>...............................] Step: 338ms | Tot: 1m5s | Loss: 0.805 | Acc: 71.566% (18321/25600) 200/391 [=================================>...............................] Step: 364ms | Tot: 1m5s | Loss: 0.805 | Acc: 71.572% (18414/25728) 201/391 [=================================>...............................] Step: 363ms | Tot: 1m5s | Loss: 0.804 | Acc: 71.608% (18515/25856) 202/391 [=================================>...............................] Step: 328ms | Tot: 1m6s | Loss: 0.805 | Acc: 71.594% (18603/25984) 203/391 [=================================>...............................] Step: 328ms | Tot: 1m6s | Loss: 0.805 | Acc: 71.569% (18688/26112) 204/391 [=================================>...............................] Step: 333ms | Tot: 1m6s | Loss: 0.806 | Acc: 71.555% (18776/26240) 205/391 [==================================>..............................] Step: 329ms | Tot: 1m7s | Loss: 0.805 | Acc: 71.556% (18868/26368) 206/391 [==================================>..............................] Step: 326ms | Tot: 1m7s | Loss: 0.806 | Acc: 71.535% (18954/26496) 207/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 0.806 | Acc: 71.533% (19045/26624) 208/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.806 | Acc: 71.531% (19136/26752) 209/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.806 | Acc: 71.507% (19221/26880) 210/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.806 | Acc: 71.534% (19320/27008) 211/391 [===================================>.............................] Step: 330ms | Tot: 1m9s | Loss: 0.807 | Acc: 71.521% (19408/27136) 212/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.807 | Acc: 71.523% (19500/27264) 213/391 [===================================>.............................] Step: 328ms | Tot: 1m9s | Loss: 0.806 | Acc: 71.535% (19595/27392) 214/391 [===================================>.............................] Step: 331ms | Tot: 1m10s | Loss: 0.806 | Acc: 71.562% (19694/27520) 215/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 0.806 | Acc: 71.553% (19783/27648) 216/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.806 | Acc: 71.533% (19869/27776) 217/391 [====================================>............................] Step: 331ms | Tot: 1m11s | Loss: 0.807 | Acc: 71.506% (19953/27904) 218/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.807 | Acc: 71.522% (20049/28032) 219/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.807 | Acc: 71.513% (20138/28160) 220/391 [====================================>............................] Step: 332ms | Tot: 1m12s | Loss: 0.807 | Acc: 71.493% (20224/28288) 221/391 [====================================>............................] Step: 329ms | Tot: 1m12s | Loss: 0.808 | Acc: 71.446% (20302/28416) 222/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.808 | Acc: 71.451% (20395/28544) 223/391 [=====================================>...........................] Step: 333ms | Tot: 1m13s | Loss: 0.808 | Acc: 71.443% (20484/28672) 224/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.808 | Acc: 71.406% (20565/28800) 225/391 [=====================================>...........................] Step: 334ms | Tot: 1m13s | Loss: 0.808 | Acc: 71.433% (20664/28928) 226/391 [=====================================>...........................] Step: 337ms | Tot: 1m14s | Loss: 0.808 | Acc: 71.428% (20754/29056) 227/391 [=====================================>...........................] Step: 331ms | Tot: 1m14s | Loss: 0.808 | Acc: 71.409% (20840/29184) 228/391 [=====================================>...........................] Step: 331ms | Tot: 1m14s | Loss: 0.809 | Acc: 71.387% (20925/29312) 229/391 [======================================>..........................] Step: 340ms | Tot: 1m15s | Loss: 0.809 | Acc: 71.403% (21021/29440) 230/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.810 | Acc: 71.395% (21110/29568) 231/391 [======================================>..........................] Step: 336ms | Tot: 1m15s | Loss: 0.810 | Acc: 71.414% (21207/29696) 232/391 [======================================>..........................] Step: 336ms | Tot: 1m16s | Loss: 0.809 | Acc: 71.432% (21304/29824) 233/391 [======================================>..........................] Step: 331ms | Tot: 1m16s | Loss: 0.809 | Acc: 71.444% (21399/29952) 234/391 [======================================>..........................] Step: 333ms | Tot: 1m16s | Loss: 0.808 | Acc: 71.459% (21495/30080) 235/391 [=======================================>.........................] Step: 340ms | Tot: 1m17s | Loss: 0.808 | Acc: 71.455% (21585/30208) 236/391 [=======================================>.........................] Step: 330ms | Tot: 1m17s | Loss: 0.808 | Acc: 71.463% (21679/30336) 237/391 [=======================================>.........................] Step: 333ms | Tot: 1m17s | Loss: 0.807 | Acc: 71.511% (21785/30464) 238/391 [=======================================>.........................] Step: 339ms | Tot: 1m18s | Loss: 0.807 | Acc: 71.529% (21882/30592) 239/391 [=======================================>.........................] Step: 338ms | Tot: 1m18s | Loss: 0.807 | Acc: 71.510% (21968/30720) 240/391 [=======================================>.........................] Step: 334ms | Tot: 1m18s | Loss: 0.808 | Acc: 71.515% (22061/30848) 241/391 [========================================>........................] Step: 337ms | Tot: 1m19s | Loss: 0.809 | Acc: 71.491% (22145/30976) 242/391 [========================================>........................] Step: 336ms | Tot: 1m19s | Loss: 0.808 | Acc: 71.496% (22238/31104) 243/391 [========================================>........................] Step: 334ms | Tot: 1m19s | Loss: 0.807 | Acc: 71.507% (22333/31232) 244/391 [========================================>........................] Step: 340ms | Tot: 1m20s | Loss: 0.807 | Acc: 71.496% (22421/31360) 245/391 [========================================>........................] Step: 336ms | Tot: 1m20s | Loss: 0.807 | Acc: 71.494% (22512/31488) 246/391 [========================================>........................] Step: 340ms | Tot: 1m20s | Loss: 0.807 | Acc: 71.499% (22605/31616) 247/391 [=========================================>.......................] Step: 357ms | Tot: 1m21s | Loss: 0.807 | Acc: 71.513% (22701/31744) 248/391 [=========================================>.......................] Step: 374ms | Tot: 1m21s | Loss: 0.807 | Acc: 71.527% (22797/31872) 249/391 [=========================================>.......................] Step: 335ms | Tot: 1m21s | Loss: 0.807 | Acc: 71.531% (22890/32000) 250/391 [=========================================>.......................] Step: 331ms | Tot: 1m22s | Loss: 0.806 | Acc: 71.551% (22988/32128) 251/391 [=========================================>.......................] Step: 329ms | Tot: 1m22s | Loss: 0.805 | Acc: 71.562% (23083/32256) 252/391 [=========================================>.......................] Step: 328ms | Tot: 1m22s | Loss: 0.805 | Acc: 71.557% (23173/32384) 253/391 [==========================================>......................] Step: 332ms | Tot: 1m23s | Loss: 0.806 | Acc: 71.540% (23259/32512) 254/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.805 | Acc: 71.553% (23355/32640) 255/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.804 | Acc: 71.579% (23455/32768) 256/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.804 | Acc: 71.592% (23551/32896) 257/391 [==========================================>......................] Step: 329ms | Tot: 1m24s | Loss: 0.804 | Acc: 71.590% (23642/33024) 258/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.804 | Acc: 71.588% (23733/33152) 259/391 [===========================================>.....................] Step: 328ms | Tot: 1m25s | Loss: 0.804 | Acc: 71.626% (23837/33280) 260/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.804 | Acc: 71.630% (23930/33408) 261/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.803 | Acc: 71.660% (24032/33536) 262/391 [===========================================>.....................] Step: 330ms | Tot: 1m26s | Loss: 0.803 | Acc: 71.673% (24128/33664) 263/391 [===========================================>.....................] Step: 328ms | Tot: 1m26s | Loss: 0.802 | Acc: 71.694% (24227/33792) 264/391 [===========================================>.....................] Step: 325ms | Tot: 1m26s | Loss: 0.802 | Acc: 71.728% (24330/33920) 265/391 [============================================>....................] Step: 332ms | Tot: 1m27s | Loss: 0.802 | Acc: 71.719% (24419/34048) 266/391 [============================================>....................] Step: 330ms | Tot: 1m27s | Loss: 0.802 | Acc: 71.720% (24511/34176) 267/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.801 | Acc: 71.747% (24612/34304) 268/391 [============================================>....................] Step: 332ms | Tot: 1m28s | Loss: 0.801 | Acc: 71.765% (24710/34432) 269/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.801 | Acc: 71.751% (24797/34560) 270/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.801 | Acc: 71.737% (24884/34688) 271/391 [=============================================>...................] Step: 331ms | Tot: 1m29s | Loss: 0.802 | Acc: 71.706% (24965/34816) 272/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.802 | Acc: 71.703% (25056/34944) 273/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.802 | Acc: 71.687% (25142/35072) 274/391 [=============================================>...................] Step: 329ms | Tot: 1m30s | Loss: 0.802 | Acc: 71.673% (25229/35200) 275/391 [=============================================>...................] Step: 325ms | Tot: 1m30s | Loss: 0.801 | Acc: 71.702% (25331/35328) 276/391 [=============================================>...................] Step: 324ms | Tot: 1m30s | Loss: 0.801 | Acc: 71.714% (25427/35456) 277/391 [==============================================>..................] Step: 332ms | Tot: 1m31s | Loss: 0.801 | Acc: 71.718% (25520/35584) 278/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.801 | Acc: 71.701% (25606/35712) 279/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.801 | Acc: 71.710% (25701/35840) 280/391 [==============================================>..................] Step: 333ms | Tot: 1m32s | Loss: 0.801 | Acc: 71.719% (25796/35968) 281/391 [==============================================>..................] Step: 326ms | Tot: 1m32s | Loss: 0.802 | Acc: 71.717% (25887/36096) 282/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.802 | Acc: 71.718% (25979/36224) 283/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.802 | Acc: 71.713% (26069/36352) 284/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.802 | Acc: 71.711% (26160/36480) 285/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.801 | Acc: 71.717% (26254/36608) 286/391 [===============================================>.................] Step: 336ms | Tot: 1m34s | Loss: 0.802 | Acc: 71.690% (26336/36736) 287/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 0.802 | Acc: 71.674% (26422/36864) 288/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.802 | Acc: 71.683% (26517/36992) 289/391 [================================================>................] Step: 327ms | Tot: 1m35s | Loss: 0.802 | Acc: 71.697% (26614/37120) 290/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.802 | Acc: 71.679% (26699/37248) 291/391 [================================================>................] Step: 329ms | Tot: 1m35s | Loss: 0.802 | Acc: 71.685% (26793/37376) 292/391 [================================================>................] Step: 334ms | Tot: 1m36s | Loss: 0.801 | Acc: 71.699% (26890/37504) 293/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 0.801 | Acc: 71.718% (26989/37632) 294/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 0.801 | Acc: 71.748% (27092/37760) 295/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.801 | Acc: 71.748% (27184/37888) 296/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 0.801 | Acc: 71.757% (27279/38016) 297/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.801 | Acc: 71.762% (27373/38144) 298/391 [=================================================>...............] Step: 326ms | Tot: 1m37s | Loss: 0.801 | Acc: 71.760% (27464/38272) 299/391 [=================================================>...............] Step: 323ms | Tot: 1m38s | Loss: 0.800 | Acc: 71.755% (27554/38400) 300/391 [=================================================>...............] Step: 323ms | Tot: 1m38s | Loss: 0.801 | Acc: 71.753% (27645/38528) 301/391 [==================================================>..............] Step: 325ms | Tot: 1m38s | Loss: 0.800 | Acc: 71.772% (27744/38656) 302/391 [==================================================>..............] Step: 330ms | Tot: 1m39s | Loss: 0.800 | Acc: 71.774% (27837/38784) 303/391 [==================================================>..............] Step: 324ms | Tot: 1m39s | Loss: 0.800 | Acc: 71.785% (27933/38912) 304/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.799 | Acc: 71.790% (28027/39040) 305/391 [==================================================>..............] Step: 327ms | Tot: 1m40s | Loss: 0.799 | Acc: 71.781% (28115/39168) 306/391 [==================================================>..............] Step: 324ms | Tot: 1m40s | Loss: 0.799 | Acc: 71.791% (28211/39296) 307/391 [===================================================>.............] Step: 329ms | Tot: 1m40s | Loss: 0.799 | Acc: 71.794% (28304/39424) 308/391 [===================================================>.............] Step: 329ms | Tot: 1m41s | Loss: 0.799 | Acc: 71.799% (28398/39552) 309/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.798 | Acc: 71.809% (28494/39680) 310/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.798 | Acc: 71.805% (28584/39808) 311/391 [===================================================>.............] Step: 331ms | Tot: 1m42s | Loss: 0.798 | Acc: 71.805% (28676/39936) 312/391 [===================================================>.............] Step: 329ms | Tot: 1m42s | Loss: 0.798 | Acc: 71.820% (28774/40064) 313/391 [====================================================>............] Step: 325ms | Tot: 1m42s | Loss: 0.798 | Acc: 71.815% (28864/40192) 314/391 [====================================================>............] Step: 329ms | Tot: 1m43s | Loss: 0.798 | Acc: 71.818% (28957/40320) 315/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.798 | Acc: 71.818% (29049/40448) 316/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.797 | Acc: 71.853% (29155/40576) 317/391 [====================================================>............] Step: 329ms | Tot: 1m44s | Loss: 0.798 | Acc: 71.850% (29246/40704) 318/391 [====================================================>............] Step: 326ms | Tot: 1m44s | Loss: 0.797 | Acc: 71.860% (29342/40832) 319/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.798 | Acc: 71.831% (29422/40960) 320/391 [=====================================================>...........] Step: 335ms | Tot: 1m45s | Loss: 0.798 | Acc: 71.831% (29514/41088) 321/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.798 | Acc: 71.829% (29605/41216) 322/391 [=====================================================>...........] Step: 331ms | Tot: 1m45s | Loss: 0.798 | Acc: 71.841% (29702/41344) 323/391 [=====================================================>...........] Step: 332ms | Tot: 1m46s | Loss: 0.798 | Acc: 71.858% (29801/41472) 324/391 [=====================================================>...........] Step: 325ms | Tot: 1m46s | Loss: 0.798 | Acc: 71.863% (29895/41600) 325/391 [======================================================>..........] Step: 322ms | Tot: 1m46s | Loss: 0.797 | Acc: 71.877% (29993/41728) 326/391 [======================================================>..........] Step: 335ms | Tot: 1m47s | Loss: 0.798 | Acc: 71.875% (30084/41856) 327/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.797 | Acc: 71.880% (30178/41984) 328/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.797 | Acc: 71.889% (30274/42112) 329/391 [======================================================>..........] Step: 337ms | Tot: 1m48s | Loss: 0.797 | Acc: 71.884% (30364/42240) 330/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.797 | Acc: 71.899% (30462/42368) 331/391 [=======================================================>.........] Step: 323ms | Tot: 1m48s | Loss: 0.796 | Acc: 71.901% (30555/42496) 332/391 [=======================================================>.........] Step: 332ms | Tot: 1m49s | Loss: 0.796 | Acc: 71.896% (30645/42624) 333/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.797 | Acc: 71.880% (30730/42752) 334/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.797 | Acc: 71.868% (30817/42880) 335/391 [=======================================================>.........] Step: 334ms | Tot: 1m50s | Loss: 0.797 | Acc: 71.866% (30908/43008) 336/391 [=======================================================>.........] Step: 323ms | Tot: 1m50s | Loss: 0.797 | Acc: 71.859% (30997/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.797 | Acc: 71.868% (31093/43264) 338/391 [========================================================>........] Step: 335ms | Tot: 1m51s | Loss: 0.797 | Acc: 71.882% (31191/43392) 339/391 [========================================================>........] Step: 348ms | Tot: 1m51s | Loss: 0.796 | Acc: 71.886% (31285/43520) 340/391 [========================================================>........] Step: 332ms | Tot: 1m51s | Loss: 0.797 | Acc: 71.873% (31371/43648) 341/391 [========================================================>........] Step: 335ms | Tot: 1m52s | Loss: 0.796 | Acc: 71.896% (31473/43776) 342/391 [========================================================>........] Step: 324ms | Tot: 1m52s | Loss: 0.796 | Acc: 71.886% (31561/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.796 | Acc: 71.907% (31662/44032) 344/391 [=========================================================>.......] Step: 333ms | Tot: 1m53s | Loss: 0.796 | Acc: 71.904% (31753/44160) 345/391 [=========================================================>.......] Step: 324ms | Tot: 1m53s | Loss: 0.796 | Acc: 71.918% (31851/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.796 | Acc: 71.929% (31948/44416) 347/391 [=========================================================>.......] Step: 335ms | Tot: 1m54s | Loss: 0.796 | Acc: 71.927% (32039/44544) 348/391 [=========================================================>.......] Step: 323ms | Tot: 1m54s | Loss: 0.795 | Acc: 71.958% (32145/44672) 349/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.795 | Acc: 71.973% (32244/44800) 350/391 [==========================================================>......] Step: 332ms | Tot: 1m55s | Loss: 0.795 | Acc: 71.973% (32336/44928) 351/391 [==========================================================>......] Step: 324ms | Tot: 1m55s | Loss: 0.795 | Acc: 71.973% (32428/45056) 352/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.796 | Acc: 71.948% (32509/45184) 353/391 [==========================================================>......] Step: 327ms | Tot: 1m56s | Loss: 0.795 | Acc: 71.961% (32607/45312) 354/391 [==========================================================>......] Step: 324ms | Tot: 1m56s | Loss: 0.794 | Acc: 71.985% (32710/45440) 355/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.794 | Acc: 71.991% (32805/45568) 356/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.794 | Acc: 71.989% (32896/45696) 357/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.794 | Acc: 71.978% (32983/45824) 358/391 [===========================================================>.....] Step: 329ms | Tot: 1m57s | Loss: 0.794 | Acc: 71.975% (33074/45952) 359/391 [===========================================================>.....] Step: 332ms | Tot: 1m58s | Loss: 0.794 | Acc: 71.975% (33166/46080) 360/391 [===========================================================>.....] Step: 326ms | Tot: 1m58s | Loss: 0.794 | Acc: 71.996% (33268/46208) 361/391 [============================================================>....] Step: 328ms | Tot: 1m58s | Loss: 0.794 | Acc: 71.994% (33359/46336) 362/391 [============================================================>....] Step: 327ms | Tot: 1m58s | Loss: 0.794 | Acc: 72.008% (33458/46464) 363/391 [============================================================>....] Step: 326ms | Tot: 1m59s | Loss: 0.794 | Acc: 72.008% (33550/46592) 364/391 [============================================================>....] Step: 327ms | Tot: 1m59s | Loss: 0.794 | Acc: 71.993% (33635/46720) 365/391 [============================================================>....] Step: 330ms | Tot: 1m59s | Loss: 0.794 | Acc: 71.984% (33723/46848) 366/391 [============================================================>....] Step: 327ms | Tot: 2m294ms | Loss: 0.794 | Acc: 71.977% (33812/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 2m620ms | Loss: 0.794 | Acc: 71.966% (33899/47104) 368/391 [=============================================================>...] Step: 329ms | Tot: 2m949ms | Loss: 0.794 | Acc: 71.977% (33996/47232) 369/391 [=============================================================>...] Step: 326ms | Tot: 2m1s | Loss: 0.794 | Acc: 71.987% (34093/47360) 370/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.794 | Acc: 71.989% (34186/47488) 371/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.793 | Acc: 72.003% (34285/47616) 372/391 [=============================================================>...] Step: 327ms | Tot: 2m2s | Loss: 0.793 | Acc: 72.009% (34380/47744) 373/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.793 | Acc: 72.025% (34480/47872) 374/391 [==============================================================>..] Step: 332ms | Tot: 2m2s | Loss: 0.793 | Acc: 72.025% (34572/48000) 375/391 [==============================================================>..] Step: 324ms | Tot: 2m3s | Loss: 0.792 | Acc: 72.050% (34676/48128) 376/391 [==============================================================>..] Step: 320ms | Tot: 2m3s | Loss: 0.792 | Acc: 72.047% (34767/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.792 | Acc: 72.069% (34870/48384) 378/391 [==============================================================>..] Step: 329ms | Tot: 2m4s | Loss: 0.792 | Acc: 72.073% (34964/48512) 379/391 [===============================================================>.] Step: 324ms | Tot: 2m4s | Loss: 0.791 | Acc: 72.093% (35066/48640) 380/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.791 | Acc: 72.113% (35168/48768) 381/391 [===============================================================>.] Step: 325ms | Tot: 2m5s | Loss: 0.791 | Acc: 72.110% (35259/48896) 382/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.790 | Acc: 72.124% (35358/49024) 383/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.790 | Acc: 72.144% (35460/49152) 384/391 [===============================================================>.] Step: 334ms | Tot: 2m6s | Loss: 0.790 | Acc: 72.131% (35546/49280) 385/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.790 | Acc: 72.148% (35647/49408) 386/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.790 | Acc: 72.148% (35739/49536) 387/391 [================================================================>] Step: 327ms | Tot: 2m7s | Loss: 0.790 | Acc: 72.155% (35835/49664) 388/391 [================================================================>] Step: 319ms | Tot: 2m7s | Loss: 0.790 | Acc: 72.168% (35934/49792) 389/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.789 | Acc: 72.179% (36032/49920) 390/391 [================================================================>] Step: 315ms | Tot: 2m8s | Loss: 0.789 | Acc: 72.172% (36086/50000) 391/391 + [>................................................................] Step: 940ms | Tot: 2ms | Loss: 0.800 | Acc: 73.000% (73/100) 1/100 [>................................................................] Step: 265ms | Tot: 268ms | Loss: 0.926 | Acc: 69.000% (138/200) 2/100 [=>...............................................................] Step: 264ms | Tot: 533ms | Loss: 0.889 | Acc: 70.333% (211/300) 3/100 [=>...............................................................] Step: 275ms | Tot: 809ms | Loss: 0.935 | Acc: 68.500% (274/400) 4/100 [==>..............................................................] Step: 284ms | Tot: 1s93ms | Loss: 0.949 | Acc: 67.400% (337/500) 5/100 [===>.............................................................] Step: 264ms | Tot: 1s357ms | Loss: 0.921 | Acc: 67.667% (406/600) 6/100 [===>.............................................................] Step: 269ms | Tot: 1s627ms | Loss: 0.908 | Acc: 67.571% (473/700) 7/100 [====>............................................................] Step: 278ms | Tot: 1s905ms | Loss: 0.946 | Acc: 67.250% (538/800) 8/100 [=====>...........................................................] Step: 279ms | Tot: 2s184ms | Loss: 0.987 | Acc: 66.667% (600/900) 9/100 [=====>...........................................................] Step: 274ms | Tot: 2s458ms | Loss: 0.973 | Acc: 67.500% (675/1000) 10/100 [======>..........................................................] Step: 277ms | Tot: 2s736ms | Loss: 0.950 | Acc: 68.273% (751/1100) 11/100 [=======>.........................................................] Step: 284ms | Tot: 3s21ms | Loss: 0.960 | Acc: 67.750% (813/1200) 12/100 [=======>.........................................................] Step: 275ms | Tot: 3s297ms | Loss: 0.939 | Acc: 68.385% (889/1300) 13/100 [========>........................................................] Step: 278ms | Tot: 3s576ms | Loss: 0.941 | Acc: 68.214% (955/1400) 14/100 [=========>.......................................................] Step: 278ms | Tot: 3s854ms | Loss: 0.935 | Acc: 68.467% (1027/1500) 15/100 [=========>.......................................................] Step: 287ms | Tot: 4s141ms | Loss: 0.948 | Acc: 68.312% (1093/1600) 16/100 [==========>......................................................] Step: 275ms | Tot: 4s417ms | Loss: 0.946 | Acc: 68.412% (1163/1700) 17/100 [===========>.....................................................] Step: 273ms | Tot: 4s690ms | Loss: 0.963 | Acc: 68.056% (1225/1800) 18/100 [===========>.....................................................] Step: 282ms | Tot: 4s973ms | Loss: 0.951 | Acc: 68.211% (1296/1900) 19/100 [============>....................................................] Step: 280ms | Tot: 5s254ms | Loss: 0.956 | Acc: 68.050% (1361/2000) 20/100 [=============>...................................................] Step: 280ms | Tot: 5s534ms | Loss: 0.956 | Acc: 68.190% (1432/2100) 21/100 [=============>...................................................] Step: 275ms | Tot: 5s810ms | Loss: 0.962 | Acc: 68.136% (1499/2200) 22/100 [==============>..................................................] Step: 283ms | Tot: 6s93ms | Loss: 0.970 | Acc: 68.130% (1567/2300) 23/100 [==============>..................................................] Step: 274ms | Tot: 6s367ms | Loss: 0.971 | Acc: 68.167% (1636/2400) 24/100 [===============>.................................................] Step: 275ms | Tot: 6s643ms | Loss: 0.970 | Acc: 68.120% (1703/2500) 25/100 [================>................................................] Step: 274ms | Tot: 6s918ms | Loss: 0.989 | Acc: 67.577% (1757/2600) 26/100 [================>................................................] Step: 272ms | Tot: 7s190ms | Loss: 0.988 | Acc: 67.778% (1830/2700) 27/100 [=================>...............................................] Step: 266ms | Tot: 7s457ms | Loss: 0.988 | Acc: 67.643% (1894/2800) 28/100 [==================>..............................................] Step: 266ms | Tot: 7s723ms | Loss: 0.989 | Acc: 67.759% (1965/2900) 29/100 [==================>..............................................] Step: 277ms | Tot: 8s1ms | Loss: 0.984 | Acc: 67.900% (2037/3000) 30/100 [===================>.............................................] Step: 267ms | Tot: 8s268ms | Loss: 0.984 | Acc: 68.000% (2108/3100) 31/100 [====================>............................................] Step: 270ms | Tot: 8s539ms | Loss: 0.977 | Acc: 68.125% (2180/3200) 32/100 [====================>............................................] Step: 266ms | Tot: 8s805ms | Loss: 0.974 | Acc: 68.182% (2250/3300) 33/100 [=====================>...........................................] Step: 277ms | Tot: 9s83ms | Loss: 0.981 | Acc: 67.971% (2311/3400) 34/100 [======================>..........................................] Step: 267ms | Tot: 9s350ms | Loss: 0.982 | Acc: 67.800% (2373/3500) 35/100 [======================>..........................................] Step: 268ms | Tot: 9s619ms | Loss: 0.984 | Acc: 67.833% (2442/3600) 36/100 [=======================>.........................................] Step: 267ms | Tot: 9s887ms | Loss: 0.982 | Acc: 67.676% (2504/3700) 37/100 [========================>........................................] Step: 273ms | Tot: 10s160ms | Loss: 0.983 | Acc: 67.658% (2571/3800) 38/100 [========================>........................................] Step: 274ms | Tot: 10s434ms | Loss: 0.984 | Acc: 67.667% (2639/3900) 39/100 [=========================>.......................................] Step: 266ms | Tot: 10s701ms | Loss: 0.982 | Acc: 67.775% (2711/4000) 40/100 [==========================>......................................] Step: 270ms | Tot: 10s971ms | Loss: 0.981 | Acc: 67.854% (2782/4100) 41/100 [==========================>......................................] Step: 271ms | Tot: 11s243ms | Loss: 0.982 | Acc: 67.810% (2848/4200) 42/100 [===========================>.....................................] Step: 266ms | Tot: 11s509ms | Loss: 0.980 | Acc: 68.000% (2924/4300) 43/100 [===========================>.....................................] Step: 266ms | Tot: 11s775ms | Loss: 0.979 | Acc: 68.068% (2995/4400) 44/100 [============================>....................................] Step: 274ms | Tot: 12s50ms | Loss: 0.977 | Acc: 68.022% (3061/4500) 45/100 [=============================>...................................] Step: 310ms | Tot: 12s360ms | Loss: 0.978 | Acc: 67.957% (3126/4600) 46/100 [=============================>...................................] Step: 303ms | Tot: 12s663ms | Loss: 0.976 | Acc: 67.979% (3195/4700) 47/100 [==============================>..................................] Step: 273ms | Tot: 12s937ms | Loss: 0.975 | Acc: 68.062% (3267/4800) 48/100 [===============================>.................................] Step: 270ms | Tot: 13s208ms | Loss: 0.972 | Acc: 68.102% (3337/4900) 49/100 [===============================>.................................] Step: 267ms | Tot: 13s475ms | Loss: 0.975 | Acc: 67.900% (3395/5000) 50/100 [================================>................................] Step: 268ms | Tot: 13s744ms | Loss: 0.974 | Acc: 67.882% (3462/5100) 51/100 [=================================>...............................] Step: 275ms | Tot: 14s19ms | Loss: 0.974 | Acc: 68.000% (3536/5200) 52/100 [=================================>...............................] Step: 267ms | Tot: 14s286ms | Loss: 0.974 | Acc: 68.000% (3604/5300) 53/100 [==================================>..............................] Step: 266ms | Tot: 14s553ms | Loss: 0.970 | Acc: 68.093% (3677/5400) 54/100 [===================================>.............................] Step: 264ms | Tot: 14s818ms | Loss: 0.970 | Acc: 68.109% (3746/5500) 55/100 [===================================>.............................] Step: 272ms | Tot: 15s91ms | Loss: 0.972 | Acc: 68.107% (3814/5600) 56/100 [====================================>............................] Step: 268ms | Tot: 15s359ms | Loss: 0.972 | Acc: 68.193% (3887/5700) 57/100 [=====================================>...........................] Step: 268ms | Tot: 15s628ms | Loss: 0.969 | Acc: 68.259% (3959/5800) 58/100 [=====================================>...........................] Step: 266ms | Tot: 15s895ms | Loss: 0.969 | Acc: 68.271% (4028/5900) 59/100 [======================================>..........................] Step: 270ms | Tot: 16s166ms | Loss: 0.971 | Acc: 68.217% (4093/6000) 60/100 [=======================================>.........................] Step: 263ms | Tot: 16s430ms | Loss: 0.971 | Acc: 68.197% (4160/6100) 61/100 [=======================================>.........................] Step: 264ms | Tot: 16s694ms | Loss: 0.970 | Acc: 68.194% (4228/6200) 62/100 [========================================>........................] Step: 269ms | Tot: 16s963ms | Loss: 0.970 | Acc: 68.175% (4295/6300) 63/100 [========================================>........................] Step: 268ms | Tot: 17s231ms | Loss: 0.968 | Acc: 68.203% (4365/6400) 64/100 [=========================================>.......................] Step: 266ms | Tot: 17s498ms | Loss: 0.969 | Acc: 68.169% (4431/6500) 65/100 [==========================================>......................] Step: 265ms | Tot: 17s764ms | Loss: 0.968 | Acc: 68.091% (4494/6600) 66/100 [==========================================>......................] Step: 275ms | Tot: 18s39ms | Loss: 0.967 | Acc: 68.104% (4563/6700) 67/100 [===========================================>.....................] Step: 264ms | Tot: 18s303ms | Loss: 0.969 | Acc: 68.088% (4630/6800) 68/100 [============================================>....................] Step: 268ms | Tot: 18s571ms | Loss: 0.968 | Acc: 68.101% (4699/6900) 69/100 [============================================>....................] Step: 266ms | Tot: 18s837ms | Loss: 0.969 | Acc: 68.129% (4769/7000) 70/100 [=============================================>...................] Step: 272ms | Tot: 19s110ms | Loss: 0.971 | Acc: 68.099% (4835/7100) 71/100 [==============================================>..................] Step: 264ms | Tot: 19s374ms | Loss: 0.969 | Acc: 68.222% (4912/7200) 72/100 [==============================================>..................] Step: 265ms | Tot: 19s639ms | Loss: 0.968 | Acc: 68.260% (4983/7300) 73/100 [===============================================>.................] Step: 268ms | Tot: 19s908ms | Loss: 0.968 | Acc: 68.230% (5049/7400) 74/100 [================================================>................] Step: 271ms | Tot: 20s179ms | Loss: 0.969 | Acc: 68.200% (5115/7500) 75/100 [================================================>................] Step: 270ms | Tot: 20s449ms | Loss: 0.967 | Acc: 68.224% (5185/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 20s717ms | Loss: 0.970 | Acc: 68.182% (5250/7700) 77/100 [==================================================>..............] Step: 275ms | Tot: 20s992ms | Loss: 0.972 | Acc: 68.179% (5318/7800) 78/100 [==================================================>..............] Step: 267ms | Tot: 21s260ms | Loss: 0.973 | Acc: 68.165% (5385/7900) 79/100 [===================================================>.............] Step: 269ms | Tot: 21s530ms | Loss: 0.973 | Acc: 68.175% (5454/8000) 80/100 [====================================================>............] Step: 267ms | Tot: 21s798ms | Loss: 0.971 | Acc: 68.284% (5531/8100) 81/100 [====================================================>............] Step: 276ms | Tot: 22s74ms | Loss: 0.974 | Acc: 68.280% (5599/8200) 82/100 [=====================================================>...........] Step: 265ms | Tot: 22s339ms | Loss: 0.973 | Acc: 68.253% (5665/8300) 83/100 [=====================================================>...........] Step: 268ms | Tot: 22s608ms | Loss: 0.975 | Acc: 68.202% (5729/8400) 84/100 [======================================================>..........] Step: 267ms | Tot: 22s875ms | Loss: 0.976 | Acc: 68.165% (5794/8500) 85/100 [=======================================================>.........] Step: 270ms | Tot: 23s146ms | Loss: 0.975 | Acc: 68.244% (5869/8600) 86/100 [=======================================================>.........] Step: 264ms | Tot: 23s411ms | Loss: 0.975 | Acc: 68.230% (5936/8700) 87/100 [========================================================>........] Step: 265ms | Tot: 23s676ms | Loss: 0.974 | Acc: 68.239% (6005/8800) 88/100 [=========================================================>.......] Step: 269ms | Tot: 23s946ms | Loss: 0.977 | Acc: 68.180% (6068/8900) 89/100 [=========================================================>.......] Step: 270ms | Tot: 24s217ms | Loss: 0.978 | Acc: 68.167% (6135/9000) 90/100 [==========================================================>......] Step: 265ms | Tot: 24s482ms | Loss: 0.978 | Acc: 68.176% (6204/9100) 91/100 [===========================================================>.....] Step: 264ms | Tot: 24s747ms | Loss: 0.976 | Acc: 68.207% (6275/9200) 92/100 [===========================================================>.....] Step: 272ms | Tot: 25s19ms | Loss: 0.975 | Acc: 68.204% (6343/9300) 93/100 [============================================================>....] Step: 265ms | Tot: 25s284ms | Loss: 0.975 | Acc: 68.202% (6411/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 25s556ms | Loss: 0.975 | Acc: 68.232% (6482/9500) 95/100 [=============================================================>...] Step: 265ms | Tot: 25s821ms | Loss: 0.973 | Acc: 68.302% (6557/9600) 96/100 [==============================================================>..] Step: 274ms | Tot: 26s96ms | Loss: 0.972 | Acc: 68.351% (6630/9700) 97/100 [===============================================================>.] Step: 266ms | Tot: 26s362ms | Loss: 0.975 | Acc: 68.224% (6686/9800) 98/100 [===============================================================>.] Step: 268ms | Tot: 26s631ms | Loss: 0.975 | Acc: 68.222% (6754/9900) 99/100 [================================================================>] Step: 267ms | Tot: 26s899ms | Loss: 0.976 | Acc: 68.250% (6825/10000) 100/100 +Saving.. + +Epoch: 5 + [>................................................................] Step: 1s230ms | Tot: 2ms | Loss: 0.795 | Acc: 70.312% (90/128) 1/391 [>................................................................] Step: 333ms | Tot: 335ms | Loss: 0.765 | Acc: 74.609% (191/256) 2/391 [>................................................................] Step: 340ms | Tot: 676ms | Loss: 0.760 | Acc: 76.302% (293/384) 3/391 [>................................................................] Step: 344ms | Tot: 1s20ms | Loss: 0.750 | Acc: 75.781% (388/512) 4/391 [>................................................................] Step: 334ms | Tot: 1s355ms | Loss: 0.752 | Acc: 75.312% (482/640) 5/391 [>................................................................] Step: 332ms | Tot: 1s687ms | Loss: 0.727 | Acc: 75.781% (582/768) 6/391 [>................................................................] Step: 342ms | Tot: 2s29ms | Loss: 0.726 | Acc: 76.116% (682/896) 7/391 [=>...............................................................] Step: 344ms | Tot: 2s374ms | Loss: 0.715 | Acc: 76.562% (784/1024) 8/391 [=>...............................................................] Step: 340ms | Tot: 2s714ms | Loss: 0.720 | Acc: 76.215% (878/1152) 9/391 [=>...............................................................] Step: 341ms | Tot: 3s56ms | Loss: 0.706 | Acc: 76.719% (982/1280) 10/391 [=>...............................................................] Step: 334ms | Tot: 3s391ms | Loss: 0.704 | Acc: 76.918% (1083/1408) 11/391 [=>...............................................................] Step: 336ms | Tot: 3s728ms | Loss: 0.720 | Acc: 75.846% (1165/1536) 12/391 [=>...............................................................] Step: 353ms | Tot: 4s81ms | Loss: 0.732 | Acc: 75.000% (1248/1664) 13/391 [==>..............................................................] Step: 339ms | Tot: 4s420ms | Loss: 0.734 | Acc: 75.000% (1344/1792) 14/391 [==>..............................................................] Step: 337ms | Tot: 4s758ms | Loss: 0.729 | Acc: 75.208% (1444/1920) 15/391 [==>..............................................................] Step: 338ms | Tot: 5s97ms | Loss: 0.728 | Acc: 75.195% (1540/2048) 16/391 [==>..............................................................] Step: 327ms | Tot: 5s424ms | Loss: 0.731 | Acc: 75.230% (1637/2176) 17/391 [==>..............................................................] Step: 334ms | Tot: 5s759ms | Loss: 0.731 | Acc: 75.043% (1729/2304) 18/391 [==>..............................................................] Step: 336ms | Tot: 6s96ms | Loss: 0.724 | Acc: 75.288% (1831/2432) 19/391 [===>.............................................................] Step: 334ms | Tot: 6s430ms | Loss: 0.733 | Acc: 75.039% (1921/2560) 20/391 [===>.............................................................] Step: 328ms | Tot: 6s759ms | Loss: 0.736 | Acc: 75.000% (2016/2688) 21/391 [===>.............................................................] Step: 336ms | Tot: 7s96ms | Loss: 0.731 | Acc: 75.036% (2113/2816) 22/391 [===>.............................................................] Step: 331ms | Tot: 7s427ms | Loss: 0.728 | Acc: 75.068% (2210/2944) 23/391 [===>.............................................................] Step: 330ms | Tot: 7s757ms | Loss: 0.727 | Acc: 74.967% (2303/3072) 24/391 [===>.............................................................] Step: 334ms | Tot: 8s92ms | Loss: 0.725 | Acc: 74.938% (2398/3200) 25/391 [====>............................................................] Step: 330ms | Tot: 8s422ms | Loss: 0.727 | Acc: 74.669% (2485/3328) 26/391 [====>............................................................] Step: 330ms | Tot: 8s753ms | Loss: 0.731 | Acc: 74.595% (2578/3456) 27/391 [====>............................................................] Step: 336ms | Tot: 9s90ms | Loss: 0.731 | Acc: 74.581% (2673/3584) 28/391 [====>............................................................] Step: 331ms | Tot: 9s421ms | Loss: 0.730 | Acc: 74.569% (2768/3712) 29/391 [====>............................................................] Step: 328ms | Tot: 9s750ms | Loss: 0.730 | Acc: 74.531% (2862/3840) 30/391 [====>............................................................] Step: 338ms | Tot: 10s88ms | Loss: 0.729 | Acc: 74.597% (2960/3968) 31/391 [=====>...........................................................] Step: 329ms | Tot: 10s418ms | Loss: 0.726 | Acc: 74.707% (3060/4096) 32/391 [=====>...........................................................] Step: 328ms | Tot: 10s746ms | Loss: 0.724 | Acc: 74.811% (3160/4224) 33/391 [=====>...........................................................] Step: 334ms | Tot: 11s81ms | Loss: 0.726 | Acc: 74.724% (3252/4352) 34/391 [=====>...........................................................] Step: 328ms | Tot: 11s410ms | Loss: 0.724 | Acc: 74.844% (3353/4480) 35/391 [=====>...........................................................] Step: 327ms | Tot: 11s737ms | Loss: 0.722 | Acc: 74.870% (3450/4608) 36/391 [=====>...........................................................] Step: 334ms | Tot: 12s72ms | Loss: 0.721 | Acc: 74.810% (3543/4736) 37/391 [======>..........................................................] Step: 328ms | Tot: 12s400ms | Loss: 0.720 | Acc: 74.815% (3639/4864) 38/391 [======>..........................................................] Step: 327ms | Tot: 12s727ms | Loss: 0.718 | Acc: 74.960% (3742/4992) 39/391 [======>..........................................................] Step: 339ms | Tot: 13s67ms | Loss: 0.723 | Acc: 74.785% (3829/5120) 40/391 [======>..........................................................] Step: 328ms | Tot: 13s395ms | Loss: 0.721 | Acc: 74.867% (3929/5248) 41/391 [======>..........................................................] Step: 329ms | Tot: 13s724ms | Loss: 0.719 | Acc: 75.037% (4034/5376) 42/391 [======>..........................................................] Step: 354ms | Tot: 14s78ms | Loss: 0.720 | Acc: 75.000% (4128/5504) 43/391 [=======>.........................................................] Step: 370ms | Tot: 14s449ms | Loss: 0.719 | Acc: 74.947% (4221/5632) 44/391 [=======>.........................................................] Step: 326ms | Tot: 14s776ms | Loss: 0.720 | Acc: 74.948% (4317/5760) 45/391 [=======>.........................................................] Step: 333ms | Tot: 15s109ms | Loss: 0.723 | Acc: 74.915% (4411/5888) 46/391 [=======>.........................................................] Step: 330ms | Tot: 15s439ms | Loss: 0.720 | Acc: 74.983% (4511/6016) 47/391 [=======>.........................................................] Step: 331ms | Tot: 15s770ms | Loss: 0.720 | Acc: 75.000% (4608/6144) 48/391 [=======>.........................................................] Step: 335ms | Tot: 16s106ms | Loss: 0.723 | Acc: 74.888% (4697/6272) 49/391 [========>........................................................] Step: 331ms | Tot: 16s438ms | Loss: 0.723 | Acc: 74.922% (4795/6400) 50/391 [========>........................................................] Step: 326ms | Tot: 16s764ms | Loss: 0.725 | Acc: 74.801% (4883/6528) 51/391 [========>........................................................] Step: 334ms | Tot: 17s98ms | Loss: 0.726 | Acc: 74.865% (4983/6656) 52/391 [========>........................................................] Step: 326ms | Tot: 17s425ms | Loss: 0.729 | Acc: 74.720% (5069/6784) 53/391 [========>........................................................] Step: 324ms | Tot: 17s750ms | Loss: 0.730 | Acc: 74.769% (5168/6912) 54/391 [========>........................................................] Step: 332ms | Tot: 18s82ms | Loss: 0.729 | Acc: 74.801% (5266/7040) 55/391 [=========>.......................................................] Step: 327ms | Tot: 18s409ms | Loss: 0.727 | Acc: 74.916% (5370/7168) 56/391 [=========>.......................................................] Step: 324ms | Tot: 18s733ms | Loss: 0.731 | Acc: 74.863% (5462/7296) 57/391 [=========>.......................................................] Step: 337ms | Tot: 19s71ms | Loss: 0.730 | Acc: 74.865% (5558/7424) 58/391 [=========>.......................................................] Step: 325ms | Tot: 19s396ms | Loss: 0.728 | Acc: 74.881% (5655/7552) 59/391 [=========>.......................................................] Step: 324ms | Tot: 19s721ms | Loss: 0.728 | Acc: 74.870% (5750/7680) 60/391 [=========>.......................................................] Step: 334ms | Tot: 20s55ms | Loss: 0.728 | Acc: 74.808% (5841/7808) 61/391 [==========>......................................................] Step: 326ms | Tot: 20s382ms | Loss: 0.729 | Acc: 74.773% (5934/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s706ms | Loss: 0.730 | Acc: 74.727% (6026/8064) 63/391 [==========>......................................................] Step: 334ms | Tot: 21s41ms | Loss: 0.729 | Acc: 74.756% (6124/8192) 64/391 [==========>......................................................] Step: 320ms | Tot: 21s361ms | Loss: 0.731 | Acc: 74.663% (6212/8320) 65/391 [==========>......................................................] Step: 320ms | Tot: 21s682ms | Loss: 0.729 | Acc: 74.763% (6316/8448) 66/391 [==========>......................................................] Step: 333ms | Tot: 22s15ms | Loss: 0.728 | Acc: 74.837% (6418/8576) 67/391 [===========>.....................................................] Step: 324ms | Tot: 22s340ms | Loss: 0.727 | Acc: 74.839% (6514/8704) 68/391 [===========>.....................................................] Step: 323ms | Tot: 22s663ms | Loss: 0.725 | Acc: 74.898% (6615/8832) 69/391 [===========>.....................................................] Step: 331ms | Tot: 22s995ms | Loss: 0.725 | Acc: 74.888% (6710/8960) 70/391 [===========>.....................................................] Step: 318ms | Tot: 23s313ms | Loss: 0.725 | Acc: 74.857% (6803/9088) 71/391 [===========>.....................................................] Step: 320ms | Tot: 23s634ms | Loss: 0.724 | Acc: 74.859% (6899/9216) 72/391 [===========>.....................................................] Step: 332ms | Tot: 23s966ms | Loss: 0.724 | Acc: 74.807% (6990/9344) 73/391 [============>....................................................] Step: 320ms | Tot: 24s287ms | Loss: 0.723 | Acc: 74.789% (7084/9472) 74/391 [============>....................................................] Step: 323ms | Tot: 24s611ms | Loss: 0.725 | Acc: 74.792% (7180/9600) 75/391 [============>....................................................] Step: 336ms | Tot: 24s947ms | Loss: 0.725 | Acc: 74.784% (7275/9728) 76/391 [============>....................................................] Step: 321ms | Tot: 25s269ms | Loss: 0.725 | Acc: 74.817% (7374/9856) 77/391 [============>....................................................] Step: 328ms | Tot: 25s597ms | Loss: 0.725 | Acc: 74.790% (7467/9984) 78/391 [============>....................................................] Step: 337ms | Tot: 25s934ms | Loss: 0.723 | Acc: 74.842% (7568/10112) 79/391 [=============>...................................................] Step: 330ms | Tot: 26s265ms | Loss: 0.724 | Acc: 74.863% (7666/10240) 80/391 [=============>...................................................] Step: 325ms | Tot: 26s591ms | Loss: 0.726 | Acc: 74.788% (7754/10368) 81/391 [=============>...................................................] Step: 329ms | Tot: 26s920ms | Loss: 0.726 | Acc: 74.790% (7850/10496) 82/391 [=============>...................................................] Step: 320ms | Tot: 27s240ms | Loss: 0.725 | Acc: 74.840% (7951/10624) 83/391 [=============>...................................................] Step: 331ms | Tot: 27s571ms | Loss: 0.725 | Acc: 74.879% (8051/10752) 84/391 [=============>...................................................] Step: 330ms | Tot: 27s902ms | Loss: 0.725 | Acc: 74.862% (8145/10880) 85/391 [==============>..................................................] Step: 320ms | Tot: 28s222ms | Loss: 0.726 | Acc: 74.900% (8245/11008) 86/391 [==============>..................................................] Step: 321ms | Tot: 28s544ms | Loss: 0.726 | Acc: 74.892% (8340/11136) 87/391 [==============>..................................................] Step: 325ms | Tot: 28s869ms | Loss: 0.726 | Acc: 74.876% (8434/11264) 88/391 [==============>..................................................] Step: 320ms | Tot: 29s190ms | Loss: 0.727 | Acc: 74.860% (8528/11392) 89/391 [==============>..................................................] Step: 323ms | Tot: 29s513ms | Loss: 0.727 | Acc: 74.870% (8625/11520) 90/391 [==============>..................................................] Step: 326ms | Tot: 29s840ms | Loss: 0.727 | Acc: 74.854% (8719/11648) 91/391 [===============>.................................................] Step: 324ms | Tot: 30s165ms | Loss: 0.726 | Acc: 74.873% (8817/11776) 92/391 [===============>.................................................] Step: 325ms | Tot: 30s490ms | Loss: 0.725 | Acc: 74.874% (8913/11904) 93/391 [===============>.................................................] Step: 327ms | Tot: 30s817ms | Loss: 0.726 | Acc: 74.825% (9003/12032) 94/391 [===============>.................................................] Step: 328ms | Tot: 31s146ms | Loss: 0.727 | Acc: 74.811% (9097/12160) 95/391 [===============>.................................................] Step: 324ms | Tot: 31s470ms | Loss: 0.728 | Acc: 74.740% (9184/12288) 96/391 [===============>.................................................] Step: 323ms | Tot: 31s793ms | Loss: 0.727 | Acc: 74.750% (9281/12416) 97/391 [================>................................................] Step: 328ms | Tot: 32s122ms | Loss: 0.726 | Acc: 74.809% (9384/12544) 98/391 [================>................................................] Step: 324ms | Tot: 32s447ms | Loss: 0.725 | Acc: 74.818% (9481/12672) 99/391 [================>................................................] Step: 322ms | Tot: 32s770ms | Loss: 0.724 | Acc: 74.883% (9585/12800) 100/391 [================>................................................] Step: 328ms | Tot: 33s98ms | Loss: 0.722 | Acc: 74.961% (9691/12928) 101/391 [================>................................................] Step: 326ms | Tot: 33s424ms | Loss: 0.721 | Acc: 74.962% (9787/13056) 102/391 [================>................................................] Step: 328ms | Tot: 33s752ms | Loss: 0.722 | Acc: 74.970% (9884/13184) 103/391 [=================>...............................................] Step: 330ms | Tot: 34s83ms | Loss: 0.722 | Acc: 74.917% (9973/13312) 104/391 [=================>...............................................] Step: 322ms | Tot: 34s405ms | Loss: 0.722 | Acc: 74.933% (10071/13440) 105/391 [=================>...............................................] Step: 320ms | Tot: 34s726ms | Loss: 0.723 | Acc: 74.912% (10164/13568) 106/391 [=================>...............................................] Step: 328ms | Tot: 35s55ms | Loss: 0.722 | Acc: 74.949% (10265/13696) 107/391 [=================>...............................................] Step: 327ms | Tot: 35s383ms | Loss: 0.721 | Acc: 74.964% (10363/13824) 108/391 [=================>...............................................] Step: 325ms | Tot: 35s708ms | Loss: 0.721 | Acc: 74.950% (10457/13952) 109/391 [==================>..............................................] Step: 333ms | Tot: 36s42ms | Loss: 0.720 | Acc: 74.950% (10553/14080) 110/391 [==================>..............................................] Step: 324ms | Tot: 36s366ms | Loss: 0.721 | Acc: 74.944% (10648/14208) 111/391 [==================>..............................................] Step: 323ms | Tot: 36s690ms | Loss: 0.722 | Acc: 74.916% (10740/14336) 112/391 [==================>..............................................] Step: 328ms | Tot: 37s18ms | Loss: 0.721 | Acc: 74.952% (10841/14464) 113/391 [==================>..............................................] Step: 321ms | Tot: 37s340ms | Loss: 0.720 | Acc: 74.952% (10937/14592) 114/391 [==================>..............................................] Step: 322ms | Tot: 37s662ms | Loss: 0.720 | Acc: 74.946% (11032/14720) 115/391 [===================>.............................................] Step: 330ms | Tot: 37s993ms | Loss: 0.720 | Acc: 74.960% (11130/14848) 116/391 [===================>.............................................] Step: 322ms | Tot: 38s315ms | Loss: 0.721 | Acc: 74.953% (11225/14976) 117/391 [===================>.............................................] Step: 322ms | Tot: 38s638ms | Loss: 0.720 | Acc: 74.947% (11320/15104) 118/391 [===================>.............................................] Step: 331ms | Tot: 38s970ms | Loss: 0.721 | Acc: 74.921% (11412/15232) 119/391 [===================>.............................................] Step: 322ms | Tot: 39s292ms | Loss: 0.721 | Acc: 74.883% (11502/15360) 120/391 [===================>.............................................] Step: 328ms | Tot: 39s620ms | Loss: 0.722 | Acc: 74.858% (11594/15488) 121/391 [====================>............................................] Step: 329ms | Tot: 39s950ms | Loss: 0.723 | Acc: 74.821% (11684/15616) 122/391 [====================>............................................] Step: 322ms | Tot: 40s273ms | Loss: 0.724 | Acc: 74.835% (11782/15744) 123/391 [====================>............................................] Step: 322ms | Tot: 40s595ms | Loss: 0.724 | Acc: 74.830% (11877/15872) 124/391 [====================>............................................] Step: 329ms | Tot: 40s924ms | Loss: 0.725 | Acc: 74.781% (11965/16000) 125/391 [====================>............................................] Step: 321ms | Tot: 41s246ms | Loss: 0.726 | Acc: 74.752% (12056/16128) 126/391 [====================>............................................] Step: 323ms | Tot: 41s570ms | Loss: 0.725 | Acc: 74.815% (12162/16256) 127/391 [=====================>...........................................] Step: 328ms | Tot: 41s898ms | Loss: 0.725 | Acc: 74.780% (12252/16384) 128/391 [=====================>...........................................] Step: 323ms | Tot: 42s221ms | Loss: 0.725 | Acc: 74.788% (12349/16512) 129/391 [=====================>...........................................] Step: 324ms | Tot: 42s546ms | Loss: 0.727 | Acc: 74.772% (12442/16640) 130/391 [=====================>...........................................] Step: 325ms | Tot: 42s872ms | Loss: 0.726 | Acc: 74.791% (12541/16768) 131/391 [=====================>...........................................] Step: 321ms | Tot: 43s193ms | Loss: 0.727 | Acc: 74.811% (12640/16896) 132/391 [=====================>...........................................] Step: 321ms | Tot: 43s515ms | Loss: 0.728 | Acc: 74.753% (12726/17024) 133/391 [======================>..........................................] Step: 323ms | Tot: 43s839ms | Loss: 0.727 | Acc: 74.761% (12823/17152) 134/391 [======================>..........................................] Step: 360ms | Tot: 44s199ms | Loss: 0.728 | Acc: 74.722% (12912/17280) 135/391 [======================>..........................................] Step: 367ms | Tot: 44s567ms | Loss: 0.727 | Acc: 74.793% (13020/17408) 136/391 [======================>..........................................] Step: 325ms | Tot: 44s892ms | Loss: 0.728 | Acc: 74.760% (13110/17536) 137/391 [======================>..........................................] Step: 321ms | Tot: 45s214ms | Loss: 0.728 | Acc: 74.779% (13209/17664) 138/391 [======================>..........................................] Step: 325ms | Tot: 45s539ms | Loss: 0.727 | Acc: 74.820% (13312/17792) 139/391 [=======================>.........................................] Step: 327ms | Tot: 45s867ms | Loss: 0.727 | Acc: 74.805% (13405/17920) 140/391 [=======================>.........................................] Step: 321ms | Tot: 46s189ms | Loss: 0.727 | Acc: 74.845% (13508/18048) 141/391 [=======================>.........................................] Step: 322ms | Tot: 46s511ms | Loss: 0.726 | Acc: 74.846% (13604/18176) 142/391 [=======================>.........................................] Step: 325ms | Tot: 46s837ms | Loss: 0.726 | Acc: 74.836% (13698/18304) 143/391 [=======================>.........................................] Step: 324ms | Tot: 47s162ms | Loss: 0.725 | Acc: 74.897% (13805/18432) 144/391 [=======================>.........................................] Step: 324ms | Tot: 47s486ms | Loss: 0.724 | Acc: 74.876% (13897/18560) 145/391 [========================>........................................] Step: 323ms | Tot: 47s809ms | Loss: 0.724 | Acc: 74.904% (13998/18688) 146/391 [========================>........................................] Step: 327ms | Tot: 48s136ms | Loss: 0.725 | Acc: 74.888% (14091/18816) 147/391 [========================>........................................] Step: 325ms | Tot: 48s462ms | Loss: 0.725 | Acc: 74.905% (14190/18944) 148/391 [========================>........................................] Step: 318ms | Tot: 48s781ms | Loss: 0.726 | Acc: 74.885% (14282/19072) 149/391 [========================>........................................] Step: 325ms | Tot: 49s106ms | Loss: 0.727 | Acc: 74.859% (14373/19200) 150/391 [========================>........................................] Step: 322ms | Tot: 49s428ms | Loss: 0.727 | Acc: 74.824% (14462/19328) 151/391 [=========================>.......................................] Step: 326ms | Tot: 49s754ms | Loss: 0.727 | Acc: 74.841% (14561/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 50s81ms | Loss: 0.727 | Acc: 74.852% (14659/19584) 153/391 [=========================>.......................................] Step: 323ms | Tot: 50s404ms | Loss: 0.728 | Acc: 74.843% (14753/19712) 154/391 [=========================>.......................................] Step: 323ms | Tot: 50s728ms | Loss: 0.727 | Acc: 74.884% (14857/19840) 155/391 [=========================>.......................................] Step: 329ms | Tot: 51s58ms | Loss: 0.727 | Acc: 74.890% (14954/19968) 156/391 [=========================>.......................................] Step: 325ms | Tot: 51s384ms | Loss: 0.728 | Acc: 74.866% (15045/20096) 157/391 [==========================>......................................] Step: 321ms | Tot: 51s706ms | Loss: 0.727 | Acc: 74.906% (15149/20224) 158/391 [==========================>......................................] Step: 328ms | Tot: 52s34ms | Loss: 0.727 | Acc: 74.907% (15245/20352) 159/391 [==========================>......................................] Step: 323ms | Tot: 52s357ms | Loss: 0.727 | Acc: 74.873% (15334/20480) 160/391 [==========================>......................................] Step: 320ms | Tot: 52s678ms | Loss: 0.728 | Acc: 74.859% (15427/20608) 161/391 [==========================>......................................] Step: 328ms | Tot: 53s7ms | Loss: 0.727 | Acc: 74.884% (15528/20736) 162/391 [==========================>......................................] Step: 319ms | Tot: 53s327ms | Loss: 0.727 | Acc: 74.875% (15622/20864) 163/391 [===========================>.....................................] Step: 322ms | Tot: 53s649ms | Loss: 0.727 | Acc: 74.852% (15713/20992) 164/391 [===========================>.....................................] Step: 330ms | Tot: 53s980ms | Loss: 0.727 | Acc: 74.858% (15810/21120) 165/391 [===========================>.....................................] Step: 324ms | Tot: 54s305ms | Loss: 0.727 | Acc: 74.859% (15906/21248) 166/391 [===========================>.....................................] Step: 320ms | Tot: 54s625ms | Loss: 0.727 | Acc: 74.846% (15999/21376) 167/391 [===========================>.....................................] Step: 328ms | Tot: 54s954ms | Loss: 0.727 | Acc: 74.870% (16100/21504) 168/391 [===========================>.....................................] Step: 323ms | Tot: 55s278ms | Loss: 0.727 | Acc: 74.843% (16190/21632) 169/391 [============================>....................................] Step: 323ms | Tot: 55s601ms | Loss: 0.727 | Acc: 74.812% (16279/21760) 170/391 [============================>....................................] Step: 335ms | Tot: 55s937ms | Loss: 0.727 | Acc: 74.808% (16374/21888) 171/391 [============================>....................................] Step: 322ms | Tot: 56s259ms | Loss: 0.727 | Acc: 74.805% (16469/22016) 172/391 [============================>....................................] Step: 339ms | Tot: 56s599ms | Loss: 0.727 | Acc: 74.774% (16558/22144) 173/391 [============================>....................................] Step: 329ms | Tot: 56s929ms | Loss: 0.728 | Acc: 74.735% (16645/22272) 174/391 [============================>....................................] Step: 324ms | Tot: 57s253ms | Loss: 0.728 | Acc: 74.737% (16741/22400) 175/391 [=============================>...................................] Step: 329ms | Tot: 57s583ms | Loss: 0.728 | Acc: 74.703% (16829/22528) 176/391 [=============================>...................................] Step: 324ms | Tot: 57s907ms | Loss: 0.729 | Acc: 74.678% (16919/22656) 177/391 [=============================>...................................] Step: 319ms | Tot: 58s227ms | Loss: 0.728 | Acc: 74.693% (17018/22784) 178/391 [=============================>...................................] Step: 323ms | Tot: 58s551ms | Loss: 0.728 | Acc: 74.721% (17120/22912) 179/391 [=============================>...................................] Step: 327ms | Tot: 58s878ms | Loss: 0.727 | Acc: 74.761% (17225/23040) 180/391 [=============================>...................................] Step: 323ms | Tot: 59s202ms | Loss: 0.726 | Acc: 74.810% (17332/23168) 181/391 [==============================>..................................] Step: 322ms | Tot: 59s524ms | Loss: 0.725 | Acc: 74.850% (17437/23296) 182/391 [==============================>..................................] Step: 324ms | Tot: 59s849ms | Loss: 0.725 | Acc: 74.842% (17531/23424) 183/391 [==============================>..................................] Step: 329ms | Tot: 1m178ms | Loss: 0.726 | Acc: 74.775% (17611/23552) 184/391 [==============================>..................................] Step: 323ms | Tot: 1m501ms | Loss: 0.726 | Acc: 74.785% (17709/23680) 185/391 [==============================>..................................] Step: 324ms | Tot: 1m825ms | Loss: 0.726 | Acc: 74.786% (17805/23808) 186/391 [==============================>..................................] Step: 330ms | Tot: 1m1s | Loss: 0.727 | Acc: 74.791% (17902/23936) 187/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 0.727 | Acc: 74.776% (17994/24064) 188/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.726 | Acc: 74.797% (18095/24192) 189/391 [===============================>.................................] Step: 328ms | Tot: 1m2s | Loss: 0.726 | Acc: 74.811% (18194/24320) 190/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.725 | Acc: 74.840% (18297/24448) 191/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.725 | Acc: 74.837% (18392/24576) 192/391 [===============================>.................................] Step: 329ms | Tot: 1m3s | Loss: 0.724 | Acc: 74.862% (18494/24704) 193/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.725 | Acc: 74.807% (18576/24832) 194/391 [================================>................................] Step: 331ms | Tot: 1m3s | Loss: 0.726 | Acc: 74.780% (18665/24960) 195/391 [================================>................................] Step: 331ms | Tot: 1m4s | Loss: 0.725 | Acc: 74.813% (18769/25088) 196/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.726 | Acc: 74.818% (18866/25216) 197/391 [================================>................................] Step: 326ms | Tot: 1m4s | Loss: 0.725 | Acc: 74.830% (18965/25344) 198/391 [================================>................................] Step: 327ms | Tot: 1m5s | Loss: 0.725 | Acc: 74.835% (19062/25472) 199/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.726 | Acc: 74.820% (19154/25600) 200/391 [=================================>...............................] Step: 327ms | Tot: 1m5s | Loss: 0.726 | Acc: 74.794% (19243/25728) 201/391 [=================================>...............................] Step: 342ms | Tot: 1m6s | Loss: 0.726 | Acc: 74.807% (19342/25856) 202/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 0.726 | Acc: 74.831% (19444/25984) 203/391 [=================================>...............................] Step: 325ms | Tot: 1m6s | Loss: 0.725 | Acc: 74.858% (19547/26112) 204/391 [=================================>...............................] Step: 331ms | Tot: 1m7s | Loss: 0.725 | Acc: 74.867% (19645/26240) 205/391 [==================================>..............................] Step: 328ms | Tot: 1m7s | Loss: 0.724 | Acc: 74.875% (19743/26368) 206/391 [==================================>..............................] Step: 322ms | Tot: 1m7s | Loss: 0.724 | Acc: 74.883% (19841/26496) 207/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 0.724 | Acc: 74.872% (19934/26624) 208/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 0.725 | Acc: 74.843% (20022/26752) 209/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.724 | Acc: 74.870% (20125/26880) 210/391 [==================================>..............................] Step: 337ms | Tot: 1m9s | Loss: 0.723 | Acc: 74.885% (20225/27008) 211/391 [===================================>.............................] Step: 325ms | Tot: 1m9s | Loss: 0.723 | Acc: 74.901% (20325/27136) 212/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.723 | Acc: 74.905% (20422/27264) 213/391 [===================================>.............................] Step: 331ms | Tot: 1m10s | Loss: 0.723 | Acc: 74.894% (20515/27392) 214/391 [===================================>.............................] Step: 324ms | Tot: 1m10s | Loss: 0.723 | Acc: 74.895% (20611/27520) 215/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.723 | Acc: 74.888% (20705/27648) 216/391 [===================================>.............................] Step: 332ms | Tot: 1m11s | Loss: 0.723 | Acc: 74.921% (20810/27776) 217/391 [====================================>............................] Step: 326ms | Tot: 1m11s | Loss: 0.723 | Acc: 74.914% (20904/27904) 218/391 [====================================>............................] Step: 334ms | Tot: 1m11s | Loss: 0.722 | Acc: 74.950% (21010/28032) 219/391 [====================================>............................] Step: 333ms | Tot: 1m11s | Loss: 0.723 | Acc: 74.940% (21103/28160) 220/391 [====================================>............................] Step: 324ms | Tot: 1m12s | Loss: 0.722 | Acc: 74.965% (21206/28288) 221/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.722 | Acc: 74.975% (21305/28416) 222/391 [====================================>............................] Step: 330ms | Tot: 1m12s | Loss: 0.721 | Acc: 74.989% (21405/28544) 223/391 [=====================================>...........................] Step: 331ms | Tot: 1m13s | Loss: 0.722 | Acc: 74.976% (21497/28672) 224/391 [=====================================>...........................] Step: 330ms | Tot: 1m13s | Loss: 0.721 | Acc: 74.976% (21593/28800) 225/391 [=====================================>...........................] Step: 335ms | Tot: 1m13s | Loss: 0.721 | Acc: 74.962% (21685/28928) 226/391 [=====================================>...........................] Step: 371ms | Tot: 1m14s | Loss: 0.722 | Acc: 74.935% (21773/29056) 227/391 [=====================================>...........................] Step: 353ms | Tot: 1m14s | Loss: 0.722 | Acc: 74.928% (21867/29184) 228/391 [=====================================>...........................] Step: 337ms | Tot: 1m15s | Loss: 0.723 | Acc: 74.918% (21960/29312) 229/391 [======================================>..........................] Step: 329ms | Tot: 1m15s | Loss: 0.722 | Acc: 74.905% (22052/29440) 230/391 [======================================>..........................] Step: 326ms | Tot: 1m15s | Loss: 0.722 | Acc: 74.922% (22153/29568) 231/391 [======================================>..........................] Step: 335ms | Tot: 1m16s | Loss: 0.722 | Acc: 74.919% (22248/29696) 232/391 [======================================>..........................] Step: 329ms | Tot: 1m16s | Loss: 0.722 | Acc: 74.933% (22348/29824) 233/391 [======================================>..........................] Step: 328ms | Tot: 1m16s | Loss: 0.722 | Acc: 74.897% (22433/29952) 234/391 [======================================>..........................] Step: 336ms | Tot: 1m17s | Loss: 0.723 | Acc: 74.880% (22524/30080) 235/391 [=======================================>.........................] Step: 328ms | Tot: 1m17s | Loss: 0.722 | Acc: 74.881% (22620/30208) 236/391 [=======================================>.........................] Step: 334ms | Tot: 1m17s | Loss: 0.722 | Acc: 74.891% (22719/30336) 237/391 [=======================================>.........................] Step: 335ms | Tot: 1m18s | Loss: 0.722 | Acc: 74.905% (22819/30464) 238/391 [=======================================>.........................] Step: 334ms | Tot: 1m18s | Loss: 0.722 | Acc: 74.918% (22919/30592) 239/391 [=======================================>.........................] Step: 330ms | Tot: 1m18s | Loss: 0.722 | Acc: 74.928% (23018/30720) 240/391 [=======================================>.........................] Step: 335ms | Tot: 1m19s | Loss: 0.721 | Acc: 74.942% (23118/30848) 241/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 0.721 | Acc: 74.932% (23211/30976) 242/391 [========================================>........................] Step: 326ms | Tot: 1m19s | Loss: 0.721 | Acc: 74.936% (23308/31104) 243/391 [========================================>........................] Step: 337ms | Tot: 1m20s | Loss: 0.722 | Acc: 74.933% (23403/31232) 244/391 [========================================>........................] Step: 329ms | Tot: 1m20s | Loss: 0.722 | Acc: 74.920% (23495/31360) 245/391 [========================================>........................] Step: 329ms | Tot: 1m20s | Loss: 0.723 | Acc: 74.889% (23581/31488) 246/391 [========================================>........................] Step: 337ms | Tot: 1m21s | Loss: 0.723 | Acc: 74.877% (23673/31616) 247/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 0.723 | Acc: 74.887% (23772/31744) 248/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 0.722 | Acc: 74.906% (23874/31872) 249/391 [=========================================>.......................] Step: 334ms | Tot: 1m21s | Loss: 0.722 | Acc: 74.922% (23975/32000) 250/391 [=========================================>.......................] Step: 327ms | Tot: 1m22s | Loss: 0.722 | Acc: 74.925% (24072/32128) 251/391 [=========================================>.......................] Step: 325ms | Tot: 1m22s | Loss: 0.722 | Acc: 74.935% (24171/32256) 252/391 [=========================================>.......................] Step: 331ms | Tot: 1m22s | Loss: 0.722 | Acc: 74.923% (24263/32384) 253/391 [==========================================>......................] Step: 322ms | Tot: 1m23s | Loss: 0.722 | Acc: 74.932% (24362/32512) 254/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.722 | Acc: 74.930% (24457/32640) 255/391 [==========================================>......................] Step: 334ms | Tot: 1m23s | Loss: 0.722 | Acc: 74.933% (24554/32768) 256/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.722 | Acc: 74.936% (24651/32896) 257/391 [==========================================>......................] Step: 320ms | Tot: 1m24s | Loss: 0.722 | Acc: 74.952% (24752/33024) 258/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 0.721 | Acc: 74.991% (24861/33152) 259/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.721 | Acc: 74.994% (24958/33280) 260/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.720 | Acc: 75.000% (25056/33408) 261/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.720 | Acc: 75.012% (25156/33536) 262/391 [===========================================>.....................] Step: 321ms | Tot: 1m26s | Loss: 0.720 | Acc: 75.012% (25252/33664) 263/391 [===========================================>.....................] Step: 329ms | Tot: 1m26s | Loss: 0.720 | Acc: 75.000% (25344/33792) 264/391 [===========================================>.....................] Step: 330ms | Tot: 1m26s | Loss: 0.720 | Acc: 74.985% (25435/33920) 265/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.720 | Acc: 75.003% (25537/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 0.720 | Acc: 74.991% (25629/34176) 267/391 [============================================>....................] Step: 329ms | Tot: 1m27s | Loss: 0.720 | Acc: 74.988% (25724/34304) 268/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.720 | Acc: 74.971% (25814/34432) 269/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.720 | Acc: 74.986% (25915/34560) 270/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.720 | Acc: 74.974% (26007/34688) 271/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.720 | Acc: 74.974% (26103/34816) 272/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.720 | Acc: 74.994% (26206/34944) 273/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.719 | Acc: 75.017% (26310/35072) 274/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 0.720 | Acc: 74.997% (26399/35200) 275/391 [=============================================>...................] Step: 325ms | Tot: 1m30s | Loss: 0.720 | Acc: 74.983% (26490/35328) 276/391 [=============================================>...................] Step: 326ms | Tot: 1m30s | Loss: 0.720 | Acc: 74.989% (26588/35456) 277/391 [==============================================>..................] Step: 332ms | Tot: 1m31s | Loss: 0.720 | Acc: 74.963% (26675/35584) 278/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.720 | Acc: 74.983% (26778/35712) 279/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.720 | Acc: 74.994% (26878/35840) 280/391 [==============================================>..................] Step: 329ms | Tot: 1m32s | Loss: 0.720 | Acc: 75.008% (26979/35968) 281/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.720 | Acc: 75.003% (27073/36096) 282/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.720 | Acc: 74.992% (27165/36224) 283/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.720 | Acc: 75.000% (27264/36352) 284/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.719 | Acc: 75.000% (27360/36480) 285/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 0.720 | Acc: 74.986% (27451/36608) 286/391 [===============================================>.................] Step: 329ms | Tot: 1m34s | Loss: 0.719 | Acc: 74.989% (27548/36736) 287/391 [===============================================>.................] Step: 326ms | Tot: 1m34s | Loss: 0.719 | Acc: 75.000% (27648/36864) 288/391 [===============================================>.................] Step: 321ms | Tot: 1m34s | Loss: 0.719 | Acc: 75.008% (27747/36992) 289/391 [================================================>................] Step: 329ms | Tot: 1m35s | Loss: 0.719 | Acc: 75.003% (27841/37120) 290/391 [================================================>................] Step: 325ms | Tot: 1m35s | Loss: 0.719 | Acc: 75.008% (27939/37248) 291/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.718 | Acc: 75.032% (28044/37376) 292/391 [================================================>................] Step: 335ms | Tot: 1m36s | Loss: 0.718 | Acc: 75.056% (28149/37504) 293/391 [================================================>................] Step: 333ms | Tot: 1m36s | Loss: 0.718 | Acc: 75.056% (28245/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m36s | Loss: 0.718 | Acc: 75.061% (28343/37760) 295/391 [=================================================>...............] Step: 334ms | Tot: 1m37s | Loss: 0.718 | Acc: 75.055% (28437/37888) 296/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.718 | Acc: 75.032% (28524/38016) 297/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.718 | Acc: 75.037% (28622/38144) 298/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.718 | Acc: 75.052% (28724/38272) 299/391 [=================================================>...............] Step: 328ms | Tot: 1m38s | Loss: 0.718 | Acc: 75.068% (28826/38400) 300/391 [=================================================>...............] Step: 321ms | Tot: 1m38s | Loss: 0.718 | Acc: 75.088% (28930/38528) 301/391 [==================================================>..............] Step: 330ms | Tot: 1m38s | Loss: 0.718 | Acc: 75.080% (29023/38656) 302/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.717 | Acc: 75.090% (29123/38784) 303/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.717 | Acc: 75.103% (29224/38912) 304/391 [==================================================>..............] Step: 330ms | Tot: 1m39s | Loss: 0.717 | Acc: 75.115% (29325/39040) 305/391 [==================================================>..............] Step: 323ms | Tot: 1m40s | Loss: 0.717 | Acc: 75.123% (29424/39168) 306/391 [==================================================>..............] Step: 322ms | Tot: 1m40s | Loss: 0.717 | Acc: 75.120% (29519/39296) 307/391 [===================================================>.............] Step: 323ms | Tot: 1m40s | Loss: 0.716 | Acc: 75.124% (29617/39424) 308/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.716 | Acc: 75.129% (29715/39552) 309/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.716 | Acc: 75.131% (29812/39680) 310/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.716 | Acc: 75.128% (29907/39808) 311/391 [===================================================>.............] Step: 323ms | Tot: 1m42s | Loss: 0.716 | Acc: 75.133% (30005/39936) 312/391 [===================================================>.............] Step: 324ms | Tot: 1m42s | Loss: 0.715 | Acc: 75.140% (30104/40064) 313/391 [====================================================>............] Step: 327ms | Tot: 1m42s | Loss: 0.715 | Acc: 75.152% (30205/40192) 314/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.715 | Acc: 75.169% (30308/40320) 315/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.715 | Acc: 75.168% (30404/40448) 316/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.714 | Acc: 75.185% (30507/40576) 317/391 [====================================================>............] Step: 369ms | Tot: 1m44s | Loss: 0.713 | Acc: 75.224% (30619/40704) 318/391 [====================================================>............] Step: 368ms | Tot: 1m44s | Loss: 0.714 | Acc: 75.203% (30707/40832) 319/391 [=====================================================>...........] Step: 323ms | Tot: 1m44s | Loss: 0.714 | Acc: 75.198% (30801/40960) 320/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.715 | Acc: 75.190% (30894/41088) 321/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.715 | Acc: 75.187% (30989/41216) 322/391 [=====================================================>...........] Step: 325ms | Tot: 1m45s | Loss: 0.715 | Acc: 75.179% (31082/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.715 | Acc: 75.186% (31181/41472) 324/391 [=====================================================>...........] Step: 325ms | Tot: 1m46s | Loss: 0.715 | Acc: 75.183% (31276/41600) 325/391 [======================================================>..........] Step: 322ms | Tot: 1m46s | Loss: 0.715 | Acc: 75.170% (31367/41728) 326/391 [======================================================>..........] Step: 331ms | Tot: 1m47s | Loss: 0.714 | Acc: 75.201% (31476/41856) 327/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.714 | Acc: 75.193% (31569/41984) 328/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.714 | Acc: 75.190% (31664/42112) 329/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.714 | Acc: 75.178% (31755/42240) 330/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.714 | Acc: 75.182% (31853/42368) 331/391 [=======================================================>.........] Step: 325ms | Tot: 1m48s | Loss: 0.714 | Acc: 75.169% (31944/42496) 332/391 [=======================================================>.........] Step: 329ms | Tot: 1m49s | Loss: 0.715 | Acc: 75.155% (32034/42624) 333/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.715 | Acc: 75.140% (32124/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.715 | Acc: 75.145% (32222/42880) 335/391 [=======================================================>.........] Step: 335ms | Tot: 1m50s | Loss: 0.715 | Acc: 75.149% (32320/43008) 336/391 [=======================================================>.........] Step: 325ms | Tot: 1m50s | Loss: 0.715 | Acc: 75.148% (32416/43136) 337/391 [========================================================>........] Step: 321ms | Tot: 1m50s | Loss: 0.715 | Acc: 75.148% (32512/43264) 338/391 [========================================================>........] Step: 330ms | Tot: 1m51s | Loss: 0.715 | Acc: 75.157% (32612/43392) 339/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.715 | Acc: 75.149% (32705/43520) 340/391 [========================================================>........] Step: 322ms | Tot: 1m51s | Loss: 0.715 | Acc: 75.160% (32806/43648) 341/391 [========================================================>........] Step: 329ms | Tot: 1m52s | Loss: 0.715 | Acc: 75.164% (32904/43776) 342/391 [========================================================>........] Step: 326ms | Tot: 1m52s | Loss: 0.715 | Acc: 75.189% (33011/43904) 343/391 [=========================================================>.......] Step: 322ms | Tot: 1m52s | Loss: 0.714 | Acc: 75.218% (33120/44032) 344/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.715 | Acc: 75.204% (33210/44160) 345/391 [=========================================================>.......] Step: 320ms | Tot: 1m53s | Loss: 0.715 | Acc: 75.183% (33297/44288) 346/391 [=========================================================>.......] Step: 319ms | Tot: 1m53s | Loss: 0.715 | Acc: 75.182% (33393/44416) 347/391 [=========================================================>.......] Step: 327ms | Tot: 1m54s | Loss: 0.715 | Acc: 75.177% (33487/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m54s | Loss: 0.715 | Acc: 75.179% (33584/44672) 349/391 [==========================================================>......] Step: 319ms | Tot: 1m54s | Loss: 0.715 | Acc: 75.185% (33683/44800) 350/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 0.715 | Acc: 75.200% (33786/44928) 351/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.716 | Acc: 75.173% (33870/45056) 352/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.715 | Acc: 75.177% (33968/45184) 353/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 0.715 | Acc: 75.190% (34070/45312) 354/391 [==========================================================>......] Step: 320ms | Tot: 1m56s | Loss: 0.715 | Acc: 75.198% (34170/45440) 355/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.715 | Acc: 75.189% (34262/45568) 356/391 [===========================================================>.....] Step: 327ms | Tot: 1m56s | Loss: 0.714 | Acc: 75.197% (34362/45696) 357/391 [===========================================================>.....] Step: 319ms | Tot: 1m57s | Loss: 0.715 | Acc: 75.188% (34454/45824) 358/391 [===========================================================>.....] Step: 320ms | Tot: 1m57s | Loss: 0.715 | Acc: 75.183% (34548/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.715 | Acc: 75.180% (34643/46080) 360/391 [===========================================================>.....] Step: 323ms | Tot: 1m58s | Loss: 0.715 | Acc: 75.173% (34736/46208) 361/391 [============================================================>....] Step: 320ms | Tot: 1m58s | Loss: 0.715 | Acc: 75.188% (34839/46336) 362/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 0.715 | Acc: 75.189% (34936/46464) 363/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.714 | Acc: 75.197% (35036/46592) 364/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.715 | Acc: 75.180% (35124/46720) 365/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.714 | Acc: 75.179% (35220/46848) 366/391 [============================================================>....] Step: 325ms | Tot: 2m147ms | Loss: 0.714 | Acc: 75.179% (35316/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 2m472ms | Loss: 0.714 | Acc: 75.193% (35419/47104) 368/391 [=============================================================>...] Step: 322ms | Tot: 2m795ms | Loss: 0.714 | Acc: 75.212% (35524/47232) 369/391 [=============================================================>...] Step: 326ms | Tot: 2m1s | Loss: 0.714 | Acc: 75.211% (35620/47360) 370/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.714 | Acc: 75.206% (35714/47488) 371/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.714 | Acc: 75.204% (35809/47616) 372/391 [=============================================================>...] Step: 326ms | Tot: 2m2s | Loss: 0.714 | Acc: 75.216% (35911/47744) 373/391 [==============================================================>..] Step: 322ms | Tot: 2m2s | Loss: 0.714 | Acc: 75.224% (36011/47872) 374/391 [==============================================================>..] Step: 320ms | Tot: 2m2s | Loss: 0.714 | Acc: 75.227% (36109/48000) 375/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.714 | Acc: 75.216% (36200/48128) 376/391 [==============================================================>..] Step: 319ms | Tot: 2m3s | Loss: 0.714 | Acc: 75.199% (36288/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.714 | Acc: 75.194% (36382/48384) 378/391 [==============================================================>..] Step: 328ms | Tot: 2m4s | Loss: 0.715 | Acc: 75.188% (36475/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.715 | Acc: 75.173% (36564/48640) 380/391 [===============================================================>.] Step: 321ms | Tot: 2m4s | Loss: 0.714 | Acc: 75.172% (36660/48768) 381/391 [===============================================================>.] Step: 324ms | Tot: 2m4s | Loss: 0.714 | Acc: 75.172% (36756/48896) 382/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 0.714 | Acc: 75.177% (36855/49024) 383/391 [===============================================================>.] Step: 315ms | Tot: 2m5s | Loss: 0.714 | Acc: 75.185% (36955/49152) 384/391 [===============================================================>.] Step: 325ms | Tot: 2m5s | Loss: 0.714 | Acc: 75.193% (37055/49280) 385/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.714 | Acc: 75.180% (37145/49408) 386/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 0.715 | Acc: 75.151% (37227/49536) 387/391 [================================================================>] Step: 324ms | Tot: 2m6s | Loss: 0.715 | Acc: 75.151% (37323/49664) 388/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.715 | Acc: 75.151% (37419/49792) 389/391 [================================================================>] Step: 325ms | Tot: 2m7s | Loss: 0.716 | Acc: 75.140% (37510/49920) 390/391 [================================================================>] Step: 307ms | Tot: 2m7s | Loss: 0.716 | Acc: 75.122% (37561/50000) 391/391 + [>................................................................] Step: 876ms | Tot: 2ms | Loss: 0.821 | Acc: 70.000% (70/100) 1/100 [>................................................................] Step: 261ms | Tot: 264ms | Loss: 0.830 | Acc: 71.000% (142/200) 2/100 [=>...............................................................] Step: 263ms | Tot: 527ms | Loss: 0.854 | Acc: 69.333% (208/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 786ms | Loss: 0.882 | Acc: 68.750% (275/400) 4/100 [==>..............................................................] Step: 257ms | Tot: 1s44ms | Loss: 0.905 | Acc: 68.600% (343/500) 5/100 [===>.............................................................] Step: 266ms | Tot: 1s311ms | Loss: 0.862 | Acc: 69.500% (417/600) 6/100 [===>.............................................................] Step: 264ms | Tot: 1s576ms | Loss: 0.856 | Acc: 69.857% (489/700) 7/100 [====>............................................................] Step: 271ms | Tot: 1s848ms | Loss: 0.875 | Acc: 69.500% (556/800) 8/100 [=====>...........................................................] Step: 272ms | Tot: 2s120ms | Loss: 0.896 | Acc: 69.111% (622/900) 9/100 [=====>...........................................................] Step: 263ms | Tot: 2s384ms | Loss: 0.874 | Acc: 70.100% (701/1000) 10/100 [======>..........................................................] Step: 270ms | Tot: 2s654ms | Loss: 0.847 | Acc: 71.273% (784/1100) 11/100 [=======>.........................................................] Step: 261ms | Tot: 2s916ms | Loss: 0.849 | Acc: 71.083% (853/1200) 12/100 [=======>.........................................................] Step: 268ms | Tot: 3s185ms | Loss: 0.853 | Acc: 70.769% (920/1300) 13/100 [========>........................................................] Step: 267ms | Tot: 3s452ms | Loss: 0.858 | Acc: 70.857% (992/1400) 14/100 [=========>.......................................................] Step: 266ms | Tot: 3s718ms | Loss: 0.848 | Acc: 71.267% (1069/1500) 15/100 [=========>.......................................................] Step: 265ms | Tot: 3s984ms | Loss: 0.854 | Acc: 70.938% (1135/1600) 16/100 [==========>......................................................] Step: 273ms | Tot: 4s257ms | Loss: 0.851 | Acc: 71.412% (1214/1700) 17/100 [===========>.....................................................] Step: 270ms | Tot: 4s527ms | Loss: 0.849 | Acc: 71.389% (1285/1800) 18/100 [===========>.....................................................] Step: 268ms | Tot: 4s795ms | Loss: 0.850 | Acc: 71.421% (1357/1900) 19/100 [============>....................................................] Step: 269ms | Tot: 5s65ms | Loss: 0.851 | Acc: 71.400% (1428/2000) 20/100 [=============>...................................................] Step: 299ms | Tot: 5s364ms | Loss: 0.848 | Acc: 71.381% (1499/2100) 21/100 [=============>...................................................] Step: 315ms | Tot: 5s679ms | Loss: 0.851 | Acc: 71.136% (1565/2200) 22/100 [==============>..................................................] Step: 280ms | Tot: 5s959ms | Loss: 0.854 | Acc: 70.957% (1632/2300) 23/100 [==============>..................................................] Step: 273ms | Tot: 6s233ms | Loss: 0.853 | Acc: 71.125% (1707/2400) 24/100 [===============>.................................................] Step: 269ms | Tot: 6s502ms | Loss: 0.848 | Acc: 71.160% (1779/2500) 25/100 [================>................................................] Step: 269ms | Tot: 6s771ms | Loss: 0.857 | Acc: 70.962% (1845/2600) 26/100 [================>................................................] Step: 272ms | Tot: 7s43ms | Loss: 0.851 | Acc: 71.259% (1924/2700) 27/100 [=================>...............................................] Step: 274ms | Tot: 7s318ms | Loss: 0.851 | Acc: 71.071% (1990/2800) 28/100 [==================>..............................................] Step: 269ms | Tot: 7s587ms | Loss: 0.849 | Acc: 71.207% (2065/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s856ms | Loss: 0.846 | Acc: 71.300% (2139/3000) 30/100 [===================>.............................................] Step: 274ms | Tot: 8s130ms | Loss: 0.843 | Acc: 71.613% (2220/3100) 31/100 [====================>............................................] Step: 267ms | Tot: 8s397ms | Loss: 0.841 | Acc: 71.656% (2293/3200) 32/100 [====================>............................................] Step: 270ms | Tot: 8s668ms | Loss: 0.839 | Acc: 71.667% (2365/3300) 33/100 [=====================>...........................................] Step: 268ms | Tot: 8s936ms | Loss: 0.845 | Acc: 71.588% (2434/3400) 34/100 [======================>..........................................] Step: 275ms | Tot: 9s212ms | Loss: 0.848 | Acc: 71.486% (2502/3500) 35/100 [======================>..........................................] Step: 270ms | Tot: 9s482ms | Loss: 0.846 | Acc: 71.667% (2580/3600) 36/100 [=======================>.........................................] Step: 268ms | Tot: 9s750ms | Loss: 0.847 | Acc: 71.486% (2645/3700) 37/100 [========================>........................................] Step: 269ms | Tot: 10s20ms | Loss: 0.849 | Acc: 71.553% (2719/3800) 38/100 [========================>........................................] Step: 272ms | Tot: 10s292ms | Loss: 0.846 | Acc: 71.718% (2797/3900) 39/100 [=========================>.......................................] Step: 267ms | Tot: 10s560ms | Loss: 0.846 | Acc: 71.750% (2870/4000) 40/100 [==========================>......................................] Step: 267ms | Tot: 10s828ms | Loss: 0.847 | Acc: 71.732% (2941/4100) 41/100 [==========================>......................................] Step: 272ms | Tot: 11s100ms | Loss: 0.846 | Acc: 71.786% (3015/4200) 42/100 [===========================>.....................................] Step: 270ms | Tot: 11s371ms | Loss: 0.844 | Acc: 71.884% (3091/4300) 43/100 [===========================>.....................................] Step: 270ms | Tot: 11s641ms | Loss: 0.841 | Acc: 72.023% (3169/4400) 44/100 [============================>....................................] Step: 270ms | Tot: 11s912ms | Loss: 0.836 | Acc: 72.178% (3248/4500) 45/100 [=============================>...................................] Step: 275ms | Tot: 12s187ms | Loss: 0.839 | Acc: 72.087% (3316/4600) 46/100 [=============================>...................................] Step: 264ms | Tot: 12s452ms | Loss: 0.839 | Acc: 72.085% (3388/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s721ms | Loss: 0.838 | Acc: 72.146% (3463/4800) 48/100 [===============================>.................................] Step: 266ms | Tot: 12s987ms | Loss: 0.835 | Acc: 72.204% (3538/4900) 49/100 [===============================>.................................] Step: 276ms | Tot: 13s264ms | Loss: 0.838 | Acc: 72.040% (3602/5000) 50/100 [================================>................................] Step: 266ms | Tot: 13s530ms | Loss: 0.838 | Acc: 72.059% (3675/5100) 51/100 [=================================>...............................] Step: 267ms | Tot: 13s798ms | Loss: 0.839 | Acc: 72.019% (3745/5200) 52/100 [=================================>...............................] Step: 269ms | Tot: 14s68ms | Loss: 0.841 | Acc: 71.981% (3815/5300) 53/100 [==================================>..............................] Step: 271ms | Tot: 14s340ms | Loss: 0.842 | Acc: 72.037% (3890/5400) 54/100 [===================================>.............................] Step: 271ms | Tot: 14s611ms | Loss: 0.842 | Acc: 72.018% (3961/5500) 55/100 [===================================>.............................] Step: 267ms | Tot: 14s879ms | Loss: 0.843 | Acc: 71.964% (4030/5600) 56/100 [====================================>............................] Step: 278ms | Tot: 15s157ms | Loss: 0.844 | Acc: 71.982% (4103/5700) 57/100 [=====================================>...........................] Step: 269ms | Tot: 15s426ms | Loss: 0.844 | Acc: 71.948% (4173/5800) 58/100 [=====================================>...........................] Step: 267ms | Tot: 15s694ms | Loss: 0.844 | Acc: 71.898% (4242/5900) 59/100 [======================================>..........................] Step: 268ms | Tot: 15s962ms | Loss: 0.847 | Acc: 71.850% (4311/6000) 60/100 [=======================================>.........................] Step: 272ms | Tot: 16s235ms | Loss: 0.847 | Acc: 71.754% (4377/6100) 61/100 [=======================================>.........................] Step: 266ms | Tot: 16s501ms | Loss: 0.845 | Acc: 71.742% (4448/6200) 62/100 [========================================>........................] Step: 269ms | Tot: 16s771ms | Loss: 0.846 | Acc: 71.683% (4516/6300) 63/100 [========================================>........................] Step: 270ms | Tot: 17s41ms | Loss: 0.843 | Acc: 71.766% (4593/6400) 64/100 [=========================================>.......................] Step: 274ms | Tot: 17s316ms | Loss: 0.843 | Acc: 71.800% (4667/6500) 65/100 [==========================================>......................] Step: 268ms | Tot: 17s584ms | Loss: 0.842 | Acc: 71.803% (4739/6600) 66/100 [==========================================>......................] Step: 266ms | Tot: 17s851ms | Loss: 0.839 | Acc: 71.896% (4817/6700) 67/100 [===========================================>.....................] Step: 272ms | Tot: 18s123ms | Loss: 0.839 | Acc: 71.868% (4887/6800) 68/100 [============================================>....................] Step: 269ms | Tot: 18s393ms | Loss: 0.839 | Acc: 71.826% (4956/6900) 69/100 [============================================>....................] Step: 270ms | Tot: 18s663ms | Loss: 0.840 | Acc: 71.771% (5024/7000) 70/100 [=============================================>...................] Step: 266ms | Tot: 18s930ms | Loss: 0.840 | Acc: 71.789% (5097/7100) 71/100 [==============================================>..................] Step: 275ms | Tot: 19s206ms | Loss: 0.839 | Acc: 71.833% (5172/7200) 72/100 [==============================================>..................] Step: 275ms | Tot: 19s482ms | Loss: 0.838 | Acc: 71.795% (5241/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s752ms | Loss: 0.836 | Acc: 71.838% (5316/7400) 74/100 [================================================>................] Step: 266ms | Tot: 20s18ms | Loss: 0.838 | Acc: 71.787% (5384/7500) 75/100 [================================================>................] Step: 275ms | Tot: 20s294ms | Loss: 0.837 | Acc: 71.763% (5454/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 20s562ms | Loss: 0.840 | Acc: 71.662% (5518/7700) 77/100 [==================================================>..............] Step: 267ms | Tot: 20s830ms | Loss: 0.841 | Acc: 71.654% (5589/7800) 78/100 [==================================================>..............] Step: 269ms | Tot: 21s99ms | Loss: 0.842 | Acc: 71.620% (5658/7900) 79/100 [===================================================>.............] Step: 270ms | Tot: 21s369ms | Loss: 0.842 | Acc: 71.700% (5736/8000) 80/100 [====================================================>............] Step: 269ms | Tot: 21s639ms | Loss: 0.840 | Acc: 71.667% (5805/8100) 81/100 [====================================================>............] Step: 272ms | Tot: 21s911ms | Loss: 0.838 | Acc: 71.671% (5877/8200) 82/100 [=====================================================>...........] Step: 273ms | Tot: 22s185ms | Loss: 0.839 | Acc: 71.687% (5950/8300) 83/100 [=====================================================>...........] Step: 266ms | Tot: 22s451ms | Loss: 0.839 | Acc: 71.702% (6023/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s718ms | Loss: 0.841 | Acc: 71.635% (6089/8500) 85/100 [=======================================================>.........] Step: 265ms | Tot: 22s983ms | Loss: 0.841 | Acc: 71.674% (6164/8600) 86/100 [=======================================================>.........] Step: 275ms | Tot: 23s258ms | Loss: 0.842 | Acc: 71.621% (6231/8700) 87/100 [========================================================>........] Step: 268ms | Tot: 23s527ms | Loss: 0.843 | Acc: 71.614% (6302/8800) 88/100 [=========================================================>.......] Step: 269ms | Tot: 23s797ms | Loss: 0.843 | Acc: 71.629% (6375/8900) 89/100 [=========================================================>.......] Step: 269ms | Tot: 24s66ms | Loss: 0.843 | Acc: 71.633% (6447/9000) 90/100 [==========================================================>......] Step: 274ms | Tot: 24s341ms | Loss: 0.842 | Acc: 71.615% (6517/9100) 91/100 [===========================================================>.....] Step: 269ms | Tot: 24s611ms | Loss: 0.840 | Acc: 71.707% (6597/9200) 92/100 [===========================================================>.....] Step: 265ms | Tot: 24s876ms | Loss: 0.840 | Acc: 71.720% (6670/9300) 93/100 [============================================================>....] Step: 275ms | Tot: 25s151ms | Loss: 0.841 | Acc: 71.681% (6738/9400) 94/100 [=============================================================>...] Step: 267ms | Tot: 25s419ms | Loss: 0.840 | Acc: 71.758% (6817/9500) 95/100 [=============================================================>...] Step: 268ms | Tot: 25s688ms | Loss: 0.837 | Acc: 71.854% (6898/9600) 96/100 [==============================================================>..] Step: 267ms | Tot: 25s956ms | Loss: 0.835 | Acc: 71.907% (6975/9700) 97/100 [===============================================================>.] Step: 276ms | Tot: 26s232ms | Loss: 0.837 | Acc: 71.806% (7037/9800) 98/100 [===============================================================>.] Step: 269ms | Tot: 26s501ms | Loss: 0.837 | Acc: 71.788% (7107/9900) 99/100 [================================================================>] Step: 271ms | Tot: 26s773ms | Loss: 0.839 | Acc: 71.770% (7177/10000) 100/100 +Saving.. + +Epoch: 6 + [>................................................................] Step: 1s229ms | Tot: 2ms | Loss: 0.631 | Acc: 77.344% (99/128) 1/391 [>................................................................] Step: 350ms | Tot: 352ms | Loss: 0.676 | Acc: 75.000% (192/256) 2/391 [>................................................................] Step: 338ms | Tot: 691ms | Loss: 0.703 | Acc: 75.000% (288/384) 3/391 [>................................................................] Step: 325ms | Tot: 1s16ms | Loss: 0.717 | Acc: 74.609% (382/512) 4/391 [>................................................................] Step: 330ms | Tot: 1s347ms | Loss: 0.706 | Acc: 75.312% (482/640) 5/391 [>................................................................] Step: 326ms | Tot: 1s674ms | Loss: 0.692 | Acc: 76.172% (585/768) 6/391 [>................................................................] Step: 324ms | Tot: 1s999ms | Loss: 0.672 | Acc: 77.121% (691/896) 7/391 [=>...............................................................] Step: 334ms | Tot: 2s333ms | Loss: 0.673 | Acc: 77.441% (793/1024) 8/391 [=>...............................................................] Step: 323ms | Tot: 2s657ms | Loss: 0.676 | Acc: 77.257% (890/1152) 9/391 [=>...............................................................] Step: 325ms | Tot: 2s982ms | Loss: 0.663 | Acc: 77.656% (994/1280) 10/391 [=>...............................................................] Step: 328ms | Tot: 3s311ms | Loss: 0.668 | Acc: 77.344% (1089/1408) 11/391 [=>...............................................................] Step: 325ms | Tot: 3s637ms | Loss: 0.667 | Acc: 77.279% (1187/1536) 12/391 [=>...............................................................] Step: 326ms | Tot: 3s963ms | Loss: 0.671 | Acc: 77.103% (1283/1664) 13/391 [==>..............................................................] Step: 332ms | Tot: 4s296ms | Loss: 0.668 | Acc: 77.288% (1385/1792) 14/391 [==>..............................................................] Step: 330ms | Tot: 4s626ms | Loss: 0.671 | Acc: 77.083% (1480/1920) 15/391 [==>..............................................................] Step: 327ms | Tot: 4s954ms | Loss: 0.678 | Acc: 77.002% (1577/2048) 16/391 [==>..............................................................] Step: 330ms | Tot: 5s284ms | Loss: 0.673 | Acc: 77.114% (1678/2176) 17/391 [==>..............................................................] Step: 326ms | Tot: 5s611ms | Loss: 0.671 | Acc: 77.214% (1779/2304) 18/391 [==>..............................................................] Step: 326ms | Tot: 5s938ms | Loss: 0.670 | Acc: 77.220% (1878/2432) 19/391 [===>.............................................................] Step: 335ms | Tot: 6s273ms | Loss: 0.666 | Acc: 77.383% (1981/2560) 20/391 [===>.............................................................] Step: 335ms | Tot: 6s608ms | Loss: 0.668 | Acc: 77.232% (2076/2688) 21/391 [===>.............................................................] Step: 327ms | Tot: 6s936ms | Loss: 0.669 | Acc: 77.237% (2175/2816) 22/391 [===>.............................................................] Step: 341ms | Tot: 7s278ms | Loss: 0.669 | Acc: 77.208% (2273/2944) 23/391 [===>.............................................................] Step: 371ms | Tot: 7s649ms | Loss: 0.676 | Acc: 76.986% (2365/3072) 24/391 [===>.............................................................] Step: 343ms | Tot: 7s993ms | Loss: 0.666 | Acc: 77.375% (2476/3200) 25/391 [====>............................................................] Step: 329ms | Tot: 8s323ms | Loss: 0.662 | Acc: 77.464% (2578/3328) 26/391 [====>............................................................] Step: 327ms | Tot: 8s650ms | Loss: 0.662 | Acc: 77.431% (2676/3456) 27/391 [====>............................................................] Step: 326ms | Tot: 8s976ms | Loss: 0.660 | Acc: 77.372% (2773/3584) 28/391 [====>............................................................] Step: 331ms | Tot: 9s308ms | Loss: 0.659 | Acc: 77.532% (2878/3712) 29/391 [====>............................................................] Step: 325ms | Tot: 9s633ms | Loss: 0.657 | Acc: 77.500% (2976/3840) 30/391 [====>............................................................] Step: 327ms | Tot: 9s961ms | Loss: 0.660 | Acc: 77.344% (3069/3968) 31/391 [=====>...........................................................] Step: 331ms | Tot: 10s293ms | Loss: 0.667 | Acc: 77.124% (3159/4096) 32/391 [=====>...........................................................] Step: 322ms | Tot: 10s615ms | Loss: 0.665 | Acc: 77.060% (3255/4224) 33/391 [=====>...........................................................] Step: 323ms | Tot: 10s938ms | Loss: 0.664 | Acc: 77.114% (3356/4352) 34/391 [=====>...........................................................] Step: 329ms | Tot: 11s267ms | Loss: 0.662 | Acc: 77.143% (3456/4480) 35/391 [=====>...........................................................] Step: 323ms | Tot: 11s591ms | Loss: 0.661 | Acc: 77.148% (3555/4608) 36/391 [=====>...........................................................] Step: 324ms | Tot: 11s915ms | Loss: 0.663 | Acc: 77.175% (3655/4736) 37/391 [======>..........................................................] Step: 330ms | Tot: 12s245ms | Loss: 0.666 | Acc: 77.035% (3747/4864) 38/391 [======>..........................................................] Step: 322ms | Tot: 12s568ms | Loss: 0.668 | Acc: 76.863% (3837/4992) 39/391 [======>..........................................................] Step: 322ms | Tot: 12s890ms | Loss: 0.668 | Acc: 76.816% (3933/5120) 40/391 [======>..........................................................] Step: 328ms | Tot: 13s219ms | Loss: 0.667 | Acc: 76.905% (4036/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s541ms | Loss: 0.664 | Acc: 76.972% (4138/5376) 42/391 [======>..........................................................] Step: 322ms | Tot: 13s864ms | Loss: 0.667 | Acc: 76.890% (4232/5504) 43/391 [=======>.........................................................] Step: 329ms | Tot: 14s193ms | Loss: 0.669 | Acc: 76.847% (4328/5632) 44/391 [=======>.........................................................] Step: 319ms | Tot: 14s513ms | Loss: 0.668 | Acc: 76.892% (4429/5760) 45/391 [=======>.........................................................] Step: 324ms | Tot: 14s838ms | Loss: 0.667 | Acc: 76.885% (4527/5888) 46/391 [=======>.........................................................] Step: 327ms | Tot: 15s166ms | Loss: 0.668 | Acc: 76.828% (4622/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s490ms | Loss: 0.671 | Acc: 76.742% (4715/6144) 48/391 [=======>.........................................................] Step: 326ms | Tot: 15s817ms | Loss: 0.672 | Acc: 76.642% (4807/6272) 49/391 [========>........................................................] Step: 326ms | Tot: 16s143ms | Loss: 0.670 | Acc: 76.672% (4907/6400) 50/391 [========>........................................................] Step: 321ms | Tot: 16s465ms | Loss: 0.668 | Acc: 76.716% (5008/6528) 51/391 [========>........................................................] Step: 323ms | Tot: 16s788ms | Loss: 0.669 | Acc: 76.683% (5104/6656) 52/391 [========>........................................................] Step: 330ms | Tot: 17s118ms | Loss: 0.667 | Acc: 76.798% (5210/6784) 53/391 [========>........................................................] Step: 326ms | Tot: 17s444ms | Loss: 0.670 | Acc: 76.707% (5302/6912) 54/391 [========>........................................................] Step: 327ms | Tot: 17s772ms | Loss: 0.668 | Acc: 76.733% (5402/7040) 55/391 [=========>.......................................................] Step: 328ms | Tot: 18s100ms | Loss: 0.672 | Acc: 76.549% (5487/7168) 56/391 [=========>.......................................................] Step: 323ms | Tot: 18s424ms | Loss: 0.672 | Acc: 76.576% (5587/7296) 57/391 [=========>.......................................................] Step: 326ms | Tot: 18s750ms | Loss: 0.674 | Acc: 76.562% (5684/7424) 58/391 [=========>.......................................................] Step: 323ms | Tot: 19s73ms | Loss: 0.675 | Acc: 76.510% (5778/7552) 59/391 [=========>.......................................................] Step: 324ms | Tot: 19s398ms | Loss: 0.675 | Acc: 76.471% (5873/7680) 60/391 [=========>.......................................................] Step: 323ms | Tot: 19s721ms | Loss: 0.676 | Acc: 76.473% (5971/7808) 61/391 [==========>......................................................] Step: 322ms | Tot: 20s44ms | Loss: 0.678 | Acc: 76.336% (6058/7936) 62/391 [==========>......................................................] Step: 328ms | Tot: 20s372ms | Loss: 0.679 | Acc: 76.302% (6153/8064) 63/391 [==========>......................................................] Step: 325ms | Tot: 20s698ms | Loss: 0.680 | Acc: 76.306% (6251/8192) 64/391 [==========>......................................................] Step: 332ms | Tot: 21s30ms | Loss: 0.680 | Acc: 76.346% (6352/8320) 65/391 [==========>......................................................] Step: 327ms | Tot: 21s358ms | Loss: 0.680 | Acc: 76.373% (6452/8448) 66/391 [==========>......................................................] Step: 323ms | Tot: 21s682ms | Loss: 0.682 | Acc: 76.364% (6549/8576) 67/391 [===========>.....................................................] Step: 320ms | Tot: 22s3ms | Loss: 0.682 | Acc: 76.402% (6650/8704) 68/391 [===========>.....................................................] Step: 329ms | Tot: 22s333ms | Loss: 0.680 | Acc: 76.461% (6753/8832) 69/391 [===========>.....................................................] Step: 324ms | Tot: 22s657ms | Loss: 0.678 | Acc: 76.540% (6858/8960) 70/391 [===========>.....................................................] Step: 329ms | Tot: 22s986ms | Loss: 0.680 | Acc: 76.463% (6949/9088) 71/391 [===========>.....................................................] Step: 328ms | Tot: 23s314ms | Loss: 0.678 | Acc: 76.497% (7050/9216) 72/391 [===========>.....................................................] Step: 325ms | Tot: 23s640ms | Loss: 0.677 | Acc: 76.552% (7153/9344) 73/391 [============>....................................................] Step: 321ms | Tot: 23s961ms | Loss: 0.676 | Acc: 76.626% (7258/9472) 74/391 [============>....................................................] Step: 333ms | Tot: 24s295ms | Loss: 0.676 | Acc: 76.635% (7357/9600) 75/391 [============>....................................................] Step: 319ms | Tot: 24s615ms | Loss: 0.677 | Acc: 76.624% (7454/9728) 76/391 [============>....................................................] Step: 322ms | Tot: 24s937ms | Loss: 0.677 | Acc: 76.654% (7555/9856) 77/391 [============>....................................................] Step: 330ms | Tot: 25s267ms | Loss: 0.677 | Acc: 76.653% (7653/9984) 78/391 [============>....................................................] Step: 322ms | Tot: 25s590ms | Loss: 0.675 | Acc: 76.691% (7755/10112) 79/391 [=============>...................................................] Step: 324ms | Tot: 25s914ms | Loss: 0.674 | Acc: 76.709% (7855/10240) 80/391 [=============>...................................................] Step: 332ms | Tot: 26s247ms | Loss: 0.673 | Acc: 76.775% (7960/10368) 81/391 [=============>...................................................] Step: 323ms | Tot: 26s570ms | Loss: 0.672 | Acc: 76.810% (8062/10496) 82/391 [=============>...................................................] Step: 322ms | Tot: 26s892ms | Loss: 0.673 | Acc: 76.779% (8157/10624) 83/391 [=============>...................................................] Step: 330ms | Tot: 27s222ms | Loss: 0.672 | Acc: 76.758% (8253/10752) 84/391 [=============>...................................................] Step: 322ms | Tot: 27s545ms | Loss: 0.674 | Acc: 76.700% (8345/10880) 85/391 [==============>..................................................] Step: 323ms | Tot: 27s868ms | Loss: 0.674 | Acc: 76.626% (8435/11008) 86/391 [==============>..................................................] Step: 329ms | Tot: 28s198ms | Loss: 0.675 | Acc: 76.518% (8521/11136) 87/391 [==============>..................................................] Step: 322ms | Tot: 28s520ms | Loss: 0.676 | Acc: 76.545% (8622/11264) 88/391 [==============>..................................................] Step: 322ms | Tot: 28s842ms | Loss: 0.676 | Acc: 76.527% (8718/11392) 89/391 [==============>..................................................] Step: 326ms | Tot: 29s169ms | Loss: 0.676 | Acc: 76.519% (8815/11520) 90/391 [==============>..................................................] Step: 325ms | Tot: 29s494ms | Loss: 0.676 | Acc: 76.511% (8912/11648) 91/391 [===============>.................................................] Step: 327ms | Tot: 29s821ms | Loss: 0.676 | Acc: 76.486% (9007/11776) 92/391 [===============>.................................................] Step: 333ms | Tot: 30s155ms | Loss: 0.676 | Acc: 76.512% (9108/11904) 93/391 [===============>.................................................] Step: 322ms | Tot: 30s478ms | Loss: 0.676 | Acc: 76.496% (9204/12032) 94/391 [===============>.................................................] Step: 326ms | Tot: 30s804ms | Loss: 0.678 | Acc: 76.431% (9294/12160) 95/391 [===============>.................................................] Step: 326ms | Tot: 31s130ms | Loss: 0.676 | Acc: 76.481% (9398/12288) 96/391 [===============>.................................................] Step: 324ms | Tot: 31s454ms | Loss: 0.675 | Acc: 76.514% (9500/12416) 97/391 [================>................................................] Step: 327ms | Tot: 31s782ms | Loss: 0.675 | Acc: 76.531% (9600/12544) 98/391 [================>................................................] Step: 334ms | Tot: 32s116ms | Loss: 0.674 | Acc: 76.578% (9704/12672) 99/391 [================>................................................] Step: 349ms | Tot: 32s465ms | Loss: 0.674 | Acc: 76.602% (9805/12800) 100/391 [================>................................................] Step: 332ms | Tot: 32s798ms | Loss: 0.674 | Acc: 76.624% (9906/12928) 101/391 [================>................................................] Step: 326ms | Tot: 33s125ms | Loss: 0.675 | Acc: 76.578% (9998/13056) 102/391 [================>................................................] Step: 330ms | Tot: 33s455ms | Loss: 0.674 | Acc: 76.646% (10105/13184) 103/391 [=================>...............................................] Step: 330ms | Tot: 33s786ms | Loss: 0.675 | Acc: 76.623% (10200/13312) 104/391 [=================>...............................................] Step: 334ms | Tot: 34s121ms | Loss: 0.675 | Acc: 76.607% (10296/13440) 105/391 [=================>...............................................] Step: 331ms | Tot: 34s452ms | Loss: 0.675 | Acc: 76.621% (10396/13568) 106/391 [=================>...............................................] Step: 332ms | Tot: 34s785ms | Loss: 0.675 | Acc: 76.592% (10490/13696) 107/391 [=================>...............................................] Step: 337ms | Tot: 35s122ms | Loss: 0.675 | Acc: 76.577% (10586/13824) 108/391 [=================>...............................................] Step: 334ms | Tot: 35s457ms | Loss: 0.675 | Acc: 76.584% (10685/13952) 109/391 [==================>..............................................] Step: 330ms | Tot: 35s788ms | Loss: 0.675 | Acc: 76.605% (10786/14080) 110/391 [==================>..............................................] Step: 333ms | Tot: 36s121ms | Loss: 0.677 | Acc: 76.534% (10874/14208) 111/391 [==================>..............................................] Step: 338ms | Tot: 36s460ms | Loss: 0.677 | Acc: 76.514% (10969/14336) 112/391 [==================>..............................................] Step: 334ms | Tot: 36s794ms | Loss: 0.678 | Acc: 76.486% (11063/14464) 113/391 [==================>..............................................] Step: 339ms | Tot: 37s133ms | Loss: 0.678 | Acc: 76.494% (11162/14592) 114/391 [==================>..............................................] Step: 369ms | Tot: 37s503ms | Loss: 0.678 | Acc: 76.515% (11263/14720) 115/391 [===================>.............................................] Step: 364ms | Tot: 37s868ms | Loss: 0.679 | Acc: 76.502% (11359/14848) 116/391 [===================>.............................................] Step: 335ms | Tot: 38s204ms | Loss: 0.678 | Acc: 76.556% (11465/14976) 117/391 [===================>.............................................] Step: 324ms | Tot: 38s528ms | Loss: 0.677 | Acc: 76.576% (11566/15104) 118/391 [===================>.............................................] Step: 323ms | Tot: 38s852ms | Loss: 0.677 | Acc: 76.569% (11663/15232) 119/391 [===================>.............................................] Step: 331ms | Tot: 39s184ms | Loss: 0.678 | Acc: 76.582% (11763/15360) 120/391 [===================>.............................................] Step: 320ms | Tot: 39s504ms | Loss: 0.677 | Acc: 76.608% (11865/15488) 121/391 [====================>............................................] Step: 321ms | Tot: 39s826ms | Loss: 0.677 | Acc: 76.595% (11961/15616) 122/391 [====================>............................................] Step: 325ms | Tot: 40s151ms | Loss: 0.678 | Acc: 76.569% (12055/15744) 123/391 [====================>............................................] Step: 320ms | Tot: 40s472ms | Loss: 0.678 | Acc: 76.594% (12157/15872) 124/391 [====================>............................................] Step: 321ms | Tot: 40s793ms | Loss: 0.677 | Acc: 76.606% (12257/16000) 125/391 [====================>............................................] Step: 328ms | Tot: 41s121ms | Loss: 0.677 | Acc: 76.600% (12354/16128) 126/391 [====================>............................................] Step: 325ms | Tot: 41s447ms | Loss: 0.676 | Acc: 76.636% (12458/16256) 127/391 [=====================>...........................................] Step: 323ms | Tot: 41s770ms | Loss: 0.677 | Acc: 76.587% (12548/16384) 128/391 [=====================>...........................................] Step: 322ms | Tot: 42s92ms | Loss: 0.676 | Acc: 76.605% (12649/16512) 129/391 [=====================>...........................................] Step: 326ms | Tot: 42s419ms | Loss: 0.677 | Acc: 76.569% (12741/16640) 130/391 [=====================>...........................................] Step: 323ms | Tot: 42s743ms | Loss: 0.676 | Acc: 76.616% (12847/16768) 131/391 [=====================>...........................................] Step: 321ms | Tot: 43s65ms | Loss: 0.676 | Acc: 76.622% (12946/16896) 132/391 [=====================>...........................................] Step: 326ms | Tot: 43s391ms | Loss: 0.676 | Acc: 76.615% (13043/17024) 133/391 [======================>..........................................] Step: 321ms | Tot: 43s713ms | Loss: 0.676 | Acc: 76.586% (13136/17152) 134/391 [======================>..........................................] Step: 321ms | Tot: 44s34ms | Loss: 0.675 | Acc: 76.615% (13239/17280) 135/391 [======================>..........................................] Step: 329ms | Tot: 44s363ms | Loss: 0.676 | Acc: 76.591% (13333/17408) 136/391 [======================>..........................................] Step: 323ms | Tot: 44s686ms | Loss: 0.676 | Acc: 76.591% (13431/17536) 137/391 [======================>..........................................] Step: 326ms | Tot: 45s13ms | Loss: 0.677 | Acc: 76.574% (13526/17664) 138/391 [======================>..........................................] Step: 328ms | Tot: 45s342ms | Loss: 0.677 | Acc: 76.546% (13619/17792) 139/391 [=======================>.........................................] Step: 323ms | Tot: 45s666ms | Loss: 0.678 | Acc: 76.529% (13714/17920) 140/391 [=======================>.........................................] Step: 324ms | Tot: 45s990ms | Loss: 0.678 | Acc: 76.479% (13803/18048) 141/391 [=======================>.........................................] Step: 330ms | Tot: 46s321ms | Loss: 0.679 | Acc: 76.452% (13896/18176) 142/391 [=======================>.........................................] Step: 321ms | Tot: 46s642ms | Loss: 0.679 | Acc: 76.448% (13993/18304) 143/391 [=======================>.........................................] Step: 325ms | Tot: 46s967ms | Loss: 0.679 | Acc: 76.443% (14090/18432) 144/391 [=======================>.........................................] Step: 332ms | Tot: 47s300ms | Loss: 0.678 | Acc: 76.487% (14196/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s624ms | Loss: 0.677 | Acc: 76.509% (14298/18688) 146/391 [========================>........................................] Step: 321ms | Tot: 47s945ms | Loss: 0.677 | Acc: 76.509% (14396/18816) 147/391 [========================>........................................] Step: 328ms | Tot: 48s274ms | Loss: 0.677 | Acc: 76.494% (14491/18944) 148/391 [========================>........................................] Step: 320ms | Tot: 48s595ms | Loss: 0.677 | Acc: 76.505% (14591/19072) 149/391 [========================>........................................] Step: 321ms | Tot: 48s917ms | Loss: 0.677 | Acc: 76.500% (14688/19200) 150/391 [========================>........................................] Step: 328ms | Tot: 49s245ms | Loss: 0.677 | Acc: 76.526% (14791/19328) 151/391 [=========================>.......................................] Step: 322ms | Tot: 49s568ms | Loss: 0.678 | Acc: 76.496% (14883/19456) 152/391 [=========================>.......................................] Step: 325ms | Tot: 49s894ms | Loss: 0.677 | Acc: 76.496% (14981/19584) 153/391 [=========================>.......................................] Step: 329ms | Tot: 50s224ms | Loss: 0.677 | Acc: 76.517% (15083/19712) 154/391 [=========================>.......................................] Step: 320ms | Tot: 50s544ms | Loss: 0.676 | Acc: 76.547% (15187/19840) 155/391 [=========================>.......................................] Step: 323ms | Tot: 50s867ms | Loss: 0.675 | Acc: 76.588% (15293/19968) 156/391 [=========================>.......................................] Step: 326ms | Tot: 51s194ms | Loss: 0.674 | Acc: 76.622% (15398/20096) 157/391 [==========================>......................................] Step: 318ms | Tot: 51s512ms | Loss: 0.674 | Acc: 76.642% (15500/20224) 158/391 [==========================>......................................] Step: 322ms | Tot: 51s834ms | Loss: 0.674 | Acc: 76.636% (15597/20352) 159/391 [==========================>......................................] Step: 324ms | Tot: 52s159ms | Loss: 0.674 | Acc: 76.636% (15695/20480) 160/391 [==========================>......................................] Step: 321ms | Tot: 52s481ms | Loss: 0.674 | Acc: 76.626% (15791/20608) 161/391 [==========================>......................................] Step: 327ms | Tot: 52s808ms | Loss: 0.673 | Acc: 76.640% (15892/20736) 162/391 [==========================>......................................] Step: 327ms | Tot: 53s136ms | Loss: 0.673 | Acc: 76.668% (15996/20864) 163/391 [===========================>.....................................] Step: 324ms | Tot: 53s460ms | Loss: 0.672 | Acc: 76.686% (16098/20992) 164/391 [===========================>.....................................] Step: 326ms | Tot: 53s786ms | Loss: 0.673 | Acc: 76.681% (16195/21120) 165/391 [===========================>.....................................] Step: 325ms | Tot: 54s111ms | Loss: 0.673 | Acc: 76.671% (16291/21248) 166/391 [===========================>.....................................] Step: 326ms | Tot: 54s438ms | Loss: 0.672 | Acc: 76.717% (16399/21376) 167/391 [===========================>.....................................] Step: 326ms | Tot: 54s765ms | Loss: 0.672 | Acc: 76.725% (16499/21504) 168/391 [===========================>.....................................] Step: 323ms | Tot: 55s89ms | Loss: 0.672 | Acc: 76.724% (16597/21632) 169/391 [============================>....................................] Step: 324ms | Tot: 55s413ms | Loss: 0.672 | Acc: 76.719% (16694/21760) 170/391 [============================>....................................] Step: 329ms | Tot: 55s743ms | Loss: 0.671 | Acc: 76.709% (16790/21888) 171/391 [============================>....................................] Step: 323ms | Tot: 56s66ms | Loss: 0.671 | Acc: 76.703% (16887/22016) 172/391 [============================>....................................] Step: 325ms | Tot: 56s392ms | Loss: 0.671 | Acc: 76.712% (16987/22144) 173/391 [============================>....................................] Step: 322ms | Tot: 56s715ms | Loss: 0.671 | Acc: 76.742% (17092/22272) 174/391 [============================>....................................] Step: 321ms | Tot: 57s36ms | Loss: 0.671 | Acc: 76.746% (17191/22400) 175/391 [=============================>...................................] Step: 328ms | Tot: 57s365ms | Loss: 0.672 | Acc: 76.740% (17288/22528) 176/391 [=============================>...................................] Step: 337ms | Tot: 57s702ms | Loss: 0.671 | Acc: 76.757% (17390/22656) 177/391 [=============================>...................................] Step: 323ms | Tot: 58s26ms | Loss: 0.672 | Acc: 76.742% (17485/22784) 178/391 [=============================>...................................] Step: 327ms | Tot: 58s353ms | Loss: 0.671 | Acc: 76.763% (17588/22912) 179/391 [=============================>...................................] Step: 328ms | Tot: 58s682ms | Loss: 0.672 | Acc: 76.740% (17681/23040) 180/391 [=============================>...................................] Step: 322ms | Tot: 59s5ms | Loss: 0.672 | Acc: 76.757% (17783/23168) 181/391 [==============================>..................................] Step: 329ms | Tot: 59s334ms | Loss: 0.673 | Acc: 76.726% (17874/23296) 182/391 [==============================>..................................] Step: 326ms | Tot: 59s660ms | Loss: 0.673 | Acc: 76.708% (17968/23424) 183/391 [==============================>..................................] Step: 327ms | Tot: 59s988ms | Loss: 0.675 | Acc: 76.660% (18055/23552) 184/391 [==============================>..................................] Step: 336ms | Tot: 1m324ms | Loss: 0.675 | Acc: 76.685% (18159/23680) 185/391 [==============================>..................................] Step: 325ms | Tot: 1m650ms | Loss: 0.674 | Acc: 76.680% (18256/23808) 186/391 [==============================>..................................] Step: 325ms | Tot: 1m975ms | Loss: 0.674 | Acc: 76.679% (18354/23936) 187/391 [===============================>.................................] Step: 333ms | Tot: 1m1s | Loss: 0.675 | Acc: 76.625% (18439/24064) 188/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.675 | Acc: 76.629% (18538/24192) 189/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 0.675 | Acc: 76.637% (18638/24320) 190/391 [===============================>.................................] Step: 332ms | Tot: 1m2s | Loss: 0.675 | Acc: 76.628% (18734/24448) 191/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.675 | Acc: 76.628% (18832/24576) 192/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.674 | Acc: 76.627% (18930/24704) 193/391 [================================>................................] Step: 330ms | Tot: 1m3s | Loss: 0.675 | Acc: 76.611% (19024/24832) 194/391 [================================>................................] Step: 326ms | Tot: 1m3s | Loss: 0.675 | Acc: 76.603% (19120/24960) 195/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.675 | Acc: 76.598% (19217/25088) 196/391 [================================>................................] Step: 332ms | Tot: 1m4s | Loss: 0.676 | Acc: 76.582% (19311/25216) 197/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.676 | Acc: 76.598% (19413/25344) 198/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.677 | Acc: 76.551% (19499/25472) 199/391 [=================================>...............................] Step: 333ms | Tot: 1m5s | Loss: 0.677 | Acc: 76.535% (19593/25600) 200/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.678 | Acc: 76.535% (19691/25728) 201/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.678 | Acc: 76.520% (19785/25856) 202/391 [=================================>...............................] Step: 336ms | Tot: 1m6s | Loss: 0.678 | Acc: 76.493% (19876/25984) 203/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.678 | Acc: 76.513% (19979/26112) 204/391 [=================================>...............................] Step: 324ms | Tot: 1m6s | Loss: 0.678 | Acc: 76.498% (20073/26240) 205/391 [==================================>..............................] Step: 333ms | Tot: 1m7s | Loss: 0.678 | Acc: 76.521% (20177/26368) 206/391 [==================================>..............................] Step: 366ms | Tot: 1m7s | Loss: 0.677 | Acc: 76.532% (20278/26496) 207/391 [==================================>..............................] Step: 346ms | Tot: 1m7s | Loss: 0.677 | Acc: 76.532% (20376/26624) 208/391 [==================================>..............................] Step: 333ms | Tot: 1m8s | Loss: 0.676 | Acc: 76.574% (20485/26752) 209/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.675 | Acc: 76.600% (20590/26880) 210/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.675 | Acc: 76.577% (20682/27008) 211/391 [===================================>.............................] Step: 332ms | Tot: 1m9s | Loss: 0.674 | Acc: 76.610% (20789/27136) 212/391 [===================================>.............................] Step: 328ms | Tot: 1m9s | Loss: 0.674 | Acc: 76.625% (20891/27264) 213/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.675 | Acc: 76.588% (20979/27392) 214/391 [===================================>.............................] Step: 333ms | Tot: 1m10s | Loss: 0.675 | Acc: 76.581% (21075/27520) 215/391 [===================================>.............................] Step: 327ms | Tot: 1m10s | Loss: 0.674 | Acc: 76.591% (21176/27648) 216/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.674 | Acc: 76.595% (21275/27776) 217/391 [====================================>............................] Step: 333ms | Tot: 1m11s | Loss: 0.674 | Acc: 76.598% (21374/27904) 218/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.674 | Acc: 76.605% (21474/28032) 219/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.675 | Acc: 76.598% (21570/28160) 220/391 [====================================>............................] Step: 331ms | Tot: 1m12s | Loss: 0.674 | Acc: 76.608% (21671/28288) 221/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.674 | Acc: 76.619% (21772/28416) 222/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.674 | Acc: 76.615% (21869/28544) 223/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.673 | Acc: 76.622% (21969/28672) 224/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.673 | Acc: 76.632% (22070/28800) 225/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.674 | Acc: 76.614% (22163/28928) 226/391 [=====================================>...........................] Step: 326ms | Tot: 1m14s | Loss: 0.674 | Acc: 76.618% (22262/29056) 227/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.673 | Acc: 76.634% (22365/29184) 228/391 [=====================================>...........................] Step: 329ms | Tot: 1m14s | Loss: 0.674 | Acc: 76.641% (22465/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.674 | Acc: 76.634% (22561/29440) 230/391 [======================================>..........................] Step: 324ms | Tot: 1m15s | Loss: 0.674 | Acc: 76.637% (22660/29568) 231/391 [======================================>..........................] Step: 329ms | Tot: 1m15s | Loss: 0.674 | Acc: 76.633% (22757/29696) 232/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 0.675 | Acc: 76.626% (22853/29824) 233/391 [======================================>..........................] Step: 329ms | Tot: 1m16s | Loss: 0.674 | Acc: 76.629% (22952/29952) 234/391 [======================================>..........................] Step: 327ms | Tot: 1m16s | Loss: 0.675 | Acc: 76.612% (23045/30080) 235/391 [=======================================>.........................] Step: 329ms | Tot: 1m17s | Loss: 0.674 | Acc: 76.612% (23143/30208) 236/391 [=======================================>.........................] Step: 326ms | Tot: 1m17s | Loss: 0.675 | Acc: 76.609% (23240/30336) 237/391 [=======================================>.........................] Step: 327ms | Tot: 1m17s | Loss: 0.675 | Acc: 76.608% (23338/30464) 238/391 [=======================================>.........................] Step: 327ms | Tot: 1m18s | Loss: 0.675 | Acc: 76.621% (23440/30592) 239/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.674 | Acc: 76.634% (23542/30720) 240/391 [=======================================>.........................] Step: 328ms | Tot: 1m18s | Loss: 0.674 | Acc: 76.624% (23637/30848) 241/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.674 | Acc: 76.646% (23742/30976) 242/391 [========================================>........................] Step: 329ms | Tot: 1m19s | Loss: 0.673 | Acc: 76.662% (23845/31104) 243/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.673 | Acc: 76.665% (23944/31232) 244/391 [========================================>........................] Step: 326ms | Tot: 1m20s | Loss: 0.673 | Acc: 76.665% (24042/31360) 245/391 [========================================>........................] Step: 330ms | Tot: 1m20s | Loss: 0.673 | Acc: 76.674% (24143/31488) 246/391 [========================================>........................] Step: 326ms | Tot: 1m20s | Loss: 0.672 | Acc: 76.686% (24245/31616) 247/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.672 | Acc: 76.695% (24346/31744) 248/391 [=========================================>.......................] Step: 332ms | Tot: 1m21s | Loss: 0.672 | Acc: 76.707% (24448/31872) 249/391 [=========================================>.......................] Step: 330ms | Tot: 1m21s | Loss: 0.672 | Acc: 76.713% (24548/32000) 250/391 [=========================================>.......................] Step: 324ms | Tot: 1m22s | Loss: 0.672 | Acc: 76.712% (24646/32128) 251/391 [=========================================>.......................] Step: 338ms | Tot: 1m22s | Loss: 0.671 | Acc: 76.736% (24752/32256) 252/391 [=========================================>.......................] Step: 327ms | Tot: 1m22s | Loss: 0.672 | Acc: 76.723% (24846/32384) 253/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.671 | Acc: 76.729% (24946/32512) 254/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 0.671 | Acc: 76.731% (25045/32640) 255/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.671 | Acc: 76.752% (25150/32768) 256/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.671 | Acc: 76.784% (25259/32896) 257/391 [==========================================>......................] Step: 332ms | Tot: 1m24s | Loss: 0.671 | Acc: 76.759% (25349/33024) 258/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 0.671 | Acc: 76.759% (25447/33152) 259/391 [===========================================>.....................] Step: 324ms | Tot: 1m24s | Loss: 0.671 | Acc: 76.749% (25542/33280) 260/391 [===========================================>.....................] Step: 336ms | Tot: 1m25s | Loss: 0.671 | Acc: 76.766% (25646/33408) 261/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.670 | Acc: 76.774% (25747/33536) 262/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.671 | Acc: 76.747% (25836/33664) 263/391 [===========================================>.....................] Step: 332ms | Tot: 1m26s | Loss: 0.671 | Acc: 76.746% (25934/33792) 264/391 [===========================================>.....................] Step: 327ms | Tot: 1m26s | Loss: 0.671 | Acc: 76.731% (26027/33920) 265/391 [============================================>....................] Step: 327ms | Tot: 1m26s | Loss: 0.671 | Acc: 76.733% (26126/34048) 266/391 [============================================>....................] Step: 334ms | Tot: 1m27s | Loss: 0.671 | Acc: 76.756% (26232/34176) 267/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.671 | Acc: 76.758% (26331/34304) 268/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.670 | Acc: 76.757% (26429/34432) 269/391 [============================================>....................] Step: 336ms | Tot: 1m28s | Loss: 0.671 | Acc: 76.736% (26520/34560) 270/391 [============================================>....................] Step: 328ms | Tot: 1m28s | Loss: 0.671 | Acc: 76.710% (26609/34688) 271/391 [=============================================>...................] Step: 328ms | Tot: 1m28s | Loss: 0.671 | Acc: 76.703% (26705/34816) 272/391 [=============================================>...................] Step: 331ms | Tot: 1m29s | Loss: 0.671 | Acc: 76.714% (26807/34944) 273/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.671 | Acc: 76.725% (26909/35072) 274/391 [=============================================>...................] Step: 331ms | Tot: 1m29s | Loss: 0.671 | Acc: 76.705% (27000/35200) 275/391 [=============================================>...................] Step: 334ms | Tot: 1m30s | Loss: 0.671 | Acc: 76.698% (27096/35328) 276/391 [=============================================>...................] Step: 330ms | Tot: 1m30s | Loss: 0.671 | Acc: 76.706% (27197/35456) 277/391 [==============================================>..................] Step: 326ms | Tot: 1m30s | Loss: 0.671 | Acc: 76.711% (27297/35584) 278/391 [==============================================>..................] Step: 337ms | Tot: 1m31s | Loss: 0.671 | Acc: 76.722% (27399/35712) 279/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.670 | Acc: 76.724% (27498/35840) 280/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.671 | Acc: 76.724% (27596/35968) 281/391 [==============================================>..................] Step: 336ms | Tot: 1m32s | Loss: 0.670 | Acc: 76.743% (27701/36096) 282/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.670 | Acc: 76.725% (27793/36224) 283/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.670 | Acc: 76.747% (27899/36352) 284/391 [===============================================>.................] Step: 339ms | Tot: 1m33s | Loss: 0.670 | Acc: 76.746% (27997/36480) 285/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.670 | Acc: 76.756% (28099/36608) 286/391 [===============================================>.................] Step: 335ms | Tot: 1m33s | Loss: 0.670 | Acc: 76.748% (28194/36736) 287/391 [===============================================>.................] Step: 345ms | Tot: 1m34s | Loss: 0.670 | Acc: 76.744% (28291/36864) 288/391 [===============================================>.................] Step: 333ms | Tot: 1m34s | Loss: 0.670 | Acc: 76.757% (28394/36992) 289/391 [================================================>................] Step: 333ms | Tot: 1m34s | Loss: 0.670 | Acc: 76.765% (28495/37120) 290/391 [================================================>................] Step: 341ms | Tot: 1m35s | Loss: 0.670 | Acc: 76.764% (28593/37248) 291/391 [================================================>................] Step: 337ms | Tot: 1m35s | Loss: 0.669 | Acc: 76.771% (28694/37376) 292/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.669 | Acc: 76.781% (28796/37504) 293/391 [================================================>................] Step: 341ms | Tot: 1m36s | Loss: 0.669 | Acc: 76.767% (28889/37632) 294/391 [================================================>................] Step: 334ms | Tot: 1m36s | Loss: 0.669 | Acc: 76.769% (28988/37760) 295/391 [=================================================>...............] Step: 341ms | Tot: 1m36s | Loss: 0.669 | Acc: 76.776% (29089/37888) 296/391 [=================================================>...............] Step: 359ms | Tot: 1m37s | Loss: 0.669 | Acc: 76.783% (29190/38016) 297/391 [=================================================>...............] Step: 373ms | Tot: 1m37s | Loss: 0.669 | Acc: 76.780% (29287/38144) 298/391 [=================================================>...............] Step: 330ms | Tot: 1m37s | Loss: 0.668 | Acc: 76.790% (29389/38272) 299/391 [=================================================>...............] Step: 333ms | Tot: 1m38s | Loss: 0.668 | Acc: 76.805% (29493/38400) 300/391 [=================================================>...............] Step: 324ms | Tot: 1m38s | Loss: 0.668 | Acc: 76.778% (29581/38528) 301/391 [==================================================>..............] Step: 326ms | Tot: 1m38s | Loss: 0.668 | Acc: 76.785% (29682/38656) 302/391 [==================================================>..............] Step: 331ms | Tot: 1m39s | Loss: 0.668 | Acc: 76.787% (29781/38784) 303/391 [==================================================>..............] Step: 324ms | Tot: 1m39s | Loss: 0.668 | Acc: 76.786% (29879/38912) 304/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.668 | Acc: 76.793% (29980/39040) 305/391 [==================================================>..............] Step: 331ms | Tot: 1m40s | Loss: 0.669 | Acc: 76.769% (30069/39168) 306/391 [==================================================>..............] Step: 321ms | Tot: 1m40s | Loss: 0.669 | Acc: 76.766% (30166/39296) 307/391 [===================================================>.............] Step: 322ms | Tot: 1m40s | Loss: 0.668 | Acc: 76.781% (30270/39424) 308/391 [===================================================>.............] Step: 333ms | Tot: 1m41s | Loss: 0.669 | Acc: 76.785% (30370/39552) 309/391 [===================================================>.............] Step: 322ms | Tot: 1m41s | Loss: 0.669 | Acc: 76.774% (30464/39680) 310/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.669 | Acc: 76.794% (30570/39808) 311/391 [===================================================>.............] Step: 331ms | Tot: 1m42s | Loss: 0.668 | Acc: 76.805% (30673/39936) 312/391 [===================================================>.............] Step: 321ms | Tot: 1m42s | Loss: 0.668 | Acc: 76.790% (30765/40064) 313/391 [====================================================>............] Step: 321ms | Tot: 1m42s | Loss: 0.668 | Acc: 76.796% (30866/40192) 314/391 [====================================================>............] Step: 337ms | Tot: 1m43s | Loss: 0.669 | Acc: 76.788% (30961/40320) 315/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.668 | Acc: 76.802% (31065/40448) 316/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.668 | Acc: 76.824% (31172/40576) 317/391 [====================================================>............] Step: 332ms | Tot: 1m44s | Loss: 0.668 | Acc: 76.820% (31269/40704) 318/391 [====================================================>............] Step: 323ms | Tot: 1m44s | Loss: 0.668 | Acc: 76.815% (31365/40832) 319/391 [=====================================================>...........] Step: 325ms | Tot: 1m44s | Loss: 0.669 | Acc: 76.812% (31462/40960) 320/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.668 | Acc: 76.820% (31564/41088) 321/391 [=====================================================>...........] Step: 324ms | Tot: 1m45s | Loss: 0.669 | Acc: 76.810% (31658/41216) 322/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.669 | Acc: 76.802% (31753/41344) 323/391 [=====================================================>...........] Step: 333ms | Tot: 1m46s | Loss: 0.668 | Acc: 76.816% (31857/41472) 324/391 [=====================================================>...........] Step: 320ms | Tot: 1m46s | Loss: 0.668 | Acc: 76.820% (31957/41600) 325/391 [======================================================>..........] Step: 325ms | Tot: 1m46s | Loss: 0.668 | Acc: 76.836% (32062/41728) 326/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.668 | Acc: 76.835% (32160/41856) 327/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.668 | Acc: 76.825% (32254/41984) 328/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.668 | Acc: 76.833% (32356/42112) 329/391 [======================================================>..........] Step: 322ms | Tot: 1m48s | Loss: 0.668 | Acc: 76.847% (32460/42240) 330/391 [======================================================>..........] Step: 322ms | Tot: 1m48s | Loss: 0.668 | Acc: 76.846% (32558/42368) 331/391 [=======================================================>.........] Step: 323ms | Tot: 1m48s | Loss: 0.668 | Acc: 76.847% (32657/42496) 332/391 [=======================================================>.........] Step: 327ms | Tot: 1m49s | Loss: 0.668 | Acc: 76.849% (32756/42624) 333/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 0.668 | Acc: 76.843% (32852/42752) 334/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.669 | Acc: 76.849% (32953/42880) 335/391 [=======================================================>.........] Step: 320ms | Tot: 1m50s | Loss: 0.668 | Acc: 76.860% (33056/43008) 336/391 [=======================================================>.........] Step: 327ms | Tot: 1m50s | Loss: 0.668 | Acc: 76.871% (33159/43136) 337/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.668 | Acc: 76.868% (33256/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.668 | Acc: 76.881% (33360/43392) 339/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 0.668 | Acc: 76.886% (33461/43520) 340/391 [========================================================>........] Step: 328ms | Tot: 1m51s | Loss: 0.668 | Acc: 76.897% (33564/43648) 341/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.667 | Acc: 76.905% (33666/43776) 342/391 [========================================================>........] Step: 330ms | Tot: 1m52s | Loss: 0.668 | Acc: 76.902% (33763/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.668 | Acc: 76.912% (33866/44032) 344/391 [=========================================================>.......] Step: 321ms | Tot: 1m52s | Loss: 0.667 | Acc: 76.918% (33967/44160) 345/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.667 | Acc: 76.926% (34069/44288) 346/391 [=========================================================>.......] Step: 327ms | Tot: 1m53s | Loss: 0.668 | Acc: 76.920% (34165/44416) 347/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.667 | Acc: 76.924% (34265/44544) 348/391 [=========================================================>.......] Step: 330ms | Tot: 1m54s | Loss: 0.667 | Acc: 76.921% (34362/44672) 349/391 [==========================================================>......] Step: 321ms | Tot: 1m54s | Loss: 0.667 | Acc: 76.926% (34463/44800) 350/391 [==========================================================>......] Step: 330ms | Tot: 1m54s | Loss: 0.667 | Acc: 76.923% (34560/44928) 351/391 [==========================================================>......] Step: 332ms | Tot: 1m55s | Loss: 0.667 | Acc: 76.918% (34656/45056) 352/391 [==========================================================>......] Step: 326ms | Tot: 1m55s | Loss: 0.667 | Acc: 76.937% (34763/45184) 353/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.667 | Acc: 76.951% (34868/45312) 354/391 [==========================================================>......] Step: 335ms | Tot: 1m56s | Loss: 0.667 | Acc: 76.930% (34957/45440) 355/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.667 | Acc: 76.914% (35048/45568) 356/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.668 | Acc: 76.897% (35139/45696) 357/391 [===========================================================>.....] Step: 335ms | Tot: 1m57s | Loss: 0.667 | Acc: 76.896% (35237/45824) 358/391 [===========================================================>.....] Step: 328ms | Tot: 1m57s | Loss: 0.667 | Acc: 76.913% (35343/45952) 359/391 [===========================================================>.....] Step: 329ms | Tot: 1m57s | Loss: 0.667 | Acc: 76.925% (35447/46080) 360/391 [===========================================================>.....] Step: 334ms | Tot: 1m58s | Loss: 0.666 | Acc: 76.946% (35555/46208) 361/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.666 | Acc: 76.942% (35652/46336) 362/391 [============================================================>....] Step: 327ms | Tot: 1m58s | Loss: 0.666 | Acc: 76.946% (35752/46464) 363/391 [============================================================>....] Step: 336ms | Tot: 1m59s | Loss: 0.666 | Acc: 76.942% (35849/46592) 364/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.666 | Acc: 76.933% (35943/46720) 365/391 [============================================================>....] Step: 325ms | Tot: 1m59s | Loss: 0.666 | Acc: 76.940% (36045/46848) 366/391 [============================================================>....] Step: 335ms | Tot: 2m205ms | Loss: 0.666 | Acc: 76.948% (36147/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 2m531ms | Loss: 0.666 | Acc: 76.947% (36245/47104) 368/391 [=============================================================>...] Step: 330ms | Tot: 2m861ms | Loss: 0.666 | Acc: 76.946% (36343/47232) 369/391 [=============================================================>...] Step: 332ms | Tot: 2m1s | Loss: 0.666 | Acc: 76.938% (36438/47360) 370/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.666 | Acc: 76.931% (36533/47488) 371/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 0.667 | Acc: 76.907% (36620/47616) 372/391 [=============================================================>...] Step: 333ms | Tot: 2m2s | Loss: 0.667 | Acc: 76.883% (36707/47744) 373/391 [==============================================================>..] Step: 322ms | Tot: 2m2s | Loss: 0.667 | Acc: 76.893% (36810/47872) 374/391 [==============================================================>..] Step: 325ms | Tot: 2m2s | Loss: 0.667 | Acc: 76.888% (36906/48000) 375/391 [==============================================================>..] Step: 325ms | Tot: 2m3s | Loss: 0.667 | Acc: 76.882% (37002/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.667 | Acc: 76.871% (37095/48256) 377/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 0.667 | Acc: 76.864% (37190/48384) 378/391 [==============================================================>..] Step: 322ms | Tot: 2m4s | Loss: 0.667 | Acc: 76.866% (37289/48512) 379/391 [===============================================================>.] Step: 318ms | Tot: 2m4s | Loss: 0.667 | Acc: 76.867% (37388/48640) 380/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.667 | Acc: 76.848% (37477/48768) 381/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.667 | Acc: 76.857% (37580/48896) 382/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 0.667 | Acc: 76.864% (37682/49024) 383/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.667 | Acc: 76.870% (37783/49152) 384/391 [===============================================================>.] Step: 319ms | Tot: 2m6s | Loss: 0.667 | Acc: 76.855% (37874/49280) 385/391 [================================================================>] Step: 325ms | Tot: 2m6s | Loss: 0.667 | Acc: 76.866% (37978/49408) 386/391 [================================================================>] Step: 325ms | Tot: 2m6s | Loss: 0.667 | Acc: 76.869% (38078/49536) 387/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.667 | Acc: 76.885% (38184/49664) 388/391 [================================================================>] Step: 342ms | Tot: 2m7s | Loss: 0.667 | Acc: 76.862% (38271/49792) 389/391 [================================================================>] Step: 352ms | Tot: 2m7s | Loss: 0.667 | Acc: 76.849% (38363/49920) 390/391 [================================================================>] Step: 305ms | Tot: 2m8s | Loss: 0.667 | Acc: 76.862% (38431/50000) 391/391 + [>................................................................] Step: 890ms | Tot: 2ms | Loss: 0.975 | Acc: 68.000% (68/100) 1/100 [>................................................................] Step: 270ms | Tot: 273ms | Loss: 1.087 | Acc: 67.000% (134/200) 2/100 [=>...............................................................] Step: 256ms | Tot: 529ms | Loss: 1.081 | Acc: 69.000% (207/300) 3/100 [=>...............................................................] Step: 260ms | Tot: 789ms | Loss: 1.088 | Acc: 67.500% (270/400) 4/100 [==>..............................................................] Step: 259ms | Tot: 1s49ms | Loss: 1.112 | Acc: 66.000% (330/500) 5/100 [===>.............................................................] Step: 265ms | Tot: 1s314ms | Loss: 1.044 | Acc: 67.833% (407/600) 6/100 [===>.............................................................] Step: 256ms | Tot: 1s571ms | Loss: 1.015 | Acc: 68.143% (477/700) 7/100 [====>............................................................] Step: 262ms | Tot: 1s834ms | Loss: 1.017 | Acc: 68.000% (544/800) 8/100 [=====>...........................................................] Step: 257ms | Tot: 2s91ms | Loss: 1.053 | Acc: 66.889% (602/900) 9/100 [=====>...........................................................] Step: 263ms | Tot: 2s355ms | Loss: 1.028 | Acc: 67.700% (677/1000) 10/100 [======>..........................................................] Step: 256ms | Tot: 2s611ms | Loss: 1.004 | Acc: 68.273% (751/1100) 11/100 [=======>.........................................................] Step: 258ms | Tot: 2s870ms | Loss: 0.995 | Acc: 68.250% (819/1200) 12/100 [=======>.........................................................] Step: 256ms | Tot: 3s127ms | Loss: 0.989 | Acc: 68.385% (889/1300) 13/100 [========>........................................................] Step: 263ms | Tot: 3s390ms | Loss: 0.986 | Acc: 68.286% (956/1400) 14/100 [=========>.......................................................] Step: 255ms | Tot: 3s646ms | Loss: 0.982 | Acc: 68.400% (1026/1500) 15/100 [=========>.......................................................] Step: 258ms | Tot: 3s905ms | Loss: 0.983 | Acc: 68.438% (1095/1600) 16/100 [==========>......................................................] Step: 258ms | Tot: 4s164ms | Loss: 0.984 | Acc: 68.471% (1164/1700) 17/100 [===========>.....................................................] Step: 263ms | Tot: 4s427ms | Loss: 0.994 | Acc: 68.278% (1229/1800) 18/100 [===========>.....................................................] Step: 263ms | Tot: 4s691ms | Loss: 1.000 | Acc: 68.158% (1295/1900) 19/100 [============>....................................................] Step: 255ms | Tot: 4s947ms | Loss: 1.002 | Acc: 67.950% (1359/2000) 20/100 [=============>...................................................] Step: 265ms | Tot: 5s212ms | Loss: 1.009 | Acc: 67.667% (1421/2100) 21/100 [=============>...................................................] Step: 263ms | Tot: 5s475ms | Loss: 1.018 | Acc: 67.455% (1484/2200) 22/100 [==============>..................................................] Step: 263ms | Tot: 5s738ms | Loss: 1.020 | Acc: 67.391% (1550/2300) 23/100 [==============>..................................................] Step: 262ms | Tot: 6s1ms | Loss: 1.024 | Acc: 67.542% (1621/2400) 24/100 [===============>.................................................] Step: 269ms | Tot: 6s270ms | Loss: 1.033 | Acc: 67.360% (1684/2500) 25/100 [================>................................................] Step: 262ms | Tot: 6s533ms | Loss: 1.048 | Acc: 67.000% (1742/2600) 26/100 [================>................................................] Step: 269ms | Tot: 6s802ms | Loss: 1.044 | Acc: 66.889% (1806/2700) 27/100 [=================>...............................................] Step: 261ms | Tot: 7s64ms | Loss: 1.046 | Acc: 66.714% (1868/2800) 28/100 [==================>..............................................] Step: 268ms | Tot: 7s333ms | Loss: 1.049 | Acc: 66.690% (1934/2900) 29/100 [==================>..............................................] Step: 263ms | Tot: 7s596ms | Loss: 1.047 | Acc: 66.667% (2000/3000) 30/100 [===================>.............................................] Step: 257ms | Tot: 7s853ms | Loss: 1.045 | Acc: 66.774% (2070/3100) 31/100 [====================>............................................] Step: 260ms | Tot: 8s114ms | Loss: 1.045 | Acc: 66.688% (2134/3200) 32/100 [====================>............................................] Step: 267ms | Tot: 8s381ms | Loss: 1.043 | Acc: 66.667% (2200/3300) 33/100 [=====================>...........................................] Step: 257ms | Tot: 8s638ms | Loss: 1.047 | Acc: 66.412% (2258/3400) 34/100 [======================>..........................................] Step: 259ms | Tot: 8s898ms | Loss: 1.052 | Acc: 66.457% (2326/3500) 35/100 [======================>..........................................] Step: 258ms | Tot: 9s156ms | Loss: 1.052 | Acc: 66.500% (2394/3600) 36/100 [=======================>.........................................] Step: 264ms | Tot: 9s420ms | Loss: 1.050 | Acc: 66.541% (2462/3700) 37/100 [========================>........................................] Step: 268ms | Tot: 9s689ms | Loss: 1.049 | Acc: 66.553% (2529/3800) 38/100 [========================>........................................] Step: 255ms | Tot: 9s945ms | Loss: 1.049 | Acc: 66.564% (2596/3900) 39/100 [=========================>.......................................] Step: 264ms | Tot: 10s209ms | Loss: 1.048 | Acc: 66.650% (2666/4000) 40/100 [==========================>......................................] Step: 265ms | Tot: 10s474ms | Loss: 1.049 | Acc: 66.610% (2731/4100) 41/100 [==========================>......................................] Step: 269ms | Tot: 10s743ms | Loss: 1.050 | Acc: 66.571% (2796/4200) 42/100 [===========================>.....................................] Step: 253ms | Tot: 10s996ms | Loss: 1.047 | Acc: 66.698% (2868/4300) 43/100 [===========================>.....................................] Step: 262ms | Tot: 11s258ms | Loss: 1.045 | Acc: 66.841% (2941/4400) 44/100 [============================>....................................] Step: 254ms | Tot: 11s513ms | Loss: 1.044 | Acc: 66.800% (3006/4500) 45/100 [=============================>...................................] Step: 259ms | Tot: 11s773ms | Loss: 1.049 | Acc: 66.587% (3063/4600) 46/100 [=============================>...................................] Step: 257ms | Tot: 12s31ms | Loss: 1.049 | Acc: 66.511% (3126/4700) 47/100 [==============================>..................................] Step: 264ms | Tot: 12s295ms | Loss: 1.049 | Acc: 66.542% (3194/4800) 48/100 [===============================>.................................] Step: 254ms | Tot: 12s550ms | Loss: 1.046 | Acc: 66.633% (3265/4900) 49/100 [===============================>.................................] Step: 260ms | Tot: 12s811ms | Loss: 1.055 | Acc: 66.480% (3324/5000) 50/100 [================================>................................] Step: 281ms | Tot: 13s92ms | Loss: 1.053 | Acc: 66.588% (3396/5100) 51/100 [=================================>...............................] Step: 264ms | Tot: 13s357ms | Loss: 1.053 | Acc: 66.596% (3463/5200) 52/100 [=================================>...............................] Step: 257ms | Tot: 13s615ms | Loss: 1.053 | Acc: 66.585% (3529/5300) 53/100 [==================================>..............................] Step: 270ms | Tot: 13s885ms | Loss: 1.053 | Acc: 66.648% (3599/5400) 54/100 [===================================>.............................] Step: 267ms | Tot: 14s153ms | Loss: 1.051 | Acc: 66.691% (3668/5500) 55/100 [===================================>.............................] Step: 270ms | Tot: 14s423ms | Loss: 1.056 | Acc: 66.661% (3733/5600) 56/100 [====================================>............................] Step: 267ms | Tot: 14s691ms | Loss: 1.057 | Acc: 66.579% (3795/5700) 57/100 [=====================================>...........................] Step: 264ms | Tot: 14s955ms | Loss: 1.054 | Acc: 66.690% (3868/5800) 58/100 [=====================================>...........................] Step: 276ms | Tot: 15s232ms | Loss: 1.057 | Acc: 66.610% (3930/5900) 59/100 [======================================>..........................] Step: 275ms | Tot: 15s507ms | Loss: 1.059 | Acc: 66.483% (3989/6000) 60/100 [=======================================>.........................] Step: 277ms | Tot: 15s785ms | Loss: 1.059 | Acc: 66.475% (4055/6100) 61/100 [=======================================>.........................] Step: 270ms | Tot: 16s56ms | Loss: 1.060 | Acc: 66.468% (4121/6200) 62/100 [========================================>........................] Step: 275ms | Tot: 16s331ms | Loss: 1.060 | Acc: 66.540% (4192/6300) 63/100 [========================================>........................] Step: 272ms | Tot: 16s603ms | Loss: 1.057 | Acc: 66.594% (4262/6400) 64/100 [=========================================>.......................] Step: 268ms | Tot: 16s872ms | Loss: 1.059 | Acc: 66.615% (4330/6500) 65/100 [==========================================>......................] Step: 267ms | Tot: 17s139ms | Loss: 1.059 | Acc: 66.621% (4397/6600) 66/100 [==========================================>......................] Step: 271ms | Tot: 17s411ms | Loss: 1.055 | Acc: 66.716% (4470/6700) 67/100 [===========================================>.....................] Step: 266ms | Tot: 17s677ms | Loss: 1.055 | Acc: 66.750% (4539/6800) 68/100 [============================================>....................] Step: 265ms | Tot: 17s943ms | Loss: 1.053 | Acc: 66.739% (4605/6900) 69/100 [============================================>....................] Step: 276ms | Tot: 18s219ms | Loss: 1.054 | Acc: 66.743% (4672/7000) 70/100 [=============================================>...................] Step: 271ms | Tot: 18s491ms | Loss: 1.054 | Acc: 66.761% (4740/7100) 71/100 [==============================================>..................] Step: 279ms | Tot: 18s770ms | Loss: 1.054 | Acc: 66.764% (4807/7200) 72/100 [==============================================>..................] Step: 264ms | Tot: 19s34ms | Loss: 1.052 | Acc: 66.795% (4876/7300) 73/100 [===============================================>.................] Step: 271ms | Tot: 19s306ms | Loss: 1.052 | Acc: 66.743% (4939/7400) 74/100 [================================================>................] Step: 263ms | Tot: 19s570ms | Loss: 1.053 | Acc: 66.693% (5002/7500) 75/100 [================================================>................] Step: 270ms | Tot: 19s840ms | Loss: 1.052 | Acc: 66.671% (5067/7600) 76/100 [=================================================>...............] Step: 271ms | Tot: 20s112ms | Loss: 1.055 | Acc: 66.584% (5127/7700) 77/100 [==================================================>..............] Step: 279ms | Tot: 20s391ms | Loss: 1.058 | Acc: 66.564% (5192/7800) 78/100 [==================================================>..............] Step: 282ms | Tot: 20s673ms | Loss: 1.059 | Acc: 66.481% (5252/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 20s941ms | Loss: 1.061 | Acc: 66.425% (5314/8000) 80/100 [====================================================>............] Step: 268ms | Tot: 21s210ms | Loss: 1.058 | Acc: 66.531% (5389/8100) 81/100 [====================================================>............] Step: 267ms | Tot: 21s478ms | Loss: 1.057 | Acc: 66.524% (5455/8200) 82/100 [=====================================================>...........] Step: 273ms | Tot: 21s752ms | Loss: 1.059 | Acc: 66.494% (5519/8300) 83/100 [=====================================================>...........] Step: 273ms | Tot: 22s25ms | Loss: 1.060 | Acc: 66.381% (5576/8400) 84/100 [======================================================>..........] Step: 273ms | Tot: 22s298ms | Loss: 1.060 | Acc: 66.376% (5642/8500) 85/100 [=======================================================>.........] Step: 265ms | Tot: 22s564ms | Loss: 1.061 | Acc: 66.430% (5713/8600) 86/100 [=======================================================>.........] Step: 266ms | Tot: 22s830ms | Loss: 1.063 | Acc: 66.402% (5777/8700) 87/100 [========================================================>........] Step: 267ms | Tot: 23s98ms | Loss: 1.062 | Acc: 66.364% (5840/8800) 88/100 [=========================================================>.......] Step: 273ms | Tot: 23s372ms | Loss: 1.063 | Acc: 66.371% (5907/8900) 89/100 [=========================================================>.......] Step: 274ms | Tot: 23s646ms | Loss: 1.062 | Acc: 66.367% (5973/9000) 90/100 [==========================================================>......] Step: 265ms | Tot: 23s911ms | Loss: 1.063 | Acc: 66.374% (6040/9100) 91/100 [===========================================================>.....] Step: 268ms | Tot: 24s179ms | Loss: 1.061 | Acc: 66.424% (6111/9200) 92/100 [===========================================================>.....] Step: 270ms | Tot: 24s450ms | Loss: 1.061 | Acc: 66.398% (6175/9300) 93/100 [============================================================>....] Step: 267ms | Tot: 24s718ms | Loss: 1.062 | Acc: 66.415% (6243/9400) 94/100 [=============================================================>...] Step: 264ms | Tot: 24s982ms | Loss: 1.062 | Acc: 66.421% (6310/9500) 95/100 [=============================================================>...] Step: 276ms | Tot: 25s258ms | Loss: 1.060 | Acc: 66.479% (6382/9600) 96/100 [==============================================================>..] Step: 278ms | Tot: 25s536ms | Loss: 1.055 | Acc: 66.639% (6464/9700) 97/100 [===============================================================>.] Step: 271ms | Tot: 25s808ms | Loss: 1.057 | Acc: 66.612% (6528/9800) 98/100 [===============================================================>.] Step: 264ms | Tot: 26s72ms | Loss: 1.057 | Acc: 66.576% (6591/9900) 99/100 [================================================================>] Step: 273ms | Tot: 26s346ms | Loss: 1.058 | Acc: 66.530% (6653/10000) 100/100 + +Epoch: 7 + [>................................................................] Step: 1s85ms | Tot: 2ms | Loss: 0.687 | Acc: 73.438% (94/128) 1/391 [>................................................................] Step: 348ms | Tot: 351ms | Loss: 0.708 | Acc: 74.609% (191/256) 2/391 [>................................................................] Step: 357ms | Tot: 708ms | Loss: 0.694 | Acc: 74.740% (287/384) 3/391 [>................................................................] Step: 369ms | Tot: 1s77ms | Loss: 0.728 | Acc: 74.023% (379/512) 4/391 [>................................................................] Step: 362ms | Tot: 1s440ms | Loss: 0.721 | Acc: 74.688% (478/640) 5/391 [>................................................................] Step: 326ms | Tot: 1s766ms | Loss: 0.714 | Acc: 74.740% (574/768) 6/391 [>................................................................] Step: 331ms | Tot: 2s97ms | Loss: 0.694 | Acc: 75.893% (680/896) 7/391 [=>...............................................................] Step: 324ms | Tot: 2s421ms | Loss: 0.678 | Acc: 76.367% (782/1024) 8/391 [=>...............................................................] Step: 326ms | Tot: 2s748ms | Loss: 0.661 | Acc: 76.997% (887/1152) 9/391 [=>...............................................................] Step: 334ms | Tot: 3s83ms | Loss: 0.669 | Acc: 76.953% (985/1280) 10/391 [=>...............................................................] Step: 329ms | Tot: 3s412ms | Loss: 0.658 | Acc: 77.486% (1091/1408) 11/391 [=>...............................................................] Step: 320ms | Tot: 3s733ms | Loss: 0.659 | Acc: 77.409% (1189/1536) 12/391 [=>...............................................................] Step: 325ms | Tot: 4s58ms | Loss: 0.654 | Acc: 77.344% (1287/1664) 13/391 [==>..............................................................] Step: 322ms | Tot: 4s380ms | Loss: 0.654 | Acc: 77.567% (1390/1792) 14/391 [==>..............................................................] Step: 323ms | Tot: 4s703ms | Loss: 0.662 | Acc: 77.500% (1488/1920) 15/391 [==>..............................................................] Step: 330ms | Tot: 5s34ms | Loss: 0.658 | Acc: 77.783% (1593/2048) 16/391 [==>..............................................................] Step: 324ms | Tot: 5s358ms | Loss: 0.660 | Acc: 77.987% (1697/2176) 17/391 [==>..............................................................] Step: 320ms | Tot: 5s678ms | Loss: 0.665 | Acc: 77.691% (1790/2304) 18/391 [==>..............................................................] Step: 327ms | Tot: 6s5ms | Loss: 0.667 | Acc: 77.549% (1886/2432) 19/391 [===>.............................................................] Step: 323ms | Tot: 6s328ms | Loss: 0.659 | Acc: 77.930% (1995/2560) 20/391 [===>.............................................................] Step: 321ms | Tot: 6s650ms | Loss: 0.657 | Acc: 78.088% (2099/2688) 21/391 [===>.............................................................] Step: 329ms | Tot: 6s980ms | Loss: 0.656 | Acc: 78.125% (2200/2816) 22/391 [===>.............................................................] Step: 322ms | Tot: 7s303ms | Loss: 0.650 | Acc: 78.363% (2307/2944) 23/391 [===>.............................................................] Step: 320ms | Tot: 7s623ms | Loss: 0.650 | Acc: 78.353% (2407/3072) 24/391 [===>.............................................................] Step: 339ms | Tot: 7s962ms | Loss: 0.644 | Acc: 78.469% (2511/3200) 25/391 [====>............................................................] Step: 332ms | Tot: 8s294ms | Loss: 0.641 | Acc: 78.516% (2613/3328) 26/391 [====>............................................................] Step: 320ms | Tot: 8s615ms | Loss: 0.641 | Acc: 78.617% (2717/3456) 27/391 [====>............................................................] Step: 329ms | Tot: 8s945ms | Loss: 0.633 | Acc: 78.906% (2828/3584) 28/391 [====>............................................................] Step: 327ms | Tot: 9s273ms | Loss: 0.636 | Acc: 78.879% (2928/3712) 29/391 [====>............................................................] Step: 325ms | Tot: 9s598ms | Loss: 0.639 | Acc: 78.750% (3024/3840) 30/391 [====>............................................................] Step: 330ms | Tot: 9s928ms | Loss: 0.644 | Acc: 78.679% (3122/3968) 31/391 [=====>...........................................................] Step: 329ms | Tot: 10s258ms | Loss: 0.643 | Acc: 78.687% (3223/4096) 32/391 [=====>...........................................................] Step: 332ms | Tot: 10s591ms | Loss: 0.643 | Acc: 78.598% (3320/4224) 33/391 [=====>...........................................................] Step: 343ms | Tot: 10s934ms | Loss: 0.642 | Acc: 78.585% (3420/4352) 34/391 [=====>...........................................................] Step: 326ms | Tot: 11s260ms | Loss: 0.638 | Acc: 78.750% (3528/4480) 35/391 [=====>...........................................................] Step: 329ms | Tot: 11s590ms | Loss: 0.643 | Acc: 78.624% (3623/4608) 36/391 [=====>...........................................................] Step: 337ms | Tot: 11s927ms | Loss: 0.642 | Acc: 78.611% (3723/4736) 37/391 [======>..........................................................] Step: 325ms | Tot: 12s253ms | Loss: 0.640 | Acc: 78.742% (3830/4864) 38/391 [======>..........................................................] Step: 321ms | Tot: 12s574ms | Loss: 0.640 | Acc: 78.626% (3925/4992) 39/391 [======>..........................................................] Step: 332ms | Tot: 12s907ms | Loss: 0.639 | Acc: 78.750% (4032/5120) 40/391 [======>..........................................................] Step: 331ms | Tot: 13s238ms | Loss: 0.636 | Acc: 78.963% (4144/5248) 41/391 [======>..........................................................] Step: 320ms | Tot: 13s559ms | Loss: 0.637 | Acc: 78.925% (4243/5376) 42/391 [======>..........................................................] Step: 334ms | Tot: 13s893ms | Loss: 0.634 | Acc: 79.052% (4351/5504) 43/391 [=======>.........................................................] Step: 320ms | Tot: 14s214ms | Loss: 0.638 | Acc: 78.853% (4441/5632) 44/391 [=======>.........................................................] Step: 324ms | Tot: 14s539ms | Loss: 0.637 | Acc: 78.854% (4542/5760) 45/391 [=======>.........................................................] Step: 331ms | Tot: 14s870ms | Loss: 0.641 | Acc: 78.736% (4636/5888) 46/391 [=======>.........................................................] Step: 322ms | Tot: 15s192ms | Loss: 0.639 | Acc: 78.856% (4744/6016) 47/391 [=======>.........................................................] Step: 323ms | Tot: 15s516ms | Loss: 0.639 | Acc: 78.776% (4840/6144) 48/391 [=======>.........................................................] Step: 332ms | Tot: 15s848ms | Loss: 0.636 | Acc: 78.874% (4947/6272) 49/391 [========>........................................................] Step: 322ms | Tot: 16s171ms | Loss: 0.641 | Acc: 78.719% (5038/6400) 50/391 [========>........................................................] Step: 325ms | Tot: 16s496ms | Loss: 0.638 | Acc: 78.738% (5140/6528) 51/391 [========>........................................................] Step: 333ms | Tot: 16s830ms | Loss: 0.635 | Acc: 78.846% (5248/6656) 52/391 [========>........................................................] Step: 323ms | Tot: 17s153ms | Loss: 0.632 | Acc: 78.980% (5358/6784) 53/391 [========>........................................................] Step: 322ms | Tot: 17s475ms | Loss: 0.634 | Acc: 78.877% (5452/6912) 54/391 [========>........................................................] Step: 327ms | Tot: 17s803ms | Loss: 0.634 | Acc: 78.835% (5550/7040) 55/391 [=========>.......................................................] Step: 333ms | Tot: 18s136ms | Loss: 0.635 | Acc: 78.795% (5648/7168) 56/391 [=========>.......................................................] Step: 327ms | Tot: 18s464ms | Loss: 0.635 | Acc: 78.728% (5744/7296) 57/391 [=========>.......................................................] Step: 329ms | Tot: 18s793ms | Loss: 0.635 | Acc: 78.677% (5841/7424) 58/391 [=========>.......................................................] Step: 328ms | Tot: 19s122ms | Loss: 0.638 | Acc: 78.562% (5933/7552) 59/391 [=========>.......................................................] Step: 324ms | Tot: 19s446ms | Loss: 0.637 | Acc: 78.633% (6039/7680) 60/391 [=========>.......................................................] Step: 329ms | Tot: 19s775ms | Loss: 0.637 | Acc: 78.637% (6140/7808) 61/391 [==========>......................................................] Step: 324ms | Tot: 20s100ms | Loss: 0.639 | Acc: 78.579% (6236/7936) 62/391 [==========>......................................................] Step: 323ms | Tot: 20s424ms | Loss: 0.639 | Acc: 78.621% (6340/8064) 63/391 [==========>......................................................] Step: 324ms | Tot: 20s748ms | Loss: 0.638 | Acc: 78.613% (6440/8192) 64/391 [==========>......................................................] Step: 328ms | Tot: 21s76ms | Loss: 0.638 | Acc: 78.582% (6538/8320) 65/391 [==========>......................................................] Step: 323ms | Tot: 21s400ms | Loss: 0.638 | Acc: 78.598% (6640/8448) 66/391 [==========>......................................................] Step: 323ms | Tot: 21s723ms | Loss: 0.637 | Acc: 78.603% (6741/8576) 67/391 [===========>.....................................................] Step: 327ms | Tot: 22s50ms | Loss: 0.636 | Acc: 78.619% (6843/8704) 68/391 [===========>.....................................................] Step: 325ms | Tot: 22s376ms | Loss: 0.637 | Acc: 78.578% (6940/8832) 69/391 [===========>.....................................................] Step: 324ms | Tot: 22s700ms | Loss: 0.637 | Acc: 78.594% (7042/8960) 70/391 [===========>.....................................................] Step: 333ms | Tot: 23s34ms | Loss: 0.636 | Acc: 78.587% (7142/9088) 71/391 [===========>.....................................................] Step: 329ms | Tot: 23s364ms | Loss: 0.637 | Acc: 78.559% (7240/9216) 72/391 [===========>.....................................................] Step: 320ms | Tot: 23s684ms | Loss: 0.639 | Acc: 78.521% (7337/9344) 73/391 [============>....................................................] Step: 329ms | Tot: 24s14ms | Loss: 0.638 | Acc: 78.526% (7438/9472) 74/391 [============>....................................................] Step: 322ms | Tot: 24s336ms | Loss: 0.638 | Acc: 78.573% (7543/9600) 75/391 [============>....................................................] Step: 329ms | Tot: 24s666ms | Loss: 0.638 | Acc: 78.536% (7640/9728) 76/391 [============>....................................................] Step: 328ms | Tot: 24s994ms | Loss: 0.636 | Acc: 78.592% (7746/9856) 77/391 [============>....................................................] Step: 326ms | Tot: 25s320ms | Loss: 0.637 | Acc: 78.546% (7842/9984) 78/391 [============>....................................................] Step: 322ms | Tot: 25s643ms | Loss: 0.637 | Acc: 78.590% (7947/10112) 79/391 [=============>...................................................] Step: 331ms | Tot: 25s975ms | Loss: 0.637 | Acc: 78.545% (8043/10240) 80/391 [=============>...................................................] Step: 325ms | Tot: 26s300ms | Loss: 0.636 | Acc: 78.559% (8145/10368) 81/391 [=============>...................................................] Step: 336ms | Tot: 26s637ms | Loss: 0.637 | Acc: 78.525% (8242/10496) 82/391 [=============>...................................................] Step: 328ms | Tot: 26s965ms | Loss: 0.636 | Acc: 78.567% (8347/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s289ms | Loss: 0.635 | Acc: 78.599% (8451/10752) 84/391 [=============>...................................................] Step: 319ms | Tot: 27s608ms | Loss: 0.636 | Acc: 78.566% (8548/10880) 85/391 [==============>..................................................] Step: 333ms | Tot: 27s942ms | Loss: 0.637 | Acc: 78.570% (8649/11008) 86/391 [==============>..................................................] Step: 344ms | Tot: 28s287ms | Loss: 0.637 | Acc: 78.592% (8752/11136) 87/391 [==============>..................................................] Step: 326ms | Tot: 28s613ms | Loss: 0.637 | Acc: 78.613% (8855/11264) 88/391 [==============>..................................................] Step: 330ms | Tot: 28s944ms | Loss: 0.638 | Acc: 78.564% (8950/11392) 89/391 [==============>..................................................] Step: 322ms | Tot: 29s266ms | Loss: 0.638 | Acc: 78.559% (9050/11520) 90/391 [==============>..................................................] Step: 320ms | Tot: 29s586ms | Loss: 0.639 | Acc: 78.468% (9140/11648) 91/391 [===============>.................................................] Step: 339ms | Tot: 29s926ms | Loss: 0.638 | Acc: 78.507% (9245/11776) 92/391 [===============>.................................................] Step: 321ms | Tot: 30s247ms | Loss: 0.637 | Acc: 78.537% (9349/11904) 93/391 [===============>.................................................] Step: 321ms | Tot: 30s569ms | Loss: 0.637 | Acc: 78.491% (9444/12032) 94/391 [===============>.................................................] Step: 330ms | Tot: 30s899ms | Loss: 0.637 | Acc: 78.528% (9549/12160) 95/391 [===============>.................................................] Step: 354ms | Tot: 31s254ms | Loss: 0.637 | Acc: 78.516% (9648/12288) 96/391 [===============>.................................................] Step: 344ms | Tot: 31s598ms | Loss: 0.636 | Acc: 78.536% (9751/12416) 97/391 [================>................................................] Step: 334ms | Tot: 31s933ms | Loss: 0.634 | Acc: 78.643% (9865/12544) 98/391 [================>................................................] Step: 320ms | Tot: 32s254ms | Loss: 0.634 | Acc: 78.598% (9960/12672) 99/391 [================>................................................] Step: 322ms | Tot: 32s577ms | Loss: 0.636 | Acc: 78.562% (10056/12800) 100/391 [================>................................................] Step: 334ms | Tot: 32s911ms | Loss: 0.636 | Acc: 78.566% (10157/12928) 101/391 [================>................................................] Step: 339ms | Tot: 33s251ms | Loss: 0.635 | Acc: 78.592% (10261/13056) 102/391 [================>................................................] Step: 323ms | Tot: 33s574ms | Loss: 0.634 | Acc: 78.588% (10361/13184) 103/391 [=================>...............................................] Step: 330ms | Tot: 33s905ms | Loss: 0.633 | Acc: 78.628% (10467/13312) 104/391 [=================>...............................................] Step: 323ms | Tot: 34s229ms | Loss: 0.634 | Acc: 78.624% (10567/13440) 105/391 [=================>...............................................] Step: 324ms | Tot: 34s553ms | Loss: 0.633 | Acc: 78.626% (10668/13568) 106/391 [=================>...............................................] Step: 336ms | Tot: 34s889ms | Loss: 0.632 | Acc: 78.636% (10770/13696) 107/391 [=================>...............................................] Step: 322ms | Tot: 35s212ms | Loss: 0.632 | Acc: 78.588% (10864/13824) 108/391 [=================>...............................................] Step: 322ms | Tot: 35s535ms | Loss: 0.632 | Acc: 78.605% (10967/13952) 109/391 [==================>..............................................] Step: 331ms | Tot: 35s866ms | Loss: 0.634 | Acc: 78.516% (11055/14080) 110/391 [==================>..............................................] Step: 322ms | Tot: 36s188ms | Loss: 0.634 | Acc: 78.484% (11151/14208) 111/391 [==================>..............................................] Step: 330ms | Tot: 36s519ms | Loss: 0.635 | Acc: 78.453% (11247/14336) 112/391 [==================>..............................................] Step: 330ms | Tot: 36s850ms | Loss: 0.637 | Acc: 78.367% (11335/14464) 113/391 [==================>..............................................] Step: 324ms | Tot: 37s174ms | Loss: 0.636 | Acc: 78.358% (11434/14592) 114/391 [==================>..............................................] Step: 323ms | Tot: 37s498ms | Loss: 0.636 | Acc: 78.356% (11534/14720) 115/391 [===================>.............................................] Step: 328ms | Tot: 37s826ms | Loss: 0.638 | Acc: 78.266% (11621/14848) 116/391 [===================>.............................................] Step: 342ms | Tot: 38s168ms | Loss: 0.638 | Acc: 78.272% (11722/14976) 117/391 [===================>.............................................] Step: 327ms | Tot: 38s496ms | Loss: 0.638 | Acc: 78.271% (11822/15104) 118/391 [===================>.............................................] Step: 325ms | Tot: 38s822ms | Loss: 0.637 | Acc: 78.309% (11928/15232) 119/391 [===================>.............................................] Step: 326ms | Tot: 39s148ms | Loss: 0.638 | Acc: 78.288% (12025/15360) 120/391 [===================>.............................................] Step: 324ms | Tot: 39s472ms | Loss: 0.637 | Acc: 78.299% (12127/15488) 121/391 [====================>............................................] Step: 336ms | Tot: 39s809ms | Loss: 0.638 | Acc: 78.298% (12227/15616) 122/391 [====================>............................................] Step: 333ms | Tot: 40s142ms | Loss: 0.639 | Acc: 78.284% (12325/15744) 123/391 [====================>............................................] Step: 328ms | Tot: 40s471ms | Loss: 0.639 | Acc: 78.270% (12423/15872) 124/391 [====================>............................................] Step: 327ms | Tot: 40s798ms | Loss: 0.638 | Acc: 78.300% (12528/16000) 125/391 [====================>............................................] Step: 323ms | Tot: 41s121ms | Loss: 0.638 | Acc: 78.305% (12629/16128) 126/391 [====================>............................................] Step: 329ms | Tot: 41s451ms | Loss: 0.637 | Acc: 78.322% (12732/16256) 127/391 [=====================>...........................................] Step: 331ms | Tot: 41s783ms | Loss: 0.638 | Acc: 78.308% (12830/16384) 128/391 [=====================>...........................................] Step: 334ms | Tot: 42s118ms | Loss: 0.637 | Acc: 78.301% (12929/16512) 129/391 [=====================>...........................................] Step: 341ms | Tot: 42s459ms | Loss: 0.637 | Acc: 78.323% (13033/16640) 130/391 [=====================>...........................................] Step: 344ms | Tot: 42s804ms | Loss: 0.637 | Acc: 78.358% (13139/16768) 131/391 [=====================>...........................................] Step: 345ms | Tot: 43s149ms | Loss: 0.637 | Acc: 78.326% (13234/16896) 132/391 [=====================>...........................................] Step: 342ms | Tot: 43s492ms | Loss: 0.636 | Acc: 78.342% (13337/17024) 133/391 [======================>..........................................] Step: 346ms | Tot: 43s838ms | Loss: 0.637 | Acc: 78.306% (13431/17152) 134/391 [======================>..........................................] Step: 341ms | Tot: 44s179ms | Loss: 0.637 | Acc: 78.328% (13535/17280) 135/391 [======================>..........................................] Step: 342ms | Tot: 44s522ms | Loss: 0.638 | Acc: 78.292% (13629/17408) 136/391 [======================>..........................................] Step: 333ms | Tot: 44s855ms | Loss: 0.638 | Acc: 78.313% (13733/17536) 137/391 [======================>..........................................] Step: 325ms | Tot: 45s180ms | Loss: 0.638 | Acc: 78.323% (13835/17664) 138/391 [======================>..........................................] Step: 326ms | Tot: 45s507ms | Loss: 0.639 | Acc: 78.288% (13929/17792) 139/391 [=======================>.........................................] Step: 338ms | Tot: 45s845ms | Loss: 0.639 | Acc: 78.292% (14030/17920) 140/391 [=======================>.........................................] Step: 357ms | Tot: 46s203ms | Loss: 0.638 | Acc: 78.302% (14132/18048) 141/391 [=======================>.........................................] Step: 335ms | Tot: 46s538ms | Loss: 0.637 | Acc: 78.329% (14237/18176) 142/391 [=======================>.........................................] Step: 350ms | Tot: 46s889ms | Loss: 0.638 | Acc: 78.327% (14337/18304) 143/391 [=======================>.........................................] Step: 331ms | Tot: 47s220ms | Loss: 0.638 | Acc: 78.299% (14432/18432) 144/391 [=======================>.........................................] Step: 326ms | Tot: 47s547ms | Loss: 0.639 | Acc: 78.281% (14529/18560) 145/391 [========================>........................................] Step: 334ms | Tot: 47s881ms | Loss: 0.639 | Acc: 78.264% (14626/18688) 146/391 [========================>........................................] Step: 334ms | Tot: 48s216ms | Loss: 0.640 | Acc: 78.231% (14720/18816) 147/391 [========================>........................................] Step: 329ms | Tot: 48s545ms | Loss: 0.640 | Acc: 78.241% (14822/18944) 148/391 [========================>........................................] Step: 332ms | Tot: 48s878ms | Loss: 0.640 | Acc: 78.267% (14927/19072) 149/391 [========================>........................................] Step: 329ms | Tot: 49s207ms | Loss: 0.639 | Acc: 78.255% (15025/19200) 150/391 [========================>........................................] Step: 331ms | Tot: 49s538ms | Loss: 0.639 | Acc: 78.239% (15122/19328) 151/391 [=========================>.......................................] Step: 333ms | Tot: 49s871ms | Loss: 0.639 | Acc: 78.243% (15223/19456) 152/391 [=========================>.......................................] Step: 325ms | Tot: 50s197ms | Loss: 0.640 | Acc: 78.212% (15317/19584) 153/391 [=========================>.......................................] Step: 323ms | Tot: 50s521ms | Loss: 0.640 | Acc: 78.247% (15424/19712) 154/391 [=========================>.......................................] Step: 331ms | Tot: 50s852ms | Loss: 0.639 | Acc: 78.256% (15526/19840) 155/391 [=========================>.......................................] Step: 324ms | Tot: 51s176ms | Loss: 0.639 | Acc: 78.265% (15628/19968) 156/391 [=========================>.......................................] Step: 328ms | Tot: 51s505ms | Loss: 0.638 | Acc: 78.284% (15732/20096) 157/391 [==========================>......................................] Step: 327ms | Tot: 51s833ms | Loss: 0.639 | Acc: 78.244% (15824/20224) 158/391 [==========================>......................................] Step: 329ms | Tot: 52s162ms | Loss: 0.639 | Acc: 78.267% (15929/20352) 159/391 [==========================>......................................] Step: 325ms | Tot: 52s488ms | Loss: 0.639 | Acc: 78.271% (16030/20480) 160/391 [==========================>......................................] Step: 327ms | Tot: 52s815ms | Loss: 0.639 | Acc: 78.271% (16130/20608) 161/391 [==========================>......................................] Step: 334ms | Tot: 53s150ms | Loss: 0.640 | Acc: 78.231% (16222/20736) 162/391 [==========================>......................................] Step: 333ms | Tot: 53s484ms | Loss: 0.640 | Acc: 78.226% (16321/20864) 163/391 [===========================>.....................................] Step: 329ms | Tot: 53s813ms | Loss: 0.640 | Acc: 78.206% (16417/20992) 164/391 [===========================>.....................................] Step: 325ms | Tot: 54s139ms | Loss: 0.641 | Acc: 78.144% (16504/21120) 165/391 [===========================>.....................................] Step: 323ms | Tot: 54s463ms | Loss: 0.640 | Acc: 78.172% (16610/21248) 166/391 [===========================>.....................................] Step: 334ms | Tot: 54s797ms | Loss: 0.640 | Acc: 78.195% (16715/21376) 167/391 [===========================>.....................................] Step: 325ms | Tot: 55s122ms | Loss: 0.640 | Acc: 78.209% (16818/21504) 168/391 [===========================>.....................................] Step: 323ms | Tot: 55s445ms | Loss: 0.640 | Acc: 78.199% (16916/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s767ms | Loss: 0.639 | Acc: 78.203% (17017/21760) 170/391 [============================>....................................] Step: 323ms | Tot: 56s91ms | Loss: 0.639 | Acc: 78.216% (17120/21888) 171/391 [============================>....................................] Step: 323ms | Tot: 56s414ms | Loss: 0.639 | Acc: 78.234% (17224/22016) 172/391 [============================>....................................] Step: 318ms | Tot: 56s732ms | Loss: 0.639 | Acc: 78.229% (17323/22144) 173/391 [============================>....................................] Step: 325ms | Tot: 57s58ms | Loss: 0.640 | Acc: 78.224% (17422/22272) 174/391 [============================>....................................] Step: 324ms | Tot: 57s382ms | Loss: 0.639 | Acc: 78.246% (17527/22400) 175/391 [=============================>...................................] Step: 321ms | Tot: 57s704ms | Loss: 0.639 | Acc: 78.223% (17622/22528) 176/391 [=============================>...................................] Step: 341ms | Tot: 58s46ms | Loss: 0.640 | Acc: 78.200% (17717/22656) 177/391 [=============================>...................................] Step: 334ms | Tot: 58s380ms | Loss: 0.640 | Acc: 78.204% (17818/22784) 178/391 [=============================>...................................] Step: 320ms | Tot: 58s701ms | Loss: 0.640 | Acc: 78.208% (17919/22912) 179/391 [=============================>...................................] Step: 331ms | Tot: 59s33ms | Loss: 0.641 | Acc: 78.220% (18022/23040) 180/391 [=============================>...................................] Step: 324ms | Tot: 59s357ms | Loss: 0.641 | Acc: 78.185% (18114/23168) 181/391 [==============================>..................................] Step: 323ms | Tot: 59s681ms | Loss: 0.640 | Acc: 78.181% (18213/23296) 182/391 [==============================>..................................] Step: 327ms | Tot: 1m9ms | Loss: 0.639 | Acc: 78.206% (18319/23424) 183/391 [==============================>..................................] Step: 322ms | Tot: 1m332ms | Loss: 0.640 | Acc: 78.214% (18421/23552) 184/391 [==============================>..................................] Step: 323ms | Tot: 1m655ms | Loss: 0.641 | Acc: 78.167% (18510/23680) 185/391 [==============================>..................................] Step: 344ms | Tot: 1m1s | Loss: 0.641 | Acc: 78.154% (18607/23808) 186/391 [==============================>..................................] Step: 360ms | Tot: 1m1s | Loss: 0.641 | Acc: 78.125% (18700/23936) 187/391 [===============================>.................................] Step: 340ms | Tot: 1m1s | Loss: 0.641 | Acc: 78.121% (18799/24064) 188/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 0.641 | Acc: 78.150% (18906/24192) 189/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.641 | Acc: 78.125% (19000/24320) 190/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.641 | Acc: 78.145% (19105/24448) 191/391 [===============================>.................................] Step: 338ms | Tot: 1m3s | Loss: 0.640 | Acc: 78.145% (19205/24576) 192/391 [===============================>.................................] Step: 333ms | Tot: 1m3s | Loss: 0.640 | Acc: 78.153% (19307/24704) 193/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.641 | Acc: 78.117% (19398/24832) 194/391 [================================>................................] Step: 332ms | Tot: 1m4s | Loss: 0.641 | Acc: 78.101% (19494/24960) 195/391 [================================>................................] Step: 324ms | Tot: 1m4s | Loss: 0.641 | Acc: 78.097% (19593/25088) 196/391 [================================>................................] Step: 323ms | Tot: 1m4s | Loss: 0.642 | Acc: 78.069% (19686/25216) 197/391 [================================>................................] Step: 334ms | Tot: 1m4s | Loss: 0.642 | Acc: 78.070% (19786/25344) 198/391 [================================>................................] Step: 324ms | Tot: 1m5s | Loss: 0.641 | Acc: 78.070% (19886/25472) 199/391 [=================================>...............................] Step: 320ms | Tot: 1m5s | Loss: 0.641 | Acc: 78.070% (19986/25600) 200/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 0.642 | Acc: 78.059% (20083/25728) 201/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.642 | Acc: 78.059% (20183/25856) 202/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.642 | Acc: 78.056% (20282/25984) 203/391 [=================================>...............................] Step: 335ms | Tot: 1m6s | Loss: 0.643 | Acc: 78.037% (20377/26112) 204/391 [=================================>...............................] Step: 322ms | Tot: 1m7s | Loss: 0.642 | Acc: 78.064% (20484/26240) 205/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.642 | Acc: 78.042% (20578/26368) 206/391 [==================================>..............................] Step: 334ms | Tot: 1m7s | Loss: 0.643 | Acc: 78.031% (20675/26496) 207/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.642 | Acc: 78.065% (20784/26624) 208/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.642 | Acc: 78.073% (20886/26752) 209/391 [==================================>..............................] Step: 333ms | Tot: 1m8s | Loss: 0.642 | Acc: 78.073% (20986/26880) 210/391 [==================================>..............................] Step: 328ms | Tot: 1m9s | Loss: 0.642 | Acc: 78.058% (21082/27008) 211/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.642 | Acc: 78.062% (21183/27136) 212/391 [===================================>.............................] Step: 334ms | Tot: 1m9s | Loss: 0.642 | Acc: 78.074% (21286/27264) 213/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.641 | Acc: 78.107% (21395/27392) 214/391 [===================================>.............................] Step: 331ms | Tot: 1m10s | Loss: 0.640 | Acc: 78.110% (21496/27520) 215/391 [===================================>.............................] Step: 341ms | Tot: 1m10s | Loss: 0.640 | Acc: 78.125% (21600/27648) 216/391 [===================================>.............................] Step: 324ms | Tot: 1m11s | Loss: 0.640 | Acc: 78.103% (21694/27776) 217/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.640 | Acc: 78.114% (21797/27904) 218/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 0.640 | Acc: 78.111% (21896/28032) 219/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.639 | Acc: 78.129% (22001/28160) 220/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.639 | Acc: 78.146% (22106/28288) 221/391 [====================================>............................] Step: 330ms | Tot: 1m12s | Loss: 0.640 | Acc: 78.121% (22199/28416) 222/391 [====================================>............................] Step: 330ms | Tot: 1m13s | Loss: 0.639 | Acc: 78.132% (22302/28544) 223/391 [=====================================>...........................] Step: 328ms | Tot: 1m13s | Loss: 0.640 | Acc: 78.128% (22401/28672) 224/391 [=====================================>...........................] Step: 325ms | Tot: 1m13s | Loss: 0.640 | Acc: 78.128% (22501/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m14s | Loss: 0.640 | Acc: 78.122% (22599/28928) 226/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.639 | Acc: 78.132% (22702/29056) 227/391 [=====================================>...........................] Step: 336ms | Tot: 1m14s | Loss: 0.639 | Acc: 78.142% (22805/29184) 228/391 [=====================================>...........................] Step: 332ms | Tot: 1m15s | Loss: 0.639 | Acc: 78.125% (22900/29312) 229/391 [======================================>..........................] Step: 330ms | Tot: 1m15s | Loss: 0.639 | Acc: 78.122% (22999/29440) 230/391 [======================================>..........................] Step: 339ms | Tot: 1m15s | Loss: 0.639 | Acc: 78.142% (23105/29568) 231/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 0.640 | Acc: 78.132% (23202/29696) 232/391 [======================================>..........................] Step: 335ms | Tot: 1m16s | Loss: 0.639 | Acc: 78.128% (23301/29824) 233/391 [======================================>..........................] Step: 332ms | Tot: 1m16s | Loss: 0.640 | Acc: 78.132% (23402/29952) 234/391 [======================================>..........................] Step: 327ms | Tot: 1m17s | Loss: 0.639 | Acc: 78.132% (23502/30080) 235/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.639 | Acc: 78.138% (23604/30208) 236/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.639 | Acc: 78.158% (23710/30336) 237/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.639 | Acc: 78.141% (23805/30464) 238/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.639 | Acc: 78.141% (23905/30592) 239/391 [=======================================>.........................] Step: 326ms | Tot: 1m18s | Loss: 0.639 | Acc: 78.148% (24007/30720) 240/391 [=======================================>.........................] Step: 324ms | Tot: 1m19s | Loss: 0.639 | Acc: 78.135% (24103/30848) 241/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.639 | Acc: 78.157% (24210/30976) 242/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.638 | Acc: 78.167% (24313/31104) 243/391 [========================================>........................] Step: 324ms | Tot: 1m20s | Loss: 0.638 | Acc: 78.151% (24408/31232) 244/391 [========================================>........................] Step: 321ms | Tot: 1m20s | Loss: 0.638 | Acc: 78.138% (24504/31360) 245/391 [========================================>........................] Step: 319ms | Tot: 1m20s | Loss: 0.638 | Acc: 78.160% (24611/31488) 246/391 [========================================>........................] Step: 326ms | Tot: 1m21s | Loss: 0.637 | Acc: 78.182% (24718/31616) 247/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.638 | Acc: 78.175% (24816/31744) 248/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.638 | Acc: 78.138% (24904/31872) 249/391 [=========================================>.......................] Step: 324ms | Tot: 1m22s | Loss: 0.638 | Acc: 78.141% (25005/32000) 250/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 0.638 | Acc: 78.147% (25107/32128) 251/391 [=========================================>.......................] Step: 319ms | Tot: 1m22s | Loss: 0.638 | Acc: 78.150% (25208/32256) 252/391 [=========================================>.......................] Step: 333ms | Tot: 1m22s | Loss: 0.638 | Acc: 78.137% (25304/32384) 253/391 [==========================================>......................] Step: 333ms | Tot: 1m23s | Loss: 0.638 | Acc: 78.131% (25402/32512) 254/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.639 | Acc: 78.128% (25501/32640) 255/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.639 | Acc: 78.125% (25600/32768) 256/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 0.639 | Acc: 78.089% (25688/32896) 257/391 [==========================================>......................] Step: 326ms | Tot: 1m24s | Loss: 0.639 | Acc: 78.104% (25793/33024) 258/391 [==========================================>......................] Step: 337ms | Tot: 1m24s | Loss: 0.638 | Acc: 78.119% (25898/33152) 259/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.639 | Acc: 78.101% (25992/33280) 260/391 [===========================================>.....................] Step: 318ms | Tot: 1m25s | Loss: 0.638 | Acc: 78.110% (26095/33408) 261/391 [===========================================>.....................] Step: 330ms | Tot: 1m25s | Loss: 0.639 | Acc: 78.110% (26195/33536) 262/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.638 | Acc: 78.134% (26303/33664) 263/391 [===========================================>.....................] Step: 317ms | Tot: 1m26s | Loss: 0.638 | Acc: 78.134% (26403/33792) 264/391 [===========================================>.....................] Step: 328ms | Tot: 1m26s | Loss: 0.638 | Acc: 78.143% (26506/33920) 265/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.638 | Acc: 78.146% (26607/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 0.637 | Acc: 78.154% (26710/34176) 267/391 [============================================>....................] Step: 330ms | Tot: 1m27s | Loss: 0.637 | Acc: 78.186% (26821/34304) 268/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 0.637 | Acc: 78.180% (26919/34432) 269/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.637 | Acc: 78.180% (27019/34560) 270/391 [============================================>....................] Step: 325ms | Tot: 1m28s | Loss: 0.637 | Acc: 78.162% (27113/34688) 271/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 0.638 | Acc: 78.142% (27206/34816) 272/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.637 | Acc: 78.145% (27307/34944) 273/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.637 | Acc: 78.139% (27405/35072) 274/391 [=============================================>...................] Step: 320ms | Tot: 1m30s | Loss: 0.637 | Acc: 78.134% (27503/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.637 | Acc: 78.131% (27602/35328) 276/391 [=============================================>...................] Step: 322ms | Tot: 1m30s | Loss: 0.637 | Acc: 78.139% (27705/35456) 277/391 [==============================================>..................] Step: 343ms | Tot: 1m31s | Loss: 0.637 | Acc: 78.136% (27804/35584) 278/391 [==============================================>..................] Step: 340ms | Tot: 1m31s | Loss: 0.637 | Acc: 78.136% (27904/35712) 279/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.637 | Acc: 78.108% (27994/35840) 280/391 [==============================================>..................] Step: 318ms | Tot: 1m32s | Loss: 0.637 | Acc: 78.122% (28099/35968) 281/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 0.637 | Acc: 78.119% (28198/36096) 282/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 0.637 | Acc: 78.122% (28299/36224) 283/391 [===============================================>.................] Step: 331ms | Tot: 1m33s | Loss: 0.637 | Acc: 78.139% (28405/36352) 284/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.637 | Acc: 78.139% (28505/36480) 285/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 0.637 | Acc: 78.147% (28608/36608) 286/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.637 | Acc: 78.160% (28713/36736) 287/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 0.637 | Acc: 78.171% (28817/36864) 288/391 [===============================================>.................] Step: 321ms | Tot: 1m34s | Loss: 0.636 | Acc: 78.182% (28921/36992) 289/391 [================================================>................] Step: 329ms | Tot: 1m35s | Loss: 0.636 | Acc: 78.184% (29022/37120) 290/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.636 | Acc: 78.181% (29121/37248) 291/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.636 | Acc: 78.192% (29225/37376) 292/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 0.636 | Acc: 78.181% (29321/37504) 293/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 0.636 | Acc: 78.197% (29427/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m36s | Loss: 0.636 | Acc: 78.191% (29525/37760) 295/391 [=================================================>...............] Step: 332ms | Tot: 1m36s | Loss: 0.636 | Acc: 78.194% (29626/37888) 296/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 0.635 | Acc: 78.191% (29725/38016) 297/391 [=================================================>...............] Step: 318ms | Tot: 1m37s | Loss: 0.635 | Acc: 78.183% (29822/38144) 298/391 [=================================================>...............] Step: 335ms | Tot: 1m37s | Loss: 0.635 | Acc: 78.172% (29918/38272) 299/391 [=================================================>...............] Step: 331ms | Tot: 1m38s | Loss: 0.635 | Acc: 78.177% (30020/38400) 300/391 [=================================================>...............] Step: 320ms | Tot: 1m38s | Loss: 0.635 | Acc: 78.182% (30122/38528) 301/391 [==================================================>..............] Step: 332ms | Tot: 1m38s | Loss: 0.635 | Acc: 78.195% (30227/38656) 302/391 [==================================================>..............] Step: 327ms | Tot: 1m39s | Loss: 0.634 | Acc: 78.200% (30329/38784) 303/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 0.634 | Acc: 78.207% (30432/38912) 304/391 [==================================================>..............] Step: 332ms | Tot: 1m39s | Loss: 0.634 | Acc: 78.215% (30535/39040) 305/391 [==================================================>..............] Step: 332ms | Tot: 1m40s | Loss: 0.634 | Acc: 78.209% (30633/39168) 306/391 [==================================================>..............] Step: 319ms | Tot: 1m40s | Loss: 0.633 | Acc: 78.229% (30741/39296) 307/391 [===================================================>.............] Step: 331ms | Tot: 1m40s | Loss: 0.634 | Acc: 78.211% (30834/39424) 308/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 0.634 | Acc: 78.208% (30933/39552) 309/391 [===================================================>.............] Step: 328ms | Tot: 1m41s | Loss: 0.634 | Acc: 78.213% (31035/39680) 310/391 [===================================================>.............] Step: 332ms | Tot: 1m41s | Loss: 0.634 | Acc: 78.218% (31137/39808) 311/391 [===================================================>.............] Step: 339ms | Tot: 1m42s | Loss: 0.633 | Acc: 78.225% (31240/39936) 312/391 [===================================================>.............] Step: 333ms | Tot: 1m42s | Loss: 0.633 | Acc: 78.220% (31338/40064) 313/391 [====================================================>............] Step: 345ms | Tot: 1m42s | Loss: 0.634 | Acc: 78.207% (31433/40192) 314/391 [====================================================>............] Step: 341ms | Tot: 1m43s | Loss: 0.634 | Acc: 78.175% (31520/40320) 315/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.634 | Acc: 78.202% (31631/40448) 316/391 [====================================================>............] Step: 343ms | Tot: 1m43s | Loss: 0.634 | Acc: 78.209% (31734/40576) 317/391 [====================================================>............] Step: 333ms | Tot: 1m44s | Loss: 0.634 | Acc: 78.216% (31837/40704) 318/391 [====================================================>............] Step: 330ms | Tot: 1m44s | Loss: 0.634 | Acc: 78.225% (31941/40832) 319/391 [=====================================================>...........] Step: 336ms | Tot: 1m44s | Loss: 0.635 | Acc: 78.203% (32032/40960) 320/391 [=====================================================>...........] Step: 335ms | Tot: 1m45s | Loss: 0.635 | Acc: 78.203% (32132/41088) 321/391 [=====================================================>...........] Step: 339ms | Tot: 1m45s | Loss: 0.635 | Acc: 78.188% (32226/41216) 322/391 [=====================================================>...........] Step: 347ms | Tot: 1m45s | Loss: 0.635 | Acc: 78.181% (32323/41344) 323/391 [=====================================================>...........] Step: 340ms | Tot: 1m46s | Loss: 0.635 | Acc: 78.183% (32424/41472) 324/391 [=====================================================>...........] Step: 346ms | Tot: 1m46s | Loss: 0.635 | Acc: 78.183% (32524/41600) 325/391 [======================================================>..........] Step: 352ms | Tot: 1m46s | Loss: 0.635 | Acc: 78.180% (32623/41728) 326/391 [======================================================>..........] Step: 338ms | Tot: 1m47s | Loss: 0.636 | Acc: 78.185% (32725/41856) 327/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.636 | Acc: 78.185% (32825/41984) 328/391 [======================================================>..........] Step: 333ms | Tot: 1m47s | Loss: 0.635 | Acc: 78.191% (32928/42112) 329/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.635 | Acc: 78.194% (33029/42240) 330/391 [======================================================>..........] Step: 321ms | Tot: 1m48s | Loss: 0.635 | Acc: 78.193% (33129/42368) 331/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.635 | Acc: 78.198% (33231/42496) 332/391 [=======================================================>.........] Step: 327ms | Tot: 1m49s | Loss: 0.635 | Acc: 78.198% (33331/42624) 333/391 [=======================================================>.........] Step: 321ms | Tot: 1m49s | Loss: 0.635 | Acc: 78.195% (33430/42752) 334/391 [=======================================================>.........] Step: 333ms | Tot: 1m49s | Loss: 0.635 | Acc: 78.202% (33533/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m50s | Loss: 0.635 | Acc: 78.220% (33641/43008) 336/391 [=======================================================>.........] Step: 321ms | Tot: 1m50s | Loss: 0.635 | Acc: 78.227% (33744/43136) 337/391 [========================================================>........] Step: 330ms | Tot: 1m50s | Loss: 0.634 | Acc: 78.229% (33845/43264) 338/391 [========================================================>........] Step: 326ms | Tot: 1m51s | Loss: 0.634 | Acc: 78.222% (33942/43392) 339/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.634 | Acc: 78.222% (34042/43520) 340/391 [========================================================>........] Step: 330ms | Tot: 1m51s | Loss: 0.634 | Acc: 78.219% (34141/43648) 341/391 [========================================================>........] Step: 321ms | Tot: 1m52s | Loss: 0.634 | Acc: 78.228% (34245/43776) 342/391 [========================================================>........] Step: 319ms | Tot: 1m52s | Loss: 0.634 | Acc: 78.230% (34346/43904) 343/391 [=========================================================>.......] Step: 333ms | Tot: 1m52s | Loss: 0.634 | Acc: 78.234% (34448/44032) 344/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 0.634 | Acc: 78.240% (34551/44160) 345/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.634 | Acc: 78.218% (34641/44288) 346/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.634 | Acc: 78.231% (34747/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m54s | Loss: 0.634 | Acc: 78.228% (34846/44544) 348/391 [=========================================================>.......] Step: 321ms | Tot: 1m54s | Loss: 0.634 | Acc: 78.241% (34952/44672) 349/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.634 | Acc: 78.221% (35043/44800) 350/391 [==========================================================>......] Step: 332ms | Tot: 1m55s | Loss: 0.634 | Acc: 78.221% (35143/44928) 351/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.635 | Acc: 78.207% (35237/45056) 352/391 [==========================================================>......] Step: 326ms | Tot: 1m55s | Loss: 0.635 | Acc: 78.205% (35336/45184) 353/391 [==========================================================>......] Step: 324ms | Tot: 1m56s | Loss: 0.634 | Acc: 78.207% (35437/45312) 354/391 [==========================================================>......] Step: 330ms | Tot: 1m56s | Loss: 0.635 | Acc: 78.195% (35532/45440) 355/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.635 | Acc: 78.180% (35625/45568) 356/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.635 | Acc: 78.180% (35725/45696) 357/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.634 | Acc: 78.199% (35834/45824) 358/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.635 | Acc: 78.190% (35930/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m58s | Loss: 0.635 | Acc: 78.168% (36020/46080) 360/391 [===========================================================>.....] Step: 326ms | Tot: 1m58s | Loss: 0.635 | Acc: 78.175% (36123/46208) 361/391 [============================================================>....] Step: 319ms | Tot: 1m58s | Loss: 0.634 | Acc: 78.185% (36228/46336) 362/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.635 | Acc: 78.175% (36323/46464) 363/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.635 | Acc: 78.177% (36424/46592) 364/391 [============================================================>....] Step: 319ms | Tot: 1m59s | Loss: 0.635 | Acc: 78.181% (36526/46720) 365/391 [============================================================>....] Step: 330ms | Tot: 2m38ms | Loss: 0.635 | Acc: 78.195% (36633/46848) 366/391 [============================================================>....] Step: 320ms | Tot: 2m358ms | Loss: 0.635 | Acc: 78.191% (36731/46976) 367/391 [=============================================================>...] Step: 323ms | Tot: 2m682ms | Loss: 0.635 | Acc: 78.193% (36832/47104) 368/391 [=============================================================>...] Step: 342ms | Tot: 2m1s | Loss: 0.634 | Acc: 78.203% (36937/47232) 369/391 [=============================================================>...] Step: 353ms | Tot: 2m1s | Loss: 0.634 | Acc: 78.203% (37037/47360) 370/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.635 | Acc: 78.182% (37127/47488) 371/391 [=============================================================>...] Step: 338ms | Tot: 2m2s | Loss: 0.635 | Acc: 78.190% (37231/47616) 372/391 [=============================================================>...] Step: 325ms | Tot: 2m2s | Loss: 0.634 | Acc: 78.211% (37341/47744) 373/391 [==============================================================>..] Step: 324ms | Tot: 2m2s | Loss: 0.634 | Acc: 78.215% (37443/47872) 374/391 [==============================================================>..] Step: 333ms | Tot: 2m3s | Loss: 0.634 | Acc: 78.217% (37544/48000) 375/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 0.635 | Acc: 78.208% (37640/48128) 376/391 [==============================================================>..] Step: 324ms | Tot: 2m3s | Loss: 0.634 | Acc: 78.222% (37747/48256) 377/391 [==============================================================>..] Step: 326ms | Tot: 2m4s | Loss: 0.634 | Acc: 78.224% (37848/48384) 378/391 [==============================================================>..] Step: 317ms | Tot: 2m4s | Loss: 0.634 | Acc: 78.236% (37954/48512) 379/391 [===============================================================>.] Step: 314ms | Tot: 2m4s | Loss: 0.634 | Acc: 78.228% (38050/48640) 380/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.634 | Acc: 78.244% (38158/48768) 381/391 [===============================================================>.] Step: 316ms | Tot: 2m5s | Loss: 0.634 | Acc: 78.242% (38257/48896) 382/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.634 | Acc: 78.231% (38352/49024) 383/391 [===============================================================>.] Step: 328ms | Tot: 2m5s | Loss: 0.634 | Acc: 78.233% (38453/49152) 384/391 [===============================================================>.] Step: 316ms | Tot: 2m6s | Loss: 0.634 | Acc: 78.220% (38547/49280) 385/391 [================================================================>] Step: 315ms | Tot: 2m6s | Loss: 0.634 | Acc: 78.210% (38642/49408) 386/391 [================================================================>] Step: 324ms | Tot: 2m6s | Loss: 0.634 | Acc: 78.224% (38749/49536) 387/391 [================================================================>] Step: 316ms | Tot: 2m7s | Loss: 0.633 | Acc: 78.236% (38855/49664) 388/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.633 | Acc: 78.252% (38963/49792) 389/391 [================================================================>] Step: 319ms | Tot: 2m7s | Loss: 0.633 | Acc: 78.253% (39064/49920) 390/391 [================================================================>] Step: 302ms | Tot: 2m8s | Loss: 0.633 | Acc: 78.242% (39121/50000) 391/391 + [>................................................................] Step: 874ms | Tot: 3ms | Loss: 0.817 | Acc: 74.000% (74/100) 1/100 [>................................................................] Step: 258ms | Tot: 262ms | Loss: 0.803 | Acc: 70.500% (141/200) 2/100 [=>...............................................................] Step: 257ms | Tot: 519ms | Loss: 0.826 | Acc: 71.667% (215/300) 3/100 [=>...............................................................] Step: 255ms | Tot: 774ms | Loss: 0.849 | Acc: 72.000% (288/400) 4/100 [==>..............................................................] Step: 254ms | Tot: 1s29ms | Loss: 0.873 | Acc: 72.000% (360/500) 5/100 [===>.............................................................] Step: 266ms | Tot: 1s295ms | Loss: 0.824 | Acc: 72.500% (435/600) 6/100 [===>.............................................................] Step: 257ms | Tot: 1s552ms | Loss: 0.828 | Acc: 72.571% (508/700) 7/100 [====>............................................................] Step: 266ms | Tot: 1s819ms | Loss: 0.840 | Acc: 72.000% (576/800) 8/100 [=====>...........................................................] Step: 256ms | Tot: 2s76ms | Loss: 0.877 | Acc: 71.222% (641/900) 9/100 [=====>...........................................................] Step: 255ms | Tot: 2s332ms | Loss: 0.854 | Acc: 71.800% (718/1000) 10/100 [======>..........................................................] Step: 258ms | Tot: 2s590ms | Loss: 0.844 | Acc: 72.000% (792/1100) 11/100 [=======>.........................................................] Step: 263ms | Tot: 2s853ms | Loss: 0.839 | Acc: 72.250% (867/1200) 12/100 [=======>.........................................................] Step: 269ms | Tot: 3s123ms | Loss: 0.818 | Acc: 72.462% (942/1300) 13/100 [========>........................................................] Step: 259ms | Tot: 3s382ms | Loss: 0.811 | Acc: 72.714% (1018/1400) 14/100 [=========>.......................................................] Step: 255ms | Tot: 3s637ms | Loss: 0.807 | Acc: 72.667% (1090/1500) 15/100 [=========>.......................................................] Step: 261ms | Tot: 3s898ms | Loss: 0.808 | Acc: 72.875% (1166/1600) 16/100 [==========>......................................................] Step: 254ms | Tot: 4s153ms | Loss: 0.807 | Acc: 72.706% (1236/1700) 17/100 [===========>.....................................................] Step: 259ms | Tot: 4s413ms | Loss: 0.801 | Acc: 72.611% (1307/1800) 18/100 [===========>.....................................................] Step: 256ms | Tot: 4s670ms | Loss: 0.803 | Acc: 72.737% (1382/1900) 19/100 [============>....................................................] Step: 271ms | Tot: 4s941ms | Loss: 0.813 | Acc: 72.700% (1454/2000) 20/100 [=============>...................................................] Step: 255ms | Tot: 5s196ms | Loss: 0.815 | Acc: 72.810% (1529/2100) 21/100 [=============>...................................................] Step: 257ms | Tot: 5s453ms | Loss: 0.821 | Acc: 72.818% (1602/2200) 22/100 [==============>..................................................] Step: 255ms | Tot: 5s709ms | Loss: 0.822 | Acc: 72.913% (1677/2300) 23/100 [==============>..................................................] Step: 260ms | Tot: 5s969ms | Loss: 0.816 | Acc: 73.125% (1755/2400) 24/100 [===============>.................................................] Step: 257ms | Tot: 6s226ms | Loss: 0.814 | Acc: 73.240% (1831/2500) 25/100 [================>................................................] Step: 259ms | Tot: 6s485ms | Loss: 0.827 | Acc: 72.962% (1897/2600) 26/100 [================>................................................] Step: 256ms | Tot: 6s742ms | Loss: 0.823 | Acc: 73.111% (1974/2700) 27/100 [=================>...............................................] Step: 258ms | Tot: 7s1ms | Loss: 0.820 | Acc: 73.214% (2050/2800) 28/100 [==================>..............................................] Step: 257ms | Tot: 7s258ms | Loss: 0.821 | Acc: 73.276% (2125/2900) 29/100 [==================>..............................................] Step: 255ms | Tot: 7s514ms | Loss: 0.817 | Acc: 73.367% (2201/3000) 30/100 [===================>.............................................] Step: 261ms | Tot: 7s775ms | Loss: 0.817 | Acc: 73.258% (2271/3100) 31/100 [====================>............................................] Step: 262ms | Tot: 8s38ms | Loss: 0.818 | Acc: 73.188% (2342/3200) 32/100 [====================>............................................] Step: 262ms | Tot: 8s301ms | Loss: 0.821 | Acc: 73.182% (2415/3300) 33/100 [=====================>...........................................] Step: 258ms | Tot: 8s560ms | Loss: 0.823 | Acc: 73.029% (2483/3400) 34/100 [======================>..........................................] Step: 262ms | Tot: 8s822ms | Loss: 0.822 | Acc: 72.857% (2550/3500) 35/100 [======================>..........................................] Step: 254ms | Tot: 9s76ms | Loss: 0.823 | Acc: 73.056% (2630/3600) 36/100 [=======================>.........................................] Step: 257ms | Tot: 9s333ms | Loss: 0.827 | Acc: 72.865% (2696/3700) 37/100 [========================>........................................] Step: 254ms | Tot: 9s588ms | Loss: 0.830 | Acc: 72.711% (2763/3800) 38/100 [========================>........................................] Step: 264ms | Tot: 9s852ms | Loss: 0.826 | Acc: 72.897% (2843/3900) 39/100 [=========================>.......................................] Step: 256ms | Tot: 10s109ms | Loss: 0.822 | Acc: 72.975% (2919/4000) 40/100 [==========================>......................................] Step: 260ms | Tot: 10s369ms | Loss: 0.817 | Acc: 73.293% (3005/4100) 41/100 [==========================>......................................] Step: 262ms | Tot: 10s632ms | Loss: 0.819 | Acc: 73.214% (3075/4200) 42/100 [===========================>.....................................] Step: 264ms | Tot: 10s896ms | Loss: 0.814 | Acc: 73.395% (3156/4300) 43/100 [===========================>.....................................] Step: 265ms | Tot: 11s162ms | Loss: 0.812 | Acc: 73.477% (3233/4400) 44/100 [============================>....................................] Step: 262ms | Tot: 11s424ms | Loss: 0.813 | Acc: 73.511% (3308/4500) 45/100 [=============================>...................................] Step: 261ms | Tot: 11s686ms | Loss: 0.816 | Acc: 73.457% (3379/4600) 46/100 [=============================>...................................] Step: 268ms | Tot: 11s955ms | Loss: 0.816 | Acc: 73.426% (3451/4700) 47/100 [==============================>..................................] Step: 259ms | Tot: 12s214ms | Loss: 0.815 | Acc: 73.500% (3528/4800) 48/100 [===============================>.................................] Step: 261ms | Tot: 12s476ms | Loss: 0.814 | Acc: 73.490% (3601/4900) 49/100 [===============================>.................................] Step: 258ms | Tot: 12s734ms | Loss: 0.817 | Acc: 73.280% (3664/5000) 50/100 [================================>................................] Step: 261ms | Tot: 12s996ms | Loss: 0.816 | Acc: 73.333% (3740/5100) 51/100 [=================================>...............................] Step: 257ms | Tot: 13s254ms | Loss: 0.818 | Acc: 73.173% (3805/5200) 52/100 [=================================>...............................] Step: 255ms | Tot: 13s509ms | Loss: 0.817 | Acc: 73.132% (3876/5300) 53/100 [==================================>..............................] Step: 257ms | Tot: 13s767ms | Loss: 0.818 | Acc: 73.111% (3948/5400) 54/100 [===================================>.............................] Step: 259ms | Tot: 14s26ms | Loss: 0.816 | Acc: 73.091% (4020/5500) 55/100 [===================================>.............................] Step: 258ms | Tot: 14s285ms | Loss: 0.818 | Acc: 73.054% (4091/5600) 56/100 [====================================>............................] Step: 260ms | Tot: 14s546ms | Loss: 0.820 | Acc: 73.053% (4164/5700) 57/100 [=====================================>...........................] Step: 267ms | Tot: 14s813ms | Loss: 0.818 | Acc: 73.086% (4239/5800) 58/100 [=====================================>...........................] Step: 254ms | Tot: 15s68ms | Loss: 0.820 | Acc: 73.068% (4311/5900) 59/100 [======================================>..........................] Step: 259ms | Tot: 15s327ms | Loss: 0.817 | Acc: 73.200% (4392/6000) 60/100 [=======================================>.........................] Step: 257ms | Tot: 15s584ms | Loss: 0.820 | Acc: 73.131% (4461/6100) 61/100 [=======================================>.........................] Step: 265ms | Tot: 15s849ms | Loss: 0.822 | Acc: 73.016% (4527/6200) 62/100 [========================================>........................] Step: 263ms | Tot: 16s113ms | Loss: 0.823 | Acc: 73.000% (4599/6300) 63/100 [========================================>........................] Step: 267ms | Tot: 16s380ms | Loss: 0.819 | Acc: 73.047% (4675/6400) 64/100 [=========================================>.......................] Step: 255ms | Tot: 16s636ms | Loss: 0.823 | Acc: 73.000% (4745/6500) 65/100 [==========================================>......................] Step: 263ms | Tot: 16s899ms | Loss: 0.823 | Acc: 72.924% (4813/6600) 66/100 [==========================================>......................] Step: 258ms | Tot: 17s158ms | Loss: 0.822 | Acc: 72.970% (4889/6700) 67/100 [===========================================>.....................] Step: 258ms | Tot: 17s416ms | Loss: 0.828 | Acc: 72.838% (4953/6800) 68/100 [============================================>....................] Step: 254ms | Tot: 17s670ms | Loss: 0.828 | Acc: 72.870% (5028/6900) 69/100 [============================================>....................] Step: 264ms | Tot: 17s935ms | Loss: 0.832 | Acc: 72.786% (5095/7000) 70/100 [=============================================>...................] Step: 254ms | Tot: 18s190ms | Loss: 0.831 | Acc: 72.831% (5171/7100) 71/100 [==============================================>..................] Step: 256ms | Tot: 18s446ms | Loss: 0.830 | Acc: 72.861% (5246/7200) 72/100 [==============================================>..................] Step: 254ms | Tot: 18s701ms | Loss: 0.829 | Acc: 72.836% (5317/7300) 73/100 [===============================================>.................] Step: 262ms | Tot: 18s963ms | Loss: 0.827 | Acc: 72.892% (5394/7400) 74/100 [================================================>................] Step: 256ms | Tot: 19s220ms | Loss: 0.829 | Acc: 72.893% (5467/7500) 75/100 [================================================>................] Step: 257ms | Tot: 19s477ms | Loss: 0.829 | Acc: 72.882% (5539/7600) 76/100 [=================================================>...............] Step: 257ms | Tot: 19s735ms | Loss: 0.831 | Acc: 72.831% (5608/7700) 77/100 [==================================================>..............] Step: 260ms | Tot: 19s995ms | Loss: 0.833 | Acc: 72.808% (5679/7800) 78/100 [==================================================>..............] Step: 257ms | Tot: 20s253ms | Loss: 0.834 | Acc: 72.873% (5757/7900) 79/100 [===================================================>.............] Step: 254ms | Tot: 20s508ms | Loss: 0.834 | Acc: 72.850% (5828/8000) 80/100 [====================================================>............] Step: 260ms | Tot: 20s768ms | Loss: 0.833 | Acc: 72.889% (5904/8100) 81/100 [====================================================>............] Step: 260ms | Tot: 21s29ms | Loss: 0.833 | Acc: 72.866% (5975/8200) 82/100 [=====================================================>...........] Step: 257ms | Tot: 21s286ms | Loss: 0.836 | Acc: 72.807% (6043/8300) 83/100 [=====================================================>...........] Step: 254ms | Tot: 21s541ms | Loss: 0.835 | Acc: 72.810% (6116/8400) 84/100 [======================================================>..........] Step: 269ms | Tot: 21s811ms | Loss: 0.837 | Acc: 72.729% (6182/8500) 85/100 [=======================================================>.........] Step: 285ms | Tot: 22s96ms | Loss: 0.836 | Acc: 72.756% (6257/8600) 86/100 [=======================================================>.........] Step: 285ms | Tot: 22s382ms | Loss: 0.837 | Acc: 72.724% (6327/8700) 87/100 [========================================================>........] Step: 259ms | Tot: 22s642ms | Loss: 0.837 | Acc: 72.693% (6397/8800) 88/100 [=========================================================>.......] Step: 264ms | Tot: 22s906ms | Loss: 0.838 | Acc: 72.629% (6464/8900) 89/100 [=========================================================>.......] Step: 260ms | Tot: 23s167ms | Loss: 0.837 | Acc: 72.678% (6541/9000) 90/100 [==========================================================>......] Step: 267ms | Tot: 23s434ms | Loss: 0.837 | Acc: 72.681% (6614/9100) 91/100 [===========================================================>.....] Step: 266ms | Tot: 23s701ms | Loss: 0.834 | Acc: 72.772% (6695/9200) 92/100 [===========================================================>.....] Step: 269ms | Tot: 23s970ms | Loss: 0.836 | Acc: 72.720% (6763/9300) 93/100 [============================================================>....] Step: 273ms | Tot: 24s244ms | Loss: 0.837 | Acc: 72.702% (6834/9400) 94/100 [=============================================================>...] Step: 265ms | Tot: 24s509ms | Loss: 0.838 | Acc: 72.684% (6905/9500) 95/100 [=============================================================>...] Step: 270ms | Tot: 24s779ms | Loss: 0.836 | Acc: 72.719% (6981/9600) 96/100 [==============================================================>..] Step: 265ms | Tot: 25s45ms | Loss: 0.835 | Acc: 72.742% (7056/9700) 97/100 [===============================================================>.] Step: 266ms | Tot: 25s311ms | Loss: 0.836 | Acc: 72.694% (7124/9800) 98/100 [===============================================================>.] Step: 264ms | Tot: 25s576ms | Loss: 0.835 | Acc: 72.717% (7199/9900) 99/100 [================================================================>] Step: 274ms | Tot: 25s850ms | Loss: 0.836 | Acc: 72.730% (7273/10000) 100/100 +Saving.. + +Epoch: 8 + [>................................................................] Step: 1s249ms | Tot: 2ms | Loss: 0.662 | Acc: 75.000% (96/128) 1/391 [>................................................................] Step: 341ms | Tot: 343ms | Loss: 0.670 | Acc: 76.562% (196/256) 2/391 [>................................................................] Step: 346ms | Tot: 690ms | Loss: 0.659 | Acc: 75.781% (291/384) 3/391 [>................................................................] Step: 327ms | Tot: 1s17ms | Loss: 0.645 | Acc: 76.562% (392/512) 4/391 [>................................................................] Step: 326ms | Tot: 1s344ms | Loss: 0.626 | Acc: 77.031% (493/640) 5/391 [>................................................................] Step: 322ms | Tot: 1s667ms | Loss: 0.607 | Acc: 78.125% (600/768) 6/391 [>................................................................] Step: 322ms | Tot: 1s989ms | Loss: 0.603 | Acc: 78.125% (700/896) 7/391 [=>...............................................................] Step: 328ms | Tot: 2s318ms | Loss: 0.607 | Acc: 78.613% (805/1024) 8/391 [=>...............................................................] Step: 322ms | Tot: 2s640ms | Loss: 0.602 | Acc: 79.167% (912/1152) 9/391 [=>...............................................................] Step: 326ms | Tot: 2s966ms | Loss: 0.600 | Acc: 78.906% (1010/1280) 10/391 [=>...............................................................] Step: 326ms | Tot: 3s293ms | Loss: 0.605 | Acc: 79.048% (1113/1408) 11/391 [=>...............................................................] Step: 318ms | Tot: 3s611ms | Loss: 0.598 | Acc: 78.971% (1213/1536) 12/391 [=>...............................................................] Step: 339ms | Tot: 3s950ms | Loss: 0.593 | Acc: 79.327% (1320/1664) 13/391 [==>..............................................................] Step: 324ms | Tot: 4s274ms | Loss: 0.594 | Acc: 79.353% (1422/1792) 14/391 [==>..............................................................] Step: 324ms | Tot: 4s599ms | Loss: 0.599 | Acc: 79.271% (1522/1920) 15/391 [==>..............................................................] Step: 329ms | Tot: 4s928ms | Loss: 0.597 | Acc: 79.199% (1622/2048) 16/391 [==>..............................................................] Step: 323ms | Tot: 5s252ms | Loss: 0.593 | Acc: 79.366% (1727/2176) 17/391 [==>..............................................................] Step: 318ms | Tot: 5s571ms | Loss: 0.595 | Acc: 79.123% (1823/2304) 18/391 [==>..............................................................] Step: 327ms | Tot: 5s898ms | Loss: 0.594 | Acc: 79.194% (1926/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s223ms | Loss: 0.589 | Acc: 79.180% (2027/2560) 20/391 [===>.............................................................] Step: 330ms | Tot: 6s553ms | Loss: 0.588 | Acc: 79.092% (2126/2688) 21/391 [===>.............................................................] Step: 329ms | Tot: 6s883ms | Loss: 0.591 | Acc: 79.048% (2226/2816) 22/391 [===>.............................................................] Step: 328ms | Tot: 7s211ms | Loss: 0.592 | Acc: 79.110% (2329/2944) 23/391 [===>.............................................................] Step: 322ms | Tot: 7s534ms | Loss: 0.594 | Acc: 78.971% (2426/3072) 24/391 [===>.............................................................] Step: 330ms | Tot: 7s864ms | Loss: 0.589 | Acc: 79.125% (2532/3200) 25/391 [====>............................................................] Step: 322ms | Tot: 8s186ms | Loss: 0.592 | Acc: 78.966% (2628/3328) 26/391 [====>............................................................] Step: 321ms | Tot: 8s508ms | Loss: 0.588 | Acc: 79.051% (2732/3456) 27/391 [====>............................................................] Step: 329ms | Tot: 8s837ms | Loss: 0.592 | Acc: 79.046% (2833/3584) 28/391 [====>............................................................] Step: 322ms | Tot: 9s160ms | Loss: 0.593 | Acc: 78.933% (2930/3712) 29/391 [====>............................................................] Step: 333ms | Tot: 9s493ms | Loss: 0.593 | Acc: 78.906% (3030/3840) 30/391 [====>............................................................] Step: 332ms | Tot: 9s826ms | Loss: 0.593 | Acc: 78.982% (3134/3968) 31/391 [=====>...........................................................] Step: 323ms | Tot: 10s149ms | Loss: 0.599 | Acc: 78.882% (3231/4096) 32/391 [=====>...........................................................] Step: 319ms | Tot: 10s469ms | Loss: 0.602 | Acc: 78.741% (3326/4224) 33/391 [=====>...........................................................] Step: 329ms | Tot: 10s799ms | Loss: 0.605 | Acc: 78.699% (3425/4352) 34/391 [=====>...........................................................] Step: 330ms | Tot: 11s129ms | Loss: 0.607 | Acc: 78.616% (3522/4480) 35/391 [=====>...........................................................] Step: 332ms | Tot: 11s462ms | Loss: 0.607 | Acc: 78.689% (3626/4608) 36/391 [=====>...........................................................] Step: 332ms | Tot: 11s794ms | Loss: 0.604 | Acc: 78.843% (3734/4736) 37/391 [======>..........................................................] Step: 319ms | Tot: 12s114ms | Loss: 0.602 | Acc: 78.906% (3838/4864) 38/391 [======>..........................................................] Step: 325ms | Tot: 12s440ms | Loss: 0.603 | Acc: 78.866% (3937/4992) 39/391 [======>..........................................................] Step: 332ms | Tot: 12s772ms | Loss: 0.606 | Acc: 78.730% (4031/5120) 40/391 [======>..........................................................] Step: 326ms | Tot: 13s99ms | Loss: 0.605 | Acc: 78.754% (4133/5248) 41/391 [======>..........................................................] Step: 323ms | Tot: 13s423ms | Loss: 0.606 | Acc: 78.702% (4231/5376) 42/391 [======>..........................................................] Step: 332ms | Tot: 13s756ms | Loss: 0.604 | Acc: 78.761% (4335/5504) 43/391 [=======>.........................................................] Step: 324ms | Tot: 14s80ms | Loss: 0.605 | Acc: 78.711% (4433/5632) 44/391 [=======>.........................................................] Step: 327ms | Tot: 14s408ms | Loss: 0.604 | Acc: 78.715% (4534/5760) 45/391 [=======>.........................................................] Step: 330ms | Tot: 14s739ms | Loss: 0.603 | Acc: 78.753% (4637/5888) 46/391 [=======>.........................................................] Step: 325ms | Tot: 15s64ms | Loss: 0.601 | Acc: 78.790% (4740/6016) 47/391 [=======>.........................................................] Step: 330ms | Tot: 15s394ms | Loss: 0.600 | Acc: 78.792% (4841/6144) 48/391 [=======>.........................................................] Step: 332ms | Tot: 15s726ms | Loss: 0.600 | Acc: 78.795% (4942/6272) 49/391 [========>........................................................] Step: 330ms | Tot: 16s57ms | Loss: 0.600 | Acc: 78.875% (5048/6400) 50/391 [========>........................................................] Step: 330ms | Tot: 16s388ms | Loss: 0.600 | Acc: 78.814% (5145/6528) 51/391 [========>........................................................] Step: 329ms | Tot: 16s717ms | Loss: 0.597 | Acc: 78.951% (5255/6656) 52/391 [========>........................................................] Step: 324ms | Tot: 17s42ms | Loss: 0.598 | Acc: 78.847% (5349/6784) 53/391 [========>........................................................] Step: 326ms | Tot: 17s368ms | Loss: 0.600 | Acc: 78.762% (5444/6912) 54/391 [========>........................................................] Step: 326ms | Tot: 17s695ms | Loss: 0.599 | Acc: 78.793% (5547/7040) 55/391 [=========>.......................................................] Step: 322ms | Tot: 18s17ms | Loss: 0.600 | Acc: 78.795% (5648/7168) 56/391 [=========>.......................................................] Step: 333ms | Tot: 18s350ms | Loss: 0.598 | Acc: 78.851% (5753/7296) 57/391 [=========>.......................................................] Step: 329ms | Tot: 18s680ms | Loss: 0.597 | Acc: 78.933% (5860/7424) 58/391 [=========>.......................................................] Step: 324ms | Tot: 19s5ms | Loss: 0.599 | Acc: 78.840% (5954/7552) 59/391 [=========>.......................................................] Step: 329ms | Tot: 19s334ms | Loss: 0.599 | Acc: 78.893% (6059/7680) 60/391 [=========>.......................................................] Step: 324ms | Tot: 19s658ms | Loss: 0.599 | Acc: 78.919% (6162/7808) 61/391 [==========>......................................................] Step: 335ms | Tot: 19s994ms | Loss: 0.600 | Acc: 78.894% (6261/7936) 62/391 [==========>......................................................] Step: 332ms | Tot: 20s326ms | Loss: 0.599 | Acc: 78.919% (6364/8064) 63/391 [==========>......................................................] Step: 334ms | Tot: 20s660ms | Loss: 0.601 | Acc: 78.857% (6460/8192) 64/391 [==========>......................................................] Step: 333ms | Tot: 20s994ms | Loss: 0.602 | Acc: 78.774% (6554/8320) 65/391 [==========>......................................................] Step: 340ms | Tot: 21s334ms | Loss: 0.603 | Acc: 78.752% (6653/8448) 66/391 [==========>......................................................] Step: 334ms | Tot: 21s668ms | Loss: 0.603 | Acc: 78.755% (6754/8576) 67/391 [===========>.....................................................] Step: 336ms | Tot: 22s5ms | Loss: 0.607 | Acc: 78.573% (6839/8704) 68/391 [===========>.....................................................] Step: 337ms | Tot: 22s343ms | Loss: 0.607 | Acc: 78.567% (6939/8832) 69/391 [===========>.....................................................] Step: 336ms | Tot: 22s680ms | Loss: 0.606 | Acc: 78.605% (7043/8960) 70/391 [===========>.....................................................] Step: 332ms | Tot: 23s12ms | Loss: 0.605 | Acc: 78.664% (7149/9088) 71/391 [===========>.....................................................] Step: 333ms | Tot: 23s346ms | Loss: 0.605 | Acc: 78.592% (7243/9216) 72/391 [===========>.....................................................] Step: 334ms | Tot: 23s681ms | Loss: 0.606 | Acc: 78.564% (7341/9344) 73/391 [============>....................................................] Step: 333ms | Tot: 24s14ms | Loss: 0.607 | Acc: 78.558% (7441/9472) 74/391 [============>....................................................] Step: 339ms | Tot: 24s354ms | Loss: 0.609 | Acc: 78.500% (7536/9600) 75/391 [============>....................................................] Step: 335ms | Tot: 24s689ms | Loss: 0.609 | Acc: 78.526% (7639/9728) 76/391 [============>....................................................] Step: 360ms | Tot: 25s49ms | Loss: 0.610 | Acc: 78.490% (7736/9856) 77/391 [============>....................................................] Step: 353ms | Tot: 25s403ms | Loss: 0.611 | Acc: 78.425% (7830/9984) 78/391 [============>....................................................] Step: 334ms | Tot: 25s738ms | Loss: 0.610 | Acc: 78.481% (7936/10112) 79/391 [=============>...................................................] Step: 334ms | Tot: 26s72ms | Loss: 0.610 | Acc: 78.486% (8037/10240) 80/391 [=============>...................................................] Step: 336ms | Tot: 26s409ms | Loss: 0.609 | Acc: 78.520% (8141/10368) 81/391 [=============>...................................................] Step: 341ms | Tot: 26s751ms | Loss: 0.610 | Acc: 78.525% (8242/10496) 82/391 [=============>...................................................] Step: 331ms | Tot: 27s82ms | Loss: 0.613 | Acc: 78.483% (8338/10624) 83/391 [=============>...................................................] Step: 338ms | Tot: 27s421ms | Loss: 0.613 | Acc: 78.497% (8440/10752) 84/391 [=============>...................................................] Step: 341ms | Tot: 27s762ms | Loss: 0.612 | Acc: 78.529% (8544/10880) 85/391 [==============>..................................................] Step: 335ms | Tot: 28s98ms | Loss: 0.611 | Acc: 78.588% (8651/11008) 86/391 [==============>..................................................] Step: 335ms | Tot: 28s433ms | Loss: 0.611 | Acc: 78.628% (8756/11136) 87/391 [==============>..................................................] Step: 336ms | Tot: 28s770ms | Loss: 0.611 | Acc: 78.667% (8861/11264) 88/391 [==============>..................................................] Step: 329ms | Tot: 29s100ms | Loss: 0.610 | Acc: 78.696% (8965/11392) 89/391 [==============>..................................................] Step: 332ms | Tot: 29s433ms | Loss: 0.610 | Acc: 78.672% (9063/11520) 90/391 [==============>..................................................] Step: 338ms | Tot: 29s771ms | Loss: 0.610 | Acc: 78.709% (9168/11648) 91/391 [===============>.................................................] Step: 331ms | Tot: 30s102ms | Loss: 0.608 | Acc: 78.804% (9280/11776) 92/391 [===============>.................................................] Step: 336ms | Tot: 30s438ms | Loss: 0.607 | Acc: 78.822% (9383/11904) 93/391 [===============>.................................................] Step: 339ms | Tot: 30s778ms | Loss: 0.608 | Acc: 78.790% (9480/12032) 94/391 [===============>.................................................] Step: 336ms | Tot: 31s115ms | Loss: 0.609 | Acc: 78.791% (9581/12160) 95/391 [===============>.................................................] Step: 332ms | Tot: 31s447ms | Loss: 0.610 | Acc: 78.776% (9680/12288) 96/391 [===============>.................................................] Step: 339ms | Tot: 31s787ms | Loss: 0.610 | Acc: 78.793% (9783/12416) 97/391 [================>................................................] Step: 331ms | Tot: 32s118ms | Loss: 0.610 | Acc: 78.771% (9881/12544) 98/391 [================>................................................] Step: 332ms | Tot: 32s451ms | Loss: 0.611 | Acc: 78.733% (9977/12672) 99/391 [================>................................................] Step: 342ms | Tot: 32s793ms | Loss: 0.612 | Acc: 78.672% (10070/12800) 100/391 [================>................................................] Step: 334ms | Tot: 33s127ms | Loss: 0.610 | Acc: 78.728% (10178/12928) 101/391 [================>................................................] Step: 338ms | Tot: 33s465ms | Loss: 0.612 | Acc: 78.722% (10278/13056) 102/391 [================>................................................] Step: 340ms | Tot: 33s806ms | Loss: 0.611 | Acc: 78.671% (10372/13184) 103/391 [=================>...............................................] Step: 331ms | Tot: 34s137ms | Loss: 0.611 | Acc: 78.703% (10477/13312) 104/391 [=================>...............................................] Step: 332ms | Tot: 34s470ms | Loss: 0.611 | Acc: 78.690% (10576/13440) 105/391 [=================>...............................................] Step: 344ms | Tot: 34s814ms | Loss: 0.610 | Acc: 78.737% (10683/13568) 106/391 [=================>...............................................] Step: 324ms | Tot: 35s138ms | Loss: 0.609 | Acc: 78.768% (10788/13696) 107/391 [=================>...............................................] Step: 323ms | Tot: 35s462ms | Loss: 0.611 | Acc: 78.696% (10879/13824) 108/391 [=================>...............................................] Step: 328ms | Tot: 35s791ms | Loss: 0.611 | Acc: 78.706% (10981/13952) 109/391 [==================>..............................................] Step: 322ms | Tot: 36s113ms | Loss: 0.610 | Acc: 78.714% (11083/14080) 110/391 [==================>..............................................] Step: 326ms | Tot: 36s440ms | Loss: 0.610 | Acc: 78.744% (11188/14208) 111/391 [==================>..............................................] Step: 329ms | Tot: 36s769ms | Loss: 0.610 | Acc: 78.760% (11291/14336) 112/391 [==================>..............................................] Step: 321ms | Tot: 37s91ms | Loss: 0.610 | Acc: 78.747% (11390/14464) 113/391 [==================>..............................................] Step: 325ms | Tot: 37s417ms | Loss: 0.610 | Acc: 78.803% (11499/14592) 114/391 [==================>..............................................] Step: 334ms | Tot: 37s752ms | Loss: 0.611 | Acc: 78.750% (11592/14720) 115/391 [===================>.............................................] Step: 323ms | Tot: 38s75ms | Loss: 0.612 | Acc: 78.731% (11690/14848) 116/391 [===================>.............................................] Step: 319ms | Tot: 38s394ms | Loss: 0.612 | Acc: 78.719% (11789/14976) 117/391 [===================>.............................................] Step: 320ms | Tot: 38s715ms | Loss: 0.612 | Acc: 78.721% (11890/15104) 118/391 [===================>.............................................] Step: 320ms | Tot: 39s35ms | Loss: 0.612 | Acc: 78.703% (11988/15232) 119/391 [===================>.............................................] Step: 327ms | Tot: 39s362ms | Loss: 0.612 | Acc: 78.704% (12089/15360) 120/391 [===================>.............................................] Step: 323ms | Tot: 39s685ms | Loss: 0.613 | Acc: 78.693% (12188/15488) 121/391 [====================>............................................] Step: 322ms | Tot: 40s8ms | Loss: 0.613 | Acc: 78.708% (12291/15616) 122/391 [====================>............................................] Step: 325ms | Tot: 40s334ms | Loss: 0.613 | Acc: 78.703% (12391/15744) 123/391 [====================>............................................] Step: 324ms | Tot: 40s658ms | Loss: 0.614 | Acc: 78.686% (12489/15872) 124/391 [====================>............................................] Step: 331ms | Tot: 40s989ms | Loss: 0.614 | Acc: 78.688% (12590/16000) 125/391 [====================>............................................] Step: 333ms | Tot: 41s323ms | Loss: 0.615 | Acc: 78.664% (12687/16128) 126/391 [====================>............................................] Step: 343ms | Tot: 41s666ms | Loss: 0.614 | Acc: 78.666% (12788/16256) 127/391 [=====================>...........................................] Step: 329ms | Tot: 41s996ms | Loss: 0.615 | Acc: 78.632% (12883/16384) 128/391 [=====================>...........................................] Step: 328ms | Tot: 42s324ms | Loss: 0.615 | Acc: 78.622% (12982/16512) 129/391 [=====================>...........................................] Step: 326ms | Tot: 42s650ms | Loss: 0.613 | Acc: 78.660% (13089/16640) 130/391 [=====================>...........................................] Step: 331ms | Tot: 42s981ms | Loss: 0.613 | Acc: 78.650% (13188/16768) 131/391 [=====================>...........................................] Step: 324ms | Tot: 43s306ms | Loss: 0.614 | Acc: 78.640% (13287/16896) 132/391 [=====================>...........................................] Step: 319ms | Tot: 43s625ms | Loss: 0.614 | Acc: 78.636% (13387/17024) 133/391 [======================>..........................................] Step: 327ms | Tot: 43s952ms | Loss: 0.613 | Acc: 78.621% (13485/17152) 134/391 [======================>..........................................] Step: 322ms | Tot: 44s275ms | Loss: 0.613 | Acc: 78.617% (13585/17280) 135/391 [======================>..........................................] Step: 331ms | Tot: 44s606ms | Loss: 0.613 | Acc: 78.642% (13690/17408) 136/391 [======================>..........................................] Step: 327ms | Tot: 44s933ms | Loss: 0.613 | Acc: 78.661% (13794/17536) 137/391 [======================>..........................................] Step: 328ms | Tot: 45s262ms | Loss: 0.613 | Acc: 78.651% (13893/17664) 138/391 [======================>..........................................] Step: 322ms | Tot: 45s584ms | Loss: 0.613 | Acc: 78.642% (13992/17792) 139/391 [=======================>.........................................] Step: 327ms | Tot: 45s912ms | Loss: 0.613 | Acc: 78.672% (14098/17920) 140/391 [=======================>.........................................] Step: 322ms | Tot: 46s234ms | Loss: 0.613 | Acc: 78.701% (14204/18048) 141/391 [=======================>.........................................] Step: 325ms | Tot: 46s560ms | Loss: 0.613 | Acc: 78.686% (14302/18176) 142/391 [=======================>.........................................] Step: 331ms | Tot: 46s892ms | Loss: 0.614 | Acc: 78.677% (14401/18304) 143/391 [=======================>.........................................] Step: 324ms | Tot: 47s216ms | Loss: 0.615 | Acc: 78.651% (14497/18432) 144/391 [=======================>.........................................] Step: 321ms | Tot: 47s538ms | Loss: 0.616 | Acc: 78.631% (14594/18560) 145/391 [========================>........................................] Step: 329ms | Tot: 47s867ms | Loss: 0.616 | Acc: 78.591% (14687/18688) 146/391 [========================>........................................] Step: 325ms | Tot: 48s193ms | Loss: 0.616 | Acc: 78.593% (14788/18816) 147/391 [========================>........................................] Step: 322ms | Tot: 48s515ms | Loss: 0.617 | Acc: 78.584% (14887/18944) 148/391 [========================>........................................] Step: 331ms | Tot: 48s846ms | Loss: 0.617 | Acc: 78.555% (14982/19072) 149/391 [========================>........................................] Step: 322ms | Tot: 49s169ms | Loss: 0.617 | Acc: 78.573% (15086/19200) 150/391 [========================>........................................] Step: 329ms | Tot: 49s499ms | Loss: 0.618 | Acc: 78.591% (15190/19328) 151/391 [=========================>.......................................] Step: 334ms | Tot: 49s834ms | Loss: 0.618 | Acc: 78.618% (15296/19456) 152/391 [=========================>.......................................] Step: 326ms | Tot: 50s161ms | Loss: 0.618 | Acc: 78.631% (15399/19584) 153/391 [=========================>.......................................] Step: 323ms | Tot: 50s484ms | Loss: 0.617 | Acc: 78.648% (15503/19712) 154/391 [=========================>.......................................] Step: 328ms | Tot: 50s813ms | Loss: 0.617 | Acc: 78.674% (15609/19840) 155/391 [=========================>.......................................] Step: 324ms | Tot: 51s138ms | Loss: 0.617 | Acc: 78.666% (15708/19968) 156/391 [=========================>.......................................] Step: 323ms | Tot: 51s461ms | Loss: 0.618 | Acc: 78.633% (15802/20096) 157/391 [==========================>......................................] Step: 328ms | Tot: 51s790ms | Loss: 0.618 | Acc: 78.629% (15902/20224) 158/391 [==========================>......................................] Step: 323ms | Tot: 52s113ms | Loss: 0.617 | Acc: 78.646% (16006/20352) 159/391 [==========================>......................................] Step: 323ms | Tot: 52s436ms | Loss: 0.617 | Acc: 78.633% (16104/20480) 160/391 [==========================>......................................] Step: 333ms | Tot: 52s769ms | Loss: 0.617 | Acc: 78.605% (16199/20608) 161/391 [==========================>......................................] Step: 323ms | Tot: 53s93ms | Loss: 0.617 | Acc: 78.617% (16302/20736) 162/391 [==========================>......................................] Step: 323ms | Tot: 53s417ms | Loss: 0.617 | Acc: 78.619% (16403/20864) 163/391 [===========================>.....................................] Step: 328ms | Tot: 53s745ms | Loss: 0.617 | Acc: 78.620% (16504/20992) 164/391 [===========================>.....................................] Step: 326ms | Tot: 54s72ms | Loss: 0.617 | Acc: 78.613% (16603/21120) 165/391 [===========================>.....................................] Step: 323ms | Tot: 54s395ms | Loss: 0.617 | Acc: 78.629% (16707/21248) 166/391 [===========================>.....................................] Step: 325ms | Tot: 54s720ms | Loss: 0.617 | Acc: 78.607% (16803/21376) 167/391 [===========================>.....................................] Step: 351ms | Tot: 55s71ms | Loss: 0.617 | Acc: 78.604% (16903/21504) 168/391 [===========================>.....................................] Step: 343ms | Tot: 55s415ms | Loss: 0.617 | Acc: 78.592% (17001/21632) 169/391 [============================>....................................] Step: 326ms | Tot: 55s741ms | Loss: 0.617 | Acc: 78.626% (17109/21760) 170/391 [============================>....................................] Step: 325ms | Tot: 56s67ms | Loss: 0.617 | Acc: 78.628% (17210/21888) 171/391 [============================>....................................] Step: 323ms | Tot: 56s391ms | Loss: 0.618 | Acc: 78.579% (17300/22016) 172/391 [============================>....................................] Step: 327ms | Tot: 56s718ms | Loss: 0.618 | Acc: 78.568% (17398/22144) 173/391 [============================>....................................] Step: 328ms | Tot: 57s46ms | Loss: 0.617 | Acc: 78.583% (17502/22272) 174/391 [============================>....................................] Step: 322ms | Tot: 57s369ms | Loss: 0.617 | Acc: 78.576% (17601/22400) 175/391 [=============================>...................................] Step: 324ms | Tot: 57s693ms | Loss: 0.617 | Acc: 78.564% (17699/22528) 176/391 [=============================>...................................] Step: 323ms | Tot: 58s17ms | Loss: 0.617 | Acc: 78.566% (17800/22656) 177/391 [=============================>...................................] Step: 324ms | Tot: 58s342ms | Loss: 0.617 | Acc: 78.577% (17903/22784) 178/391 [=============================>...................................] Step: 325ms | Tot: 58s667ms | Loss: 0.618 | Acc: 78.548% (17997/22912) 179/391 [=============================>...................................] Step: 324ms | Tot: 58s992ms | Loss: 0.618 | Acc: 78.559% (18100/23040) 180/391 [=============================>...................................] Step: 325ms | Tot: 59s317ms | Loss: 0.618 | Acc: 78.544% (18197/23168) 181/391 [==============================>..................................] Step: 325ms | Tot: 59s642ms | Loss: 0.619 | Acc: 78.507% (18289/23296) 182/391 [==============================>..................................] Step: 332ms | Tot: 59s975ms | Loss: 0.619 | Acc: 78.522% (18393/23424) 183/391 [==============================>..................................] Step: 325ms | Tot: 1m301ms | Loss: 0.619 | Acc: 78.499% (18488/23552) 184/391 [==============================>..................................] Step: 325ms | Tot: 1m626ms | Loss: 0.618 | Acc: 78.518% (18593/23680) 185/391 [==============================>..................................] Step: 329ms | Tot: 1m955ms | Loss: 0.618 | Acc: 78.541% (18699/23808) 186/391 [==============================>..................................] Step: 325ms | Tot: 1m1s | Loss: 0.618 | Acc: 78.530% (18797/23936) 187/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.618 | Acc: 78.524% (18896/24064) 188/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.619 | Acc: 78.493% (18989/24192) 189/391 [===============================>.................................] Step: 325ms | Tot: 1m2s | Loss: 0.618 | Acc: 78.512% (19094/24320) 190/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.618 | Acc: 78.509% (19194/24448) 191/391 [===============================>.................................] Step: 333ms | Tot: 1m2s | Loss: 0.618 | Acc: 78.540% (19302/24576) 192/391 [===============================>.................................] Step: 325ms | Tot: 1m3s | Loss: 0.617 | Acc: 78.570% (19410/24704) 193/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.617 | Acc: 78.584% (19514/24832) 194/391 [================================>................................] Step: 328ms | Tot: 1m3s | Loss: 0.617 | Acc: 78.566% (19610/24960) 195/391 [================================>................................] Step: 326ms | Tot: 1m4s | Loss: 0.617 | Acc: 78.575% (19713/25088) 196/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.617 | Acc: 78.577% (19814/25216) 197/391 [================================>................................] Step: 331ms | Tot: 1m4s | Loss: 0.617 | Acc: 78.575% (19914/25344) 198/391 [================================>................................] Step: 322ms | Tot: 1m5s | Loss: 0.617 | Acc: 78.557% (20010/25472) 199/391 [=================================>...............................] Step: 321ms | Tot: 1m5s | Loss: 0.617 | Acc: 78.559% (20111/25600) 200/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.617 | Acc: 78.545% (20208/25728) 201/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.617 | Acc: 78.550% (20310/25856) 202/391 [=================================>...............................] Step: 321ms | Tot: 1m6s | Loss: 0.617 | Acc: 78.568% (20415/25984) 203/391 [=================================>...............................] Step: 329ms | Tot: 1m6s | Loss: 0.617 | Acc: 78.542% (20509/26112) 204/391 [=================================>...............................] Step: 323ms | Tot: 1m7s | Loss: 0.617 | Acc: 78.540% (20609/26240) 205/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.617 | Acc: 78.538% (20709/26368) 206/391 [==================================>..............................] Step: 328ms | Tot: 1m7s | Loss: 0.617 | Acc: 78.514% (20803/26496) 207/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.617 | Acc: 78.504% (20901/26624) 208/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.617 | Acc: 78.529% (21008/26752) 209/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.617 | Acc: 78.545% (21113/26880) 210/391 [==================================>..............................] Step: 324ms | Tot: 1m9s | Loss: 0.617 | Acc: 78.521% (21207/27008) 211/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.617 | Acc: 78.519% (21307/27136) 212/391 [===================================>.............................] Step: 325ms | Tot: 1m9s | Loss: 0.617 | Acc: 78.510% (21405/27264) 213/391 [===================================>.............................] Step: 322ms | Tot: 1m10s | Loss: 0.617 | Acc: 78.508% (21505/27392) 214/391 [===================================>.............................] Step: 322ms | Tot: 1m10s | Loss: 0.618 | Acc: 78.481% (21598/27520) 215/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 0.618 | Acc: 78.479% (21698/27648) 216/391 [===================================>.............................] Step: 324ms | Tot: 1m11s | Loss: 0.619 | Acc: 78.456% (21792/27776) 217/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 0.618 | Acc: 78.483% (21900/27904) 218/391 [====================================>............................] Step: 331ms | Tot: 1m11s | Loss: 0.618 | Acc: 78.467% (21996/28032) 219/391 [====================================>............................] Step: 331ms | Tot: 1m12s | Loss: 0.618 | Acc: 78.459% (22094/28160) 220/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.619 | Acc: 78.429% (22186/28288) 221/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.619 | Acc: 78.421% (22284/28416) 222/391 [====================================>............................] Step: 323ms | Tot: 1m13s | Loss: 0.619 | Acc: 78.426% (22386/28544) 223/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.619 | Acc: 78.425% (22486/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.618 | Acc: 78.417% (22584/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.619 | Acc: 78.405% (22681/28928) 226/391 [=====================================>...........................] Step: 326ms | Tot: 1m14s | Loss: 0.618 | Acc: 78.407% (22782/29056) 227/391 [=====================================>...........................] Step: 326ms | Tot: 1m14s | Loss: 0.618 | Acc: 78.413% (22884/29184) 228/391 [=====================================>...........................] Step: 329ms | Tot: 1m14s | Loss: 0.618 | Acc: 78.418% (22986/29312) 229/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 0.618 | Acc: 78.434% (23091/29440) 230/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.618 | Acc: 78.416% (23186/29568) 231/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 0.618 | Acc: 78.408% (23284/29696) 232/391 [======================================>..........................] Step: 325ms | Tot: 1m16s | Loss: 0.617 | Acc: 78.433% (23392/29824) 233/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.617 | Acc: 78.452% (23498/29952) 234/391 [======================================>..........................] Step: 327ms | Tot: 1m16s | Loss: 0.617 | Acc: 78.464% (23602/30080) 235/391 [=======================================>.........................] Step: 326ms | Tot: 1m17s | Loss: 0.617 | Acc: 78.473% (23705/30208) 236/391 [=======================================>.........................] Step: 327ms | Tot: 1m17s | Loss: 0.617 | Acc: 78.458% (23801/30336) 237/391 [=======================================>.........................] Step: 328ms | Tot: 1m17s | Loss: 0.618 | Acc: 78.443% (23897/30464) 238/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.617 | Acc: 78.475% (24007/30592) 239/391 [=======================================>.........................] Step: 323ms | Tot: 1m18s | Loss: 0.617 | Acc: 78.516% (24120/30720) 240/391 [=======================================>.........................] Step: 330ms | Tot: 1m18s | Loss: 0.617 | Acc: 78.514% (24220/30848) 241/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.617 | Acc: 78.512% (24320/30976) 242/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.617 | Acc: 78.533% (24427/31104) 243/391 [========================================>........................] Step: 342ms | Tot: 1m19s | Loss: 0.616 | Acc: 78.551% (24533/31232) 244/391 [========================================>........................] Step: 332ms | Tot: 1m20s | Loss: 0.617 | Acc: 78.530% (24627/31360) 245/391 [========================================>........................] Step: 339ms | Tot: 1m20s | Loss: 0.617 | Acc: 78.541% (24731/31488) 246/391 [========================================>........................] Step: 335ms | Tot: 1m20s | Loss: 0.617 | Acc: 78.536% (24830/31616) 247/391 [=========================================>.......................] Step: 333ms | Tot: 1m21s | Loss: 0.617 | Acc: 78.535% (24930/31744) 248/391 [=========================================>.......................] Step: 333ms | Tot: 1m21s | Loss: 0.617 | Acc: 78.530% (25029/31872) 249/391 [=========================================>.......................] Step: 340ms | Tot: 1m21s | Loss: 0.617 | Acc: 78.509% (25123/32000) 250/391 [=========================================>.......................] Step: 324ms | Tot: 1m22s | Loss: 0.617 | Acc: 78.517% (25226/32128) 251/391 [=========================================>.......................] Step: 326ms | Tot: 1m22s | Loss: 0.617 | Acc: 78.519% (25327/32256) 252/391 [=========================================>.......................] Step: 329ms | Tot: 1m22s | Loss: 0.617 | Acc: 78.523% (25429/32384) 253/391 [==========================================>......................] Step: 329ms | Tot: 1m23s | Loss: 0.617 | Acc: 78.537% (25534/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m23s | Loss: 0.617 | Acc: 78.526% (25631/32640) 255/391 [==========================================>......................] Step: 332ms | Tot: 1m23s | Loss: 0.617 | Acc: 78.528% (25732/32768) 256/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.617 | Acc: 78.532% (25834/32896) 257/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.617 | Acc: 78.531% (25934/33024) 258/391 [==========================================>......................] Step: 335ms | Tot: 1m24s | Loss: 0.617 | Acc: 78.508% (26027/33152) 259/391 [===========================================>.....................] Step: 366ms | Tot: 1m25s | Loss: 0.618 | Acc: 78.483% (26119/33280) 260/391 [===========================================>.....................] Step: 338ms | Tot: 1m25s | Loss: 0.618 | Acc: 78.472% (26216/33408) 261/391 [===========================================>.....................] Step: 332ms | Tot: 1m25s | Loss: 0.618 | Acc: 78.480% (26319/33536) 262/391 [===========================================>.....................] Step: 332ms | Tot: 1m26s | Loss: 0.618 | Acc: 78.481% (26420/33664) 263/391 [===========================================>.....................] Step: 332ms | Tot: 1m26s | Loss: 0.618 | Acc: 78.451% (26510/33792) 264/391 [===========================================>.....................] Step: 336ms | Tot: 1m26s | Loss: 0.618 | Acc: 78.461% (26614/33920) 265/391 [============================================>....................] Step: 328ms | Tot: 1m27s | Loss: 0.618 | Acc: 78.460% (26714/34048) 266/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.619 | Acc: 78.444% (26809/34176) 267/391 [============================================>....................] Step: 333ms | Tot: 1m27s | Loss: 0.618 | Acc: 78.443% (26909/34304) 268/391 [============================================>....................] Step: 329ms | Tot: 1m28s | Loss: 0.618 | Acc: 78.471% (27019/34432) 269/391 [============================================>....................] Step: 323ms | Tot: 1m28s | Loss: 0.618 | Acc: 78.484% (27124/34560) 270/391 [============================================>....................] Step: 331ms | Tot: 1m28s | Loss: 0.617 | Acc: 78.494% (27228/34688) 271/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.617 | Acc: 78.507% (27333/34816) 272/391 [=============================================>...................] Step: 329ms | Tot: 1m29s | Loss: 0.617 | Acc: 78.517% (27437/34944) 273/391 [=============================================>...................] Step: 333ms | Tot: 1m29s | Loss: 0.618 | Acc: 78.490% (27528/35072) 274/391 [=============================================>...................] Step: 324ms | Tot: 1m30s | Loss: 0.618 | Acc: 78.483% (27626/35200) 275/391 [=============================================>...................] Step: 322ms | Tot: 1m30s | Loss: 0.617 | Acc: 78.490% (27729/35328) 276/391 [=============================================>...................] Step: 330ms | Tot: 1m30s | Loss: 0.617 | Acc: 78.489% (27829/35456) 277/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.618 | Acc: 78.476% (27925/35584) 278/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.618 | Acc: 78.447% (28015/35712) 279/391 [==============================================>..................] Step: 332ms | Tot: 1m31s | Loss: 0.617 | Acc: 78.474% (28125/35840) 280/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.617 | Acc: 78.473% (28225/35968) 281/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.618 | Acc: 78.446% (28316/36096) 282/391 [==============================================>..................] Step: 332ms | Tot: 1m32s | Loss: 0.618 | Acc: 78.440% (28414/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.618 | Acc: 78.433% (28512/36352) 284/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.619 | Acc: 78.435% (28613/36480) 285/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.619 | Acc: 78.436% (28714/36608) 286/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 0.619 | Acc: 78.446% (28818/36736) 287/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.619 | Acc: 78.448% (28919/36864) 288/391 [===============================================>.................] Step: 334ms | Tot: 1m34s | Loss: 0.618 | Acc: 78.463% (29025/36992) 289/391 [================================================>................] Step: 327ms | Tot: 1m35s | Loss: 0.618 | Acc: 78.470% (29128/37120) 290/391 [================================================>................] Step: 330ms | Tot: 1m35s | Loss: 0.618 | Acc: 78.469% (29228/37248) 291/391 [================================================>................] Step: 331ms | Tot: 1m35s | Loss: 0.618 | Acc: 78.475% (29331/37376) 292/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 0.618 | Acc: 78.477% (29432/37504) 293/391 [================================================>................] Step: 323ms | Tot: 1m36s | Loss: 0.618 | Acc: 78.492% (29538/37632) 294/391 [================================================>................] Step: 330ms | Tot: 1m36s | Loss: 0.618 | Acc: 78.498% (29641/37760) 295/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 0.618 | Acc: 78.502% (29743/37888) 296/391 [=================================================>...............] Step: 326ms | Tot: 1m37s | Loss: 0.618 | Acc: 78.520% (29850/38016) 297/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.618 | Acc: 78.521% (29951/38144) 298/391 [=================================================>...............] Step: 325ms | Tot: 1m38s | Loss: 0.618 | Acc: 78.525% (30053/38272) 299/391 [=================================================>...............] Step: 330ms | Tot: 1m38s | Loss: 0.617 | Acc: 78.523% (30153/38400) 300/391 [=================================================>...............] Step: 329ms | Tot: 1m38s | Loss: 0.617 | Acc: 78.527% (30255/38528) 301/391 [==================================================>..............] Step: 326ms | Tot: 1m39s | Loss: 0.617 | Acc: 78.510% (30349/38656) 302/391 [==================================================>..............] Step: 329ms | Tot: 1m39s | Loss: 0.617 | Acc: 78.509% (30449/38784) 303/391 [==================================================>..............] Step: 324ms | Tot: 1m39s | Loss: 0.617 | Acc: 78.505% (30548/38912) 304/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.617 | Acc: 78.519% (30654/39040) 305/391 [==================================================>..............] Step: 333ms | Tot: 1m40s | Loss: 0.617 | Acc: 78.536% (30761/39168) 306/391 [==================================================>..............] Step: 326ms | Tot: 1m40s | Loss: 0.616 | Acc: 78.555% (30869/39296) 307/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 0.616 | Acc: 78.569% (30975/39424) 308/391 [===================================================>.............] Step: 329ms | Tot: 1m41s | Loss: 0.616 | Acc: 78.595% (31086/39552) 309/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.615 | Acc: 78.606% (31191/39680) 310/391 [===================================================>.............] Step: 335ms | Tot: 1m41s | Loss: 0.615 | Acc: 78.615% (31295/39808) 311/391 [===================================================>.............] Step: 339ms | Tot: 1m42s | Loss: 0.615 | Acc: 78.611% (31394/39936) 312/391 [===================================================>.............] Step: 323ms | Tot: 1m42s | Loss: 0.615 | Acc: 78.624% (31500/40064) 313/391 [====================================================>............] Step: 327ms | Tot: 1m42s | Loss: 0.615 | Acc: 78.610% (31595/40192) 314/391 [====================================================>............] Step: 328ms | Tot: 1m43s | Loss: 0.615 | Acc: 78.601% (31692/40320) 315/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.615 | Acc: 78.602% (31793/40448) 316/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.615 | Acc: 78.598% (31892/40576) 317/391 [====================================================>............] Step: 330ms | Tot: 1m44s | Loss: 0.615 | Acc: 78.609% (31997/40704) 318/391 [====================================================>............] Step: 323ms | Tot: 1m44s | Loss: 0.615 | Acc: 78.615% (32100/40832) 319/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.615 | Acc: 78.623% (32204/40960) 320/391 [=====================================================>...........] Step: 328ms | Tot: 1m45s | Loss: 0.615 | Acc: 78.619% (32303/41088) 321/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.615 | Acc: 78.622% (32405/41216) 322/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.615 | Acc: 78.635% (32511/41344) 323/391 [=====================================================>...........] Step: 323ms | Tot: 1m46s | Loss: 0.615 | Acc: 78.643% (32615/41472) 324/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.615 | Acc: 78.639% (32714/41600) 325/391 [======================================================>..........] Step: 329ms | Tot: 1m46s | Loss: 0.615 | Acc: 78.635% (32813/41728) 326/391 [======================================================>..........] Step: 331ms | Tot: 1m47s | Loss: 0.615 | Acc: 78.643% (32917/41856) 327/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.615 | Acc: 78.663% (33026/41984) 328/391 [======================================================>..........] Step: 330ms | Tot: 1m47s | Loss: 0.614 | Acc: 78.662% (33126/42112) 329/391 [======================================================>..........] Step: 324ms | Tot: 1m48s | Loss: 0.614 | Acc: 78.662% (33227/42240) 330/391 [======================================================>..........] Step: 322ms | Tot: 1m48s | Loss: 0.615 | Acc: 78.656% (33325/42368) 331/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.615 | Acc: 78.654% (33425/42496) 332/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.615 | Acc: 78.653% (33525/42624) 333/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.614 | Acc: 78.661% (33629/42752) 334/391 [=======================================================>.........] Step: 333ms | Tot: 1m49s | Loss: 0.614 | Acc: 78.685% (33740/42880) 335/391 [=======================================================>.........] Step: 326ms | Tot: 1m50s | Loss: 0.614 | Acc: 78.669% (33834/43008) 336/391 [=======================================================>.........] Step: 337ms | Tot: 1m50s | Loss: 0.614 | Acc: 78.658% (33930/43136) 337/391 [========================================================>........] Step: 332ms | Tot: 1m50s | Loss: 0.614 | Acc: 78.684% (34042/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.615 | Acc: 78.667% (34135/43392) 339/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.615 | Acc: 78.656% (34231/43520) 340/391 [========================================================>........] Step: 328ms | Tot: 1m51s | Loss: 0.615 | Acc: 78.659% (34333/43648) 341/391 [========================================================>........] Step: 323ms | Tot: 1m52s | Loss: 0.615 | Acc: 78.650% (34430/43776) 342/391 [========================================================>........] Step: 324ms | Tot: 1m52s | Loss: 0.614 | Acc: 78.660% (34535/43904) 343/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 0.615 | Acc: 78.659% (34635/44032) 344/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 0.614 | Acc: 78.673% (34742/44160) 345/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.615 | Acc: 78.656% (34835/44288) 346/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.615 | Acc: 78.654% (34935/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m54s | Loss: 0.615 | Acc: 78.648% (35033/44544) 348/391 [=========================================================>.......] Step: 326ms | Tot: 1m54s | Loss: 0.615 | Acc: 78.638% (35129/44672) 349/391 [==========================================================>......] Step: 331ms | Tot: 1m54s | Loss: 0.615 | Acc: 78.641% (35231/44800) 350/391 [==========================================================>......] Step: 357ms | Tot: 1m55s | Loss: 0.615 | Acc: 78.632% (35328/44928) 351/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 0.615 | Acc: 78.642% (35433/45056) 352/391 [==========================================================>......] Step: 340ms | Tot: 1m55s | Loss: 0.615 | Acc: 78.630% (35528/45184) 353/391 [==========================================================>......] Step: 334ms | Tot: 1m56s | Loss: 0.615 | Acc: 78.626% (35627/45312) 354/391 [==========================================================>......] Step: 332ms | Tot: 1m56s | Loss: 0.615 | Acc: 78.618% (35724/45440) 355/391 [===========================================================>.....] Step: 339ms | Tot: 1m56s | Loss: 0.615 | Acc: 78.621% (35826/45568) 356/391 [===========================================================>.....] Step: 332ms | Tot: 1m57s | Loss: 0.615 | Acc: 78.628% (35930/45696) 357/391 [===========================================================>.....] Step: 333ms | Tot: 1m57s | Loss: 0.616 | Acc: 78.620% (36027/45824) 358/391 [===========================================================>.....] Step: 338ms | Tot: 1m57s | Loss: 0.616 | Acc: 78.634% (36134/45952) 359/391 [===========================================================>.....] Step: 329ms | Tot: 1m58s | Loss: 0.616 | Acc: 78.624% (36230/46080) 360/391 [===========================================================>.....] Step: 336ms | Tot: 1m58s | Loss: 0.616 | Acc: 78.601% (36320/46208) 361/391 [============================================================>....] Step: 346ms | Tot: 1m58s | Loss: 0.616 | Acc: 78.613% (36426/46336) 362/391 [============================================================>....] Step: 342ms | Tot: 1m59s | Loss: 0.615 | Acc: 78.611% (36526/46464) 363/391 [============================================================>....] Step: 334ms | Tot: 1m59s | Loss: 0.616 | Acc: 78.608% (36625/46592) 364/391 [============================================================>....] Step: 337ms | Tot: 1m59s | Loss: 0.616 | Acc: 78.592% (36718/46720) 365/391 [============================================================>....] Step: 326ms | Tot: 2m140ms | Loss: 0.616 | Acc: 78.590% (36818/46848) 366/391 [============================================================>....] Step: 325ms | Tot: 2m466ms | Loss: 0.616 | Acc: 78.598% (36922/46976) 367/391 [=============================================================>...] Step: 335ms | Tot: 2m801ms | Loss: 0.616 | Acc: 78.622% (37034/47104) 368/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.615 | Acc: 78.625% (37136/47232) 369/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.615 | Acc: 78.632% (37240/47360) 370/391 [=============================================================>...] Step: 335ms | Tot: 2m1s | Loss: 0.615 | Acc: 78.609% (37330/47488) 371/391 [=============================================================>...] Step: 327ms | Tot: 2m2s | Loss: 0.615 | Acc: 78.612% (37432/47616) 372/391 [=============================================================>...] Step: 325ms | Tot: 2m2s | Loss: 0.615 | Acc: 78.609% (37531/47744) 373/391 [==============================================================>..] Step: 334ms | Tot: 2m2s | Loss: 0.615 | Acc: 78.618% (37636/47872) 374/391 [==============================================================>..] Step: 328ms | Tot: 2m3s | Loss: 0.615 | Acc: 78.617% (37736/48000) 375/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.615 | Acc: 78.611% (37834/48128) 376/391 [==============================================================>..] Step: 328ms | Tot: 2m3s | Loss: 0.615 | Acc: 78.622% (37940/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m4s | Loss: 0.615 | Acc: 78.629% (38044/48384) 378/391 [==============================================================>..] Step: 325ms | Tot: 2m4s | Loss: 0.615 | Acc: 78.620% (38140/48512) 379/391 [===============================================================>.] Step: 324ms | Tot: 2m4s | Loss: 0.615 | Acc: 78.614% (38238/48640) 380/391 [===============================================================>.] Step: 322ms | Tot: 2m5s | Loss: 0.615 | Acc: 78.613% (38338/48768) 381/391 [===============================================================>.] Step: 324ms | Tot: 2m5s | Loss: 0.615 | Acc: 78.610% (38437/48896) 382/391 [===============================================================>.] Step: 325ms | Tot: 2m5s | Loss: 0.616 | Acc: 78.602% (38534/49024) 383/391 [===============================================================>.] Step: 321ms | Tot: 2m6s | Loss: 0.616 | Acc: 78.591% (38629/49152) 384/391 [===============================================================>.] Step: 322ms | Tot: 2m6s | Loss: 0.616 | Acc: 78.592% (38730/49280) 385/391 [================================================================>] Step: 322ms | Tot: 2m6s | Loss: 0.616 | Acc: 78.601% (38835/49408) 386/391 [================================================================>] Step: 325ms | Tot: 2m6s | Loss: 0.616 | Acc: 78.579% (38925/49536) 387/391 [================================================================>] Step: 322ms | Tot: 2m7s | Loss: 0.616 | Acc: 78.584% (39028/49664) 388/391 [================================================================>] Step: 321ms | Tot: 2m7s | Loss: 0.616 | Acc: 78.575% (39124/49792) 389/391 [================================================================>] Step: 326ms | Tot: 2m7s | Loss: 0.616 | Acc: 78.582% (39228/49920) 390/391 [================================================================>] Step: 307ms | Tot: 2m8s | Loss: 0.616 | Acc: 78.576% (39288/50000) 391/391 + [>................................................................] Step: 918ms | Tot: 2ms | Loss: 1.300 | Acc: 63.000% (63/100) 1/100 [>................................................................] Step: 262ms | Tot: 264ms | Loss: 1.144 | Acc: 65.500% (131/200) 2/100 [=>...............................................................] Step: 270ms | Tot: 535ms | Loss: 1.135 | Acc: 66.000% (198/300) 3/100 [=>...............................................................] Step: 258ms | Tot: 794ms | Loss: 1.128 | Acc: 66.500% (266/400) 4/100 [==>..............................................................] Step: 264ms | Tot: 1s59ms | Loss: 1.128 | Acc: 66.600% (333/500) 5/100 [===>.............................................................] Step: 255ms | Tot: 1s315ms | Loss: 1.107 | Acc: 66.500% (399/600) 6/100 [===>.............................................................] Step: 263ms | Tot: 1s578ms | Loss: 1.110 | Acc: 66.429% (465/700) 7/100 [====>............................................................] Step: 259ms | Tot: 1s838ms | Loss: 1.110 | Acc: 66.375% (531/800) 8/100 [=====>...........................................................] Step: 261ms | Tot: 2s99ms | Loss: 1.126 | Acc: 66.000% (594/900) 9/100 [=====>...........................................................] Step: 255ms | Tot: 2s355ms | Loss: 1.091 | Acc: 66.500% (665/1000) 10/100 [======>..........................................................] Step: 262ms | Tot: 2s617ms | Loss: 1.084 | Acc: 67.273% (740/1100) 11/100 [=======>.........................................................] Step: 255ms | Tot: 2s873ms | Loss: 1.093 | Acc: 67.000% (804/1200) 12/100 [=======>.........................................................] Step: 263ms | Tot: 3s136ms | Loss: 1.086 | Acc: 66.846% (869/1300) 13/100 [========>........................................................] Step: 263ms | Tot: 3s400ms | Loss: 1.091 | Acc: 66.857% (936/1400) 14/100 [=========>.......................................................] Step: 261ms | Tot: 3s661ms | Loss: 1.084 | Acc: 67.267% (1009/1500) 15/100 [=========>.......................................................] Step: 258ms | Tot: 3s920ms | Loss: 1.101 | Acc: 66.750% (1068/1600) 16/100 [==========>......................................................] Step: 262ms | Tot: 4s182ms | Loss: 1.095 | Acc: 66.882% (1137/1700) 17/100 [===========>.....................................................] Step: 258ms | Tot: 4s440ms | Loss: 1.095 | Acc: 66.611% (1199/1800) 18/100 [===========>.....................................................] Step: 261ms | Tot: 4s702ms | Loss: 1.094 | Acc: 66.789% (1269/1900) 19/100 [============>....................................................] Step: 261ms | Tot: 4s964ms | Loss: 1.101 | Acc: 66.600% (1332/2000) 20/100 [=============>...................................................] Step: 258ms | Tot: 5s222ms | Loss: 1.097 | Acc: 66.524% (1397/2100) 21/100 [=============>...................................................] Step: 263ms | Tot: 5s485ms | Loss: 1.105 | Acc: 66.364% (1460/2200) 22/100 [==============>..................................................] Step: 259ms | Tot: 5s745ms | Loss: 1.103 | Acc: 66.609% (1532/2300) 23/100 [==============>..................................................] Step: 260ms | Tot: 6s6ms | Loss: 1.095 | Acc: 66.667% (1600/2400) 24/100 [===============>.................................................] Step: 260ms | Tot: 6s266ms | Loss: 1.093 | Acc: 66.680% (1667/2500) 25/100 [================>................................................] Step: 264ms | Tot: 6s531ms | Loss: 1.103 | Acc: 66.692% (1734/2600) 26/100 [================>................................................] Step: 261ms | Tot: 6s793ms | Loss: 1.100 | Acc: 66.741% (1802/2700) 27/100 [=================>...............................................] Step: 258ms | Tot: 7s51ms | Loss: 1.101 | Acc: 66.786% (1870/2800) 28/100 [==================>..............................................] Step: 261ms | Tot: 7s312ms | Loss: 1.102 | Acc: 66.793% (1937/2900) 29/100 [==================>..............................................] Step: 266ms | Tot: 7s579ms | Loss: 1.094 | Acc: 67.067% (2012/3000) 30/100 [===================>.............................................] Step: 257ms | Tot: 7s836ms | Loss: 1.090 | Acc: 67.226% (2084/3100) 31/100 [====================>............................................] Step: 260ms | Tot: 8s97ms | Loss: 1.085 | Acc: 67.312% (2154/3200) 32/100 [====================>............................................] Step: 258ms | Tot: 8s355ms | Loss: 1.089 | Acc: 67.242% (2219/3300) 33/100 [=====================>...........................................] Step: 264ms | Tot: 8s620ms | Loss: 1.094 | Acc: 67.029% (2279/3400) 34/100 [======================>..........................................] Step: 259ms | Tot: 8s880ms | Loss: 1.104 | Acc: 66.800% (2338/3500) 35/100 [======================>..........................................] Step: 263ms | Tot: 9s143ms | Loss: 1.103 | Acc: 66.917% (2409/3600) 36/100 [=======================>.........................................] Step: 262ms | Tot: 9s406ms | Loss: 1.101 | Acc: 66.865% (2474/3700) 37/100 [========================>........................................] Step: 264ms | Tot: 9s670ms | Loss: 1.100 | Acc: 66.816% (2539/3800) 38/100 [========================>........................................] Step: 256ms | Tot: 9s927ms | Loss: 1.097 | Acc: 66.821% (2606/3900) 39/100 [=========================>.......................................] Step: 257ms | Tot: 10s184ms | Loss: 1.095 | Acc: 66.850% (2674/4000) 40/100 [==========================>......................................] Step: 259ms | Tot: 10s444ms | Loss: 1.098 | Acc: 66.951% (2745/4100) 41/100 [==========================>......................................] Step: 265ms | Tot: 10s709ms | Loss: 1.102 | Acc: 66.976% (2813/4200) 42/100 [===========================>.....................................] Step: 262ms | Tot: 10s972ms | Loss: 1.096 | Acc: 67.140% (2887/4300) 43/100 [===========================>.....................................] Step: 260ms | Tot: 11s232ms | Loss: 1.091 | Acc: 67.273% (2960/4400) 44/100 [============================>....................................] Step: 266ms | Tot: 11s499ms | Loss: 1.083 | Acc: 67.444% (3035/4500) 45/100 [=============================>...................................] Step: 257ms | Tot: 11s756ms | Loss: 1.080 | Acc: 67.543% (3107/4600) 46/100 [=============================>...................................] Step: 259ms | Tot: 12s16ms | Loss: 1.077 | Acc: 67.638% (3179/4700) 47/100 [==============================>..................................] Step: 260ms | Tot: 12s277ms | Loss: 1.078 | Acc: 67.688% (3249/4800) 48/100 [===============================>.................................] Step: 266ms | Tot: 12s543ms | Loss: 1.073 | Acc: 67.816% (3323/4900) 49/100 [===============================>.................................] Step: 259ms | Tot: 12s803ms | Loss: 1.083 | Acc: 67.680% (3384/5000) 50/100 [================================>................................] Step: 258ms | Tot: 13s61ms | Loss: 1.080 | Acc: 67.765% (3456/5100) 51/100 [=================================>...............................] Step: 257ms | Tot: 13s319ms | Loss: 1.081 | Acc: 67.692% (3520/5200) 52/100 [=================================>...............................] Step: 267ms | Tot: 13s586ms | Loss: 1.085 | Acc: 67.679% (3587/5300) 53/100 [==================================>..............................] Step: 259ms | Tot: 13s846ms | Loss: 1.085 | Acc: 67.648% (3653/5400) 54/100 [===================================>.............................] Step: 260ms | Tot: 14s107ms | Loss: 1.085 | Acc: 67.600% (3718/5500) 55/100 [===================================>.............................] Step: 256ms | Tot: 14s363ms | Loss: 1.090 | Acc: 67.500% (3780/5600) 56/100 [====================================>............................] Step: 263ms | Tot: 14s627ms | Loss: 1.094 | Acc: 67.404% (3842/5700) 57/100 [=====================================>...........................] Step: 257ms | Tot: 14s884ms | Loss: 1.093 | Acc: 67.466% (3913/5800) 58/100 [=====================================>...........................] Step: 256ms | Tot: 15s141ms | Loss: 1.097 | Acc: 67.288% (3970/5900) 59/100 [======================================>..........................] Step: 262ms | Tot: 15s404ms | Loss: 1.101 | Acc: 67.217% (4033/6000) 60/100 [=======================================>.........................] Step: 277ms | Tot: 15s682ms | Loss: 1.103 | Acc: 67.148% (4096/6100) 61/100 [=======================================>.........................] Step: 285ms | Tot: 15s967ms | Loss: 1.102 | Acc: 67.113% (4161/6200) 62/100 [========================================>........................] Step: 271ms | Tot: 16s239ms | Loss: 1.099 | Acc: 67.111% (4228/6300) 63/100 [========================================>........................] Step: 270ms | Tot: 16s510ms | Loss: 1.100 | Acc: 67.109% (4295/6400) 64/100 [=========================================>.......................] Step: 261ms | Tot: 16s771ms | Loss: 1.100 | Acc: 67.138% (4364/6500) 65/100 [==========================================>......................] Step: 260ms | Tot: 17s32ms | Loss: 1.099 | Acc: 67.121% (4430/6600) 66/100 [==========================================>......................] Step: 263ms | Tot: 17s295ms | Loss: 1.097 | Acc: 67.149% (4499/6700) 67/100 [===========================================>.....................] Step: 270ms | Tot: 17s566ms | Loss: 1.098 | Acc: 67.103% (4563/6800) 68/100 [============================================>....................] Step: 265ms | Tot: 17s831ms | Loss: 1.098 | Acc: 67.014% (4624/6900) 69/100 [============================================>....................] Step: 259ms | Tot: 18s90ms | Loss: 1.099 | Acc: 66.957% (4687/7000) 70/100 [=============================================>...................] Step: 256ms | Tot: 18s346ms | Loss: 1.099 | Acc: 66.930% (4752/7100) 71/100 [==============================================>..................] Step: 264ms | Tot: 18s610ms | Loss: 1.099 | Acc: 66.917% (4818/7200) 72/100 [==============================================>..................] Step: 260ms | Tot: 18s871ms | Loss: 1.098 | Acc: 66.822% (4878/7300) 73/100 [===============================================>.................] Step: 259ms | Tot: 19s130ms | Loss: 1.096 | Acc: 66.892% (4950/7400) 74/100 [================================================>................] Step: 259ms | Tot: 19s390ms | Loss: 1.097 | Acc: 66.893% (5017/7500) 75/100 [================================================>................] Step: 266ms | Tot: 19s656ms | Loss: 1.095 | Acc: 66.961% (5089/7600) 76/100 [=================================================>...............] Step: 255ms | Tot: 19s912ms | Loss: 1.094 | Acc: 66.922% (5153/7700) 77/100 [==================================================>..............] Step: 260ms | Tot: 20s172ms | Loss: 1.098 | Acc: 66.859% (5215/7800) 78/100 [==================================================>..............] Step: 259ms | Tot: 20s432ms | Loss: 1.098 | Acc: 66.848% (5281/7900) 79/100 [===================================================>.............] Step: 264ms | Tot: 20s697ms | Loss: 1.097 | Acc: 66.850% (5348/8000) 80/100 [====================================================>............] Step: 264ms | Tot: 20s962ms | Loss: 1.096 | Acc: 66.864% (5416/8100) 81/100 [====================================================>............] Step: 262ms | Tot: 21s224ms | Loss: 1.094 | Acc: 66.854% (5482/8200) 82/100 [=====================================================>...........] Step: 262ms | Tot: 21s486ms | Loss: 1.093 | Acc: 66.880% (5551/8300) 83/100 [=====================================================>...........] Step: 260ms | Tot: 21s747ms | Loss: 1.093 | Acc: 66.833% (5614/8400) 84/100 [======================================================>..........] Step: 257ms | Tot: 22s4ms | Loss: 1.095 | Acc: 66.788% (5677/8500) 85/100 [=======================================================>.........] Step: 256ms | Tot: 22s261ms | Loss: 1.095 | Acc: 66.802% (5745/8600) 86/100 [=======================================================>.........] Step: 264ms | Tot: 22s526ms | Loss: 1.094 | Acc: 66.805% (5812/8700) 87/100 [========================================================>........] Step: 262ms | Tot: 22s788ms | Loss: 1.093 | Acc: 66.807% (5879/8800) 88/100 [=========================================================>.......] Step: 268ms | Tot: 23s56ms | Loss: 1.093 | Acc: 66.843% (5949/8900) 89/100 [=========================================================>.......] Step: 255ms | Tot: 23s312ms | Loss: 1.095 | Acc: 66.856% (6017/9000) 90/100 [==========================================================>......] Step: 267ms | Tot: 23s579ms | Loss: 1.092 | Acc: 66.923% (6090/9100) 91/100 [===========================================================>.....] Step: 258ms | Tot: 23s838ms | Loss: 1.088 | Acc: 67.065% (6170/9200) 92/100 [===========================================================>.....] Step: 259ms | Tot: 24s98ms | Loss: 1.089 | Acc: 67.032% (6234/9300) 93/100 [============================================================>....] Step: 260ms | Tot: 24s358ms | Loss: 1.093 | Acc: 66.915% (6290/9400) 94/100 [=============================================================>...] Step: 264ms | Tot: 24s623ms | Loss: 1.093 | Acc: 66.926% (6358/9500) 95/100 [=============================================================>...] Step: 261ms | Tot: 24s885ms | Loss: 1.091 | Acc: 66.969% (6429/9600) 96/100 [==============================================================>..] Step: 259ms | Tot: 25s145ms | Loss: 1.089 | Acc: 67.072% (6506/9700) 97/100 [===============================================================>.] Step: 256ms | Tot: 25s401ms | Loss: 1.090 | Acc: 67.082% (6574/9800) 98/100 [===============================================================>.] Step: 266ms | Tot: 25s668ms | Loss: 1.091 | Acc: 67.061% (6639/9900) 99/100 [================================================================>] Step: 262ms | Tot: 25s930ms | Loss: 1.093 | Acc: 67.040% (6704/10000) 100/100 + +Epoch: 9 + [>................................................................] Step: 1s92ms | Tot: 2ms | Loss: 0.567 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 324ms | Tot: 327ms | Loss: 0.533 | Acc: 82.031% (210/256) 2/391 [>................................................................] Step: 338ms | Tot: 666ms | Loss: 0.538 | Acc: 81.250% (312/384) 3/391 [>................................................................] Step: 336ms | Tot: 1s3ms | Loss: 0.587 | Acc: 79.688% (408/512) 4/391 [>................................................................] Step: 330ms | Tot: 1s333ms | Loss: 0.607 | Acc: 78.438% (502/640) 5/391 [>................................................................] Step: 339ms | Tot: 1s673ms | Loss: 0.613 | Acc: 78.776% (605/768) 6/391 [>................................................................] Step: 337ms | Tot: 2s11ms | Loss: 0.615 | Acc: 79.129% (709/896) 7/391 [=>...............................................................] Step: 344ms | Tot: 2s356ms | Loss: 0.610 | Acc: 79.199% (811/1024) 8/391 [=>...............................................................] Step: 341ms | Tot: 2s698ms | Loss: 0.595 | Acc: 79.514% (916/1152) 9/391 [=>...............................................................] Step: 335ms | Tot: 3s33ms | Loss: 0.602 | Acc: 79.219% (1014/1280) 10/391 [=>...............................................................] Step: 332ms | Tot: 3s365ms | Loss: 0.609 | Acc: 79.048% (1113/1408) 11/391 [=>...............................................................] Step: 335ms | Tot: 3s701ms | Loss: 0.606 | Acc: 79.362% (1219/1536) 12/391 [=>...............................................................] Step: 342ms | Tot: 4s43ms | Loss: 0.608 | Acc: 79.387% (1321/1664) 13/391 [==>..............................................................] Step: 338ms | Tot: 4s382ms | Loss: 0.606 | Acc: 79.129% (1418/1792) 14/391 [==>..............................................................] Step: 344ms | Tot: 4s726ms | Loss: 0.606 | Acc: 79.219% (1521/1920) 15/391 [==>..............................................................] Step: 333ms | Tot: 5s60ms | Loss: 0.608 | Acc: 78.955% (1617/2048) 16/391 [==>..............................................................] Step: 333ms | Tot: 5s393ms | Loss: 0.602 | Acc: 79.274% (1725/2176) 17/391 [==>..............................................................] Step: 349ms | Tot: 5s742ms | Loss: 0.599 | Acc: 79.427% (1830/2304) 18/391 [==>..............................................................] Step: 336ms | Tot: 6s79ms | Loss: 0.594 | Acc: 79.359% (1930/2432) 19/391 [===>.............................................................] Step: 351ms | Tot: 6s431ms | Loss: 0.598 | Acc: 79.219% (2028/2560) 20/391 [===>.............................................................] Step: 342ms | Tot: 6s773ms | Loss: 0.596 | Acc: 79.241% (2130/2688) 21/391 [===>.............................................................] Step: 339ms | Tot: 7s113ms | Loss: 0.594 | Acc: 79.155% (2229/2816) 22/391 [===>.............................................................] Step: 340ms | Tot: 7s453ms | Loss: 0.596 | Acc: 79.042% (2327/2944) 23/391 [===>.............................................................] Step: 335ms | Tot: 7s789ms | Loss: 0.596 | Acc: 78.874% (2423/3072) 24/391 [===>.............................................................] Step: 332ms | Tot: 8s121ms | Loss: 0.598 | Acc: 78.781% (2521/3200) 25/391 [====>............................................................] Step: 331ms | Tot: 8s453ms | Loss: 0.596 | Acc: 78.816% (2623/3328) 26/391 [====>............................................................] Step: 337ms | Tot: 8s791ms | Loss: 0.593 | Acc: 78.906% (2727/3456) 27/391 [====>............................................................] Step: 345ms | Tot: 9s137ms | Loss: 0.591 | Acc: 78.990% (2831/3584) 28/391 [====>............................................................] Step: 336ms | Tot: 9s473ms | Loss: 0.595 | Acc: 78.745% (2923/3712) 29/391 [====>............................................................] Step: 331ms | Tot: 9s805ms | Loss: 0.597 | Acc: 78.724% (3023/3840) 30/391 [====>............................................................] Step: 335ms | Tot: 10s140ms | Loss: 0.598 | Acc: 78.654% (3121/3968) 31/391 [=====>...........................................................] Step: 334ms | Tot: 10s474ms | Loss: 0.595 | Acc: 78.784% (3227/4096) 32/391 [=====>...........................................................] Step: 340ms | Tot: 10s814ms | Loss: 0.591 | Acc: 78.930% (3334/4224) 33/391 [=====>...........................................................] Step: 340ms | Tot: 11s155ms | Loss: 0.593 | Acc: 79.044% (3440/4352) 34/391 [=====>...........................................................] Step: 332ms | Tot: 11s487ms | Loss: 0.596 | Acc: 78.884% (3534/4480) 35/391 [=====>...........................................................] Step: 336ms | Tot: 11s824ms | Loss: 0.595 | Acc: 78.971% (3639/4608) 36/391 [=====>...........................................................] Step: 334ms | Tot: 12s158ms | Loss: 0.593 | Acc: 79.075% (3745/4736) 37/391 [======>..........................................................] Step: 344ms | Tot: 12s502ms | Loss: 0.596 | Acc: 78.886% (3837/4864) 38/391 [======>..........................................................] Step: 330ms | Tot: 12s833ms | Loss: 0.600 | Acc: 78.806% (3934/4992) 39/391 [======>..........................................................] Step: 331ms | Tot: 13s164ms | Loss: 0.596 | Acc: 78.945% (4042/5120) 40/391 [======>..........................................................] Step: 331ms | Tot: 13s496ms | Loss: 0.603 | Acc: 78.678% (4129/5248) 41/391 [======>..........................................................] Step: 326ms | Tot: 13s822ms | Loss: 0.602 | Acc: 78.739% (4233/5376) 42/391 [======>..........................................................] Step: 331ms | Tot: 14s153ms | Loss: 0.603 | Acc: 78.706% (4332/5504) 43/391 [=======>.........................................................] Step: 322ms | Tot: 14s476ms | Loss: 0.605 | Acc: 78.675% (4431/5632) 44/391 [=======>.........................................................] Step: 336ms | Tot: 14s812ms | Loss: 0.602 | Acc: 78.767% (4537/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 15s134ms | Loss: 0.600 | Acc: 78.855% (4643/5888) 46/391 [=======>.........................................................] Step: 319ms | Tot: 15s454ms | Loss: 0.600 | Acc: 78.807% (4741/6016) 47/391 [=======>.........................................................] Step: 330ms | Tot: 15s785ms | Loss: 0.601 | Acc: 78.711% (4836/6144) 48/391 [=======>.........................................................] Step: 324ms | Tot: 16s109ms | Loss: 0.602 | Acc: 78.715% (4937/6272) 49/391 [========>........................................................] Step: 328ms | Tot: 16s437ms | Loss: 0.601 | Acc: 78.797% (5043/6400) 50/391 [========>........................................................] Step: 321ms | Tot: 16s758ms | Loss: 0.600 | Acc: 78.830% (5146/6528) 51/391 [========>........................................................] Step: 324ms | Tot: 17s83ms | Loss: 0.601 | Acc: 78.801% (5245/6656) 52/391 [========>........................................................] Step: 331ms | Tot: 17s414ms | Loss: 0.601 | Acc: 78.788% (5345/6784) 53/391 [========>........................................................] Step: 327ms | Tot: 17s742ms | Loss: 0.602 | Acc: 78.733% (5442/6912) 54/391 [========>........................................................] Step: 332ms | Tot: 18s74ms | Loss: 0.603 | Acc: 78.651% (5537/7040) 55/391 [=========>.......................................................] Step: 319ms | Tot: 18s394ms | Loss: 0.604 | Acc: 78.585% (5633/7168) 56/391 [=========>.......................................................] Step: 330ms | Tot: 18s725ms | Loss: 0.602 | Acc: 78.605% (5735/7296) 57/391 [=========>.......................................................] Step: 340ms | Tot: 19s65ms | Loss: 0.600 | Acc: 78.664% (5840/7424) 58/391 [=========>.......................................................] Step: 319ms | Tot: 19s385ms | Loss: 0.602 | Acc: 78.668% (5941/7552) 59/391 [=========>.......................................................] Step: 332ms | Tot: 19s718ms | Loss: 0.604 | Acc: 78.607% (6037/7680) 60/391 [=========>.......................................................] Step: 323ms | Tot: 20s42ms | Loss: 0.605 | Acc: 78.560% (6134/7808) 61/391 [==========>......................................................] Step: 325ms | Tot: 20s367ms | Loss: 0.606 | Acc: 78.503% (6230/7936) 62/391 [==========>......................................................] Step: 342ms | Tot: 20s709ms | Loss: 0.608 | Acc: 78.410% (6323/8064) 63/391 [==========>......................................................] Step: 324ms | Tot: 21s34ms | Loss: 0.605 | Acc: 78.503% (6431/8192) 64/391 [==========>......................................................] Step: 333ms | Tot: 21s367ms | Loss: 0.604 | Acc: 78.546% (6535/8320) 65/391 [==========>......................................................] Step: 329ms | Tot: 21s696ms | Loss: 0.604 | Acc: 78.575% (6638/8448) 66/391 [==========>......................................................] Step: 323ms | Tot: 22s19ms | Loss: 0.604 | Acc: 78.591% (6740/8576) 67/391 [===========>.....................................................] Step: 328ms | Tot: 22s348ms | Loss: 0.604 | Acc: 78.631% (6844/8704) 68/391 [===========>.....................................................] Step: 331ms | Tot: 22s680ms | Loss: 0.603 | Acc: 78.691% (6950/8832) 69/391 [===========>.....................................................] Step: 333ms | Tot: 23s14ms | Loss: 0.602 | Acc: 78.761% (7057/8960) 70/391 [===========>.....................................................] Step: 322ms | Tot: 23s336ms | Loss: 0.603 | Acc: 78.686% (7151/9088) 71/391 [===========>.....................................................] Step: 330ms | Tot: 23s666ms | Loss: 0.602 | Acc: 78.689% (7252/9216) 72/391 [===========>.....................................................] Step: 330ms | Tot: 23s997ms | Loss: 0.601 | Acc: 78.778% (7361/9344) 73/391 [============>....................................................] Step: 319ms | Tot: 24s317ms | Loss: 0.600 | Acc: 78.811% (7465/9472) 74/391 [============>....................................................] Step: 337ms | Tot: 24s655ms | Loss: 0.599 | Acc: 78.812% (7566/9600) 75/391 [============>....................................................] Step: 321ms | Tot: 24s976ms | Loss: 0.599 | Acc: 78.834% (7669/9728) 76/391 [============>....................................................] Step: 323ms | Tot: 25s299ms | Loss: 0.598 | Acc: 78.876% (7774/9856) 77/391 [============>....................................................] Step: 334ms | Tot: 25s634ms | Loss: 0.596 | Acc: 78.976% (7885/9984) 78/391 [============>....................................................] Step: 322ms | Tot: 25s956ms | Loss: 0.596 | Acc: 79.005% (7989/10112) 79/391 [=============>...................................................] Step: 332ms | Tot: 26s289ms | Loss: 0.597 | Acc: 78.945% (8084/10240) 80/391 [=============>...................................................] Step: 332ms | Tot: 26s622ms | Loss: 0.597 | Acc: 79.012% (8192/10368) 81/391 [=============>...................................................] Step: 326ms | Tot: 26s949ms | Loss: 0.598 | Acc: 78.992% (8291/10496) 82/391 [=============>...................................................] Step: 332ms | Tot: 27s281ms | Loss: 0.600 | Acc: 78.944% (8387/10624) 83/391 [=============>...................................................] Step: 329ms | Tot: 27s611ms | Loss: 0.599 | Acc: 78.999% (8494/10752) 84/391 [=============>...................................................] Step: 330ms | Tot: 27s942ms | Loss: 0.598 | Acc: 78.998% (8595/10880) 85/391 [==============>..................................................] Step: 322ms | Tot: 28s264ms | Loss: 0.598 | Acc: 78.997% (8696/11008) 86/391 [==============>..................................................] Step: 329ms | Tot: 28s594ms | Loss: 0.597 | Acc: 79.095% (8808/11136) 87/391 [==============>..................................................] Step: 331ms | Tot: 28s925ms | Loss: 0.597 | Acc: 79.119% (8912/11264) 88/391 [==============>..................................................] Step: 331ms | Tot: 29s257ms | Loss: 0.596 | Acc: 79.143% (9016/11392) 89/391 [==============>..................................................] Step: 331ms | Tot: 29s588ms | Loss: 0.595 | Acc: 79.210% (9125/11520) 90/391 [==============>..................................................] Step: 328ms | Tot: 29s916ms | Loss: 0.594 | Acc: 79.207% (9226/11648) 91/391 [===============>.................................................] Step: 323ms | Tot: 30s240ms | Loss: 0.593 | Acc: 79.288% (9337/11776) 92/391 [===============>.................................................] Step: 339ms | Tot: 30s579ms | Loss: 0.594 | Acc: 79.284% (9438/11904) 93/391 [===============>.................................................] Step: 324ms | Tot: 30s904ms | Loss: 0.595 | Acc: 79.280% (9539/12032) 94/391 [===============>.................................................] Step: 343ms | Tot: 31s247ms | Loss: 0.593 | Acc: 79.334% (9647/12160) 95/391 [===============>.................................................] Step: 327ms | Tot: 31s574ms | Loss: 0.594 | Acc: 79.321% (9747/12288) 96/391 [===============>.................................................] Step: 322ms | Tot: 31s896ms | Loss: 0.594 | Acc: 79.269% (9842/12416) 97/391 [================>................................................] Step: 329ms | Tot: 32s226ms | Loss: 0.595 | Acc: 79.233% (9939/12544) 98/391 [================>................................................] Step: 329ms | Tot: 32s555ms | Loss: 0.596 | Acc: 79.253% (10043/12672) 99/391 [================>................................................] Step: 316ms | Tot: 32s872ms | Loss: 0.597 | Acc: 79.211% (10139/12800) 100/391 [================>................................................] Step: 322ms | Tot: 33s195ms | Loss: 0.595 | Acc: 79.254% (10246/12928) 101/391 [================>................................................] Step: 320ms | Tot: 33s516ms | Loss: 0.594 | Acc: 79.274% (10350/13056) 102/391 [================>................................................] Step: 324ms | Tot: 33s840ms | Loss: 0.595 | Acc: 79.270% (10451/13184) 103/391 [=================>...............................................] Step: 320ms | Tot: 34s161ms | Loss: 0.595 | Acc: 79.229% (10547/13312) 104/391 [=================>...............................................] Step: 327ms | Tot: 34s488ms | Loss: 0.594 | Acc: 79.301% (10658/13440) 105/391 [=================>...............................................] Step: 327ms | Tot: 34s816ms | Loss: 0.595 | Acc: 79.312% (10761/13568) 106/391 [=================>...............................................] Step: 333ms | Tot: 35s149ms | Loss: 0.594 | Acc: 79.330% (10865/13696) 107/391 [=================>...............................................] Step: 375ms | Tot: 35s525ms | Loss: 0.594 | Acc: 79.348% (10969/13824) 108/391 [=================>...............................................] Step: 360ms | Tot: 35s885ms | Loss: 0.594 | Acc: 79.329% (11068/13952) 109/391 [==================>..............................................] Step: 324ms | Tot: 36s209ms | Loss: 0.594 | Acc: 79.311% (11167/14080) 110/391 [==================>..............................................] Step: 329ms | Tot: 36s538ms | Loss: 0.595 | Acc: 79.300% (11267/14208) 111/391 [==================>..............................................] Step: 339ms | Tot: 36s878ms | Loss: 0.596 | Acc: 79.255% (11362/14336) 112/391 [==================>..............................................] Step: 333ms | Tot: 37s211ms | Loss: 0.596 | Acc: 79.259% (11464/14464) 113/391 [==================>..............................................] Step: 324ms | Tot: 37s536ms | Loss: 0.596 | Acc: 79.228% (11561/14592) 114/391 [==================>..............................................] Step: 322ms | Tot: 37s858ms | Loss: 0.598 | Acc: 79.164% (11653/14720) 115/391 [===================>.............................................] Step: 323ms | Tot: 38s181ms | Loss: 0.598 | Acc: 79.182% (11757/14848) 116/391 [===================>.............................................] Step: 327ms | Tot: 38s509ms | Loss: 0.597 | Acc: 79.227% (11865/14976) 117/391 [===================>.............................................] Step: 329ms | Tot: 38s838ms | Loss: 0.597 | Acc: 79.224% (11966/15104) 118/391 [===================>.............................................] Step: 323ms | Tot: 39s162ms | Loss: 0.598 | Acc: 79.175% (12060/15232) 119/391 [===================>.............................................] Step: 323ms | Tot: 39s486ms | Loss: 0.597 | Acc: 79.180% (12162/15360) 120/391 [===================>.............................................] Step: 325ms | Tot: 39s811ms | Loss: 0.598 | Acc: 79.190% (12265/15488) 121/391 [====================>............................................] Step: 322ms | Tot: 40s133ms | Loss: 0.598 | Acc: 79.169% (12363/15616) 122/391 [====================>............................................] Step: 331ms | Tot: 40s465ms | Loss: 0.597 | Acc: 79.192% (12468/15744) 123/391 [====================>............................................] Step: 325ms | Tot: 40s790ms | Loss: 0.597 | Acc: 79.209% (12572/15872) 124/391 [====================>............................................] Step: 323ms | Tot: 41s114ms | Loss: 0.597 | Acc: 79.231% (12677/16000) 125/391 [====================>............................................] Step: 326ms | Tot: 41s441ms | Loss: 0.596 | Acc: 79.216% (12776/16128) 126/391 [====================>............................................] Step: 327ms | Tot: 41s768ms | Loss: 0.596 | Acc: 79.238% (12881/16256) 127/391 [=====================>...........................................] Step: 333ms | Tot: 42s101ms | Loss: 0.595 | Acc: 79.254% (12985/16384) 128/391 [=====================>...........................................] Step: 319ms | Tot: 42s421ms | Loss: 0.596 | Acc: 79.233% (13083/16512) 129/391 [=====================>...........................................] Step: 327ms | Tot: 42s749ms | Loss: 0.595 | Acc: 79.249% (13187/16640) 130/391 [=====================>...........................................] Step: 329ms | Tot: 43s78ms | Loss: 0.595 | Acc: 79.270% (13292/16768) 131/391 [=====================>...........................................] Step: 338ms | Tot: 43s416ms | Loss: 0.595 | Acc: 79.297% (13398/16896) 132/391 [=====================>...........................................] Step: 346ms | Tot: 43s762ms | Loss: 0.595 | Acc: 79.270% (13495/17024) 133/391 [======================>..........................................] Step: 330ms | Tot: 44s93ms | Loss: 0.596 | Acc: 79.279% (13598/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 44s418ms | Loss: 0.596 | Acc: 79.265% (13697/17280) 135/391 [======================>..........................................] Step: 325ms | Tot: 44s744ms | Loss: 0.596 | Acc: 79.216% (13790/17408) 136/391 [======================>..........................................] Step: 320ms | Tot: 45s65ms | Loss: 0.596 | Acc: 79.226% (13893/17536) 137/391 [======================>..........................................] Step: 330ms | Tot: 45s395ms | Loss: 0.598 | Acc: 79.172% (13985/17664) 138/391 [======================>..........................................] Step: 326ms | Tot: 45s721ms | Loss: 0.597 | Acc: 79.204% (14092/17792) 139/391 [=======================>.........................................] Step: 324ms | Tot: 46s45ms | Loss: 0.597 | Acc: 79.230% (14198/17920) 140/391 [=======================>.........................................] Step: 321ms | Tot: 46s367ms | Loss: 0.597 | Acc: 79.228% (14299/18048) 141/391 [=======================>.........................................] Step: 327ms | Tot: 46s695ms | Loss: 0.597 | Acc: 79.242% (14403/18176) 142/391 [=======================>.........................................] Step: 332ms | Tot: 47s27ms | Loss: 0.597 | Acc: 79.229% (14502/18304) 143/391 [=======================>.........................................] Step: 325ms | Tot: 47s353ms | Loss: 0.597 | Acc: 79.215% (14601/18432) 144/391 [=======================>.........................................] Step: 328ms | Tot: 47s681ms | Loss: 0.597 | Acc: 79.262% (14711/18560) 145/391 [========================>........................................] Step: 321ms | Tot: 48s3ms | Loss: 0.596 | Acc: 79.265% (14813/18688) 146/391 [========================>........................................] Step: 319ms | Tot: 48s323ms | Loss: 0.597 | Acc: 79.278% (14917/18816) 147/391 [========================>........................................] Step: 338ms | Tot: 48s662ms | Loss: 0.597 | Acc: 79.292% (15021/18944) 148/391 [========================>........................................] Step: 339ms | Tot: 49s1ms | Loss: 0.598 | Acc: 79.247% (15114/19072) 149/391 [========================>........................................] Step: 323ms | Tot: 49s324ms | Loss: 0.598 | Acc: 79.224% (15211/19200) 150/391 [========================>........................................] Step: 328ms | Tot: 49s653ms | Loss: 0.598 | Acc: 79.191% (15306/19328) 151/391 [=========================>.......................................] Step: 322ms | Tot: 49s975ms | Loss: 0.599 | Acc: 79.179% (15405/19456) 152/391 [=========================>.......................................] Step: 339ms | Tot: 50s314ms | Loss: 0.599 | Acc: 79.182% (15507/19584) 153/391 [=========================>.......................................] Step: 327ms | Tot: 50s642ms | Loss: 0.598 | Acc: 79.195% (15611/19712) 154/391 [=========================>.......................................] Step: 327ms | Tot: 50s970ms | Loss: 0.598 | Acc: 79.219% (15717/19840) 155/391 [=========================>.......................................] Step: 331ms | Tot: 51s301ms | Loss: 0.598 | Acc: 79.202% (15815/19968) 156/391 [=========================>.......................................] Step: 334ms | Tot: 51s636ms | Loss: 0.598 | Acc: 79.215% (15919/20096) 157/391 [==========================>......................................] Step: 332ms | Tot: 51s968ms | Loss: 0.598 | Acc: 79.233% (16024/20224) 158/391 [==========================>......................................] Step: 324ms | Tot: 52s293ms | Loss: 0.598 | Acc: 79.226% (16124/20352) 159/391 [==========================>......................................] Step: 331ms | Tot: 52s624ms | Loss: 0.596 | Acc: 79.287% (16238/20480) 160/391 [==========================>......................................] Step: 333ms | Tot: 52s957ms | Loss: 0.596 | Acc: 79.294% (16341/20608) 161/391 [==========================>......................................] Step: 340ms | Tot: 53s298ms | Loss: 0.595 | Acc: 79.340% (16452/20736) 162/391 [==========================>......................................] Step: 351ms | Tot: 53s649ms | Loss: 0.594 | Acc: 79.357% (16557/20864) 163/391 [===========================>.....................................] Step: 337ms | Tot: 53s986ms | Loss: 0.594 | Acc: 79.345% (16656/20992) 164/391 [===========================>.....................................] Step: 331ms | Tot: 54s318ms | Loss: 0.593 | Acc: 79.370% (16763/21120) 165/391 [===========================>.....................................] Step: 338ms | Tot: 54s656ms | Loss: 0.593 | Acc: 79.382% (16867/21248) 166/391 [===========================>.....................................] Step: 336ms | Tot: 54s993ms | Loss: 0.594 | Acc: 79.346% (16961/21376) 167/391 [===========================>.....................................] Step: 332ms | Tot: 55s326ms | Loss: 0.593 | Acc: 79.348% (17063/21504) 168/391 [===========================>.....................................] Step: 332ms | Tot: 55s658ms | Loss: 0.593 | Acc: 79.364% (17168/21632) 169/391 [============================>....................................] Step: 335ms | Tot: 55s993ms | Loss: 0.593 | Acc: 79.347% (17266/21760) 170/391 [============================>....................................] Step: 328ms | Tot: 56s322ms | Loss: 0.594 | Acc: 79.345% (17367/21888) 171/391 [============================>....................................] Step: 327ms | Tot: 56s649ms | Loss: 0.594 | Acc: 79.329% (17465/22016) 172/391 [============================>....................................] Step: 336ms | Tot: 56s986ms | Loss: 0.594 | Acc: 79.344% (17570/22144) 173/391 [============================>....................................] Step: 322ms | Tot: 57s308ms | Loss: 0.594 | Acc: 79.324% (17667/22272) 174/391 [============================>....................................] Step: 329ms | Tot: 57s638ms | Loss: 0.594 | Acc: 79.348% (17774/22400) 175/391 [=============================>...................................] Step: 323ms | Tot: 57s961ms | Loss: 0.594 | Acc: 79.324% (17870/22528) 176/391 [=============================>...................................] Step: 322ms | Tot: 58s284ms | Loss: 0.594 | Acc: 79.317% (17970/22656) 177/391 [=============================>...................................] Step: 340ms | Tot: 58s625ms | Loss: 0.595 | Acc: 79.292% (18066/22784) 178/391 [=============================>...................................] Step: 323ms | Tot: 58s948ms | Loss: 0.594 | Acc: 79.308% (18171/22912) 179/391 [=============================>...................................] Step: 327ms | Tot: 59s276ms | Loss: 0.593 | Acc: 79.323% (18276/23040) 180/391 [=============================>...................................] Step: 336ms | Tot: 59s613ms | Loss: 0.594 | Acc: 79.295% (18371/23168) 181/391 [==============================>..................................] Step: 330ms | Tot: 59s943ms | Loss: 0.594 | Acc: 79.301% (18474/23296) 182/391 [==============================>..................................] Step: 325ms | Tot: 1m269ms | Loss: 0.594 | Acc: 79.333% (18583/23424) 183/391 [==============================>..................................] Step: 334ms | Tot: 1m604ms | Loss: 0.595 | Acc: 79.318% (18681/23552) 184/391 [==============================>..................................] Step: 330ms | Tot: 1m934ms | Loss: 0.595 | Acc: 79.299% (18778/23680) 185/391 [==============================>..................................] Step: 334ms | Tot: 1m1s | Loss: 0.594 | Acc: 79.330% (18887/23808) 186/391 [==============================>..................................] Step: 331ms | Tot: 1m1s | Loss: 0.594 | Acc: 79.332% (18989/23936) 187/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.594 | Acc: 79.343% (19093/24064) 188/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.594 | Acc: 79.340% (19194/24192) 189/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 0.594 | Acc: 79.338% (19295/24320) 190/391 [===============================>.................................] Step: 334ms | Tot: 1m2s | Loss: 0.594 | Acc: 79.352% (19400/24448) 191/391 [===============================>.................................] Step: 323ms | Tot: 1m3s | Loss: 0.594 | Acc: 79.325% (19495/24576) 192/391 [===============================>.................................] Step: 327ms | Tot: 1m3s | Loss: 0.594 | Acc: 79.335% (19599/24704) 193/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.594 | Acc: 79.329% (19699/24832) 194/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.595 | Acc: 79.303% (19794/24960) 195/391 [================================>................................] Step: 345ms | Tot: 1m4s | Loss: 0.596 | Acc: 79.281% (19890/25088) 196/391 [================================>................................] Step: 324ms | Tot: 1m4s | Loss: 0.596 | Acc: 79.279% (19991/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m5s | Loss: 0.596 | Acc: 79.297% (20097/25344) 198/391 [================================>................................] Step: 330ms | Tot: 1m5s | Loss: 0.595 | Acc: 79.303% (20200/25472) 199/391 [=================================>...............................] Step: 340ms | Tot: 1m5s | Loss: 0.596 | Acc: 79.285% (20297/25600) 200/391 [=================================>...............................] Step: 348ms | Tot: 1m6s | Loss: 0.596 | Acc: 79.291% (20400/25728) 201/391 [=================================>...............................] Step: 341ms | Tot: 1m6s | Loss: 0.596 | Acc: 79.278% (20498/25856) 202/391 [=================================>...............................] Step: 332ms | Tot: 1m6s | Loss: 0.596 | Acc: 79.272% (20598/25984) 203/391 [=================================>...............................] Step: 331ms | Tot: 1m7s | Loss: 0.597 | Acc: 79.251% (20694/26112) 204/391 [=================================>...............................] Step: 331ms | Tot: 1m7s | Loss: 0.597 | Acc: 79.234% (20791/26240) 205/391 [==================================>..............................] Step: 333ms | Tot: 1m7s | Loss: 0.597 | Acc: 79.236% (20893/26368) 206/391 [==================================>..............................] Step: 333ms | Tot: 1m8s | Loss: 0.597 | Acc: 79.253% (20999/26496) 207/391 [==================================>..............................] Step: 331ms | Tot: 1m8s | Loss: 0.596 | Acc: 79.278% (21107/26624) 208/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.596 | Acc: 79.284% (21210/26752) 209/391 [==================================>..............................] Step: 325ms | Tot: 1m9s | Loss: 0.596 | Acc: 79.267% (21307/26880) 210/391 [==================================>..............................] Step: 338ms | Tot: 1m9s | Loss: 0.596 | Acc: 79.269% (21409/27008) 211/391 [===================================>.............................] Step: 333ms | Tot: 1m9s | Loss: 0.596 | Acc: 79.256% (21507/27136) 212/391 [===================================>.............................] Step: 324ms | Tot: 1m10s | Loss: 0.596 | Acc: 79.240% (21604/27264) 213/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.596 | Acc: 79.231% (21703/27392) 214/391 [===================================>.............................] Step: 336ms | Tot: 1m10s | Loss: 0.596 | Acc: 79.237% (21806/27520) 215/391 [===================================>.............................] Step: 338ms | Tot: 1m11s | Loss: 0.596 | Acc: 79.232% (21906/27648) 216/391 [===================================>.............................] Step: 327ms | Tot: 1m11s | Loss: 0.596 | Acc: 79.248% (22012/27776) 217/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.596 | Acc: 79.243% (22112/27904) 218/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.596 | Acc: 79.245% (22214/28032) 219/391 [====================================>............................] Step: 324ms | Tot: 1m12s | Loss: 0.596 | Acc: 79.237% (22313/28160) 220/391 [====================================>............................] Step: 332ms | Tot: 1m12s | Loss: 0.596 | Acc: 79.214% (22408/28288) 221/391 [====================================>............................] Step: 326ms | Tot: 1m13s | Loss: 0.595 | Acc: 79.251% (22520/28416) 222/391 [====================================>............................] Step: 326ms | Tot: 1m13s | Loss: 0.595 | Acc: 79.264% (22625/28544) 223/391 [=====================================>...........................] Step: 323ms | Tot: 1m13s | Loss: 0.595 | Acc: 79.262% (22726/28672) 224/391 [=====================================>...........................] Step: 331ms | Tot: 1m14s | Loss: 0.595 | Acc: 79.267% (22829/28800) 225/391 [=====================================>...........................] Step: 331ms | Tot: 1m14s | Loss: 0.595 | Acc: 79.262% (22929/28928) 226/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.596 | Acc: 79.257% (23029/29056) 227/391 [=====================================>...........................] Step: 324ms | Tot: 1m15s | Loss: 0.595 | Acc: 79.276% (23136/29184) 228/391 [=====================================>...........................] Step: 328ms | Tot: 1m15s | Loss: 0.595 | Acc: 79.299% (23244/29312) 229/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.594 | Acc: 79.327% (23354/29440) 230/391 [======================================>..........................] Step: 331ms | Tot: 1m16s | Loss: 0.594 | Acc: 79.319% (23453/29568) 231/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.594 | Acc: 79.324% (23556/29696) 232/391 [======================================>..........................] Step: 326ms | Tot: 1m16s | Loss: 0.594 | Acc: 79.322% (23657/29824) 233/391 [======================================>..........................] Step: 329ms | Tot: 1m17s | Loss: 0.594 | Acc: 79.334% (23762/29952) 234/391 [======================================>..........................] Step: 321ms | Tot: 1m17s | Loss: 0.593 | Acc: 79.345% (23867/30080) 235/391 [=======================================>.........................] Step: 325ms | Tot: 1m17s | Loss: 0.593 | Acc: 79.347% (23969/30208) 236/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.594 | Acc: 79.328% (24065/30336) 237/391 [=======================================>.........................] Step: 321ms | Tot: 1m18s | Loss: 0.594 | Acc: 79.320% (24164/30464) 238/391 [=======================================>.........................] Step: 330ms | Tot: 1m18s | Loss: 0.595 | Acc: 79.299% (24259/30592) 239/391 [=======================================>.........................] Step: 327ms | Tot: 1m19s | Loss: 0.594 | Acc: 79.323% (24368/30720) 240/391 [=======================================>.........................] Step: 322ms | Tot: 1m19s | Loss: 0.594 | Acc: 79.331% (24472/30848) 241/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 0.594 | Acc: 79.355% (24581/30976) 242/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.594 | Acc: 79.353% (24682/31104) 243/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.594 | Acc: 79.361% (24786/31232) 244/391 [========================================>........................] Step: 334ms | Tot: 1m20s | Loss: 0.593 | Acc: 79.388% (24896/31360) 245/391 [========================================>........................] Step: 329ms | Tot: 1m21s | Loss: 0.593 | Acc: 79.379% (24995/31488) 246/391 [========================================>........................] Step: 323ms | Tot: 1m21s | Loss: 0.594 | Acc: 79.343% (25085/31616) 247/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.593 | Acc: 79.350% (25189/31744) 248/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.593 | Acc: 79.352% (25291/31872) 249/391 [=========================================>.......................] Step: 322ms | Tot: 1m22s | Loss: 0.593 | Acc: 79.341% (25389/32000) 250/391 [=========================================>.......................] Step: 330ms | Tot: 1m22s | Loss: 0.593 | Acc: 79.336% (25489/32128) 251/391 [=========================================>.......................] Step: 343ms | Tot: 1m22s | Loss: 0.594 | Acc: 79.319% (25585/32256) 252/391 [=========================================>.......................] Step: 330ms | Tot: 1m23s | Loss: 0.594 | Acc: 79.320% (25687/32384) 253/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 0.594 | Acc: 79.315% (25787/32512) 254/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.595 | Acc: 79.286% (25879/32640) 255/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 0.595 | Acc: 79.285% (25980/32768) 256/391 [==========================================>......................] Step: 330ms | Tot: 1m24s | Loss: 0.595 | Acc: 79.271% (26077/32896) 257/391 [==========================================>......................] Step: 332ms | Tot: 1m24s | Loss: 0.596 | Acc: 79.248% (26171/33024) 258/391 [==========================================>......................] Step: 334ms | Tot: 1m25s | Loss: 0.596 | Acc: 79.232% (26267/33152) 259/391 [===========================================>.....................] Step: 342ms | Tot: 1m25s | Loss: 0.596 | Acc: 79.222% (26365/33280) 260/391 [===========================================>.....................] Step: 341ms | Tot: 1m25s | Loss: 0.596 | Acc: 79.227% (26468/33408) 261/391 [===========================================>.....................] Step: 330ms | Tot: 1m26s | Loss: 0.596 | Acc: 79.231% (26571/33536) 262/391 [===========================================>.....................] Step: 338ms | Tot: 1m26s | Loss: 0.596 | Acc: 79.230% (26672/33664) 263/391 [===========================================>.....................] Step: 336ms | Tot: 1m26s | Loss: 0.596 | Acc: 79.250% (26780/33792) 264/391 [===========================================>.....................] Step: 332ms | Tot: 1m27s | Loss: 0.596 | Acc: 79.254% (26883/33920) 265/391 [============================================>....................] Step: 335ms | Tot: 1m27s | Loss: 0.597 | Acc: 79.232% (26977/34048) 266/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.597 | Acc: 79.219% (27074/34176) 267/391 [============================================>....................] Step: 319ms | Tot: 1m28s | Loss: 0.597 | Acc: 79.227% (27178/34304) 268/391 [============================================>....................] Step: 329ms | Tot: 1m28s | Loss: 0.597 | Acc: 79.220% (27277/34432) 269/391 [============================================>....................] Step: 325ms | Tot: 1m28s | Loss: 0.597 | Acc: 79.213% (27376/34560) 270/391 [============================================>....................] Step: 331ms | Tot: 1m29s | Loss: 0.597 | Acc: 79.220% (27480/34688) 271/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.597 | Acc: 79.199% (27574/34816) 272/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.598 | Acc: 79.164% (27663/34944) 273/391 [=============================================>...................] Step: 319ms | Tot: 1m30s | Loss: 0.598 | Acc: 79.146% (27758/35072) 274/391 [=============================================>...................] Step: 331ms | Tot: 1m30s | Loss: 0.598 | Acc: 79.142% (27858/35200) 275/391 [=============================================>...................] Step: 353ms | Tot: 1m30s | Loss: 0.598 | Acc: 79.144% (27960/35328) 276/391 [=============================================>...................] Step: 326ms | Tot: 1m31s | Loss: 0.598 | Acc: 79.135% (28058/35456) 277/391 [==============================================>..................] Step: 331ms | Tot: 1m31s | Loss: 0.598 | Acc: 79.151% (28165/35584) 278/391 [==============================================>..................] Step: 330ms | Tot: 1m31s | Loss: 0.597 | Acc: 79.169% (28273/35712) 279/391 [==============================================>..................] Step: 331ms | Tot: 1m32s | Loss: 0.597 | Acc: 79.174% (28376/35840) 280/391 [==============================================>..................] Step: 347ms | Tot: 1m32s | Loss: 0.598 | Acc: 79.156% (28471/35968) 281/391 [==============================================>..................] Step: 325ms | Tot: 1m32s | Loss: 0.598 | Acc: 79.153% (28571/36096) 282/391 [==============================================>..................] Step: 322ms | Tot: 1m33s | Loss: 0.598 | Acc: 79.124% (28662/36224) 283/391 [===============================================>.................] Step: 328ms | Tot: 1m33s | Loss: 0.598 | Acc: 79.121% (28762/36352) 284/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.599 | Acc: 79.101% (28856/36480) 285/391 [===============================================>.................] Step: 336ms | Tot: 1m34s | Loss: 0.599 | Acc: 79.117% (28963/36608) 286/391 [===============================================>.................] Step: 339ms | Tot: 1m34s | Loss: 0.599 | Acc: 79.124% (29067/36736) 287/391 [===============================================>.................] Step: 334ms | Tot: 1m34s | Loss: 0.599 | Acc: 79.134% (29172/36864) 288/391 [===============================================>.................] Step: 332ms | Tot: 1m35s | Loss: 0.599 | Acc: 79.133% (29273/36992) 289/391 [================================================>................] Step: 342ms | Tot: 1m35s | Loss: 0.598 | Acc: 79.151% (29381/37120) 290/391 [================================================>................] Step: 350ms | Tot: 1m35s | Loss: 0.598 | Acc: 79.156% (29484/37248) 291/391 [================================================>................] Step: 332ms | Tot: 1m36s | Loss: 0.598 | Acc: 79.179% (29594/37376) 292/391 [================================================>................] Step: 340ms | Tot: 1m36s | Loss: 0.598 | Acc: 79.189% (29699/37504) 293/391 [================================================>................] Step: 340ms | Tot: 1m36s | Loss: 0.598 | Acc: 79.183% (29798/37632) 294/391 [================================================>................] Step: 355ms | Tot: 1m37s | Loss: 0.598 | Acc: 79.198% (29905/37760) 295/391 [=================================================>...............] Step: 346ms | Tot: 1m37s | Loss: 0.597 | Acc: 79.199% (30007/37888) 296/391 [=================================================>...............] Step: 333ms | Tot: 1m38s | Loss: 0.597 | Acc: 79.209% (30112/38016) 297/391 [=================================================>...............] Step: 324ms | Tot: 1m38s | Loss: 0.597 | Acc: 79.205% (30212/38144) 298/391 [=================================================>...............] Step: 333ms | Tot: 1m38s | Loss: 0.597 | Acc: 79.212% (30316/38272) 299/391 [=================================================>...............] Step: 323ms | Tot: 1m38s | Loss: 0.597 | Acc: 79.216% (30419/38400) 300/391 [=================================================>...............] Step: 327ms | Tot: 1m39s | Loss: 0.597 | Acc: 79.218% (30521/38528) 301/391 [==================================================>..............] Step: 334ms | Tot: 1m39s | Loss: 0.597 | Acc: 79.199% (30615/38656) 302/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.597 | Acc: 79.200% (30717/38784) 303/391 [==================================================>..............] Step: 320ms | Tot: 1m40s | Loss: 0.597 | Acc: 79.204% (30820/38912) 304/391 [==================================================>..............] Step: 332ms | Tot: 1m40s | Loss: 0.597 | Acc: 79.201% (30920/39040) 305/391 [==================================================>..............] Step: 339ms | Tot: 1m40s | Loss: 0.597 | Acc: 79.202% (31022/39168) 306/391 [==================================================>..............] Step: 321ms | Tot: 1m41s | Loss: 0.597 | Acc: 79.173% (31112/39296) 307/391 [===================================================>.............] Step: 337ms | Tot: 1m41s | Loss: 0.597 | Acc: 79.178% (31215/39424) 308/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.597 | Acc: 79.192% (31322/39552) 309/391 [===================================================>.............] Step: 321ms | Tot: 1m42s | Loss: 0.597 | Acc: 79.194% (31424/39680) 310/391 [===================================================>.............] Step: 339ms | Tot: 1m42s | Loss: 0.597 | Acc: 79.195% (31526/39808) 311/391 [===================================================>.............] Step: 323ms | Tot: 1m42s | Loss: 0.598 | Acc: 79.164% (31615/39936) 312/391 [===================================================>.............] Step: 325ms | Tot: 1m43s | Loss: 0.598 | Acc: 79.176% (31721/40064) 313/391 [====================================================>............] Step: 335ms | Tot: 1m43s | Loss: 0.598 | Acc: 79.175% (31822/40192) 314/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.598 | Acc: 79.174% (31923/40320) 315/391 [====================================================>............] Step: 330ms | Tot: 1m44s | Loss: 0.598 | Acc: 79.178% (32026/40448) 316/391 [====================================================>............] Step: 337ms | Tot: 1m44s | Loss: 0.598 | Acc: 79.195% (32134/40576) 317/391 [====================================================>............] Step: 326ms | Tot: 1m44s | Loss: 0.598 | Acc: 79.221% (32246/40704) 318/391 [====================================================>............] Step: 321ms | Tot: 1m45s | Loss: 0.598 | Acc: 79.222% (32348/40832) 319/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.598 | Acc: 79.221% (32449/40960) 320/391 [=====================================================>...........] Step: 339ms | Tot: 1m45s | Loss: 0.598 | Acc: 79.218% (32549/41088) 321/391 [=====================================================>...........] Step: 325ms | Tot: 1m46s | Loss: 0.598 | Acc: 79.214% (32649/41216) 322/391 [=====================================================>...........] Step: 328ms | Tot: 1m46s | Loss: 0.598 | Acc: 79.226% (32755/41344) 323/391 [=====================================================>...........] Step: 334ms | Tot: 1m46s | Loss: 0.598 | Acc: 79.220% (32854/41472) 324/391 [=====================================================>...........] Step: 323ms | Tot: 1m47s | Loss: 0.598 | Acc: 79.212% (32952/41600) 325/391 [======================================================>..........] Step: 340ms | Tot: 1m47s | Loss: 0.597 | Acc: 79.237% (33064/41728) 326/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.597 | Acc: 79.246% (33169/41856) 327/391 [======================================================>..........] Step: 322ms | Tot: 1m48s | Loss: 0.597 | Acc: 79.252% (33273/41984) 328/391 [======================================================>..........] Step: 323ms | Tot: 1m48s | Loss: 0.597 | Acc: 79.267% (33381/42112) 329/391 [======================================================>..........] Step: 325ms | Tot: 1m48s | Loss: 0.596 | Acc: 79.268% (33483/42240) 330/391 [======================================================>..........] Step: 331ms | Tot: 1m49s | Loss: 0.597 | Acc: 79.263% (33582/42368) 331/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.597 | Acc: 79.255% (33680/42496) 332/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.597 | Acc: 79.265% (33786/42624) 333/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 0.597 | Acc: 79.262% (33886/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m50s | Loss: 0.598 | Acc: 79.249% (33982/42880) 335/391 [=======================================================>.........] Step: 336ms | Tot: 1m50s | Loss: 0.598 | Acc: 79.215% (34069/43008) 336/391 [=======================================================>.........] Step: 327ms | Tot: 1m51s | Loss: 0.598 | Acc: 79.238% (34180/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.598 | Acc: 79.255% (34289/43264) 338/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.597 | Acc: 79.250% (34388/43392) 339/391 [========================================================>........] Step: 333ms | Tot: 1m52s | Loss: 0.597 | Acc: 79.242% (34486/43520) 340/391 [========================================================>........] Step: 343ms | Tot: 1m52s | Loss: 0.598 | Acc: 79.234% (34584/43648) 341/391 [========================================================>........] Step: 328ms | Tot: 1m52s | Loss: 0.598 | Acc: 79.215% (34677/43776) 342/391 [========================================================>........] Step: 323ms | Tot: 1m53s | Loss: 0.598 | Acc: 79.209% (34776/43904) 343/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.598 | Acc: 79.192% (34870/44032) 344/391 [=========================================================>.......] Step: 327ms | Tot: 1m53s | Loss: 0.598 | Acc: 79.201% (34975/44160) 345/391 [=========================================================>.......] Step: 330ms | Tot: 1m54s | Loss: 0.598 | Acc: 79.202% (35077/44288) 346/391 [=========================================================>.......] Step: 320ms | Tot: 1m54s | Loss: 0.598 | Acc: 79.197% (35176/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m54s | Loss: 0.598 | Acc: 79.200% (35279/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m55s | Loss: 0.598 | Acc: 79.206% (35383/44672) 349/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.598 | Acc: 79.203% (35483/44800) 350/391 [==========================================================>......] Step: 349ms | Tot: 1m55s | Loss: 0.598 | Acc: 79.216% (35590/44928) 351/391 [==========================================================>......] Step: 329ms | Tot: 1m56s | Loss: 0.598 | Acc: 79.228% (35697/45056) 352/391 [==========================================================>......] Step: 322ms | Tot: 1m56s | Loss: 0.598 | Acc: 79.247% (35807/45184) 353/391 [==========================================================>......] Step: 324ms | Tot: 1m56s | Loss: 0.597 | Acc: 79.266% (35917/45312) 354/391 [==========================================================>......] Step: 322ms | Tot: 1m57s | Loss: 0.597 | Acc: 79.265% (36018/45440) 355/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.597 | Acc: 79.260% (36117/45568) 356/391 [===========================================================>.....] Step: 333ms | Tot: 1m57s | Loss: 0.597 | Acc: 79.245% (36212/45696) 357/391 [===========================================================>.....] Step: 333ms | Tot: 1m58s | Loss: 0.597 | Acc: 79.240% (36311/45824) 358/391 [===========================================================>.....] Step: 335ms | Tot: 1m58s | Loss: 0.597 | Acc: 79.239% (36412/45952) 359/391 [===========================================================>.....] Step: 342ms | Tot: 1m58s | Loss: 0.598 | Acc: 79.221% (36505/46080) 360/391 [===========================================================>.....] Step: 335ms | Tot: 1m59s | Loss: 0.598 | Acc: 79.218% (36605/46208) 361/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.599 | Acc: 79.182% (36690/46336) 362/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.599 | Acc: 79.158% (36780/46464) 363/391 [============================================================>....] Step: 326ms | Tot: 2m40ms | Loss: 0.599 | Acc: 79.147% (36876/46592) 364/391 [============================================================>....] Step: 321ms | Tot: 2m361ms | Loss: 0.599 | Acc: 79.144% (36976/46720) 365/391 [============================================================>....] Step: 337ms | Tot: 2m698ms | Loss: 0.599 | Acc: 79.133% (37072/46848) 366/391 [============================================================>....] Step: 325ms | Tot: 2m1s | Loss: 0.599 | Acc: 79.136% (37175/46976) 367/391 [=============================================================>...] Step: 320ms | Tot: 2m1s | Loss: 0.600 | Acc: 79.131% (37274/47104) 368/391 [=============================================================>...] Step: 330ms | Tot: 2m1s | Loss: 0.599 | Acc: 79.141% (37380/47232) 369/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.600 | Acc: 79.132% (37477/47360) 370/391 [=============================================================>...] Step: 330ms | Tot: 2m2s | Loss: 0.599 | Acc: 79.138% (37581/47488) 371/391 [=============================================================>...] Step: 326ms | Tot: 2m2s | Loss: 0.599 | Acc: 79.139% (37683/47616) 372/391 [=============================================================>...] Step: 320ms | Tot: 2m2s | Loss: 0.599 | Acc: 79.130% (37780/47744) 373/391 [==============================================================>..] Step: 320ms | Tot: 2m3s | Loss: 0.599 | Acc: 79.136% (37884/47872) 374/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 0.599 | Acc: 79.140% (37987/48000) 375/391 [==============================================================>..] Step: 322ms | Tot: 2m3s | Loss: 0.599 | Acc: 79.147% (38092/48128) 376/391 [==============================================================>..] Step: 315ms | Tot: 2m4s | Loss: 0.599 | Acc: 79.153% (38196/48256) 377/391 [==============================================================>..] Step: 324ms | Tot: 2m4s | Loss: 0.599 | Acc: 79.150% (38296/48384) 378/391 [==============================================================>..] Step: 315ms | Tot: 2m4s | Loss: 0.599 | Acc: 79.135% (38390/48512) 379/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.599 | Acc: 79.145% (38496/48640) 380/391 [===============================================================>.] Step: 332ms | Tot: 2m5s | Loss: 0.599 | Acc: 79.142% (38596/48768) 381/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.599 | Acc: 79.139% (38696/48896) 382/391 [===============================================================>.] Step: 319ms | Tot: 2m6s | Loss: 0.599 | Acc: 79.137% (38796/49024) 383/391 [===============================================================>.] Step: 321ms | Tot: 2m6s | Loss: 0.600 | Acc: 79.136% (38897/49152) 384/391 [===============================================================>.] Step: 318ms | Tot: 2m6s | Loss: 0.600 | Acc: 79.117% (38989/49280) 385/391 [================================================================>] Step: 329ms | Tot: 2m7s | Loss: 0.600 | Acc: 79.121% (39092/49408) 386/391 [================================================================>] Step: 339ms | Tot: 2m7s | Loss: 0.600 | Acc: 79.116% (39191/49536) 387/391 [================================================================>] Step: 327ms | Tot: 2m7s | Loss: 0.600 | Acc: 79.124% (39296/49664) 388/391 [================================================================>] Step: 319ms | Tot: 2m8s | Loss: 0.600 | Acc: 79.135% (39403/49792) 389/391 [================================================================>] Step: 317ms | Tot: 2m8s | Loss: 0.600 | Acc: 79.117% (39495/49920) 390/391 [================================================================>] Step: 315ms | Tot: 2m8s | Loss: 0.600 | Acc: 79.112% (39556/50000) 391/391 + [>................................................................] Step: 894ms | Tot: 2ms | Loss: 0.823 | Acc: 74.000% (74/100) 1/100 [>................................................................] Step: 255ms | Tot: 258ms | Loss: 0.843 | Acc: 72.500% (145/200) 2/100 [=>...............................................................] Step: 262ms | Tot: 520ms | Loss: 0.903 | Acc: 70.667% (212/300) 3/100 [=>...............................................................] Step: 257ms | Tot: 778ms | Loss: 0.858 | Acc: 72.250% (289/400) 4/100 [==>..............................................................] Step: 259ms | Tot: 1s37ms | Loss: 0.841 | Acc: 71.800% (359/500) 5/100 [===>.............................................................] Step: 257ms | Tot: 1s295ms | Loss: 0.818 | Acc: 72.833% (437/600) 6/100 [===>.............................................................] Step: 260ms | Tot: 1s555ms | Loss: 0.824 | Acc: 72.571% (508/700) 7/100 [====>............................................................] Step: 259ms | Tot: 1s815ms | Loss: 0.863 | Acc: 71.375% (571/800) 8/100 [=====>...........................................................] Step: 255ms | Tot: 2s70ms | Loss: 0.896 | Acc: 70.889% (638/900) 9/100 [=====>...........................................................] Step: 257ms | Tot: 2s328ms | Loss: 0.878 | Acc: 71.400% (714/1000) 10/100 [======>..........................................................] Step: 255ms | Tot: 2s584ms | Loss: 0.861 | Acc: 72.182% (794/1100) 11/100 [=======>.........................................................] Step: 260ms | Tot: 2s844ms | Loss: 0.858 | Acc: 72.417% (869/1200) 12/100 [=======>.........................................................] Step: 256ms | Tot: 3s101ms | Loss: 0.854 | Acc: 72.846% (947/1300) 13/100 [========>........................................................] Step: 262ms | Tot: 3s363ms | Loss: 0.848 | Acc: 73.000% (1022/1400) 14/100 [=========>.......................................................] Step: 256ms | Tot: 3s620ms | Loss: 0.849 | Acc: 73.133% (1097/1500) 15/100 [=========>.......................................................] Step: 264ms | Tot: 3s885ms | Loss: 0.854 | Acc: 72.875% (1166/1600) 16/100 [==========>......................................................] Step: 258ms | Tot: 4s143ms | Loss: 0.849 | Acc: 73.059% (1242/1700) 17/100 [===========>.....................................................] Step: 257ms | Tot: 4s401ms | Loss: 0.851 | Acc: 72.778% (1310/1800) 18/100 [===========>.....................................................] Step: 254ms | Tot: 4s655ms | Loss: 0.841 | Acc: 73.158% (1390/1900) 19/100 [============>....................................................] Step: 269ms | Tot: 4s924ms | Loss: 0.853 | Acc: 72.600% (1452/2000) 20/100 [=============>...................................................] Step: 272ms | Tot: 5s197ms | Loss: 0.852 | Acc: 72.667% (1526/2100) 21/100 [=============>...................................................] Step: 257ms | Tot: 5s455ms | Loss: 0.857 | Acc: 72.773% (1601/2200) 22/100 [==============>..................................................] Step: 258ms | Tot: 5s713ms | Loss: 0.862 | Acc: 72.522% (1668/2300) 23/100 [==============>..................................................] Step: 261ms | Tot: 5s975ms | Loss: 0.859 | Acc: 72.708% (1745/2400) 24/100 [===============>.................................................] Step: 258ms | Tot: 6s233ms | Loss: 0.860 | Acc: 72.680% (1817/2500) 25/100 [================>................................................] Step: 257ms | Tot: 6s491ms | Loss: 0.872 | Acc: 72.423% (1883/2600) 26/100 [================>................................................] Step: 258ms | Tot: 6s749ms | Loss: 0.867 | Acc: 72.519% (1958/2700) 27/100 [=================>...............................................] Step: 269ms | Tot: 7s19ms | Loss: 0.866 | Acc: 72.429% (2028/2800) 28/100 [==================>..............................................] Step: 265ms | Tot: 7s284ms | Loss: 0.862 | Acc: 72.655% (2107/2900) 29/100 [==================>..............................................] Step: 258ms | Tot: 7s543ms | Loss: 0.857 | Acc: 72.733% (2182/3000) 30/100 [===================>.............................................] Step: 261ms | Tot: 7s804ms | Loss: 0.852 | Acc: 73.065% (2265/3100) 31/100 [====================>............................................] Step: 257ms | Tot: 8s61ms | Loss: 0.849 | Acc: 73.000% (2336/3200) 32/100 [====================>............................................] Step: 261ms | Tot: 8s323ms | Loss: 0.851 | Acc: 73.000% (2409/3300) 33/100 [=====================>...........................................] Step: 255ms | Tot: 8s578ms | Loss: 0.860 | Acc: 72.647% (2470/3400) 34/100 [======================>..........................................] Step: 263ms | Tot: 8s842ms | Loss: 0.869 | Acc: 72.343% (2532/3500) 35/100 [======================>..........................................] Step: 261ms | Tot: 9s104ms | Loss: 0.865 | Acc: 72.306% (2603/3600) 36/100 [=======================>.........................................] Step: 258ms | Tot: 9s362ms | Loss: 0.867 | Acc: 72.324% (2676/3700) 37/100 [========================>........................................] Step: 257ms | Tot: 9s619ms | Loss: 0.870 | Acc: 72.158% (2742/3800) 38/100 [========================>........................................] Step: 275ms | Tot: 9s894ms | Loss: 0.867 | Acc: 72.205% (2816/3900) 39/100 [=========================>.......................................] Step: 267ms | Tot: 10s162ms | Loss: 0.864 | Acc: 72.325% (2893/4000) 40/100 [==========================>......................................] Step: 274ms | Tot: 10s436ms | Loss: 0.862 | Acc: 72.317% (2965/4100) 41/100 [==========================>......................................] Step: 267ms | Tot: 10s704ms | Loss: 0.862 | Acc: 72.381% (3040/4200) 42/100 [===========================>.....................................] Step: 272ms | Tot: 10s976ms | Loss: 0.858 | Acc: 72.488% (3117/4300) 43/100 [===========================>.....................................] Step: 266ms | Tot: 11s243ms | Loss: 0.855 | Acc: 72.568% (3193/4400) 44/100 [============================>....................................] Step: 267ms | Tot: 11s510ms | Loss: 0.856 | Acc: 72.622% (3268/4500) 45/100 [=============================>...................................] Step: 268ms | Tot: 11s779ms | Loss: 0.859 | Acc: 72.565% (3338/4600) 46/100 [=============================>...................................] Step: 268ms | Tot: 12s47ms | Loss: 0.860 | Acc: 72.489% (3407/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s316ms | Loss: 0.863 | Acc: 72.438% (3477/4800) 48/100 [===============================>.................................] Step: 264ms | Tot: 12s580ms | Loss: 0.861 | Acc: 72.408% (3548/4900) 49/100 [===============================>.................................] Step: 275ms | Tot: 12s856ms | Loss: 0.863 | Acc: 72.440% (3622/5000) 50/100 [================================>................................] Step: 269ms | Tot: 13s126ms | Loss: 0.862 | Acc: 72.392% (3692/5100) 51/100 [=================================>...............................] Step: 268ms | Tot: 13s394ms | Loss: 0.865 | Acc: 72.231% (3756/5200) 52/100 [=================================>...............................] Step: 266ms | Tot: 13s660ms | Loss: 0.863 | Acc: 72.226% (3828/5300) 53/100 [==================================>..............................] Step: 272ms | Tot: 13s932ms | Loss: 0.861 | Acc: 72.296% (3904/5400) 54/100 [===================================>.............................] Step: 267ms | Tot: 14s200ms | Loss: 0.859 | Acc: 72.327% (3978/5500) 55/100 [===================================>.............................] Step: 267ms | Tot: 14s467ms | Loss: 0.863 | Acc: 72.214% (4044/5600) 56/100 [====================================>............................] Step: 267ms | Tot: 14s735ms | Loss: 0.862 | Acc: 72.281% (4120/5700) 57/100 [=====================================>...........................] Step: 270ms | Tot: 15s5ms | Loss: 0.860 | Acc: 72.328% (4195/5800) 58/100 [=====================================>...........................] Step: 266ms | Tot: 15s272ms | Loss: 0.860 | Acc: 72.271% (4264/5900) 59/100 [======================================>..........................] Step: 269ms | Tot: 15s541ms | Loss: 0.865 | Acc: 72.067% (4324/6000) 60/100 [=======================================>.........................] Step: 267ms | Tot: 15s809ms | Loss: 0.865 | Acc: 72.049% (4395/6100) 61/100 [=======================================>.........................] Step: 266ms | Tot: 16s75ms | Loss: 0.867 | Acc: 71.919% (4459/6200) 62/100 [========================================>........................] Step: 268ms | Tot: 16s344ms | Loss: 0.867 | Acc: 71.889% (4529/6300) 63/100 [========================================>........................] Step: 265ms | Tot: 16s610ms | Loss: 0.866 | Acc: 71.938% (4604/6400) 64/100 [=========================================>.......................] Step: 272ms | Tot: 16s882ms | Loss: 0.869 | Acc: 71.877% (4672/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s151ms | Loss: 0.868 | Acc: 71.894% (4745/6600) 66/100 [==========================================>......................] Step: 267ms | Tot: 17s419ms | Loss: 0.868 | Acc: 71.851% (4814/6700) 67/100 [===========================================>.....................] Step: 265ms | Tot: 17s685ms | Loss: 0.865 | Acc: 72.000% (4896/6800) 68/100 [============================================>....................] Step: 272ms | Tot: 17s957ms | Loss: 0.867 | Acc: 71.928% (4963/6900) 69/100 [============================================>....................] Step: 268ms | Tot: 18s226ms | Loss: 0.868 | Acc: 71.886% (5032/7000) 70/100 [=============================================>...................] Step: 267ms | Tot: 18s493ms | Loss: 0.866 | Acc: 71.944% (5108/7100) 71/100 [==============================================>..................] Step: 266ms | Tot: 18s760ms | Loss: 0.866 | Acc: 71.986% (5183/7200) 72/100 [==============================================>..................] Step: 274ms | Tot: 19s34ms | Loss: 0.861 | Acc: 72.082% (5262/7300) 73/100 [===============================================>.................] Step: 266ms | Tot: 19s300ms | Loss: 0.858 | Acc: 72.149% (5339/7400) 74/100 [================================================>................] Step: 264ms | Tot: 19s565ms | Loss: 0.860 | Acc: 72.067% (5405/7500) 75/100 [================================================>................] Step: 274ms | Tot: 19s840ms | Loss: 0.857 | Acc: 72.132% (5482/7600) 76/100 [=================================================>...............] Step: 269ms | Tot: 20s109ms | Loss: 0.857 | Acc: 72.026% (5546/7700) 77/100 [==================================================>..............] Step: 276ms | Tot: 20s385ms | Loss: 0.859 | Acc: 72.077% (5622/7800) 78/100 [==================================================>..............] Step: 271ms | Tot: 20s656ms | Loss: 0.856 | Acc: 72.152% (5700/7900) 79/100 [===================================================>.............] Step: 275ms | Tot: 20s932ms | Loss: 0.855 | Acc: 72.200% (5776/8000) 80/100 [====================================================>............] Step: 268ms | Tot: 21s200ms | Loss: 0.853 | Acc: 72.259% (5853/8100) 81/100 [====================================================>............] Step: 266ms | Tot: 21s467ms | Loss: 0.853 | Acc: 72.305% (5929/8200) 82/100 [=====================================================>...........] Step: 266ms | Tot: 21s734ms | Loss: 0.852 | Acc: 72.349% (6005/8300) 83/100 [=====================================================>...........] Step: 273ms | Tot: 22s7ms | Loss: 0.852 | Acc: 72.298% (6073/8400) 84/100 [======================================================>..........] Step: 270ms | Tot: 22s278ms | Loss: 0.853 | Acc: 72.235% (6140/8500) 85/100 [=======================================================>.........] Step: 267ms | Tot: 22s546ms | Loss: 0.853 | Acc: 72.256% (6214/8600) 86/100 [=======================================================>.........] Step: 276ms | Tot: 22s823ms | Loss: 0.853 | Acc: 72.253% (6286/8700) 87/100 [========================================================>........] Step: 270ms | Tot: 23s93ms | Loss: 0.854 | Acc: 72.227% (6356/8800) 88/100 [=========================================================>.......] Step: 272ms | Tot: 23s365ms | Loss: 0.855 | Acc: 72.202% (6426/8900) 89/100 [=========================================================>.......] Step: 269ms | Tot: 23s635ms | Loss: 0.856 | Acc: 72.167% (6495/9000) 90/100 [==========================================================>......] Step: 274ms | Tot: 23s909ms | Loss: 0.854 | Acc: 72.209% (6571/9100) 91/100 [===========================================================>.....] Step: 266ms | Tot: 24s176ms | Loss: 0.851 | Acc: 72.272% (6649/9200) 92/100 [===========================================================>.....] Step: 268ms | Tot: 24s445ms | Loss: 0.851 | Acc: 72.280% (6722/9300) 93/100 [============================================================>....] Step: 266ms | Tot: 24s711ms | Loss: 0.851 | Acc: 72.202% (6787/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 24s984ms | Loss: 0.851 | Acc: 72.179% (6857/9500) 95/100 [=============================================================>...] Step: 265ms | Tot: 25s249ms | Loss: 0.850 | Acc: 72.219% (6933/9600) 96/100 [==============================================================>..] Step: 269ms | Tot: 25s519ms | Loss: 0.848 | Acc: 72.299% (7013/9700) 97/100 [===============================================================>.] Step: 269ms | Tot: 25s788ms | Loss: 0.850 | Acc: 72.255% (7081/9800) 98/100 [===============================================================>.] Step: 268ms | Tot: 26s57ms | Loss: 0.849 | Acc: 72.242% (7152/9900) 99/100 [================================================================>] Step: 267ms | Tot: 26s325ms | Loss: 0.850 | Acc: 72.230% (7223/10000) 100/100 + +Epoch: 10 + [>................................................................] Step: 1s96ms | Tot: 2ms | Loss: 0.447 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 347ms | Tot: 349ms | Loss: 0.542 | Acc: 82.031% (210/256) 2/391 [>................................................................] Step: 348ms | Tot: 697ms | Loss: 0.539 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 337ms | Tot: 1s35ms | Loss: 0.539 | Acc: 81.055% (415/512) 4/391 [>................................................................] Step: 332ms | Tot: 1s368ms | Loss: 0.544 | Acc: 81.094% (519/640) 5/391 [>................................................................] Step: 329ms | Tot: 1s697ms | Loss: 0.536 | Acc: 81.120% (623/768) 6/391 [>................................................................] Step: 332ms | Tot: 2s29ms | Loss: 0.542 | Acc: 80.804% (724/896) 7/391 [=>...............................................................] Step: 320ms | Tot: 2s350ms | Loss: 0.543 | Acc: 80.859% (828/1024) 8/391 [=>...............................................................] Step: 325ms | Tot: 2s676ms | Loss: 0.539 | Acc: 80.642% (929/1152) 9/391 [=>...............................................................] Step: 322ms | Tot: 2s998ms | Loss: 0.542 | Acc: 80.859% (1035/1280) 10/391 [=>...............................................................] Step: 320ms | Tot: 3s319ms | Loss: 0.541 | Acc: 81.179% (1143/1408) 11/391 [=>...............................................................] Step: 328ms | Tot: 3s648ms | Loss: 0.541 | Acc: 81.185% (1247/1536) 12/391 [=>...............................................................] Step: 323ms | Tot: 3s972ms | Loss: 0.545 | Acc: 81.310% (1353/1664) 13/391 [==>..............................................................] Step: 322ms | Tot: 4s294ms | Loss: 0.556 | Acc: 80.636% (1445/1792) 14/391 [==>..............................................................] Step: 333ms | Tot: 4s627ms | Loss: 0.555 | Acc: 80.625% (1548/1920) 15/391 [==>..............................................................] Step: 324ms | Tot: 4s952ms | Loss: 0.556 | Acc: 80.566% (1650/2048) 16/391 [==>..............................................................] Step: 320ms | Tot: 5s272ms | Loss: 0.564 | Acc: 80.147% (1744/2176) 17/391 [==>..............................................................] Step: 331ms | Tot: 5s604ms | Loss: 0.566 | Acc: 79.991% (1843/2304) 18/391 [==>..............................................................] Step: 325ms | Tot: 5s929ms | Loss: 0.565 | Acc: 80.016% (1946/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s254ms | Loss: 0.564 | Acc: 80.117% (2051/2560) 20/391 [===>.............................................................] Step: 338ms | Tot: 6s592ms | Loss: 0.564 | Acc: 80.022% (2151/2688) 21/391 [===>.............................................................] Step: 325ms | Tot: 6s917ms | Loss: 0.564 | Acc: 80.114% (2256/2816) 22/391 [===>.............................................................] Step: 319ms | Tot: 7s237ms | Loss: 0.571 | Acc: 79.891% (2352/2944) 23/391 [===>.............................................................] Step: 332ms | Tot: 7s570ms | Loss: 0.576 | Acc: 79.655% (2447/3072) 24/391 [===>.............................................................] Step: 335ms | Tot: 7s905ms | Loss: 0.575 | Acc: 79.781% (2553/3200) 25/391 [====>............................................................] Step: 321ms | Tot: 8s227ms | Loss: 0.578 | Acc: 79.778% (2655/3328) 26/391 [====>............................................................] Step: 336ms | Tot: 8s563ms | Loss: 0.576 | Acc: 79.745% (2756/3456) 27/391 [====>............................................................] Step: 323ms | Tot: 8s887ms | Loss: 0.578 | Acc: 79.660% (2855/3584) 28/391 [====>............................................................] Step: 320ms | Tot: 9s207ms | Loss: 0.577 | Acc: 79.688% (2958/3712) 29/391 [====>............................................................] Step: 328ms | Tot: 9s536ms | Loss: 0.579 | Acc: 79.609% (3057/3840) 30/391 [====>............................................................] Step: 323ms | Tot: 9s860ms | Loss: 0.576 | Acc: 79.763% (3165/3968) 31/391 [=====>...........................................................] Step: 323ms | Tot: 10s183ms | Loss: 0.572 | Acc: 79.883% (3272/4096) 32/391 [=====>...........................................................] Step: 331ms | Tot: 10s515ms | Loss: 0.569 | Acc: 79.948% (3377/4224) 33/391 [=====>...........................................................] Step: 321ms | Tot: 10s836ms | Loss: 0.572 | Acc: 79.848% (3475/4352) 34/391 [=====>...........................................................] Step: 321ms | Tot: 11s158ms | Loss: 0.571 | Acc: 79.911% (3580/4480) 35/391 [=====>...........................................................] Step: 331ms | Tot: 11s489ms | Loss: 0.570 | Acc: 80.013% (3687/4608) 36/391 [=====>...........................................................] Step: 326ms | Tot: 11s816ms | Loss: 0.570 | Acc: 80.025% (3790/4736) 37/391 [======>..........................................................] Step: 324ms | Tot: 12s140ms | Loss: 0.572 | Acc: 79.975% (3890/4864) 38/391 [======>..........................................................] Step: 330ms | Tot: 12s471ms | Loss: 0.575 | Acc: 79.928% (3990/4992) 39/391 [======>..........................................................] Step: 320ms | Tot: 12s791ms | Loss: 0.572 | Acc: 79.922% (4092/5120) 40/391 [======>..........................................................] Step: 331ms | Tot: 13s123ms | Loss: 0.569 | Acc: 79.992% (4198/5248) 41/391 [======>..........................................................] Step: 332ms | Tot: 13s455ms | Loss: 0.574 | Acc: 79.911% (4296/5376) 42/391 [======>..........................................................] Step: 324ms | Tot: 13s779ms | Loss: 0.579 | Acc: 79.742% (4389/5504) 43/391 [=======>.........................................................] Step: 320ms | Tot: 14s100ms | Loss: 0.578 | Acc: 79.670% (4487/5632) 44/391 [=======>.........................................................] Step: 325ms | Tot: 14s425ms | Loss: 0.579 | Acc: 79.670% (4589/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 14s747ms | Loss: 0.578 | Acc: 79.755% (4696/5888) 46/391 [=======>.........................................................] Step: 327ms | Tot: 15s74ms | Loss: 0.579 | Acc: 79.771% (4799/6016) 47/391 [=======>.........................................................] Step: 325ms | Tot: 15s400ms | Loss: 0.577 | Acc: 79.883% (4908/6144) 48/391 [=======>.........................................................] Step: 323ms | Tot: 15s723ms | Loss: 0.579 | Acc: 79.815% (5006/6272) 49/391 [========>........................................................] Step: 322ms | Tot: 16s46ms | Loss: 0.579 | Acc: 79.812% (5108/6400) 50/391 [========>........................................................] Step: 325ms | Tot: 16s372ms | Loss: 0.579 | Acc: 79.779% (5208/6528) 51/391 [========>........................................................] Step: 323ms | Tot: 16s695ms | Loss: 0.578 | Acc: 79.808% (5312/6656) 52/391 [========>........................................................] Step: 325ms | Tot: 17s20ms | Loss: 0.578 | Acc: 79.835% (5416/6784) 53/391 [========>........................................................] Step: 321ms | Tot: 17s341ms | Loss: 0.579 | Acc: 79.818% (5517/6912) 54/391 [========>........................................................] Step: 323ms | Tot: 17s665ms | Loss: 0.578 | Acc: 79.886% (5624/7040) 55/391 [=========>.......................................................] Step: 324ms | Tot: 17s990ms | Loss: 0.577 | Acc: 79.953% (5731/7168) 56/391 [=========>.......................................................] Step: 326ms | Tot: 18s316ms | Loss: 0.575 | Acc: 80.003% (5837/7296) 57/391 [=========>.......................................................] Step: 327ms | Tot: 18s644ms | Loss: 0.575 | Acc: 79.997% (5939/7424) 58/391 [=========>.......................................................] Step: 324ms | Tot: 18s969ms | Loss: 0.572 | Acc: 80.072% (6047/7552) 59/391 [=========>.......................................................] Step: 324ms | Tot: 19s293ms | Loss: 0.572 | Acc: 80.039% (6147/7680) 60/391 [=========>.......................................................] Step: 328ms | Tot: 19s621ms | Loss: 0.573 | Acc: 79.995% (6246/7808) 61/391 [==========>......................................................] Step: 325ms | Tot: 19s946ms | Loss: 0.571 | Acc: 80.040% (6352/7936) 62/391 [==========>......................................................] Step: 322ms | Tot: 20s269ms | Loss: 0.574 | Acc: 79.923% (6445/8064) 63/391 [==========>......................................................] Step: 329ms | Tot: 20s599ms | Loss: 0.576 | Acc: 79.785% (6536/8192) 64/391 [==========>......................................................] Step: 322ms | Tot: 20s921ms | Loss: 0.574 | Acc: 79.820% (6641/8320) 65/391 [==========>......................................................] Step: 322ms | Tot: 21s244ms | Loss: 0.572 | Acc: 79.889% (6749/8448) 66/391 [==========>......................................................] Step: 331ms | Tot: 21s575ms | Loss: 0.571 | Acc: 79.897% (6852/8576) 67/391 [===========>.....................................................] Step: 325ms | Tot: 21s901ms | Loss: 0.571 | Acc: 79.940% (6958/8704) 68/391 [===========>.....................................................] Step: 326ms | Tot: 22s227ms | Loss: 0.570 | Acc: 79.948% (7061/8832) 69/391 [===========>.....................................................] Step: 328ms | Tot: 22s555ms | Loss: 0.573 | Acc: 79.900% (7159/8960) 70/391 [===========>.....................................................] Step: 326ms | Tot: 22s882ms | Loss: 0.573 | Acc: 79.875% (7259/9088) 71/391 [===========>.....................................................] Step: 321ms | Tot: 23s203ms | Loss: 0.572 | Acc: 79.915% (7365/9216) 72/391 [===========>.....................................................] Step: 331ms | Tot: 23s535ms | Loss: 0.572 | Acc: 79.902% (7466/9344) 73/391 [============>....................................................] Step: 322ms | Tot: 23s858ms | Loss: 0.572 | Acc: 79.930% (7571/9472) 74/391 [============>....................................................] Step: 321ms | Tot: 24s179ms | Loss: 0.571 | Acc: 79.948% (7675/9600) 75/391 [============>....................................................] Step: 329ms | Tot: 24s509ms | Loss: 0.570 | Acc: 79.965% (7779/9728) 76/391 [============>....................................................] Step: 324ms | Tot: 24s833ms | Loss: 0.570 | Acc: 79.982% (7883/9856) 77/391 [============>....................................................] Step: 330ms | Tot: 25s163ms | Loss: 0.572 | Acc: 79.928% (7980/9984) 78/391 [============>....................................................] Step: 333ms | Tot: 25s497ms | Loss: 0.571 | Acc: 79.925% (8082/10112) 79/391 [=============>...................................................] Step: 327ms | Tot: 25s824ms | Loss: 0.572 | Acc: 79.932% (8185/10240) 80/391 [=============>...................................................] Step: 327ms | Tot: 26s151ms | Loss: 0.573 | Acc: 79.948% (8289/10368) 81/391 [=============>...................................................] Step: 329ms | Tot: 26s481ms | Loss: 0.573 | Acc: 79.945% (8391/10496) 82/391 [=============>...................................................] Step: 327ms | Tot: 26s809ms | Loss: 0.573 | Acc: 79.932% (8492/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s132ms | Loss: 0.574 | Acc: 79.948% (8596/10752) 84/391 [=============>...................................................] Step: 330ms | Tot: 27s463ms | Loss: 0.574 | Acc: 79.917% (8695/10880) 85/391 [==============>..................................................] Step: 323ms | Tot: 27s786ms | Loss: 0.575 | Acc: 79.878% (8793/11008) 86/391 [==============>..................................................] Step: 326ms | Tot: 28s112ms | Loss: 0.576 | Acc: 79.804% (8887/11136) 87/391 [==============>..................................................] Step: 322ms | Tot: 28s435ms | Loss: 0.574 | Acc: 79.865% (8996/11264) 88/391 [==============>..................................................] Step: 317ms | Tot: 28s752ms | Loss: 0.573 | Acc: 79.916% (9104/11392) 89/391 [==============>..................................................] Step: 321ms | Tot: 29s73ms | Loss: 0.574 | Acc: 79.913% (9206/11520) 90/391 [==============>..................................................] Step: 323ms | Tot: 29s397ms | Loss: 0.574 | Acc: 79.902% (9307/11648) 91/391 [===============>.................................................] Step: 323ms | Tot: 29s720ms | Loss: 0.575 | Acc: 79.883% (9407/11776) 92/391 [===============>.................................................] Step: 326ms | Tot: 30s46ms | Loss: 0.574 | Acc: 79.914% (9513/11904) 93/391 [===============>.................................................] Step: 323ms | Tot: 30s369ms | Loss: 0.577 | Acc: 79.862% (9609/12032) 94/391 [===============>.................................................] Step: 322ms | Tot: 30s692ms | Loss: 0.576 | Acc: 79.860% (9711/12160) 95/391 [===============>.................................................] Step: 347ms | Tot: 31s40ms | Loss: 0.576 | Acc: 79.883% (9816/12288) 96/391 [===============>.................................................] Step: 322ms | Tot: 31s362ms | Loss: 0.575 | Acc: 79.937% (9925/12416) 97/391 [================>................................................] Step: 330ms | Tot: 31s693ms | Loss: 0.574 | Acc: 79.967% (10031/12544) 98/391 [================>................................................] Step: 327ms | Tot: 32s21ms | Loss: 0.576 | Acc: 79.885% (10123/12672) 99/391 [================>................................................] Step: 324ms | Tot: 32s345ms | Loss: 0.576 | Acc: 79.867% (10223/12800) 100/391 [================>................................................] Step: 325ms | Tot: 32s671ms | Loss: 0.575 | Acc: 79.896% (10329/12928) 101/391 [================>................................................] Step: 323ms | Tot: 32s995ms | Loss: 0.574 | Acc: 79.910% (10433/13056) 102/391 [================>................................................] Step: 325ms | Tot: 33s321ms | Loss: 0.573 | Acc: 79.915% (10536/13184) 103/391 [=================>...............................................] Step: 327ms | Tot: 33s648ms | Loss: 0.575 | Acc: 79.860% (10631/13312) 104/391 [=================>...............................................] Step: 328ms | Tot: 33s977ms | Loss: 0.575 | Acc: 79.844% (10731/13440) 105/391 [=================>...............................................] Step: 321ms | Tot: 34s298ms | Loss: 0.574 | Acc: 79.879% (10838/13568) 106/391 [=================>...............................................] Step: 327ms | Tot: 34s626ms | Loss: 0.574 | Acc: 79.892% (10942/13696) 107/391 [=================>...............................................] Step: 321ms | Tot: 34s948ms | Loss: 0.573 | Acc: 79.933% (11050/13824) 108/391 [=================>...............................................] Step: 319ms | Tot: 35s267ms | Loss: 0.572 | Acc: 79.981% (11159/13952) 109/391 [==================>..............................................] Step: 328ms | Tot: 35s595ms | Loss: 0.572 | Acc: 79.993% (11263/14080) 110/391 [==================>..............................................] Step: 325ms | Tot: 35s921ms | Loss: 0.572 | Acc: 79.990% (11365/14208) 111/391 [==================>..............................................] Step: 321ms | Tot: 36s242ms | Loss: 0.571 | Acc: 80.036% (11474/14336) 112/391 [==================>..............................................] Step: 333ms | Tot: 36s576ms | Loss: 0.571 | Acc: 79.999% (11571/14464) 113/391 [==================>..............................................] Step: 329ms | Tot: 36s905ms | Loss: 0.570 | Acc: 80.064% (11683/14592) 114/391 [==================>..............................................] Step: 325ms | Tot: 37s231ms | Loss: 0.570 | Acc: 80.095% (11790/14720) 115/391 [===================>.............................................] Step: 328ms | Tot: 37s560ms | Loss: 0.570 | Acc: 80.112% (11895/14848) 116/391 [===================>.............................................] Step: 327ms | Tot: 37s887ms | Loss: 0.571 | Acc: 80.081% (11993/14976) 117/391 [===================>.............................................] Step: 324ms | Tot: 38s211ms | Loss: 0.571 | Acc: 80.045% (12090/15104) 118/391 [===================>.............................................] Step: 328ms | Tot: 38s540ms | Loss: 0.571 | Acc: 80.075% (12197/15232) 119/391 [===================>.............................................] Step: 323ms | Tot: 38s863ms | Loss: 0.571 | Acc: 80.046% (12295/15360) 120/391 [===================>.............................................] Step: 321ms | Tot: 39s184ms | Loss: 0.572 | Acc: 79.991% (12389/15488) 121/391 [====================>............................................] Step: 326ms | Tot: 39s511ms | Loss: 0.571 | Acc: 80.020% (12496/15616) 122/391 [====================>............................................] Step: 327ms | Tot: 39s838ms | Loss: 0.572 | Acc: 79.992% (12594/15744) 123/391 [====================>............................................] Step: 322ms | Tot: 40s161ms | Loss: 0.573 | Acc: 79.940% (12688/15872) 124/391 [====================>............................................] Step: 327ms | Tot: 40s488ms | Loss: 0.572 | Acc: 79.956% (12793/16000) 125/391 [====================>............................................] Step: 320ms | Tot: 40s809ms | Loss: 0.571 | Acc: 80.029% (12907/16128) 126/391 [====================>............................................] Step: 322ms | Tot: 41s132ms | Loss: 0.571 | Acc: 80.032% (13010/16256) 127/391 [=====================>...........................................] Step: 328ms | Tot: 41s460ms | Loss: 0.570 | Acc: 80.066% (13118/16384) 128/391 [=====================>...........................................] Step: 321ms | Tot: 41s781ms | Loss: 0.569 | Acc: 80.087% (13224/16512) 129/391 [=====================>...........................................] Step: 322ms | Tot: 42s104ms | Loss: 0.568 | Acc: 80.132% (13334/16640) 130/391 [=====================>...........................................] Step: 323ms | Tot: 42s428ms | Loss: 0.568 | Acc: 80.141% (13438/16768) 131/391 [=====================>...........................................] Step: 325ms | Tot: 42s754ms | Loss: 0.569 | Acc: 80.114% (13536/16896) 132/391 [=====================>...........................................] Step: 325ms | Tot: 43s80ms | Loss: 0.569 | Acc: 80.134% (13642/17024) 133/391 [======================>..........................................] Step: 326ms | Tot: 43s406ms | Loss: 0.569 | Acc: 80.125% (13743/17152) 134/391 [======================>..........................................] Step: 322ms | Tot: 43s729ms | Loss: 0.570 | Acc: 80.046% (13832/17280) 135/391 [======================>..........................................] Step: 323ms | Tot: 44s53ms | Loss: 0.570 | Acc: 80.061% (13937/17408) 136/391 [======================>..........................................] Step: 322ms | Tot: 44s375ms | Loss: 0.570 | Acc: 80.064% (14040/17536) 137/391 [======================>..........................................] Step: 322ms | Tot: 44s697ms | Loss: 0.571 | Acc: 80.016% (14134/17664) 138/391 [======================>..........................................] Step: 323ms | Tot: 45s21ms | Loss: 0.571 | Acc: 80.002% (14234/17792) 139/391 [=======================>.........................................] Step: 326ms | Tot: 45s347ms | Loss: 0.571 | Acc: 79.972% (14331/17920) 140/391 [=======================>.........................................] Step: 327ms | Tot: 45s675ms | Loss: 0.572 | Acc: 79.981% (14435/18048) 141/391 [=======================>.........................................] Step: 323ms | Tot: 45s998ms | Loss: 0.572 | Acc: 80.001% (14541/18176) 142/391 [=======================>.........................................] Step: 321ms | Tot: 46s320ms | Loss: 0.572 | Acc: 80.004% (14644/18304) 143/391 [=======================>.........................................] Step: 326ms | Tot: 46s646ms | Loss: 0.571 | Acc: 80.013% (14748/18432) 144/391 [=======================>.........................................] Step: 324ms | Tot: 46s970ms | Loss: 0.571 | Acc: 80.005% (14849/18560) 145/391 [========================>........................................] Step: 319ms | Tot: 47s290ms | Loss: 0.571 | Acc: 80.003% (14951/18688) 146/391 [========================>........................................] Step: 328ms | Tot: 47s618ms | Loss: 0.572 | Acc: 79.969% (15047/18816) 147/391 [========================>........................................] Step: 322ms | Tot: 47s941ms | Loss: 0.572 | Acc: 79.988% (15153/18944) 148/391 [========================>........................................] Step: 330ms | Tot: 48s271ms | Loss: 0.571 | Acc: 79.997% (15257/19072) 149/391 [========================>........................................] Step: 329ms | Tot: 48s601ms | Loss: 0.571 | Acc: 80.010% (15362/19200) 150/391 [========================>........................................] Step: 323ms | Tot: 48s924ms | Loss: 0.571 | Acc: 80.034% (15469/19328) 151/391 [=========================>.......................................] Step: 319ms | Tot: 49s244ms | Loss: 0.572 | Acc: 80.042% (15573/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 49s571ms | Loss: 0.571 | Acc: 80.045% (15676/19584) 153/391 [=========================>.......................................] Step: 323ms | Tot: 49s895ms | Loss: 0.571 | Acc: 80.063% (15782/19712) 154/391 [=========================>.......................................] Step: 335ms | Tot: 50s230ms | Loss: 0.573 | Acc: 80.020% (15876/19840) 155/391 [=========================>.......................................] Step: 327ms | Tot: 50s558ms | Loss: 0.573 | Acc: 79.983% (15971/19968) 156/391 [=========================>.......................................] Step: 321ms | Tot: 50s880ms | Loss: 0.573 | Acc: 79.996% (16076/20096) 157/391 [==========================>......................................] Step: 321ms | Tot: 51s201ms | Loss: 0.573 | Acc: 80.009% (16181/20224) 158/391 [==========================>......................................] Step: 333ms | Tot: 51s535ms | Loss: 0.573 | Acc: 79.982% (16278/20352) 159/391 [==========================>......................................] Step: 322ms | Tot: 51s857ms | Loss: 0.573 | Acc: 79.976% (16379/20480) 160/391 [==========================>......................................] Step: 322ms | Tot: 52s180ms | Loss: 0.573 | Acc: 79.959% (16478/20608) 161/391 [==========================>......................................] Step: 327ms | Tot: 52s508ms | Loss: 0.573 | Acc: 79.986% (16586/20736) 162/391 [==========================>......................................] Step: 320ms | Tot: 52s828ms | Loss: 0.573 | Acc: 80.009% (16693/20864) 163/391 [===========================>.....................................] Step: 319ms | Tot: 53s148ms | Loss: 0.573 | Acc: 80.011% (16796/20992) 164/391 [===========================>.....................................] Step: 326ms | Tot: 53s474ms | Loss: 0.573 | Acc: 80.019% (16900/21120) 165/391 [===========================>.....................................] Step: 320ms | Tot: 53s795ms | Loss: 0.573 | Acc: 80.026% (17004/21248) 166/391 [===========================>.....................................] Step: 322ms | Tot: 54s117ms | Loss: 0.573 | Acc: 80.029% (17107/21376) 167/391 [===========================>.....................................] Step: 329ms | Tot: 54s446ms | Loss: 0.574 | Acc: 80.027% (17209/21504) 168/391 [===========================>.....................................] Step: 320ms | Tot: 54s766ms | Loss: 0.574 | Acc: 80.034% (17313/21632) 169/391 [============================>....................................] Step: 322ms | Tot: 55s89ms | Loss: 0.575 | Acc: 80.037% (17416/21760) 170/391 [============================>....................................] Step: 323ms | Tot: 55s412ms | Loss: 0.575 | Acc: 80.016% (17514/21888) 171/391 [============================>....................................] Step: 319ms | Tot: 55s731ms | Loss: 0.575 | Acc: 80.024% (17618/22016) 172/391 [============================>....................................] Step: 321ms | Tot: 56s53ms | Loss: 0.574 | Acc: 80.040% (17724/22144) 173/391 [============================>....................................] Step: 321ms | Tot: 56s375ms | Loss: 0.574 | Acc: 80.047% (17828/22272) 174/391 [============================>....................................] Step: 323ms | Tot: 56s698ms | Loss: 0.574 | Acc: 80.076% (17937/22400) 175/391 [=============================>...................................] Step: 326ms | Tot: 57s25ms | Loss: 0.575 | Acc: 80.034% (18030/22528) 176/391 [=============================>...................................] Step: 330ms | Tot: 57s355ms | Loss: 0.575 | Acc: 80.036% (18133/22656) 177/391 [=============================>...................................] Step: 328ms | Tot: 57s683ms | Loss: 0.575 | Acc: 80.056% (18240/22784) 178/391 [=============================>...................................] Step: 324ms | Tot: 58s8ms | Loss: 0.575 | Acc: 80.045% (18340/22912) 179/391 [=============================>...................................] Step: 324ms | Tot: 58s332ms | Loss: 0.575 | Acc: 80.022% (18437/23040) 180/391 [=============================>...................................] Step: 324ms | Tot: 58s657ms | Loss: 0.574 | Acc: 80.054% (18547/23168) 181/391 [==============================>..................................] Step: 324ms | Tot: 58s981ms | Loss: 0.574 | Acc: 80.074% (18654/23296) 182/391 [==============================>..................................] Step: 326ms | Tot: 59s308ms | Loss: 0.575 | Acc: 80.055% (18752/23424) 183/391 [==============================>..................................] Step: 328ms | Tot: 59s637ms | Loss: 0.575 | Acc: 80.027% (18848/23552) 184/391 [==============================>..................................] Step: 325ms | Tot: 59s962ms | Loss: 0.575 | Acc: 79.992% (18942/23680) 185/391 [==============================>..................................] Step: 326ms | Tot: 1m288ms | Loss: 0.576 | Acc: 79.977% (19041/23808) 186/391 [==============================>..................................] Step: 325ms | Tot: 1m613ms | Loss: 0.576 | Acc: 79.992% (19147/23936) 187/391 [===============================>.................................] Step: 324ms | Tot: 1m937ms | Loss: 0.576 | Acc: 79.987% (19248/24064) 188/391 [===============================>.................................] Step: 330ms | Tot: 1m1s | Loss: 0.577 | Acc: 79.973% (19347/24192) 189/391 [===============================>.................................] Step: 331ms | Tot: 1m1s | Loss: 0.576 | Acc: 79.979% (19451/24320) 190/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.576 | Acc: 79.974% (19552/24448) 191/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.575 | Acc: 80.025% (19667/24576) 192/391 [===============================>.................................] Step: 331ms | Tot: 1m2s | Loss: 0.576 | Acc: 80.028% (19770/24704) 193/391 [================================>................................] Step: 331ms | Tot: 1m2s | Loss: 0.575 | Acc: 80.054% (19879/24832) 194/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.575 | Acc: 80.020% (19973/24960) 195/391 [================================>................................] Step: 327ms | Tot: 1m3s | Loss: 0.576 | Acc: 80.014% (20074/25088) 196/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.576 | Acc: 79.981% (20168/25216) 197/391 [================================>................................] Step: 323ms | Tot: 1m4s | Loss: 0.576 | Acc: 79.976% (20269/25344) 198/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.578 | Acc: 79.931% (20360/25472) 199/391 [=================================>...............................] Step: 319ms | Tot: 1m4s | Loss: 0.578 | Acc: 79.926% (20461/25600) 200/391 [=================================>...............................] Step: 320ms | Tot: 1m5s | Loss: 0.578 | Acc: 79.925% (20563/25728) 201/391 [=================================>...............................] Step: 328ms | Tot: 1m5s | Loss: 0.578 | Acc: 79.916% (20663/25856) 202/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.578 | Acc: 79.922% (20767/25984) 203/391 [=================================>...............................] Step: 328ms | Tot: 1m6s | Loss: 0.579 | Acc: 79.910% (20866/26112) 204/391 [=================================>...............................] Step: 328ms | Tot: 1m6s | Loss: 0.579 | Acc: 79.912% (20969/26240) 205/391 [==================================>..............................] Step: 322ms | Tot: 1m6s | Loss: 0.579 | Acc: 79.911% (21071/26368) 206/391 [==================================>..............................] Step: 320ms | Tot: 1m7s | Loss: 0.579 | Acc: 79.903% (21171/26496) 207/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.579 | Acc: 79.917% (21277/26624) 208/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.579 | Acc: 79.912% (21378/26752) 209/391 [==================================>..............................] Step: 331ms | Tot: 1m8s | Loss: 0.579 | Acc: 79.918% (21482/26880) 210/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.578 | Acc: 79.924% (21586/27008) 211/391 [===================================>.............................] Step: 321ms | Tot: 1m8s | Loss: 0.579 | Acc: 79.920% (21687/27136) 212/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.578 | Acc: 79.930% (21792/27264) 213/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.578 | Acc: 79.943% (21898/27392) 214/391 [===================================>.............................] Step: 323ms | Tot: 1m9s | Loss: 0.579 | Acc: 79.927% (21996/27520) 215/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 0.578 | Acc: 79.937% (22101/27648) 216/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.578 | Acc: 79.940% (22204/27776) 217/391 [====================================>............................] Step: 324ms | Tot: 1m10s | Loss: 0.578 | Acc: 79.953% (22310/27904) 218/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.578 | Acc: 79.944% (22410/28032) 219/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.579 | Acc: 79.933% (22509/28160) 220/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.578 | Acc: 79.960% (22619/28288) 221/391 [====================================>............................] Step: 327ms | Tot: 1m12s | Loss: 0.578 | Acc: 79.962% (22722/28416) 222/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.578 | Acc: 79.971% (22827/28544) 223/391 [=====================================>...........................] Step: 327ms | Tot: 1m12s | Loss: 0.578 | Acc: 79.977% (22931/28672) 224/391 [=====================================>...........................] Step: 323ms | Tot: 1m12s | Loss: 0.578 | Acc: 79.997% (23039/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.578 | Acc: 80.012% (23146/28928) 226/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.578 | Acc: 80.004% (23246/29056) 227/391 [=====================================>...........................] Step: 325ms | Tot: 1m13s | Loss: 0.578 | Acc: 79.992% (23345/29184) 228/391 [=====================================>...........................] Step: 321ms | Tot: 1m14s | Loss: 0.578 | Acc: 79.995% (23448/29312) 229/391 [======================================>..........................] Step: 330ms | Tot: 1m14s | Loss: 0.578 | Acc: 80.017% (23557/29440) 230/391 [======================================>..........................] Step: 328ms | Tot: 1m14s | Loss: 0.578 | Acc: 79.992% (23652/29568) 231/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.578 | Acc: 79.991% (23754/29696) 232/391 [======================================>..........................] Step: 330ms | Tot: 1m15s | Loss: 0.579 | Acc: 79.986% (23855/29824) 233/391 [======================================>..........................] Step: 330ms | Tot: 1m15s | Loss: 0.578 | Acc: 79.975% (23954/29952) 234/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.578 | Acc: 79.983% (24059/30080) 235/391 [=======================================>.........................] Step: 326ms | Tot: 1m16s | Loss: 0.578 | Acc: 79.992% (24164/30208) 236/391 [=======================================>.........................] Step: 323ms | Tot: 1m16s | Loss: 0.578 | Acc: 80.011% (24272/30336) 237/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.578 | Acc: 79.976% (24364/30464) 238/391 [=======================================>.........................] Step: 328ms | Tot: 1m17s | Loss: 0.578 | Acc: 79.988% (24470/30592) 239/391 [=======================================>.........................] Step: 327ms | Tot: 1m17s | Loss: 0.578 | Acc: 80.016% (24581/30720) 240/391 [=======================================>.........................] Step: 322ms | Tot: 1m18s | Loss: 0.578 | Acc: 80.028% (24687/30848) 241/391 [========================================>........................] Step: 327ms | Tot: 1m18s | Loss: 0.578 | Acc: 80.014% (24785/30976) 242/391 [========================================>........................] Step: 320ms | Tot: 1m18s | Loss: 0.577 | Acc: 80.025% (24891/31104) 243/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.577 | Acc: 80.046% (25000/31232) 244/391 [========================================>........................] Step: 331ms | Tot: 1m19s | Loss: 0.576 | Acc: 80.057% (25106/31360) 245/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.577 | Acc: 80.043% (25204/31488) 246/391 [========================================>........................] Step: 323ms | Tot: 1m20s | Loss: 0.577 | Acc: 80.054% (25310/31616) 247/391 [=========================================>.......................] Step: 330ms | Tot: 1m20s | Loss: 0.576 | Acc: 80.069% (25417/31744) 248/391 [=========================================>.......................] Step: 325ms | Tot: 1m20s | Loss: 0.576 | Acc: 80.086% (25525/31872) 249/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.577 | Acc: 80.081% (25626/32000) 250/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.576 | Acc: 80.098% (25734/32128) 251/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.576 | Acc: 80.094% (25835/32256) 252/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.576 | Acc: 80.095% (25938/32384) 253/391 [==========================================>......................] Step: 324ms | Tot: 1m22s | Loss: 0.576 | Acc: 80.087% (26038/32512) 254/391 [==========================================>......................] Step: 319ms | Tot: 1m22s | Loss: 0.576 | Acc: 80.089% (26141/32640) 255/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.576 | Acc: 80.072% (26238/32768) 256/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.577 | Acc: 80.071% (26340/32896) 257/391 [==========================================>......................] Step: 332ms | Tot: 1m23s | Loss: 0.577 | Acc: 80.072% (26443/33024) 258/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 0.576 | Acc: 80.086% (26550/33152) 259/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.576 | Acc: 80.072% (26648/33280) 260/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.577 | Acc: 80.053% (26744/33408) 261/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 0.576 | Acc: 80.069% (26852/33536) 262/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.576 | Acc: 80.086% (26960/33664) 263/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.575 | Acc: 80.093% (27065/33792) 264/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 0.575 | Acc: 80.106% (27172/33920) 265/391 [============================================>....................] Step: 324ms | Tot: 1m26s | Loss: 0.575 | Acc: 80.107% (27275/34048) 266/391 [============================================>....................] Step: 327ms | Tot: 1m26s | Loss: 0.575 | Acc: 80.118% (27381/34176) 267/391 [============================================>....................] Step: 325ms | Tot: 1m26s | Loss: 0.575 | Acc: 80.122% (27485/34304) 268/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.576 | Acc: 80.106% (27582/34432) 269/391 [============================================>....................] Step: 329ms | Tot: 1m27s | Loss: 0.576 | Acc: 80.101% (27683/34560) 270/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.575 | Acc: 80.106% (27787/34688) 271/391 [=============================================>...................] Step: 323ms | Tot: 1m28s | Loss: 0.576 | Acc: 80.098% (27887/34816) 272/391 [=============================================>...................] Step: 328ms | Tot: 1m28s | Loss: 0.576 | Acc: 80.097% (27989/34944) 273/391 [=============================================>...................] Step: 323ms | Tot: 1m28s | Loss: 0.575 | Acc: 80.109% (28096/35072) 274/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.576 | Acc: 80.102% (28196/35200) 275/391 [=============================================>...................] Step: 337ms | Tot: 1m29s | Loss: 0.576 | Acc: 80.104% (28299/35328) 276/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.576 | Acc: 80.085% (28395/35456) 277/391 [==============================================>..................] Step: 327ms | Tot: 1m30s | Loss: 0.577 | Acc: 80.073% (28493/35584) 278/391 [==============================================>..................] Step: 332ms | Tot: 1m30s | Loss: 0.576 | Acc: 80.077% (28597/35712) 279/391 [==============================================>..................] Step: 322ms | Tot: 1m30s | Loss: 0.577 | Acc: 80.061% (28694/35840) 280/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.577 | Acc: 80.071% (28800/35968) 281/391 [==============================================>..................] Step: 337ms | Tot: 1m31s | Loss: 0.576 | Acc: 80.067% (28901/36096) 282/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.577 | Acc: 80.052% (28998/36224) 283/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.577 | Acc: 80.056% (29102/36352) 284/391 [===============================================>.................] Step: 334ms | Tot: 1m32s | Loss: 0.577 | Acc: 80.055% (29204/36480) 285/391 [===============================================>.................] Step: 323ms | Tot: 1m32s | Loss: 0.577 | Acc: 80.051% (29305/36608) 286/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.577 | Acc: 80.039% (29403/36736) 287/391 [===============================================>.................] Step: 336ms | Tot: 1m33s | Loss: 0.577 | Acc: 80.035% (29504/36864) 288/391 [===============================================>.................] Step: 324ms | Tot: 1m33s | Loss: 0.577 | Acc: 80.039% (29608/36992) 289/391 [================================================>................] Step: 326ms | Tot: 1m34s | Loss: 0.577 | Acc: 80.024% (29705/37120) 290/391 [================================================>................] Step: 329ms | Tot: 1m34s | Loss: 0.578 | Acc: 80.020% (29806/37248) 291/391 [================================================>................] Step: 326ms | Tot: 1m34s | Loss: 0.577 | Acc: 80.041% (29916/37376) 292/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.578 | Acc: 80.026% (30013/37504) 293/391 [================================================>................] Step: 334ms | Tot: 1m35s | Loss: 0.578 | Acc: 80.020% (30113/37632) 294/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.578 | Acc: 79.989% (30204/37760) 295/391 [=================================================>...............] Step: 323ms | Tot: 1m36s | Loss: 0.578 | Acc: 79.959% (30295/37888) 296/391 [=================================================>...............] Step: 330ms | Tot: 1m36s | Loss: 0.578 | Acc: 79.958% (30397/38016) 297/391 [=================================================>...............] Step: 323ms | Tot: 1m36s | Loss: 0.578 | Acc: 79.986% (30510/38144) 298/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.577 | Acc: 79.975% (30608/38272) 299/391 [=================================================>...............] Step: 326ms | Tot: 1m37s | Loss: 0.577 | Acc: 79.984% (30714/38400) 300/391 [=================================================>...............] Step: 320ms | Tot: 1m37s | Loss: 0.577 | Acc: 79.999% (30822/38528) 301/391 [==================================================>..............] Step: 326ms | Tot: 1m38s | Loss: 0.577 | Acc: 79.982% (30918/38656) 302/391 [==================================================>..............] Step: 333ms | Tot: 1m38s | Loss: 0.578 | Acc: 79.979% (31019/38784) 303/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.577 | Acc: 79.988% (31125/38912) 304/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.577 | Acc: 80.005% (31234/39040) 305/391 [==================================================>..............] Step: 344ms | Tot: 1m39s | Loss: 0.577 | Acc: 80.009% (31338/39168) 306/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.577 | Acc: 80.023% (31446/39296) 307/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 0.577 | Acc: 80.025% (31549/39424) 308/391 [===================================================>.............] Step: 341ms | Tot: 1m40s | Loss: 0.577 | Acc: 80.021% (31650/39552) 309/391 [===================================================>.............] Step: 328ms | Tot: 1m40s | Loss: 0.577 | Acc: 80.020% (31752/39680) 310/391 [===================================================>.............] Step: 330ms | Tot: 1m41s | Loss: 0.577 | Acc: 80.009% (31850/39808) 311/391 [===================================================>.............] Step: 337ms | Tot: 1m41s | Loss: 0.577 | Acc: 80.001% (31949/39936) 312/391 [===================================================>.............] Step: 331ms | Tot: 1m41s | Loss: 0.577 | Acc: 79.990% (32047/40064) 313/391 [====================================================>............] Step: 333ms | Tot: 1m42s | Loss: 0.577 | Acc: 79.999% (32153/40192) 314/391 [====================================================>............] Step: 333ms | Tot: 1m42s | Loss: 0.577 | Acc: 79.990% (32252/40320) 315/391 [====================================================>............] Step: 327ms | Tot: 1m42s | Loss: 0.578 | Acc: 79.967% (32345/40448) 316/391 [====================================================>............] Step: 333ms | Tot: 1m43s | Loss: 0.577 | Acc: 79.976% (32451/40576) 317/391 [====================================================>............] Step: 330ms | Tot: 1m43s | Loss: 0.578 | Acc: 79.948% (32542/40704) 318/391 [====================================================>............] Step: 328ms | Tot: 1m43s | Loss: 0.578 | Acc: 79.935% (32639/40832) 319/391 [=====================================================>...........] Step: 333ms | Tot: 1m44s | Loss: 0.579 | Acc: 79.932% (32740/40960) 320/391 [=====================================================>...........] Step: 335ms | Tot: 1m44s | Loss: 0.579 | Acc: 79.933% (32843/41088) 321/391 [=====================================================>...........] Step: 329ms | Tot: 1m44s | Loss: 0.579 | Acc: 79.918% (32939/41216) 322/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.579 | Acc: 79.903% (33035/41344) 323/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.580 | Acc: 79.900% (33136/41472) 324/391 [=====================================================>...........] Step: 331ms | Tot: 1m45s | Loss: 0.580 | Acc: 79.906% (33241/41600) 325/391 [======================================================>..........] Step: 333ms | Tot: 1m46s | Loss: 0.580 | Acc: 79.906% (33343/41728) 326/391 [======================================================>..........] Step: 331ms | Tot: 1m46s | Loss: 0.579 | Acc: 79.912% (33448/41856) 327/391 [======================================================>..........] Step: 331ms | Tot: 1m46s | Loss: 0.580 | Acc: 79.892% (33542/41984) 328/391 [======================================================>..........] Step: 329ms | Tot: 1m47s | Loss: 0.580 | Acc: 79.906% (33650/42112) 329/391 [======================================================>..........] Step: 329ms | Tot: 1m47s | Loss: 0.580 | Acc: 79.884% (33743/42240) 330/391 [======================================================>..........] Step: 326ms | Tot: 1m47s | Loss: 0.580 | Acc: 79.874% (33841/42368) 331/391 [=======================================================>.........] Step: 325ms | Tot: 1m48s | Loss: 0.580 | Acc: 79.864% (33939/42496) 332/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.580 | Acc: 79.856% (34038/42624) 333/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.580 | Acc: 79.861% (34142/42752) 334/391 [=======================================================>.........] Step: 324ms | Tot: 1m48s | Loss: 0.581 | Acc: 79.839% (34235/42880) 335/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.581 | Acc: 79.834% (34335/43008) 336/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 0.581 | Acc: 79.841% (34440/43136) 337/391 [========================================================>........] Step: 327ms | Tot: 1m49s | Loss: 0.581 | Acc: 79.840% (34542/43264) 338/391 [========================================================>........] Step: 327ms | Tot: 1m50s | Loss: 0.581 | Acc: 79.858% (34652/43392) 339/391 [========================================================>........] Step: 329ms | Tot: 1m50s | Loss: 0.581 | Acc: 79.841% (34747/43520) 340/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.581 | Acc: 79.850% (34853/43648) 341/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.581 | Acc: 79.850% (34955/43776) 342/391 [========================================================>........] Step: 334ms | Tot: 1m51s | Loss: 0.581 | Acc: 79.847% (35056/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m51s | Loss: 0.581 | Acc: 79.856% (35162/44032) 344/391 [=========================================================>.......] Step: 324ms | Tot: 1m52s | Loss: 0.581 | Acc: 79.857% (35265/44160) 345/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 0.580 | Acc: 79.861% (35369/44288) 346/391 [=========================================================>.......] Step: 328ms | Tot: 1m52s | Loss: 0.581 | Acc: 79.859% (35470/44416) 347/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 0.580 | Acc: 79.863% (35574/44544) 348/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.581 | Acc: 79.853% (35672/44672) 349/391 [==========================================================>......] Step: 324ms | Tot: 1m53s | Loss: 0.581 | Acc: 79.850% (35773/44800) 350/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.581 | Acc: 79.857% (35878/44928) 351/391 [==========================================================>......] Step: 331ms | Tot: 1m54s | Loss: 0.581 | Acc: 79.858% (35981/45056) 352/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.581 | Acc: 79.862% (36085/45184) 353/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.580 | Acc: 79.855% (36184/45312) 354/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 0.580 | Acc: 79.855% (36286/45440) 355/391 [===========================================================>.....] Step: 324ms | Tot: 1m55s | Loss: 0.580 | Acc: 79.859% (36390/45568) 356/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.580 | Acc: 79.863% (36494/45696) 357/391 [===========================================================>.....] Step: 332ms | Tot: 1m56s | Loss: 0.580 | Acc: 79.866% (36598/45824) 358/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.580 | Acc: 79.872% (36703/45952) 359/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.580 | Acc: 79.861% (36800/46080) 360/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.581 | Acc: 79.850% (36897/46208) 361/391 [============================================================>....] Step: 322ms | Tot: 1m57s | Loss: 0.580 | Acc: 79.862% (37005/46336) 362/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.580 | Acc: 79.862% (37107/46464) 363/391 [============================================================>....] Step: 330ms | Tot: 1m58s | Loss: 0.580 | Acc: 79.868% (37212/46592) 364/391 [============================================================>....] Step: 333ms | Tot: 1m58s | Loss: 0.580 | Acc: 79.854% (37308/46720) 365/391 [============================================================>....] Step: 327ms | Tot: 1m59s | Loss: 0.580 | Acc: 79.854% (37410/46848) 366/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 0.580 | Acc: 79.860% (37515/46976) 367/391 [=============================================================>...] Step: 323ms | Tot: 1m59s | Loss: 0.580 | Acc: 79.883% (37628/47104) 368/391 [=============================================================>...] Step: 327ms | Tot: 2m96ms | Loss: 0.580 | Acc: 79.863% (37721/47232) 369/391 [=============================================================>...] Step: 329ms | Tot: 2m426ms | Loss: 0.580 | Acc: 79.863% (37823/47360) 370/391 [=============================================================>...] Step: 339ms | Tot: 2m765ms | Loss: 0.580 | Acc: 79.860% (37924/47488) 371/391 [=============================================================>...] Step: 326ms | Tot: 2m1s | Loss: 0.581 | Acc: 79.853% (38023/47616) 372/391 [=============================================================>...] Step: 328ms | Tot: 2m1s | Loss: 0.581 | Acc: 79.845% (38121/47744) 373/391 [==============================================================>..] Step: 337ms | Tot: 2m1s | Loss: 0.581 | Acc: 79.853% (38227/47872) 374/391 [==============================================================>..] Step: 341ms | Tot: 2m2s | Loss: 0.580 | Acc: 79.860% (38333/48000) 375/391 [==============================================================>..] Step: 328ms | Tot: 2m2s | Loss: 0.581 | Acc: 79.854% (38432/48128) 376/391 [==============================================================>..] Step: 327ms | Tot: 2m2s | Loss: 0.580 | Acc: 79.857% (38536/48256) 377/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.580 | Acc: 79.876% (38647/48384) 378/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.580 | Acc: 79.881% (38752/48512) 379/391 [===============================================================>.] Step: 331ms | Tot: 2m3s | Loss: 0.580 | Acc: 79.862% (38845/48640) 380/391 [===============================================================>.] Step: 328ms | Tot: 2m4s | Loss: 0.581 | Acc: 79.870% (38951/48768) 381/391 [===============================================================>.] Step: 328ms | Tot: 2m4s | Loss: 0.580 | Acc: 79.878% (39057/48896) 382/391 [===============================================================>.] Step: 324ms | Tot: 2m4s | Loss: 0.581 | Acc: 79.873% (39157/49024) 383/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.580 | Acc: 79.885% (39265/49152) 384/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.580 | Acc: 79.878% (39364/49280) 385/391 [================================================================>] Step: 323ms | Tot: 2m5s | Loss: 0.580 | Acc: 79.872% (39463/49408) 386/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.580 | Acc: 79.877% (39568/49536) 387/391 [================================================================>] Step: 323ms | Tot: 2m6s | Loss: 0.580 | Acc: 79.891% (39677/49664) 388/391 [================================================================>] Step: 333ms | Tot: 2m6s | Loss: 0.580 | Acc: 79.900% (39784/49792) 389/391 [================================================================>] Step: 323ms | Tot: 2m6s | Loss: 0.580 | Acc: 79.896% (39884/49920) 390/391 [================================================================>] Step: 307ms | Tot: 2m7s | Loss: 0.580 | Acc: 79.900% (39950/50000) 391/391 + [>................................................................] Step: 916ms | Tot: 3ms | Loss: 0.733 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 277ms | Tot: 281ms | Loss: 0.805 | Acc: 74.000% (148/200) 2/100 [=>...............................................................] Step: 269ms | Tot: 550ms | Loss: 0.768 | Acc: 72.667% (218/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 809ms | Loss: 0.793 | Acc: 71.250% (285/400) 4/100 [==>..............................................................] Step: 254ms | Tot: 1s63ms | Loss: 0.837 | Acc: 70.400% (352/500) 5/100 [===>.............................................................] Step: 263ms | Tot: 1s327ms | Loss: 0.821 | Acc: 71.000% (426/600) 6/100 [===>.............................................................] Step: 256ms | Tot: 1s584ms | Loss: 0.802 | Acc: 71.714% (502/700) 7/100 [====>............................................................] Step: 258ms | Tot: 1s842ms | Loss: 0.826 | Acc: 71.500% (572/800) 8/100 [=====>...........................................................] Step: 260ms | Tot: 2s102ms | Loss: 0.811 | Acc: 71.667% (645/900) 9/100 [=====>...........................................................] Step: 265ms | Tot: 2s368ms | Loss: 0.798 | Acc: 72.500% (725/1000) 10/100 [======>..........................................................] Step: 262ms | Tot: 2s630ms | Loss: 0.775 | Acc: 73.455% (808/1100) 11/100 [=======>.........................................................] Step: 256ms | Tot: 2s887ms | Loss: 0.773 | Acc: 73.667% (884/1200) 12/100 [=======>.........................................................] Step: 259ms | Tot: 3s147ms | Loss: 0.764 | Acc: 73.846% (960/1300) 13/100 [========>........................................................] Step: 262ms | Tot: 3s409ms | Loss: 0.763 | Acc: 73.857% (1034/1400) 14/100 [=========>.......................................................] Step: 262ms | Tot: 3s672ms | Loss: 0.749 | Acc: 74.467% (1117/1500) 15/100 [=========>.......................................................] Step: 254ms | Tot: 3s926ms | Loss: 0.756 | Acc: 74.312% (1189/1600) 16/100 [==========>......................................................] Step: 262ms | Tot: 4s189ms | Loss: 0.748 | Acc: 74.588% (1268/1700) 17/100 [===========>.....................................................] Step: 257ms | Tot: 4s447ms | Loss: 0.760 | Acc: 74.167% (1335/1800) 18/100 [===========>.....................................................] Step: 260ms | Tot: 4s707ms | Loss: 0.759 | Acc: 74.105% (1408/1900) 19/100 [============>....................................................] Step: 259ms | Tot: 4s967ms | Loss: 0.762 | Acc: 74.000% (1480/2000) 20/100 [=============>...................................................] Step: 263ms | Tot: 5s230ms | Loss: 0.771 | Acc: 73.714% (1548/2100) 21/100 [=============>...................................................] Step: 257ms | Tot: 5s488ms | Loss: 0.780 | Acc: 73.682% (1621/2200) 22/100 [==============>..................................................] Step: 259ms | Tot: 5s748ms | Loss: 0.786 | Acc: 73.652% (1694/2300) 23/100 [==============>..................................................] Step: 258ms | Tot: 6s6ms | Loss: 0.793 | Acc: 73.333% (1760/2400) 24/100 [===============>.................................................] Step: 265ms | Tot: 6s272ms | Loss: 0.788 | Acc: 73.440% (1836/2500) 25/100 [================>................................................] Step: 257ms | Tot: 6s530ms | Loss: 0.792 | Acc: 73.269% (1905/2600) 26/100 [================>................................................] Step: 260ms | Tot: 6s791ms | Loss: 0.788 | Acc: 73.481% (1984/2700) 27/100 [=================>...............................................] Step: 255ms | Tot: 7s46ms | Loss: 0.793 | Acc: 73.464% (2057/2800) 28/100 [==================>..............................................] Step: 266ms | Tot: 7s313ms | Loss: 0.793 | Acc: 73.483% (2131/2900) 29/100 [==================>..............................................] Step: 262ms | Tot: 7s576ms | Loss: 0.792 | Acc: 73.633% (2209/3000) 30/100 [===================>.............................................] Step: 264ms | Tot: 7s841ms | Loss: 0.792 | Acc: 73.645% (2283/3100) 31/100 [====================>............................................] Step: 261ms | Tot: 8s102ms | Loss: 0.789 | Acc: 73.781% (2361/3200) 32/100 [====================>............................................] Step: 264ms | Tot: 8s367ms | Loss: 0.788 | Acc: 73.667% (2431/3300) 33/100 [=====================>...........................................] Step: 261ms | Tot: 8s629ms | Loss: 0.790 | Acc: 73.588% (2502/3400) 34/100 [======================>..........................................] Step: 256ms | Tot: 8s886ms | Loss: 0.795 | Acc: 73.371% (2568/3500) 35/100 [======================>..........................................] Step: 260ms | Tot: 9s146ms | Loss: 0.794 | Acc: 73.500% (2646/3600) 36/100 [=======================>.........................................] Step: 265ms | Tot: 9s412ms | Loss: 0.796 | Acc: 73.595% (2723/3700) 37/100 [========================>........................................] Step: 261ms | Tot: 9s673ms | Loss: 0.799 | Acc: 73.553% (2795/3800) 38/100 [========================>........................................] Step: 262ms | Tot: 9s935ms | Loss: 0.798 | Acc: 73.667% (2873/3900) 39/100 [=========================>.......................................] Step: 266ms | Tot: 10s201ms | Loss: 0.798 | Acc: 73.650% (2946/4000) 40/100 [==========================>......................................] Step: 257ms | Tot: 10s459ms | Loss: 0.799 | Acc: 73.561% (3016/4100) 41/100 [==========================>......................................] Step: 262ms | Tot: 10s721ms | Loss: 0.799 | Acc: 73.619% (3092/4200) 42/100 [===========================>.....................................] Step: 257ms | Tot: 10s979ms | Loss: 0.794 | Acc: 73.744% (3171/4300) 43/100 [===========================>.....................................] Step: 265ms | Tot: 11s244ms | Loss: 0.793 | Acc: 73.841% (3249/4400) 44/100 [============================>....................................] Step: 258ms | Tot: 11s503ms | Loss: 0.790 | Acc: 73.933% (3327/4500) 45/100 [=============================>...................................] Step: 260ms | Tot: 11s764ms | Loss: 0.790 | Acc: 73.935% (3401/4600) 46/100 [=============================>...................................] Step: 258ms | Tot: 12s22ms | Loss: 0.788 | Acc: 73.957% (3476/4700) 47/100 [==============================>..................................] Step: 269ms | Tot: 12s292ms | Loss: 0.784 | Acc: 74.042% (3554/4800) 48/100 [===============================>.................................] Step: 258ms | Tot: 12s550ms | Loss: 0.782 | Acc: 74.082% (3630/4900) 49/100 [===============================>.................................] Step: 260ms | Tot: 12s811ms | Loss: 0.788 | Acc: 74.000% (3700/5000) 50/100 [================================>................................] Step: 258ms | Tot: 13s69ms | Loss: 0.785 | Acc: 73.980% (3773/5100) 51/100 [=================================>...............................] Step: 268ms | Tot: 13s338ms | Loss: 0.789 | Acc: 73.865% (3841/5200) 52/100 [=================================>...............................] Step: 258ms | Tot: 13s596ms | Loss: 0.789 | Acc: 73.792% (3911/5300) 53/100 [==================================>..............................] Step: 257ms | Tot: 13s854ms | Loss: 0.786 | Acc: 73.907% (3991/5400) 54/100 [===================================>.............................] Step: 258ms | Tot: 14s112ms | Loss: 0.787 | Acc: 73.873% (4063/5500) 55/100 [===================================>.............................] Step: 263ms | Tot: 14s375ms | Loss: 0.788 | Acc: 73.857% (4136/5600) 56/100 [====================================>............................] Step: 263ms | Tot: 14s639ms | Loss: 0.791 | Acc: 73.772% (4205/5700) 57/100 [=====================================>...........................] Step: 257ms | Tot: 14s897ms | Loss: 0.792 | Acc: 73.776% (4279/5800) 58/100 [=====================================>...........................] Step: 259ms | Tot: 15s156ms | Loss: 0.794 | Acc: 73.729% (4350/5900) 59/100 [======================================>..........................] Step: 261ms | Tot: 15s417ms | Loss: 0.796 | Acc: 73.717% (4423/6000) 60/100 [=======================================>.........................] Step: 259ms | Tot: 15s677ms | Loss: 0.798 | Acc: 73.639% (4492/6100) 61/100 [=======================================>.........................] Step: 258ms | Tot: 15s935ms | Loss: 0.799 | Acc: 73.645% (4566/6200) 62/100 [========================================>........................] Step: 264ms | Tot: 16s199ms | Loss: 0.801 | Acc: 73.619% (4638/6300) 63/100 [========================================>........................] Step: 261ms | Tot: 16s461ms | Loss: 0.797 | Acc: 73.734% (4719/6400) 64/100 [=========================================>.......................] Step: 261ms | Tot: 16s722ms | Loss: 0.797 | Acc: 73.769% (4795/6500) 65/100 [==========================================>......................] Step: 260ms | Tot: 16s983ms | Loss: 0.799 | Acc: 73.727% (4866/6600) 66/100 [==========================================>......................] Step: 270ms | Tot: 17s253ms | Loss: 0.797 | Acc: 73.776% (4943/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 17s521ms | Loss: 0.799 | Acc: 73.676% (5010/6800) 68/100 [============================================>....................] Step: 269ms | Tot: 17s791ms | Loss: 0.800 | Acc: 73.638% (5081/6900) 69/100 [============================================>....................] Step: 270ms | Tot: 18s62ms | Loss: 0.803 | Acc: 73.557% (5149/7000) 70/100 [=============================================>...................] Step: 276ms | Tot: 18s338ms | Loss: 0.801 | Acc: 73.606% (5226/7100) 71/100 [==============================================>..................] Step: 269ms | Tot: 18s608ms | Loss: 0.802 | Acc: 73.583% (5298/7200) 72/100 [==============================================>..................] Step: 269ms | Tot: 18s878ms | Loss: 0.802 | Acc: 73.562% (5370/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s147ms | Loss: 0.800 | Acc: 73.608% (5447/7400) 74/100 [================================================>................] Step: 272ms | Tot: 19s419ms | Loss: 0.800 | Acc: 73.573% (5518/7500) 75/100 [================================================>................] Step: 272ms | Tot: 19s692ms | Loss: 0.798 | Acc: 73.684% (5600/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 19s960ms | Loss: 0.802 | Acc: 73.610% (5668/7700) 77/100 [==================================================>..............] Step: 275ms | Tot: 20s236ms | Loss: 0.805 | Acc: 73.513% (5734/7800) 78/100 [==================================================>..............] Step: 266ms | Tot: 20s503ms | Loss: 0.806 | Acc: 73.532% (5809/7900) 79/100 [===================================================>.............] Step: 272ms | Tot: 20s775ms | Loss: 0.805 | Acc: 73.550% (5884/8000) 80/100 [====================================================>............] Step: 264ms | Tot: 21s40ms | Loss: 0.803 | Acc: 73.617% (5963/8100) 81/100 [====================================================>............] Step: 274ms | Tot: 21s315ms | Loss: 0.801 | Acc: 73.671% (6041/8200) 82/100 [=====================================================>...........] Step: 271ms | Tot: 21s586ms | Loss: 0.800 | Acc: 73.723% (6119/8300) 83/100 [=====================================================>...........] Step: 270ms | Tot: 21s856ms | Loss: 0.800 | Acc: 73.690% (6190/8400) 84/100 [======================================================>..........] Step: 270ms | Tot: 22s127ms | Loss: 0.802 | Acc: 73.671% (6262/8500) 85/100 [=======================================================>.........] Step: 271ms | Tot: 22s399ms | Loss: 0.801 | Acc: 73.721% (6340/8600) 86/100 [=======================================================>.........] Step: 270ms | Tot: 22s669ms | Loss: 0.802 | Acc: 73.655% (6408/8700) 87/100 [========================================================>........] Step: 263ms | Tot: 22s932ms | Loss: 0.802 | Acc: 73.625% (6479/8800) 88/100 [=========================================================>.......] Step: 274ms | Tot: 23s207ms | Loss: 0.802 | Acc: 73.629% (6553/8900) 89/100 [=========================================================>.......] Step: 268ms | Tot: 23s476ms | Loss: 0.801 | Acc: 73.678% (6631/9000) 90/100 [==========================================================>......] Step: 277ms | Tot: 23s753ms | Loss: 0.801 | Acc: 73.681% (6705/9100) 91/100 [===========================================================>.....] Step: 282ms | Tot: 24s36ms | Loss: 0.799 | Acc: 73.761% (6786/9200) 92/100 [===========================================================>.....] Step: 272ms | Tot: 24s308ms | Loss: 0.798 | Acc: 73.753% (6859/9300) 93/100 [============================================================>....] Step: 270ms | Tot: 24s579ms | Loss: 0.799 | Acc: 73.723% (6930/9400) 94/100 [=============================================================>...] Step: 268ms | Tot: 24s847ms | Loss: 0.798 | Acc: 73.768% (7008/9500) 95/100 [=============================================================>...] Step: 268ms | Tot: 25s116ms | Loss: 0.797 | Acc: 73.781% (7083/9600) 96/100 [==============================================================>..] Step: 274ms | Tot: 25s390ms | Loss: 0.795 | Acc: 73.856% (7164/9700) 97/100 [===============================================================>.] Step: 282ms | Tot: 25s673ms | Loss: 0.796 | Acc: 73.776% (7230/9800) 98/100 [===============================================================>.] Step: 273ms | Tot: 25s946ms | Loss: 0.796 | Acc: 73.747% (7301/9900) 99/100 [================================================================>] Step: 277ms | Tot: 26s224ms | Loss: 0.797 | Acc: 73.710% (7371/10000) 100/100 +Saving.. + +Epoch: 11 + [>................................................................] Step: 1s221ms | Tot: 2ms | Loss: 0.474 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 368ms | Tot: 370ms | Loss: 0.476 | Acc: 83.594% (214/256) 2/391 [>................................................................] Step: 355ms | Tot: 725ms | Loss: 0.532 | Acc: 81.510% (313/384) 3/391 [>................................................................] Step: 338ms | Tot: 1s64ms | Loss: 0.529 | Acc: 81.055% (415/512) 4/391 [>................................................................] Step: 335ms | Tot: 1s399ms | Loss: 0.529 | Acc: 81.875% (524/640) 5/391 [>................................................................] Step: 330ms | Tot: 1s729ms | Loss: 0.530 | Acc: 81.641% (627/768) 6/391 [>................................................................] Step: 330ms | Tot: 2s60ms | Loss: 0.547 | Acc: 81.138% (727/896) 7/391 [=>...............................................................] Step: 327ms | Tot: 2s388ms | Loss: 0.541 | Acc: 81.348% (833/1024) 8/391 [=>...............................................................] Step: 321ms | Tot: 2s709ms | Loss: 0.546 | Acc: 81.337% (937/1152) 9/391 [=>...............................................................] Step: 329ms | Tot: 3s39ms | Loss: 0.541 | Acc: 81.406% (1042/1280) 10/391 [=>...............................................................] Step: 325ms | Tot: 3s365ms | Loss: 0.536 | Acc: 81.747% (1151/1408) 11/391 [=>...............................................................] Step: 324ms | Tot: 3s690ms | Loss: 0.550 | Acc: 81.055% (1245/1536) 12/391 [=>...............................................................] Step: 328ms | Tot: 4s18ms | Loss: 0.553 | Acc: 81.190% (1351/1664) 13/391 [==>..............................................................] Step: 325ms | Tot: 4s343ms | Loss: 0.546 | Acc: 81.585% (1462/1792) 14/391 [==>..............................................................] Step: 325ms | Tot: 4s669ms | Loss: 0.548 | Acc: 81.354% (1562/1920) 15/391 [==>..............................................................] Step: 328ms | Tot: 4s998ms | Loss: 0.543 | Acc: 81.592% (1671/2048) 16/391 [==>..............................................................] Step: 325ms | Tot: 5s323ms | Loss: 0.542 | Acc: 81.710% (1778/2176) 17/391 [==>..............................................................] Step: 323ms | Tot: 5s646ms | Loss: 0.545 | Acc: 81.207% (1871/2304) 18/391 [==>..............................................................] Step: 331ms | Tot: 5s978ms | Loss: 0.545 | Acc: 81.168% (1974/2432) 19/391 [===>.............................................................] Step: 333ms | Tot: 6s311ms | Loss: 0.543 | Acc: 81.211% (2079/2560) 20/391 [===>.............................................................] Step: 330ms | Tot: 6s642ms | Loss: 0.548 | Acc: 81.101% (2180/2688) 21/391 [===>.............................................................] Step: 329ms | Tot: 6s972ms | Loss: 0.548 | Acc: 81.001% (2281/2816) 22/391 [===>.............................................................] Step: 327ms | Tot: 7s299ms | Loss: 0.547 | Acc: 80.910% (2382/2944) 23/391 [===>.............................................................] Step: 321ms | Tot: 7s621ms | Loss: 0.556 | Acc: 80.566% (2475/3072) 24/391 [===>.............................................................] Step: 331ms | Tot: 7s953ms | Loss: 0.549 | Acc: 80.875% (2588/3200) 25/391 [====>............................................................] Step: 328ms | Tot: 8s281ms | Loss: 0.547 | Acc: 80.889% (2692/3328) 26/391 [====>............................................................] Step: 323ms | Tot: 8s604ms | Loss: 0.544 | Acc: 81.076% (2802/3456) 27/391 [====>............................................................] Step: 329ms | Tot: 8s933ms | Loss: 0.539 | Acc: 81.250% (2912/3584) 28/391 [====>............................................................] Step: 325ms | Tot: 9s259ms | Loss: 0.535 | Acc: 81.277% (3017/3712) 29/391 [====>............................................................] Step: 327ms | Tot: 9s586ms | Loss: 0.536 | Acc: 81.302% (3122/3840) 30/391 [====>............................................................] Step: 328ms | Tot: 9s915ms | Loss: 0.537 | Acc: 81.250% (3224/3968) 31/391 [=====>...........................................................] Step: 323ms | Tot: 10s239ms | Loss: 0.535 | Acc: 81.226% (3327/4096) 32/391 [=====>...........................................................] Step: 323ms | Tot: 10s562ms | Loss: 0.537 | Acc: 81.108% (3426/4224) 33/391 [=====>...........................................................] Step: 329ms | Tot: 10s892ms | Loss: 0.535 | Acc: 81.273% (3537/4352) 34/391 [=====>...........................................................] Step: 321ms | Tot: 11s213ms | Loss: 0.535 | Acc: 81.228% (3639/4480) 35/391 [=====>...........................................................] Step: 321ms | Tot: 11s535ms | Loss: 0.533 | Acc: 81.315% (3747/4608) 36/391 [=====>...........................................................] Step: 332ms | Tot: 11s867ms | Loss: 0.540 | Acc: 81.039% (3838/4736) 37/391 [======>..........................................................] Step: 322ms | Tot: 12s190ms | Loss: 0.543 | Acc: 80.983% (3939/4864) 38/391 [======>..........................................................] Step: 327ms | Tot: 12s517ms | Loss: 0.545 | Acc: 80.929% (4040/4992) 39/391 [======>..........................................................] Step: 328ms | Tot: 12s846ms | Loss: 0.544 | Acc: 80.898% (4142/5120) 40/391 [======>..........................................................] Step: 323ms | Tot: 13s170ms | Loss: 0.544 | Acc: 80.869% (4244/5248) 41/391 [======>..........................................................] Step: 323ms | Tot: 13s493ms | Loss: 0.544 | Acc: 80.915% (4350/5376) 42/391 [======>..........................................................] Step: 327ms | Tot: 13s821ms | Loss: 0.541 | Acc: 81.014% (4459/5504) 43/391 [=======>.........................................................] Step: 324ms | Tot: 14s145ms | Loss: 0.542 | Acc: 81.037% (4564/5632) 44/391 [=======>.........................................................] Step: 324ms | Tot: 14s470ms | Loss: 0.541 | Acc: 80.990% (4665/5760) 45/391 [=======>.........................................................] Step: 326ms | Tot: 14s797ms | Loss: 0.542 | Acc: 80.995% (4769/5888) 46/391 [=======>.........................................................] Step: 322ms | Tot: 15s119ms | Loss: 0.541 | Acc: 81.051% (4876/6016) 47/391 [=======>.........................................................] Step: 330ms | Tot: 15s449ms | Loss: 0.542 | Acc: 81.022% (4978/6144) 48/391 [=======>.........................................................] Step: 327ms | Tot: 15s776ms | Loss: 0.545 | Acc: 80.899% (5074/6272) 49/391 [========>........................................................] Step: 324ms | Tot: 16s100ms | Loss: 0.543 | Acc: 80.984% (5183/6400) 50/391 [========>........................................................] Step: 322ms | Tot: 16s423ms | Loss: 0.542 | Acc: 81.036% (5290/6528) 51/391 [========>........................................................] Step: 325ms | Tot: 16s748ms | Loss: 0.541 | Acc: 81.025% (5393/6656) 52/391 [========>........................................................] Step: 322ms | Tot: 17s71ms | Loss: 0.540 | Acc: 81.058% (5499/6784) 53/391 [========>........................................................] Step: 325ms | Tot: 17s396ms | Loss: 0.540 | Acc: 81.062% (5603/6912) 54/391 [========>........................................................] Step: 321ms | Tot: 17s718ms | Loss: 0.543 | Acc: 80.966% (5700/7040) 55/391 [=========>.......................................................] Step: 327ms | Tot: 18s45ms | Loss: 0.544 | Acc: 80.985% (5805/7168) 56/391 [=========>.......................................................] Step: 328ms | Tot: 18s374ms | Loss: 0.544 | Acc: 80.990% (5909/7296) 57/391 [=========>.......................................................] Step: 323ms | Tot: 18s698ms | Loss: 0.543 | Acc: 81.048% (6017/7424) 58/391 [=========>.......................................................] Step: 326ms | Tot: 19s25ms | Loss: 0.544 | Acc: 81.012% (6118/7552) 59/391 [=========>.......................................................] Step: 325ms | Tot: 19s350ms | Loss: 0.542 | Acc: 81.081% (6227/7680) 60/391 [=========>.......................................................] Step: 321ms | Tot: 19s672ms | Loss: 0.543 | Acc: 81.084% (6331/7808) 61/391 [==========>......................................................] Step: 326ms | Tot: 19s998ms | Loss: 0.543 | Acc: 81.099% (6436/7936) 62/391 [==========>......................................................] Step: 325ms | Tot: 20s324ms | Loss: 0.544 | Acc: 81.126% (6542/8064) 63/391 [==========>......................................................] Step: 322ms | Tot: 20s647ms | Loss: 0.544 | Acc: 81.128% (6646/8192) 64/391 [==========>......................................................] Step: 327ms | Tot: 20s974ms | Loss: 0.545 | Acc: 81.118% (6749/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s301ms | Loss: 0.546 | Acc: 81.072% (6849/8448) 66/391 [==========>......................................................] Step: 325ms | Tot: 21s626ms | Loss: 0.546 | Acc: 81.087% (6954/8576) 67/391 [===========>.....................................................] Step: 328ms | Tot: 21s954ms | Loss: 0.545 | Acc: 81.124% (7061/8704) 68/391 [===========>.....................................................] Step: 321ms | Tot: 22s276ms | Loss: 0.545 | Acc: 81.114% (7164/8832) 69/391 [===========>.....................................................] Step: 319ms | Tot: 22s595ms | Loss: 0.544 | Acc: 81.205% (7276/8960) 70/391 [===========>.....................................................] Step: 324ms | Tot: 22s919ms | Loss: 0.544 | Acc: 81.217% (7381/9088) 71/391 [===========>.....................................................] Step: 316ms | Tot: 23s235ms | Loss: 0.542 | Acc: 81.283% (7491/9216) 72/391 [===========>.....................................................] Step: 316ms | Tot: 23s551ms | Loss: 0.544 | Acc: 81.186% (7586/9344) 73/391 [============>....................................................] Step: 327ms | Tot: 23s879ms | Loss: 0.545 | Acc: 81.144% (7686/9472) 74/391 [============>....................................................] Step: 328ms | Tot: 24s207ms | Loss: 0.545 | Acc: 81.188% (7794/9600) 75/391 [============>....................................................] Step: 321ms | Tot: 24s529ms | Loss: 0.546 | Acc: 81.147% (7894/9728) 76/391 [============>....................................................] Step: 328ms | Tot: 24s858ms | Loss: 0.545 | Acc: 81.189% (8002/9856) 77/391 [============>....................................................] Step: 326ms | Tot: 25s184ms | Loss: 0.546 | Acc: 81.160% (8103/9984) 78/391 [============>....................................................] Step: 323ms | Tot: 25s507ms | Loss: 0.547 | Acc: 81.141% (8205/10112) 79/391 [=============>...................................................] Step: 329ms | Tot: 25s837ms | Loss: 0.547 | Acc: 81.113% (8306/10240) 80/391 [=============>...................................................] Step: 319ms | Tot: 26s157ms | Loss: 0.547 | Acc: 81.115% (8410/10368) 81/391 [=============>...................................................] Step: 324ms | Tot: 26s481ms | Loss: 0.550 | Acc: 81.031% (8505/10496) 82/391 [=============>...................................................] Step: 348ms | Tot: 26s830ms | Loss: 0.548 | Acc: 81.090% (8615/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s154ms | Loss: 0.552 | Acc: 80.962% (8705/10752) 84/391 [=============>...................................................] Step: 321ms | Tot: 27s475ms | Loss: 0.553 | Acc: 80.974% (8810/10880) 85/391 [==============>..................................................] Step: 323ms | Tot: 27s799ms | Loss: 0.554 | Acc: 80.932% (8909/11008) 86/391 [==============>..................................................] Step: 317ms | Tot: 28s116ms | Loss: 0.553 | Acc: 80.972% (9017/11136) 87/391 [==============>..................................................] Step: 321ms | Tot: 28s438ms | Loss: 0.554 | Acc: 80.957% (9119/11264) 88/391 [==============>..................................................] Step: 322ms | Tot: 28s761ms | Loss: 0.553 | Acc: 80.987% (9226/11392) 89/391 [==============>..................................................] Step: 319ms | Tot: 29s80ms | Loss: 0.553 | Acc: 80.990% (9330/11520) 90/391 [==============>..................................................] Step: 319ms | Tot: 29s399ms | Loss: 0.553 | Acc: 81.010% (9436/11648) 91/391 [===============>.................................................] Step: 324ms | Tot: 29s724ms | Loss: 0.553 | Acc: 81.012% (9540/11776) 92/391 [===============>.................................................] Step: 326ms | Tot: 30s50ms | Loss: 0.554 | Acc: 80.973% (9639/11904) 93/391 [===============>.................................................] Step: 322ms | Tot: 30s373ms | Loss: 0.554 | Acc: 80.909% (9735/12032) 94/391 [===============>.................................................] Step: 320ms | Tot: 30s694ms | Loss: 0.553 | Acc: 80.954% (9844/12160) 95/391 [===============>.................................................] Step: 332ms | Tot: 31s26ms | Loss: 0.553 | Acc: 80.900% (9941/12288) 96/391 [===============>.................................................] Step: 328ms | Tot: 31s355ms | Loss: 0.555 | Acc: 80.831% (10036/12416) 97/391 [================>................................................] Step: 329ms | Tot: 31s684ms | Loss: 0.555 | Acc: 80.827% (10139/12544) 98/391 [================>................................................] Step: 329ms | Tot: 32s14ms | Loss: 0.556 | Acc: 80.800% (10239/12672) 99/391 [================>................................................] Step: 324ms | Tot: 32s339ms | Loss: 0.557 | Acc: 80.742% (10335/12800) 100/391 [================>................................................] Step: 319ms | Tot: 32s658ms | Loss: 0.556 | Acc: 80.747% (10439/12928) 101/391 [================>................................................] Step: 344ms | Tot: 33s3ms | Loss: 0.558 | Acc: 80.668% (10532/13056) 102/391 [================>................................................] Step: 334ms | Tot: 33s337ms | Loss: 0.557 | Acc: 80.696% (10639/13184) 103/391 [=================>...............................................] Step: 326ms | Tot: 33s664ms | Loss: 0.557 | Acc: 80.709% (10744/13312) 104/391 [=================>...............................................] Step: 326ms | Tot: 33s990ms | Loss: 0.557 | Acc: 80.714% (10848/13440) 105/391 [=================>...............................................] Step: 323ms | Tot: 34s314ms | Loss: 0.557 | Acc: 80.712% (10951/13568) 106/391 [=================>...............................................] Step: 320ms | Tot: 34s635ms | Loss: 0.558 | Acc: 80.702% (11053/13696) 107/391 [=================>...............................................] Step: 328ms | Tot: 34s963ms | Loss: 0.559 | Acc: 80.679% (11153/13824) 108/391 [=================>...............................................] Step: 325ms | Tot: 35s289ms | Loss: 0.559 | Acc: 80.662% (11254/13952) 109/391 [==================>..............................................] Step: 329ms | Tot: 35s618ms | Loss: 0.558 | Acc: 80.703% (11363/14080) 110/391 [==================>..............................................] Step: 335ms | Tot: 35s954ms | Loss: 0.558 | Acc: 80.701% (11466/14208) 111/391 [==================>..............................................] Step: 333ms | Tot: 36s288ms | Loss: 0.558 | Acc: 80.706% (11570/14336) 112/391 [==================>..............................................] Step: 331ms | Tot: 36s619ms | Loss: 0.557 | Acc: 80.759% (11681/14464) 113/391 [==================>..............................................] Step: 336ms | Tot: 36s956ms | Loss: 0.556 | Acc: 80.777% (11787/14592) 114/391 [==================>..............................................] Step: 335ms | Tot: 37s291ms | Loss: 0.556 | Acc: 80.774% (11890/14720) 115/391 [===================>.............................................] Step: 326ms | Tot: 37s618ms | Loss: 0.556 | Acc: 80.812% (11999/14848) 116/391 [===================>.............................................] Step: 344ms | Tot: 37s963ms | Loss: 0.556 | Acc: 80.843% (12107/14976) 117/391 [===================>.............................................] Step: 338ms | Tot: 38s301ms | Loss: 0.556 | Acc: 80.846% (12211/15104) 118/391 [===================>.............................................] Step: 339ms | Tot: 38s640ms | Loss: 0.556 | Acc: 80.810% (12309/15232) 119/391 [===================>.............................................] Step: 340ms | Tot: 38s981ms | Loss: 0.555 | Acc: 80.833% (12416/15360) 120/391 [===================>.............................................] Step: 332ms | Tot: 39s313ms | Loss: 0.556 | Acc: 80.850% (12522/15488) 121/391 [====================>............................................] Step: 324ms | Tot: 39s638ms | Loss: 0.556 | Acc: 80.815% (12620/15616) 122/391 [====================>............................................] Step: 335ms | Tot: 39s973ms | Loss: 0.556 | Acc: 80.805% (12722/15744) 123/391 [====================>............................................] Step: 330ms | Tot: 40s303ms | Loss: 0.556 | Acc: 80.815% (12827/15872) 124/391 [====================>............................................] Step: 336ms | Tot: 40s640ms | Loss: 0.556 | Acc: 80.812% (12930/16000) 125/391 [====================>............................................] Step: 344ms | Tot: 40s985ms | Loss: 0.555 | Acc: 80.841% (13038/16128) 126/391 [====================>............................................] Step: 337ms | Tot: 41s322ms | Loss: 0.555 | Acc: 80.856% (13144/16256) 127/391 [=====================>...........................................] Step: 327ms | Tot: 41s650ms | Loss: 0.555 | Acc: 80.853% (13247/16384) 128/391 [=====================>...........................................] Step: 338ms | Tot: 41s989ms | Loss: 0.556 | Acc: 80.850% (13350/16512) 129/391 [=====================>...........................................] Step: 333ms | Tot: 42s322ms | Loss: 0.556 | Acc: 80.865% (13456/16640) 130/391 [=====================>...........................................] Step: 329ms | Tot: 42s652ms | Loss: 0.556 | Acc: 80.868% (13560/16768) 131/391 [=====================>...........................................] Step: 340ms | Tot: 42s993ms | Loss: 0.556 | Acc: 80.877% (13665/16896) 132/391 [=====================>...........................................] Step: 335ms | Tot: 43s328ms | Loss: 0.556 | Acc: 80.851% (13764/17024) 133/391 [======================>..........................................] Step: 322ms | Tot: 43s651ms | Loss: 0.556 | Acc: 80.859% (13869/17152) 134/391 [======================>..........................................] Step: 329ms | Tot: 43s980ms | Loss: 0.556 | Acc: 80.833% (13968/17280) 135/391 [======================>..........................................] Step: 325ms | Tot: 44s306ms | Loss: 0.557 | Acc: 80.813% (14068/17408) 136/391 [======================>..........................................] Step: 320ms | Tot: 44s626ms | Loss: 0.557 | Acc: 80.805% (14170/17536) 137/391 [======================>..........................................] Step: 329ms | Tot: 44s956ms | Loss: 0.557 | Acc: 80.769% (14267/17664) 138/391 [======================>..........................................] Step: 323ms | Tot: 45s279ms | Loss: 0.559 | Acc: 80.733% (14364/17792) 139/391 [=======================>.........................................] Step: 321ms | Tot: 45s600ms | Loss: 0.559 | Acc: 80.720% (14465/17920) 140/391 [=======================>.........................................] Step: 326ms | Tot: 45s927ms | Loss: 0.558 | Acc: 80.735% (14571/18048) 141/391 [=======================>.........................................] Step: 324ms | Tot: 46s251ms | Loss: 0.557 | Acc: 80.755% (14678/18176) 142/391 [=======================>.........................................] Step: 321ms | Tot: 46s572ms | Loss: 0.558 | Acc: 80.726% (14776/18304) 143/391 [=======================>.........................................] Step: 327ms | Tot: 46s900ms | Loss: 0.557 | Acc: 80.740% (14882/18432) 144/391 [=======================>.........................................] Step: 324ms | Tot: 47s225ms | Loss: 0.557 | Acc: 80.765% (14990/18560) 145/391 [========================>........................................] Step: 321ms | Tot: 47s546ms | Loss: 0.558 | Acc: 80.742% (15089/18688) 146/391 [========================>........................................] Step: 332ms | Tot: 47s878ms | Loss: 0.557 | Acc: 80.729% (15190/18816) 147/391 [========================>........................................] Step: 328ms | Tot: 48s207ms | Loss: 0.557 | Acc: 80.738% (15295/18944) 148/391 [========================>........................................] Step: 323ms | Tot: 48s530ms | Loss: 0.557 | Acc: 80.783% (15407/19072) 149/391 [========================>........................................] Step: 330ms | Tot: 48s860ms | Loss: 0.557 | Acc: 80.776% (15509/19200) 150/391 [========================>........................................] Step: 323ms | Tot: 49s184ms | Loss: 0.556 | Acc: 80.800% (15617/19328) 151/391 [=========================>.......................................] Step: 323ms | Tot: 49s507ms | Loss: 0.556 | Acc: 80.818% (15724/19456) 152/391 [=========================>.......................................] Step: 326ms | Tot: 49s834ms | Loss: 0.556 | Acc: 80.796% (15823/19584) 153/391 [=========================>.......................................] Step: 320ms | Tot: 50s155ms | Loss: 0.557 | Acc: 80.793% (15926/19712) 154/391 [=========================>.......................................] Step: 328ms | Tot: 50s483ms | Loss: 0.557 | Acc: 80.756% (16022/19840) 155/391 [=========================>.......................................] Step: 334ms | Tot: 50s817ms | Loss: 0.556 | Acc: 80.769% (16128/19968) 156/391 [=========================>.......................................] Step: 320ms | Tot: 51s138ms | Loss: 0.556 | Acc: 80.812% (16240/20096) 157/391 [==========================>......................................] Step: 323ms | Tot: 51s462ms | Loss: 0.555 | Acc: 80.815% (16344/20224) 158/391 [==========================>......................................] Step: 324ms | Tot: 51s786ms | Loss: 0.555 | Acc: 80.827% (16450/20352) 159/391 [==========================>......................................] Step: 321ms | Tot: 52s108ms | Loss: 0.556 | Acc: 80.801% (16548/20480) 160/391 [==========================>......................................] Step: 322ms | Tot: 52s431ms | Loss: 0.556 | Acc: 80.789% (16649/20608) 161/391 [==========================>......................................] Step: 327ms | Tot: 52s758ms | Loss: 0.557 | Acc: 80.753% (16745/20736) 162/391 [==========================>......................................] Step: 329ms | Tot: 53s88ms | Loss: 0.559 | Acc: 80.713% (16840/20864) 163/391 [===========================>.....................................] Step: 328ms | Tot: 53s416ms | Loss: 0.558 | Acc: 80.716% (16944/20992) 164/391 [===========================>.....................................] Step: 326ms | Tot: 53s743ms | Loss: 0.558 | Acc: 80.739% (17052/21120) 165/391 [===========================>.....................................] Step: 323ms | Tot: 54s67ms | Loss: 0.558 | Acc: 80.746% (17157/21248) 166/391 [===========================>.....................................] Step: 326ms | Tot: 54s394ms | Loss: 0.558 | Acc: 80.726% (17256/21376) 167/391 [===========================>.....................................] Step: 323ms | Tot: 54s717ms | Loss: 0.558 | Acc: 80.715% (17357/21504) 168/391 [===========================>.....................................] Step: 323ms | Tot: 55s41ms | Loss: 0.559 | Acc: 80.718% (17461/21632) 169/391 [============================>....................................] Step: 324ms | Tot: 55s366ms | Loss: 0.560 | Acc: 80.680% (17556/21760) 170/391 [============================>....................................] Step: 321ms | Tot: 55s687ms | Loss: 0.560 | Acc: 80.642% (17651/21888) 171/391 [============================>....................................] Step: 327ms | Tot: 56s14ms | Loss: 0.560 | Acc: 80.650% (17756/22016) 172/391 [============================>....................................] Step: 326ms | Tot: 56s341ms | Loss: 0.560 | Acc: 80.667% (17863/22144) 173/391 [============================>....................................] Step: 331ms | Tot: 56s672ms | Loss: 0.559 | Acc: 80.720% (17978/22272) 174/391 [============================>....................................] Step: 337ms | Tot: 57s10ms | Loss: 0.559 | Acc: 80.754% (18089/22400) 175/391 [=============================>...................................] Step: 331ms | Tot: 57s342ms | Loss: 0.559 | Acc: 80.713% (18183/22528) 176/391 [=============================>...................................] Step: 322ms | Tot: 57s664ms | Loss: 0.558 | Acc: 80.729% (18290/22656) 177/391 [=============================>...................................] Step: 336ms | Tot: 58s1ms | Loss: 0.559 | Acc: 80.723% (18392/22784) 178/391 [=============================>...................................] Step: 331ms | Tot: 58s332ms | Loss: 0.559 | Acc: 80.700% (18490/22912) 179/391 [=============================>...................................] Step: 322ms | Tot: 58s655ms | Loss: 0.560 | Acc: 80.668% (18586/23040) 180/391 [=============================>...................................] Step: 327ms | Tot: 58s982ms | Loss: 0.560 | Acc: 80.676% (18691/23168) 181/391 [==============================>..................................] Step: 324ms | Tot: 59s307ms | Loss: 0.560 | Acc: 80.692% (18798/23296) 182/391 [==============================>..................................] Step: 322ms | Tot: 59s629ms | Loss: 0.559 | Acc: 80.733% (18911/23424) 183/391 [==============================>..................................] Step: 332ms | Tot: 59s962ms | Loss: 0.559 | Acc: 80.736% (19015/23552) 184/391 [==============================>..................................] Step: 326ms | Tot: 1m289ms | Loss: 0.559 | Acc: 80.718% (19114/23680) 185/391 [==============================>..................................] Step: 321ms | Tot: 1m610ms | Loss: 0.559 | Acc: 80.721% (19218/23808) 186/391 [==============================>..................................] Step: 331ms | Tot: 1m941ms | Loss: 0.559 | Acc: 80.749% (19328/23936) 187/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.559 | Acc: 80.747% (19431/24064) 188/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.560 | Acc: 80.704% (19524/24192) 189/391 [===============================>.................................] Step: 331ms | Tot: 1m1s | Loss: 0.559 | Acc: 80.711% (19629/24320) 190/391 [===============================>.................................] Step: 333ms | Tot: 1m2s | Loss: 0.559 | Acc: 80.710% (19732/24448) 191/391 [===============================>.................................] Step: 334ms | Tot: 1m2s | Loss: 0.559 | Acc: 80.717% (19837/24576) 192/391 [===============================>.................................] Step: 337ms | Tot: 1m2s | Loss: 0.559 | Acc: 80.736% (19945/24704) 193/391 [================================>................................] Step: 344ms | Tot: 1m3s | Loss: 0.559 | Acc: 80.714% (20043/24832) 194/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.560 | Acc: 80.689% (20140/24960) 195/391 [================================>................................] Step: 327ms | Tot: 1m3s | Loss: 0.560 | Acc: 80.716% (20250/25088) 196/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.559 | Acc: 80.723% (20355/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.560 | Acc: 80.729% (20460/25344) 198/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.560 | Acc: 80.689% (20553/25472) 199/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 0.560 | Acc: 80.680% (20654/25600) 200/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.560 | Acc: 80.683% (20758/25728) 201/391 [=================================>...............................] Step: 329ms | Tot: 1m5s | Loss: 0.560 | Acc: 80.685% (20862/25856) 202/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.560 | Acc: 80.680% (20964/25984) 203/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.560 | Acc: 80.687% (21069/26112) 204/391 [=================================>...............................] Step: 331ms | Tot: 1m6s | Loss: 0.560 | Acc: 80.697% (21175/26240) 205/391 [==================================>..............................] Step: 322ms | Tot: 1m7s | Loss: 0.560 | Acc: 80.704% (21280/26368) 206/391 [==================================>..............................] Step: 320ms | Tot: 1m7s | Loss: 0.559 | Acc: 80.733% (21391/26496) 207/391 [==================================>..............................] Step: 331ms | Tot: 1m7s | Loss: 0.559 | Acc: 80.769% (21504/26624) 208/391 [==================================>..............................] Step: 335ms | Tot: 1m8s | Loss: 0.558 | Acc: 80.783% (21611/26752) 209/391 [==================================>..............................] Step: 338ms | Tot: 1m8s | Loss: 0.558 | Acc: 80.778% (21713/26880) 210/391 [==================================>..............................] Step: 341ms | Tot: 1m8s | Loss: 0.559 | Acc: 80.772% (21815/27008) 211/391 [===================================>.............................] Step: 330ms | Tot: 1m9s | Loss: 0.559 | Acc: 80.753% (21913/27136) 212/391 [===================================>.............................] Step: 333ms | Tot: 1m9s | Loss: 0.559 | Acc: 80.744% (22014/27264) 213/391 [===================================>.............................] Step: 337ms | Tot: 1m9s | Loss: 0.559 | Acc: 80.739% (22116/27392) 214/391 [===================================>.............................] Step: 334ms | Tot: 1m10s | Loss: 0.560 | Acc: 80.709% (22211/27520) 215/391 [===================================>.............................] Step: 330ms | Tot: 1m10s | Loss: 0.559 | Acc: 80.707% (22314/27648) 216/391 [===================================>.............................] Step: 336ms | Tot: 1m10s | Loss: 0.559 | Acc: 80.710% (22418/27776) 217/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.559 | Acc: 80.709% (22521/27904) 218/391 [====================================>............................] Step: 326ms | Tot: 1m11s | Loss: 0.560 | Acc: 80.686% (22618/28032) 219/391 [====================================>............................] Step: 331ms | Tot: 1m11s | Loss: 0.561 | Acc: 80.678% (22719/28160) 220/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.561 | Acc: 80.653% (22815/28288) 221/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 0.561 | Acc: 80.673% (22924/28416) 222/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.560 | Acc: 80.686% (23031/28544) 223/391 [=====================================>...........................] Step: 330ms | Tot: 1m13s | Loss: 0.560 | Acc: 80.678% (23132/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.561 | Acc: 80.660% (23230/28800) 225/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.560 | Acc: 80.676% (23338/28928) 226/391 [=====================================>...........................] Step: 336ms | Tot: 1m14s | Loss: 0.560 | Acc: 80.665% (23438/29056) 227/391 [=====================================>...........................] Step: 332ms | Tot: 1m14s | Loss: 0.561 | Acc: 80.661% (23540/29184) 228/391 [=====================================>...........................] Step: 330ms | Tot: 1m14s | Loss: 0.560 | Acc: 80.653% (23641/29312) 229/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.645% (23742/29440) 230/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.651% (23847/29568) 231/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.664% (23954/29696) 232/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.561 | Acc: 80.660% (24056/29824) 233/391 [======================================>..........................] Step: 325ms | Tot: 1m16s | Loss: 0.561 | Acc: 80.656% (24158/29952) 234/391 [======================================>..........................] Step: 326ms | Tot: 1m16s | Loss: 0.561 | Acc: 80.645% (24258/30080) 235/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.561 | Acc: 80.631% (24357/30208) 236/391 [=======================================>.........................] Step: 329ms | Tot: 1m17s | Loss: 0.560 | Acc: 80.647% (24465/30336) 237/391 [=======================================>.........................] Step: 319ms | Tot: 1m17s | Loss: 0.561 | Acc: 80.643% (24567/30464) 238/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.561 | Acc: 80.626% (24665/30592) 239/391 [=======================================>.........................] Step: 324ms | Tot: 1m18s | Loss: 0.561 | Acc: 80.635% (24771/30720) 240/391 [=======================================>.........................] Step: 319ms | Tot: 1m18s | Loss: 0.560 | Acc: 80.647% (24878/30848) 241/391 [========================================>........................] Step: 330ms | Tot: 1m19s | Loss: 0.560 | Acc: 80.630% (24976/30976) 242/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.561 | Acc: 80.613% (25074/31104) 243/391 [========================================>........................] Step: 320ms | Tot: 1m19s | Loss: 0.561 | Acc: 80.622% (25180/31232) 244/391 [========================================>........................] Step: 326ms | Tot: 1m19s | Loss: 0.561 | Acc: 80.609% (25279/31360) 245/391 [========================================>........................] Step: 326ms | Tot: 1m20s | Loss: 0.562 | Acc: 80.599% (25379/31488) 246/391 [========================================>........................] Step: 320ms | Tot: 1m20s | Loss: 0.563 | Acc: 80.551% (25467/31616) 247/391 [=========================================>.......................] Step: 328ms | Tot: 1m20s | Loss: 0.562 | Acc: 80.579% (25579/31744) 248/391 [=========================================>.......................] Step: 321ms | Tot: 1m21s | Loss: 0.562 | Acc: 80.594% (25687/31872) 249/391 [=========================================>.......................] Step: 320ms | Tot: 1m21s | Loss: 0.562 | Acc: 80.588% (25788/32000) 250/391 [=========================================>.......................] Step: 327ms | Tot: 1m21s | Loss: 0.562 | Acc: 80.590% (25892/32128) 251/391 [=========================================>.......................] Step: 319ms | Tot: 1m22s | Loss: 0.562 | Acc: 80.599% (25998/32256) 252/391 [=========================================>.......................] Step: 318ms | Tot: 1m22s | Loss: 0.561 | Acc: 80.611% (26105/32384) 253/391 [==========================================>......................] Step: 330ms | Tot: 1m22s | Loss: 0.562 | Acc: 80.610% (26208/32512) 254/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 0.561 | Acc: 80.628% (26317/32640) 255/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 0.562 | Acc: 80.634% (26422/32768) 256/391 [==========================================>......................] Step: 329ms | Tot: 1m23s | Loss: 0.562 | Acc: 80.599% (26514/32896) 257/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.562 | Acc: 80.578% (26610/33024) 258/391 [==========================================>......................] Step: 319ms | Tot: 1m24s | Loss: 0.563 | Acc: 80.544% (26702/33152) 259/391 [===========================================>.....................] Step: 329ms | Tot: 1m24s | Loss: 0.563 | Acc: 80.529% (26800/33280) 260/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.563 | Acc: 80.541% (26907/33408) 261/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.563 | Acc: 80.552% (27014/33536) 262/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.564 | Acc: 80.528% (27109/33664) 263/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 0.564 | Acc: 80.525% (27211/33792) 264/391 [===========================================>.....................] Step: 324ms | Tot: 1m26s | Loss: 0.564 | Acc: 80.516% (27311/33920) 265/391 [============================================>....................] Step: 327ms | Tot: 1m26s | Loss: 0.564 | Acc: 80.522% (27416/34048) 266/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.564 | Acc: 80.524% (27520/34176) 267/391 [============================================>....................] Step: 338ms | Tot: 1m27s | Loss: 0.564 | Acc: 80.521% (27622/34304) 268/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.564 | Acc: 80.521% (27725/34432) 269/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 0.564 | Acc: 80.524% (27829/34560) 270/391 [============================================>....................] Step: 327ms | Tot: 1m28s | Loss: 0.564 | Acc: 80.538% (27937/34688) 271/391 [=============================================>...................] Step: 323ms | Tot: 1m28s | Loss: 0.564 | Acc: 80.538% (28040/34816) 272/391 [=============================================>...................] Step: 326ms | Tot: 1m29s | Loss: 0.564 | Acc: 80.549% (28147/34944) 273/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.564 | Acc: 80.549% (28250/35072) 274/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.564 | Acc: 80.557% (28356/35200) 275/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 0.564 | Acc: 80.545% (28455/35328) 276/391 [=============================================>...................] Step: 326ms | Tot: 1m30s | Loss: 0.565 | Acc: 80.514% (28547/35456) 277/391 [==============================================>..................] Step: 320ms | Tot: 1m30s | Loss: 0.566 | Acc: 80.472% (28635/35584) 278/391 [==============================================>..................] Step: 330ms | Tot: 1m31s | Loss: 0.566 | Acc: 80.469% (28737/35712) 279/391 [==============================================>..................] Step: 337ms | Tot: 1m31s | Loss: 0.566 | Acc: 80.474% (28842/35840) 280/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.566 | Acc: 80.491% (28951/35968) 281/391 [==============================================>..................] Step: 330ms | Tot: 1m32s | Loss: 0.566 | Acc: 80.510% (29061/36096) 282/391 [==============================================>..................] Step: 325ms | Tot: 1m32s | Loss: 0.566 | Acc: 80.502% (29161/36224) 283/391 [===============================================>.................] Step: 326ms | Tot: 1m32s | Loss: 0.566 | Acc: 80.485% (29258/36352) 284/391 [===============================================>.................] Step: 332ms | Tot: 1m33s | Loss: 0.566 | Acc: 80.488% (29362/36480) 285/391 [===============================================>.................] Step: 342ms | Tot: 1m33s | Loss: 0.565 | Acc: 80.482% (29463/36608) 286/391 [===============================================>.................] Step: 334ms | Tot: 1m33s | Loss: 0.565 | Acc: 80.493% (29570/36736) 287/391 [===============================================>.................] Step: 334ms | Tot: 1m34s | Loss: 0.566 | Acc: 80.477% (29667/36864) 288/391 [===============================================>.................] Step: 326ms | Tot: 1m34s | Loss: 0.565 | Acc: 80.485% (29773/36992) 289/391 [================================================>................] Step: 321ms | Tot: 1m34s | Loss: 0.566 | Acc: 80.490% (29878/37120) 290/391 [================================================>................] Step: 327ms | Tot: 1m35s | Loss: 0.565 | Acc: 80.498% (29984/37248) 291/391 [================================================>................] Step: 324ms | Tot: 1m35s | Loss: 0.565 | Acc: 80.501% (30088/37376) 292/391 [================================================>................] Step: 318ms | Tot: 1m35s | Loss: 0.565 | Acc: 80.493% (30188/37504) 293/391 [================================================>................] Step: 324ms | Tot: 1m35s | Loss: 0.565 | Acc: 80.503% (30295/37632) 294/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 0.565 | Acc: 80.495% (30395/37760) 295/391 [=================================================>...............] Step: 322ms | Tot: 1m36s | Loss: 0.566 | Acc: 80.479% (30492/37888) 296/391 [=================================================>...............] Step: 330ms | Tot: 1m36s | Loss: 0.565 | Acc: 80.490% (30599/38016) 297/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.565 | Acc: 80.503% (30707/38144) 298/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.565 | Acc: 80.503% (30810/38272) 299/391 [=================================================>...............] Step: 339ms | Tot: 1m37s | Loss: 0.566 | Acc: 80.484% (30906/38400) 300/391 [=================================================>...............] Step: 334ms | Tot: 1m38s | Loss: 0.566 | Acc: 80.482% (31008/38528) 301/391 [==================================================>..............] Step: 322ms | Tot: 1m38s | Loss: 0.566 | Acc: 80.487% (31113/38656) 302/391 [==================================================>..............] Step: 329ms | Tot: 1m38s | Loss: 0.566 | Acc: 80.479% (31213/38784) 303/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.566 | Acc: 80.487% (31319/38912) 304/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 0.565 | Acc: 80.487% (31422/39040) 305/391 [==================================================>..............] Step: 330ms | Tot: 1m39s | Loss: 0.566 | Acc: 80.469% (31518/39168) 306/391 [==================================================>..............] Step: 325ms | Tot: 1m40s | Loss: 0.567 | Acc: 80.459% (31617/39296) 307/391 [===================================================>.............] Step: 330ms | Tot: 1m40s | Loss: 0.567 | Acc: 80.466% (31723/39424) 308/391 [===================================================>.............] Step: 341ms | Tot: 1m40s | Loss: 0.567 | Acc: 80.464% (31825/39552) 309/391 [===================================================>.............] Step: 330ms | Tot: 1m41s | Loss: 0.567 | Acc: 80.474% (31932/39680) 310/391 [===================================================>.............] Step: 332ms | Tot: 1m41s | Loss: 0.567 | Acc: 80.471% (32034/39808) 311/391 [===================================================>.............] Step: 336ms | Tot: 1m41s | Loss: 0.567 | Acc: 80.479% (32140/39936) 312/391 [===================================================>.............] Step: 334ms | Tot: 1m42s | Loss: 0.567 | Acc: 80.474% (32241/40064) 313/391 [====================================================>............] Step: 326ms | Tot: 1m42s | Loss: 0.566 | Acc: 80.494% (32352/40192) 314/391 [====================================================>............] Step: 332ms | Tot: 1m42s | Loss: 0.566 | Acc: 80.499% (32457/40320) 315/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.566 | Acc: 80.508% (32564/40448) 316/391 [====================================================>............] Step: 319ms | Tot: 1m43s | Loss: 0.566 | Acc: 80.516% (32670/40576) 317/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.566 | Acc: 80.528% (32778/40704) 318/391 [====================================================>............] Step: 326ms | Tot: 1m44s | Loss: 0.565 | Acc: 80.542% (32887/40832) 319/391 [=====================================================>...........] Step: 318ms | Tot: 1m44s | Loss: 0.565 | Acc: 80.540% (32989/40960) 320/391 [=====================================================>...........] Step: 328ms | Tot: 1m44s | Loss: 0.565 | Acc: 80.544% (33094/41088) 321/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.565 | Acc: 80.554% (33201/41216) 322/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.565 | Acc: 80.556% (33305/41344) 323/391 [=====================================================>...........] Step: 330ms | Tot: 1m45s | Loss: 0.564 | Acc: 80.563% (33411/41472) 324/391 [=====================================================>...........] Step: 325ms | Tot: 1m46s | Loss: 0.564 | Acc: 80.565% (33515/41600) 325/391 [======================================================>..........] Step: 323ms | Tot: 1m46s | Loss: 0.564 | Acc: 80.584% (33626/41728) 326/391 [======================================================>..........] Step: 326ms | Tot: 1m46s | Loss: 0.564 | Acc: 80.598% (33735/41856) 327/391 [======================================================>..........] Step: 318ms | Tot: 1m47s | Loss: 0.563 | Acc: 80.609% (33843/41984) 328/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.563 | Acc: 80.604% (33944/42112) 329/391 [======================================================>..........] Step: 331ms | Tot: 1m47s | Loss: 0.563 | Acc: 80.613% (34051/42240) 330/391 [======================================================>..........] Step: 322ms | Tot: 1m48s | Loss: 0.563 | Acc: 80.608% (34152/42368) 331/391 [=======================================================>.........] Step: 322ms | Tot: 1m48s | Loss: 0.563 | Acc: 80.617% (34259/42496) 332/391 [=======================================================>.........] Step: 325ms | Tot: 1m48s | Loss: 0.563 | Acc: 80.588% (34350/42624) 333/391 [=======================================================>.........] Step: 321ms | Tot: 1m49s | Loss: 0.563 | Acc: 80.604% (34460/42752) 334/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.563 | Acc: 80.611% (34566/42880) 335/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.563 | Acc: 80.608% (34668/43008) 336/391 [=======================================================>.........] Step: 323ms | Tot: 1m50s | Loss: 0.563 | Acc: 80.585% (34761/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.563 | Acc: 80.570% (34858/43264) 338/391 [========================================================>........] Step: 320ms | Tot: 1m50s | Loss: 0.564 | Acc: 80.547% (34951/43392) 339/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.564 | Acc: 80.558% (35059/43520) 340/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.564 | Acc: 80.567% (35166/43648) 341/391 [========================================================>........] Step: 319ms | Tot: 1m51s | Loss: 0.564 | Acc: 80.585% (35277/43776) 342/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 0.563 | Acc: 80.592% (35383/43904) 343/391 [=========================================================>.......] Step: 324ms | Tot: 1m52s | Loss: 0.563 | Acc: 80.600% (35490/44032) 344/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.563 | Acc: 80.591% (35589/44160) 345/391 [=========================================================>.......] Step: 326ms | Tot: 1m52s | Loss: 0.564 | Acc: 80.584% (35689/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.563 | Acc: 80.588% (35794/44416) 347/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.563 | Acc: 80.606% (35905/44544) 348/391 [=========================================================>.......] Step: 328ms | Tot: 1m53s | Loss: 0.563 | Acc: 80.596% (36004/44672) 349/391 [==========================================================>......] Step: 323ms | Tot: 1m54s | Loss: 0.563 | Acc: 80.603% (36110/44800) 350/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.563 | Acc: 80.589% (36207/44928) 351/391 [==========================================================>......] Step: 328ms | Tot: 1m54s | Loss: 0.563 | Acc: 80.578% (36305/45056) 352/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.563 | Acc: 80.577% (36408/45184) 353/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.563 | Acc: 80.586% (36515/45312) 354/391 [==========================================================>......] Step: 327ms | Tot: 1m55s | Loss: 0.563 | Acc: 80.592% (36621/45440) 355/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.562 | Acc: 80.605% (36730/45568) 356/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.562 | Acc: 80.613% (36837/45696) 357/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.562 | Acc: 80.602% (36935/45824) 358/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.562 | Acc: 80.610% (37042/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.562 | Acc: 80.612% (37146/46080) 360/391 [===========================================================>.....] Step: 339ms | Tot: 1m57s | Loss: 0.562 | Acc: 80.603% (37245/46208) 361/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.562 | Acc: 80.607% (37350/46336) 362/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 0.562 | Acc: 80.622% (37460/46464) 363/391 [============================================================>....] Step: 324ms | Tot: 1m58s | Loss: 0.562 | Acc: 80.602% (37554/46592) 364/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.562 | Acc: 80.623% (37667/46720) 365/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.561 | Acc: 80.633% (37775/46848) 366/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 0.561 | Acc: 80.626% (37875/46976) 367/391 [=============================================================>...] Step: 321ms | Tot: 2m81ms | Loss: 0.561 | Acc: 80.639% (37984/47104) 368/391 [=============================================================>...] Step: 329ms | Tot: 2m410ms | Loss: 0.561 | Acc: 80.640% (38088/47232) 369/391 [=============================================================>...] Step: 323ms | Tot: 2m733ms | Loss: 0.561 | Acc: 80.648% (38195/47360) 370/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.561 | Acc: 80.660% (38304/47488) 371/391 [=============================================================>...] Step: 328ms | Tot: 2m1s | Loss: 0.561 | Acc: 80.643% (38399/47616) 372/391 [=============================================================>...] Step: 318ms | Tot: 2m1s | Loss: 0.561 | Acc: 80.645% (38503/47744) 373/391 [==============================================================>..] Step: 325ms | Tot: 2m2s | Loss: 0.561 | Acc: 80.623% (38596/47872) 374/391 [==============================================================>..] Step: 327ms | Tot: 2m2s | Loss: 0.561 | Acc: 80.631% (38703/48000) 375/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.561 | Acc: 80.647% (38814/48128) 376/391 [==============================================================>..] Step: 321ms | Tot: 2m2s | Loss: 0.561 | Acc: 80.657% (38922/48256) 377/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.561 | Acc: 80.655% (39024/48384) 378/391 [==============================================================>..] Step: 328ms | Tot: 2m3s | Loss: 0.561 | Acc: 80.658% (39129/48512) 379/391 [===============================================================>.] Step: 327ms | Tot: 2m3s | Loss: 0.562 | Acc: 80.644% (39225/48640) 380/391 [===============================================================>.] Step: 329ms | Tot: 2m4s | Loss: 0.562 | Acc: 80.639% (39326/48768) 381/391 [===============================================================>.] Step: 324ms | Tot: 2m4s | Loss: 0.562 | Acc: 80.641% (39430/48896) 382/391 [===============================================================>.] Step: 329ms | Tot: 2m4s | Loss: 0.562 | Acc: 80.646% (39536/49024) 383/391 [===============================================================>.] Step: 328ms | Tot: 2m5s | Loss: 0.562 | Acc: 80.646% (39639/49152) 384/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.562 | Acc: 80.643% (39741/49280) 385/391 [================================================================>] Step: 326ms | Tot: 2m5s | Loss: 0.562 | Acc: 80.647% (39846/49408) 386/391 [================================================================>] Step: 323ms | Tot: 2m6s | Loss: 0.562 | Acc: 80.650% (39951/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.562 | Acc: 80.640% (40049/49664) 388/391 [================================================================>] Step: 329ms | Tot: 2m6s | Loss: 0.562 | Acc: 80.623% (40144/49792) 389/391 [================================================================>] Step: 324ms | Tot: 2m7s | Loss: 0.563 | Acc: 80.615% (40243/49920) 390/391 [================================================================>] Step: 304ms | Tot: 2m7s | Loss: 0.563 | Acc: 80.608% (40304/50000) 391/391 + [>................................................................] Step: 901ms | Tot: 2ms | Loss: 0.799 | Acc: 74.000% (74/100) 1/100 [>................................................................] Step: 259ms | Tot: 262ms | Loss: 0.797 | Acc: 76.500% (153/200) 2/100 [=>...............................................................] Step: 259ms | Tot: 522ms | Loss: 0.778 | Acc: 77.000% (231/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 782ms | Loss: 0.814 | Acc: 75.750% (303/400) 4/100 [==>..............................................................] Step: 261ms | Tot: 1s44ms | Loss: 0.814 | Acc: 74.800% (374/500) 5/100 [===>.............................................................] Step: 272ms | Tot: 1s316ms | Loss: 0.769 | Acc: 75.500% (453/600) 6/100 [===>.............................................................] Step: 265ms | Tot: 1s581ms | Loss: 0.775 | Acc: 75.143% (526/700) 7/100 [====>............................................................] Step: 267ms | Tot: 1s848ms | Loss: 0.776 | Acc: 74.625% (597/800) 8/100 [=====>...........................................................] Step: 259ms | Tot: 2s108ms | Loss: 0.772 | Acc: 74.111% (667/900) 9/100 [=====>...........................................................] Step: 266ms | Tot: 2s374ms | Loss: 0.772 | Acc: 74.100% (741/1000) 10/100 [======>..........................................................] Step: 259ms | Tot: 2s633ms | Loss: 0.775 | Acc: 74.182% (816/1100) 11/100 [=======>.........................................................] Step: 265ms | Tot: 2s898ms | Loss: 0.781 | Acc: 73.917% (887/1200) 12/100 [=======>.........................................................] Step: 258ms | Tot: 3s157ms | Loss: 0.778 | Acc: 74.154% (964/1300) 13/100 [========>........................................................] Step: 266ms | Tot: 3s423ms | Loss: 0.770 | Acc: 74.143% (1038/1400) 14/100 [=========>.......................................................] Step: 267ms | Tot: 3s690ms | Loss: 0.770 | Acc: 74.000% (1110/1500) 15/100 [=========>.......................................................] Step: 270ms | Tot: 3s961ms | Loss: 0.781 | Acc: 73.562% (1177/1600) 16/100 [==========>......................................................] Step: 270ms | Tot: 4s232ms | Loss: 0.776 | Acc: 74.118% (1260/1700) 17/100 [===========>.....................................................] Step: 270ms | Tot: 4s502ms | Loss: 0.776 | Acc: 74.167% (1335/1800) 18/100 [===========>.....................................................] Step: 267ms | Tot: 4s769ms | Loss: 0.779 | Acc: 74.105% (1408/1900) 19/100 [============>....................................................] Step: 267ms | Tot: 5s36ms | Loss: 0.783 | Acc: 73.900% (1478/2000) 20/100 [=============>...................................................] Step: 267ms | Tot: 5s304ms | Loss: 0.777 | Acc: 74.048% (1555/2100) 21/100 [=============>...................................................] Step: 272ms | Tot: 5s576ms | Loss: 0.781 | Acc: 74.045% (1629/2200) 22/100 [==============>..................................................] Step: 272ms | Tot: 5s849ms | Loss: 0.787 | Acc: 73.783% (1697/2300) 23/100 [==============>..................................................] Step: 272ms | Tot: 6s122ms | Loss: 0.786 | Acc: 73.875% (1773/2400) 24/100 [===============>.................................................] Step: 276ms | Tot: 6s398ms | Loss: 0.785 | Acc: 73.960% (1849/2500) 25/100 [================>................................................] Step: 269ms | Tot: 6s667ms | Loss: 0.808 | Acc: 73.308% (1906/2600) 26/100 [================>................................................] Step: 271ms | Tot: 6s939ms | Loss: 0.801 | Acc: 73.481% (1984/2700) 27/100 [=================>...............................................] Step: 269ms | Tot: 7s208ms | Loss: 0.806 | Acc: 73.500% (2058/2800) 28/100 [==================>..............................................] Step: 273ms | Tot: 7s482ms | Loss: 0.806 | Acc: 73.621% (2135/2900) 29/100 [==================>..............................................] Step: 269ms | Tot: 7s751ms | Loss: 0.801 | Acc: 73.833% (2215/3000) 30/100 [===================>.............................................] Step: 267ms | Tot: 8s18ms | Loss: 0.803 | Acc: 73.710% (2285/3100) 31/100 [====================>............................................] Step: 269ms | Tot: 8s288ms | Loss: 0.797 | Acc: 73.938% (2366/3200) 32/100 [====================>............................................] Step: 269ms | Tot: 8s558ms | Loss: 0.799 | Acc: 73.879% (2438/3300) 33/100 [=====================>...........................................] Step: 269ms | Tot: 8s828ms | Loss: 0.804 | Acc: 73.676% (2505/3400) 34/100 [======================>..........................................] Step: 267ms | Tot: 9s95ms | Loss: 0.812 | Acc: 73.514% (2573/3500) 35/100 [======================>..........................................] Step: 275ms | Tot: 9s371ms | Loss: 0.813 | Acc: 73.472% (2645/3600) 36/100 [=======================>.........................................] Step: 267ms | Tot: 9s638ms | Loss: 0.811 | Acc: 73.486% (2719/3700) 37/100 [========================>........................................] Step: 270ms | Tot: 9s908ms | Loss: 0.812 | Acc: 73.289% (2785/3800) 38/100 [========================>........................................] Step: 265ms | Tot: 10s174ms | Loss: 0.807 | Acc: 73.513% (2867/3900) 39/100 [=========================>.......................................] Step: 274ms | Tot: 10s449ms | Loss: 0.801 | Acc: 73.675% (2947/4000) 40/100 [==========================>......................................] Step: 270ms | Tot: 10s719ms | Loss: 0.797 | Acc: 73.780% (3025/4100) 41/100 [==========================>......................................] Step: 269ms | Tot: 10s988ms | Loss: 0.798 | Acc: 73.857% (3102/4200) 42/100 [===========================>.....................................] Step: 269ms | Tot: 11s258ms | Loss: 0.798 | Acc: 73.837% (3175/4300) 43/100 [===========================>.....................................] Step: 271ms | Tot: 11s529ms | Loss: 0.798 | Acc: 73.818% (3248/4400) 44/100 [============================>....................................] Step: 271ms | Tot: 11s800ms | Loss: 0.799 | Acc: 73.756% (3319/4500) 45/100 [=============================>...................................] Step: 268ms | Tot: 12s68ms | Loss: 0.795 | Acc: 73.891% (3399/4600) 46/100 [=============================>...................................] Step: 276ms | Tot: 12s345ms | Loss: 0.793 | Acc: 73.957% (3476/4700) 47/100 [==============================>..................................] Step: 275ms | Tot: 12s621ms | Loss: 0.791 | Acc: 74.021% (3553/4800) 48/100 [===============================>.................................] Step: 272ms | Tot: 12s893ms | Loss: 0.787 | Acc: 74.163% (3634/4900) 49/100 [===============================>.................................] Step: 270ms | Tot: 13s164ms | Loss: 0.789 | Acc: 74.020% (3701/5000) 50/100 [================================>................................] Step: 275ms | Tot: 13s439ms | Loss: 0.785 | Acc: 74.137% (3781/5100) 51/100 [=================================>...............................] Step: 266ms | Tot: 13s705ms | Loss: 0.787 | Acc: 74.115% (3854/5200) 52/100 [=================================>...............................] Step: 271ms | Tot: 13s976ms | Loss: 0.789 | Acc: 74.019% (3923/5300) 53/100 [==================================>..............................] Step: 278ms | Tot: 14s255ms | Loss: 0.787 | Acc: 74.093% (4001/5400) 54/100 [===================================>.............................] Step: 274ms | Tot: 14s529ms | Loss: 0.785 | Acc: 74.055% (4073/5500) 55/100 [===================================>.............................] Step: 268ms | Tot: 14s797ms | Loss: 0.785 | Acc: 74.000% (4144/5600) 56/100 [====================================>............................] Step: 265ms | Tot: 15s63ms | Loss: 0.784 | Acc: 74.088% (4223/5700) 57/100 [=====================================>...........................] Step: 274ms | Tot: 15s337ms | Loss: 0.784 | Acc: 74.069% (4296/5800) 58/100 [=====================================>...........................] Step: 266ms | Tot: 15s603ms | Loss: 0.790 | Acc: 73.847% (4357/5900) 59/100 [======================================>..........................] Step: 275ms | Tot: 15s878ms | Loss: 0.790 | Acc: 73.817% (4429/6000) 60/100 [=======================================>.........................] Step: 271ms | Tot: 16s150ms | Loss: 0.790 | Acc: 73.820% (4503/6100) 61/100 [=======================================>.........................] Step: 272ms | Tot: 16s423ms | Loss: 0.789 | Acc: 73.887% (4581/6200) 62/100 [========================================>........................] Step: 270ms | Tot: 16s693ms | Loss: 0.788 | Acc: 73.968% (4660/6300) 63/100 [========================================>........................] Step: 269ms | Tot: 16s962ms | Loss: 0.787 | Acc: 74.016% (4737/6400) 64/100 [=========================================>.......................] Step: 267ms | Tot: 17s230ms | Loss: 0.790 | Acc: 73.938% (4806/6500) 65/100 [==========================================>......................] Step: 270ms | Tot: 17s501ms | Loss: 0.791 | Acc: 73.894% (4877/6600) 66/100 [==========================================>......................] Step: 267ms | Tot: 17s769ms | Loss: 0.787 | Acc: 74.000% (4958/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 18s38ms | Loss: 0.791 | Acc: 73.971% (5030/6800) 68/100 [============================================>....................] Step: 267ms | Tot: 18s305ms | Loss: 0.791 | Acc: 73.971% (5104/6900) 69/100 [============================================>....................] Step: 267ms | Tot: 18s573ms | Loss: 0.792 | Acc: 73.986% (5179/7000) 70/100 [=============================================>...................] Step: 273ms | Tot: 18s846ms | Loss: 0.792 | Acc: 73.958% (5251/7100) 71/100 [==============================================>..................] Step: 268ms | Tot: 19s114ms | Loss: 0.791 | Acc: 73.958% (5325/7200) 72/100 [==============================================>..................] Step: 287ms | Tot: 19s401ms | Loss: 0.788 | Acc: 74.027% (5404/7300) 73/100 [===============================================>.................] Step: 268ms | Tot: 19s670ms | Loss: 0.785 | Acc: 74.122% (5485/7400) 74/100 [================================================>................] Step: 270ms | Tot: 19s941ms | Loss: 0.788 | Acc: 74.080% (5556/7500) 75/100 [================================================>................] Step: 267ms | Tot: 20s208ms | Loss: 0.789 | Acc: 74.039% (5627/7600) 76/100 [=================================================>...............] Step: 273ms | Tot: 20s481ms | Loss: 0.788 | Acc: 73.961% (5695/7700) 77/100 [==================================================>..............] Step: 267ms | Tot: 20s749ms | Loss: 0.787 | Acc: 74.064% (5777/7800) 78/100 [==================================================>..............] Step: 267ms | Tot: 21s16ms | Loss: 0.786 | Acc: 74.051% (5850/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 21s283ms | Loss: 0.784 | Acc: 74.112% (5929/8000) 80/100 [====================================================>............] Step: 268ms | Tot: 21s552ms | Loss: 0.783 | Acc: 74.160% (6007/8100) 81/100 [====================================================>............] Step: 271ms | Tot: 21s823ms | Loss: 0.783 | Acc: 74.171% (6082/8200) 82/100 [=====================================================>...........] Step: 270ms | Tot: 22s94ms | Loss: 0.786 | Acc: 74.120% (6152/8300) 83/100 [=====================================================>...........] Step: 272ms | Tot: 22s367ms | Loss: 0.786 | Acc: 74.131% (6227/8400) 84/100 [======================================================>..........] Step: 264ms | Tot: 22s632ms | Loss: 0.785 | Acc: 74.165% (6304/8500) 85/100 [=======================================================>.........] Step: 271ms | Tot: 22s903ms | Loss: 0.786 | Acc: 74.128% (6375/8600) 86/100 [=======================================================>.........] Step: 264ms | Tot: 23s167ms | Loss: 0.788 | Acc: 74.023% (6440/8700) 87/100 [========================================================>........] Step: 271ms | Tot: 23s439ms | Loss: 0.789 | Acc: 73.977% (6510/8800) 88/100 [=========================================================>.......] Step: 263ms | Tot: 23s703ms | Loss: 0.791 | Acc: 73.921% (6579/8900) 89/100 [=========================================================>.......] Step: 269ms | Tot: 23s972ms | Loss: 0.792 | Acc: 73.933% (6654/9000) 90/100 [==========================================================>......] Step: 271ms | Tot: 24s244ms | Loss: 0.793 | Acc: 73.923% (6727/9100) 91/100 [===========================================================>.....] Step: 270ms | Tot: 24s514ms | Loss: 0.792 | Acc: 73.967% (6805/9200) 92/100 [===========================================================>.....] Step: 270ms | Tot: 24s784ms | Loss: 0.792 | Acc: 73.989% (6881/9300) 93/100 [============================================================>....] Step: 264ms | Tot: 25s49ms | Loss: 0.793 | Acc: 73.957% (6952/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 25s321ms | Loss: 0.792 | Acc: 73.958% (7026/9500) 95/100 [=============================================================>...] Step: 267ms | Tot: 25s588ms | Loss: 0.790 | Acc: 74.010% (7105/9600) 96/100 [==============================================================>..] Step: 266ms | Tot: 25s855ms | Loss: 0.789 | Acc: 74.021% (7180/9700) 97/100 [===============================================================>.] Step: 265ms | Tot: 26s120ms | Loss: 0.791 | Acc: 73.990% (7251/9800) 98/100 [===============================================================>.] Step: 271ms | Tot: 26s391ms | Loss: 0.792 | Acc: 73.980% (7324/9900) 99/100 [================================================================>] Step: 268ms | Tot: 26s659ms | Loss: 0.792 | Acc: 73.960% (7396/10000) 100/100 +Saving.. + +Epoch: 12 + [>................................................................] Step: 1s221ms | Tot: 2ms | Loss: 0.408 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 340ms | Tot: 342ms | Loss: 0.488 | Acc: 82.812% (212/256) 2/391 [>................................................................] Step: 352ms | Tot: 695ms | Loss: 0.548 | Acc: 82.292% (316/384) 3/391 [>................................................................] Step: 344ms | Tot: 1s40ms | Loss: 0.563 | Acc: 81.641% (418/512) 4/391 [>................................................................] Step: 342ms | Tot: 1s382ms | Loss: 0.560 | Acc: 81.250% (520/640) 5/391 [>................................................................] Step: 345ms | Tot: 1s727ms | Loss: 0.578 | Acc: 80.339% (617/768) 6/391 [>................................................................] Step: 341ms | Tot: 2s68ms | Loss: 0.571 | Acc: 80.469% (721/896) 7/391 [=>...............................................................] Step: 330ms | Tot: 2s398ms | Loss: 0.580 | Acc: 80.273% (822/1024) 8/391 [=>...............................................................] Step: 332ms | Tot: 2s731ms | Loss: 0.570 | Acc: 80.642% (929/1152) 9/391 [=>...............................................................] Step: 330ms | Tot: 3s61ms | Loss: 0.572 | Acc: 80.625% (1032/1280) 10/391 [=>...............................................................] Step: 326ms | Tot: 3s388ms | Loss: 0.576 | Acc: 80.540% (1134/1408) 11/391 [=>...............................................................] Step: 330ms | Tot: 3s718ms | Loss: 0.580 | Acc: 80.599% (1238/1536) 12/391 [=>...............................................................] Step: 328ms | Tot: 4s47ms | Loss: 0.571 | Acc: 80.589% (1341/1664) 13/391 [==>..............................................................] Step: 325ms | Tot: 4s373ms | Loss: 0.563 | Acc: 80.915% (1450/1792) 14/391 [==>..............................................................] Step: 330ms | Tot: 4s703ms | Loss: 0.578 | Acc: 80.833% (1552/1920) 15/391 [==>..............................................................] Step: 332ms | Tot: 5s35ms | Loss: 0.572 | Acc: 80.762% (1654/2048) 16/391 [==>..............................................................] Step: 326ms | Tot: 5s362ms | Loss: 0.574 | Acc: 80.561% (1753/2176) 17/391 [==>..............................................................] Step: 335ms | Tot: 5s697ms | Loss: 0.572 | Acc: 80.556% (1856/2304) 18/391 [==>..............................................................] Step: 331ms | Tot: 6s28ms | Loss: 0.571 | Acc: 80.469% (1957/2432) 19/391 [===>.............................................................] Step: 329ms | Tot: 6s358ms | Loss: 0.571 | Acc: 80.430% (2059/2560) 20/391 [===>.............................................................] Step: 333ms | Tot: 6s691ms | Loss: 0.564 | Acc: 80.729% (2170/2688) 21/391 [===>.............................................................] Step: 329ms | Tot: 7s20ms | Loss: 0.565 | Acc: 80.611% (2270/2816) 22/391 [===>.............................................................] Step: 325ms | Tot: 7s346ms | Loss: 0.562 | Acc: 80.808% (2379/2944) 23/391 [===>.............................................................] Step: 331ms | Tot: 7s678ms | Loss: 0.555 | Acc: 81.120% (2492/3072) 24/391 [===>.............................................................] Step: 329ms | Tot: 8s7ms | Loss: 0.558 | Acc: 81.188% (2598/3200) 25/391 [====>............................................................] Step: 330ms | Tot: 8s337ms | Loss: 0.555 | Acc: 81.370% (2708/3328) 26/391 [====>............................................................] Step: 338ms | Tot: 8s676ms | Loss: 0.555 | Acc: 81.308% (2810/3456) 27/391 [====>............................................................] Step: 329ms | Tot: 9s6ms | Loss: 0.553 | Acc: 81.390% (2917/3584) 28/391 [====>............................................................] Step: 326ms | Tot: 9s332ms | Loss: 0.556 | Acc: 81.304% (3018/3712) 29/391 [====>............................................................] Step: 333ms | Tot: 9s665ms | Loss: 0.555 | Acc: 81.198% (3118/3840) 30/391 [====>............................................................] Step: 333ms | Tot: 9s999ms | Loss: 0.553 | Acc: 81.300% (3226/3968) 31/391 [=====>...........................................................] Step: 324ms | Tot: 10s324ms | Loss: 0.552 | Acc: 81.299% (3330/4096) 32/391 [=====>...........................................................] Step: 327ms | Tot: 10s651ms | Loss: 0.550 | Acc: 81.368% (3437/4224) 33/391 [=====>...........................................................] Step: 324ms | Tot: 10s975ms | Loss: 0.547 | Acc: 81.503% (3547/4352) 34/391 [=====>...........................................................] Step: 319ms | Tot: 11s295ms | Loss: 0.542 | Acc: 81.674% (3659/4480) 35/391 [=====>...........................................................] Step: 331ms | Tot: 11s627ms | Loss: 0.541 | Acc: 81.641% (3762/4608) 36/391 [=====>...........................................................] Step: 323ms | Tot: 11s951ms | Loss: 0.538 | Acc: 81.778% (3873/4736) 37/391 [======>..........................................................] Step: 320ms | Tot: 12s271ms | Loss: 0.538 | Acc: 81.723% (3975/4864) 38/391 [======>..........................................................] Step: 327ms | Tot: 12s598ms | Loss: 0.534 | Acc: 81.811% (4084/4992) 39/391 [======>..........................................................] Step: 320ms | Tot: 12s919ms | Loss: 0.535 | Acc: 81.875% (4192/5120) 40/391 [======>..........................................................] Step: 322ms | Tot: 13s242ms | Loss: 0.536 | Acc: 81.898% (4298/5248) 41/391 [======>..........................................................] Step: 328ms | Tot: 13s571ms | Loss: 0.537 | Acc: 81.827% (4399/5376) 42/391 [======>..........................................................] Step: 319ms | Tot: 13s891ms | Loss: 0.533 | Acc: 81.940% (4510/5504) 43/391 [=======>.........................................................] Step: 332ms | Tot: 14s223ms | Loss: 0.534 | Acc: 81.854% (4610/5632) 44/391 [=======>.........................................................] Step: 334ms | Tot: 14s557ms | Loss: 0.533 | Acc: 81.840% (4714/5760) 45/391 [=======>.........................................................] Step: 337ms | Tot: 14s895ms | Loss: 0.534 | Acc: 81.844% (4819/5888) 46/391 [=======>.........................................................] Step: 321ms | Tot: 15s216ms | Loss: 0.530 | Acc: 82.031% (4935/6016) 47/391 [=======>.........................................................] Step: 329ms | Tot: 15s546ms | Loss: 0.530 | Acc: 82.080% (5043/6144) 48/391 [=======>.........................................................] Step: 320ms | Tot: 15s866ms | Loss: 0.528 | Acc: 82.111% (5150/6272) 49/391 [========>........................................................] Step: 318ms | Tot: 16s184ms | Loss: 0.531 | Acc: 82.062% (5252/6400) 50/391 [========>........................................................] Step: 328ms | Tot: 16s512ms | Loss: 0.530 | Acc: 82.169% (5364/6528) 51/391 [========>........................................................] Step: 315ms | Tot: 16s828ms | Loss: 0.531 | Acc: 82.197% (5471/6656) 52/391 [========>........................................................] Step: 322ms | Tot: 17s151ms | Loss: 0.533 | Acc: 82.105% (5570/6784) 53/391 [========>........................................................] Step: 337ms | Tot: 17s489ms | Loss: 0.535 | Acc: 82.017% (5669/6912) 54/391 [========>........................................................] Step: 321ms | Tot: 17s811ms | Loss: 0.536 | Acc: 82.045% (5776/7040) 55/391 [=========>.......................................................] Step: 333ms | Tot: 18s144ms | Loss: 0.538 | Acc: 81.961% (5875/7168) 56/391 [=========>.......................................................] Step: 327ms | Tot: 18s472ms | Loss: 0.538 | Acc: 81.935% (5978/7296) 57/391 [=========>.......................................................] Step: 320ms | Tot: 18s793ms | Loss: 0.539 | Acc: 81.910% (6081/7424) 58/391 [=========>.......................................................] Step: 330ms | Tot: 19s123ms | Loss: 0.539 | Acc: 81.899% (6185/7552) 59/391 [=========>.......................................................] Step: 327ms | Tot: 19s450ms | Loss: 0.539 | Acc: 81.888% (6289/7680) 60/391 [=========>.......................................................] Step: 325ms | Tot: 19s776ms | Loss: 0.539 | Acc: 81.890% (6394/7808) 61/391 [==========>......................................................] Step: 340ms | Tot: 20s116ms | Loss: 0.539 | Acc: 81.855% (6496/7936) 62/391 [==========>......................................................] Step: 329ms | Tot: 20s446ms | Loss: 0.540 | Acc: 81.796% (6596/8064) 63/391 [==========>......................................................] Step: 321ms | Tot: 20s767ms | Loss: 0.543 | Acc: 81.689% (6692/8192) 64/391 [==========>......................................................] Step: 325ms | Tot: 21s93ms | Loss: 0.544 | Acc: 81.719% (6799/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s419ms | Loss: 0.541 | Acc: 81.783% (6909/8448) 66/391 [==========>......................................................] Step: 324ms | Tot: 21s744ms | Loss: 0.543 | Acc: 81.728% (7009/8576) 67/391 [===========>.....................................................] Step: 333ms | Tot: 22s77ms | Loss: 0.544 | Acc: 81.710% (7112/8704) 68/391 [===========>.....................................................] Step: 322ms | Tot: 22s399ms | Loss: 0.543 | Acc: 81.726% (7218/8832) 69/391 [===========>.....................................................] Step: 322ms | Tot: 22s722ms | Loss: 0.543 | Acc: 81.763% (7326/8960) 70/391 [===========>.....................................................] Step: 325ms | Tot: 23s48ms | Loss: 0.542 | Acc: 81.745% (7429/9088) 71/391 [===========>.....................................................] Step: 329ms | Tot: 23s377ms | Loss: 0.543 | Acc: 81.695% (7529/9216) 72/391 [===========>.....................................................] Step: 326ms | Tot: 23s704ms | Loss: 0.545 | Acc: 81.603% (7625/9344) 73/391 [============>....................................................] Step: 329ms | Tot: 24s33ms | Loss: 0.545 | Acc: 81.567% (7726/9472) 74/391 [============>....................................................] Step: 320ms | Tot: 24s353ms | Loss: 0.543 | Acc: 81.604% (7834/9600) 75/391 [============>....................................................] Step: 329ms | Tot: 24s682ms | Loss: 0.540 | Acc: 81.661% (7944/9728) 76/391 [============>....................................................] Step: 326ms | Tot: 25s8ms | Loss: 0.543 | Acc: 81.636% (8046/9856) 77/391 [============>....................................................] Step: 322ms | Tot: 25s331ms | Loss: 0.543 | Acc: 81.591% (8146/9984) 78/391 [============>....................................................] Step: 329ms | Tot: 25s661ms | Loss: 0.544 | Acc: 81.576% (8249/10112) 79/391 [=============>...................................................] Step: 324ms | Tot: 25s986ms | Loss: 0.545 | Acc: 81.514% (8347/10240) 80/391 [=============>...................................................] Step: 329ms | Tot: 26s315ms | Loss: 0.544 | Acc: 81.559% (8456/10368) 81/391 [=============>...................................................] Step: 332ms | Tot: 26s647ms | Loss: 0.544 | Acc: 81.488% (8553/10496) 82/391 [=============>...................................................] Step: 329ms | Tot: 26s976ms | Loss: 0.544 | Acc: 81.466% (8655/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s300ms | Loss: 0.545 | Acc: 81.408% (8753/10752) 84/391 [=============>...................................................] Step: 332ms | Tot: 27s632ms | Loss: 0.545 | Acc: 81.388% (8855/10880) 85/391 [==============>..................................................] Step: 327ms | Tot: 27s959ms | Loss: 0.543 | Acc: 81.459% (8967/11008) 86/391 [==============>..................................................] Step: 323ms | Tot: 28s283ms | Loss: 0.543 | Acc: 81.421% (9067/11136) 87/391 [==============>..................................................] Step: 331ms | Tot: 28s614ms | Loss: 0.543 | Acc: 81.401% (9169/11264) 88/391 [==============>..................................................] Step: 324ms | Tot: 28s939ms | Loss: 0.544 | Acc: 81.399% (9273/11392) 89/391 [==============>..................................................] Step: 326ms | Tot: 29s265ms | Loss: 0.543 | Acc: 81.441% (9382/11520) 90/391 [==============>..................................................] Step: 329ms | Tot: 29s594ms | Loss: 0.542 | Acc: 81.482% (9491/11648) 91/391 [===============>.................................................] Step: 329ms | Tot: 29s924ms | Loss: 0.545 | Acc: 81.437% (9590/11776) 92/391 [===============>.................................................] Step: 324ms | Tot: 30s249ms | Loss: 0.545 | Acc: 81.418% (9692/11904) 93/391 [===============>.................................................] Step: 333ms | Tot: 30s582ms | Loss: 0.546 | Acc: 81.425% (9797/12032) 94/391 [===============>.................................................] Step: 325ms | Tot: 30s908ms | Loss: 0.547 | Acc: 81.439% (9903/12160) 95/391 [===============>.................................................] Step: 328ms | Tot: 31s236ms | Loss: 0.547 | Acc: 81.462% (10010/12288) 96/391 [===============>.................................................] Step: 330ms | Tot: 31s566ms | Loss: 0.547 | Acc: 81.451% (10113/12416) 97/391 [================>................................................] Step: 329ms | Tot: 31s896ms | Loss: 0.547 | Acc: 81.425% (10214/12544) 98/391 [================>................................................] Step: 330ms | Tot: 32s227ms | Loss: 0.546 | Acc: 81.432% (10319/12672) 99/391 [================>................................................] Step: 330ms | Tot: 32s557ms | Loss: 0.546 | Acc: 81.398% (10419/12800) 100/391 [================>................................................] Step: 320ms | Tot: 32s877ms | Loss: 0.546 | Acc: 81.358% (10518/12928) 101/391 [================>................................................] Step: 325ms | Tot: 33s203ms | Loss: 0.545 | Acc: 81.396% (10627/13056) 102/391 [================>................................................] Step: 337ms | Tot: 33s540ms | Loss: 0.547 | Acc: 81.371% (10728/13184) 103/391 [=================>...............................................] Step: 335ms | Tot: 33s876ms | Loss: 0.548 | Acc: 81.340% (10828/13312) 104/391 [=================>...............................................] Step: 326ms | Tot: 34s203ms | Loss: 0.547 | Acc: 81.354% (10934/13440) 105/391 [=================>...............................................] Step: 330ms | Tot: 34s534ms | Loss: 0.548 | Acc: 81.353% (11038/13568) 106/391 [=================>...............................................] Step: 321ms | Tot: 34s855ms | Loss: 0.548 | Acc: 81.308% (11136/13696) 107/391 [=================>...............................................] Step: 332ms | Tot: 35s188ms | Loss: 0.549 | Acc: 81.286% (11237/13824) 108/391 [=================>...............................................] Step: 337ms | Tot: 35s525ms | Loss: 0.549 | Acc: 81.300% (11343/13952) 109/391 [==================>..............................................] Step: 330ms | Tot: 35s856ms | Loss: 0.550 | Acc: 81.314% (11449/14080) 110/391 [==================>..............................................] Step: 332ms | Tot: 36s188ms | Loss: 0.549 | Acc: 81.356% (11559/14208) 111/391 [==================>..............................................] Step: 329ms | Tot: 36s518ms | Loss: 0.548 | Acc: 81.334% (11660/14336) 112/391 [==================>..............................................] Step: 321ms | Tot: 36s839ms | Loss: 0.549 | Acc: 81.312% (11761/14464) 113/391 [==================>..............................................] Step: 329ms | Tot: 37s169ms | Loss: 0.549 | Acc: 81.346% (11870/14592) 114/391 [==================>..............................................] Step: 341ms | Tot: 37s511ms | Loss: 0.548 | Acc: 81.427% (11986/14720) 115/391 [===================>.............................................] Step: 337ms | Tot: 37s848ms | Loss: 0.549 | Acc: 81.385% (12084/14848) 116/391 [===================>.............................................] Step: 335ms | Tot: 38s184ms | Loss: 0.549 | Acc: 81.377% (12187/14976) 117/391 [===================>.............................................] Step: 338ms | Tot: 38s522ms | Loss: 0.549 | Acc: 81.389% (12293/15104) 118/391 [===================>.............................................] Step: 326ms | Tot: 38s849ms | Loss: 0.549 | Acc: 81.342% (12390/15232) 119/391 [===================>.............................................] Step: 336ms | Tot: 39s185ms | Loss: 0.550 | Acc: 81.263% (12482/15360) 120/391 [===================>.............................................] Step: 343ms | Tot: 39s529ms | Loss: 0.551 | Acc: 81.237% (12582/15488) 121/391 [====================>............................................] Step: 339ms | Tot: 39s869ms | Loss: 0.551 | Acc: 81.192% (12679/15616) 122/391 [====================>............................................] Step: 334ms | Tot: 40s204ms | Loss: 0.552 | Acc: 81.161% (12778/15744) 123/391 [====================>............................................] Step: 334ms | Tot: 40s538ms | Loss: 0.551 | Acc: 81.162% (12882/15872) 124/391 [====================>............................................] Step: 329ms | Tot: 40s868ms | Loss: 0.551 | Acc: 81.156% (12985/16000) 125/391 [====================>............................................] Step: 342ms | Tot: 41s211ms | Loss: 0.551 | Acc: 81.182% (13093/16128) 126/391 [====================>............................................] Step: 345ms | Tot: 41s556ms | Loss: 0.551 | Acc: 81.201% (13200/16256) 127/391 [=====================>...........................................] Step: 343ms | Tot: 41s900ms | Loss: 0.552 | Acc: 81.146% (13295/16384) 128/391 [=====================>...........................................] Step: 341ms | Tot: 42s241ms | Loss: 0.552 | Acc: 81.129% (13396/16512) 129/391 [=====================>...........................................] Step: 346ms | Tot: 42s588ms | Loss: 0.553 | Acc: 81.094% (13494/16640) 130/391 [=====================>...........................................] Step: 335ms | Tot: 42s923ms | Loss: 0.552 | Acc: 81.065% (13593/16768) 131/391 [=====================>...........................................] Step: 338ms | Tot: 43s262ms | Loss: 0.552 | Acc: 81.072% (13698/16896) 132/391 [=====================>...........................................] Step: 340ms | Tot: 43s603ms | Loss: 0.551 | Acc: 81.086% (13804/17024) 133/391 [======================>..........................................] Step: 324ms | Tot: 43s927ms | Loss: 0.552 | Acc: 81.011% (13895/17152) 134/391 [======================>..........................................] Step: 328ms | Tot: 44s256ms | Loss: 0.553 | Acc: 81.001% (13997/17280) 135/391 [======================>..........................................] Step: 332ms | Tot: 44s588ms | Loss: 0.552 | Acc: 81.014% (14103/17408) 136/391 [======================>..........................................] Step: 330ms | Tot: 44s919ms | Loss: 0.553 | Acc: 81.045% (14212/17536) 137/391 [======================>..........................................] Step: 331ms | Tot: 45s250ms | Loss: 0.553 | Acc: 81.041% (14315/17664) 138/391 [======================>..........................................] Step: 336ms | Tot: 45s587ms | Loss: 0.553 | Acc: 81.042% (14419/17792) 139/391 [=======================>.........................................] Step: 322ms | Tot: 45s910ms | Loss: 0.553 | Acc: 81.027% (14520/17920) 140/391 [=======================>.........................................] Step: 322ms | Tot: 46s232ms | Loss: 0.553 | Acc: 81.051% (14628/18048) 141/391 [=======================>.........................................] Step: 331ms | Tot: 46s563ms | Loss: 0.554 | Acc: 81.030% (14728/18176) 142/391 [=======================>.........................................] Step: 324ms | Tot: 46s887ms | Loss: 0.554 | Acc: 80.982% (14823/18304) 143/391 [=======================>.........................................] Step: 327ms | Tot: 47s215ms | Loss: 0.555 | Acc: 80.962% (14923/18432) 144/391 [=======================>.........................................] Step: 329ms | Tot: 47s544ms | Loss: 0.554 | Acc: 80.991% (15032/18560) 145/391 [========================>........................................] Step: 322ms | Tot: 47s867ms | Loss: 0.555 | Acc: 80.945% (15127/18688) 146/391 [========================>........................................] Step: 324ms | Tot: 48s192ms | Loss: 0.555 | Acc: 80.942% (15230/18816) 147/391 [========================>........................................] Step: 331ms | Tot: 48s523ms | Loss: 0.556 | Acc: 80.933% (15332/18944) 148/391 [========================>........................................] Step: 322ms | Tot: 48s846ms | Loss: 0.556 | Acc: 80.941% (15437/19072) 149/391 [========================>........................................] Step: 324ms | Tot: 49s171ms | Loss: 0.556 | Acc: 80.927% (15538/19200) 150/391 [========================>........................................] Step: 328ms | Tot: 49s499ms | Loss: 0.556 | Acc: 80.909% (15638/19328) 151/391 [=========================>.......................................] Step: 321ms | Tot: 49s821ms | Loss: 0.556 | Acc: 80.936% (15747/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 50s148ms | Loss: 0.555 | Acc: 80.949% (15853/19584) 153/391 [=========================>.......................................] Step: 325ms | Tot: 50s474ms | Loss: 0.556 | Acc: 80.905% (15948/19712) 154/391 [=========================>.......................................] Step: 321ms | Tot: 50s795ms | Loss: 0.556 | Acc: 80.887% (16048/19840) 155/391 [=========================>.......................................] Step: 321ms | Tot: 51s117ms | Loss: 0.555 | Acc: 80.919% (16158/19968) 156/391 [=========================>.......................................] Step: 327ms | Tot: 51s444ms | Loss: 0.554 | Acc: 80.961% (16270/20096) 157/391 [==========================>......................................] Step: 321ms | Tot: 51s765ms | Loss: 0.554 | Acc: 80.973% (16376/20224) 158/391 [==========================>......................................] Step: 328ms | Tot: 52s94ms | Loss: 0.555 | Acc: 80.936% (16472/20352) 159/391 [==========================>......................................] Step: 329ms | Tot: 52s424ms | Loss: 0.555 | Acc: 80.918% (16572/20480) 160/391 [==========================>......................................] Step: 325ms | Tot: 52s749ms | Loss: 0.556 | Acc: 80.872% (16666/20608) 161/391 [==========================>......................................] Step: 328ms | Tot: 53s78ms | Loss: 0.556 | Acc: 80.883% (16772/20736) 162/391 [==========================>......................................] Step: 326ms | Tot: 53s404ms | Loss: 0.557 | Acc: 80.867% (16872/20864) 163/391 [===========================>.....................................] Step: 324ms | Tot: 53s729ms | Loss: 0.557 | Acc: 80.888% (16980/20992) 164/391 [===========================>.....................................] Step: 323ms | Tot: 54s52ms | Loss: 0.556 | Acc: 80.909% (17088/21120) 165/391 [===========================>.....................................] Step: 327ms | Tot: 54s380ms | Loss: 0.556 | Acc: 80.930% (17196/21248) 166/391 [===========================>.....................................] Step: 335ms | Tot: 54s715ms | Loss: 0.556 | Acc: 80.923% (17298/21376) 167/391 [===========================>.....................................] Step: 331ms | Tot: 55s46ms | Loss: 0.557 | Acc: 80.911% (17399/21504) 168/391 [===========================>.....................................] Step: 330ms | Tot: 55s376ms | Loss: 0.556 | Acc: 80.926% (17506/21632) 169/391 [============================>....................................] Step: 327ms | Tot: 55s704ms | Loss: 0.556 | Acc: 80.938% (17612/21760) 170/391 [============================>....................................] Step: 326ms | Tot: 56s31ms | Loss: 0.555 | Acc: 80.948% (17718/21888) 171/391 [============================>....................................] Step: 322ms | Tot: 56s353ms | Loss: 0.555 | Acc: 80.932% (17818/22016) 172/391 [============================>....................................] Step: 328ms | Tot: 56s681ms | Loss: 0.556 | Acc: 80.893% (17913/22144) 173/391 [============================>....................................] Step: 326ms | Tot: 57s8ms | Loss: 0.556 | Acc: 80.895% (18017/22272) 174/391 [============================>....................................] Step: 323ms | Tot: 57s331ms | Loss: 0.557 | Acc: 80.879% (18117/22400) 175/391 [=============================>...................................] Step: 329ms | Tot: 57s660ms | Loss: 0.557 | Acc: 80.895% (18224/22528) 176/391 [=============================>...................................] Step: 332ms | Tot: 57s993ms | Loss: 0.556 | Acc: 80.937% (18337/22656) 177/391 [=============================>...................................] Step: 319ms | Tot: 58s313ms | Loss: 0.556 | Acc: 80.956% (18445/22784) 178/391 [=============================>...................................] Step: 335ms | Tot: 58s648ms | Loss: 0.557 | Acc: 80.940% (18545/22912) 179/391 [=============================>...................................] Step: 325ms | Tot: 58s973ms | Loss: 0.556 | Acc: 80.946% (18650/23040) 180/391 [=============================>...................................] Step: 321ms | Tot: 59s294ms | Loss: 0.557 | Acc: 80.931% (18750/23168) 181/391 [==============================>..................................] Step: 328ms | Tot: 59s622ms | Loss: 0.557 | Acc: 80.915% (18850/23296) 182/391 [==============================>..................................] Step: 327ms | Tot: 59s950ms | Loss: 0.558 | Acc: 80.887% (18947/23424) 183/391 [==============================>..................................] Step: 323ms | Tot: 1m273ms | Loss: 0.557 | Acc: 80.902% (19054/23552) 184/391 [==============================>..................................] Step: 327ms | Tot: 1m601ms | Loss: 0.557 | Acc: 80.912% (19160/23680) 185/391 [==============================>..................................] Step: 321ms | Tot: 1m923ms | Loss: 0.556 | Acc: 80.922% (19266/23808) 186/391 [==============================>..................................] Step: 326ms | Tot: 1m1s | Loss: 0.556 | Acc: 80.949% (19376/23936) 187/391 [===============================>.................................] Step: 334ms | Tot: 1m1s | Loss: 0.556 | Acc: 80.951% (19480/24064) 188/391 [===============================>.................................] Step: 333ms | Tot: 1m1s | Loss: 0.556 | Acc: 80.952% (19584/24192) 189/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 0.556 | Acc: 80.962% (19690/24320) 190/391 [===============================>.................................] Step: 338ms | Tot: 1m2s | Loss: 0.558 | Acc: 80.902% (19779/24448) 191/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.558 | Acc: 80.904% (19883/24576) 192/391 [===============================>.................................] Step: 322ms | Tot: 1m3s | Loss: 0.559 | Acc: 80.841% (19971/24704) 193/391 [================================>................................] Step: 332ms | Tot: 1m3s | Loss: 0.559 | Acc: 80.847% (20076/24832) 194/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.559 | Acc: 80.849% (20180/24960) 195/391 [================================>................................] Step: 321ms | Tot: 1m4s | Loss: 0.559 | Acc: 80.839% (20281/25088) 196/391 [================================>................................] Step: 330ms | Tot: 1m4s | Loss: 0.559 | Acc: 80.838% (20384/25216) 197/391 [================================>................................] Step: 323ms | Tot: 1m4s | Loss: 0.560 | Acc: 80.804% (20479/25344) 198/391 [================================>................................] Step: 323ms | Tot: 1m5s | Loss: 0.561 | Acc: 80.775% (20575/25472) 199/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 0.560 | Acc: 80.801% (20685/25600) 200/391 [=================================>...............................] Step: 320ms | Tot: 1m5s | Loss: 0.560 | Acc: 80.772% (20781/25728) 201/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 0.560 | Acc: 80.790% (20889/25856) 202/391 [=================================>...............................] Step: 329ms | Tot: 1m6s | Loss: 0.560 | Acc: 80.788% (20992/25984) 203/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.560 | Acc: 80.783% (21094/26112) 204/391 [=================================>...............................] Step: 322ms | Tot: 1m7s | Loss: 0.560 | Acc: 80.777% (21196/26240) 205/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.560 | Acc: 80.799% (21305/26368) 206/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.561 | Acc: 80.790% (21406/26496) 207/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.560 | Acc: 80.807% (21514/26624) 208/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.561 | Acc: 80.798% (21615/26752) 209/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.561 | Acc: 80.800% (21719/26880) 210/391 [==================================>..............................] Step: 326ms | Tot: 1m9s | Loss: 0.561 | Acc: 80.783% (21818/27008) 211/391 [===================================>.............................] Step: 325ms | Tot: 1m9s | Loss: 0.561 | Acc: 80.789% (21923/27136) 212/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.561 | Acc: 80.766% (22020/27264) 213/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.561 | Acc: 80.786% (22129/27392) 214/391 [===================================>.............................] Step: 327ms | Tot: 1m10s | Loss: 0.560 | Acc: 80.778% (22230/27520) 215/391 [===================================>.............................] Step: 330ms | Tot: 1m10s | Loss: 0.560 | Acc: 80.787% (22336/27648) 216/391 [===================================>.............................] Step: 325ms | Tot: 1m11s | Loss: 0.560 | Acc: 80.804% (22444/27776) 217/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.561 | Acc: 80.791% (22544/27904) 218/391 [====================================>............................] Step: 329ms | Tot: 1m11s | Loss: 0.560 | Acc: 80.797% (22649/28032) 219/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.561 | Acc: 80.774% (22746/28160) 220/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 0.560 | Acc: 80.805% (22858/28288) 221/391 [====================================>............................] Step: 330ms | Tot: 1m12s | Loss: 0.560 | Acc: 80.817% (22965/28416) 222/391 [====================================>............................] Step: 326ms | Tot: 1m13s | Loss: 0.560 | Acc: 80.816% (23068/28544) 223/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.560 | Acc: 80.804% (23168/28672) 224/391 [=====================================>...........................] Step: 337ms | Tot: 1m13s | Loss: 0.561 | Acc: 80.802% (23271/28800) 225/391 [=====================================>...........................] Step: 331ms | Tot: 1m14s | Loss: 0.560 | Acc: 80.808% (23376/28928) 226/391 [=====================================>...........................] Step: 330ms | Tot: 1m14s | Loss: 0.560 | Acc: 80.806% (23479/29056) 227/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.560 | Acc: 80.825% (23588/29184) 228/391 [=====================================>...........................] Step: 325ms | Tot: 1m14s | Loss: 0.560 | Acc: 80.827% (23692/29312) 229/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.832% (23797/29440) 230/391 [======================================>..........................] Step: 330ms | Tot: 1m15s | Loss: 0.560 | Acc: 80.841% (23903/29568) 231/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.559 | Acc: 80.849% (24009/29696) 232/391 [======================================>..........................] Step: 323ms | Tot: 1m16s | Loss: 0.559 | Acc: 80.851% (24113/29824) 233/391 [======================================>..........................] Step: 334ms | Tot: 1m16s | Loss: 0.559 | Acc: 80.876% (24224/29952) 234/391 [======================================>..........................] Step: 326ms | Tot: 1m16s | Loss: 0.559 | Acc: 80.861% (24323/30080) 235/391 [=======================================>.........................] Step: 322ms | Tot: 1m17s | Loss: 0.560 | Acc: 80.836% (24419/30208) 236/391 [=======================================>.........................] Step: 327ms | Tot: 1m17s | Loss: 0.560 | Acc: 80.821% (24518/30336) 237/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.560 | Acc: 80.813% (24619/30464) 238/391 [=======================================>.........................] Step: 323ms | Tot: 1m18s | Loss: 0.560 | Acc: 80.802% (24719/30592) 239/391 [=======================================>.........................] Step: 332ms | Tot: 1m18s | Loss: 0.559 | Acc: 80.814% (24826/30720) 240/391 [=======================================>.........................] Step: 321ms | Tot: 1m18s | Loss: 0.560 | Acc: 80.803% (24926/30848) 241/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.559 | Acc: 80.798% (25028/30976) 242/391 [========================================>........................] Step: 332ms | Tot: 1m19s | Loss: 0.560 | Acc: 80.787% (25128/31104) 243/391 [========================================>........................] Step: 320ms | Tot: 1m19s | Loss: 0.560 | Acc: 80.760% (25223/31232) 244/391 [========================================>........................] Step: 320ms | Tot: 1m20s | Loss: 0.560 | Acc: 80.768% (25329/31360) 245/391 [========================================>........................] Step: 330ms | Tot: 1m20s | Loss: 0.560 | Acc: 80.777% (25435/31488) 246/391 [========================================>........................] Step: 319ms | Tot: 1m20s | Loss: 0.560 | Acc: 80.795% (25544/31616) 247/391 [=========================================>.......................] Step: 319ms | Tot: 1m21s | Loss: 0.560 | Acc: 80.787% (25645/31744) 248/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.560 | Acc: 80.798% (25752/31872) 249/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.560 | Acc: 80.797% (25855/32000) 250/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.559 | Acc: 80.830% (25969/32128) 251/391 [=========================================>.......................] Step: 346ms | Tot: 1m22s | Loss: 0.559 | Acc: 80.841% (26076/32256) 252/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.559 | Acc: 80.833% (26177/32384) 253/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.559 | Acc: 80.838% (26282/32512) 254/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 0.559 | Acc: 80.839% (26386/32640) 255/391 [==========================================>......................] Step: 320ms | Tot: 1m23s | Loss: 0.558 | Acc: 80.856% (26495/32768) 256/391 [==========================================>......................] Step: 325ms | Tot: 1m24s | Loss: 0.558 | Acc: 80.852% (26597/32896) 257/391 [==========================================>......................] Step: 329ms | Tot: 1m24s | Loss: 0.558 | Acc: 80.853% (26701/33024) 258/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 0.558 | Acc: 80.843% (26801/33152) 259/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.558 | Acc: 80.844% (26905/33280) 260/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.558 | Acc: 80.870% (27017/33408) 261/391 [===========================================>.....................] Step: 322ms | Tot: 1m25s | Loss: 0.557 | Acc: 80.868% (27120/33536) 262/391 [===========================================>.....................] Step: 324ms | Tot: 1m26s | Loss: 0.558 | Acc: 80.870% (27224/33664) 263/391 [===========================================>.....................] Step: 325ms | Tot: 1m26s | Loss: 0.557 | Acc: 80.886% (27333/33792) 264/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 0.557 | Acc: 80.884% (27436/33920) 265/391 [============================================>....................] Step: 328ms | Tot: 1m27s | Loss: 0.557 | Acc: 80.895% (27543/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 0.556 | Acc: 80.914% (27653/34176) 267/391 [============================================>....................] Step: 330ms | Tot: 1m27s | Loss: 0.556 | Acc: 80.921% (27759/34304) 268/391 [============================================>....................] Step: 332ms | Tot: 1m28s | Loss: 0.556 | Acc: 80.901% (27856/34432) 269/391 [============================================>....................] Step: 326ms | Tot: 1m28s | Loss: 0.556 | Acc: 80.920% (27966/34560) 270/391 [============================================>....................] Step: 332ms | Tot: 1m28s | Loss: 0.556 | Acc: 80.910% (28066/34688) 271/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.556 | Acc: 80.885% (28161/34816) 272/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.556 | Acc: 80.895% (28268/34944) 273/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.556 | Acc: 80.899% (28373/35072) 274/391 [=============================================>...................] Step: 326ms | Tot: 1m29s | Loss: 0.556 | Acc: 80.906% (28479/35200) 275/391 [=============================================>...................] Step: 321ms | Tot: 1m30s | Loss: 0.556 | Acc: 80.910% (28584/35328) 276/391 [=============================================>...................] Step: 338ms | Tot: 1m30s | Loss: 0.555 | Acc: 80.920% (28691/35456) 277/391 [==============================================>..................] Step: 323ms | Tot: 1m30s | Loss: 0.556 | Acc: 80.899% (28787/35584) 278/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.556 | Acc: 80.889% (28887/35712) 279/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.556 | Acc: 80.896% (28993/35840) 280/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.556 | Acc: 80.889% (29094/35968) 281/391 [==============================================>..................] Step: 325ms | Tot: 1m32s | Loss: 0.556 | Acc: 80.876% (29193/36096) 282/391 [==============================================>..................] Step: 335ms | Tot: 1m32s | Loss: 0.556 | Acc: 80.872% (29295/36224) 283/391 [===============================================>.................] Step: 330ms | Tot: 1m32s | Loss: 0.556 | Acc: 80.868% (29397/36352) 284/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.556 | Acc: 80.869% (29501/36480) 285/391 [===============================================>.................] Step: 331ms | Tot: 1m33s | Loss: 0.556 | Acc: 80.873% (29606/36608) 286/391 [===============================================>.................] Step: 331ms | Tot: 1m33s | Loss: 0.556 | Acc: 80.869% (29708/36736) 287/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.556 | Acc: 80.849% (29804/36864) 288/391 [===============================================>.................] Step: 328ms | Tot: 1m34s | Loss: 0.556 | Acc: 80.855% (29910/36992) 289/391 [================================================>................] Step: 331ms | Tot: 1m34s | Loss: 0.557 | Acc: 80.835% (30006/37120) 290/391 [================================================>................] Step: 331ms | Tot: 1m35s | Loss: 0.556 | Acc: 80.845% (30113/37248) 291/391 [================================================>................] Step: 337ms | Tot: 1m35s | Loss: 0.557 | Acc: 80.841% (30215/37376) 292/391 [================================================>................] Step: 332ms | Tot: 1m35s | Loss: 0.556 | Acc: 80.853% (30323/37504) 293/391 [================================================>................] Step: 332ms | Tot: 1m36s | Loss: 0.556 | Acc: 80.873% (30434/37632) 294/391 [================================================>................] Step: 336ms | Tot: 1m36s | Loss: 0.556 | Acc: 80.855% (30531/37760) 295/391 [=================================================>...............] Step: 332ms | Tot: 1m36s | Loss: 0.557 | Acc: 80.846% (30631/37888) 296/391 [=================================================>...............] Step: 333ms | Tot: 1m37s | Loss: 0.557 | Acc: 80.853% (30737/38016) 297/391 [=================================================>...............] Step: 339ms | Tot: 1m37s | Loss: 0.557 | Acc: 80.854% (30841/38144) 298/391 [=================================================>...............] Step: 335ms | Tot: 1m37s | Loss: 0.556 | Acc: 80.884% (30956/38272) 299/391 [=================================================>...............] Step: 332ms | Tot: 1m38s | Loss: 0.556 | Acc: 80.888% (31061/38400) 300/391 [=================================================>...............] Step: 338ms | Tot: 1m38s | Loss: 0.556 | Acc: 80.863% (31155/38528) 301/391 [==================================================>..............] Step: 335ms | Tot: 1m38s | Loss: 0.556 | Acc: 80.859% (31257/38656) 302/391 [==================================================>..............] Step: 332ms | Tot: 1m39s | Loss: 0.556 | Acc: 80.848% (31356/38784) 303/391 [==================================================>..............] Step: 338ms | Tot: 1m39s | Loss: 0.556 | Acc: 80.852% (31461/38912) 304/391 [==================================================>..............] Step: 335ms | Tot: 1m39s | Loss: 0.557 | Acc: 80.856% (31566/39040) 305/391 [==================================================>..............] Step: 337ms | Tot: 1m40s | Loss: 0.557 | Acc: 80.857% (31670/39168) 306/391 [==================================================>..............] Step: 338ms | Tot: 1m40s | Loss: 0.557 | Acc: 80.833% (31764/39296) 307/391 [===================================================>.............] Step: 332ms | Tot: 1m40s | Loss: 0.557 | Acc: 80.834% (31868/39424) 308/391 [===================================================>.............] Step: 331ms | Tot: 1m41s | Loss: 0.558 | Acc: 80.815% (31964/39552) 309/391 [===================================================>.............] Step: 341ms | Tot: 1m41s | Loss: 0.558 | Acc: 80.794% (32059/39680) 310/391 [===================================================>.............] Step: 333ms | Tot: 1m41s | Loss: 0.558 | Acc: 80.778% (32156/39808) 311/391 [===================================================>.............] Step: 332ms | Tot: 1m42s | Loss: 0.558 | Acc: 80.799% (32268/39936) 312/391 [===================================================>.............] Step: 338ms | Tot: 1m42s | Loss: 0.558 | Acc: 80.806% (32374/40064) 313/391 [====================================================>............] Step: 334ms | Tot: 1m42s | Loss: 0.558 | Acc: 80.807% (32478/40192) 314/391 [====================================================>............] Step: 335ms | Tot: 1m43s | Loss: 0.557 | Acc: 80.816% (32585/40320) 315/391 [====================================================>............] Step: 341ms | Tot: 1m43s | Loss: 0.557 | Acc: 80.822% (32691/40448) 316/391 [====================================================>............] Step: 337ms | Tot: 1m43s | Loss: 0.557 | Acc: 80.819% (32793/40576) 317/391 [====================================================>............] Step: 341ms | Tot: 1m44s | Loss: 0.557 | Acc: 80.820% (32897/40704) 318/391 [====================================================>............] Step: 346ms | Tot: 1m44s | Loss: 0.557 | Acc: 80.812% (32997/40832) 319/391 [=====================================================>...........] Step: 342ms | Tot: 1m45s | Loss: 0.557 | Acc: 80.835% (33110/40960) 320/391 [=====================================================>...........] Step: 342ms | Tot: 1m45s | Loss: 0.558 | Acc: 80.812% (33204/41088) 321/391 [=====================================================>...........] Step: 354ms | Tot: 1m45s | Loss: 0.558 | Acc: 80.796% (33301/41216) 322/391 [=====================================================>...........] Step: 338ms | Tot: 1m46s | Loss: 0.558 | Acc: 80.798% (33405/41344) 323/391 [=====================================================>...........] Step: 334ms | Tot: 1m46s | Loss: 0.558 | Acc: 80.806% (33512/41472) 324/391 [=====================================================>...........] Step: 332ms | Tot: 1m46s | Loss: 0.558 | Acc: 80.793% (33610/41600) 325/391 [======================================================>..........] Step: 329ms | Tot: 1m47s | Loss: 0.558 | Acc: 80.797% (33715/41728) 326/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.558 | Acc: 80.782% (33812/41856) 327/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.558 | Acc: 80.800% (33923/41984) 328/391 [======================================================>..........] Step: 324ms | Tot: 1m48s | Loss: 0.558 | Acc: 80.799% (34026/42112) 329/391 [======================================================>..........] Step: 320ms | Tot: 1m48s | Loss: 0.558 | Acc: 80.798% (34129/42240) 330/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.558 | Acc: 80.809% (34237/42368) 331/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.558 | Acc: 80.803% (34338/42496) 332/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.558 | Acc: 80.811% (34445/42624) 333/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.558 | Acc: 80.824% (34554/42752) 334/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.557 | Acc: 80.835% (34662/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m50s | Loss: 0.557 | Acc: 80.843% (34769/43008) 336/391 [=======================================================>.........] Step: 329ms | Tot: 1m50s | Loss: 0.558 | Acc: 80.837% (34870/43136) 337/391 [========================================================>........] Step: 321ms | Tot: 1m50s | Loss: 0.558 | Acc: 80.839% (34974/43264) 338/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.557 | Acc: 80.847% (35081/43392) 339/391 [========================================================>........] Step: 333ms | Tot: 1m51s | Loss: 0.558 | Acc: 80.834% (35179/43520) 340/391 [========================================================>........] Step: 338ms | Tot: 1m51s | Loss: 0.557 | Acc: 80.840% (35285/43648) 341/391 [========================================================>........] Step: 325ms | Tot: 1m52s | Loss: 0.557 | Acc: 80.830% (35384/43776) 342/391 [========================================================>........] Step: 330ms | Tot: 1m52s | Loss: 0.558 | Acc: 80.820% (35483/43904) 343/391 [=========================================================>.......] Step: 327ms | Tot: 1m52s | Loss: 0.557 | Acc: 80.828% (35590/44032) 344/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.557 | Acc: 80.831% (35695/44160) 345/391 [=========================================================>.......] Step: 328ms | Tot: 1m53s | Loss: 0.557 | Acc: 80.821% (35794/44288) 346/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.557 | Acc: 80.827% (35900/44416) 347/391 [=========================================================>.......] Step: 320ms | Tot: 1m54s | Loss: 0.557 | Acc: 80.830% (36005/44544) 348/391 [=========================================================>.......] Step: 328ms | Tot: 1m54s | Loss: 0.557 | Acc: 80.847% (36116/44672) 349/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.557 | Acc: 80.850% (36221/44800) 350/391 [==========================================================>......] Step: 327ms | Tot: 1m55s | Loss: 0.557 | Acc: 80.840% (36320/44928) 351/391 [==========================================================>......] Step: 329ms | Tot: 1m55s | Loss: 0.557 | Acc: 80.833% (36420/45056) 352/391 [==========================================================>......] Step: 319ms | Tot: 1m55s | Loss: 0.557 | Acc: 80.843% (36528/45184) 353/391 [==========================================================>......] Step: 324ms | Tot: 1m56s | Loss: 0.558 | Acc: 80.844% (36632/45312) 354/391 [==========================================================>......] Step: 331ms | Tot: 1m56s | Loss: 0.558 | Acc: 80.834% (36731/45440) 355/391 [===========================================================>.....] Step: 330ms | Tot: 1m56s | Loss: 0.558 | Acc: 80.820% (36828/45568) 356/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.558 | Acc: 80.839% (36940/45696) 357/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.558 | Acc: 80.842% (37045/45824) 358/391 [===========================================================>.....] Step: 322ms | Tot: 1m57s | Loss: 0.558 | Acc: 80.843% (37149/45952) 359/391 [===========================================================>.....] Step: 329ms | Tot: 1m58s | Loss: 0.557 | Acc: 80.851% (37256/46080) 360/391 [===========================================================>.....] Step: 328ms | Tot: 1m58s | Loss: 0.557 | Acc: 80.847% (37358/46208) 361/391 [============================================================>....] Step: 319ms | Tot: 1m58s | Loss: 0.558 | Acc: 80.829% (37453/46336) 362/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 0.558 | Acc: 80.815% (37550/46464) 363/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 0.558 | Acc: 80.821% (37656/46592) 364/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.557 | Acc: 80.824% (37761/46720) 365/391 [============================================================>....] Step: 324ms | Tot: 2m85ms | Loss: 0.557 | Acc: 80.823% (37864/46848) 366/391 [============================================================>....] Step: 323ms | Tot: 2m409ms | Loss: 0.557 | Acc: 80.820% (37966/46976) 367/391 [=============================================================>...] Step: 322ms | Tot: 2m732ms | Loss: 0.557 | Acc: 80.817% (38068/47104) 368/391 [=============================================================>...] Step: 330ms | Tot: 2m1s | Loss: 0.557 | Acc: 80.820% (38173/47232) 369/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 0.557 | Acc: 80.840% (38286/47360) 370/391 [=============================================================>...] Step: 335ms | Tot: 2m1s | Loss: 0.557 | Acc: 80.848% (38393/47488) 371/391 [=============================================================>...] Step: 330ms | Tot: 2m2s | Loss: 0.557 | Acc: 80.849% (38497/47616) 372/391 [=============================================================>...] Step: 323ms | Tot: 2m2s | Loss: 0.557 | Acc: 80.846% (38599/47744) 373/391 [==============================================================>..] Step: 327ms | Tot: 2m2s | Loss: 0.557 | Acc: 80.849% (38704/47872) 374/391 [==============================================================>..] Step: 324ms | Tot: 2m3s | Loss: 0.556 | Acc: 80.856% (38811/48000) 375/391 [==============================================================>..] Step: 322ms | Tot: 2m3s | Loss: 0.556 | Acc: 80.851% (38912/48128) 376/391 [==============================================================>..] Step: 327ms | Tot: 2m3s | Loss: 0.557 | Acc: 80.848% (39014/48256) 377/391 [==============================================================>..] Step: 329ms | Tot: 2m4s | Loss: 0.557 | Acc: 80.841% (39114/48384) 378/391 [==============================================================>..] Step: 324ms | Tot: 2m4s | Loss: 0.557 | Acc: 80.834% (39214/48512) 379/391 [===============================================================>.] Step: 327ms | Tot: 2m4s | Loss: 0.557 | Acc: 80.849% (39325/48640) 380/391 [===============================================================>.] Step: 318ms | Tot: 2m4s | Loss: 0.556 | Acc: 80.862% (39435/48768) 381/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.556 | Acc: 80.874% (39544/48896) 382/391 [===============================================================>.] Step: 324ms | Tot: 2m5s | Loss: 0.556 | Acc: 80.867% (39644/49024) 383/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.557 | Acc: 80.857% (39743/49152) 384/391 [===============================================================>.] Step: 316ms | Tot: 2m6s | Loss: 0.557 | Acc: 80.846% (39841/49280) 385/391 [================================================================>] Step: 328ms | Tot: 2m6s | Loss: 0.557 | Acc: 80.831% (39937/49408) 386/391 [================================================================>] Step: 328ms | Tot: 2m6s | Loss: 0.557 | Acc: 80.818% (40034/49536) 387/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.557 | Acc: 80.817% (40137/49664) 388/391 [================================================================>] Step: 325ms | Tot: 2m7s | Loss: 0.557 | Acc: 80.820% (40242/49792) 389/391 [================================================================>] Step: 318ms | Tot: 2m7s | Loss: 0.557 | Acc: 80.831% (40351/49920) 390/391 [================================================================>] Step: 302ms | Tot: 2m8s | Loss: 0.557 | Acc: 80.840% (40420/50000) 391/391 + [>................................................................] Step: 898ms | Tot: 2ms | Loss: 0.846 | Acc: 71.000% (71/100) 1/100 [>................................................................] Step: 262ms | Tot: 264ms | Loss: 0.984 | Acc: 66.500% (133/200) 2/100 [=>...............................................................] Step: 272ms | Tot: 537ms | Loss: 0.969 | Acc: 67.333% (202/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 796ms | Loss: 1.023 | Acc: 66.500% (266/400) 4/100 [==>..............................................................] Step: 259ms | Tot: 1s55ms | Loss: 1.049 | Acc: 65.200% (326/500) 5/100 [===>.............................................................] Step: 260ms | Tot: 1s316ms | Loss: 0.982 | Acc: 66.667% (400/600) 6/100 [===>.............................................................] Step: 280ms | Tot: 1s597ms | Loss: 0.948 | Acc: 67.857% (475/700) 7/100 [====>............................................................] Step: 258ms | Tot: 1s855ms | Loss: 0.967 | Acc: 68.125% (545/800) 8/100 [=====>...........................................................] Step: 258ms | Tot: 2s114ms | Loss: 0.970 | Acc: 68.333% (615/900) 9/100 [=====>...........................................................] Step: 266ms | Tot: 2s381ms | Loss: 0.934 | Acc: 69.300% (693/1000) 10/100 [======>..........................................................] Step: 266ms | Tot: 2s647ms | Loss: 0.926 | Acc: 69.909% (769/1100) 11/100 [=======>.........................................................] Step: 261ms | Tot: 2s909ms | Loss: 0.918 | Acc: 69.917% (839/1200) 12/100 [=======>.........................................................] Step: 256ms | Tot: 3s165ms | Loss: 0.927 | Acc: 69.846% (908/1300) 13/100 [========>........................................................] Step: 267ms | Tot: 3s432ms | Loss: 0.934 | Acc: 69.571% (974/1400) 14/100 [=========>.......................................................] Step: 256ms | Tot: 3s689ms | Loss: 0.928 | Acc: 70.133% (1052/1500) 15/100 [=========>.......................................................] Step: 257ms | Tot: 3s947ms | Loss: 0.939 | Acc: 69.938% (1119/1600) 16/100 [==========>......................................................] Step: 254ms | Tot: 4s201ms | Loss: 0.936 | Acc: 70.000% (1190/1700) 17/100 [===========>.....................................................] Step: 263ms | Tot: 4s465ms | Loss: 0.942 | Acc: 69.611% (1253/1800) 18/100 [===========>.....................................................] Step: 259ms | Tot: 4s725ms | Loss: 0.941 | Acc: 69.632% (1323/1900) 19/100 [============>....................................................] Step: 264ms | Tot: 4s990ms | Loss: 0.946 | Acc: 69.400% (1388/2000) 20/100 [=============>...................................................] Step: 260ms | Tot: 5s250ms | Loss: 0.950 | Acc: 69.190% (1453/2100) 21/100 [=============>...................................................] Step: 263ms | Tot: 5s513ms | Loss: 0.949 | Acc: 69.182% (1522/2200) 22/100 [==============>..................................................] Step: 260ms | Tot: 5s774ms | Loss: 0.959 | Acc: 68.913% (1585/2300) 23/100 [==============>..................................................] Step: 257ms | Tot: 6s32ms | Loss: 0.959 | Acc: 68.917% (1654/2400) 24/100 [===============>.................................................] Step: 263ms | Tot: 6s295ms | Loss: 0.962 | Acc: 69.080% (1727/2500) 25/100 [================>................................................] Step: 265ms | Tot: 6s560ms | Loss: 0.971 | Acc: 68.846% (1790/2600) 26/100 [================>................................................] Step: 267ms | Tot: 6s828ms | Loss: 0.968 | Acc: 68.926% (1861/2700) 27/100 [=================>...............................................] Step: 268ms | Tot: 7s97ms | Loss: 0.967 | Acc: 68.929% (1930/2800) 28/100 [==================>..............................................] Step: 272ms | Tot: 7s369ms | Loss: 0.969 | Acc: 68.793% (1995/2900) 29/100 [==================>..............................................] Step: 270ms | Tot: 7s640ms | Loss: 0.968 | Acc: 68.833% (2065/3000) 30/100 [===================>.............................................] Step: 270ms | Tot: 7s911ms | Loss: 0.970 | Acc: 68.903% (2136/3100) 31/100 [====================>............................................] Step: 275ms | Tot: 8s186ms | Loss: 0.963 | Acc: 69.156% (2213/3200) 32/100 [====================>............................................] Step: 274ms | Tot: 8s460ms | Loss: 0.965 | Acc: 69.182% (2283/3300) 33/100 [=====================>...........................................] Step: 259ms | Tot: 8s720ms | Loss: 0.967 | Acc: 69.029% (2347/3400) 34/100 [======================>..........................................] Step: 266ms | Tot: 8s986ms | Loss: 0.970 | Acc: 68.971% (2414/3500) 35/100 [======================>..........................................] Step: 260ms | Tot: 9s247ms | Loss: 0.967 | Acc: 69.028% (2485/3600) 36/100 [=======================>.........................................] Step: 264ms | Tot: 9s511ms | Loss: 0.966 | Acc: 69.081% (2556/3700) 37/100 [========================>........................................] Step: 256ms | Tot: 9s768ms | Loss: 0.968 | Acc: 68.921% (2619/3800) 38/100 [========================>........................................] Step: 259ms | Tot: 10s27ms | Loss: 0.967 | Acc: 69.077% (2694/3900) 39/100 [=========================>.......................................] Step: 261ms | Tot: 10s289ms | Loss: 0.962 | Acc: 69.125% (2765/4000) 40/100 [==========================>......................................] Step: 263ms | Tot: 10s552ms | Loss: 0.960 | Acc: 69.171% (2836/4100) 41/100 [==========================>......................................] Step: 264ms | Tot: 10s817ms | Loss: 0.959 | Acc: 69.190% (2906/4200) 42/100 [===========================>.....................................] Step: 258ms | Tot: 11s75ms | Loss: 0.958 | Acc: 69.349% (2982/4300) 43/100 [===========================>.....................................] Step: 261ms | Tot: 11s336ms | Loss: 0.956 | Acc: 69.455% (3056/4400) 44/100 [============================>....................................] Step: 258ms | Tot: 11s595ms | Loss: 0.955 | Acc: 69.489% (3127/4500) 45/100 [=============================>...................................] Step: 262ms | Tot: 11s857ms | Loss: 0.955 | Acc: 69.391% (3192/4600) 46/100 [=============================>...................................] Step: 258ms | Tot: 12s115ms | Loss: 0.952 | Acc: 69.447% (3264/4700) 47/100 [==============================>..................................] Step: 267ms | Tot: 12s383ms | Loss: 0.953 | Acc: 69.521% (3337/4800) 48/100 [===============================>.................................] Step: 259ms | Tot: 12s642ms | Loss: 0.949 | Acc: 69.531% (3407/4900) 49/100 [===============================>.................................] Step: 263ms | Tot: 12s905ms | Loss: 0.959 | Acc: 69.380% (3469/5000) 50/100 [================================>................................] Step: 259ms | Tot: 13s165ms | Loss: 0.957 | Acc: 69.373% (3538/5100) 51/100 [=================================>...............................] Step: 267ms | Tot: 13s432ms | Loss: 0.958 | Acc: 69.308% (3604/5200) 52/100 [=================================>...............................] Step: 262ms | Tot: 13s694ms | Loss: 0.960 | Acc: 69.170% (3666/5300) 53/100 [==================================>..............................] Step: 264ms | Tot: 13s959ms | Loss: 0.956 | Acc: 69.315% (3743/5400) 54/100 [===================================>.............................] Step: 258ms | Tot: 14s217ms | Loss: 0.955 | Acc: 69.291% (3811/5500) 55/100 [===================================>.............................] Step: 264ms | Tot: 14s482ms | Loss: 0.958 | Acc: 69.286% (3880/5600) 56/100 [====================================>............................] Step: 256ms | Tot: 14s739ms | Loss: 0.958 | Acc: 69.246% (3947/5700) 57/100 [=====================================>...........................] Step: 262ms | Tot: 15s1ms | Loss: 0.956 | Acc: 69.310% (4020/5800) 58/100 [=====================================>...........................] Step: 259ms | Tot: 15s260ms | Loss: 0.958 | Acc: 69.169% (4081/5900) 59/100 [======================================>..........................] Step: 266ms | Tot: 15s527ms | Loss: 0.960 | Acc: 69.167% (4150/6000) 60/100 [=======================================>.........................] Step: 261ms | Tot: 15s788ms | Loss: 0.961 | Acc: 69.049% (4212/6100) 61/100 [=======================================>.........................] Step: 259ms | Tot: 16s48ms | Loss: 0.961 | Acc: 69.113% (4285/6200) 62/100 [========================================>........................] Step: 262ms | Tot: 16s310ms | Loss: 0.962 | Acc: 69.079% (4352/6300) 63/100 [========================================>........................] Step: 265ms | Tot: 16s576ms | Loss: 0.959 | Acc: 69.156% (4426/6400) 64/100 [=========================================>.......................] Step: 263ms | Tot: 16s840ms | Loss: 0.960 | Acc: 69.108% (4492/6500) 65/100 [==========================================>......................] Step: 262ms | Tot: 17s102ms | Loss: 0.963 | Acc: 69.030% (4556/6600) 66/100 [==========================================>......................] Step: 263ms | Tot: 17s366ms | Loss: 0.960 | Acc: 69.134% (4632/6700) 67/100 [===========================================>.....................] Step: 258ms | Tot: 17s624ms | Loss: 0.960 | Acc: 69.147% (4702/6800) 68/100 [============================================>....................] Step: 265ms | Tot: 17s890ms | Loss: 0.960 | Acc: 69.159% (4772/6900) 69/100 [============================================>....................] Step: 260ms | Tot: 18s150ms | Loss: 0.961 | Acc: 69.200% (4844/7000) 70/100 [=============================================>...................] Step: 265ms | Tot: 18s416ms | Loss: 0.961 | Acc: 69.268% (4918/7100) 71/100 [==============================================>..................] Step: 259ms | Tot: 18s675ms | Loss: 0.965 | Acc: 69.278% (4988/7200) 72/100 [==============================================>..................] Step: 263ms | Tot: 18s938ms | Loss: 0.964 | Acc: 69.233% (5054/7300) 73/100 [===============================================>.................] Step: 267ms | Tot: 19s206ms | Loss: 0.962 | Acc: 69.284% (5127/7400) 74/100 [================================================>................] Step: 277ms | Tot: 19s484ms | Loss: 0.962 | Acc: 69.240% (5193/7500) 75/100 [================================================>................] Step: 266ms | Tot: 19s751ms | Loss: 0.961 | Acc: 69.263% (5264/7600) 76/100 [=================================================>...............] Step: 272ms | Tot: 20s23ms | Loss: 0.962 | Acc: 69.247% (5332/7700) 77/100 [==================================================>..............] Step: 273ms | Tot: 20s297ms | Loss: 0.965 | Acc: 69.192% (5397/7800) 78/100 [==================================================>..............] Step: 277ms | Tot: 20s575ms | Loss: 0.965 | Acc: 69.241% (5470/7900) 79/100 [===================================================>.............] Step: 269ms | Tot: 20s845ms | Loss: 0.964 | Acc: 69.237% (5539/8000) 80/100 [====================================================>............] Step: 269ms | Tot: 21s115ms | Loss: 0.963 | Acc: 69.259% (5610/8100) 81/100 [====================================================>............] Step: 278ms | Tot: 21s393ms | Loss: 0.963 | Acc: 69.244% (5678/8200) 82/100 [=====================================================>...........] Step: 268ms | Tot: 21s662ms | Loss: 0.964 | Acc: 69.313% (5753/8300) 83/100 [=====================================================>...........] Step: 271ms | Tot: 21s933ms | Loss: 0.964 | Acc: 69.310% (5822/8400) 84/100 [======================================================>..........] Step: 270ms | Tot: 22s204ms | Loss: 0.966 | Acc: 69.235% (5885/8500) 85/100 [=======================================================>.........] Step: 274ms | Tot: 22s479ms | Loss: 0.964 | Acc: 69.291% (5959/8600) 86/100 [=======================================================>.........] Step: 269ms | Tot: 22s748ms | Loss: 0.964 | Acc: 69.264% (6026/8700) 87/100 [========================================================>........] Step: 274ms | Tot: 23s22ms | Loss: 0.965 | Acc: 69.250% (6094/8800) 88/100 [=========================================================>.......] Step: 269ms | Tot: 23s292ms | Loss: 0.965 | Acc: 69.281% (6166/8900) 89/100 [=========================================================>.......] Step: 276ms | Tot: 23s568ms | Loss: 0.964 | Acc: 69.289% (6236/9000) 90/100 [==========================================================>......] Step: 269ms | Tot: 23s838ms | Loss: 0.963 | Acc: 69.275% (6304/9100) 91/100 [===========================================================>.....] Step: 272ms | Tot: 24s110ms | Loss: 0.961 | Acc: 69.380% (6383/9200) 92/100 [===========================================================>.....] Step: 273ms | Tot: 24s384ms | Loss: 0.960 | Acc: 69.462% (6460/9300) 93/100 [============================================================>....] Step: 268ms | Tot: 24s652ms | Loss: 0.963 | Acc: 69.383% (6522/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 24s924ms | Loss: 0.962 | Acc: 69.411% (6594/9500) 95/100 [=============================================================>...] Step: 267ms | Tot: 25s191ms | Loss: 0.960 | Acc: 69.385% (6661/9600) 96/100 [==============================================================>..] Step: 275ms | Tot: 25s467ms | Loss: 0.959 | Acc: 69.485% (6740/9700) 97/100 [===============================================================>.] Step: 275ms | Tot: 25s742ms | Loss: 0.961 | Acc: 69.459% (6807/9800) 98/100 [===============================================================>.] Step: 274ms | Tot: 26s16ms | Loss: 0.963 | Acc: 69.414% (6872/9900) 99/100 [================================================================>] Step: 275ms | Tot: 26s292ms | Loss: 0.963 | Acc: 69.400% (6940/10000) 100/100 + +Epoch: 13 + [>................................................................] Step: 1s85ms | Tot: 2ms | Loss: 0.511 | Acc: 80.469% (103/128) 1/391 [>................................................................] Step: 344ms | Tot: 347ms | Loss: 0.490 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 340ms | Tot: 687ms | Loss: 0.470 | Acc: 84.115% (323/384) 3/391 [>................................................................] Step: 332ms | Tot: 1s20ms | Loss: 0.494 | Acc: 82.617% (423/512) 4/391 [>................................................................] Step: 328ms | Tot: 1s349ms | Loss: 0.503 | Acc: 82.656% (529/640) 5/391 [>................................................................] Step: 336ms | Tot: 1s686ms | Loss: 0.536 | Acc: 81.510% (626/768) 6/391 [>................................................................] Step: 329ms | Tot: 2s16ms | Loss: 0.543 | Acc: 81.027% (726/896) 7/391 [=>...............................................................] Step: 324ms | Tot: 2s340ms | Loss: 0.548 | Acc: 80.859% (828/1024) 8/391 [=>...............................................................] Step: 338ms | Tot: 2s678ms | Loss: 0.547 | Acc: 80.816% (931/1152) 9/391 [=>...............................................................] Step: 329ms | Tot: 3s8ms | Loss: 0.540 | Acc: 81.328% (1041/1280) 10/391 [=>...............................................................] Step: 328ms | Tot: 3s336ms | Loss: 0.537 | Acc: 81.321% (1145/1408) 11/391 [=>...............................................................] Step: 327ms | Tot: 3s664ms | Loss: 0.537 | Acc: 81.380% (1250/1536) 12/391 [=>...............................................................] Step: 334ms | Tot: 3s998ms | Loss: 0.545 | Acc: 81.190% (1351/1664) 13/391 [==>..............................................................] Step: 327ms | Tot: 4s326ms | Loss: 0.541 | Acc: 81.250% (1456/1792) 14/391 [==>..............................................................] Step: 338ms | Tot: 4s664ms | Loss: 0.541 | Acc: 81.198% (1559/1920) 15/391 [==>..............................................................] Step: 326ms | Tot: 4s990ms | Loss: 0.537 | Acc: 81.445% (1668/2048) 16/391 [==>..............................................................] Step: 326ms | Tot: 5s316ms | Loss: 0.542 | Acc: 81.342% (1770/2176) 17/391 [==>..............................................................] Step: 326ms | Tot: 5s642ms | Loss: 0.538 | Acc: 81.554% (1879/2304) 18/391 [==>..............................................................] Step: 329ms | Tot: 5s971ms | Loss: 0.543 | Acc: 81.414% (1980/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s297ms | Loss: 0.544 | Acc: 81.445% (2085/2560) 20/391 [===>.............................................................] Step: 328ms | Tot: 6s625ms | Loss: 0.544 | Acc: 81.473% (2190/2688) 21/391 [===>.............................................................] Step: 328ms | Tot: 6s953ms | Loss: 0.540 | Acc: 81.747% (2302/2816) 22/391 [===>.............................................................] Step: 329ms | Tot: 7s283ms | Loss: 0.534 | Acc: 81.929% (2412/2944) 23/391 [===>.............................................................] Step: 330ms | Tot: 7s613ms | Loss: 0.533 | Acc: 81.868% (2515/3072) 24/391 [===>.............................................................] Step: 339ms | Tot: 7s952ms | Loss: 0.529 | Acc: 82.031% (2625/3200) 25/391 [====>............................................................] Step: 327ms | Tot: 8s279ms | Loss: 0.528 | Acc: 81.971% (2728/3328) 26/391 [====>............................................................] Step: 327ms | Tot: 8s607ms | Loss: 0.531 | Acc: 81.829% (2828/3456) 27/391 [====>............................................................] Step: 327ms | Tot: 8s934ms | Loss: 0.534 | Acc: 81.613% (2925/3584) 28/391 [====>............................................................] Step: 328ms | Tot: 9s262ms | Loss: 0.535 | Acc: 81.654% (3031/3712) 29/391 [====>............................................................] Step: 329ms | Tot: 9s592ms | Loss: 0.539 | Acc: 81.562% (3132/3840) 30/391 [====>............................................................] Step: 325ms | Tot: 9s917ms | Loss: 0.539 | Acc: 81.527% (3235/3968) 31/391 [=====>...........................................................] Step: 328ms | Tot: 10s245ms | Loss: 0.538 | Acc: 81.445% (3336/4096) 32/391 [=====>...........................................................] Step: 332ms | Tot: 10s578ms | Loss: 0.538 | Acc: 81.463% (3441/4224) 33/391 [=====>...........................................................] Step: 324ms | Tot: 10s902ms | Loss: 0.541 | Acc: 81.296% (3538/4352) 34/391 [=====>...........................................................] Step: 326ms | Tot: 11s228ms | Loss: 0.541 | Acc: 81.250% (3640/4480) 35/391 [=====>...........................................................] Step: 324ms | Tot: 11s552ms | Loss: 0.541 | Acc: 81.228% (3743/4608) 36/391 [=====>...........................................................] Step: 322ms | Tot: 11s875ms | Loss: 0.539 | Acc: 81.377% (3854/4736) 37/391 [======>..........................................................] Step: 333ms | Tot: 12s208ms | Loss: 0.541 | Acc: 81.353% (3957/4864) 38/391 [======>..........................................................] Step: 328ms | Tot: 12s537ms | Loss: 0.536 | Acc: 81.530% (4070/4992) 39/391 [======>..........................................................] Step: 323ms | Tot: 12s861ms | Loss: 0.535 | Acc: 81.621% (4179/5120) 40/391 [======>..........................................................] Step: 335ms | Tot: 13s196ms | Loss: 0.532 | Acc: 81.707% (4288/5248) 41/391 [======>..........................................................] Step: 335ms | Tot: 13s531ms | Loss: 0.534 | Acc: 81.622% (4388/5376) 42/391 [======>..........................................................] Step: 333ms | Tot: 13s865ms | Loss: 0.536 | Acc: 81.523% (4487/5504) 43/391 [=======>.........................................................] Step: 330ms | Tot: 14s196ms | Loss: 0.534 | Acc: 81.587% (4595/5632) 44/391 [=======>.........................................................] Step: 328ms | Tot: 14s524ms | Loss: 0.536 | Acc: 81.458% (4692/5760) 45/391 [=======>.........................................................] Step: 324ms | Tot: 14s848ms | Loss: 0.535 | Acc: 81.505% (4799/5888) 46/391 [=======>.........................................................] Step: 331ms | Tot: 15s180ms | Loss: 0.534 | Acc: 81.549% (4906/6016) 47/391 [=======>.........................................................] Step: 327ms | Tot: 15s508ms | Loss: 0.534 | Acc: 81.576% (5012/6144) 48/391 [=======>.........................................................] Step: 328ms | Tot: 15s836ms | Loss: 0.535 | Acc: 81.521% (5113/6272) 49/391 [========>........................................................] Step: 332ms | Tot: 16s169ms | Loss: 0.535 | Acc: 81.500% (5216/6400) 50/391 [========>........................................................] Step: 330ms | Tot: 16s499ms | Loss: 0.534 | Acc: 81.449% (5317/6528) 51/391 [========>........................................................] Step: 333ms | Tot: 16s833ms | Loss: 0.534 | Acc: 81.445% (5421/6656) 52/391 [========>........................................................] Step: 333ms | Tot: 17s166ms | Loss: 0.534 | Acc: 81.442% (5525/6784) 53/391 [========>........................................................] Step: 329ms | Tot: 17s495ms | Loss: 0.531 | Acc: 81.568% (5638/6912) 54/391 [========>........................................................] Step: 325ms | Tot: 17s821ms | Loss: 0.531 | Acc: 81.591% (5744/7040) 55/391 [=========>.......................................................] Step: 333ms | Tot: 18s155ms | Loss: 0.531 | Acc: 81.655% (5853/7168) 56/391 [=========>.......................................................] Step: 337ms | Tot: 18s492ms | Loss: 0.528 | Acc: 81.771% (5966/7296) 57/391 [=========>.......................................................] Step: 329ms | Tot: 18s822ms | Loss: 0.528 | Acc: 81.762% (6070/7424) 58/391 [=========>.......................................................] Step: 336ms | Tot: 19s158ms | Loss: 0.528 | Acc: 81.740% (6173/7552) 59/391 [=========>.......................................................] Step: 333ms | Tot: 19s491ms | Loss: 0.526 | Acc: 81.784% (6281/7680) 60/391 [=========>.......................................................] Step: 328ms | Tot: 19s819ms | Loss: 0.526 | Acc: 81.801% (6387/7808) 61/391 [==========>......................................................] Step: 332ms | Tot: 20s151ms | Loss: 0.524 | Acc: 81.880% (6498/7936) 62/391 [==========>......................................................] Step: 328ms | Tot: 20s479ms | Loss: 0.524 | Acc: 81.858% (6601/8064) 63/391 [==========>......................................................] Step: 325ms | Tot: 20s805ms | Loss: 0.523 | Acc: 81.848% (6705/8192) 64/391 [==========>......................................................] Step: 332ms | Tot: 21s137ms | Loss: 0.524 | Acc: 81.863% (6811/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s464ms | Loss: 0.523 | Acc: 81.901% (6919/8448) 66/391 [==========>......................................................] Step: 326ms | Tot: 21s791ms | Loss: 0.523 | Acc: 81.891% (7023/8576) 67/391 [===========>.....................................................] Step: 336ms | Tot: 22s127ms | Loss: 0.523 | Acc: 81.859% (7125/8704) 68/391 [===========>.....................................................] Step: 332ms | Tot: 22s460ms | Loss: 0.524 | Acc: 81.839% (7228/8832) 69/391 [===========>.....................................................] Step: 327ms | Tot: 22s787ms | Loss: 0.524 | Acc: 81.797% (7329/8960) 70/391 [===========>.....................................................] Step: 333ms | Tot: 23s121ms | Loss: 0.524 | Acc: 81.756% (7430/9088) 71/391 [===========>.....................................................] Step: 327ms | Tot: 23s449ms | Loss: 0.525 | Acc: 81.706% (7530/9216) 72/391 [===========>.....................................................] Step: 326ms | Tot: 23s775ms | Loss: 0.525 | Acc: 81.689% (7633/9344) 73/391 [============>....................................................] Step: 336ms | Tot: 24s111ms | Loss: 0.527 | Acc: 81.609% (7730/9472) 74/391 [============>....................................................] Step: 326ms | Tot: 24s438ms | Loss: 0.529 | Acc: 81.531% (7827/9600) 75/391 [============>....................................................] Step: 327ms | Tot: 24s765ms | Loss: 0.529 | Acc: 81.538% (7932/9728) 76/391 [============>....................................................] Step: 332ms | Tot: 25s97ms | Loss: 0.530 | Acc: 81.575% (8040/9856) 77/391 [============>....................................................] Step: 331ms | Tot: 25s429ms | Loss: 0.529 | Acc: 81.621% (8149/9984) 78/391 [============>....................................................] Step: 325ms | Tot: 25s754ms | Loss: 0.531 | Acc: 81.616% (8253/10112) 79/391 [=============>...................................................] Step: 332ms | Tot: 26s87ms | Loss: 0.531 | Acc: 81.650% (8361/10240) 80/391 [=============>...................................................] Step: 325ms | Tot: 26s413ms | Loss: 0.530 | Acc: 81.703% (8471/10368) 81/391 [=============>...................................................] Step: 325ms | Tot: 26s739ms | Loss: 0.530 | Acc: 81.707% (8576/10496) 82/391 [=============>...................................................] Step: 333ms | Tot: 27s72ms | Loss: 0.531 | Acc: 81.664% (8676/10624) 83/391 [=============>...................................................] Step: 329ms | Tot: 27s401ms | Loss: 0.532 | Acc: 81.622% (8776/10752) 84/391 [=============>...................................................] Step: 327ms | Tot: 27s729ms | Loss: 0.532 | Acc: 81.645% (8883/10880) 85/391 [==============>..................................................] Step: 331ms | Tot: 28s61ms | Loss: 0.534 | Acc: 81.641% (8987/11008) 86/391 [==============>..................................................] Step: 327ms | Tot: 28s389ms | Loss: 0.535 | Acc: 81.546% (9081/11136) 87/391 [==============>..................................................] Step: 326ms | Tot: 28s715ms | Loss: 0.536 | Acc: 81.481% (9178/11264) 88/391 [==============>..................................................] Step: 331ms | Tot: 29s47ms | Loss: 0.537 | Acc: 81.505% (9285/11392) 89/391 [==============>..................................................] Step: 329ms | Tot: 29s376ms | Loss: 0.537 | Acc: 81.510% (9390/11520) 90/391 [==============>..................................................] Step: 330ms | Tot: 29s706ms | Loss: 0.537 | Acc: 81.473% (9490/11648) 91/391 [===============>.................................................] Step: 335ms | Tot: 30s42ms | Loss: 0.537 | Acc: 81.471% (9594/11776) 92/391 [===============>.................................................] Step: 327ms | Tot: 30s369ms | Loss: 0.536 | Acc: 81.519% (9704/11904) 93/391 [===============>.................................................] Step: 339ms | Tot: 30s709ms | Loss: 0.535 | Acc: 81.566% (9814/12032) 94/391 [===============>.................................................] Step: 338ms | Tot: 31s47ms | Loss: 0.534 | Acc: 81.587% (9921/12160) 95/391 [===============>.................................................] Step: 333ms | Tot: 31s381ms | Loss: 0.534 | Acc: 81.551% (10021/12288) 96/391 [===============>.................................................] Step: 327ms | Tot: 31s708ms | Loss: 0.535 | Acc: 81.532% (10123/12416) 97/391 [================>................................................] Step: 331ms | Tot: 32s40ms | Loss: 0.536 | Acc: 81.497% (10223/12544) 98/391 [================>................................................] Step: 323ms | Tot: 32s363ms | Loss: 0.535 | Acc: 81.518% (10330/12672) 99/391 [================>................................................] Step: 328ms | Tot: 32s691ms | Loss: 0.534 | Acc: 81.602% (10445/12800) 100/391 [================>................................................] Step: 330ms | Tot: 33s22ms | Loss: 0.534 | Acc: 81.583% (10547/12928) 101/391 [================>................................................] Step: 326ms | Tot: 33s349ms | Loss: 0.534 | Acc: 81.572% (10650/13056) 102/391 [================>................................................] Step: 326ms | Tot: 33s675ms | Loss: 0.533 | Acc: 81.591% (10757/13184) 103/391 [=================>...............................................] Step: 328ms | Tot: 34s3ms | Loss: 0.534 | Acc: 81.581% (10860/13312) 104/391 [=================>...............................................] Step: 327ms | Tot: 34s331ms | Loss: 0.534 | Acc: 81.555% (10961/13440) 105/391 [=================>...............................................] Step: 328ms | Tot: 34s659ms | Loss: 0.535 | Acc: 81.537% (11063/13568) 106/391 [=================>...............................................] Step: 328ms | Tot: 34s988ms | Loss: 0.535 | Acc: 81.469% (11158/13696) 107/391 [=================>...............................................] Step: 337ms | Tot: 35s325ms | Loss: 0.535 | Acc: 81.489% (11265/13824) 108/391 [=================>...............................................] Step: 333ms | Tot: 35s658ms | Loss: 0.535 | Acc: 81.494% (11370/13952) 109/391 [==================>..............................................] Step: 327ms | Tot: 35s986ms | Loss: 0.534 | Acc: 81.513% (11477/14080) 110/391 [==================>..............................................] Step: 328ms | Tot: 36s314ms | Loss: 0.534 | Acc: 81.532% (11584/14208) 111/391 [==================>..............................................] Step: 325ms | Tot: 36s640ms | Loss: 0.534 | Acc: 81.543% (11690/14336) 112/391 [==================>..............................................] Step: 327ms | Tot: 36s968ms | Loss: 0.533 | Acc: 81.568% (11798/14464) 113/391 [==================>..............................................] Step: 329ms | Tot: 37s298ms | Loss: 0.534 | Acc: 81.586% (11905/14592) 114/391 [==================>..............................................] Step: 327ms | Tot: 37s625ms | Loss: 0.534 | Acc: 81.590% (12010/14720) 115/391 [===================>.............................................] Step: 332ms | Tot: 37s957ms | Loss: 0.534 | Acc: 81.600% (12116/14848) 116/391 [===================>.............................................] Step: 326ms | Tot: 38s284ms | Loss: 0.534 | Acc: 81.591% (12219/14976) 117/391 [===================>.............................................] Step: 324ms | Tot: 38s609ms | Loss: 0.535 | Acc: 81.555% (12318/15104) 118/391 [===================>.............................................] Step: 326ms | Tot: 38s935ms | Loss: 0.535 | Acc: 81.565% (12424/15232) 119/391 [===================>.............................................] Step: 328ms | Tot: 39s264ms | Loss: 0.535 | Acc: 81.595% (12533/15360) 120/391 [===================>.............................................] Step: 326ms | Tot: 39s590ms | Loss: 0.534 | Acc: 81.605% (12639/15488) 121/391 [====================>............................................] Step: 338ms | Tot: 39s929ms | Loss: 0.534 | Acc: 81.634% (12748/15616) 122/391 [====================>............................................] Step: 342ms | Tot: 40s271ms | Loss: 0.534 | Acc: 81.657% (12856/15744) 123/391 [====================>............................................] Step: 331ms | Tot: 40s602ms | Loss: 0.534 | Acc: 81.647% (12959/15872) 124/391 [====================>............................................] Step: 322ms | Tot: 40s925ms | Loss: 0.534 | Acc: 81.606% (13057/16000) 125/391 [====================>............................................] Step: 329ms | Tot: 41s254ms | Loss: 0.533 | Acc: 81.672% (13172/16128) 126/391 [====================>............................................] Step: 328ms | Tot: 41s583ms | Loss: 0.533 | Acc: 81.656% (13274/16256) 127/391 [=====================>...........................................] Step: 324ms | Tot: 41s908ms | Loss: 0.534 | Acc: 81.653% (13378/16384) 128/391 [=====================>...........................................] Step: 329ms | Tot: 42s237ms | Loss: 0.534 | Acc: 81.644% (13481/16512) 129/391 [=====================>...........................................] Step: 326ms | Tot: 42s563ms | Loss: 0.534 | Acc: 81.647% (13586/16640) 130/391 [=====================>...........................................] Step: 324ms | Tot: 42s887ms | Loss: 0.535 | Acc: 81.644% (13690/16768) 131/391 [=====================>...........................................] Step: 337ms | Tot: 43s225ms | Loss: 0.535 | Acc: 81.647% (13795/16896) 132/391 [=====================>...........................................] Step: 336ms | Tot: 43s562ms | Loss: 0.535 | Acc: 81.620% (13895/17024) 133/391 [======================>..........................................] Step: 334ms | Tot: 43s897ms | Loss: 0.535 | Acc: 81.635% (14002/17152) 134/391 [======================>..........................................] Step: 339ms | Tot: 44s236ms | Loss: 0.535 | Acc: 81.620% (14104/17280) 135/391 [======================>..........................................] Step: 336ms | Tot: 44s572ms | Loss: 0.535 | Acc: 81.623% (14209/17408) 136/391 [======================>..........................................] Step: 342ms | Tot: 44s915ms | Loss: 0.536 | Acc: 81.552% (14301/17536) 137/391 [======================>..........................................] Step: 349ms | Tot: 45s264ms | Loss: 0.536 | Acc: 81.527% (14401/17664) 138/391 [======================>..........................................] Step: 352ms | Tot: 45s617ms | Loss: 0.537 | Acc: 81.509% (14502/17792) 139/391 [=======================>.........................................] Step: 348ms | Tot: 45s965ms | Loss: 0.536 | Acc: 81.551% (14614/17920) 140/391 [=======================>.........................................] Step: 334ms | Tot: 46s300ms | Loss: 0.536 | Acc: 81.560% (14720/18048) 141/391 [=======================>.........................................] Step: 324ms | Tot: 46s625ms | Loss: 0.535 | Acc: 81.558% (14824/18176) 142/391 [=======================>.........................................] Step: 328ms | Tot: 46s954ms | Loss: 0.535 | Acc: 81.550% (14927/18304) 143/391 [=======================>.........................................] Step: 335ms | Tot: 47s289ms | Loss: 0.535 | Acc: 81.586% (15038/18432) 144/391 [=======================>.........................................] Step: 330ms | Tot: 47s619ms | Loss: 0.534 | Acc: 81.589% (15143/18560) 145/391 [========================>........................................] Step: 328ms | Tot: 47s947ms | Loss: 0.534 | Acc: 81.587% (15247/18688) 146/391 [========================>........................................] Step: 329ms | Tot: 48s277ms | Loss: 0.534 | Acc: 81.585% (15351/18816) 147/391 [========================>........................................] Step: 326ms | Tot: 48s603ms | Loss: 0.533 | Acc: 81.604% (15459/18944) 148/391 [========================>........................................] Step: 331ms | Tot: 48s934ms | Loss: 0.533 | Acc: 81.607% (15564/19072) 149/391 [========================>........................................] Step: 337ms | Tot: 49s272ms | Loss: 0.533 | Acc: 81.589% (15665/19200) 150/391 [========================>........................................] Step: 339ms | Tot: 49s611ms | Loss: 0.533 | Acc: 81.612% (15774/19328) 151/391 [=========================>.......................................] Step: 330ms | Tot: 49s942ms | Loss: 0.531 | Acc: 81.661% (15888/19456) 152/391 [=========================>.......................................] Step: 333ms | Tot: 50s275ms | Loss: 0.532 | Acc: 81.628% (15986/19584) 153/391 [=========================>.......................................] Step: 332ms | Tot: 50s607ms | Loss: 0.532 | Acc: 81.636% (16092/19712) 154/391 [=========================>.......................................] Step: 330ms | Tot: 50s937ms | Loss: 0.531 | Acc: 81.658% (16201/19840) 155/391 [=========================>.......................................] Step: 336ms | Tot: 51s274ms | Loss: 0.532 | Acc: 81.616% (16297/19968) 156/391 [=========================>.......................................] Step: 329ms | Tot: 51s603ms | Loss: 0.533 | Acc: 81.603% (16399/20096) 157/391 [==========================>......................................] Step: 325ms | Tot: 51s928ms | Loss: 0.532 | Acc: 81.626% (16508/20224) 158/391 [==========================>......................................] Step: 337ms | Tot: 52s266ms | Loss: 0.532 | Acc: 81.589% (16605/20352) 159/391 [==========================>......................................] Step: 326ms | Tot: 52s592ms | Loss: 0.532 | Acc: 81.616% (16715/20480) 160/391 [==========================>......................................] Step: 325ms | Tot: 52s918ms | Loss: 0.532 | Acc: 81.633% (16823/20608) 161/391 [==========================>......................................] Step: 329ms | Tot: 53s247ms | Loss: 0.532 | Acc: 81.621% (16925/20736) 162/391 [==========================>......................................] Step: 329ms | Tot: 53s577ms | Loss: 0.533 | Acc: 81.595% (17024/20864) 163/391 [===========================>.....................................] Step: 327ms | Tot: 53s904ms | Loss: 0.533 | Acc: 81.579% (17125/20992) 164/391 [===========================>.....................................] Step: 329ms | Tot: 54s233ms | Loss: 0.533 | Acc: 81.586% (17231/21120) 165/391 [===========================>.....................................] Step: 327ms | Tot: 54s561ms | Loss: 0.534 | Acc: 81.570% (17332/21248) 166/391 [===========================>.....................................] Step: 324ms | Tot: 54s885ms | Loss: 0.533 | Acc: 81.601% (17443/21376) 167/391 [===========================>.....................................] Step: 346ms | Tot: 55s231ms | Loss: 0.533 | Acc: 81.594% (17546/21504) 168/391 [===========================>.....................................] Step: 334ms | Tot: 55s565ms | Loss: 0.533 | Acc: 81.587% (17649/21632) 169/391 [============================>....................................] Step: 326ms | Tot: 55s892ms | Loss: 0.533 | Acc: 81.604% (17757/21760) 170/391 [============================>....................................] Step: 328ms | Tot: 56s221ms | Loss: 0.533 | Acc: 81.602% (17861/21888) 171/391 [============================>....................................] Step: 323ms | Tot: 56s544ms | Loss: 0.534 | Acc: 81.559% (17956/22016) 172/391 [============================>....................................] Step: 322ms | Tot: 56s866ms | Loss: 0.534 | Acc: 81.544% (18057/22144) 173/391 [============================>....................................] Step: 325ms | Tot: 57s192ms | Loss: 0.534 | Acc: 81.537% (18160/22272) 174/391 [============================>....................................] Step: 321ms | Tot: 57s513ms | Loss: 0.534 | Acc: 81.540% (18265/22400) 175/391 [=============================>...................................] Step: 325ms | Tot: 57s839ms | Loss: 0.534 | Acc: 81.539% (18369/22528) 176/391 [=============================>...................................] Step: 327ms | Tot: 58s167ms | Loss: 0.534 | Acc: 81.541% (18474/22656) 177/391 [=============================>...................................] Step: 319ms | Tot: 58s487ms | Loss: 0.534 | Acc: 81.535% (18577/22784) 178/391 [=============================>...................................] Step: 318ms | Tot: 58s806ms | Loss: 0.535 | Acc: 81.521% (18678/22912) 179/391 [=============================>...................................] Step: 328ms | Tot: 59s135ms | Loss: 0.536 | Acc: 81.510% (18780/23040) 180/391 [=============================>...................................] Step: 318ms | Tot: 59s454ms | Loss: 0.535 | Acc: 81.544% (18892/23168) 181/391 [==============================>..................................] Step: 322ms | Tot: 59s777ms | Loss: 0.535 | Acc: 81.546% (18997/23296) 182/391 [==============================>..................................] Step: 336ms | Tot: 1m113ms | Loss: 0.535 | Acc: 81.527% (19097/23424) 183/391 [==============================>..................................] Step: 330ms | Tot: 1m444ms | Loss: 0.535 | Acc: 81.522% (19200/23552) 184/391 [==============================>..................................] Step: 326ms | Tot: 1m770ms | Loss: 0.536 | Acc: 81.491% (19297/23680) 185/391 [==============================>..................................] Step: 337ms | Tot: 1m1s | Loss: 0.536 | Acc: 81.510% (19406/23808) 186/391 [==============================>..................................] Step: 330ms | Tot: 1m1s | Loss: 0.536 | Acc: 81.501% (19508/23936) 187/391 [===============================>.................................] Step: 327ms | Tot: 1m1s | Loss: 0.536 | Acc: 81.487% (19609/24064) 188/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.537 | Acc: 81.490% (19714/24192) 189/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.538 | Acc: 81.468% (19813/24320) 190/391 [===============================>.................................] Step: 320ms | Tot: 1m2s | Loss: 0.538 | Acc: 81.475% (19919/24448) 191/391 [===============================>.................................] Step: 328ms | Tot: 1m3s | Loss: 0.538 | Acc: 81.474% (20023/24576) 192/391 [===============================>.................................] Step: 324ms | Tot: 1m3s | Loss: 0.538 | Acc: 81.465% (20125/24704) 193/391 [================================>................................] Step: 326ms | Tot: 1m3s | Loss: 0.538 | Acc: 81.504% (20239/24832) 194/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.537 | Acc: 81.514% (20346/24960) 195/391 [================================>................................] Step: 321ms | Tot: 1m4s | Loss: 0.537 | Acc: 81.517% (20451/25088) 196/391 [================================>................................] Step: 320ms | Tot: 1m4s | Loss: 0.537 | Acc: 81.496% (20550/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m5s | Loss: 0.538 | Acc: 81.487% (20652/25344) 198/391 [================================>................................] Step: 332ms | Tot: 1m5s | Loss: 0.538 | Acc: 81.474% (20753/25472) 199/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.537 | Acc: 81.488% (20861/25600) 200/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 0.538 | Acc: 81.468% (20960/25728) 201/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.537 | Acc: 81.470% (21065/25856) 202/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.537 | Acc: 81.473% (21170/25984) 203/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 0.537 | Acc: 81.499% (21281/26112) 204/391 [=================================>...............................] Step: 328ms | Tot: 1m7s | Loss: 0.537 | Acc: 81.479% (21380/26240) 205/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.537 | Acc: 81.485% (21486/26368) 206/391 [==================================>..............................] Step: 323ms | Tot: 1m7s | Loss: 0.536 | Acc: 81.488% (21591/26496) 207/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.536 | Acc: 81.472% (21691/26624) 208/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.537 | Acc: 81.467% (21794/26752) 209/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.536 | Acc: 81.488% (21904/26880) 210/391 [==================================>..............................] Step: 325ms | Tot: 1m9s | Loss: 0.536 | Acc: 81.502% (22012/27008) 211/391 [===================================>.............................] Step: 320ms | Tot: 1m9s | Loss: 0.536 | Acc: 81.504% (22117/27136) 212/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 0.536 | Acc: 81.507% (22222/27264) 213/391 [===================================>.............................] Step: 333ms | Tot: 1m10s | Loss: 0.536 | Acc: 81.473% (22317/27392) 214/391 [===================================>.............................] Step: 333ms | Tot: 1m10s | Loss: 0.536 | Acc: 81.483% (22424/27520) 215/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.536 | Acc: 81.492% (22531/27648) 216/391 [===================================>.............................] Step: 328ms | Tot: 1m11s | Loss: 0.536 | Acc: 81.498% (22637/27776) 217/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.536 | Acc: 81.497% (22741/27904) 218/391 [====================================>............................] Step: 320ms | Tot: 1m11s | Loss: 0.536 | Acc: 81.489% (22843/28032) 219/391 [====================================>............................] Step: 330ms | Tot: 1m12s | Loss: 0.536 | Acc: 81.509% (22953/28160) 220/391 [====================================>............................] Step: 324ms | Tot: 1m12s | Loss: 0.537 | Acc: 81.476% (23048/28288) 221/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 0.537 | Acc: 81.454% (23146/28416) 222/391 [====================================>............................] Step: 331ms | Tot: 1m13s | Loss: 0.537 | Acc: 81.460% (23252/28544) 223/391 [=====================================>...........................] Step: 323ms | Tot: 1m13s | Loss: 0.537 | Acc: 81.477% (23361/28672) 224/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.536 | Acc: 81.503% (23473/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.536 | Acc: 81.509% (23579/28928) 226/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.536 | Acc: 81.505% (23682/29056) 227/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.536 | Acc: 81.514% (23789/29184) 228/391 [=====================================>...........................] Step: 338ms | Tot: 1m15s | Loss: 0.536 | Acc: 81.520% (23895/29312) 229/391 [======================================>..........................] Step: 332ms | Tot: 1m15s | Loss: 0.536 | Acc: 81.508% (23996/29440) 230/391 [======================================>..........................] Step: 332ms | Tot: 1m15s | Loss: 0.536 | Acc: 81.504% (24099/29568) 231/391 [======================================>..........................] Step: 336ms | Tot: 1m16s | Loss: 0.536 | Acc: 81.492% (24200/29696) 232/391 [======================================>..........................] Step: 333ms | Tot: 1m16s | Loss: 0.536 | Acc: 81.512% (24310/29824) 233/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 0.536 | Acc: 81.487% (24407/29952) 234/391 [======================================>..........................] Step: 337ms | Tot: 1m17s | Loss: 0.537 | Acc: 81.453% (24501/30080) 235/391 [=======================================>.........................] Step: 336ms | Tot: 1m17s | Loss: 0.538 | Acc: 81.442% (24602/30208) 236/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.537 | Acc: 81.464% (24713/30336) 237/391 [=======================================>.........................] Step: 326ms | Tot: 1m18s | Loss: 0.537 | Acc: 81.463% (24817/30464) 238/391 [=======================================>.........................] Step: 327ms | Tot: 1m18s | Loss: 0.537 | Acc: 81.462% (24921/30592) 239/391 [=======================================>.........................] Step: 321ms | Tot: 1m18s | Loss: 0.537 | Acc: 81.462% (25025/30720) 240/391 [=======================================>.........................] Step: 327ms | Tot: 1m19s | Loss: 0.537 | Acc: 81.480% (25135/30848) 241/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.536 | Acc: 81.492% (25243/30976) 242/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 0.536 | Acc: 81.488% (25346/31104) 243/391 [========================================>........................] Step: 331ms | Tot: 1m20s | Loss: 0.537 | Acc: 81.474% (25446/31232) 244/391 [========================================>........................] Step: 330ms | Tot: 1m20s | Loss: 0.537 | Acc: 81.473% (25550/31360) 245/391 [========================================>........................] Step: 326ms | Tot: 1m20s | Loss: 0.538 | Acc: 81.453% (25648/31488) 246/391 [========================================>........................] Step: 327ms | Tot: 1m21s | Loss: 0.538 | Acc: 81.437% (25747/31616) 247/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.538 | Acc: 81.439% (25852/31744) 248/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.538 | Acc: 81.448% (25959/31872) 249/391 [=========================================>.......................] Step: 327ms | Tot: 1m22s | Loss: 0.538 | Acc: 81.441% (26061/32000) 250/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.539 | Acc: 81.415% (26157/32128) 251/391 [=========================================>.......................] Step: 325ms | Tot: 1m22s | Loss: 0.539 | Acc: 81.417% (26262/32256) 252/391 [=========================================>.......................] Step: 324ms | Tot: 1m23s | Loss: 0.539 | Acc: 81.417% (26366/32384) 253/391 [==========================================>......................] Step: 346ms | Tot: 1m23s | Loss: 0.539 | Acc: 81.398% (26464/32512) 254/391 [==========================================>......................] Step: 334ms | Tot: 1m23s | Loss: 0.539 | Acc: 81.397% (26568/32640) 255/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.540 | Acc: 81.375% (26665/32768) 256/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.540 | Acc: 81.362% (26765/32896) 257/391 [==========================================>......................] Step: 326ms | Tot: 1m24s | Loss: 0.539 | Acc: 81.392% (26879/33024) 258/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.539 | Acc: 81.410% (26989/33152) 259/391 [===========================================>.....................] Step: 332ms | Tot: 1m25s | Loss: 0.539 | Acc: 81.418% (27096/33280) 260/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.539 | Acc: 81.397% (27193/33408) 261/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 0.540 | Acc: 81.396% (27297/33536) 262/391 [===========================================>.....................] Step: 321ms | Tot: 1m26s | Loss: 0.539 | Acc: 81.416% (27408/33664) 263/391 [===========================================>.....................] Step: 325ms | Tot: 1m26s | Loss: 0.539 | Acc: 81.413% (27511/33792) 264/391 [===========================================>.....................] Step: 322ms | Tot: 1m26s | Loss: 0.539 | Acc: 81.412% (27615/33920) 265/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.539 | Acc: 81.388% (27711/34048) 266/391 [============================================>....................] Step: 327ms | Tot: 1m27s | Loss: 0.539 | Acc: 81.388% (27815/34176) 267/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.539 | Acc: 81.387% (27919/34304) 268/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 0.539 | Acc: 81.410% (28031/34432) 269/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.539 | Acc: 81.418% (28138/34560) 270/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.539 | Acc: 81.432% (28247/34688) 271/391 [=============================================>...................] Step: 333ms | Tot: 1m29s | Loss: 0.538 | Acc: 81.457% (28360/34816) 272/391 [=============================================>...................] Step: 318ms | Tot: 1m29s | Loss: 0.538 | Acc: 81.462% (28466/34944) 273/391 [=============================================>...................] Step: 320ms | Tot: 1m29s | Loss: 0.539 | Acc: 81.444% (28564/35072) 274/391 [=============================================>...................] Step: 333ms | Tot: 1m30s | Loss: 0.538 | Acc: 81.463% (28675/35200) 275/391 [=============================================>...................] Step: 335ms | Tot: 1m30s | Loss: 0.538 | Acc: 81.465% (28780/35328) 276/391 [=============================================>...................] Step: 319ms | Tot: 1m30s | Loss: 0.538 | Acc: 81.467% (28885/35456) 277/391 [==============================================>..................] Step: 335ms | Tot: 1m31s | Loss: 0.538 | Acc: 81.458% (28986/35584) 278/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.538 | Acc: 81.454% (29089/35712) 279/391 [==============================================>..................] Step: 334ms | Tot: 1m31s | Loss: 0.539 | Acc: 81.440% (29188/35840) 280/391 [==============================================>..................] Step: 336ms | Tot: 1m32s | Loss: 0.539 | Acc: 81.414% (29283/35968) 281/391 [==============================================>..................] Step: 330ms | Tot: 1m32s | Loss: 0.539 | Acc: 81.419% (29389/36096) 282/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.539 | Acc: 81.407% (29489/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.539 | Acc: 81.407% (29593/36352) 284/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.539 | Acc: 81.409% (29698/36480) 285/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 0.539 | Acc: 81.411% (29803/36608) 286/391 [===============================================>.................] Step: 328ms | Tot: 1m34s | Loss: 0.539 | Acc: 81.432% (29915/36736) 287/391 [===============================================>.................] Step: 321ms | Tot: 1m34s | Loss: 0.539 | Acc: 81.415% (30013/36864) 288/391 [===============================================>.................] Step: 318ms | Tot: 1m34s | Loss: 0.539 | Acc: 81.407% (30114/36992) 289/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.539 | Acc: 81.412% (30220/37120) 290/391 [================================================>................] Step: 331ms | Tot: 1m35s | Loss: 0.539 | Acc: 81.411% (30324/37248) 291/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.539 | Acc: 81.403% (30425/37376) 292/391 [================================================>................] Step: 329ms | Tot: 1m36s | Loss: 0.539 | Acc: 81.389% (30524/37504) 293/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 0.539 | Acc: 81.386% (30627/37632) 294/391 [================================================>................] Step: 319ms | Tot: 1m36s | Loss: 0.540 | Acc: 81.351% (30718/37760) 295/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.539 | Acc: 81.363% (30827/37888) 296/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 0.539 | Acc: 81.366% (30932/38016) 297/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.540 | Acc: 81.350% (31030/38144) 298/391 [=================================================>...............] Step: 329ms | Tot: 1m38s | Loss: 0.540 | Acc: 81.339% (31130/38272) 299/391 [=================================================>...............] Step: 321ms | Tot: 1m38s | Loss: 0.540 | Acc: 81.320% (31227/38400) 300/391 [=================================================>...............] Step: 323ms | Tot: 1m38s | Loss: 0.540 | Acc: 81.315% (31329/38528) 301/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.541 | Acc: 81.320% (31435/38656) 302/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.541 | Acc: 81.325% (31541/38784) 303/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.540 | Acc: 81.350% (31655/38912) 304/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.540 | Acc: 81.358% (31762/39040) 305/391 [==================================================>..............] Step: 332ms | Tot: 1m40s | Loss: 0.539 | Acc: 81.378% (31874/39168) 306/391 [==================================================>..............] Step: 327ms | Tot: 1m40s | Loss: 0.540 | Acc: 81.362% (31972/39296) 307/391 [===================================================>.............] Step: 323ms | Tot: 1m40s | Loss: 0.540 | Acc: 81.351% (32072/39424) 308/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.540 | Acc: 81.351% (32176/39552) 309/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.540 | Acc: 81.358% (32283/39680) 310/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.540 | Acc: 81.368% (32391/39808) 311/391 [===================================================>.............] Step: 329ms | Tot: 1m42s | Loss: 0.539 | Acc: 81.370% (32496/39936) 312/391 [===================================================>.............] Step: 326ms | Tot: 1m42s | Loss: 0.540 | Acc: 81.365% (32598/40064) 313/391 [====================================================>............] Step: 320ms | Tot: 1m42s | Loss: 0.540 | Acc: 81.350% (32696/40192) 314/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.357% (32803/40320) 315/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.346% (32903/40448) 316/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.349% (33008/40576) 317/391 [====================================================>............] Step: 324ms | Tot: 1m44s | Loss: 0.540 | Acc: 81.341% (33109/40704) 318/391 [====================================================>............] Step: 323ms | Tot: 1m44s | Loss: 0.540 | Acc: 81.346% (33215/40832) 319/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.540 | Acc: 81.350% (33321/40960) 320/391 [=====================================================>...........] Step: 340ms | Tot: 1m45s | Loss: 0.540 | Acc: 81.355% (33427/41088) 321/391 [=====================================================>...........] Step: 330ms | Tot: 1m45s | Loss: 0.540 | Acc: 81.342% (33526/41216) 322/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.540 | Acc: 81.337% (33628/41344) 323/391 [=====================================================>...........] Step: 326ms | Tot: 1m46s | Loss: 0.540 | Acc: 81.334% (33731/41472) 324/391 [=====================================================>...........] Step: 325ms | Tot: 1m46s | Loss: 0.540 | Acc: 81.327% (33832/41600) 325/391 [======================================================>..........] Step: 319ms | Tot: 1m46s | Loss: 0.540 | Acc: 81.339% (33941/41728) 326/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.541 | Acc: 81.319% (34037/41856) 327/391 [======================================================>..........] Step: 333ms | Tot: 1m47s | Loss: 0.540 | Acc: 81.319% (34141/41984) 328/391 [======================================================>..........] Step: 333ms | Tot: 1m47s | Loss: 0.541 | Acc: 81.312% (34242/42112) 329/391 [======================================================>..........] Step: 333ms | Tot: 1m48s | Loss: 0.541 | Acc: 81.312% (34346/42240) 330/391 [======================================================>..........] Step: 328ms | Tot: 1m48s | Loss: 0.541 | Acc: 81.307% (34448/42368) 331/391 [=======================================================>.........] Step: 322ms | Tot: 1m48s | Loss: 0.541 | Acc: 81.302% (34550/42496) 332/391 [=======================================================>.........] Step: 333ms | Tot: 1m49s | Loss: 0.541 | Acc: 81.288% (34648/42624) 333/391 [=======================================================>.........] Step: 331ms | Tot: 1m49s | Loss: 0.541 | Acc: 81.280% (34749/42752) 334/391 [=======================================================>.........] Step: 329ms | Tot: 1m49s | Loss: 0.542 | Acc: 81.278% (34852/42880) 335/391 [=======================================================>.........] Step: 343ms | Tot: 1m50s | Loss: 0.541 | Acc: 81.285% (34959/43008) 336/391 [=======================================================>.........] Step: 333ms | Tot: 1m50s | Loss: 0.542 | Acc: 81.287% (35064/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.542 | Acc: 81.280% (35165/43264) 338/391 [========================================================>........] Step: 331ms | Tot: 1m51s | Loss: 0.542 | Acc: 81.262% (35261/43392) 339/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.542 | Acc: 81.257% (35363/43520) 340/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.542 | Acc: 81.271% (35473/43648) 341/391 [========================================================>........] Step: 334ms | Tot: 1m52s | Loss: 0.542 | Acc: 81.268% (35576/43776) 342/391 [========================================================>........] Step: 328ms | Tot: 1m52s | Loss: 0.542 | Acc: 81.268% (35680/43904) 343/391 [=========================================================>.......] Step: 333ms | Tot: 1m52s | Loss: 0.542 | Acc: 81.252% (35777/44032) 344/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.542 | Acc: 81.259% (35884/44160) 345/391 [=========================================================>.......] Step: 363ms | Tot: 1m53s | Loss: 0.542 | Acc: 81.245% (35982/44288) 346/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.542 | Acc: 81.241% (36084/44416) 347/391 [=========================================================>.......] Step: 331ms | Tot: 1m54s | Loss: 0.543 | Acc: 81.221% (36179/44544) 348/391 [=========================================================>.......] Step: 325ms | Tot: 1m54s | Loss: 0.543 | Acc: 81.232% (36288/44672) 349/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.543 | Acc: 81.225% (36389/44800) 350/391 [==========================================================>......] Step: 333ms | Tot: 1m55s | Loss: 0.543 | Acc: 81.228% (36494/44928) 351/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 0.543 | Acc: 81.214% (36592/45056) 352/391 [==========================================================>......] Step: 325ms | Tot: 1m55s | Loss: 0.543 | Acc: 81.201% (36690/45184) 353/391 [==========================================================>......] Step: 330ms | Tot: 1m56s | Loss: 0.544 | Acc: 81.195% (36791/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m56s | Loss: 0.544 | Acc: 81.204% (36899/45440) 355/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.544 | Acc: 81.202% (37002/45568) 356/391 [===========================================================>.....] Step: 332ms | Tot: 1m57s | Loss: 0.544 | Acc: 81.206% (37108/45696) 357/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.544 | Acc: 81.209% (37213/45824) 358/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.544 | Acc: 81.200% (37313/45952) 359/391 [===========================================================>.....] Step: 327ms | Tot: 1m58s | Loss: 0.544 | Acc: 81.185% (37410/46080) 360/391 [===========================================================>.....] Step: 325ms | Tot: 1m58s | Loss: 0.544 | Acc: 81.176% (37510/46208) 361/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.544 | Acc: 81.190% (37620/46336) 362/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.544 | Acc: 81.173% (37716/46464) 363/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.545 | Acc: 81.166% (37817/46592) 364/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.545 | Acc: 81.167% (37921/46720) 365/391 [============================================================>....] Step: 332ms | Tot: 2m25ms | Loss: 0.545 | Acc: 81.171% (38027/46848) 366/391 [============================================================>....] Step: 331ms | Tot: 2m356ms | Loss: 0.545 | Acc: 81.180% (38135/46976) 367/391 [=============================================================>...] Step: 330ms | Tot: 2m687ms | Loss: 0.544 | Acc: 81.186% (38242/47104) 368/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.544 | Acc: 81.195% (38350/47232) 369/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 0.545 | Acc: 81.182% (38448/47360) 370/391 [=============================================================>...] Step: 326ms | Tot: 2m1s | Loss: 0.545 | Acc: 81.176% (38549/47488) 371/391 [=============================================================>...] Step: 327ms | Tot: 2m1s | Loss: 0.545 | Acc: 81.166% (38648/47616) 372/391 [=============================================================>...] Step: 323ms | Tot: 2m2s | Loss: 0.545 | Acc: 81.183% (38760/47744) 373/391 [==============================================================>..] Step: 324ms | Tot: 2m2s | Loss: 0.545 | Acc: 81.192% (38868/47872) 374/391 [==============================================================>..] Step: 336ms | Tot: 2m2s | Loss: 0.544 | Acc: 81.183% (38968/48000) 375/391 [==============================================================>..] Step: 325ms | Tot: 2m3s | Loss: 0.544 | Acc: 81.194% (39077/48128) 376/391 [==============================================================>..] Step: 327ms | Tot: 2m3s | Loss: 0.544 | Acc: 81.184% (39176/48256) 377/391 [==============================================================>..] Step: 324ms | Tot: 2m3s | Loss: 0.544 | Acc: 81.184% (39280/48384) 378/391 [==============================================================>..] Step: 320ms | Tot: 2m4s | Loss: 0.545 | Acc: 81.180% (39382/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.545 | Acc: 81.184% (39488/48640) 380/391 [===============================================================>.] Step: 323ms | Tot: 2m4s | Loss: 0.544 | Acc: 81.193% (39596/48768) 381/391 [===============================================================>.] Step: 327ms | Tot: 2m5s | Loss: 0.544 | Acc: 81.183% (39695/48896) 382/391 [===============================================================>.] Step: 324ms | Tot: 2m5s | Loss: 0.544 | Acc: 81.191% (39803/49024) 383/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.544 | Acc: 81.197% (39910/49152) 384/391 [===============================================================>.] Step: 322ms | Tot: 2m6s | Loss: 0.544 | Acc: 81.205% (40018/49280) 385/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 0.544 | Acc: 81.214% (40126/49408) 386/391 [================================================================>] Step: 317ms | Tot: 2m6s | Loss: 0.544 | Acc: 81.212% (40229/49536) 387/391 [================================================================>] Step: 324ms | Tot: 2m7s | Loss: 0.544 | Acc: 81.224% (40339/49664) 388/391 [================================================================>] Step: 321ms | Tot: 2m7s | Loss: 0.543 | Acc: 81.236% (40449/49792) 389/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.544 | Acc: 81.230% (40550/49920) 390/391 [================================================================>] Step: 309ms | Tot: 2m8s | Loss: 0.544 | Acc: 81.232% (40616/50000) 391/391 + [>................................................................] Step: 967ms | Tot: 3ms | Loss: 0.738 | Acc: 75.000% (75/100) 1/100 [>................................................................] Step: 261ms | Tot: 264ms | Loss: 0.672 | Acc: 77.500% (155/200) 2/100 [=>...............................................................] Step: 256ms | Tot: 521ms | Loss: 0.691 | Acc: 75.667% (227/300) 3/100 [=>...............................................................] Step: 256ms | Tot: 778ms | Loss: 0.658 | Acc: 77.250% (309/400) 4/100 [==>..............................................................] Step: 272ms | Tot: 1s51ms | Loss: 0.639 | Acc: 78.600% (393/500) 5/100 [===>.............................................................] Step: 263ms | Tot: 1s314ms | Loss: 0.602 | Acc: 79.333% (476/600) 6/100 [===>.............................................................] Step: 264ms | Tot: 1s578ms | Loss: 0.593 | Acc: 79.429% (556/700) 7/100 [====>............................................................] Step: 271ms | Tot: 1s850ms | Loss: 0.625 | Acc: 79.250% (634/800) 8/100 [=====>...........................................................] Step: 267ms | Tot: 2s117ms | Loss: 0.635 | Acc: 78.778% (709/900) 9/100 [=====>...........................................................] Step: 270ms | Tot: 2s388ms | Loss: 0.634 | Acc: 78.700% (787/1000) 10/100 [======>..........................................................] Step: 272ms | Tot: 2s660ms | Loss: 0.618 | Acc: 79.273% (872/1100) 11/100 [=======>.........................................................] Step: 273ms | Tot: 2s934ms | Loss: 0.617 | Acc: 79.333% (952/1200) 12/100 [=======>.........................................................] Step: 264ms | Tot: 3s198ms | Loss: 0.607 | Acc: 79.462% (1033/1300) 13/100 [========>........................................................] Step: 266ms | Tot: 3s465ms | Loss: 0.611 | Acc: 79.286% (1110/1400) 14/100 [=========>.......................................................] Step: 266ms | Tot: 3s731ms | Loss: 0.603 | Acc: 79.467% (1192/1500) 15/100 [=========>.......................................................] Step: 273ms | Tot: 4s5ms | Loss: 0.609 | Acc: 79.250% (1268/1600) 16/100 [==========>......................................................] Step: 265ms | Tot: 4s270ms | Loss: 0.606 | Acc: 79.471% (1351/1700) 17/100 [===========>.....................................................] Step: 268ms | Tot: 4s539ms | Loss: 0.609 | Acc: 79.333% (1428/1800) 18/100 [===========>.....................................................] Step: 267ms | Tot: 4s806ms | Loss: 0.615 | Acc: 79.105% (1503/1900) 19/100 [============>....................................................] Step: 275ms | Tot: 5s82ms | Loss: 0.621 | Acc: 79.050% (1581/2000) 20/100 [=============>...................................................] Step: 267ms | Tot: 5s350ms | Loss: 0.622 | Acc: 79.048% (1660/2100) 21/100 [=============>...................................................] Step: 267ms | Tot: 5s617ms | Loss: 0.628 | Acc: 78.818% (1734/2200) 22/100 [==============>..................................................] Step: 272ms | Tot: 5s890ms | Loss: 0.630 | Acc: 78.696% (1810/2300) 23/100 [==============>..................................................] Step: 277ms | Tot: 6s167ms | Loss: 0.632 | Acc: 78.542% (1885/2400) 24/100 [===============>.................................................] Step: 273ms | Tot: 6s440ms | Loss: 0.644 | Acc: 78.280% (1957/2500) 25/100 [================>................................................] Step: 265ms | Tot: 6s706ms | Loss: 0.649 | Acc: 78.154% (2032/2600) 26/100 [================>................................................] Step: 272ms | Tot: 6s979ms | Loss: 0.639 | Acc: 78.444% (2118/2700) 27/100 [=================>...............................................] Step: 265ms | Tot: 7s245ms | Loss: 0.637 | Acc: 78.500% (2198/2800) 28/100 [==================>..............................................] Step: 273ms | Tot: 7s518ms | Loss: 0.635 | Acc: 78.690% (2282/2900) 29/100 [==================>..............................................] Step: 270ms | Tot: 7s789ms | Loss: 0.632 | Acc: 78.800% (2364/3000) 30/100 [===================>.............................................] Step: 269ms | Tot: 8s58ms | Loss: 0.632 | Acc: 78.903% (2446/3100) 31/100 [====================>............................................] Step: 266ms | Tot: 8s325ms | Loss: 0.628 | Acc: 78.906% (2525/3200) 32/100 [====================>............................................] Step: 265ms | Tot: 8s590ms | Loss: 0.630 | Acc: 78.727% (2598/3300) 33/100 [=====================>...........................................] Step: 272ms | Tot: 8s862ms | Loss: 0.633 | Acc: 78.647% (2674/3400) 34/100 [======================>..........................................] Step: 267ms | Tot: 9s130ms | Loss: 0.633 | Acc: 78.657% (2753/3500) 35/100 [======================>..........................................] Step: 272ms | Tot: 9s403ms | Loss: 0.631 | Acc: 78.778% (2836/3600) 36/100 [=======================>.........................................] Step: 273ms | Tot: 9s677ms | Loss: 0.633 | Acc: 78.676% (2911/3700) 37/100 [========================>........................................] Step: 274ms | Tot: 9s951ms | Loss: 0.636 | Acc: 78.474% (2982/3800) 38/100 [========================>........................................] Step: 268ms | Tot: 10s219ms | Loss: 0.632 | Acc: 78.590% (3065/3900) 39/100 [=========================>.......................................] Step: 268ms | Tot: 10s488ms | Loss: 0.630 | Acc: 78.675% (3147/4000) 40/100 [==========================>......................................] Step: 265ms | Tot: 10s753ms | Loss: 0.625 | Acc: 78.805% (3231/4100) 41/100 [==========================>......................................] Step: 275ms | Tot: 11s29ms | Loss: 0.625 | Acc: 78.881% (3313/4200) 42/100 [===========================>.....................................] Step: 273ms | Tot: 11s302ms | Loss: 0.621 | Acc: 78.977% (3396/4300) 43/100 [===========================>.....................................] Step: 268ms | Tot: 11s571ms | Loss: 0.621 | Acc: 79.000% (3476/4400) 44/100 [============================>....................................] Step: 270ms | Tot: 11s841ms | Loss: 0.618 | Acc: 79.156% (3562/4500) 45/100 [=============================>...................................] Step: 269ms | Tot: 12s111ms | Loss: 0.619 | Acc: 79.130% (3640/4600) 46/100 [=============================>...................................] Step: 271ms | Tot: 12s382ms | Loss: 0.618 | Acc: 79.085% (3717/4700) 47/100 [==============================>..................................] Step: 272ms | Tot: 12s654ms | Loss: 0.618 | Acc: 79.167% (3800/4800) 48/100 [===============================>.................................] Step: 275ms | Tot: 12s930ms | Loss: 0.614 | Acc: 79.204% (3881/4900) 49/100 [===============================>.................................] Step: 268ms | Tot: 13s199ms | Loss: 0.617 | Acc: 79.180% (3959/5000) 50/100 [================================>................................] Step: 268ms | Tot: 13s468ms | Loss: 0.618 | Acc: 79.078% (4033/5100) 51/100 [=================================>...............................] Step: 271ms | Tot: 13s739ms | Loss: 0.619 | Acc: 79.077% (4112/5200) 52/100 [=================================>...............................] Step: 280ms | Tot: 14s20ms | Loss: 0.618 | Acc: 79.075% (4191/5300) 53/100 [==================================>..............................] Step: 301ms | Tot: 14s321ms | Loss: 0.615 | Acc: 79.204% (4277/5400) 54/100 [===================================>.............................] Step: 297ms | Tot: 14s619ms | Loss: 0.614 | Acc: 79.164% (4354/5500) 55/100 [===================================>.............................] Step: 278ms | Tot: 14s897ms | Loss: 0.616 | Acc: 79.107% (4430/5600) 56/100 [====================================>............................] Step: 268ms | Tot: 15s166ms | Loss: 0.617 | Acc: 79.088% (4508/5700) 57/100 [=====================================>...........................] Step: 268ms | Tot: 15s435ms | Loss: 0.614 | Acc: 79.190% (4593/5800) 58/100 [=====================================>...........................] Step: 266ms | Tot: 15s702ms | Loss: 0.619 | Acc: 79.034% (4663/5900) 59/100 [======================================>..........................] Step: 272ms | Tot: 15s974ms | Loss: 0.621 | Acc: 78.983% (4739/6000) 60/100 [=======================================>.........................] Step: 277ms | Tot: 16s251ms | Loss: 0.620 | Acc: 78.902% (4813/6100) 61/100 [=======================================>.........................] Step: 274ms | Tot: 16s526ms | Loss: 0.619 | Acc: 78.935% (4894/6200) 62/100 [========================================>........................] Step: 269ms | Tot: 16s796ms | Loss: 0.619 | Acc: 78.921% (4972/6300) 63/100 [========================================>........................] Step: 270ms | Tot: 17s66ms | Loss: 0.615 | Acc: 78.984% (5055/6400) 64/100 [=========================================>.......................] Step: 269ms | Tot: 17s335ms | Loss: 0.619 | Acc: 78.908% (5129/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s605ms | Loss: 0.621 | Acc: 78.818% (5202/6600) 66/100 [==========================================>......................] Step: 272ms | Tot: 17s877ms | Loss: 0.620 | Acc: 78.791% (5279/6700) 67/100 [===========================================>.....................] Step: 276ms | Tot: 18s153ms | Loss: 0.619 | Acc: 78.750% (5355/6800) 68/100 [============================================>....................] Step: 271ms | Tot: 18s425ms | Loss: 0.619 | Acc: 78.725% (5432/6900) 69/100 [============================================>....................] Step: 267ms | Tot: 18s692ms | Loss: 0.619 | Acc: 78.686% (5508/7000) 70/100 [=============================================>...................] Step: 275ms | Tot: 18s968ms | Loss: 0.618 | Acc: 78.775% (5593/7100) 71/100 [==============================================>..................] Step: 266ms | Tot: 19s234ms | Loss: 0.617 | Acc: 78.750% (5670/7200) 72/100 [==============================================>..................] Step: 273ms | Tot: 19s508ms | Loss: 0.615 | Acc: 78.795% (5752/7300) 73/100 [===============================================>.................] Step: 275ms | Tot: 19s783ms | Loss: 0.615 | Acc: 78.797% (5831/7400) 74/100 [================================================>................] Step: 275ms | Tot: 20s59ms | Loss: 0.614 | Acc: 78.840% (5913/7500) 75/100 [================================================>................] Step: 272ms | Tot: 20s331ms | Loss: 0.613 | Acc: 78.855% (5993/7600) 76/100 [=================================================>...............] Step: 267ms | Tot: 20s598ms | Loss: 0.614 | Acc: 78.766% (6065/7700) 77/100 [==================================================>..............] Step: 272ms | Tot: 20s870ms | Loss: 0.617 | Acc: 78.705% (6139/7800) 78/100 [==================================================>..............] Step: 267ms | Tot: 21s137ms | Loss: 0.617 | Acc: 78.696% (6217/7900) 79/100 [===================================================>.............] Step: 269ms | Tot: 21s407ms | Loss: 0.618 | Acc: 78.675% (6294/8000) 80/100 [====================================================>............] Step: 268ms | Tot: 21s675ms | Loss: 0.617 | Acc: 78.679% (6373/8100) 81/100 [====================================================>............] Step: 277ms | Tot: 21s952ms | Loss: 0.615 | Acc: 78.756% (6458/8200) 82/100 [=====================================================>...........] Step: 271ms | Tot: 22s224ms | Loss: 0.615 | Acc: 78.747% (6536/8300) 83/100 [=====================================================>...........] Step: 269ms | Tot: 22s493ms | Loss: 0.614 | Acc: 78.810% (6620/8400) 84/100 [======================================================>..........] Step: 269ms | Tot: 22s763ms | Loss: 0.616 | Acc: 78.753% (6694/8500) 85/100 [=======================================================>.........] Step: 274ms | Tot: 23s38ms | Loss: 0.615 | Acc: 78.802% (6777/8600) 86/100 [=======================================================>.........] Step: 264ms | Tot: 23s302ms | Loss: 0.615 | Acc: 78.828% (6858/8700) 87/100 [========================================================>........] Step: 268ms | Tot: 23s571ms | Loss: 0.615 | Acc: 78.830% (6937/8800) 88/100 [=========================================================>.......] Step: 270ms | Tot: 23s841ms | Loss: 0.614 | Acc: 78.865% (7019/8900) 89/100 [=========================================================>.......] Step: 272ms | Tot: 24s114ms | Loss: 0.614 | Acc: 78.867% (7098/9000) 90/100 [==========================================================>......] Step: 270ms | Tot: 24s384ms | Loss: 0.613 | Acc: 78.923% (7182/9100) 91/100 [===========================================================>.....] Step: 265ms | Tot: 24s650ms | Loss: 0.612 | Acc: 78.978% (7266/9200) 92/100 [===========================================================>.....] Step: 277ms | Tot: 24s927ms | Loss: 0.613 | Acc: 78.946% (7342/9300) 93/100 [============================================================>....] Step: 274ms | Tot: 25s201ms | Loss: 0.613 | Acc: 78.915% (7418/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 25s474ms | Loss: 0.612 | Acc: 78.979% (7503/9500) 95/100 [=============================================================>...] Step: 269ms | Tot: 25s744ms | Loss: 0.612 | Acc: 78.969% (7581/9600) 96/100 [==============================================================>..] Step: 272ms | Tot: 26s17ms | Loss: 0.612 | Acc: 79.010% (7664/9700) 97/100 [===============================================================>.] Step: 265ms | Tot: 26s282ms | Loss: 0.612 | Acc: 79.000% (7742/9800) 98/100 [===============================================================>.] Step: 267ms | Tot: 26s549ms | Loss: 0.612 | Acc: 78.990% (7820/9900) 99/100 [================================================================>] Step: 271ms | Tot: 26s821ms | Loss: 0.612 | Acc: 78.940% (7894/10000) 100/100 +Saving.. + +Epoch: 14 + [>................................................................] Step: 1s193ms | Tot: 2ms | Loss: 0.443 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 341ms | Tot: 343ms | Loss: 0.483 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 339ms | Tot: 683ms | Loss: 0.551 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 330ms | Tot: 1s13ms | Loss: 0.532 | Acc: 82.422% (422/512) 4/391 [>................................................................] Step: 320ms | Tot: 1s334ms | Loss: 0.490 | Acc: 83.750% (536/640) 5/391 [>................................................................] Step: 328ms | Tot: 1s662ms | Loss: 0.531 | Acc: 82.161% (631/768) 6/391 [>................................................................] Step: 332ms | Tot: 1s995ms | Loss: 0.536 | Acc: 82.143% (736/896) 7/391 [=>...............................................................] Step: 323ms | Tot: 2s318ms | Loss: 0.525 | Acc: 82.227% (842/1024) 8/391 [=>...............................................................] Step: 322ms | Tot: 2s641ms | Loss: 0.526 | Acc: 81.771% (942/1152) 9/391 [=>...............................................................] Step: 330ms | Tot: 2s971ms | Loss: 0.517 | Acc: 82.266% (1053/1280) 10/391 [=>...............................................................] Step: 319ms | Tot: 3s291ms | Loss: 0.520 | Acc: 82.173% (1157/1408) 11/391 [=>...............................................................] Step: 324ms | Tot: 3s615ms | Loss: 0.517 | Acc: 82.161% (1262/1536) 12/391 [=>...............................................................] Step: 328ms | Tot: 3s943ms | Loss: 0.525 | Acc: 81.851% (1362/1664) 13/391 [==>..............................................................] Step: 323ms | Tot: 4s267ms | Loss: 0.528 | Acc: 81.975% (1469/1792) 14/391 [==>..............................................................] Step: 321ms | Tot: 4s588ms | Loss: 0.528 | Acc: 81.927% (1573/1920) 15/391 [==>..............................................................] Step: 323ms | Tot: 4s912ms | Loss: 0.521 | Acc: 82.324% (1686/2048) 16/391 [==>..............................................................] Step: 332ms | Tot: 5s244ms | Loss: 0.516 | Acc: 82.583% (1797/2176) 17/391 [==>..............................................................] Step: 328ms | Tot: 5s572ms | Loss: 0.520 | Acc: 82.335% (1897/2304) 18/391 [==>..............................................................] Step: 328ms | Tot: 5s901ms | Loss: 0.525 | Acc: 82.237% (2000/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s226ms | Loss: 0.527 | Acc: 82.188% (2104/2560) 20/391 [===>.............................................................] Step: 330ms | Tot: 6s557ms | Loss: 0.526 | Acc: 82.106% (2207/2688) 21/391 [===>.............................................................] Step: 330ms | Tot: 6s888ms | Loss: 0.521 | Acc: 82.244% (2316/2816) 22/391 [===>.............................................................] Step: 317ms | Tot: 7s205ms | Loss: 0.525 | Acc: 82.031% (2415/2944) 23/391 [===>.............................................................] Step: 319ms | Tot: 7s524ms | Loss: 0.523 | Acc: 82.096% (2522/3072) 24/391 [===>.............................................................] Step: 320ms | Tot: 7s845ms | Loss: 0.525 | Acc: 82.000% (2624/3200) 25/391 [====>............................................................] Step: 357ms | Tot: 8s202ms | Loss: 0.527 | Acc: 81.821% (2723/3328) 26/391 [====>............................................................] Step: 358ms | Tot: 8s561ms | Loss: 0.529 | Acc: 81.800% (2827/3456) 27/391 [====>............................................................] Step: 336ms | Tot: 8s898ms | Loss: 0.529 | Acc: 81.864% (2934/3584) 28/391 [====>............................................................] Step: 321ms | Tot: 9s220ms | Loss: 0.528 | Acc: 81.923% (3041/3712) 29/391 [====>............................................................] Step: 324ms | Tot: 9s544ms | Loss: 0.530 | Acc: 81.849% (3143/3840) 30/391 [====>............................................................] Step: 326ms | Tot: 9s871ms | Loss: 0.533 | Acc: 81.729% (3243/3968) 31/391 [=====>...........................................................] Step: 321ms | Tot: 10s192ms | Loss: 0.530 | Acc: 81.885% (3354/4096) 32/391 [=====>...........................................................] Step: 323ms | Tot: 10s516ms | Loss: 0.534 | Acc: 81.676% (3450/4224) 33/391 [=====>...........................................................] Step: 321ms | Tot: 10s837ms | Loss: 0.534 | Acc: 81.687% (3555/4352) 34/391 [=====>...........................................................] Step: 326ms | Tot: 11s164ms | Loss: 0.535 | Acc: 81.674% (3659/4480) 35/391 [=====>...........................................................] Step: 324ms | Tot: 11s489ms | Loss: 0.537 | Acc: 81.597% (3760/4608) 36/391 [=====>...........................................................] Step: 319ms | Tot: 11s808ms | Loss: 0.532 | Acc: 81.651% (3867/4736) 37/391 [======>..........................................................] Step: 324ms | Tot: 12s133ms | Loss: 0.529 | Acc: 81.764% (3977/4864) 38/391 [======>..........................................................] Step: 322ms | Tot: 12s456ms | Loss: 0.533 | Acc: 81.731% (4080/4992) 39/391 [======>..........................................................] Step: 320ms | Tot: 12s776ms | Loss: 0.533 | Acc: 81.699% (4183/5120) 40/391 [======>..........................................................] Step: 324ms | Tot: 13s100ms | Loss: 0.532 | Acc: 81.669% (4286/5248) 41/391 [======>..........................................................] Step: 327ms | Tot: 13s428ms | Loss: 0.531 | Acc: 81.696% (4392/5376) 42/391 [======>..........................................................] Step: 320ms | Tot: 13s749ms | Loss: 0.532 | Acc: 81.632% (4493/5504) 43/391 [=======>.........................................................] Step: 326ms | Tot: 14s75ms | Loss: 0.532 | Acc: 81.605% (4596/5632) 44/391 [=======>.........................................................] Step: 322ms | Tot: 14s398ms | Loss: 0.531 | Acc: 81.615% (4701/5760) 45/391 [=======>.........................................................] Step: 325ms | Tot: 14s723ms | Loss: 0.528 | Acc: 81.776% (4815/5888) 46/391 [=======>.........................................................] Step: 331ms | Tot: 15s55ms | Loss: 0.528 | Acc: 81.765% (4919/6016) 47/391 [=======>.........................................................] Step: 326ms | Tot: 15s381ms | Loss: 0.527 | Acc: 81.755% (5023/6144) 48/391 [=======>.........................................................] Step: 319ms | Tot: 15s701ms | Loss: 0.526 | Acc: 81.680% (5123/6272) 49/391 [========>........................................................] Step: 339ms | Tot: 16s40ms | Loss: 0.525 | Acc: 81.797% (5235/6400) 50/391 [========>........................................................] Step: 361ms | Tot: 16s401ms | Loss: 0.525 | Acc: 81.832% (5342/6528) 51/391 [========>........................................................] Step: 331ms | Tot: 16s733ms | Loss: 0.523 | Acc: 81.896% (5451/6656) 52/391 [========>........................................................] Step: 328ms | Tot: 17s61ms | Loss: 0.525 | Acc: 81.825% (5551/6784) 53/391 [========>........................................................] Step: 320ms | Tot: 17s382ms | Loss: 0.524 | Acc: 81.829% (5656/6912) 54/391 [========>........................................................] Step: 319ms | Tot: 17s701ms | Loss: 0.522 | Acc: 81.918% (5767/7040) 55/391 [=========>.......................................................] Step: 328ms | Tot: 18s30ms | Loss: 0.521 | Acc: 81.975% (5876/7168) 56/391 [=========>.......................................................] Step: 323ms | Tot: 18s353ms | Loss: 0.522 | Acc: 81.963% (5980/7296) 57/391 [=========>.......................................................] Step: 323ms | Tot: 18s677ms | Loss: 0.522 | Acc: 81.977% (6086/7424) 58/391 [=========>.......................................................] Step: 329ms | Tot: 19s6ms | Loss: 0.525 | Acc: 81.872% (6183/7552) 59/391 [=========>.......................................................] Step: 318ms | Tot: 19s325ms | Loss: 0.524 | Acc: 81.901% (6290/7680) 60/391 [=========>.......................................................] Step: 323ms | Tot: 19s649ms | Loss: 0.526 | Acc: 81.826% (6389/7808) 61/391 [==========>......................................................] Step: 327ms | Tot: 19s977ms | Loss: 0.525 | Acc: 81.804% (6492/7936) 62/391 [==========>......................................................] Step: 320ms | Tot: 20s297ms | Loss: 0.524 | Acc: 81.870% (6602/8064) 63/391 [==========>......................................................] Step: 321ms | Tot: 20s619ms | Loss: 0.521 | Acc: 81.982% (6716/8192) 64/391 [==========>......................................................] Step: 328ms | Tot: 20s947ms | Loss: 0.522 | Acc: 81.899% (6814/8320) 65/391 [==========>......................................................] Step: 321ms | Tot: 21s269ms | Loss: 0.522 | Acc: 81.889% (6918/8448) 66/391 [==========>......................................................] Step: 327ms | Tot: 21s596ms | Loss: 0.521 | Acc: 81.938% (7027/8576) 67/391 [===========>.....................................................] Step: 326ms | Tot: 21s922ms | Loss: 0.522 | Acc: 81.916% (7130/8704) 68/391 [===========>.....................................................] Step: 319ms | Tot: 22s242ms | Loss: 0.523 | Acc: 81.827% (7227/8832) 69/391 [===========>.....................................................] Step: 320ms | Tot: 22s563ms | Loss: 0.522 | Acc: 81.886% (7337/8960) 70/391 [===========>.....................................................] Step: 321ms | Tot: 22s884ms | Loss: 0.525 | Acc: 81.833% (7437/9088) 71/391 [===========>.....................................................] Step: 320ms | Tot: 23s205ms | Loss: 0.523 | Acc: 81.912% (7549/9216) 72/391 [===========>.....................................................] Step: 326ms | Tot: 23s531ms | Loss: 0.523 | Acc: 81.903% (7653/9344) 73/391 [============>....................................................] Step: 319ms | Tot: 23s851ms | Loss: 0.524 | Acc: 81.841% (7752/9472) 74/391 [============>....................................................] Step: 325ms | Tot: 24s176ms | Loss: 0.525 | Acc: 81.802% (7853/9600) 75/391 [============>....................................................] Step: 322ms | Tot: 24s498ms | Loss: 0.524 | Acc: 81.867% (7964/9728) 76/391 [============>....................................................] Step: 320ms | Tot: 24s819ms | Loss: 0.524 | Acc: 81.909% (8073/9856) 77/391 [============>....................................................] Step: 324ms | Tot: 25s144ms | Loss: 0.525 | Acc: 81.841% (8171/9984) 78/391 [============>....................................................] Step: 324ms | Tot: 25s468ms | Loss: 0.525 | Acc: 81.833% (8275/10112) 79/391 [=============>...................................................] Step: 321ms | Tot: 25s790ms | Loss: 0.525 | Acc: 81.875% (8384/10240) 80/391 [=============>...................................................] Step: 326ms | Tot: 26s116ms | Loss: 0.524 | Acc: 81.887% (8490/10368) 81/391 [=============>...................................................] Step: 323ms | Tot: 26s439ms | Loss: 0.527 | Acc: 81.831% (8589/10496) 82/391 [=============>...................................................] Step: 323ms | Tot: 26s763ms | Loss: 0.527 | Acc: 81.787% (8689/10624) 83/391 [=============>...................................................] Step: 332ms | Tot: 27s95ms | Loss: 0.527 | Acc: 81.762% (8791/10752) 84/391 [=============>...................................................] Step: 320ms | Tot: 27s416ms | Loss: 0.527 | Acc: 81.783% (8898/10880) 85/391 [==============>..................................................] Step: 318ms | Tot: 27s734ms | Loss: 0.527 | Acc: 81.795% (9004/11008) 86/391 [==============>..................................................] Step: 332ms | Tot: 28s67ms | Loss: 0.528 | Acc: 81.744% (9103/11136) 87/391 [==============>..................................................] Step: 323ms | Tot: 28s391ms | Loss: 0.529 | Acc: 81.703% (9203/11264) 88/391 [==============>..................................................] Step: 324ms | Tot: 28s715ms | Loss: 0.528 | Acc: 81.706% (9308/11392) 89/391 [==============>..................................................] Step: 332ms | Tot: 29s48ms | Loss: 0.528 | Acc: 81.727% (9415/11520) 90/391 [==============>..................................................] Step: 321ms | Tot: 29s369ms | Loss: 0.529 | Acc: 81.679% (9514/11648) 91/391 [===============>.................................................] Step: 320ms | Tot: 29s689ms | Loss: 0.529 | Acc: 81.709% (9622/11776) 92/391 [===============>.................................................] Step: 331ms | Tot: 30s21ms | Loss: 0.527 | Acc: 81.804% (9738/11904) 93/391 [===============>.................................................] Step: 323ms | Tot: 30s344ms | Loss: 0.528 | Acc: 81.799% (9842/12032) 94/391 [===============>.................................................] Step: 321ms | Tot: 30s665ms | Loss: 0.527 | Acc: 81.826% (9950/12160) 95/391 [===============>.................................................] Step: 329ms | Tot: 30s995ms | Loss: 0.527 | Acc: 81.812% (10053/12288) 96/391 [===============>.................................................] Step: 319ms | Tot: 31s314ms | Loss: 0.527 | Acc: 81.806% (10157/12416) 97/391 [================>................................................] Step: 321ms | Tot: 31s635ms | Loss: 0.527 | Acc: 81.840% (10266/12544) 98/391 [================>................................................] Step: 327ms | Tot: 31s962ms | Loss: 0.528 | Acc: 81.842% (10371/12672) 99/391 [================>................................................] Step: 318ms | Tot: 32s281ms | Loss: 0.527 | Acc: 81.859% (10478/12800) 100/391 [================>................................................] Step: 320ms | Tot: 32s602ms | Loss: 0.527 | Acc: 81.900% (10588/12928) 101/391 [================>................................................] Step: 329ms | Tot: 32s931ms | Loss: 0.528 | Acc: 81.863% (10688/13056) 102/391 [================>................................................] Step: 319ms | Tot: 33s251ms | Loss: 0.527 | Acc: 81.872% (10794/13184) 103/391 [=================>...............................................] Step: 321ms | Tot: 33s572ms | Loss: 0.528 | Acc: 81.813% (10891/13312) 104/391 [=================>...............................................] Step: 320ms | Tot: 33s893ms | Loss: 0.528 | Acc: 81.823% (10997/13440) 105/391 [=================>...............................................] Step: 319ms | Tot: 34s212ms | Loss: 0.527 | Acc: 81.832% (11103/13568) 106/391 [=================>...............................................] Step: 319ms | Tot: 34s531ms | Loss: 0.528 | Acc: 81.827% (11207/13696) 107/391 [=================>...............................................] Step: 322ms | Tot: 34s854ms | Loss: 0.530 | Acc: 81.800% (11308/13824) 108/391 [=================>...............................................] Step: 320ms | Tot: 35s175ms | Loss: 0.530 | Acc: 81.780% (11410/13952) 109/391 [==================>..............................................] Step: 322ms | Tot: 35s497ms | Loss: 0.530 | Acc: 81.768% (11513/14080) 110/391 [==================>..............................................] Step: 322ms | Tot: 35s820ms | Loss: 0.531 | Acc: 81.743% (11614/14208) 111/391 [==================>..............................................] Step: 322ms | Tot: 36s143ms | Loss: 0.532 | Acc: 81.710% (11714/14336) 112/391 [==================>..............................................] Step: 319ms | Tot: 36s463ms | Loss: 0.532 | Acc: 81.692% (11816/14464) 113/391 [==================>..............................................] Step: 321ms | Tot: 36s784ms | Loss: 0.532 | Acc: 81.695% (11921/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s113ms | Loss: 0.533 | Acc: 81.678% (12023/14720) 115/391 [===================>.............................................] Step: 322ms | Tot: 37s435ms | Loss: 0.534 | Acc: 81.620% (12119/14848) 116/391 [===================>.............................................] Step: 320ms | Tot: 37s755ms | Loss: 0.535 | Acc: 81.591% (12219/14976) 117/391 [===================>.............................................] Step: 327ms | Tot: 38s83ms | Loss: 0.534 | Acc: 81.627% (12329/15104) 118/391 [===================>.............................................] Step: 319ms | Tot: 38s403ms | Loss: 0.535 | Acc: 81.572% (12425/15232) 119/391 [===================>.............................................] Step: 323ms | Tot: 38s726ms | Loss: 0.535 | Acc: 81.589% (12532/15360) 120/391 [===================>.............................................] Step: 328ms | Tot: 39s55ms | Loss: 0.535 | Acc: 81.586% (12636/15488) 121/391 [====================>............................................] Step: 321ms | Tot: 39s376ms | Loss: 0.535 | Acc: 81.583% (12740/15616) 122/391 [====================>............................................] Step: 321ms | Tot: 39s698ms | Loss: 0.534 | Acc: 81.625% (12851/15744) 123/391 [====================>............................................] Step: 331ms | Tot: 40s30ms | Loss: 0.535 | Acc: 81.609% (12953/15872) 124/391 [====================>............................................] Step: 319ms | Tot: 40s350ms | Loss: 0.536 | Acc: 81.575% (13052/16000) 125/391 [====================>............................................] Step: 322ms | Tot: 40s673ms | Loss: 0.536 | Acc: 81.591% (13159/16128) 126/391 [====================>............................................] Step: 329ms | Tot: 41s2ms | Loss: 0.535 | Acc: 81.613% (13267/16256) 127/391 [=====================>...........................................] Step: 331ms | Tot: 41s334ms | Loss: 0.535 | Acc: 81.622% (13373/16384) 128/391 [=====================>...........................................] Step: 329ms | Tot: 41s663ms | Loss: 0.536 | Acc: 81.625% (13478/16512) 129/391 [=====================>...........................................] Step: 327ms | Tot: 41s990ms | Loss: 0.536 | Acc: 81.641% (13585/16640) 130/391 [=====================>...........................................] Step: 320ms | Tot: 42s310ms | Loss: 0.536 | Acc: 81.572% (13678/16768) 131/391 [=====================>...........................................] Step: 324ms | Tot: 42s634ms | Loss: 0.536 | Acc: 81.587% (13785/16896) 132/391 [=====================>...........................................] Step: 329ms | Tot: 42s964ms | Loss: 0.537 | Acc: 81.544% (13882/17024) 133/391 [======================>..........................................] Step: 321ms | Tot: 43s285ms | Loss: 0.536 | Acc: 81.594% (13995/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 43s610ms | Loss: 0.536 | Acc: 81.609% (14102/17280) 135/391 [======================>..........................................] Step: 329ms | Tot: 43s940ms | Loss: 0.536 | Acc: 81.595% (14204/17408) 136/391 [======================>..........................................] Step: 321ms | Tot: 44s261ms | Loss: 0.536 | Acc: 81.615% (14312/17536) 137/391 [======================>..........................................] Step: 322ms | Tot: 44s584ms | Loss: 0.536 | Acc: 81.629% (14419/17664) 138/391 [======================>..........................................] Step: 324ms | Tot: 44s909ms | Loss: 0.537 | Acc: 81.598% (14518/17792) 139/391 [=======================>.........................................] Step: 320ms | Tot: 45s229ms | Loss: 0.536 | Acc: 81.613% (14625/17920) 140/391 [=======================>.........................................] Step: 325ms | Tot: 45s554ms | Loss: 0.535 | Acc: 81.632% (14733/18048) 141/391 [=======================>.........................................] Step: 322ms | Tot: 45s877ms | Loss: 0.536 | Acc: 81.602% (14832/18176) 142/391 [=======================>.........................................] Step: 344ms | Tot: 46s221ms | Loss: 0.536 | Acc: 81.583% (14933/18304) 143/391 [=======================>.........................................] Step: 334ms | Tot: 46s555ms | Loss: 0.536 | Acc: 81.613% (15043/18432) 144/391 [=======================>.........................................] Step: 325ms | Tot: 46s881ms | Loss: 0.535 | Acc: 81.611% (15147/18560) 145/391 [========================>........................................] Step: 319ms | Tot: 47s201ms | Loss: 0.535 | Acc: 81.614% (15252/18688) 146/391 [========================>........................................] Step: 325ms | Tot: 47s526ms | Loss: 0.535 | Acc: 81.606% (15355/18816) 147/391 [========================>........................................] Step: 320ms | Tot: 47s846ms | Loss: 0.535 | Acc: 81.598% (15458/18944) 148/391 [========================>........................................] Step: 323ms | Tot: 48s170ms | Loss: 0.534 | Acc: 81.622% (15567/19072) 149/391 [========================>........................................] Step: 322ms | Tot: 48s493ms | Loss: 0.534 | Acc: 81.620% (15671/19200) 150/391 [========================>........................................] Step: 328ms | Tot: 48s821ms | Loss: 0.534 | Acc: 81.607% (15773/19328) 151/391 [=========================>.......................................] Step: 327ms | Tot: 49s149ms | Loss: 0.533 | Acc: 81.610% (15878/19456) 152/391 [=========================>.......................................] Step: 328ms | Tot: 49s477ms | Loss: 0.534 | Acc: 81.572% (15975/19584) 153/391 [=========================>.......................................] Step: 321ms | Tot: 49s798ms | Loss: 0.534 | Acc: 81.559% (16077/19712) 154/391 [=========================>.......................................] Step: 328ms | Tot: 50s126ms | Loss: 0.534 | Acc: 81.557% (16181/19840) 155/391 [=========================>.......................................] Step: 325ms | Tot: 50s451ms | Loss: 0.534 | Acc: 81.550% (16284/19968) 156/391 [=========================>.......................................] Step: 321ms | Tot: 50s773ms | Loss: 0.534 | Acc: 81.549% (16388/20096) 157/391 [==========================>......................................] Step: 326ms | Tot: 51s99ms | Loss: 0.534 | Acc: 81.562% (16495/20224) 158/391 [==========================>......................................] Step: 321ms | Tot: 51s420ms | Loss: 0.533 | Acc: 81.550% (16597/20352) 159/391 [==========================>......................................] Step: 320ms | Tot: 51s740ms | Loss: 0.533 | Acc: 81.558% (16703/20480) 160/391 [==========================>......................................] Step: 325ms | Tot: 52s66ms | Loss: 0.535 | Acc: 81.527% (16801/20608) 161/391 [==========================>......................................] Step: 320ms | Tot: 52s387ms | Loss: 0.534 | Acc: 81.530% (16906/20736) 162/391 [==========================>......................................] Step: 321ms | Tot: 52s708ms | Loss: 0.534 | Acc: 81.518% (17008/20864) 163/391 [===========================>.....................................] Step: 329ms | Tot: 53s37ms | Loss: 0.534 | Acc: 81.517% (17112/20992) 164/391 [===========================>.....................................] Step: 324ms | Tot: 53s362ms | Loss: 0.534 | Acc: 81.487% (17210/21120) 165/391 [===========================>.....................................] Step: 322ms | Tot: 53s684ms | Loss: 0.535 | Acc: 81.476% (17312/21248) 166/391 [===========================>.....................................] Step: 329ms | Tot: 54s14ms | Loss: 0.537 | Acc: 81.428% (17406/21376) 167/391 [===========================>.....................................] Step: 325ms | Tot: 54s339ms | Loss: 0.537 | Acc: 81.417% (17508/21504) 168/391 [===========================>.....................................] Step: 322ms | Tot: 54s662ms | Loss: 0.537 | Acc: 81.407% (17610/21632) 169/391 [============================>....................................] Step: 331ms | Tot: 54s994ms | Loss: 0.537 | Acc: 81.402% (17713/21760) 170/391 [============================>....................................] Step: 321ms | Tot: 55s315ms | Loss: 0.538 | Acc: 81.373% (17811/21888) 171/391 [============================>....................................] Step: 323ms | Tot: 55s639ms | Loss: 0.537 | Acc: 81.400% (17921/22016) 172/391 [============================>....................................] Step: 329ms | Tot: 55s968ms | Loss: 0.537 | Acc: 81.422% (18030/22144) 173/391 [============================>....................................] Step: 326ms | Tot: 56s295ms | Loss: 0.537 | Acc: 81.416% (18133/22272) 174/391 [============================>....................................] Step: 323ms | Tot: 56s618ms | Loss: 0.538 | Acc: 81.357% (18224/22400) 175/391 [=============================>...................................] Step: 339ms | Tot: 56s957ms | Loss: 0.538 | Acc: 81.365% (18330/22528) 176/391 [=============================>...................................] Step: 321ms | Tot: 57s278ms | Loss: 0.539 | Acc: 81.347% (18430/22656) 177/391 [=============================>...................................] Step: 324ms | Tot: 57s603ms | Loss: 0.539 | Acc: 81.316% (18527/22784) 178/391 [=============================>...................................] Step: 328ms | Tot: 57s931ms | Loss: 0.539 | Acc: 81.329% (18634/22912) 179/391 [=============================>...................................] Step: 320ms | Tot: 58s252ms | Loss: 0.539 | Acc: 81.328% (18738/23040) 180/391 [=============================>...................................] Step: 321ms | Tot: 58s574ms | Loss: 0.539 | Acc: 81.323% (18841/23168) 181/391 [==============================>..................................] Step: 332ms | Tot: 58s906ms | Loss: 0.539 | Acc: 81.319% (18944/23296) 182/391 [==============================>..................................] Step: 327ms | Tot: 59s233ms | Loss: 0.538 | Acc: 81.357% (19057/23424) 183/391 [==============================>..................................] Step: 327ms | Tot: 59s561ms | Loss: 0.539 | Acc: 81.339% (19157/23552) 184/391 [==============================>..................................] Step: 330ms | Tot: 59s891ms | Loss: 0.539 | Acc: 81.351% (19264/23680) 185/391 [==============================>..................................] Step: 333ms | Tot: 1m225ms | Loss: 0.538 | Acc: 81.342% (19366/23808) 186/391 [==============================>..................................] Step: 327ms | Tot: 1m553ms | Loss: 0.539 | Acc: 81.346% (19471/23936) 187/391 [===============================>.................................] Step: 327ms | Tot: 1m881ms | Loss: 0.539 | Acc: 81.325% (19570/24064) 188/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.539 | Acc: 81.324% (19674/24192) 189/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.539 | Acc: 81.316% (19776/24320) 190/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.539 | Acc: 81.328% (19883/24448) 191/391 [===============================>.................................] Step: 337ms | Tot: 1m2s | Loss: 0.539 | Acc: 81.311% (19983/24576) 192/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.539 | Acc: 81.307% (20086/24704) 193/391 [================================>................................] Step: 324ms | Tot: 1m2s | Loss: 0.539 | Acc: 81.322% (20194/24832) 194/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.539 | Acc: 81.330% (20300/24960) 195/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.539 | Acc: 81.338% (20406/25088) 196/391 [================================>................................] Step: 320ms | Tot: 1m3s | Loss: 0.539 | Acc: 81.357% (20515/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.539 | Acc: 81.349% (20617/25344) 198/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.538 | Acc: 81.372% (20727/25472) 199/391 [=================================>...............................] Step: 323ms | Tot: 1m4s | Loss: 0.539 | Acc: 81.367% (20830/25600) 200/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 0.539 | Acc: 81.355% (20931/25728) 201/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.539 | Acc: 81.366% (21038/25856) 202/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.539 | Acc: 81.350% (21138/25984) 203/391 [=================================>...............................] Step: 329ms | Tot: 1m6s | Loss: 0.539 | Acc: 81.373% (21248/26112) 204/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.538 | Acc: 81.406% (21361/26240) 205/391 [==================================>..............................] Step: 320ms | Tot: 1m6s | Loss: 0.538 | Acc: 81.432% (21472/26368) 206/391 [==================================>..............................] Step: 330ms | Tot: 1m7s | Loss: 0.537 | Acc: 81.450% (21581/26496) 207/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.537 | Acc: 81.457% (21687/26624) 208/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.538 | Acc: 81.429% (21784/26752) 209/391 [==================================>..............................] Step: 338ms | Tot: 1m8s | Loss: 0.538 | Acc: 81.447% (21893/26880) 210/391 [==================================>..............................] Step: 328ms | Tot: 1m8s | Loss: 0.538 | Acc: 81.417% (21989/27008) 211/391 [===================================>.............................] Step: 327ms | Tot: 1m8s | Loss: 0.538 | Acc: 81.434% (22098/27136) 212/391 [===================================>.............................] Step: 333ms | Tot: 1m9s | Loss: 0.538 | Acc: 81.437% (22203/27264) 213/391 [===================================>.............................] Step: 323ms | Tot: 1m9s | Loss: 0.538 | Acc: 81.443% (22309/27392) 214/391 [===================================>.............................] Step: 323ms | Tot: 1m9s | Loss: 0.538 | Acc: 81.432% (22410/27520) 215/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.538 | Acc: 81.427% (22513/27648) 216/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.539 | Acc: 81.408% (22612/27776) 217/391 [====================================>............................] Step: 326ms | Tot: 1m10s | Loss: 0.539 | Acc: 81.415% (22718/27904) 218/391 [====================================>............................] Step: 334ms | Tot: 1m11s | Loss: 0.539 | Acc: 81.418% (22823/28032) 219/391 [====================================>............................] Step: 329ms | Tot: 1m11s | Loss: 0.539 | Acc: 81.413% (22926/28160) 220/391 [====================================>............................] Step: 341ms | Tot: 1m11s | Loss: 0.539 | Acc: 81.406% (23028/28288) 221/391 [====================================>............................] Step: 331ms | Tot: 1m12s | Loss: 0.539 | Acc: 81.391% (23128/28416) 222/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.540 | Acc: 81.373% (23227/28544) 223/391 [=====================================>...........................] Step: 323ms | Tot: 1m12s | Loss: 0.539 | Acc: 81.390% (23336/28672) 224/391 [=====================================>...........................] Step: 327ms | Tot: 1m12s | Loss: 0.539 | Acc: 81.406% (23445/28800) 225/391 [=====================================>...........................] Step: 320ms | Tot: 1m13s | Loss: 0.539 | Acc: 81.399% (23547/28928) 226/391 [=====================================>...........................] Step: 322ms | Tot: 1m13s | Loss: 0.539 | Acc: 81.391% (23649/29056) 227/391 [=====================================>...........................] Step: 335ms | Tot: 1m13s | Loss: 0.539 | Acc: 81.401% (23756/29184) 228/391 [=====================================>...........................] Step: 319ms | Tot: 1m14s | Loss: 0.539 | Acc: 81.410% (23863/29312) 229/391 [======================================>..........................] Step: 323ms | Tot: 1m14s | Loss: 0.539 | Acc: 81.420% (23970/29440) 230/391 [======================================>..........................] Step: 325ms | Tot: 1m14s | Loss: 0.539 | Acc: 81.426% (24076/29568) 231/391 [======================================>..........................] Step: 320ms | Tot: 1m15s | Loss: 0.538 | Acc: 81.445% (24186/29696) 232/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.538 | Acc: 81.451% (24292/29824) 233/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 0.537 | Acc: 81.460% (24399/29952) 234/391 [======================================>..........................] Step: 346ms | Tot: 1m16s | Loss: 0.537 | Acc: 81.479% (24509/30080) 235/391 [=======================================>.........................] Step: 332ms | Tot: 1m16s | Loss: 0.537 | Acc: 81.475% (24612/30208) 236/391 [=======================================>.........................] Step: 325ms | Tot: 1m16s | Loss: 0.537 | Acc: 81.477% (24717/30336) 237/391 [=======================================>.........................] Step: 320ms | Tot: 1m17s | Loss: 0.537 | Acc: 81.467% (24818/30464) 238/391 [=======================================>.........................] Step: 322ms | Tot: 1m17s | Loss: 0.537 | Acc: 81.462% (24921/30592) 239/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.537 | Acc: 81.465% (25026/30720) 240/391 [=======================================>.........................] Step: 336ms | Tot: 1m18s | Loss: 0.537 | Acc: 81.457% (25128/30848) 241/391 [========================================>........................] Step: 325ms | Tot: 1m18s | Loss: 0.537 | Acc: 81.470% (25236/30976) 242/391 [========================================>........................] Step: 323ms | Tot: 1m18s | Loss: 0.537 | Acc: 81.462% (25338/31104) 243/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.537 | Acc: 81.468% (25444/31232) 244/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.536 | Acc: 81.470% (25549/31360) 245/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.538 | Acc: 81.450% (25647/31488) 246/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 0.538 | Acc: 81.446% (25750/31616) 247/391 [=========================================>.......................] Step: 323ms | Tot: 1m20s | Loss: 0.538 | Acc: 81.439% (25852/31744) 248/391 [=========================================>.......................] Step: 324ms | Tot: 1m20s | Loss: 0.538 | Acc: 81.435% (25955/31872) 249/391 [=========================================>.......................] Step: 328ms | Tot: 1m21s | Loss: 0.538 | Acc: 81.425% (26056/32000) 250/391 [=========================================>.......................] Step: 321ms | Tot: 1m21s | Loss: 0.538 | Acc: 81.431% (26162/32128) 251/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.538 | Acc: 81.455% (26274/32256) 252/391 [=========================================>.......................] Step: 328ms | Tot: 1m22s | Loss: 0.537 | Acc: 81.472% (26384/32384) 253/391 [==========================================>......................] Step: 325ms | Tot: 1m22s | Loss: 0.537 | Acc: 81.465% (26486/32512) 254/391 [==========================================>......................] Step: 326ms | Tot: 1m22s | Loss: 0.537 | Acc: 81.468% (26591/32640) 255/391 [==========================================>......................] Step: 334ms | Tot: 1m23s | Loss: 0.537 | Acc: 81.470% (26696/32768) 256/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 0.537 | Acc: 81.454% (26795/32896) 257/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 0.537 | Acc: 81.450% (26898/33024) 258/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 0.537 | Acc: 81.428% (26995/33152) 259/391 [===========================================>.....................] Step: 325ms | Tot: 1m24s | Loss: 0.537 | Acc: 81.430% (27100/33280) 260/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.537 | Acc: 81.442% (27208/33408) 261/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.537 | Acc: 81.456% (27317/33536) 262/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.537 | Acc: 81.464% (27424/33664) 263/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 0.537 | Acc: 81.433% (27518/33792) 264/391 [===========================================>.....................] Step: 329ms | Tot: 1m26s | Loss: 0.538 | Acc: 81.427% (27620/33920) 265/391 [============================================>....................] Step: 324ms | Tot: 1m26s | Loss: 0.537 | Acc: 81.417% (27721/34048) 266/391 [============================================>....................] Step: 322ms | Tot: 1m26s | Loss: 0.538 | Acc: 81.417% (27825/34176) 267/391 [============================================>....................] Step: 333ms | Tot: 1m26s | Loss: 0.537 | Acc: 81.425% (27932/34304) 268/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.538 | Acc: 81.418% (28034/34432) 269/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.537 | Acc: 81.421% (28139/34560) 270/391 [============================================>....................] Step: 330ms | Tot: 1m27s | Loss: 0.537 | Acc: 81.443% (28251/34688) 271/391 [=============================================>...................] Step: 322ms | Tot: 1m28s | Loss: 0.538 | Acc: 81.419% (28347/34816) 272/391 [=============================================>...................] Step: 328ms | Tot: 1m28s | Loss: 0.538 | Acc: 81.422% (28452/34944) 273/391 [=============================================>...................] Step: 330ms | Tot: 1m28s | Loss: 0.538 | Acc: 81.430% (28559/35072) 274/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.538 | Acc: 81.435% (28665/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.538 | Acc: 81.445% (28773/35328) 276/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.537 | Acc: 81.462% (28883/35456) 277/391 [==============================================>..................] Step: 326ms | Tot: 1m30s | Loss: 0.537 | Acc: 81.464% (28988/35584) 278/391 [==============================================>..................] Step: 328ms | Tot: 1m30s | Loss: 0.537 | Acc: 81.452% (29088/35712) 279/391 [==============================================>..................] Step: 330ms | Tot: 1m30s | Loss: 0.537 | Acc: 81.459% (29195/35840) 280/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.537 | Acc: 81.453% (29297/35968) 281/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.538 | Acc: 81.436% (29395/36096) 282/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.537 | Acc: 81.452% (29505/36224) 283/391 [===============================================>.................] Step: 328ms | Tot: 1m32s | Loss: 0.537 | Acc: 81.434% (29603/36352) 284/391 [===============================================>.................] Step: 323ms | Tot: 1m32s | Loss: 0.537 | Acc: 81.442% (29710/36480) 285/391 [===============================================>.................] Step: 326ms | Tot: 1m32s | Loss: 0.537 | Acc: 81.441% (29814/36608) 286/391 [===============================================>.................] Step: 322ms | Tot: 1m33s | Loss: 0.538 | Acc: 81.441% (29918/36736) 287/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.538 | Acc: 81.432% (30019/36864) 288/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.538 | Acc: 81.431% (30123/36992) 289/391 [================================================>................] Step: 335ms | Tot: 1m34s | Loss: 0.538 | Acc: 81.452% (30235/37120) 290/391 [================================================>................] Step: 328ms | Tot: 1m34s | Loss: 0.538 | Acc: 81.446% (30337/37248) 291/391 [================================================>................] Step: 322ms | Tot: 1m34s | Loss: 0.538 | Acc: 81.456% (30445/37376) 292/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.538 | Acc: 81.466% (30553/37504) 293/391 [================================================>................] Step: 326ms | Tot: 1m35s | Loss: 0.538 | Acc: 81.463% (30656/37632) 294/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.538 | Acc: 81.451% (30756/37760) 295/391 [=================================================>...............] Step: 325ms | Tot: 1m36s | Loss: 0.538 | Acc: 81.464% (30865/37888) 296/391 [=================================================>...............] Step: 324ms | Tot: 1m36s | Loss: 0.538 | Acc: 81.463% (30969/38016) 297/391 [=================================================>...............] Step: 325ms | Tot: 1m36s | Loss: 0.538 | Acc: 81.460% (31072/38144) 298/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.539 | Acc: 81.449% (31172/38272) 299/391 [=================================================>...............] Step: 334ms | Tot: 1m37s | Loss: 0.538 | Acc: 81.451% (31277/38400) 300/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.539 | Acc: 81.442% (31378/38528) 301/391 [==================================================>..............] Step: 331ms | Tot: 1m38s | Loss: 0.539 | Acc: 81.423% (31475/38656) 302/391 [==================================================>..............] Step: 322ms | Tot: 1m38s | Loss: 0.539 | Acc: 81.428% (31581/38784) 303/391 [==================================================>..............] Step: 323ms | Tot: 1m38s | Loss: 0.539 | Acc: 81.445% (31692/38912) 304/391 [==================================================>..............] Step: 330ms | Tot: 1m39s | Loss: 0.539 | Acc: 81.437% (31793/39040) 305/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.539 | Acc: 81.429% (31894/39168) 306/391 [==================================================>..............] Step: 319ms | Tot: 1m39s | Loss: 0.539 | Acc: 81.393% (31984/39296) 307/391 [===================================================>.............] Step: 329ms | Tot: 1m40s | Loss: 0.539 | Acc: 81.377% (32082/39424) 308/391 [===================================================>.............] Step: 327ms | Tot: 1m40s | Loss: 0.539 | Acc: 81.369% (32183/39552) 309/391 [===================================================>.............] Step: 334ms | Tot: 1m40s | Loss: 0.539 | Acc: 81.381% (32292/39680) 310/391 [===================================================>.............] Step: 331ms | Tot: 1m41s | Loss: 0.539 | Acc: 81.386% (32398/39808) 311/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.539 | Acc: 81.388% (32503/39936) 312/391 [===================================================>.............] Step: 322ms | Tot: 1m41s | Loss: 0.540 | Acc: 81.375% (32602/40064) 313/391 [====================================================>............] Step: 338ms | Tot: 1m42s | Loss: 0.539 | Acc: 81.384% (32710/40192) 314/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.540 | Acc: 81.376% (32811/40320) 315/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.540 | Acc: 81.371% (32913/40448) 316/391 [====================================================>............] Step: 330ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.386% (33023/40576) 317/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.392% (33130/40704) 318/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.382% (33230/40832) 319/391 [=====================================================>...........] Step: 331ms | Tot: 1m43s | Loss: 0.540 | Acc: 81.394% (33339/40960) 320/391 [=====================================================>...........] Step: 327ms | Tot: 1m44s | Loss: 0.540 | Acc: 81.386% (33440/41088) 321/391 [=====================================================>...........] Step: 323ms | Tot: 1m44s | Loss: 0.540 | Acc: 81.391% (33546/41216) 322/391 [=====================================================>...........] Step: 327ms | Tot: 1m44s | Loss: 0.540 | Acc: 81.373% (33643/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.540 | Acc: 81.373% (33747/41472) 324/391 [=====================================================>...........] Step: 325ms | Tot: 1m45s | Loss: 0.540 | Acc: 81.382% (33855/41600) 325/391 [======================================================>..........] Step: 336ms | Tot: 1m45s | Loss: 0.540 | Acc: 81.384% (33960/41728) 326/391 [======================================================>..........] Step: 350ms | Tot: 1m46s | Loss: 0.540 | Acc: 81.393% (34068/41856) 327/391 [======================================================>..........] Step: 340ms | Tot: 1m46s | Loss: 0.539 | Acc: 81.400% (34175/41984) 328/391 [======================================================>..........] Step: 331ms | Tot: 1m46s | Loss: 0.540 | Acc: 81.392% (34276/42112) 329/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.540 | Acc: 81.387% (34378/42240) 330/391 [======================================================>..........] Step: 326ms | Tot: 1m47s | Loss: 0.540 | Acc: 81.373% (34476/42368) 331/391 [=======================================================>.........] Step: 338ms | Tot: 1m47s | Loss: 0.540 | Acc: 81.394% (34589/42496) 332/391 [=======================================================>.........] Step: 332ms | Tot: 1m48s | Loss: 0.540 | Acc: 81.384% (34689/42624) 333/391 [=======================================================>.........] Step: 332ms | Tot: 1m48s | Loss: 0.540 | Acc: 81.365% (34785/42752) 334/391 [=======================================================>.........] Step: 333ms | Tot: 1m48s | Loss: 0.540 | Acc: 81.367% (34890/42880) 335/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 0.540 | Acc: 81.369% (34995/43008) 336/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.540 | Acc: 81.352% (35092/43136) 337/391 [========================================================>........] Step: 336ms | Tot: 1m49s | Loss: 0.540 | Acc: 81.342% (35192/43264) 338/391 [========================================================>........] Step: 330ms | Tot: 1m50s | Loss: 0.540 | Acc: 81.347% (35298/43392) 339/391 [========================================================>........] Step: 329ms | Tot: 1m50s | Loss: 0.540 | Acc: 81.335% (35397/43520) 340/391 [========================================================>........] Step: 332ms | Tot: 1m50s | Loss: 0.540 | Acc: 81.326% (35497/43648) 341/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.540 | Acc: 81.344% (35609/43776) 342/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.540 | Acc: 81.346% (35714/43904) 343/391 [=========================================================>.......] Step: 327ms | Tot: 1m51s | Loss: 0.540 | Acc: 81.320% (35807/44032) 344/391 [=========================================================>.......] Step: 327ms | Tot: 1m52s | Loss: 0.540 | Acc: 81.320% (35911/44160) 345/391 [=========================================================>.......] Step: 328ms | Tot: 1m52s | Loss: 0.540 | Acc: 81.329% (36019/44288) 346/391 [=========================================================>.......] Step: 334ms | Tot: 1m52s | Loss: 0.540 | Acc: 81.336% (36126/44416) 347/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 0.540 | Acc: 81.324% (36225/44544) 348/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 0.540 | Acc: 81.328% (36331/44672) 349/391 [==========================================================>......] Step: 326ms | Tot: 1m53s | Loss: 0.540 | Acc: 81.319% (36431/44800) 350/391 [==========================================================>......] Step: 326ms | Tot: 1m54s | Loss: 0.541 | Acc: 81.306% (36529/44928) 351/391 [==========================================================>......] Step: 330ms | Tot: 1m54s | Loss: 0.541 | Acc: 81.301% (36631/45056) 352/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 0.541 | Acc: 81.299% (36734/45184) 353/391 [==========================================================>......] Step: 330ms | Tot: 1m55s | Loss: 0.541 | Acc: 81.305% (36841/45312) 354/391 [==========================================================>......] Step: 333ms | Tot: 1m55s | Loss: 0.541 | Acc: 81.290% (36938/45440) 355/391 [===========================================================>.....] Step: 333ms | Tot: 1m55s | Loss: 0.541 | Acc: 81.305% (37049/45568) 356/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.541 | Acc: 81.309% (37155/45696) 357/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.541 | Acc: 81.315% (37262/45824) 358/391 [===========================================================>.....] Step: 327ms | Tot: 1m56s | Loss: 0.541 | Acc: 81.300% (37359/45952) 359/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.541 | Acc: 81.300% (37463/46080) 360/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.541 | Acc: 81.304% (37569/46208) 361/391 [============================================================>....] Step: 324ms | Tot: 1m57s | Loss: 0.541 | Acc: 81.304% (37673/46336) 362/391 [============================================================>....] Step: 329ms | Tot: 1m58s | Loss: 0.541 | Acc: 81.302% (37776/46464) 363/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 0.541 | Acc: 81.291% (37875/46592) 364/391 [============================================================>....] Step: 327ms | Tot: 1m58s | Loss: 0.541 | Acc: 81.293% (37980/46720) 365/391 [============================================================>....] Step: 326ms | Tot: 1m59s | Loss: 0.540 | Acc: 81.301% (38088/46848) 366/391 [============================================================>....] Step: 326ms | Tot: 1m59s | Loss: 0.540 | Acc: 81.312% (38197/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 1m59s | Loss: 0.540 | Acc: 81.314% (38302/47104) 368/391 [=============================================================>...] Step: 328ms | Tot: 2m114ms | Loss: 0.540 | Acc: 81.303% (38401/47232) 369/391 [=============================================================>...] Step: 328ms | Tot: 2m443ms | Loss: 0.540 | Acc: 81.305% (38506/47360) 370/391 [=============================================================>...] Step: 324ms | Tot: 2m768ms | Loss: 0.540 | Acc: 81.305% (38610/47488) 371/391 [=============================================================>...] Step: 331ms | Tot: 2m1s | Loss: 0.540 | Acc: 81.313% (38718/47616) 372/391 [=============================================================>...] Step: 327ms | Tot: 2m1s | Loss: 0.540 | Acc: 81.317% (38824/47744) 373/391 [==============================================================>..] Step: 325ms | Tot: 2m1s | Loss: 0.540 | Acc: 81.311% (38925/47872) 374/391 [==============================================================>..] Step: 332ms | Tot: 2m2s | Loss: 0.540 | Acc: 81.306% (39027/48000) 375/391 [==============================================================>..] Step: 321ms | Tot: 2m2s | Loss: 0.540 | Acc: 81.310% (39133/48128) 376/391 [==============================================================>..] Step: 322ms | Tot: 2m2s | Loss: 0.540 | Acc: 81.310% (39237/48256) 377/391 [==============================================================>..] Step: 331ms | Tot: 2m3s | Loss: 0.539 | Acc: 81.331% (39351/48384) 378/391 [==============================================================>..] Step: 324ms | Tot: 2m3s | Loss: 0.539 | Acc: 81.320% (39450/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m3s | Loss: 0.539 | Acc: 81.320% (39554/48640) 380/391 [===============================================================>.] Step: 331ms | Tot: 2m4s | Loss: 0.539 | Acc: 81.322% (39659/48768) 381/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.539 | Acc: 81.320% (39762/48896) 382/391 [===============================================================>.] Step: 321ms | Tot: 2m4s | Loss: 0.539 | Acc: 81.313% (39863/49024) 383/391 [===============================================================>.] Step: 329ms | Tot: 2m5s | Loss: 0.539 | Acc: 81.311% (39966/49152) 384/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.539 | Acc: 81.291% (40060/49280) 385/391 [================================================================>] Step: 321ms | Tot: 2m5s | Loss: 0.539 | Acc: 81.293% (40165/49408) 386/391 [================================================================>] Step: 325ms | Tot: 2m5s | Loss: 0.539 | Acc: 81.300% (40273/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.540 | Acc: 81.300% (40377/49664) 388/391 [================================================================>] Step: 325ms | Tot: 2m6s | Loss: 0.539 | Acc: 81.308% (40485/49792) 389/391 [================================================================>] Step: 329ms | Tot: 2m6s | Loss: 0.539 | Acc: 81.302% (40586/49920) 390/391 [================================================================>] Step: 308ms | Tot: 2m7s | Loss: 0.540 | Acc: 81.292% (40646/50000) 391/391 + [>................................................................] Step: 920ms | Tot: 2ms | Loss: 0.764 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 263ms | Tot: 265ms | Loss: 0.779 | Acc: 75.000% (150/200) 2/100 [=>...............................................................] Step: 263ms | Tot: 529ms | Loss: 0.762 | Acc: 75.667% (227/300) 3/100 [=>...............................................................] Step: 266ms | Tot: 796ms | Loss: 0.814 | Acc: 74.250% (297/400) 4/100 [==>..............................................................] Step: 270ms | Tot: 1s66ms | Loss: 0.840 | Acc: 73.400% (367/500) 5/100 [===>.............................................................] Step: 259ms | Tot: 1s326ms | Loss: 0.791 | Acc: 74.667% (448/600) 6/100 [===>.............................................................] Step: 267ms | Tot: 1s594ms | Loss: 0.768 | Acc: 74.714% (523/700) 7/100 [====>............................................................] Step: 275ms | Tot: 1s869ms | Loss: 0.775 | Acc: 74.125% (593/800) 8/100 [=====>...........................................................] Step: 266ms | Tot: 2s135ms | Loss: 0.792 | Acc: 73.667% (663/900) 9/100 [=====>...........................................................] Step: 267ms | Tot: 2s403ms | Loss: 0.769 | Acc: 74.600% (746/1000) 10/100 [======>..........................................................] Step: 275ms | Tot: 2s679ms | Loss: 0.750 | Acc: 75.000% (825/1100) 11/100 [=======>.........................................................] Step: 269ms | Tot: 2s948ms | Loss: 0.750 | Acc: 74.917% (899/1200) 12/100 [=======>.........................................................] Step: 270ms | Tot: 3s219ms | Loss: 0.748 | Acc: 74.846% (973/1300) 13/100 [========>........................................................] Step: 266ms | Tot: 3s485ms | Loss: 0.758 | Acc: 74.500% (1043/1400) 14/100 [=========>.......................................................] Step: 270ms | Tot: 3s755ms | Loss: 0.748 | Acc: 74.733% (1121/1500) 15/100 [=========>.......................................................] Step: 288ms | Tot: 4s44ms | Loss: 0.766 | Acc: 74.625% (1194/1600) 16/100 [==========>......................................................] Step: 281ms | Tot: 4s325ms | Loss: 0.765 | Acc: 74.765% (1271/1700) 17/100 [===========>.....................................................] Step: 270ms | Tot: 4s596ms | Loss: 0.767 | Acc: 74.556% (1342/1800) 18/100 [===========>.....................................................] Step: 269ms | Tot: 4s865ms | Loss: 0.776 | Acc: 74.368% (1413/1900) 19/100 [============>....................................................] Step: 269ms | Tot: 5s135ms | Loss: 0.780 | Acc: 74.450% (1489/2000) 20/100 [=============>...................................................] Step: 271ms | Tot: 5s406ms | Loss: 0.788 | Acc: 74.238% (1559/2100) 21/100 [=============>...................................................] Step: 271ms | Tot: 5s678ms | Loss: 0.784 | Acc: 74.364% (1636/2200) 22/100 [==============>..................................................] Step: 270ms | Tot: 5s948ms | Loss: 0.786 | Acc: 74.261% (1708/2300) 23/100 [==============>..................................................] Step: 275ms | Tot: 6s224ms | Loss: 0.778 | Acc: 74.542% (1789/2400) 24/100 [===============>.................................................] Step: 273ms | Tot: 6s497ms | Loss: 0.779 | Acc: 74.680% (1867/2500) 25/100 [================>................................................] Step: 279ms | Tot: 6s776ms | Loss: 0.789 | Acc: 74.500% (1937/2600) 26/100 [================>................................................] Step: 268ms | Tot: 7s45ms | Loss: 0.783 | Acc: 74.519% (2012/2700) 27/100 [=================>...............................................] Step: 272ms | Tot: 7s317ms | Loss: 0.779 | Acc: 74.536% (2087/2800) 28/100 [==================>..............................................] Step: 268ms | Tot: 7s586ms | Loss: 0.781 | Acc: 74.517% (2161/2900) 29/100 [==================>..............................................] Step: 288ms | Tot: 7s874ms | Loss: 0.775 | Acc: 74.633% (2239/3000) 30/100 [===================>.............................................] Step: 307ms | Tot: 8s181ms | Loss: 0.779 | Acc: 74.387% (2306/3100) 31/100 [====================>............................................] Step: 289ms | Tot: 8s470ms | Loss: 0.776 | Acc: 74.500% (2384/3200) 32/100 [====================>............................................] Step: 275ms | Tot: 8s746ms | Loss: 0.778 | Acc: 74.364% (2454/3300) 33/100 [=====================>...........................................] Step: 267ms | Tot: 9s13ms | Loss: 0.780 | Acc: 74.353% (2528/3400) 34/100 [======================>..........................................] Step: 274ms | Tot: 9s287ms | Loss: 0.785 | Acc: 74.314% (2601/3500) 35/100 [======================>..........................................] Step: 267ms | Tot: 9s555ms | Loss: 0.785 | Acc: 74.333% (2676/3600) 36/100 [=======================>.........................................] Step: 272ms | Tot: 9s828ms | Loss: 0.787 | Acc: 74.378% (2752/3700) 37/100 [========================>........................................] Step: 267ms | Tot: 10s95ms | Loss: 0.784 | Acc: 74.447% (2829/3800) 38/100 [========================>........................................] Step: 271ms | Tot: 10s367ms | Loss: 0.785 | Acc: 74.462% (2904/3900) 39/100 [=========================>.......................................] Step: 272ms | Tot: 10s639ms | Loss: 0.783 | Acc: 74.500% (2980/4000) 40/100 [==========================>......................................] Step: 272ms | Tot: 10s912ms | Loss: 0.781 | Acc: 74.512% (3055/4100) 41/100 [==========================>......................................] Step: 269ms | Tot: 11s182ms | Loss: 0.783 | Acc: 74.548% (3131/4200) 42/100 [===========================>.....................................] Step: 268ms | Tot: 11s451ms | Loss: 0.779 | Acc: 74.605% (3208/4300) 43/100 [===========================>.....................................] Step: 273ms | Tot: 11s725ms | Loss: 0.779 | Acc: 74.545% (3280/4400) 44/100 [============================>....................................] Step: 269ms | Tot: 11s994ms | Loss: 0.781 | Acc: 74.556% (3355/4500) 45/100 [=============================>...................................] Step: 270ms | Tot: 12s264ms | Loss: 0.785 | Acc: 74.348% (3420/4600) 46/100 [=============================>...................................] Step: 267ms | Tot: 12s531ms | Loss: 0.785 | Acc: 74.298% (3492/4700) 47/100 [==============================>..................................] Step: 276ms | Tot: 12s808ms | Loss: 0.782 | Acc: 74.396% (3571/4800) 48/100 [===============================>.................................] Step: 267ms | Tot: 13s75ms | Loss: 0.782 | Acc: 74.367% (3644/4900) 49/100 [===============================>.................................] Step: 270ms | Tot: 13s346ms | Loss: 0.788 | Acc: 74.200% (3710/5000) 50/100 [================================>................................] Step: 266ms | Tot: 13s612ms | Loss: 0.787 | Acc: 74.196% (3784/5100) 51/100 [=================================>...............................] Step: 274ms | Tot: 13s886ms | Loss: 0.787 | Acc: 74.154% (3856/5200) 52/100 [=================================>...............................] Step: 267ms | Tot: 14s154ms | Loss: 0.789 | Acc: 74.019% (3923/5300) 53/100 [==================================>..............................] Step: 272ms | Tot: 14s427ms | Loss: 0.788 | Acc: 74.111% (4002/5400) 54/100 [===================================>.............................] Step: 275ms | Tot: 14s703ms | Loss: 0.785 | Acc: 74.200% (4081/5500) 55/100 [===================================>.............................] Step: 267ms | Tot: 14s970ms | Loss: 0.789 | Acc: 74.089% (4149/5600) 56/100 [====================================>............................] Step: 268ms | Tot: 15s239ms | Loss: 0.792 | Acc: 74.035% (4220/5700) 57/100 [=====================================>...........................] Step: 265ms | Tot: 15s504ms | Loss: 0.790 | Acc: 74.086% (4297/5800) 58/100 [=====================================>...........................] Step: 276ms | Tot: 15s781ms | Loss: 0.792 | Acc: 74.034% (4368/5900) 59/100 [======================================>..........................] Step: 268ms | Tot: 16s49ms | Loss: 0.795 | Acc: 73.983% (4439/6000) 60/100 [=======================================>.........................] Step: 270ms | Tot: 16s319ms | Loss: 0.795 | Acc: 73.902% (4508/6100) 61/100 [=======================================>.........................] Step: 273ms | Tot: 16s592ms | Loss: 0.796 | Acc: 73.903% (4582/6200) 62/100 [========================================>........................] Step: 280ms | Tot: 16s873ms | Loss: 0.795 | Acc: 73.873% (4654/6300) 63/100 [========================================>........................] Step: 272ms | Tot: 17s146ms | Loss: 0.791 | Acc: 74.062% (4740/6400) 64/100 [=========================================>.......................] Step: 266ms | Tot: 17s412ms | Loss: 0.796 | Acc: 73.938% (4806/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s682ms | Loss: 0.795 | Acc: 73.985% (4883/6600) 66/100 [==========================================>......................] Step: 271ms | Tot: 17s953ms | Loss: 0.791 | Acc: 74.119% (4966/6700) 67/100 [===========================================>.....................] Step: 271ms | Tot: 18s224ms | Loss: 0.794 | Acc: 74.088% (5038/6800) 68/100 [============================================>....................] Step: 265ms | Tot: 18s489ms | Loss: 0.794 | Acc: 74.043% (5109/6900) 69/100 [============================================>....................] Step: 273ms | Tot: 18s763ms | Loss: 0.796 | Acc: 73.986% (5179/7000) 70/100 [=============================================>...................] Step: 264ms | Tot: 19s27ms | Loss: 0.796 | Acc: 74.014% (5255/7100) 71/100 [==============================================>..................] Step: 271ms | Tot: 19s299ms | Loss: 0.797 | Acc: 73.958% (5325/7200) 72/100 [==============================================>..................] Step: 263ms | Tot: 19s563ms | Loss: 0.799 | Acc: 73.945% (5398/7300) 73/100 [===============================================>.................] Step: 272ms | Tot: 19s835ms | Loss: 0.798 | Acc: 73.973% (5474/7400) 74/100 [================================================>................] Step: 264ms | Tot: 20s100ms | Loss: 0.799 | Acc: 73.987% (5549/7500) 75/100 [================================================>................] Step: 268ms | Tot: 20s368ms | Loss: 0.799 | Acc: 74.053% (5628/7600) 76/100 [=================================================>...............] Step: 266ms | Tot: 20s635ms | Loss: 0.800 | Acc: 73.974% (5696/7700) 77/100 [==================================================>..............] Step: 270ms | Tot: 20s905ms | Loss: 0.801 | Acc: 73.974% (5770/7800) 78/100 [==================================================>..............] Step: 268ms | Tot: 21s174ms | Loss: 0.800 | Acc: 74.025% (5848/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 21s442ms | Loss: 0.800 | Acc: 73.950% (5916/8000) 80/100 [====================================================>............] Step: 275ms | Tot: 21s718ms | Loss: 0.799 | Acc: 73.938% (5989/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 21s986ms | Loss: 0.801 | Acc: 73.878% (6058/8200) 82/100 [=====================================================>...........] Step: 269ms | Tot: 22s256ms | Loss: 0.804 | Acc: 73.819% (6127/8300) 83/100 [=====================================================>...........] Step: 267ms | Tot: 22s523ms | Loss: 0.805 | Acc: 73.774% (6197/8400) 84/100 [======================================================>..........] Step: 274ms | Tot: 22s798ms | Loss: 0.805 | Acc: 73.765% (6270/8500) 85/100 [=======================================================>.........] Step: 264ms | Tot: 23s62ms | Loss: 0.804 | Acc: 73.779% (6345/8600) 86/100 [=======================================================>.........] Step: 268ms | Tot: 23s331ms | Loss: 0.806 | Acc: 73.747% (6416/8700) 87/100 [========================================================>........] Step: 265ms | Tot: 23s596ms | Loss: 0.808 | Acc: 73.682% (6484/8800) 88/100 [=========================================================>.......] Step: 270ms | Tot: 23s867ms | Loss: 0.808 | Acc: 73.719% (6561/8900) 89/100 [=========================================================>.......] Step: 264ms | Tot: 24s131ms | Loss: 0.807 | Acc: 73.700% (6633/9000) 90/100 [==========================================================>......] Step: 270ms | Tot: 24s401ms | Loss: 0.807 | Acc: 73.703% (6707/9100) 91/100 [===========================================================>.....] Step: 268ms | Tot: 24s670ms | Loss: 0.806 | Acc: 73.750% (6785/9200) 92/100 [===========================================================>.....] Step: 272ms | Tot: 24s942ms | Loss: 0.805 | Acc: 73.710% (6855/9300) 93/100 [============================================================>....] Step: 270ms | Tot: 25s213ms | Loss: 0.806 | Acc: 73.596% (6918/9400) 94/100 [=============================================================>...] Step: 268ms | Tot: 25s481ms | Loss: 0.806 | Acc: 73.642% (6996/9500) 95/100 [=============================================================>...] Step: 272ms | Tot: 25s753ms | Loss: 0.804 | Acc: 73.708% (7076/9600) 96/100 [==============================================================>..] Step: 266ms | Tot: 26s20ms | Loss: 0.802 | Acc: 73.773% (7156/9700) 97/100 [===============================================================>.] Step: 272ms | Tot: 26s292ms | Loss: 0.802 | Acc: 73.745% (7227/9800) 98/100 [===============================================================>.] Step: 270ms | Tot: 26s562ms | Loss: 0.801 | Acc: 73.798% (7306/9900) 99/100 [================================================================>] Step: 276ms | Tot: 26s839ms | Loss: 0.803 | Acc: 73.740% (7374/10000) 100/100 + +Epoch: 15 + [>................................................................] Step: 1s90ms | Tot: 2ms | Loss: 0.542 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 350ms | Tot: 352ms | Loss: 0.556 | Acc: 80.078% (205/256) 2/391 [>................................................................] Step: 353ms | Tot: 705ms | Loss: 0.560 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 350ms | Tot: 1s56ms | Loss: 0.561 | Acc: 80.859% (414/512) 4/391 [>................................................................] Step: 336ms | Tot: 1s392ms | Loss: 0.553 | Acc: 80.781% (517/640) 5/391 [>................................................................] Step: 323ms | Tot: 1s715ms | Loss: 0.522 | Acc: 82.422% (633/768) 6/391 [>................................................................] Step: 325ms | Tot: 2s41ms | Loss: 0.513 | Acc: 82.478% (739/896) 7/391 [=>...............................................................] Step: 324ms | Tot: 2s366ms | Loss: 0.503 | Acc: 82.812% (848/1024) 8/391 [=>...............................................................] Step: 329ms | Tot: 2s696ms | Loss: 0.515 | Acc: 82.292% (948/1152) 9/391 [=>...............................................................] Step: 329ms | Tot: 3s25ms | Loss: 0.509 | Acc: 82.188% (1052/1280) 10/391 [=>...............................................................] Step: 333ms | Tot: 3s359ms | Loss: 0.503 | Acc: 82.528% (1162/1408) 11/391 [=>...............................................................] Step: 328ms | Tot: 3s687ms | Loss: 0.505 | Acc: 82.292% (1264/1536) 12/391 [=>...............................................................] Step: 330ms | Tot: 4s17ms | Loss: 0.500 | Acc: 82.452% (1372/1664) 13/391 [==>..............................................................] Step: 326ms | Tot: 4s344ms | Loss: 0.509 | Acc: 81.864% (1467/1792) 14/391 [==>..............................................................] Step: 326ms | Tot: 4s670ms | Loss: 0.513 | Acc: 81.771% (1570/1920) 15/391 [==>..............................................................] Step: 332ms | Tot: 5s3ms | Loss: 0.515 | Acc: 81.738% (1674/2048) 16/391 [==>..............................................................] Step: 329ms | Tot: 5s332ms | Loss: 0.511 | Acc: 81.939% (1783/2176) 17/391 [==>..............................................................] Step: 326ms | Tot: 5s658ms | Loss: 0.514 | Acc: 82.075% (1891/2304) 18/391 [==>..............................................................] Step: 329ms | Tot: 5s988ms | Loss: 0.510 | Acc: 82.278% (2001/2432) 19/391 [===>.............................................................] Step: 328ms | Tot: 6s316ms | Loss: 0.506 | Acc: 82.383% (2109/2560) 20/391 [===>.............................................................] Step: 328ms | Tot: 6s645ms | Loss: 0.505 | Acc: 82.366% (2214/2688) 21/391 [===>.............................................................] Step: 331ms | Tot: 6s976ms | Loss: 0.503 | Acc: 82.493% (2323/2816) 22/391 [===>.............................................................] Step: 325ms | Tot: 7s302ms | Loss: 0.505 | Acc: 82.609% (2432/2944) 23/391 [===>.............................................................] Step: 319ms | Tot: 7s622ms | Loss: 0.503 | Acc: 82.747% (2542/3072) 24/391 [===>.............................................................] Step: 330ms | Tot: 7s952ms | Loss: 0.507 | Acc: 82.688% (2646/3200) 25/391 [====>............................................................] Step: 327ms | Tot: 8s279ms | Loss: 0.504 | Acc: 82.752% (2754/3328) 26/391 [====>............................................................] Step: 332ms | Tot: 8s611ms | Loss: 0.502 | Acc: 82.841% (2863/3456) 27/391 [====>............................................................] Step: 329ms | Tot: 8s940ms | Loss: 0.504 | Acc: 82.785% (2967/3584) 28/391 [====>............................................................] Step: 323ms | Tot: 9s264ms | Loss: 0.506 | Acc: 82.624% (3067/3712) 29/391 [====>............................................................] Step: 322ms | Tot: 9s587ms | Loss: 0.505 | Acc: 82.552% (3170/3840) 30/391 [====>............................................................] Step: 340ms | Tot: 9s927ms | Loss: 0.505 | Acc: 82.535% (3275/3968) 31/391 [=====>...........................................................] Step: 364ms | Tot: 10s292ms | Loss: 0.505 | Acc: 82.495% (3379/4096) 32/391 [=====>...........................................................] Step: 338ms | Tot: 10s631ms | Loss: 0.504 | Acc: 82.623% (3490/4224) 33/391 [=====>...........................................................] Step: 331ms | Tot: 10s962ms | Loss: 0.505 | Acc: 82.514% (3591/4352) 34/391 [=====>...........................................................] Step: 322ms | Tot: 11s284ms | Loss: 0.506 | Acc: 82.522% (3697/4480) 35/391 [=====>...........................................................] Step: 329ms | Tot: 11s614ms | Loss: 0.504 | Acc: 82.509% (3802/4608) 36/391 [=====>...........................................................] Step: 329ms | Tot: 11s943ms | Loss: 0.502 | Acc: 82.580% (3911/4736) 37/391 [======>..........................................................] Step: 321ms | Tot: 12s264ms | Loss: 0.500 | Acc: 82.648% (4020/4864) 38/391 [======>..........................................................] Step: 322ms | Tot: 12s586ms | Loss: 0.500 | Acc: 82.692% (4128/4992) 39/391 [======>..........................................................] Step: 327ms | Tot: 12s914ms | Loss: 0.498 | Acc: 82.773% (4238/5120) 40/391 [======>..........................................................] Step: 321ms | Tot: 13s235ms | Loss: 0.499 | Acc: 82.736% (4342/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s558ms | Loss: 0.499 | Acc: 82.738% (4448/5376) 42/391 [======>..........................................................] Step: 328ms | Tot: 13s886ms | Loss: 0.498 | Acc: 82.776% (4556/5504) 43/391 [=======>.........................................................] Step: 320ms | Tot: 14s206ms | Loss: 0.501 | Acc: 82.635% (4654/5632) 44/391 [=======>.........................................................] Step: 323ms | Tot: 14s530ms | Loss: 0.498 | Acc: 82.639% (4760/5760) 45/391 [=======>.........................................................] Step: 326ms | Tot: 14s856ms | Loss: 0.499 | Acc: 82.541% (4860/5888) 46/391 [=======>.........................................................] Step: 318ms | Tot: 15s174ms | Loss: 0.499 | Acc: 82.580% (4968/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s498ms | Loss: 0.499 | Acc: 82.552% (5072/6144) 48/391 [=======>.........................................................] Step: 324ms | Tot: 15s823ms | Loss: 0.502 | Acc: 82.430% (5170/6272) 49/391 [========>........................................................] Step: 320ms | Tot: 16s143ms | Loss: 0.500 | Acc: 82.531% (5282/6400) 50/391 [========>........................................................] Step: 322ms | Tot: 16s466ms | Loss: 0.501 | Acc: 82.537% (5388/6528) 51/391 [========>........................................................] Step: 324ms | Tot: 16s790ms | Loss: 0.500 | Acc: 82.512% (5492/6656) 52/391 [========>........................................................] Step: 317ms | Tot: 17s108ms | Loss: 0.500 | Acc: 82.503% (5597/6784) 53/391 [========>........................................................] Step: 324ms | Tot: 17s433ms | Loss: 0.499 | Acc: 82.538% (5705/6912) 54/391 [========>........................................................] Step: 320ms | Tot: 17s753ms | Loss: 0.506 | Acc: 82.372% (5799/7040) 55/391 [=========>.......................................................] Step: 321ms | Tot: 18s75ms | Loss: 0.507 | Acc: 82.380% (5905/7168) 56/391 [=========>.......................................................] Step: 323ms | Tot: 18s398ms | Loss: 0.508 | Acc: 82.305% (6005/7296) 57/391 [=========>.......................................................] Step: 320ms | Tot: 18s719ms | Loss: 0.508 | Acc: 82.355% (6114/7424) 58/391 [=========>.......................................................] Step: 327ms | Tot: 19s46ms | Loss: 0.508 | Acc: 82.362% (6220/7552) 59/391 [=========>.......................................................] Step: 322ms | Tot: 19s369ms | Loss: 0.512 | Acc: 82.148% (6309/7680) 60/391 [=========>.......................................................] Step: 320ms | Tot: 19s690ms | Loss: 0.514 | Acc: 82.044% (6406/7808) 61/391 [==========>......................................................] Step: 326ms | Tot: 20s16ms | Loss: 0.516 | Acc: 81.956% (6504/7936) 62/391 [==========>......................................................] Step: 341ms | Tot: 20s358ms | Loss: 0.515 | Acc: 81.957% (6609/8064) 63/391 [==========>......................................................] Step: 327ms | Tot: 20s685ms | Loss: 0.517 | Acc: 81.909% (6710/8192) 64/391 [==========>......................................................] Step: 329ms | Tot: 21s15ms | Loss: 0.519 | Acc: 81.779% (6804/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s341ms | Loss: 0.521 | Acc: 81.747% (6906/8448) 66/391 [==========>......................................................] Step: 321ms | Tot: 21s662ms | Loss: 0.523 | Acc: 81.705% (7007/8576) 67/391 [===========>.....................................................] Step: 331ms | Tot: 21s993ms | Loss: 0.525 | Acc: 81.675% (7109/8704) 68/391 [===========>.....................................................] Step: 329ms | Tot: 22s323ms | Loss: 0.526 | Acc: 81.680% (7214/8832) 69/391 [===========>.....................................................] Step: 322ms | Tot: 22s645ms | Loss: 0.526 | Acc: 81.719% (7322/8960) 70/391 [===========>.....................................................] Step: 329ms | Tot: 22s974ms | Loss: 0.526 | Acc: 81.679% (7423/9088) 71/391 [===========>.....................................................] Step: 324ms | Tot: 23s299ms | Loss: 0.529 | Acc: 81.576% (7518/9216) 72/391 [===========>.....................................................] Step: 320ms | Tot: 23s619ms | Loss: 0.528 | Acc: 81.582% (7623/9344) 73/391 [============>....................................................] Step: 327ms | Tot: 23s947ms | Loss: 0.530 | Acc: 81.524% (7722/9472) 74/391 [============>....................................................] Step: 322ms | Tot: 24s269ms | Loss: 0.531 | Acc: 81.510% (7825/9600) 75/391 [============>....................................................] Step: 320ms | Tot: 24s589ms | Loss: 0.530 | Acc: 81.517% (7930/9728) 76/391 [============>....................................................] Step: 328ms | Tot: 24s917ms | Loss: 0.530 | Acc: 81.534% (8036/9856) 77/391 [============>....................................................] Step: 320ms | Tot: 25s238ms | Loss: 0.532 | Acc: 81.460% (8133/9984) 78/391 [============>....................................................] Step: 319ms | Tot: 25s557ms | Loss: 0.531 | Acc: 81.507% (8242/10112) 79/391 [=============>...................................................] Step: 327ms | Tot: 25s885ms | Loss: 0.531 | Acc: 81.514% (8347/10240) 80/391 [=============>...................................................] Step: 326ms | Tot: 26s211ms | Loss: 0.529 | Acc: 81.578% (8458/10368) 81/391 [=============>...................................................] Step: 318ms | Tot: 26s530ms | Loss: 0.530 | Acc: 81.545% (8559/10496) 82/391 [=============>...................................................] Step: 327ms | Tot: 26s858ms | Loss: 0.530 | Acc: 81.579% (8667/10624) 83/391 [=============>...................................................] Step: 326ms | Tot: 27s184ms | Loss: 0.531 | Acc: 81.538% (8767/10752) 84/391 [=============>...................................................] Step: 321ms | Tot: 27s505ms | Loss: 0.531 | Acc: 81.535% (8871/10880) 85/391 [==============>..................................................] Step: 327ms | Tot: 27s833ms | Loss: 0.531 | Acc: 81.523% (8974/11008) 86/391 [==============>..................................................] Step: 321ms | Tot: 28s155ms | Loss: 0.531 | Acc: 81.492% (9075/11136) 87/391 [==============>..................................................] Step: 323ms | Tot: 28s478ms | Loss: 0.531 | Acc: 81.463% (9176/11264) 88/391 [==============>..................................................] Step: 326ms | Tot: 28s805ms | Loss: 0.531 | Acc: 81.469% (9281/11392) 89/391 [==============>..................................................] Step: 323ms | Tot: 29s128ms | Loss: 0.532 | Acc: 81.432% (9381/11520) 90/391 [==============>..................................................] Step: 320ms | Tot: 29s449ms | Loss: 0.532 | Acc: 81.405% (9482/11648) 91/391 [===============>.................................................] Step: 320ms | Tot: 29s770ms | Loss: 0.533 | Acc: 81.411% (9587/11776) 92/391 [===============>.................................................] Step: 320ms | Tot: 30s90ms | Loss: 0.530 | Acc: 81.494% (9701/11904) 93/391 [===============>.................................................] Step: 324ms | Tot: 30s414ms | Loss: 0.531 | Acc: 81.474% (9803/12032) 94/391 [===============>.................................................] Step: 322ms | Tot: 30s736ms | Loss: 0.531 | Acc: 81.464% (9906/12160) 95/391 [===============>.................................................] Step: 324ms | Tot: 31s61ms | Loss: 0.531 | Acc: 81.453% (10009/12288) 96/391 [===============>.................................................] Step: 319ms | Tot: 31s381ms | Loss: 0.530 | Acc: 81.484% (10117/12416) 97/391 [================>................................................] Step: 318ms | Tot: 31s699ms | Loss: 0.530 | Acc: 81.457% (10218/12544) 98/391 [================>................................................] Step: 334ms | Tot: 32s34ms | Loss: 0.530 | Acc: 81.487% (10326/12672) 99/391 [================>................................................] Step: 327ms | Tot: 32s362ms | Loss: 0.531 | Acc: 81.422% (10422/12800) 100/391 [================>................................................] Step: 319ms | Tot: 32s682ms | Loss: 0.531 | Acc: 81.443% (10529/12928) 101/391 [================>................................................] Step: 324ms | Tot: 33s6ms | Loss: 0.530 | Acc: 81.457% (10635/13056) 102/391 [================>................................................] Step: 320ms | Tot: 33s327ms | Loss: 0.529 | Acc: 81.500% (10745/13184) 103/391 [=================>...............................................] Step: 320ms | Tot: 33s647ms | Loss: 0.528 | Acc: 81.535% (10854/13312) 104/391 [=================>...............................................] Step: 325ms | Tot: 33s972ms | Loss: 0.528 | Acc: 81.562% (10962/13440) 105/391 [=================>...............................................] Step: 319ms | Tot: 34s292ms | Loss: 0.529 | Acc: 81.515% (11060/13568) 106/391 [=================>...............................................] Step: 322ms | Tot: 34s614ms | Loss: 0.528 | Acc: 81.549% (11169/13696) 107/391 [=================>...............................................] Step: 331ms | Tot: 34s945ms | Loss: 0.529 | Acc: 81.518% (11269/13824) 108/391 [=================>...............................................] Step: 323ms | Tot: 35s269ms | Loss: 0.528 | Acc: 81.565% (11380/13952) 109/391 [==================>..............................................] Step: 320ms | Tot: 35s589ms | Loss: 0.529 | Acc: 81.548% (11482/14080) 110/391 [==================>..............................................] Step: 328ms | Tot: 35s918ms | Loss: 0.528 | Acc: 81.581% (11591/14208) 111/391 [==================>..............................................] Step: 319ms | Tot: 36s238ms | Loss: 0.529 | Acc: 81.571% (11694/14336) 112/391 [==================>..............................................] Step: 322ms | Tot: 36s560ms | Loss: 0.529 | Acc: 81.568% (11798/14464) 113/391 [==================>..............................................] Step: 331ms | Tot: 36s892ms | Loss: 0.529 | Acc: 81.593% (11906/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s220ms | Loss: 0.528 | Acc: 81.617% (12014/14720) 115/391 [===================>.............................................] Step: 321ms | Tot: 37s541ms | Loss: 0.529 | Acc: 81.560% (12110/14848) 116/391 [===================>.............................................] Step: 329ms | Tot: 37s870ms | Loss: 0.528 | Acc: 81.577% (12217/14976) 117/391 [===================>.............................................] Step: 321ms | Tot: 38s192ms | Loss: 0.529 | Acc: 81.574% (12321/15104) 118/391 [===================>.............................................] Step: 319ms | Tot: 38s512ms | Loss: 0.528 | Acc: 81.605% (12430/15232) 119/391 [===================>.............................................] Step: 333ms | Tot: 38s845ms | Loss: 0.528 | Acc: 81.582% (12531/15360) 120/391 [===================>.............................................] Step: 323ms | Tot: 39s168ms | Loss: 0.527 | Acc: 81.618% (12641/15488) 121/391 [====================>............................................] Step: 322ms | Tot: 39s491ms | Loss: 0.528 | Acc: 81.609% (12744/15616) 122/391 [====================>............................................] Step: 326ms | Tot: 39s817ms | Loss: 0.528 | Acc: 81.650% (12855/15744) 123/391 [====================>............................................] Step: 368ms | Tot: 40s185ms | Loss: 0.527 | Acc: 81.678% (12964/15872) 124/391 [====================>............................................] Step: 354ms | Tot: 40s540ms | Loss: 0.528 | Acc: 81.675% (13068/16000) 125/391 [====================>............................................] Step: 341ms | Tot: 40s881ms | Loss: 0.527 | Acc: 81.678% (13173/16128) 126/391 [====================>............................................] Step: 323ms | Tot: 41s204ms | Loss: 0.527 | Acc: 81.687% (13279/16256) 127/391 [=====================>...........................................] Step: 320ms | Tot: 41s524ms | Loss: 0.528 | Acc: 81.653% (13378/16384) 128/391 [=====================>...........................................] Step: 331ms | Tot: 41s856ms | Loss: 0.527 | Acc: 81.638% (13480/16512) 129/391 [=====================>...........................................] Step: 332ms | Tot: 42s189ms | Loss: 0.527 | Acc: 81.641% (13585/16640) 130/391 [=====================>...........................................] Step: 321ms | Tot: 42s510ms | Loss: 0.527 | Acc: 81.644% (13690/16768) 131/391 [=====================>...........................................] Step: 334ms | Tot: 42s845ms | Loss: 0.527 | Acc: 81.652% (13796/16896) 132/391 [=====================>...........................................] Step: 327ms | Tot: 43s173ms | Loss: 0.526 | Acc: 81.679% (13905/17024) 133/391 [======================>..........................................] Step: 328ms | Tot: 43s502ms | Loss: 0.526 | Acc: 81.664% (14007/17152) 134/391 [======================>..........................................] Step: 338ms | Tot: 43s840ms | Loss: 0.526 | Acc: 81.672% (14113/17280) 135/391 [======================>..........................................] Step: 325ms | Tot: 44s166ms | Loss: 0.527 | Acc: 81.675% (14218/17408) 136/391 [======================>..........................................] Step: 326ms | Tot: 44s493ms | Loss: 0.528 | Acc: 81.643% (14317/17536) 137/391 [======================>..........................................] Step: 325ms | Tot: 44s818ms | Loss: 0.528 | Acc: 81.652% (14423/17664) 138/391 [======================>..........................................] Step: 323ms | Tot: 45s141ms | Loss: 0.530 | Acc: 81.582% (14515/17792) 139/391 [=======================>.........................................] Step: 327ms | Tot: 45s469ms | Loss: 0.530 | Acc: 81.585% (14620/17920) 140/391 [=======================>.........................................] Step: 324ms | Tot: 45s793ms | Loss: 0.531 | Acc: 81.566% (14721/18048) 141/391 [=======================>.........................................] Step: 321ms | Tot: 46s115ms | Loss: 0.531 | Acc: 81.547% (14822/18176) 142/391 [=======================>.........................................] Step: 321ms | Tot: 46s436ms | Loss: 0.533 | Acc: 81.496% (14917/18304) 143/391 [=======================>.........................................] Step: 328ms | Tot: 46s765ms | Loss: 0.533 | Acc: 81.489% (15020/18432) 144/391 [=======================>.........................................] Step: 334ms | Tot: 47s99ms | Loss: 0.533 | Acc: 81.476% (15122/18560) 145/391 [========================>........................................] Step: 328ms | Tot: 47s428ms | Loss: 0.534 | Acc: 81.475% (15226/18688) 146/391 [========================>........................................] Step: 320ms | Tot: 47s749ms | Loss: 0.533 | Acc: 81.489% (15333/18816) 147/391 [========================>........................................] Step: 324ms | Tot: 48s73ms | Loss: 0.533 | Acc: 81.493% (15438/18944) 148/391 [========================>........................................] Step: 321ms | Tot: 48s395ms | Loss: 0.534 | Acc: 81.481% (15540/19072) 149/391 [========================>........................................] Step: 323ms | Tot: 48s719ms | Loss: 0.534 | Acc: 81.479% (15644/19200) 150/391 [========================>........................................] Step: 325ms | Tot: 49s44ms | Loss: 0.535 | Acc: 81.457% (15744/19328) 151/391 [=========================>.......................................] Step: 322ms | Tot: 49s367ms | Loss: 0.535 | Acc: 81.471% (15851/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 49s694ms | Loss: 0.534 | Acc: 81.475% (15956/19584) 153/391 [=========================>.......................................] Step: 328ms | Tot: 50s23ms | Loss: 0.534 | Acc: 81.473% (16060/19712) 154/391 [=========================>.......................................] Step: 322ms | Tot: 50s346ms | Loss: 0.534 | Acc: 81.457% (16161/19840) 155/391 [=========================>.......................................] Step: 320ms | Tot: 50s666ms | Loss: 0.535 | Acc: 81.450% (16264/19968) 156/391 [=========================>.......................................] Step: 335ms | Tot: 51s1ms | Loss: 0.534 | Acc: 81.494% (16377/20096) 157/391 [==========================>......................................] Step: 331ms | Tot: 51s333ms | Loss: 0.534 | Acc: 81.512% (16485/20224) 158/391 [==========================>......................................] Step: 330ms | Tot: 51s664ms | Loss: 0.533 | Acc: 81.520% (16591/20352) 159/391 [==========================>......................................] Step: 341ms | Tot: 52s5ms | Loss: 0.534 | Acc: 81.504% (16692/20480) 160/391 [==========================>......................................] Step: 334ms | Tot: 52s339ms | Loss: 0.535 | Acc: 81.507% (16797/20608) 161/391 [==========================>......................................] Step: 337ms | Tot: 52s677ms | Loss: 0.534 | Acc: 81.544% (16909/20736) 162/391 [==========================>......................................] Step: 332ms | Tot: 53s9ms | Loss: 0.534 | Acc: 81.523% (17009/20864) 163/391 [===========================>.....................................] Step: 326ms | Tot: 53s336ms | Loss: 0.534 | Acc: 81.507% (17110/20992) 164/391 [===========================>.....................................] Step: 319ms | Tot: 53s655ms | Loss: 0.534 | Acc: 81.515% (17216/21120) 165/391 [===========================>.....................................] Step: 329ms | Tot: 53s984ms | Loss: 0.534 | Acc: 81.537% (17325/21248) 166/391 [===========================>.....................................] Step: 323ms | Tot: 54s308ms | Loss: 0.533 | Acc: 81.549% (17432/21376) 167/391 [===========================>.....................................] Step: 318ms | Tot: 54s627ms | Loss: 0.534 | Acc: 81.520% (17530/21504) 168/391 [===========================>.....................................] Step: 329ms | Tot: 54s957ms | Loss: 0.533 | Acc: 81.569% (17645/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s278ms | Loss: 0.532 | Acc: 81.613% (17759/21760) 170/391 [============================>....................................] Step: 321ms | Tot: 55s599ms | Loss: 0.533 | Acc: 81.611% (17863/21888) 171/391 [============================>....................................] Step: 330ms | Tot: 55s930ms | Loss: 0.532 | Acc: 81.609% (17967/22016) 172/391 [============================>....................................] Step: 318ms | Tot: 56s248ms | Loss: 0.531 | Acc: 81.643% (18079/22144) 173/391 [============================>....................................] Step: 318ms | Tot: 56s567ms | Loss: 0.532 | Acc: 81.654% (18186/22272) 174/391 [============================>....................................] Step: 330ms | Tot: 56s897ms | Loss: 0.532 | Acc: 81.674% (18295/22400) 175/391 [=============================>...................................] Step: 329ms | Tot: 57s227ms | Loss: 0.531 | Acc: 81.681% (18401/22528) 176/391 [=============================>...................................] Step: 320ms | Tot: 57s547ms | Loss: 0.531 | Acc: 81.669% (18503/22656) 177/391 [=============================>...................................] Step: 327ms | Tot: 57s875ms | Loss: 0.532 | Acc: 81.623% (18597/22784) 178/391 [=============================>...................................] Step: 320ms | Tot: 58s195ms | Loss: 0.532 | Acc: 81.612% (18699/22912) 179/391 [=============================>...................................] Step: 321ms | Tot: 58s517ms | Loss: 0.532 | Acc: 81.610% (18803/23040) 180/391 [=============================>...................................] Step: 327ms | Tot: 58s845ms | Loss: 0.532 | Acc: 81.630% (18912/23168) 181/391 [==============================>..................................] Step: 328ms | Tot: 59s173ms | Loss: 0.532 | Acc: 81.593% (19008/23296) 182/391 [==============================>..................................] Step: 328ms | Tot: 59s501ms | Loss: 0.532 | Acc: 81.604% (19115/23424) 183/391 [==============================>..................................] Step: 328ms | Tot: 59s830ms | Loss: 0.532 | Acc: 81.594% (19217/23552) 184/391 [==============================>..................................] Step: 320ms | Tot: 1m150ms | Loss: 0.532 | Acc: 81.601% (19323/23680) 185/391 [==============================>..................................] Step: 320ms | Tot: 1m470ms | Loss: 0.532 | Acc: 81.607% (19429/23808) 186/391 [==============================>..................................] Step: 322ms | Tot: 1m793ms | Loss: 0.532 | Acc: 81.630% (19539/23936) 187/391 [===============================>.................................] Step: 319ms | Tot: 1m1s | Loss: 0.532 | Acc: 81.653% (19649/24064) 188/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.531 | Acc: 81.676% (19759/24192) 189/391 [===============================>.................................] Step: 321ms | Tot: 1m1s | Loss: 0.532 | Acc: 81.674% (19863/24320) 190/391 [===============================>.................................] Step: 330ms | Tot: 1m2s | Loss: 0.531 | Acc: 81.675% (19968/24448) 191/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.532 | Acc: 81.681% (20074/24576) 192/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.531 | Acc: 81.687% (20180/24704) 193/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.531 | Acc: 81.701% (20288/24832) 194/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.531 | Acc: 81.711% (20395/24960) 195/391 [================================>................................] Step: 316ms | Tot: 1m3s | Loss: 0.532 | Acc: 81.704% (20498/25088) 196/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.532 | Acc: 81.698% (20601/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.532 | Acc: 81.708% (20708/25344) 198/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.532 | Acc: 81.721% (20816/25472) 199/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.533 | Acc: 81.695% (20914/25600) 200/391 [=================================>...............................] Step: 325ms | Tot: 1m5s | Loss: 0.533 | Acc: 81.701% (21020/25728) 201/391 [=================================>...............................] Step: 325ms | Tot: 1m5s | Loss: 0.532 | Acc: 81.714% (21128/25856) 202/391 [=================================>...............................] Step: 327ms | Tot: 1m5s | Loss: 0.532 | Acc: 81.723% (21235/25984) 203/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.532 | Acc: 81.733% (21342/26112) 204/391 [=================================>...............................] Step: 318ms | Tot: 1m6s | Loss: 0.532 | Acc: 81.749% (21451/26240) 205/391 [==================================>..............................] Step: 344ms | Tot: 1m6s | Loss: 0.532 | Acc: 81.770% (21561/26368) 206/391 [==================================>..............................] Step: 337ms | Tot: 1m7s | Loss: 0.532 | Acc: 81.771% (21666/26496) 207/391 [==================================>..............................] Step: 320ms | Tot: 1m7s | Loss: 0.532 | Acc: 81.780% (21773/26624) 208/391 [==================================>..............................] Step: 332ms | Tot: 1m7s | Loss: 0.532 | Acc: 81.781% (21878/26752) 209/391 [==================================>..............................] Step: 321ms | Tot: 1m8s | Loss: 0.532 | Acc: 81.778% (21982/26880) 210/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.532 | Acc: 81.772% (22085/27008) 211/391 [===================================>.............................] Step: 331ms | Tot: 1m8s | Loss: 0.532 | Acc: 81.762% (22187/27136) 212/391 [===================================>.............................] Step: 331ms | Tot: 1m9s | Loss: 0.532 | Acc: 81.771% (22294/27264) 213/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.532 | Acc: 81.776% (22400/27392) 214/391 [===================================>.............................] Step: 335ms | Tot: 1m9s | Loss: 0.532 | Acc: 81.777% (22505/27520) 215/391 [===================================>.............................] Step: 375ms | Tot: 1m10s | Loss: 0.533 | Acc: 81.753% (22603/27648) 216/391 [===================================>.............................] Step: 335ms | Tot: 1m10s | Loss: 0.533 | Acc: 81.750% (22707/27776) 217/391 [====================================>............................] Step: 325ms | Tot: 1m10s | Loss: 0.533 | Acc: 81.730% (22806/27904) 218/391 [====================================>............................] Step: 329ms | Tot: 1m11s | Loss: 0.534 | Acc: 81.707% (22904/28032) 219/391 [====================================>............................] Step: 320ms | Tot: 1m11s | Loss: 0.534 | Acc: 81.701% (23007/28160) 220/391 [====================================>............................] Step: 332ms | Tot: 1m11s | Loss: 0.534 | Acc: 81.699% (23111/28288) 221/391 [====================================>............................] Step: 329ms | Tot: 1m12s | Loss: 0.534 | Acc: 81.715% (23220/28416) 222/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.534 | Acc: 81.712% (23324/28544) 223/391 [=====================================>...........................] Step: 328ms | Tot: 1m12s | Loss: 0.534 | Acc: 81.721% (23431/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.534 | Acc: 81.719% (23535/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.534 | Acc: 81.724% (23641/28928) 226/391 [=====================================>...........................] Step: 329ms | Tot: 1m13s | Loss: 0.534 | Acc: 81.732% (23748/29056) 227/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.534 | Acc: 81.754% (23859/29184) 228/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.534 | Acc: 81.755% (23964/29312) 229/391 [======================================>..........................] Step: 324ms | Tot: 1m14s | Loss: 0.535 | Acc: 81.732% (24062/29440) 230/391 [======================================>..........................] Step: 321ms | Tot: 1m15s | Loss: 0.534 | Acc: 81.744% (24170/29568) 231/391 [======================================>..........................] Step: 320ms | Tot: 1m15s | Loss: 0.535 | Acc: 81.721% (24268/29696) 232/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.535 | Acc: 81.743% (24379/29824) 233/391 [======================================>..........................] Step: 323ms | Tot: 1m16s | Loss: 0.535 | Acc: 81.731% (24480/29952) 234/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.535 | Acc: 81.705% (24577/30080) 235/391 [=======================================>.........................] Step: 326ms | Tot: 1m16s | Loss: 0.534 | Acc: 81.733% (24690/30208) 236/391 [=======================================>.........................] Step: 330ms | Tot: 1m17s | Loss: 0.535 | Acc: 81.748% (24799/30336) 237/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.535 | Acc: 81.742% (24902/30464) 238/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.534 | Acc: 81.750% (25009/30592) 239/391 [=======================================>.........................] Step: 319ms | Tot: 1m18s | Loss: 0.534 | Acc: 81.755% (25115/30720) 240/391 [=======================================>.........................] Step: 324ms | Tot: 1m18s | Loss: 0.534 | Acc: 81.762% (25222/30848) 241/391 [========================================>........................] Step: 326ms | Tot: 1m18s | Loss: 0.533 | Acc: 81.786% (25334/30976) 242/391 [========================================>........................] Step: 330ms | Tot: 1m19s | Loss: 0.533 | Acc: 81.784% (25438/31104) 243/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.533 | Acc: 81.794% (25546/31232) 244/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.532 | Acc: 81.827% (25661/31360) 245/391 [========================================>........................] Step: 327ms | Tot: 1m20s | Loss: 0.532 | Acc: 81.834% (25768/31488) 246/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 0.531 | Acc: 81.835% (25873/31616) 247/391 [=========================================>.......................] Step: 324ms | Tot: 1m20s | Loss: 0.531 | Acc: 81.852% (25983/31744) 248/391 [=========================================>.......................] Step: 328ms | Tot: 1m21s | Loss: 0.532 | Acc: 81.824% (26079/31872) 249/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.532 | Acc: 81.800% (26176/32000) 250/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.533 | Acc: 81.779% (26274/32128) 251/391 [=========================================>.......................] Step: 336ms | Tot: 1m22s | Loss: 0.533 | Acc: 81.762% (26373/32256) 252/391 [=========================================>.......................] Step: 330ms | Tot: 1m22s | Loss: 0.533 | Acc: 81.750% (26474/32384) 253/391 [==========================================>......................] Step: 319ms | Tot: 1m22s | Loss: 0.533 | Acc: 81.742% (26576/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m22s | Loss: 0.533 | Acc: 81.740% (26680/32640) 255/391 [==========================================>......................] Step: 330ms | Tot: 1m23s | Loss: 0.534 | Acc: 81.726% (26780/32768) 256/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 0.534 | Acc: 81.706% (26878/32896) 257/391 [==========================================>......................] Step: 333ms | Tot: 1m23s | Loss: 0.534 | Acc: 81.716% (26986/33024) 258/391 [==========================================>......................] Step: 330ms | Tot: 1m24s | Loss: 0.534 | Acc: 81.705% (27087/33152) 259/391 [===========================================>.....................] Step: 330ms | Tot: 1m24s | Loss: 0.533 | Acc: 81.698% (27189/33280) 260/391 [===========================================>.....................] Step: 335ms | Tot: 1m24s | Loss: 0.533 | Acc: 81.717% (27300/33408) 261/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.533 | Acc: 81.727% (27408/33536) 262/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.534 | Acc: 81.716% (27509/33664) 263/391 [===========================================>.....................] Step: 331ms | Tot: 1m25s | Loss: 0.533 | Acc: 81.729% (27618/33792) 264/391 [===========================================>.....................] Step: 322ms | Tot: 1m26s | Loss: 0.533 | Acc: 81.728% (27722/33920) 265/391 [============================================>....................] Step: 321ms | Tot: 1m26s | Loss: 0.534 | Acc: 81.714% (27822/34048) 266/391 [============================================>....................] Step: 330ms | Tot: 1m26s | Loss: 0.534 | Acc: 81.712% (27926/34176) 267/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.533 | Acc: 81.722% (28034/34304) 268/391 [============================================>....................] Step: 320ms | Tot: 1m27s | Loss: 0.533 | Acc: 81.712% (28135/34432) 269/391 [============================================>....................] Step: 333ms | Tot: 1m27s | Loss: 0.534 | Acc: 81.707% (28238/34560) 270/391 [============================================>....................] Step: 318ms | Tot: 1m28s | Loss: 0.534 | Acc: 81.703% (28341/34688) 271/391 [=============================================>...................] Step: 319ms | Tot: 1m28s | Loss: 0.534 | Acc: 81.689% (28441/34816) 272/391 [=============================================>...................] Step: 327ms | Tot: 1m28s | Loss: 0.534 | Acc: 81.705% (28551/34944) 273/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 0.535 | Acc: 81.663% (28641/35072) 274/391 [=============================================>...................] Step: 317ms | Tot: 1m29s | Loss: 0.535 | Acc: 81.645% (28739/35200) 275/391 [=============================================>...................] Step: 326ms | Tot: 1m29s | Loss: 0.535 | Acc: 81.635% (28840/35328) 276/391 [=============================================>...................] Step: 326ms | Tot: 1m30s | Loss: 0.535 | Acc: 81.639% (28946/35456) 277/391 [==============================================>..................] Step: 328ms | Tot: 1m30s | Loss: 0.536 | Acc: 81.613% (29041/35584) 278/391 [==============================================>..................] Step: 337ms | Tot: 1m30s | Loss: 0.536 | Acc: 81.600% (29141/35712) 279/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.536 | Acc: 81.616% (29251/35840) 280/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.536 | Acc: 81.611% (29354/35968) 281/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.536 | Acc: 81.591% (29451/36096) 282/391 [==============================================>..................] Step: 319ms | Tot: 1m32s | Loss: 0.536 | Acc: 81.601% (29559/36224) 283/391 [===============================================>.................] Step: 319ms | Tot: 1m32s | Loss: 0.536 | Acc: 81.610% (29667/36352) 284/391 [===============================================>.................] Step: 322ms | Tot: 1m32s | Loss: 0.536 | Acc: 81.601% (29768/36480) 285/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 0.536 | Acc: 81.608% (29875/36608) 286/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 0.536 | Acc: 81.609% (29980/36736) 287/391 [===============================================>.................] Step: 322ms | Tot: 1m33s | Loss: 0.536 | Acc: 81.627% (30091/36864) 288/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 0.536 | Acc: 81.623% (30194/36992) 289/391 [================================================>................] Step: 319ms | Tot: 1m34s | Loss: 0.536 | Acc: 81.633% (30302/37120) 290/391 [================================================>................] Step: 320ms | Tot: 1m34s | Loss: 0.536 | Acc: 81.612% (30399/37248) 291/391 [================================================>................] Step: 328ms | Tot: 1m35s | Loss: 0.536 | Acc: 81.638% (30513/37376) 292/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.536 | Acc: 81.623% (30612/37504) 293/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.536 | Acc: 81.617% (30714/37632) 294/391 [================================================>................] Step: 326ms | Tot: 1m35s | Loss: 0.536 | Acc: 81.621% (30820/37760) 295/391 [=================================================>...............] Step: 321ms | Tot: 1m36s | Loss: 0.536 | Acc: 81.614% (30922/37888) 296/391 [=================================================>...............] Step: 322ms | Tot: 1m36s | Loss: 0.536 | Acc: 81.613% (31026/38016) 297/391 [=================================================>...............] Step: 326ms | Tot: 1m36s | Loss: 0.536 | Acc: 81.604% (31127/38144) 298/391 [=================================================>...............] Step: 339ms | Tot: 1m37s | Loss: 0.536 | Acc: 81.598% (31229/38272) 299/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 0.535 | Acc: 81.607% (31337/38400) 300/391 [=================================================>...............] Step: 330ms | Tot: 1m37s | Loss: 0.535 | Acc: 81.606% (31441/38528) 301/391 [==================================================>..............] Step: 322ms | Tot: 1m38s | Loss: 0.535 | Acc: 81.615% (31549/38656) 302/391 [==================================================>..............] Step: 320ms | Tot: 1m38s | Loss: 0.535 | Acc: 81.614% (31653/38784) 303/391 [==================================================>..............] Step: 326ms | Tot: 1m38s | Loss: 0.535 | Acc: 81.615% (31758/38912) 304/391 [==================================================>..............] Step: 326ms | Tot: 1m39s | Loss: 0.535 | Acc: 81.621% (31865/39040) 305/391 [==================================================>..............] Step: 324ms | Tot: 1m39s | Loss: 0.535 | Acc: 81.613% (31966/39168) 306/391 [==================================================>..............] Step: 334ms | Tot: 1m39s | Loss: 0.536 | Acc: 81.611% (32070/39296) 307/391 [===================================================>.............] Step: 367ms | Tot: 1m40s | Loss: 0.535 | Acc: 81.613% (32175/39424) 308/391 [===================================================>.............] Step: 342ms | Tot: 1m40s | Loss: 0.535 | Acc: 81.612% (32279/39552) 309/391 [===================================================>.............] Step: 330ms | Tot: 1m40s | Loss: 0.535 | Acc: 81.595% (32377/39680) 310/391 [===================================================>.............] Step: 329ms | Tot: 1m41s | Loss: 0.535 | Acc: 81.597% (32482/39808) 311/391 [===================================================>.............] Step: 318ms | Tot: 1m41s | Loss: 0.535 | Acc: 81.601% (32588/39936) 312/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.535 | Acc: 81.619% (32700/40064) 313/391 [====================================================>............] Step: 323ms | Tot: 1m42s | Loss: 0.535 | Acc: 81.618% (32804/40192) 314/391 [====================================================>............] Step: 321ms | Tot: 1m42s | Loss: 0.535 | Acc: 81.615% (32907/40320) 315/391 [====================================================>............] Step: 328ms | Tot: 1m42s | Loss: 0.535 | Acc: 81.626% (33016/40448) 316/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.534 | Acc: 81.622% (33119/40576) 317/391 [====================================================>............] Step: 318ms | Tot: 1m43s | Loss: 0.534 | Acc: 81.641% (33231/40704) 318/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.534 | Acc: 81.627% (33330/40832) 319/391 [=====================================================>...........] Step: 320ms | Tot: 1m44s | Loss: 0.534 | Acc: 81.619% (33431/40960) 320/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.534 | Acc: 81.625% (33538/41088) 321/391 [=====================================================>...........] Step: 328ms | Tot: 1m44s | Loss: 0.534 | Acc: 81.624% (33642/41216) 322/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.534 | Acc: 81.635% (33751/41344) 323/391 [=====================================================>...........] Step: 325ms | Tot: 1m45s | Loss: 0.534 | Acc: 81.633% (33855/41472) 324/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.534 | Acc: 81.635% (33960/41600) 325/391 [======================================================>..........] Step: 319ms | Tot: 1m46s | Loss: 0.534 | Acc: 81.631% (34063/41728) 326/391 [======================================================>..........] Step: 321ms | Tot: 1m46s | Loss: 0.534 | Acc: 81.647% (34174/41856) 327/391 [======================================================>..........] Step: 322ms | Tot: 1m46s | Loss: 0.534 | Acc: 81.650% (34280/41984) 328/391 [======================================================>..........] Step: 318ms | Tot: 1m47s | Loss: 0.534 | Acc: 81.642% (34381/42112) 329/391 [======================================================>..........] Step: 318ms | Tot: 1m47s | Loss: 0.534 | Acc: 81.645% (34487/42240) 330/391 [======================================================>..........] Step: 318ms | Tot: 1m47s | Loss: 0.535 | Acc: 81.623% (34582/42368) 331/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.535 | Acc: 81.617% (34684/42496) 332/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.535 | Acc: 81.614% (34787/42624) 333/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.535 | Acc: 81.610% (34890/42752) 334/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.535 | Acc: 81.611% (34995/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.535 | Acc: 81.615% (35101/43008) 336/391 [=======================================================>.........] Step: 319ms | Tot: 1m49s | Loss: 0.535 | Acc: 81.616% (35206/43136) 337/391 [========================================================>........] Step: 323ms | Tot: 1m49s | Loss: 0.535 | Acc: 81.611% (35308/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.535 | Acc: 81.610% (35412/43392) 339/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.536 | Acc: 81.588% (35507/43520) 340/391 [========================================================>........] Step: 329ms | Tot: 1m50s | Loss: 0.535 | Acc: 81.587% (35611/43648) 341/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.535 | Acc: 81.590% (35717/43776) 342/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.535 | Acc: 81.594% (35823/43904) 343/391 [=========================================================>.......] Step: 329ms | Tot: 1m51s | Loss: 0.535 | Acc: 81.593% (35927/44032) 344/391 [=========================================================>.......] Step: 329ms | Tot: 1m52s | Loss: 0.535 | Acc: 81.592% (36031/44160) 345/391 [=========================================================>.......] Step: 320ms | Tot: 1m52s | Loss: 0.535 | Acc: 81.600% (36139/44288) 346/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 0.535 | Acc: 81.592% (36240/44416) 347/391 [=========================================================>.......] Step: 319ms | Tot: 1m53s | Loss: 0.534 | Acc: 81.611% (36353/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m53s | Loss: 0.534 | Acc: 81.617% (36460/44672) 349/391 [==========================================================>......] Step: 329ms | Tot: 1m53s | Loss: 0.535 | Acc: 81.612% (36562/44800) 350/391 [==========================================================>......] Step: 336ms | Tot: 1m54s | Loss: 0.535 | Acc: 81.586% (36655/44928) 351/391 [==========================================================>......] Step: 318ms | Tot: 1m54s | Loss: 0.535 | Acc: 81.581% (36757/45056) 352/391 [==========================================================>......] Step: 326ms | Tot: 1m54s | Loss: 0.535 | Acc: 81.591% (36866/45184) 353/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.535 | Acc: 81.590% (36970/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.535 | Acc: 81.593% (37076/45440) 355/391 [===========================================================>.....] Step: 324ms | Tot: 1m55s | Loss: 0.535 | Acc: 81.610% (37188/45568) 356/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.535 | Acc: 81.609% (37292/45696) 357/391 [===========================================================>.....] Step: 322ms | Tot: 1m56s | Loss: 0.535 | Acc: 81.621% (37402/45824) 358/391 [===========================================================>.....] Step: 329ms | Tot: 1m56s | Loss: 0.535 | Acc: 81.626% (37509/45952) 359/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.535 | Acc: 81.636% (37618/46080) 360/391 [===========================================================>.....] Step: 330ms | Tot: 1m57s | Loss: 0.534 | Acc: 81.642% (37725/46208) 361/391 [============================================================>....] Step: 322ms | Tot: 1m57s | Loss: 0.535 | Acc: 81.641% (37829/46336) 362/391 [============================================================>....] Step: 320ms | Tot: 1m58s | Loss: 0.535 | Acc: 81.629% (37928/46464) 363/391 [============================================================>....] Step: 320ms | Tot: 1m58s | Loss: 0.535 | Acc: 81.638% (38037/46592) 364/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.535 | Acc: 81.631% (38138/46720) 365/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.535 | Acc: 81.641% (38247/46848) 366/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.534 | Acc: 81.642% (38352/46976) 367/391 [=============================================================>...] Step: 323ms | Tot: 1m59s | Loss: 0.534 | Acc: 81.643% (38457/47104) 368/391 [=============================================================>...] Step: 323ms | Tot: 2m54ms | Loss: 0.534 | Acc: 81.635% (38558/47232) 369/391 [=============================================================>...] Step: 322ms | Tot: 2m377ms | Loss: 0.534 | Acc: 81.630% (38660/47360) 370/391 [=============================================================>...] Step: 322ms | Tot: 2m700ms | Loss: 0.535 | Acc: 81.621% (38760/47488) 371/391 [=============================================================>...] Step: 326ms | Tot: 2m1s | Loss: 0.535 | Acc: 81.611% (38860/47616) 372/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.535 | Acc: 81.612% (38965/47744) 373/391 [==============================================================>..] Step: 324ms | Tot: 2m1s | Loss: 0.535 | Acc: 81.620% (39073/47872) 374/391 [==============================================================>..] Step: 330ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.612% (39174/48000) 375/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.616% (39280/48128) 376/391 [==============================================================>..] Step: 320ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.609% (39381/48256) 377/391 [==============================================================>..] Step: 322ms | Tot: 2m2s | Loss: 0.535 | Acc: 81.593% (39478/48384) 378/391 [==============================================================>..] Step: 319ms | Tot: 2m3s | Loss: 0.535 | Acc: 81.605% (39588/48512) 379/391 [===============================================================>.] Step: 317ms | Tot: 2m3s | Loss: 0.535 | Acc: 81.591% (39686/48640) 380/391 [===============================================================>.] Step: 323ms | Tot: 2m3s | Loss: 0.535 | Acc: 81.592% (39791/48768) 381/391 [===============================================================>.] Step: 315ms | Tot: 2m4s | Loss: 0.535 | Acc: 81.600% (39899/48896) 382/391 [===============================================================>.] Step: 316ms | Tot: 2m4s | Loss: 0.535 | Acc: 81.593% (40000/49024) 383/391 [===============================================================>.] Step: 326ms | Tot: 2m4s | Loss: 0.535 | Acc: 81.598% (40107/49152) 384/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.535 | Acc: 81.607% (40216/49280) 385/391 [================================================================>] Step: 324ms | Tot: 2m5s | Loss: 0.535 | Acc: 81.596% (40315/49408) 386/391 [================================================================>] Step: 327ms | Tot: 2m5s | Loss: 0.535 | Acc: 81.593% (40418/49536) 387/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.535 | Acc: 81.596% (40524/49664) 388/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 0.535 | Acc: 81.599% (40630/49792) 389/391 [================================================================>] Step: 329ms | Tot: 2m6s | Loss: 0.535 | Acc: 81.609% (40739/49920) 390/391 [================================================================>] Step: 303ms | Tot: 2m7s | Loss: 0.534 | Acc: 81.622% (40811/50000) 391/391 + [>................................................................] Step: 918ms | Tot: 2ms | Loss: 0.626 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 259ms | Tot: 261ms | Loss: 0.587 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 257ms | Tot: 519ms | Loss: 0.607 | Acc: 79.333% (238/300) 3/100 [=>...............................................................] Step: 264ms | Tot: 784ms | Loss: 0.623 | Acc: 79.000% (316/400) 4/100 [==>..............................................................] Step: 260ms | Tot: 1s44ms | Loss: 0.616 | Acc: 78.800% (394/500) 5/100 [===>.............................................................] Step: 270ms | Tot: 1s315ms | Loss: 0.591 | Acc: 79.667% (478/600) 6/100 [===>.............................................................] Step: 259ms | Tot: 1s574ms | Loss: 0.612 | Acc: 79.286% (555/700) 7/100 [====>............................................................] Step: 286ms | Tot: 1s861ms | Loss: 0.629 | Acc: 79.000% (632/800) 8/100 [=====>...........................................................] Step: 315ms | Tot: 2s176ms | Loss: 0.636 | Acc: 78.889% (710/900) 9/100 [=====>...........................................................] Step: 287ms | Tot: 2s463ms | Loss: 0.642 | Acc: 78.800% (788/1000) 10/100 [======>..........................................................] Step: 273ms | Tot: 2s737ms | Loss: 0.635 | Acc: 79.091% (870/1100) 11/100 [=======>.........................................................] Step: 267ms | Tot: 3s4ms | Loss: 0.628 | Acc: 78.833% (946/1200) 12/100 [=======>.........................................................] Step: 271ms | Tot: 3s276ms | Loss: 0.617 | Acc: 78.846% (1025/1300) 13/100 [========>........................................................] Step: 274ms | Tot: 3s550ms | Loss: 0.608 | Acc: 79.214% (1109/1400) 14/100 [=========>.......................................................] Step: 271ms | Tot: 3s821ms | Loss: 0.608 | Acc: 79.133% (1187/1500) 15/100 [=========>.......................................................] Step: 266ms | Tot: 4s88ms | Loss: 0.610 | Acc: 79.000% (1264/1600) 16/100 [==========>......................................................] Step: 266ms | Tot: 4s354ms | Loss: 0.605 | Acc: 79.235% (1347/1700) 17/100 [===========>.....................................................] Step: 267ms | Tot: 4s622ms | Loss: 0.609 | Acc: 78.778% (1418/1800) 18/100 [===========>.....................................................] Step: 273ms | Tot: 4s896ms | Loss: 0.611 | Acc: 78.632% (1494/1900) 19/100 [============>....................................................] Step: 266ms | Tot: 5s162ms | Loss: 0.621 | Acc: 78.550% (1571/2000) 20/100 [=============>...................................................] Step: 264ms | Tot: 5s427ms | Loss: 0.624 | Acc: 78.286% (1644/2100) 21/100 [=============>...................................................] Step: 269ms | Tot: 5s697ms | Loss: 0.623 | Acc: 78.455% (1726/2200) 22/100 [==============>..................................................] Step: 271ms | Tot: 5s968ms | Loss: 0.633 | Acc: 78.261% (1800/2300) 23/100 [==============>..................................................] Step: 270ms | Tot: 6s238ms | Loss: 0.636 | Acc: 78.042% (1873/2400) 24/100 [===============>.................................................] Step: 265ms | Tot: 6s504ms | Loss: 0.636 | Acc: 77.880% (1947/2500) 25/100 [================>................................................] Step: 273ms | Tot: 6s777ms | Loss: 0.647 | Acc: 77.654% (2019/2600) 26/100 [================>................................................] Step: 266ms | Tot: 7s44ms | Loss: 0.642 | Acc: 77.815% (2101/2700) 27/100 [=================>...............................................] Step: 266ms | Tot: 7s311ms | Loss: 0.640 | Acc: 77.786% (2178/2800) 28/100 [==================>..............................................] Step: 267ms | Tot: 7s578ms | Loss: 0.641 | Acc: 77.793% (2256/2900) 29/100 [==================>..............................................] Step: 273ms | Tot: 7s852ms | Loss: 0.635 | Acc: 77.933% (2338/3000) 30/100 [===================>.............................................] Step: 265ms | Tot: 8s118ms | Loss: 0.637 | Acc: 77.903% (2415/3100) 31/100 [====================>............................................] Step: 269ms | Tot: 8s388ms | Loss: 0.634 | Acc: 77.938% (2494/3200) 32/100 [====================>............................................] Step: 268ms | Tot: 8s656ms | Loss: 0.636 | Acc: 77.848% (2569/3300) 33/100 [=====================>...........................................] Step: 271ms | Tot: 8s927ms | Loss: 0.641 | Acc: 77.618% (2639/3400) 34/100 [======================>..........................................] Step: 267ms | Tot: 9s195ms | Loss: 0.641 | Acc: 77.600% (2716/3500) 35/100 [======================>..........................................] Step: 266ms | Tot: 9s461ms | Loss: 0.641 | Acc: 77.583% (2793/3600) 36/100 [=======================>.........................................] Step: 273ms | Tot: 9s735ms | Loss: 0.645 | Acc: 77.486% (2867/3700) 37/100 [========================>........................................] Step: 266ms | Tot: 10s1ms | Loss: 0.647 | Acc: 77.211% (2934/3800) 38/100 [========================>........................................] Step: 269ms | Tot: 10s270ms | Loss: 0.646 | Acc: 77.359% (3017/3900) 39/100 [=========================>.......................................] Step: 267ms | Tot: 10s537ms | Loss: 0.644 | Acc: 77.500% (3100/4000) 40/100 [==========================>......................................] Step: 276ms | Tot: 10s814ms | Loss: 0.642 | Acc: 77.610% (3182/4100) 41/100 [==========================>......................................] Step: 266ms | Tot: 11s81ms | Loss: 0.642 | Acc: 77.667% (3262/4200) 42/100 [===========================>.....................................] Step: 268ms | Tot: 11s349ms | Loss: 0.645 | Acc: 77.698% (3341/4300) 43/100 [===========================>.....................................] Step: 268ms | Tot: 11s618ms | Loss: 0.646 | Acc: 77.727% (3420/4400) 44/100 [============================>....................................] Step: 273ms | Tot: 11s891ms | Loss: 0.644 | Acc: 77.822% (3502/4500) 45/100 [=============================>...................................] Step: 266ms | Tot: 12s158ms | Loss: 0.644 | Acc: 77.848% (3581/4600) 46/100 [=============================>...................................] Step: 267ms | Tot: 12s425ms | Loss: 0.642 | Acc: 77.915% (3662/4700) 47/100 [==============================>..................................] Step: 269ms | Tot: 12s694ms | Loss: 0.642 | Acc: 77.896% (3739/4800) 48/100 [===============================>.................................] Step: 276ms | Tot: 12s971ms | Loss: 0.638 | Acc: 78.000% (3822/4900) 49/100 [===============================>.................................] Step: 270ms | Tot: 13s241ms | Loss: 0.637 | Acc: 78.060% (3903/5000) 50/100 [================================>................................] Step: 269ms | Tot: 13s511ms | Loss: 0.637 | Acc: 78.039% (3980/5100) 51/100 [=================================>...............................] Step: 273ms | Tot: 13s785ms | Loss: 0.638 | Acc: 78.077% (4060/5200) 52/100 [=================================>...............................] Step: 266ms | Tot: 14s52ms | Loss: 0.638 | Acc: 78.038% (4136/5300) 53/100 [==================================>..............................] Step: 268ms | Tot: 14s320ms | Loss: 0.637 | Acc: 78.130% (4219/5400) 54/100 [===================================>.............................] Step: 268ms | Tot: 14s588ms | Loss: 0.635 | Acc: 78.109% (4296/5500) 55/100 [===================================>.............................] Step: 275ms | Tot: 14s864ms | Loss: 0.635 | Acc: 78.179% (4378/5600) 56/100 [====================================>............................] Step: 266ms | Tot: 15s130ms | Loss: 0.637 | Acc: 78.123% (4453/5700) 57/100 [=====================================>...........................] Step: 269ms | Tot: 15s400ms | Loss: 0.636 | Acc: 78.121% (4531/5800) 58/100 [=====================================>...........................] Step: 270ms | Tot: 15s670ms | Loss: 0.638 | Acc: 78.051% (4605/5900) 59/100 [======================================>..........................] Step: 273ms | Tot: 15s943ms | Loss: 0.637 | Acc: 78.083% (4685/6000) 60/100 [=======================================>.........................] Step: 268ms | Tot: 16s212ms | Loss: 0.637 | Acc: 78.098% (4764/6100) 61/100 [=======================================>.........................] Step: 265ms | Tot: 16s477ms | Loss: 0.636 | Acc: 78.129% (4844/6200) 62/100 [========================================>........................] Step: 274ms | Tot: 16s751ms | Loss: 0.636 | Acc: 78.095% (4920/6300) 63/100 [========================================>........................] Step: 265ms | Tot: 17s16ms | Loss: 0.635 | Acc: 78.125% (5000/6400) 64/100 [=========================================>.......................] Step: 268ms | Tot: 17s285ms | Loss: 0.638 | Acc: 78.046% (5073/6500) 65/100 [==========================================>......................] Step: 266ms | Tot: 17s551ms | Loss: 0.639 | Acc: 78.045% (5151/6600) 66/100 [==========================================>......................] Step: 270ms | Tot: 17s821ms | Loss: 0.637 | Acc: 78.119% (5234/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 18s90ms | Loss: 0.638 | Acc: 78.000% (5304/6800) 68/100 [============================================>....................] Step: 273ms | Tot: 18s363ms | Loss: 0.637 | Acc: 78.000% (5382/6900) 69/100 [============================================>....................] Step: 273ms | Tot: 18s636ms | Loss: 0.638 | Acc: 78.014% (5461/7000) 70/100 [=============================================>...................] Step: 271ms | Tot: 18s908ms | Loss: 0.637 | Acc: 78.028% (5540/7100) 71/100 [==============================================>..................] Step: 271ms | Tot: 19s179ms | Loss: 0.636 | Acc: 78.083% (5622/7200) 72/100 [==============================================>..................] Step: 272ms | Tot: 19s451ms | Loss: 0.635 | Acc: 78.178% (5707/7300) 73/100 [===============================================>.................] Step: 273ms | Tot: 19s725ms | Loss: 0.632 | Acc: 78.284% (5793/7400) 74/100 [================================================>................] Step: 267ms | Tot: 19s992ms | Loss: 0.632 | Acc: 78.307% (5873/7500) 75/100 [================================================>................] Step: 269ms | Tot: 20s261ms | Loss: 0.631 | Acc: 78.316% (5952/7600) 76/100 [=================================================>...............] Step: 269ms | Tot: 20s531ms | Loss: 0.633 | Acc: 78.247% (6025/7700) 77/100 [==================================================>..............] Step: 278ms | Tot: 20s809ms | Loss: 0.632 | Acc: 78.269% (6105/7800) 78/100 [==================================================>..............] Step: 272ms | Tot: 21s82ms | Loss: 0.634 | Acc: 78.228% (6180/7900) 79/100 [===================================================>.............] Step: 276ms | Tot: 21s359ms | Loss: 0.634 | Acc: 78.200% (6256/8000) 80/100 [====================================================>............] Step: 266ms | Tot: 21s625ms | Loss: 0.633 | Acc: 78.222% (6336/8100) 81/100 [====================================================>............] Step: 271ms | Tot: 21s897ms | Loss: 0.633 | Acc: 78.220% (6414/8200) 82/100 [=====================================================>...........] Step: 268ms | Tot: 22s165ms | Loss: 0.633 | Acc: 78.205% (6491/8300) 83/100 [=====================================================>...........] Step: 267ms | Tot: 22s433ms | Loss: 0.631 | Acc: 78.202% (6569/8400) 84/100 [======================================================>..........] Step: 272ms | Tot: 22s705ms | Loss: 0.633 | Acc: 78.165% (6644/8500) 85/100 [=======================================================>.........] Step: 267ms | Tot: 22s973ms | Loss: 0.635 | Acc: 78.140% (6720/8600) 86/100 [=======================================================>.........] Step: 272ms | Tot: 23s246ms | Loss: 0.635 | Acc: 78.103% (6795/8700) 87/100 [========================================================>........] Step: 266ms | Tot: 23s512ms | Loss: 0.636 | Acc: 78.091% (6872/8800) 88/100 [=========================================================>.......] Step: 268ms | Tot: 23s781ms | Loss: 0.636 | Acc: 78.045% (6946/8900) 89/100 [=========================================================>.......] Step: 265ms | Tot: 24s46ms | Loss: 0.636 | Acc: 78.022% (7022/9000) 90/100 [==========================================================>......] Step: 270ms | Tot: 24s317ms | Loss: 0.636 | Acc: 78.022% (7100/9100) 91/100 [===========================================================>.....] Step: 277ms | Tot: 24s594ms | Loss: 0.634 | Acc: 78.043% (7180/9200) 92/100 [===========================================================>.....] Step: 275ms | Tot: 24s869ms | Loss: 0.635 | Acc: 78.011% (7255/9300) 93/100 [============================================================>....] Step: 272ms | Tot: 25s142ms | Loss: 0.634 | Acc: 78.000% (7332/9400) 94/100 [=============================================================>...] Step: 268ms | Tot: 25s410ms | Loss: 0.634 | Acc: 78.021% (7412/9500) 95/100 [=============================================================>...] Step: 270ms | Tot: 25s681ms | Loss: 0.634 | Acc: 78.042% (7492/9600) 96/100 [==============================================================>..] Step: 273ms | Tot: 25s954ms | Loss: 0.634 | Acc: 78.052% (7571/9700) 97/100 [===============================================================>.] Step: 268ms | Tot: 26s223ms | Loss: 0.635 | Acc: 78.051% (7649/9800) 98/100 [===============================================================>.] Step: 265ms | Tot: 26s489ms | Loss: 0.636 | Acc: 78.010% (7723/9900) 99/100 [================================================================>] Step: 273ms | Tot: 26s763ms | Loss: 0.637 | Acc: 78.020% (7802/10000) 100/100 + +Epoch: 16 + [>................................................................] Step: 1s135ms | Tot: 2ms | Loss: 0.523 | Acc: 83.594% (107/128) 1/391 [>................................................................] Step: 347ms | Tot: 349ms | Loss: 0.567 | Acc: 81.250% (208/256) 2/391 [>................................................................] Step: 333ms | Tot: 683ms | Loss: 0.568 | Acc: 80.469% (309/384) 3/391 [>................................................................] Step: 330ms | Tot: 1s14ms | Loss: 0.553 | Acc: 80.664% (413/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s341ms | Loss: 0.546 | Acc: 80.938% (518/640) 5/391 [>................................................................] Step: 325ms | Tot: 1s667ms | Loss: 0.538 | Acc: 81.250% (624/768) 6/391 [>................................................................] Step: 350ms | Tot: 2s18ms | Loss: 0.543 | Acc: 81.250% (728/896) 7/391 [=>...............................................................] Step: 324ms | Tot: 2s343ms | Loss: 0.549 | Acc: 80.762% (827/1024) 8/391 [=>...............................................................] Step: 323ms | Tot: 2s666ms | Loss: 0.551 | Acc: 80.990% (933/1152) 9/391 [=>...............................................................] Step: 327ms | Tot: 2s994ms | Loss: 0.541 | Acc: 81.250% (1040/1280) 10/391 [=>...............................................................] Step: 322ms | Tot: 3s317ms | Loss: 0.540 | Acc: 81.392% (1146/1408) 11/391 [=>...............................................................] Step: 325ms | Tot: 3s642ms | Loss: 0.526 | Acc: 81.901% (1258/1536) 12/391 [=>...............................................................] Step: 339ms | Tot: 3s981ms | Loss: 0.515 | Acc: 82.572% (1374/1664) 13/391 [==>..............................................................] Step: 371ms | Tot: 4s353ms | Loss: 0.508 | Acc: 82.924% (1486/1792) 14/391 [==>..............................................................] Step: 333ms | Tot: 4s686ms | Loss: 0.512 | Acc: 82.604% (1586/1920) 15/391 [==>..............................................................] Step: 328ms | Tot: 5s14ms | Loss: 0.514 | Acc: 82.471% (1689/2048) 16/391 [==>..............................................................] Step: 325ms | Tot: 5s340ms | Loss: 0.525 | Acc: 82.031% (1785/2176) 17/391 [==>..............................................................] Step: 332ms | Tot: 5s672ms | Loss: 0.524 | Acc: 82.161% (1893/2304) 18/391 [==>..............................................................] Step: 328ms | Tot: 6s | Loss: 0.519 | Acc: 82.237% (2000/2432) 19/391 [===>.............................................................] Step: 322ms | Tot: 6s323ms | Loss: 0.523 | Acc: 82.070% (2101/2560) 20/391 [===>.............................................................] Step: 321ms | Tot: 6s644ms | Loss: 0.523 | Acc: 82.068% (2206/2688) 21/391 [===>.............................................................] Step: 330ms | Tot: 6s974ms | Loss: 0.524 | Acc: 82.102% (2312/2816) 22/391 [===>.............................................................] Step: 324ms | Tot: 7s299ms | Loss: 0.525 | Acc: 82.065% (2416/2944) 23/391 [===>.............................................................] Step: 325ms | Tot: 7s625ms | Loss: 0.528 | Acc: 82.096% (2522/3072) 24/391 [===>.............................................................] Step: 330ms | Tot: 7s956ms | Loss: 0.526 | Acc: 82.156% (2629/3200) 25/391 [====>............................................................] Step: 321ms | Tot: 8s277ms | Loss: 0.521 | Acc: 82.332% (2740/3328) 26/391 [====>............................................................] Step: 322ms | Tot: 8s600ms | Loss: 0.521 | Acc: 82.234% (2842/3456) 27/391 [====>............................................................] Step: 327ms | Tot: 8s928ms | Loss: 0.522 | Acc: 82.227% (2947/3584) 28/391 [====>............................................................] Step: 320ms | Tot: 9s249ms | Loss: 0.531 | Acc: 81.977% (3043/3712) 29/391 [====>............................................................] Step: 325ms | Tot: 9s574ms | Loss: 0.532 | Acc: 82.005% (3149/3840) 30/391 [====>............................................................] Step: 329ms | Tot: 9s904ms | Loss: 0.534 | Acc: 81.830% (3247/3968) 31/391 [=====>...........................................................] Step: 321ms | Tot: 10s225ms | Loss: 0.533 | Acc: 81.860% (3353/4096) 32/391 [=====>...........................................................] Step: 325ms | Tot: 10s550ms | Loss: 0.532 | Acc: 81.842% (3457/4224) 33/391 [=====>...........................................................] Step: 329ms | Tot: 10s880ms | Loss: 0.532 | Acc: 81.801% (3560/4352) 34/391 [=====>...........................................................] Step: 324ms | Tot: 11s204ms | Loss: 0.534 | Acc: 81.763% (3663/4480) 35/391 [=====>...........................................................] Step: 323ms | Tot: 11s528ms | Loss: 0.531 | Acc: 81.836% (3771/4608) 36/391 [=====>...........................................................] Step: 325ms | Tot: 11s853ms | Loss: 0.529 | Acc: 81.926% (3880/4736) 37/391 [======>..........................................................] Step: 323ms | Tot: 12s176ms | Loss: 0.533 | Acc: 81.887% (3983/4864) 38/391 [======>..........................................................] Step: 324ms | Tot: 12s501ms | Loss: 0.532 | Acc: 81.991% (4093/4992) 39/391 [======>..........................................................] Step: 323ms | Tot: 12s825ms | Loss: 0.534 | Acc: 81.836% (4190/5120) 40/391 [======>..........................................................] Step: 321ms | Tot: 13s146ms | Loss: 0.532 | Acc: 81.898% (4298/5248) 41/391 [======>..........................................................] Step: 328ms | Tot: 13s475ms | Loss: 0.530 | Acc: 81.994% (4408/5376) 42/391 [======>..........................................................] Step: 324ms | Tot: 13s799ms | Loss: 0.531 | Acc: 81.904% (4508/5504) 43/391 [=======>.........................................................] Step: 325ms | Tot: 14s125ms | Loss: 0.533 | Acc: 81.836% (4609/5632) 44/391 [=======>.........................................................] Step: 326ms | Tot: 14s451ms | Loss: 0.530 | Acc: 81.892% (4717/5760) 45/391 [=======>.........................................................] Step: 322ms | Tot: 14s774ms | Loss: 0.534 | Acc: 81.760% (4814/5888) 46/391 [=======>.........................................................] Step: 324ms | Tot: 15s99ms | Loss: 0.536 | Acc: 81.582% (4908/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s423ms | Loss: 0.534 | Acc: 81.608% (5014/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 15s745ms | Loss: 0.534 | Acc: 81.585% (5117/6272) 49/391 [========>........................................................] Step: 329ms | Tot: 16s75ms | Loss: 0.534 | Acc: 81.594% (5222/6400) 50/391 [========>........................................................] Step: 326ms | Tot: 16s402ms | Loss: 0.535 | Acc: 81.587% (5326/6528) 51/391 [========>........................................................] Step: 322ms | Tot: 16s724ms | Loss: 0.536 | Acc: 81.596% (5431/6656) 52/391 [========>........................................................] Step: 327ms | Tot: 17s52ms | Loss: 0.537 | Acc: 81.560% (5533/6784) 53/391 [========>........................................................] Step: 322ms | Tot: 17s374ms | Loss: 0.536 | Acc: 81.655% (5644/6912) 54/391 [========>........................................................] Step: 320ms | Tot: 17s695ms | Loss: 0.535 | Acc: 81.705% (5752/7040) 55/391 [=========>.......................................................] Step: 324ms | Tot: 18s19ms | Loss: 0.533 | Acc: 81.710% (5857/7168) 56/391 [=========>.......................................................] Step: 321ms | Tot: 18s341ms | Loss: 0.533 | Acc: 81.702% (5961/7296) 57/391 [=========>.......................................................] Step: 320ms | Tot: 18s661ms | Loss: 0.532 | Acc: 81.735% (6068/7424) 58/391 [=========>.......................................................] Step: 329ms | Tot: 18s990ms | Loss: 0.532 | Acc: 81.793% (6177/7552) 59/391 [=========>.......................................................] Step: 325ms | Tot: 19s316ms | Loss: 0.530 | Acc: 81.784% (6281/7680) 60/391 [=========>.......................................................] Step: 321ms | Tot: 19s638ms | Loss: 0.532 | Acc: 81.737% (6382/7808) 61/391 [==========>......................................................] Step: 326ms | Tot: 19s964ms | Loss: 0.534 | Acc: 81.653% (6480/7936) 62/391 [==========>......................................................] Step: 323ms | Tot: 20s288ms | Loss: 0.532 | Acc: 81.746% (6592/8064) 63/391 [==========>......................................................] Step: 320ms | Tot: 20s608ms | Loss: 0.533 | Acc: 81.689% (6692/8192) 64/391 [==========>......................................................] Step: 328ms | Tot: 20s937ms | Loss: 0.533 | Acc: 81.695% (6797/8320) 65/391 [==========>......................................................] Step: 321ms | Tot: 21s259ms | Loss: 0.533 | Acc: 81.700% (6902/8448) 66/391 [==========>......................................................] Step: 319ms | Tot: 21s578ms | Loss: 0.533 | Acc: 81.705% (7007/8576) 67/391 [===========>.....................................................] Step: 331ms | Tot: 21s910ms | Loss: 0.531 | Acc: 81.756% (7116/8704) 68/391 [===========>.....................................................] Step: 326ms | Tot: 22s236ms | Loss: 0.532 | Acc: 81.714% (7217/8832) 69/391 [===========>.....................................................] Step: 323ms | Tot: 22s560ms | Loss: 0.531 | Acc: 81.741% (7324/8960) 70/391 [===========>.....................................................] Step: 329ms | Tot: 22s889ms | Loss: 0.531 | Acc: 81.745% (7429/9088) 71/391 [===========>.....................................................] Step: 323ms | Tot: 23s212ms | Loss: 0.531 | Acc: 81.684% (7528/9216) 72/391 [===========>.....................................................] Step: 324ms | Tot: 23s537ms | Loss: 0.530 | Acc: 81.689% (7633/9344) 73/391 [============>....................................................] Step: 325ms | Tot: 23s862ms | Loss: 0.530 | Acc: 81.662% (7735/9472) 74/391 [============>....................................................] Step: 326ms | Tot: 24s189ms | Loss: 0.529 | Acc: 81.667% (7840/9600) 75/391 [============>....................................................] Step: 326ms | Tot: 24s515ms | Loss: 0.529 | Acc: 81.661% (7944/9728) 76/391 [============>....................................................] Step: 329ms | Tot: 24s844ms | Loss: 0.528 | Acc: 81.707% (8053/9856) 77/391 [============>....................................................] Step: 329ms | Tot: 25s174ms | Loss: 0.527 | Acc: 81.801% (8167/9984) 78/391 [============>....................................................] Step: 322ms | Tot: 25s497ms | Loss: 0.526 | Acc: 81.843% (8276/10112) 79/391 [=============>...................................................] Step: 325ms | Tot: 25s822ms | Loss: 0.526 | Acc: 81.855% (8382/10240) 80/391 [=============>...................................................] Step: 321ms | Tot: 26s144ms | Loss: 0.525 | Acc: 81.887% (8490/10368) 81/391 [=============>...................................................] Step: 321ms | Tot: 26s465ms | Loss: 0.525 | Acc: 81.898% (8596/10496) 82/391 [=============>...................................................] Step: 335ms | Tot: 26s801ms | Loss: 0.526 | Acc: 81.805% (8691/10624) 83/391 [=============>...................................................] Step: 322ms | Tot: 27s123ms | Loss: 0.525 | Acc: 81.827% (8798/10752) 84/391 [=============>...................................................] Step: 327ms | Tot: 27s450ms | Loss: 0.525 | Acc: 81.838% (8904/10880) 85/391 [==============>..................................................] Step: 325ms | Tot: 27s776ms | Loss: 0.525 | Acc: 81.868% (9012/11008) 86/391 [==============>..................................................] Step: 332ms | Tot: 28s109ms | Loss: 0.525 | Acc: 81.879% (9118/11136) 87/391 [==============>..................................................] Step: 336ms | Tot: 28s445ms | Loss: 0.527 | Acc: 81.863% (9221/11264) 88/391 [==============>..................................................] Step: 327ms | Tot: 28s773ms | Loss: 0.526 | Acc: 81.908% (9331/11392) 89/391 [==============>..................................................] Step: 333ms | Tot: 29s106ms | Loss: 0.525 | Acc: 81.936% (9439/11520) 90/391 [==============>..................................................] Step: 325ms | Tot: 29s432ms | Loss: 0.524 | Acc: 81.963% (9547/11648) 91/391 [===============>.................................................] Step: 324ms | Tot: 29s756ms | Loss: 0.523 | Acc: 81.955% (9651/11776) 92/391 [===============>.................................................] Step: 329ms | Tot: 30s86ms | Loss: 0.521 | Acc: 82.023% (9764/11904) 93/391 [===============>.................................................] Step: 330ms | Tot: 30s416ms | Loss: 0.521 | Acc: 82.056% (9873/12032) 94/391 [===============>.................................................] Step: 322ms | Tot: 30s739ms | Loss: 0.520 | Acc: 82.064% (9979/12160) 95/391 [===============>.................................................] Step: 328ms | Tot: 31s68ms | Loss: 0.520 | Acc: 82.080% (10086/12288) 96/391 [===============>.................................................] Step: 324ms | Tot: 31s393ms | Loss: 0.521 | Acc: 82.047% (10187/12416) 97/391 [================>................................................] Step: 320ms | Tot: 31s713ms | Loss: 0.522 | Acc: 82.007% (10287/12544) 98/391 [================>................................................] Step: 334ms | Tot: 32s48ms | Loss: 0.522 | Acc: 82.031% (10395/12672) 99/391 [================>................................................] Step: 334ms | Tot: 32s383ms | Loss: 0.522 | Acc: 82.070% (10505/12800) 100/391 [================>................................................] Step: 321ms | Tot: 32s704ms | Loss: 0.521 | Acc: 82.140% (10619/12928) 101/391 [================>................................................] Step: 327ms | Tot: 33s32ms | Loss: 0.521 | Acc: 82.146% (10725/13056) 102/391 [================>................................................] Step: 324ms | Tot: 33s357ms | Loss: 0.521 | Acc: 82.145% (10830/13184) 103/391 [=================>...............................................] Step: 323ms | Tot: 33s680ms | Loss: 0.521 | Acc: 82.114% (10931/13312) 104/391 [=================>...............................................] Step: 353ms | Tot: 34s33ms | Loss: 0.519 | Acc: 82.165% (11043/13440) 105/391 [=================>...............................................] Step: 371ms | Tot: 34s405ms | Loss: 0.519 | Acc: 82.142% (11145/13568) 106/391 [=================>...............................................] Step: 331ms | Tot: 34s736ms | Loss: 0.519 | Acc: 82.133% (11249/13696) 107/391 [=================>...............................................] Step: 325ms | Tot: 35s62ms | Loss: 0.518 | Acc: 82.133% (11354/13824) 108/391 [=================>...............................................] Step: 324ms | Tot: 35s386ms | Loss: 0.518 | Acc: 82.132% (11459/13952) 109/391 [==================>..............................................] Step: 328ms | Tot: 35s715ms | Loss: 0.519 | Acc: 82.067% (11555/14080) 110/391 [==================>..............................................] Step: 328ms | Tot: 36s43ms | Loss: 0.520 | Acc: 82.066% (11660/14208) 111/391 [==================>..............................................] Step: 321ms | Tot: 36s364ms | Loss: 0.521 | Acc: 82.024% (11759/14336) 112/391 [==================>..............................................] Step: 322ms | Tot: 36s686ms | Loss: 0.521 | Acc: 82.045% (11867/14464) 113/391 [==================>..............................................] Step: 329ms | Tot: 37s16ms | Loss: 0.523 | Acc: 81.970% (11961/14592) 114/391 [==================>..............................................] Step: 320ms | Tot: 37s336ms | Loss: 0.523 | Acc: 81.997% (12070/14720) 115/391 [===================>.............................................] Step: 318ms | Tot: 37s655ms | Loss: 0.522 | Acc: 82.011% (12177/14848) 116/391 [===================>.............................................] Step: 327ms | Tot: 37s982ms | Loss: 0.522 | Acc: 82.038% (12286/14976) 117/391 [===================>.............................................] Step: 322ms | Tot: 38s305ms | Loss: 0.521 | Acc: 82.084% (12398/15104) 118/391 [===================>.............................................] Step: 322ms | Tot: 38s627ms | Loss: 0.520 | Acc: 82.103% (12506/15232) 119/391 [===================>.............................................] Step: 328ms | Tot: 38s956ms | Loss: 0.520 | Acc: 82.116% (12613/15360) 120/391 [===================>.............................................] Step: 320ms | Tot: 39s276ms | Loss: 0.520 | Acc: 82.109% (12717/15488) 121/391 [====================>............................................] Step: 321ms | Tot: 39s597ms | Loss: 0.521 | Acc: 82.082% (12818/15616) 122/391 [====================>............................................] Step: 329ms | Tot: 39s926ms | Loss: 0.522 | Acc: 82.057% (12919/15744) 123/391 [====================>............................................] Step: 320ms | Tot: 40s247ms | Loss: 0.521 | Acc: 82.063% (13025/15872) 124/391 [====================>............................................] Step: 324ms | Tot: 40s572ms | Loss: 0.521 | Acc: 82.094% (13135/16000) 125/391 [====================>............................................] Step: 332ms | Tot: 40s904ms | Loss: 0.520 | Acc: 82.081% (13238/16128) 126/391 [====================>............................................] Step: 322ms | Tot: 41s227ms | Loss: 0.519 | Acc: 82.124% (13350/16256) 127/391 [=====================>...........................................] Step: 325ms | Tot: 41s552ms | Loss: 0.520 | Acc: 82.086% (13449/16384) 128/391 [=====================>...........................................] Step: 329ms | Tot: 41s881ms | Loss: 0.520 | Acc: 82.074% (13552/16512) 129/391 [=====================>...........................................] Step: 321ms | Tot: 42s203ms | Loss: 0.521 | Acc: 82.061% (13655/16640) 130/391 [=====================>...........................................] Step: 323ms | Tot: 42s526ms | Loss: 0.521 | Acc: 82.061% (13760/16768) 131/391 [=====================>...........................................] Step: 329ms | Tot: 42s856ms | Loss: 0.523 | Acc: 82.002% (13855/16896) 132/391 [=====================>...........................................] Step: 320ms | Tot: 43s177ms | Loss: 0.523 | Acc: 81.990% (13958/17024) 133/391 [======================>..........................................] Step: 324ms | Tot: 43s502ms | Loss: 0.523 | Acc: 82.002% (14065/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 43s828ms | Loss: 0.523 | Acc: 81.997% (14169/17280) 135/391 [======================>..........................................] Step: 324ms | Tot: 44s152ms | Loss: 0.523 | Acc: 81.985% (14272/17408) 136/391 [======================>..........................................] Step: 325ms | Tot: 44s478ms | Loss: 0.523 | Acc: 81.974% (14375/17536) 137/391 [======================>..........................................] Step: 322ms | Tot: 44s801ms | Loss: 0.523 | Acc: 81.958% (14477/17664) 138/391 [======================>..........................................] Step: 322ms | Tot: 45s123ms | Loss: 0.523 | Acc: 81.964% (14583/17792) 139/391 [=======================>.........................................] Step: 328ms | Tot: 45s452ms | Loss: 0.523 | Acc: 81.970% (14689/17920) 140/391 [=======================>.........................................] Step: 328ms | Tot: 45s780ms | Loss: 0.522 | Acc: 81.965% (14793/18048) 141/391 [=======================>.........................................] Step: 327ms | Tot: 46s108ms | Loss: 0.522 | Acc: 81.965% (14898/18176) 142/391 [=======================>.........................................] Step: 324ms | Tot: 46s432ms | Loss: 0.522 | Acc: 81.971% (15004/18304) 143/391 [=======================>.........................................] Step: 321ms | Tot: 46s753ms | Loss: 0.522 | Acc: 81.955% (15106/18432) 144/391 [=======================>.........................................] Step: 323ms | Tot: 47s77ms | Loss: 0.523 | Acc: 81.923% (15205/18560) 145/391 [========================>........................................] Step: 323ms | Tot: 47s400ms | Loss: 0.522 | Acc: 81.935% (15312/18688) 146/391 [========================>........................................] Step: 319ms | Tot: 47s719ms | Loss: 0.521 | Acc: 81.962% (15422/18816) 147/391 [========================>........................................] Step: 325ms | Tot: 48s44ms | Loss: 0.522 | Acc: 81.978% (15530/18944) 148/391 [========================>........................................] Step: 322ms | Tot: 48s367ms | Loss: 0.521 | Acc: 81.974% (15634/19072) 149/391 [========================>........................................] Step: 324ms | Tot: 48s691ms | Loss: 0.520 | Acc: 82.021% (15748/19200) 150/391 [========================>........................................] Step: 325ms | Tot: 49s17ms | Loss: 0.521 | Acc: 82.021% (15853/19328) 151/391 [=========================>.......................................] Step: 322ms | Tot: 49s339ms | Loss: 0.520 | Acc: 82.026% (15959/19456) 152/391 [=========================>.......................................] Step: 318ms | Tot: 49s657ms | Loss: 0.519 | Acc: 82.067% (16072/19584) 153/391 [=========================>.......................................] Step: 324ms | Tot: 49s981ms | Loss: 0.519 | Acc: 82.062% (16176/19712) 154/391 [=========================>.......................................] Step: 318ms | Tot: 50s300ms | Loss: 0.519 | Acc: 82.082% (16285/19840) 155/391 [=========================>.......................................] Step: 317ms | Tot: 50s618ms | Loss: 0.518 | Acc: 82.096% (16393/19968) 156/391 [=========================>.......................................] Step: 327ms | Tot: 50s946ms | Loss: 0.518 | Acc: 82.111% (16501/20096) 157/391 [==========================>......................................] Step: 318ms | Tot: 51s264ms | Loss: 0.518 | Acc: 82.120% (16608/20224) 158/391 [==========================>......................................] Step: 323ms | Tot: 51s588ms | Loss: 0.517 | Acc: 82.134% (16716/20352) 159/391 [==========================>......................................] Step: 327ms | Tot: 51s915ms | Loss: 0.516 | Acc: 82.188% (16832/20480) 160/391 [==========================>......................................] Step: 319ms | Tot: 52s235ms | Loss: 0.515 | Acc: 82.220% (16944/20608) 161/391 [==========================>......................................] Step: 322ms | Tot: 52s557ms | Loss: 0.515 | Acc: 82.215% (17048/20736) 162/391 [==========================>......................................] Step: 329ms | Tot: 52s886ms | Loss: 0.516 | Acc: 82.185% (17147/20864) 163/391 [===========================>.....................................] Step: 317ms | Tot: 53s203ms | Loss: 0.515 | Acc: 82.222% (17260/20992) 164/391 [===========================>.....................................] Step: 319ms | Tot: 53s523ms | Loss: 0.514 | Acc: 82.240% (17369/21120) 165/391 [===========================>.....................................] Step: 324ms | Tot: 53s848ms | Loss: 0.514 | Acc: 82.257% (17478/21248) 166/391 [===========================>.....................................] Step: 320ms | Tot: 54s169ms | Loss: 0.515 | Acc: 82.242% (17580/21376) 167/391 [===========================>.....................................] Step: 323ms | Tot: 54s492ms | Loss: 0.515 | Acc: 82.208% (17678/21504) 168/391 [===========================>.....................................] Step: 323ms | Tot: 54s816ms | Loss: 0.515 | Acc: 82.207% (17783/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s138ms | Loss: 0.516 | Acc: 82.197% (17886/21760) 170/391 [============================>....................................] Step: 318ms | Tot: 55s456ms | Loss: 0.515 | Acc: 82.219% (17996/21888) 171/391 [============================>....................................] Step: 321ms | Tot: 55s778ms | Loss: 0.514 | Acc: 82.227% (18103/22016) 172/391 [============================>....................................] Step: 323ms | Tot: 56s101ms | Loss: 0.514 | Acc: 82.239% (18211/22144) 173/391 [============================>....................................] Step: 321ms | Tot: 56s423ms | Loss: 0.514 | Acc: 82.242% (18317/22272) 174/391 [============================>....................................] Step: 322ms | Tot: 56s745ms | Loss: 0.514 | Acc: 82.263% (18427/22400) 175/391 [=============================>...................................] Step: 329ms | Tot: 57s75ms | Loss: 0.514 | Acc: 82.249% (18529/22528) 176/391 [=============================>...................................] Step: 328ms | Tot: 57s403ms | Loss: 0.514 | Acc: 82.225% (18629/22656) 177/391 [=============================>...................................] Step: 322ms | Tot: 57s725ms | Loss: 0.514 | Acc: 82.211% (18731/22784) 178/391 [=============================>...................................] Step: 323ms | Tot: 58s49ms | Loss: 0.514 | Acc: 82.223% (18839/22912) 179/391 [=============================>...................................] Step: 322ms | Tot: 58s371ms | Loss: 0.514 | Acc: 82.240% (18948/23040) 180/391 [=============================>...................................] Step: 324ms | Tot: 58s696ms | Loss: 0.513 | Acc: 82.264% (19059/23168) 181/391 [==============================>..................................] Step: 333ms | Tot: 59s29ms | Loss: 0.514 | Acc: 82.242% (19159/23296) 182/391 [==============================>..................................] Step: 327ms | Tot: 59s356ms | Loss: 0.514 | Acc: 82.236% (19263/23424) 183/391 [==============================>..................................] Step: 325ms | Tot: 59s681ms | Loss: 0.513 | Acc: 82.244% (19370/23552) 184/391 [==============================>..................................] Step: 326ms | Tot: 1m7ms | Loss: 0.514 | Acc: 82.247% (19476/23680) 185/391 [==============================>..................................] Step: 323ms | Tot: 1m331ms | Loss: 0.513 | Acc: 82.254% (19583/23808) 186/391 [==============================>..................................] Step: 327ms | Tot: 1m659ms | Loss: 0.513 | Acc: 82.265% (19691/23936) 187/391 [===============================>.................................] Step: 325ms | Tot: 1m984ms | Loss: 0.513 | Acc: 82.281% (19800/24064) 188/391 [===============================>.................................] Step: 321ms | Tot: 1m1s | Loss: 0.512 | Acc: 82.296% (19909/24192) 189/391 [===============================>.................................] Step: 319ms | Tot: 1m1s | Loss: 0.512 | Acc: 82.331% (20023/24320) 190/391 [===============================>.................................] Step: 332ms | Tot: 1m1s | Loss: 0.511 | Acc: 82.358% (20135/24448) 191/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.513 | Acc: 82.324% (20232/24576) 192/391 [===============================>.................................] Step: 339ms | Tot: 1m2s | Loss: 0.513 | Acc: 82.339% (20341/24704) 193/391 [================================>................................] Step: 328ms | Tot: 1m2s | Loss: 0.512 | Acc: 82.374% (20455/24832) 194/391 [================================>................................] Step: 325ms | Tot: 1m3s | Loss: 0.512 | Acc: 82.372% (20560/24960) 195/391 [================================>................................] Step: 320ms | Tot: 1m3s | Loss: 0.512 | Acc: 82.398% (20672/25088) 196/391 [================================>................................] Step: 340ms | Tot: 1m3s | Loss: 0.512 | Acc: 82.408% (20780/25216) 197/391 [================================>................................] Step: 375ms | Tot: 1m4s | Loss: 0.512 | Acc: 82.410% (20886/25344) 198/391 [================================>................................] Step: 337ms | Tot: 1m4s | Loss: 0.512 | Acc: 82.392% (20987/25472) 199/391 [=================================>...............................] Step: 326ms | Tot: 1m4s | Loss: 0.512 | Acc: 82.383% (21090/25600) 200/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.512 | Acc: 82.393% (21198/25728) 201/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 0.512 | Acc: 82.403% (21306/25856) 202/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.511 | Acc: 82.408% (21413/25984) 203/391 [=================================>...............................] Step: 324ms | Tot: 1m6s | Loss: 0.511 | Acc: 82.418% (21521/26112) 204/391 [=================================>...............................] Step: 319ms | Tot: 1m6s | Loss: 0.511 | Acc: 82.409% (21624/26240) 205/391 [==================================>..............................] Step: 324ms | Tot: 1m6s | Loss: 0.511 | Acc: 82.414% (21731/26368) 206/391 [==================================>..............................] Step: 326ms | Tot: 1m7s | Loss: 0.511 | Acc: 82.412% (21836/26496) 207/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.510 | Acc: 82.433% (21947/26624) 208/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.510 | Acc: 82.431% (22052/26752) 209/391 [==================================>..............................] Step: 319ms | Tot: 1m8s | Loss: 0.510 | Acc: 82.440% (22160/26880) 210/391 [==================================>..............................] Step: 318ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.424% (22261/27008) 211/391 [===================================>.............................] Step: 327ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.415% (22364/27136) 212/391 [===================================>.............................] Step: 321ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.424% (22472/27264) 213/391 [===================================>.............................] Step: 321ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.411% (22574/27392) 214/391 [===================================>.............................] Step: 323ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.402% (22677/27520) 215/391 [===================================>.............................] Step: 321ms | Tot: 1m10s | Loss: 0.513 | Acc: 82.368% (22773/27648) 216/391 [===================================>.............................] Step: 320ms | Tot: 1m10s | Loss: 0.513 | Acc: 82.352% (22874/27776) 217/391 [====================================>............................] Step: 322ms | Tot: 1m10s | Loss: 0.513 | Acc: 82.354% (22980/27904) 218/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.514 | Acc: 82.345% (23083/28032) 219/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.514 | Acc: 82.337% (23186/28160) 220/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.514 | Acc: 82.321% (23287/28288) 221/391 [====================================>............................] Step: 327ms | Tot: 1m12s | Loss: 0.514 | Acc: 82.309% (23389/28416) 222/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.514 | Acc: 82.308% (23494/28544) 223/391 [=====================================>...........................] Step: 321ms | Tot: 1m12s | Loss: 0.515 | Acc: 82.317% (23602/28672) 224/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.515 | Acc: 82.326% (23710/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.515 | Acc: 82.308% (23810/28928) 226/391 [=====================================>...........................] Step: 320ms | Tot: 1m13s | Loss: 0.516 | Acc: 82.296% (23912/29056) 227/391 [=====================================>...........................] Step: 326ms | Tot: 1m14s | Loss: 0.516 | Acc: 82.285% (24014/29184) 228/391 [=====================================>...........................] Step: 321ms | Tot: 1m14s | Loss: 0.516 | Acc: 82.270% (24115/29312) 229/391 [======================================>..........................] Step: 321ms | Tot: 1m14s | Loss: 0.517 | Acc: 82.255% (24216/29440) 230/391 [======================================>..........................] Step: 332ms | Tot: 1m15s | Loss: 0.518 | Acc: 82.238% (24316/29568) 231/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.518 | Acc: 82.223% (24417/29696) 232/391 [======================================>..........................] Step: 321ms | Tot: 1m15s | Loss: 0.518 | Acc: 82.196% (24514/29824) 233/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.518 | Acc: 82.198% (24620/29952) 234/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.518 | Acc: 82.194% (24724/30080) 235/391 [=======================================>.........................] Step: 319ms | Tot: 1m16s | Loss: 0.518 | Acc: 82.200% (24831/30208) 236/391 [=======================================>.........................] Step: 327ms | Tot: 1m16s | Loss: 0.518 | Acc: 82.180% (24930/30336) 237/391 [=======================================>.........................] Step: 318ms | Tot: 1m17s | Loss: 0.518 | Acc: 82.192% (25039/30464) 238/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.518 | Acc: 82.185% (25142/30592) 239/391 [=======================================>.........................] Step: 332ms | Tot: 1m17s | Loss: 0.518 | Acc: 82.181% (25246/30720) 240/391 [=======================================>.........................] Step: 319ms | Tot: 1m18s | Loss: 0.518 | Acc: 82.180% (25351/30848) 241/391 [========================================>........................] Step: 321ms | Tot: 1m18s | Loss: 0.518 | Acc: 82.183% (25457/30976) 242/391 [========================================>........................] Step: 329ms | Tot: 1m18s | Loss: 0.519 | Acc: 82.163% (25556/31104) 243/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.519 | Acc: 82.150% (25657/31232) 244/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.519 | Acc: 82.127% (25755/31360) 245/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.519 | Acc: 82.136% (25863/31488) 246/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.519 | Acc: 82.148% (25972/31616) 247/391 [=========================================>.......................] Step: 324ms | Tot: 1m20s | Loss: 0.519 | Acc: 82.154% (26079/31744) 248/391 [=========================================>.......................] Step: 327ms | Tot: 1m20s | Loss: 0.519 | Acc: 82.150% (26183/31872) 249/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.519 | Acc: 82.131% (26282/32000) 250/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 0.519 | Acc: 82.131% (26387/32128) 251/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.519 | Acc: 82.130% (26492/32256) 252/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 0.519 | Acc: 82.136% (26599/32384) 253/391 [==========================================>......................] Step: 322ms | Tot: 1m22s | Loss: 0.519 | Acc: 82.124% (26700/32512) 254/391 [==========================================>......................] Step: 320ms | Tot: 1m22s | Loss: 0.519 | Acc: 82.108% (26800/32640) 255/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.519 | Acc: 82.114% (26907/32768) 256/391 [==========================================>......................] Step: 320ms | Tot: 1m23s | Loss: 0.519 | Acc: 82.125% (27016/32896) 257/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.519 | Acc: 82.116% (27118/33024) 258/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.520 | Acc: 82.089% (27214/33152) 259/391 [===========================================>.....................] Step: 323ms | Tot: 1m24s | Loss: 0.520 | Acc: 82.112% (27327/33280) 260/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.520 | Acc: 82.088% (27424/33408) 261/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.521 | Acc: 82.076% (27525/33536) 262/391 [===========================================>.....................] Step: 320ms | Tot: 1m25s | Loss: 0.521 | Acc: 82.055% (27623/33664) 263/391 [===========================================>.....................] Step: 320ms | Tot: 1m25s | Loss: 0.521 | Acc: 82.034% (27721/33792) 264/391 [===========================================>.....................] Step: 327ms | Tot: 1m26s | Loss: 0.521 | Acc: 82.034% (27826/33920) 265/391 [============================================>....................] Step: 326ms | Tot: 1m26s | Loss: 0.522 | Acc: 81.999% (27919/34048) 266/391 [============================================>....................] Step: 325ms | Tot: 1m26s | Loss: 0.521 | Acc: 82.002% (28025/34176) 267/391 [============================================>....................] Step: 325ms | Tot: 1m26s | Loss: 0.522 | Acc: 82.008% (28132/34304) 268/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.521 | Acc: 82.025% (28243/34432) 269/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.522 | Acc: 82.023% (28347/34560) 270/391 [============================================>....................] Step: 328ms | Tot: 1m27s | Loss: 0.521 | Acc: 82.046% (28460/34688) 271/391 [=============================================>...................] Step: 323ms | Tot: 1m28s | Loss: 0.522 | Acc: 82.031% (28560/34816) 272/391 [=============================================>...................] Step: 326ms | Tot: 1m28s | Loss: 0.521 | Acc: 82.060% (28675/34944) 273/391 [=============================================>...................] Step: 332ms | Tot: 1m28s | Loss: 0.521 | Acc: 82.077% (28786/35072) 274/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.521 | Acc: 82.040% (28878/35200) 275/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.521 | Acc: 82.062% (28991/35328) 276/391 [=============================================>...................] Step: 331ms | Tot: 1m29s | Loss: 0.521 | Acc: 82.076% (29101/35456) 277/391 [==============================================>..................] Step: 326ms | Tot: 1m30s | Loss: 0.521 | Acc: 82.073% (29205/35584) 278/391 [==============================================>..................] Step: 326ms | Tot: 1m30s | Loss: 0.521 | Acc: 82.056% (29304/35712) 279/391 [==============================================>..................] Step: 335ms | Tot: 1m30s | Loss: 0.521 | Acc: 82.054% (29408/35840) 280/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.522 | Acc: 82.045% (29510/35968) 281/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.521 | Acc: 82.062% (29621/36096) 282/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.522 | Acc: 82.034% (29716/36224) 283/391 [===============================================>.................] Step: 326ms | Tot: 1m32s | Loss: 0.522 | Acc: 82.051% (29827/36352) 284/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.522 | Acc: 82.056% (29934/36480) 285/391 [===============================================>.................] Step: 339ms | Tot: 1m32s | Loss: 0.522 | Acc: 82.048% (30036/36608) 286/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 0.522 | Acc: 82.058% (30145/36736) 287/391 [===============================================>.................] Step: 322ms | Tot: 1m33s | Loss: 0.522 | Acc: 82.075% (30256/36864) 288/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.522 | Acc: 82.069% (30359/36992) 289/391 [================================================>................] Step: 371ms | Tot: 1m34s | Loss: 0.522 | Acc: 82.077% (30467/37120) 290/391 [================================================>................] Step: 345ms | Tot: 1m34s | Loss: 0.522 | Acc: 82.093% (30578/37248) 291/391 [================================================>................] Step: 330ms | Tot: 1m34s | Loss: 0.522 | Acc: 82.085% (30680/37376) 292/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.522 | Acc: 82.074% (30781/37504) 293/391 [================================================>................] Step: 325ms | Tot: 1m35s | Loss: 0.522 | Acc: 82.079% (30888/37632) 294/391 [================================================>................] Step: 332ms | Tot: 1m35s | Loss: 0.522 | Acc: 82.063% (30987/37760) 295/391 [=================================================>...............] Step: 329ms | Tot: 1m36s | Loss: 0.522 | Acc: 82.073% (31096/37888) 296/391 [=================================================>...............] Step: 323ms | Tot: 1m36s | Loss: 0.523 | Acc: 82.068% (31199/38016) 297/391 [=================================================>...............] Step: 326ms | Tot: 1m36s | Loss: 0.523 | Acc: 82.052% (31298/38144) 298/391 [=================================================>...............] Step: 332ms | Tot: 1m37s | Loss: 0.523 | Acc: 82.052% (31403/38272) 299/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.523 | Acc: 82.062% (31512/38400) 300/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.523 | Acc: 82.036% (31607/38528) 301/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.523 | Acc: 82.034% (31711/38656) 302/391 [==================================================>..............] Step: 329ms | Tot: 1m38s | Loss: 0.524 | Acc: 82.029% (31814/38784) 303/391 [==================================================>..............] Step: 326ms | Tot: 1m38s | Loss: 0.524 | Acc: 82.026% (31918/38912) 304/391 [==================================================>..............] Step: 334ms | Tot: 1m39s | Loss: 0.523 | Acc: 82.029% (32024/39040) 305/391 [==================================================>..............] Step: 327ms | Tot: 1m39s | Loss: 0.524 | Acc: 82.031% (32130/39168) 306/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.523 | Acc: 82.029% (32234/39296) 307/391 [===================================================>.............] Step: 329ms | Tot: 1m40s | Loss: 0.523 | Acc: 82.031% (32340/39424) 308/391 [===================================================>.............] Step: 330ms | Tot: 1m40s | Loss: 0.523 | Acc: 82.049% (32452/39552) 309/391 [===================================================>.............] Step: 330ms | Tot: 1m40s | Loss: 0.523 | Acc: 82.039% (32553/39680) 310/391 [===================================================>.............] Step: 328ms | Tot: 1m41s | Loss: 0.523 | Acc: 82.044% (32660/39808) 311/391 [===================================================>.............] Step: 332ms | Tot: 1m41s | Loss: 0.524 | Acc: 82.024% (32757/39936) 312/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 0.524 | Acc: 82.016% (32859/40064) 313/391 [====================================================>............] Step: 326ms | Tot: 1m42s | Loss: 0.524 | Acc: 82.009% (32961/40192) 314/391 [====================================================>............] Step: 333ms | Tot: 1m42s | Loss: 0.524 | Acc: 81.994% (33060/40320) 315/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.525 | Acc: 81.984% (33161/40448) 316/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.525 | Acc: 81.955% (33254/40576) 317/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.525 | Acc: 81.970% (33365/40704) 318/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.525 | Acc: 81.960% (33466/40832) 319/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.525 | Acc: 81.973% (33576/40960) 320/391 [=====================================================>...........] Step: 327ms | Tot: 1m44s | Loss: 0.525 | Acc: 81.968% (33679/41088) 321/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.525 | Acc: 81.971% (33785/41216) 322/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.525 | Acc: 81.964% (33887/41344) 323/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.525 | Acc: 81.961% (33991/41472) 324/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 0.525 | Acc: 81.964% (34097/41600) 325/391 [======================================================>..........] Step: 338ms | Tot: 1m46s | Loss: 0.525 | Acc: 81.964% (34202/41728) 326/391 [======================================================>..........] Step: 336ms | Tot: 1m46s | Loss: 0.525 | Acc: 81.960% (34305/41856) 327/391 [======================================================>..........] Step: 321ms | Tot: 1m46s | Loss: 0.525 | Acc: 81.967% (34413/41984) 328/391 [======================================================>..........] Step: 329ms | Tot: 1m47s | Loss: 0.525 | Acc: 81.981% (34524/42112) 329/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.525 | Acc: 81.979% (34628/42240) 330/391 [======================================================>..........] Step: 321ms | Tot: 1m47s | Loss: 0.525 | Acc: 81.970% (34729/42368) 331/391 [=======================================================>.........] Step: 325ms | Tot: 1m47s | Loss: 0.525 | Acc: 81.958% (34829/42496) 332/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.525 | Acc: 81.963% (34936/42624) 333/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.525 | Acc: 81.966% (35042/42752) 334/391 [=======================================================>.........] Step: 332ms | Tot: 1m48s | Loss: 0.525 | Acc: 81.968% (35148/42880) 335/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.525 | Acc: 81.964% (35251/43008) 336/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.525 | Acc: 81.971% (35359/43136) 337/391 [========================================================>........] Step: 329ms | Tot: 1m49s | Loss: 0.524 | Acc: 81.976% (35466/43264) 338/391 [========================================================>........] Step: 325ms | Tot: 1m50s | Loss: 0.524 | Acc: 81.992% (35578/43392) 339/391 [========================================================>........] Step: 322ms | Tot: 1m50s | Loss: 0.524 | Acc: 81.997% (35685/43520) 340/391 [========================================================>........] Step: 333ms | Tot: 1m50s | Loss: 0.524 | Acc: 82.001% (35792/43648) 341/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 0.524 | Acc: 81.990% (35892/43776) 342/391 [========================================================>........] Step: 320ms | Tot: 1m51s | Loss: 0.524 | Acc: 81.993% (35998/43904) 343/391 [=========================================================>.......] Step: 328ms | Tot: 1m51s | Loss: 0.524 | Acc: 81.997% (36105/44032) 344/391 [=========================================================>.......] Step: 320ms | Tot: 1m52s | Loss: 0.524 | Acc: 81.981% (36203/44160) 345/391 [=========================================================>.......] Step: 322ms | Tot: 1m52s | Loss: 0.524 | Acc: 81.977% (36306/44288) 346/391 [=========================================================>.......] Step: 329ms | Tot: 1m52s | Loss: 0.524 | Acc: 81.979% (36412/44416) 347/391 [=========================================================>.......] Step: 319ms | Tot: 1m53s | Loss: 0.525 | Acc: 81.971% (36513/44544) 348/391 [=========================================================>.......] Step: 322ms | Tot: 1m53s | Loss: 0.524 | Acc: 81.980% (36622/44672) 349/391 [==========================================================>......] Step: 326ms | Tot: 1m53s | Loss: 0.525 | Acc: 81.971% (36723/44800) 350/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.525 | Acc: 81.976% (36830/44928) 351/391 [==========================================================>......] Step: 321ms | Tot: 1m54s | Loss: 0.525 | Acc: 81.985% (36939/45056) 352/391 [==========================================================>......] Step: 326ms | Tot: 1m54s | Loss: 0.525 | Acc: 81.989% (37046/45184) 353/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.525 | Acc: 81.985% (37149/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.525 | Acc: 81.978% (37251/45440) 355/391 [===========================================================>.....] Step: 326ms | Tot: 1m55s | Loss: 0.525 | Acc: 81.979% (37356/45568) 356/391 [===========================================================>.....] Step: 332ms | Tot: 1m56s | Loss: 0.524 | Acc: 81.985% (37464/45696) 357/391 [===========================================================>.....] Step: 330ms | Tot: 1m56s | Loss: 0.524 | Acc: 81.975% (37564/45824) 358/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.524 | Acc: 81.979% (37671/45952) 359/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.524 | Acc: 81.981% (37777/46080) 360/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.525 | Acc: 81.960% (37872/46208) 361/391 [============================================================>....] Step: 321ms | Tot: 1m57s | Loss: 0.525 | Acc: 81.949% (37972/46336) 362/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 0.525 | Acc: 81.937% (38071/46464) 363/391 [============================================================>....] Step: 324ms | Tot: 1m58s | Loss: 0.525 | Acc: 81.935% (38175/46592) 364/391 [============================================================>....] Step: 336ms | Tot: 1m58s | Loss: 0.526 | Acc: 81.920% (38273/46720) 365/391 [============================================================>....] Step: 339ms | Tot: 1m59s | Loss: 0.526 | Acc: 81.918% (38377/46848) 366/391 [============================================================>....] Step: 334ms | Tot: 1m59s | Loss: 0.526 | Acc: 81.914% (38480/46976) 367/391 [=============================================================>...] Step: 332ms | Tot: 1m59s | Loss: 0.526 | Acc: 81.906% (38581/47104) 368/391 [=============================================================>...] Step: 336ms | Tot: 2m66ms | Loss: 0.526 | Acc: 81.892% (38679/47232) 369/391 [=============================================================>...] Step: 335ms | Tot: 2m401ms | Loss: 0.527 | Acc: 81.877% (38777/47360) 370/391 [=============================================================>...] Step: 332ms | Tot: 2m734ms | Loss: 0.526 | Acc: 81.888% (38887/47488) 371/391 [=============================================================>...] Step: 345ms | Tot: 2m1s | Loss: 0.526 | Acc: 81.897% (38996/47616) 372/391 [=============================================================>...] Step: 338ms | Tot: 2m1s | Loss: 0.526 | Acc: 81.914% (39109/47744) 373/391 [==============================================================>..] Step: 331ms | Tot: 2m1s | Loss: 0.526 | Acc: 81.898% (39206/47872) 374/391 [==============================================================>..] Step: 354ms | Tot: 2m2s | Loss: 0.526 | Acc: 81.900% (39312/48000) 375/391 [==============================================================>..] Step: 320ms | Tot: 2m2s | Loss: 0.526 | Acc: 81.902% (39418/48128) 376/391 [==============================================================>..] Step: 324ms | Tot: 2m2s | Loss: 0.526 | Acc: 81.905% (39524/48256) 377/391 [==============================================================>..] Step: 334ms | Tot: 2m3s | Loss: 0.526 | Acc: 81.897% (39625/48384) 378/391 [==============================================================>..] Step: 320ms | Tot: 2m3s | Loss: 0.526 | Acc: 81.903% (39733/48512) 379/391 [===============================================================>.] Step: 321ms | Tot: 2m3s | Loss: 0.526 | Acc: 81.900% (39836/48640) 380/391 [===============================================================>.] Step: 349ms | Tot: 2m4s | Loss: 0.526 | Acc: 81.902% (39942/48768) 381/391 [===============================================================>.] Step: 370ms | Tot: 2m4s | Loss: 0.526 | Acc: 81.898% (40045/48896) 382/391 [===============================================================>.] Step: 329ms | Tot: 2m4s | Loss: 0.527 | Acc: 81.880% (40141/49024) 383/391 [===============================================================>.] Step: 324ms | Tot: 2m5s | Loss: 0.527 | Acc: 81.873% (40242/49152) 384/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 0.527 | Acc: 81.883% (40352/49280) 385/391 [================================================================>] Step: 320ms | Tot: 2m5s | Loss: 0.527 | Acc: 81.886% (40458/49408) 386/391 [================================================================>] Step: 340ms | Tot: 2m6s | Loss: 0.527 | Acc: 81.882% (40561/49536) 387/391 [================================================================>] Step: 337ms | Tot: 2m6s | Loss: 0.527 | Acc: 81.886% (40668/49664) 388/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.527 | Acc: 81.883% (40771/49792) 389/391 [================================================================>] Step: 322ms | Tot: 2m7s | Loss: 0.527 | Acc: 81.885% (40877/49920) 390/391 [================================================================>] Step: 308ms | Tot: 2m7s | Loss: 0.527 | Acc: 81.880% (40940/50000) 391/391 + [>................................................................] Step: 963ms | Tot: 2ms | Loss: 0.814 | Acc: 74.000% (74/100) 1/100 [>................................................................] Step: 255ms | Tot: 257ms | Loss: 0.884 | Acc: 71.500% (143/200) 2/100 [=>...............................................................] Step: 266ms | Tot: 524ms | Loss: 0.869 | Acc: 71.000% (213/300) 3/100 [=>...............................................................] Step: 255ms | Tot: 780ms | Loss: 0.902 | Acc: 69.250% (277/400) 4/100 [==>..............................................................] Step: 259ms | Tot: 1s39ms | Loss: 0.897 | Acc: 69.000% (345/500) 5/100 [===>.............................................................] Step: 259ms | Tot: 1s298ms | Loss: 0.854 | Acc: 70.667% (424/600) 6/100 [===>.............................................................] Step: 267ms | Tot: 1s565ms | Loss: 0.837 | Acc: 71.714% (502/700) 7/100 [====>............................................................] Step: 261ms | Tot: 1s827ms | Loss: 0.853 | Acc: 70.875% (567/800) 8/100 [=====>...........................................................] Step: 258ms | Tot: 2s85ms | Loss: 0.876 | Acc: 70.667% (636/900) 9/100 [=====>...........................................................] Step: 260ms | Tot: 2s346ms | Loss: 0.850 | Acc: 71.800% (718/1000) 10/100 [======>..........................................................] Step: 273ms | Tot: 2s619ms | Loss: 0.830 | Acc: 72.727% (800/1100) 11/100 [=======>.........................................................] Step: 269ms | Tot: 2s888ms | Loss: 0.830 | Acc: 72.917% (875/1200) 12/100 [=======>.........................................................] Step: 262ms | Tot: 3s150ms | Loss: 0.822 | Acc: 73.231% (952/1300) 13/100 [========>........................................................] Step: 258ms | Tot: 3s408ms | Loss: 0.819 | Acc: 73.143% (1024/1400) 14/100 [=========>.......................................................] Step: 262ms | Tot: 3s671ms | Loss: 0.817 | Acc: 73.000% (1095/1500) 15/100 [=========>.......................................................] Step: 267ms | Tot: 3s938ms | Loss: 0.827 | Acc: 72.875% (1166/1600) 16/100 [==========>......................................................] Step: 258ms | Tot: 4s197ms | Loss: 0.830 | Acc: 72.706% (1236/1700) 17/100 [===========>.....................................................] Step: 261ms | Tot: 4s458ms | Loss: 0.836 | Acc: 72.611% (1307/1800) 18/100 [===========>.....................................................] Step: 261ms | Tot: 4s720ms | Loss: 0.834 | Acc: 72.526% (1378/1900) 19/100 [============>....................................................] Step: 264ms | Tot: 4s985ms | Loss: 0.835 | Acc: 72.400% (1448/2000) 20/100 [=============>...................................................] Step: 258ms | Tot: 5s243ms | Loss: 0.841 | Acc: 72.286% (1518/2100) 21/100 [=============>...................................................] Step: 266ms | Tot: 5s509ms | Loss: 0.847 | Acc: 71.955% (1583/2200) 22/100 [==============>..................................................] Step: 268ms | Tot: 5s778ms | Loss: 0.852 | Acc: 71.696% (1649/2300) 23/100 [==============>..................................................] Step: 266ms | Tot: 6s45ms | Loss: 0.851 | Acc: 71.875% (1725/2400) 24/100 [===============>.................................................] Step: 258ms | Tot: 6s303ms | Loss: 0.848 | Acc: 72.000% (1800/2500) 25/100 [================>................................................] Step: 267ms | Tot: 6s571ms | Loss: 0.861 | Acc: 71.846% (1868/2600) 26/100 [================>................................................] Step: 258ms | Tot: 6s830ms | Loss: 0.858 | Acc: 71.889% (1941/2700) 27/100 [=================>...............................................] Step: 260ms | Tot: 7s90ms | Loss: 0.859 | Acc: 71.929% (2014/2800) 28/100 [==================>..............................................] Step: 262ms | Tot: 7s352ms | Loss: 0.859 | Acc: 72.000% (2088/2900) 29/100 [==================>..............................................] Step: 271ms | Tot: 7s624ms | Loss: 0.855 | Acc: 72.133% (2164/3000) 30/100 [===================>.............................................] Step: 267ms | Tot: 7s891ms | Loss: 0.859 | Acc: 72.065% (2234/3100) 31/100 [====================>............................................] Step: 265ms | Tot: 8s157ms | Loss: 0.853 | Acc: 72.281% (2313/3200) 32/100 [====================>............................................] Step: 261ms | Tot: 8s418ms | Loss: 0.857 | Acc: 72.212% (2383/3300) 33/100 [=====================>...........................................] Step: 264ms | Tot: 8s683ms | Loss: 0.866 | Acc: 71.882% (2444/3400) 34/100 [======================>..........................................] Step: 259ms | Tot: 8s942ms | Loss: 0.874 | Acc: 71.629% (2507/3500) 35/100 [======================>..........................................] Step: 271ms | Tot: 9s214ms | Loss: 0.869 | Acc: 71.889% (2588/3600) 36/100 [=======================>.........................................] Step: 264ms | Tot: 9s478ms | Loss: 0.868 | Acc: 72.000% (2664/3700) 37/100 [========================>........................................] Step: 262ms | Tot: 9s741ms | Loss: 0.869 | Acc: 71.947% (2734/3800) 38/100 [========================>........................................] Step: 261ms | Tot: 10s3ms | Loss: 0.865 | Acc: 71.872% (2803/3900) 39/100 [=========================>.......................................] Step: 257ms | Tot: 10s260ms | Loss: 0.866 | Acc: 71.875% (2875/4000) 40/100 [==========================>......................................] Step: 266ms | Tot: 10s527ms | Loss: 0.866 | Acc: 71.805% (2944/4100) 41/100 [==========================>......................................] Step: 258ms | Tot: 10s786ms | Loss: 0.863 | Acc: 72.024% (3025/4200) 42/100 [===========================>.....................................] Step: 262ms | Tot: 11s48ms | Loss: 0.861 | Acc: 72.209% (3105/4300) 43/100 [===========================>.....................................] Step: 260ms | Tot: 11s308ms | Loss: 0.864 | Acc: 72.227% (3178/4400) 44/100 [============================>....................................] Step: 267ms | Tot: 11s576ms | Loss: 0.860 | Acc: 72.356% (3256/4500) 45/100 [=============================>...................................] Step: 259ms | Tot: 11s836ms | Loss: 0.862 | Acc: 72.239% (3323/4600) 46/100 [=============================>...................................] Step: 262ms | Tot: 12s98ms | Loss: 0.863 | Acc: 72.149% (3391/4700) 47/100 [==============================>..................................] Step: 261ms | Tot: 12s360ms | Loss: 0.864 | Acc: 72.146% (3463/4800) 48/100 [===============================>.................................] Step: 270ms | Tot: 12s630ms | Loss: 0.862 | Acc: 72.184% (3537/4900) 49/100 [===============================>.................................] Step: 265ms | Tot: 12s895ms | Loss: 0.870 | Acc: 72.060% (3603/5000) 50/100 [================================>................................] Step: 262ms | Tot: 13s158ms | Loss: 0.868 | Acc: 72.039% (3674/5100) 51/100 [=================================>...............................] Step: 258ms | Tot: 13s416ms | Loss: 0.869 | Acc: 72.019% (3745/5200) 52/100 [=================================>...............................] Step: 264ms | Tot: 13s681ms | Loss: 0.871 | Acc: 71.925% (3812/5300) 53/100 [==================================>..............................] Step: 262ms | Tot: 13s943ms | Loss: 0.868 | Acc: 72.111% (3894/5400) 54/100 [===================================>.............................] Step: 257ms | Tot: 14s201ms | Loss: 0.869 | Acc: 72.073% (3964/5500) 55/100 [===================================>.............................] Step: 265ms | Tot: 14s466ms | Loss: 0.870 | Acc: 72.089% (4037/5600) 56/100 [====================================>............................] Step: 263ms | Tot: 14s730ms | Loss: 0.873 | Acc: 71.982% (4103/5700) 57/100 [=====================================>...........................] Step: 261ms | Tot: 14s992ms | Loss: 0.873 | Acc: 72.017% (4177/5800) 58/100 [=====================================>...........................] Step: 259ms | Tot: 15s251ms | Loss: 0.876 | Acc: 71.831% (4238/5900) 59/100 [======================================>..........................] Step: 263ms | Tot: 15s514ms | Loss: 0.878 | Acc: 71.733% (4304/6000) 60/100 [=======================================>.........................] Step: 258ms | Tot: 15s773ms | Loss: 0.877 | Acc: 71.754% (4377/6100) 61/100 [=======================================>.........................] Step: 260ms | Tot: 16s33ms | Loss: 0.875 | Acc: 71.758% (4449/6200) 62/100 [========================================>........................] Step: 260ms | Tot: 16s293ms | Loss: 0.874 | Acc: 71.857% (4527/6300) 63/100 [========================================>........................] Step: 268ms | Tot: 16s562ms | Loss: 0.873 | Acc: 71.859% (4599/6400) 64/100 [=========================================>.......................] Step: 260ms | Tot: 16s822ms | Loss: 0.875 | Acc: 71.877% (4672/6500) 65/100 [==========================================>......................] Step: 262ms | Tot: 17s85ms | Loss: 0.875 | Acc: 71.894% (4745/6600) 66/100 [==========================================>......................] Step: 258ms | Tot: 17s344ms | Loss: 0.873 | Acc: 71.940% (4820/6700) 67/100 [===========================================>.....................] Step: 274ms | Tot: 17s618ms | Loss: 0.870 | Acc: 72.044% (4899/6800) 68/100 [============================================>....................] Step: 275ms | Tot: 17s894ms | Loss: 0.870 | Acc: 72.058% (4972/6900) 69/100 [============================================>....................] Step: 268ms | Tot: 18s163ms | Loss: 0.872 | Acc: 72.029% (5042/7000) 70/100 [=============================================>...................] Step: 267ms | Tot: 18s431ms | Loss: 0.871 | Acc: 72.070% (5117/7100) 71/100 [==============================================>..................] Step: 272ms | Tot: 18s703ms | Loss: 0.871 | Acc: 72.014% (5185/7200) 72/100 [==============================================>..................] Step: 269ms | Tot: 18s973ms | Loss: 0.870 | Acc: 72.068% (5261/7300) 73/100 [===============================================>.................] Step: 268ms | Tot: 19s241ms | Loss: 0.867 | Acc: 72.108% (5336/7400) 74/100 [================================================>................] Step: 280ms | Tot: 19s521ms | Loss: 0.868 | Acc: 72.027% (5402/7500) 75/100 [================================================>................] Step: 269ms | Tot: 19s791ms | Loss: 0.865 | Acc: 72.079% (5478/7600) 76/100 [=================================================>...............] Step: 271ms | Tot: 20s63ms | Loss: 0.865 | Acc: 72.039% (5547/7700) 77/100 [==================================================>..............] Step: 267ms | Tot: 20s330ms | Loss: 0.866 | Acc: 71.974% (5614/7800) 78/100 [==================================================>..............] Step: 280ms | Tot: 20s611ms | Loss: 0.865 | Acc: 71.949% (5684/7900) 79/100 [===================================================>.............] Step: 277ms | Tot: 20s889ms | Loss: 0.866 | Acc: 71.963% (5757/8000) 80/100 [====================================================>............] Step: 272ms | Tot: 21s161ms | Loss: 0.864 | Acc: 71.988% (5831/8100) 81/100 [====================================================>............] Step: 276ms | Tot: 21s437ms | Loss: 0.865 | Acc: 71.963% (5901/8200) 82/100 [=====================================================>...........] Step: 272ms | Tot: 21s710ms | Loss: 0.865 | Acc: 71.928% (5970/8300) 83/100 [=====================================================>...........] Step: 274ms | Tot: 21s984ms | Loss: 0.865 | Acc: 71.940% (6043/8400) 84/100 [======================================================>..........] Step: 275ms | Tot: 22s260ms | Loss: 0.865 | Acc: 71.941% (6115/8500) 85/100 [=======================================================>.........] Step: 282ms | Tot: 22s542ms | Loss: 0.866 | Acc: 71.907% (6184/8600) 86/100 [=======================================================>.........] Step: 281ms | Tot: 22s824ms | Loss: 0.866 | Acc: 71.920% (6257/8700) 87/100 [========================================================>........] Step: 285ms | Tot: 23s109ms | Loss: 0.866 | Acc: 71.955% (6332/8800) 88/100 [=========================================================>.......] Step: 278ms | Tot: 23s388ms | Loss: 0.864 | Acc: 72.011% (6409/8900) 89/100 [=========================================================>.......] Step: 287ms | Tot: 23s675ms | Loss: 0.863 | Acc: 72.022% (6482/9000) 90/100 [==========================================================>......] Step: 286ms | Tot: 23s961ms | Loss: 0.863 | Acc: 72.033% (6555/9100) 91/100 [===========================================================>.....] Step: 278ms | Tot: 24s240ms | Loss: 0.860 | Acc: 72.087% (6632/9200) 92/100 [===========================================================>.....] Step: 285ms | Tot: 24s526ms | Loss: 0.861 | Acc: 72.054% (6701/9300) 93/100 [============================================================>....] Step: 279ms | Tot: 24s806ms | Loss: 0.862 | Acc: 72.000% (6768/9400) 94/100 [=============================================================>...] Step: 284ms | Tot: 25s91ms | Loss: 0.861 | Acc: 72.032% (6843/9500) 95/100 [=============================================================>...] Step: 269ms | Tot: 25s361ms | Loss: 0.859 | Acc: 72.083% (6920/9600) 96/100 [==============================================================>..] Step: 293ms | Tot: 25s654ms | Loss: 0.857 | Acc: 72.134% (6997/9700) 97/100 [===============================================================>.] Step: 314ms | Tot: 25s969ms | Loss: 0.857 | Acc: 72.153% (7071/9800) 98/100 [===============================================================>.] Step: 305ms | Tot: 26s274ms | Loss: 0.857 | Acc: 72.162% (7144/9900) 99/100 [================================================================>] Step: 282ms | Tot: 26s557ms | Loss: 0.859 | Acc: 72.130% (7213/10000) 100/100 + +Epoch: 17 + [>................................................................] Step: 1s89ms | Tot: 2ms | Loss: 0.413 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 357ms | Tot: 359ms | Loss: 0.466 | Acc: 82.422% (211/256) 2/391 [>................................................................] Step: 335ms | Tot: 695ms | Loss: 0.521 | Acc: 79.688% (306/384) 3/391 [>................................................................] Step: 338ms | Tot: 1s33ms | Loss: 0.548 | Acc: 79.492% (407/512) 4/391 [>................................................................] Step: 326ms | Tot: 1s360ms | Loss: 0.545 | Acc: 80.312% (514/640) 5/391 [>................................................................] Step: 320ms | Tot: 1s680ms | Loss: 0.576 | Acc: 79.297% (609/768) 6/391 [>................................................................] Step: 326ms | Tot: 2s6ms | Loss: 0.565 | Acc: 79.353% (711/896) 7/391 [=>...............................................................] Step: 325ms | Tot: 2s332ms | Loss: 0.576 | Acc: 79.395% (813/1024) 8/391 [=>...............................................................] Step: 322ms | Tot: 2s654ms | Loss: 0.576 | Acc: 79.427% (915/1152) 9/391 [=>...............................................................] Step: 328ms | Tot: 2s982ms | Loss: 0.551 | Acc: 80.469% (1030/1280) 10/391 [=>...............................................................] Step: 318ms | Tot: 3s301ms | Loss: 0.542 | Acc: 80.682% (1136/1408) 11/391 [=>...............................................................] Step: 323ms | Tot: 3s625ms | Loss: 0.544 | Acc: 80.664% (1239/1536) 12/391 [=>...............................................................] Step: 324ms | Tot: 3s950ms | Loss: 0.544 | Acc: 80.829% (1345/1664) 13/391 [==>..............................................................] Step: 321ms | Tot: 4s271ms | Loss: 0.539 | Acc: 80.971% (1451/1792) 14/391 [==>..............................................................] Step: 319ms | Tot: 4s591ms | Loss: 0.542 | Acc: 80.729% (1550/1920) 15/391 [==>..............................................................] Step: 334ms | Tot: 4s925ms | Loss: 0.546 | Acc: 80.811% (1655/2048) 16/391 [==>..............................................................] Step: 331ms | Tot: 5s256ms | Loss: 0.543 | Acc: 81.020% (1763/2176) 17/391 [==>..............................................................] Step: 326ms | Tot: 5s583ms | Loss: 0.548 | Acc: 80.903% (1864/2304) 18/391 [==>..............................................................] Step: 329ms | Tot: 5s912ms | Loss: 0.540 | Acc: 81.168% (1974/2432) 19/391 [===>.............................................................] Step: 324ms | Tot: 6s237ms | Loss: 0.540 | Acc: 81.211% (2079/2560) 20/391 [===>.............................................................] Step: 327ms | Tot: 6s565ms | Loss: 0.537 | Acc: 81.176% (2182/2688) 21/391 [===>.............................................................] Step: 326ms | Tot: 6s891ms | Loss: 0.544 | Acc: 81.001% (2281/2816) 22/391 [===>.............................................................] Step: 321ms | Tot: 7s212ms | Loss: 0.541 | Acc: 81.046% (2386/2944) 23/391 [===>.............................................................] Step: 328ms | Tot: 7s541ms | Loss: 0.543 | Acc: 80.827% (2483/3072) 24/391 [===>.............................................................] Step: 329ms | Tot: 7s870ms | Loss: 0.544 | Acc: 80.875% (2588/3200) 25/391 [====>............................................................] Step: 324ms | Tot: 8s195ms | Loss: 0.546 | Acc: 80.980% (2695/3328) 26/391 [====>............................................................] Step: 326ms | Tot: 8s522ms | Loss: 0.547 | Acc: 80.990% (2799/3456) 27/391 [====>............................................................] Step: 327ms | Tot: 8s849ms | Loss: 0.544 | Acc: 81.110% (2907/3584) 28/391 [====>............................................................] Step: 323ms | Tot: 9s172ms | Loss: 0.545 | Acc: 81.034% (3008/3712) 29/391 [====>............................................................] Step: 330ms | Tot: 9s503ms | Loss: 0.542 | Acc: 81.172% (3117/3840) 30/391 [====>............................................................] Step: 324ms | Tot: 9s827ms | Loss: 0.537 | Acc: 81.376% (3229/3968) 31/391 [=====>...........................................................] Step: 334ms | Tot: 10s162ms | Loss: 0.536 | Acc: 81.421% (3335/4096) 32/391 [=====>...........................................................] Step: 338ms | Tot: 10s500ms | Loss: 0.534 | Acc: 81.605% (3447/4224) 33/391 [=====>...........................................................] Step: 327ms | Tot: 10s828ms | Loss: 0.531 | Acc: 81.733% (3557/4352) 34/391 [=====>...........................................................] Step: 333ms | Tot: 11s161ms | Loss: 0.531 | Acc: 81.741% (3662/4480) 35/391 [=====>...........................................................] Step: 330ms | Tot: 11s491ms | Loss: 0.532 | Acc: 81.684% (3764/4608) 36/391 [=====>...........................................................] Step: 330ms | Tot: 11s821ms | Loss: 0.533 | Acc: 81.672% (3868/4736) 37/391 [======>..........................................................] Step: 322ms | Tot: 12s144ms | Loss: 0.533 | Acc: 81.682% (3973/4864) 38/391 [======>..........................................................] Step: 329ms | Tot: 12s473ms | Loss: 0.529 | Acc: 81.811% (4084/4992) 39/391 [======>..........................................................] Step: 327ms | Tot: 12s800ms | Loss: 0.530 | Acc: 81.738% (4185/5120) 40/391 [======>..........................................................] Step: 326ms | Tot: 13s127ms | Loss: 0.528 | Acc: 81.803% (4293/5248) 41/391 [======>..........................................................] Step: 333ms | Tot: 13s460ms | Loss: 0.529 | Acc: 81.659% (4390/5376) 42/391 [======>..........................................................] Step: 326ms | Tot: 13s787ms | Loss: 0.531 | Acc: 81.613% (4492/5504) 43/391 [=======>.........................................................] Step: 324ms | Tot: 14s112ms | Loss: 0.531 | Acc: 81.676% (4600/5632) 44/391 [=======>.........................................................] Step: 327ms | Tot: 14s439ms | Loss: 0.532 | Acc: 81.719% (4707/5760) 45/391 [=======>.........................................................] Step: 322ms | Tot: 14s761ms | Loss: 0.533 | Acc: 81.692% (4810/5888) 46/391 [=======>.........................................................] Step: 340ms | Tot: 15s102ms | Loss: 0.534 | Acc: 81.549% (4906/6016) 47/391 [=======>.........................................................] Step: 338ms | Tot: 15s441ms | Loss: 0.534 | Acc: 81.559% (5011/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 15s763ms | Loss: 0.532 | Acc: 81.601% (5118/6272) 49/391 [========>........................................................] Step: 326ms | Tot: 16s90ms | Loss: 0.532 | Acc: 81.500% (5216/6400) 50/391 [========>........................................................] Step: 325ms | Tot: 16s415ms | Loss: 0.532 | Acc: 81.434% (5316/6528) 51/391 [========>........................................................] Step: 329ms | Tot: 16s745ms | Loss: 0.535 | Acc: 81.355% (5415/6656) 52/391 [========>........................................................] Step: 329ms | Tot: 17s75ms | Loss: 0.535 | Acc: 81.412% (5523/6784) 53/391 [========>........................................................] Step: 327ms | Tot: 17s403ms | Loss: 0.536 | Acc: 81.380% (5625/6912) 54/391 [========>........................................................] Step: 323ms | Tot: 17s727ms | Loss: 0.536 | Acc: 81.349% (5727/7040) 55/391 [=========>.......................................................] Step: 333ms | Tot: 18s60ms | Loss: 0.535 | Acc: 81.417% (5836/7168) 56/391 [=========>.......................................................] Step: 326ms | Tot: 18s387ms | Loss: 0.534 | Acc: 81.456% (5943/7296) 57/391 [=========>.......................................................] Step: 323ms | Tot: 18s711ms | Loss: 0.533 | Acc: 81.533% (6053/7424) 58/391 [=========>.......................................................] Step: 329ms | Tot: 19s40ms | Loss: 0.533 | Acc: 81.528% (6157/7552) 59/391 [=========>.......................................................] Step: 325ms | Tot: 19s365ms | Loss: 0.533 | Acc: 81.497% (6259/7680) 60/391 [=========>.......................................................] Step: 322ms | Tot: 19s688ms | Loss: 0.530 | Acc: 81.673% (6377/7808) 61/391 [==========>......................................................] Step: 337ms | Tot: 20s25ms | Loss: 0.529 | Acc: 81.729% (6486/7936) 62/391 [==========>......................................................] Step: 331ms | Tot: 20s357ms | Loss: 0.528 | Acc: 81.796% (6596/8064) 63/391 [==========>......................................................] Step: 324ms | Tot: 20s681ms | Loss: 0.527 | Acc: 81.787% (6700/8192) 64/391 [==========>......................................................] Step: 328ms | Tot: 21s10ms | Loss: 0.527 | Acc: 81.719% (6799/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s337ms | Loss: 0.525 | Acc: 81.806% (6911/8448) 66/391 [==========>......................................................] Step: 324ms | Tot: 21s662ms | Loss: 0.525 | Acc: 81.810% (7016/8576) 67/391 [===========>.....................................................] Step: 328ms | Tot: 21s991ms | Loss: 0.523 | Acc: 81.859% (7125/8704) 68/391 [===========>.....................................................] Step: 323ms | Tot: 22s314ms | Loss: 0.521 | Acc: 81.941% (7237/8832) 69/391 [===========>.....................................................] Step: 322ms | Tot: 22s636ms | Loss: 0.520 | Acc: 81.886% (7337/8960) 70/391 [===========>.....................................................] Step: 329ms | Tot: 22s966ms | Loss: 0.519 | Acc: 81.965% (7449/9088) 71/391 [===========>.....................................................] Step: 323ms | Tot: 23s289ms | Loss: 0.518 | Acc: 81.999% (7557/9216) 72/391 [===========>.....................................................] Step: 324ms | Tot: 23s614ms | Loss: 0.517 | Acc: 82.053% (7667/9344) 73/391 [============>....................................................] Step: 329ms | Tot: 23s944ms | Loss: 0.516 | Acc: 82.095% (7776/9472) 74/391 [============>....................................................] Step: 324ms | Tot: 24s268ms | Loss: 0.516 | Acc: 82.052% (7877/9600) 75/391 [============>....................................................] Step: 319ms | Tot: 24s587ms | Loss: 0.518 | Acc: 82.000% (7977/9728) 76/391 [============>....................................................] Step: 332ms | Tot: 24s920ms | Loss: 0.517 | Acc: 82.031% (8085/9856) 77/391 [============>....................................................] Step: 329ms | Tot: 25s250ms | Loss: 0.516 | Acc: 82.051% (8192/9984) 78/391 [============>....................................................] Step: 329ms | Tot: 25s580ms | Loss: 0.515 | Acc: 82.081% (8300/10112) 79/391 [=============>...................................................] Step: 327ms | Tot: 25s907ms | Loss: 0.515 | Acc: 82.090% (8406/10240) 80/391 [=============>...................................................] Step: 318ms | Tot: 26s225ms | Loss: 0.513 | Acc: 82.157% (8518/10368) 81/391 [=============>...................................................] Step: 323ms | Tot: 26s549ms | Loss: 0.512 | Acc: 82.193% (8627/10496) 82/391 [=============>...................................................] Step: 326ms | Tot: 26s876ms | Loss: 0.512 | Acc: 82.191% (8732/10624) 83/391 [=============>...................................................] Step: 331ms | Tot: 27s208ms | Loss: 0.514 | Acc: 82.171% (8835/10752) 84/391 [=============>...................................................] Step: 337ms | Tot: 27s545ms | Loss: 0.512 | Acc: 82.243% (8948/10880) 85/391 [==============>..................................................] Step: 331ms | Tot: 27s877ms | Loss: 0.512 | Acc: 82.240% (9053/11008) 86/391 [==============>..................................................] Step: 376ms | Tot: 28s253ms | Loss: 0.512 | Acc: 82.247% (9159/11136) 87/391 [==============>..................................................] Step: 367ms | Tot: 28s620ms | Loss: 0.512 | Acc: 82.262% (9266/11264) 88/391 [==============>..................................................] Step: 340ms | Tot: 28s961ms | Loss: 0.514 | Acc: 82.198% (9364/11392) 89/391 [==============>..................................................] Step: 331ms | Tot: 29s292ms | Loss: 0.512 | Acc: 82.214% (9471/11520) 90/391 [==============>..................................................] Step: 327ms | Tot: 29s619ms | Loss: 0.512 | Acc: 82.229% (9578/11648) 91/391 [===============>.................................................] Step: 330ms | Tot: 29s949ms | Loss: 0.512 | Acc: 82.269% (9688/11776) 92/391 [===============>.................................................] Step: 326ms | Tot: 30s276ms | Loss: 0.512 | Acc: 82.292% (9796/11904) 93/391 [===============>.................................................] Step: 334ms | Tot: 30s611ms | Loss: 0.511 | Acc: 82.297% (9902/12032) 94/391 [===============>.................................................] Step: 335ms | Tot: 30s946ms | Loss: 0.511 | Acc: 82.294% (10007/12160) 95/391 [===============>.................................................] Step: 318ms | Tot: 31s265ms | Loss: 0.511 | Acc: 82.316% (10115/12288) 96/391 [===============>.................................................] Step: 320ms | Tot: 31s586ms | Loss: 0.510 | Acc: 82.329% (10222/12416) 97/391 [================>................................................] Step: 329ms | Tot: 31s916ms | Loss: 0.509 | Acc: 82.390% (10335/12544) 98/391 [================>................................................] Step: 321ms | Tot: 32s237ms | Loss: 0.509 | Acc: 82.371% (10438/12672) 99/391 [================>................................................] Step: 321ms | Tot: 32s559ms | Loss: 0.508 | Acc: 82.391% (10546/12800) 100/391 [================>................................................] Step: 325ms | Tot: 32s885ms | Loss: 0.508 | Acc: 82.410% (10654/12928) 101/391 [================>................................................] Step: 322ms | Tot: 33s208ms | Loss: 0.508 | Acc: 82.399% (10758/13056) 102/391 [================>................................................] Step: 322ms | Tot: 33s531ms | Loss: 0.509 | Acc: 82.365% (10859/13184) 103/391 [=================>...............................................] Step: 322ms | Tot: 33s854ms | Loss: 0.509 | Acc: 82.377% (10966/13312) 104/391 [=================>...............................................] Step: 322ms | Tot: 34s176ms | Loss: 0.509 | Acc: 82.351% (11068/13440) 105/391 [=================>...............................................] Step: 321ms | Tot: 34s497ms | Loss: 0.510 | Acc: 82.326% (11170/13568) 106/391 [=================>...............................................] Step: 322ms | Tot: 34s819ms | Loss: 0.509 | Acc: 82.367% (11281/13696) 107/391 [=================>...............................................] Step: 321ms | Tot: 35s141ms | Loss: 0.509 | Acc: 82.342% (11383/13824) 108/391 [=================>...............................................] Step: 321ms | Tot: 35s462ms | Loss: 0.510 | Acc: 82.318% (11485/13952) 109/391 [==================>..............................................] Step: 322ms | Tot: 35s784ms | Loss: 0.509 | Acc: 82.337% (11593/14080) 110/391 [==================>..............................................] Step: 327ms | Tot: 36s112ms | Loss: 0.509 | Acc: 82.327% (11697/14208) 111/391 [==================>..............................................] Step: 325ms | Tot: 36s438ms | Loss: 0.508 | Acc: 82.366% (11808/14336) 112/391 [==================>..............................................] Step: 320ms | Tot: 36s758ms | Loss: 0.507 | Acc: 82.384% (11916/14464) 113/391 [==================>..............................................] Step: 328ms | Tot: 37s87ms | Loss: 0.506 | Acc: 82.442% (12030/14592) 114/391 [==================>..............................................] Step: 321ms | Tot: 37s408ms | Loss: 0.507 | Acc: 82.398% (12129/14720) 115/391 [===================>.............................................] Step: 320ms | Tot: 37s729ms | Loss: 0.507 | Acc: 82.361% (12229/14848) 116/391 [===================>.............................................] Step: 326ms | Tot: 38s56ms | Loss: 0.507 | Acc: 82.392% (12339/14976) 117/391 [===================>.............................................] Step: 321ms | Tot: 38s377ms | Loss: 0.506 | Acc: 82.409% (12447/15104) 118/391 [===================>.............................................] Step: 322ms | Tot: 38s699ms | Loss: 0.506 | Acc: 82.412% (12553/15232) 119/391 [===================>.............................................] Step: 331ms | Tot: 39s30ms | Loss: 0.507 | Acc: 82.422% (12660/15360) 120/391 [===================>.............................................] Step: 321ms | Tot: 39s351ms | Loss: 0.507 | Acc: 82.406% (12763/15488) 121/391 [====================>............................................] Step: 318ms | Tot: 39s670ms | Loss: 0.507 | Acc: 82.422% (12871/15616) 122/391 [====================>............................................] Step: 328ms | Tot: 39s998ms | Loss: 0.507 | Acc: 82.444% (12980/15744) 123/391 [====================>............................................] Step: 319ms | Tot: 40s318ms | Loss: 0.506 | Acc: 82.466% (13089/15872) 124/391 [====================>............................................] Step: 318ms | Tot: 40s637ms | Loss: 0.506 | Acc: 82.469% (13195/16000) 125/391 [====================>............................................] Step: 330ms | Tot: 40s968ms | Loss: 0.506 | Acc: 82.484% (13303/16128) 126/391 [====================>............................................] Step: 322ms | Tot: 41s291ms | Loss: 0.506 | Acc: 82.474% (13407/16256) 127/391 [=====================>...........................................] Step: 321ms | Tot: 41s613ms | Loss: 0.507 | Acc: 82.446% (13508/16384) 128/391 [=====================>...........................................] Step: 332ms | Tot: 41s945ms | Loss: 0.507 | Acc: 82.473% (13618/16512) 129/391 [=====================>...........................................] Step: 323ms | Tot: 42s268ms | Loss: 0.508 | Acc: 82.428% (13716/16640) 130/391 [=====================>...........................................] Step: 321ms | Tot: 42s589ms | Loss: 0.508 | Acc: 82.449% (13825/16768) 131/391 [=====================>...........................................] Step: 331ms | Tot: 42s921ms | Loss: 0.509 | Acc: 82.392% (13921/16896) 132/391 [=====================>...........................................] Step: 320ms | Tot: 43s241ms | Loss: 0.509 | Acc: 82.395% (14027/17024) 133/391 [======================>..........................................] Step: 323ms | Tot: 43s565ms | Loss: 0.509 | Acc: 82.399% (14133/17152) 134/391 [======================>..........................................] Step: 326ms | Tot: 43s891ms | Loss: 0.509 | Acc: 82.402% (14239/17280) 135/391 [======================>..........................................] Step: 321ms | Tot: 44s212ms | Loss: 0.509 | Acc: 82.387% (14342/17408) 136/391 [======================>..........................................] Step: 325ms | Tot: 44s538ms | Loss: 0.510 | Acc: 82.396% (14449/17536) 137/391 [======================>..........................................] Step: 331ms | Tot: 44s869ms | Loss: 0.509 | Acc: 82.405% (14556/17664) 138/391 [======================>..........................................] Step: 322ms | Tot: 45s192ms | Loss: 0.510 | Acc: 82.385% (14658/17792) 139/391 [=======================>.........................................] Step: 321ms | Tot: 45s513ms | Loss: 0.509 | Acc: 82.416% (14769/17920) 140/391 [=======================>.........................................] Step: 324ms | Tot: 45s838ms | Loss: 0.510 | Acc: 82.380% (14868/18048) 141/391 [=======================>.........................................] Step: 320ms | Tot: 46s158ms | Loss: 0.511 | Acc: 82.378% (14973/18176) 142/391 [=======================>.........................................] Step: 320ms | Tot: 46s479ms | Loss: 0.510 | Acc: 82.419% (15086/18304) 143/391 [=======================>.........................................] Step: 325ms | Tot: 46s805ms | Loss: 0.510 | Acc: 82.389% (15186/18432) 144/391 [=======================>.........................................] Step: 334ms | Tot: 47s139ms | Loss: 0.509 | Acc: 82.414% (15296/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s464ms | Loss: 0.508 | Acc: 82.449% (15408/18688) 146/391 [========================>........................................] Step: 323ms | Tot: 47s788ms | Loss: 0.508 | Acc: 82.430% (15510/18816) 147/391 [========================>........................................] Step: 326ms | Tot: 48s115ms | Loss: 0.508 | Acc: 82.438% (15617/18944) 148/391 [========================>........................................] Step: 321ms | Tot: 48s436ms | Loss: 0.507 | Acc: 82.451% (15725/19072) 149/391 [========================>........................................] Step: 338ms | Tot: 48s775ms | Loss: 0.506 | Acc: 82.464% (15833/19200) 150/391 [========================>........................................] Step: 325ms | Tot: 49s101ms | Loss: 0.506 | Acc: 82.471% (15940/19328) 151/391 [=========================>.......................................] Step: 324ms | Tot: 49s425ms | Loss: 0.506 | Acc: 82.453% (16042/19456) 152/391 [=========================>.......................................] Step: 322ms | Tot: 49s747ms | Loss: 0.507 | Acc: 82.445% (16146/19584) 153/391 [=========================>.......................................] Step: 327ms | Tot: 50s75ms | Loss: 0.507 | Acc: 82.473% (16257/19712) 154/391 [=========================>.......................................] Step: 325ms | Tot: 50s401ms | Loss: 0.507 | Acc: 82.450% (16358/19840) 155/391 [=========================>.......................................] Step: 331ms | Tot: 50s732ms | Loss: 0.506 | Acc: 82.497% (16473/19968) 156/391 [=========================>.......................................] Step: 326ms | Tot: 51s59ms | Loss: 0.506 | Acc: 82.484% (16576/20096) 157/391 [==========================>......................................] Step: 321ms | Tot: 51s380ms | Loss: 0.507 | Acc: 82.452% (16675/20224) 158/391 [==========================>......................................] Step: 320ms | Tot: 51s701ms | Loss: 0.507 | Acc: 82.434% (16777/20352) 159/391 [==========================>......................................] Step: 335ms | Tot: 52s36ms | Loss: 0.508 | Acc: 82.397% (16875/20480) 160/391 [==========================>......................................] Step: 323ms | Tot: 52s360ms | Loss: 0.508 | Acc: 82.381% (16977/20608) 161/391 [==========================>......................................] Step: 320ms | Tot: 52s681ms | Loss: 0.508 | Acc: 82.350% (17076/20736) 162/391 [==========================>......................................] Step: 328ms | Tot: 53s9ms | Loss: 0.508 | Acc: 82.348% (17181/20864) 163/391 [===========================>.....................................] Step: 324ms | Tot: 53s333ms | Loss: 0.508 | Acc: 82.360% (17289/20992) 164/391 [===========================>.....................................] Step: 327ms | Tot: 53s661ms | Loss: 0.508 | Acc: 82.344% (17391/21120) 165/391 [===========================>.....................................] Step: 330ms | Tot: 53s991ms | Loss: 0.509 | Acc: 82.365% (17501/21248) 166/391 [===========================>.....................................] Step: 321ms | Tot: 54s313ms | Loss: 0.509 | Acc: 82.354% (17604/21376) 167/391 [===========================>.....................................] Step: 320ms | Tot: 54s633ms | Loss: 0.509 | Acc: 82.357% (17710/21504) 168/391 [===========================>.....................................] Step: 328ms | Tot: 54s962ms | Loss: 0.509 | Acc: 82.332% (17810/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s284ms | Loss: 0.508 | Acc: 82.371% (17924/21760) 170/391 [============================>....................................] Step: 321ms | Tot: 55s605ms | Loss: 0.508 | Acc: 82.356% (18026/21888) 171/391 [============================>....................................] Step: 332ms | Tot: 55s937ms | Loss: 0.508 | Acc: 82.336% (18127/22016) 172/391 [============================>....................................] Step: 322ms | Tot: 56s260ms | Loss: 0.508 | Acc: 82.347% (18235/22144) 173/391 [============================>....................................] Step: 324ms | Tot: 56s584ms | Loss: 0.508 | Acc: 82.350% (18341/22272) 174/391 [============================>....................................] Step: 327ms | Tot: 56s911ms | Loss: 0.507 | Acc: 82.362% (18449/22400) 175/391 [=============================>...................................] Step: 318ms | Tot: 57s229ms | Loss: 0.506 | Acc: 82.364% (18555/22528) 176/391 [=============================>...................................] Step: 320ms | Tot: 57s550ms | Loss: 0.506 | Acc: 82.393% (18667/22656) 177/391 [=============================>...................................] Step: 337ms | Tot: 57s888ms | Loss: 0.506 | Acc: 82.391% (18772/22784) 178/391 [=============================>...................................] Step: 376ms | Tot: 58s264ms | Loss: 0.507 | Acc: 82.354% (18869/22912) 179/391 [=============================>...................................] Step: 360ms | Tot: 58s624ms | Loss: 0.507 | Acc: 82.339% (18971/23040) 180/391 [=============================>...................................] Step: 327ms | Tot: 58s952ms | Loss: 0.506 | Acc: 82.333% (19075/23168) 181/391 [==============================>..................................] Step: 321ms | Tot: 59s274ms | Loss: 0.506 | Acc: 82.332% (19180/23296) 182/391 [==============================>..................................] Step: 328ms | Tot: 59s603ms | Loss: 0.507 | Acc: 82.287% (19275/23424) 183/391 [==============================>..................................] Step: 329ms | Tot: 59s932ms | Loss: 0.508 | Acc: 82.239% (19369/23552) 184/391 [==============================>..................................] Step: 321ms | Tot: 1m253ms | Loss: 0.508 | Acc: 82.238% (19474/23680) 185/391 [==============================>..................................] Step: 320ms | Tot: 1m573ms | Loss: 0.508 | Acc: 82.258% (19584/23808) 186/391 [==============================>..................................] Step: 335ms | Tot: 1m909ms | Loss: 0.509 | Acc: 82.236% (19684/23936) 187/391 [===============================>.................................] Step: 318ms | Tot: 1m1s | Loss: 0.510 | Acc: 82.222% (19786/24064) 188/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.510 | Acc: 82.213% (19889/24192) 189/391 [===============================>.................................] Step: 330ms | Tot: 1m1s | Loss: 0.510 | Acc: 82.212% (19994/24320) 190/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.510 | Acc: 82.223% (20102/24448) 191/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.511 | Acc: 82.218% (20206/24576) 192/391 [===============================>.................................] Step: 325ms | Tot: 1m2s | Loss: 0.511 | Acc: 82.197% (20306/24704) 193/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.511 | Acc: 82.196% (20411/24832) 194/391 [================================>................................] Step: 325ms | Tot: 1m3s | Loss: 0.511 | Acc: 82.188% (20514/24960) 195/391 [================================>................................] Step: 325ms | Tot: 1m3s | Loss: 0.511 | Acc: 82.211% (20625/25088) 196/391 [================================>................................] Step: 323ms | Tot: 1m4s | Loss: 0.511 | Acc: 82.226% (20734/25216) 197/391 [================================>................................] Step: 321ms | Tot: 1m4s | Loss: 0.511 | Acc: 82.240% (20843/25344) 198/391 [================================>................................] Step: 319ms | Tot: 1m4s | Loss: 0.512 | Acc: 82.204% (20939/25472) 199/391 [=================================>...............................] Step: 327ms | Tot: 1m5s | Loss: 0.512 | Acc: 82.211% (21046/25600) 200/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.511 | Acc: 82.233% (21157/25728) 201/391 [=================================>...............................] Step: 319ms | Tot: 1m5s | Loss: 0.511 | Acc: 82.217% (21258/25856) 202/391 [=================================>...............................] Step: 325ms | Tot: 1m6s | Loss: 0.512 | Acc: 82.201% (21359/25984) 203/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.512 | Acc: 82.188% (21461/26112) 204/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.511 | Acc: 82.222% (21575/26240) 205/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.511 | Acc: 82.232% (21683/26368) 206/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.511 | Acc: 82.216% (21784/26496) 207/391 [==================================>..............................] Step: 322ms | Tot: 1m7s | Loss: 0.511 | Acc: 82.219% (21890/26624) 208/391 [==================================>..............................] Step: 328ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.226% (21997/26752) 209/391 [==================================>..............................] Step: 327ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.228% (22103/26880) 210/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.511 | Acc: 82.235% (22210/27008) 211/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.234% (22315/27136) 212/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.240% (22422/27264) 213/391 [===================================>.............................] Step: 321ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.232% (22525/27392) 214/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.511 | Acc: 82.217% (22626/27520) 215/391 [===================================>.............................] Step: 320ms | Tot: 1m10s | Loss: 0.511 | Acc: 82.194% (22725/27648) 216/391 [===================================>.............................] Step: 318ms | Tot: 1m10s | Loss: 0.511 | Acc: 82.204% (22833/27776) 217/391 [====================================>............................] Step: 326ms | Tot: 1m10s | Loss: 0.510 | Acc: 82.225% (22944/27904) 218/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 0.510 | Acc: 82.220% (23048/28032) 219/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.511 | Acc: 82.212% (23151/28160) 220/391 [====================================>............................] Step: 330ms | Tot: 1m11s | Loss: 0.512 | Acc: 82.197% (23252/28288) 221/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.512 | Acc: 82.179% (23352/28416) 222/391 [====================================>............................] Step: 319ms | Tot: 1m12s | Loss: 0.511 | Acc: 82.192% (23461/28544) 223/391 [=====================================>...........................] Step: 328ms | Tot: 1m12s | Loss: 0.511 | Acc: 82.206% (23570/28672) 224/391 [=====================================>...........................] Step: 322ms | Tot: 1m13s | Loss: 0.511 | Acc: 82.229% (23682/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.510 | Acc: 82.228% (23787/28928) 226/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.511 | Acc: 82.207% (23886/29056) 227/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.511 | Acc: 82.203% (23990/29184) 228/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.510 | Acc: 82.202% (24095/29312) 229/391 [======================================>..........................] Step: 324ms | Tot: 1m14s | Loss: 0.510 | Acc: 82.211% (24203/29440) 230/391 [======================================>..........................] Step: 324ms | Tot: 1m15s | Loss: 0.509 | Acc: 82.234% (24315/29568) 231/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.510 | Acc: 82.210% (24413/29696) 232/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.510 | Acc: 82.189% (24512/29824) 233/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.510 | Acc: 82.185% (24616/29952) 234/391 [======================================>..........................] Step: 322ms | Tot: 1m16s | Loss: 0.510 | Acc: 82.154% (24712/30080) 235/391 [=======================================>.........................] Step: 323ms | Tot: 1m16s | Loss: 0.510 | Acc: 82.164% (24820/30208) 236/391 [=======================================>.........................] Step: 333ms | Tot: 1m17s | Loss: 0.510 | Acc: 82.160% (24924/30336) 237/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.510 | Acc: 82.169% (25032/30464) 238/391 [=======================================>.........................] Step: 319ms | Tot: 1m17s | Loss: 0.509 | Acc: 82.198% (25146/30592) 239/391 [=======================================>.........................] Step: 326ms | Tot: 1m18s | Loss: 0.509 | Acc: 82.197% (25251/30720) 240/391 [=======================================>.........................] Step: 322ms | Tot: 1m18s | Loss: 0.509 | Acc: 82.200% (25357/30848) 241/391 [========================================>........................] Step: 321ms | Tot: 1m18s | Loss: 0.509 | Acc: 82.186% (25458/30976) 242/391 [========================================>........................] Step: 326ms | Tot: 1m19s | Loss: 0.509 | Acc: 82.192% (25565/31104) 243/391 [========================================>........................] Step: 326ms | Tot: 1m19s | Loss: 0.509 | Acc: 82.188% (25669/31232) 244/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.509 | Acc: 82.191% (25775/31360) 245/391 [========================================>........................] Step: 330ms | Tot: 1m20s | Loss: 0.508 | Acc: 82.200% (25883/31488) 246/391 [========================================>........................] Step: 323ms | Tot: 1m20s | Loss: 0.508 | Acc: 82.218% (25994/31616) 247/391 [=========================================>.......................] Step: 318ms | Tot: 1m20s | Loss: 0.508 | Acc: 82.211% (26097/31744) 248/391 [=========================================>.......................] Step: 325ms | Tot: 1m20s | Loss: 0.508 | Acc: 82.204% (26200/31872) 249/391 [=========================================>.......................] Step: 319ms | Tot: 1m21s | Loss: 0.508 | Acc: 82.231% (26314/32000) 250/391 [=========================================>.......................] Step: 319ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.212% (26413/32128) 251/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.208% (26517/32256) 252/391 [=========================================>.......................] Step: 322ms | Tot: 1m22s | Loss: 0.509 | Acc: 82.217% (26625/32384) 253/391 [==========================================>......................] Step: 318ms | Tot: 1m22s | Loss: 0.509 | Acc: 82.182% (26719/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m22s | Loss: 0.510 | Acc: 82.169% (26820/32640) 255/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.510 | Acc: 82.162% (26923/32768) 256/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 0.509 | Acc: 82.174% (27032/32896) 257/391 [==========================================>......................] Step: 340ms | Tot: 1m23s | Loss: 0.509 | Acc: 82.174% (27137/33024) 258/391 [==========================================>......................] Step: 320ms | Tot: 1m24s | Loss: 0.509 | Acc: 82.182% (27245/33152) 259/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.509 | Acc: 82.157% (27342/33280) 260/391 [===========================================>.....................] Step: 325ms | Tot: 1m24s | Loss: 0.510 | Acc: 82.130% (27438/33408) 261/391 [===========================================>.....................] Step: 320ms | Tot: 1m25s | Loss: 0.510 | Acc: 82.130% (27543/33536) 262/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.510 | Acc: 82.129% (27648/33664) 263/391 [===========================================>.....................] Step: 330ms | Tot: 1m25s | Loss: 0.510 | Acc: 82.129% (27753/33792) 264/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.511 | Acc: 82.126% (27857/33920) 265/391 [============================================>....................] Step: 323ms | Tot: 1m26s | Loss: 0.511 | Acc: 82.119% (27960/34048) 266/391 [============================================>....................] Step: 322ms | Tot: 1m26s | Loss: 0.511 | Acc: 82.128% (28068/34176) 267/391 [============================================>....................] Step: 327ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.136% (28176/34304) 268/391 [============================================>....................] Step: 327ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.136% (28281/34432) 269/391 [============================================>....................] Step: 319ms | Tot: 1m27s | Loss: 0.511 | Acc: 82.130% (28384/34560) 270/391 [============================================>....................] Step: 364ms | Tot: 1m28s | Loss: 0.512 | Acc: 82.112% (28483/34688) 271/391 [=============================================>...................] Step: 373ms | Tot: 1m28s | Loss: 0.512 | Acc: 82.097% (28583/34816) 272/391 [=============================================>...................] Step: 326ms | Tot: 1m28s | Loss: 0.512 | Acc: 82.083% (28683/34944) 273/391 [=============================================>...................] Step: 318ms | Tot: 1m29s | Loss: 0.512 | Acc: 82.071% (28784/35072) 274/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.513 | Acc: 82.068% (28888/35200) 275/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.513 | Acc: 82.082% (28998/35328) 276/391 [=============================================>...................] Step: 319ms | Tot: 1m30s | Loss: 0.512 | Acc: 82.090% (29106/35456) 277/391 [==============================================>..................] Step: 324ms | Tot: 1m30s | Loss: 0.512 | Acc: 82.090% (29211/35584) 278/391 [==============================================>..................] Step: 326ms | Tot: 1m30s | Loss: 0.513 | Acc: 82.076% (29311/35712) 279/391 [==============================================>..................] Step: 333ms | Tot: 1m31s | Loss: 0.512 | Acc: 82.081% (29418/35840) 280/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.513 | Acc: 82.067% (29518/35968) 281/391 [==============================================>..................] Step: 329ms | Tot: 1m31s | Loss: 0.513 | Acc: 82.076% (29626/36096) 282/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.514 | Acc: 82.062% (29726/36224) 283/391 [===============================================>.................] Step: 330ms | Tot: 1m32s | Loss: 0.513 | Acc: 82.084% (29839/36352) 284/391 [===============================================>.................] Step: 327ms | Tot: 1m32s | Loss: 0.513 | Acc: 82.067% (29938/36480) 285/391 [===============================================>.................] Step: 330ms | Tot: 1m33s | Loss: 0.514 | Acc: 82.067% (30043/36608) 286/391 [===============================================>.................] Step: 324ms | Tot: 1m33s | Loss: 0.514 | Acc: 82.067% (30148/36736) 287/391 [===============================================>.................] Step: 335ms | Tot: 1m33s | Loss: 0.514 | Acc: 82.064% (30252/36864) 288/391 [===============================================>.................] Step: 330ms | Tot: 1m34s | Loss: 0.514 | Acc: 82.069% (30359/36992) 289/391 [================================================>................] Step: 326ms | Tot: 1m34s | Loss: 0.514 | Acc: 82.053% (30458/37120) 290/391 [================================================>................] Step: 324ms | Tot: 1m34s | Loss: 0.514 | Acc: 82.047% (30561/37248) 291/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.514 | Acc: 82.050% (30667/37376) 292/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.514 | Acc: 82.029% (30764/37504) 293/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.515 | Acc: 82.023% (30867/37632) 294/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 0.515 | Acc: 82.023% (30972/37760) 295/391 [=================================================>...............] Step: 325ms | Tot: 1m36s | Loss: 0.515 | Acc: 82.026% (31078/37888) 296/391 [=================================================>...............] Step: 321ms | Tot: 1m36s | Loss: 0.515 | Acc: 82.018% (31180/38016) 297/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.515 | Acc: 82.026% (31288/38144) 298/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.515 | Acc: 82.039% (31398/38272) 299/391 [=================================================>...............] Step: 320ms | Tot: 1m37s | Loss: 0.514 | Acc: 82.052% (31508/38400) 300/391 [=================================================>...............] Step: 326ms | Tot: 1m38s | Loss: 0.515 | Acc: 82.016% (31599/38528) 301/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.515 | Acc: 82.008% (31701/38656) 302/391 [==================================================>..............] Step: 320ms | Tot: 1m38s | Loss: 0.515 | Acc: 82.000% (31803/38784) 303/391 [==================================================>..............] Step: 328ms | Tot: 1m38s | Loss: 0.515 | Acc: 81.995% (31906/38912) 304/391 [==================================================>..............] Step: 319ms | Tot: 1m39s | Loss: 0.515 | Acc: 81.995% (32011/39040) 305/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.515 | Acc: 81.990% (32114/39168) 306/391 [==================================================>..............] Step: 326ms | Tot: 1m39s | Loss: 0.515 | Acc: 81.993% (32220/39296) 307/391 [===================================================>.............] Step: 322ms | Tot: 1m40s | Loss: 0.515 | Acc: 81.993% (32325/39424) 308/391 [===================================================>.............] Step: 322ms | Tot: 1m40s | Loss: 0.515 | Acc: 81.993% (32430/39552) 309/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 0.515 | Acc: 81.991% (32534/39680) 310/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.516 | Acc: 81.991% (32639/39808) 311/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.515 | Acc: 82.009% (32751/39936) 312/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.515 | Acc: 82.001% (32853/40064) 313/391 [====================================================>............] Step: 319ms | Tot: 1m42s | Loss: 0.515 | Acc: 82.014% (32963/40192) 314/391 [====================================================>............] Step: 322ms | Tot: 1m42s | Loss: 0.515 | Acc: 82.021% (33071/40320) 315/391 [====================================================>............] Step: 330ms | Tot: 1m42s | Loss: 0.515 | Acc: 82.021% (33176/40448) 316/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.515 | Acc: 82.019% (33280/40576) 317/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.515 | Acc: 82.021% (33386/40704) 318/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.515 | Acc: 82.012% (33487/40832) 319/391 [=====================================================>...........] Step: 322ms | Tot: 1m44s | Loss: 0.515 | Acc: 82.019% (33595/40960) 320/391 [=====================================================>...........] Step: 325ms | Tot: 1m44s | Loss: 0.515 | Acc: 82.024% (33702/41088) 321/391 [=====================================================>...........] Step: 323ms | Tot: 1m44s | Loss: 0.515 | Acc: 82.019% (33805/41216) 322/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.515 | Acc: 82.007% (33905/41344) 323/391 [=====================================================>...........] Step: 324ms | Tot: 1m45s | Loss: 0.515 | Acc: 82.014% (34013/41472) 324/391 [=====================================================>...........] Step: 328ms | Tot: 1m45s | Loss: 0.516 | Acc: 82.012% (34117/41600) 325/391 [======================================================>..........] Step: 330ms | Tot: 1m46s | Loss: 0.515 | Acc: 82.017% (34224/41728) 326/391 [======================================================>..........] Step: 321ms | Tot: 1m46s | Loss: 0.515 | Acc: 82.019% (34330/41856) 327/391 [======================================================>..........] Step: 319ms | Tot: 1m46s | Loss: 0.515 | Acc: 82.029% (34439/41984) 328/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.515 | Acc: 82.041% (34549/42112) 329/391 [======================================================>..........] Step: 319ms | Tot: 1m47s | Loss: 0.514 | Acc: 82.062% (34663/42240) 330/391 [======================================================>..........] Step: 318ms | Tot: 1m47s | Loss: 0.514 | Acc: 82.062% (34768/42368) 331/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.514 | Acc: 82.062% (34873/42496) 332/391 [=======================================================>.........] Step: 324ms | Tot: 1m48s | Loss: 0.514 | Acc: 82.052% (34974/42624) 333/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.514 | Acc: 82.059% (35082/42752) 334/391 [=======================================================>.........] Step: 333ms | Tot: 1m49s | Loss: 0.515 | Acc: 82.029% (35174/42880) 335/391 [=======================================================>.........] Step: 321ms | Tot: 1m49s | Loss: 0.515 | Acc: 82.027% (35278/43008) 336/391 [=======================================================>.........] Step: 320ms | Tot: 1m49s | Loss: 0.514 | Acc: 82.034% (35386/43136) 337/391 [========================================================>........] Step: 330ms | Tot: 1m49s | Loss: 0.514 | Acc: 82.052% (35499/43264) 338/391 [========================================================>........] Step: 322ms | Tot: 1m50s | Loss: 0.514 | Acc: 82.052% (35604/43392) 339/391 [========================================================>........] Step: 320ms | Tot: 1m50s | Loss: 0.514 | Acc: 82.040% (35704/43520) 340/391 [========================================================>........] Step: 329ms | Tot: 1m50s | Loss: 0.515 | Acc: 82.034% (35806/43648) 341/391 [========================================================>........] Step: 322ms | Tot: 1m51s | Loss: 0.515 | Acc: 82.022% (35906/43776) 342/391 [========================================================>........] Step: 322ms | Tot: 1m51s | Loss: 0.515 | Acc: 82.024% (36012/43904) 343/391 [=========================================================>.......] Step: 331ms | Tot: 1m51s | Loss: 0.514 | Acc: 82.034% (36121/44032) 344/391 [=========================================================>.......] Step: 321ms | Tot: 1m52s | Loss: 0.515 | Acc: 82.020% (36220/44160) 345/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.515 | Acc: 82.015% (36323/44288) 346/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 0.515 | Acc: 82.022% (36431/44416) 347/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.031% (36540/44544) 348/391 [=========================================================>.......] Step: 336ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.027% (36643/44672) 349/391 [==========================================================>......] Step: 332ms | Tot: 1m53s | Loss: 0.515 | Acc: 82.029% (36749/44800) 350/391 [==========================================================>......] Step: 326ms | Tot: 1m54s | Loss: 0.515 | Acc: 82.011% (36846/44928) 351/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.515 | Acc: 82.022% (36956/45056) 352/391 [==========================================================>......] Step: 332ms | Tot: 1m54s | Loss: 0.515 | Acc: 82.016% (37058/45184) 353/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.515 | Acc: 82.027% (37168/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.515 | Acc: 82.022% (37271/45440) 355/391 [===========================================================>.....] Step: 324ms | Tot: 1m55s | Loss: 0.515 | Acc: 82.033% (37381/45568) 356/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.515 | Acc: 82.040% (37489/45696) 357/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.515 | Acc: 82.029% (37589/45824) 358/391 [===========================================================>.....] Step: 325ms | Tot: 1m56s | Loss: 0.516 | Acc: 82.018% (37689/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.516 | Acc: 82.010% (37790/46080) 360/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.516 | Acc: 82.014% (37897/46208) 361/391 [============================================================>....] Step: 325ms | Tot: 1m57s | Loss: 0.515 | Acc: 82.027% (38008/46336) 362/391 [============================================================>....] Step: 363ms | Tot: 1m58s | Loss: 0.515 | Acc: 82.025% (38112/46464) 363/391 [============================================================>....] Step: 373ms | Tot: 1m58s | Loss: 0.516 | Acc: 82.021% (38215/46592) 364/391 [============================================================>....] Step: 324ms | Tot: 1m58s | Loss: 0.516 | Acc: 82.021% (38320/46720) 365/391 [============================================================>....] Step: 339ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.008% (38419/46848) 366/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.006% (38523/46976) 367/391 [=============================================================>...] Step: 327ms | Tot: 1m59s | Loss: 0.516 | Acc: 82.002% (38626/47104) 368/391 [=============================================================>...] Step: 318ms | Tot: 2m185ms | Loss: 0.516 | Acc: 82.016% (38738/47232) 369/391 [=============================================================>...] Step: 326ms | Tot: 2m511ms | Loss: 0.516 | Acc: 82.012% (38841/47360) 370/391 [=============================================================>...] Step: 327ms | Tot: 2m839ms | Loss: 0.516 | Acc: 82.012% (38946/47488) 371/391 [=============================================================>...] Step: 332ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.027% (39058/47616) 372/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 0.516 | Acc: 82.021% (39160/47744) 373/391 [==============================================================>..] Step: 324ms | Tot: 2m1s | Loss: 0.517 | Acc: 82.010% (39260/47872) 374/391 [==============================================================>..] Step: 325ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.023% (39371/48000) 375/391 [==============================================================>..] Step: 329ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.015% (39472/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.516 | Acc: 82.008% (39574/48256) 377/391 [==============================================================>..] Step: 322ms | Tot: 2m3s | Loss: 0.517 | Acc: 81.996% (39673/48384) 378/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.517 | Acc: 81.978% (39769/48512) 379/391 [===============================================================>.] Step: 322ms | Tot: 2m3s | Loss: 0.517 | Acc: 81.972% (39871/48640) 380/391 [===============================================================>.] Step: 323ms | Tot: 2m4s | Loss: 0.517 | Acc: 81.966% (39973/48768) 381/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.517 | Acc: 81.970% (40080/48896) 382/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.517 | Acc: 81.964% (40182/49024) 383/391 [===============================================================>.] Step: 322ms | Tot: 2m5s | Loss: 0.517 | Acc: 81.958% (40284/49152) 384/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.518 | Acc: 81.946% (40383/49280) 385/391 [================================================================>] Step: 315ms | Tot: 2m5s | Loss: 0.518 | Acc: 81.944% (40487/49408) 386/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.518 | Acc: 81.948% (40594/49536) 387/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.518 | Acc: 81.959% (40704/49664) 388/391 [================================================================>] Step: 323ms | Tot: 2m6s | Loss: 0.518 | Acc: 81.967% (40813/49792) 389/391 [================================================================>] Step: 326ms | Tot: 2m6s | Loss: 0.517 | Acc: 81.977% (40923/49920) 390/391 [================================================================>] Step: 300ms | Tot: 2m7s | Loss: 0.518 | Acc: 81.968% (40984/50000) 391/391 + [>................................................................] Step: 918ms | Tot: 2ms | Loss: 0.678 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 261ms | Tot: 264ms | Loss: 0.602 | Acc: 81.500% (163/200) 2/100 [=>...............................................................] Step: 264ms | Tot: 528ms | Loss: 0.631 | Acc: 80.667% (242/300) 3/100 [=>...............................................................] Step: 260ms | Tot: 789ms | Loss: 0.646 | Acc: 80.000% (320/400) 4/100 [==>..............................................................] Step: 254ms | Tot: 1s43ms | Loss: 0.636 | Acc: 79.000% (395/500) 5/100 [===>.............................................................] Step: 261ms | Tot: 1s305ms | Loss: 0.607 | Acc: 79.833% (479/600) 6/100 [===>.............................................................] Step: 266ms | Tot: 1s571ms | Loss: 0.611 | Acc: 79.857% (559/700) 7/100 [====>............................................................] Step: 270ms | Tot: 1s841ms | Loss: 0.651 | Acc: 79.250% (634/800) 8/100 [=====>...........................................................] Step: 264ms | Tot: 2s106ms | Loss: 0.682 | Acc: 78.222% (704/900) 9/100 [=====>...........................................................] Step: 259ms | Tot: 2s366ms | Loss: 0.679 | Acc: 78.200% (782/1000) 10/100 [======>..........................................................] Step: 264ms | Tot: 2s631ms | Loss: 0.666 | Acc: 78.727% (866/1100) 11/100 [=======>.........................................................] Step: 263ms | Tot: 2s894ms | Loss: 0.666 | Acc: 78.417% (941/1200) 12/100 [=======>.........................................................] Step: 262ms | Tot: 3s157ms | Loss: 0.648 | Acc: 78.462% (1020/1300) 13/100 [========>........................................................] Step: 259ms | Tot: 3s416ms | Loss: 0.645 | Acc: 78.714% (1102/1400) 14/100 [=========>.......................................................] Step: 264ms | Tot: 3s681ms | Loss: 0.638 | Acc: 78.933% (1184/1500) 15/100 [=========>.......................................................] Step: 259ms | Tot: 3s940ms | Loss: 0.646 | Acc: 78.750% (1260/1600) 16/100 [==========>......................................................] Step: 269ms | Tot: 4s209ms | Loss: 0.643 | Acc: 78.941% (1342/1700) 17/100 [===========>.....................................................] Step: 264ms | Tot: 4s474ms | Loss: 0.654 | Acc: 78.722% (1417/1800) 18/100 [===========>.....................................................] Step: 272ms | Tot: 4s747ms | Loss: 0.648 | Acc: 78.842% (1498/1900) 19/100 [============>....................................................] Step: 265ms | Tot: 5s13ms | Loss: 0.659 | Acc: 78.700% (1574/2000) 20/100 [=============>...................................................] Step: 268ms | Tot: 5s282ms | Loss: 0.655 | Acc: 78.762% (1654/2100) 21/100 [=============>...................................................] Step: 268ms | Tot: 5s550ms | Loss: 0.653 | Acc: 78.727% (1732/2200) 22/100 [==============>..................................................] Step: 272ms | Tot: 5s822ms | Loss: 0.662 | Acc: 78.522% (1806/2300) 23/100 [==============>..................................................] Step: 267ms | Tot: 6s90ms | Loss: 0.663 | Acc: 78.208% (1877/2400) 24/100 [===============>.................................................] Step: 270ms | Tot: 6s361ms | Loss: 0.667 | Acc: 78.200% (1955/2500) 25/100 [================>................................................] Step: 274ms | Tot: 6s635ms | Loss: 0.678 | Acc: 77.769% (2022/2600) 26/100 [================>................................................] Step: 268ms | Tot: 6s903ms | Loss: 0.675 | Acc: 77.815% (2101/2700) 27/100 [=================>...............................................] Step: 268ms | Tot: 7s172ms | Loss: 0.675 | Acc: 77.821% (2179/2800) 28/100 [==================>..............................................] Step: 265ms | Tot: 7s438ms | Loss: 0.669 | Acc: 78.103% (2265/2900) 29/100 [==================>..............................................] Step: 275ms | Tot: 7s714ms | Loss: 0.668 | Acc: 78.167% (2345/3000) 30/100 [===================>.............................................] Step: 266ms | Tot: 7s980ms | Loss: 0.675 | Acc: 78.000% (2418/3100) 31/100 [====================>............................................] Step: 269ms | Tot: 8s250ms | Loss: 0.674 | Acc: 77.969% (2495/3200) 32/100 [====================>............................................] Step: 266ms | Tot: 8s517ms | Loss: 0.679 | Acc: 77.818% (2568/3300) 33/100 [=====================>...........................................] Step: 271ms | Tot: 8s789ms | Loss: 0.680 | Acc: 77.735% (2643/3400) 34/100 [======================>..........................................] Step: 270ms | Tot: 9s59ms | Loss: 0.685 | Acc: 77.629% (2717/3500) 35/100 [======================>..........................................] Step: 269ms | Tot: 9s329ms | Loss: 0.681 | Acc: 77.750% (2799/3600) 36/100 [=======================>.........................................] Step: 269ms | Tot: 9s598ms | Loss: 0.685 | Acc: 77.703% (2875/3700) 37/100 [========================>........................................] Step: 269ms | Tot: 9s867ms | Loss: 0.688 | Acc: 77.474% (2944/3800) 38/100 [========================>........................................] Step: 268ms | Tot: 10s136ms | Loss: 0.684 | Acc: 77.590% (3026/3900) 39/100 [=========================>.......................................] Step: 264ms | Tot: 10s401ms | Loss: 0.682 | Acc: 77.625% (3105/4000) 40/100 [==========================>......................................] Step: 274ms | Tot: 10s675ms | Loss: 0.681 | Acc: 77.585% (3181/4100) 41/100 [==========================>......................................] Step: 265ms | Tot: 10s941ms | Loss: 0.682 | Acc: 77.571% (3258/4200) 42/100 [===========================>.....................................] Step: 269ms | Tot: 11s210ms | Loss: 0.679 | Acc: 77.674% (3340/4300) 43/100 [===========================>.....................................] Step: 269ms | Tot: 11s480ms | Loss: 0.679 | Acc: 77.591% (3414/4400) 44/100 [============================>....................................] Step: 274ms | Tot: 11s754ms | Loss: 0.676 | Acc: 77.689% (3496/4500) 45/100 [=============================>...................................] Step: 267ms | Tot: 12s22ms | Loss: 0.678 | Acc: 77.630% (3571/4600) 46/100 [=============================>...................................] Step: 266ms | Tot: 12s288ms | Loss: 0.678 | Acc: 77.553% (3645/4700) 47/100 [==============================>..................................] Step: 265ms | Tot: 12s554ms | Loss: 0.678 | Acc: 77.604% (3725/4800) 48/100 [===============================>.................................] Step: 270ms | Tot: 12s825ms | Loss: 0.674 | Acc: 77.653% (3805/4900) 49/100 [===============================>.................................] Step: 261ms | Tot: 13s86ms | Loss: 0.675 | Acc: 77.540% (3877/5000) 50/100 [================================>................................] Step: 264ms | Tot: 13s351ms | Loss: 0.676 | Acc: 77.529% (3954/5100) 51/100 [=================================>...............................] Step: 268ms | Tot: 13s620ms | Loss: 0.678 | Acc: 77.404% (4025/5200) 52/100 [=================================>...............................] Step: 271ms | Tot: 13s891ms | Loss: 0.677 | Acc: 77.358% (4100/5300) 53/100 [==================================>..............................] Step: 275ms | Tot: 14s166ms | Loss: 0.672 | Acc: 77.481% (4184/5400) 54/100 [===================================>.............................] Step: 269ms | Tot: 14s435ms | Loss: 0.671 | Acc: 77.527% (4264/5500) 55/100 [===================================>.............................] Step: 276ms | Tot: 14s712ms | Loss: 0.676 | Acc: 77.286% (4328/5600) 56/100 [====================================>............................] Step: 271ms | Tot: 14s984ms | Loss: 0.674 | Acc: 77.333% (4408/5700) 57/100 [=====================================>...........................] Step: 270ms | Tot: 15s254ms | Loss: 0.671 | Acc: 77.466% (4493/5800) 58/100 [=====================================>...........................] Step: 270ms | Tot: 15s525ms | Loss: 0.676 | Acc: 77.288% (4560/5900) 59/100 [======================================>..........................] Step: 275ms | Tot: 15s800ms | Loss: 0.676 | Acc: 77.267% (4636/6000) 60/100 [=======================================>.........................] Step: 267ms | Tot: 16s68ms | Loss: 0.674 | Acc: 77.344% (4718/6100) 61/100 [=======================================>.........................] Step: 273ms | Tot: 16s341ms | Loss: 0.673 | Acc: 77.323% (4794/6200) 62/100 [========================================>........................] Step: 274ms | Tot: 16s616ms | Loss: 0.672 | Acc: 77.317% (4871/6300) 63/100 [========================================>........................] Step: 272ms | Tot: 16s889ms | Loss: 0.670 | Acc: 77.359% (4951/6400) 64/100 [=========================================>.......................] Step: 270ms | Tot: 17s159ms | Loss: 0.671 | Acc: 77.385% (5030/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s428ms | Loss: 0.672 | Acc: 77.348% (5105/6600) 66/100 [==========================================>......................] Step: 275ms | Tot: 17s704ms | Loss: 0.670 | Acc: 77.418% (5187/6700) 67/100 [===========================================>.....................] Step: 270ms | Tot: 17s974ms | Loss: 0.668 | Acc: 77.412% (5264/6800) 68/100 [============================================>....................] Step: 277ms | Tot: 18s252ms | Loss: 0.669 | Acc: 77.377% (5339/6900) 69/100 [============================================>....................] Step: 272ms | Tot: 18s525ms | Loss: 0.670 | Acc: 77.300% (5411/7000) 70/100 [=============================================>...................] Step: 280ms | Tot: 18s805ms | Loss: 0.672 | Acc: 77.324% (5490/7100) 71/100 [==============================================>..................] Step: 273ms | Tot: 19s79ms | Loss: 0.670 | Acc: 77.389% (5572/7200) 72/100 [==============================================>..................] Step: 270ms | Tot: 19s349ms | Loss: 0.667 | Acc: 77.466% (5655/7300) 73/100 [===============================================>.................] Step: 275ms | Tot: 19s625ms | Loss: 0.666 | Acc: 77.459% (5732/7400) 74/100 [================================================>................] Step: 300ms | Tot: 19s925ms | Loss: 0.668 | Acc: 77.453% (5809/7500) 75/100 [================================================>................] Step: 307ms | Tot: 20s233ms | Loss: 0.667 | Acc: 77.408% (5883/7600) 76/100 [=================================================>...............] Step: 286ms | Tot: 20s519ms | Loss: 0.666 | Acc: 77.442% (5963/7700) 77/100 [==================================================>..............] Step: 278ms | Tot: 20s798ms | Loss: 0.667 | Acc: 77.449% (6041/7800) 78/100 [==================================================>..............] Step: 268ms | Tot: 21s67ms | Loss: 0.667 | Acc: 77.418% (6116/7900) 79/100 [===================================================>.............] Step: 268ms | Tot: 21s335ms | Loss: 0.665 | Acc: 77.463% (6197/8000) 80/100 [====================================================>............] Step: 275ms | Tot: 21s611ms | Loss: 0.665 | Acc: 77.469% (6275/8100) 81/100 [====================================================>............] Step: 275ms | Tot: 21s886ms | Loss: 0.664 | Acc: 77.451% (6351/8200) 82/100 [=====================================================>...........] Step: 272ms | Tot: 22s159ms | Loss: 0.663 | Acc: 77.422% (6426/8300) 83/100 [=====================================================>...........] Step: 268ms | Tot: 22s428ms | Loss: 0.663 | Acc: 77.393% (6501/8400) 84/100 [======================================================>..........] Step: 279ms | Tot: 22s707ms | Loss: 0.663 | Acc: 77.365% (6576/8500) 85/100 [=======================================================>.........] Step: 269ms | Tot: 22s977ms | Loss: 0.663 | Acc: 77.349% (6652/8600) 86/100 [=======================================================>.........] Step: 274ms | Tot: 23s251ms | Loss: 0.665 | Acc: 77.310% (6726/8700) 87/100 [========================================================>........] Step: 267ms | Tot: 23s519ms | Loss: 0.666 | Acc: 77.273% (6800/8800) 88/100 [=========================================================>.......] Step: 275ms | Tot: 23s794ms | Loss: 0.666 | Acc: 77.292% (6879/8900) 89/100 [=========================================================>.......] Step: 266ms | Tot: 24s60ms | Loss: 0.664 | Acc: 77.389% (6965/9000) 90/100 [==========================================================>......] Step: 272ms | Tot: 24s333ms | Loss: 0.662 | Acc: 77.484% (7051/9100) 91/100 [===========================================================>.....] Step: 270ms | Tot: 24s603ms | Loss: 0.661 | Acc: 77.467% (7127/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 24s874ms | Loss: 0.662 | Acc: 77.452% (7203/9300) 93/100 [============================================================>....] Step: 268ms | Tot: 25s143ms | Loss: 0.661 | Acc: 77.468% (7282/9400) 94/100 [=============================================================>...] Step: 266ms | Tot: 25s409ms | Loss: 0.660 | Acc: 77.516% (7364/9500) 95/100 [=============================================================>...] Step: 276ms | Tot: 25s686ms | Loss: 0.660 | Acc: 77.562% (7446/9600) 96/100 [==============================================================>..] Step: 268ms | Tot: 25s954ms | Loss: 0.659 | Acc: 77.546% (7522/9700) 97/100 [===============================================================>.] Step: 278ms | Tot: 26s232ms | Loss: 0.660 | Acc: 77.571% (7602/9800) 98/100 [===============================================================>.] Step: 267ms | Tot: 26s500ms | Loss: 0.661 | Acc: 77.606% (7683/9900) 99/100 [================================================================>] Step: 278ms | Tot: 26s779ms | Loss: 0.661 | Acc: 77.620% (7762/10000) 100/100 + +Epoch: 18 + [>................................................................] Step: 1s71ms | Tot: 2ms | Loss: 0.442 | Acc: 82.031% (105/128) 1/391 [>................................................................] Step: 342ms | Tot: 344ms | Loss: 0.454 | Acc: 80.469% (206/256) 2/391 [>................................................................] Step: 334ms | Tot: 679ms | Loss: 0.484 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 334ms | Tot: 1s13ms | Loss: 0.499 | Acc: 81.641% (418/512) 4/391 [>................................................................] Step: 329ms | Tot: 1s343ms | Loss: 0.481 | Acc: 82.969% (531/640) 5/391 [>................................................................] Step: 327ms | Tot: 1s671ms | Loss: 0.491 | Acc: 82.292% (632/768) 6/391 [>................................................................] Step: 328ms | Tot: 1s999ms | Loss: 0.504 | Acc: 82.143% (736/896) 7/391 [=>...............................................................] Step: 330ms | Tot: 2s330ms | Loss: 0.512 | Acc: 81.934% (839/1024) 8/391 [=>...............................................................] Step: 327ms | Tot: 2s657ms | Loss: 0.519 | Acc: 81.684% (941/1152) 9/391 [=>...............................................................] Step: 329ms | Tot: 2s987ms | Loss: 0.524 | Acc: 81.484% (1043/1280) 10/391 [=>...............................................................] Step: 325ms | Tot: 3s313ms | Loss: 0.513 | Acc: 81.889% (1153/1408) 11/391 [=>...............................................................] Step: 320ms | Tot: 3s633ms | Loss: 0.506 | Acc: 82.487% (1267/1536) 12/391 [=>...............................................................] Step: 327ms | Tot: 3s961ms | Loss: 0.505 | Acc: 82.392% (1371/1664) 13/391 [==>..............................................................] Step: 321ms | Tot: 4s282ms | Loss: 0.503 | Acc: 82.199% (1473/1792) 14/391 [==>..............................................................] Step: 318ms | Tot: 4s600ms | Loss: 0.493 | Acc: 82.448% (1583/1920) 15/391 [==>..............................................................] Step: 330ms | Tot: 4s931ms | Loss: 0.494 | Acc: 82.617% (1692/2048) 16/391 [==>..............................................................] Step: 319ms | Tot: 5s250ms | Loss: 0.490 | Acc: 82.858% (1803/2176) 17/391 [==>..............................................................] Step: 327ms | Tot: 5s578ms | Loss: 0.492 | Acc: 82.726% (1906/2304) 18/391 [==>..............................................................] Step: 330ms | Tot: 5s908ms | Loss: 0.492 | Acc: 82.771% (2013/2432) 19/391 [===>.............................................................] Step: 323ms | Tot: 6s231ms | Loss: 0.489 | Acc: 83.164% (2129/2560) 20/391 [===>.............................................................] Step: 323ms | Tot: 6s555ms | Loss: 0.496 | Acc: 82.999% (2231/2688) 21/391 [===>.............................................................] Step: 331ms | Tot: 6s887ms | Loss: 0.493 | Acc: 82.955% (2336/2816) 22/391 [===>.............................................................] Step: 320ms | Tot: 7s208ms | Loss: 0.494 | Acc: 82.812% (2438/2944) 23/391 [===>.............................................................] Step: 321ms | Tot: 7s530ms | Loss: 0.494 | Acc: 82.812% (2544/3072) 24/391 [===>.............................................................] Step: 330ms | Tot: 7s861ms | Loss: 0.494 | Acc: 82.719% (2647/3200) 25/391 [====>............................................................] Step: 321ms | Tot: 8s182ms | Loss: 0.493 | Acc: 82.692% (2752/3328) 26/391 [====>............................................................] Step: 330ms | Tot: 8s513ms | Loss: 0.496 | Acc: 82.581% (2854/3456) 27/391 [====>............................................................] Step: 326ms | Tot: 8s839ms | Loss: 0.499 | Acc: 82.533% (2958/3584) 28/391 [====>............................................................] Step: 321ms | Tot: 9s161ms | Loss: 0.501 | Acc: 82.408% (3059/3712) 29/391 [====>............................................................] Step: 322ms | Tot: 9s483ms | Loss: 0.502 | Acc: 82.474% (3167/3840) 30/391 [====>............................................................] Step: 326ms | Tot: 9s810ms | Loss: 0.501 | Acc: 82.611% (3278/3968) 31/391 [=====>...........................................................] Step: 321ms | Tot: 10s131ms | Loss: 0.497 | Acc: 82.788% (3391/4096) 32/391 [=====>...........................................................] Step: 321ms | Tot: 10s452ms | Loss: 0.495 | Acc: 82.694% (3493/4224) 33/391 [=====>...........................................................] Step: 324ms | Tot: 10s776ms | Loss: 0.495 | Acc: 82.675% (3598/4352) 34/391 [=====>...........................................................] Step: 323ms | Tot: 11s100ms | Loss: 0.494 | Acc: 82.656% (3703/4480) 35/391 [=====>...........................................................] Step: 326ms | Tot: 11s426ms | Loss: 0.492 | Acc: 82.747% (3813/4608) 36/391 [=====>...........................................................] Step: 321ms | Tot: 11s748ms | Loss: 0.490 | Acc: 82.855% (3924/4736) 37/391 [======>..........................................................] Step: 324ms | Tot: 12s72ms | Loss: 0.488 | Acc: 82.956% (4035/4864) 38/391 [======>..........................................................] Step: 324ms | Tot: 12s396ms | Loss: 0.490 | Acc: 82.913% (4139/4992) 39/391 [======>..........................................................] Step: 321ms | Tot: 12s718ms | Loss: 0.491 | Acc: 82.793% (4239/5120) 40/391 [======>..........................................................] Step: 327ms | Tot: 13s46ms | Loss: 0.491 | Acc: 82.793% (4345/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s368ms | Loss: 0.494 | Acc: 82.682% (4445/5376) 42/391 [======>..........................................................] Step: 321ms | Tot: 13s690ms | Loss: 0.493 | Acc: 82.722% (4553/5504) 43/391 [=======>.........................................................] Step: 327ms | Tot: 14s18ms | Loss: 0.491 | Acc: 82.706% (4658/5632) 44/391 [=======>.........................................................] Step: 329ms | Tot: 14s347ms | Loss: 0.493 | Acc: 82.656% (4761/5760) 45/391 [=======>.........................................................] Step: 322ms | Tot: 14s670ms | Loss: 0.495 | Acc: 82.626% (4865/5888) 46/391 [=======>.........................................................] Step: 331ms | Tot: 15s1ms | Loss: 0.495 | Acc: 82.613% (4970/6016) 47/391 [=======>.........................................................] Step: 320ms | Tot: 15s322ms | Loss: 0.496 | Acc: 82.568% (5073/6144) 48/391 [=======>.........................................................] Step: 320ms | Tot: 15s642ms | Loss: 0.493 | Acc: 82.605% (5181/6272) 49/391 [========>........................................................] Step: 329ms | Tot: 15s972ms | Loss: 0.494 | Acc: 82.594% (5286/6400) 50/391 [========>........................................................] Step: 322ms | Tot: 16s294ms | Loss: 0.495 | Acc: 82.583% (5391/6528) 51/391 [========>........................................................] Step: 318ms | Tot: 16s613ms | Loss: 0.497 | Acc: 82.542% (5494/6656) 52/391 [========>........................................................] Step: 331ms | Tot: 16s944ms | Loss: 0.498 | Acc: 82.459% (5594/6784) 53/391 [========>........................................................] Step: 328ms | Tot: 17s273ms | Loss: 0.499 | Acc: 82.422% (5697/6912) 54/391 [========>........................................................] Step: 323ms | Tot: 17s597ms | Loss: 0.499 | Acc: 82.443% (5804/7040) 55/391 [=========>.......................................................] Step: 329ms | Tot: 17s926ms | Loss: 0.502 | Acc: 82.366% (5904/7168) 56/391 [=========>.......................................................] Step: 321ms | Tot: 18s248ms | Loss: 0.501 | Acc: 82.442% (6015/7296) 57/391 [=========>.......................................................] Step: 320ms | Tot: 18s568ms | Loss: 0.500 | Acc: 82.530% (6127/7424) 58/391 [=========>.......................................................] Step: 330ms | Tot: 18s899ms | Loss: 0.499 | Acc: 82.574% (6236/7552) 59/391 [=========>.......................................................] Step: 322ms | Tot: 19s222ms | Loss: 0.501 | Acc: 82.591% (6343/7680) 60/391 [=========>.......................................................] Step: 322ms | Tot: 19s544ms | Loss: 0.501 | Acc: 82.608% (6450/7808) 61/391 [==========>......................................................] Step: 328ms | Tot: 19s873ms | Loss: 0.500 | Acc: 82.649% (6559/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s198ms | Loss: 0.499 | Acc: 82.688% (6668/8064) 63/391 [==========>......................................................] Step: 322ms | Tot: 20s520ms | Loss: 0.499 | Acc: 82.678% (6773/8192) 64/391 [==========>......................................................] Step: 332ms | Tot: 20s852ms | Loss: 0.499 | Acc: 82.692% (6880/8320) 65/391 [==========>......................................................] Step: 323ms | Tot: 21s176ms | Loss: 0.500 | Acc: 82.623% (6980/8448) 66/391 [==========>......................................................] Step: 327ms | Tot: 21s503ms | Loss: 0.500 | Acc: 82.638% (7087/8576) 67/391 [===========>.....................................................] Step: 324ms | Tot: 21s827ms | Loss: 0.501 | Acc: 82.560% (7186/8704) 68/391 [===========>.....................................................] Step: 368ms | Tot: 22s196ms | Loss: 0.502 | Acc: 82.552% (7291/8832) 69/391 [===========>.....................................................] Step: 374ms | Tot: 22s570ms | Loss: 0.503 | Acc: 82.533% (7395/8960) 70/391 [===========>.....................................................] Step: 335ms | Tot: 22s905ms | Loss: 0.503 | Acc: 82.559% (7503/9088) 71/391 [===========>.....................................................] Step: 329ms | Tot: 23s235ms | Loss: 0.502 | Acc: 82.617% (7614/9216) 72/391 [===========>.....................................................] Step: 321ms | Tot: 23s556ms | Loss: 0.500 | Acc: 82.705% (7728/9344) 73/391 [============>....................................................] Step: 327ms | Tot: 23s883ms | Loss: 0.499 | Acc: 82.717% (7835/9472) 74/391 [============>....................................................] Step: 319ms | Tot: 24s203ms | Loss: 0.498 | Acc: 82.771% (7946/9600) 75/391 [============>....................................................] Step: 325ms | Tot: 24s528ms | Loss: 0.497 | Acc: 82.812% (8056/9728) 76/391 [============>....................................................] Step: 328ms | Tot: 24s857ms | Loss: 0.496 | Acc: 82.812% (8162/9856) 77/391 [============>....................................................] Step: 319ms | Tot: 25s176ms | Loss: 0.497 | Acc: 82.752% (8262/9984) 78/391 [============>....................................................] Step: 338ms | Tot: 25s515ms | Loss: 0.497 | Acc: 82.753% (8368/10112) 79/391 [=============>...................................................] Step: 325ms | Tot: 25s840ms | Loss: 0.497 | Acc: 82.764% (8475/10240) 80/391 [=============>...................................................] Step: 322ms | Tot: 26s163ms | Loss: 0.496 | Acc: 82.812% (8586/10368) 81/391 [=============>...................................................] Step: 324ms | Tot: 26s487ms | Loss: 0.496 | Acc: 82.784% (8689/10496) 82/391 [=============>...................................................] Step: 326ms | Tot: 26s813ms | Loss: 0.495 | Acc: 82.803% (8797/10624) 83/391 [=============>...................................................] Step: 320ms | Tot: 27s134ms | Loss: 0.495 | Acc: 82.803% (8903/10752) 84/391 [=============>...................................................] Step: 324ms | Tot: 27s458ms | Loss: 0.496 | Acc: 82.739% (9002/10880) 85/391 [==============>..................................................] Step: 321ms | Tot: 27s780ms | Loss: 0.497 | Acc: 82.713% (9105/11008) 86/391 [==============>..................................................] Step: 321ms | Tot: 28s102ms | Loss: 0.499 | Acc: 82.651% (9204/11136) 87/391 [==============>..................................................] Step: 326ms | Tot: 28s428ms | Loss: 0.499 | Acc: 82.653% (9310/11264) 88/391 [==============>..................................................] Step: 322ms | Tot: 28s750ms | Loss: 0.501 | Acc: 82.619% (9412/11392) 89/391 [==============>..................................................] Step: 327ms | Tot: 29s78ms | Loss: 0.501 | Acc: 82.587% (9514/11520) 90/391 [==============>..................................................] Step: 323ms | Tot: 29s401ms | Loss: 0.501 | Acc: 82.615% (9623/11648) 91/391 [===============>.................................................] Step: 321ms | Tot: 29s723ms | Loss: 0.503 | Acc: 82.515% (9717/11776) 92/391 [===============>.................................................] Step: 326ms | Tot: 30s49ms | Loss: 0.503 | Acc: 82.510% (9822/11904) 93/391 [===============>.................................................] Step: 327ms | Tot: 30s377ms | Loss: 0.503 | Acc: 82.530% (9930/12032) 94/391 [===============>.................................................] Step: 320ms | Tot: 30s697ms | Loss: 0.504 | Acc: 82.484% (10030/12160) 95/391 [===============>.................................................] Step: 328ms | Tot: 31s25ms | Loss: 0.504 | Acc: 82.471% (10134/12288) 96/391 [===============>.................................................] Step: 321ms | Tot: 31s347ms | Loss: 0.504 | Acc: 82.466% (10239/12416) 97/391 [================>................................................] Step: 328ms | Tot: 31s676ms | Loss: 0.503 | Acc: 82.518% (10351/12544) 98/391 [================>................................................] Step: 332ms | Tot: 32s9ms | Loss: 0.503 | Acc: 82.521% (10457/12672) 99/391 [================>................................................] Step: 327ms | Tot: 32s336ms | Loss: 0.503 | Acc: 82.523% (10563/12800) 100/391 [================>................................................] Step: 326ms | Tot: 32s662ms | Loss: 0.503 | Acc: 82.542% (10671/12928) 101/391 [================>................................................] Step: 335ms | Tot: 32s998ms | Loss: 0.503 | Acc: 82.560% (10779/13056) 102/391 [================>................................................] Step: 331ms | Tot: 33s329ms | Loss: 0.503 | Acc: 82.562% (10885/13184) 103/391 [=================>...............................................] Step: 344ms | Tot: 33s673ms | Loss: 0.503 | Acc: 82.565% (10991/13312) 104/391 [=================>...............................................] Step: 332ms | Tot: 34s6ms | Loss: 0.503 | Acc: 82.552% (11095/13440) 105/391 [=================>...............................................] Step: 331ms | Tot: 34s337ms | Loss: 0.504 | Acc: 82.503% (11194/13568) 106/391 [=================>...............................................] Step: 327ms | Tot: 34s664ms | Loss: 0.504 | Acc: 82.499% (11299/13696) 107/391 [=================>...............................................] Step: 337ms | Tot: 35s1ms | Loss: 0.504 | Acc: 82.487% (11403/13824) 108/391 [=================>...............................................] Step: 324ms | Tot: 35s325ms | Loss: 0.505 | Acc: 82.483% (11508/13952) 109/391 [==================>..............................................] Step: 324ms | Tot: 35s650ms | Loss: 0.504 | Acc: 82.479% (11613/14080) 110/391 [==================>..............................................] Step: 327ms | Tot: 35s978ms | Loss: 0.504 | Acc: 82.489% (11720/14208) 111/391 [==================>..............................................] Step: 321ms | Tot: 36s299ms | Loss: 0.504 | Acc: 82.499% (11827/14336) 112/391 [==================>..............................................] Step: 319ms | Tot: 36s619ms | Loss: 0.505 | Acc: 82.488% (11931/14464) 113/391 [==================>..............................................] Step: 332ms | Tot: 36s951ms | Loss: 0.505 | Acc: 82.463% (12033/14592) 114/391 [==================>..............................................] Step: 319ms | Tot: 37s271ms | Loss: 0.505 | Acc: 82.452% (12137/14720) 115/391 [===================>.............................................] Step: 320ms | Tot: 37s592ms | Loss: 0.506 | Acc: 82.422% (12238/14848) 116/391 [===================>.............................................] Step: 331ms | Tot: 37s923ms | Loss: 0.505 | Acc: 82.445% (12347/14976) 117/391 [===================>.............................................] Step: 321ms | Tot: 38s244ms | Loss: 0.505 | Acc: 82.448% (12453/15104) 118/391 [===================>.............................................] Step: 326ms | Tot: 38s570ms | Loss: 0.505 | Acc: 82.471% (12562/15232) 119/391 [===================>.............................................] Step: 332ms | Tot: 38s903ms | Loss: 0.505 | Acc: 82.454% (12665/15360) 120/391 [===================>.............................................] Step: 321ms | Tot: 39s225ms | Loss: 0.505 | Acc: 82.457% (12771/15488) 121/391 [====================>............................................] Step: 324ms | Tot: 39s549ms | Loss: 0.504 | Acc: 82.486% (12881/15616) 122/391 [====================>............................................] Step: 330ms | Tot: 39s880ms | Loss: 0.505 | Acc: 82.476% (12985/15744) 123/391 [====================>............................................] Step: 321ms | Tot: 40s201ms | Loss: 0.506 | Acc: 82.453% (13087/15872) 124/391 [====================>............................................] Step: 323ms | Tot: 40s524ms | Loss: 0.506 | Acc: 82.469% (13195/16000) 125/391 [====================>............................................] Step: 328ms | Tot: 40s853ms | Loss: 0.506 | Acc: 82.484% (13303/16128) 126/391 [====================>............................................] Step: 318ms | Tot: 41s171ms | Loss: 0.507 | Acc: 82.419% (13398/16256) 127/391 [=====================>...........................................] Step: 324ms | Tot: 41s495ms | Loss: 0.507 | Acc: 82.385% (13498/16384) 128/391 [=====================>...........................................] Step: 323ms | Tot: 41s818ms | Loss: 0.507 | Acc: 82.407% (13607/16512) 129/391 [=====================>...........................................] Step: 321ms | Tot: 42s139ms | Loss: 0.506 | Acc: 82.416% (13714/16640) 130/391 [=====================>...........................................] Step: 323ms | Tot: 42s463ms | Loss: 0.506 | Acc: 82.413% (13819/16768) 131/391 [=====================>...........................................] Step: 321ms | Tot: 42s785ms | Loss: 0.506 | Acc: 82.428% (13927/16896) 132/391 [=====================>...........................................] Step: 322ms | Tot: 43s107ms | Loss: 0.507 | Acc: 82.378% (14024/17024) 133/391 [======================>..........................................] Step: 326ms | Tot: 43s433ms | Loss: 0.506 | Acc: 82.399% (14133/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 43s759ms | Loss: 0.506 | Acc: 82.419% (14242/17280) 135/391 [======================>..........................................] Step: 323ms | Tot: 44s83ms | Loss: 0.506 | Acc: 82.416% (14347/17408) 136/391 [======================>..........................................] Step: 325ms | Tot: 44s408ms | Loss: 0.506 | Acc: 82.419% (14453/17536) 137/391 [======================>..........................................] Step: 322ms | Tot: 44s731ms | Loss: 0.507 | Acc: 82.343% (14545/17664) 138/391 [======================>..........................................] Step: 327ms | Tot: 45s59ms | Loss: 0.507 | Acc: 82.352% (14652/17792) 139/391 [=======================>.........................................] Step: 324ms | Tot: 45s384ms | Loss: 0.506 | Acc: 82.377% (14762/17920) 140/391 [=======================>.........................................] Step: 322ms | Tot: 45s706ms | Loss: 0.506 | Acc: 82.353% (14863/18048) 141/391 [=======================>.........................................] Step: 327ms | Tot: 46s33ms | Loss: 0.506 | Acc: 82.361% (14970/18176) 142/391 [=======================>.........................................] Step: 325ms | Tot: 46s358ms | Loss: 0.506 | Acc: 82.354% (15074/18304) 143/391 [=======================>.........................................] Step: 326ms | Tot: 46s685ms | Loss: 0.506 | Acc: 82.378% (15184/18432) 144/391 [=======================>.........................................] Step: 329ms | Tot: 47s14ms | Loss: 0.505 | Acc: 82.398% (15293/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s339ms | Loss: 0.506 | Acc: 82.374% (15394/18688) 146/391 [========================>........................................] Step: 324ms | Tot: 47s663ms | Loss: 0.506 | Acc: 82.393% (15503/18816) 147/391 [========================>........................................] Step: 329ms | Tot: 47s993ms | Loss: 0.505 | Acc: 82.401% (15610/18944) 148/391 [========================>........................................] Step: 323ms | Tot: 48s317ms | Loss: 0.504 | Acc: 82.419% (15719/19072) 149/391 [========================>........................................] Step: 321ms | Tot: 48s638ms | Loss: 0.503 | Acc: 82.453% (15831/19200) 150/391 [========================>........................................] Step: 326ms | Tot: 48s965ms | Loss: 0.503 | Acc: 82.471% (15940/19328) 151/391 [=========================>.......................................] Step: 320ms | Tot: 49s286ms | Loss: 0.503 | Acc: 82.473% (16046/19456) 152/391 [=========================>.......................................] Step: 321ms | Tot: 49s607ms | Loss: 0.503 | Acc: 82.481% (16153/19584) 153/391 [=========================>.......................................] Step: 327ms | Tot: 49s934ms | Loss: 0.503 | Acc: 82.468% (16256/19712) 154/391 [=========================>.......................................] Step: 321ms | Tot: 50s256ms | Loss: 0.502 | Acc: 82.505% (16369/19840) 155/391 [=========================>.......................................] Step: 321ms | Tot: 50s577ms | Loss: 0.502 | Acc: 82.512% (16476/19968) 156/391 [=========================>.......................................] Step: 330ms | Tot: 50s908ms | Loss: 0.503 | Acc: 82.474% (16574/20096) 157/391 [==========================>......................................] Step: 320ms | Tot: 51s229ms | Loss: 0.503 | Acc: 82.471% (16679/20224) 158/391 [==========================>......................................] Step: 320ms | Tot: 51s549ms | Loss: 0.503 | Acc: 82.444% (16779/20352) 159/391 [==========================>......................................] Step: 328ms | Tot: 51s878ms | Loss: 0.502 | Acc: 82.461% (16888/20480) 160/391 [==========================>......................................] Step: 377ms | Tot: 52s256ms | Loss: 0.502 | Acc: 82.473% (16996/20608) 161/391 [==========================>......................................] Step: 369ms | Tot: 52s625ms | Loss: 0.502 | Acc: 82.485% (17104/20736) 162/391 [==========================>......................................] Step: 327ms | Tot: 52s952ms | Loss: 0.501 | Acc: 82.496% (17212/20864) 163/391 [===========================>.....................................] Step: 332ms | Tot: 53s284ms | Loss: 0.502 | Acc: 82.474% (17313/20992) 164/391 [===========================>.....................................] Step: 322ms | Tot: 53s607ms | Loss: 0.501 | Acc: 82.500% (17424/21120) 165/391 [===========================>.....................................] Step: 330ms | Tot: 53s938ms | Loss: 0.501 | Acc: 82.507% (17531/21248) 166/391 [===========================>.....................................] Step: 319ms | Tot: 54s257ms | Loss: 0.501 | Acc: 82.494% (17634/21376) 167/391 [===========================>.....................................] Step: 324ms | Tot: 54s582ms | Loss: 0.501 | Acc: 82.520% (17745/21504) 168/391 [===========================>.....................................] Step: 328ms | Tot: 54s910ms | Loss: 0.500 | Acc: 82.549% (17857/21632) 169/391 [============================>....................................] Step: 318ms | Tot: 55s229ms | Loss: 0.500 | Acc: 82.569% (17967/21760) 170/391 [============================>....................................] Step: 333ms | Tot: 55s562ms | Loss: 0.500 | Acc: 82.575% (18074/21888) 171/391 [============================>....................................] Step: 334ms | Tot: 55s897ms | Loss: 0.500 | Acc: 82.567% (18178/22016) 172/391 [============================>....................................] Step: 322ms | Tot: 56s219ms | Loss: 0.500 | Acc: 82.564% (18283/22144) 173/391 [============================>....................................] Step: 323ms | Tot: 56s543ms | Loss: 0.500 | Acc: 82.566% (18389/22272) 174/391 [============================>....................................] Step: 327ms | Tot: 56s871ms | Loss: 0.499 | Acc: 82.580% (18498/22400) 175/391 [=============================>...................................] Step: 318ms | Tot: 57s189ms | Loss: 0.499 | Acc: 82.586% (18605/22528) 176/391 [=============================>...................................] Step: 323ms | Tot: 57s513ms | Loss: 0.500 | Acc: 82.579% (18709/22656) 177/391 [=============================>...................................] Step: 325ms | Tot: 57s839ms | Loss: 0.500 | Acc: 82.597% (18819/22784) 178/391 [=============================>...................................] Step: 320ms | Tot: 58s159ms | Loss: 0.500 | Acc: 82.599% (18925/22912) 179/391 [=============================>...................................] Step: 327ms | Tot: 58s486ms | Loss: 0.499 | Acc: 82.604% (19032/23040) 180/391 [=============================>...................................] Step: 324ms | Tot: 58s811ms | Loss: 0.500 | Acc: 82.592% (19135/23168) 181/391 [==============================>..................................] Step: 320ms | Tot: 59s131ms | Loss: 0.501 | Acc: 82.585% (19239/23296) 182/391 [==============================>..................................] Step: 322ms | Tot: 59s453ms | Loss: 0.501 | Acc: 82.573% (19342/23424) 183/391 [==============================>..................................] Step: 321ms | Tot: 59s775ms | Loss: 0.501 | Acc: 82.575% (19448/23552) 184/391 [==============================>..................................] Step: 322ms | Tot: 1m97ms | Loss: 0.501 | Acc: 82.563% (19551/23680) 185/391 [==============================>..................................] Step: 324ms | Tot: 1m422ms | Loss: 0.501 | Acc: 82.548% (19653/23808) 186/391 [==============================>..................................] Step: 321ms | Tot: 1m744ms | Loss: 0.501 | Acc: 82.516% (19751/23936) 187/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 0.502 | Acc: 82.509% (19855/24064) 188/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.502 | Acc: 82.515% (19962/24192) 189/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.502 | Acc: 82.521% (20069/24320) 190/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.502 | Acc: 82.526% (20176/24448) 191/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.502 | Acc: 82.536% (20284/24576) 192/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.502 | Acc: 82.525% (20387/24704) 193/391 [================================>................................] Step: 332ms | Tot: 1m3s | Loss: 0.503 | Acc: 82.514% (20490/24832) 194/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.502 | Acc: 82.552% (20605/24960) 195/391 [================================>................................] Step: 320ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.561% (20713/25088) 196/391 [================================>................................] Step: 328ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.579% (20823/25216) 197/391 [================================>................................] Step: 324ms | Tot: 1m4s | Loss: 0.501 | Acc: 82.584% (20930/25344) 198/391 [================================>................................] Step: 326ms | Tot: 1m4s | Loss: 0.501 | Acc: 82.573% (21033/25472) 199/391 [=================================>...............................] Step: 332ms | Tot: 1m4s | Loss: 0.501 | Acc: 82.586% (21142/25600) 200/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.501 | Acc: 82.583% (21247/25728) 201/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.501 | Acc: 82.569% (21349/25856) 202/391 [=================================>...............................] Step: 339ms | Tot: 1m5s | Loss: 0.501 | Acc: 82.543% (21448/25984) 203/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.501 | Acc: 82.541% (21553/26112) 204/391 [=================================>...............................] Step: 336ms | Tot: 1m6s | Loss: 0.501 | Acc: 82.530% (21656/26240) 205/391 [==================================>..............................] Step: 352ms | Tot: 1m6s | Loss: 0.501 | Acc: 82.513% (21757/26368) 206/391 [==================================>..............................] Step: 339ms | Tot: 1m7s | Loss: 0.501 | Acc: 82.526% (21866/26496) 207/391 [==================================>..............................] Step: 329ms | Tot: 1m7s | Loss: 0.502 | Acc: 82.497% (21964/26624) 208/391 [==================================>..............................] Step: 336ms | Tot: 1m7s | Loss: 0.502 | Acc: 82.499% (22070/26752) 209/391 [==================================>..............................] Step: 331ms | Tot: 1m8s | Loss: 0.502 | Acc: 82.500% (22176/26880) 210/391 [==================================>..............................] Step: 335ms | Tot: 1m8s | Loss: 0.502 | Acc: 82.513% (22285/27008) 211/391 [===================================>.............................] Step: 343ms | Tot: 1m9s | Loss: 0.502 | Acc: 82.499% (22387/27136) 212/391 [===================================>.............................] Step: 329ms | Tot: 1m9s | Loss: 0.503 | Acc: 82.479% (22487/27264) 213/391 [===================================>.............................] Step: 329ms | Tot: 1m9s | Loss: 0.503 | Acc: 82.477% (22592/27392) 214/391 [===================================>.............................] Step: 335ms | Tot: 1m10s | Loss: 0.503 | Acc: 82.482% (22699/27520) 215/391 [===================================>.............................] Step: 338ms | Tot: 1m10s | Loss: 0.503 | Acc: 82.483% (22805/27648) 216/391 [===================================>.............................] Step: 336ms | Tot: 1m10s | Loss: 0.503 | Acc: 82.467% (22906/27776) 217/391 [====================================>............................] Step: 338ms | Tot: 1m11s | Loss: 0.503 | Acc: 82.461% (23010/27904) 218/391 [====================================>............................] Step: 330ms | Tot: 1m11s | Loss: 0.502 | Acc: 82.474% (23119/28032) 219/391 [====================================>............................] Step: 328ms | Tot: 1m11s | Loss: 0.502 | Acc: 82.496% (23231/28160) 220/391 [====================================>............................] Step: 338ms | Tot: 1m12s | Loss: 0.502 | Acc: 82.512% (23341/28288) 221/391 [====================================>............................] Step: 331ms | Tot: 1m12s | Loss: 0.502 | Acc: 82.496% (23442/28416) 222/391 [====================================>............................] Step: 329ms | Tot: 1m12s | Loss: 0.502 | Acc: 82.518% (23554/28544) 223/391 [=====================================>...........................] Step: 335ms | Tot: 1m13s | Loss: 0.502 | Acc: 82.506% (23656/28672) 224/391 [=====================================>...........................] Step: 334ms | Tot: 1m13s | Loss: 0.502 | Acc: 82.483% (23755/28800) 225/391 [=====================================>...........................] Step: 330ms | Tot: 1m13s | Loss: 0.503 | Acc: 82.481% (23860/28928) 226/391 [=====================================>...........................] Step: 336ms | Tot: 1m14s | Loss: 0.502 | Acc: 82.492% (23969/29056) 227/391 [=====================================>...........................] Step: 330ms | Tot: 1m14s | Loss: 0.503 | Acc: 82.484% (24072/29184) 228/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 0.502 | Acc: 82.499% (24182/29312) 229/391 [======================================>..........................] Step: 338ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.507% (24290/29440) 230/391 [======================================>..........................] Step: 332ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.518% (24399/29568) 231/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.533% (24509/29696) 232/391 [======================================>..........................] Step: 338ms | Tot: 1m16s | Loss: 0.502 | Acc: 82.534% (24615/29824) 233/391 [======================================>..........................] Step: 334ms | Tot: 1m16s | Loss: 0.502 | Acc: 82.542% (24723/29952) 234/391 [======================================>..........................] Step: 328ms | Tot: 1m16s | Loss: 0.501 | Acc: 82.557% (24833/30080) 235/391 [=======================================>.........................] Step: 336ms | Tot: 1m17s | Loss: 0.502 | Acc: 82.564% (24941/30208) 236/391 [=======================================>.........................] Step: 336ms | Tot: 1m17s | Loss: 0.501 | Acc: 82.572% (25049/30336) 237/391 [=======================================>.........................] Step: 338ms | Tot: 1m17s | Loss: 0.501 | Acc: 82.560% (25151/30464) 238/391 [=======================================>.........................] Step: 335ms | Tot: 1m18s | Loss: 0.502 | Acc: 82.561% (25257/30592) 239/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.501 | Acc: 82.568% (25365/30720) 240/391 [=======================================>.........................] Step: 327ms | Tot: 1m18s | Loss: 0.501 | Acc: 82.592% (25478/30848) 241/391 [========================================>........................] Step: 336ms | Tot: 1m19s | Loss: 0.501 | Acc: 82.603% (25587/30976) 242/391 [========================================>........................] Step: 334ms | Tot: 1m19s | Loss: 0.501 | Acc: 82.594% (25690/31104) 243/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.501 | Acc: 82.585% (25793/31232) 244/391 [========================================>........................] Step: 333ms | Tot: 1m20s | Loss: 0.501 | Acc: 82.577% (25896/31360) 245/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 0.501 | Acc: 82.587% (26005/31488) 246/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.500 | Acc: 82.616% (26120/31616) 247/391 [=========================================>.......................] Step: 328ms | Tot: 1m20s | Loss: 0.500 | Acc: 82.614% (26225/31744) 248/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.501 | Acc: 82.602% (26327/31872) 249/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.501 | Acc: 82.591% (26429/32000) 250/391 [=========================================>.......................] Step: 349ms | Tot: 1m21s | Loss: 0.501 | Acc: 82.579% (26531/32128) 251/391 [=========================================>.......................] Step: 375ms | Tot: 1m22s | Loss: 0.501 | Acc: 82.589% (26640/32256) 252/391 [=========================================>.......................] Step: 343ms | Tot: 1m22s | Loss: 0.502 | Acc: 82.572% (26740/32384) 253/391 [==========================================>......................] Step: 329ms | Tot: 1m23s | Loss: 0.501 | Acc: 82.560% (26842/32512) 254/391 [==========================================>......................] Step: 327ms | Tot: 1m23s | Loss: 0.501 | Acc: 82.570% (26951/32640) 255/391 [==========================================>......................] Step: 345ms | Tot: 1m23s | Loss: 0.501 | Acc: 82.568% (27056/32768) 256/391 [==========================================>......................] Step: 331ms | Tot: 1m24s | Loss: 0.502 | Acc: 82.548% (27155/32896) 257/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.502 | Acc: 82.549% (27261/33024) 258/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.503 | Acc: 82.523% (27358/33152) 259/391 [===========================================>.....................] Step: 336ms | Tot: 1m25s | Loss: 0.502 | Acc: 82.542% (27470/33280) 260/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.502 | Acc: 82.525% (27570/33408) 261/391 [===========================================>.....................] Step: 328ms | Tot: 1m25s | Loss: 0.502 | Acc: 82.538% (27680/33536) 262/391 [===========================================>.....................] Step: 332ms | Tot: 1m26s | Loss: 0.502 | Acc: 82.533% (27784/33664) 263/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.502 | Acc: 82.528% (27888/33792) 264/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.502 | Acc: 82.515% (27989/33920) 265/391 [============================================>....................] Step: 328ms | Tot: 1m26s | Loss: 0.502 | Acc: 82.519% (28096/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 0.503 | Acc: 82.488% (28191/34176) 267/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.503 | Acc: 82.471% (28291/34304) 268/391 [============================================>....................] Step: 336ms | Tot: 1m27s | Loss: 0.503 | Acc: 82.473% (28397/34432) 269/391 [============================================>....................] Step: 321ms | Tot: 1m28s | Loss: 0.503 | Acc: 82.480% (28505/34560) 270/391 [============================================>....................] Step: 323ms | Tot: 1m28s | Loss: 0.503 | Acc: 82.469% (28607/34688) 271/391 [=============================================>...................] Step: 332ms | Tot: 1m28s | Loss: 0.503 | Acc: 82.468% (28712/34816) 272/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.504 | Acc: 82.466% (28817/34944) 273/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.504 | Acc: 82.456% (28919/35072) 274/391 [=============================================>...................] Step: 335ms | Tot: 1m29s | Loss: 0.504 | Acc: 82.452% (29023/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.504 | Acc: 82.447% (29127/35328) 276/391 [=============================================>...................] Step: 325ms | Tot: 1m30s | Loss: 0.504 | Acc: 82.454% (29235/35456) 277/391 [==============================================>..................] Step: 334ms | Tot: 1m30s | Loss: 0.504 | Acc: 82.467% (29345/35584) 278/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.504 | Acc: 82.446% (29443/35712) 279/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.504 | Acc: 82.450% (29550/35840) 280/391 [==============================================>..................] Step: 334ms | Tot: 1m31s | Loss: 0.505 | Acc: 82.432% (29649/35968) 281/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.504 | Acc: 82.458% (29764/36096) 282/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.504 | Acc: 82.473% (29875/36224) 283/391 [===============================================>.................] Step: 329ms | Tot: 1m32s | Loss: 0.504 | Acc: 82.480% (29983/36352) 284/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 0.504 | Acc: 82.475% (30087/36480) 285/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.504 | Acc: 82.468% (30190/36608) 286/391 [===============================================>.................] Step: 328ms | Tot: 1m33s | Loss: 0.504 | Acc: 82.470% (30296/36736) 287/391 [===============================================>.................] Step: 321ms | Tot: 1m34s | Loss: 0.504 | Acc: 82.463% (30399/36864) 288/391 [===============================================>.................] Step: 326ms | Tot: 1m34s | Loss: 0.504 | Acc: 82.477% (30510/36992) 289/391 [================================================>................] Step: 325ms | Tot: 1m34s | Loss: 0.505 | Acc: 82.470% (30613/37120) 290/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.505 | Acc: 82.472% (30719/37248) 291/391 [================================================>................] Step: 325ms | Tot: 1m35s | Loss: 0.504 | Acc: 82.478% (30827/37376) 292/391 [================================================>................] Step: 328ms | Tot: 1m35s | Loss: 0.505 | Acc: 82.453% (30923/37504) 293/391 [================================================>................] Step: 332ms | Tot: 1m36s | Loss: 0.506 | Acc: 82.446% (31026/37632) 294/391 [================================================>................] Step: 333ms | Tot: 1m36s | Loss: 0.506 | Acc: 82.418% (31121/37760) 295/391 [=================================================>...............] Step: 329ms | Tot: 1m36s | Loss: 0.506 | Acc: 82.406% (31222/37888) 296/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.506 | Acc: 82.415% (31331/38016) 297/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.505 | Acc: 82.424% (31440/38144) 298/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.506 | Acc: 82.415% (31542/38272) 299/391 [=================================================>...............] Step: 325ms | Tot: 1m38s | Loss: 0.505 | Acc: 82.445% (31659/38400) 300/391 [=================================================>...............] Step: 322ms | Tot: 1m38s | Loss: 0.505 | Acc: 82.426% (31757/38528) 301/391 [==================================================>..............] Step: 323ms | Tot: 1m38s | Loss: 0.506 | Acc: 82.430% (31864/38656) 302/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.505 | Acc: 82.423% (31967/38784) 303/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.505 | Acc: 82.432% (32076/38912) 304/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.506 | Acc: 82.408% (32172/39040) 305/391 [==================================================>..............] Step: 327ms | Tot: 1m40s | Loss: 0.505 | Acc: 82.414% (32280/39168) 306/391 [==================================================>..............] Step: 325ms | Tot: 1m40s | Loss: 0.506 | Acc: 82.416% (32386/39296) 307/391 [===================================================>.............] Step: 324ms | Tot: 1m40s | Loss: 0.506 | Acc: 82.409% (32489/39424) 308/391 [===================================================>.............] Step: 331ms | Tot: 1m41s | Loss: 0.506 | Acc: 82.410% (32595/39552) 309/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.506 | Acc: 82.389% (32692/39680) 310/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 0.507 | Acc: 82.375% (32792/39808) 311/391 [===================================================>.............] Step: 329ms | Tot: 1m42s | Loss: 0.507 | Acc: 82.357% (32890/39936) 312/391 [===================================================>.............] Step: 327ms | Tot: 1m42s | Loss: 0.507 | Acc: 82.353% (32994/40064) 313/391 [====================================================>............] Step: 329ms | Tot: 1m42s | Loss: 0.507 | Acc: 82.345% (33096/40192) 314/391 [====================================================>............] Step: 331ms | Tot: 1m42s | Loss: 0.507 | Acc: 82.346% (33202/40320) 315/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.507 | Acc: 82.348% (33308/40448) 316/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.507 | Acc: 82.352% (33415/40576) 317/391 [====================================================>............] Step: 332ms | Tot: 1m43s | Loss: 0.507 | Acc: 82.351% (33520/40704) 318/391 [====================================================>............] Step: 324ms | Tot: 1m44s | Loss: 0.507 | Acc: 82.367% (33632/40832) 319/391 [=====================================================>...........] Step: 325ms | Tot: 1m44s | Loss: 0.507 | Acc: 82.363% (33736/40960) 320/391 [=====================================================>...........] Step: 331ms | Tot: 1m44s | Loss: 0.507 | Acc: 82.374% (33846/41088) 321/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.507 | Acc: 82.378% (33953/41216) 322/391 [=====================================================>...........] Step: 328ms | Tot: 1m45s | Loss: 0.507 | Acc: 82.380% (34059/41344) 323/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.507 | Acc: 82.369% (34160/41472) 324/391 [=====================================================>...........] Step: 323ms | Tot: 1m46s | Loss: 0.507 | Acc: 82.356% (34260/41600) 325/391 [======================================================>..........] Step: 323ms | Tot: 1m46s | Loss: 0.507 | Acc: 82.360% (34367/41728) 326/391 [======================================================>..........] Step: 329ms | Tot: 1m46s | Loss: 0.507 | Acc: 82.361% (34473/41856) 327/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.508 | Acc: 82.336% (34568/41984) 328/391 [======================================================>..........] Step: 326ms | Tot: 1m47s | Loss: 0.508 | Acc: 82.349% (34679/42112) 329/391 [======================================================>..........] Step: 331ms | Tot: 1m47s | Loss: 0.508 | Acc: 82.330% (34776/42240) 330/391 [======================================================>..........] Step: 321ms | Tot: 1m48s | Loss: 0.508 | Acc: 82.340% (34886/42368) 331/391 [=======================================================>.........] Step: 327ms | Tot: 1m48s | Loss: 0.508 | Acc: 82.325% (34985/42496) 332/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.508 | Acc: 82.325% (35090/42624) 333/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.509 | Acc: 82.312% (35190/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.509 | Acc: 82.302% (35291/42880) 335/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.509 | Acc: 82.322% (35405/43008) 336/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 0.509 | Acc: 82.323% (35511/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.509 | Acc: 82.316% (35613/43264) 338/391 [========================================================>........] Step: 327ms | Tot: 1m50s | Loss: 0.509 | Acc: 82.322% (35721/43392) 339/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.509 | Acc: 82.316% (35824/43520) 340/391 [========================================================>........] Step: 332ms | Tot: 1m51s | Loss: 0.510 | Acc: 82.302% (35923/43648) 341/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 0.510 | Acc: 82.301% (36028/43776) 342/391 [========================================================>........] Step: 365ms | Tot: 1m52s | Loss: 0.510 | Acc: 82.275% (36122/43904) 343/391 [=========================================================>.......] Step: 367ms | Tot: 1m52s | Loss: 0.511 | Acc: 82.261% (36221/44032) 344/391 [=========================================================>.......] Step: 331ms | Tot: 1m52s | Loss: 0.511 | Acc: 82.267% (36329/44160) 345/391 [=========================================================>.......] Step: 320ms | Tot: 1m53s | Loss: 0.511 | Acc: 82.262% (36432/44288) 346/391 [=========================================================>.......] Step: 322ms | Tot: 1m53s | Loss: 0.511 | Acc: 82.254% (36534/44416) 347/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.512 | Acc: 82.247% (36636/44544) 348/391 [=========================================================>.......] Step: 323ms | Tot: 1m54s | Loss: 0.512 | Acc: 82.224% (36731/44672) 349/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 0.512 | Acc: 82.232% (36840/44800) 350/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.512 | Acc: 82.220% (36940/44928) 351/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 0.512 | Acc: 82.211% (37041/45056) 352/391 [==========================================================>......] Step: 325ms | Tot: 1m55s | Loss: 0.512 | Acc: 82.204% (37143/45184) 353/391 [==========================================================>......] Step: 330ms | Tot: 1m55s | Loss: 0.512 | Acc: 82.212% (37252/45312) 354/391 [==========================================================>......] Step: 333ms | Tot: 1m56s | Loss: 0.512 | Acc: 82.203% (37353/45440) 355/391 [===========================================================>.....] Step: 325ms | Tot: 1m56s | Loss: 0.512 | Acc: 82.220% (37466/45568) 356/391 [===========================================================>.....] Step: 327ms | Tot: 1m56s | Loss: 0.512 | Acc: 82.224% (37573/45696) 357/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.512 | Acc: 82.210% (37672/45824) 358/391 [===========================================================>.....] Step: 329ms | Tot: 1m57s | Loss: 0.512 | Acc: 82.201% (37773/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.513 | Acc: 82.201% (37878/46080) 360/391 [===========================================================>.....] Step: 322ms | Tot: 1m58s | Loss: 0.513 | Acc: 82.204% (37985/46208) 361/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.513 | Acc: 82.206% (38091/46336) 362/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.513 | Acc: 82.191% (38189/46464) 363/391 [============================================================>....] Step: 326ms | Tot: 1m59s | Loss: 0.514 | Acc: 82.184% (38291/46592) 364/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.514 | Acc: 82.183% (38396/46720) 365/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.514 | Acc: 82.166% (38493/46848) 366/391 [============================================================>....] Step: 330ms | Tot: 2m40ms | Loss: 0.514 | Acc: 82.172% (38601/46976) 367/391 [=============================================================>...] Step: 331ms | Tot: 2m371ms | Loss: 0.514 | Acc: 82.173% (38707/47104) 368/391 [=============================================================>...] Step: 322ms | Tot: 2m694ms | Loss: 0.514 | Acc: 82.186% (38818/47232) 369/391 [=============================================================>...] Step: 327ms | Tot: 2m1s | Loss: 0.514 | Acc: 82.188% (38924/47360) 370/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.514 | Acc: 82.198% (39034/47488) 371/391 [=============================================================>...] Step: 321ms | Tot: 2m1s | Loss: 0.514 | Acc: 82.203% (39142/47616) 372/391 [=============================================================>...] Step: 331ms | Tot: 2m1s | Loss: 0.513 | Acc: 82.207% (39249/47744) 373/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.513 | Acc: 82.217% (39359/47872) 374/391 [==============================================================>..] Step: 322ms | Tot: 2m2s | Loss: 0.513 | Acc: 82.210% (39461/48000) 375/391 [==============================================================>..] Step: 327ms | Tot: 2m2s | Loss: 0.514 | Acc: 82.208% (39565/48128) 376/391 [==============================================================>..] Step: 321ms | Tot: 2m3s | Loss: 0.514 | Acc: 82.212% (39672/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.513 | Acc: 82.221% (39782/48384) 378/391 [==============================================================>..] Step: 325ms | Tot: 2m3s | Loss: 0.514 | Acc: 82.200% (39877/48512) 379/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.514 | Acc: 82.175% (39970/48640) 380/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.515 | Acc: 82.148% (40062/48768) 381/391 [===============================================================>.] Step: 326ms | Tot: 2m4s | Loss: 0.515 | Acc: 82.152% (40169/48896) 382/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.514 | Acc: 82.168% (40282/49024) 383/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 0.515 | Acc: 82.149% (40378/49152) 384/391 [===============================================================>.] Step: 328ms | Tot: 2m5s | Loss: 0.515 | Acc: 82.149% (40483/49280) 385/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.515 | Acc: 82.134% (40581/49408) 386/391 [================================================================>] Step: 322ms | Tot: 2m6s | Loss: 0.515 | Acc: 82.130% (40684/49536) 387/391 [================================================================>] Step: 324ms | Tot: 2m6s | Loss: 0.515 | Acc: 82.128% (40788/49664) 388/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.515 | Acc: 82.126% (40892/49792) 389/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.515 | Acc: 82.121% (40995/49920) 390/391 [================================================================>] Step: 307ms | Tot: 2m7s | Loss: 0.515 | Acc: 82.118% (41059/50000) 391/391 + [>................................................................] Step: 871ms | Tot: 2ms | Loss: 0.769 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 270ms | Tot: 272ms | Loss: 0.662 | Acc: 78.000% (156/200) 2/100 [=>...............................................................] Step: 264ms | Tot: 537ms | Loss: 0.650 | Acc: 77.000% (231/300) 3/100 [=>...............................................................] Step: 272ms | Tot: 810ms | Loss: 0.671 | Acc: 76.000% (304/400) 4/100 [==>..............................................................] Step: 262ms | Tot: 1s72ms | Loss: 0.657 | Acc: 76.000% (380/500) 5/100 [===>.............................................................] Step: 265ms | Tot: 1s338ms | Loss: 0.635 | Acc: 76.833% (461/600) 6/100 [===>.............................................................] Step: 259ms | Tot: 1s598ms | Loss: 0.615 | Acc: 78.143% (547/700) 7/100 [====>............................................................] Step: 273ms | Tot: 1s871ms | Loss: 0.632 | Acc: 77.375% (619/800) 8/100 [=====>...........................................................] Step: 276ms | Tot: 2s148ms | Loss: 0.652 | Acc: 77.222% (695/900) 9/100 [=====>...........................................................] Step: 265ms | Tot: 2s413ms | Loss: 0.646 | Acc: 77.600% (776/1000) 10/100 [======>..........................................................] Step: 266ms | Tot: 2s680ms | Loss: 0.647 | Acc: 77.273% (850/1100) 11/100 [=======>.........................................................] Step: 265ms | Tot: 2s946ms | Loss: 0.655 | Acc: 76.917% (923/1200) 12/100 [=======>.........................................................] Step: 280ms | Tot: 3s226ms | Loss: 0.637 | Acc: 77.385% (1006/1300) 13/100 [========>........................................................] Step: 274ms | Tot: 3s501ms | Loss: 0.646 | Acc: 77.000% (1078/1400) 14/100 [=========>.......................................................] Step: 273ms | Tot: 3s774ms | Loss: 0.640 | Acc: 77.267% (1159/1500) 15/100 [=========>.......................................................] Step: 268ms | Tot: 4s42ms | Loss: 0.661 | Acc: 76.438% (1223/1600) 16/100 [==========>......................................................] Step: 273ms | Tot: 4s316ms | Loss: 0.651 | Acc: 77.000% (1309/1700) 17/100 [===========>.....................................................] Step: 267ms | Tot: 4s583ms | Loss: 0.665 | Acc: 76.333% (1374/1800) 18/100 [===========>.....................................................] Step: 268ms | Tot: 4s851ms | Loss: 0.670 | Acc: 76.158% (1447/1900) 19/100 [============>....................................................] Step: 269ms | Tot: 5s121ms | Loss: 0.674 | Acc: 76.100% (1522/2000) 20/100 [=============>...................................................] Step: 272ms | Tot: 5s393ms | Loss: 0.675 | Acc: 75.667% (1589/2100) 21/100 [=============>...................................................] Step: 268ms | Tot: 5s662ms | Loss: 0.676 | Acc: 75.955% (1671/2200) 22/100 [==============>..................................................] Step: 268ms | Tot: 5s931ms | Loss: 0.686 | Acc: 75.783% (1743/2300) 23/100 [==============>..................................................] Step: 274ms | Tot: 6s205ms | Loss: 0.691 | Acc: 75.667% (1816/2400) 24/100 [===============>.................................................] Step: 262ms | Tot: 6s467ms | Loss: 0.685 | Acc: 75.840% (1896/2500) 25/100 [================>................................................] Step: 265ms | Tot: 6s732ms | Loss: 0.689 | Acc: 75.654% (1967/2600) 26/100 [================>................................................] Step: 263ms | Tot: 6s996ms | Loss: 0.684 | Acc: 75.852% (2048/2700) 27/100 [=================>...............................................] Step: 270ms | Tot: 7s266ms | Loss: 0.683 | Acc: 75.893% (2125/2800) 28/100 [==================>..............................................] Step: 263ms | Tot: 7s529ms | Loss: 0.683 | Acc: 75.897% (2201/2900) 29/100 [==================>..............................................] Step: 267ms | Tot: 7s797ms | Loss: 0.681 | Acc: 76.000% (2280/3000) 30/100 [===================>.............................................] Step: 268ms | Tot: 8s65ms | Loss: 0.680 | Acc: 76.065% (2358/3100) 31/100 [====================>............................................] Step: 273ms | Tot: 8s339ms | Loss: 0.676 | Acc: 76.156% (2437/3200) 32/100 [====================>............................................] Step: 273ms | Tot: 8s612ms | Loss: 0.676 | Acc: 76.242% (2516/3300) 33/100 [=====================>...........................................] Step: 266ms | Tot: 8s879ms | Loss: 0.682 | Acc: 76.206% (2591/3400) 34/100 [======================>..........................................] Step: 288ms | Tot: 9s167ms | Loss: 0.686 | Acc: 76.057% (2662/3500) 35/100 [======================>..........................................] Step: 302ms | Tot: 9s470ms | Loss: 0.681 | Acc: 76.278% (2746/3600) 36/100 [=======================>.........................................] Step: 304ms | Tot: 9s775ms | Loss: 0.686 | Acc: 76.081% (2815/3700) 37/100 [========================>........................................] Step: 268ms | Tot: 10s44ms | Loss: 0.686 | Acc: 76.000% (2888/3800) 38/100 [========================>........................................] Step: 270ms | Tot: 10s314ms | Loss: 0.685 | Acc: 75.923% (2961/3900) 39/100 [=========================>.......................................] Step: 288ms | Tot: 10s602ms | Loss: 0.682 | Acc: 75.975% (3039/4000) 40/100 [==========================>......................................] Step: 275ms | Tot: 10s877ms | Loss: 0.684 | Acc: 76.000% (3116/4100) 41/100 [==========================>......................................] Step: 271ms | Tot: 11s149ms | Loss: 0.686 | Acc: 76.024% (3193/4200) 42/100 [===========================>.....................................] Step: 266ms | Tot: 11s415ms | Loss: 0.683 | Acc: 76.000% (3268/4300) 43/100 [===========================>.....................................] Step: 270ms | Tot: 11s686ms | Loss: 0.684 | Acc: 76.023% (3345/4400) 44/100 [============================>....................................] Step: 266ms | Tot: 11s952ms | Loss: 0.680 | Acc: 76.133% (3426/4500) 45/100 [=============================>...................................] Step: 275ms | Tot: 12s228ms | Loss: 0.678 | Acc: 76.196% (3505/4600) 46/100 [=============================>...................................] Step: 268ms | Tot: 12s497ms | Loss: 0.681 | Acc: 76.149% (3579/4700) 47/100 [==============================>..................................] Step: 270ms | Tot: 12s767ms | Loss: 0.682 | Acc: 76.146% (3655/4800) 48/100 [===============================>.................................] Step: 268ms | Tot: 13s35ms | Loss: 0.680 | Acc: 76.204% (3734/4900) 49/100 [===============================>.................................] Step: 291ms | Tot: 13s327ms | Loss: 0.684 | Acc: 76.080% (3804/5000) 50/100 [================================>................................] Step: 302ms | Tot: 13s630ms | Loss: 0.684 | Acc: 76.078% (3880/5100) 51/100 [=================================>...............................] Step: 301ms | Tot: 13s932ms | Loss: 0.684 | Acc: 76.058% (3955/5200) 52/100 [=================================>...............................] Step: 279ms | Tot: 14s211ms | Loss: 0.685 | Acc: 75.943% (4025/5300) 53/100 [==================================>..............................] Step: 266ms | Tot: 14s478ms | Loss: 0.683 | Acc: 76.000% (4104/5400) 54/100 [===================================>.............................] Step: 267ms | Tot: 14s745ms | Loss: 0.682 | Acc: 76.000% (4180/5500) 55/100 [===================================>.............................] Step: 267ms | Tot: 15s13ms | Loss: 0.685 | Acc: 75.893% (4250/5600) 56/100 [====================================>............................] Step: 281ms | Tot: 15s294ms | Loss: 0.685 | Acc: 75.912% (4327/5700) 57/100 [=====================================>...........................] Step: 282ms | Tot: 15s577ms | Loss: 0.683 | Acc: 75.931% (4404/5800) 58/100 [=====================================>...........................] Step: 268ms | Tot: 15s846ms | Loss: 0.685 | Acc: 75.881% (4477/5900) 59/100 [======================================>..........................] Step: 274ms | Tot: 16s121ms | Loss: 0.686 | Acc: 75.833% (4550/6000) 60/100 [=======================================>.........................] Step: 270ms | Tot: 16s391ms | Loss: 0.686 | Acc: 75.787% (4623/6100) 61/100 [=======================================>.........................] Step: 271ms | Tot: 16s663ms | Loss: 0.684 | Acc: 75.871% (4704/6200) 62/100 [========================================>........................] Step: 265ms | Tot: 16s929ms | Loss: 0.683 | Acc: 75.921% (4783/6300) 63/100 [========================================>........................] Step: 274ms | Tot: 17s203ms | Loss: 0.682 | Acc: 76.078% (4869/6400) 64/100 [=========================================>.......................] Step: 281ms | Tot: 17s485ms | Loss: 0.681 | Acc: 76.092% (4946/6500) 65/100 [==========================================>......................] Step: 271ms | Tot: 17s756ms | Loss: 0.683 | Acc: 75.955% (5013/6600) 66/100 [==========================================>......................] Step: 269ms | Tot: 18s26ms | Loss: 0.681 | Acc: 76.015% (5093/6700) 67/100 [===========================================>.....................] Step: 283ms | Tot: 18s310ms | Loss: 0.680 | Acc: 76.015% (5169/6800) 68/100 [============================================>....................] Step: 270ms | Tot: 18s580ms | Loss: 0.680 | Acc: 75.957% (5241/6900) 69/100 [============================================>....................] Step: 270ms | Tot: 18s850ms | Loss: 0.682 | Acc: 75.957% (5317/7000) 70/100 [=============================================>...................] Step: 270ms | Tot: 19s121ms | Loss: 0.681 | Acc: 75.986% (5395/7100) 71/100 [==============================================>..................] Step: 269ms | Tot: 19s390ms | Loss: 0.681 | Acc: 75.986% (5471/7200) 72/100 [==============================================>..................] Step: 267ms | Tot: 19s658ms | Loss: 0.680 | Acc: 76.014% (5549/7300) 73/100 [===============================================>.................] Step: 270ms | Tot: 19s928ms | Loss: 0.677 | Acc: 76.135% (5634/7400) 74/100 [================================================>................] Step: 276ms | Tot: 20s204ms | Loss: 0.677 | Acc: 76.147% (5711/7500) 75/100 [================================================>................] Step: 269ms | Tot: 20s473ms | Loss: 0.678 | Acc: 76.171% (5789/7600) 76/100 [=================================================>...............] Step: 269ms | Tot: 20s742ms | Loss: 0.678 | Acc: 76.156% (5864/7700) 77/100 [==================================================>..............] Step: 270ms | Tot: 21s13ms | Loss: 0.678 | Acc: 76.115% (5937/7800) 78/100 [==================================================>..............] Step: 274ms | Tot: 21s288ms | Loss: 0.678 | Acc: 76.101% (6012/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 21s555ms | Loss: 0.678 | Acc: 76.112% (6089/8000) 80/100 [====================================================>............] Step: 276ms | Tot: 21s832ms | Loss: 0.677 | Acc: 76.123% (6166/8100) 81/100 [====================================================>............] Step: 279ms | Tot: 22s111ms | Loss: 0.677 | Acc: 76.183% (6247/8200) 82/100 [=====================================================>...........] Step: 276ms | Tot: 22s388ms | Loss: 0.675 | Acc: 76.241% (6328/8300) 83/100 [=====================================================>...........] Step: 268ms | Tot: 22s656ms | Loss: 0.675 | Acc: 76.286% (6408/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s923ms | Loss: 0.677 | Acc: 76.188% (6476/8500) 85/100 [=======================================================>.........] Step: 274ms | Tot: 23s197ms | Loss: 0.677 | Acc: 76.221% (6555/8600) 86/100 [=======================================================>.........] Step: 271ms | Tot: 23s469ms | Loss: 0.677 | Acc: 76.218% (6631/8700) 87/100 [========================================================>........] Step: 268ms | Tot: 23s737ms | Loss: 0.677 | Acc: 76.250% (6710/8800) 88/100 [=========================================================>.......] Step: 270ms | Tot: 24s8ms | Loss: 0.677 | Acc: 76.247% (6786/8900) 89/100 [=========================================================>.......] Step: 274ms | Tot: 24s282ms | Loss: 0.677 | Acc: 76.267% (6864/9000) 90/100 [==========================================================>......] Step: 265ms | Tot: 24s548ms | Loss: 0.677 | Acc: 76.242% (6938/9100) 91/100 [===========================================================>.....] Step: 266ms | Tot: 24s814ms | Loss: 0.675 | Acc: 76.283% (7018/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 25s86ms | Loss: 0.676 | Acc: 76.258% (7092/9300) 93/100 [============================================================>....] Step: 272ms | Tot: 25s358ms | Loss: 0.677 | Acc: 76.234% (7166/9400) 94/100 [=============================================================>...] Step: 266ms | Tot: 25s625ms | Loss: 0.674 | Acc: 76.326% (7251/9500) 95/100 [=============================================================>...] Step: 267ms | Tot: 25s893ms | Loss: 0.674 | Acc: 76.333% (7328/9600) 96/100 [==============================================================>..] Step: 278ms | Tot: 26s171ms | Loss: 0.673 | Acc: 76.381% (7409/9700) 97/100 [===============================================================>.] Step: 266ms | Tot: 26s437ms | Loss: 0.673 | Acc: 76.337% (7481/9800) 98/100 [===============================================================>.] Step: 267ms | Tot: 26s705ms | Loss: 0.673 | Acc: 76.333% (7557/9900) 99/100 [================================================================>] Step: 267ms | Tot: 26s973ms | Loss: 0.674 | Acc: 76.330% (7633/10000) 100/100 + +Epoch: 19 + [>................................................................] Step: 1s160ms | Tot: 2ms | Loss: 0.434 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 358ms | Tot: 361ms | Loss: 0.468 | Acc: 85.156% (218/256) 2/391 [>................................................................] Step: 353ms | Tot: 714ms | Loss: 0.521 | Acc: 83.594% (321/384) 3/391 [>................................................................] Step: 338ms | Tot: 1s52ms | Loss: 0.519 | Acc: 83.789% (429/512) 4/391 [>................................................................] Step: 324ms | Tot: 1s377ms | Loss: 0.510 | Acc: 83.281% (533/640) 5/391 [>................................................................] Step: 337ms | Tot: 1s714ms | Loss: 0.520 | Acc: 83.073% (638/768) 6/391 [>................................................................] Step: 343ms | Tot: 2s58ms | Loss: 0.503 | Acc: 83.482% (748/896) 7/391 [=>...............................................................] Step: 332ms | Tot: 2s390ms | Loss: 0.499 | Acc: 83.398% (854/1024) 8/391 [=>...............................................................] Step: 330ms | Tot: 2s721ms | Loss: 0.502 | Acc: 83.333% (960/1152) 9/391 [=>...............................................................] Step: 328ms | Tot: 3s50ms | Loss: 0.496 | Acc: 83.750% (1072/1280) 10/391 [=>...............................................................] Step: 321ms | Tot: 3s371ms | Loss: 0.494 | Acc: 83.523% (1176/1408) 11/391 [=>...............................................................] Step: 328ms | Tot: 3s700ms | Loss: 0.498 | Acc: 83.073% (1276/1536) 12/391 [=>...............................................................] Step: 330ms | Tot: 4s30ms | Loss: 0.501 | Acc: 83.113% (1383/1664) 13/391 [==>..............................................................] Step: 330ms | Tot: 4s361ms | Loss: 0.505 | Acc: 82.924% (1486/1792) 14/391 [==>..............................................................] Step: 330ms | Tot: 4s692ms | Loss: 0.500 | Acc: 83.021% (1594/1920) 15/391 [==>..............................................................] Step: 328ms | Tot: 5s21ms | Loss: 0.503 | Acc: 82.959% (1699/2048) 16/391 [==>..............................................................] Step: 326ms | Tot: 5s348ms | Loss: 0.506 | Acc: 82.904% (1804/2176) 17/391 [==>..............................................................] Step: 333ms | Tot: 5s682ms | Loss: 0.501 | Acc: 83.073% (1914/2304) 18/391 [==>..............................................................] Step: 337ms | Tot: 6s19ms | Loss: 0.493 | Acc: 83.429% (2029/2432) 19/391 [===>.............................................................] Step: 333ms | Tot: 6s352ms | Loss: 0.494 | Acc: 83.438% (2136/2560) 20/391 [===>.............................................................] Step: 327ms | Tot: 6s680ms | Loss: 0.491 | Acc: 83.408% (2242/2688) 21/391 [===>.............................................................] Step: 329ms | Tot: 7s10ms | Loss: 0.492 | Acc: 83.310% (2346/2816) 22/391 [===>.............................................................] Step: 327ms | Tot: 7s337ms | Loss: 0.494 | Acc: 83.288% (2452/2944) 23/391 [===>.............................................................] Step: 336ms | Tot: 7s674ms | Loss: 0.496 | Acc: 83.105% (2553/3072) 24/391 [===>.............................................................] Step: 335ms | Tot: 8s10ms | Loss: 0.492 | Acc: 83.312% (2666/3200) 25/391 [====>............................................................] Step: 330ms | Tot: 8s340ms | Loss: 0.491 | Acc: 83.293% (2772/3328) 26/391 [====>............................................................] Step: 329ms | Tot: 8s670ms | Loss: 0.485 | Acc: 83.478% (2885/3456) 27/391 [====>............................................................] Step: 323ms | Tot: 8s994ms | Loss: 0.488 | Acc: 83.538% (2994/3584) 28/391 [====>............................................................] Step: 323ms | Tot: 9s317ms | Loss: 0.484 | Acc: 83.675% (3106/3712) 29/391 [====>............................................................] Step: 327ms | Tot: 9s645ms | Loss: 0.482 | Acc: 83.672% (3213/3840) 30/391 [====>............................................................] Step: 330ms | Tot: 9s975ms | Loss: 0.485 | Acc: 83.619% (3318/3968) 31/391 [=====>...........................................................] Step: 332ms | Tot: 10s307ms | Loss: 0.484 | Acc: 83.667% (3427/4096) 32/391 [=====>...........................................................] Step: 335ms | Tot: 10s643ms | Loss: 0.487 | Acc: 83.617% (3532/4224) 33/391 [=====>...........................................................] Step: 326ms | Tot: 10s970ms | Loss: 0.487 | Acc: 83.571% (3637/4352) 34/391 [=====>...........................................................] Step: 324ms | Tot: 11s294ms | Loss: 0.484 | Acc: 83.661% (3748/4480) 35/391 [=====>...........................................................] Step: 323ms | Tot: 11s618ms | Loss: 0.484 | Acc: 83.746% (3859/4608) 36/391 [=====>...........................................................] Step: 330ms | Tot: 11s948ms | Loss: 0.485 | Acc: 83.763% (3967/4736) 37/391 [======>..........................................................] Step: 335ms | Tot: 12s284ms | Loss: 0.485 | Acc: 83.799% (4076/4864) 38/391 [======>..........................................................] Step: 343ms | Tot: 12s627ms | Loss: 0.486 | Acc: 83.654% (4176/4992) 39/391 [======>..........................................................] Step: 321ms | Tot: 12s948ms | Loss: 0.488 | Acc: 83.594% (4280/5120) 40/391 [======>..........................................................] Step: 327ms | Tot: 13s276ms | Loss: 0.488 | Acc: 83.518% (4383/5248) 41/391 [======>..........................................................] Step: 325ms | Tot: 13s601ms | Loss: 0.490 | Acc: 83.557% (4492/5376) 42/391 [======>..........................................................] Step: 328ms | Tot: 13s929ms | Loss: 0.492 | Acc: 83.503% (4596/5504) 43/391 [=======>.........................................................] Step: 335ms | Tot: 14s265ms | Loss: 0.490 | Acc: 83.558% (4706/5632) 44/391 [=======>.........................................................] Step: 327ms | Tot: 14s593ms | Loss: 0.490 | Acc: 83.420% (4805/5760) 45/391 [=======>.........................................................] Step: 322ms | Tot: 14s916ms | Loss: 0.490 | Acc: 83.441% (4913/5888) 46/391 [=======>.........................................................] Step: 347ms | Tot: 15s264ms | Loss: 0.492 | Acc: 83.394% (5017/6016) 47/391 [=======>.........................................................] Step: 359ms | Tot: 15s623ms | Loss: 0.493 | Acc: 83.317% (5119/6144) 48/391 [=======>.........................................................] Step: 332ms | Tot: 15s956ms | Loss: 0.491 | Acc: 83.386% (5230/6272) 49/391 [========>........................................................] Step: 327ms | Tot: 16s283ms | Loss: 0.493 | Acc: 83.344% (5334/6400) 50/391 [========>........................................................] Step: 323ms | Tot: 16s607ms | Loss: 0.492 | Acc: 83.364% (5442/6528) 51/391 [========>........................................................] Step: 325ms | Tot: 16s933ms | Loss: 0.494 | Acc: 83.233% (5540/6656) 52/391 [========>........................................................] Step: 330ms | Tot: 17s263ms | Loss: 0.492 | Acc: 83.343% (5654/6784) 53/391 [========>........................................................] Step: 340ms | Tot: 17s603ms | Loss: 0.491 | Acc: 83.362% (5762/6912) 54/391 [========>........................................................] Step: 329ms | Tot: 17s933ms | Loss: 0.491 | Acc: 83.338% (5867/7040) 55/391 [=========>.......................................................] Step: 327ms | Tot: 18s261ms | Loss: 0.490 | Acc: 83.398% (5978/7168) 56/391 [=========>.......................................................] Step: 320ms | Tot: 18s581ms | Loss: 0.490 | Acc: 83.333% (6080/7296) 57/391 [=========>.......................................................] Step: 324ms | Tot: 18s906ms | Loss: 0.490 | Acc: 83.338% (6187/7424) 58/391 [=========>.......................................................] Step: 329ms | Tot: 19s235ms | Loss: 0.489 | Acc: 83.289% (6290/7552) 59/391 [=========>.......................................................] Step: 345ms | Tot: 19s581ms | Loss: 0.492 | Acc: 83.177% (6388/7680) 60/391 [=========>.......................................................] Step: 329ms | Tot: 19s910ms | Loss: 0.492 | Acc: 83.120% (6490/7808) 61/391 [==========>......................................................] Step: 329ms | Tot: 20s240ms | Loss: 0.492 | Acc: 83.140% (6598/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s564ms | Loss: 0.491 | Acc: 83.147% (6705/8064) 63/391 [==========>......................................................] Step: 324ms | Tot: 20s889ms | Loss: 0.489 | Acc: 83.191% (6815/8192) 64/391 [==========>......................................................] Step: 335ms | Tot: 21s224ms | Loss: 0.490 | Acc: 83.149% (6918/8320) 65/391 [==========>......................................................] Step: 325ms | Tot: 21s549ms | Loss: 0.491 | Acc: 83.097% (7020/8448) 66/391 [==========>......................................................] Step: 326ms | Tot: 21s876ms | Loss: 0.492 | Acc: 83.081% (7125/8576) 67/391 [===========>.....................................................] Step: 333ms | Tot: 22s209ms | Loss: 0.490 | Acc: 83.146% (7237/8704) 68/391 [===========>.....................................................] Step: 327ms | Tot: 22s536ms | Loss: 0.489 | Acc: 83.209% (7349/8832) 69/391 [===========>.....................................................] Step: 331ms | Tot: 22s868ms | Loss: 0.489 | Acc: 83.248% (7459/8960) 70/391 [===========>.....................................................] Step: 330ms | Tot: 23s199ms | Loss: 0.490 | Acc: 83.176% (7559/9088) 71/391 [===========>.....................................................] Step: 324ms | Tot: 23s523ms | Loss: 0.490 | Acc: 83.171% (7665/9216) 72/391 [===========>.....................................................] Step: 325ms | Tot: 23s849ms | Loss: 0.490 | Acc: 83.187% (7773/9344) 73/391 [============>....................................................] Step: 347ms | Tot: 24s196ms | Loss: 0.490 | Acc: 83.150% (7876/9472) 74/391 [============>....................................................] Step: 338ms | Tot: 24s535ms | Loss: 0.490 | Acc: 83.177% (7985/9600) 75/391 [============>....................................................] Step: 337ms | Tot: 24s872ms | Loss: 0.489 | Acc: 83.193% (8093/9728) 76/391 [============>....................................................] Step: 338ms | Tot: 25s210ms | Loss: 0.490 | Acc: 83.137% (8194/9856) 77/391 [============>....................................................] Step: 331ms | Tot: 25s542ms | Loss: 0.491 | Acc: 83.073% (8294/9984) 78/391 [============>....................................................] Step: 329ms | Tot: 25s871ms | Loss: 0.492 | Acc: 83.030% (8396/10112) 79/391 [=============>...................................................] Step: 342ms | Tot: 26s214ms | Loss: 0.491 | Acc: 83.047% (8504/10240) 80/391 [=============>...................................................] Step: 337ms | Tot: 26s551ms | Loss: 0.491 | Acc: 83.083% (8614/10368) 81/391 [=============>...................................................] Step: 336ms | Tot: 26s888ms | Loss: 0.489 | Acc: 83.136% (8726/10496) 82/391 [=============>...................................................] Step: 336ms | Tot: 27s224ms | Loss: 0.489 | Acc: 83.104% (8829/10624) 83/391 [=============>...................................................] Step: 326ms | Tot: 27s551ms | Loss: 0.489 | Acc: 83.119% (8937/10752) 84/391 [=============>...................................................] Step: 328ms | Tot: 27s879ms | Loss: 0.491 | Acc: 83.061% (9037/10880) 85/391 [==============>..................................................] Step: 345ms | Tot: 28s225ms | Loss: 0.490 | Acc: 83.094% (9147/11008) 86/391 [==============>..................................................] Step: 340ms | Tot: 28s565ms | Loss: 0.489 | Acc: 83.127% (9257/11136) 87/391 [==============>..................................................] Step: 337ms | Tot: 28s903ms | Loss: 0.489 | Acc: 83.105% (9361/11264) 88/391 [==============>..................................................] Step: 333ms | Tot: 29s236ms | Loss: 0.489 | Acc: 83.085% (9465/11392) 89/391 [==============>..................................................] Step: 325ms | Tot: 29s562ms | Loss: 0.491 | Acc: 83.003% (9562/11520) 90/391 [==============>..................................................] Step: 330ms | Tot: 29s892ms | Loss: 0.492 | Acc: 82.941% (9661/11648) 91/391 [===============>.................................................] Step: 343ms | Tot: 30s236ms | Loss: 0.491 | Acc: 82.974% (9771/11776) 92/391 [===============>.................................................] Step: 334ms | Tot: 30s571ms | Loss: 0.492 | Acc: 82.947% (9874/11904) 93/391 [===============>.................................................] Step: 345ms | Tot: 30s917ms | Loss: 0.495 | Acc: 82.862% (9970/12032) 94/391 [===============>.................................................] Step: 346ms | Tot: 31s263ms | Loss: 0.495 | Acc: 82.845% (10074/12160) 95/391 [===============>.................................................] Step: 343ms | Tot: 31s607ms | Loss: 0.494 | Acc: 82.845% (10180/12288) 96/391 [===============>.................................................] Step: 340ms | Tot: 31s947ms | Loss: 0.495 | Acc: 82.837% (10285/12416) 97/391 [================>................................................] Step: 346ms | Tot: 32s293ms | Loss: 0.494 | Acc: 82.860% (10394/12544) 98/391 [================>................................................] Step: 340ms | Tot: 32s634ms | Loss: 0.495 | Acc: 82.844% (10498/12672) 99/391 [================>................................................] Step: 332ms | Tot: 32s966ms | Loss: 0.496 | Acc: 82.789% (10597/12800) 100/391 [================>................................................] Step: 326ms | Tot: 33s293ms | Loss: 0.496 | Acc: 82.766% (10700/12928) 101/391 [================>................................................] Step: 324ms | Tot: 33s617ms | Loss: 0.496 | Acc: 82.751% (10804/13056) 102/391 [================>................................................] Step: 321ms | Tot: 33s939ms | Loss: 0.496 | Acc: 82.752% (10910/13184) 103/391 [=================>...............................................] Step: 335ms | Tot: 34s275ms | Loss: 0.496 | Acc: 82.760% (11017/13312) 104/391 [=================>...............................................] Step: 331ms | Tot: 34s607ms | Loss: 0.496 | Acc: 82.798% (11128/13440) 105/391 [=================>...............................................] Step: 328ms | Tot: 34s935ms | Loss: 0.496 | Acc: 82.805% (11235/13568) 106/391 [=================>...............................................] Step: 328ms | Tot: 35s264ms | Loss: 0.495 | Acc: 82.820% (11343/13696) 107/391 [=================>...............................................] Step: 324ms | Tot: 35s589ms | Loss: 0.495 | Acc: 82.834% (11451/13824) 108/391 [=================>...............................................] Step: 322ms | Tot: 35s912ms | Loss: 0.494 | Acc: 82.870% (11562/13952) 109/391 [==================>..............................................] Step: 334ms | Tot: 36s246ms | Loss: 0.496 | Acc: 82.791% (11657/14080) 110/391 [==================>..............................................] Step: 329ms | Tot: 36s575ms | Loss: 0.496 | Acc: 82.798% (11764/14208) 111/391 [==================>..............................................] Step: 333ms | Tot: 36s909ms | Loss: 0.496 | Acc: 82.826% (11874/14336) 112/391 [==================>..............................................] Step: 333ms | Tot: 37s243ms | Loss: 0.496 | Acc: 82.819% (11979/14464) 113/391 [==================>..............................................] Step: 327ms | Tot: 37s570ms | Loss: 0.497 | Acc: 82.785% (12080/14592) 114/391 [==================>..............................................] Step: 327ms | Tot: 37s898ms | Loss: 0.497 | Acc: 82.806% (12189/14720) 115/391 [===================>.............................................] Step: 337ms | Tot: 38s236ms | Loss: 0.496 | Acc: 82.839% (12300/14848) 116/391 [===================>.............................................] Step: 336ms | Tot: 38s572ms | Loss: 0.497 | Acc: 82.792% (12399/14976) 117/391 [===================>.............................................] Step: 331ms | Tot: 38s904ms | Loss: 0.496 | Acc: 82.839% (12512/15104) 118/391 [===================>.............................................] Step: 332ms | Tot: 39s236ms | Loss: 0.495 | Acc: 82.878% (12624/15232) 119/391 [===================>.............................................] Step: 325ms | Tot: 39s562ms | Loss: 0.495 | Acc: 82.865% (12728/15360) 120/391 [===================>.............................................] Step: 322ms | Tot: 39s884ms | Loss: 0.496 | Acc: 82.858% (12833/15488) 121/391 [====================>............................................] Step: 340ms | Tot: 40s225ms | Loss: 0.497 | Acc: 82.832% (12935/15616) 122/391 [====================>............................................] Step: 340ms | Tot: 40s565ms | Loss: 0.497 | Acc: 82.838% (13042/15744) 123/391 [====================>............................................] Step: 341ms | Tot: 40s906ms | Loss: 0.497 | Acc: 82.819% (13145/15872) 124/391 [====================>............................................] Step: 331ms | Tot: 41s238ms | Loss: 0.497 | Acc: 82.806% (13249/16000) 125/391 [====================>............................................] Step: 325ms | Tot: 41s563ms | Loss: 0.497 | Acc: 82.831% (13359/16128) 126/391 [====================>............................................] Step: 320ms | Tot: 41s884ms | Loss: 0.496 | Acc: 82.886% (13474/16256) 127/391 [=====================>...........................................] Step: 338ms | Tot: 42s222ms | Loss: 0.495 | Acc: 82.916% (13585/16384) 128/391 [=====================>...........................................] Step: 336ms | Tot: 42s558ms | Loss: 0.495 | Acc: 82.915% (13691/16512) 129/391 [=====================>...........................................] Step: 329ms | Tot: 42s888ms | Loss: 0.495 | Acc: 82.915% (13797/16640) 130/391 [=====================>...........................................] Step: 333ms | Tot: 43s221ms | Loss: 0.495 | Acc: 82.920% (13904/16768) 131/391 [=====================>...........................................] Step: 326ms | Tot: 43s547ms | Loss: 0.494 | Acc: 82.949% (14015/16896) 132/391 [=====================>...........................................] Step: 324ms | Tot: 43s872ms | Loss: 0.494 | Acc: 82.953% (14122/17024) 133/391 [======================>..........................................] Step: 330ms | Tot: 44s202ms | Loss: 0.495 | Acc: 82.947% (14227/17152) 134/391 [======================>..........................................] Step: 329ms | Tot: 44s531ms | Loss: 0.495 | Acc: 82.957% (14335/17280) 135/391 [======================>..........................................] Step: 328ms | Tot: 44s860ms | Loss: 0.494 | Acc: 83.002% (14449/17408) 136/391 [======================>..........................................] Step: 344ms | Tot: 45s204ms | Loss: 0.494 | Acc: 82.995% (14554/17536) 137/391 [======================>..........................................] Step: 357ms | Tot: 45s561ms | Loss: 0.494 | Acc: 82.988% (14659/17664) 138/391 [======================>..........................................] Step: 352ms | Tot: 45s913ms | Loss: 0.494 | Acc: 82.987% (14765/17792) 139/391 [=======================>.........................................] Step: 334ms | Tot: 46s248ms | Loss: 0.494 | Acc: 82.980% (14870/17920) 140/391 [=======================>.........................................] Step: 333ms | Tot: 46s581ms | Loss: 0.493 | Acc: 82.973% (14975/18048) 141/391 [=======================>.........................................] Step: 329ms | Tot: 46s911ms | Loss: 0.494 | Acc: 82.983% (15083/18176) 142/391 [=======================>.........................................] Step: 340ms | Tot: 47s251ms | Loss: 0.494 | Acc: 82.982% (15189/18304) 143/391 [=======================>.........................................] Step: 328ms | Tot: 47s580ms | Loss: 0.495 | Acc: 82.910% (15282/18432) 144/391 [=======================>.........................................] Step: 332ms | Tot: 47s912ms | Loss: 0.495 | Acc: 82.888% (15384/18560) 145/391 [========================>........................................] Step: 331ms | Tot: 48s244ms | Loss: 0.496 | Acc: 82.850% (15483/18688) 146/391 [========================>........................................] Step: 328ms | Tot: 48s573ms | Loss: 0.497 | Acc: 82.834% (15586/18816) 147/391 [========================>........................................] Step: 334ms | Tot: 48s907ms | Loss: 0.496 | Acc: 82.844% (15694/18944) 148/391 [========================>........................................] Step: 337ms | Tot: 49s244ms | Loss: 0.496 | Acc: 82.860% (15803/19072) 149/391 [========================>........................................] Step: 323ms | Tot: 49s568ms | Loss: 0.496 | Acc: 82.885% (15914/19200) 150/391 [========================>........................................] Step: 332ms | Tot: 49s900ms | Loss: 0.497 | Acc: 82.833% (16010/19328) 151/391 [=========================>.......................................] Step: 332ms | Tot: 50s232ms | Loss: 0.498 | Acc: 82.812% (16112/19456) 152/391 [=========================>.......................................] Step: 332ms | Tot: 50s565ms | Loss: 0.498 | Acc: 82.787% (16213/19584) 153/391 [=========================>.......................................] Step: 331ms | Tot: 50s896ms | Loss: 0.498 | Acc: 82.802% (16322/19712) 154/391 [=========================>.......................................] Step: 335ms | Tot: 51s231ms | Loss: 0.498 | Acc: 82.797% (16427/19840) 155/391 [=========================>.......................................] Step: 323ms | Tot: 51s555ms | Loss: 0.497 | Acc: 82.802% (16534/19968) 156/391 [=========================>.......................................] Step: 320ms | Tot: 51s875ms | Loss: 0.498 | Acc: 82.798% (16639/20096) 157/391 [==========================>......................................] Step: 333ms | Tot: 52s209ms | Loss: 0.498 | Acc: 82.803% (16746/20224) 158/391 [==========================>......................................] Step: 339ms | Tot: 52s548ms | Loss: 0.499 | Acc: 82.783% (16848/20352) 159/391 [==========================>......................................] Step: 331ms | Tot: 52s880ms | Loss: 0.499 | Acc: 82.759% (16949/20480) 160/391 [==========================>......................................] Step: 336ms | Tot: 53s217ms | Loss: 0.499 | Acc: 82.749% (17053/20608) 161/391 [==========================>......................................] Step: 323ms | Tot: 53s540ms | Loss: 0.498 | Acc: 82.803% (17170/20736) 162/391 [==========================>......................................] Step: 323ms | Tot: 53s864ms | Loss: 0.498 | Acc: 82.812% (17278/20864) 163/391 [===========================>.....................................] Step: 333ms | Tot: 54s197ms | Loss: 0.498 | Acc: 82.846% (17391/20992) 164/391 [===========================>.....................................] Step: 327ms | Tot: 54s524ms | Loss: 0.498 | Acc: 82.836% (17495/21120) 165/391 [===========================>.....................................] Step: 330ms | Tot: 54s855ms | Loss: 0.498 | Acc: 82.827% (17599/21248) 166/391 [===========================>.....................................] Step: 338ms | Tot: 55s193ms | Loss: 0.498 | Acc: 82.827% (17705/21376) 167/391 [===========================>.....................................] Step: 326ms | Tot: 55s519ms | Loss: 0.498 | Acc: 82.817% (17809/21504) 168/391 [===========================>.....................................] Step: 325ms | Tot: 55s844ms | Loss: 0.498 | Acc: 82.817% (17915/21632) 169/391 [============================>....................................] Step: 330ms | Tot: 56s175ms | Loss: 0.498 | Acc: 82.808% (18019/21760) 170/391 [============================>....................................] Step: 328ms | Tot: 56s503ms | Loss: 0.498 | Acc: 82.803% (18124/21888) 171/391 [============================>....................................] Step: 328ms | Tot: 56s832ms | Loss: 0.498 | Acc: 82.808% (18231/22016) 172/391 [============================>....................................] Step: 338ms | Tot: 57s170ms | Loss: 0.497 | Acc: 82.840% (18344/22144) 173/391 [============================>....................................] Step: 331ms | Tot: 57s502ms | Loss: 0.497 | Acc: 82.848% (18452/22272) 174/391 [============================>....................................] Step: 320ms | Tot: 57s823ms | Loss: 0.497 | Acc: 82.835% (18555/22400) 175/391 [=============================>...................................] Step: 329ms | Tot: 58s152ms | Loss: 0.497 | Acc: 82.826% (18659/22528) 176/391 [=============================>...................................] Step: 324ms | Tot: 58s476ms | Loss: 0.497 | Acc: 82.817% (18763/22656) 177/391 [=============================>...................................] Step: 327ms | Tot: 58s804ms | Loss: 0.498 | Acc: 82.773% (18859/22784) 178/391 [=============================>...................................] Step: 336ms | Tot: 59s140ms | Loss: 0.498 | Acc: 82.778% (18966/22912) 179/391 [=============================>...................................] Step: 327ms | Tot: 59s467ms | Loss: 0.498 | Acc: 82.747% (19065/23040) 180/391 [=============================>...................................] Step: 319ms | Tot: 59s786ms | Loss: 0.498 | Acc: 82.739% (19169/23168) 181/391 [==============================>..................................] Step: 331ms | Tot: 1m118ms | Loss: 0.499 | Acc: 82.722% (19271/23296) 182/391 [==============================>..................................] Step: 319ms | Tot: 1m437ms | Loss: 0.498 | Acc: 82.727% (19378/23424) 183/391 [==============================>..................................] Step: 329ms | Tot: 1m767ms | Loss: 0.499 | Acc: 82.719% (19482/23552) 184/391 [==============================>..................................] Step: 337ms | Tot: 1m1s | Loss: 0.498 | Acc: 82.749% (19595/23680) 185/391 [==============================>..................................] Step: 334ms | Tot: 1m1s | Loss: 0.498 | Acc: 82.754% (19702/23808) 186/391 [==============================>..................................] Step: 323ms | Tot: 1m1s | Loss: 0.499 | Acc: 82.725% (19801/23936) 187/391 [===============================>.................................] Step: 331ms | Tot: 1m2s | Loss: 0.499 | Acc: 82.738% (19910/24064) 188/391 [===============================>.................................] Step: 332ms | Tot: 1m2s | Loss: 0.500 | Acc: 82.705% (20008/24192) 189/391 [===============================>.................................] Step: 337ms | Tot: 1m2s | Loss: 0.500 | Acc: 82.697% (20112/24320) 190/391 [===============================>.................................] Step: 339ms | Tot: 1m3s | Loss: 0.499 | Acc: 82.710% (20221/24448) 191/391 [===============================>.................................] Step: 332ms | Tot: 1m3s | Loss: 0.499 | Acc: 82.699% (20324/24576) 192/391 [===============================>.................................] Step: 326ms | Tot: 1m3s | Loss: 0.499 | Acc: 82.711% (20433/24704) 193/391 [================================>................................] Step: 328ms | Tot: 1m4s | Loss: 0.499 | Acc: 82.716% (20540/24832) 194/391 [================================>................................] Step: 324ms | Tot: 1m4s | Loss: 0.500 | Acc: 82.692% (20640/24960) 195/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.500 | Acc: 82.689% (20745/25088) 196/391 [================================>................................] Step: 336ms | Tot: 1m5s | Loss: 0.500 | Acc: 82.697% (20853/25216) 197/391 [================================>................................] Step: 328ms | Tot: 1m5s | Loss: 0.500 | Acc: 82.706% (20961/25344) 198/391 [================================>................................] Step: 331ms | Tot: 1m5s | Loss: 0.500 | Acc: 82.679% (21060/25472) 199/391 [=================================>...............................] Step: 325ms | Tot: 1m6s | Loss: 0.500 | Acc: 82.672% (21164/25600) 200/391 [=================================>...............................] Step: 321ms | Tot: 1m6s | Loss: 0.500 | Acc: 82.688% (21274/25728) 201/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.500 | Acc: 82.685% (21379/25856) 202/391 [=================================>...............................] Step: 336ms | Tot: 1m7s | Loss: 0.500 | Acc: 82.678% (21483/25984) 203/391 [=================================>...............................] Step: 343ms | Tot: 1m7s | Loss: 0.499 | Acc: 82.705% (21596/26112) 204/391 [=================================>...............................] Step: 331ms | Tot: 1m7s | Loss: 0.499 | Acc: 82.706% (21702/26240) 205/391 [==================================>..............................] Step: 326ms | Tot: 1m8s | Loss: 0.499 | Acc: 82.703% (21807/26368) 206/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.499 | Acc: 82.714% (21916/26496) 207/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.498 | Acc: 82.726% (22025/26624) 208/391 [==================================>..............................] Step: 330ms | Tot: 1m9s | Loss: 0.498 | Acc: 82.727% (22131/26752) 209/391 [==================================>..............................] Step: 331ms | Tot: 1m9s | Loss: 0.499 | Acc: 82.727% (22237/26880) 210/391 [==================================>..............................] Step: 326ms | Tot: 1m9s | Loss: 0.499 | Acc: 82.690% (22333/27008) 211/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.500 | Acc: 82.695% (22440/27136) 212/391 [===================================>.............................] Step: 332ms | Tot: 1m10s | Loss: 0.499 | Acc: 82.706% (22549/27264) 213/391 [===================================>.............................] Step: 336ms | Tot: 1m10s | Loss: 0.499 | Acc: 82.721% (22659/27392) 214/391 [===================================>.............................] Step: 339ms | Tot: 1m11s | Loss: 0.500 | Acc: 82.700% (22759/27520) 215/391 [===================================>.............................] Step: 331ms | Tot: 1m11s | Loss: 0.501 | Acc: 82.661% (22854/27648) 216/391 [===================================>.............................] Step: 332ms | Tot: 1m11s | Loss: 0.501 | Acc: 82.647% (22956/27776) 217/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 0.501 | Acc: 82.655% (23064/27904) 218/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.500 | Acc: 82.673% (23175/28032) 219/391 [====================================>............................] Step: 334ms | Tot: 1m12s | Loss: 0.501 | Acc: 82.663% (23278/28160) 220/391 [====================================>............................] Step: 336ms | Tot: 1m13s | Loss: 0.501 | Acc: 82.643% (23378/28288) 221/391 [====================================>............................] Step: 329ms | Tot: 1m13s | Loss: 0.500 | Acc: 82.672% (23492/28416) 222/391 [====================================>............................] Step: 329ms | Tot: 1m13s | Loss: 0.500 | Acc: 82.679% (23600/28544) 223/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.501 | Acc: 82.666% (23702/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m14s | Loss: 0.500 | Acc: 82.674% (23810/28800) 225/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.501 | Acc: 82.653% (23910/28928) 226/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 0.501 | Acc: 82.661% (24018/29056) 227/391 [=====================================>...........................] Step: 352ms | Tot: 1m15s | Loss: 0.501 | Acc: 82.648% (24120/29184) 228/391 [=====================================>...........................] Step: 363ms | Tot: 1m15s | Loss: 0.502 | Acc: 82.628% (24220/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m16s | Loss: 0.501 | Acc: 82.636% (24328/29440) 230/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.501 | Acc: 82.654% (24439/29568) 231/391 [======================================>..........................] Step: 320ms | Tot: 1m16s | Loss: 0.501 | Acc: 82.658% (24546/29696) 232/391 [======================================>..........................] Step: 328ms | Tot: 1m16s | Loss: 0.500 | Acc: 82.685% (24660/29824) 233/391 [======================================>..........................] Step: 331ms | Tot: 1m17s | Loss: 0.500 | Acc: 82.686% (24766/29952) 234/391 [======================================>..........................] Step: 326ms | Tot: 1m17s | Loss: 0.501 | Acc: 82.666% (24866/30080) 235/391 [=======================================>.........................] Step: 319ms | Tot: 1m17s | Loss: 0.501 | Acc: 82.660% (24970/30208) 236/391 [=======================================>.........................] Step: 330ms | Tot: 1m18s | Loss: 0.501 | Acc: 82.658% (25075/30336) 237/391 [=======================================>.........................] Step: 321ms | Tot: 1m18s | Loss: 0.501 | Acc: 82.671% (25185/30464) 238/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.500 | Acc: 82.692% (25297/30592) 239/391 [=======================================>.........................] Step: 339ms | Tot: 1m19s | Loss: 0.500 | Acc: 82.712% (25409/30720) 240/391 [=======================================>.........................] Step: 328ms | Tot: 1m19s | Loss: 0.499 | Acc: 82.715% (25516/30848) 241/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.499 | Acc: 82.709% (25620/30976) 242/391 [========================================>........................] Step: 330ms | Tot: 1m20s | Loss: 0.500 | Acc: 82.706% (25725/31104) 243/391 [========================================>........................] Step: 321ms | Tot: 1m20s | Loss: 0.499 | Acc: 82.710% (25832/31232) 244/391 [========================================>........................] Step: 332ms | Tot: 1m20s | Loss: 0.499 | Acc: 82.707% (25937/31360) 245/391 [========================================>........................] Step: 336ms | Tot: 1m21s | Loss: 0.499 | Acc: 82.717% (26046/31488) 246/391 [========================================>........................] Step: 329ms | Tot: 1m21s | Loss: 0.499 | Acc: 82.708% (26149/31616) 247/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.499 | Acc: 82.718% (26258/31744) 248/391 [=========================================>.......................] Step: 329ms | Tot: 1m22s | Loss: 0.499 | Acc: 82.725% (26366/31872) 249/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.499 | Acc: 82.725% (26472/32000) 250/391 [=========================================>.......................] Step: 328ms | Tot: 1m22s | Loss: 0.498 | Acc: 82.747% (26585/32128) 251/391 [=========================================>.......................] Step: 334ms | Tot: 1m23s | Loss: 0.498 | Acc: 82.738% (26688/32256) 252/391 [=========================================>.......................] Step: 328ms | Tot: 1m23s | Loss: 0.498 | Acc: 82.714% (26786/32384) 253/391 [==========================================>......................] Step: 320ms | Tot: 1m23s | Loss: 0.498 | Acc: 82.748% (26903/32512) 254/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.498 | Acc: 82.727% (27002/32640) 255/391 [==========================================>......................] Step: 320ms | Tot: 1m24s | Loss: 0.499 | Acc: 82.733% (27110/32768) 256/391 [==========================================>......................] Step: 331ms | Tot: 1m24s | Loss: 0.498 | Acc: 82.758% (27224/32896) 257/391 [==========================================>......................] Step: 339ms | Tot: 1m25s | Loss: 0.498 | Acc: 82.758% (27330/33024) 258/391 [==========================================>......................] Step: 326ms | Tot: 1m25s | Loss: 0.498 | Acc: 82.773% (27441/33152) 259/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.498 | Acc: 82.788% (27552/33280) 260/391 [===========================================>.....................] Step: 335ms | Tot: 1m26s | Loss: 0.498 | Acc: 82.780% (27655/33408) 261/391 [===========================================>.....................] Step: 324ms | Tot: 1m26s | Loss: 0.498 | Acc: 82.783% (27762/33536) 262/391 [===========================================>.....................] Step: 318ms | Tot: 1m26s | Loss: 0.497 | Acc: 82.801% (27874/33664) 263/391 [===========================================>.....................] Step: 329ms | Tot: 1m27s | Loss: 0.497 | Acc: 82.815% (27985/33792) 264/391 [===========================================>.....................] Step: 320ms | Tot: 1m27s | Loss: 0.497 | Acc: 82.824% (28094/33920) 265/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.497 | Acc: 82.827% (28201/34048) 266/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 0.497 | Acc: 82.833% (28309/34176) 267/391 [============================================>....................] Step: 321ms | Tot: 1m28s | Loss: 0.497 | Acc: 82.830% (28414/34304) 268/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.498 | Acc: 82.807% (28512/34432) 269/391 [============================================>....................] Step: 328ms | Tot: 1m29s | Loss: 0.498 | Acc: 82.818% (28622/34560) 270/391 [============================================>....................] Step: 320ms | Tot: 1m29s | Loss: 0.498 | Acc: 82.824% (28730/34688) 271/391 [=============================================>...................] Step: 320ms | Tot: 1m29s | Loss: 0.498 | Acc: 82.838% (28841/34816) 272/391 [=============================================>...................] Step: 325ms | Tot: 1m30s | Loss: 0.498 | Acc: 82.838% (28947/34944) 273/391 [=============================================>...................] Step: 319ms | Tot: 1m30s | Loss: 0.497 | Acc: 82.844% (29055/35072) 274/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.498 | Acc: 82.827% (29155/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m31s | Loss: 0.498 | Acc: 82.815% (29257/35328) 276/391 [=============================================>...................] Step: 319ms | Tot: 1m31s | Loss: 0.498 | Acc: 82.818% (29364/35456) 277/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.498 | Acc: 82.807% (29466/35584) 278/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.499 | Acc: 82.790% (29566/35712) 279/391 [==============================================>..................] Step: 322ms | Tot: 1m32s | Loss: 0.499 | Acc: 82.790% (29672/35840) 280/391 [==============================================>..................] Step: 320ms | Tot: 1m32s | Loss: 0.499 | Acc: 82.785% (29776/35968) 281/391 [==============================================>..................] Step: 320ms | Tot: 1m32s | Loss: 0.499 | Acc: 82.779% (29880/36096) 282/391 [==============================================>..................] Step: 326ms | Tot: 1m33s | Loss: 0.499 | Acc: 82.788% (29989/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.499 | Acc: 82.799% (30099/36352) 284/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 0.499 | Acc: 82.782% (30199/36480) 285/391 [===============================================>.................] Step: 326ms | Tot: 1m34s | Loss: 0.499 | Acc: 82.780% (30304/36608) 286/391 [===============================================>.................] Step: 320ms | Tot: 1m34s | Loss: 0.500 | Acc: 82.758% (30402/36736) 287/391 [===============================================>.................] Step: 319ms | Tot: 1m34s | Loss: 0.500 | Acc: 82.766% (30511/36864) 288/391 [===============================================>.................] Step: 326ms | Tot: 1m35s | Loss: 0.500 | Acc: 82.758% (30614/36992) 289/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.500 | Acc: 82.761% (30721/37120) 290/391 [================================================>................] Step: 318ms | Tot: 1m35s | Loss: 0.500 | Acc: 82.743% (30820/37248) 291/391 [================================================>................] Step: 327ms | Tot: 1m36s | Loss: 0.500 | Acc: 82.751% (30929/37376) 292/391 [================================================>................] Step: 324ms | Tot: 1m36s | Loss: 0.501 | Acc: 82.746% (31033/37504) 293/391 [================================================>................] Step: 319ms | Tot: 1m36s | Loss: 0.501 | Acc: 82.738% (31136/37632) 294/391 [================================================>................] Step: 326ms | Tot: 1m37s | Loss: 0.501 | Acc: 82.741% (31243/37760) 295/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 0.501 | Acc: 82.733% (31346/37888) 296/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 0.501 | Acc: 82.739% (31454/38016) 297/391 [=================================================>...............] Step: 328ms | Tot: 1m38s | Loss: 0.501 | Acc: 82.729% (31556/38144) 298/391 [=================================================>...............] Step: 321ms | Tot: 1m38s | Loss: 0.501 | Acc: 82.750% (31670/38272) 299/391 [=================================================>...............] Step: 318ms | Tot: 1m38s | Loss: 0.501 | Acc: 82.747% (31775/38400) 300/391 [=================================================>...............] Step: 327ms | Tot: 1m39s | Loss: 0.501 | Acc: 82.742% (31879/38528) 301/391 [==================================================>..............] Step: 326ms | Tot: 1m39s | Loss: 0.500 | Acc: 82.753% (31989/38656) 302/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.500 | Acc: 82.745% (32092/38784) 303/391 [==================================================>..............] Step: 330ms | Tot: 1m40s | Loss: 0.500 | Acc: 82.741% (32196/38912) 304/391 [==================================================>..............] Step: 320ms | Tot: 1m40s | Loss: 0.500 | Acc: 82.754% (32307/39040) 305/391 [==================================================>..............] Step: 322ms | Tot: 1m40s | Loss: 0.501 | Acc: 82.736% (32406/39168) 306/391 [==================================================>..............] Step: 322ms | Tot: 1m41s | Loss: 0.500 | Acc: 82.739% (32513/39296) 307/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.501 | Acc: 82.736% (32618/39424) 308/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.500 | Acc: 82.739% (32725/39552) 309/391 [===================================================>.............] Step: 324ms | Tot: 1m42s | Loss: 0.501 | Acc: 82.739% (32831/39680) 310/391 [===================================================>.............] Step: 327ms | Tot: 1m42s | Loss: 0.501 | Acc: 82.725% (32931/39808) 311/391 [===================================================>.............] Step: 332ms | Tot: 1m42s | Loss: 0.501 | Acc: 82.742% (33044/39936) 312/391 [===================================================>.............] Step: 323ms | Tot: 1m43s | Loss: 0.501 | Acc: 82.730% (33145/40064) 313/391 [====================================================>............] Step: 334ms | Tot: 1m43s | Loss: 0.501 | Acc: 82.733% (33252/40192) 314/391 [====================================================>............] Step: 328ms | Tot: 1m43s | Loss: 0.500 | Acc: 82.731% (33357/40320) 315/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.501 | Acc: 82.711% (33455/40448) 316/391 [====================================================>............] Step: 329ms | Tot: 1m44s | Loss: 0.501 | Acc: 82.721% (33565/40576) 317/391 [====================================================>............] Step: 330ms | Tot: 1m44s | Loss: 0.501 | Acc: 82.722% (33671/40704) 318/391 [====================================================>............] Step: 326ms | Tot: 1m44s | Loss: 0.501 | Acc: 82.712% (33773/40832) 319/391 [=====================================================>...........] Step: 349ms | Tot: 1m45s | Loss: 0.501 | Acc: 82.708% (33877/40960) 320/391 [=====================================================>...........] Step: 349ms | Tot: 1m45s | Loss: 0.501 | Acc: 82.715% (33986/41088) 321/391 [=====================================================>...........] Step: 328ms | Tot: 1m46s | Loss: 0.501 | Acc: 82.701% (34086/41216) 322/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.501 | Acc: 82.701% (34192/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.501 | Acc: 82.711% (34302/41472) 324/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.501 | Acc: 82.697% (34402/41600) 325/391 [======================================================>..........] Step: 321ms | Tot: 1m47s | Loss: 0.501 | Acc: 82.705% (34511/41728) 326/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.501 | Acc: 82.710% (34619/41856) 327/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 0.501 | Acc: 82.717% (34728/41984) 328/391 [======================================================>..........] Step: 328ms | Tot: 1m48s | Loss: 0.501 | Acc: 82.701% (34827/42112) 329/391 [======================================================>..........] Step: 328ms | Tot: 1m48s | Loss: 0.501 | Acc: 82.713% (34938/42240) 330/391 [======================================================>..........] Step: 321ms | Tot: 1m48s | Loss: 0.501 | Acc: 82.711% (35043/42368) 331/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.501 | Acc: 82.709% (35148/42496) 332/391 [=======================================================>.........] Step: 327ms | Tot: 1m49s | Loss: 0.502 | Acc: 82.712% (35255/42624) 333/391 [=======================================================>.........] Step: 319ms | Tot: 1m49s | Loss: 0.501 | Acc: 82.714% (35362/42752) 334/391 [=======================================================>.........] Step: 334ms | Tot: 1m50s | Loss: 0.501 | Acc: 82.726% (35473/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m50s | Loss: 0.501 | Acc: 82.738% (35584/43008) 336/391 [=======================================================>.........] Step: 318ms | Tot: 1m50s | Loss: 0.501 | Acc: 82.743% (35692/43136) 337/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 0.501 | Acc: 82.750% (35801/43264) 338/391 [========================================================>........] Step: 322ms | Tot: 1m51s | Loss: 0.502 | Acc: 82.723% (35895/43392) 339/391 [========================================================>........] Step: 319ms | Tot: 1m51s | Loss: 0.502 | Acc: 82.707% (35994/43520) 340/391 [========================================================>........] Step: 328ms | Tot: 1m52s | Loss: 0.502 | Acc: 82.712% (36102/43648) 341/391 [========================================================>........] Step: 319ms | Tot: 1m52s | Loss: 0.502 | Acc: 82.710% (36207/43776) 342/391 [========================================================>........] Step: 318ms | Tot: 1m52s | Loss: 0.502 | Acc: 82.715% (36315/43904) 343/391 [=========================================================>.......] Step: 330ms | Tot: 1m53s | Loss: 0.502 | Acc: 82.715% (36421/44032) 344/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 0.502 | Acc: 82.708% (36524/44160) 345/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.502 | Acc: 82.706% (36629/44288) 346/391 [=========================================================>.......] Step: 336ms | Tot: 1m54s | Loss: 0.502 | Acc: 82.713% (36738/44416) 347/391 [=========================================================>.......] Step: 319ms | Tot: 1m54s | Loss: 0.502 | Acc: 82.716% (36845/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m54s | Loss: 0.502 | Acc: 82.710% (36948/44672) 349/391 [==========================================================>......] Step: 326ms | Tot: 1m55s | Loss: 0.502 | Acc: 82.705% (37052/44800) 350/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.502 | Acc: 82.703% (37157/44928) 351/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.502 | Acc: 82.704% (37263/45056) 352/391 [==========================================================>......] Step: 322ms | Tot: 1m56s | Loss: 0.502 | Acc: 82.702% (37368/45184) 353/391 [==========================================================>......] Step: 320ms | Tot: 1m56s | Loss: 0.502 | Acc: 82.702% (37474/45312) 354/391 [==========================================================>......] Step: 322ms | Tot: 1m56s | Loss: 0.502 | Acc: 82.713% (37585/45440) 355/391 [===========================================================>.....] Step: 326ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.729% (37698/45568) 356/391 [===========================================================>.....] Step: 320ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.734% (37806/45696) 357/391 [===========================================================>.....] Step: 326ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.719% (37905/45824) 358/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.502 | Acc: 82.728% (38015/45952) 359/391 [===========================================================>.....] Step: 323ms | Tot: 1m58s | Loss: 0.502 | Acc: 82.726% (38120/46080) 360/391 [===========================================================>.....] Step: 321ms | Tot: 1m58s | Loss: 0.503 | Acc: 82.722% (38224/46208) 361/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.502 | Acc: 82.720% (38329/46336) 362/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.503 | Acc: 82.711% (38431/46464) 363/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.503 | Acc: 82.707% (38535/46592) 364/391 [============================================================>....] Step: 325ms | Tot: 1m59s | Loss: 0.503 | Acc: 82.716% (38645/46720) 365/391 [============================================================>....] Step: 326ms | Tot: 2m260ms | Loss: 0.502 | Acc: 82.716% (38751/46848) 366/391 [============================================================>....] Step: 326ms | Tot: 2m586ms | Loss: 0.503 | Acc: 82.708% (38853/46976) 367/391 [=============================================================>...] Step: 320ms | Tot: 2m907ms | Loss: 0.502 | Acc: 82.721% (38965/47104) 368/391 [=============================================================>...] Step: 328ms | Tot: 2m1s | Loss: 0.502 | Acc: 82.721% (39071/47232) 369/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.503 | Acc: 82.705% (39169/47360) 370/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.502 | Acc: 82.722% (39283/47488) 371/391 [=============================================================>...] Step: 328ms | Tot: 2m2s | Loss: 0.502 | Acc: 82.716% (39386/47616) 372/391 [=============================================================>...] Step: 321ms | Tot: 2m2s | Loss: 0.502 | Acc: 82.708% (39488/47744) 373/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.503 | Acc: 82.693% (39587/47872) 374/391 [==============================================================>..] Step: 330ms | Tot: 2m3s | Loss: 0.503 | Acc: 82.702% (39697/48000) 375/391 [==============================================================>..] Step: 319ms | Tot: 2m3s | Loss: 0.502 | Acc: 82.721% (39812/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.502 | Acc: 82.719% (39917/48256) 377/391 [==============================================================>..] Step: 326ms | Tot: 2m4s | Loss: 0.502 | Acc: 82.715% (40021/48384) 378/391 [==============================================================>..] Step: 315ms | Tot: 2m4s | Loss: 0.502 | Acc: 82.722% (40130/48512) 379/391 [===============================================================>.] Step: 315ms | Tot: 2m4s | Loss: 0.502 | Acc: 82.720% (40235/48640) 380/391 [===============================================================>.] Step: 325ms | Tot: 2m5s | Loss: 0.502 | Acc: 82.726% (40344/48768) 381/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.502 | Acc: 82.725% (40449/48896) 382/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.502 | Acc: 82.711% (40548/49024) 383/391 [===============================================================>.] Step: 319ms | Tot: 2m6s | Loss: 0.502 | Acc: 82.709% (40653/49152) 384/391 [===============================================================>.] Step: 317ms | Tot: 2m6s | Loss: 0.502 | Acc: 82.703% (40756/49280) 385/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.502 | Acc: 82.709% (40865/49408) 386/391 [================================================================>] Step: 321ms | Tot: 2m7s | Loss: 0.502 | Acc: 82.703% (40968/49536) 387/391 [================================================================>] Step: 318ms | Tot: 2m7s | Loss: 0.502 | Acc: 82.698% (41071/49664) 388/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.502 | Acc: 82.696% (41176/49792) 389/391 [================================================================>] Step: 322ms | Tot: 2m7s | Loss: 0.502 | Acc: 82.702% (41285/49920) 390/391 [================================================================>] Step: 304ms | Tot: 2m8s | Loss: 0.502 | Acc: 82.704% (41352/50000) 391/391 + [>................................................................] Step: 908ms | Tot: 2ms | Loss: 0.575 | Acc: 81.000% (81/100) 1/100 [>................................................................] Step: 254ms | Tot: 256ms | Loss: 0.599 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 258ms | Tot: 515ms | Loss: 0.611 | Acc: 80.333% (241/300) 3/100 [=>...............................................................] Step: 258ms | Tot: 773ms | Loss: 0.570 | Acc: 81.750% (327/400) 4/100 [==>..............................................................] Step: 270ms | Tot: 1s43ms | Loss: 0.572 | Acc: 81.600% (408/500) 5/100 [===>.............................................................] Step: 255ms | Tot: 1s299ms | Loss: 0.553 | Acc: 82.500% (495/600) 6/100 [===>.............................................................] Step: 256ms | Tot: 1s555ms | Loss: 0.548 | Acc: 82.143% (575/700) 7/100 [====>............................................................] Step: 258ms | Tot: 1s814ms | Loss: 0.564 | Acc: 81.250% (650/800) 8/100 [=====>...........................................................] Step: 255ms | Tot: 2s69ms | Loss: 0.576 | Acc: 79.778% (718/900) 9/100 [=====>...........................................................] Step: 259ms | Tot: 2s329ms | Loss: 0.569 | Acc: 80.100% (801/1000) 10/100 [======>..........................................................] Step: 259ms | Tot: 2s589ms | Loss: 0.557 | Acc: 80.455% (885/1100) 11/100 [=======>.........................................................] Step: 262ms | Tot: 2s851ms | Loss: 0.568 | Acc: 80.083% (961/1200) 12/100 [=======>.........................................................] Step: 252ms | Tot: 3s104ms | Loss: 0.562 | Acc: 80.000% (1040/1300) 13/100 [========>........................................................] Step: 266ms | Tot: 3s370ms | Loss: 0.568 | Acc: 80.071% (1121/1400) 14/100 [=========>.......................................................] Step: 249ms | Tot: 3s619ms | Loss: 0.566 | Acc: 80.467% (1207/1500) 15/100 [=========>.......................................................] Step: 255ms | Tot: 3s875ms | Loss: 0.571 | Acc: 80.375% (1286/1600) 16/100 [==========>......................................................] Step: 253ms | Tot: 4s128ms | Loss: 0.571 | Acc: 80.471% (1368/1700) 17/100 [===========>.....................................................] Step: 257ms | Tot: 4s386ms | Loss: 0.578 | Acc: 80.222% (1444/1800) 18/100 [===========>.....................................................] Step: 256ms | Tot: 4s642ms | Loss: 0.578 | Acc: 80.263% (1525/1900) 19/100 [============>....................................................] Step: 268ms | Tot: 4s910ms | Loss: 0.578 | Acc: 80.100% (1602/2000) 20/100 [=============>...................................................] Step: 255ms | Tot: 5s166ms | Loss: 0.581 | Acc: 80.000% (1680/2100) 21/100 [=============>...................................................] Step: 260ms | Tot: 5s426ms | Loss: 0.583 | Acc: 80.091% (1762/2200) 22/100 [==============>..................................................] Step: 260ms | Tot: 5s687ms | Loss: 0.583 | Acc: 80.043% (1841/2300) 23/100 [==============>..................................................] Step: 280ms | Tot: 5s967ms | Loss: 0.585 | Acc: 79.875% (1917/2400) 24/100 [===============>.................................................] Step: 296ms | Tot: 6s263ms | Loss: 0.590 | Acc: 79.840% (1996/2500) 25/100 [================>................................................] Step: 290ms | Tot: 6s554ms | Loss: 0.593 | Acc: 79.885% (2077/2600) 26/100 [================>................................................] Step: 264ms | Tot: 6s819ms | Loss: 0.590 | Acc: 79.963% (2159/2700) 27/100 [=================>...............................................] Step: 255ms | Tot: 7s74ms | Loss: 0.588 | Acc: 80.071% (2242/2800) 28/100 [==================>..............................................] Step: 259ms | Tot: 7s333ms | Loss: 0.584 | Acc: 80.310% (2329/2900) 29/100 [==================>..............................................] Step: 262ms | Tot: 7s596ms | Loss: 0.580 | Acc: 80.433% (2413/3000) 30/100 [===================>.............................................] Step: 265ms | Tot: 7s861ms | Loss: 0.584 | Acc: 80.355% (2491/3100) 31/100 [====================>............................................] Step: 256ms | Tot: 8s118ms | Loss: 0.580 | Acc: 80.531% (2577/3200) 32/100 [====================>............................................] Step: 257ms | Tot: 8s375ms | Loss: 0.582 | Acc: 80.455% (2655/3300) 33/100 [=====================>...........................................] Step: 256ms | Tot: 8s632ms | Loss: 0.583 | Acc: 80.441% (2735/3400) 34/100 [======================>..........................................] Step: 263ms | Tot: 8s896ms | Loss: 0.588 | Acc: 80.371% (2813/3500) 35/100 [======================>..........................................] Step: 255ms | Tot: 9s151ms | Loss: 0.587 | Acc: 80.417% (2895/3600) 36/100 [=======================>.........................................] Step: 261ms | Tot: 9s412ms | Loss: 0.589 | Acc: 80.405% (2975/3700) 37/100 [========================>........................................] Step: 274ms | Tot: 9s687ms | Loss: 0.592 | Acc: 80.237% (3049/3800) 38/100 [========================>........................................] Step: 263ms | Tot: 9s950ms | Loss: 0.588 | Acc: 80.359% (3134/3900) 39/100 [=========================>.......................................] Step: 255ms | Tot: 10s206ms | Loss: 0.587 | Acc: 80.450% (3218/4000) 40/100 [==========================>......................................] Step: 262ms | Tot: 10s468ms | Loss: 0.587 | Acc: 80.585% (3304/4100) 41/100 [==========================>......................................] Step: 258ms | Tot: 10s726ms | Loss: 0.586 | Acc: 80.643% (3387/4200) 42/100 [===========================>.....................................] Step: 270ms | Tot: 10s996ms | Loss: 0.581 | Acc: 80.860% (3477/4300) 43/100 [===========================>.....................................] Step: 259ms | Tot: 11s256ms | Loss: 0.583 | Acc: 80.795% (3555/4400) 44/100 [============================>....................................] Step: 258ms | Tot: 11s514ms | Loss: 0.579 | Acc: 80.822% (3637/4500) 45/100 [=============================>...................................] Step: 262ms | Tot: 11s776ms | Loss: 0.580 | Acc: 80.783% (3716/4600) 46/100 [=============================>...................................] Step: 264ms | Tot: 12s40ms | Loss: 0.584 | Acc: 80.702% (3793/4700) 47/100 [==============================>..................................] Step: 259ms | Tot: 12s300ms | Loss: 0.584 | Acc: 80.708% (3874/4800) 48/100 [===============================>.................................] Step: 256ms | Tot: 12s557ms | Loss: 0.580 | Acc: 80.796% (3959/4900) 49/100 [===============================>.................................] Step: 257ms | Tot: 12s815ms | Loss: 0.584 | Acc: 80.700% (4035/5000) 50/100 [================================>................................] Step: 260ms | Tot: 13s75ms | Loss: 0.584 | Acc: 80.725% (4117/5100) 51/100 [=================================>...............................] Step: 258ms | Tot: 13s333ms | Loss: 0.585 | Acc: 80.731% (4198/5200) 52/100 [=================================>...............................] Step: 256ms | Tot: 13s590ms | Loss: 0.584 | Acc: 80.774% (4281/5300) 53/100 [==================================>..............................] Step: 263ms | Tot: 13s854ms | Loss: 0.583 | Acc: 80.759% (4361/5400) 54/100 [===================================>.............................] Step: 258ms | Tot: 14s112ms | Loss: 0.581 | Acc: 80.764% (4442/5500) 55/100 [===================================>.............................] Step: 258ms | Tot: 14s371ms | Loss: 0.582 | Acc: 80.732% (4521/5600) 56/100 [====================================>............................] Step: 259ms | Tot: 14s630ms | Loss: 0.585 | Acc: 80.684% (4599/5700) 57/100 [=====================================>...........................] Step: 266ms | Tot: 14s896ms | Loss: 0.584 | Acc: 80.724% (4682/5800) 58/100 [=====================================>...........................] Step: 254ms | Tot: 15s151ms | Loss: 0.587 | Acc: 80.542% (4752/5900) 59/100 [======================================>..........................] Step: 259ms | Tot: 15s410ms | Loss: 0.589 | Acc: 80.533% (4832/6000) 60/100 [=======================================>.........................] Step: 254ms | Tot: 15s665ms | Loss: 0.589 | Acc: 80.475% (4909/6100) 61/100 [=======================================>.........................] Step: 261ms | Tot: 15s926ms | Loss: 0.590 | Acc: 80.403% (4985/6200) 62/100 [========================================>........................] Step: 256ms | Tot: 16s182ms | Loss: 0.589 | Acc: 80.460% (5069/6300) 63/100 [========================================>........................] Step: 258ms | Tot: 16s441ms | Loss: 0.588 | Acc: 80.547% (5155/6400) 64/100 [=========================================>.......................] Step: 258ms | Tot: 16s700ms | Loss: 0.589 | Acc: 80.492% (5232/6500) 65/100 [==========================================>......................] Step: 265ms | Tot: 16s966ms | Loss: 0.589 | Acc: 80.500% (5313/6600) 66/100 [==========================================>......................] Step: 254ms | Tot: 17s220ms | Loss: 0.588 | Acc: 80.507% (5394/6700) 67/100 [===========================================>.....................] Step: 256ms | Tot: 17s477ms | Loss: 0.587 | Acc: 80.544% (5477/6800) 68/100 [============================================>....................] Step: 256ms | Tot: 17s733ms | Loss: 0.587 | Acc: 80.565% (5559/6900) 69/100 [============================================>....................] Step: 261ms | Tot: 17s995ms | Loss: 0.589 | Acc: 80.543% (5638/7000) 70/100 [=============================================>...................] Step: 255ms | Tot: 18s251ms | Loss: 0.589 | Acc: 80.549% (5719/7100) 71/100 [==============================================>..................] Step: 256ms | Tot: 18s507ms | Loss: 0.588 | Acc: 80.556% (5800/7200) 72/100 [==============================================>..................] Step: 256ms | Tot: 18s763ms | Loss: 0.588 | Acc: 80.534% (5879/7300) 73/100 [===============================================>.................] Step: 259ms | Tot: 19s23ms | Loss: 0.588 | Acc: 80.500% (5957/7400) 74/100 [================================================>................] Step: 259ms | Tot: 19s283ms | Loss: 0.589 | Acc: 80.413% (6031/7500) 75/100 [================================================>................] Step: 259ms | Tot: 19s543ms | Loss: 0.586 | Acc: 80.487% (6117/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 19s812ms | Loss: 0.588 | Acc: 80.416% (6192/7700) 77/100 [==================================================>..............] Step: 265ms | Tot: 20s78ms | Loss: 0.589 | Acc: 80.372% (6269/7800) 78/100 [==================================================>..............] Step: 268ms | Tot: 20s346ms | Loss: 0.590 | Acc: 80.329% (6346/7900) 79/100 [===================================================>.............] Step: 264ms | Tot: 20s611ms | Loss: 0.590 | Acc: 80.338% (6427/8000) 80/100 [====================================================>............] Step: 272ms | Tot: 20s883ms | Loss: 0.588 | Acc: 80.383% (6511/8100) 81/100 [====================================================>............] Step: 266ms | Tot: 21s150ms | Loss: 0.587 | Acc: 80.415% (6594/8200) 82/100 [=====================================================>...........] Step: 268ms | Tot: 21s418ms | Loss: 0.586 | Acc: 80.398% (6673/8300) 83/100 [=====================================================>...........] Step: 268ms | Tot: 21s686ms | Loss: 0.588 | Acc: 80.274% (6743/8400) 84/100 [======================================================>..........] Step: 273ms | Tot: 21s959ms | Loss: 0.588 | Acc: 80.282% (6824/8500) 85/100 [=======================================================>.........] Step: 265ms | Tot: 22s224ms | Loss: 0.589 | Acc: 80.279% (6904/8600) 86/100 [=======================================================>.........] Step: 266ms | Tot: 22s490ms | Loss: 0.588 | Acc: 80.230% (6980/8700) 87/100 [========================================================>........] Step: 267ms | Tot: 22s758ms | Loss: 0.587 | Acc: 80.227% (7060/8800) 88/100 [=========================================================>.......] Step: 272ms | Tot: 23s31ms | Loss: 0.588 | Acc: 80.236% (7141/8900) 89/100 [=========================================================>.......] Step: 267ms | Tot: 23s298ms | Loss: 0.589 | Acc: 80.233% (7221/9000) 90/100 [==========================================================>......] Step: 262ms | Tot: 23s561ms | Loss: 0.587 | Acc: 80.242% (7302/9100) 91/100 [===========================================================>.....] Step: 270ms | Tot: 23s831ms | Loss: 0.586 | Acc: 80.283% (7386/9200) 92/100 [===========================================================>.....] Step: 265ms | Tot: 24s96ms | Loss: 0.587 | Acc: 80.247% (7463/9300) 93/100 [============================================================>....] Step: 271ms | Tot: 24s368ms | Loss: 0.588 | Acc: 80.245% (7543/9400) 94/100 [=============================================================>...] Step: 264ms | Tot: 24s633ms | Loss: 0.587 | Acc: 80.232% (7622/9500) 95/100 [=============================================================>...] Step: 273ms | Tot: 24s906ms | Loss: 0.587 | Acc: 80.208% (7700/9600) 96/100 [==============================================================>..] Step: 265ms | Tot: 25s172ms | Loss: 0.587 | Acc: 80.216% (7781/9700) 97/100 [===============================================================>.] Step: 271ms | Tot: 25s444ms | Loss: 0.586 | Acc: 80.224% (7862/9800) 98/100 [===============================================================>.] Step: 265ms | Tot: 25s710ms | Loss: 0.588 | Acc: 80.172% (7937/9900) 99/100 [================================================================>] Step: 269ms | Tot: 25s979ms | Loss: 0.588 | Acc: 80.170% (8017/10000) 100/100 +Saving.. + +Epoch: 20 + [>................................................................] Step: 1s230ms | Tot: 2ms | Loss: 0.534 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 347ms | Tot: 349ms | Loss: 0.436 | Acc: 85.938% (220/256) 2/391 [>................................................................] Step: 343ms | Tot: 692ms | Loss: 0.462 | Acc: 86.198% (331/384) 3/391 [>................................................................] Step: 329ms | Tot: 1s22ms | Loss: 0.433 | Acc: 86.719% (444/512) 4/391 [>................................................................] Step: 330ms | Tot: 1s353ms | Loss: 0.444 | Acc: 85.781% (549/640) 5/391 [>................................................................] Step: 338ms | Tot: 1s691ms | Loss: 0.468 | Acc: 84.375% (648/768) 6/391 [>................................................................] Step: 329ms | Tot: 2s21ms | Loss: 0.460 | Acc: 84.487% (757/896) 7/391 [=>...............................................................] Step: 349ms | Tot: 2s370ms | Loss: 0.461 | Acc: 84.473% (865/1024) 8/391 [=>...............................................................] Step: 337ms | Tot: 2s708ms | Loss: 0.447 | Acc: 85.156% (981/1152) 9/391 [=>...............................................................] Step: 327ms | Tot: 3s35ms | Loss: 0.454 | Acc: 85.078% (1089/1280) 10/391 [=>...............................................................] Step: 329ms | Tot: 3s365ms | Loss: 0.448 | Acc: 85.298% (1201/1408) 11/391 [=>...............................................................] Step: 343ms | Tot: 3s708ms | Loss: 0.459 | Acc: 84.766% (1302/1536) 12/391 [=>...............................................................] Step: 328ms | Tot: 4s37ms | Loss: 0.462 | Acc: 84.736% (1410/1664) 13/391 [==>..............................................................] Step: 338ms | Tot: 4s375ms | Loss: 0.462 | Acc: 84.654% (1517/1792) 14/391 [==>..............................................................] Step: 340ms | Tot: 4s715ms | Loss: 0.465 | Acc: 84.271% (1618/1920) 15/391 [==>..............................................................] Step: 328ms | Tot: 5s44ms | Loss: 0.459 | Acc: 84.473% (1730/2048) 16/391 [==>..............................................................] Step: 328ms | Tot: 5s373ms | Loss: 0.453 | Acc: 84.513% (1839/2176) 17/391 [==>..............................................................] Step: 340ms | Tot: 5s713ms | Loss: 0.456 | Acc: 84.418% (1945/2304) 18/391 [==>..............................................................] Step: 328ms | Tot: 6s42ms | Loss: 0.457 | Acc: 84.375% (2052/2432) 19/391 [===>.............................................................] Step: 331ms | Tot: 6s373ms | Loss: 0.461 | Acc: 84.375% (2160/2560) 20/391 [===>.............................................................] Step: 338ms | Tot: 6s711ms | Loss: 0.463 | Acc: 84.375% (2268/2688) 21/391 [===>.............................................................] Step: 328ms | Tot: 7s40ms | Loss: 0.467 | Acc: 84.233% (2372/2816) 22/391 [===>.............................................................] Step: 330ms | Tot: 7s370ms | Loss: 0.463 | Acc: 84.341% (2483/2944) 23/391 [===>.............................................................] Step: 336ms | Tot: 7s706ms | Loss: 0.462 | Acc: 84.440% (2594/3072) 24/391 [===>.............................................................] Step: 325ms | Tot: 8s32ms | Loss: 0.462 | Acc: 84.375% (2700/3200) 25/391 [====>............................................................] Step: 327ms | Tot: 8s359ms | Loss: 0.464 | Acc: 84.225% (2803/3328) 26/391 [====>............................................................] Step: 331ms | Tot: 8s690ms | Loss: 0.469 | Acc: 83.854% (2898/3456) 27/391 [====>............................................................] Step: 362ms | Tot: 9s52ms | Loss: 0.467 | Acc: 83.817% (3004/3584) 28/391 [====>............................................................] Step: 353ms | Tot: 9s406ms | Loss: 0.471 | Acc: 83.702% (3107/3712) 29/391 [====>............................................................] Step: 334ms | Tot: 9s740ms | Loss: 0.473 | Acc: 83.750% (3216/3840) 30/391 [====>............................................................] Step: 325ms | Tot: 10s66ms | Loss: 0.474 | Acc: 83.695% (3321/3968) 31/391 [=====>...........................................................] Step: 326ms | Tot: 10s392ms | Loss: 0.476 | Acc: 83.716% (3429/4096) 32/391 [=====>...........................................................] Step: 336ms | Tot: 10s729ms | Loss: 0.478 | Acc: 83.688% (3535/4224) 33/391 [=====>...........................................................] Step: 330ms | Tot: 11s59ms | Loss: 0.478 | Acc: 83.686% (3642/4352) 34/391 [=====>...........................................................] Step: 326ms | Tot: 11s386ms | Loss: 0.478 | Acc: 83.728% (3751/4480) 35/391 [=====>...........................................................] Step: 332ms | Tot: 11s719ms | Loss: 0.481 | Acc: 83.594% (3852/4608) 36/391 [=====>...........................................................] Step: 328ms | Tot: 12s47ms | Loss: 0.481 | Acc: 83.530% (3956/4736) 37/391 [======>..........................................................] Step: 327ms | Tot: 12s375ms | Loss: 0.486 | Acc: 83.347% (4054/4864) 38/391 [======>..........................................................] Step: 352ms | Tot: 12s728ms | Loss: 0.489 | Acc: 83.153% (4151/4992) 39/391 [======>..........................................................] Step: 333ms | Tot: 13s61ms | Loss: 0.489 | Acc: 83.164% (4258/5120) 40/391 [======>..........................................................] Step: 331ms | Tot: 13s392ms | Loss: 0.487 | Acc: 83.251% (4369/5248) 41/391 [======>..........................................................] Step: 336ms | Tot: 13s729ms | Loss: 0.488 | Acc: 83.203% (4473/5376) 42/391 [======>..........................................................] Step: 333ms | Tot: 14s63ms | Loss: 0.490 | Acc: 83.158% (4577/5504) 43/391 [=======>.........................................................] Step: 327ms | Tot: 14s390ms | Loss: 0.491 | Acc: 83.079% (4679/5632) 44/391 [=======>.........................................................] Step: 334ms | Tot: 14s725ms | Loss: 0.490 | Acc: 83.056% (4784/5760) 45/391 [=======>.........................................................] Step: 324ms | Tot: 15s49ms | Loss: 0.490 | Acc: 83.050% (4890/5888) 46/391 [=======>.........................................................] Step: 325ms | Tot: 15s374ms | Loss: 0.489 | Acc: 83.078% (4998/6016) 47/391 [=======>.........................................................] Step: 334ms | Tot: 15s708ms | Loss: 0.489 | Acc: 83.057% (5103/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 16s31ms | Loss: 0.490 | Acc: 83.099% (5212/6272) 49/391 [========>........................................................] Step: 321ms | Tot: 16s352ms | Loss: 0.490 | Acc: 83.125% (5320/6400) 50/391 [========>........................................................] Step: 330ms | Tot: 16s683ms | Loss: 0.491 | Acc: 83.073% (5423/6528) 51/391 [========>........................................................] Step: 321ms | Tot: 17s4ms | Loss: 0.491 | Acc: 83.053% (5528/6656) 52/391 [========>........................................................] Step: 323ms | Tot: 17s328ms | Loss: 0.491 | Acc: 83.063% (5635/6784) 53/391 [========>........................................................] Step: 325ms | Tot: 17s653ms | Loss: 0.490 | Acc: 83.058% (5741/6912) 54/391 [========>........................................................] Step: 320ms | Tot: 17s974ms | Loss: 0.494 | Acc: 82.926% (5838/7040) 55/391 [=========>.......................................................] Step: 320ms | Tot: 18s295ms | Loss: 0.495 | Acc: 82.868% (5940/7168) 56/391 [=========>.......................................................] Step: 326ms | Tot: 18s622ms | Loss: 0.497 | Acc: 82.758% (6038/7296) 57/391 [=========>.......................................................] Step: 322ms | Tot: 18s944ms | Loss: 0.496 | Acc: 82.812% (6148/7424) 58/391 [=========>.......................................................] Step: 323ms | Tot: 19s268ms | Loss: 0.499 | Acc: 82.720% (6247/7552) 59/391 [=========>.......................................................] Step: 322ms | Tot: 19s591ms | Loss: 0.498 | Acc: 82.812% (6360/7680) 60/391 [=========>.......................................................] Step: 320ms | Tot: 19s911ms | Loss: 0.499 | Acc: 82.787% (6464/7808) 61/391 [==========>......................................................] Step: 322ms | Tot: 20s234ms | Loss: 0.500 | Acc: 82.787% (6570/7936) 62/391 [==========>......................................................] Step: 320ms | Tot: 20s554ms | Loss: 0.499 | Acc: 82.800% (6677/8064) 63/391 [==========>......................................................] Step: 322ms | Tot: 20s877ms | Loss: 0.500 | Acc: 82.812% (6784/8192) 64/391 [==========>......................................................] Step: 322ms | Tot: 21s199ms | Loss: 0.499 | Acc: 82.825% (6891/8320) 65/391 [==========>......................................................] Step: 325ms | Tot: 21s525ms | Loss: 0.499 | Acc: 82.824% (6997/8448) 66/391 [==========>......................................................] Step: 326ms | Tot: 21s851ms | Loss: 0.498 | Acc: 82.859% (7106/8576) 67/391 [===========>.....................................................] Step: 322ms | Tot: 22s173ms | Loss: 0.499 | Acc: 82.881% (7214/8704) 68/391 [===========>.....................................................] Step: 320ms | Tot: 22s493ms | Loss: 0.497 | Acc: 83.005% (7331/8832) 69/391 [===========>.....................................................] Step: 328ms | Tot: 22s822ms | Loss: 0.499 | Acc: 82.935% (7431/8960) 70/391 [===========>.....................................................] Step: 323ms | Tot: 23s145ms | Loss: 0.499 | Acc: 82.934% (7537/9088) 71/391 [===========>.....................................................] Step: 318ms | Tot: 23s464ms | Loss: 0.498 | Acc: 82.943% (7644/9216) 72/391 [===========>.....................................................] Step: 328ms | Tot: 23s792ms | Loss: 0.495 | Acc: 83.048% (7760/9344) 73/391 [============>....................................................] Step: 321ms | Tot: 24s113ms | Loss: 0.494 | Acc: 83.087% (7870/9472) 74/391 [============>....................................................] Step: 324ms | Tot: 24s438ms | Loss: 0.496 | Acc: 83.042% (7972/9600) 75/391 [============>....................................................] Step: 332ms | Tot: 24s770ms | Loss: 0.494 | Acc: 83.100% (8084/9728) 76/391 [============>....................................................] Step: 323ms | Tot: 25s93ms | Loss: 0.495 | Acc: 83.097% (8190/9856) 77/391 [============>....................................................] Step: 321ms | Tot: 25s415ms | Loss: 0.496 | Acc: 83.043% (8291/9984) 78/391 [============>....................................................] Step: 333ms | Tot: 25s749ms | Loss: 0.497 | Acc: 83.020% (8395/10112) 79/391 [=============>...................................................] Step: 319ms | Tot: 26s69ms | Loss: 0.497 | Acc: 83.057% (8505/10240) 80/391 [=============>...................................................] Step: 321ms | Tot: 26s390ms | Loss: 0.498 | Acc: 83.054% (8611/10368) 81/391 [=============>...................................................] Step: 331ms | Tot: 26s721ms | Loss: 0.498 | Acc: 83.041% (8716/10496) 82/391 [=============>...................................................] Step: 324ms | Tot: 27s46ms | Loss: 0.499 | Acc: 82.982% (8816/10624) 83/391 [=============>...................................................] Step: 326ms | Tot: 27s372ms | Loss: 0.498 | Acc: 83.045% (8929/10752) 84/391 [=============>...................................................] Step: 330ms | Tot: 27s703ms | Loss: 0.497 | Acc: 83.070% (9038/10880) 85/391 [==============>..................................................] Step: 318ms | Tot: 28s21ms | Loss: 0.497 | Acc: 83.040% (9141/11008) 86/391 [==============>..................................................] Step: 321ms | Tot: 28s343ms | Loss: 0.496 | Acc: 83.073% (9251/11136) 87/391 [==============>..................................................] Step: 326ms | Tot: 28s669ms | Loss: 0.497 | Acc: 83.034% (9353/11264) 88/391 [==============>..................................................] Step: 323ms | Tot: 28s993ms | Loss: 0.496 | Acc: 83.014% (9457/11392) 89/391 [==============>..................................................] Step: 326ms | Tot: 29s320ms | Loss: 0.496 | Acc: 83.030% (9565/11520) 90/391 [==============>..................................................] Step: 325ms | Tot: 29s645ms | Loss: 0.496 | Acc: 83.010% (9669/11648) 91/391 [===============>.................................................] Step: 321ms | Tot: 29s966ms | Loss: 0.495 | Acc: 83.059% (9781/11776) 92/391 [===============>.................................................] Step: 327ms | Tot: 30s294ms | Loss: 0.496 | Acc: 82.964% (9876/11904) 93/391 [===============>.................................................] Step: 322ms | Tot: 30s617ms | Loss: 0.497 | Acc: 82.970% (9983/12032) 94/391 [===============>.................................................] Step: 318ms | Tot: 30s935ms | Loss: 0.497 | Acc: 82.944% (10086/12160) 95/391 [===============>.................................................] Step: 319ms | Tot: 31s255ms | Loss: 0.497 | Acc: 82.926% (10190/12288) 96/391 [===============>.................................................] Step: 322ms | Tot: 31s578ms | Loss: 0.499 | Acc: 82.877% (10290/12416) 97/391 [================>................................................] Step: 323ms | Tot: 31s901ms | Loss: 0.498 | Acc: 82.924% (10402/12544) 98/391 [================>................................................] Step: 320ms | Tot: 32s222ms | Loss: 0.499 | Acc: 82.852% (10499/12672) 99/391 [================>................................................] Step: 320ms | Tot: 32s542ms | Loss: 0.498 | Acc: 82.867% (10607/12800) 100/391 [================>................................................] Step: 326ms | Tot: 32s868ms | Loss: 0.499 | Acc: 82.859% (10712/12928) 101/391 [================>................................................] Step: 324ms | Tot: 33s193ms | Loss: 0.498 | Acc: 82.851% (10817/13056) 102/391 [================>................................................] Step: 319ms | Tot: 33s513ms | Loss: 0.498 | Acc: 82.866% (10925/13184) 103/391 [=================>...............................................] Step: 328ms | Tot: 33s841ms | Loss: 0.499 | Acc: 82.843% (11028/13312) 104/391 [=================>...............................................] Step: 323ms | Tot: 34s164ms | Loss: 0.499 | Acc: 82.820% (11131/13440) 105/391 [=================>...............................................] Step: 321ms | Tot: 34s485ms | Loss: 0.499 | Acc: 82.812% (11236/13568) 106/391 [=================>...............................................] Step: 328ms | Tot: 34s814ms | Loss: 0.499 | Acc: 82.834% (11345/13696) 107/391 [=================>...............................................] Step: 320ms | Tot: 35s135ms | Loss: 0.499 | Acc: 82.856% (11454/13824) 108/391 [=================>...............................................] Step: 323ms | Tot: 35s458ms | Loss: 0.499 | Acc: 82.870% (11562/13952) 109/391 [==================>..............................................] Step: 333ms | Tot: 35s792ms | Loss: 0.501 | Acc: 82.791% (11657/14080) 110/391 [==================>..............................................] Step: 326ms | Tot: 36s118ms | Loss: 0.501 | Acc: 82.756% (11758/14208) 111/391 [==================>..............................................] Step: 318ms | Tot: 36s437ms | Loss: 0.501 | Acc: 82.736% (11861/14336) 112/391 [==================>..............................................] Step: 328ms | Tot: 36s766ms | Loss: 0.501 | Acc: 82.723% (11965/14464) 113/391 [==================>..............................................] Step: 322ms | Tot: 37s88ms | Loss: 0.504 | Acc: 82.675% (12064/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s417ms | Loss: 0.506 | Acc: 82.643% (12165/14720) 115/391 [===================>.............................................] Step: 328ms | Tot: 37s746ms | Loss: 0.505 | Acc: 82.664% (12274/14848) 116/391 [===================>.............................................] Step: 318ms | Tot: 38s65ms | Loss: 0.503 | Acc: 82.712% (12387/14976) 117/391 [===================>.............................................] Step: 320ms | Tot: 38s385ms | Loss: 0.503 | Acc: 82.720% (12494/15104) 118/391 [===================>.............................................] Step: 329ms | Tot: 38s715ms | Loss: 0.503 | Acc: 82.740% (12603/15232) 119/391 [===================>.............................................] Step: 370ms | Tot: 39s85ms | Loss: 0.503 | Acc: 82.747% (12710/15360) 120/391 [===================>.............................................] Step: 360ms | Tot: 39s445ms | Loss: 0.503 | Acc: 82.741% (12815/15488) 121/391 [====================>............................................] Step: 329ms | Tot: 39s775ms | Loss: 0.504 | Acc: 82.697% (12914/15616) 122/391 [====================>............................................] Step: 323ms | Tot: 40s98ms | Loss: 0.504 | Acc: 82.660% (13014/15744) 123/391 [====================>............................................] Step: 317ms | Tot: 40s416ms | Loss: 0.504 | Acc: 82.674% (13122/15872) 124/391 [====================>............................................] Step: 333ms | Tot: 40s749ms | Loss: 0.504 | Acc: 82.631% (13221/16000) 125/391 [====================>............................................] Step: 321ms | Tot: 41s71ms | Loss: 0.504 | Acc: 82.633% (13327/16128) 126/391 [====================>............................................] Step: 319ms | Tot: 41s390ms | Loss: 0.504 | Acc: 82.683% (13441/16256) 127/391 [=====================>...........................................] Step: 329ms | Tot: 41s720ms | Loss: 0.504 | Acc: 82.660% (13543/16384) 128/391 [=====================>...........................................] Step: 322ms | Tot: 42s42ms | Loss: 0.504 | Acc: 82.703% (13656/16512) 129/391 [=====================>...........................................] Step: 321ms | Tot: 42s363ms | Loss: 0.504 | Acc: 82.692% (13760/16640) 130/391 [=====================>...........................................] Step: 328ms | Tot: 42s692ms | Loss: 0.505 | Acc: 82.669% (13862/16768) 131/391 [=====================>...........................................] Step: 345ms | Tot: 43s37ms | Loss: 0.505 | Acc: 82.682% (13970/16896) 132/391 [=====================>...........................................] Step: 322ms | Tot: 43s360ms | Loss: 0.505 | Acc: 82.683% (14076/17024) 133/391 [======================>..........................................] Step: 333ms | Tot: 43s694ms | Loss: 0.505 | Acc: 82.673% (14180/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 44s19ms | Loss: 0.505 | Acc: 82.674% (14286/17280) 135/391 [======================>..........................................] Step: 329ms | Tot: 44s348ms | Loss: 0.505 | Acc: 82.663% (14390/17408) 136/391 [======================>..........................................] Step: 332ms | Tot: 44s681ms | Loss: 0.505 | Acc: 82.653% (14494/17536) 137/391 [======================>..........................................] Step: 329ms | Tot: 45s10ms | Loss: 0.506 | Acc: 82.637% (14597/17664) 138/391 [======================>..........................................] Step: 328ms | Tot: 45s338ms | Loss: 0.505 | Acc: 82.627% (14701/17792) 139/391 [=======================>.........................................] Step: 334ms | Tot: 45s672ms | Loss: 0.506 | Acc: 82.617% (14805/17920) 140/391 [=======================>.........................................] Step: 320ms | Tot: 45s993ms | Loss: 0.505 | Acc: 82.630% (14913/18048) 141/391 [=======================>.........................................] Step: 320ms | Tot: 46s314ms | Loss: 0.505 | Acc: 82.620% (15017/18176) 142/391 [=======================>.........................................] Step: 322ms | Tot: 46s637ms | Loss: 0.505 | Acc: 82.654% (15129/18304) 143/391 [=======================>.........................................] Step: 317ms | Tot: 46s954ms | Loss: 0.506 | Acc: 82.617% (15228/18432) 144/391 [=======================>.........................................] Step: 321ms | Tot: 47s276ms | Loss: 0.506 | Acc: 82.608% (15332/18560) 145/391 [========================>........................................] Step: 321ms | Tot: 47s598ms | Loss: 0.506 | Acc: 82.588% (15434/18688) 146/391 [========================>........................................] Step: 323ms | Tot: 47s921ms | Loss: 0.507 | Acc: 82.584% (15539/18816) 147/391 [========================>........................................] Step: 321ms | Tot: 48s243ms | Loss: 0.506 | Acc: 82.638% (15655/18944) 148/391 [========================>........................................] Step: 321ms | Tot: 48s564ms | Loss: 0.504 | Acc: 82.681% (15769/19072) 149/391 [========================>........................................] Step: 325ms | Tot: 48s889ms | Loss: 0.503 | Acc: 82.708% (15880/19200) 150/391 [========================>........................................] Step: 322ms | Tot: 49s212ms | Loss: 0.504 | Acc: 82.683% (15981/19328) 151/391 [=========================>.......................................] Step: 322ms | Tot: 49s534ms | Loss: 0.505 | Acc: 82.638% (16078/19456) 152/391 [=========================>.......................................] Step: 326ms | Tot: 49s861ms | Loss: 0.504 | Acc: 82.644% (16185/19584) 153/391 [=========================>.......................................] Step: 324ms | Tot: 50s185ms | Loss: 0.504 | Acc: 82.640% (16290/19712) 154/391 [=========================>.......................................] Step: 321ms | Tot: 50s506ms | Loss: 0.504 | Acc: 82.636% (16395/19840) 155/391 [=========================>.......................................] Step: 329ms | Tot: 50s836ms | Loss: 0.504 | Acc: 82.627% (16499/19968) 156/391 [=========================>.......................................] Step: 321ms | Tot: 51s157ms | Loss: 0.504 | Acc: 82.643% (16608/20096) 157/391 [==========================>......................................] Step: 318ms | Tot: 51s475ms | Loss: 0.504 | Acc: 82.615% (16708/20224) 158/391 [==========================>......................................] Step: 328ms | Tot: 51s804ms | Loss: 0.506 | Acc: 82.532% (16797/20352) 159/391 [==========================>......................................] Step: 321ms | Tot: 52s125ms | Loss: 0.506 | Acc: 82.524% (16901/20480) 160/391 [==========================>......................................] Step: 319ms | Tot: 52s444ms | Loss: 0.506 | Acc: 82.526% (17007/20608) 161/391 [==========================>......................................] Step: 327ms | Tot: 52s772ms | Loss: 0.506 | Acc: 82.538% (17115/20736) 162/391 [==========================>......................................] Step: 321ms | Tot: 53s93ms | Loss: 0.507 | Acc: 82.506% (17214/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 53s418ms | Loss: 0.506 | Acc: 82.536% (17326/20992) 164/391 [===========================>.....................................] Step: 331ms | Tot: 53s750ms | Loss: 0.506 | Acc: 82.547% (17434/21120) 165/391 [===========================>.....................................] Step: 319ms | Tot: 54s70ms | Loss: 0.506 | Acc: 82.554% (17541/21248) 166/391 [===========================>.....................................] Step: 321ms | Tot: 54s392ms | Loss: 0.505 | Acc: 82.555% (17647/21376) 167/391 [===========================>.....................................] Step: 328ms | Tot: 54s720ms | Loss: 0.506 | Acc: 82.524% (17746/21504) 168/391 [===========================>.....................................] Step: 321ms | Tot: 55s42ms | Loss: 0.506 | Acc: 82.521% (17851/21632) 169/391 [============================>....................................] Step: 324ms | Tot: 55s366ms | Loss: 0.505 | Acc: 82.555% (17964/21760) 170/391 [============================>....................................] Step: 333ms | Tot: 55s699ms | Loss: 0.506 | Acc: 82.557% (18070/21888) 171/391 [============================>....................................] Step: 322ms | Tot: 56s21ms | Loss: 0.507 | Acc: 82.513% (18166/22016) 172/391 [============================>....................................] Step: 326ms | Tot: 56s348ms | Loss: 0.507 | Acc: 82.523% (18274/22144) 173/391 [============================>....................................] Step: 329ms | Tot: 56s677ms | Loss: 0.507 | Acc: 82.530% (18381/22272) 174/391 [============================>....................................] Step: 322ms | Tot: 56s999ms | Loss: 0.506 | Acc: 82.536% (18488/22400) 175/391 [=============================>...................................] Step: 324ms | Tot: 57s324ms | Loss: 0.506 | Acc: 82.546% (18596/22528) 176/391 [=============================>...................................] Step: 324ms | Tot: 57s649ms | Loss: 0.506 | Acc: 82.548% (18702/22656) 177/391 [=============================>...................................] Step: 325ms | Tot: 57s975ms | Loss: 0.506 | Acc: 82.549% (18808/22784) 178/391 [=============================>...................................] Step: 324ms | Tot: 58s299ms | Loss: 0.506 | Acc: 82.533% (18910/22912) 179/391 [=============================>...................................] Step: 325ms | Tot: 58s624ms | Loss: 0.506 | Acc: 82.556% (19021/23040) 180/391 [=============================>...................................] Step: 319ms | Tot: 58s944ms | Loss: 0.506 | Acc: 82.554% (19126/23168) 181/391 [==============================>..................................] Step: 327ms | Tot: 59s272ms | Loss: 0.506 | Acc: 82.555% (19232/23296) 182/391 [==============================>..................................] Step: 325ms | Tot: 59s598ms | Loss: 0.506 | Acc: 82.565% (19340/23424) 183/391 [==============================>..................................] Step: 322ms | Tot: 59s920ms | Loss: 0.505 | Acc: 82.579% (19449/23552) 184/391 [==============================>..................................] Step: 323ms | Tot: 1m243ms | Loss: 0.505 | Acc: 82.589% (19557/23680) 185/391 [==============================>..................................] Step: 322ms | Tot: 1m566ms | Loss: 0.504 | Acc: 82.623% (19671/23808) 186/391 [==============================>..................................] Step: 326ms | Tot: 1m892ms | Loss: 0.505 | Acc: 82.604% (19772/23936) 187/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.504 | Acc: 82.630% (19884/24064) 188/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.503 | Acc: 82.635% (19991/24192) 189/391 [===============================>.................................] Step: 327ms | Tot: 1m1s | Loss: 0.504 | Acc: 82.627% (20095/24320) 190/391 [===============================>.................................] Step: 328ms | Tot: 1m2s | Loss: 0.503 | Acc: 82.653% (20207/24448) 191/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.502 | Acc: 82.670% (20317/24576) 192/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.502 | Acc: 82.683% (20426/24704) 193/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.704% (20537/24832) 194/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.700% (20642/24960) 195/391 [================================>................................] Step: 327ms | Tot: 1m3s | Loss: 0.501 | Acc: 82.693% (20746/25088) 196/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.501 | Acc: 82.694% (20852/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.501 | Acc: 82.702% (20960/25344) 198/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.501 | Acc: 82.714% (21069/25472) 199/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.501 | Acc: 82.711% (21174/25600) 200/391 [=================================>...............................] Step: 319ms | Tot: 1m5s | Loss: 0.500 | Acc: 82.739% (21287/25728) 201/391 [=================================>...............................] Step: 328ms | Tot: 1m5s | Loss: 0.501 | Acc: 82.739% (21393/25856) 202/391 [=================================>...............................] Step: 321ms | Tot: 1m6s | Loss: 0.501 | Acc: 82.701% (21489/25984) 203/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.500 | Acc: 82.728% (21602/26112) 204/391 [=================================>...............................] Step: 330ms | Tot: 1m6s | Loss: 0.501 | Acc: 82.706% (21702/26240) 205/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 0.501 | Acc: 82.680% (21801/26368) 206/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.501 | Acc: 82.696% (21911/26496) 207/391 [==================================>..............................] Step: 328ms | Tot: 1m7s | Loss: 0.502 | Acc: 82.659% (22007/26624) 208/391 [==================================>..............................] Step: 323ms | Tot: 1m8s | Loss: 0.501 | Acc: 82.670% (22116/26752) 209/391 [==================================>..............................] Step: 323ms | Tot: 1m8s | Loss: 0.502 | Acc: 82.641% (22214/26880) 210/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 0.501 | Acc: 82.642% (22320/27008) 211/391 [===================================>.............................] Step: 368ms | Tot: 1m9s | Loss: 0.501 | Acc: 82.654% (22429/27136) 212/391 [===================================>.............................] Step: 359ms | Tot: 1m9s | Loss: 0.502 | Acc: 82.625% (22527/27264) 213/391 [===================================>.............................] Step: 334ms | Tot: 1m9s | Loss: 0.503 | Acc: 82.601% (22626/27392) 214/391 [===================================>.............................] Step: 321ms | Tot: 1m10s | Loss: 0.503 | Acc: 82.602% (22732/27520) 215/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.503 | Acc: 82.603% (22838/27648) 216/391 [===================================>.............................] Step: 332ms | Tot: 1m10s | Loss: 0.503 | Acc: 82.600% (22943/27776) 217/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.503 | Acc: 82.601% (23049/27904) 218/391 [====================================>............................] Step: 317ms | Tot: 1m11s | Loss: 0.502 | Acc: 82.613% (23158/28032) 219/391 [====================================>............................] Step: 329ms | Tot: 1m11s | Loss: 0.503 | Acc: 82.596% (23259/28160) 220/391 [====================================>............................] Step: 319ms | Tot: 1m12s | Loss: 0.504 | Acc: 82.569% (23357/28288) 221/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.504 | Acc: 82.577% (23465/28416) 222/391 [====================================>............................] Step: 339ms | Tot: 1m12s | Loss: 0.504 | Acc: 82.564% (23567/28544) 223/391 [=====================================>...........................] Step: 320ms | Tot: 1m13s | Loss: 0.505 | Acc: 82.527% (23662/28672) 224/391 [=====================================>...........................] Step: 331ms | Tot: 1m13s | Loss: 0.505 | Acc: 82.507% (23762/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.505 | Acc: 82.512% (23869/28928) 226/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 0.505 | Acc: 82.496% (23970/29056) 227/391 [=====================================>...........................] Step: 330ms | Tot: 1m14s | Loss: 0.505 | Acc: 82.508% (24079/29184) 228/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 0.505 | Acc: 82.519% (24188/29312) 229/391 [======================================>..........................] Step: 323ms | Tot: 1m14s | Loss: 0.505 | Acc: 82.507% (24290/29440) 230/391 [======================================>..........................] Step: 324ms | Tot: 1m15s | Loss: 0.505 | Acc: 82.522% (24400/29568) 231/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.505 | Acc: 82.526% (24507/29696) 232/391 [======================================>..........................] Step: 324ms | Tot: 1m15s | Loss: 0.505 | Acc: 82.538% (24616/29824) 233/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.505 | Acc: 82.539% (24722/29952) 234/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.506 | Acc: 82.510% (24819/30080) 235/391 [=======================================>.........................] Step: 325ms | Tot: 1m16s | Loss: 0.506 | Acc: 82.508% (24924/30208) 236/391 [=======================================>.........................] Step: 322ms | Tot: 1m17s | Loss: 0.506 | Acc: 82.499% (25027/30336) 237/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.506 | Acc: 82.494% (25131/30464) 238/391 [=======================================>.........................] Step: 327ms | Tot: 1m17s | Loss: 0.506 | Acc: 82.505% (25240/30592) 239/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.506 | Acc: 82.516% (25349/30720) 240/391 [=======================================>.........................] Step: 320ms | Tot: 1m18s | Loss: 0.506 | Acc: 82.521% (25456/30848) 241/391 [========================================>........................] Step: 322ms | Tot: 1m18s | Loss: 0.506 | Acc: 82.509% (25558/30976) 242/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.506 | Acc: 82.530% (25670/31104) 243/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.506 | Acc: 82.524% (25774/31232) 244/391 [========================================>........................] Step: 328ms | Tot: 1m19s | Loss: 0.508 | Acc: 82.494% (25870/31360) 245/391 [========================================>........................] Step: 318ms | Tot: 1m20s | Loss: 0.508 | Acc: 82.473% (25969/31488) 246/391 [========================================>........................] Step: 319ms | Tot: 1m20s | Loss: 0.509 | Acc: 82.442% (26065/31616) 247/391 [=========================================>.......................] Step: 325ms | Tot: 1m20s | Loss: 0.508 | Acc: 82.444% (26171/31744) 248/391 [=========================================>.......................] Step: 320ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.445% (26277/31872) 249/391 [=========================================>.......................] Step: 320ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.422% (26375/32000) 250/391 [=========================================>.......................] Step: 328ms | Tot: 1m21s | Loss: 0.509 | Acc: 82.423% (26481/32128) 251/391 [=========================================>.......................] Step: 318ms | Tot: 1m22s | Loss: 0.509 | Acc: 82.444% (26593/32256) 252/391 [=========================================>.......................] Step: 318ms | Tot: 1m22s | Loss: 0.509 | Acc: 82.411% (26688/32384) 253/391 [==========================================>......................] Step: 334ms | Tot: 1m22s | Loss: 0.510 | Acc: 82.400% (26790/32512) 254/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.510 | Acc: 82.384% (26890/32640) 255/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.510 | Acc: 82.361% (26988/32768) 256/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.510 | Acc: 82.360% (27093/32896) 257/391 [==========================================>......................] Step: 317ms | Tot: 1m24s | Loss: 0.511 | Acc: 82.337% (27191/33024) 258/391 [==========================================>......................] Step: 320ms | Tot: 1m24s | Loss: 0.511 | Acc: 82.351% (27301/33152) 259/391 [===========================================>.....................] Step: 331ms | Tot: 1m24s | Loss: 0.511 | Acc: 82.326% (27398/33280) 260/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.328% (27504/33408) 261/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.332% (27611/33536) 262/391 [===========================================>.....................] Step: 330ms | Tot: 1m25s | Loss: 0.511 | Acc: 82.322% (27713/33664) 263/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.513 | Acc: 82.286% (27806/33792) 264/391 [===========================================>.....................] Step: 318ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.297% (27915/33920) 265/391 [============================================>....................] Step: 326ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.319% (28028/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m26s | Loss: 0.512 | Acc: 82.327% (28136/34176) 267/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.512 | Acc: 82.326% (28241/34304) 268/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.512 | Acc: 82.316% (28343/34432) 269/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.513 | Acc: 82.303% (28444/34560) 270/391 [============================================>....................] Step: 319ms | Tot: 1m28s | Loss: 0.513 | Acc: 82.294% (28546/34688) 271/391 [=============================================>...................] Step: 322ms | Tot: 1m28s | Loss: 0.513 | Acc: 82.313% (28658/34816) 272/391 [=============================================>...................] Step: 324ms | Tot: 1m28s | Loss: 0.513 | Acc: 82.309% (28762/34944) 273/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.513 | Acc: 82.299% (28864/35072) 274/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.514 | Acc: 82.278% (28962/35200) 275/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.514 | Acc: 82.266% (29063/35328) 276/391 [=============================================>...................] Step: 324ms | Tot: 1m30s | Loss: 0.514 | Acc: 82.265% (29168/35456) 277/391 [==============================================>..................] Step: 320ms | Tot: 1m30s | Loss: 0.514 | Acc: 82.262% (29272/35584) 278/391 [==============================================>..................] Step: 326ms | Tot: 1m30s | Loss: 0.514 | Acc: 82.264% (29378/35712) 279/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.514 | Acc: 82.243% (29476/35840) 280/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.514 | Acc: 82.245% (29582/35968) 281/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.514 | Acc: 82.256% (29691/36096) 282/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 0.515 | Acc: 82.244% (29792/36224) 283/391 [===============================================>.................] Step: 321ms | Tot: 1m32s | Loss: 0.514 | Acc: 82.249% (29899/36352) 284/391 [===============================================>.................] Step: 329ms | Tot: 1m32s | Loss: 0.514 | Acc: 82.251% (30005/36480) 285/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 0.514 | Acc: 82.258% (30113/36608) 286/391 [===============================================>.................] Step: 322ms | Tot: 1m33s | Loss: 0.514 | Acc: 82.249% (30215/36736) 287/391 [===============================================>.................] Step: 331ms | Tot: 1m33s | Loss: 0.514 | Acc: 82.265% (30326/36864) 288/391 [===============================================>.................] Step: 322ms | Tot: 1m34s | Loss: 0.514 | Acc: 82.272% (30434/36992) 289/391 [================================================>................] Step: 326ms | Tot: 1m34s | Loss: 0.514 | Acc: 82.247% (30530/37120) 290/391 [================================================>................] Step: 330ms | Tot: 1m34s | Loss: 0.514 | Acc: 82.238% (30632/37248) 291/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.514 | Acc: 82.243% (30739/37376) 292/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.514 | Acc: 82.234% (30841/37504) 293/391 [================================================>................] Step: 331ms | Tot: 1m35s | Loss: 0.514 | Acc: 82.246% (30951/37632) 294/391 [================================================>................] Step: 323ms | Tot: 1m36s | Loss: 0.514 | Acc: 82.256% (31060/37760) 295/391 [=================================================>...............] Step: 321ms | Tot: 1m36s | Loss: 0.513 | Acc: 82.271% (31171/37888) 296/391 [=================================================>...............] Step: 330ms | Tot: 1m36s | Loss: 0.513 | Acc: 82.265% (31274/38016) 297/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 0.513 | Acc: 82.265% (31379/38144) 298/391 [=================================================>...............] Step: 328ms | Tot: 1m37s | Loss: 0.514 | Acc: 82.251% (31479/38272) 299/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.514 | Acc: 82.247% (31583/38400) 300/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 0.513 | Acc: 82.260% (31693/38528) 301/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.513 | Acc: 82.264% (31800/38656) 302/391 [==================================================>..............] Step: 325ms | Tot: 1m38s | Loss: 0.513 | Acc: 82.266% (31906/38784) 303/391 [==================================================>..............] Step: 374ms | Tot: 1m39s | Loss: 0.513 | Acc: 82.265% (32011/38912) 304/391 [==================================================>..............] Step: 367ms | Tot: 1m39s | Loss: 0.513 | Acc: 82.259% (32114/39040) 305/391 [==================================================>..............] Step: 330ms | Tot: 1m39s | Loss: 0.513 | Acc: 82.271% (32224/39168) 306/391 [==================================================>..............] Step: 321ms | Tot: 1m40s | Loss: 0.513 | Acc: 82.258% (32324/39296) 307/391 [===================================================>.............] Step: 325ms | Tot: 1m40s | Loss: 0.513 | Acc: 82.272% (32435/39424) 308/391 [===================================================>.............] Step: 331ms | Tot: 1m40s | Loss: 0.513 | Acc: 82.284% (32545/39552) 309/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.513 | Acc: 82.286% (32651/39680) 310/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.513 | Acc: 82.282% (32755/39808) 311/391 [===================================================>.............] Step: 330ms | Tot: 1m41s | Loss: 0.513 | Acc: 82.287% (32862/39936) 312/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.513 | Acc: 82.276% (32963/40064) 313/391 [====================================================>............] Step: 327ms | Tot: 1m42s | Loss: 0.513 | Acc: 82.283% (33071/40192) 314/391 [====================================================>............] Step: 327ms | Tot: 1m42s | Loss: 0.514 | Acc: 82.277% (33174/40320) 315/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.513 | Acc: 82.286% (33283/40448) 316/391 [====================================================>............] Step: 329ms | Tot: 1m43s | Loss: 0.514 | Acc: 82.290% (33390/40576) 317/391 [====================================================>............] Step: 341ms | Tot: 1m43s | Loss: 0.513 | Acc: 82.301% (33500/40704) 318/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.513 | Acc: 82.315% (33611/40832) 319/391 [=====================================================>...........] Step: 329ms | Tot: 1m44s | Loss: 0.512 | Acc: 82.329% (33722/40960) 320/391 [=====================================================>...........] Step: 333ms | Tot: 1m44s | Loss: 0.512 | Acc: 82.343% (33833/41088) 321/391 [=====================================================>...........] Step: 325ms | Tot: 1m44s | Loss: 0.512 | Acc: 82.349% (33941/41216) 322/391 [=====================================================>...........] Step: 325ms | Tot: 1m45s | Loss: 0.512 | Acc: 82.358% (34050/41344) 323/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.513 | Acc: 82.340% (34148/41472) 324/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 0.513 | Acc: 82.329% (34249/41600) 325/391 [======================================================>..........] Step: 327ms | Tot: 1m46s | Loss: 0.513 | Acc: 82.336% (34357/41728) 326/391 [======================================================>..........] Step: 323ms | Tot: 1m46s | Loss: 0.513 | Acc: 82.339% (34464/41856) 327/391 [======================================================>..........] Step: 325ms | Tot: 1m46s | Loss: 0.513 | Acc: 82.324% (34563/41984) 328/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.513 | Acc: 82.330% (34671/42112) 329/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.513 | Acc: 82.332% (34777/42240) 330/391 [======================================================>..........] Step: 337ms | Tot: 1m47s | Loss: 0.513 | Acc: 82.326% (34880/42368) 331/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.513 | Acc: 82.304% (34976/42496) 332/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.512 | Acc: 82.339% (35096/42624) 333/391 [=======================================================>.........] Step: 332ms | Tot: 1m48s | Loss: 0.512 | Acc: 82.352% (35207/42752) 334/391 [=======================================================>.........] Step: 333ms | Tot: 1m49s | Loss: 0.512 | Acc: 82.362% (35317/42880) 335/391 [=======================================================>.........] Step: 332ms | Tot: 1m49s | Loss: 0.512 | Acc: 82.366% (35424/43008) 336/391 [=======================================================>.........] Step: 339ms | Tot: 1m49s | Loss: 0.511 | Acc: 82.360% (35527/43136) 337/391 [========================================================>........] Step: 331ms | Tot: 1m50s | Loss: 0.511 | Acc: 82.355% (35630/43264) 338/391 [========================================================>........] Step: 325ms | Tot: 1m50s | Loss: 0.512 | Acc: 82.356% (35736/43392) 339/391 [========================================================>........] Step: 328ms | Tot: 1m50s | Loss: 0.512 | Acc: 82.358% (35842/43520) 340/391 [========================================================>........] Step: 330ms | Tot: 1m51s | Loss: 0.512 | Acc: 82.345% (35942/43648) 341/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.512 | Acc: 82.340% (36045/43776) 342/391 [========================================================>........] Step: 329ms | Tot: 1m51s | Loss: 0.512 | Acc: 82.330% (36146/43904) 343/391 [=========================================================>.......] Step: 327ms | Tot: 1m52s | Loss: 0.512 | Acc: 82.331% (36252/44032) 344/391 [=========================================================>.......] Step: 324ms | Tot: 1m52s | Loss: 0.512 | Acc: 82.319% (36352/44160) 345/391 [=========================================================>.......] Step: 333ms | Tot: 1m52s | Loss: 0.512 | Acc: 82.318% (36457/44288) 346/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.512 | Acc: 82.317% (36562/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m53s | Loss: 0.512 | Acc: 82.323% (36670/44544) 348/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.512 | Acc: 82.324% (36776/44672) 349/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.512 | Acc: 82.328% (36883/44800) 350/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.512 | Acc: 82.338% (36993/44928) 351/391 [==========================================================>......] Step: 333ms | Tot: 1m54s | Loss: 0.511 | Acc: 82.351% (37104/45056) 352/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 0.511 | Acc: 82.361% (37214/45184) 353/391 [==========================================================>......] Step: 327ms | Tot: 1m55s | Loss: 0.511 | Acc: 82.367% (37322/45312) 354/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 0.511 | Acc: 82.368% (37428/45440) 355/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.511 | Acc: 82.363% (37531/45568) 356/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.511 | Acc: 82.368% (37639/45696) 357/391 [===========================================================>.....] Step: 332ms | Tot: 1m56s | Loss: 0.511 | Acc: 82.367% (37744/45824) 358/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.511 | Acc: 82.379% (37855/45952) 359/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.511 | Acc: 82.387% (37964/46080) 360/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.511 | Acc: 82.395% (38073/46208) 361/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 0.511 | Acc: 82.413% (38187/46336) 362/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.511 | Acc: 82.423% (38297/46464) 363/391 [============================================================>....] Step: 331ms | Tot: 1m58s | Loss: 0.511 | Acc: 82.418% (38400/46592) 364/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.510 | Acc: 82.425% (38509/46720) 365/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.511 | Acc: 82.418% (38611/46848) 366/391 [============================================================>....] Step: 340ms | Tot: 1m59s | Loss: 0.511 | Acc: 82.412% (38714/46976) 367/391 [=============================================================>...] Step: 332ms | Tot: 2m48ms | Loss: 0.510 | Acc: 82.422% (38824/47104) 368/391 [=============================================================>...] Step: 331ms | Tot: 2m380ms | Loss: 0.510 | Acc: 82.429% (38933/47232) 369/391 [=============================================================>...] Step: 337ms | Tot: 2m717ms | Loss: 0.510 | Acc: 82.441% (39044/47360) 370/391 [=============================================================>...] Step: 336ms | Tot: 2m1s | Loss: 0.510 | Acc: 82.446% (39152/47488) 371/391 [=============================================================>...] Step: 330ms | Tot: 2m1s | Loss: 0.510 | Acc: 82.447% (39258/47616) 372/391 [=============================================================>...] Step: 337ms | Tot: 2m1s | Loss: 0.509 | Acc: 82.442% (39361/47744) 373/391 [==============================================================>..] Step: 330ms | Tot: 2m2s | Loss: 0.509 | Acc: 82.434% (39463/47872) 374/391 [==============================================================>..] Step: 332ms | Tot: 2m2s | Loss: 0.509 | Acc: 82.444% (39573/48000) 375/391 [==============================================================>..] Step: 332ms | Tot: 2m2s | Loss: 0.509 | Acc: 82.426% (39670/48128) 376/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 0.509 | Acc: 82.439% (39782/48256) 377/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 0.509 | Acc: 82.443% (39889/48384) 378/391 [==============================================================>..] Step: 330ms | Tot: 2m3s | Loss: 0.509 | Acc: 82.452% (39999/48512) 379/391 [===============================================================>.] Step: 325ms | Tot: 2m4s | Loss: 0.509 | Acc: 82.438% (40098/48640) 380/391 [===============================================================>.] Step: 325ms | Tot: 2m4s | Loss: 0.509 | Acc: 82.448% (40208/48768) 381/391 [===============================================================>.] Step: 335ms | Tot: 2m4s | Loss: 0.509 | Acc: 82.457% (40318/48896) 382/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.509 | Acc: 82.451% (40421/49024) 383/391 [===============================================================>.] Step: 318ms | Tot: 2m5s | Loss: 0.509 | Acc: 82.448% (40525/49152) 384/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.508 | Acc: 82.468% (40640/49280) 385/391 [================================================================>] Step: 316ms | Tot: 2m5s | Loss: 0.508 | Acc: 82.458% (40741/49408) 386/391 [================================================================>] Step: 315ms | Tot: 2m6s | Loss: 0.508 | Acc: 82.459% (40847/49536) 387/391 [================================================================>] Step: 314ms | Tot: 2m6s | Loss: 0.508 | Acc: 82.462% (40954/49664) 388/391 [================================================================>] Step: 322ms | Tot: 2m6s | Loss: 0.509 | Acc: 82.463% (41060/49792) 389/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.508 | Acc: 82.468% (41168/49920) 390/391 [================================================================>] Step: 304ms | Tot: 2m7s | Loss: 0.508 | Acc: 82.476% (41238/50000) 391/391 + [>................................................................] Step: 885ms | Tot: 2ms | Loss: 0.575 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 271ms | Tot: 273ms | Loss: 0.582 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 300ms | Tot: 574ms | Loss: 0.574 | Acc: 80.333% (241/300) 3/100 [=>...............................................................] Step: 300ms | Tot: 874ms | Loss: 0.621 | Acc: 78.750% (315/400) 4/100 [==>..............................................................] Step: 257ms | Tot: 1s132ms | Loss: 0.632 | Acc: 78.000% (390/500) 5/100 [===>.............................................................] Step: 262ms | Tot: 1s394ms | Loss: 0.611 | Acc: 79.167% (475/600) 6/100 [===>.............................................................] Step: 264ms | Tot: 1s659ms | Loss: 0.600 | Acc: 79.714% (558/700) 7/100 [====>............................................................] Step: 254ms | Tot: 1s913ms | Loss: 0.628 | Acc: 79.250% (634/800) 8/100 [=====>...........................................................] Step: 260ms | Tot: 2s174ms | Loss: 0.638 | Acc: 79.111% (712/900) 9/100 [=====>...........................................................] Step: 259ms | Tot: 2s433ms | Loss: 0.647 | Acc: 78.600% (786/1000) 10/100 [======>..........................................................] Step: 256ms | Tot: 2s690ms | Loss: 0.651 | Acc: 78.273% (861/1100) 11/100 [=======>.........................................................] Step: 255ms | Tot: 2s945ms | Loss: 0.647 | Acc: 78.167% (938/1200) 12/100 [=======>.........................................................] Step: 262ms | Tot: 3s208ms | Loss: 0.645 | Acc: 78.154% (1016/1300) 13/100 [========>........................................................] Step: 254ms | Tot: 3s463ms | Loss: 0.647 | Acc: 78.214% (1095/1400) 14/100 [=========>.......................................................] Step: 256ms | Tot: 3s720ms | Loss: 0.643 | Acc: 78.467% (1177/1500) 15/100 [=========>.......................................................] Step: 256ms | Tot: 3s976ms | Loss: 0.644 | Acc: 78.562% (1257/1600) 16/100 [==========>......................................................] Step: 263ms | Tot: 4s240ms | Loss: 0.637 | Acc: 78.706% (1338/1700) 17/100 [===========>.....................................................] Step: 257ms | Tot: 4s497ms | Loss: 0.643 | Acc: 78.556% (1414/1800) 18/100 [===========>.....................................................] Step: 259ms | Tot: 4s757ms | Loss: 0.646 | Acc: 78.368% (1489/1900) 19/100 [============>....................................................] Step: 255ms | Tot: 5s12ms | Loss: 0.662 | Acc: 77.950% (1559/2000) 20/100 [=============>...................................................] Step: 277ms | Tot: 5s289ms | Loss: 0.656 | Acc: 78.048% (1639/2100) 21/100 [=============>...................................................] Step: 265ms | Tot: 5s555ms | Loss: 0.657 | Acc: 78.091% (1718/2200) 22/100 [==============>..................................................] Step: 257ms | Tot: 5s813ms | Loss: 0.668 | Acc: 77.870% (1791/2300) 23/100 [==============>..................................................] Step: 261ms | Tot: 6s74ms | Loss: 0.665 | Acc: 78.042% (1873/2400) 24/100 [===============>.................................................] Step: 274ms | Tot: 6s349ms | Loss: 0.665 | Acc: 78.000% (1950/2500) 25/100 [================>................................................] Step: 259ms | Tot: 6s608ms | Loss: 0.672 | Acc: 77.692% (2020/2600) 26/100 [================>................................................] Step: 262ms | Tot: 6s871ms | Loss: 0.665 | Acc: 77.963% (2105/2700) 27/100 [=================>...............................................] Step: 276ms | Tot: 7s148ms | Loss: 0.667 | Acc: 77.964% (2183/2800) 28/100 [==================>..............................................] Step: 261ms | Tot: 7s409ms | Loss: 0.664 | Acc: 78.069% (2264/2900) 29/100 [==================>..............................................] Step: 258ms | Tot: 7s668ms | Loss: 0.661 | Acc: 78.133% (2344/3000) 30/100 [===================>.............................................] Step: 257ms | Tot: 7s926ms | Loss: 0.665 | Acc: 78.065% (2420/3100) 31/100 [====================>............................................] Step: 261ms | Tot: 8s188ms | Loss: 0.663 | Acc: 78.156% (2501/3200) 32/100 [====================>............................................] Step: 258ms | Tot: 8s446ms | Loss: 0.667 | Acc: 77.970% (2573/3300) 33/100 [=====================>...........................................] Step: 260ms | Tot: 8s706ms | Loss: 0.668 | Acc: 77.882% (2648/3400) 34/100 [======================>..........................................] Step: 261ms | Tot: 8s968ms | Loss: 0.677 | Acc: 77.771% (2722/3500) 35/100 [======================>..........................................] Step: 265ms | Tot: 9s233ms | Loss: 0.675 | Acc: 77.944% (2806/3600) 36/100 [=======================>.........................................] Step: 256ms | Tot: 9s490ms | Loss: 0.676 | Acc: 77.865% (2881/3700) 37/100 [========================>........................................] Step: 259ms | Tot: 9s749ms | Loss: 0.677 | Acc: 77.842% (2958/3800) 38/100 [========================>........................................] Step: 257ms | Tot: 10s6ms | Loss: 0.673 | Acc: 77.923% (3039/3900) 39/100 [=========================>.......................................] Step: 268ms | Tot: 10s275ms | Loss: 0.669 | Acc: 78.150% (3126/4000) 40/100 [==========================>......................................] Step: 260ms | Tot: 10s535ms | Loss: 0.667 | Acc: 78.268% (3209/4100) 41/100 [==========================>......................................] Step: 260ms | Tot: 10s796ms | Loss: 0.671 | Acc: 78.262% (3287/4200) 42/100 [===========================>.....................................] Step: 259ms | Tot: 11s56ms | Loss: 0.670 | Acc: 78.279% (3366/4300) 43/100 [===========================>.....................................] Step: 272ms | Tot: 11s328ms | Loss: 0.671 | Acc: 78.273% (3444/4400) 44/100 [============================>....................................] Step: 259ms | Tot: 11s588ms | Loss: 0.671 | Acc: 78.200% (3519/4500) 45/100 [=============================>...................................] Step: 261ms | Tot: 11s849ms | Loss: 0.672 | Acc: 78.152% (3595/4600) 46/100 [=============================>...................................] Step: 262ms | Tot: 12s111ms | Loss: 0.671 | Acc: 78.128% (3672/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s380ms | Loss: 0.673 | Acc: 78.083% (3748/4800) 48/100 [===============================>.................................] Step: 260ms | Tot: 12s640ms | Loss: 0.669 | Acc: 78.245% (3834/4900) 49/100 [===============================>.................................] Step: 259ms | Tot: 12s899ms | Loss: 0.671 | Acc: 78.200% (3910/5000) 50/100 [================================>................................] Step: 262ms | Tot: 13s162ms | Loss: 0.671 | Acc: 78.216% (3989/5100) 51/100 [=================================>...............................] Step: 264ms | Tot: 13s426ms | Loss: 0.670 | Acc: 78.173% (4065/5200) 52/100 [=================================>...............................] Step: 263ms | Tot: 13s690ms | Loss: 0.669 | Acc: 78.226% (4146/5300) 53/100 [==================================>..............................] Step: 263ms | Tot: 13s954ms | Loss: 0.664 | Acc: 78.407% (4234/5400) 54/100 [===================================>.............................] Step: 270ms | Tot: 14s225ms | Loss: 0.662 | Acc: 78.582% (4322/5500) 55/100 [===================================>.............................] Step: 263ms | Tot: 14s488ms | Loss: 0.663 | Acc: 78.607% (4402/5600) 56/100 [====================================>............................] Step: 261ms | Tot: 14s750ms | Loss: 0.664 | Acc: 78.667% (4484/5700) 57/100 [=====================================>...........................] Step: 257ms | Tot: 15s8ms | Loss: 0.663 | Acc: 78.655% (4562/5800) 58/100 [=====================================>...........................] Step: 267ms | Tot: 15s275ms | Loss: 0.664 | Acc: 78.593% (4637/5900) 59/100 [======================================>..........................] Step: 257ms | Tot: 15s533ms | Loss: 0.665 | Acc: 78.550% (4713/6000) 60/100 [=======================================>.........................] Step: 263ms | Tot: 15s797ms | Loss: 0.667 | Acc: 78.459% (4786/6100) 61/100 [=======================================>.........................] Step: 258ms | Tot: 16s55ms | Loss: 0.664 | Acc: 78.532% (4869/6200) 62/100 [========================================>........................] Step: 272ms | Tot: 16s327ms | Loss: 0.662 | Acc: 78.571% (4950/6300) 63/100 [========================================>........................] Step: 258ms | Tot: 16s586ms | Loss: 0.660 | Acc: 78.656% (5034/6400) 64/100 [=========================================>.......................] Step: 257ms | Tot: 16s843ms | Loss: 0.661 | Acc: 78.615% (5110/6500) 65/100 [==========================================>......................] Step: 260ms | Tot: 17s103ms | Loss: 0.661 | Acc: 78.606% (5188/6600) 66/100 [==========================================>......................] Step: 265ms | Tot: 17s369ms | Loss: 0.658 | Acc: 78.627% (5268/6700) 67/100 [===========================================>.....................] Step: 264ms | Tot: 17s634ms | Loss: 0.658 | Acc: 78.603% (5345/6800) 68/100 [============================================>....................] Step: 261ms | Tot: 17s895ms | Loss: 0.657 | Acc: 78.594% (5423/6900) 69/100 [============================================>....................] Step: 272ms | Tot: 18s168ms | Loss: 0.657 | Acc: 78.571% (5500/7000) 70/100 [=============================================>...................] Step: 273ms | Tot: 18s441ms | Loss: 0.657 | Acc: 78.634% (5583/7100) 71/100 [==============================================>..................] Step: 263ms | Tot: 18s704ms | Loss: 0.656 | Acc: 78.625% (5661/7200) 72/100 [==============================================>..................] Step: 258ms | Tot: 18s963ms | Loss: 0.653 | Acc: 78.699% (5745/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s232ms | Loss: 0.652 | Acc: 78.757% (5828/7400) 74/100 [================================================>................] Step: 261ms | Tot: 19s493ms | Loss: 0.652 | Acc: 78.787% (5909/7500) 75/100 [================================================>................] Step: 268ms | Tot: 19s762ms | Loss: 0.651 | Acc: 78.816% (5990/7600) 76/100 [=================================================>...............] Step: 264ms | Tot: 20s27ms | Loss: 0.650 | Acc: 78.844% (6071/7700) 77/100 [==================================================>..............] Step: 272ms | Tot: 20s300ms | Loss: 0.651 | Acc: 78.821% (6148/7800) 78/100 [==================================================>..............] Step: 261ms | Tot: 20s561ms | Loss: 0.651 | Acc: 78.848% (6229/7900) 79/100 [===================================================>.............] Step: 258ms | Tot: 20s820ms | Loss: 0.651 | Acc: 78.812% (6305/8000) 80/100 [====================================================>............] Step: 264ms | Tot: 21s84ms | Loss: 0.650 | Acc: 78.852% (6387/8100) 81/100 [====================================================>............] Step: 266ms | Tot: 21s350ms | Loss: 0.649 | Acc: 78.841% (6465/8200) 82/100 [=====================================================>...........] Step: 263ms | Tot: 21s614ms | Loss: 0.648 | Acc: 78.831% (6543/8300) 83/100 [=====================================================>...........] Step: 266ms | Tot: 21s881ms | Loss: 0.649 | Acc: 78.798% (6619/8400) 84/100 [======================================================>..........] Step: 267ms | Tot: 22s149ms | Loss: 0.651 | Acc: 78.647% (6685/8500) 85/100 [=======================================================>.........] Step: 267ms | Tot: 22s417ms | Loss: 0.653 | Acc: 78.605% (6760/8600) 86/100 [=======================================================>.........] Step: 260ms | Tot: 22s677ms | Loss: 0.653 | Acc: 78.540% (6833/8700) 87/100 [========================================================>........] Step: 256ms | Tot: 22s934ms | Loss: 0.653 | Acc: 78.545% (6912/8800) 88/100 [=========================================================>.......] Step: 266ms | Tot: 23s200ms | Loss: 0.654 | Acc: 78.539% (6990/8900) 89/100 [=========================================================>.......] Step: 261ms | Tot: 23s462ms | Loss: 0.652 | Acc: 78.622% (7076/9000) 90/100 [==========================================================>......] Step: 266ms | Tot: 23s729ms | Loss: 0.650 | Acc: 78.692% (7161/9100) 91/100 [===========================================================>.....] Step: 263ms | Tot: 23s992ms | Loss: 0.648 | Acc: 78.761% (7246/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 24s264ms | Loss: 0.649 | Acc: 78.785% (7327/9300) 93/100 [============================================================>....] Step: 261ms | Tot: 24s525ms | Loss: 0.648 | Acc: 78.787% (7406/9400) 94/100 [=============================================================>...] Step: 260ms | Tot: 24s785ms | Loss: 0.648 | Acc: 78.726% (7479/9500) 95/100 [=============================================================>...] Step: 256ms | Tot: 25s42ms | Loss: 0.646 | Acc: 78.812% (7566/9600) 96/100 [==============================================================>..] Step: 262ms | Tot: 25s304ms | Loss: 0.645 | Acc: 78.794% (7643/9700) 97/100 [===============================================================>.] Step: 267ms | Tot: 25s571ms | Loss: 0.648 | Acc: 78.673% (7710/9800) 98/100 [===============================================================>.] Step: 265ms | Tot: 25s837ms | Loss: 0.648 | Acc: 78.657% (7787/9900) 99/100 [================================================================>] Step: 270ms | Tot: 26s107ms | Loss: 0.649 | Acc: 78.640% (7864/10000) 100/100 + +Epoch: 21 + [>................................................................] Step: 1s30ms | Tot: 2ms | Loss: 0.403 | Acc: 84.375% (108/128) 1/391 [>................................................................] Step: 325ms | Tot: 328ms | Loss: 0.475 | Acc: 81.641% (209/256) 2/391 [>................................................................] Step: 338ms | Tot: 666ms | Loss: 0.486 | Acc: 80.990% (311/384) 3/391 [>................................................................] Step: 327ms | Tot: 993ms | Loss: 0.470 | Acc: 81.836% (419/512) 4/391 [>................................................................] Step: 332ms | Tot: 1s326ms | Loss: 0.464 | Acc: 82.188% (526/640) 5/391 [>................................................................] Step: 322ms | Tot: 1s648ms | Loss: 0.462 | Acc: 82.161% (631/768) 6/391 [>................................................................] Step: 325ms | Tot: 1s974ms | Loss: 0.471 | Acc: 82.254% (737/896) 7/391 [=>...............................................................] Step: 329ms | Tot: 2s303ms | Loss: 0.474 | Acc: 82.227% (842/1024) 8/391 [=>...............................................................] Step: 335ms | Tot: 2s638ms | Loss: 0.466 | Acc: 82.552% (951/1152) 9/391 [=>...............................................................] Step: 321ms | Tot: 2s960ms | Loss: 0.453 | Acc: 83.125% (1064/1280) 10/391 [=>...............................................................] Step: 353ms | Tot: 3s313ms | Loss: 0.453 | Acc: 83.097% (1170/1408) 11/391 [=>...............................................................] Step: 368ms | Tot: 3s682ms | Loss: 0.450 | Acc: 83.333% (1280/1536) 12/391 [=>...............................................................] Step: 324ms | Tot: 4s6ms | Loss: 0.459 | Acc: 83.173% (1384/1664) 13/391 [==>..............................................................] Step: 325ms | Tot: 4s331ms | Loss: 0.461 | Acc: 83.315% (1493/1792) 14/391 [==>..............................................................] Step: 323ms | Tot: 4s655ms | Loss: 0.468 | Acc: 83.438% (1602/1920) 15/391 [==>..............................................................] Step: 320ms | Tot: 4s975ms | Loss: 0.464 | Acc: 83.594% (1712/2048) 16/391 [==>..............................................................] Step: 327ms | Tot: 5s303ms | Loss: 0.469 | Acc: 83.456% (1816/2176) 17/391 [==>..............................................................] Step: 329ms | Tot: 5s633ms | Loss: 0.467 | Acc: 83.550% (1925/2304) 18/391 [==>..............................................................] Step: 324ms | Tot: 5s958ms | Loss: 0.468 | Acc: 83.594% (2033/2432) 19/391 [===>.............................................................] Step: 328ms | Tot: 6s286ms | Loss: 0.468 | Acc: 83.594% (2140/2560) 20/391 [===>.............................................................] Step: 321ms | Tot: 6s608ms | Loss: 0.468 | Acc: 83.519% (2245/2688) 21/391 [===>.............................................................] Step: 322ms | Tot: 6s930ms | Loss: 0.470 | Acc: 83.487% (2351/2816) 22/391 [===>.............................................................] Step: 331ms | Tot: 7s262ms | Loss: 0.470 | Acc: 83.390% (2455/2944) 23/391 [===>.............................................................] Step: 326ms | Tot: 7s588ms | Loss: 0.471 | Acc: 83.333% (2560/3072) 24/391 [===>.............................................................] Step: 319ms | Tot: 7s908ms | Loss: 0.471 | Acc: 83.531% (2673/3200) 25/391 [====>............................................................] Step: 327ms | Tot: 8s235ms | Loss: 0.471 | Acc: 83.684% (2785/3328) 26/391 [====>............................................................] Step: 328ms | Tot: 8s563ms | Loss: 0.467 | Acc: 83.767% (2895/3456) 27/391 [====>............................................................] Step: 321ms | Tot: 8s884ms | Loss: 0.469 | Acc: 83.677% (2999/3584) 28/391 [====>............................................................] Step: 337ms | Tot: 9s222ms | Loss: 0.472 | Acc: 83.378% (3095/3712) 29/391 [====>............................................................] Step: 332ms | Tot: 9s555ms | Loss: 0.472 | Acc: 83.464% (3205/3840) 30/391 [====>............................................................] Step: 325ms | Tot: 9s880ms | Loss: 0.473 | Acc: 83.317% (3306/3968) 31/391 [=====>...........................................................] Step: 334ms | Tot: 10s214ms | Loss: 0.474 | Acc: 83.276% (3411/4096) 32/391 [=====>...........................................................] Step: 320ms | Tot: 10s535ms | Loss: 0.473 | Acc: 83.310% (3519/4224) 33/391 [=====>...........................................................] Step: 321ms | Tot: 10s856ms | Loss: 0.473 | Acc: 83.456% (3632/4352) 34/391 [=====>...........................................................] Step: 331ms | Tot: 11s187ms | Loss: 0.474 | Acc: 83.527% (3742/4480) 35/391 [=====>...........................................................] Step: 322ms | Tot: 11s510ms | Loss: 0.474 | Acc: 83.420% (3844/4608) 36/391 [=====>...........................................................] Step: 320ms | Tot: 11s830ms | Loss: 0.473 | Acc: 83.404% (3950/4736) 37/391 [======>..........................................................] Step: 331ms | Tot: 12s161ms | Loss: 0.475 | Acc: 83.347% (4054/4864) 38/391 [======>..........................................................] Step: 318ms | Tot: 12s480ms | Loss: 0.473 | Acc: 83.393% (4163/4992) 39/391 [======>..........................................................] Step: 321ms | Tot: 12s801ms | Loss: 0.474 | Acc: 83.301% (4265/5120) 40/391 [======>..........................................................] Step: 333ms | Tot: 13s135ms | Loss: 0.473 | Acc: 83.327% (4373/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s457ms | Loss: 0.470 | Acc: 83.389% (4483/5376) 42/391 [======>..........................................................] Step: 322ms | Tot: 13s780ms | Loss: 0.470 | Acc: 83.321% (4586/5504) 43/391 [=======>.........................................................] Step: 328ms | Tot: 14s108ms | Loss: 0.471 | Acc: 83.256% (4689/5632) 44/391 [=======>.........................................................] Step: 322ms | Tot: 14s431ms | Loss: 0.469 | Acc: 83.316% (4799/5760) 45/391 [=======>.........................................................] Step: 323ms | Tot: 14s755ms | Loss: 0.471 | Acc: 83.186% (4898/5888) 46/391 [=======>.........................................................] Step: 323ms | Tot: 15s79ms | Loss: 0.469 | Acc: 83.228% (5007/6016) 47/391 [=======>.........................................................] Step: 320ms | Tot: 15s400ms | Loss: 0.469 | Acc: 83.219% (5113/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 15s722ms | Loss: 0.468 | Acc: 83.291% (5224/6272) 49/391 [========>........................................................] Step: 323ms | Tot: 16s45ms | Loss: 0.467 | Acc: 83.328% (5333/6400) 50/391 [========>........................................................] Step: 322ms | Tot: 16s368ms | Loss: 0.467 | Acc: 83.349% (5441/6528) 51/391 [========>........................................................] Step: 324ms | Tot: 16s692ms | Loss: 0.466 | Acc: 83.383% (5550/6656) 52/391 [========>........................................................] Step: 323ms | Tot: 17s16ms | Loss: 0.470 | Acc: 83.284% (5650/6784) 53/391 [========>........................................................] Step: 325ms | Tot: 17s342ms | Loss: 0.471 | Acc: 83.218% (5752/6912) 54/391 [========>........................................................] Step: 327ms | Tot: 17s669ms | Loss: 0.472 | Acc: 83.196% (5857/7040) 55/391 [=========>.......................................................] Step: 325ms | Tot: 17s995ms | Loss: 0.472 | Acc: 83.203% (5964/7168) 56/391 [=========>.......................................................] Step: 328ms | Tot: 18s323ms | Loss: 0.469 | Acc: 83.279% (6076/7296) 57/391 [=========>.......................................................] Step: 323ms | Tot: 18s647ms | Loss: 0.469 | Acc: 83.324% (6186/7424) 58/391 [=========>.......................................................] Step: 323ms | Tot: 18s970ms | Loss: 0.468 | Acc: 83.369% (6296/7552) 59/391 [=========>.......................................................] Step: 328ms | Tot: 19s299ms | Loss: 0.467 | Acc: 83.359% (6402/7680) 60/391 [=========>.......................................................] Step: 325ms | Tot: 19s624ms | Loss: 0.467 | Acc: 83.389% (6511/7808) 61/391 [==========>......................................................] Step: 322ms | Tot: 19s947ms | Loss: 0.466 | Acc: 83.392% (6618/7936) 62/391 [==========>......................................................] Step: 335ms | Tot: 20s282ms | Loss: 0.467 | Acc: 83.408% (6726/8064) 63/391 [==========>......................................................] Step: 321ms | Tot: 20s604ms | Loss: 0.467 | Acc: 83.411% (6833/8192) 64/391 [==========>......................................................] Step: 326ms | Tot: 20s931ms | Loss: 0.466 | Acc: 83.498% (6947/8320) 65/391 [==========>......................................................] Step: 330ms | Tot: 21s261ms | Loss: 0.465 | Acc: 83.523% (7056/8448) 66/391 [==========>......................................................] Step: 326ms | Tot: 21s587ms | Loss: 0.463 | Acc: 83.605% (7170/8576) 67/391 [===========>.....................................................] Step: 320ms | Tot: 21s908ms | Loss: 0.465 | Acc: 83.559% (7273/8704) 68/391 [===========>.....................................................] Step: 331ms | Tot: 22s240ms | Loss: 0.464 | Acc: 83.594% (7383/8832) 69/391 [===========>.....................................................] Step: 320ms | Tot: 22s561ms | Loss: 0.465 | Acc: 83.538% (7485/8960) 70/391 [===========>.....................................................] Step: 325ms | Tot: 22s886ms | Loss: 0.465 | Acc: 83.572% (7595/9088) 71/391 [===========>.....................................................] Step: 332ms | Tot: 23s219ms | Loss: 0.464 | Acc: 83.605% (7705/9216) 72/391 [===========>.....................................................] Step: 319ms | Tot: 23s539ms | Loss: 0.464 | Acc: 83.604% (7812/9344) 73/391 [============>....................................................] Step: 319ms | Tot: 23s858ms | Loss: 0.464 | Acc: 83.647% (7923/9472) 74/391 [============>....................................................] Step: 330ms | Tot: 24s189ms | Loss: 0.463 | Acc: 83.656% (8031/9600) 75/391 [============>....................................................] Step: 318ms | Tot: 24s508ms | Loss: 0.465 | Acc: 83.553% (8128/9728) 76/391 [============>....................................................] Step: 323ms | Tot: 24s832ms | Loss: 0.465 | Acc: 83.533% (8233/9856) 77/391 [============>....................................................] Step: 331ms | Tot: 25s163ms | Loss: 0.465 | Acc: 83.524% (8339/9984) 78/391 [============>....................................................] Step: 320ms | Tot: 25s484ms | Loss: 0.464 | Acc: 83.574% (8451/10112) 79/391 [=============>...................................................] Step: 322ms | Tot: 25s807ms | Loss: 0.464 | Acc: 83.555% (8556/10240) 80/391 [=============>...................................................] Step: 337ms | Tot: 26s144ms | Loss: 0.465 | Acc: 83.526% (8660/10368) 81/391 [=============>...................................................] Step: 321ms | Tot: 26s465ms | Loss: 0.467 | Acc: 83.470% (8761/10496) 82/391 [=============>...................................................] Step: 323ms | Tot: 26s789ms | Loss: 0.468 | Acc: 83.462% (8867/10624) 83/391 [=============>...................................................] Step: 328ms | Tot: 27s118ms | Loss: 0.468 | Acc: 83.491% (8977/10752) 84/391 [=============>...................................................] Step: 325ms | Tot: 27s443ms | Loss: 0.469 | Acc: 83.456% (9080/10880) 85/391 [==============>..................................................] Step: 325ms | Tot: 27s768ms | Loss: 0.469 | Acc: 83.430% (9184/11008) 86/391 [==============>..................................................] Step: 323ms | Tot: 28s92ms | Loss: 0.469 | Acc: 83.423% (9290/11136) 87/391 [==============>..................................................] Step: 326ms | Tot: 28s418ms | Loss: 0.471 | Acc: 83.354% (9389/11264) 88/391 [==============>..................................................] Step: 325ms | Tot: 28s744ms | Loss: 0.471 | Acc: 83.313% (9491/11392) 89/391 [==============>..................................................] Step: 331ms | Tot: 29s75ms | Loss: 0.470 | Acc: 83.351% (9602/11520) 90/391 [==============>..................................................] Step: 318ms | Tot: 29s394ms | Loss: 0.470 | Acc: 83.362% (9710/11648) 91/391 [===============>.................................................] Step: 325ms | Tot: 29s719ms | Loss: 0.470 | Acc: 83.390% (9820/11776) 92/391 [===============>.................................................] Step: 329ms | Tot: 30s48ms | Loss: 0.472 | Acc: 83.300% (9916/11904) 93/391 [===============>.................................................] Step: 323ms | Tot: 30s371ms | Loss: 0.472 | Acc: 83.286% (10021/12032) 94/391 [===============>.................................................] Step: 322ms | Tot: 30s694ms | Loss: 0.473 | Acc: 83.257% (10124/12160) 95/391 [===============>.................................................] Step: 320ms | Tot: 31s15ms | Loss: 0.473 | Acc: 83.228% (10227/12288) 96/391 [===============>.................................................] Step: 324ms | Tot: 31s340ms | Loss: 0.473 | Acc: 83.247% (10336/12416) 97/391 [================>................................................] Step: 325ms | Tot: 31s665ms | Loss: 0.474 | Acc: 83.243% (10442/12544) 98/391 [================>................................................] Step: 326ms | Tot: 31s992ms | Loss: 0.475 | Acc: 83.199% (10543/12672) 99/391 [================>................................................] Step: 323ms | Tot: 32s315ms | Loss: 0.475 | Acc: 83.195% (10649/12800) 100/391 [================>................................................] Step: 323ms | Tot: 32s638ms | Loss: 0.476 | Acc: 83.176% (10753/12928) 101/391 [================>................................................] Step: 320ms | Tot: 32s959ms | Loss: 0.477 | Acc: 83.157% (10857/13056) 102/391 [================>................................................] Step: 356ms | Tot: 33s315ms | Loss: 0.479 | Acc: 83.108% (10957/13184) 103/391 [=================>...............................................] Step: 371ms | Tot: 33s686ms | Loss: 0.480 | Acc: 83.090% (11061/13312) 104/391 [=================>...............................................] Step: 337ms | Tot: 34s24ms | Loss: 0.479 | Acc: 83.147% (11175/13440) 105/391 [=================>...............................................] Step: 325ms | Tot: 34s349ms | Loss: 0.480 | Acc: 83.107% (11276/13568) 106/391 [=================>...............................................] Step: 322ms | Tot: 34s672ms | Loss: 0.482 | Acc: 83.039% (11373/13696) 107/391 [=================>...............................................] Step: 324ms | Tot: 34s996ms | Loss: 0.482 | Acc: 83.022% (11477/13824) 108/391 [=================>...............................................] Step: 329ms | Tot: 35s325ms | Loss: 0.482 | Acc: 83.042% (11586/13952) 109/391 [==================>..............................................] Step: 330ms | Tot: 35s656ms | Loss: 0.481 | Acc: 83.040% (11692/14080) 110/391 [==================>..............................................] Step: 323ms | Tot: 35s979ms | Loss: 0.481 | Acc: 83.052% (11800/14208) 111/391 [==================>..............................................] Step: 327ms | Tot: 36s306ms | Loss: 0.482 | Acc: 83.029% (11903/14336) 112/391 [==================>..............................................] Step: 324ms | Tot: 36s631ms | Loss: 0.483 | Acc: 82.992% (12004/14464) 113/391 [==================>..............................................] Step: 324ms | Tot: 36s955ms | Loss: 0.483 | Acc: 82.984% (12109/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s283ms | Loss: 0.484 | Acc: 82.989% (12216/14720) 115/391 [===================>.............................................] Step: 324ms | Tot: 37s608ms | Loss: 0.485 | Acc: 82.927% (12313/14848) 116/391 [===================>.............................................] Step: 324ms | Tot: 37s933ms | Loss: 0.485 | Acc: 82.899% (12415/14976) 117/391 [===================>.............................................] Step: 331ms | Tot: 38s264ms | Loss: 0.485 | Acc: 82.925% (12525/15104) 118/391 [===================>.............................................] Step: 321ms | Tot: 38s586ms | Loss: 0.485 | Acc: 82.904% (12628/15232) 119/391 [===================>.............................................] Step: 331ms | Tot: 38s918ms | Loss: 0.484 | Acc: 82.962% (12743/15360) 120/391 [===================>.............................................] Step: 331ms | Tot: 39s249ms | Loss: 0.483 | Acc: 82.967% (12850/15488) 121/391 [====================>............................................] Step: 330ms | Tot: 39s580ms | Loss: 0.484 | Acc: 82.985% (12959/15616) 122/391 [====================>............................................] Step: 323ms | Tot: 39s903ms | Loss: 0.484 | Acc: 82.990% (13066/15744) 123/391 [====================>............................................] Step: 333ms | Tot: 40s237ms | Loss: 0.485 | Acc: 82.945% (13165/15872) 124/391 [====================>............................................] Step: 331ms | Tot: 40s569ms | Loss: 0.485 | Acc: 82.938% (13270/16000) 125/391 [====================>............................................] Step: 324ms | Tot: 40s893ms | Loss: 0.485 | Acc: 82.930% (13375/16128) 126/391 [====================>............................................] Step: 329ms | Tot: 41s223ms | Loss: 0.484 | Acc: 82.972% (13488/16256) 127/391 [=====================>...........................................] Step: 321ms | Tot: 41s544ms | Loss: 0.484 | Acc: 82.971% (13594/16384) 128/391 [=====================>...........................................] Step: 324ms | Tot: 41s869ms | Loss: 0.484 | Acc: 83.018% (13708/16512) 129/391 [=====================>...........................................] Step: 330ms | Tot: 42s200ms | Loss: 0.483 | Acc: 83.053% (13820/16640) 130/391 [=====================>...........................................] Step: 321ms | Tot: 42s521ms | Loss: 0.482 | Acc: 83.081% (13931/16768) 131/391 [=====================>...........................................] Step: 321ms | Tot: 42s843ms | Loss: 0.482 | Acc: 83.103% (14041/16896) 132/391 [=====================>...........................................] Step: 330ms | Tot: 43s173ms | Loss: 0.482 | Acc: 83.118% (14150/17024) 133/391 [======================>..........................................] Step: 322ms | Tot: 43s496ms | Loss: 0.482 | Acc: 83.087% (14251/17152) 134/391 [======================>..........................................] Step: 325ms | Tot: 43s821ms | Loss: 0.482 | Acc: 83.084% (14357/17280) 135/391 [======================>..........................................] Step: 331ms | Tot: 44s153ms | Loss: 0.483 | Acc: 83.071% (14461/17408) 136/391 [======================>..........................................] Step: 320ms | Tot: 44s474ms | Loss: 0.482 | Acc: 83.046% (14563/17536) 137/391 [======================>..........................................] Step: 321ms | Tot: 44s796ms | Loss: 0.483 | Acc: 83.016% (14664/17664) 138/391 [======================>..........................................] Step: 330ms | Tot: 45s127ms | Loss: 0.482 | Acc: 83.054% (14777/17792) 139/391 [=======================>.........................................] Step: 330ms | Tot: 45s457ms | Loss: 0.484 | Acc: 83.002% (14874/17920) 140/391 [=======================>.........................................] Step: 325ms | Tot: 45s783ms | Loss: 0.484 | Acc: 82.990% (14978/18048) 141/391 [=======================>.........................................] Step: 328ms | Tot: 46s112ms | Loss: 0.483 | Acc: 83.022% (15090/18176) 142/391 [=======================>.........................................] Step: 325ms | Tot: 46s438ms | Loss: 0.483 | Acc: 83.064% (15204/18304) 143/391 [=======================>.........................................] Step: 322ms | Tot: 46s761ms | Loss: 0.483 | Acc: 83.057% (15309/18432) 144/391 [=======================>.........................................] Step: 324ms | Tot: 47s85ms | Loss: 0.484 | Acc: 83.060% (15416/18560) 145/391 [========================>........................................] Step: 320ms | Tot: 47s405ms | Loss: 0.483 | Acc: 83.075% (15525/18688) 146/391 [========================>........................................] Step: 325ms | Tot: 47s731ms | Loss: 0.483 | Acc: 83.094% (15635/18816) 147/391 [========================>........................................] Step: 326ms | Tot: 48s58ms | Loss: 0.482 | Acc: 83.124% (15747/18944) 148/391 [========================>........................................] Step: 323ms | Tot: 48s381ms | Loss: 0.482 | Acc: 83.174% (15863/19072) 149/391 [========================>........................................] Step: 322ms | Tot: 48s704ms | Loss: 0.482 | Acc: 83.161% (15967/19200) 150/391 [========================>........................................] Step: 332ms | Tot: 49s36ms | Loss: 0.482 | Acc: 83.175% (16076/19328) 151/391 [=========================>.......................................] Step: 337ms | Tot: 49s374ms | Loss: 0.482 | Acc: 83.147% (16177/19456) 152/391 [=========================>.......................................] Step: 336ms | Tot: 49s710ms | Loss: 0.483 | Acc: 83.134% (16281/19584) 153/391 [=========================>.......................................] Step: 338ms | Tot: 50s49ms | Loss: 0.482 | Acc: 83.183% (16397/19712) 154/391 [=========================>.......................................] Step: 334ms | Tot: 50s383ms | Loss: 0.481 | Acc: 83.206% (16508/19840) 155/391 [=========================>.......................................] Step: 334ms | Tot: 50s717ms | Loss: 0.481 | Acc: 83.223% (16618/19968) 156/391 [=========================>.......................................] Step: 336ms | Tot: 51s54ms | Loss: 0.480 | Acc: 83.235% (16727/20096) 157/391 [==========================>......................................] Step: 330ms | Tot: 51s384ms | Loss: 0.481 | Acc: 83.203% (16827/20224) 158/391 [==========================>......................................] Step: 325ms | Tot: 51s709ms | Loss: 0.480 | Acc: 83.206% (16934/20352) 159/391 [==========================>......................................] Step: 321ms | Tot: 52s31ms | Loss: 0.481 | Acc: 83.198% (17039/20480) 160/391 [==========================>......................................] Step: 327ms | Tot: 52s359ms | Loss: 0.482 | Acc: 83.172% (17140/20608) 161/391 [==========================>......................................] Step: 324ms | Tot: 52s683ms | Loss: 0.483 | Acc: 83.160% (17244/20736) 162/391 [==========================>......................................] Step: 321ms | Tot: 53s5ms | Loss: 0.483 | Acc: 83.138% (17346/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 53s330ms | Loss: 0.483 | Acc: 83.151% (17455/20992) 164/391 [===========================>.....................................] Step: 323ms | Tot: 53s654ms | Loss: 0.482 | Acc: 83.196% (17571/21120) 165/391 [===========================>.....................................] Step: 322ms | Tot: 53s977ms | Loss: 0.483 | Acc: 83.161% (17670/21248) 166/391 [===========================>.....................................] Step: 329ms | Tot: 54s306ms | Loss: 0.482 | Acc: 83.168% (17778/21376) 167/391 [===========================>.....................................] Step: 322ms | Tot: 54s628ms | Loss: 0.482 | Acc: 83.166% (17884/21504) 168/391 [===========================>.....................................] Step: 320ms | Tot: 54s949ms | Loss: 0.482 | Acc: 83.187% (17995/21632) 169/391 [============================>....................................] Step: 341ms | Tot: 55s291ms | Loss: 0.482 | Acc: 83.171% (18098/21760) 170/391 [============================>....................................] Step: 331ms | Tot: 55s623ms | Loss: 0.483 | Acc: 83.173% (18205/21888) 171/391 [============================>....................................] Step: 321ms | Tot: 55s944ms | Loss: 0.482 | Acc: 83.199% (18317/22016) 172/391 [============================>....................................] Step: 331ms | Tot: 56s276ms | Loss: 0.482 | Acc: 83.210% (18426/22144) 173/391 [============================>....................................] Step: 322ms | Tot: 56s598ms | Loss: 0.482 | Acc: 83.212% (18533/22272) 174/391 [============================>....................................] Step: 321ms | Tot: 56s920ms | Loss: 0.483 | Acc: 83.183% (18633/22400) 175/391 [=============================>...................................] Step: 327ms | Tot: 57s247ms | Loss: 0.483 | Acc: 83.137% (18729/22528) 176/391 [=============================>...................................] Step: 322ms | Tot: 57s570ms | Loss: 0.483 | Acc: 83.148% (18838/22656) 177/391 [=============================>...................................] Step: 320ms | Tot: 57s891ms | Loss: 0.483 | Acc: 83.133% (18941/22784) 178/391 [=============================>...................................] Step: 335ms | Tot: 58s226ms | Loss: 0.483 | Acc: 83.131% (19047/22912) 179/391 [=============================>...................................] Step: 323ms | Tot: 58s549ms | Loss: 0.484 | Acc: 83.125% (19152/23040) 180/391 [=============================>...................................] Step: 322ms | Tot: 58s871ms | Loss: 0.483 | Acc: 83.145% (19263/23168) 181/391 [==============================>..................................] Step: 329ms | Tot: 59s201ms | Loss: 0.483 | Acc: 83.147% (19370/23296) 182/391 [==============================>..................................] Step: 320ms | Tot: 59s521ms | Loss: 0.482 | Acc: 83.188% (19486/23424) 183/391 [==============================>..................................] Step: 320ms | Tot: 59s842ms | Loss: 0.483 | Acc: 83.178% (19590/23552) 184/391 [==============================>..................................] Step: 335ms | Tot: 1m177ms | Loss: 0.483 | Acc: 83.171% (19695/23680) 185/391 [==============================>..................................] Step: 330ms | Tot: 1m508ms | Loss: 0.483 | Acc: 83.182% (19804/23808) 186/391 [==============================>..................................] Step: 324ms | Tot: 1m833ms | Loss: 0.484 | Acc: 83.168% (19907/23936) 187/391 [===============================>.................................] Step: 340ms | Tot: 1m1s | Loss: 0.483 | Acc: 83.187% (20018/24064) 188/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.483 | Acc: 83.164% (20119/24192) 189/391 [===============================>.................................] Step: 319ms | Tot: 1m1s | Loss: 0.484 | Acc: 83.166% (20226/24320) 190/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.484 | Acc: 83.156% (20330/24448) 191/391 [===============================>.................................] Step: 317ms | Tot: 1m2s | Loss: 0.484 | Acc: 83.150% (20435/24576) 192/391 [===============================>.................................] Step: 320ms | Tot: 1m2s | Loss: 0.485 | Acc: 83.157% (20543/24704) 193/391 [================================>................................] Step: 328ms | Tot: 1m3s | Loss: 0.484 | Acc: 83.175% (20654/24832) 194/391 [================================>................................] Step: 365ms | Tot: 1m3s | Loss: 0.485 | Acc: 83.165% (20758/24960) 195/391 [================================>................................] Step: 354ms | Tot: 1m3s | Loss: 0.485 | Acc: 83.195% (20872/25088) 196/391 [================================>................................] Step: 330ms | Tot: 1m4s | Loss: 0.485 | Acc: 83.209% (20982/25216) 197/391 [================================>................................] Step: 318ms | Tot: 1m4s | Loss: 0.485 | Acc: 83.203% (21087/25344) 198/391 [================================>................................] Step: 319ms | Tot: 1m4s | Loss: 0.485 | Acc: 83.205% (21194/25472) 199/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 0.484 | Acc: 83.211% (21302/25600) 200/391 [=================================>...............................] Step: 328ms | Tot: 1m5s | Loss: 0.484 | Acc: 83.205% (21407/25728) 201/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 0.484 | Acc: 83.199% (21512/25856) 202/391 [=================================>...............................] Step: 333ms | Tot: 1m6s | Loss: 0.485 | Acc: 83.186% (21615/25984) 203/391 [=================================>...............................] Step: 319ms | Tot: 1m6s | Loss: 0.486 | Acc: 83.138% (21709/26112) 204/391 [=================================>...............................] Step: 321ms | Tot: 1m6s | Loss: 0.485 | Acc: 83.159% (21821/26240) 205/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.486 | Acc: 83.150% (21925/26368) 206/391 [==================================>..............................] Step: 318ms | Tot: 1m7s | Loss: 0.486 | Acc: 83.133% (22027/26496) 207/391 [==================================>..............................] Step: 318ms | Tot: 1m7s | Loss: 0.486 | Acc: 83.124% (22131/26624) 208/391 [==================================>..............................] Step: 320ms | Tot: 1m8s | Loss: 0.486 | Acc: 83.134% (22240/26752) 209/391 [==================================>..............................] Step: 321ms | Tot: 1m8s | Loss: 0.486 | Acc: 83.129% (22345/26880) 210/391 [==================================>..............................] Step: 318ms | Tot: 1m8s | Loss: 0.486 | Acc: 83.131% (22452/27008) 211/391 [===================================>.............................] Step: 319ms | Tot: 1m8s | Loss: 0.486 | Acc: 83.137% (22560/27136) 212/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 0.486 | Acc: 83.135% (22666/27264) 213/391 [===================================>.............................] Step: 328ms | Tot: 1m9s | Loss: 0.486 | Acc: 83.145% (22775/27392) 214/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 0.486 | Acc: 83.140% (22880/27520) 215/391 [===================================>.............................] Step: 334ms | Tot: 1m10s | Loss: 0.486 | Acc: 83.160% (22992/27648) 216/391 [===================================>.............................] Step: 333ms | Tot: 1m10s | Loss: 0.486 | Acc: 83.173% (23102/27776) 217/391 [====================================>............................] Step: 319ms | Tot: 1m10s | Loss: 0.486 | Acc: 83.174% (23209/27904) 218/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.486 | Acc: 83.173% (23315/28032) 219/391 [====================================>............................] Step: 320ms | Tot: 1m11s | Loss: 0.486 | Acc: 83.182% (23424/28160) 220/391 [====================================>............................] Step: 318ms | Tot: 1m11s | Loss: 0.486 | Acc: 83.184% (23531/28288) 221/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.487 | Acc: 83.157% (23630/28416) 222/391 [====================================>............................] Step: 319ms | Tot: 1m12s | Loss: 0.487 | Acc: 83.128% (23728/28544) 223/391 [=====================================>...........................] Step: 322ms | Tot: 1m12s | Loss: 0.487 | Acc: 83.133% (23836/28672) 224/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.487 | Acc: 83.125% (23940/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.487 | Acc: 83.124% (24046/28928) 226/391 [=====================================>...........................] Step: 319ms | Tot: 1m13s | Loss: 0.487 | Acc: 83.112% (24149/29056) 227/391 [=====================================>...........................] Step: 329ms | Tot: 1m14s | Loss: 0.487 | Acc: 83.124% (24259/29184) 228/391 [=====================================>...........................] Step: 319ms | Tot: 1m14s | Loss: 0.487 | Acc: 83.106% (24360/29312) 229/391 [======================================>..........................] Step: 322ms | Tot: 1m14s | Loss: 0.486 | Acc: 83.132% (24474/29440) 230/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.486 | Acc: 83.134% (24581/29568) 231/391 [======================================>..........................] Step: 329ms | Tot: 1m15s | Loss: 0.486 | Acc: 83.136% (24688/29696) 232/391 [======================================>..........................] Step: 329ms | Tot: 1m15s | Loss: 0.487 | Acc: 83.131% (24793/29824) 233/391 [======================================>..........................] Step: 329ms | Tot: 1m16s | Loss: 0.486 | Acc: 83.133% (24900/29952) 234/391 [======================================>..........................] Step: 320ms | Tot: 1m16s | Loss: 0.487 | Acc: 83.105% (24998/30080) 235/391 [=======================================>.........................] Step: 319ms | Tot: 1m16s | Loss: 0.487 | Acc: 83.130% (25112/30208) 236/391 [=======================================>.........................] Step: 329ms | Tot: 1m17s | Loss: 0.487 | Acc: 83.112% (25213/30336) 237/391 [=======================================>.........................] Step: 319ms | Tot: 1m17s | Loss: 0.487 | Acc: 83.118% (25321/30464) 238/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.487 | Acc: 83.113% (25426/30592) 239/391 [=======================================>.........................] Step: 324ms | Tot: 1m18s | Loss: 0.487 | Acc: 83.141% (25541/30720) 240/391 [=======================================>.........................] Step: 323ms | Tot: 1m18s | Loss: 0.487 | Acc: 83.133% (25645/30848) 241/391 [========================================>........................] Step: 322ms | Tot: 1m18s | Loss: 0.488 | Acc: 83.113% (25745/30976) 242/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.099% (25847/31104) 243/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.085% (25949/31232) 244/391 [========================================>........................] Step: 319ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.093% (26058/31360) 245/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 0.488 | Acc: 83.086% (26162/31488) 246/391 [========================================>........................] Step: 332ms | Tot: 1m20s | Loss: 0.489 | Acc: 83.053% (26258/31616) 247/391 [=========================================>.......................] Step: 326ms | Tot: 1m20s | Loss: 0.489 | Acc: 83.046% (26362/31744) 248/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.042% (26467/31872) 249/391 [=========================================>.......................] Step: 334ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.037% (26572/32000) 250/391 [=========================================>.......................] Step: 338ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.043% (26680/32128) 251/391 [=========================================>.......................] Step: 337ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.023% (26780/32256) 252/391 [=========================================>.......................] Step: 333ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.041% (26892/32384) 253/391 [==========================================>......................] Step: 325ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.019% (26991/32512) 254/391 [==========================================>......................] Step: 327ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.051% (27108/32640) 255/391 [==========================================>......................] Step: 328ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.063% (27218/32768) 256/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.074% (27328/32896) 257/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.489 | Acc: 83.067% (27432/33024) 258/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.488 | Acc: 83.081% (27543/33152) 259/391 [===========================================>.....................] Step: 321ms | Tot: 1m24s | Loss: 0.488 | Acc: 83.080% (27649/33280) 260/391 [===========================================>.....................] Step: 320ms | Tot: 1m24s | Loss: 0.489 | Acc: 83.067% (27751/33408) 261/391 [===========================================>.....................] Step: 334ms | Tot: 1m25s | Loss: 0.489 | Acc: 83.060% (27855/33536) 262/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.489 | Acc: 83.038% (27954/33664) 263/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.489 | Acc: 83.037% (28060/33792) 264/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 0.489 | Acc: 83.022% (28161/33920) 265/391 [============================================>....................] Step: 319ms | Tot: 1m26s | Loss: 0.489 | Acc: 83.030% (28270/34048) 266/391 [============================================>....................] Step: 319ms | Tot: 1m26s | Loss: 0.489 | Acc: 83.023% (28374/34176) 267/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.489 | Acc: 83.014% (28477/34304) 268/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.489 | Acc: 83.019% (28585/34432) 269/391 [============================================>....................] Step: 320ms | Tot: 1m27s | Loss: 0.489 | Acc: 83.035% (28697/34560) 270/391 [============================================>....................] Step: 326ms | Tot: 1m28s | Loss: 0.489 | Acc: 83.032% (28802/34688) 271/391 [=============================================>...................] Step: 320ms | Tot: 1m28s | Loss: 0.489 | Acc: 83.031% (28908/34816) 272/391 [=============================================>...................] Step: 319ms | Tot: 1m28s | Loss: 0.490 | Acc: 83.019% (29010/34944) 273/391 [=============================================>...................] Step: 335ms | Tot: 1m29s | Loss: 0.490 | Acc: 83.021% (29117/35072) 274/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 0.490 | Acc: 83.011% (29220/35200) 275/391 [=============================================>...................] Step: 317ms | Tot: 1m29s | Loss: 0.490 | Acc: 83.011% (29326/35328) 276/391 [=============================================>...................] Step: 329ms | Tot: 1m30s | Loss: 0.490 | Acc: 83.004% (29430/35456) 277/391 [==============================================>..................] Step: 341ms | Tot: 1m30s | Loss: 0.490 | Acc: 83.026% (29544/35584) 278/391 [==============================================>..................] Step: 324ms | Tot: 1m30s | Loss: 0.490 | Acc: 83.009% (29644/35712) 279/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.490 | Acc: 83.011% (29751/35840) 280/391 [==============================================>..................] Step: 331ms | Tot: 1m31s | Loss: 0.490 | Acc: 83.002% (29854/35968) 281/391 [==============================================>..................] Step: 320ms | Tot: 1m31s | Loss: 0.490 | Acc: 83.009% (29963/36096) 282/391 [==============================================>..................] Step: 331ms | Tot: 1m32s | Loss: 0.491 | Acc: 82.989% (30062/36224) 283/391 [===============================================>.................] Step: 320ms | Tot: 1m32s | Loss: 0.491 | Acc: 82.980% (30165/36352) 284/391 [===============================================>.................] Step: 323ms | Tot: 1m32s | Loss: 0.490 | Acc: 83.004% (30280/36480) 285/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.490 | Acc: 82.996% (30383/36608) 286/391 [===============================================>.................] Step: 367ms | Tot: 1m33s | Loss: 0.491 | Acc: 82.976% (30482/36736) 287/391 [===============================================>.................] Step: 354ms | Tot: 1m33s | Loss: 0.491 | Acc: 82.975% (30588/36864) 288/391 [===============================================>.................] Step: 331ms | Tot: 1m34s | Loss: 0.492 | Acc: 82.945% (30683/36992) 289/391 [================================================>................] Step: 322ms | Tot: 1m34s | Loss: 0.492 | Acc: 82.931% (30784/37120) 290/391 [================================================>................] Step: 323ms | Tot: 1m34s | Loss: 0.492 | Acc: 82.917% (30885/37248) 291/391 [================================================>................] Step: 329ms | Tot: 1m35s | Loss: 0.492 | Acc: 82.917% (30991/37376) 292/391 [================================================>................] Step: 330ms | Tot: 1m35s | Loss: 0.492 | Acc: 82.924% (31100/37504) 293/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.492 | Acc: 82.929% (31208/37632) 294/391 [================================================>................] Step: 327ms | Tot: 1m36s | Loss: 0.492 | Acc: 82.948% (31321/37760) 295/391 [=================================================>...............] Step: 328ms | Tot: 1m36s | Loss: 0.492 | Acc: 82.950% (31428/37888) 296/391 [=================================================>...............] Step: 322ms | Tot: 1m36s | Loss: 0.492 | Acc: 82.970% (31542/38016) 297/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.492 | Acc: 82.946% (31639/38144) 298/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 0.492 | Acc: 82.956% (31749/38272) 299/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 0.492 | Acc: 82.945% (31851/38400) 300/391 [=================================================>...............] Step: 326ms | Tot: 1m38s | Loss: 0.492 | Acc: 82.953% (31960/38528) 301/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.492 | Acc: 82.960% (32069/38656) 302/391 [==================================================>..............] Step: 319ms | Tot: 1m38s | Loss: 0.492 | Acc: 82.947% (32170/38784) 303/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.493 | Acc: 82.928% (32269/38912) 304/391 [==================================================>..............] Step: 344ms | Tot: 1m39s | Loss: 0.493 | Acc: 82.925% (32374/39040) 305/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.492 | Acc: 82.940% (32486/39168) 306/391 [==================================================>..............] Step: 334ms | Tot: 1m40s | Loss: 0.492 | Acc: 82.940% (32592/39296) 307/391 [===================================================>.............] Step: 330ms | Tot: 1m40s | Loss: 0.492 | Acc: 82.955% (32704/39424) 308/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 0.492 | Acc: 82.957% (32811/39552) 309/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.492 | Acc: 82.969% (32922/39680) 310/391 [===================================================>.............] Step: 328ms | Tot: 1m41s | Loss: 0.493 | Acc: 82.951% (33021/39808) 311/391 [===================================================>.............] Step: 322ms | Tot: 1m41s | Loss: 0.493 | Acc: 82.948% (33126/39936) 312/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.493 | Acc: 82.945% (33231/40064) 313/391 [====================================================>............] Step: 329ms | Tot: 1m42s | Loss: 0.493 | Acc: 82.947% (33338/40192) 314/391 [====================================================>............] Step: 320ms | Tot: 1m42s | Loss: 0.493 | Acc: 82.959% (33449/40320) 315/391 [====================================================>............] Step: 322ms | Tot: 1m42s | Loss: 0.493 | Acc: 82.953% (33553/40448) 316/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.493 | Acc: 82.946% (33656/40576) 317/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.493 | Acc: 82.948% (33763/40704) 318/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.493 | Acc: 82.955% (33872/40832) 319/391 [=====================================================>...........] Step: 327ms | Tot: 1m44s | Loss: 0.493 | Acc: 82.947% (33975/40960) 320/391 [=====================================================>...........] Step: 320ms | Tot: 1m44s | Loss: 0.494 | Acc: 82.934% (34076/41088) 321/391 [=====================================================>...........] Step: 318ms | Tot: 1m44s | Loss: 0.494 | Acc: 82.936% (34183/41216) 322/391 [=====================================================>...........] Step: 331ms | Tot: 1m45s | Loss: 0.494 | Acc: 82.941% (34291/41344) 323/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.493 | Acc: 82.945% (34399/41472) 324/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.493 | Acc: 82.940% (34503/41600) 325/391 [======================================================>..........] Step: 327ms | Tot: 1m46s | Loss: 0.494 | Acc: 82.937% (34608/41728) 326/391 [======================================================>..........] Step: 320ms | Tot: 1m46s | Loss: 0.494 | Acc: 82.932% (34712/41856) 327/391 [======================================================>..........] Step: 320ms | Tot: 1m46s | Loss: 0.494 | Acc: 82.944% (34823/41984) 328/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 0.494 | Acc: 82.938% (34927/42112) 329/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 0.494 | Acc: 82.943% (35035/42240) 330/391 [======================================================>..........] Step: 321ms | Tot: 1m47s | Loss: 0.494 | Acc: 82.928% (35135/42368) 331/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.494 | Acc: 82.928% (35241/42496) 332/391 [=======================================================>.........] Step: 317ms | Tot: 1m48s | Loss: 0.494 | Acc: 82.934% (35350/42624) 333/391 [=======================================================>.........] Step: 318ms | Tot: 1m48s | Loss: 0.494 | Acc: 82.936% (35457/42752) 334/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.494 | Acc: 82.941% (35565/42880) 335/391 [=======================================================>.........] Step: 320ms | Tot: 1m49s | Loss: 0.494 | Acc: 82.924% (35664/43008) 336/391 [=======================================================>.........] Step: 319ms | Tot: 1m49s | Loss: 0.494 | Acc: 82.931% (35773/43136) 337/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.494 | Acc: 82.900% (35866/43264) 338/391 [========================================================>........] Step: 320ms | Tot: 1m50s | Loss: 0.494 | Acc: 82.907% (35975/43392) 339/391 [========================================================>........] Step: 320ms | Tot: 1m50s | Loss: 0.495 | Acc: 82.895% (36076/43520) 340/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 0.495 | Acc: 82.881% (36176/43648) 341/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.496 | Acc: 82.858% (36272/43776) 342/391 [========================================================>........] Step: 320ms | Tot: 1m51s | Loss: 0.496 | Acc: 82.853% (36376/43904) 343/391 [=========================================================>.......] Step: 320ms | Tot: 1m51s | Loss: 0.496 | Acc: 82.837% (36475/44032) 344/391 [=========================================================>.......] Step: 323ms | Tot: 1m52s | Loss: 0.496 | Acc: 82.833% (36579/44160) 345/391 [=========================================================>.......] Step: 320ms | Tot: 1m52s | Loss: 0.496 | Acc: 82.849% (36692/44288) 346/391 [=========================================================>.......] Step: 318ms | Tot: 1m52s | Loss: 0.496 | Acc: 82.860% (36803/44416) 347/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 0.496 | Acc: 82.864% (36911/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m53s | Loss: 0.496 | Acc: 82.862% (37016/44672) 349/391 [==========================================================>......] Step: 327ms | Tot: 1m53s | Loss: 0.497 | Acc: 82.853% (37118/44800) 350/391 [==========================================================>......] Step: 329ms | Tot: 1m54s | Loss: 0.497 | Acc: 82.850% (37223/44928) 351/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.497 | Acc: 82.832% (37321/45056) 352/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.497 | Acc: 82.826% (37424/45184) 353/391 [==========================================================>......] Step: 327ms | Tot: 1m55s | Loss: 0.498 | Acc: 82.817% (37526/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.498 | Acc: 82.808% (37628/45440) 355/391 [===========================================================>.....] Step: 323ms | Tot: 1m55s | Loss: 0.498 | Acc: 82.808% (37734/45568) 356/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.498 | Acc: 82.797% (37835/45696) 357/391 [===========================================================>.....] Step: 319ms | Tot: 1m56s | Loss: 0.498 | Acc: 82.802% (37943/45824) 358/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.498 | Acc: 82.802% (38049/45952) 359/391 [===========================================================>.....] Step: 332ms | Tot: 1m57s | Loss: 0.498 | Acc: 82.793% (38151/46080) 360/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.498 | Acc: 82.778% (38250/46208) 361/391 [============================================================>....] Step: 319ms | Tot: 1m57s | Loss: 0.498 | Acc: 82.769% (38352/46336) 362/391 [============================================================>....] Step: 331ms | Tot: 1m58s | Loss: 0.499 | Acc: 82.754% (38451/46464) 363/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.499 | Acc: 82.752% (38556/46592) 364/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.499 | Acc: 82.759% (38665/46720) 365/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.499 | Acc: 82.757% (38770/46848) 366/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.499 | Acc: 82.761% (38878/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 1m59s | Loss: 0.499 | Acc: 82.751% (38979/47104) 368/391 [=============================================================>...] Step: 325ms | Tot: 2m101ms | Loss: 0.499 | Acc: 82.736% (39078/47232) 369/391 [=============================================================>...] Step: 321ms | Tot: 2m422ms | Loss: 0.499 | Acc: 82.732% (39182/47360) 370/391 [=============================================================>...] Step: 335ms | Tot: 2m757ms | Loss: 0.500 | Acc: 82.716% (39280/47488) 371/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.500 | Acc: 82.710% (39383/47616) 372/391 [=============================================================>...] Step: 315ms | Tot: 2m1s | Loss: 0.500 | Acc: 82.706% (39487/47744) 373/391 [==============================================================>..] Step: 321ms | Tot: 2m1s | Loss: 0.500 | Acc: 82.712% (39596/47872) 374/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.500 | Acc: 82.713% (39702/48000) 375/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.500 | Acc: 82.711% (39807/48128) 376/391 [==============================================================>..] Step: 320ms | Tot: 2m2s | Loss: 0.499 | Acc: 82.715% (39915/48256) 377/391 [==============================================================>..] Step: 315ms | Tot: 2m2s | Loss: 0.499 | Acc: 82.715% (40021/48384) 378/391 [==============================================================>..] Step: 341ms | Tot: 2m3s | Loss: 0.500 | Acc: 82.701% (40120/48512) 379/391 [===============================================================>.] Step: 348ms | Tot: 2m3s | Loss: 0.500 | Acc: 82.689% (40220/48640) 380/391 [===============================================================>.] Step: 318ms | Tot: 2m3s | Loss: 0.500 | Acc: 82.675% (40319/48768) 381/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.500 | Acc: 82.673% (40424/48896) 382/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.500 | Acc: 82.678% (40532/49024) 383/391 [===============================================================>.] Step: 315ms | Tot: 2m4s | Loss: 0.500 | Acc: 82.684% (40641/49152) 384/391 [===============================================================>.] Step: 322ms | Tot: 2m5s | Loss: 0.500 | Acc: 82.695% (40752/49280) 385/391 [================================================================>] Step: 322ms | Tot: 2m5s | Loss: 0.500 | Acc: 82.705% (40863/49408) 386/391 [================================================================>] Step: 318ms | Tot: 2m5s | Loss: 0.500 | Acc: 82.693% (40963/49536) 387/391 [================================================================>] Step: 326ms | Tot: 2m6s | Loss: 0.501 | Acc: 82.688% (41066/49664) 388/391 [================================================================>] Step: 325ms | Tot: 2m6s | Loss: 0.501 | Acc: 82.674% (41165/49792) 389/391 [================================================================>] Step: 317ms | Tot: 2m6s | Loss: 0.501 | Acc: 82.674% (41271/49920) 390/391 [================================================================>] Step: 309ms | Tot: 2m7s | Loss: 0.500 | Acc: 82.684% (41342/50000) 391/391 + [>................................................................] Step: 955ms | Tot: 2ms | Loss: 0.895 | Acc: 70.000% (70/100) 1/100 [>................................................................] Step: 260ms | Tot: 263ms | Loss: 0.903 | Acc: 70.000% (140/200) 2/100 [=>...............................................................] Step: 269ms | Tot: 532ms | Loss: 0.857 | Acc: 71.667% (215/300) 3/100 [=>...............................................................] Step: 262ms | Tot: 795ms | Loss: 0.842 | Acc: 72.500% (290/400) 4/100 [==>..............................................................] Step: 261ms | Tot: 1s57ms | Loss: 0.855 | Acc: 71.800% (359/500) 5/100 [===>.............................................................] Step: 256ms | Tot: 1s313ms | Loss: 0.833 | Acc: 73.500% (441/600) 6/100 [===>.............................................................] Step: 266ms | Tot: 1s579ms | Loss: 0.847 | Acc: 72.286% (506/700) 7/100 [====>............................................................] Step: 280ms | Tot: 1s860ms | Loss: 0.881 | Acc: 71.375% (571/800) 8/100 [=====>...........................................................] Step: 272ms | Tot: 2s132ms | Loss: 0.897 | Acc: 71.333% (642/900) 9/100 [=====>...........................................................] Step: 270ms | Tot: 2s402ms | Loss: 0.900 | Acc: 71.300% (713/1000) 10/100 [======>..........................................................] Step: 265ms | Tot: 2s668ms | Loss: 0.911 | Acc: 71.091% (782/1100) 11/100 [=======>.........................................................] Step: 271ms | Tot: 2s940ms | Loss: 0.921 | Acc: 71.250% (855/1200) 12/100 [=======>.........................................................] Step: 270ms | Tot: 3s210ms | Loss: 0.903 | Acc: 71.538% (930/1300) 13/100 [========>........................................................] Step: 269ms | Tot: 3s479ms | Loss: 0.900 | Acc: 71.786% (1005/1400) 14/100 [=========>.......................................................] Step: 268ms | Tot: 3s748ms | Loss: 0.887 | Acc: 72.267% (1084/1500) 15/100 [=========>.......................................................] Step: 273ms | Tot: 4s22ms | Loss: 0.895 | Acc: 72.250% (1156/1600) 16/100 [==========>......................................................] Step: 264ms | Tot: 4s286ms | Loss: 0.897 | Acc: 72.294% (1229/1700) 17/100 [===========>.....................................................] Step: 269ms | Tot: 4s556ms | Loss: 0.899 | Acc: 72.500% (1305/1800) 18/100 [===========>.....................................................] Step: 267ms | Tot: 4s824ms | Loss: 0.893 | Acc: 72.579% (1379/1900) 19/100 [============>....................................................] Step: 271ms | Tot: 5s96ms | Loss: 0.908 | Acc: 72.300% (1446/2000) 20/100 [=============>...................................................] Step: 271ms | Tot: 5s367ms | Loss: 0.909 | Acc: 72.048% (1513/2100) 21/100 [=============>...................................................] Step: 268ms | Tot: 5s635ms | Loss: 0.905 | Acc: 72.182% (1588/2200) 22/100 [==============>..................................................] Step: 279ms | Tot: 5s914ms | Loss: 0.915 | Acc: 71.826% (1652/2300) 23/100 [==============>..................................................] Step: 266ms | Tot: 6s181ms | Loss: 0.915 | Acc: 71.875% (1725/2400) 24/100 [===============>.................................................] Step: 269ms | Tot: 6s450ms | Loss: 0.907 | Acc: 71.960% (1799/2500) 25/100 [================>................................................] Step: 266ms | Tot: 6s716ms | Loss: 0.921 | Acc: 71.654% (1863/2600) 26/100 [================>................................................] Step: 275ms | Tot: 6s992ms | Loss: 0.915 | Acc: 71.815% (1939/2700) 27/100 [=================>...............................................] Step: 266ms | Tot: 7s258ms | Loss: 0.916 | Acc: 71.750% (2009/2800) 28/100 [==================>..............................................] Step: 267ms | Tot: 7s526ms | Loss: 0.914 | Acc: 71.724% (2080/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s794ms | Loss: 0.912 | Acc: 71.800% (2154/3000) 30/100 [===================>.............................................] Step: 274ms | Tot: 8s69ms | Loss: 0.912 | Acc: 71.677% (2222/3100) 31/100 [====================>............................................] Step: 271ms | Tot: 8s340ms | Loss: 0.905 | Acc: 71.875% (2300/3200) 32/100 [====================>............................................] Step: 266ms | Tot: 8s606ms | Loss: 0.905 | Acc: 71.879% (2372/3300) 33/100 [=====================>...........................................] Step: 268ms | Tot: 8s875ms | Loss: 0.907 | Acc: 71.765% (2440/3400) 34/100 [======================>..........................................] Step: 271ms | Tot: 9s146ms | Loss: 0.906 | Acc: 71.886% (2516/3500) 35/100 [======================>..........................................] Step: 270ms | Tot: 9s416ms | Loss: 0.903 | Acc: 72.028% (2593/3600) 36/100 [=======================>.........................................] Step: 266ms | Tot: 9s682ms | Loss: 0.907 | Acc: 71.784% (2656/3700) 37/100 [========================>........................................] Step: 274ms | Tot: 9s957ms | Loss: 0.906 | Acc: 71.789% (2728/3800) 38/100 [========================>........................................] Step: 265ms | Tot: 10s222ms | Loss: 0.904 | Acc: 71.923% (2805/3900) 39/100 [=========================>.......................................] Step: 269ms | Tot: 10s492ms | Loss: 0.902 | Acc: 72.100% (2884/4000) 40/100 [==========================>......................................] Step: 268ms | Tot: 10s761ms | Loss: 0.903 | Acc: 72.049% (2954/4100) 41/100 [==========================>......................................] Step: 273ms | Tot: 11s34ms | Loss: 0.904 | Acc: 72.143% (3030/4200) 42/100 [===========================>.....................................] Step: 267ms | Tot: 11s302ms | Loss: 0.901 | Acc: 72.186% (3104/4300) 43/100 [===========================>.....................................] Step: 268ms | Tot: 11s570ms | Loss: 0.905 | Acc: 72.045% (3170/4400) 44/100 [============================>....................................] Step: 268ms | Tot: 11s839ms | Loss: 0.906 | Acc: 71.978% (3239/4500) 45/100 [=============================>...................................] Step: 273ms | Tot: 12s112ms | Loss: 0.913 | Acc: 71.717% (3299/4600) 46/100 [=============================>...................................] Step: 272ms | Tot: 12s385ms | Loss: 0.917 | Acc: 71.681% (3369/4700) 47/100 [==============================>..................................] Step: 266ms | Tot: 12s651ms | Loss: 0.917 | Acc: 71.729% (3443/4800) 48/100 [===============================>.................................] Step: 275ms | Tot: 12s926ms | Loss: 0.914 | Acc: 71.857% (3521/4900) 49/100 [===============================>.................................] Step: 273ms | Tot: 13s199ms | Loss: 0.916 | Acc: 71.780% (3589/5000) 50/100 [================================>................................] Step: 272ms | Tot: 13s472ms | Loss: 0.914 | Acc: 71.941% (3669/5100) 51/100 [=================================>...............................] Step: 267ms | Tot: 13s740ms | Loss: 0.915 | Acc: 71.904% (3739/5200) 52/100 [=================================>...............................] Step: 275ms | Tot: 14s15ms | Loss: 0.914 | Acc: 71.962% (3814/5300) 53/100 [==================================>..............................] Step: 268ms | Tot: 14s283ms | Loss: 0.913 | Acc: 71.981% (3887/5400) 54/100 [===================================>.............................] Step: 268ms | Tot: 14s552ms | Loss: 0.914 | Acc: 71.891% (3954/5500) 55/100 [===================================>.............................] Step: 267ms | Tot: 14s819ms | Loss: 0.917 | Acc: 71.821% (4022/5600) 56/100 [====================================>............................] Step: 273ms | Tot: 15s93ms | Loss: 0.920 | Acc: 71.754% (4090/5700) 57/100 [=====================================>...........................] Step: 268ms | Tot: 15s361ms | Loss: 0.919 | Acc: 71.793% (4164/5800) 58/100 [=====================================>...........................] Step: 267ms | Tot: 15s628ms | Loss: 0.921 | Acc: 71.644% (4227/5900) 59/100 [======================================>..........................] Step: 277ms | Tot: 15s905ms | Loss: 0.921 | Acc: 71.650% (4299/6000) 60/100 [=======================================>.........................] Step: 267ms | Tot: 16s173ms | Loss: 0.920 | Acc: 71.607% (4368/6100) 61/100 [=======================================>.........................] Step: 269ms | Tot: 16s443ms | Loss: 0.919 | Acc: 71.516% (4434/6200) 62/100 [========================================>........................] Step: 266ms | Tot: 16s710ms | Loss: 0.919 | Acc: 71.556% (4508/6300) 63/100 [========================================>........................] Step: 276ms | Tot: 16s986ms | Loss: 0.916 | Acc: 71.625% (4584/6400) 64/100 [=========================================>.......................] Step: 265ms | Tot: 17s251ms | Loss: 0.916 | Acc: 71.615% (4655/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s521ms | Loss: 0.919 | Acc: 71.515% (4720/6600) 66/100 [==========================================>......................] Step: 268ms | Tot: 17s789ms | Loss: 0.916 | Acc: 71.597% (4797/6700) 67/100 [===========================================>.....................] Step: 277ms | Tot: 18s67ms | Loss: 0.919 | Acc: 71.588% (4868/6800) 68/100 [============================================>....................] Step: 275ms | Tot: 18s343ms | Loss: 0.919 | Acc: 71.507% (4934/6900) 69/100 [============================================>....................] Step: 269ms | Tot: 18s613ms | Loss: 0.919 | Acc: 71.529% (5007/7000) 70/100 [=============================================>...................] Step: 270ms | Tot: 18s883ms | Loss: 0.917 | Acc: 71.634% (5086/7100) 71/100 [==============================================>..................] Step: 270ms | Tot: 19s154ms | Loss: 0.917 | Acc: 71.681% (5161/7200) 72/100 [==============================================>..................] Step: 270ms | Tot: 19s424ms | Loss: 0.917 | Acc: 71.658% (5231/7300) 73/100 [===============================================>.................] Step: 266ms | Tot: 19s691ms | Loss: 0.917 | Acc: 71.689% (5305/7400) 74/100 [================================================>................] Step: 278ms | Tot: 19s969ms | Loss: 0.917 | Acc: 71.747% (5381/7500) 75/100 [================================================>................] Step: 269ms | Tot: 20s238ms | Loss: 0.916 | Acc: 71.763% (5454/7600) 76/100 [=================================================>...............] Step: 272ms | Tot: 20s511ms | Loss: 0.914 | Acc: 71.844% (5532/7700) 77/100 [==================================================>..............] Step: 274ms | Tot: 20s785ms | Loss: 0.916 | Acc: 71.705% (5593/7800) 78/100 [==================================================>..............] Step: 272ms | Tot: 21s57ms | Loss: 0.915 | Acc: 71.747% (5668/7900) 79/100 [===================================================>.............] Step: 265ms | Tot: 21s323ms | Loss: 0.919 | Acc: 71.650% (5732/8000) 80/100 [====================================================>............] Step: 265ms | Tot: 21s588ms | Loss: 0.915 | Acc: 71.753% (5812/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 21s856ms | Loss: 0.915 | Acc: 71.671% (5877/8200) 82/100 [=====================================================>...........] Step: 269ms | Tot: 22s125ms | Loss: 0.916 | Acc: 71.614% (5944/8300) 83/100 [=====================================================>...........] Step: 273ms | Tot: 22s399ms | Loss: 0.915 | Acc: 71.679% (6021/8400) 84/100 [======================================================>..........] Step: 267ms | Tot: 22s666ms | Loss: 0.917 | Acc: 71.612% (6087/8500) 85/100 [=======================================================>.........] Step: 272ms | Tot: 22s939ms | Loss: 0.917 | Acc: 71.593% (6157/8600) 86/100 [=======================================================>.........] Step: 271ms | Tot: 23s210ms | Loss: 0.919 | Acc: 71.552% (6225/8700) 87/100 [========================================================>........] Step: 267ms | Tot: 23s477ms | Loss: 0.919 | Acc: 71.568% (6298/8800) 88/100 [=========================================================>.......] Step: 265ms | Tot: 23s743ms | Loss: 0.920 | Acc: 71.584% (6371/8900) 89/100 [=========================================================>.......] Step: 272ms | Tot: 24s15ms | Loss: 0.920 | Acc: 71.656% (6449/9000) 90/100 [==========================================================>......] Step: 266ms | Tot: 24s281ms | Loss: 0.917 | Acc: 71.692% (6524/9100) 91/100 [===========================================================>.....] Step: 269ms | Tot: 24s550ms | Loss: 0.914 | Acc: 71.815% (6607/9200) 92/100 [===========================================================>.....] Step: 267ms | Tot: 24s817ms | Loss: 0.915 | Acc: 71.785% (6676/9300) 93/100 [============================================================>....] Step: 296ms | Tot: 25s114ms | Loss: 0.915 | Acc: 71.809% (6750/9400) 94/100 [=============================================================>...] Step: 308ms | Tot: 25s422ms | Loss: 0.917 | Acc: 71.779% (6819/9500) 95/100 [=============================================================>...] Step: 296ms | Tot: 25s719ms | Loss: 0.916 | Acc: 71.823% (6895/9600) 96/100 [==============================================================>..] Step: 276ms | Tot: 25s995ms | Loss: 0.914 | Acc: 71.856% (6970/9700) 97/100 [===============================================================>.] Step: 271ms | Tot: 26s266ms | Loss: 0.915 | Acc: 71.867% (7043/9800) 98/100 [===============================================================>.] Step: 270ms | Tot: 26s537ms | Loss: 0.914 | Acc: 71.818% (7110/9900) 99/100 [================================================================>] Step: 264ms | Tot: 26s802ms | Loss: 0.916 | Acc: 71.790% (7179/10000) 100/100 + +Epoch: 22 + [>................................................................] Step: 1s111ms | Tot: 2ms | Loss: 0.728 | Acc: 76.562% (98/128) 1/391 [>................................................................] Step: 339ms | Tot: 341ms | Loss: 0.579 | Acc: 81.250% (208/256) 2/391 [>................................................................] Step: 335ms | Tot: 677ms | Loss: 0.552 | Acc: 81.510% (313/384) 3/391 [>................................................................] Step: 324ms | Tot: 1s2ms | Loss: 0.537 | Acc: 82.031% (420/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s329ms | Loss: 0.517 | Acc: 82.500% (528/640) 5/391 [>................................................................] Step: 325ms | Tot: 1s655ms | Loss: 0.520 | Acc: 82.292% (632/768) 6/391 [>................................................................] Step: 324ms | Tot: 1s979ms | Loss: 0.510 | Acc: 82.812% (742/896) 7/391 [=>...............................................................] Step: 326ms | Tot: 2s305ms | Loss: 0.480 | Acc: 83.984% (860/1024) 8/391 [=>...............................................................] Step: 321ms | Tot: 2s627ms | Loss: 0.478 | Acc: 84.288% (971/1152) 9/391 [=>...............................................................] Step: 319ms | Tot: 2s946ms | Loss: 0.458 | Acc: 84.844% (1086/1280) 10/391 [=>...............................................................] Step: 323ms | Tot: 3s270ms | Loss: 0.462 | Acc: 84.588% (1191/1408) 11/391 [=>...............................................................] Step: 320ms | Tot: 3s590ms | Loss: 0.477 | Acc: 84.180% (1293/1536) 12/391 [=>...............................................................] Step: 331ms | Tot: 3s922ms | Loss: 0.481 | Acc: 84.075% (1399/1664) 13/391 [==>..............................................................] Step: 328ms | Tot: 4s251ms | Loss: 0.482 | Acc: 83.984% (1505/1792) 14/391 [==>..............................................................] Step: 325ms | Tot: 4s576ms | Loss: 0.475 | Acc: 84.115% (1615/1920) 15/391 [==>..............................................................] Step: 317ms | Tot: 4s893ms | Loss: 0.476 | Acc: 84.131% (1723/2048) 16/391 [==>..............................................................] Step: 323ms | Tot: 5s217ms | Loss: 0.472 | Acc: 84.099% (1830/2176) 17/391 [==>..............................................................] Step: 320ms | Tot: 5s538ms | Loss: 0.471 | Acc: 84.115% (1938/2304) 18/391 [==>..............................................................] Step: 319ms | Tot: 5s858ms | Loss: 0.477 | Acc: 83.758% (2037/2432) 19/391 [===>.............................................................] Step: 323ms | Tot: 6s182ms | Loss: 0.481 | Acc: 83.750% (2144/2560) 20/391 [===>.............................................................] Step: 320ms | Tot: 6s503ms | Loss: 0.473 | Acc: 84.077% (2260/2688) 21/391 [===>.............................................................] Step: 319ms | Tot: 6s822ms | Loss: 0.471 | Acc: 83.949% (2364/2816) 22/391 [===>.............................................................] Step: 328ms | Tot: 7s151ms | Loss: 0.470 | Acc: 84.001% (2473/2944) 23/391 [===>.............................................................] Step: 322ms | Tot: 7s473ms | Loss: 0.477 | Acc: 83.789% (2574/3072) 24/391 [===>.............................................................] Step: 324ms | Tot: 7s798ms | Loss: 0.478 | Acc: 83.750% (2680/3200) 25/391 [====>............................................................] Step: 330ms | Tot: 8s128ms | Loss: 0.476 | Acc: 83.774% (2788/3328) 26/391 [====>............................................................] Step: 318ms | Tot: 8s447ms | Loss: 0.479 | Acc: 83.478% (2885/3456) 27/391 [====>............................................................] Step: 321ms | Tot: 8s768ms | Loss: 0.479 | Acc: 83.371% (2988/3584) 28/391 [====>............................................................] Step: 327ms | Tot: 9s96ms | Loss: 0.474 | Acc: 83.594% (3103/3712) 29/391 [====>............................................................] Step: 318ms | Tot: 9s414ms | Loss: 0.471 | Acc: 83.724% (3215/3840) 30/391 [====>............................................................] Step: 320ms | Tot: 9s734ms | Loss: 0.465 | Acc: 83.896% (3329/3968) 31/391 [=====>...........................................................] Step: 327ms | Tot: 10s62ms | Loss: 0.465 | Acc: 83.813% (3433/4096) 32/391 [=====>...........................................................] Step: 322ms | Tot: 10s384ms | Loss: 0.465 | Acc: 83.949% (3546/4224) 33/391 [=====>...........................................................] Step: 319ms | Tot: 10s704ms | Loss: 0.464 | Acc: 84.053% (3658/4352) 34/391 [=====>...........................................................] Step: 328ms | Tot: 11s33ms | Loss: 0.463 | Acc: 84.085% (3767/4480) 35/391 [=====>...........................................................] Step: 318ms | Tot: 11s352ms | Loss: 0.468 | Acc: 83.941% (3868/4608) 36/391 [=====>...........................................................] Step: 320ms | Tot: 11s672ms | Loss: 0.466 | Acc: 84.058% (3981/4736) 37/391 [======>..........................................................] Step: 324ms | Tot: 11s996ms | Loss: 0.471 | Acc: 83.861% (4079/4864) 38/391 [======>..........................................................] Step: 321ms | Tot: 12s318ms | Loss: 0.467 | Acc: 83.994% (4193/4992) 39/391 [======>..........................................................] Step: 323ms | Tot: 12s641ms | Loss: 0.466 | Acc: 84.043% (4303/5120) 40/391 [======>..........................................................] Step: 319ms | Tot: 12s961ms | Loss: 0.468 | Acc: 84.051% (4411/5248) 41/391 [======>..........................................................] Step: 327ms | Tot: 13s289ms | Loss: 0.466 | Acc: 84.115% (4522/5376) 42/391 [======>..........................................................] Step: 322ms | Tot: 13s612ms | Loss: 0.465 | Acc: 84.175% (4633/5504) 43/391 [=======>.........................................................] Step: 318ms | Tot: 13s931ms | Loss: 0.463 | Acc: 84.180% (4741/5632) 44/391 [=======>.........................................................] Step: 322ms | Tot: 14s254ms | Loss: 0.463 | Acc: 84.149% (4847/5760) 45/391 [=======>.........................................................] Step: 322ms | Tot: 14s576ms | Loss: 0.462 | Acc: 84.154% (4955/5888) 46/391 [=======>.........................................................] Step: 319ms | Tot: 14s895ms | Loss: 0.463 | Acc: 84.076% (5058/6016) 47/391 [=======>.........................................................] Step: 326ms | Tot: 15s222ms | Loss: 0.464 | Acc: 84.033% (5163/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 15s544ms | Loss: 0.463 | Acc: 84.104% (5275/6272) 49/391 [========>........................................................] Step: 322ms | Tot: 15s867ms | Loss: 0.461 | Acc: 84.188% (5388/6400) 50/391 [========>........................................................] Step: 331ms | Tot: 16s199ms | Loss: 0.460 | Acc: 84.206% (5497/6528) 51/391 [========>........................................................] Step: 322ms | Tot: 16s521ms | Loss: 0.459 | Acc: 84.195% (5604/6656) 52/391 [========>........................................................] Step: 321ms | Tot: 16s842ms | Loss: 0.461 | Acc: 84.169% (5710/6784) 53/391 [========>........................................................] Step: 330ms | Tot: 17s173ms | Loss: 0.461 | Acc: 84.172% (5818/6912) 54/391 [========>........................................................] Step: 323ms | Tot: 17s496ms | Loss: 0.462 | Acc: 84.062% (5918/7040) 55/391 [=========>.......................................................] Step: 319ms | Tot: 17s816ms | Loss: 0.463 | Acc: 84.040% (6024/7168) 56/391 [=========>.......................................................] Step: 327ms | Tot: 18s144ms | Loss: 0.465 | Acc: 83.923% (6123/7296) 57/391 [=========>.......................................................] Step: 320ms | Tot: 18s465ms | Loss: 0.466 | Acc: 83.836% (6224/7424) 58/391 [=========>.......................................................] Step: 321ms | Tot: 18s787ms | Loss: 0.468 | Acc: 83.766% (6326/7552) 59/391 [=========>.......................................................] Step: 333ms | Tot: 19s120ms | Loss: 0.469 | Acc: 83.698% (6428/7680) 60/391 [=========>.......................................................] Step: 321ms | Tot: 19s442ms | Loss: 0.468 | Acc: 83.722% (6537/7808) 61/391 [==========>......................................................] Step: 322ms | Tot: 19s764ms | Loss: 0.470 | Acc: 83.682% (6641/7936) 62/391 [==========>......................................................] Step: 328ms | Tot: 20s93ms | Loss: 0.471 | Acc: 83.643% (6745/8064) 63/391 [==========>......................................................] Step: 323ms | Tot: 20s416ms | Loss: 0.473 | Acc: 83.643% (6852/8192) 64/391 [==========>......................................................] Step: 323ms | Tot: 20s739ms | Loss: 0.473 | Acc: 83.654% (6960/8320) 65/391 [==========>......................................................] Step: 330ms | Tot: 21s70ms | Loss: 0.471 | Acc: 83.736% (7074/8448) 66/391 [==========>......................................................] Step: 320ms | Tot: 21s390ms | Loss: 0.471 | Acc: 83.757% (7183/8576) 67/391 [===========>.....................................................] Step: 323ms | Tot: 21s714ms | Loss: 0.472 | Acc: 83.709% (7286/8704) 68/391 [===========>.....................................................] Step: 333ms | Tot: 22s47ms | Loss: 0.473 | Acc: 83.628% (7386/8832) 69/391 [===========>.....................................................] Step: 324ms | Tot: 22s372ms | Loss: 0.474 | Acc: 83.583% (7489/8960) 70/391 [===========>.....................................................] Step: 323ms | Tot: 22s695ms | Loss: 0.474 | Acc: 83.616% (7599/9088) 71/391 [===========>.....................................................] Step: 327ms | Tot: 23s22ms | Loss: 0.474 | Acc: 83.626% (7707/9216) 72/391 [===========>.....................................................] Step: 323ms | Tot: 23s346ms | Loss: 0.472 | Acc: 83.669% (7818/9344) 73/391 [============>....................................................] Step: 323ms | Tot: 23s669ms | Loss: 0.473 | Acc: 83.678% (7926/9472) 74/391 [============>....................................................] Step: 326ms | Tot: 23s996ms | Loss: 0.471 | Acc: 83.740% (8039/9600) 75/391 [============>....................................................] Step: 326ms | Tot: 24s322ms | Loss: 0.473 | Acc: 83.686% (8141/9728) 76/391 [============>....................................................] Step: 327ms | Tot: 24s650ms | Loss: 0.475 | Acc: 83.644% (8244/9856) 77/391 [============>....................................................] Step: 331ms | Tot: 24s981ms | Loss: 0.476 | Acc: 83.634% (8350/9984) 78/391 [============>....................................................] Step: 323ms | Tot: 25s305ms | Loss: 0.477 | Acc: 83.604% (8454/10112) 79/391 [=============>...................................................] Step: 327ms | Tot: 25s632ms | Loss: 0.477 | Acc: 83.613% (8562/10240) 80/391 [=============>...................................................] Step: 323ms | Tot: 25s955ms | Loss: 0.477 | Acc: 83.623% (8670/10368) 81/391 [=============>...................................................] Step: 324ms | Tot: 26s280ms | Loss: 0.478 | Acc: 83.632% (8778/10496) 82/391 [=============>...................................................] Step: 324ms | Tot: 26s604ms | Loss: 0.478 | Acc: 83.622% (8884/10624) 83/391 [=============>...................................................] Step: 321ms | Tot: 26s926ms | Loss: 0.479 | Acc: 83.584% (8987/10752) 84/391 [=============>...................................................] Step: 351ms | Tot: 27s277ms | Loss: 0.481 | Acc: 83.557% (9091/10880) 85/391 [==============>..................................................] Step: 362ms | Tot: 27s640ms | Loss: 0.479 | Acc: 83.612% (9204/11008) 86/391 [==============>..................................................] Step: 328ms | Tot: 27s968ms | Loss: 0.478 | Acc: 83.639% (9314/11136) 87/391 [==============>..................................................] Step: 321ms | Tot: 28s290ms | Loss: 0.478 | Acc: 83.647% (9422/11264) 88/391 [==============>..................................................] Step: 322ms | Tot: 28s612ms | Loss: 0.479 | Acc: 83.567% (9520/11392) 89/391 [==============>..................................................] Step: 320ms | Tot: 28s933ms | Loss: 0.480 | Acc: 83.516% (9621/11520) 90/391 [==============>..................................................] Step: 327ms | Tot: 29s260ms | Loss: 0.480 | Acc: 83.516% (9728/11648) 91/391 [===============>.................................................] Step: 323ms | Tot: 29s584ms | Loss: 0.481 | Acc: 83.449% (9827/11776) 92/391 [===============>.................................................] Step: 320ms | Tot: 29s905ms | Loss: 0.480 | Acc: 83.501% (9940/11904) 93/391 [===============>.................................................] Step: 328ms | Tot: 30s233ms | Loss: 0.481 | Acc: 83.461% (10042/12032) 94/391 [===============>.................................................] Step: 325ms | Tot: 30s559ms | Loss: 0.481 | Acc: 83.462% (10149/12160) 95/391 [===============>.................................................] Step: 328ms | Tot: 30s888ms | Loss: 0.481 | Acc: 83.464% (10256/12288) 96/391 [===============>.................................................] Step: 327ms | Tot: 31s216ms | Loss: 0.482 | Acc: 83.400% (10355/12416) 97/391 [================>................................................] Step: 323ms | Tot: 31s540ms | Loss: 0.481 | Acc: 83.426% (10465/12544) 98/391 [================>................................................] Step: 318ms | Tot: 31s859ms | Loss: 0.483 | Acc: 83.389% (10567/12672) 99/391 [================>................................................] Step: 329ms | Tot: 32s188ms | Loss: 0.483 | Acc: 83.375% (10672/12800) 100/391 [================>................................................] Step: 321ms | Tot: 32s509ms | Loss: 0.485 | Acc: 83.338% (10774/12928) 101/391 [================>................................................] Step: 322ms | Tot: 32s832ms | Loss: 0.485 | Acc: 83.333% (10880/13056) 102/391 [================>................................................] Step: 328ms | Tot: 33s160ms | Loss: 0.484 | Acc: 83.336% (10987/13184) 103/391 [=================>...............................................] Step: 321ms | Tot: 33s482ms | Loss: 0.484 | Acc: 83.331% (11093/13312) 104/391 [=================>...............................................] Step: 325ms | Tot: 33s807ms | Loss: 0.483 | Acc: 83.356% (11203/13440) 105/391 [=================>...............................................] Step: 341ms | Tot: 34s148ms | Loss: 0.483 | Acc: 83.373% (11312/13568) 106/391 [=================>...............................................] Step: 327ms | Tot: 34s475ms | Loss: 0.485 | Acc: 83.316% (11411/13696) 107/391 [=================>...............................................] Step: 323ms | Tot: 34s798ms | Loss: 0.485 | Acc: 83.297% (11515/13824) 108/391 [=================>...............................................] Step: 328ms | Tot: 35s127ms | Loss: 0.484 | Acc: 83.321% (11625/13952) 109/391 [==================>..............................................] Step: 325ms | Tot: 35s452ms | Loss: 0.485 | Acc: 83.288% (11727/14080) 110/391 [==================>..............................................] Step: 321ms | Tot: 35s773ms | Loss: 0.485 | Acc: 83.305% (11836/14208) 111/391 [==================>..............................................] Step: 328ms | Tot: 36s102ms | Loss: 0.484 | Acc: 83.364% (11951/14336) 112/391 [==================>..............................................] Step: 325ms | Tot: 36s428ms | Loss: 0.483 | Acc: 83.379% (12060/14464) 113/391 [==================>..............................................] Step: 323ms | Tot: 36s752ms | Loss: 0.482 | Acc: 83.402% (12170/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s80ms | Loss: 0.482 | Acc: 83.424% (12280/14720) 115/391 [===================>.............................................] Step: 322ms | Tot: 37s402ms | Loss: 0.484 | Acc: 83.365% (12378/14848) 116/391 [===================>.............................................] Step: 323ms | Tot: 37s726ms | Loss: 0.483 | Acc: 83.373% (12486/14976) 117/391 [===================>.............................................] Step: 329ms | Tot: 38s55ms | Loss: 0.484 | Acc: 83.375% (12593/15104) 118/391 [===================>.............................................] Step: 322ms | Tot: 38s378ms | Loss: 0.484 | Acc: 83.377% (12700/15232) 119/391 [===================>.............................................] Step: 323ms | Tot: 38s701ms | Loss: 0.482 | Acc: 83.411% (12812/15360) 120/391 [===================>.............................................] Step: 321ms | Tot: 39s23ms | Loss: 0.482 | Acc: 83.426% (12921/15488) 121/391 [====================>............................................] Step: 326ms | Tot: 39s349ms | Loss: 0.484 | Acc: 83.370% (13019/15616) 122/391 [====================>............................................] Step: 324ms | Tot: 39s673ms | Loss: 0.484 | Acc: 83.378% (13127/15744) 123/391 [====================>............................................] Step: 323ms | Tot: 39s997ms | Loss: 0.485 | Acc: 83.335% (13227/15872) 124/391 [====================>............................................] Step: 321ms | Tot: 40s318ms | Loss: 0.485 | Acc: 83.344% (13335/16000) 125/391 [====================>............................................] Step: 324ms | Tot: 40s643ms | Loss: 0.484 | Acc: 83.340% (13441/16128) 126/391 [====================>............................................] Step: 328ms | Tot: 40s971ms | Loss: 0.485 | Acc: 83.335% (13547/16256) 127/391 [=====================>...........................................] Step: 327ms | Tot: 41s299ms | Loss: 0.485 | Acc: 83.301% (13648/16384) 128/391 [=====================>...........................................] Step: 327ms | Tot: 41s626ms | Loss: 0.484 | Acc: 83.321% (13758/16512) 129/391 [=====================>...........................................] Step: 327ms | Tot: 41s953ms | Loss: 0.484 | Acc: 83.347% (13869/16640) 130/391 [=====================>...........................................] Step: 331ms | Tot: 42s285ms | Loss: 0.484 | Acc: 83.337% (13974/16768) 131/391 [=====================>...........................................] Step: 320ms | Tot: 42s605ms | Loss: 0.483 | Acc: 83.351% (14083/16896) 132/391 [=====================>...........................................] Step: 341ms | Tot: 42s946ms | Loss: 0.483 | Acc: 83.376% (14194/17024) 133/391 [======================>..........................................] Step: 332ms | Tot: 43s279ms | Loss: 0.484 | Acc: 83.308% (14289/17152) 134/391 [======================>..........................................] Step: 327ms | Tot: 43s606ms | Loss: 0.484 | Acc: 83.310% (14396/17280) 135/391 [======================>..........................................] Step: 324ms | Tot: 43s930ms | Loss: 0.484 | Acc: 83.312% (14503/17408) 136/391 [======================>..........................................] Step: 323ms | Tot: 44s254ms | Loss: 0.485 | Acc: 83.303% (14608/17536) 137/391 [======================>..........................................] Step: 322ms | Tot: 44s577ms | Loss: 0.483 | Acc: 83.367% (14726/17664) 138/391 [======================>..........................................] Step: 327ms | Tot: 44s905ms | Loss: 0.482 | Acc: 83.408% (14840/17792) 139/391 [=======================>.........................................] Step: 334ms | Tot: 45s239ms | Loss: 0.483 | Acc: 83.410% (14947/17920) 140/391 [=======================>.........................................] Step: 329ms | Tot: 45s569ms | Loss: 0.484 | Acc: 83.378% (15048/18048) 141/391 [=======================>.........................................] Step: 321ms | Tot: 45s890ms | Loss: 0.484 | Acc: 83.379% (15155/18176) 142/391 [=======================>.........................................] Step: 334ms | Tot: 46s225ms | Loss: 0.484 | Acc: 83.403% (15266/18304) 143/391 [=======================>.........................................] Step: 323ms | Tot: 46s548ms | Loss: 0.484 | Acc: 83.388% (15370/18432) 144/391 [=======================>.........................................] Step: 329ms | Tot: 46s878ms | Loss: 0.484 | Acc: 83.389% (15477/18560) 145/391 [========================>........................................] Step: 334ms | Tot: 47s212ms | Loss: 0.484 | Acc: 83.401% (15586/18688) 146/391 [========================>........................................] Step: 329ms | Tot: 47s542ms | Loss: 0.485 | Acc: 83.365% (15686/18816) 147/391 [========================>........................................] Step: 320ms | Tot: 47s862ms | Loss: 0.484 | Acc: 83.361% (15792/18944) 148/391 [========================>........................................] Step: 332ms | Tot: 48s194ms | Loss: 0.484 | Acc: 83.400% (15906/19072) 149/391 [========================>........................................] Step: 323ms | Tot: 48s518ms | Loss: 0.483 | Acc: 83.411% (16015/19200) 150/391 [========================>........................................] Step: 328ms | Tot: 48s846ms | Loss: 0.483 | Acc: 83.449% (16129/19328) 151/391 [=========================>.......................................] Step: 335ms | Tot: 49s181ms | Loss: 0.482 | Acc: 83.481% (16242/19456) 152/391 [=========================>.......................................] Step: 325ms | Tot: 49s507ms | Loss: 0.482 | Acc: 83.497% (16352/19584) 153/391 [=========================>.......................................] Step: 321ms | Tot: 49s828ms | Loss: 0.482 | Acc: 83.487% (16457/19712) 154/391 [=========================>.......................................] Step: 327ms | Tot: 50s155ms | Loss: 0.482 | Acc: 83.488% (16564/19840) 155/391 [=========================>.......................................] Step: 327ms | Tot: 50s483ms | Loss: 0.482 | Acc: 83.479% (16669/19968) 156/391 [=========================>.......................................] Step: 323ms | Tot: 50s806ms | Loss: 0.483 | Acc: 83.459% (16772/20096) 157/391 [==========================>......................................] Step: 334ms | Tot: 51s141ms | Loss: 0.483 | Acc: 83.436% (16874/20224) 158/391 [==========================>......................................] Step: 321ms | Tot: 51s462ms | Loss: 0.483 | Acc: 83.437% (16981/20352) 159/391 [==========================>......................................] Step: 321ms | Tot: 51s783ms | Loss: 0.483 | Acc: 83.418% (17084/20480) 160/391 [==========================>......................................] Step: 329ms | Tot: 52s113ms | Loss: 0.483 | Acc: 83.424% (17192/20608) 161/391 [==========================>......................................] Step: 321ms | Tot: 52s434ms | Loss: 0.483 | Acc: 83.435% (17301/20736) 162/391 [==========================>......................................] Step: 320ms | Tot: 52s755ms | Loss: 0.483 | Acc: 83.436% (17408/20864) 163/391 [===========================>.....................................] Step: 333ms | Tot: 53s88ms | Loss: 0.482 | Acc: 83.451% (17518/20992) 164/391 [===========================>.....................................] Step: 326ms | Tot: 53s415ms | Loss: 0.483 | Acc: 83.419% (17618/21120) 165/391 [===========================>.....................................] Step: 323ms | Tot: 53s738ms | Loss: 0.484 | Acc: 83.391% (17719/21248) 166/391 [===========================>.....................................] Step: 335ms | Tot: 54s74ms | Loss: 0.484 | Acc: 83.383% (17824/21376) 167/391 [===========================>.....................................] Step: 333ms | Tot: 54s408ms | Loss: 0.484 | Acc: 83.389% (17932/21504) 168/391 [===========================>.....................................] Step: 337ms | Tot: 54s745ms | Loss: 0.484 | Acc: 83.386% (18038/21632) 169/391 [============================>....................................] Step: 342ms | Tot: 55s88ms | Loss: 0.486 | Acc: 83.332% (18133/21760) 170/391 [============================>....................................] Step: 336ms | Tot: 55s424ms | Loss: 0.485 | Acc: 83.347% (18243/21888) 171/391 [============================>....................................] Step: 333ms | Tot: 55s758ms | Loss: 0.485 | Acc: 83.344% (18349/22016) 172/391 [============================>....................................] Step: 335ms | Tot: 56s94ms | Loss: 0.485 | Acc: 83.336% (18454/22144) 173/391 [============================>....................................] Step: 336ms | Tot: 56s431ms | Loss: 0.486 | Acc: 83.320% (18557/22272) 174/391 [============================>....................................] Step: 336ms | Tot: 56s768ms | Loss: 0.486 | Acc: 83.339% (18668/22400) 175/391 [=============================>...................................] Step: 347ms | Tot: 57s115ms | Loss: 0.486 | Acc: 83.336% (18774/22528) 176/391 [=============================>...................................] Step: 369ms | Tot: 57s485ms | Loss: 0.486 | Acc: 83.347% (18883/22656) 177/391 [=============================>...................................] Step: 350ms | Tot: 57s835ms | Loss: 0.487 | Acc: 83.317% (18983/22784) 178/391 [=============================>...................................] Step: 335ms | Tot: 58s171ms | Loss: 0.487 | Acc: 83.301% (19086/22912) 179/391 [=============================>...................................] Step: 323ms | Tot: 58s495ms | Loss: 0.487 | Acc: 83.307% (19194/23040) 180/391 [=============================>...................................] Step: 322ms | Tot: 58s817ms | Loss: 0.487 | Acc: 83.305% (19300/23168) 181/391 [==============================>..................................] Step: 329ms | Tot: 59s146ms | Loss: 0.487 | Acc: 83.332% (19413/23296) 182/391 [==============================>..................................] Step: 323ms | Tot: 59s470ms | Loss: 0.487 | Acc: 83.329% (19519/23424) 183/391 [==============================>..................................] Step: 320ms | Tot: 59s790ms | Loss: 0.487 | Acc: 83.331% (19626/23552) 184/391 [==============================>..................................] Step: 330ms | Tot: 1m121ms | Loss: 0.487 | Acc: 83.332% (19733/23680) 185/391 [==============================>..................................] Step: 320ms | Tot: 1m442ms | Loss: 0.487 | Acc: 83.346% (19843/23808) 186/391 [==============================>..................................] Step: 321ms | Tot: 1m763ms | Loss: 0.487 | Acc: 83.326% (19945/23936) 187/391 [===============================>.................................] Step: 331ms | Tot: 1m1s | Loss: 0.488 | Acc: 83.311% (20048/24064) 188/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.487 | Acc: 83.325% (20158/24192) 189/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.488 | Acc: 83.306% (20260/24320) 190/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 0.487 | Acc: 83.332% (20373/24448) 191/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.487 | Acc: 83.325% (20478/24576) 192/391 [===============================>.................................] Step: 322ms | Tot: 1m2s | Loss: 0.488 | Acc: 83.298% (20578/24704) 193/391 [================================>................................] Step: 331ms | Tot: 1m3s | Loss: 0.488 | Acc: 83.280% (20680/24832) 194/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.489 | Acc: 83.257% (20781/24960) 195/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.489 | Acc: 83.239% (20883/25088) 196/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.489 | Acc: 83.217% (20984/25216) 197/391 [================================>................................] Step: 342ms | Tot: 1m4s | Loss: 0.489 | Acc: 83.227% (21093/25344) 198/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.489 | Acc: 83.248% (21205/25472) 199/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.250% (21312/25600) 200/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.252% (21419/25728) 201/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.250% (21525/25856) 202/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.487 | Acc: 83.274% (21638/25984) 203/391 [=================================>...............................] Step: 321ms | Tot: 1m6s | Loss: 0.487 | Acc: 83.287% (21748/26112) 204/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.487 | Acc: 83.274% (21851/26240) 205/391 [==================================>..............................] Step: 323ms | Tot: 1m6s | Loss: 0.487 | Acc: 83.279% (21959/26368) 206/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.265% (22062/26496) 207/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.218% (22156/26624) 208/391 [==================================>..............................] Step: 322ms | Tot: 1m7s | Loss: 0.489 | Acc: 83.224% (22264/26752) 209/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.488 | Acc: 83.248% (22377/26880) 210/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.488 | Acc: 83.231% (22479/27008) 211/391 [===================================>.............................] Step: 324ms | Tot: 1m8s | Loss: 0.489 | Acc: 83.192% (22575/27136) 212/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.489 | Acc: 83.183% (22679/27264) 213/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.490 | Acc: 83.185% (22786/27392) 214/391 [===================================>.............................] Step: 321ms | Tot: 1m9s | Loss: 0.490 | Acc: 83.154% (22884/27520) 215/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.491 | Acc: 83.138% (22986/27648) 216/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.491 | Acc: 83.129% (23090/27776) 217/391 [====================================>............................] Step: 320ms | Tot: 1m10s | Loss: 0.491 | Acc: 83.117% (23193/27904) 218/391 [====================================>............................] Step: 330ms | Tot: 1m11s | Loss: 0.491 | Acc: 83.112% (23298/28032) 219/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.492 | Acc: 83.086% (23397/28160) 220/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.492 | Acc: 83.085% (23503/28288) 221/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.492 | Acc: 83.098% (23613/28416) 222/391 [====================================>............................] Step: 324ms | Tot: 1m12s | Loss: 0.492 | Acc: 83.075% (23713/28544) 223/391 [=====================================>...........................] Step: 321ms | Tot: 1m12s | Loss: 0.491 | Acc: 83.098% (23826/28672) 224/391 [=====================================>...........................] Step: 329ms | Tot: 1m13s | Loss: 0.492 | Acc: 83.083% (23928/28800) 225/391 [=====================================>...........................] Step: 322ms | Tot: 1m13s | Loss: 0.492 | Acc: 83.082% (24034/28928) 226/391 [=====================================>...........................] Step: 322ms | Tot: 1m13s | Loss: 0.491 | Acc: 83.084% (24141/29056) 227/391 [=====================================>...........................] Step: 329ms | Tot: 1m14s | Loss: 0.492 | Acc: 83.069% (24243/29184) 228/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.492 | Acc: 83.075% (24351/29312) 229/391 [======================================>..........................] Step: 325ms | Tot: 1m14s | Loss: 0.492 | Acc: 83.088% (24461/29440) 230/391 [======================================>..........................] Step: 334ms | Tot: 1m15s | Loss: 0.492 | Acc: 83.100% (24571/29568) 231/391 [======================================>..........................] Step: 320ms | Tot: 1m15s | Loss: 0.492 | Acc: 83.109% (24680/29696) 232/391 [======================================>..........................] Step: 322ms | Tot: 1m15s | Loss: 0.492 | Acc: 83.094% (24782/29824) 233/391 [======================================>..........................] Step: 335ms | Tot: 1m16s | Loss: 0.492 | Acc: 83.083% (24885/29952) 234/391 [======================================>..........................] Step: 337ms | Tot: 1m16s | Loss: 0.492 | Acc: 83.068% (24987/30080) 235/391 [=======================================>.........................] Step: 330ms | Tot: 1m16s | Loss: 0.492 | Acc: 83.071% (25094/30208) 236/391 [=======================================>.........................] Step: 330ms | Tot: 1m17s | Loss: 0.493 | Acc: 83.043% (25192/30336) 237/391 [=======================================>.........................] Step: 320ms | Tot: 1m17s | Loss: 0.493 | Acc: 83.042% (25298/30464) 238/391 [=======================================>.........................] Step: 333ms | Tot: 1m17s | Loss: 0.493 | Acc: 83.058% (25409/30592) 239/391 [=======================================>.........................] Step: 336ms | Tot: 1m18s | Loss: 0.493 | Acc: 83.053% (25514/30720) 240/391 [=======================================>.........................] Step: 331ms | Tot: 1m18s | Loss: 0.493 | Acc: 83.049% (25619/30848) 241/391 [========================================>........................] Step: 330ms | Tot: 1m18s | Loss: 0.492 | Acc: 83.058% (25728/30976) 242/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.492 | Acc: 83.073% (25839/31104) 243/391 [========================================>........................] Step: 320ms | Tot: 1m19s | Loss: 0.492 | Acc: 83.059% (25941/31232) 244/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.492 | Acc: 83.061% (26048/31360) 245/391 [========================================>........................] Step: 336ms | Tot: 1m20s | Loss: 0.493 | Acc: 83.041% (26148/31488) 246/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.492 | Acc: 83.056% (26259/31616) 247/391 [=========================================>.......................] Step: 325ms | Tot: 1m20s | Loss: 0.493 | Acc: 83.046% (26362/31744) 248/391 [=========================================>.......................] Step: 327ms | Tot: 1m20s | Loss: 0.493 | Acc: 83.032% (26464/31872) 249/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.492 | Acc: 83.041% (26573/32000) 250/391 [=========================================>.......................] Step: 327ms | Tot: 1m21s | Loss: 0.493 | Acc: 83.043% (26680/32128) 251/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.493 | Acc: 83.030% (26782/32256) 252/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.493 | Acc: 83.029% (26888/32384) 253/391 [==========================================>......................] Step: 323ms | Tot: 1m22s | Loss: 0.493 | Acc: 83.028% (26994/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m22s | Loss: 0.494 | Acc: 82.993% (27089/32640) 255/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.494 | Acc: 82.980% (27191/32768) 256/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.494 | Acc: 82.980% (27297/32896) 257/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.494 | Acc: 82.973% (27401/33024) 258/391 [==========================================>......................] Step: 325ms | Tot: 1m24s | Loss: 0.494 | Acc: 82.975% (27508/33152) 259/391 [===========================================>.....................] Step: 323ms | Tot: 1m24s | Loss: 0.494 | Acc: 82.972% (27613/33280) 260/391 [===========================================>.....................] Step: 321ms | Tot: 1m24s | Loss: 0.494 | Acc: 82.974% (27720/33408) 261/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.494 | Acc: 82.962% (27822/33536) 262/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 0.495 | Acc: 82.958% (27927/33664) 263/391 [===========================================>.....................] Step: 320ms | Tot: 1m25s | Loss: 0.495 | Acc: 82.963% (28035/33792) 264/391 [===========================================>.....................] Step: 329ms | Tot: 1m26s | Loss: 0.495 | Acc: 82.966% (28142/33920) 265/391 [============================================>....................] Step: 329ms | Tot: 1m26s | Loss: 0.494 | Acc: 82.971% (28250/34048) 266/391 [============================================>....................] Step: 328ms | Tot: 1m26s | Loss: 0.494 | Acc: 82.973% (28357/34176) 267/391 [============================================>....................] Step: 345ms | Tot: 1m27s | Loss: 0.494 | Acc: 82.973% (28463/34304) 268/391 [============================================>....................] Step: 364ms | Tot: 1m27s | Loss: 0.495 | Acc: 82.940% (28558/34432) 269/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.494 | Acc: 82.928% (28660/34560) 270/391 [============================================>....................] Step: 328ms | Tot: 1m28s | Loss: 0.494 | Acc: 82.934% (28768/34688) 271/391 [=============================================>...................] Step: 324ms | Tot: 1m28s | Loss: 0.494 | Acc: 82.942% (28877/34816) 272/391 [=============================================>...................] Step: 328ms | Tot: 1m28s | Loss: 0.495 | Acc: 82.921% (28976/34944) 273/391 [=============================================>...................] Step: 329ms | Tot: 1m29s | Loss: 0.495 | Acc: 82.935% (29087/35072) 274/391 [=============================================>...................] Step: 329ms | Tot: 1m29s | Loss: 0.495 | Acc: 82.938% (29194/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.495 | Acc: 82.943% (29302/35328) 276/391 [=============================================>...................] Step: 330ms | Tot: 1m30s | Loss: 0.494 | Acc: 82.945% (29409/35456) 277/391 [==============================================>..................] Step: 323ms | Tot: 1m30s | Loss: 0.494 | Acc: 82.947% (29516/35584) 278/391 [==============================================>..................] Step: 323ms | Tot: 1m30s | Loss: 0.494 | Acc: 82.953% (29624/35712) 279/391 [==============================================>..................] Step: 331ms | Tot: 1m31s | Loss: 0.494 | Acc: 82.944% (29727/35840) 280/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.494 | Acc: 82.940% (29832/35968) 281/391 [==============================================>..................] Step: 318ms | Tot: 1m31s | Loss: 0.495 | Acc: 82.929% (29934/36096) 282/391 [==============================================>..................] Step: 328ms | Tot: 1m32s | Loss: 0.495 | Acc: 82.926% (30039/36224) 283/391 [===============================================>.................] Step: 323ms | Tot: 1m32s | Loss: 0.494 | Acc: 82.934% (30148/36352) 284/391 [===============================================>.................] Step: 320ms | Tot: 1m32s | Loss: 0.495 | Acc: 82.914% (30247/36480) 285/391 [===============================================>.................] Step: 328ms | Tot: 1m33s | Loss: 0.495 | Acc: 82.900% (30348/36608) 286/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.495 | Acc: 82.910% (30458/36736) 287/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.495 | Acc: 82.918% (30567/36864) 288/391 [===============================================>.................] Step: 330ms | Tot: 1m34s | Loss: 0.494 | Acc: 82.940% (30681/36992) 289/391 [================================================>................] Step: 326ms | Tot: 1m34s | Loss: 0.494 | Acc: 82.945% (30789/37120) 290/391 [================================================>................] Step: 343ms | Tot: 1m34s | Loss: 0.494 | Acc: 82.957% (30900/37248) 291/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.494 | Acc: 82.970% (31011/37376) 292/391 [================================================>................] Step: 327ms | Tot: 1m35s | Loss: 0.494 | Acc: 82.970% (31117/37504) 293/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.495 | Acc: 82.937% (31211/37632) 294/391 [================================================>................] Step: 328ms | Tot: 1m36s | Loss: 0.495 | Acc: 82.926% (31313/37760) 295/391 [=================================================>...............] Step: 317ms | Tot: 1m36s | Loss: 0.495 | Acc: 82.918% (31416/37888) 296/391 [=================================================>...............] Step: 320ms | Tot: 1m36s | Loss: 0.495 | Acc: 82.926% (31525/38016) 297/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.495 | Acc: 82.915% (31627/38144) 298/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 0.496 | Acc: 82.912% (31732/38272) 299/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 0.496 | Acc: 82.901% (31834/38400) 300/391 [=================================================>...............] Step: 326ms | Tot: 1m38s | Loss: 0.496 | Acc: 82.885% (31934/38528) 301/391 [==================================================>..............] Step: 320ms | Tot: 1m38s | Loss: 0.496 | Acc: 82.885% (32040/38656) 302/391 [==================================================>..............] Step: 320ms | Tot: 1m38s | Loss: 0.496 | Acc: 82.890% (32148/38784) 303/391 [==================================================>..............] Step: 320ms | Tot: 1m38s | Loss: 0.497 | Acc: 82.877% (32249/38912) 304/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.497 | Acc: 82.882% (32357/39040) 305/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.497 | Acc: 82.869% (32458/39168) 306/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 0.497 | Acc: 82.868% (32564/39296) 307/391 [===================================================>.............] Step: 322ms | Tot: 1m40s | Loss: 0.497 | Acc: 82.871% (32671/39424) 308/391 [===================================================>.............] Step: 322ms | Tot: 1m40s | Loss: 0.497 | Acc: 82.861% (32773/39552) 309/391 [===================================================>.............] Step: 320ms | Tot: 1m40s | Loss: 0.497 | Acc: 82.860% (32879/39680) 310/391 [===================================================>.............] Step: 328ms | Tot: 1m41s | Loss: 0.498 | Acc: 82.848% (32980/39808) 311/391 [===================================================>.............] Step: 322ms | Tot: 1m41s | Loss: 0.497 | Acc: 82.863% (33092/39936) 312/391 [===================================================>.............] Step: 317ms | Tot: 1m41s | Loss: 0.497 | Acc: 82.857% (33196/40064) 313/391 [====================================================>............] Step: 329ms | Tot: 1m42s | Loss: 0.497 | Acc: 82.862% (33304/40192) 314/391 [====================================================>............] Step: 319ms | Tot: 1m42s | Loss: 0.498 | Acc: 82.837% (33400/40320) 315/391 [====================================================>............] Step: 316ms | Tot: 1m42s | Loss: 0.498 | Acc: 82.835% (33505/40448) 316/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.498 | Acc: 82.827% (33608/40576) 317/391 [====================================================>............] Step: 320ms | Tot: 1m43s | Loss: 0.498 | Acc: 82.832% (33716/40704) 318/391 [====================================================>............] Step: 316ms | Tot: 1m43s | Loss: 0.498 | Acc: 82.830% (33821/40832) 319/391 [=====================================================>...........] Step: 332ms | Tot: 1m44s | Loss: 0.499 | Acc: 82.820% (33923/40960) 320/391 [=====================================================>...........] Step: 318ms | Tot: 1m44s | Loss: 0.499 | Acc: 82.795% (34019/41088) 321/391 [=====================================================>...........] Step: 318ms | Tot: 1m44s | Loss: 0.499 | Acc: 82.781% (34119/41216) 322/391 [=====================================================>...........] Step: 330ms | Tot: 1m45s | Loss: 0.499 | Acc: 82.783% (34226/41344) 323/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.499 | Acc: 82.791% (34335/41472) 324/391 [=====================================================>...........] Step: 318ms | Tot: 1m45s | Loss: 0.499 | Acc: 82.793% (34442/41600) 325/391 [======================================================>..........] Step: 327ms | Tot: 1m46s | Loss: 0.499 | Acc: 82.798% (34550/41728) 326/391 [======================================================>..........] Step: 318ms | Tot: 1m46s | Loss: 0.499 | Acc: 82.801% (34657/41856) 327/391 [======================================================>..........] Step: 321ms | Tot: 1m46s | Loss: 0.499 | Acc: 82.817% (34770/41984) 328/391 [======================================================>..........] Step: 330ms | Tot: 1m47s | Loss: 0.498 | Acc: 82.827% (34880/42112) 329/391 [======================================================>..........] Step: 319ms | Tot: 1m47s | Loss: 0.499 | Acc: 82.822% (34984/42240) 330/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.499 | Acc: 82.820% (35089/42368) 331/391 [=======================================================>.........] Step: 323ms | Tot: 1m47s | Loss: 0.499 | Acc: 82.805% (35189/42496) 332/391 [=======================================================>.........] Step: 319ms | Tot: 1m48s | Loss: 0.498 | Acc: 82.822% (35302/42624) 333/391 [=======================================================>.........] Step: 323ms | Tot: 1m48s | Loss: 0.498 | Acc: 82.829% (35411/42752) 334/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.498 | Acc: 82.826% (35516/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.498 | Acc: 82.833% (35625/43008) 336/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.498 | Acc: 82.826% (35728/43136) 337/391 [========================================================>........] Step: 325ms | Tot: 1m49s | Loss: 0.498 | Acc: 82.831% (35836/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.498 | Acc: 82.838% (35945/43392) 339/391 [========================================================>........] Step: 322ms | Tot: 1m50s | Loss: 0.498 | Acc: 82.840% (36052/43520) 340/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.498 | Acc: 82.849% (36162/43648) 341/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.497 | Acc: 82.858% (36272/43776) 342/391 [========================================================>........] Step: 334ms | Tot: 1m51s | Loss: 0.498 | Acc: 82.842% (36371/43904) 343/391 [=========================================================>.......] Step: 331ms | Tot: 1m51s | Loss: 0.498 | Acc: 82.840% (36476/44032) 344/391 [=========================================================>.......] Step: 328ms | Tot: 1m52s | Loss: 0.498 | Acc: 82.853% (36588/44160) 345/391 [=========================================================>.......] Step: 324ms | Tot: 1m52s | Loss: 0.498 | Acc: 82.858% (36696/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m52s | Loss: 0.498 | Acc: 82.853% (36800/44416) 347/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.498 | Acc: 82.844% (36902/44544) 348/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.498 | Acc: 82.846% (37009/44672) 349/391 [==========================================================>......] Step: 323ms | Tot: 1m53s | Loss: 0.498 | Acc: 82.839% (37112/44800) 350/391 [==========================================================>......] Step: 328ms | Tot: 1m54s | Loss: 0.498 | Acc: 82.839% (37218/44928) 351/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 0.498 | Acc: 82.832% (37321/45056) 352/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.498 | Acc: 82.843% (37432/45184) 353/391 [==========================================================>......] Step: 330ms | Tot: 1m55s | Loss: 0.498 | Acc: 82.848% (37540/45312) 354/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.498 | Acc: 82.848% (37646/45440) 355/391 [===========================================================>.....] Step: 322ms | Tot: 1m55s | Loss: 0.498 | Acc: 82.856% (37756/45568) 356/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.498 | Acc: 82.841% (37855/45696) 357/391 [===========================================================>.....] Step: 316ms | Tot: 1m56s | Loss: 0.499 | Acc: 82.821% (37952/45824) 358/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.499 | Acc: 82.812% (38054/45952) 359/391 [===========================================================>.....] Step: 334ms | Tot: 1m57s | Loss: 0.499 | Acc: 82.823% (38165/46080) 360/391 [===========================================================>.....] Step: 367ms | Tot: 1m57s | Loss: 0.499 | Acc: 82.823% (38271/46208) 361/391 [============================================================>....] Step: 364ms | Tot: 1m57s | Loss: 0.499 | Acc: 82.830% (38380/46336) 362/391 [============================================================>....] Step: 335ms | Tot: 1m58s | Loss: 0.499 | Acc: 82.823% (38483/46464) 363/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.499 | Acc: 82.810% (38583/46592) 364/391 [============================================================>....] Step: 329ms | Tot: 1m58s | Loss: 0.499 | Acc: 82.821% (38694/46720) 365/391 [============================================================>....] Step: 334ms | Tot: 1m59s | Loss: 0.499 | Acc: 82.810% (38795/46848) 366/391 [============================================================>....] Step: 336ms | Tot: 1m59s | Loss: 0.499 | Acc: 82.804% (38898/46976) 367/391 [=============================================================>...] Step: 332ms | Tot: 1m59s | Loss: 0.499 | Acc: 82.793% (38999/47104) 368/391 [=============================================================>...] Step: 340ms | Tot: 2m176ms | Loss: 0.500 | Acc: 82.779% (39098/47232) 369/391 [=============================================================>...] Step: 330ms | Tot: 2m506ms | Loss: 0.500 | Acc: 82.779% (39204/47360) 370/391 [=============================================================>...] Step: 322ms | Tot: 2m829ms | Loss: 0.500 | Acc: 82.772% (39307/47488) 371/391 [=============================================================>...] Step: 334ms | Tot: 2m1s | Loss: 0.500 | Acc: 82.781% (39417/47616) 372/391 [=============================================================>...] Step: 340ms | Tot: 2m1s | Loss: 0.500 | Acc: 82.781% (39523/47744) 373/391 [==============================================================>..] Step: 337ms | Tot: 2m1s | Loss: 0.499 | Acc: 82.798% (39637/47872) 374/391 [==============================================================>..] Step: 341ms | Tot: 2m2s | Loss: 0.500 | Acc: 82.779% (39734/48000) 375/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.501 | Acc: 82.752% (39827/48128) 376/391 [==============================================================>..] Step: 317ms | Tot: 2m2s | Loss: 0.501 | Acc: 82.734% (39924/48256) 377/391 [==============================================================>..] Step: 328ms | Tot: 2m3s | Loss: 0.501 | Acc: 82.742% (40034/48384) 378/391 [==============================================================>..] Step: 327ms | Tot: 2m3s | Loss: 0.501 | Acc: 82.730% (40134/48512) 379/391 [===============================================================>.] Step: 319ms | Tot: 2m3s | Loss: 0.501 | Acc: 82.724% (40237/48640) 380/391 [===============================================================>.] Step: 329ms | Tot: 2m4s | Loss: 0.501 | Acc: 82.716% (40339/48768) 381/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.501 | Acc: 82.714% (40444/48896) 382/391 [===============================================================>.] Step: 327ms | Tot: 2m4s | Loss: 0.501 | Acc: 82.700% (40543/49024) 383/391 [===============================================================>.] Step: 343ms | Tot: 2m5s | Loss: 0.501 | Acc: 82.709% (40653/49152) 384/391 [===============================================================>.] Step: 325ms | Tot: 2m5s | Loss: 0.501 | Acc: 82.699% (40754/49280) 385/391 [================================================================>] Step: 321ms | Tot: 2m5s | Loss: 0.501 | Acc: 82.707% (40864/49408) 386/391 [================================================================>] Step: 328ms | Tot: 2m6s | Loss: 0.502 | Acc: 82.693% (40963/49536) 387/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.502 | Acc: 82.686% (41065/49664) 388/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.502 | Acc: 82.678% (41167/49792) 389/391 [================================================================>] Step: 324ms | Tot: 2m7s | Loss: 0.502 | Acc: 82.676% (41272/49920) 390/391 [================================================================>] Step: 304ms | Tot: 2m7s | Loss: 0.502 | Acc: 82.680% (41340/50000) 391/391 + [>................................................................] Step: 910ms | Tot: 2ms | Loss: 0.709 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 262ms | Tot: 265ms | Loss: 0.742 | Acc: 74.000% (148/200) 2/100 [=>...............................................................] Step: 257ms | Tot: 522ms | Loss: 0.767 | Acc: 74.000% (222/300) 3/100 [=>...............................................................] Step: 269ms | Tot: 791ms | Loss: 0.756 | Acc: 74.250% (297/400) 4/100 [==>..............................................................] Step: 259ms | Tot: 1s51ms | Loss: 0.773 | Acc: 73.600% (368/500) 5/100 [===>.............................................................] Step: 269ms | Tot: 1s321ms | Loss: 0.747 | Acc: 75.167% (451/600) 6/100 [===>.............................................................] Step: 259ms | Tot: 1s580ms | Loss: 0.748 | Acc: 75.429% (528/700) 7/100 [====>............................................................] Step: 268ms | Tot: 1s849ms | Loss: 0.770 | Acc: 74.625% (597/800) 8/100 [=====>...........................................................] Step: 258ms | Tot: 2s107ms | Loss: 0.787 | Acc: 73.889% (665/900) 9/100 [=====>...........................................................] Step: 265ms | Tot: 2s373ms | Loss: 0.770 | Acc: 74.200% (742/1000) 10/100 [======>..........................................................] Step: 263ms | Tot: 2s636ms | Loss: 0.775 | Acc: 74.182% (816/1100) 11/100 [=======>.........................................................] Step: 265ms | Tot: 2s902ms | Loss: 0.784 | Acc: 74.500% (894/1200) 12/100 [=======>.........................................................] Step: 261ms | Tot: 3s163ms | Loss: 0.783 | Acc: 74.154% (964/1300) 13/100 [========>........................................................] Step: 260ms | Tot: 3s423ms | Loss: 0.798 | Acc: 73.929% (1035/1400) 14/100 [=========>.......................................................] Step: 265ms | Tot: 3s688ms | Loss: 0.791 | Acc: 74.333% (1115/1500) 15/100 [=========>.......................................................] Step: 269ms | Tot: 3s958ms | Loss: 0.792 | Acc: 74.000% (1184/1600) 16/100 [==========>......................................................] Step: 270ms | Tot: 4s228ms | Loss: 0.791 | Acc: 73.941% (1257/1700) 17/100 [===========>.....................................................] Step: 265ms | Tot: 4s494ms | Loss: 0.788 | Acc: 74.167% (1335/1800) 18/100 [===========>.....................................................] Step: 276ms | Tot: 4s770ms | Loss: 0.781 | Acc: 74.368% (1413/1900) 19/100 [============>....................................................] Step: 269ms | Tot: 5s40ms | Loss: 0.785 | Acc: 74.200% (1484/2000) 20/100 [=============>...................................................] Step: 266ms | Tot: 5s307ms | Loss: 0.781 | Acc: 74.333% (1561/2100) 21/100 [=============>...................................................] Step: 265ms | Tot: 5s572ms | Loss: 0.786 | Acc: 74.273% (1634/2200) 22/100 [==============>..................................................] Step: 274ms | Tot: 5s846ms | Loss: 0.794 | Acc: 73.913% (1700/2300) 23/100 [==============>..................................................] Step: 264ms | Tot: 6s110ms | Loss: 0.790 | Acc: 74.042% (1777/2400) 24/100 [===============>.................................................] Step: 266ms | Tot: 6s377ms | Loss: 0.797 | Acc: 74.080% (1852/2500) 25/100 [================>................................................] Step: 267ms | Tot: 6s645ms | Loss: 0.811 | Acc: 73.769% (1918/2600) 26/100 [================>................................................] Step: 270ms | Tot: 6s915ms | Loss: 0.802 | Acc: 73.963% (1997/2700) 27/100 [=================>...............................................] Step: 268ms | Tot: 7s184ms | Loss: 0.806 | Acc: 73.929% (2070/2800) 28/100 [==================>..............................................] Step: 267ms | Tot: 7s451ms | Loss: 0.803 | Acc: 74.000% (2146/2900) 29/100 [==================>..............................................] Step: 275ms | Tot: 7s727ms | Loss: 0.803 | Acc: 73.933% (2218/3000) 30/100 [===================>.............................................] Step: 265ms | Tot: 7s992ms | Loss: 0.801 | Acc: 73.839% (2289/3100) 31/100 [====================>............................................] Step: 266ms | Tot: 8s259ms | Loss: 0.801 | Acc: 73.875% (2364/3200) 32/100 [====================>............................................] Step: 264ms | Tot: 8s524ms | Loss: 0.803 | Acc: 73.788% (2435/3300) 33/100 [=====================>...........................................] Step: 273ms | Tot: 8s797ms | Loss: 0.803 | Acc: 73.618% (2503/3400) 34/100 [======================>..........................................] Step: 265ms | Tot: 9s63ms | Loss: 0.808 | Acc: 73.543% (2574/3500) 35/100 [======================>..........................................] Step: 270ms | Tot: 9s334ms | Loss: 0.800 | Acc: 73.861% (2659/3600) 36/100 [=======================>.........................................] Step: 276ms | Tot: 9s610ms | Loss: 0.801 | Acc: 73.838% (2732/3700) 37/100 [========================>........................................] Step: 279ms | Tot: 9s889ms | Loss: 0.803 | Acc: 73.921% (2809/3800) 38/100 [========================>........................................] Step: 277ms | Tot: 10s167ms | Loss: 0.801 | Acc: 74.051% (2888/3900) 39/100 [=========================>.......................................] Step: 273ms | Tot: 10s440ms | Loss: 0.804 | Acc: 74.000% (2960/4000) 40/100 [==========================>......................................] Step: 271ms | Tot: 10s712ms | Loss: 0.804 | Acc: 74.049% (3036/4100) 41/100 [==========================>......................................] Step: 268ms | Tot: 10s981ms | Loss: 0.802 | Acc: 74.119% (3113/4200) 42/100 [===========================>.....................................] Step: 269ms | Tot: 11s250ms | Loss: 0.797 | Acc: 74.233% (3192/4300) 43/100 [===========================>.....................................] Step: 267ms | Tot: 11s518ms | Loss: 0.794 | Acc: 74.273% (3268/4400) 44/100 [============================>....................................] Step: 273ms | Tot: 11s792ms | Loss: 0.793 | Acc: 74.289% (3343/4500) 45/100 [=============================>...................................] Step: 265ms | Tot: 12s57ms | Loss: 0.795 | Acc: 74.217% (3414/4600) 46/100 [=============================>...................................] Step: 271ms | Tot: 12s329ms | Loss: 0.798 | Acc: 74.277% (3491/4700) 47/100 [==============================>..................................] Step: 265ms | Tot: 12s595ms | Loss: 0.798 | Acc: 74.333% (3568/4800) 48/100 [===============================>.................................] Step: 274ms | Tot: 12s870ms | Loss: 0.797 | Acc: 74.367% (3644/4900) 49/100 [===============================>.................................] Step: 267ms | Tot: 13s137ms | Loss: 0.803 | Acc: 74.140% (3707/5000) 50/100 [================================>................................] Step: 267ms | Tot: 13s404ms | Loss: 0.800 | Acc: 74.235% (3786/5100) 51/100 [=================================>...............................] Step: 270ms | Tot: 13s674ms | Loss: 0.801 | Acc: 74.135% (3855/5200) 52/100 [=================================>...............................] Step: 272ms | Tot: 13s947ms | Loss: 0.800 | Acc: 74.075% (3926/5300) 53/100 [==================================>..............................] Step: 271ms | Tot: 14s218ms | Loss: 0.798 | Acc: 74.111% (4002/5400) 54/100 [===================================>.............................] Step: 266ms | Tot: 14s484ms | Loss: 0.799 | Acc: 74.127% (4077/5500) 55/100 [===================================>.............................] Step: 279ms | Tot: 14s764ms | Loss: 0.803 | Acc: 73.964% (4142/5600) 56/100 [====================================>............................] Step: 267ms | Tot: 15s32ms | Loss: 0.805 | Acc: 73.825% (4208/5700) 57/100 [=====================================>...........................] Step: 267ms | Tot: 15s299ms | Loss: 0.802 | Acc: 73.931% (4288/5800) 58/100 [=====================================>...........................] Step: 265ms | Tot: 15s564ms | Loss: 0.803 | Acc: 73.814% (4355/5900) 59/100 [======================================>..........................] Step: 273ms | Tot: 15s838ms | Loss: 0.806 | Acc: 73.750% (4425/6000) 60/100 [=======================================>.........................] Step: 265ms | Tot: 16s103ms | Loss: 0.808 | Acc: 73.639% (4492/6100) 61/100 [=======================================>.........................] Step: 269ms | Tot: 16s373ms | Loss: 0.807 | Acc: 73.677% (4568/6200) 62/100 [========================================>........................] Step: 265ms | Tot: 16s639ms | Loss: 0.809 | Acc: 73.683% (4642/6300) 63/100 [========================================>........................] Step: 274ms | Tot: 16s913ms | Loss: 0.809 | Acc: 73.734% (4719/6400) 64/100 [=========================================>.......................] Step: 270ms | Tot: 17s184ms | Loss: 0.811 | Acc: 73.708% (4791/6500) 65/100 [==========================================>......................] Step: 268ms | Tot: 17s452ms | Loss: 0.811 | Acc: 73.773% (4869/6600) 66/100 [==========================================>......................] Step: 273ms | Tot: 17s726ms | Loss: 0.809 | Acc: 73.776% (4943/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 17s994ms | Loss: 0.809 | Acc: 73.824% (5020/6800) 68/100 [============================================>....................] Step: 272ms | Tot: 18s266ms | Loss: 0.808 | Acc: 73.826% (5094/6900) 69/100 [============================================>....................] Step: 268ms | Tot: 18s535ms | Loss: 0.808 | Acc: 73.857% (5170/7000) 70/100 [=============================================>...................] Step: 280ms | Tot: 18s815ms | Loss: 0.809 | Acc: 73.845% (5243/7100) 71/100 [==============================================>..................] Step: 303ms | Tot: 19s118ms | Loss: 0.808 | Acc: 73.833% (5316/7200) 72/100 [==============================================>..................] Step: 294ms | Tot: 19s413ms | Loss: 0.807 | Acc: 73.863% (5392/7300) 73/100 [===============================================>.................] Step: 273ms | Tot: 19s686ms | Loss: 0.806 | Acc: 73.905% (5469/7400) 74/100 [================================================>................] Step: 271ms | Tot: 19s958ms | Loss: 0.807 | Acc: 73.853% (5539/7500) 75/100 [================================================>................] Step: 279ms | Tot: 20s237ms | Loss: 0.803 | Acc: 73.947% (5620/7600) 76/100 [=================================================>...............] Step: 267ms | Tot: 20s505ms | Loss: 0.800 | Acc: 74.039% (5701/7700) 77/100 [==================================================>..............] Step: 274ms | Tot: 20s780ms | Loss: 0.803 | Acc: 73.923% (5766/7800) 78/100 [==================================================>..............] Step: 267ms | Tot: 21s47ms | Loss: 0.802 | Acc: 73.911% (5839/7900) 79/100 [===================================================>.............] Step: 269ms | Tot: 21s317ms | Loss: 0.804 | Acc: 73.875% (5910/8000) 80/100 [====================================================>............] Step: 265ms | Tot: 21s582ms | Loss: 0.803 | Acc: 73.864% (5983/8100) 81/100 [====================================================>............] Step: 276ms | Tot: 21s859ms | Loss: 0.804 | Acc: 73.768% (6049/8200) 82/100 [=====================================================>...........] Step: 272ms | Tot: 22s131ms | Loss: 0.807 | Acc: 73.711% (6118/8300) 83/100 [=====================================================>...........] Step: 272ms | Tot: 22s403ms | Loss: 0.806 | Acc: 73.726% (6193/8400) 84/100 [======================================================>..........] Step: 269ms | Tot: 22s673ms | Loss: 0.809 | Acc: 73.671% (6262/8500) 85/100 [=======================================================>.........] Step: 276ms | Tot: 22s949ms | Loss: 0.808 | Acc: 73.767% (6344/8600) 86/100 [=======================================================>.........] Step: 274ms | Tot: 23s224ms | Loss: 0.809 | Acc: 73.736% (6415/8700) 87/100 [========================================================>........] Step: 279ms | Tot: 23s503ms | Loss: 0.809 | Acc: 73.773% (6492/8800) 88/100 [=========================================================>.......] Step: 283ms | Tot: 23s787ms | Loss: 0.809 | Acc: 73.809% (6569/8900) 89/100 [=========================================================>.......] Step: 278ms | Tot: 24s65ms | Loss: 0.811 | Acc: 73.789% (6641/9000) 90/100 [==========================================================>......] Step: 278ms | Tot: 24s343ms | Loss: 0.807 | Acc: 73.868% (6722/9100) 91/100 [===========================================================>.....] Step: 269ms | Tot: 24s613ms | Loss: 0.805 | Acc: 73.946% (6803/9200) 92/100 [===========================================================>.....] Step: 282ms | Tot: 24s896ms | Loss: 0.803 | Acc: 73.978% (6880/9300) 93/100 [============================================================>....] Step: 278ms | Tot: 25s174ms | Loss: 0.805 | Acc: 73.926% (6949/9400) 94/100 [=============================================================>...] Step: 274ms | Tot: 25s449ms | Loss: 0.804 | Acc: 73.916% (7022/9500) 95/100 [=============================================================>...] Step: 274ms | Tot: 25s723ms | Loss: 0.803 | Acc: 73.948% (7099/9600) 96/100 [==============================================================>..] Step: 267ms | Tot: 25s991ms | Loss: 0.801 | Acc: 74.031% (7181/9700) 97/100 [===============================================================>.] Step: 268ms | Tot: 26s259ms | Loss: 0.800 | Acc: 74.020% (7254/9800) 98/100 [===============================================================>.] Step: 266ms | Tot: 26s526ms | Loss: 0.800 | Acc: 74.030% (7329/9900) 99/100 [================================================================>] Step: 290ms | Tot: 26s817ms | Loss: 0.800 | Acc: 74.040% (7404/10000) 100/100 + +Epoch: 23 + [>................................................................] Step: 1s146ms | Tot: 2ms | Loss: 0.581 | Acc: 77.344% (99/128) 1/391 [>................................................................] Step: 350ms | Tot: 352ms | Loss: 0.541 | Acc: 79.297% (203/256) 2/391 [>................................................................] Step: 346ms | Tot: 698ms | Loss: 0.538 | Acc: 80.729% (310/384) 3/391 [>................................................................] Step: 330ms | Tot: 1s28ms | Loss: 0.515 | Acc: 82.031% (420/512) 4/391 [>................................................................] Step: 324ms | Tot: 1s353ms | Loss: 0.516 | Acc: 82.188% (526/640) 5/391 [>................................................................] Step: 321ms | Tot: 1s674ms | Loss: 0.508 | Acc: 82.552% (634/768) 6/391 [>................................................................] Step: 329ms | Tot: 2s4ms | Loss: 0.511 | Acc: 82.366% (738/896) 7/391 [=>...............................................................] Step: 328ms | Tot: 2s332ms | Loss: 0.509 | Acc: 82.715% (847/1024) 8/391 [=>...............................................................] Step: 322ms | Tot: 2s655ms | Loss: 0.508 | Acc: 82.465% (950/1152) 9/391 [=>...............................................................] Step: 325ms | Tot: 2s980ms | Loss: 0.503 | Acc: 82.344% (1054/1280) 10/391 [=>...............................................................] Step: 323ms | Tot: 3s303ms | Loss: 0.499 | Acc: 82.528% (1162/1408) 11/391 [=>...............................................................] Step: 318ms | Tot: 3s622ms | Loss: 0.496 | Acc: 82.487% (1267/1536) 12/391 [=>...............................................................] Step: 333ms | Tot: 3s956ms | Loss: 0.498 | Acc: 82.512% (1373/1664) 13/391 [==>..............................................................] Step: 322ms | Tot: 4s278ms | Loss: 0.494 | Acc: 82.645% (1481/1792) 14/391 [==>..............................................................] Step: 320ms | Tot: 4s599ms | Loss: 0.492 | Acc: 82.708% (1588/1920) 15/391 [==>..............................................................] Step: 327ms | Tot: 4s926ms | Loss: 0.489 | Acc: 82.666% (1693/2048) 16/391 [==>..............................................................] Step: 323ms | Tot: 5s250ms | Loss: 0.488 | Acc: 82.721% (1800/2176) 17/391 [==>..............................................................] Step: 321ms | Tot: 5s571ms | Loss: 0.486 | Acc: 82.856% (1909/2304) 18/391 [==>..............................................................] Step: 332ms | Tot: 5s904ms | Loss: 0.479 | Acc: 83.306% (2026/2432) 19/391 [===>.............................................................] Step: 323ms | Tot: 6s227ms | Loss: 0.477 | Acc: 83.398% (2135/2560) 20/391 [===>.............................................................] Step: 323ms | Tot: 6s551ms | Loss: 0.481 | Acc: 83.371% (2241/2688) 21/391 [===>.............................................................] Step: 329ms | Tot: 6s880ms | Loss: 0.476 | Acc: 83.523% (2352/2816) 22/391 [===>.............................................................] Step: 322ms | Tot: 7s202ms | Loss: 0.474 | Acc: 83.492% (2458/2944) 23/391 [===>.............................................................] Step: 322ms | Tot: 7s524ms | Loss: 0.482 | Acc: 83.171% (2555/3072) 24/391 [===>.............................................................] Step: 328ms | Tot: 7s853ms | Loss: 0.483 | Acc: 83.094% (2659/3200) 25/391 [====>............................................................] Step: 319ms | Tot: 8s172ms | Loss: 0.480 | Acc: 83.353% (2774/3328) 26/391 [====>............................................................] Step: 322ms | Tot: 8s494ms | Loss: 0.482 | Acc: 83.218% (2876/3456) 27/391 [====>............................................................] Step: 334ms | Tot: 8s828ms | Loss: 0.479 | Acc: 83.287% (2985/3584) 28/391 [====>............................................................] Step: 329ms | Tot: 9s158ms | Loss: 0.479 | Acc: 83.270% (3091/3712) 29/391 [====>............................................................] Step: 321ms | Tot: 9s480ms | Loss: 0.476 | Acc: 83.438% (3204/3840) 30/391 [====>............................................................] Step: 325ms | Tot: 9s805ms | Loss: 0.474 | Acc: 83.443% (3311/3968) 31/391 [=====>...........................................................] Step: 320ms | Tot: 10s126ms | Loss: 0.474 | Acc: 83.496% (3420/4096) 32/391 [=====>...........................................................] Step: 321ms | Tot: 10s447ms | Loss: 0.474 | Acc: 83.546% (3529/4224) 33/391 [=====>...........................................................] Step: 323ms | Tot: 10s771ms | Loss: 0.475 | Acc: 83.433% (3631/4352) 34/391 [=====>...........................................................] Step: 322ms | Tot: 11s93ms | Loss: 0.477 | Acc: 83.415% (3737/4480) 35/391 [=====>...........................................................] Step: 323ms | Tot: 11s416ms | Loss: 0.476 | Acc: 83.355% (3841/4608) 36/391 [=====>...........................................................] Step: 323ms | Tot: 11s739ms | Loss: 0.476 | Acc: 83.404% (3950/4736) 37/391 [======>..........................................................] Step: 324ms | Tot: 12s64ms | Loss: 0.474 | Acc: 83.409% (4057/4864) 38/391 [======>..........................................................] Step: 324ms | Tot: 12s388ms | Loss: 0.473 | Acc: 83.514% (4169/4992) 39/391 [======>..........................................................] Step: 324ms | Tot: 12s713ms | Loss: 0.471 | Acc: 83.535% (4277/5120) 40/391 [======>..........................................................] Step: 324ms | Tot: 13s37ms | Loss: 0.469 | Acc: 83.613% (4388/5248) 41/391 [======>..........................................................] Step: 326ms | Tot: 13s364ms | Loss: 0.469 | Acc: 83.650% (4497/5376) 42/391 [======>..........................................................] Step: 321ms | Tot: 13s685ms | Loss: 0.469 | Acc: 83.685% (4606/5504) 43/391 [=======>.........................................................] Step: 327ms | Tot: 14s12ms | Loss: 0.470 | Acc: 83.612% (4709/5632) 44/391 [=======>.........................................................] Step: 326ms | Tot: 14s339ms | Loss: 0.472 | Acc: 83.542% (4812/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 14s660ms | Loss: 0.472 | Acc: 83.594% (4922/5888) 46/391 [=======>.........................................................] Step: 333ms | Tot: 14s993ms | Loss: 0.472 | Acc: 83.511% (5024/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s318ms | Loss: 0.474 | Acc: 83.431% (5126/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 15s640ms | Loss: 0.475 | Acc: 83.418% (5232/6272) 49/391 [========>........................................................] Step: 330ms | Tot: 15s971ms | Loss: 0.474 | Acc: 83.484% (5343/6400) 50/391 [========>........................................................] Step: 325ms | Tot: 16s296ms | Loss: 0.471 | Acc: 83.578% (5456/6528) 51/391 [========>........................................................] Step: 321ms | Tot: 16s618ms | Loss: 0.473 | Acc: 83.474% (5556/6656) 52/391 [========>........................................................] Step: 337ms | Tot: 16s955ms | Loss: 0.473 | Acc: 83.417% (5659/6784) 53/391 [========>........................................................] Step: 330ms | Tot: 17s286ms | Loss: 0.475 | Acc: 83.362% (5762/6912) 54/391 [========>........................................................] Step: 321ms | Tot: 17s607ms | Loss: 0.473 | Acc: 83.423% (5873/7040) 55/391 [=========>.......................................................] Step: 333ms | Tot: 17s940ms | Loss: 0.475 | Acc: 83.398% (5978/7168) 56/391 [=========>.......................................................] Step: 324ms | Tot: 18s264ms | Loss: 0.474 | Acc: 83.484% (6091/7296) 57/391 [=========>.......................................................] Step: 320ms | Tot: 18s585ms | Loss: 0.474 | Acc: 83.419% (6193/7424) 58/391 [=========>.......................................................] Step: 328ms | Tot: 18s914ms | Loss: 0.474 | Acc: 83.448% (6302/7552) 59/391 [=========>.......................................................] Step: 321ms | Tot: 19s235ms | Loss: 0.475 | Acc: 83.398% (6405/7680) 60/391 [=========>.......................................................] Step: 320ms | Tot: 19s556ms | Loss: 0.475 | Acc: 83.414% (6513/7808) 61/391 [==========>......................................................] Step: 329ms | Tot: 19s885ms | Loss: 0.478 | Acc: 83.329% (6613/7936) 62/391 [==========>......................................................] Step: 320ms | Tot: 20s206ms | Loss: 0.479 | Acc: 83.395% (6725/8064) 63/391 [==========>......................................................] Step: 322ms | Tot: 20s529ms | Loss: 0.478 | Acc: 83.374% (6830/8192) 64/391 [==========>......................................................] Step: 333ms | Tot: 20s862ms | Loss: 0.477 | Acc: 83.413% (6940/8320) 65/391 [==========>......................................................] Step: 367ms | Tot: 21s230ms | Loss: 0.474 | Acc: 83.535% (7057/8448) 66/391 [==========>......................................................] Step: 360ms | Tot: 21s590ms | Loss: 0.474 | Acc: 83.559% (7166/8576) 67/391 [===========>.....................................................] Step: 327ms | Tot: 21s918ms | Loss: 0.474 | Acc: 83.525% (7270/8704) 68/391 [===========>.....................................................] Step: 325ms | Tot: 22s243ms | Loss: 0.473 | Acc: 83.582% (7382/8832) 69/391 [===========>.....................................................] Step: 323ms | Tot: 22s567ms | Loss: 0.476 | Acc: 83.504% (7482/8960) 70/391 [===========>.....................................................] Step: 333ms | Tot: 22s900ms | Loss: 0.478 | Acc: 83.473% (7586/9088) 71/391 [===========>.....................................................] Step: 327ms | Tot: 23s227ms | Loss: 0.478 | Acc: 83.485% (7694/9216) 72/391 [===========>.....................................................] Step: 323ms | Tot: 23s551ms | Loss: 0.478 | Acc: 83.497% (7802/9344) 73/391 [============>....................................................] Step: 339ms | Tot: 23s891ms | Loss: 0.478 | Acc: 83.499% (7909/9472) 74/391 [============>....................................................] Step: 323ms | Tot: 24s215ms | Loss: 0.478 | Acc: 83.469% (8013/9600) 75/391 [============>....................................................] Step: 321ms | Tot: 24s536ms | Loss: 0.477 | Acc: 83.522% (8125/9728) 76/391 [============>....................................................] Step: 331ms | Tot: 24s868ms | Loss: 0.477 | Acc: 83.563% (8236/9856) 77/391 [============>....................................................] Step: 325ms | Tot: 25s193ms | Loss: 0.476 | Acc: 83.544% (8341/9984) 78/391 [============>....................................................] Step: 325ms | Tot: 25s519ms | Loss: 0.477 | Acc: 83.544% (8448/10112) 79/391 [=============>...................................................] Step: 339ms | Tot: 25s858ms | Loss: 0.476 | Acc: 83.564% (8557/10240) 80/391 [=============>...................................................] Step: 321ms | Tot: 26s179ms | Loss: 0.476 | Acc: 83.594% (8667/10368) 81/391 [=============>...................................................] Step: 323ms | Tot: 26s503ms | Loss: 0.477 | Acc: 83.584% (8773/10496) 82/391 [=============>...................................................] Step: 335ms | Tot: 26s838ms | Loss: 0.476 | Acc: 83.603% (8882/10624) 83/391 [=============>...................................................] Step: 331ms | Tot: 27s170ms | Loss: 0.475 | Acc: 83.640% (8993/10752) 84/391 [=============>...................................................] Step: 335ms | Tot: 27s506ms | Loss: 0.476 | Acc: 83.676% (9104/10880) 85/391 [==============>..................................................] Step: 335ms | Tot: 27s842ms | Loss: 0.479 | Acc: 83.557% (9198/11008) 86/391 [==============>..................................................] Step: 325ms | Tot: 28s168ms | Loss: 0.479 | Acc: 83.558% (9305/11136) 87/391 [==============>..................................................] Step: 326ms | Tot: 28s494ms | Loss: 0.479 | Acc: 83.558% (9412/11264) 88/391 [==============>..................................................] Step: 333ms | Tot: 28s828ms | Loss: 0.478 | Acc: 83.611% (9525/11392) 89/391 [==============>..................................................] Step: 332ms | Tot: 29s161ms | Loss: 0.480 | Acc: 83.533% (9623/11520) 90/391 [==============>..................................................] Step: 339ms | Tot: 29s501ms | Loss: 0.481 | Acc: 83.508% (9727/11648) 91/391 [===============>.................................................] Step: 341ms | Tot: 29s842ms | Loss: 0.479 | Acc: 83.551% (9839/11776) 92/391 [===============>.................................................] Step: 327ms | Tot: 30s170ms | Loss: 0.481 | Acc: 83.501% (9940/11904) 93/391 [===============>.................................................] Step: 322ms | Tot: 30s493ms | Loss: 0.481 | Acc: 83.494% (10046/12032) 94/391 [===============>.................................................] Step: 330ms | Tot: 30s823ms | Loss: 0.481 | Acc: 83.487% (10152/12160) 95/391 [===============>.................................................] Step: 325ms | Tot: 31s148ms | Loss: 0.482 | Acc: 83.504% (10261/12288) 96/391 [===============>.................................................] Step: 322ms | Tot: 31s471ms | Loss: 0.482 | Acc: 83.489% (10366/12416) 97/391 [================>................................................] Step: 328ms | Tot: 31s799ms | Loss: 0.483 | Acc: 83.450% (10468/12544) 98/391 [================>................................................] Step: 321ms | Tot: 32s121ms | Loss: 0.485 | Acc: 83.404% (10569/12672) 99/391 [================>................................................] Step: 325ms | Tot: 32s446ms | Loss: 0.486 | Acc: 83.398% (10675/12800) 100/391 [================>................................................] Step: 328ms | Tot: 32s775ms | Loss: 0.487 | Acc: 83.377% (10779/12928) 101/391 [================>................................................] Step: 320ms | Tot: 33s96ms | Loss: 0.488 | Acc: 83.326% (10879/13056) 102/391 [================>................................................] Step: 321ms | Tot: 33s418ms | Loss: 0.487 | Acc: 83.366% (10991/13184) 103/391 [=================>...............................................] Step: 323ms | Tot: 33s742ms | Loss: 0.487 | Acc: 83.323% (11092/13312) 104/391 [=================>...............................................] Step: 324ms | Tot: 34s66ms | Loss: 0.487 | Acc: 83.326% (11199/13440) 105/391 [=================>...............................................] Step: 323ms | Tot: 34s390ms | Loss: 0.489 | Acc: 83.299% (11302/13568) 106/391 [=================>...............................................] Step: 324ms | Tot: 34s714ms | Loss: 0.489 | Acc: 83.272% (11405/13696) 107/391 [=================>...............................................] Step: 327ms | Tot: 35s42ms | Loss: 0.488 | Acc: 83.283% (11513/13824) 108/391 [=================>...............................................] Step: 320ms | Tot: 35s363ms | Loss: 0.489 | Acc: 83.271% (11618/13952) 109/391 [==================>..............................................] Step: 322ms | Tot: 35s686ms | Loss: 0.488 | Acc: 83.317% (11731/14080) 110/391 [==================>..............................................] Step: 328ms | Tot: 36s15ms | Loss: 0.488 | Acc: 83.319% (11838/14208) 111/391 [==================>..............................................] Step: 325ms | Tot: 36s341ms | Loss: 0.486 | Acc: 83.378% (11953/14336) 112/391 [==================>..............................................] Step: 333ms | Tot: 36s674ms | Loss: 0.488 | Acc: 83.296% (12048/14464) 113/391 [==================>..............................................] Step: 330ms | Tot: 37s4ms | Loss: 0.488 | Acc: 83.320% (12158/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s333ms | Loss: 0.487 | Acc: 83.329% (12266/14720) 115/391 [===================>.............................................] Step: 320ms | Tot: 37s653ms | Loss: 0.487 | Acc: 83.324% (12372/14848) 116/391 [===================>.............................................] Step: 332ms | Tot: 37s986ms | Loss: 0.487 | Acc: 83.347% (12482/14976) 117/391 [===================>.............................................] Step: 321ms | Tot: 38s307ms | Loss: 0.486 | Acc: 83.362% (12591/15104) 118/391 [===================>.............................................] Step: 322ms | Tot: 38s630ms | Loss: 0.485 | Acc: 83.377% (12700/15232) 119/391 [===================>.............................................] Step: 326ms | Tot: 38s956ms | Loss: 0.486 | Acc: 83.385% (12808/15360) 120/391 [===================>.............................................] Step: 322ms | Tot: 39s279ms | Loss: 0.486 | Acc: 83.374% (12913/15488) 121/391 [====================>............................................] Step: 319ms | Tot: 39s598ms | Loss: 0.487 | Acc: 83.331% (13013/15616) 122/391 [====================>............................................] Step: 328ms | Tot: 39s926ms | Loss: 0.487 | Acc: 83.314% (13117/15744) 123/391 [====================>............................................] Step: 321ms | Tot: 40s247ms | Loss: 0.487 | Acc: 83.317% (13224/15872) 124/391 [====================>............................................] Step: 319ms | Tot: 40s566ms | Loss: 0.488 | Acc: 83.300% (13328/16000) 125/391 [====================>............................................] Step: 329ms | Tot: 40s895ms | Loss: 0.488 | Acc: 83.327% (13439/16128) 126/391 [====================>............................................] Step: 322ms | Tot: 41s217ms | Loss: 0.488 | Acc: 83.342% (13548/16256) 127/391 [=====================>...........................................] Step: 321ms | Tot: 41s539ms | Loss: 0.489 | Acc: 83.319% (13651/16384) 128/391 [=====================>...........................................] Step: 326ms | Tot: 41s865ms | Loss: 0.490 | Acc: 83.297% (13754/16512) 129/391 [=====================>...........................................] Step: 317ms | Tot: 42s183ms | Loss: 0.491 | Acc: 83.281% (13858/16640) 130/391 [=====================>...........................................] Step: 320ms | Tot: 42s504ms | Loss: 0.490 | Acc: 83.307% (13969/16768) 131/391 [=====================>...........................................] Step: 326ms | Tot: 42s830ms | Loss: 0.489 | Acc: 83.351% (14083/16896) 132/391 [=====================>...........................................] Step: 320ms | Tot: 43s151ms | Loss: 0.490 | Acc: 83.294% (14180/17024) 133/391 [======================>..........................................] Step: 320ms | Tot: 43s471ms | Loss: 0.490 | Acc: 83.308% (14289/17152) 134/391 [======================>..........................................] Step: 322ms | Tot: 43s793ms | Loss: 0.489 | Acc: 83.339% (14401/17280) 135/391 [======================>..........................................] Step: 318ms | Tot: 44s112ms | Loss: 0.490 | Acc: 83.307% (14502/17408) 136/391 [======================>..........................................] Step: 324ms | Tot: 44s437ms | Loss: 0.490 | Acc: 83.320% (14611/17536) 137/391 [======================>..........................................] Step: 320ms | Tot: 44s758ms | Loss: 0.490 | Acc: 83.311% (14716/17664) 138/391 [======================>..........................................] Step: 319ms | Tot: 45s77ms | Loss: 0.491 | Acc: 83.273% (14816/17792) 139/391 [=======================>.........................................] Step: 320ms | Tot: 45s397ms | Loss: 0.491 | Acc: 83.287% (14925/17920) 140/391 [=======================>.........................................] Step: 320ms | Tot: 45s718ms | Loss: 0.490 | Acc: 83.322% (15038/18048) 141/391 [=======================>.........................................] Step: 323ms | Tot: 46s41ms | Loss: 0.491 | Acc: 83.291% (15139/18176) 142/391 [=======================>.........................................] Step: 321ms | Tot: 46s363ms | Loss: 0.491 | Acc: 83.304% (15248/18304) 143/391 [=======================>.........................................] Step: 318ms | Tot: 46s681ms | Loss: 0.490 | Acc: 83.333% (15360/18432) 144/391 [=======================>.........................................] Step: 327ms | Tot: 47s9ms | Loss: 0.489 | Acc: 83.378% (15475/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s334ms | Loss: 0.489 | Acc: 83.417% (15589/18688) 146/391 [========================>........................................] Step: 318ms | Tot: 47s652ms | Loss: 0.488 | Acc: 83.450% (15702/18816) 147/391 [========================>........................................] Step: 329ms | Tot: 47s981ms | Loss: 0.488 | Acc: 83.488% (15816/18944) 148/391 [========================>........................................] Step: 326ms | Tot: 48s308ms | Loss: 0.487 | Acc: 83.499% (15925/19072) 149/391 [========================>........................................] Step: 317ms | Tot: 48s626ms | Loss: 0.486 | Acc: 83.516% (16035/19200) 150/391 [========================>........................................] Step: 327ms | Tot: 48s954ms | Loss: 0.487 | Acc: 83.532% (16145/19328) 151/391 [=========================>.......................................] Step: 323ms | Tot: 49s277ms | Loss: 0.487 | Acc: 83.501% (16246/19456) 152/391 [=========================>.......................................] Step: 322ms | Tot: 49s600ms | Loss: 0.487 | Acc: 83.502% (16353/19584) 153/391 [=========================>.......................................] Step: 327ms | Tot: 49s927ms | Loss: 0.488 | Acc: 83.477% (16455/19712) 154/391 [=========================>.......................................] Step: 322ms | Tot: 50s249ms | Loss: 0.487 | Acc: 83.463% (16559/19840) 155/391 [=========================>.......................................] Step: 317ms | Tot: 50s567ms | Loss: 0.487 | Acc: 83.469% (16667/19968) 156/391 [=========================>.......................................] Step: 333ms | Tot: 50s900ms | Loss: 0.487 | Acc: 83.499% (16780/20096) 157/391 [==========================>......................................] Step: 361ms | Tot: 51s262ms | Loss: 0.486 | Acc: 83.515% (16890/20224) 158/391 [==========================>......................................] Step: 345ms | Tot: 51s607ms | Loss: 0.486 | Acc: 83.525% (16999/20352) 159/391 [==========================>......................................] Step: 330ms | Tot: 51s938ms | Loss: 0.485 | Acc: 83.540% (17109/20480) 160/391 [==========================>......................................] Step: 322ms | Tot: 52s260ms | Loss: 0.485 | Acc: 83.545% (17217/20608) 161/391 [==========================>......................................] Step: 318ms | Tot: 52s579ms | Loss: 0.486 | Acc: 83.497% (17314/20736) 162/391 [==========================>......................................] Step: 327ms | Tot: 52s906ms | Loss: 0.487 | Acc: 83.469% (17415/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 53s231ms | Loss: 0.487 | Acc: 83.460% (17520/20992) 164/391 [===========================>.....................................] Step: 320ms | Tot: 53s552ms | Loss: 0.487 | Acc: 83.461% (17627/21120) 165/391 [===========================>.....................................] Step: 332ms | Tot: 53s884ms | Loss: 0.486 | Acc: 83.481% (17738/21248) 166/391 [===========================>.....................................] Step: 320ms | Tot: 54s204ms | Loss: 0.486 | Acc: 83.472% (17843/21376) 167/391 [===========================>.....................................] Step: 319ms | Tot: 54s523ms | Loss: 0.487 | Acc: 83.473% (17950/21504) 168/391 [===========================>.....................................] Step: 325ms | Tot: 54s849ms | Loss: 0.487 | Acc: 83.474% (18057/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s170ms | Loss: 0.486 | Acc: 83.474% (18164/21760) 170/391 [============================>....................................] Step: 319ms | Tot: 55s490ms | Loss: 0.487 | Acc: 83.448% (18265/21888) 171/391 [============================>....................................] Step: 327ms | Tot: 55s818ms | Loss: 0.487 | Acc: 83.444% (18371/22016) 172/391 [============================>....................................] Step: 328ms | Tot: 56s146ms | Loss: 0.486 | Acc: 83.440% (18477/22144) 173/391 [============================>....................................] Step: 321ms | Tot: 56s468ms | Loss: 0.486 | Acc: 83.419% (18579/22272) 174/391 [============================>....................................] Step: 322ms | Tot: 56s790ms | Loss: 0.486 | Acc: 83.424% (18687/22400) 175/391 [=============================>...................................] Step: 324ms | Tot: 57s114ms | Loss: 0.487 | Acc: 83.430% (18795/22528) 176/391 [=============================>...................................] Step: 322ms | Tot: 57s436ms | Loss: 0.486 | Acc: 83.439% (18904/22656) 177/391 [=============================>...................................] Step: 323ms | Tot: 57s760ms | Loss: 0.486 | Acc: 83.449% (19013/22784) 178/391 [=============================>...................................] Step: 321ms | Tot: 58s81ms | Loss: 0.485 | Acc: 83.472% (19125/22912) 179/391 [=============================>...................................] Step: 322ms | Tot: 58s403ms | Loss: 0.485 | Acc: 83.490% (19236/23040) 180/391 [=============================>...................................] Step: 319ms | Tot: 58s723ms | Loss: 0.484 | Acc: 83.494% (19344/23168) 181/391 [==============================>..................................] Step: 329ms | Tot: 59s52ms | Loss: 0.484 | Acc: 83.508% (19454/23296) 182/391 [==============================>..................................] Step: 328ms | Tot: 59s381ms | Loss: 0.483 | Acc: 83.504% (19560/23424) 183/391 [==============================>..................................] Step: 334ms | Tot: 59s715ms | Loss: 0.484 | Acc: 83.483% (19662/23552) 184/391 [==============================>..................................] Step: 335ms | Tot: 1m51ms | Loss: 0.484 | Acc: 83.476% (19767/23680) 185/391 [==============================>..................................] Step: 327ms | Tot: 1m379ms | Loss: 0.484 | Acc: 83.468% (19872/23808) 186/391 [==============================>..................................] Step: 326ms | Tot: 1m705ms | Loss: 0.484 | Acc: 83.481% (19982/23936) 187/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.484 | Acc: 83.477% (20088/24064) 188/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 0.484 | Acc: 83.470% (20193/24192) 189/391 [===============================>.................................] Step: 326ms | Tot: 1m1s | Loss: 0.484 | Acc: 83.454% (20296/24320) 190/391 [===============================>.................................] Step: 336ms | Tot: 1m2s | Loss: 0.484 | Acc: 83.442% (20400/24448) 191/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 0.486 | Acc: 83.407% (20498/24576) 192/391 [===============================>.................................] Step: 325ms | Tot: 1m2s | Loss: 0.486 | Acc: 83.424% (20609/24704) 193/391 [================================>................................] Step: 332ms | Tot: 1m3s | Loss: 0.486 | Acc: 83.413% (20713/24832) 194/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.486 | Acc: 83.421% (20822/24960) 195/391 [================================>................................] Step: 318ms | Tot: 1m3s | Loss: 0.487 | Acc: 83.406% (20925/25088) 196/391 [================================>................................] Step: 326ms | Tot: 1m3s | Loss: 0.487 | Acc: 83.403% (21031/25216) 197/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.488 | Acc: 83.408% (21139/25344) 198/391 [================================>................................] Step: 320ms | Tot: 1m4s | Loss: 0.488 | Acc: 83.394% (21242/25472) 199/391 [=================================>...............................] Step: 332ms | Tot: 1m4s | Loss: 0.488 | Acc: 83.402% (21351/25600) 200/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.396% (21456/25728) 201/391 [=================================>...............................] Step: 318ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.404% (21565/25856) 202/391 [=================================>...............................] Step: 327ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.417% (21675/25984) 203/391 [=================================>...............................] Step: 329ms | Tot: 1m6s | Loss: 0.489 | Acc: 83.402% (21778/26112) 204/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.488 | Acc: 83.434% (21893/26240) 205/391 [==================================>..............................] Step: 329ms | Tot: 1m6s | Loss: 0.487 | Acc: 83.461% (22007/26368) 206/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.454% (22112/26496) 207/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.462% (22221/26624) 208/391 [==================================>..............................] Step: 333ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.478% (22332/26752) 209/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.487 | Acc: 83.482% (22440/26880) 210/391 [==================================>..............................] Step: 320ms | Tot: 1m8s | Loss: 0.487 | Acc: 83.472% (22544/27008) 211/391 [===================================>.............................] Step: 329ms | Tot: 1m8s | Loss: 0.487 | Acc: 83.476% (22652/27136) 212/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.487 | Acc: 83.484% (22761/27264) 213/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.486 | Acc: 83.492% (22870/27392) 214/391 [===================================>.............................] Step: 331ms | Tot: 1m9s | Loss: 0.486 | Acc: 83.503% (22980/27520) 215/391 [===================================>.............................] Step: 321ms | Tot: 1m10s | Loss: 0.486 | Acc: 83.500% (23086/27648) 216/391 [===================================>.............................] Step: 321ms | Tot: 1m10s | Loss: 0.486 | Acc: 83.533% (23202/27776) 217/391 [====================================>............................] Step: 329ms | Tot: 1m10s | Loss: 0.485 | Acc: 83.540% (23311/27904) 218/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.485 | Acc: 83.530% (23415/28032) 219/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.485 | Acc: 83.548% (23527/28160) 220/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.485 | Acc: 83.537% (23631/28288) 221/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.486 | Acc: 83.527% (23735/28416) 222/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.486 | Acc: 83.506% (23836/28544) 223/391 [=====================================>...........................] Step: 322ms | Tot: 1m12s | Loss: 0.486 | Acc: 83.507% (23943/28672) 224/391 [=====================================>...........................] Step: 323ms | Tot: 1m13s | Loss: 0.486 | Acc: 83.507% (24050/28800) 225/391 [=====================================>...........................] Step: 322ms | Tot: 1m13s | Loss: 0.486 | Acc: 83.514% (24159/28928) 226/391 [=====================================>...........................] Step: 325ms | Tot: 1m13s | Loss: 0.487 | Acc: 83.521% (24268/29056) 227/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.486 | Acc: 83.539% (24380/29184) 228/391 [=====================================>...........................] Step: 322ms | Tot: 1m14s | Loss: 0.486 | Acc: 83.553% (24491/29312) 229/391 [======================================>..........................] Step: 320ms | Tot: 1m14s | Loss: 0.485 | Acc: 83.580% (24606/29440) 230/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.485 | Acc: 83.584% (24714/29568) 231/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.485 | Acc: 83.574% (24818/29696) 232/391 [======================================>..........................] Step: 319ms | Tot: 1m15s | Loss: 0.486 | Acc: 83.547% (24917/29824) 233/391 [======================================>..........................] Step: 329ms | Tot: 1m15s | Loss: 0.485 | Acc: 83.540% (25022/29952) 234/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.485 | Acc: 83.554% (25133/30080) 235/391 [=======================================>.........................] Step: 323ms | Tot: 1m16s | Loss: 0.486 | Acc: 83.534% (25234/30208) 236/391 [=======================================>.........................] Step: 333ms | Tot: 1m16s | Loss: 0.486 | Acc: 83.515% (25335/30336) 237/391 [=======================================>.........................] Step: 325ms | Tot: 1m17s | Loss: 0.485 | Acc: 83.518% (25443/30464) 238/391 [=======================================>.........................] Step: 320ms | Tot: 1m17s | Loss: 0.486 | Acc: 83.499% (25544/30592) 239/391 [=======================================>.........................] Step: 330ms | Tot: 1m17s | Loss: 0.486 | Acc: 83.499% (25651/30720) 240/391 [=======================================>.........................] Step: 335ms | Tot: 1m18s | Loss: 0.486 | Acc: 83.496% (25757/30848) 241/391 [========================================>........................] Step: 321ms | Tot: 1m18s | Loss: 0.486 | Acc: 83.500% (25865/30976) 242/391 [========================================>........................] Step: 333ms | Tot: 1m18s | Loss: 0.485 | Acc: 83.517% (25977/31104) 243/391 [========================================>........................] Step: 330ms | Tot: 1m19s | Loss: 0.485 | Acc: 83.514% (26083/31232) 244/391 [========================================>........................] Step: 329ms | Tot: 1m19s | Loss: 0.486 | Acc: 83.492% (26183/31360) 245/391 [========================================>........................] Step: 335ms | Tot: 1m19s | Loss: 0.486 | Acc: 83.492% (26290/31488) 246/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.486 | Acc: 83.480% (26393/31616) 247/391 [=========================================>.......................] Step: 326ms | Tot: 1m20s | Loss: 0.486 | Acc: 83.490% (26503/31744) 248/391 [=========================================>.......................] Step: 343ms | Tot: 1m20s | Loss: 0.486 | Acc: 83.484% (26608/31872) 249/391 [=========================================>.......................] Step: 376ms | Tot: 1m21s | Loss: 0.486 | Acc: 83.491% (26717/32000) 250/391 [=========================================>.......................] Step: 341ms | Tot: 1m21s | Loss: 0.486 | Acc: 83.482% (26821/32128) 251/391 [=========================================>.......................] Step: 332ms | Tot: 1m21s | Loss: 0.486 | Acc: 83.467% (26923/32256) 252/391 [=========================================>.......................] Step: 329ms | Tot: 1m22s | Loss: 0.486 | Acc: 83.473% (27032/32384) 253/391 [==========================================>......................] Step: 327ms | Tot: 1m22s | Loss: 0.485 | Acc: 83.492% (27145/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m22s | Loss: 0.485 | Acc: 83.499% (27254/32640) 255/391 [==========================================>......................] Step: 328ms | Tot: 1m23s | Loss: 0.485 | Acc: 83.490% (27358/32768) 256/391 [==========================================>......................] Step: 324ms | Tot: 1m23s | Loss: 0.485 | Acc: 83.475% (27460/32896) 257/391 [==========================================>......................] Step: 333ms | Tot: 1m23s | Loss: 0.486 | Acc: 83.464% (27563/33024) 258/391 [==========================================>......................] Step: 328ms | Tot: 1m24s | Loss: 0.485 | Acc: 83.470% (27672/33152) 259/391 [===========================================>.....................] Step: 324ms | Tot: 1m24s | Loss: 0.485 | Acc: 83.465% (27777/33280) 260/391 [===========================================>.....................] Step: 332ms | Tot: 1m24s | Loss: 0.485 | Acc: 83.468% (27885/33408) 261/391 [===========================================>.....................] Step: 328ms | Tot: 1m25s | Loss: 0.485 | Acc: 83.474% (27994/33536) 262/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.484 | Acc: 83.484% (28104/33664) 263/391 [===========================================>.....................] Step: 331ms | Tot: 1m25s | Loss: 0.484 | Acc: 83.511% (28220/33792) 264/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.484 | Acc: 83.505% (28325/33920) 265/391 [============================================>....................] Step: 319ms | Tot: 1m26s | Loss: 0.484 | Acc: 83.503% (28431/34048) 266/391 [============================================>....................] Step: 326ms | Tot: 1m26s | Loss: 0.484 | Acc: 83.477% (28529/34176) 267/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.484 | Acc: 83.463% (28631/34304) 268/391 [============================================>....................] Step: 319ms | Tot: 1m27s | Loss: 0.484 | Acc: 83.454% (28735/34432) 269/391 [============================================>....................] Step: 327ms | Tot: 1m27s | Loss: 0.485 | Acc: 83.438% (28836/34560) 270/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.485 | Acc: 83.412% (28934/34688) 271/391 [=============================================>...................] Step: 324ms | Tot: 1m28s | Loss: 0.485 | Acc: 83.421% (29044/34816) 272/391 [=============================================>...................] Step: 328ms | Tot: 1m28s | Loss: 0.485 | Acc: 83.405% (29145/34944) 273/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.485 | Acc: 83.428% (29260/35072) 274/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.485 | Acc: 83.440% (29371/35200) 275/391 [=============================================>...................] Step: 336ms | Tot: 1m29s | Loss: 0.484 | Acc: 83.461% (29485/35328) 276/391 [=============================================>...................] Step: 337ms | Tot: 1m30s | Loss: 0.485 | Acc: 83.453% (29589/35456) 277/391 [==============================================>..................] Step: 323ms | Tot: 1m30s | Loss: 0.485 | Acc: 83.453% (29696/35584) 278/391 [==============================================>..................] Step: 325ms | Tot: 1m30s | Loss: 0.484 | Acc: 83.448% (29801/35712) 279/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.484 | Acc: 83.446% (29907/35840) 280/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.485 | Acc: 83.432% (30009/35968) 281/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.485 | Acc: 83.416% (30110/36096) 282/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.485 | Acc: 83.401% (30211/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m32s | Loss: 0.485 | Acc: 83.407% (30320/36352) 284/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.485 | Acc: 83.399% (30424/36480) 285/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.485 | Acc: 83.413% (30536/36608) 286/391 [===============================================>.................] Step: 322ms | Tot: 1m33s | Loss: 0.485 | Acc: 83.414% (30643/36736) 287/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.484 | Acc: 83.434% (30757/36864) 288/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.484 | Acc: 83.429% (30862/36992) 289/391 [================================================>................] Step: 330ms | Tot: 1m34s | Loss: 0.484 | Acc: 83.419% (30965/37120) 290/391 [================================================>................] Step: 324ms | Tot: 1m34s | Loss: 0.485 | Acc: 83.411% (31069/37248) 291/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.484 | Acc: 83.436% (31185/37376) 292/391 [================================================>................] Step: 322ms | Tot: 1m35s | Loss: 0.484 | Acc: 83.420% (31286/37504) 293/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.485 | Acc: 83.402% (31386/37632) 294/391 [================================================>................] Step: 328ms | Tot: 1m36s | Loss: 0.485 | Acc: 83.387% (31487/37760) 295/391 [=================================================>...............] Step: 324ms | Tot: 1m36s | Loss: 0.485 | Acc: 83.388% (31594/37888) 296/391 [=================================================>...............] Step: 320ms | Tot: 1m36s | Loss: 0.486 | Acc: 83.360% (31690/38016) 297/391 [=================================================>...............] Step: 333ms | Tot: 1m36s | Loss: 0.486 | Acc: 83.353% (31794/38144) 298/391 [=================================================>...............] Step: 334ms | Tot: 1m37s | Loss: 0.486 | Acc: 83.327% (31891/38272) 299/391 [=================================================>...............] Step: 326ms | Tot: 1m37s | Loss: 0.486 | Acc: 83.349% (32006/38400) 300/391 [=================================================>...............] Step: 339ms | Tot: 1m37s | Loss: 0.487 | Acc: 83.339% (32109/38528) 301/391 [==================================================>..............] Step: 323ms | Tot: 1m38s | Loss: 0.486 | Acc: 83.343% (32217/38656) 302/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.486 | Acc: 83.367% (32333/38784) 303/391 [==================================================>..............] Step: 333ms | Tot: 1m38s | Loss: 0.486 | Acc: 83.373% (32442/38912) 304/391 [==================================================>..............] Step: 329ms | Tot: 1m39s | Loss: 0.486 | Acc: 83.371% (32548/39040) 305/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.486 | Acc: 83.354% (32648/39168) 306/391 [==================================================>..............] Step: 330ms | Tot: 1m39s | Loss: 0.486 | Acc: 83.342% (32750/39296) 307/391 [===================================================>.............] Step: 325ms | Tot: 1m40s | Loss: 0.486 | Acc: 83.348% (32859/39424) 308/391 [===================================================>.............] Step: 319ms | Tot: 1m40s | Loss: 0.486 | Acc: 83.341% (32963/39552) 309/391 [===================================================>.............] Step: 329ms | Tot: 1m40s | Loss: 0.486 | Acc: 83.329% (33065/39680) 310/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.485 | Acc: 83.332% (33173/39808) 311/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.485 | Acc: 83.323% (33276/39936) 312/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.486 | Acc: 83.327% (33384/40064) 313/391 [====================================================>............] Step: 321ms | Tot: 1m42s | Loss: 0.486 | Acc: 83.310% (33484/40192) 314/391 [====================================================>............] Step: 320ms | Tot: 1m42s | Loss: 0.486 | Acc: 83.321% (33595/40320) 315/391 [====================================================>............] Step: 331ms | Tot: 1m42s | Loss: 0.486 | Acc: 83.322% (33702/40448) 316/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.485 | Acc: 83.320% (33808/40576) 317/391 [====================================================>............] Step: 319ms | Tot: 1m43s | Loss: 0.485 | Acc: 83.326% (33917/40704) 318/391 [====================================================>............] Step: 328ms | Tot: 1m43s | Loss: 0.485 | Acc: 83.322% (34022/40832) 319/391 [=====================================================>...........] Step: 318ms | Tot: 1m44s | Loss: 0.485 | Acc: 83.328% (34131/40960) 320/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.485 | Acc: 83.326% (34237/41088) 321/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.485 | Acc: 83.320% (34341/41216) 322/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.485 | Acc: 83.308% (34443/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.485 | Acc: 83.309% (34550/41472) 324/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.486 | Acc: 83.288% (34648/41600) 325/391 [======================================================>..........] Step: 324ms | Tot: 1m46s | Loss: 0.486 | Acc: 83.292% (34756/41728) 326/391 [======================================================>..........] Step: 323ms | Tot: 1m46s | Loss: 0.486 | Acc: 83.281% (34858/41856) 327/391 [======================================================>..........] Step: 324ms | Tot: 1m46s | Loss: 0.487 | Acc: 83.275% (34962/41984) 328/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.487 | Acc: 83.259% (35062/42112) 329/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.487 | Acc: 83.265% (35171/42240) 330/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 0.487 | Acc: 83.270% (35280/42368) 331/391 [=======================================================>.........] Step: 328ms | Tot: 1m48s | Loss: 0.487 | Acc: 83.267% (35385/42496) 332/391 [=======================================================>.........] Step: 330ms | Tot: 1m48s | Loss: 0.487 | Acc: 83.261% (35489/42624) 333/391 [=======================================================>.........] Step: 320ms | Tot: 1m48s | Loss: 0.487 | Acc: 83.266% (35598/42752) 334/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.487 | Acc: 83.270% (35706/42880) 335/391 [=======================================================>.........] Step: 327ms | Tot: 1m49s | Loss: 0.487 | Acc: 83.275% (35815/43008) 336/391 [=======================================================>.........] Step: 318ms | Tot: 1m49s | Loss: 0.487 | Acc: 83.251% (35911/43136) 337/391 [========================================================>........] Step: 322ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.240% (36013/43264) 338/391 [========================================================>........] Step: 320ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.237% (36118/43392) 339/391 [========================================================>........] Step: 315ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.231% (36222/43520) 340/391 [========================================================>........] Step: 345ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.239% (36332/43648) 341/391 [========================================================>........] Step: 364ms | Tot: 1m51s | Loss: 0.487 | Acc: 83.251% (36444/43776) 342/391 [========================================================>........] Step: 335ms | Tot: 1m51s | Loss: 0.487 | Acc: 83.257% (36553/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.487 | Acc: 83.258% (36660/44032) 344/391 [=========================================================>.......] Step: 319ms | Tot: 1m52s | Loss: 0.487 | Acc: 83.245% (36761/44160) 345/391 [=========================================================>.......] Step: 316ms | Tot: 1m52s | Loss: 0.487 | Acc: 83.246% (36868/44288) 346/391 [=========================================================>.......] Step: 339ms | Tot: 1m52s | Loss: 0.487 | Acc: 83.258% (36980/44416) 347/391 [=========================================================>.......] Step: 361ms | Tot: 1m53s | Loss: 0.487 | Acc: 83.264% (37089/44544) 348/391 [=========================================================>.......] Step: 355ms | Tot: 1m53s | Loss: 0.487 | Acc: 83.267% (37197/44672) 349/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.487 | Acc: 83.259% (37300/44800) 350/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.487 | Acc: 83.242% (37399/44928) 351/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.487 | Acc: 83.236% (37503/45056) 352/391 [==========================================================>......] Step: 329ms | Tot: 1m55s | Loss: 0.487 | Acc: 83.231% (37607/45184) 353/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.487 | Acc: 83.227% (37712/45312) 354/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.487 | Acc: 83.222% (37816/45440) 355/391 [===========================================================>.....] Step: 325ms | Tot: 1m55s | Loss: 0.488 | Acc: 83.216% (37920/45568) 356/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.487 | Acc: 83.224% (38030/45696) 357/391 [===========================================================>.....] Step: 321ms | Tot: 1m56s | Loss: 0.487 | Acc: 83.223% (38136/45824) 358/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.488 | Acc: 83.213% (38238/45952) 359/391 [===========================================================>.....] Step: 322ms | Tot: 1m57s | Loss: 0.487 | Acc: 83.216% (38346/46080) 360/391 [===========================================================>.....] Step: 319ms | Tot: 1m57s | Loss: 0.487 | Acc: 83.226% (38457/46208) 361/391 [============================================================>....] Step: 330ms | Tot: 1m57s | Loss: 0.487 | Acc: 83.203% (38553/46336) 362/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.488 | Acc: 83.193% (38655/46464) 363/391 [============================================================>....] Step: 320ms | Tot: 1m58s | Loss: 0.488 | Acc: 83.197% (38763/46592) 364/391 [============================================================>....] Step: 328ms | Tot: 1m58s | Loss: 0.488 | Acc: 83.185% (38864/46720) 365/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.488 | Acc: 83.188% (38972/46848) 366/391 [============================================================>....] Step: 327ms | Tot: 1m59s | Loss: 0.488 | Acc: 83.200% (39084/46976) 367/391 [=============================================================>...] Step: 324ms | Tot: 1m59s | Loss: 0.488 | Acc: 83.209% (39195/47104) 368/391 [=============================================================>...] Step: 342ms | Tot: 2m204ms | Loss: 0.488 | Acc: 83.217% (39305/47232) 369/391 [=============================================================>...] Step: 326ms | Tot: 2m531ms | Loss: 0.488 | Acc: 83.205% (39406/47360) 370/391 [=============================================================>...] Step: 331ms | Tot: 2m863ms | Loss: 0.488 | Acc: 83.181% (39501/47488) 371/391 [=============================================================>...] Step: 320ms | Tot: 2m1s | Loss: 0.488 | Acc: 83.186% (39610/47616) 372/391 [=============================================================>...] Step: 318ms | Tot: 2m1s | Loss: 0.488 | Acc: 83.185% (39716/47744) 373/391 [==============================================================>..] Step: 329ms | Tot: 2m1s | Loss: 0.488 | Acc: 83.182% (39821/47872) 374/391 [==============================================================>..] Step: 321ms | Tot: 2m2s | Loss: 0.489 | Acc: 83.190% (39931/48000) 375/391 [==============================================================>..] Step: 316ms | Tot: 2m2s | Loss: 0.489 | Acc: 83.178% (40032/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.489 | Acc: 83.171% (40135/48256) 377/391 [==============================================================>..] Step: 315ms | Tot: 2m3s | Loss: 0.489 | Acc: 83.174% (40243/48384) 378/391 [==============================================================>..] Step: 317ms | Tot: 2m3s | Loss: 0.489 | Acc: 83.175% (40350/48512) 379/391 [===============================================================>.] Step: 323ms | Tot: 2m3s | Loss: 0.489 | Acc: 83.172% (40455/48640) 380/391 [===============================================================>.] Step: 317ms | Tot: 2m4s | Loss: 0.489 | Acc: 83.188% (40569/48768) 381/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.489 | Acc: 83.193% (40678/48896) 382/391 [===============================================================>.] Step: 321ms | Tot: 2m4s | Loss: 0.489 | Acc: 83.194% (40785/49024) 383/391 [===============================================================>.] Step: 332ms | Tot: 2m5s | Loss: 0.489 | Acc: 83.195% (40892/49152) 384/391 [===============================================================>.] Step: 330ms | Tot: 2m5s | Loss: 0.489 | Acc: 83.202% (41002/49280) 385/391 [================================================================>] Step: 328ms | Tot: 2m5s | Loss: 0.489 | Acc: 83.189% (41102/49408) 386/391 [================================================================>] Step: 332ms | Tot: 2m6s | Loss: 0.489 | Acc: 83.198% (41213/49536) 387/391 [================================================================>] Step: 331ms | Tot: 2m6s | Loss: 0.489 | Acc: 83.181% (41311/49664) 388/391 [================================================================>] Step: 322ms | Tot: 2m6s | Loss: 0.489 | Acc: 83.184% (41419/49792) 389/391 [================================================================>] Step: 329ms | Tot: 2m7s | Loss: 0.489 | Acc: 83.175% (41521/49920) 390/391 [================================================================>] Step: 309ms | Tot: 2m7s | Loss: 0.489 | Acc: 83.186% (41593/50000) 391/391 + [>................................................................] Step: 948ms | Tot: 2ms | Loss: 0.485 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 255ms | Tot: 257ms | Loss: 0.497 | Acc: 81.000% (162/200) 2/100 [=>...............................................................] Step: 279ms | Tot: 537ms | Loss: 0.546 | Acc: 79.667% (239/300) 3/100 [=>...............................................................] Step: 258ms | Tot: 795ms | Loss: 0.602 | Acc: 78.500% (314/400) 4/100 [==>..............................................................] Step: 262ms | Tot: 1s58ms | Loss: 0.598 | Acc: 78.400% (392/500) 5/100 [===>.............................................................] Step: 257ms | Tot: 1s315ms | Loss: 0.555 | Acc: 79.667% (478/600) 6/100 [===>.............................................................] Step: 270ms | Tot: 1s586ms | Loss: 0.552 | Acc: 79.429% (556/700) 7/100 [====>............................................................] Step: 256ms | Tot: 1s842ms | Loss: 0.584 | Acc: 78.125% (625/800) 8/100 [=====>...........................................................] Step: 260ms | Tot: 2s102ms | Loss: 0.606 | Acc: 77.556% (698/900) 9/100 [=====>...........................................................] Step: 255ms | Tot: 2s358ms | Loss: 0.600 | Acc: 77.900% (779/1000) 10/100 [======>..........................................................] Step: 266ms | Tot: 2s624ms | Loss: 0.596 | Acc: 78.182% (860/1100) 11/100 [=======>.........................................................] Step: 261ms | Tot: 2s886ms | Loss: 0.608 | Acc: 78.167% (938/1200) 12/100 [=======>.........................................................] Step: 270ms | Tot: 3s157ms | Loss: 0.597 | Acc: 78.615% (1022/1300) 13/100 [========>........................................................] Step: 264ms | Tot: 3s422ms | Loss: 0.587 | Acc: 79.071% (1107/1400) 14/100 [=========>.......................................................] Step: 268ms | Tot: 3s691ms | Loss: 0.580 | Acc: 79.267% (1189/1500) 15/100 [=========>.......................................................] Step: 268ms | Tot: 3s959ms | Loss: 0.581 | Acc: 79.500% (1272/1600) 16/100 [==========>......................................................] Step: 265ms | Tot: 4s224ms | Loss: 0.579 | Acc: 79.824% (1357/1700) 17/100 [===========>.....................................................] Step: 275ms | Tot: 4s500ms | Loss: 0.583 | Acc: 79.667% (1434/1800) 18/100 [===========>.....................................................] Step: 269ms | Tot: 4s770ms | Loss: 0.587 | Acc: 79.421% (1509/1900) 19/100 [============>....................................................] Step: 284ms | Tot: 5s54ms | Loss: 0.598 | Acc: 79.150% (1583/2000) 20/100 [=============>...................................................] Step: 263ms | Tot: 5s318ms | Loss: 0.605 | Acc: 79.000% (1659/2100) 21/100 [=============>...................................................] Step: 273ms | Tot: 5s591ms | Loss: 0.605 | Acc: 78.864% (1735/2200) 22/100 [==============>..................................................] Step: 266ms | Tot: 5s858ms | Loss: 0.612 | Acc: 78.609% (1808/2300) 23/100 [==============>..................................................] Step: 268ms | Tot: 6s126ms | Loss: 0.612 | Acc: 78.708% (1889/2400) 24/100 [===============>.................................................] Step: 268ms | Tot: 6s395ms | Loss: 0.609 | Acc: 78.680% (1967/2500) 25/100 [================>................................................] Step: 272ms | Tot: 6s667ms | Loss: 0.624 | Acc: 78.385% (2038/2600) 26/100 [================>................................................] Step: 272ms | Tot: 6s940ms | Loss: 0.625 | Acc: 78.370% (2116/2700) 27/100 [=================>...............................................] Step: 263ms | Tot: 7s203ms | Loss: 0.626 | Acc: 78.393% (2195/2800) 28/100 [==================>..............................................] Step: 266ms | Tot: 7s469ms | Loss: 0.624 | Acc: 78.517% (2277/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s738ms | Loss: 0.621 | Acc: 78.600% (2358/3000) 30/100 [===================>.............................................] Step: 266ms | Tot: 8s4ms | Loss: 0.623 | Acc: 78.516% (2434/3100) 31/100 [====================>............................................] Step: 274ms | Tot: 8s278ms | Loss: 0.621 | Acc: 78.719% (2519/3200) 32/100 [====================>............................................] Step: 276ms | Tot: 8s555ms | Loss: 0.621 | Acc: 78.697% (2597/3300) 33/100 [=====================>...........................................] Step: 268ms | Tot: 8s824ms | Loss: 0.621 | Acc: 78.588% (2672/3400) 34/100 [======================>..........................................] Step: 277ms | Tot: 9s101ms | Loss: 0.624 | Acc: 78.486% (2747/3500) 35/100 [======================>..........................................] Step: 266ms | Tot: 9s368ms | Loss: 0.628 | Acc: 78.389% (2822/3600) 36/100 [=======================>.........................................] Step: 274ms | Tot: 9s643ms | Loss: 0.629 | Acc: 78.405% (2901/3700) 37/100 [========================>........................................] Step: 282ms | Tot: 9s925ms | Loss: 0.631 | Acc: 78.316% (2976/3800) 38/100 [========================>........................................] Step: 272ms | Tot: 10s198ms | Loss: 0.628 | Acc: 78.410% (3058/3900) 39/100 [=========================>.......................................] Step: 267ms | Tot: 10s466ms | Loss: 0.628 | Acc: 78.550% (3142/4000) 40/100 [==========================>......................................] Step: 266ms | Tot: 10s732ms | Loss: 0.627 | Acc: 78.610% (3223/4100) 41/100 [==========================>......................................] Step: 268ms | Tot: 11s1ms | Loss: 0.628 | Acc: 78.548% (3299/4200) 42/100 [===========================>.....................................] Step: 263ms | Tot: 11s265ms | Loss: 0.623 | Acc: 78.698% (3384/4300) 43/100 [===========================>.....................................] Step: 274ms | Tot: 11s539ms | Loss: 0.624 | Acc: 78.682% (3462/4400) 44/100 [============================>....................................] Step: 264ms | Tot: 11s803ms | Loss: 0.626 | Acc: 78.644% (3539/4500) 45/100 [=============================>...................................] Step: 266ms | Tot: 12s70ms | Loss: 0.626 | Acc: 78.652% (3618/4600) 46/100 [=============================>...................................] Step: 263ms | Tot: 12s333ms | Loss: 0.624 | Acc: 78.745% (3701/4700) 47/100 [==============================>..................................] Step: 281ms | Tot: 12s615ms | Loss: 0.623 | Acc: 78.750% (3780/4800) 48/100 [===============================>.................................] Step: 311ms | Tot: 12s927ms | Loss: 0.620 | Acc: 78.898% (3866/4900) 49/100 [===============================>.................................] Step: 306ms | Tot: 13s233ms | Loss: 0.624 | Acc: 78.820% (3941/5000) 50/100 [================================>................................] Step: 270ms | Tot: 13s504ms | Loss: 0.624 | Acc: 78.843% (4021/5100) 51/100 [=================================>...............................] Step: 263ms | Tot: 13s767ms | Loss: 0.620 | Acc: 78.962% (4106/5200) 52/100 [=================================>...............................] Step: 268ms | Tot: 14s35ms | Loss: 0.619 | Acc: 78.943% (4184/5300) 53/100 [==================================>..............................] Step: 263ms | Tot: 14s299ms | Loss: 0.618 | Acc: 79.093% (4271/5400) 54/100 [===================================>.............................] Step: 275ms | Tot: 14s574ms | Loss: 0.616 | Acc: 79.164% (4354/5500) 55/100 [===================================>.............................] Step: 271ms | Tot: 14s846ms | Loss: 0.618 | Acc: 79.107% (4430/5600) 56/100 [====================================>............................] Step: 267ms | Tot: 15s114ms | Loss: 0.619 | Acc: 79.140% (4511/5700) 57/100 [=====================================>...........................] Step: 266ms | Tot: 15s381ms | Loss: 0.619 | Acc: 79.172% (4592/5800) 58/100 [=====================================>...........................] Step: 269ms | Tot: 15s650ms | Loss: 0.621 | Acc: 79.051% (4664/5900) 59/100 [======================================>..........................] Step: 263ms | Tot: 15s913ms | Loss: 0.620 | Acc: 79.083% (4745/6000) 60/100 [=======================================>.........................] Step: 264ms | Tot: 16s178ms | Loss: 0.620 | Acc: 79.033% (4821/6100) 61/100 [=======================================>.........................] Step: 269ms | Tot: 16s448ms | Loss: 0.620 | Acc: 79.048% (4901/6200) 62/100 [========================================>........................] Step: 269ms | Tot: 16s718ms | Loss: 0.621 | Acc: 78.952% (4974/6300) 63/100 [========================================>........................] Step: 266ms | Tot: 16s984ms | Loss: 0.619 | Acc: 79.000% (5056/6400) 64/100 [=========================================>.......................] Step: 264ms | Tot: 17s248ms | Loss: 0.623 | Acc: 78.938% (5131/6500) 65/100 [==========================================>......................] Step: 271ms | Tot: 17s519ms | Loss: 0.621 | Acc: 79.015% (5215/6600) 66/100 [==========================================>......................] Step: 263ms | Tot: 17s783ms | Loss: 0.618 | Acc: 79.119% (5301/6700) 67/100 [===========================================>.....................] Step: 267ms | Tot: 18s50ms | Loss: 0.621 | Acc: 79.044% (5375/6800) 68/100 [============================================>....................] Step: 266ms | Tot: 18s316ms | Loss: 0.623 | Acc: 78.986% (5450/6900) 69/100 [============================================>....................] Step: 274ms | Tot: 18s591ms | Loss: 0.624 | Acc: 78.971% (5528/7000) 70/100 [=============================================>...................] Step: 264ms | Tot: 18s856ms | Loss: 0.624 | Acc: 78.958% (5606/7100) 71/100 [==============================================>..................] Step: 269ms | Tot: 19s126ms | Loss: 0.621 | Acc: 79.014% (5689/7200) 72/100 [==============================================>..................] Step: 265ms | Tot: 19s391ms | Loss: 0.622 | Acc: 79.014% (5768/7300) 73/100 [===============================================>.................] Step: 277ms | Tot: 19s669ms | Loss: 0.622 | Acc: 78.986% (5845/7400) 74/100 [================================================>................] Step: 274ms | Tot: 19s943ms | Loss: 0.625 | Acc: 78.920% (5919/7500) 75/100 [================================================>................] Step: 266ms | Tot: 20s210ms | Loss: 0.625 | Acc: 78.895% (5996/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 20s479ms | Loss: 0.626 | Acc: 78.896% (6075/7700) 77/100 [==================================================>..............] Step: 273ms | Tot: 20s752ms | Loss: 0.627 | Acc: 78.859% (6151/7800) 78/100 [==================================================>..............] Step: 268ms | Tot: 21s21ms | Loss: 0.627 | Acc: 78.924% (6235/7900) 79/100 [===================================================>.............] Step: 275ms | Tot: 21s297ms | Loss: 0.626 | Acc: 78.900% (6312/8000) 80/100 [====================================================>............] Step: 278ms | Tot: 21s575ms | Loss: 0.624 | Acc: 78.963% (6396/8100) 81/100 [====================================================>............] Step: 264ms | Tot: 21s839ms | Loss: 0.622 | Acc: 79.000% (6478/8200) 82/100 [=====================================================>...........] Step: 283ms | Tot: 22s123ms | Loss: 0.623 | Acc: 78.976% (6555/8300) 83/100 [=====================================================>...........] Step: 282ms | Tot: 22s405ms | Loss: 0.624 | Acc: 78.964% (6633/8400) 84/100 [======================================================>..........] Step: 271ms | Tot: 22s677ms | Loss: 0.627 | Acc: 78.859% (6703/8500) 85/100 [=======================================================>.........] Step: 267ms | Tot: 22s944ms | Loss: 0.627 | Acc: 78.884% (6784/8600) 86/100 [=======================================================>.........] Step: 265ms | Tot: 23s210ms | Loss: 0.629 | Acc: 78.793% (6855/8700) 87/100 [========================================================>........] Step: 271ms | Tot: 23s482ms | Loss: 0.628 | Acc: 78.841% (6938/8800) 88/100 [=========================================================>.......] Step: 266ms | Tot: 23s748ms | Loss: 0.629 | Acc: 78.910% (7023/8900) 89/100 [=========================================================>.......] Step: 270ms | Tot: 24s19ms | Loss: 0.628 | Acc: 78.944% (7105/9000) 90/100 [==========================================================>......] Step: 262ms | Tot: 24s282ms | Loss: 0.628 | Acc: 79.000% (7189/9100) 91/100 [===========================================================>.....] Step: 273ms | Tot: 24s555ms | Loss: 0.626 | Acc: 79.043% (7272/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 24s826ms | Loss: 0.626 | Acc: 79.065% (7353/9300) 93/100 [============================================================>....] Step: 268ms | Tot: 25s94ms | Loss: 0.625 | Acc: 79.117% (7437/9400) 94/100 [=============================================================>...] Step: 264ms | Tot: 25s358ms | Loss: 0.626 | Acc: 79.084% (7513/9500) 95/100 [=============================================================>...] Step: 271ms | Tot: 25s630ms | Loss: 0.625 | Acc: 79.125% (7596/9600) 96/100 [==============================================================>..] Step: 262ms | Tot: 25s892ms | Loss: 0.622 | Acc: 79.196% (7682/9700) 97/100 [===============================================================>.] Step: 266ms | Tot: 26s158ms | Loss: 0.623 | Acc: 79.163% (7758/9800) 98/100 [===============================================================>.] Step: 268ms | Tot: 26s427ms | Loss: 0.624 | Acc: 79.152% (7836/9900) 99/100 [================================================================>] Step: 270ms | Tot: 26s697ms | Loss: 0.624 | Acc: 79.150% (7915/10000) 100/100 + +Epoch: 24 + [>................................................................] Step: 1s113ms | Tot: 2ms | Loss: 0.381 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 339ms | Tot: 341ms | Loss: 0.420 | Acc: 86.328% (221/256) 2/391 [>................................................................] Step: 335ms | Tot: 677ms | Loss: 0.462 | Acc: 83.594% (321/384) 3/391 [>................................................................] Step: 342ms | Tot: 1s19ms | Loss: 0.450 | Acc: 83.594% (428/512) 4/391 [>................................................................] Step: 339ms | Tot: 1s359ms | Loss: 0.432 | Acc: 84.688% (542/640) 5/391 [>................................................................] Step: 340ms | Tot: 1s700ms | Loss: 0.439 | Acc: 85.156% (654/768) 6/391 [>................................................................] Step: 339ms | Tot: 2s40ms | Loss: 0.435 | Acc: 85.714% (768/896) 7/391 [=>...............................................................] Step: 339ms | Tot: 2s379ms | Loss: 0.425 | Acc: 86.426% (885/1024) 8/391 [=>...............................................................] Step: 338ms | Tot: 2s718ms | Loss: 0.426 | Acc: 86.111% (992/1152) 9/391 [=>...............................................................] Step: 340ms | Tot: 3s58ms | Loss: 0.439 | Acc: 85.312% (1092/1280) 10/391 [=>...............................................................] Step: 333ms | Tot: 3s392ms | Loss: 0.445 | Acc: 85.014% (1197/1408) 11/391 [=>...............................................................] Step: 336ms | Tot: 3s728ms | Loss: 0.447 | Acc: 84.961% (1305/1536) 12/391 [=>...............................................................] Step: 324ms | Tot: 4s53ms | Loss: 0.461 | Acc: 84.555% (1407/1664) 13/391 [==>..............................................................] Step: 326ms | Tot: 4s380ms | Loss: 0.460 | Acc: 84.598% (1516/1792) 14/391 [==>..............................................................] Step: 328ms | Tot: 4s708ms | Loss: 0.451 | Acc: 85.000% (1632/1920) 15/391 [==>..............................................................] Step: 323ms | Tot: 5s31ms | Loss: 0.455 | Acc: 84.961% (1740/2048) 16/391 [==>..............................................................] Step: 332ms | Tot: 5s363ms | Loss: 0.453 | Acc: 85.018% (1850/2176) 17/391 [==>..............................................................] Step: 328ms | Tot: 5s692ms | Loss: 0.451 | Acc: 84.983% (1958/2304) 18/391 [==>..............................................................] Step: 324ms | Tot: 6s17ms | Loss: 0.456 | Acc: 84.827% (2063/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s342ms | Loss: 0.465 | Acc: 84.336% (2159/2560) 20/391 [===>.............................................................] Step: 326ms | Tot: 6s668ms | Loss: 0.466 | Acc: 84.375% (2268/2688) 21/391 [===>.............................................................] Step: 325ms | Tot: 6s994ms | Loss: 0.465 | Acc: 84.411% (2377/2816) 22/391 [===>.............................................................] Step: 321ms | Tot: 7s315ms | Loss: 0.468 | Acc: 84.239% (2480/2944) 23/391 [===>.............................................................] Step: 321ms | Tot: 7s636ms | Loss: 0.464 | Acc: 84.440% (2594/3072) 24/391 [===>.............................................................] Step: 327ms | Tot: 7s963ms | Loss: 0.463 | Acc: 84.500% (2704/3200) 25/391 [====>............................................................] Step: 323ms | Tot: 8s286ms | Loss: 0.468 | Acc: 84.315% (2806/3328) 26/391 [====>............................................................] Step: 319ms | Tot: 8s606ms | Loss: 0.462 | Acc: 84.578% (2923/3456) 27/391 [====>............................................................] Step: 327ms | Tot: 8s933ms | Loss: 0.462 | Acc: 84.626% (3033/3584) 28/391 [====>............................................................] Step: 324ms | Tot: 9s258ms | Loss: 0.462 | Acc: 84.591% (3140/3712) 29/391 [====>............................................................] Step: 319ms | Tot: 9s577ms | Loss: 0.460 | Acc: 84.688% (3252/3840) 30/391 [====>............................................................] Step: 327ms | Tot: 9s904ms | Loss: 0.455 | Acc: 84.778% (3364/3968) 31/391 [=====>...........................................................] Step: 323ms | Tot: 10s227ms | Loss: 0.453 | Acc: 84.839% (3475/4096) 32/391 [=====>...........................................................] Step: 329ms | Tot: 10s557ms | Loss: 0.455 | Acc: 84.848% (3584/4224) 33/391 [=====>...........................................................] Step: 329ms | Tot: 10s886ms | Loss: 0.458 | Acc: 84.858% (3693/4352) 34/391 [=====>...........................................................] Step: 326ms | Tot: 11s212ms | Loss: 0.460 | Acc: 84.732% (3796/4480) 35/391 [=====>...........................................................] Step: 318ms | Tot: 11s531ms | Loss: 0.459 | Acc: 84.809% (3908/4608) 36/391 [=====>...........................................................] Step: 330ms | Tot: 11s861ms | Loss: 0.457 | Acc: 84.818% (4017/4736) 37/391 [======>..........................................................] Step: 326ms | Tot: 12s188ms | Loss: 0.459 | Acc: 84.786% (4124/4864) 38/391 [======>..........................................................] Step: 334ms | Tot: 12s522ms | Loss: 0.461 | Acc: 84.756% (4231/4992) 39/391 [======>..........................................................] Step: 326ms | Tot: 12s848ms | Loss: 0.461 | Acc: 84.688% (4336/5120) 40/391 [======>..........................................................] Step: 320ms | Tot: 13s169ms | Loss: 0.460 | Acc: 84.718% (4446/5248) 41/391 [======>..........................................................] Step: 320ms | Tot: 13s490ms | Loss: 0.462 | Acc: 84.654% (4551/5376) 42/391 [======>..........................................................] Step: 330ms | Tot: 13s820ms | Loss: 0.463 | Acc: 84.611% (4657/5504) 43/391 [=======>.........................................................] Step: 322ms | Tot: 14s142ms | Loss: 0.464 | Acc: 84.553% (4762/5632) 44/391 [=======>.........................................................] Step: 320ms | Tot: 14s463ms | Loss: 0.466 | Acc: 84.462% (4865/5760) 45/391 [=======>.........................................................] Step: 328ms | Tot: 14s792ms | Loss: 0.464 | Acc: 84.460% (4973/5888) 46/391 [=======>.........................................................] Step: 367ms | Tot: 15s159ms | Loss: 0.467 | Acc: 84.325% (5073/6016) 47/391 [=======>.........................................................] Step: 341ms | Tot: 15s501ms | Loss: 0.471 | Acc: 84.196% (5173/6144) 48/391 [=======>.........................................................] Step: 331ms | Tot: 15s833ms | Loss: 0.472 | Acc: 84.168% (5279/6272) 49/391 [========>........................................................] Step: 321ms | Tot: 16s154ms | Loss: 0.469 | Acc: 84.234% (5391/6400) 50/391 [========>........................................................] Step: 319ms | Tot: 16s474ms | Loss: 0.467 | Acc: 84.283% (5502/6528) 51/391 [========>........................................................] Step: 328ms | Tot: 16s802ms | Loss: 0.467 | Acc: 84.285% (5610/6656) 52/391 [========>........................................................] Step: 324ms | Tot: 17s126ms | Loss: 0.468 | Acc: 84.242% (5715/6784) 53/391 [========>........................................................] Step: 321ms | Tot: 17s447ms | Loss: 0.467 | Acc: 84.245% (5823/6912) 54/391 [========>........................................................] Step: 328ms | Tot: 17s776ms | Loss: 0.465 | Acc: 84.261% (5932/7040) 55/391 [=========>.......................................................] Step: 318ms | Tot: 18s94ms | Loss: 0.465 | Acc: 84.222% (6037/7168) 56/391 [=========>.......................................................] Step: 320ms | Tot: 18s415ms | Loss: 0.465 | Acc: 84.142% (6139/7296) 57/391 [=========>.......................................................] Step: 327ms | Tot: 18s742ms | Loss: 0.467 | Acc: 84.079% (6242/7424) 58/391 [=========>.......................................................] Step: 317ms | Tot: 19s60ms | Loss: 0.468 | Acc: 84.070% (6349/7552) 59/391 [=========>.......................................................] Step: 321ms | Tot: 19s381ms | Loss: 0.469 | Acc: 84.049% (6455/7680) 60/391 [=========>.......................................................] Step: 320ms | Tot: 19s702ms | Loss: 0.468 | Acc: 84.042% (6562/7808) 61/391 [==========>......................................................] Step: 319ms | Tot: 20s21ms | Loss: 0.468 | Acc: 84.085% (6673/7936) 62/391 [==========>......................................................] Step: 318ms | Tot: 20s340ms | Loss: 0.468 | Acc: 84.015% (6775/8064) 63/391 [==========>......................................................] Step: 318ms | Tot: 20s658ms | Loss: 0.471 | Acc: 83.899% (6873/8192) 64/391 [==========>......................................................] Step: 327ms | Tot: 20s986ms | Loss: 0.469 | Acc: 83.978% (6987/8320) 65/391 [==========>......................................................] Step: 323ms | Tot: 21s310ms | Loss: 0.469 | Acc: 83.937% (7091/8448) 66/391 [==========>......................................................] Step: 317ms | Tot: 21s627ms | Loss: 0.469 | Acc: 83.955% (7200/8576) 67/391 [===========>.....................................................] Step: 322ms | Tot: 21s950ms | Loss: 0.469 | Acc: 83.996% (7311/8704) 68/391 [===========>.....................................................] Step: 322ms | Tot: 22s273ms | Loss: 0.468 | Acc: 84.024% (7421/8832) 69/391 [===========>.....................................................] Step: 317ms | Tot: 22s591ms | Loss: 0.466 | Acc: 84.096% (7535/8960) 70/391 [===========>.....................................................] Step: 326ms | Tot: 22s917ms | Loss: 0.469 | Acc: 84.023% (7636/9088) 71/391 [===========>.....................................................] Step: 321ms | Tot: 23s238ms | Loss: 0.471 | Acc: 83.919% (7734/9216) 72/391 [===========>.....................................................] Step: 321ms | Tot: 23s560ms | Loss: 0.470 | Acc: 83.904% (7840/9344) 73/391 [============>....................................................] Step: 329ms | Tot: 23s889ms | Loss: 0.470 | Acc: 83.900% (7947/9472) 74/391 [============>....................................................] Step: 320ms | Tot: 24s210ms | Loss: 0.469 | Acc: 83.927% (8057/9600) 75/391 [============>....................................................] Step: 327ms | Tot: 24s538ms | Loss: 0.469 | Acc: 83.964% (8168/9728) 76/391 [============>....................................................] Step: 339ms | Tot: 24s878ms | Loss: 0.470 | Acc: 83.959% (8275/9856) 77/391 [============>....................................................] Step: 325ms | Tot: 25s203ms | Loss: 0.470 | Acc: 83.964% (8383/9984) 78/391 [============>....................................................] Step: 322ms | Tot: 25s525ms | Loss: 0.472 | Acc: 83.930% (8487/10112) 79/391 [=============>...................................................] Step: 338ms | Tot: 25s864ms | Loss: 0.473 | Acc: 83.965% (8598/10240) 80/391 [=============>...................................................] Step: 322ms | Tot: 26s186ms | Loss: 0.474 | Acc: 83.854% (8694/10368) 81/391 [=============>...................................................] Step: 321ms | Tot: 26s508ms | Loss: 0.473 | Acc: 83.870% (8803/10496) 82/391 [=============>...................................................] Step: 330ms | Tot: 26s839ms | Loss: 0.473 | Acc: 83.914% (8915/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s162ms | Loss: 0.473 | Acc: 83.919% (9023/10752) 84/391 [=============>...................................................] Step: 322ms | Tot: 27s485ms | Loss: 0.475 | Acc: 83.869% (9125/10880) 85/391 [==============>..................................................] Step: 328ms | Tot: 27s814ms | Loss: 0.475 | Acc: 83.875% (9233/11008) 86/391 [==============>..................................................] Step: 320ms | Tot: 28s134ms | Loss: 0.476 | Acc: 83.881% (9341/11136) 87/391 [==============>..................................................] Step: 320ms | Tot: 28s455ms | Loss: 0.475 | Acc: 83.904% (9451/11264) 88/391 [==============>..................................................] Step: 329ms | Tot: 28s784ms | Loss: 0.476 | Acc: 83.866% (9554/11392) 89/391 [==============>..................................................] Step: 317ms | Tot: 29s102ms | Loss: 0.475 | Acc: 83.924% (9668/11520) 90/391 [==============>..................................................] Step: 320ms | Tot: 29s423ms | Loss: 0.475 | Acc: 83.894% (9772/11648) 91/391 [===============>.................................................] Step: 324ms | Tot: 29s747ms | Loss: 0.477 | Acc: 83.865% (9876/11776) 92/391 [===============>.................................................] Step: 316ms | Tot: 30s64ms | Loss: 0.477 | Acc: 83.854% (9982/11904) 93/391 [===============>.................................................] Step: 320ms | Tot: 30s384ms | Loss: 0.477 | Acc: 83.868% (10091/12032) 94/391 [===============>.................................................] Step: 321ms | Tot: 30s705ms | Loss: 0.477 | Acc: 83.849% (10196/12160) 95/391 [===============>.................................................] Step: 318ms | Tot: 31s24ms | Loss: 0.477 | Acc: 83.822% (10300/12288) 96/391 [===============>.................................................] Step: 322ms | Tot: 31s346ms | Loss: 0.478 | Acc: 83.779% (10402/12416) 97/391 [================>................................................] Step: 327ms | Tot: 31s674ms | Loss: 0.479 | Acc: 83.793% (10511/12544) 98/391 [================>................................................] Step: 319ms | Tot: 31s994ms | Loss: 0.478 | Acc: 83.783% (10617/12672) 99/391 [================>................................................] Step: 324ms | Tot: 32s318ms | Loss: 0.477 | Acc: 83.812% (10728/12800) 100/391 [================>................................................] Step: 322ms | Tot: 32s640ms | Loss: 0.477 | Acc: 83.803% (10834/12928) 101/391 [================>................................................] Step: 331ms | Tot: 32s972ms | Loss: 0.477 | Acc: 83.816% (10943/13056) 102/391 [================>................................................] Step: 329ms | Tot: 33s302ms | Loss: 0.477 | Acc: 83.844% (11054/13184) 103/391 [=================>...............................................] Step: 328ms | Tot: 33s630ms | Loss: 0.475 | Acc: 83.909% (11170/13312) 104/391 [=================>...............................................] Step: 330ms | Tot: 33s961ms | Loss: 0.474 | Acc: 83.921% (11279/13440) 105/391 [=================>...............................................] Step: 327ms | Tot: 34s288ms | Loss: 0.472 | Acc: 83.992% (11396/13568) 106/391 [=================>...............................................] Step: 325ms | Tot: 34s614ms | Loss: 0.473 | Acc: 83.930% (11495/13696) 107/391 [=================>...............................................] Step: 326ms | Tot: 34s941ms | Loss: 0.472 | Acc: 83.941% (11604/13824) 108/391 [=================>...............................................] Step: 330ms | Tot: 35s271ms | Loss: 0.472 | Acc: 83.938% (11711/13952) 109/391 [==================>..............................................] Step: 330ms | Tot: 35s601ms | Loss: 0.473 | Acc: 83.956% (11821/14080) 110/391 [==================>..............................................] Step: 332ms | Tot: 35s933ms | Loss: 0.472 | Acc: 83.981% (11932/14208) 111/391 [==================>..............................................] Step: 323ms | Tot: 36s257ms | Loss: 0.471 | Acc: 83.998% (12042/14336) 112/391 [==================>..............................................] Step: 317ms | Tot: 36s575ms | Loss: 0.472 | Acc: 83.974% (12146/14464) 113/391 [==================>..............................................] Step: 327ms | Tot: 36s902ms | Loss: 0.470 | Acc: 84.025% (12261/14592) 114/391 [==================>..............................................] Step: 323ms | Tot: 37s226ms | Loss: 0.471 | Acc: 83.995% (12364/14720) 115/391 [===================>.............................................] Step: 321ms | Tot: 37s547ms | Loss: 0.470 | Acc: 84.005% (12473/14848) 116/391 [===================>.............................................] Step: 326ms | Tot: 37s873ms | Loss: 0.470 | Acc: 84.001% (12580/14976) 117/391 [===================>.............................................] Step: 320ms | Tot: 38s194ms | Loss: 0.471 | Acc: 84.004% (12688/15104) 118/391 [===================>.............................................] Step: 320ms | Tot: 38s515ms | Loss: 0.470 | Acc: 84.007% (12796/15232) 119/391 [===================>.............................................] Step: 328ms | Tot: 38s843ms | Loss: 0.469 | Acc: 84.030% (12907/15360) 120/391 [===================>.............................................] Step: 320ms | Tot: 39s164ms | Loss: 0.469 | Acc: 84.033% (13015/15488) 121/391 [====================>............................................] Step: 320ms | Tot: 39s484ms | Loss: 0.469 | Acc: 84.029% (13122/15616) 122/391 [====================>............................................] Step: 329ms | Tot: 39s813ms | Loss: 0.469 | Acc: 84.045% (13232/15744) 123/391 [====================>............................................] Step: 320ms | Tot: 40s134ms | Loss: 0.468 | Acc: 84.079% (13345/15872) 124/391 [====================>............................................] Step: 326ms | Tot: 40s461ms | Loss: 0.467 | Acc: 84.119% (13459/16000) 125/391 [====================>............................................] Step: 330ms | Tot: 40s791ms | Loss: 0.468 | Acc: 84.115% (13566/16128) 126/391 [====================>............................................] Step: 319ms | Tot: 41s111ms | Loss: 0.468 | Acc: 84.110% (13673/16256) 127/391 [=====================>...........................................] Step: 320ms | Tot: 41s431ms | Loss: 0.468 | Acc: 84.149% (13787/16384) 128/391 [=====================>...........................................] Step: 326ms | Tot: 41s758ms | Loss: 0.467 | Acc: 84.169% (13898/16512) 129/391 [=====================>...........................................] Step: 320ms | Tot: 42s78ms | Loss: 0.468 | Acc: 84.117% (13997/16640) 130/391 [=====================>...........................................] Step: 322ms | Tot: 42s400ms | Loss: 0.468 | Acc: 84.125% (14106/16768) 131/391 [=====================>...........................................] Step: 322ms | Tot: 42s722ms | Loss: 0.468 | Acc: 84.103% (14210/16896) 132/391 [=====================>...........................................] Step: 322ms | Tot: 43s44ms | Loss: 0.469 | Acc: 84.046% (14308/17024) 133/391 [======================>..........................................] Step: 325ms | Tot: 43s370ms | Loss: 0.469 | Acc: 84.054% (14417/17152) 134/391 [======================>..........................................] Step: 322ms | Tot: 43s693ms | Loss: 0.469 | Acc: 84.080% (14529/17280) 135/391 [======================>..........................................] Step: 319ms | Tot: 44s13ms | Loss: 0.469 | Acc: 84.099% (14640/17408) 136/391 [======================>..........................................] Step: 324ms | Tot: 44s337ms | Loss: 0.468 | Acc: 84.141% (14755/17536) 137/391 [======================>..........................................] Step: 321ms | Tot: 44s659ms | Loss: 0.469 | Acc: 84.126% (14860/17664) 138/391 [======================>..........................................] Step: 366ms | Tot: 45s26ms | Loss: 0.470 | Acc: 84.077% (14959/17792) 139/391 [=======================>.........................................] Step: 372ms | Tot: 45s399ms | Loss: 0.470 | Acc: 84.079% (15067/17920) 140/391 [=======================>.........................................] Step: 346ms | Tot: 45s745ms | Loss: 0.470 | Acc: 84.026% (15165/18048) 141/391 [=======================>.........................................] Step: 321ms | Tot: 46s67ms | Loss: 0.470 | Acc: 84.023% (15272/18176) 142/391 [=======================>.........................................] Step: 325ms | Tot: 46s393ms | Loss: 0.470 | Acc: 84.020% (15379/18304) 143/391 [=======================>.........................................] Step: 324ms | Tot: 46s717ms | Loss: 0.470 | Acc: 84.044% (15491/18432) 144/391 [=======================>.........................................] Step: 321ms | Tot: 47s39ms | Loss: 0.470 | Acc: 84.052% (15600/18560) 145/391 [========================>........................................] Step: 323ms | Tot: 47s362ms | Loss: 0.470 | Acc: 84.043% (15706/18688) 146/391 [========================>........................................] Step: 343ms | Tot: 47s705ms | Loss: 0.470 | Acc: 84.040% (15813/18816) 147/391 [========================>........................................] Step: 320ms | Tot: 48s26ms | Loss: 0.470 | Acc: 84.027% (15918/18944) 148/391 [========================>........................................] Step: 323ms | Tot: 48s350ms | Loss: 0.470 | Acc: 84.024% (16025/19072) 149/391 [========================>........................................] Step: 323ms | Tot: 48s673ms | Loss: 0.470 | Acc: 84.010% (16130/19200) 150/391 [========================>........................................] Step: 325ms | Tot: 48s998ms | Loss: 0.469 | Acc: 84.044% (16244/19328) 151/391 [=========================>.......................................] Step: 329ms | Tot: 49s328ms | Loss: 0.469 | Acc: 84.051% (16353/19456) 152/391 [=========================>.......................................] Step: 325ms | Tot: 49s653ms | Loss: 0.468 | Acc: 84.079% (16466/19584) 153/391 [=========================>.......................................] Step: 326ms | Tot: 49s980ms | Loss: 0.469 | Acc: 84.040% (16566/19712) 154/391 [=========================>.......................................] Step: 323ms | Tot: 50s303ms | Loss: 0.469 | Acc: 84.032% (16672/19840) 155/391 [=========================>.......................................] Step: 320ms | Tot: 50s623ms | Loss: 0.469 | Acc: 83.989% (16771/19968) 156/391 [=========================>.......................................] Step: 333ms | Tot: 50s957ms | Loss: 0.470 | Acc: 83.987% (16878/20096) 157/391 [==========================>......................................] Step: 322ms | Tot: 51s280ms | Loss: 0.471 | Acc: 83.945% (16977/20224) 158/391 [==========================>......................................] Step: 320ms | Tot: 51s601ms | Loss: 0.471 | Acc: 83.918% (17079/20352) 159/391 [==========================>......................................] Step: 325ms | Tot: 51s926ms | Loss: 0.472 | Acc: 83.882% (17179/20480) 160/391 [==========================>......................................] Step: 327ms | Tot: 52s253ms | Loss: 0.472 | Acc: 83.899% (17290/20608) 161/391 [==========================>......................................] Step: 319ms | Tot: 52s573ms | Loss: 0.472 | Acc: 83.898% (17397/20736) 162/391 [==========================>......................................] Step: 325ms | Tot: 52s898ms | Loss: 0.471 | Acc: 83.920% (17509/20864) 163/391 [===========================>.....................................] Step: 322ms | Tot: 53s221ms | Loss: 0.470 | Acc: 83.922% (17617/20992) 164/391 [===========================>.....................................] Step: 318ms | Tot: 53s539ms | Loss: 0.470 | Acc: 83.930% (17726/21120) 165/391 [===========================>.....................................] Step: 337ms | Tot: 53s876ms | Loss: 0.471 | Acc: 83.909% (17829/21248) 166/391 [===========================>.....................................] Step: 322ms | Tot: 54s198ms | Loss: 0.472 | Acc: 83.888% (17932/21376) 167/391 [===========================>.....................................] Step: 319ms | Tot: 54s518ms | Loss: 0.472 | Acc: 83.891% (18040/21504) 168/391 [===========================>.....................................] Step: 338ms | Tot: 54s857ms | Loss: 0.472 | Acc: 83.866% (18142/21632) 169/391 [============================>....................................] Step: 340ms | Tot: 55s197ms | Loss: 0.473 | Acc: 83.847% (18245/21760) 170/391 [============================>....................................] Step: 317ms | Tot: 55s515ms | Loss: 0.473 | Acc: 83.859% (18355/21888) 171/391 [============================>....................................] Step: 328ms | Tot: 55s843ms | Loss: 0.473 | Acc: 83.871% (18465/22016) 172/391 [============================>....................................] Step: 318ms | Tot: 56s162ms | Loss: 0.472 | Acc: 83.892% (18577/22144) 173/391 [============================>....................................] Step: 320ms | Tot: 56s482ms | Loss: 0.472 | Acc: 83.886% (18683/22272) 174/391 [============================>....................................] Step: 328ms | Tot: 56s811ms | Loss: 0.472 | Acc: 83.871% (18787/22400) 175/391 [=============================>...................................] Step: 319ms | Tot: 57s130ms | Loss: 0.472 | Acc: 83.891% (18899/22528) 176/391 [=============================>...................................] Step: 321ms | Tot: 57s452ms | Loss: 0.472 | Acc: 83.889% (19006/22656) 177/391 [=============================>...................................] Step: 327ms | Tot: 57s780ms | Loss: 0.473 | Acc: 83.888% (19113/22784) 178/391 [=============================>...................................] Step: 326ms | Tot: 58s106ms | Loss: 0.473 | Acc: 83.869% (19216/22912) 179/391 [=============================>...................................] Step: 321ms | Tot: 58s428ms | Loss: 0.474 | Acc: 83.859% (19321/23040) 180/391 [=============================>...................................] Step: 328ms | Tot: 58s756ms | Loss: 0.473 | Acc: 83.844% (19425/23168) 181/391 [==============================>..................................] Step: 320ms | Tot: 59s77ms | Loss: 0.473 | Acc: 83.864% (19537/23296) 182/391 [==============================>..................................] Step: 321ms | Tot: 59s398ms | Loss: 0.474 | Acc: 83.846% (19640/23424) 183/391 [==============================>..................................] Step: 323ms | Tot: 59s722ms | Loss: 0.473 | Acc: 83.870% (19753/23552) 184/391 [==============================>..................................] Step: 320ms | Tot: 1m42ms | Loss: 0.472 | Acc: 83.923% (19873/23680) 185/391 [==============================>..................................] Step: 322ms | Tot: 1m365ms | Loss: 0.472 | Acc: 83.926% (19981/23808) 186/391 [==============================>..................................] Step: 322ms | Tot: 1m687ms | Loss: 0.473 | Acc: 83.928% (20089/23936) 187/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.914% (20193/24064) 188/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.929% (20304/24192) 189/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.923% (20410/24320) 190/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.909% (20514/24448) 191/391 [===============================>.................................] Step: 325ms | Tot: 1m2s | Loss: 0.472 | Acc: 83.919% (20624/24576) 192/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.893% (20725/24704) 193/391 [================================>................................] Step: 326ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.884% (20830/24832) 194/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.902% (20942/24960) 195/391 [================================>................................] Step: 319ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.905% (21050/25088) 196/391 [================================>................................] Step: 330ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.931% (21164/25216) 197/391 [================================>................................] Step: 324ms | Tot: 1m4s | Loss: 0.473 | Acc: 83.945% (21275/25344) 198/391 [================================>................................] Step: 319ms | Tot: 1m4s | Loss: 0.472 | Acc: 83.967% (21388/25472) 199/391 [=================================>...............................] Step: 326ms | Tot: 1m4s | Loss: 0.472 | Acc: 83.949% (21491/25600) 200/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.472 | Acc: 83.947% (21598/25728) 201/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 0.472 | Acc: 83.946% (21705/25856) 202/391 [=================================>...............................] Step: 331ms | Tot: 1m5s | Loss: 0.471 | Acc: 83.956% (21815/25984) 203/391 [=================================>...............................] Step: 325ms | Tot: 1m6s | Loss: 0.472 | Acc: 83.900% (21908/26112) 204/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 0.472 | Acc: 83.902% (22016/26240) 205/391 [==================================>..............................] Step: 338ms | Tot: 1m6s | Loss: 0.473 | Acc: 83.901% (22123/26368) 206/391 [==================================>..............................] Step: 336ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.892% (22228/26496) 207/391 [==================================>..............................] Step: 333ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.898% (22337/26624) 208/391 [==================================>..............................] Step: 344ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.908% (22447/26752) 209/391 [==================================>..............................] Step: 328ms | Tot: 1m8s | Loss: 0.473 | Acc: 83.895% (22551/26880) 210/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.474 | Acc: 83.875% (22653/27008) 211/391 [===================================>.............................] Step: 328ms | Tot: 1m8s | Loss: 0.474 | Acc: 83.848% (22753/27136) 212/391 [===================================>.............................] Step: 323ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.839% (22858/27264) 213/391 [===================================>.............................] Step: 319ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.853% (22969/27392) 214/391 [===================================>.............................] Step: 334ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.859% (23078/27520) 215/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 0.474 | Acc: 83.854% (23184/27648) 216/391 [===================================>.............................] Step: 320ms | Tot: 1m10s | Loss: 0.473 | Acc: 83.860% (23293/27776) 217/391 [====================================>............................] Step: 334ms | Tot: 1m10s | Loss: 0.474 | Acc: 83.852% (23398/27904) 218/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.474 | Acc: 83.840% (23502/28032) 219/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.474 | Acc: 83.835% (23608/28160) 220/391 [====================================>............................] Step: 337ms | Tot: 1m11s | Loss: 0.474 | Acc: 83.816% (23710/28288) 221/391 [====================================>............................] Step: 334ms | Tot: 1m12s | Loss: 0.475 | Acc: 83.801% (23813/28416) 222/391 [====================================>............................] Step: 320ms | Tot: 1m12s | Loss: 0.474 | Acc: 83.807% (23922/28544) 223/391 [=====================================>...........................] Step: 336ms | Tot: 1m12s | Loss: 0.475 | Acc: 83.810% (24030/28672) 224/391 [=====================================>...........................] Step: 320ms | Tot: 1m13s | Loss: 0.474 | Acc: 83.806% (24136/28800) 225/391 [=====================================>...........................] Step: 320ms | Tot: 1m13s | Loss: 0.475 | Acc: 83.798% (24241/28928) 226/391 [=====================================>...........................] Step: 328ms | Tot: 1m13s | Loss: 0.475 | Acc: 83.797% (24348/29056) 227/391 [=====================================>...........................] Step: 318ms | Tot: 1m14s | Loss: 0.475 | Acc: 83.806% (24458/29184) 228/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.475 | Acc: 83.802% (24564/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m14s | Loss: 0.474 | Acc: 83.808% (24673/29440) 230/391 [======================================>..........................] Step: 373ms | Tot: 1m15s | Loss: 0.475 | Acc: 83.780% (24772/29568) 231/391 [======================================>..........................] Step: 368ms | Tot: 1m15s | Loss: 0.475 | Acc: 83.792% (24883/29696) 232/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.475 | Acc: 83.782% (24987/29824) 233/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.475 | Acc: 83.787% (25096/29952) 234/391 [======================================>..........................] Step: 319ms | Tot: 1m16s | Loss: 0.475 | Acc: 83.787% (25203/30080) 235/391 [=======================================>.........................] Step: 333ms | Tot: 1m16s | Loss: 0.475 | Acc: 83.766% (25304/30208) 236/391 [=======================================>.........................] Step: 332ms | Tot: 1m17s | Loss: 0.476 | Acc: 83.752% (25407/30336) 237/391 [=======================================>.........................] Step: 322ms | Tot: 1m17s | Loss: 0.476 | Acc: 83.741% (25511/30464) 238/391 [=======================================>.........................] Step: 331ms | Tot: 1m17s | Loss: 0.476 | Acc: 83.715% (25610/30592) 239/391 [=======================================>.........................] Step: 319ms | Tot: 1m18s | Loss: 0.476 | Acc: 83.708% (25715/30720) 240/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.476 | Acc: 83.697% (25819/30848) 241/391 [========================================>........................] Step: 332ms | Tot: 1m18s | Loss: 0.476 | Acc: 83.687% (25923/30976) 242/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.476 | Acc: 83.709% (26037/31104) 243/391 [========================================>........................] Step: 320ms | Tot: 1m19s | Loss: 0.476 | Acc: 83.680% (26135/31232) 244/391 [========================================>........................] Step: 326ms | Tot: 1m19s | Loss: 0.476 | Acc: 83.677% (26241/31360) 245/391 [========================================>........................] Step: 320ms | Tot: 1m20s | Loss: 0.476 | Acc: 83.679% (26349/31488) 246/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.477 | Acc: 83.663% (26451/31616) 247/391 [=========================================>.......................] Step: 325ms | Tot: 1m20s | Loss: 0.477 | Acc: 83.650% (26554/31744) 248/391 [=========================================>.......................] Step: 327ms | Tot: 1m21s | Loss: 0.478 | Acc: 83.625% (26653/31872) 249/391 [=========================================>.......................] Step: 328ms | Tot: 1m21s | Loss: 0.478 | Acc: 83.600% (26752/32000) 250/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.478 | Acc: 83.612% (26863/32128) 251/391 [=========================================>.......................] Step: 332ms | Tot: 1m22s | Loss: 0.478 | Acc: 83.597% (26965/32256) 252/391 [=========================================>.......................] Step: 327ms | Tot: 1m22s | Loss: 0.479 | Acc: 83.575% (27065/32384) 253/391 [==========================================>......................] Step: 322ms | Tot: 1m22s | Loss: 0.479 | Acc: 83.569% (27170/32512) 254/391 [==========================================>......................] Step: 332ms | Tot: 1m22s | Loss: 0.479 | Acc: 83.551% (27271/32640) 255/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.480 | Acc: 83.527% (27370/32768) 256/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.480 | Acc: 83.509% (27471/32896) 257/391 [==========================================>......................] Step: 333ms | Tot: 1m23s | Loss: 0.480 | Acc: 83.509% (27578/33024) 258/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.481 | Acc: 83.494% (27680/33152) 259/391 [===========================================>.....................] Step: 326ms | Tot: 1m24s | Loss: 0.481 | Acc: 83.489% (27785/33280) 260/391 [===========================================>.....................] Step: 324ms | Tot: 1m24s | Loss: 0.481 | Acc: 83.492% (27893/33408) 261/391 [===========================================>.....................] Step: 345ms | Tot: 1m25s | Loss: 0.481 | Acc: 83.483% (27997/33536) 262/391 [===========================================>.....................] Step: 322ms | Tot: 1m25s | Loss: 0.481 | Acc: 83.475% (28101/33664) 263/391 [===========================================>.....................] Step: 327ms | Tot: 1m25s | Loss: 0.481 | Acc: 83.478% (28209/33792) 264/391 [===========================================>.....................] Step: 330ms | Tot: 1m26s | Loss: 0.481 | Acc: 83.470% (28313/33920) 265/391 [============================================>....................] Step: 320ms | Tot: 1m26s | Loss: 0.482 | Acc: 83.470% (28420/34048) 266/391 [============================================>....................] Step: 335ms | Tot: 1m26s | Loss: 0.481 | Acc: 83.465% (28525/34176) 267/391 [============================================>....................] Step: 327ms | Tot: 1m27s | Loss: 0.481 | Acc: 83.480% (28637/34304) 268/391 [============================================>....................] Step: 325ms | Tot: 1m27s | Loss: 0.482 | Acc: 83.463% (28738/34432) 269/391 [============================================>....................] Step: 328ms | Tot: 1m27s | Loss: 0.482 | Acc: 83.455% (28842/34560) 270/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.481 | Acc: 83.455% (28949/34688) 271/391 [=============================================>...................] Step: 320ms | Tot: 1m28s | Loss: 0.481 | Acc: 83.456% (29056/34816) 272/391 [=============================================>...................] Step: 331ms | Tot: 1m28s | Loss: 0.482 | Acc: 83.459% (29164/34944) 273/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.482 | Acc: 83.448% (29267/35072) 274/391 [=============================================>...................] Step: 319ms | Tot: 1m29s | Loss: 0.482 | Acc: 83.457% (29377/35200) 275/391 [=============================================>...................] Step: 329ms | Tot: 1m29s | Loss: 0.482 | Acc: 83.449% (29481/35328) 276/391 [=============================================>...................] Step: 322ms | Tot: 1m30s | Loss: 0.483 | Acc: 83.422% (29578/35456) 277/391 [==============================================>..................] Step: 324ms | Tot: 1m30s | Loss: 0.483 | Acc: 83.403% (29678/35584) 278/391 [==============================================>..................] Step: 329ms | Tot: 1m30s | Loss: 0.483 | Acc: 83.398% (29783/35712) 279/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.483 | Acc: 83.393% (29888/35840) 280/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.483 | Acc: 83.377% (29989/35968) 281/391 [==============================================>..................] Step: 334ms | Tot: 1m31s | Loss: 0.483 | Acc: 83.361% (30090/36096) 282/391 [==============================================>..................] Step: 331ms | Tot: 1m32s | Loss: 0.483 | Acc: 83.365% (30198/36224) 283/391 [===============================================>.................] Step: 322ms | Tot: 1m32s | Loss: 0.483 | Acc: 83.368% (30306/36352) 284/391 [===============================================>.................] Step: 331ms | Tot: 1m32s | Loss: 0.483 | Acc: 83.358% (30409/36480) 285/391 [===============================================>.................] Step: 325ms | Tot: 1m33s | Loss: 0.483 | Acc: 83.370% (30520/36608) 286/391 [===============================================>.................] Step: 324ms | Tot: 1m33s | Loss: 0.483 | Acc: 83.365% (30625/36736) 287/391 [===============================================>.................] Step: 330ms | Tot: 1m33s | Loss: 0.483 | Acc: 83.360% (30730/36864) 288/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.484 | Acc: 83.348% (30832/36992) 289/391 [================================================>................] Step: 322ms | Tot: 1m34s | Loss: 0.484 | Acc: 83.343% (30937/37120) 290/391 [================================================>................] Step: 330ms | Tot: 1m34s | Loss: 0.484 | Acc: 83.339% (31042/37248) 291/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.483 | Acc: 83.345% (31151/37376) 292/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.483 | Acc: 83.346% (31258/37504) 293/391 [================================================>................] Step: 329ms | Tot: 1m35s | Loss: 0.484 | Acc: 83.347% (31365/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m36s | Loss: 0.484 | Acc: 83.350% (31473/37760) 295/391 [=================================================>...............] Step: 327ms | Tot: 1m36s | Loss: 0.484 | Acc: 83.356% (31582/37888) 296/391 [=================================================>...............] Step: 327ms | Tot: 1m36s | Loss: 0.484 | Acc: 83.368% (31693/38016) 297/391 [=================================================>...............] Step: 331ms | Tot: 1m37s | Loss: 0.484 | Acc: 83.355% (31795/38144) 298/391 [=================================================>...............] Step: 331ms | Tot: 1m37s | Loss: 0.484 | Acc: 83.338% (31895/38272) 299/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.484 | Acc: 83.328% (31998/38400) 300/391 [=================================================>...............] Step: 331ms | Tot: 1m38s | Loss: 0.485 | Acc: 83.311% (32098/38528) 301/391 [==================================================>..............] Step: 334ms | Tot: 1m38s | Loss: 0.485 | Acc: 83.314% (32206/38656) 302/391 [==================================================>..............] Step: 335ms | Tot: 1m38s | Loss: 0.484 | Acc: 83.323% (32316/38784) 303/391 [==================================================>..............] Step: 333ms | Tot: 1m39s | Loss: 0.485 | Acc: 83.311% (32418/38912) 304/391 [==================================================>..............] Step: 335ms | Tot: 1m39s | Loss: 0.485 | Acc: 83.327% (32531/39040) 305/391 [==================================================>..............] Step: 340ms | Tot: 1m39s | Loss: 0.485 | Acc: 83.318% (32634/39168) 306/391 [==================================================>..............] Step: 334ms | Tot: 1m40s | Loss: 0.485 | Acc: 83.314% (32739/39296) 307/391 [===================================================>.............] Step: 331ms | Tot: 1m40s | Loss: 0.485 | Acc: 83.327% (32851/39424) 308/391 [===================================================>.............] Step: 327ms | Tot: 1m40s | Loss: 0.485 | Acc: 83.326% (32957/39552) 309/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.485 | Acc: 83.319% (33061/39680) 310/391 [===================================================>.............] Step: 330ms | Tot: 1m41s | Loss: 0.485 | Acc: 83.335% (33174/39808) 311/391 [===================================================>.............] Step: 338ms | Tot: 1m41s | Loss: 0.485 | Acc: 83.341% (33283/39936) 312/391 [===================================================>.............] Step: 335ms | Tot: 1m42s | Loss: 0.485 | Acc: 83.339% (33389/40064) 313/391 [====================================================>............] Step: 331ms | Tot: 1m42s | Loss: 0.485 | Acc: 83.342% (33497/40192) 314/391 [====================================================>............] Step: 326ms | Tot: 1m42s | Loss: 0.485 | Acc: 83.336% (33601/40320) 315/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.485 | Acc: 83.349% (33713/40448) 316/391 [====================================================>............] Step: 334ms | Tot: 1m43s | Loss: 0.485 | Acc: 83.352% (33821/40576) 317/391 [====================================================>............] Step: 336ms | Tot: 1m43s | Loss: 0.485 | Acc: 83.365% (33933/40704) 318/391 [====================================================>............] Step: 331ms | Tot: 1m44s | Loss: 0.485 | Acc: 83.356% (34036/40832) 319/391 [=====================================================>...........] Step: 335ms | Tot: 1m44s | Loss: 0.485 | Acc: 83.333% (34133/40960) 320/391 [=====================================================>...........] Step: 338ms | Tot: 1m44s | Loss: 0.485 | Acc: 83.319% (34234/41088) 321/391 [=====================================================>...........] Step: 383ms | Tot: 1m45s | Loss: 0.485 | Acc: 83.317% (34340/41216) 322/391 [=====================================================>...........] Step: 366ms | Tot: 1m45s | Loss: 0.485 | Acc: 83.333% (34453/41344) 323/391 [=====================================================>...........] Step: 334ms | Tot: 1m45s | Loss: 0.485 | Acc: 83.316% (34553/41472) 324/391 [=====================================================>...........] Step: 321ms | Tot: 1m46s | Loss: 0.485 | Acc: 83.329% (34665/41600) 325/391 [======================================================>..........] Step: 320ms | Tot: 1m46s | Loss: 0.485 | Acc: 83.330% (34772/41728) 326/391 [======================================================>..........] Step: 326ms | Tot: 1m46s | Loss: 0.485 | Acc: 83.336% (34881/41856) 327/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.485 | Acc: 83.339% (34989/41984) 328/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.485 | Acc: 83.340% (35096/42112) 329/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 0.485 | Acc: 83.321% (35195/42240) 330/391 [======================================================>..........] Step: 321ms | Tot: 1m48s | Loss: 0.486 | Acc: 83.313% (35298/42368) 331/391 [=======================================================>.........] Step: 325ms | Tot: 1m48s | Loss: 0.486 | Acc: 83.311% (35404/42496) 332/391 [=======================================================>.........] Step: 324ms | Tot: 1m48s | Loss: 0.486 | Acc: 83.310% (35510/42624) 333/391 [=======================================================>.........] Step: 320ms | Tot: 1m49s | Loss: 0.486 | Acc: 83.313% (35618/42752) 334/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.486 | Acc: 83.316% (35726/42880) 335/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.486 | Acc: 83.308% (35829/43008) 336/391 [=======================================================>.........] Step: 319ms | Tot: 1m50s | Loss: 0.486 | Acc: 83.306% (35935/43136) 337/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.486 | Acc: 83.316% (36046/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.486 | Acc: 83.315% (36152/43392) 339/391 [========================================================>........] Step: 325ms | Tot: 1m50s | Loss: 0.486 | Acc: 83.300% (36252/43520) 340/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 0.486 | Acc: 83.305% (36361/43648) 341/391 [========================================================>........] Step: 322ms | Tot: 1m51s | Loss: 0.486 | Acc: 83.308% (36469/43776) 342/391 [========================================================>........] Step: 332ms | Tot: 1m51s | Loss: 0.486 | Acc: 83.323% (36582/43904) 343/391 [=========================================================>.......] Step: 328ms | Tot: 1m52s | Loss: 0.486 | Acc: 83.323% (36689/44032) 344/391 [=========================================================>.......] Step: 320ms | Tot: 1m52s | Loss: 0.486 | Acc: 83.333% (36800/44160) 345/391 [=========================================================>.......] Step: 327ms | Tot: 1m52s | Loss: 0.486 | Acc: 83.348% (36913/44288) 346/391 [=========================================================>.......] Step: 326ms | Tot: 1m53s | Loss: 0.485 | Acc: 83.360% (37025/44416) 347/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.485 | Acc: 83.365% (37134/44544) 348/391 [=========================================================>.......] Step: 328ms | Tot: 1m53s | Loss: 0.485 | Acc: 83.363% (37240/44672) 349/391 [==========================================================>......] Step: 334ms | Tot: 1m54s | Loss: 0.485 | Acc: 83.350% (37341/44800) 350/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.485 | Acc: 83.347% (37446/44928) 351/391 [==========================================================>......] Step: 329ms | Tot: 1m54s | Loss: 0.486 | Acc: 83.350% (37554/45056) 352/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.486 | Acc: 83.353% (37662/45184) 353/391 [==========================================================>......] Step: 340ms | Tot: 1m55s | Loss: 0.486 | Acc: 83.351% (37768/45312) 354/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 0.485 | Acc: 83.343% (37871/45440) 355/391 [===========================================================>.....] Step: 329ms | Tot: 1m56s | Loss: 0.486 | Acc: 83.326% (37970/45568) 356/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.486 | Acc: 83.314% (38071/45696) 357/391 [===========================================================>.....] Step: 335ms | Tot: 1m56s | Loss: 0.486 | Acc: 83.317% (38179/45824) 358/391 [===========================================================>.....] Step: 330ms | Tot: 1m57s | Loss: 0.486 | Acc: 83.324% (38289/45952) 359/391 [===========================================================>.....] Step: 322ms | Tot: 1m57s | Loss: 0.486 | Acc: 83.331% (38399/46080) 360/391 [===========================================================>.....] Step: 330ms | Tot: 1m57s | Loss: 0.486 | Acc: 83.341% (38510/46208) 361/391 [============================================================>....] Step: 336ms | Tot: 1m58s | Loss: 0.486 | Acc: 83.341% (38617/46336) 362/391 [============================================================>....] Step: 319ms | Tot: 1m58s | Loss: 0.485 | Acc: 83.340% (38723/46464) 363/391 [============================================================>....] Step: 328ms | Tot: 1m58s | Loss: 0.485 | Acc: 83.347% (38833/46592) 364/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.485 | Acc: 83.350% (38941/46720) 365/391 [============================================================>....] Step: 324ms | Tot: 1m59s | Loss: 0.485 | Acc: 83.353% (39049/46848) 366/391 [============================================================>....] Step: 333ms | Tot: 1m59s | Loss: 0.486 | Acc: 83.345% (39152/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 2m149ms | Loss: 0.486 | Acc: 83.331% (39252/47104) 368/391 [=============================================================>...] Step: 319ms | Tot: 2m469ms | Loss: 0.486 | Acc: 83.331% (39359/47232) 369/391 [=============================================================>...] Step: 329ms | Tot: 2m798ms | Loss: 0.486 | Acc: 83.338% (39469/47360) 370/391 [=============================================================>...] Step: 320ms | Tot: 2m1s | Loss: 0.486 | Acc: 83.339% (39576/47488) 371/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.486 | Acc: 83.350% (39688/47616) 372/391 [=============================================================>...] Step: 333ms | Tot: 2m1s | Loss: 0.485 | Acc: 83.359% (39799/47744) 373/391 [==============================================================>..] Step: 328ms | Tot: 2m2s | Loss: 0.486 | Acc: 83.356% (39904/47872) 374/391 [==============================================================>..] Step: 326ms | Tot: 2m2s | Loss: 0.486 | Acc: 83.358% (40012/48000) 375/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.485 | Acc: 83.369% (40124/48128) 376/391 [==============================================================>..] Step: 320ms | Tot: 2m3s | Loss: 0.485 | Acc: 83.370% (40231/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.485 | Acc: 83.360% (40333/48384) 378/391 [==============================================================>..] Step: 321ms | Tot: 2m3s | Loss: 0.485 | Acc: 83.367% (40443/48512) 379/391 [===============================================================>.] Step: 317ms | Tot: 2m4s | Loss: 0.485 | Acc: 83.353% (40543/48640) 380/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.486 | Acc: 83.331% (40639/48768) 381/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.486 | Acc: 83.324% (40742/48896) 382/391 [===============================================================>.] Step: 318ms | Tot: 2m4s | Loss: 0.486 | Acc: 83.320% (40847/49024) 383/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.487 | Acc: 83.309% (40948/49152) 384/391 [===============================================================>.] Step: 316ms | Tot: 2m5s | Loss: 0.487 | Acc: 83.306% (41053/49280) 385/391 [================================================================>] Step: 324ms | Tot: 2m5s | Loss: 0.487 | Acc: 83.294% (41154/49408) 386/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 0.487 | Acc: 83.293% (41260/49536) 387/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.487 | Acc: 83.280% (41360/49664) 388/391 [================================================================>] Step: 331ms | Tot: 2m6s | Loss: 0.488 | Acc: 83.270% (41462/49792) 389/391 [================================================================>] Step: 327ms | Tot: 2m7s | Loss: 0.487 | Acc: 83.289% (41578/49920) 390/391 [================================================================>] Step: 306ms | Tot: 2m7s | Loss: 0.487 | Acc: 83.298% (41649/50000) 391/391 + [>................................................................] Step: 917ms | Tot: 2ms | Loss: 0.582 | Acc: 78.000% (78/100) 1/100 [>................................................................] Step: 268ms | Tot: 271ms | Loss: 0.620 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 260ms | Tot: 532ms | Loss: 0.702 | Acc: 77.333% (232/300) 3/100 [=>...............................................................] Step: 266ms | Tot: 798ms | Loss: 0.667 | Acc: 76.750% (307/400) 4/100 [==>..............................................................] Step: 254ms | Tot: 1s52ms | Loss: 0.678 | Acc: 76.000% (380/500) 5/100 [===>.............................................................] Step: 279ms | Tot: 1s332ms | Loss: 0.632 | Acc: 77.167% (463/600) 6/100 [===>.............................................................] Step: 268ms | Tot: 1s600ms | Loss: 0.626 | Acc: 77.429% (542/700) 7/100 [====>............................................................] Step: 273ms | Tot: 1s873ms | Loss: 0.677 | Acc: 76.750% (614/800) 8/100 [=====>...........................................................] Step: 272ms | Tot: 2s146ms | Loss: 0.685 | Acc: 77.000% (693/900) 9/100 [=====>...........................................................] Step: 276ms | Tot: 2s422ms | Loss: 0.669 | Acc: 77.300% (773/1000) 10/100 [======>..........................................................] Step: 271ms | Tot: 2s694ms | Loss: 0.651 | Acc: 77.818% (856/1100) 11/100 [=======>.........................................................] Step: 264ms | Tot: 2s959ms | Loss: 0.649 | Acc: 78.083% (937/1200) 12/100 [=======>.........................................................] Step: 279ms | Tot: 3s239ms | Loss: 0.647 | Acc: 77.462% (1007/1300) 13/100 [========>........................................................] Step: 274ms | Tot: 3s513ms | Loss: 0.654 | Acc: 77.429% (1084/1400) 14/100 [=========>.......................................................] Step: 273ms | Tot: 3s786ms | Loss: 0.649 | Acc: 77.933% (1169/1500) 15/100 [=========>.......................................................] Step: 267ms | Tot: 4s54ms | Loss: 0.648 | Acc: 77.812% (1245/1600) 16/100 [==========>......................................................] Step: 270ms | Tot: 4s324ms | Loss: 0.647 | Acc: 77.941% (1325/1700) 17/100 [===========>.....................................................] Step: 257ms | Tot: 4s582ms | Loss: 0.652 | Acc: 77.778% (1400/1800) 18/100 [===========>.....................................................] Step: 261ms | Tot: 4s843ms | Loss: 0.648 | Acc: 77.737% (1477/1900) 19/100 [============>....................................................] Step: 257ms | Tot: 5s101ms | Loss: 0.651 | Acc: 77.700% (1554/2000) 20/100 [=============>...................................................] Step: 267ms | Tot: 5s368ms | Loss: 0.653 | Acc: 77.857% (1635/2100) 21/100 [=============>...................................................] Step: 258ms | Tot: 5s627ms | Loss: 0.658 | Acc: 77.773% (1711/2200) 22/100 [==============>..................................................] Step: 262ms | Tot: 5s889ms | Loss: 0.666 | Acc: 77.565% (1784/2300) 23/100 [==============>..................................................] Step: 258ms | Tot: 6s148ms | Loss: 0.664 | Acc: 77.708% (1865/2400) 24/100 [===============>.................................................] Step: 294ms | Tot: 6s442ms | Loss: 0.665 | Acc: 77.560% (1939/2500) 25/100 [================>................................................] Step: 308ms | Tot: 6s750ms | Loss: 0.672 | Acc: 77.423% (2013/2600) 26/100 [================>................................................] Step: 272ms | Tot: 7s22ms | Loss: 0.668 | Acc: 77.519% (2093/2700) 27/100 [=================>...............................................] Step: 263ms | Tot: 7s285ms | Loss: 0.667 | Acc: 77.607% (2173/2800) 28/100 [==================>..............................................] Step: 259ms | Tot: 7s545ms | Loss: 0.669 | Acc: 77.793% (2256/2900) 29/100 [==================>..............................................] Step: 260ms | Tot: 7s805ms | Loss: 0.665 | Acc: 77.933% (2338/3000) 30/100 [===================>.............................................] Step: 255ms | Tot: 8s61ms | Loss: 0.668 | Acc: 77.839% (2413/3100) 31/100 [====================>............................................] Step: 275ms | Tot: 8s336ms | Loss: 0.668 | Acc: 77.875% (2492/3200) 32/100 [====================>............................................] Step: 267ms | Tot: 8s604ms | Loss: 0.672 | Acc: 77.758% (2566/3300) 33/100 [=====================>...........................................] Step: 264ms | Tot: 8s868ms | Loss: 0.674 | Acc: 77.588% (2638/3400) 34/100 [======================>..........................................] Step: 258ms | Tot: 9s127ms | Loss: 0.676 | Acc: 77.514% (2713/3500) 35/100 [======================>..........................................] Step: 264ms | Tot: 9s391ms | Loss: 0.676 | Acc: 77.472% (2789/3600) 36/100 [=======================>.........................................] Step: 258ms | Tot: 9s650ms | Loss: 0.680 | Acc: 77.351% (2862/3700) 37/100 [========================>........................................] Step: 261ms | Tot: 9s911ms | Loss: 0.681 | Acc: 77.342% (2939/3800) 38/100 [========================>........................................] Step: 262ms | Tot: 10s174ms | Loss: 0.679 | Acc: 77.410% (3019/3900) 39/100 [=========================>.......................................] Step: 262ms | Tot: 10s436ms | Loss: 0.677 | Acc: 77.525% (3101/4000) 40/100 [==========================>......................................] Step: 261ms | Tot: 10s697ms | Loss: 0.676 | Acc: 77.585% (3181/4100) 41/100 [==========================>......................................] Step: 257ms | Tot: 10s955ms | Loss: 0.678 | Acc: 77.571% (3258/4200) 42/100 [===========================>.....................................] Step: 265ms | Tot: 11s221ms | Loss: 0.675 | Acc: 77.767% (3344/4300) 43/100 [===========================>.....................................] Step: 256ms | Tot: 11s477ms | Loss: 0.674 | Acc: 77.864% (3426/4400) 44/100 [============================>....................................] Step: 258ms | Tot: 11s736ms | Loss: 0.673 | Acc: 77.956% (3508/4500) 45/100 [=============================>...................................] Step: 258ms | Tot: 11s994ms | Loss: 0.675 | Acc: 77.913% (3584/4600) 46/100 [=============================>...................................] Step: 264ms | Tot: 12s258ms | Loss: 0.673 | Acc: 77.936% (3663/4700) 47/100 [==============================>..................................] Step: 261ms | Tot: 12s519ms | Loss: 0.672 | Acc: 77.917% (3740/4800) 48/100 [===============================>.................................] Step: 264ms | Tot: 12s784ms | Loss: 0.669 | Acc: 77.959% (3820/4900) 49/100 [===============================>.................................] Step: 270ms | Tot: 13s54ms | Loss: 0.677 | Acc: 77.840% (3892/5000) 50/100 [================================>................................] Step: 270ms | Tot: 13s325ms | Loss: 0.674 | Acc: 77.941% (3975/5100) 51/100 [=================================>...............................] Step: 268ms | Tot: 13s594ms | Loss: 0.673 | Acc: 77.981% (4055/5200) 52/100 [=================================>...............................] Step: 263ms | Tot: 13s857ms | Loss: 0.672 | Acc: 77.962% (4132/5300) 53/100 [==================================>..............................] Step: 258ms | Tot: 14s115ms | Loss: 0.666 | Acc: 78.167% (4221/5400) 54/100 [===================================>.............................] Step: 268ms | Tot: 14s383ms | Loss: 0.666 | Acc: 78.218% (4302/5500) 55/100 [===================================>.............................] Step: 259ms | Tot: 14s643ms | Loss: 0.668 | Acc: 78.179% (4378/5600) 56/100 [====================================>............................] Step: 265ms | Tot: 14s909ms | Loss: 0.669 | Acc: 78.105% (4452/5700) 57/100 [=====================================>...........................] Step: 260ms | Tot: 15s170ms | Loss: 0.668 | Acc: 78.052% (4527/5800) 58/100 [=====================================>...........................] Step: 267ms | Tot: 15s437ms | Loss: 0.668 | Acc: 77.966% (4600/5900) 59/100 [======================================>..........................] Step: 263ms | Tot: 15s700ms | Loss: 0.669 | Acc: 77.950% (4677/6000) 60/100 [=======================================>.........................] Step: 271ms | Tot: 15s972ms | Loss: 0.671 | Acc: 77.852% (4749/6100) 61/100 [=======================================>.........................] Step: 266ms | Tot: 16s238ms | Loss: 0.669 | Acc: 77.919% (4831/6200) 62/100 [========================================>........................] Step: 391ms | Tot: 16s630ms | Loss: 0.667 | Acc: 78.032% (4916/6300) 63/100 [========================================>........................] Step: 266ms | Tot: 16s896ms | Loss: 0.665 | Acc: 78.141% (5001/6400) 64/100 [=========================================>.......................] Step: 271ms | Tot: 17s168ms | Loss: 0.665 | Acc: 78.123% (5078/6500) 65/100 [==========================================>......................] Step: 276ms | Tot: 17s444ms | Loss: 0.668 | Acc: 78.091% (5154/6600) 66/100 [==========================================>......................] Step: 259ms | Tot: 17s703ms | Loss: 0.665 | Acc: 78.119% (5234/6700) 67/100 [===========================================>.....................] Step: 260ms | Tot: 17s964ms | Loss: 0.666 | Acc: 78.103% (5311/6800) 68/100 [============================================>....................] Step: 269ms | Tot: 18s233ms | Loss: 0.667 | Acc: 78.116% (5390/6900) 69/100 [============================================>....................] Step: 266ms | Tot: 18s500ms | Loss: 0.668 | Acc: 78.057% (5464/7000) 70/100 [=============================================>...................] Step: 273ms | Tot: 18s773ms | Loss: 0.669 | Acc: 78.099% (5545/7100) 71/100 [==============================================>..................] Step: 257ms | Tot: 19s30ms | Loss: 0.667 | Acc: 78.139% (5626/7200) 72/100 [==============================================>..................] Step: 268ms | Tot: 19s298ms | Loss: 0.667 | Acc: 78.164% (5706/7300) 73/100 [===============================================>.................] Step: 258ms | Tot: 19s557ms | Loss: 0.667 | Acc: 78.135% (5782/7400) 74/100 [================================================>................] Step: 259ms | Tot: 19s817ms | Loss: 0.668 | Acc: 78.107% (5858/7500) 75/100 [================================================>................] Step: 262ms | Tot: 20s79ms | Loss: 0.666 | Acc: 78.118% (5937/7600) 76/100 [=================================================>...............] Step: 266ms | Tot: 20s345ms | Loss: 0.666 | Acc: 78.156% (6018/7700) 77/100 [==================================================>..............] Step: 263ms | Tot: 20s609ms | Loss: 0.667 | Acc: 78.103% (6092/7800) 78/100 [==================================================>..............] Step: 261ms | Tot: 20s870ms | Loss: 0.667 | Acc: 78.114% (6171/7900) 79/100 [===================================================>.............] Step: 260ms | Tot: 21s131ms | Loss: 0.668 | Acc: 78.088% (6247/8000) 80/100 [====================================================>............] Step: 264ms | Tot: 21s396ms | Loss: 0.669 | Acc: 78.074% (6324/8100) 81/100 [====================================================>............] Step: 259ms | Tot: 21s655ms | Loss: 0.668 | Acc: 78.073% (6402/8200) 82/100 [=====================================================>...........] Step: 264ms | Tot: 21s919ms | Loss: 0.671 | Acc: 77.964% (6471/8300) 83/100 [=====================================================>...........] Step: 277ms | Tot: 22s196ms | Loss: 0.670 | Acc: 77.940% (6547/8400) 84/100 [======================================================>..........] Step: 270ms | Tot: 22s467ms | Loss: 0.673 | Acc: 77.859% (6618/8500) 85/100 [=======================================================>.........] Step: 270ms | Tot: 22s737ms | Loss: 0.673 | Acc: 77.884% (6698/8600) 86/100 [=======================================================>.........] Step: 272ms | Tot: 23s9ms | Loss: 0.673 | Acc: 77.897% (6777/8700) 87/100 [========================================================>........] Step: 280ms | Tot: 23s289ms | Loss: 0.674 | Acc: 77.875% (6853/8800) 88/100 [=========================================================>.......] Step: 281ms | Tot: 23s571ms | Loss: 0.674 | Acc: 77.933% (6936/8900) 89/100 [=========================================================>.......] Step: 277ms | Tot: 23s849ms | Loss: 0.674 | Acc: 77.933% (7014/9000) 90/100 [==========================================================>......] Step: 279ms | Tot: 24s128ms | Loss: 0.672 | Acc: 77.956% (7094/9100) 91/100 [===========================================================>.....] Step: 276ms | Tot: 24s405ms | Loss: 0.671 | Acc: 77.978% (7174/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 24s677ms | Loss: 0.671 | Acc: 77.957% (7250/9300) 93/100 [============================================================>....] Step: 270ms | Tot: 24s948ms | Loss: 0.673 | Acc: 77.872% (7320/9400) 94/100 [=============================================================>...] Step: 277ms | Tot: 25s225ms | Loss: 0.674 | Acc: 77.874% (7398/9500) 95/100 [=============================================================>...] Step: 273ms | Tot: 25s498ms | Loss: 0.673 | Acc: 77.885% (7477/9600) 96/100 [==============================================================>..] Step: 271ms | Tot: 25s770ms | Loss: 0.671 | Acc: 77.948% (7561/9700) 97/100 [===============================================================>.] Step: 267ms | Tot: 26s37ms | Loss: 0.671 | Acc: 77.949% (7639/9800) 98/100 [===============================================================>.] Step: 277ms | Tot: 26s315ms | Loss: 0.670 | Acc: 77.970% (7719/9900) 99/100 [================================================================>] Step: 269ms | Tot: 26s584ms | Loss: 0.671 | Acc: 77.940% (7794/10000) 100/100 + +Epoch: 25 + [>................................................................] Step: 1s194ms | Tot: 2ms | Loss: 0.535 | Acc: 80.469% (103/128) 1/391 [>................................................................] Step: 348ms | Tot: 350ms | Loss: 0.476 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 358ms | Tot: 708ms | Loss: 0.448 | Acc: 84.635% (325/384) 3/391 [>................................................................] Step: 347ms | Tot: 1s56ms | Loss: 0.462 | Acc: 83.594% (428/512) 4/391 [>................................................................] Step: 352ms | Tot: 1s409ms | Loss: 0.468 | Acc: 83.750% (536/640) 5/391 [>................................................................] Step: 335ms | Tot: 1s744ms | Loss: 0.449 | Acc: 84.375% (648/768) 6/391 [>................................................................] Step: 335ms | Tot: 2s79ms | Loss: 0.449 | Acc: 84.375% (756/896) 7/391 [=>...............................................................] Step: 326ms | Tot: 2s406ms | Loss: 0.444 | Acc: 84.766% (868/1024) 8/391 [=>...............................................................] Step: 326ms | Tot: 2s733ms | Loss: 0.446 | Acc: 85.069% (980/1152) 9/391 [=>...............................................................] Step: 326ms | Tot: 3s60ms | Loss: 0.439 | Acc: 85.547% (1095/1280) 10/391 [=>...............................................................] Step: 324ms | Tot: 3s384ms | Loss: 0.438 | Acc: 85.511% (1204/1408) 11/391 [=>...............................................................] Step: 327ms | Tot: 3s712ms | Loss: 0.438 | Acc: 85.417% (1312/1536) 12/391 [=>...............................................................] Step: 327ms | Tot: 4s40ms | Loss: 0.445 | Acc: 84.976% (1414/1664) 13/391 [==>..............................................................] Step: 337ms | Tot: 4s377ms | Loss: 0.445 | Acc: 84.766% (1519/1792) 14/391 [==>..............................................................] Step: 338ms | Tot: 4s716ms | Loss: 0.455 | Acc: 84.271% (1618/1920) 15/391 [==>..............................................................] Step: 329ms | Tot: 5s45ms | Loss: 0.449 | Acc: 84.473% (1730/2048) 16/391 [==>..............................................................] Step: 322ms | Tot: 5s368ms | Loss: 0.452 | Acc: 84.421% (1837/2176) 17/391 [==>..............................................................] Step: 335ms | Tot: 5s704ms | Loss: 0.454 | Acc: 84.332% (1943/2304) 18/391 [==>..............................................................] Step: 336ms | Tot: 6s40ms | Loss: 0.460 | Acc: 84.128% (2046/2432) 19/391 [===>.............................................................] Step: 330ms | Tot: 6s371ms | Loss: 0.460 | Acc: 84.180% (2155/2560) 20/391 [===>.............................................................] Step: 341ms | Tot: 6s712ms | Loss: 0.464 | Acc: 84.152% (2262/2688) 21/391 [===>.............................................................] Step: 339ms | Tot: 7s51ms | Loss: 0.461 | Acc: 84.162% (2370/2816) 22/391 [===>.............................................................] Step: 345ms | Tot: 7s397ms | Loss: 0.457 | Acc: 84.341% (2483/2944) 23/391 [===>.............................................................] Step: 336ms | Tot: 7s733ms | Loss: 0.462 | Acc: 84.245% (2588/3072) 24/391 [===>.............................................................] Step: 337ms | Tot: 8s71ms | Loss: 0.460 | Acc: 84.250% (2696/3200) 25/391 [====>............................................................] Step: 331ms | Tot: 8s403ms | Loss: 0.465 | Acc: 84.044% (2797/3328) 26/391 [====>............................................................] Step: 368ms | Tot: 8s771ms | Loss: 0.466 | Acc: 83.999% (2903/3456) 27/391 [====>............................................................] Step: 370ms | Tot: 9s142ms | Loss: 0.471 | Acc: 83.817% (3004/3584) 28/391 [====>............................................................] Step: 327ms | Tot: 9s470ms | Loss: 0.468 | Acc: 83.917% (3115/3712) 29/391 [====>............................................................] Step: 323ms | Tot: 9s793ms | Loss: 0.465 | Acc: 84.036% (3227/3840) 30/391 [====>............................................................] Step: 327ms | Tot: 10s120ms | Loss: 0.464 | Acc: 84.073% (3336/3968) 31/391 [=====>...........................................................] Step: 337ms | Tot: 10s458ms | Loss: 0.463 | Acc: 84.155% (3447/4096) 32/391 [=====>...........................................................] Step: 335ms | Tot: 10s793ms | Loss: 0.462 | Acc: 84.138% (3554/4224) 33/391 [=====>...........................................................] Step: 331ms | Tot: 11s125ms | Loss: 0.467 | Acc: 83.847% (3649/4352) 34/391 [=====>...........................................................] Step: 325ms | Tot: 11s450ms | Loss: 0.469 | Acc: 83.817% (3755/4480) 35/391 [=====>...........................................................] Step: 325ms | Tot: 11s776ms | Loss: 0.466 | Acc: 83.811% (3862/4608) 36/391 [=====>...........................................................] Step: 327ms | Tot: 12s103ms | Loss: 0.465 | Acc: 83.847% (3971/4736) 37/391 [======>..........................................................] Step: 327ms | Tot: 12s431ms | Loss: 0.462 | Acc: 83.882% (4080/4864) 38/391 [======>..........................................................] Step: 323ms | Tot: 12s755ms | Loss: 0.464 | Acc: 83.814% (4184/4992) 39/391 [======>..........................................................] Step: 327ms | Tot: 13s82ms | Loss: 0.464 | Acc: 83.750% (4288/5120) 40/391 [======>..........................................................] Step: 335ms | Tot: 13s417ms | Loss: 0.463 | Acc: 83.841% (4400/5248) 41/391 [======>..........................................................] Step: 329ms | Tot: 13s746ms | Loss: 0.460 | Acc: 83.966% (4514/5376) 42/391 [======>..........................................................] Step: 325ms | Tot: 14s72ms | Loss: 0.459 | Acc: 83.975% (4622/5504) 43/391 [=======>.........................................................] Step: 325ms | Tot: 14s397ms | Loss: 0.459 | Acc: 83.949% (4728/5632) 44/391 [=======>.........................................................] Step: 329ms | Tot: 14s727ms | Loss: 0.462 | Acc: 83.837% (4829/5760) 45/391 [=======>.........................................................] Step: 327ms | Tot: 15s55ms | Loss: 0.465 | Acc: 83.747% (4931/5888) 46/391 [=======>.........................................................] Step: 326ms | Tot: 15s381ms | Loss: 0.467 | Acc: 83.677% (5034/6016) 47/391 [=======>.........................................................] Step: 342ms | Tot: 15s724ms | Loss: 0.467 | Acc: 83.708% (5143/6144) 48/391 [=======>.........................................................] Step: 333ms | Tot: 16s58ms | Loss: 0.467 | Acc: 83.658% (5247/6272) 49/391 [========>........................................................] Step: 332ms | Tot: 16s391ms | Loss: 0.466 | Acc: 83.625% (5352/6400) 50/391 [========>........................................................] Step: 331ms | Tot: 16s722ms | Loss: 0.466 | Acc: 83.686% (5463/6528) 51/391 [========>........................................................] Step: 332ms | Tot: 17s55ms | Loss: 0.464 | Acc: 83.774% (5576/6656) 52/391 [========>........................................................] Step: 328ms | Tot: 17s383ms | Loss: 0.464 | Acc: 83.800% (5685/6784) 53/391 [========>........................................................] Step: 329ms | Tot: 17s712ms | Loss: 0.464 | Acc: 83.840% (5795/6912) 54/391 [========>........................................................] Step: 326ms | Tot: 18s38ms | Loss: 0.465 | Acc: 83.835% (5902/7040) 55/391 [=========>.......................................................] Step: 327ms | Tot: 18s366ms | Loss: 0.466 | Acc: 83.775% (6005/7168) 56/391 [=========>.......................................................] Step: 332ms | Tot: 18s698ms | Loss: 0.467 | Acc: 83.799% (6114/7296) 57/391 [=========>.......................................................] Step: 330ms | Tot: 19s29ms | Loss: 0.468 | Acc: 83.742% (6217/7424) 58/391 [=========>.......................................................] Step: 334ms | Tot: 19s364ms | Loss: 0.470 | Acc: 83.660% (6318/7552) 59/391 [=========>.......................................................] Step: 334ms | Tot: 19s699ms | Loss: 0.469 | Acc: 83.698% (6428/7680) 60/391 [=========>.......................................................] Step: 335ms | Tot: 20s34ms | Loss: 0.468 | Acc: 83.735% (6538/7808) 61/391 [==========>......................................................] Step: 324ms | Tot: 20s359ms | Loss: 0.469 | Acc: 83.720% (6644/7936) 62/391 [==========>......................................................] Step: 340ms | Tot: 20s700ms | Loss: 0.469 | Acc: 83.681% (6748/8064) 63/391 [==========>......................................................] Step: 332ms | Tot: 21s33ms | Loss: 0.470 | Acc: 83.679% (6855/8192) 64/391 [==========>......................................................] Step: 324ms | Tot: 21s357ms | Loss: 0.472 | Acc: 83.558% (6952/8320) 65/391 [==========>......................................................] Step: 331ms | Tot: 21s689ms | Loss: 0.471 | Acc: 83.594% (7062/8448) 66/391 [==========>......................................................] Step: 327ms | Tot: 22s17ms | Loss: 0.472 | Acc: 83.605% (7170/8576) 67/391 [===========>.....................................................] Step: 334ms | Tot: 22s352ms | Loss: 0.471 | Acc: 83.640% (7280/8704) 68/391 [===========>.....................................................] Step: 331ms | Tot: 22s684ms | Loss: 0.470 | Acc: 83.628% (7386/8832) 69/391 [===========>.....................................................] Step: 327ms | Tot: 23s11ms | Loss: 0.469 | Acc: 83.661% (7496/8960) 70/391 [===========>.....................................................] Step: 326ms | Tot: 23s337ms | Loss: 0.469 | Acc: 83.671% (7604/9088) 71/391 [===========>.....................................................] Step: 331ms | Tot: 23s668ms | Loss: 0.469 | Acc: 83.648% (7709/9216) 72/391 [===========>.....................................................] Step: 327ms | Tot: 23s996ms | Loss: 0.470 | Acc: 83.626% (7814/9344) 73/391 [============>....................................................] Step: 324ms | Tot: 24s320ms | Loss: 0.471 | Acc: 83.615% (7920/9472) 74/391 [============>....................................................] Step: 333ms | Tot: 24s653ms | Loss: 0.473 | Acc: 83.562% (8022/9600) 75/391 [============>....................................................] Step: 325ms | Tot: 24s979ms | Loss: 0.472 | Acc: 83.583% (8131/9728) 76/391 [============>....................................................] Step: 336ms | Tot: 25s315ms | Loss: 0.471 | Acc: 83.594% (8239/9856) 77/391 [============>....................................................] Step: 341ms | Tot: 25s657ms | Loss: 0.473 | Acc: 83.504% (8337/9984) 78/391 [============>....................................................] Step: 333ms | Tot: 25s990ms | Loss: 0.472 | Acc: 83.505% (8444/10112) 79/391 [=============>...................................................] Step: 322ms | Tot: 26s312ms | Loss: 0.471 | Acc: 83.574% (8558/10240) 80/391 [=============>...................................................] Step: 331ms | Tot: 26s644ms | Loss: 0.472 | Acc: 83.565% (8664/10368) 81/391 [=============>...................................................] Step: 324ms | Tot: 26s969ms | Loss: 0.471 | Acc: 83.565% (8771/10496) 82/391 [=============>...................................................] Step: 323ms | Tot: 27s292ms | Loss: 0.472 | Acc: 83.509% (8872/10624) 83/391 [=============>...................................................] Step: 332ms | Tot: 27s625ms | Loss: 0.474 | Acc: 83.454% (8973/10752) 84/391 [=============>...................................................] Step: 328ms | Tot: 27s953ms | Loss: 0.476 | Acc: 83.355% (9069/10880) 85/391 [==============>..................................................] Step: 334ms | Tot: 28s288ms | Loss: 0.476 | Acc: 83.358% (9176/11008) 86/391 [==============>..................................................] Step: 335ms | Tot: 28s624ms | Loss: 0.478 | Acc: 83.315% (9278/11136) 87/391 [==============>..................................................] Step: 325ms | Tot: 28s949ms | Loss: 0.479 | Acc: 83.256% (9378/11264) 88/391 [==============>..................................................] Step: 324ms | Tot: 29s273ms | Loss: 0.479 | Acc: 83.304% (9490/11392) 89/391 [==============>..................................................] Step: 332ms | Tot: 29s606ms | Loss: 0.479 | Acc: 83.316% (9598/11520) 90/391 [==============>..................................................] Step: 327ms | Tot: 29s933ms | Loss: 0.480 | Acc: 83.276% (9700/11648) 91/391 [===============>.................................................] Step: 324ms | Tot: 30s257ms | Loss: 0.480 | Acc: 83.246% (9803/11776) 92/391 [===============>.................................................] Step: 339ms | Tot: 30s597ms | Loss: 0.481 | Acc: 83.249% (9910/11904) 93/391 [===============>.................................................] Step: 334ms | Tot: 30s931ms | Loss: 0.481 | Acc: 83.245% (10016/12032) 94/391 [===============>.................................................] Step: 334ms | Tot: 31s266ms | Loss: 0.480 | Acc: 83.281% (10127/12160) 95/391 [===============>.................................................] Step: 333ms | Tot: 31s599ms | Loss: 0.479 | Acc: 83.358% (10243/12288) 96/391 [===============>.................................................] Step: 327ms | Tot: 31s926ms | Loss: 0.480 | Acc: 83.296% (10342/12416) 97/391 [================>................................................] Step: 330ms | Tot: 32s257ms | Loss: 0.479 | Acc: 83.331% (10453/12544) 98/391 [================>................................................] Step: 344ms | Tot: 32s601ms | Loss: 0.478 | Acc: 83.349% (10562/12672) 99/391 [================>................................................] Step: 326ms | Tot: 32s928ms | Loss: 0.478 | Acc: 83.359% (10670/12800) 100/391 [================>................................................] Step: 327ms | Tot: 33s256ms | Loss: 0.478 | Acc: 83.331% (10773/12928) 101/391 [================>................................................] Step: 334ms | Tot: 33s591ms | Loss: 0.479 | Acc: 83.326% (10879/13056) 102/391 [================>................................................] Step: 326ms | Tot: 33s917ms | Loss: 0.477 | Acc: 83.366% (10991/13184) 103/391 [=================>...............................................] Step: 339ms | Tot: 34s257ms | Loss: 0.478 | Acc: 83.353% (11096/13312) 104/391 [=================>...............................................] Step: 335ms | Tot: 34s593ms | Loss: 0.479 | Acc: 83.289% (11194/13440) 105/391 [=================>...............................................] Step: 327ms | Tot: 34s920ms | Loss: 0.479 | Acc: 83.299% (11302/13568) 106/391 [=================>...............................................] Step: 322ms | Tot: 35s243ms | Loss: 0.478 | Acc: 83.324% (11412/13696) 107/391 [=================>...............................................] Step: 338ms | Tot: 35s582ms | Loss: 0.479 | Acc: 83.254% (11509/13824) 108/391 [=================>...............................................] Step: 334ms | Tot: 35s916ms | Loss: 0.478 | Acc: 83.314% (11624/13952) 109/391 [==================>..............................................] Step: 326ms | Tot: 36s243ms | Loss: 0.479 | Acc: 83.274% (11725/14080) 110/391 [==================>..............................................] Step: 331ms | Tot: 36s575ms | Loss: 0.480 | Acc: 83.256% (11829/14208) 111/391 [==================>..............................................] Step: 324ms | Tot: 36s900ms | Loss: 0.480 | Acc: 83.252% (11935/14336) 112/391 [==================>..............................................] Step: 332ms | Tot: 37s232ms | Loss: 0.480 | Acc: 83.269% (12044/14464) 113/391 [==================>..............................................] Step: 339ms | Tot: 37s571ms | Loss: 0.479 | Acc: 83.292% (12154/14592) 114/391 [==================>..............................................] Step: 326ms | Tot: 37s898ms | Loss: 0.480 | Acc: 83.234% (12252/14720) 115/391 [===================>.............................................] Step: 333ms | Tot: 38s232ms | Loss: 0.480 | Acc: 83.250% (12361/14848) 116/391 [===================>.............................................] Step: 348ms | Tot: 38s580ms | Loss: 0.480 | Acc: 83.267% (12470/14976) 117/391 [===================>.............................................] Step: 373ms | Tot: 38s954ms | Loss: 0.479 | Acc: 83.289% (12580/15104) 118/391 [===================>.............................................] Step: 341ms | Tot: 39s295ms | Loss: 0.479 | Acc: 83.265% (12683/15232) 119/391 [===================>.............................................] Step: 329ms | Tot: 39s625ms | Loss: 0.480 | Acc: 83.255% (12788/15360) 120/391 [===================>.............................................] Step: 325ms | Tot: 39s951ms | Loss: 0.481 | Acc: 83.187% (12884/15488) 121/391 [====================>............................................] Step: 342ms | Tot: 40s293ms | Loss: 0.482 | Acc: 83.152% (12985/15616) 122/391 [====================>............................................] Step: 335ms | Tot: 40s629ms | Loss: 0.481 | Acc: 83.143% (13090/15744) 123/391 [====================>............................................] Step: 331ms | Tot: 40s960ms | Loss: 0.480 | Acc: 83.159% (13199/15872) 124/391 [====================>............................................] Step: 323ms | Tot: 41s283ms | Loss: 0.480 | Acc: 83.175% (13308/16000) 125/391 [====================>............................................] Step: 331ms | Tot: 41s615ms | Loss: 0.482 | Acc: 83.154% (13411/16128) 126/391 [====================>............................................] Step: 325ms | Tot: 41s941ms | Loss: 0.483 | Acc: 83.132% (13514/16256) 127/391 [=====================>...........................................] Step: 322ms | Tot: 42s263ms | Loss: 0.482 | Acc: 83.148% (13623/16384) 128/391 [=====================>...........................................] Step: 328ms | Tot: 42s591ms | Loss: 0.483 | Acc: 83.146% (13729/16512) 129/391 [=====================>...........................................] Step: 324ms | Tot: 42s916ms | Loss: 0.484 | Acc: 83.077% (13824/16640) 130/391 [=====================>...........................................] Step: 330ms | Tot: 43s247ms | Loss: 0.484 | Acc: 83.039% (13924/16768) 131/391 [=====================>...........................................] Step: 333ms | Tot: 43s581ms | Loss: 0.485 | Acc: 83.014% (14026/16896) 132/391 [=====================>...........................................] Step: 323ms | Tot: 43s904ms | Loss: 0.485 | Acc: 83.030% (14135/17024) 133/391 [======================>..........................................] Step: 320ms | Tot: 44s224ms | Loss: 0.485 | Acc: 83.040% (14243/17152) 134/391 [======================>..........................................] Step: 330ms | Tot: 44s555ms | Loss: 0.485 | Acc: 83.056% (14352/17280) 135/391 [======================>..........................................] Step: 322ms | Tot: 44s878ms | Loss: 0.487 | Acc: 82.996% (14448/17408) 136/391 [======================>..........................................] Step: 320ms | Tot: 45s199ms | Loss: 0.487 | Acc: 83.006% (14556/17536) 137/391 [======================>..........................................] Step: 329ms | Tot: 45s529ms | Loss: 0.486 | Acc: 83.022% (14665/17664) 138/391 [======================>..........................................] Step: 324ms | Tot: 45s854ms | Loss: 0.486 | Acc: 83.049% (14776/17792) 139/391 [=======================>.........................................] Step: 330ms | Tot: 46s184ms | Loss: 0.486 | Acc: 83.030% (14879/17920) 140/391 [=======================>.........................................] Step: 332ms | Tot: 46s517ms | Loss: 0.487 | Acc: 82.984% (14977/18048) 141/391 [=======================>.........................................] Step: 323ms | Tot: 46s841ms | Loss: 0.487 | Acc: 82.967% (15080/18176) 142/391 [=======================>.........................................] Step: 324ms | Tot: 47s166ms | Loss: 0.488 | Acc: 82.960% (15185/18304) 143/391 [=======================>.........................................] Step: 331ms | Tot: 47s497ms | Loss: 0.487 | Acc: 82.970% (15293/18432) 144/391 [=======================>.........................................] Step: 320ms | Tot: 47s818ms | Loss: 0.487 | Acc: 82.958% (15397/18560) 145/391 [========================>........................................] Step: 323ms | Tot: 48s142ms | Loss: 0.487 | Acc: 82.962% (15504/18688) 146/391 [========================>........................................] Step: 328ms | Tot: 48s470ms | Loss: 0.486 | Acc: 82.983% (15614/18816) 147/391 [========================>........................................] Step: 323ms | Tot: 48s794ms | Loss: 0.486 | Acc: 83.013% (15726/18944) 148/391 [========================>........................................] Step: 331ms | Tot: 49s125ms | Loss: 0.485 | Acc: 83.017% (15833/19072) 149/391 [========================>........................................] Step: 327ms | Tot: 49s453ms | Loss: 0.485 | Acc: 83.010% (15938/19200) 150/391 [========================>........................................] Step: 326ms | Tot: 49s779ms | Loss: 0.486 | Acc: 82.963% (16035/19328) 151/391 [=========================>.......................................] Step: 336ms | Tot: 50s116ms | Loss: 0.486 | Acc: 82.977% (16144/19456) 152/391 [=========================>.......................................] Step: 329ms | Tot: 50s445ms | Loss: 0.487 | Acc: 82.986% (16252/19584) 153/391 [=========================>.......................................] Step: 320ms | Tot: 50s765ms | Loss: 0.486 | Acc: 83.005% (16362/19712) 154/391 [=========================>.......................................] Step: 326ms | Tot: 51s91ms | Loss: 0.486 | Acc: 83.004% (16468/19840) 155/391 [=========================>.......................................] Step: 323ms | Tot: 51s414ms | Loss: 0.486 | Acc: 82.993% (16572/19968) 156/391 [=========================>.......................................] Step: 326ms | Tot: 51s741ms | Loss: 0.486 | Acc: 83.007% (16681/20096) 157/391 [==========================>......................................] Step: 334ms | Tot: 52s75ms | Loss: 0.486 | Acc: 82.995% (16785/20224) 158/391 [==========================>......................................] Step: 323ms | Tot: 52s398ms | Loss: 0.486 | Acc: 83.009% (16894/20352) 159/391 [==========================>......................................] Step: 326ms | Tot: 52s724ms | Loss: 0.486 | Acc: 83.018% (17002/20480) 160/391 [==========================>......................................] Step: 324ms | Tot: 53s49ms | Loss: 0.486 | Acc: 83.011% (17107/20608) 161/391 [==========================>......................................] Step: 322ms | Tot: 53s371ms | Loss: 0.485 | Acc: 83.034% (17218/20736) 162/391 [==========================>......................................] Step: 326ms | Tot: 53s698ms | Loss: 0.486 | Acc: 83.033% (17324/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 54s23ms | Loss: 0.486 | Acc: 83.022% (17428/20992) 164/391 [===========================>.....................................] Step: 320ms | Tot: 54s344ms | Loss: 0.486 | Acc: 83.040% (17538/21120) 165/391 [===========================>.....................................] Step: 329ms | Tot: 54s673ms | Loss: 0.485 | Acc: 83.043% (17645/21248) 166/391 [===========================>.....................................] Step: 340ms | Tot: 55s14ms | Loss: 0.485 | Acc: 83.056% (17754/21376) 167/391 [===========================>.....................................] Step: 324ms | Tot: 55s338ms | Loss: 0.485 | Acc: 83.068% (17863/21504) 168/391 [===========================>.....................................] Step: 330ms | Tot: 55s669ms | Loss: 0.485 | Acc: 83.076% (17971/21632) 169/391 [============================>....................................] Step: 322ms | Tot: 55s992ms | Loss: 0.485 | Acc: 83.079% (18078/21760) 170/391 [============================>....................................] Step: 322ms | Tot: 56s314ms | Loss: 0.485 | Acc: 83.077% (18184/21888) 171/391 [============================>....................................] Step: 327ms | Tot: 56s642ms | Loss: 0.485 | Acc: 83.085% (18292/22016) 172/391 [============================>....................................] Step: 323ms | Tot: 56s965ms | Loss: 0.486 | Acc: 83.070% (18395/22144) 173/391 [============================>....................................] Step: 322ms | Tot: 57s287ms | Loss: 0.485 | Acc: 83.100% (18508/22272) 174/391 [============================>....................................] Step: 331ms | Tot: 57s619ms | Loss: 0.486 | Acc: 83.067% (18607/22400) 175/391 [=============================>...................................] Step: 333ms | Tot: 57s953ms | Loss: 0.486 | Acc: 83.061% (18712/22528) 176/391 [=============================>...................................] Step: 321ms | Tot: 58s274ms | Loss: 0.487 | Acc: 83.046% (18815/22656) 177/391 [=============================>...................................] Step: 330ms | Tot: 58s605ms | Loss: 0.487 | Acc: 83.032% (18918/22784) 178/391 [=============================>...................................] Step: 322ms | Tot: 58s927ms | Loss: 0.487 | Acc: 83.053% (19029/22912) 179/391 [=============================>...................................] Step: 321ms | Tot: 59s248ms | Loss: 0.487 | Acc: 83.056% (19136/23040) 180/391 [=============================>...................................] Step: 328ms | Tot: 59s577ms | Loss: 0.487 | Acc: 83.076% (19247/23168) 181/391 [==============================>..................................] Step: 325ms | Tot: 59s902ms | Loss: 0.487 | Acc: 83.096% (19358/23296) 182/391 [==============================>..................................] Step: 320ms | Tot: 1m222ms | Loss: 0.487 | Acc: 83.116% (19469/23424) 183/391 [==============================>..................................] Step: 330ms | Tot: 1m553ms | Loss: 0.487 | Acc: 83.135% (19580/23552) 184/391 [==============================>..................................] Step: 330ms | Tot: 1m883ms | Loss: 0.488 | Acc: 83.087% (19675/23680) 185/391 [==============================>..................................] Step: 323ms | Tot: 1m1s | Loss: 0.488 | Acc: 83.073% (19778/23808) 186/391 [==============================>..................................] Step: 336ms | Tot: 1m1s | Loss: 0.488 | Acc: 83.105% (19892/23936) 187/391 [===============================>.................................] Step: 327ms | Tot: 1m1s | Loss: 0.487 | Acc: 83.124% (20003/24064) 188/391 [===============================>.................................] Step: 325ms | Tot: 1m2s | Loss: 0.487 | Acc: 83.135% (20112/24192) 189/391 [===============================>.................................] Step: 331ms | Tot: 1m2s | Loss: 0.488 | Acc: 83.109% (20212/24320) 190/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.488 | Acc: 83.111% (20319/24448) 191/391 [===============================>.................................] Step: 322ms | Tot: 1m3s | Loss: 0.488 | Acc: 83.105% (20424/24576) 192/391 [===============================>.................................] Step: 328ms | Tot: 1m3s | Loss: 0.488 | Acc: 83.108% (20531/24704) 193/391 [================================>................................] Step: 335ms | Tot: 1m3s | Loss: 0.488 | Acc: 83.106% (20637/24832) 194/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.488 | Acc: 83.089% (20739/24960) 195/391 [================================>................................] Step: 336ms | Tot: 1m4s | Loss: 0.487 | Acc: 83.127% (20855/25088) 196/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.488 | Acc: 83.126% (20961/25216) 197/391 [================================>................................] Step: 323ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.124% (21067/25344) 198/391 [================================>................................] Step: 325ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.115% (21171/25472) 199/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.488 | Acc: 83.117% (21278/25600) 200/391 [=================================>...............................] Step: 330ms | Tot: 1m6s | Loss: 0.487 | Acc: 83.135% (21389/25728) 201/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.487 | Acc: 83.149% (21499/25856) 202/391 [=================================>...............................] Step: 331ms | Tot: 1m6s | Loss: 0.486 | Acc: 83.151% (21606/25984) 203/391 [=================================>...............................] Step: 325ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.138% (21709/26112) 204/391 [=================================>...............................] Step: 329ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.102% (21806/26240) 205/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.487 | Acc: 83.112% (21915/26368) 206/391 [==================================>..............................] Step: 327ms | Tot: 1m8s | Loss: 0.486 | Acc: 83.118% (22023/26496) 207/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 0.487 | Acc: 83.105% (22126/26624) 208/391 [==================================>..............................] Step: 371ms | Tot: 1m8s | Loss: 0.487 | Acc: 83.104% (22232/26752) 209/391 [==================================>..............................] Step: 366ms | Tot: 1m9s | Loss: 0.487 | Acc: 83.110% (22340/26880) 210/391 [==================================>..............................] Step: 339ms | Tot: 1m9s | Loss: 0.487 | Acc: 83.105% (22445/27008) 211/391 [===================================>.............................] Step: 335ms | Tot: 1m9s | Loss: 0.487 | Acc: 83.107% (22552/27136) 212/391 [===================================>.............................] Step: 335ms | Tot: 1m10s | Loss: 0.487 | Acc: 83.095% (22655/27264) 213/391 [===================================>.............................] Step: 337ms | Tot: 1m10s | Loss: 0.487 | Acc: 83.112% (22766/27392) 214/391 [===================================>.............................] Step: 332ms | Tot: 1m10s | Loss: 0.487 | Acc: 83.107% (22871/27520) 215/391 [===================================>.............................] Step: 329ms | Tot: 1m11s | Loss: 0.488 | Acc: 83.105% (22977/27648) 216/391 [===================================>.............................] Step: 334ms | Tot: 1m11s | Loss: 0.488 | Acc: 83.104% (23083/27776) 217/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.487 | Acc: 83.114% (23192/27904) 218/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.487 | Acc: 83.116% (23299/28032) 219/391 [====================================>............................] Step: 330ms | Tot: 1m12s | Loss: 0.487 | Acc: 83.118% (23406/28160) 220/391 [====================================>............................] Step: 341ms | Tot: 1m12s | Loss: 0.487 | Acc: 83.102% (23508/28288) 221/391 [====================================>............................] Step: 330ms | Tot: 1m13s | Loss: 0.487 | Acc: 83.087% (23610/28416) 222/391 [====================================>............................] Step: 334ms | Tot: 1m13s | Loss: 0.488 | Acc: 83.072% (23712/28544) 223/391 [=====================================>...........................] Step: 323ms | Tot: 1m13s | Loss: 0.487 | Acc: 83.067% (23817/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m14s | Loss: 0.488 | Acc: 83.059% (23921/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.488 | Acc: 83.068% (24030/28928) 226/391 [=====================================>...........................] Step: 325ms | Tot: 1m14s | Loss: 0.487 | Acc: 83.084% (24141/29056) 227/391 [=====================================>...........................] Step: 324ms | Tot: 1m15s | Loss: 0.487 | Acc: 83.090% (24249/29184) 228/391 [=====================================>...........................] Step: 324ms | Tot: 1m15s | Loss: 0.487 | Acc: 83.102% (24359/29312) 229/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.487 | Acc: 83.115% (24469/29440) 230/391 [======================================>..........................] Step: 334ms | Tot: 1m16s | Loss: 0.487 | Acc: 83.093% (24569/29568) 231/391 [======================================>..........................] Step: 326ms | Tot: 1m16s | Loss: 0.487 | Acc: 83.095% (24676/29696) 232/391 [======================================>..........................] Step: 323ms | Tot: 1m16s | Loss: 0.487 | Acc: 83.077% (24777/29824) 233/391 [======================================>..........................] Step: 322ms | Tot: 1m17s | Loss: 0.488 | Acc: 83.066% (24880/29952) 234/391 [======================================>..........................] Step: 320ms | Tot: 1m17s | Loss: 0.488 | Acc: 83.059% (24984/30080) 235/391 [=======================================>.........................] Step: 320ms | Tot: 1m17s | Loss: 0.488 | Acc: 83.041% (25085/30208) 236/391 [=======================================>.........................] Step: 322ms | Tot: 1m18s | Loss: 0.488 | Acc: 83.040% (25191/30336) 237/391 [=======================================>.........................] Step: 318ms | Tot: 1m18s | Loss: 0.487 | Acc: 83.078% (25309/30464) 238/391 [=======================================>.........................] Step: 338ms | Tot: 1m18s | Loss: 0.488 | Acc: 83.058% (25409/30592) 239/391 [=======================================>.........................] Step: 324ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.050% (25513/30720) 240/391 [=======================================>.........................] Step: 318ms | Tot: 1m19s | Loss: 0.488 | Acc: 83.036% (25615/30848) 241/391 [========================================>........................] Step: 325ms | Tot: 1m19s | Loss: 0.489 | Acc: 83.013% (25714/30976) 242/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.489 | Acc: 82.996% (25815/31104) 243/391 [========================================>........................] Step: 327ms | Tot: 1m20s | Loss: 0.488 | Acc: 83.014% (25927/31232) 244/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.488 | Acc: 83.001% (26029/31360) 245/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.489 | Acc: 82.994% (26133/31488) 246/391 [========================================>........................] Step: 321ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.009% (26244/31616) 247/391 [=========================================>.......................] Step: 339ms | Tot: 1m21s | Loss: 0.488 | Acc: 83.020% (26354/31744) 248/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.489 | Acc: 83.013% (26458/31872) 249/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.006% (26562/32000) 250/391 [=========================================>.......................] Step: 329ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.012% (26670/32128) 251/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.489 | Acc: 83.008% (26775/32256) 252/391 [=========================================>.......................] Step: 317ms | Tot: 1m23s | Loss: 0.490 | Acc: 83.001% (26879/32384) 253/391 [==========================================>......................] Step: 329ms | Tot: 1m23s | Loss: 0.489 | Acc: 83.003% (26986/32512) 254/391 [==========================================>......................] Step: 321ms | Tot: 1m23s | Loss: 0.489 | Acc: 82.999% (27091/32640) 255/391 [==========================================>......................] Step: 320ms | Tot: 1m24s | Loss: 0.489 | Acc: 83.014% (27202/32768) 256/391 [==========================================>......................] Step: 338ms | Tot: 1m24s | Loss: 0.489 | Acc: 82.986% (27299/32896) 257/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.489 | Acc: 82.997% (27409/33024) 258/391 [==========================================>......................] Step: 320ms | Tot: 1m25s | Loss: 0.489 | Acc: 82.990% (27513/33152) 259/391 [===========================================>.....................] Step: 328ms | Tot: 1m25s | Loss: 0.489 | Acc: 82.990% (27619/33280) 260/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.489 | Acc: 83.004% (27730/33408) 261/391 [===========================================>.....................] Step: 320ms | Tot: 1m26s | Loss: 0.489 | Acc: 82.979% (27828/33536) 262/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 0.489 | Acc: 82.976% (27933/33664) 263/391 [===========================================>.....................] Step: 320ms | Tot: 1m26s | Loss: 0.490 | Acc: 82.978% (28040/33792) 264/391 [===========================================>.....................] Step: 324ms | Tot: 1m27s | Loss: 0.490 | Acc: 82.978% (28146/33920) 265/391 [============================================>....................] Step: 337ms | Tot: 1m27s | Loss: 0.490 | Acc: 82.959% (28246/34048) 266/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.490 | Acc: 82.965% (28354/34176) 267/391 [============================================>....................] Step: 322ms | Tot: 1m28s | Loss: 0.490 | Acc: 82.982% (28466/34304) 268/391 [============================================>....................] Step: 325ms | Tot: 1m28s | Loss: 0.489 | Acc: 83.001% (28579/34432) 269/391 [============================================>....................] Step: 319ms | Tot: 1m28s | Loss: 0.490 | Acc: 82.998% (28684/34560) 270/391 [============================================>....................] Step: 320ms | Tot: 1m29s | Loss: 0.489 | Acc: 83.020% (28798/34688) 271/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.489 | Acc: 83.019% (28904/34816) 272/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.489 | Acc: 83.016% (29009/34944) 273/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.489 | Acc: 83.026% (29119/35072) 274/391 [=============================================>...................] Step: 328ms | Tot: 1m30s | Loss: 0.490 | Acc: 83.009% (29219/35200) 275/391 [=============================================>...................] Step: 324ms | Tot: 1m30s | Loss: 0.489 | Acc: 83.016% (29328/35328) 276/391 [=============================================>...................] Step: 324ms | Tot: 1m31s | Loss: 0.489 | Acc: 83.038% (29442/35456) 277/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.489 | Acc: 83.018% (29541/35584) 278/391 [==============================================>..................] Step: 323ms | Tot: 1m31s | Loss: 0.489 | Acc: 83.031% (29652/35712) 279/391 [==============================================>..................] Step: 320ms | Tot: 1m32s | Loss: 0.489 | Acc: 83.033% (29759/35840) 280/391 [==============================================>..................] Step: 319ms | Tot: 1m32s | Loss: 0.489 | Acc: 83.024% (29862/35968) 281/391 [==============================================>..................] Step: 328ms | Tot: 1m32s | Loss: 0.489 | Acc: 83.037% (29973/36096) 282/391 [==============================================>..................] Step: 324ms | Tot: 1m32s | Loss: 0.489 | Acc: 83.028% (30076/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.489 | Acc: 83.033% (30184/36352) 284/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.489 | Acc: 83.043% (30294/36480) 285/391 [===============================================>.................] Step: 321ms | Tot: 1m33s | Loss: 0.489 | Acc: 83.050% (30403/36608) 286/391 [===============================================>.................] Step: 320ms | Tot: 1m34s | Loss: 0.489 | Acc: 83.041% (30506/36736) 287/391 [===============================================>.................] Step: 331ms | Tot: 1m34s | Loss: 0.488 | Acc: 83.057% (30618/36864) 288/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 0.489 | Acc: 83.045% (30720/36992) 289/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.488 | Acc: 83.068% (30835/37120) 290/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.488 | Acc: 83.078% (30945/37248) 291/391 [================================================>................] Step: 341ms | Tot: 1m35s | Loss: 0.488 | Acc: 83.080% (31052/37376) 292/391 [================================================>................] Step: 331ms | Tot: 1m36s | Loss: 0.488 | Acc: 83.079% (31158/37504) 293/391 [================================================>................] Step: 326ms | Tot: 1m36s | Loss: 0.488 | Acc: 83.089% (31268/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m36s | Loss: 0.488 | Acc: 83.075% (31369/37760) 295/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 0.488 | Acc: 83.090% (31481/37888) 296/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.488 | Acc: 83.099% (31591/38016) 297/391 [=================================================>...............] Step: 317ms | Tot: 1m37s | Loss: 0.487 | Acc: 83.111% (31702/38144) 298/391 [=================================================>...............] Step: 320ms | Tot: 1m38s | Loss: 0.487 | Acc: 83.123% (31813/38272) 299/391 [=================================================>...............] Step: 325ms | Tot: 1m38s | Loss: 0.488 | Acc: 83.102% (31911/38400) 300/391 [=================================================>...............] Step: 377ms | Tot: 1m38s | Loss: 0.488 | Acc: 83.101% (32017/38528) 301/391 [==================================================>..............] Step: 362ms | Tot: 1m39s | Loss: 0.487 | Acc: 83.100% (32123/38656) 302/391 [==================================================>..............] Step: 327ms | Tot: 1m39s | Loss: 0.487 | Acc: 83.096% (32228/38784) 303/391 [==================================================>..............] Step: 316ms | Tot: 1m39s | Loss: 0.488 | Acc: 83.098% (32335/38912) 304/391 [==================================================>..............] Step: 315ms | Tot: 1m40s | Loss: 0.487 | Acc: 83.117% (32449/39040) 305/391 [==================================================>..............] Step: 327ms | Tot: 1m40s | Loss: 0.487 | Acc: 83.116% (32555/39168) 306/391 [==================================================>..............] Step: 319ms | Tot: 1m40s | Loss: 0.487 | Acc: 83.118% (32662/39296) 307/391 [===================================================>.............] Step: 315ms | Tot: 1m41s | Loss: 0.487 | Acc: 83.109% (32765/39424) 308/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.487 | Acc: 83.096% (32866/39552) 309/391 [===================================================>.............] Step: 319ms | Tot: 1m41s | Loss: 0.487 | Acc: 83.095% (32972/39680) 310/391 [===================================================>.............] Step: 333ms | Tot: 1m42s | Loss: 0.487 | Acc: 83.101% (33081/39808) 311/391 [===================================================>.............] Step: 325ms | Tot: 1m42s | Loss: 0.487 | Acc: 83.113% (33192/39936) 312/391 [===================================================>.............] Step: 334ms | Tot: 1m42s | Loss: 0.488 | Acc: 83.092% (33290/40064) 313/391 [====================================================>............] Step: 329ms | Tot: 1m43s | Loss: 0.488 | Acc: 83.096% (33398/40192) 314/391 [====================================================>............] Step: 339ms | Tot: 1m43s | Loss: 0.488 | Acc: 83.100% (33506/40320) 315/391 [====================================================>............] Step: 333ms | Tot: 1m43s | Loss: 0.487 | Acc: 83.124% (33622/40448) 316/391 [====================================================>............] Step: 333ms | Tot: 1m44s | Loss: 0.487 | Acc: 83.135% (33733/40576) 317/391 [====================================================>............] Step: 333ms | Tot: 1m44s | Loss: 0.487 | Acc: 83.149% (33845/40704) 318/391 [====================================================>............] Step: 335ms | Tot: 1m44s | Loss: 0.487 | Acc: 83.146% (33950/40832) 319/391 [=====================================================>...........] Step: 341ms | Tot: 1m45s | Loss: 0.487 | Acc: 83.142% (34055/40960) 320/391 [=====================================================>...........] Step: 335ms | Tot: 1m45s | Loss: 0.487 | Acc: 83.131% (34157/41088) 321/391 [=====================================================>...........] Step: 328ms | Tot: 1m45s | Loss: 0.487 | Acc: 83.142% (34268/41216) 322/391 [=====================================================>...........] Step: 331ms | Tot: 1m46s | Loss: 0.487 | Acc: 83.137% (34372/41344) 323/391 [=====================================================>...........] Step: 329ms | Tot: 1m46s | Loss: 0.487 | Acc: 83.140% (34480/41472) 324/391 [=====================================================>...........] Step: 319ms | Tot: 1m46s | Loss: 0.487 | Acc: 83.137% (34585/41600) 325/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.487 | Acc: 83.148% (34696/41728) 326/391 [======================================================>..........] Step: 321ms | Tot: 1m47s | Loss: 0.487 | Acc: 83.161% (34808/41856) 327/391 [======================================================>..........] Step: 318ms | Tot: 1m47s | Loss: 0.487 | Acc: 83.146% (34908/41984) 328/391 [======================================================>..........] Step: 329ms | Tot: 1m48s | Loss: 0.488 | Acc: 83.147% (35015/42112) 329/391 [======================================================>..........] Step: 321ms | Tot: 1m48s | Loss: 0.488 | Acc: 83.142% (35119/42240) 330/391 [======================================================>..........] Step: 323ms | Tot: 1m48s | Loss: 0.487 | Acc: 83.152% (35230/42368) 331/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.487 | Acc: 83.149% (35335/42496) 332/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.487 | Acc: 83.164% (35448/42624) 333/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.487 | Acc: 83.175% (35559/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.174% (35665/42880) 335/391 [=======================================================>.........] Step: 320ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.161% (35766/43008) 336/391 [=======================================================>.........] Step: 358ms | Tot: 1m50s | Loss: 0.487 | Acc: 83.176% (35879/43136) 337/391 [========================================================>........] Step: 339ms | Tot: 1m51s | Loss: 0.487 | Acc: 83.166% (35981/43264) 338/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.487 | Acc: 83.156% (36083/43392) 339/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.487 | Acc: 83.162% (36192/43520) 340/391 [========================================================>........] Step: 324ms | Tot: 1m52s | Loss: 0.487 | Acc: 83.152% (36294/43648) 341/391 [========================================================>........] Step: 320ms | Tot: 1m52s | Loss: 0.488 | Acc: 83.137% (36394/43776) 342/391 [========================================================>........] Step: 324ms | Tot: 1m52s | Loss: 0.488 | Acc: 83.138% (36501/43904) 343/391 [=========================================================>.......] Step: 322ms | Tot: 1m53s | Loss: 0.488 | Acc: 83.142% (36609/44032) 344/391 [=========================================================>.......] Step: 318ms | Tot: 1m53s | Loss: 0.487 | Acc: 83.150% (36719/44160) 345/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.487 | Acc: 83.147% (36824/44288) 346/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.487 | Acc: 83.161% (36937/44416) 347/391 [=========================================================>.......] Step: 319ms | Tot: 1m54s | Loss: 0.487 | Acc: 83.151% (37039/44544) 348/391 [=========================================================>.......] Step: 327ms | Tot: 1m54s | Loss: 0.488 | Acc: 83.139% (37140/44672) 349/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.488 | Acc: 83.121% (37238/44800) 350/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.488 | Acc: 83.126% (37347/44928) 351/391 [==========================================================>......] Step: 332ms | Tot: 1m55s | Loss: 0.488 | Acc: 83.128% (37454/45056) 352/391 [==========================================================>......] Step: 331ms | Tot: 1m55s | Loss: 0.488 | Acc: 83.136% (37564/45184) 353/391 [==========================================================>......] Step: 322ms | Tot: 1m56s | Loss: 0.488 | Acc: 83.137% (37671/45312) 354/391 [==========================================================>......] Step: 329ms | Tot: 1m56s | Loss: 0.488 | Acc: 83.140% (37779/45440) 355/391 [===========================================================>.....] Step: 329ms | Tot: 1m56s | Loss: 0.488 | Acc: 83.137% (37884/45568) 356/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.488 | Acc: 83.136% (37990/45696) 357/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.488 | Acc: 83.142% (38099/45824) 358/391 [===========================================================>.....] Step: 320ms | Tot: 1m57s | Loss: 0.488 | Acc: 83.163% (38215/45952) 359/391 [===========================================================>.....] Step: 322ms | Tot: 1m58s | Loss: 0.487 | Acc: 83.179% (38329/46080) 360/391 [===========================================================>.....] Step: 329ms | Tot: 1m58s | Loss: 0.487 | Acc: 83.193% (38442/46208) 361/391 [============================================================>....] Step: 319ms | Tot: 1m58s | Loss: 0.487 | Acc: 83.203% (38553/46336) 362/391 [============================================================>....] Step: 345ms | Tot: 1m59s | Loss: 0.487 | Acc: 83.200% (38658/46464) 363/391 [============================================================>....] Step: 334ms | Tot: 1m59s | Loss: 0.488 | Acc: 83.201% (38765/46592) 364/391 [============================================================>....] Step: 330ms | Tot: 1m59s | Loss: 0.488 | Acc: 83.206% (38874/46720) 365/391 [============================================================>....] Step: 322ms | Tot: 2m192ms | Loss: 0.488 | Acc: 83.207% (38981/46848) 366/391 [============================================================>....] Step: 329ms | Tot: 2m521ms | Loss: 0.488 | Acc: 83.191% (39080/46976) 367/391 [=============================================================>...] Step: 329ms | Tot: 2m851ms | Loss: 0.489 | Acc: 83.182% (39182/47104) 368/391 [=============================================================>...] Step: 321ms | Tot: 2m1s | Loss: 0.488 | Acc: 83.194% (39294/47232) 369/391 [=============================================================>...] Step: 326ms | Tot: 2m1s | Loss: 0.488 | Acc: 83.188% (39398/47360) 370/391 [=============================================================>...] Step: 320ms | Tot: 2m1s | Loss: 0.488 | Acc: 83.208% (39514/47488) 371/391 [=============================================================>...] Step: 324ms | Tot: 2m2s | Loss: 0.488 | Acc: 83.216% (39624/47616) 372/391 [=============================================================>...] Step: 323ms | Tot: 2m2s | Loss: 0.487 | Acc: 83.221% (39733/47744) 373/391 [==============================================================>..] Step: 329ms | Tot: 2m2s | Loss: 0.487 | Acc: 83.237% (39847/47872) 374/391 [==============================================================>..] Step: 328ms | Tot: 2m3s | Loss: 0.487 | Acc: 83.229% (39950/48000) 375/391 [==============================================================>..] Step: 317ms | Tot: 2m3s | Loss: 0.487 | Acc: 83.234% (40059/48128) 376/391 [==============================================================>..] Step: 317ms | Tot: 2m3s | Loss: 0.487 | Acc: 83.231% (40164/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m4s | Loss: 0.487 | Acc: 83.230% (40270/48384) 378/391 [==============================================================>..] Step: 314ms | Tot: 2m4s | Loss: 0.487 | Acc: 83.235% (40379/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.487 | Acc: 83.238% (40487/48640) 380/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.487 | Acc: 83.229% (40589/48768) 381/391 [===============================================================>.] Step: 316ms | Tot: 2m5s | Loss: 0.487 | Acc: 83.224% (40693/48896) 382/391 [===============================================================>.] Step: 334ms | Tot: 2m5s | Loss: 0.487 | Acc: 83.237% (40806/49024) 383/391 [===============================================================>.] Step: 330ms | Tot: 2m6s | Loss: 0.487 | Acc: 83.232% (40910/49152) 384/391 [===============================================================>.] Step: 314ms | Tot: 2m6s | Loss: 0.488 | Acc: 83.222% (41012/49280) 385/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.488 | Acc: 83.225% (41120/49408) 386/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.487 | Acc: 83.226% (41227/49536) 387/391 [================================================================>] Step: 316ms | Tot: 2m7s | Loss: 0.488 | Acc: 83.205% (41323/49664) 388/391 [================================================================>] Step: 372ms | Tot: 2m7s | Loss: 0.488 | Acc: 83.204% (41429/49792) 389/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.488 | Acc: 83.205% (41536/49920) 390/391 [================================================================>] Step: 305ms | Tot: 2m8s | Loss: 0.488 | Acc: 83.192% (41596/50000) 391/391 + [>................................................................] Step: 969ms | Tot: 2ms | Loss: 0.627 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 261ms | Tot: 263ms | Loss: 0.597 | Acc: 78.000% (156/200) 2/100 [=>...............................................................] Step: 264ms | Tot: 527ms | Loss: 0.596 | Acc: 78.000% (234/300) 3/100 [=>...............................................................] Step: 253ms | Tot: 781ms | Loss: 0.589 | Acc: 78.500% (314/400) 4/100 [==>..............................................................] Step: 251ms | Tot: 1s32ms | Loss: 0.603 | Acc: 78.000% (390/500) 5/100 [===>.............................................................] Step: 265ms | Tot: 1s298ms | Loss: 0.588 | Acc: 78.333% (470/600) 6/100 [===>.............................................................] Step: 268ms | Tot: 1s566ms | Loss: 0.573 | Acc: 79.143% (554/700) 7/100 [====>............................................................] Step: 272ms | Tot: 1s839ms | Loss: 0.601 | Acc: 78.500% (628/800) 8/100 [=====>...........................................................] Step: 265ms | Tot: 2s105ms | Loss: 0.624 | Acc: 78.444% (706/900) 9/100 [=====>...........................................................] Step: 272ms | Tot: 2s378ms | Loss: 0.617 | Acc: 79.000% (790/1000) 10/100 [======>..........................................................] Step: 264ms | Tot: 2s642ms | Loss: 0.609 | Acc: 79.273% (872/1100) 11/100 [=======>.........................................................] Step: 264ms | Tot: 2s907ms | Loss: 0.608 | Acc: 79.583% (955/1200) 12/100 [=======>.........................................................] Step: 264ms | Tot: 3s172ms | Loss: 0.610 | Acc: 79.000% (1027/1300) 13/100 [========>........................................................] Step: 263ms | Tot: 3s435ms | Loss: 0.607 | Acc: 78.929% (1105/1400) 14/100 [=========>.......................................................] Step: 264ms | Tot: 3s700ms | Loss: 0.604 | Acc: 78.933% (1184/1500) 15/100 [=========>.......................................................] Step: 261ms | Tot: 3s962ms | Loss: 0.606 | Acc: 78.812% (1261/1600) 16/100 [==========>......................................................] Step: 272ms | Tot: 4s234ms | Loss: 0.600 | Acc: 79.471% (1351/1700) 17/100 [===========>.....................................................] Step: 264ms | Tot: 4s499ms | Loss: 0.611 | Acc: 79.056% (1423/1800) 18/100 [===========>.....................................................] Step: 268ms | Tot: 4s768ms | Loss: 0.607 | Acc: 79.421% (1509/1900) 19/100 [============>....................................................] Step: 264ms | Tot: 5s32ms | Loss: 0.607 | Acc: 79.250% (1585/2000) 20/100 [=============>...................................................] Step: 271ms | Tot: 5s303ms | Loss: 0.608 | Acc: 79.095% (1661/2100) 21/100 [=============>...................................................] Step: 273ms | Tot: 5s576ms | Loss: 0.614 | Acc: 78.818% (1734/2200) 22/100 [==============>..................................................] Step: 269ms | Tot: 5s846ms | Loss: 0.611 | Acc: 78.957% (1816/2300) 23/100 [==============>..................................................] Step: 281ms | Tot: 6s127ms | Loss: 0.608 | Acc: 79.042% (1897/2400) 24/100 [===============>.................................................] Step: 283ms | Tot: 6s411ms | Loss: 0.609 | Acc: 79.160% (1979/2500) 25/100 [================>................................................] Step: 283ms | Tot: 6s695ms | Loss: 0.621 | Acc: 78.846% (2050/2600) 26/100 [================>................................................] Step: 281ms | Tot: 6s976ms | Loss: 0.623 | Acc: 78.778% (2127/2700) 27/100 [=================>...............................................] Step: 288ms | Tot: 7s265ms | Loss: 0.623 | Acc: 78.857% (2208/2800) 28/100 [==================>..............................................] Step: 278ms | Tot: 7s544ms | Loss: 0.623 | Acc: 79.000% (2291/2900) 29/100 [==================>..............................................] Step: 275ms | Tot: 7s819ms | Loss: 0.621 | Acc: 79.067% (2372/3000) 30/100 [===================>.............................................] Step: 277ms | Tot: 8s96ms | Loss: 0.625 | Acc: 78.935% (2447/3100) 31/100 [====================>............................................] Step: 278ms | Tot: 8s375ms | Loss: 0.621 | Acc: 79.125% (2532/3200) 32/100 [====================>............................................] Step: 285ms | Tot: 8s660ms | Loss: 0.623 | Acc: 79.061% (2609/3300) 33/100 [=====================>...........................................] Step: 271ms | Tot: 8s932ms | Loss: 0.622 | Acc: 79.029% (2687/3400) 34/100 [======================>..........................................] Step: 270ms | Tot: 9s202ms | Loss: 0.631 | Acc: 78.914% (2762/3500) 35/100 [======================>..........................................] Step: 267ms | Tot: 9s470ms | Loss: 0.629 | Acc: 79.000% (2844/3600) 36/100 [=======================>.........................................] Step: 278ms | Tot: 9s749ms | Loss: 0.630 | Acc: 78.946% (2921/3700) 37/100 [========================>........................................] Step: 269ms | Tot: 10s18ms | Loss: 0.630 | Acc: 78.789% (2994/3800) 38/100 [========================>........................................] Step: 276ms | Tot: 10s295ms | Loss: 0.625 | Acc: 78.846% (3075/3900) 39/100 [=========================>.......................................] Step: 267ms | Tot: 10s562ms | Loss: 0.623 | Acc: 78.875% (3155/4000) 40/100 [==========================>......................................] Step: 268ms | Tot: 10s830ms | Loss: 0.621 | Acc: 78.976% (3238/4100) 41/100 [==========================>......................................] Step: 265ms | Tot: 11s96ms | Loss: 0.621 | Acc: 79.000% (3318/4200) 42/100 [===========================>.....................................] Step: 277ms | Tot: 11s373ms | Loss: 0.618 | Acc: 79.116% (3402/4300) 43/100 [===========================>.....................................] Step: 286ms | Tot: 11s660ms | Loss: 0.620 | Acc: 79.068% (3479/4400) 44/100 [============================>....................................] Step: 278ms | Tot: 11s938ms | Loss: 0.620 | Acc: 79.111% (3560/4500) 45/100 [=============================>...................................] Step: 275ms | Tot: 12s213ms | Loss: 0.618 | Acc: 79.174% (3642/4600) 46/100 [=============================>...................................] Step: 266ms | Tot: 12s480ms | Loss: 0.617 | Acc: 79.191% (3722/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s748ms | Loss: 0.618 | Acc: 79.188% (3801/4800) 48/100 [===============================>.................................] Step: 265ms | Tot: 13s13ms | Loss: 0.616 | Acc: 79.184% (3880/4900) 49/100 [===============================>.................................] Step: 272ms | Tot: 13s286ms | Loss: 0.619 | Acc: 79.040% (3952/5000) 50/100 [================================>................................] Step: 264ms | Tot: 13s551ms | Loss: 0.618 | Acc: 79.039% (4031/5100) 51/100 [=================================>...............................] Step: 267ms | Tot: 13s819ms | Loss: 0.621 | Acc: 78.942% (4105/5200) 52/100 [=================================>...............................] Step: 265ms | Tot: 14s84ms | Loss: 0.622 | Acc: 78.887% (4181/5300) 53/100 [==================================>..............................] Step: 272ms | Tot: 14s357ms | Loss: 0.622 | Acc: 78.963% (4264/5400) 54/100 [===================================>.............................] Step: 265ms | Tot: 14s622ms | Loss: 0.623 | Acc: 78.945% (4342/5500) 55/100 [===================================>.............................] Step: 270ms | Tot: 14s892ms | Loss: 0.624 | Acc: 78.929% (4420/5600) 56/100 [====================================>............................] Step: 266ms | Tot: 15s159ms | Loss: 0.624 | Acc: 78.965% (4501/5700) 57/100 [=====================================>...........................] Step: 267ms | Tot: 15s426ms | Loss: 0.623 | Acc: 79.017% (4583/5800) 58/100 [=====================================>...........................] Step: 268ms | Tot: 15s694ms | Loss: 0.627 | Acc: 78.797% (4649/5900) 59/100 [======================================>..........................] Step: 265ms | Tot: 15s960ms | Loss: 0.627 | Acc: 78.800% (4728/6000) 60/100 [=======================================>.........................] Step: 276ms | Tot: 16s237ms | Loss: 0.627 | Acc: 78.738% (4803/6100) 61/100 [=======================================>.........................] Step: 273ms | Tot: 16s511ms | Loss: 0.626 | Acc: 78.790% (4885/6200) 62/100 [========================================>........................] Step: 270ms | Tot: 16s781ms | Loss: 0.624 | Acc: 78.794% (4964/6300) 63/100 [========================================>........................] Step: 264ms | Tot: 17s46ms | Loss: 0.622 | Acc: 78.922% (5051/6400) 64/100 [=========================================>.......................] Step: 274ms | Tot: 17s321ms | Loss: 0.623 | Acc: 78.862% (5126/6500) 65/100 [==========================================>......................] Step: 266ms | Tot: 17s587ms | Loss: 0.624 | Acc: 78.833% (5203/6600) 66/100 [==========================================>......................] Step: 267ms | Tot: 17s855ms | Loss: 0.622 | Acc: 78.806% (5280/6700) 67/100 [===========================================>.....................] Step: 264ms | Tot: 18s120ms | Loss: 0.623 | Acc: 78.824% (5360/6800) 68/100 [============================================>....................] Step: 271ms | Tot: 18s391ms | Loss: 0.622 | Acc: 78.913% (5445/6900) 69/100 [============================================>....................] Step: 267ms | Tot: 18s659ms | Loss: 0.623 | Acc: 78.857% (5520/7000) 70/100 [=============================================>...................] Step: 265ms | Tot: 18s925ms | Loss: 0.624 | Acc: 78.831% (5597/7100) 71/100 [==============================================>..................] Step: 271ms | Tot: 19s196ms | Loss: 0.624 | Acc: 78.861% (5678/7200) 72/100 [==============================================>..................] Step: 266ms | Tot: 19s463ms | Loss: 0.623 | Acc: 78.890% (5759/7300) 73/100 [===============================================>.................] Step: 267ms | Tot: 19s730ms | Loss: 0.621 | Acc: 78.959% (5843/7400) 74/100 [================================================>................] Step: 267ms | Tot: 19s998ms | Loss: 0.621 | Acc: 78.933% (5920/7500) 75/100 [================================================>................] Step: 272ms | Tot: 20s270ms | Loss: 0.621 | Acc: 78.908% (5997/7600) 76/100 [=================================================>...............] Step: 267ms | Tot: 20s538ms | Loss: 0.622 | Acc: 78.961% (6080/7700) 77/100 [==================================================>..............] Step: 266ms | Tot: 20s804ms | Loss: 0.622 | Acc: 78.974% (6160/7800) 78/100 [==================================================>..............] Step: 264ms | Tot: 21s69ms | Loss: 0.622 | Acc: 78.962% (6238/7900) 79/100 [===================================================>.............] Step: 274ms | Tot: 21s344ms | Loss: 0.623 | Acc: 78.975% (6318/8000) 80/100 [====================================================>............] Step: 271ms | Tot: 21s615ms | Loss: 0.622 | Acc: 78.914% (6392/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 21s883ms | Loss: 0.624 | Acc: 78.841% (6465/8200) 82/100 [=====================================================>...........] Step: 266ms | Tot: 22s150ms | Loss: 0.624 | Acc: 78.783% (6539/8300) 83/100 [=====================================================>...........] Step: 272ms | Tot: 22s423ms | Loss: 0.624 | Acc: 78.774% (6617/8400) 84/100 [======================================================>..........] Step: 265ms | Tot: 22s688ms | Loss: 0.625 | Acc: 78.694% (6689/8500) 85/100 [=======================================================>.........] Step: 264ms | Tot: 22s953ms | Loss: 0.624 | Acc: 78.721% (6770/8600) 86/100 [=======================================================>.........] Step: 272ms | Tot: 23s225ms | Loss: 0.623 | Acc: 78.747% (6851/8700) 87/100 [========================================================>........] Step: 266ms | Tot: 23s492ms | Loss: 0.621 | Acc: 78.830% (6937/8800) 88/100 [=========================================================>.......] Step: 274ms | Tot: 23s766ms | Loss: 0.621 | Acc: 78.831% (7016/8900) 89/100 [=========================================================>.......] Step: 264ms | Tot: 24s31ms | Loss: 0.620 | Acc: 78.833% (7095/9000) 90/100 [==========================================================>......] Step: 271ms | Tot: 24s302ms | Loss: 0.619 | Acc: 78.857% (7176/9100) 91/100 [===========================================================>.....] Step: 265ms | Tot: 24s568ms | Loss: 0.618 | Acc: 78.891% (7258/9200) 92/100 [===========================================================>.....] Step: 267ms | Tot: 24s836ms | Loss: 0.619 | Acc: 78.849% (7333/9300) 93/100 [============================================================>....] Step: 265ms | Tot: 25s102ms | Loss: 0.619 | Acc: 78.830% (7410/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 25s375ms | Loss: 0.619 | Acc: 78.821% (7488/9500) 95/100 [=============================================================>...] Step: 269ms | Tot: 25s644ms | Loss: 0.619 | Acc: 78.812% (7566/9600) 96/100 [==============================================================>..] Step: 264ms | Tot: 25s909ms | Loss: 0.617 | Acc: 78.887% (7652/9700) 97/100 [===============================================================>.] Step: 266ms | Tot: 26s175ms | Loss: 0.618 | Acc: 78.857% (7728/9800) 98/100 [===============================================================>.] Step: 271ms | Tot: 26s447ms | Loss: 0.618 | Acc: 78.869% (7808/9900) 99/100 [================================================================>] Step: 281ms | Tot: 26s728ms | Loss: 0.620 | Acc: 78.850% (7885/10000) 100/100 + +Epoch: 26 + [>................................................................] Step: 1s96ms | Tot: 2ms | Loss: 0.513 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 349ms | Tot: 351ms | Loss: 0.519 | Acc: 82.812% (212/256) 2/391 [>................................................................] Step: 334ms | Tot: 685ms | Loss: 0.539 | Acc: 82.552% (317/384) 3/391 [>................................................................] Step: 327ms | Tot: 1s13ms | Loss: 0.501 | Acc: 83.398% (427/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s341ms | Loss: 0.486 | Acc: 84.688% (542/640) 5/391 [>................................................................] Step: 362ms | Tot: 1s703ms | Loss: 0.477 | Acc: 84.896% (652/768) 6/391 [>................................................................] Step: 370ms | Tot: 2s74ms | Loss: 0.470 | Acc: 84.375% (756/896) 7/391 [=>...............................................................] Step: 330ms | Tot: 2s405ms | Loss: 0.462 | Acc: 84.766% (868/1024) 8/391 [=>...............................................................] Step: 321ms | Tot: 2s726ms | Loss: 0.475 | Acc: 84.201% (970/1152) 9/391 [=>...............................................................] Step: 323ms | Tot: 3s50ms | Loss: 0.488 | Acc: 83.750% (1072/1280) 10/391 [=>...............................................................] Step: 327ms | Tot: 3s378ms | Loss: 0.482 | Acc: 83.878% (1181/1408) 11/391 [=>...............................................................] Step: 335ms | Tot: 3s713ms | Loss: 0.470 | Acc: 84.115% (1292/1536) 12/391 [=>...............................................................] Step: 331ms | Tot: 4s44ms | Loss: 0.467 | Acc: 84.255% (1402/1664) 13/391 [==>..............................................................] Step: 325ms | Tot: 4s369ms | Loss: 0.456 | Acc: 84.766% (1519/1792) 14/391 [==>..............................................................] Step: 324ms | Tot: 4s694ms | Loss: 0.456 | Acc: 84.740% (1627/1920) 15/391 [==>..............................................................] Step: 321ms | Tot: 5s16ms | Loss: 0.458 | Acc: 84.619% (1733/2048) 16/391 [==>..............................................................] Step: 320ms | Tot: 5s336ms | Loss: 0.463 | Acc: 84.513% (1839/2176) 17/391 [==>..............................................................] Step: 324ms | Tot: 5s661ms | Loss: 0.457 | Acc: 84.722% (1952/2304) 18/391 [==>..............................................................] Step: 324ms | Tot: 5s985ms | Loss: 0.456 | Acc: 84.786% (2062/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s311ms | Loss: 0.449 | Acc: 85.000% (2176/2560) 20/391 [===>.............................................................] Step: 324ms | Tot: 6s635ms | Loss: 0.451 | Acc: 84.859% (2281/2688) 21/391 [===>.............................................................] Step: 322ms | Tot: 6s958ms | Loss: 0.449 | Acc: 84.872% (2390/2816) 22/391 [===>.............................................................] Step: 322ms | Tot: 7s280ms | Loss: 0.452 | Acc: 84.715% (2494/2944) 23/391 [===>.............................................................] Step: 327ms | Tot: 7s608ms | Loss: 0.454 | Acc: 84.701% (2602/3072) 24/391 [===>.............................................................] Step: 325ms | Tot: 7s934ms | Loss: 0.456 | Acc: 84.500% (2704/3200) 25/391 [====>............................................................] Step: 322ms | Tot: 8s256ms | Loss: 0.455 | Acc: 84.585% (2815/3328) 26/391 [====>............................................................] Step: 333ms | Tot: 8s589ms | Loss: 0.457 | Acc: 84.462% (2919/3456) 27/391 [====>............................................................] Step: 329ms | Tot: 8s918ms | Loss: 0.456 | Acc: 84.570% (3031/3584) 28/391 [====>............................................................] Step: 326ms | Tot: 9s245ms | Loss: 0.452 | Acc: 84.779% (3147/3712) 29/391 [====>............................................................] Step: 329ms | Tot: 9s574ms | Loss: 0.451 | Acc: 84.714% (3253/3840) 30/391 [====>............................................................] Step: 325ms | Tot: 9s900ms | Loss: 0.450 | Acc: 84.602% (3357/3968) 31/391 [=====>...........................................................] Step: 324ms | Tot: 10s224ms | Loss: 0.449 | Acc: 84.692% (3469/4096) 32/391 [=====>...........................................................] Step: 334ms | Tot: 10s558ms | Loss: 0.447 | Acc: 84.754% (3580/4224) 33/391 [=====>...........................................................] Step: 335ms | Tot: 10s893ms | Loss: 0.442 | Acc: 84.835% (3692/4352) 34/391 [=====>...........................................................] Step: 333ms | Tot: 11s227ms | Loss: 0.442 | Acc: 84.955% (3806/4480) 35/391 [=====>...........................................................] Step: 338ms | Tot: 11s566ms | Loss: 0.444 | Acc: 84.787% (3907/4608) 36/391 [=====>...........................................................] Step: 329ms | Tot: 11s895ms | Loss: 0.449 | Acc: 84.671% (4010/4736) 37/391 [======>..........................................................] Step: 335ms | Tot: 12s231ms | Loss: 0.448 | Acc: 84.683% (4119/4864) 38/391 [======>..........................................................] Step: 332ms | Tot: 12s564ms | Loss: 0.448 | Acc: 84.716% (4229/4992) 39/391 [======>..........................................................] Step: 329ms | Tot: 12s894ms | Loss: 0.444 | Acc: 84.824% (4343/5120) 40/391 [======>..........................................................] Step: 327ms | Tot: 13s221ms | Loss: 0.447 | Acc: 84.756% (4448/5248) 41/391 [======>..........................................................] Step: 328ms | Tot: 13s550ms | Loss: 0.449 | Acc: 84.766% (4557/5376) 42/391 [======>..........................................................] Step: 321ms | Tot: 13s871ms | Loss: 0.451 | Acc: 84.629% (4658/5504) 43/391 [=======>.........................................................] Step: 344ms | Tot: 14s215ms | Loss: 0.451 | Acc: 84.606% (4765/5632) 44/391 [=======>.........................................................] Step: 332ms | Tot: 14s548ms | Loss: 0.452 | Acc: 84.497% (4867/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 14s870ms | Loss: 0.451 | Acc: 84.528% (4977/5888) 46/391 [=======>.........................................................] Step: 323ms | Tot: 15s193ms | Loss: 0.454 | Acc: 84.508% (5084/6016) 47/391 [=======>.........................................................] Step: 326ms | Tot: 15s520ms | Loss: 0.457 | Acc: 84.342% (5182/6144) 48/391 [=======>.........................................................] Step: 324ms | Tot: 15s845ms | Loss: 0.457 | Acc: 84.407% (5294/6272) 49/391 [========>........................................................] Step: 334ms | Tot: 16s179ms | Loss: 0.457 | Acc: 84.375% (5400/6400) 50/391 [========>........................................................] Step: 327ms | Tot: 16s507ms | Loss: 0.460 | Acc: 84.314% (5504/6528) 51/391 [========>........................................................] Step: 319ms | Tot: 16s826ms | Loss: 0.461 | Acc: 84.270% (5609/6656) 52/391 [========>........................................................] Step: 320ms | Tot: 17s146ms | Loss: 0.462 | Acc: 84.183% (5711/6784) 53/391 [========>........................................................] Step: 325ms | Tot: 17s472ms | Loss: 0.466 | Acc: 84.013% (5807/6912) 54/391 [========>........................................................] Step: 321ms | Tot: 17s793ms | Loss: 0.467 | Acc: 84.006% (5914/7040) 55/391 [=========>.......................................................] Step: 331ms | Tot: 18s124ms | Loss: 0.468 | Acc: 83.984% (6020/7168) 56/391 [=========>.......................................................] Step: 328ms | Tot: 18s452ms | Loss: 0.468 | Acc: 83.950% (6125/7296) 57/391 [=========>.......................................................] Step: 318ms | Tot: 18s771ms | Loss: 0.466 | Acc: 84.052% (6240/7424) 58/391 [=========>.......................................................] Step: 320ms | Tot: 19s92ms | Loss: 0.467 | Acc: 84.057% (6348/7552) 59/391 [=========>.......................................................] Step: 331ms | Tot: 19s423ms | Loss: 0.467 | Acc: 84.036% (6454/7680) 60/391 [=========>.......................................................] Step: 323ms | Tot: 19s747ms | Loss: 0.467 | Acc: 84.055% (6563/7808) 61/391 [==========>......................................................] Step: 323ms | Tot: 20s71ms | Loss: 0.469 | Acc: 83.947% (6662/7936) 62/391 [==========>......................................................] Step: 323ms | Tot: 20s395ms | Loss: 0.470 | Acc: 83.891% (6765/8064) 63/391 [==========>......................................................] Step: 322ms | Tot: 20s717ms | Loss: 0.472 | Acc: 83.838% (6868/8192) 64/391 [==========>......................................................] Step: 323ms | Tot: 21s41ms | Loss: 0.476 | Acc: 83.726% (6966/8320) 65/391 [==========>......................................................] Step: 321ms | Tot: 21s362ms | Loss: 0.479 | Acc: 83.594% (7062/8448) 66/391 [==========>......................................................] Step: 316ms | Tot: 21s679ms | Loss: 0.480 | Acc: 83.535% (7164/8576) 67/391 [===========>.....................................................] Step: 322ms | Tot: 22s2ms | Loss: 0.479 | Acc: 83.559% (7273/8704) 68/391 [===========>.....................................................] Step: 320ms | Tot: 22s322ms | Loss: 0.479 | Acc: 83.571% (7381/8832) 69/391 [===========>.....................................................] Step: 324ms | Tot: 22s647ms | Loss: 0.479 | Acc: 83.583% (7489/8960) 70/391 [===========>.....................................................] Step: 322ms | Tot: 22s970ms | Loss: 0.479 | Acc: 83.528% (7591/9088) 71/391 [===========>.....................................................] Step: 318ms | Tot: 23s288ms | Loss: 0.481 | Acc: 83.453% (7691/9216) 72/391 [===========>.....................................................] Step: 326ms | Tot: 23s615ms | Loss: 0.481 | Acc: 83.412% (7794/9344) 73/391 [============>....................................................] Step: 325ms | Tot: 23s941ms | Loss: 0.481 | Acc: 83.393% (7899/9472) 74/391 [============>....................................................] Step: 322ms | Tot: 24s263ms | Loss: 0.483 | Acc: 83.354% (8002/9600) 75/391 [============>....................................................] Step: 328ms | Tot: 24s592ms | Loss: 0.483 | Acc: 83.337% (8107/9728) 76/391 [============>....................................................] Step: 326ms | Tot: 24s918ms | Loss: 0.483 | Acc: 83.300% (8210/9856) 77/391 [============>....................................................] Step: 323ms | Tot: 25s241ms | Loss: 0.482 | Acc: 83.353% (8322/9984) 78/391 [============>....................................................] Step: 329ms | Tot: 25s571ms | Loss: 0.482 | Acc: 83.356% (8429/10112) 79/391 [=============>...................................................] Step: 324ms | Tot: 25s896ms | Loss: 0.482 | Acc: 83.340% (8534/10240) 80/391 [=============>...................................................] Step: 321ms | Tot: 26s217ms | Loss: 0.482 | Acc: 83.324% (8639/10368) 81/391 [=============>...................................................] Step: 328ms | Tot: 26s545ms | Loss: 0.483 | Acc: 83.337% (8747/10496) 82/391 [=============>...................................................] Step: 325ms | Tot: 26s871ms | Loss: 0.483 | Acc: 83.358% (8856/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s194ms | Loss: 0.482 | Acc: 83.408% (8968/10752) 84/391 [=============>...................................................] Step: 332ms | Tot: 27s527ms | Loss: 0.482 | Acc: 83.419% (9076/10880) 85/391 [==============>..................................................] Step: 326ms | Tot: 27s853ms | Loss: 0.481 | Acc: 83.457% (9187/11008) 86/391 [==============>..................................................] Step: 319ms | Tot: 28s172ms | Loss: 0.482 | Acc: 83.459% (9294/11136) 87/391 [==============>..................................................] Step: 328ms | Tot: 28s501ms | Loss: 0.482 | Acc: 83.461% (9401/11264) 88/391 [==============>..................................................] Step: 319ms | Tot: 28s821ms | Loss: 0.483 | Acc: 83.462% (9508/11392) 89/391 [==============>..................................................] Step: 322ms | Tot: 29s143ms | Loss: 0.481 | Acc: 83.516% (9621/11520) 90/391 [==============>..................................................] Step: 331ms | Tot: 29s475ms | Loss: 0.483 | Acc: 83.448% (9720/11648) 91/391 [===============>.................................................] Step: 334ms | Tot: 29s809ms | Loss: 0.483 | Acc: 83.466% (9829/11776) 92/391 [===============>.................................................] Step: 330ms | Tot: 30s140ms | Loss: 0.483 | Acc: 83.476% (9937/11904) 93/391 [===============>.................................................] Step: 329ms | Tot: 30s469ms | Loss: 0.483 | Acc: 83.486% (10045/12032) 94/391 [===============>.................................................] Step: 322ms | Tot: 30s792ms | Loss: 0.484 | Acc: 83.462% (10149/12160) 95/391 [===============>.................................................] Step: 322ms | Tot: 31s115ms | Loss: 0.484 | Acc: 83.504% (10261/12288) 96/391 [===============>.................................................] Step: 329ms | Tot: 31s444ms | Loss: 0.484 | Acc: 83.489% (10366/12416) 97/391 [================>................................................] Step: 371ms | Tot: 31s816ms | Loss: 0.483 | Acc: 83.490% (10473/12544) 98/391 [================>................................................] Step: 356ms | Tot: 32s173ms | Loss: 0.483 | Acc: 83.531% (10585/12672) 99/391 [================>................................................] Step: 327ms | Tot: 32s500ms | Loss: 0.483 | Acc: 83.516% (10690/12800) 100/391 [================>................................................] Step: 323ms | Tot: 32s824ms | Loss: 0.482 | Acc: 83.540% (10800/12928) 101/391 [================>................................................] Step: 320ms | Tot: 33s144ms | Loss: 0.482 | Acc: 83.540% (10907/13056) 102/391 [================>................................................] Step: 324ms | Tot: 33s469ms | Loss: 0.482 | Acc: 83.548% (11015/13184) 103/391 [=================>...............................................] Step: 321ms | Tot: 33s791ms | Loss: 0.481 | Acc: 83.549% (11122/13312) 104/391 [=================>...............................................] Step: 322ms | Tot: 34s113ms | Loss: 0.482 | Acc: 83.557% (11230/13440) 105/391 [=================>...............................................] Step: 329ms | Tot: 34s443ms | Loss: 0.482 | Acc: 83.579% (11340/13568) 106/391 [=================>...............................................] Step: 320ms | Tot: 34s763ms | Loss: 0.482 | Acc: 83.594% (11449/13696) 107/391 [=================>...............................................] Step: 323ms | Tot: 35s86ms | Loss: 0.484 | Acc: 83.572% (11553/13824) 108/391 [=================>...............................................] Step: 325ms | Tot: 35s412ms | Loss: 0.484 | Acc: 83.587% (11662/13952) 109/391 [==================>..............................................] Step: 323ms | Tot: 35s735ms | Loss: 0.484 | Acc: 83.601% (11771/14080) 110/391 [==================>..............................................] Step: 322ms | Tot: 36s58ms | Loss: 0.483 | Acc: 83.622% (11881/14208) 111/391 [==================>..............................................] Step: 323ms | Tot: 36s381ms | Loss: 0.483 | Acc: 83.608% (11986/14336) 112/391 [==================>..............................................] Step: 321ms | Tot: 36s702ms | Loss: 0.483 | Acc: 83.635% (12097/14464) 113/391 [==================>..............................................] Step: 324ms | Tot: 37s27ms | Loss: 0.482 | Acc: 83.649% (12206/14592) 114/391 [==================>..............................................] Step: 324ms | Tot: 37s351ms | Loss: 0.484 | Acc: 83.580% (12303/14720) 115/391 [===================>.............................................] Step: 325ms | Tot: 37s676ms | Loss: 0.485 | Acc: 83.533% (12403/14848) 116/391 [===================>.............................................] Step: 323ms | Tot: 37s999ms | Loss: 0.486 | Acc: 83.500% (12505/14976) 117/391 [===================>.............................................] Step: 322ms | Tot: 38s322ms | Loss: 0.485 | Acc: 83.547% (12619/15104) 118/391 [===================>.............................................] Step: 329ms | Tot: 38s652ms | Loss: 0.486 | Acc: 83.502% (12719/15232) 119/391 [===================>.............................................] Step: 322ms | Tot: 38s975ms | Loss: 0.486 | Acc: 83.477% (12822/15360) 120/391 [===================>.............................................] Step: 319ms | Tot: 39s295ms | Loss: 0.485 | Acc: 83.523% (12936/15488) 121/391 [====================>............................................] Step: 324ms | Tot: 39s619ms | Loss: 0.485 | Acc: 83.543% (13046/15616) 122/391 [====================>............................................] Step: 325ms | Tot: 39s945ms | Loss: 0.484 | Acc: 83.556% (13155/15744) 123/391 [====================>............................................] Step: 320ms | Tot: 40s266ms | Loss: 0.484 | Acc: 83.550% (13261/15872) 124/391 [====================>............................................] Step: 325ms | Tot: 40s592ms | Loss: 0.484 | Acc: 83.550% (13368/16000) 125/391 [====================>............................................] Step: 321ms | Tot: 40s913ms | Loss: 0.483 | Acc: 83.594% (13482/16128) 126/391 [====================>............................................] Step: 321ms | Tot: 41s234ms | Loss: 0.484 | Acc: 83.563% (13584/16256) 127/391 [=====================>...........................................] Step: 331ms | Tot: 41s566ms | Loss: 0.483 | Acc: 83.575% (13693/16384) 128/391 [=====================>...........................................] Step: 321ms | Tot: 41s887ms | Loss: 0.483 | Acc: 83.582% (13801/16512) 129/391 [=====================>...........................................] Step: 328ms | Tot: 42s216ms | Loss: 0.484 | Acc: 83.516% (13897/16640) 130/391 [=====================>...........................................] Step: 330ms | Tot: 42s546ms | Loss: 0.484 | Acc: 83.480% (13998/16768) 131/391 [=====================>...........................................] Step: 326ms | Tot: 42s872ms | Loss: 0.484 | Acc: 83.493% (14107/16896) 132/391 [=====================>...........................................] Step: 326ms | Tot: 43s198ms | Loss: 0.484 | Acc: 83.512% (14217/17024) 133/391 [======================>..........................................] Step: 329ms | Tot: 43s528ms | Loss: 0.485 | Acc: 83.483% (14319/17152) 134/391 [======================>..........................................] Step: 324ms | Tot: 43s853ms | Loss: 0.485 | Acc: 83.466% (14423/17280) 135/391 [======================>..........................................] Step: 318ms | Tot: 44s172ms | Loss: 0.484 | Acc: 83.450% (14527/17408) 136/391 [======================>..........................................] Step: 338ms | Tot: 44s510ms | Loss: 0.483 | Acc: 83.485% (14640/17536) 137/391 [======================>..........................................] Step: 322ms | Tot: 44s832ms | Loss: 0.483 | Acc: 83.503% (14750/17664) 138/391 [======================>..........................................] Step: 325ms | Tot: 45s158ms | Loss: 0.482 | Acc: 83.509% (14858/17792) 139/391 [=======================>.........................................] Step: 332ms | Tot: 45s490ms | Loss: 0.483 | Acc: 83.482% (14960/17920) 140/391 [=======================>.........................................] Step: 321ms | Tot: 45s812ms | Loss: 0.483 | Acc: 83.505% (15071/18048) 141/391 [=======================>.........................................] Step: 320ms | Tot: 46s132ms | Loss: 0.483 | Acc: 83.478% (15173/18176) 142/391 [=======================>.........................................] Step: 327ms | Tot: 46s460ms | Loss: 0.483 | Acc: 83.506% (15285/18304) 143/391 [=======================>.........................................] Step: 319ms | Tot: 46s780ms | Loss: 0.483 | Acc: 83.523% (15395/18432) 144/391 [=======================>.........................................] Step: 321ms | Tot: 47s101ms | Loss: 0.484 | Acc: 83.502% (15498/18560) 145/391 [========================>........................................] Step: 332ms | Tot: 47s433ms | Loss: 0.483 | Acc: 83.551% (15614/18688) 146/391 [========================>........................................] Step: 320ms | Tot: 47s754ms | Loss: 0.483 | Acc: 83.519% (15715/18816) 147/391 [========================>........................................] Step: 323ms | Tot: 48s77ms | Loss: 0.483 | Acc: 83.499% (15818/18944) 148/391 [========================>........................................] Step: 327ms | Tot: 48s405ms | Loss: 0.484 | Acc: 83.473% (15920/19072) 149/391 [========================>........................................] Step: 326ms | Tot: 48s731ms | Loss: 0.484 | Acc: 83.464% (16025/19200) 150/391 [========================>........................................] Step: 324ms | Tot: 49s55ms | Loss: 0.484 | Acc: 83.464% (16132/19328) 151/391 [=========================>.......................................] Step: 325ms | Tot: 49s381ms | Loss: 0.485 | Acc: 83.424% (16231/19456) 152/391 [=========================>.......................................] Step: 322ms | Tot: 49s703ms | Loss: 0.486 | Acc: 83.430% (16339/19584) 153/391 [=========================>.......................................] Step: 323ms | Tot: 50s27ms | Loss: 0.486 | Acc: 83.457% (16451/19712) 154/391 [=========================>.......................................] Step: 329ms | Tot: 50s357ms | Loss: 0.486 | Acc: 83.468% (16560/19840) 155/391 [=========================>.......................................] Step: 328ms | Tot: 50s685ms | Loss: 0.485 | Acc: 83.484% (16670/19968) 156/391 [=========================>.......................................] Step: 327ms | Tot: 51s13ms | Loss: 0.485 | Acc: 83.494% (16779/20096) 157/391 [==========================>......................................] Step: 327ms | Tot: 51s340ms | Loss: 0.485 | Acc: 83.495% (16886/20224) 158/391 [==========================>......................................] Step: 323ms | Tot: 51s664ms | Loss: 0.484 | Acc: 83.520% (16998/20352) 159/391 [==========================>......................................] Step: 324ms | Tot: 51s988ms | Loss: 0.485 | Acc: 83.467% (17094/20480) 160/391 [==========================>......................................] Step: 325ms | Tot: 52s314ms | Loss: 0.485 | Acc: 83.463% (17200/20608) 161/391 [==========================>......................................] Step: 327ms | Tot: 52s642ms | Loss: 0.484 | Acc: 83.492% (17313/20736) 162/391 [==========================>......................................] Step: 323ms | Tot: 52s965ms | Loss: 0.484 | Acc: 83.498% (17421/20864) 163/391 [===========================>.....................................] Step: 332ms | Tot: 53s298ms | Loss: 0.484 | Acc: 83.508% (17530/20992) 164/391 [===========================>.....................................] Step: 331ms | Tot: 53s629ms | Loss: 0.484 | Acc: 83.494% (17634/21120) 165/391 [===========================>.....................................] Step: 329ms | Tot: 53s959ms | Loss: 0.485 | Acc: 83.448% (17731/21248) 166/391 [===========================>.....................................] Step: 322ms | Tot: 54s282ms | Loss: 0.485 | Acc: 83.458% (17840/21376) 167/391 [===========================>.....................................] Step: 333ms | Tot: 54s615ms | Loss: 0.485 | Acc: 83.454% (17946/21504) 168/391 [===========================>.....................................] Step: 324ms | Tot: 54s939ms | Loss: 0.484 | Acc: 83.464% (18055/21632) 169/391 [============================>....................................] Step: 322ms | Tot: 55s262ms | Loss: 0.484 | Acc: 83.502% (18170/21760) 170/391 [============================>....................................] Step: 324ms | Tot: 55s587ms | Loss: 0.483 | Acc: 83.512% (18279/21888) 171/391 [============================>....................................] Step: 322ms | Tot: 55s909ms | Loss: 0.483 | Acc: 83.521% (18388/22016) 172/391 [============================>....................................] Step: 329ms | Tot: 56s238ms | Loss: 0.483 | Acc: 83.517% (18494/22144) 173/391 [============================>....................................] Step: 336ms | Tot: 56s575ms | Loss: 0.482 | Acc: 83.549% (18608/22272) 174/391 [============================>....................................] Step: 330ms | Tot: 56s906ms | Loss: 0.482 | Acc: 83.554% (18716/22400) 175/391 [=============================>...................................] Step: 320ms | Tot: 57s227ms | Loss: 0.482 | Acc: 83.554% (18823/22528) 176/391 [=============================>...................................] Step: 328ms | Tot: 57s555ms | Loss: 0.482 | Acc: 83.550% (18929/22656) 177/391 [=============================>...................................] Step: 325ms | Tot: 57s880ms | Loss: 0.482 | Acc: 83.567% (19040/22784) 178/391 [=============================>...................................] Step: 319ms | Tot: 58s200ms | Loss: 0.482 | Acc: 83.572% (19148/22912) 179/391 [=============================>...................................] Step: 328ms | Tot: 58s529ms | Loss: 0.482 | Acc: 83.581% (19257/23040) 180/391 [=============================>...................................] Step: 333ms | Tot: 58s862ms | Loss: 0.482 | Acc: 83.559% (19359/23168) 181/391 [==============================>..................................] Step: 323ms | Tot: 59s186ms | Loss: 0.482 | Acc: 83.555% (19465/23296) 182/391 [==============================>..................................] Step: 326ms | Tot: 59s513ms | Loss: 0.481 | Acc: 83.572% (19576/23424) 183/391 [==============================>..................................] Step: 320ms | Tot: 59s833ms | Loss: 0.481 | Acc: 83.581% (19685/23552) 184/391 [==============================>..................................] Step: 321ms | Tot: 1m155ms | Loss: 0.482 | Acc: 83.564% (19788/23680) 185/391 [==============================>..................................] Step: 328ms | Tot: 1m483ms | Loss: 0.481 | Acc: 83.548% (19891/23808) 186/391 [==============================>..................................] Step: 322ms | Tot: 1m805ms | Loss: 0.481 | Acc: 83.544% (19997/23936) 187/391 [===============================>.................................] Step: 320ms | Tot: 1m1s | Loss: 0.481 | Acc: 83.523% (20099/24064) 188/391 [===============================>.................................] Step: 331ms | Tot: 1m1s | Loss: 0.481 | Acc: 83.540% (20210/24192) 189/391 [===============================>.................................] Step: 372ms | Tot: 1m1s | Loss: 0.481 | Acc: 83.532% (20315/24320) 190/391 [===============================>.................................] Step: 368ms | Tot: 1m2s | Loss: 0.481 | Acc: 83.524% (20420/24448) 191/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.481 | Acc: 83.521% (20526/24576) 192/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.481 | Acc: 83.509% (20630/24704) 193/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.482 | Acc: 83.505% (20736/24832) 194/391 [================================>................................] Step: 336ms | Tot: 1m3s | Loss: 0.481 | Acc: 83.542% (20852/24960) 195/391 [================================>................................] Step: 331ms | Tot: 1m3s | Loss: 0.481 | Acc: 83.562% (20964/25088) 196/391 [================================>................................] Step: 321ms | Tot: 1m4s | Loss: 0.482 | Acc: 83.554% (21069/25216) 197/391 [================================>................................] Step: 332ms | Tot: 1m4s | Loss: 0.482 | Acc: 83.515% (21166/25344) 198/391 [================================>................................] Step: 320ms | Tot: 1m4s | Loss: 0.482 | Acc: 83.523% (21275/25472) 199/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.482 | Acc: 83.531% (21384/25600) 200/391 [=================================>...............................] Step: 330ms | Tot: 1m5s | Loss: 0.482 | Acc: 83.508% (21485/25728) 201/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 0.482 | Acc: 83.501% (21590/25856) 202/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.483 | Acc: 83.494% (21695/25984) 203/391 [=================================>...............................] Step: 333ms | Tot: 1m6s | Loss: 0.483 | Acc: 83.479% (21798/26112) 204/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.482 | Acc: 83.495% (21909/26240) 205/391 [==================================>..............................] Step: 320ms | Tot: 1m7s | Loss: 0.483 | Acc: 83.461% (22007/26368) 206/391 [==================================>..............................] Step: 328ms | Tot: 1m7s | Loss: 0.482 | Acc: 83.469% (22116/26496) 207/391 [==================================>..............................] Step: 319ms | Tot: 1m7s | Loss: 0.482 | Acc: 83.459% (22220/26624) 208/391 [==================================>..............................] Step: 328ms | Tot: 1m8s | Loss: 0.482 | Acc: 83.463% (22328/26752) 209/391 [==================================>..............................] Step: 327ms | Tot: 1m8s | Loss: 0.482 | Acc: 83.452% (22432/26880) 210/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 0.483 | Acc: 83.442% (22536/27008) 211/391 [===================================>.............................] Step: 327ms | Tot: 1m9s | Loss: 0.483 | Acc: 83.439% (22642/27136) 212/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.483 | Acc: 83.447% (22751/27264) 213/391 [===================================>.............................] Step: 320ms | Tot: 1m9s | Loss: 0.483 | Acc: 83.451% (22859/27392) 214/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.482 | Acc: 83.467% (22970/27520) 215/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.483 | Acc: 83.453% (23073/27648) 216/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.483 | Acc: 83.471% (23185/27776) 217/391 [====================================>............................] Step: 326ms | Tot: 1m10s | Loss: 0.483 | Acc: 83.479% (23294/27904) 218/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.483 | Acc: 83.469% (23398/28032) 219/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.483 | Acc: 83.469% (23505/28160) 220/391 [====================================>............................] Step: 321ms | Tot: 1m11s | Loss: 0.483 | Acc: 83.466% (23611/28288) 221/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.483 | Acc: 83.464% (23717/28416) 222/391 [====================================>............................] Step: 339ms | Tot: 1m12s | Loss: 0.483 | Acc: 83.468% (23825/28544) 223/391 [=====================================>...........................] Step: 329ms | Tot: 1m12s | Loss: 0.482 | Acc: 83.479% (23935/28672) 224/391 [=====================================>...........................] Step: 329ms | Tot: 1m13s | Loss: 0.482 | Acc: 83.479% (24042/28800) 225/391 [=====================================>...........................] Step: 336ms | Tot: 1m13s | Loss: 0.482 | Acc: 83.483% (24150/28928) 226/391 [=====================================>...........................] Step: 336ms | Tot: 1m13s | Loss: 0.482 | Acc: 83.494% (24260/29056) 227/391 [=====================================>...........................] Step: 325ms | Tot: 1m14s | Loss: 0.482 | Acc: 83.488% (24365/29184) 228/391 [=====================================>...........................] Step: 332ms | Tot: 1m14s | Loss: 0.481 | Acc: 83.498% (24475/29312) 229/391 [======================================>..........................] Step: 327ms | Tot: 1m14s | Loss: 0.482 | Acc: 83.475% (24575/29440) 230/391 [======================================>..........................] Step: 329ms | Tot: 1m15s | Loss: 0.481 | Acc: 83.516% (24694/29568) 231/391 [======================================>..........................] Step: 336ms | Tot: 1m15s | Loss: 0.481 | Acc: 83.516% (24801/29696) 232/391 [======================================>..........................] Step: 331ms | Tot: 1m15s | Loss: 0.481 | Acc: 83.543% (24916/29824) 233/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 0.481 | Acc: 83.544% (25023/29952) 234/391 [======================================>..........................] Step: 336ms | Tot: 1m16s | Loss: 0.481 | Acc: 83.534% (25127/30080) 235/391 [=======================================>.........................] Step: 332ms | Tot: 1m16s | Loss: 0.480 | Acc: 83.534% (25234/30208) 236/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.480 | Acc: 83.518% (25336/30336) 237/391 [=======================================>.........................] Step: 328ms | Tot: 1m17s | Loss: 0.481 | Acc: 83.499% (25437/30464) 238/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.481 | Acc: 83.496% (25543/30592) 239/391 [=======================================>.........................] Step: 322ms | Tot: 1m18s | Loss: 0.481 | Acc: 83.490% (25648/30720) 240/391 [=======================================>.........................] Step: 336ms | Tot: 1m18s | Loss: 0.481 | Acc: 83.484% (25753/30848) 241/391 [========================================>........................] Step: 330ms | Tot: 1m18s | Loss: 0.481 | Acc: 83.487% (25861/30976) 242/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.481 | Acc: 83.497% (25971/31104) 243/391 [========================================>........................] Step: 328ms | Tot: 1m19s | Loss: 0.482 | Acc: 83.462% (26067/31232) 244/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 0.481 | Acc: 83.466% (26175/31360) 245/391 [========================================>........................] Step: 323ms | Tot: 1m20s | Loss: 0.481 | Acc: 83.505% (26294/31488) 246/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.480 | Acc: 83.515% (26404/31616) 247/391 [=========================================>.......................] Step: 320ms | Tot: 1m20s | Loss: 0.480 | Acc: 83.524% (26514/31744) 248/391 [=========================================>.......................] Step: 320ms | Tot: 1m21s | Loss: 0.480 | Acc: 83.528% (26622/31872) 249/391 [=========================================>.......................] Step: 330ms | Tot: 1m21s | Loss: 0.479 | Acc: 83.553% (26737/32000) 250/391 [=========================================>.......................] Step: 321ms | Tot: 1m21s | Loss: 0.479 | Acc: 83.556% (26845/32128) 251/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 0.479 | Acc: 83.560% (26953/32256) 252/391 [=========================================>.......................] Step: 330ms | Tot: 1m22s | Loss: 0.479 | Acc: 83.566% (27062/32384) 253/391 [==========================================>......................] Step: 323ms | Tot: 1m22s | Loss: 0.479 | Acc: 83.569% (27170/32512) 254/391 [==========================================>......................] Step: 320ms | Tot: 1m23s | Loss: 0.479 | Acc: 83.566% (27276/32640) 255/391 [==========================================>......................] Step: 330ms | Tot: 1m23s | Loss: 0.479 | Acc: 83.563% (27382/32768) 256/391 [==========================================>......................] Step: 329ms | Tot: 1m23s | Loss: 0.479 | Acc: 83.569% (27491/32896) 257/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.479 | Acc: 83.566% (27597/33024) 258/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.480 | Acc: 83.561% (27702/33152) 259/391 [===========================================>.....................] Step: 329ms | Tot: 1m24s | Loss: 0.480 | Acc: 83.549% (27805/33280) 260/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.480 | Acc: 83.549% (27912/33408) 261/391 [===========================================>.....................] Step: 325ms | Tot: 1m25s | Loss: 0.480 | Acc: 83.552% (28020/33536) 262/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.480 | Acc: 83.555% (28128/33664) 263/391 [===========================================>.....................] Step: 322ms | Tot: 1m26s | Loss: 0.479 | Acc: 83.567% (28239/33792) 264/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 0.479 | Acc: 83.573% (28348/33920) 265/391 [============================================>....................] Step: 331ms | Tot: 1m26s | Loss: 0.479 | Acc: 83.561% (28451/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 0.479 | Acc: 83.582% (28565/34176) 267/391 [============================================>....................] Step: 325ms | Tot: 1m27s | Loss: 0.479 | Acc: 83.594% (28676/34304) 268/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.478 | Acc: 83.605% (28787/34432) 269/391 [============================================>....................] Step: 327ms | Tot: 1m28s | Loss: 0.479 | Acc: 83.597% (28891/34560) 270/391 [============================================>....................] Step: 325ms | Tot: 1m28s | Loss: 0.479 | Acc: 83.588% (28995/34688) 271/391 [=============================================>...................] Step: 338ms | Tot: 1m28s | Loss: 0.479 | Acc: 83.608% (29109/34816) 272/391 [=============================================>...................] Step: 333ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.602% (29214/34944) 273/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.602% (29321/35072) 274/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.611% (29431/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.479 | Acc: 83.580% (29527/35328) 276/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.480 | Acc: 83.574% (29632/35456) 277/391 [==============================================>..................] Step: 324ms | Tot: 1m30s | Loss: 0.480 | Acc: 83.580% (29741/35584) 278/391 [==============================================>..................] Step: 322ms | Tot: 1m30s | Loss: 0.480 | Acc: 83.580% (29848/35712) 279/391 [==============================================>..................] Step: 320ms | Tot: 1m31s | Loss: 0.480 | Acc: 83.580% (29955/35840) 280/391 [==============================================>..................] Step: 356ms | Tot: 1m31s | Loss: 0.480 | Acc: 83.577% (30061/35968) 281/391 [==============================================>..................] Step: 370ms | Tot: 1m32s | Loss: 0.480 | Acc: 83.577% (30168/36096) 282/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 0.480 | Acc: 83.569% (30272/36224) 283/391 [===============================================>.................] Step: 325ms | Tot: 1m32s | Loss: 0.480 | Acc: 83.566% (30378/36352) 284/391 [===============================================>.................] Step: 322ms | Tot: 1m32s | Loss: 0.480 | Acc: 83.572% (30487/36480) 285/391 [===============================================>.................] Step: 319ms | Tot: 1m33s | Loss: 0.481 | Acc: 83.547% (30585/36608) 286/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.480 | Acc: 83.556% (30695/36736) 287/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.480 | Acc: 83.556% (30802/36864) 288/391 [===============================================>.................] Step: 316ms | Tot: 1m34s | Loss: 0.480 | Acc: 83.559% (30910/36992) 289/391 [================================================>................] Step: 331ms | Tot: 1m34s | Loss: 0.480 | Acc: 83.548% (31013/37120) 290/391 [================================================>................] Step: 323ms | Tot: 1m34s | Loss: 0.480 | Acc: 83.556% (31123/37248) 291/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.481 | Acc: 83.540% (31224/37376) 292/391 [================================================>................] Step: 330ms | Tot: 1m35s | Loss: 0.481 | Acc: 83.538% (31330/37504) 293/391 [================================================>................] Step: 323ms | Tot: 1m35s | Loss: 0.481 | Acc: 83.535% (31436/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m36s | Loss: 0.481 | Acc: 83.517% (31536/37760) 295/391 [=================================================>...............] Step: 329ms | Tot: 1m36s | Loss: 0.481 | Acc: 83.517% (31643/37888) 296/391 [=================================================>...............] Step: 322ms | Tot: 1m36s | Loss: 0.481 | Acc: 83.525% (31753/38016) 297/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.481 | Acc: 83.528% (31861/38144) 298/391 [=================================================>...............] Step: 332ms | Tot: 1m37s | Loss: 0.481 | Acc: 83.521% (31965/38272) 299/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 0.482 | Acc: 83.516% (32070/38400) 300/391 [=================================================>...............] Step: 323ms | Tot: 1m38s | Loss: 0.482 | Acc: 83.513% (32176/38528) 301/391 [==================================================>..............] Step: 333ms | Tot: 1m38s | Loss: 0.482 | Acc: 83.498% (32277/38656) 302/391 [==================================================>..............] Step: 328ms | Tot: 1m38s | Loss: 0.482 | Acc: 83.504% (32386/38784) 303/391 [==================================================>..............] Step: 324ms | Tot: 1m39s | Loss: 0.481 | Acc: 83.512% (32496/38912) 304/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.481 | Acc: 83.502% (32599/39040) 305/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.481 | Acc: 83.497% (32704/39168) 306/391 [==================================================>..............] Step: 324ms | Tot: 1m40s | Loss: 0.481 | Acc: 83.489% (32808/39296) 307/391 [===================================================>.............] Step: 335ms | Tot: 1m40s | Loss: 0.481 | Acc: 83.508% (32922/39424) 308/391 [===================================================>.............] Step: 321ms | Tot: 1m40s | Loss: 0.481 | Acc: 83.488% (33021/39552) 309/391 [===================================================>.............] Step: 321ms | Tot: 1m41s | Loss: 0.482 | Acc: 83.453% (33114/39680) 310/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 0.482 | Acc: 83.458% (33223/39808) 311/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.482 | Acc: 83.449% (33326/39936) 312/391 [===================================================>.............] Step: 327ms | Tot: 1m42s | Loss: 0.482 | Acc: 83.456% (33436/40064) 313/391 [====================================================>............] Step: 325ms | Tot: 1m42s | Loss: 0.482 | Acc: 83.457% (33543/40192) 314/391 [====================================================>............] Step: 329ms | Tot: 1m42s | Loss: 0.482 | Acc: 83.462% (33652/40320) 315/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.482 | Acc: 83.450% (33754/40448) 316/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.482 | Acc: 83.438% (33856/40576) 317/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.482 | Acc: 83.439% (33963/40704) 318/391 [====================================================>............] Step: 329ms | Tot: 1m44s | Loss: 0.483 | Acc: 83.422% (34063/40832) 319/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.483 | Acc: 83.425% (34171/40960) 320/391 [=====================================================>...........] Step: 322ms | Tot: 1m44s | Loss: 0.483 | Acc: 83.426% (34278/41088) 321/391 [=====================================================>...........] Step: 331ms | Tot: 1m45s | Loss: 0.483 | Acc: 83.417% (34381/41216) 322/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.483 | Acc: 83.422% (34490/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.484 | Acc: 83.408% (34591/41472) 324/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.483 | Acc: 83.416% (34701/41600) 325/391 [======================================================>..........] Step: 325ms | Tot: 1m46s | Loss: 0.484 | Acc: 83.409% (34805/41728) 326/391 [======================================================>..........] Step: 324ms | Tot: 1m46s | Loss: 0.484 | Acc: 83.419% (34916/41856) 327/391 [======================================================>..........] Step: 323ms | Tot: 1m46s | Loss: 0.484 | Acc: 83.410% (35019/41984) 328/391 [======================================================>..........] Step: 330ms | Tot: 1m47s | Loss: 0.483 | Acc: 83.425% (35132/42112) 329/391 [======================================================>..........] Step: 335ms | Tot: 1m47s | Loss: 0.484 | Acc: 83.414% (35234/42240) 330/391 [======================================================>..........] Step: 335ms | Tot: 1m47s | Loss: 0.484 | Acc: 83.388% (35330/42368) 331/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.484 | Acc: 83.394% (35439/42496) 332/391 [=======================================================>.........] Step: 338ms | Tot: 1m48s | Loss: 0.484 | Acc: 83.390% (35544/42624) 333/391 [=======================================================>.........] Step: 335ms | Tot: 1m48s | Loss: 0.484 | Acc: 83.390% (35651/42752) 334/391 [=======================================================>.........] Step: 337ms | Tot: 1m49s | Loss: 0.484 | Acc: 83.384% (35755/42880) 335/391 [=======================================================>.........] Step: 336ms | Tot: 1m49s | Loss: 0.484 | Acc: 83.408% (35872/43008) 336/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.484 | Acc: 83.411% (35980/43136) 337/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.483 | Acc: 83.425% (36093/43264) 338/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.483 | Acc: 83.430% (36202/43392) 339/391 [========================================================>........] Step: 321ms | Tot: 1m50s | Loss: 0.483 | Acc: 83.426% (36307/43520) 340/391 [========================================================>........] Step: 319ms | Tot: 1m51s | Loss: 0.483 | Acc: 83.429% (36415/43648) 341/391 [========================================================>........] Step: 326ms | Tot: 1m51s | Loss: 0.483 | Acc: 83.434% (36524/43776) 342/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.483 | Acc: 83.439% (36633/43904) 343/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.483 | Acc: 83.453% (36746/44032) 344/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 0.483 | Acc: 83.451% (36852/44160) 345/391 [=========================================================>.......] Step: 322ms | Tot: 1m52s | Loss: 0.482 | Acc: 83.456% (36961/44288) 346/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.483 | Acc: 83.443% (37062/44416) 347/391 [=========================================================>.......] Step: 327ms | Tot: 1m53s | Loss: 0.483 | Acc: 83.443% (37169/44544) 348/391 [=========================================================>.......] Step: 320ms | Tot: 1m53s | Loss: 0.482 | Acc: 83.455% (37281/44672) 349/391 [==========================================================>......] Step: 321ms | Tot: 1m54s | Loss: 0.483 | Acc: 83.444% (37383/44800) 350/391 [==========================================================>......] Step: 329ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.454% (37494/44928) 351/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.482 | Acc: 83.463% (37605/45056) 352/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.482 | Acc: 83.468% (37714/45184) 353/391 [==========================================================>......] Step: 329ms | Tot: 1m55s | Loss: 0.481 | Acc: 83.488% (37830/45312) 354/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.481 | Acc: 83.501% (37943/45440) 355/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.481 | Acc: 83.499% (38049/45568) 356/391 [===========================================================>.....] Step: 330ms | Tot: 1m56s | Loss: 0.481 | Acc: 83.497% (38155/45696) 357/391 [===========================================================>.....] Step: 321ms | Tot: 1m56s | Loss: 0.481 | Acc: 83.496% (38261/45824) 358/391 [===========================================================>.....] Step: 328ms | Tot: 1m57s | Loss: 0.482 | Acc: 83.491% (38366/45952) 359/391 [===========================================================>.....] Step: 336ms | Tot: 1m57s | Loss: 0.482 | Acc: 83.496% (38475/46080) 360/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.482 | Acc: 83.488% (38578/46208) 361/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.481 | Acc: 83.503% (38692/46336) 362/391 [============================================================>....] Step: 326ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.488% (38792/46464) 363/391 [============================================================>....] Step: 320ms | Tot: 1m58s | Loss: 0.482 | Acc: 83.489% (38899/46592) 364/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.482 | Acc: 83.476% (39000/46720) 365/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.482 | Acc: 83.466% (39102/46848) 366/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.482 | Acc: 83.475% (39213/46976) 367/391 [=============================================================>...] Step: 322ms | Tot: 2m28ms | Loss: 0.482 | Acc: 83.488% (39326/47104) 368/391 [=============================================================>...] Step: 323ms | Tot: 2m352ms | Loss: 0.482 | Acc: 83.498% (39438/47232) 369/391 [=============================================================>...] Step: 323ms | Tot: 2m676ms | Loss: 0.482 | Acc: 83.495% (39543/47360) 370/391 [=============================================================>...] Step: 323ms | Tot: 2m999ms | Loss: 0.482 | Acc: 83.497% (39651/47488) 371/391 [=============================================================>...] Step: 319ms | Tot: 2m1s | Loss: 0.482 | Acc: 83.497% (39758/47616) 372/391 [=============================================================>...] Step: 360ms | Tot: 2m1s | Loss: 0.482 | Acc: 83.497% (39865/47744) 373/391 [==============================================================>..] Step: 370ms | Tot: 2m2s | Loss: 0.482 | Acc: 83.498% (39972/47872) 374/391 [==============================================================>..] Step: 326ms | Tot: 2m2s | Loss: 0.482 | Acc: 83.492% (40076/48000) 375/391 [==============================================================>..] Step: 319ms | Tot: 2m2s | Loss: 0.482 | Acc: 83.496% (40185/48128) 376/391 [==============================================================>..] Step: 317ms | Tot: 2m3s | Loss: 0.482 | Acc: 83.503% (40295/48256) 377/391 [==============================================================>..] Step: 316ms | Tot: 2m3s | Loss: 0.481 | Acc: 83.505% (40403/48384) 378/391 [==============================================================>..] Step: 320ms | Tot: 2m3s | Loss: 0.481 | Acc: 83.505% (40510/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m3s | Loss: 0.481 | Acc: 83.505% (40617/48640) 380/391 [===============================================================>.] Step: 316ms | Tot: 2m4s | Loss: 0.481 | Acc: 83.499% (40721/48768) 381/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.481 | Acc: 83.504% (40830/48896) 382/391 [===============================================================>.] Step: 317ms | Tot: 2m4s | Loss: 0.481 | Acc: 83.508% (40939/49024) 383/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.481 | Acc: 83.490% (41037/49152) 384/391 [===============================================================>.] Step: 322ms | Tot: 2m5s | Loss: 0.481 | Acc: 83.488% (41143/49280) 385/391 [================================================================>] Step: 317ms | Tot: 2m5s | Loss: 0.482 | Acc: 83.493% (41252/49408) 386/391 [================================================================>] Step: 316ms | Tot: 2m6s | Loss: 0.481 | Acc: 83.499% (41362/49536) 387/391 [================================================================>] Step: 326ms | Tot: 2m6s | Loss: 0.481 | Acc: 83.499% (41469/49664) 388/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.481 | Acc: 83.495% (41574/49792) 389/391 [================================================================>] Step: 313ms | Tot: 2m7s | Loss: 0.481 | Acc: 83.500% (41683/49920) 390/391 [================================================================>] Step: 307ms | Tot: 2m7s | Loss: 0.482 | Acc: 83.500% (41750/50000) 391/391 + [>................................................................] Step: 924ms | Tot: 2ms | Loss: 0.661 | Acc: 79.000% (79/100) 1/100 [>................................................................] Step: 261ms | Tot: 264ms | Loss: 0.627 | Acc: 80.000% (160/200) 2/100 [=>...............................................................] Step: 264ms | Tot: 528ms | Loss: 0.611 | Acc: 79.667% (239/300) 3/100 [=>...............................................................] Step: 255ms | Tot: 784ms | Loss: 0.607 | Acc: 79.750% (319/400) 4/100 [==>..............................................................] Step: 262ms | Tot: 1s46ms | Loss: 0.596 | Acc: 79.000% (395/500) 5/100 [===>.............................................................] Step: 262ms | Tot: 1s309ms | Loss: 0.554 | Acc: 80.667% (484/600) 6/100 [===>.............................................................] Step: 260ms | Tot: 1s569ms | Loss: 0.547 | Acc: 81.143% (568/700) 7/100 [====>............................................................] Step: 266ms | Tot: 1s836ms | Loss: 0.582 | Acc: 80.000% (640/800) 8/100 [=====>...........................................................] Step: 275ms | Tot: 2s111ms | Loss: 0.577 | Acc: 80.333% (723/900) 9/100 [=====>...........................................................] Step: 268ms | Tot: 2s379ms | Loss: 0.581 | Acc: 80.300% (803/1000) 10/100 [======>..........................................................] Step: 267ms | Tot: 2s647ms | Loss: 0.589 | Acc: 80.455% (885/1100) 11/100 [=======>.........................................................] Step: 270ms | Tot: 2s917ms | Loss: 0.591 | Acc: 80.083% (961/1200) 12/100 [=======>.........................................................] Step: 270ms | Tot: 3s188ms | Loss: 0.585 | Acc: 80.385% (1045/1300) 13/100 [========>........................................................] Step: 266ms | Tot: 3s454ms | Loss: 0.582 | Acc: 80.143% (1122/1400) 14/100 [=========>.......................................................] Step: 265ms | Tot: 3s720ms | Loss: 0.576 | Acc: 80.400% (1206/1500) 15/100 [=========>.......................................................] Step: 275ms | Tot: 3s995ms | Loss: 0.589 | Acc: 80.125% (1282/1600) 16/100 [==========>......................................................] Step: 272ms | Tot: 4s268ms | Loss: 0.588 | Acc: 80.412% (1367/1700) 17/100 [===========>.....................................................] Step: 278ms | Tot: 4s546ms | Loss: 0.590 | Acc: 80.389% (1447/1800) 18/100 [===========>.....................................................] Step: 264ms | Tot: 4s811ms | Loss: 0.591 | Acc: 80.105% (1522/1900) 19/100 [============>....................................................] Step: 271ms | Tot: 5s83ms | Loss: 0.589 | Acc: 79.950% (1599/2000) 20/100 [=============>...................................................] Step: 266ms | Tot: 5s349ms | Loss: 0.586 | Acc: 80.000% (1680/2100) 21/100 [=============>...................................................] Step: 269ms | Tot: 5s618ms | Loss: 0.585 | Acc: 80.000% (1760/2200) 22/100 [==============>..................................................] Step: 267ms | Tot: 5s886ms | Loss: 0.585 | Acc: 80.000% (1840/2300) 23/100 [==============>..................................................] Step: 272ms | Tot: 6s159ms | Loss: 0.588 | Acc: 79.917% (1918/2400) 24/100 [===============>.................................................] Step: 270ms | Tot: 6s430ms | Loss: 0.592 | Acc: 79.840% (1996/2500) 25/100 [================>................................................] Step: 270ms | Tot: 6s700ms | Loss: 0.598 | Acc: 79.769% (2074/2600) 26/100 [================>................................................] Step: 290ms | Tot: 6s991ms | Loss: 0.589 | Acc: 80.074% (2162/2700) 27/100 [=================>...............................................] Step: 266ms | Tot: 7s257ms | Loss: 0.589 | Acc: 80.036% (2241/2800) 28/100 [==================>..............................................] Step: 268ms | Tot: 7s526ms | Loss: 0.586 | Acc: 80.276% (2328/2900) 29/100 [==================>..............................................] Step: 267ms | Tot: 7s793ms | Loss: 0.584 | Acc: 80.367% (2411/3000) 30/100 [===================>.............................................] Step: 276ms | Tot: 8s69ms | Loss: 0.588 | Acc: 80.290% (2489/3100) 31/100 [====================>............................................] Step: 266ms | Tot: 8s336ms | Loss: 0.588 | Acc: 80.219% (2567/3200) 32/100 [====================>............................................] Step: 268ms | Tot: 8s604ms | Loss: 0.584 | Acc: 80.152% (2645/3300) 33/100 [=====================>...........................................] Step: 269ms | Tot: 8s873ms | Loss: 0.581 | Acc: 80.176% (2726/3400) 34/100 [======================>..........................................] Step: 274ms | Tot: 9s148ms | Loss: 0.583 | Acc: 80.171% (2806/3500) 35/100 [======================>..........................................] Step: 272ms | Tot: 9s420ms | Loss: 0.580 | Acc: 80.306% (2891/3600) 36/100 [=======================>.........................................] Step: 266ms | Tot: 9s686ms | Loss: 0.585 | Acc: 80.054% (2962/3700) 37/100 [========================>........................................] Step: 268ms | Tot: 9s954ms | Loss: 0.586 | Acc: 79.842% (3034/3800) 38/100 [========================>........................................] Step: 269ms | Tot: 10s224ms | Loss: 0.583 | Acc: 80.000% (3120/3900) 39/100 [=========================>.......................................] Step: 268ms | Tot: 10s492ms | Loss: 0.579 | Acc: 80.075% (3203/4000) 40/100 [==========================>......................................] Step: 266ms | Tot: 10s759ms | Loss: 0.578 | Acc: 80.171% (3287/4100) 41/100 [==========================>......................................] Step: 273ms | Tot: 11s33ms | Loss: 0.578 | Acc: 80.262% (3371/4200) 42/100 [===========================>.....................................] Step: 269ms | Tot: 11s302ms | Loss: 0.575 | Acc: 80.326% (3454/4300) 43/100 [===========================>.....................................] Step: 275ms | Tot: 11s578ms | Loss: 0.579 | Acc: 80.273% (3532/4400) 44/100 [============================>....................................] Step: 273ms | Tot: 11s851ms | Loss: 0.576 | Acc: 80.333% (3615/4500) 45/100 [=============================>...................................] Step: 276ms | Tot: 12s128ms | Loss: 0.573 | Acc: 80.457% (3701/4600) 46/100 [=============================>...................................] Step: 271ms | Tot: 12s399ms | Loss: 0.572 | Acc: 80.426% (3780/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s668ms | Loss: 0.573 | Acc: 80.396% (3859/4800) 48/100 [===============================>.................................] Step: 270ms | Tot: 12s938ms | Loss: 0.569 | Acc: 80.551% (3947/4900) 49/100 [===============================>.................................] Step: 268ms | Tot: 13s206ms | Loss: 0.571 | Acc: 80.400% (4020/5000) 50/100 [================================>................................] Step: 274ms | Tot: 13s481ms | Loss: 0.570 | Acc: 80.392% (4100/5100) 51/100 [=================================>...............................] Step: 271ms | Tot: 13s752ms | Loss: 0.570 | Acc: 80.462% (4184/5200) 52/100 [=================================>...............................] Step: 279ms | Tot: 14s32ms | Loss: 0.567 | Acc: 80.547% (4269/5300) 53/100 [==================================>..............................] Step: 271ms | Tot: 14s304ms | Loss: 0.565 | Acc: 80.685% (4357/5400) 54/100 [===================================>.............................] Step: 265ms | Tot: 14s570ms | Loss: 0.563 | Acc: 80.691% (4438/5500) 55/100 [===================================>.............................] Step: 266ms | Tot: 14s836ms | Loss: 0.566 | Acc: 80.589% (4513/5600) 56/100 [====================================>............................] Step: 274ms | Tot: 15s111ms | Loss: 0.567 | Acc: 80.561% (4592/5700) 57/100 [=====================================>...........................] Step: 263ms | Tot: 15s374ms | Loss: 0.568 | Acc: 80.586% (4674/5800) 58/100 [=====================================>...........................] Step: 266ms | Tot: 15s640ms | Loss: 0.572 | Acc: 80.373% (4742/5900) 59/100 [======================================>..........................] Step: 269ms | Tot: 15s910ms | Loss: 0.573 | Acc: 80.367% (4822/6000) 60/100 [=======================================>.........................] Step: 271ms | Tot: 16s181ms | Loss: 0.570 | Acc: 80.459% (4908/6100) 61/100 [=======================================>.........................] Step: 269ms | Tot: 16s450ms | Loss: 0.568 | Acc: 80.565% (4995/6200) 62/100 [========================================>........................] Step: 267ms | Tot: 16s717ms | Loss: 0.568 | Acc: 80.603% (5078/6300) 63/100 [========================================>........................] Step: 273ms | Tot: 16s991ms | Loss: 0.567 | Acc: 80.656% (5162/6400) 64/100 [=========================================>.......................] Step: 264ms | Tot: 17s255ms | Loss: 0.568 | Acc: 80.646% (5242/6500) 65/100 [==========================================>......................] Step: 267ms | Tot: 17s522ms | Loss: 0.568 | Acc: 80.576% (5318/6600) 66/100 [==========================================>......................] Step: 265ms | Tot: 17s788ms | Loss: 0.568 | Acc: 80.567% (5398/6700) 67/100 [===========================================>.....................] Step: 271ms | Tot: 18s60ms | Loss: 0.567 | Acc: 80.588% (5480/6800) 68/100 [============================================>....................] Step: 268ms | Tot: 18s328ms | Loss: 0.567 | Acc: 80.565% (5559/6900) 69/100 [============================================>....................] Step: 264ms | Tot: 18s592ms | Loss: 0.568 | Acc: 80.486% (5634/7000) 70/100 [=============================================>...................] Step: 265ms | Tot: 18s858ms | Loss: 0.569 | Acc: 80.493% (5715/7100) 71/100 [==============================================>..................] Step: 282ms | Tot: 19s141ms | Loss: 0.569 | Acc: 80.486% (5795/7200) 72/100 [==============================================>..................] Step: 273ms | Tot: 19s414ms | Loss: 0.568 | Acc: 80.575% (5882/7300) 73/100 [===============================================>.................] Step: 266ms | Tot: 19s680ms | Loss: 0.567 | Acc: 80.608% (5965/7400) 74/100 [================================================>................] Step: 272ms | Tot: 19s953ms | Loss: 0.567 | Acc: 80.573% (6043/7500) 75/100 [================================================>................] Step: 267ms | Tot: 20s220ms | Loss: 0.566 | Acc: 80.605% (6126/7600) 76/100 [=================================================>...............] Step: 269ms | Tot: 20s490ms | Loss: 0.566 | Acc: 80.610% (6207/7700) 77/100 [==================================================>..............] Step: 265ms | Tot: 20s756ms | Loss: 0.567 | Acc: 80.615% (6288/7800) 78/100 [==================================================>..............] Step: 271ms | Tot: 21s27ms | Loss: 0.567 | Acc: 80.608% (6368/7900) 79/100 [===================================================>.............] Step: 266ms | Tot: 21s293ms | Loss: 0.567 | Acc: 80.550% (6444/8000) 80/100 [====================================================>............] Step: 269ms | Tot: 21s563ms | Loss: 0.567 | Acc: 80.531% (6523/8100) 81/100 [====================================================>............] Step: 268ms | Tot: 21s831ms | Loss: 0.567 | Acc: 80.512% (6602/8200) 82/100 [=====================================================>...........] Step: 273ms | Tot: 22s104ms | Loss: 0.567 | Acc: 80.494% (6681/8300) 83/100 [=====================================================>...........] Step: 266ms | Tot: 22s371ms | Loss: 0.567 | Acc: 80.500% (6762/8400) 84/100 [======================================================>..........] Step: 267ms | Tot: 22s639ms | Loss: 0.568 | Acc: 80.435% (6837/8500) 85/100 [=======================================================>.........] Step: 270ms | Tot: 22s909ms | Loss: 0.571 | Acc: 80.395% (6914/8600) 86/100 [=======================================================>.........] Step: 300ms | Tot: 23s210ms | Loss: 0.572 | Acc: 80.322% (6988/8700) 87/100 [========================================================>........] Step: 307ms | Tot: 23s517ms | Loss: 0.574 | Acc: 80.273% (7064/8800) 88/100 [=========================================================>.......] Step: 287ms | Tot: 23s804ms | Loss: 0.574 | Acc: 80.303% (7147/8900) 89/100 [=========================================================>.......] Step: 275ms | Tot: 24s80ms | Loss: 0.575 | Acc: 80.278% (7225/9000) 90/100 [==========================================================>......] Step: 265ms | Tot: 24s346ms | Loss: 0.575 | Acc: 80.297% (7307/9100) 91/100 [===========================================================>.....] Step: 268ms | Tot: 24s614ms | Loss: 0.575 | Acc: 80.283% (7386/9200) 92/100 [===========================================================>.....] Step: 266ms | Tot: 24s881ms | Loss: 0.575 | Acc: 80.290% (7467/9300) 93/100 [============================================================>....] Step: 270ms | Tot: 25s151ms | Loss: 0.575 | Acc: 80.255% (7544/9400) 94/100 [=============================================================>...] Step: 268ms | Tot: 25s420ms | Loss: 0.574 | Acc: 80.263% (7625/9500) 95/100 [=============================================================>...] Step: 265ms | Tot: 25s685ms | Loss: 0.575 | Acc: 80.229% (7702/9600) 96/100 [==============================================================>..] Step: 269ms | Tot: 25s955ms | Loss: 0.575 | Acc: 80.247% (7784/9700) 97/100 [===============================================================>.] Step: 271ms | Tot: 26s226ms | Loss: 0.575 | Acc: 80.276% (7867/9800) 98/100 [===============================================================>.] Step: 272ms | Tot: 26s498ms | Loss: 0.575 | Acc: 80.283% (7948/9900) 99/100 [================================================================>] Step: 276ms | Tot: 26s775ms | Loss: 0.575 | Acc: 80.280% (8028/10000) 100/100 +Saving.. + +Epoch: 27 + [>................................................................] Step: 1s203ms | Tot: 2ms | Loss: 0.289 | Acc: 91.406% (117/128) 1/391 [>................................................................] Step: 346ms | Tot: 349ms | Loss: 0.343 | Acc: 89.062% (228/256) 2/391 [>................................................................] Step: 368ms | Tot: 717ms | Loss: 0.413 | Acc: 87.240% (335/384) 3/391 [>................................................................] Step: 346ms | Tot: 1s63ms | Loss: 0.433 | Acc: 85.938% (440/512) 4/391 [>................................................................] Step: 330ms | Tot: 1s394ms | Loss: 0.427 | Acc: 85.781% (549/640) 5/391 [>................................................................] Step: 331ms | Tot: 1s725ms | Loss: 0.423 | Acc: 85.938% (660/768) 6/391 [>................................................................] Step: 334ms | Tot: 2s60ms | Loss: 0.416 | Acc: 86.384% (774/896) 7/391 [=>...............................................................] Step: 343ms | Tot: 2s403ms | Loss: 0.432 | Acc: 85.645% (877/1024) 8/391 [=>...............................................................] Step: 331ms | Tot: 2s735ms | Loss: 0.436 | Acc: 85.677% (987/1152) 9/391 [=>...............................................................] Step: 334ms | Tot: 3s70ms | Loss: 0.434 | Acc: 86.016% (1101/1280) 10/391 [=>...............................................................] Step: 327ms | Tot: 3s398ms | Loss: 0.438 | Acc: 85.795% (1208/1408) 11/391 [=>...............................................................] Step: 331ms | Tot: 3s730ms | Loss: 0.442 | Acc: 85.547% (1314/1536) 12/391 [=>...............................................................] Step: 335ms | Tot: 4s65ms | Loss: 0.442 | Acc: 85.216% (1418/1664) 13/391 [==>..............................................................] Step: 330ms | Tot: 4s396ms | Loss: 0.440 | Acc: 85.045% (1524/1792) 14/391 [==>..............................................................] Step: 326ms | Tot: 4s722ms | Loss: 0.436 | Acc: 85.260% (1637/1920) 15/391 [==>..............................................................] Step: 334ms | Tot: 5s56ms | Loss: 0.439 | Acc: 85.156% (1744/2048) 16/391 [==>..............................................................] Step: 335ms | Tot: 5s392ms | Loss: 0.442 | Acc: 84.972% (1849/2176) 17/391 [==>..............................................................] Step: 332ms | Tot: 5s724ms | Loss: 0.451 | Acc: 84.418% (1945/2304) 18/391 [==>..............................................................] Step: 336ms | Tot: 6s60ms | Loss: 0.457 | Acc: 84.211% (2048/2432) 19/391 [===>.............................................................] Step: 330ms | Tot: 6s391ms | Loss: 0.458 | Acc: 84.180% (2155/2560) 20/391 [===>.............................................................] Step: 337ms | Tot: 6s728ms | Loss: 0.466 | Acc: 83.891% (2255/2688) 21/391 [===>.............................................................] Step: 336ms | Tot: 7s65ms | Loss: 0.465 | Acc: 84.020% (2366/2816) 22/391 [===>.............................................................] Step: 328ms | Tot: 7s393ms | Loss: 0.465 | Acc: 83.865% (2469/2944) 23/391 [===>.............................................................] Step: 327ms | Tot: 7s721ms | Loss: 0.466 | Acc: 83.887% (2577/3072) 24/391 [===>.............................................................] Step: 334ms | Tot: 8s56ms | Loss: 0.467 | Acc: 84.000% (2688/3200) 25/391 [====>............................................................] Step: 338ms | Tot: 8s395ms | Loss: 0.463 | Acc: 84.075% (2798/3328) 26/391 [====>............................................................] Step: 329ms | Tot: 8s724ms | Loss: 0.470 | Acc: 83.883% (2899/3456) 27/391 [====>............................................................] Step: 340ms | Tot: 9s65ms | Loss: 0.468 | Acc: 83.901% (3007/3584) 28/391 [====>............................................................] Step: 343ms | Tot: 9s408ms | Loss: 0.470 | Acc: 83.917% (3115/3712) 29/391 [====>............................................................] Step: 329ms | Tot: 9s738ms | Loss: 0.478 | Acc: 83.594% (3210/3840) 30/391 [====>............................................................] Step: 337ms | Tot: 10s75ms | Loss: 0.475 | Acc: 83.695% (3321/3968) 31/391 [=====>...........................................................] Step: 327ms | Tot: 10s403ms | Loss: 0.477 | Acc: 83.618% (3425/4096) 32/391 [=====>...........................................................] Step: 326ms | Tot: 10s729ms | Loss: 0.477 | Acc: 83.570% (3530/4224) 33/391 [=====>...........................................................] Step: 335ms | Tot: 11s64ms | Loss: 0.478 | Acc: 83.571% (3637/4352) 34/391 [=====>...........................................................] Step: 338ms | Tot: 11s403ms | Loss: 0.474 | Acc: 83.750% (3752/4480) 35/391 [=====>...........................................................] Step: 331ms | Tot: 11s735ms | Loss: 0.475 | Acc: 83.767% (3860/4608) 36/391 [=====>...........................................................] Step: 336ms | Tot: 12s71ms | Loss: 0.472 | Acc: 83.847% (3971/4736) 37/391 [======>..........................................................] Step: 328ms | Tot: 12s400ms | Loss: 0.472 | Acc: 83.861% (4079/4864) 38/391 [======>..........................................................] Step: 329ms | Tot: 12s729ms | Loss: 0.475 | Acc: 83.714% (4179/4992) 39/391 [======>..........................................................] Step: 335ms | Tot: 13s65ms | Loss: 0.475 | Acc: 83.711% (4286/5120) 40/391 [======>..........................................................] Step: 329ms | Tot: 13s395ms | Loss: 0.476 | Acc: 83.518% (4383/5248) 41/391 [======>..........................................................] Step: 328ms | Tot: 13s723ms | Loss: 0.479 | Acc: 83.352% (4481/5376) 42/391 [======>..........................................................] Step: 335ms | Tot: 14s58ms | Loss: 0.476 | Acc: 83.467% (4594/5504) 43/391 [=======>.........................................................] Step: 337ms | Tot: 14s396ms | Loss: 0.477 | Acc: 83.381% (4696/5632) 44/391 [=======>.........................................................] Step: 331ms | Tot: 14s727ms | Loss: 0.477 | Acc: 83.368% (4802/5760) 45/391 [=======>.........................................................] Step: 332ms | Tot: 15s59ms | Loss: 0.476 | Acc: 83.373% (4909/5888) 46/391 [=======>.........................................................] Step: 331ms | Tot: 15s390ms | Loss: 0.473 | Acc: 83.428% (5019/6016) 47/391 [=======>.........................................................] Step: 331ms | Tot: 15s721ms | Loss: 0.474 | Acc: 83.431% (5126/6144) 48/391 [=======>.........................................................] Step: 333ms | Tot: 16s54ms | Loss: 0.474 | Acc: 83.386% (5230/6272) 49/391 [========>........................................................] Step: 331ms | Tot: 16s386ms | Loss: 0.473 | Acc: 83.391% (5337/6400) 50/391 [========>........................................................] Step: 332ms | Tot: 16s718ms | Loss: 0.473 | Acc: 83.303% (5438/6528) 51/391 [========>........................................................] Step: 332ms | Tot: 17s51ms | Loss: 0.473 | Acc: 83.293% (5544/6656) 52/391 [========>........................................................] Step: 347ms | Tot: 17s399ms | Loss: 0.474 | Acc: 83.225% (5646/6784) 53/391 [========>........................................................] Step: 336ms | Tot: 17s735ms | Loss: 0.474 | Acc: 83.275% (5756/6912) 54/391 [========>........................................................] Step: 342ms | Tot: 18s77ms | Loss: 0.473 | Acc: 83.338% (5867/7040) 55/391 [=========>.......................................................] Step: 336ms | Tot: 18s414ms | Loss: 0.473 | Acc: 83.412% (5979/7168) 56/391 [=========>.......................................................] Step: 330ms | Tot: 18s744ms | Loss: 0.471 | Acc: 83.457% (6089/7296) 57/391 [=========>.......................................................] Step: 329ms | Tot: 19s74ms | Loss: 0.473 | Acc: 83.405% (6192/7424) 58/391 [=========>.......................................................] Step: 322ms | Tot: 19s396ms | Loss: 0.472 | Acc: 83.448% (6302/7552) 59/391 [=========>.......................................................] Step: 323ms | Tot: 19s720ms | Loss: 0.472 | Acc: 83.451% (6409/7680) 60/391 [=========>.......................................................] Step: 326ms | Tot: 20s46ms | Loss: 0.471 | Acc: 83.517% (6521/7808) 61/391 [==========>......................................................] Step: 334ms | Tot: 20s381ms | Loss: 0.471 | Acc: 83.518% (6628/7936) 62/391 [==========>......................................................] Step: 325ms | Tot: 20s707ms | Loss: 0.470 | Acc: 83.619% (6743/8064) 63/391 [==========>......................................................] Step: 326ms | Tot: 21s34ms | Loss: 0.469 | Acc: 83.655% (6853/8192) 64/391 [==========>......................................................] Step: 329ms | Tot: 21s364ms | Loss: 0.469 | Acc: 83.654% (6960/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s690ms | Loss: 0.469 | Acc: 83.677% (7069/8448) 66/391 [==========>......................................................] Step: 324ms | Tot: 22s14ms | Loss: 0.470 | Acc: 83.629% (7172/8576) 67/391 [===========>.....................................................] Step: 330ms | Tot: 22s344ms | Loss: 0.470 | Acc: 83.605% (7277/8704) 68/391 [===========>.....................................................] Step: 328ms | Tot: 22s673ms | Loss: 0.470 | Acc: 83.605% (7384/8832) 69/391 [===========>.....................................................] Step: 321ms | Tot: 22s995ms | Loss: 0.470 | Acc: 83.638% (7494/8960) 70/391 [===========>.....................................................] Step: 332ms | Tot: 23s328ms | Loss: 0.473 | Acc: 83.550% (7593/9088) 71/391 [===========>.....................................................] Step: 325ms | Tot: 23s654ms | Loss: 0.471 | Acc: 83.615% (7706/9216) 72/391 [===========>.....................................................] Step: 328ms | Tot: 23s983ms | Loss: 0.471 | Acc: 83.615% (7813/9344) 73/391 [============>....................................................] Step: 321ms | Tot: 24s305ms | Loss: 0.471 | Acc: 83.657% (7924/9472) 74/391 [============>....................................................] Step: 322ms | Tot: 24s627ms | Loss: 0.472 | Acc: 83.635% (8029/9600) 75/391 [============>....................................................] Step: 321ms | Tot: 24s949ms | Loss: 0.471 | Acc: 83.676% (8140/9728) 76/391 [============>....................................................] Step: 361ms | Tot: 25s310ms | Loss: 0.470 | Acc: 83.776% (8257/9856) 77/391 [============>....................................................] Step: 368ms | Tot: 25s679ms | Loss: 0.469 | Acc: 83.784% (8365/9984) 78/391 [============>....................................................] Step: 326ms | Tot: 26s5ms | Loss: 0.469 | Acc: 83.792% (8473/10112) 79/391 [=============>...................................................] Step: 332ms | Tot: 26s337ms | Loss: 0.467 | Acc: 83.857% (8587/10240) 80/391 [=============>...................................................] Step: 326ms | Tot: 26s663ms | Loss: 0.466 | Acc: 83.893% (8698/10368) 81/391 [=============>...................................................] Step: 325ms | Tot: 26s989ms | Loss: 0.465 | Acc: 83.918% (8808/10496) 82/391 [=============>...................................................] Step: 332ms | Tot: 27s322ms | Loss: 0.465 | Acc: 83.904% (8914/10624) 83/391 [=============>...................................................] Step: 334ms | Tot: 27s656ms | Loss: 0.467 | Acc: 83.826% (9013/10752) 84/391 [=============>...................................................] Step: 338ms | Tot: 27s994ms | Loss: 0.467 | Acc: 83.833% (9121/10880) 85/391 [==============>..................................................] Step: 332ms | Tot: 28s326ms | Loss: 0.466 | Acc: 83.866% (9232/11008) 86/391 [==============>..................................................] Step: 332ms | Tot: 28s659ms | Loss: 0.467 | Acc: 83.836% (9336/11136) 87/391 [==============>..................................................] Step: 332ms | Tot: 28s991ms | Loss: 0.465 | Acc: 83.878% (9448/11264) 88/391 [==============>..................................................] Step: 341ms | Tot: 29s332ms | Loss: 0.464 | Acc: 83.910% (9559/11392) 89/391 [==============>..................................................] Step: 333ms | Tot: 29s666ms | Loss: 0.463 | Acc: 83.958% (9672/11520) 90/391 [==============>..................................................] Step: 332ms | Tot: 29s998ms | Loss: 0.462 | Acc: 83.946% (9778/11648) 91/391 [===============>.................................................] Step: 333ms | Tot: 30s332ms | Loss: 0.461 | Acc: 84.018% (9894/11776) 92/391 [===============>.................................................] Step: 332ms | Tot: 30s664ms | Loss: 0.460 | Acc: 84.064% (10007/11904) 93/391 [===============>.................................................] Step: 334ms | Tot: 30s998ms | Loss: 0.460 | Acc: 84.076% (10116/12032) 94/391 [===============>.................................................] Step: 330ms | Tot: 31s328ms | Loss: 0.459 | Acc: 84.104% (10227/12160) 95/391 [===============>.................................................] Step: 332ms | Tot: 31s661ms | Loss: 0.460 | Acc: 84.098% (10334/12288) 96/391 [===============>.................................................] Step: 336ms | Tot: 31s998ms | Loss: 0.460 | Acc: 84.125% (10445/12416) 97/391 [================>................................................] Step: 350ms | Tot: 32s348ms | Loss: 0.460 | Acc: 84.112% (10551/12544) 98/391 [================>................................................] Step: 336ms | Tot: 32s685ms | Loss: 0.459 | Acc: 84.130% (10661/12672) 99/391 [================>................................................] Step: 335ms | Tot: 33s21ms | Loss: 0.458 | Acc: 84.148% (10771/12800) 100/391 [================>................................................] Step: 331ms | Tot: 33s352ms | Loss: 0.459 | Acc: 84.120% (10875/12928) 101/391 [================>................................................] Step: 335ms | Tot: 33s688ms | Loss: 0.459 | Acc: 84.122% (10983/13056) 102/391 [================>................................................] Step: 342ms | Tot: 34s30ms | Loss: 0.460 | Acc: 84.094% (11087/13184) 103/391 [=================>...............................................] Step: 331ms | Tot: 34s361ms | Loss: 0.461 | Acc: 84.082% (11193/13312) 104/391 [=================>...............................................] Step: 338ms | Tot: 34s700ms | Loss: 0.462 | Acc: 84.040% (11295/13440) 105/391 [=================>...............................................] Step: 341ms | Tot: 35s41ms | Loss: 0.462 | Acc: 84.073% (11407/13568) 106/391 [=================>...............................................] Step: 348ms | Tot: 35s390ms | Loss: 0.462 | Acc: 84.068% (11514/13696) 107/391 [=================>...............................................] Step: 345ms | Tot: 35s735ms | Loss: 0.461 | Acc: 84.093% (11625/13824) 108/391 [=================>...............................................] Step: 359ms | Tot: 36s95ms | Loss: 0.461 | Acc: 84.081% (11731/13952) 109/391 [==================>..............................................] Step: 332ms | Tot: 36s427ms | Loss: 0.461 | Acc: 84.070% (11837/14080) 110/391 [==================>..............................................] Step: 323ms | Tot: 36s751ms | Loss: 0.461 | Acc: 84.072% (11945/14208) 111/391 [==================>..............................................] Step: 332ms | Tot: 37s83ms | Loss: 0.460 | Acc: 84.124% (12060/14336) 112/391 [==================>..............................................] Step: 334ms | Tot: 37s418ms | Loss: 0.459 | Acc: 84.175% (12175/14464) 113/391 [==================>..............................................] Step: 329ms | Tot: 37s747ms | Loss: 0.458 | Acc: 84.211% (12288/14592) 114/391 [==================>..............................................] Step: 330ms | Tot: 38s78ms | Loss: 0.459 | Acc: 84.198% (12394/14720) 115/391 [===================>.............................................] Step: 333ms | Tot: 38s411ms | Loss: 0.460 | Acc: 84.173% (12498/14848) 116/391 [===================>.............................................] Step: 323ms | Tot: 38s735ms | Loss: 0.459 | Acc: 84.201% (12610/14976) 117/391 [===================>.............................................] Step: 331ms | Tot: 39s66ms | Loss: 0.460 | Acc: 84.183% (12715/15104) 118/391 [===================>.............................................] Step: 329ms | Tot: 39s396ms | Loss: 0.459 | Acc: 84.204% (12826/15232) 119/391 [===================>.............................................] Step: 335ms | Tot: 39s732ms | Loss: 0.460 | Acc: 84.180% (12930/15360) 120/391 [===================>.............................................] Step: 331ms | Tot: 40s63ms | Loss: 0.461 | Acc: 84.181% (13038/15488) 121/391 [====================>............................................] Step: 320ms | Tot: 40s383ms | Loss: 0.463 | Acc: 84.119% (13136/15616) 122/391 [====================>............................................] Step: 320ms | Tot: 40s704ms | Loss: 0.463 | Acc: 84.121% (13244/15744) 123/391 [====================>............................................] Step: 324ms | Tot: 41s29ms | Loss: 0.461 | Acc: 84.186% (13362/15872) 124/391 [====================>............................................] Step: 333ms | Tot: 41s362ms | Loss: 0.461 | Acc: 84.225% (13476/16000) 125/391 [====================>............................................] Step: 326ms | Tot: 41s688ms | Loss: 0.462 | Acc: 84.195% (13579/16128) 126/391 [====================>............................................] Step: 325ms | Tot: 42s14ms | Loss: 0.461 | Acc: 84.221% (13691/16256) 127/391 [=====================>...........................................] Step: 324ms | Tot: 42s339ms | Loss: 0.461 | Acc: 84.247% (13803/16384) 128/391 [=====================>...........................................] Step: 324ms | Tot: 42s663ms | Loss: 0.459 | Acc: 84.302% (13920/16512) 129/391 [=====================>...........................................] Step: 324ms | Tot: 42s988ms | Loss: 0.458 | Acc: 84.333% (14033/16640) 130/391 [=====================>...........................................] Step: 323ms | Tot: 43s312ms | Loss: 0.458 | Acc: 84.351% (14144/16768) 131/391 [=====================>...........................................] Step: 326ms | Tot: 43s638ms | Loss: 0.459 | Acc: 84.304% (14244/16896) 132/391 [=====================>...........................................] Step: 324ms | Tot: 43s962ms | Loss: 0.460 | Acc: 84.293% (14350/17024) 133/391 [======================>..........................................] Step: 334ms | Tot: 44s296ms | Loss: 0.460 | Acc: 84.270% (14454/17152) 134/391 [======================>..........................................] Step: 327ms | Tot: 44s624ms | Loss: 0.461 | Acc: 84.242% (14557/17280) 135/391 [======================>..........................................] Step: 324ms | Tot: 44s948ms | Loss: 0.461 | Acc: 84.226% (14662/17408) 136/391 [======================>..........................................] Step: 327ms | Tot: 45s276ms | Loss: 0.461 | Acc: 84.221% (14769/17536) 137/391 [======================>..........................................] Step: 326ms | Tot: 45s603ms | Loss: 0.460 | Acc: 84.262% (14884/17664) 138/391 [======================>..........................................] Step: 321ms | Tot: 45s924ms | Loss: 0.461 | Acc: 84.234% (14987/17792) 139/391 [=======================>.........................................] Step: 327ms | Tot: 46s252ms | Loss: 0.461 | Acc: 84.247% (15097/17920) 140/391 [=======================>.........................................] Step: 324ms | Tot: 46s576ms | Loss: 0.460 | Acc: 84.281% (15211/18048) 141/391 [=======================>.........................................] Step: 320ms | Tot: 46s897ms | Loss: 0.460 | Acc: 84.292% (15321/18176) 142/391 [=======================>.........................................] Step: 336ms | Tot: 47s233ms | Loss: 0.461 | Acc: 84.266% (15424/18304) 143/391 [=======================>.........................................] Step: 329ms | Tot: 47s563ms | Loss: 0.461 | Acc: 84.250% (15529/18432) 144/391 [=======================>.........................................] Step: 323ms | Tot: 47s887ms | Loss: 0.461 | Acc: 84.256% (15638/18560) 145/391 [========================>........................................] Step: 331ms | Tot: 48s218ms | Loss: 0.462 | Acc: 84.225% (15740/18688) 146/391 [========================>........................................] Step: 329ms | Tot: 48s548ms | Loss: 0.461 | Acc: 84.258% (15854/18816) 147/391 [========================>........................................] Step: 326ms | Tot: 48s874ms | Loss: 0.461 | Acc: 84.232% (15957/18944) 148/391 [========================>........................................] Step: 329ms | Tot: 49s204ms | Loss: 0.462 | Acc: 84.202% (16059/19072) 149/391 [========================>........................................] Step: 324ms | Tot: 49s529ms | Loss: 0.462 | Acc: 84.188% (16164/19200) 150/391 [========================>........................................] Step: 324ms | Tot: 49s853ms | Loss: 0.463 | Acc: 84.173% (16269/19328) 151/391 [=========================>.......................................] Step: 342ms | Tot: 50s196ms | Loss: 0.462 | Acc: 84.175% (16377/19456) 152/391 [=========================>.......................................] Step: 331ms | Tot: 50s527ms | Loss: 0.462 | Acc: 84.171% (16484/19584) 153/391 [=========================>.......................................] Step: 330ms | Tot: 50s858ms | Loss: 0.463 | Acc: 84.152% (16588/19712) 154/391 [=========================>.......................................] Step: 327ms | Tot: 51s186ms | Loss: 0.463 | Acc: 84.133% (16692/19840) 155/391 [=========================>.......................................] Step: 325ms | Tot: 51s511ms | Loss: 0.464 | Acc: 84.070% (16787/19968) 156/391 [=========================>.......................................] Step: 321ms | Tot: 51s832ms | Loss: 0.465 | Acc: 84.032% (16887/20096) 157/391 [==========================>......................................] Step: 329ms | Tot: 52s162ms | Loss: 0.466 | Acc: 84.024% (16993/20224) 158/391 [==========================>......................................] Step: 323ms | Tot: 52s486ms | Loss: 0.466 | Acc: 84.016% (17099/20352) 159/391 [==========================>......................................] Step: 320ms | Tot: 52s807ms | Loss: 0.466 | Acc: 84.019% (17207/20480) 160/391 [==========================>......................................] Step: 341ms | Tot: 53s148ms | Loss: 0.466 | Acc: 83.987% (17308/20608) 161/391 [==========================>......................................] Step: 326ms | Tot: 53s474ms | Loss: 0.467 | Acc: 83.989% (17416/20736) 162/391 [==========================>......................................] Step: 320ms | Tot: 53s795ms | Loss: 0.467 | Acc: 83.996% (17525/20864) 163/391 [===========================>.....................................] Step: 328ms | Tot: 54s123ms | Loss: 0.466 | Acc: 83.999% (17633/20992) 164/391 [===========================>.....................................] Step: 320ms | Tot: 54s443ms | Loss: 0.466 | Acc: 84.006% (17742/21120) 165/391 [===========================>.....................................] Step: 321ms | Tot: 54s765ms | Loss: 0.464 | Acc: 84.064% (17862/21248) 166/391 [===========================>.....................................] Step: 330ms | Tot: 55s95ms | Loss: 0.464 | Acc: 84.052% (17967/21376) 167/391 [===========================>.....................................] Step: 367ms | Tot: 55s463ms | Loss: 0.464 | Acc: 84.054% (18075/21504) 168/391 [===========================>.....................................] Step: 359ms | Tot: 55s823ms | Loss: 0.464 | Acc: 84.065% (18185/21632) 169/391 [============================>....................................] Step: 336ms | Tot: 56s159ms | Loss: 0.465 | Acc: 84.072% (18294/21760) 170/391 [============================>....................................] Step: 329ms | Tot: 56s489ms | Loss: 0.465 | Acc: 84.032% (18393/21888) 171/391 [============================>....................................] Step: 322ms | Tot: 56s811ms | Loss: 0.465 | Acc: 84.039% (18502/22016) 172/391 [============================>....................................] Step: 327ms | Tot: 57s139ms | Loss: 0.464 | Acc: 84.050% (18612/22144) 173/391 [============================>....................................] Step: 324ms | Tot: 57s463ms | Loss: 0.465 | Acc: 84.038% (18717/22272) 174/391 [============================>....................................] Step: 320ms | Tot: 57s783ms | Loss: 0.464 | Acc: 84.045% (18826/22400) 175/391 [=============================>...................................] Step: 328ms | Tot: 58s112ms | Loss: 0.464 | Acc: 84.073% (18940/22528) 176/391 [=============================>...................................] Step: 320ms | Tot: 58s433ms | Loss: 0.464 | Acc: 84.106% (19055/22656) 177/391 [=============================>...................................] Step: 322ms | Tot: 58s756ms | Loss: 0.464 | Acc: 84.098% (19161/22784) 178/391 [=============================>...................................] Step: 335ms | Tot: 59s91ms | Loss: 0.463 | Acc: 84.117% (19273/22912) 179/391 [=============================>...................................] Step: 324ms | Tot: 59s416ms | Loss: 0.463 | Acc: 84.102% (19377/23040) 180/391 [=============================>...................................] Step: 320ms | Tot: 59s736ms | Loss: 0.464 | Acc: 84.103% (19485/23168) 181/391 [==============================>..................................] Step: 329ms | Tot: 1m65ms | Loss: 0.464 | Acc: 84.109% (19594/23296) 182/391 [==============================>..................................] Step: 322ms | Tot: 1m388ms | Loss: 0.464 | Acc: 84.106% (19701/23424) 183/391 [==============================>..................................] Step: 325ms | Tot: 1m713ms | Loss: 0.465 | Acc: 84.069% (19800/23552) 184/391 [==============================>..................................] Step: 323ms | Tot: 1m1s | Loss: 0.465 | Acc: 84.058% (19905/23680) 185/391 [==============================>..................................] Step: 323ms | Tot: 1m1s | Loss: 0.465 | Acc: 84.073% (20016/23808) 186/391 [==============================>..................................] Step: 326ms | Tot: 1m1s | Loss: 0.465 | Acc: 84.070% (20123/23936) 187/391 [===============================>.................................] Step: 333ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.063% (20229/24064) 188/391 [===============================>.................................] Step: 325ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.048% (20333/24192) 189/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.046% (20440/24320) 190/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.466 | Acc: 84.023% (20542/24448) 191/391 [===============================>.................................] Step: 320ms | Tot: 1m3s | Loss: 0.466 | Acc: 84.013% (20647/24576) 192/391 [===============================>.................................] Step: 324ms | Tot: 1m3s | Loss: 0.466 | Acc: 83.994% (20750/24704) 193/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.466 | Acc: 84.005% (20860/24832) 194/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.010% (20969/24960) 195/391 [================================>................................] Step: 325ms | Tot: 1m4s | Loss: 0.465 | Acc: 83.992% (21072/25088) 196/391 [================================>................................] Step: 336ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.002% (21182/25216) 197/391 [================================>................................] Step: 327ms | Tot: 1m5s | Loss: 0.465 | Acc: 84.012% (21292/25344) 198/391 [================================>................................] Step: 324ms | Tot: 1m5s | Loss: 0.466 | Acc: 84.002% (21397/25472) 199/391 [=================================>...............................] Step: 321ms | Tot: 1m5s | Loss: 0.466 | Acc: 83.988% (21501/25600) 200/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.466 | Acc: 83.967% (21603/25728) 201/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.466 | Acc: 83.973% (21712/25856) 202/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.467 | Acc: 83.956% (21815/25984) 203/391 [=================================>...............................] Step: 327ms | Tot: 1m7s | Loss: 0.467 | Acc: 83.938% (21918/26112) 204/391 [=================================>...............................] Step: 326ms | Tot: 1m7s | Loss: 0.467 | Acc: 83.941% (22026/26240) 205/391 [==================================>..............................] Step: 332ms | Tot: 1m7s | Loss: 0.467 | Acc: 83.939% (22133/26368) 206/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.467 | Acc: 83.903% (22231/26496) 207/391 [==================================>..............................] Step: 323ms | Tot: 1m8s | Loss: 0.467 | Acc: 83.921% (22343/26624) 208/391 [==================================>..............................] Step: 321ms | Tot: 1m8s | Loss: 0.467 | Acc: 83.893% (22443/26752) 209/391 [==================================>..............................] Step: 328ms | Tot: 1m9s | Loss: 0.467 | Acc: 83.899% (22552/26880) 210/391 [==================================>..............................] Step: 325ms | Tot: 1m9s | Loss: 0.468 | Acc: 83.871% (22652/27008) 211/391 [===================================>.............................] Step: 333ms | Tot: 1m9s | Loss: 0.468 | Acc: 83.841% (22751/27136) 212/391 [===================================>.............................] Step: 329ms | Tot: 1m10s | Loss: 0.468 | Acc: 83.821% (22853/27264) 213/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.468 | Acc: 83.827% (22962/27392) 214/391 [===================================>.............................] Step: 331ms | Tot: 1m10s | Loss: 0.469 | Acc: 83.794% (23060/27520) 215/391 [===================================>.............................] Step: 338ms | Tot: 1m11s | Loss: 0.469 | Acc: 83.789% (23166/27648) 216/391 [===================================>.............................] Step: 322ms | Tot: 1m11s | Loss: 0.469 | Acc: 83.788% (23273/27776) 217/391 [====================================>............................] Step: 320ms | Tot: 1m11s | Loss: 0.469 | Acc: 83.784% (23379/27904) 218/391 [====================================>............................] Step: 329ms | Tot: 1m12s | Loss: 0.470 | Acc: 83.776% (23484/28032) 219/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.470 | Acc: 83.768% (23589/28160) 220/391 [====================================>............................] Step: 318ms | Tot: 1m12s | Loss: 0.469 | Acc: 83.785% (23701/28288) 221/391 [====================================>............................] Step: 329ms | Tot: 1m13s | Loss: 0.470 | Acc: 83.770% (23804/28416) 222/391 [====================================>............................] Step: 323ms | Tot: 1m13s | Loss: 0.470 | Acc: 83.762% (23909/28544) 223/391 [=====================================>...........................] Step: 330ms | Tot: 1m13s | Loss: 0.470 | Acc: 83.761% (24016/28672) 224/391 [=====================================>...........................] Step: 332ms | Tot: 1m14s | Loss: 0.470 | Acc: 83.747% (24119/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.470 | Acc: 83.756% (24229/28928) 226/391 [=====================================>...........................] Step: 334ms | Tot: 1m14s | Loss: 0.470 | Acc: 83.762% (24338/29056) 227/391 [=====================================>...........................] Step: 330ms | Tot: 1m15s | Loss: 0.469 | Acc: 83.769% (24447/29184) 228/391 [=====================================>...........................] Step: 328ms | Tot: 1m15s | Loss: 0.469 | Acc: 83.781% (24558/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.469 | Acc: 83.791% (24668/29440) 230/391 [======================================>..........................] Step: 335ms | Tot: 1m16s | Loss: 0.468 | Acc: 83.790% (24775/29568) 231/391 [======================================>..........................] Step: 329ms | Tot: 1m16s | Loss: 0.469 | Acc: 83.786% (24881/29696) 232/391 [======================================>..........................] Step: 335ms | Tot: 1m16s | Loss: 0.469 | Acc: 83.771% (24984/29824) 233/391 [======================================>..........................] Step: 336ms | Tot: 1m17s | Loss: 0.469 | Acc: 83.777% (25093/29952) 234/391 [======================================>..........................] Step: 325ms | Tot: 1m17s | Loss: 0.470 | Acc: 83.757% (25194/30080) 235/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.470 | Acc: 83.743% (25297/30208) 236/391 [=======================================>.........................] Step: 332ms | Tot: 1m18s | Loss: 0.470 | Acc: 83.759% (25409/30336) 237/391 [=======================================>.........................] Step: 327ms | Tot: 1m18s | Loss: 0.469 | Acc: 83.764% (25518/30464) 238/391 [=======================================>.........................] Step: 324ms | Tot: 1m18s | Loss: 0.470 | Acc: 83.741% (25618/30592) 239/391 [=======================================>.........................] Step: 330ms | Tot: 1m19s | Loss: 0.469 | Acc: 83.766% (25733/30720) 240/391 [=======================================>.........................] Step: 325ms | Tot: 1m19s | Loss: 0.470 | Acc: 83.762% (25839/30848) 241/391 [========================================>........................] Step: 331ms | Tot: 1m19s | Loss: 0.470 | Acc: 83.742% (25940/30976) 242/391 [========================================>........................] Step: 329ms | Tot: 1m20s | Loss: 0.470 | Acc: 83.742% (26047/31104) 243/391 [========================================>........................] Step: 322ms | Tot: 1m20s | Loss: 0.470 | Acc: 83.747% (26156/31232) 244/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.470 | Acc: 83.737% (26260/31360) 245/391 [========================================>........................] Step: 327ms | Tot: 1m21s | Loss: 0.470 | Acc: 83.743% (26369/31488) 246/391 [========================================>........................] Step: 327ms | Tot: 1m21s | Loss: 0.470 | Acc: 83.742% (26476/31616) 247/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.470 | Acc: 83.758% (26588/31744) 248/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.469 | Acc: 83.779% (26702/31872) 249/391 [=========================================>.......................] Step: 330ms | Tot: 1m22s | Loss: 0.470 | Acc: 83.766% (26805/32000) 250/391 [=========================================>.......................] Step: 338ms | Tot: 1m22s | Loss: 0.470 | Acc: 83.762% (26911/32128) 251/391 [=========================================>.......................] Step: 333ms | Tot: 1m23s | Loss: 0.470 | Acc: 83.755% (27016/32256) 252/391 [=========================================>.......................] Step: 328ms | Tot: 1m23s | Loss: 0.470 | Acc: 83.757% (27124/32384) 253/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.470 | Acc: 83.723% (27220/32512) 254/391 [==========================================>......................] Step: 330ms | Tot: 1m23s | Loss: 0.469 | Acc: 83.756% (27338/32640) 255/391 [==========================================>......................] Step: 326ms | Tot: 1m24s | Loss: 0.469 | Acc: 83.752% (27444/32768) 256/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.469 | Acc: 83.755% (27552/32896) 257/391 [==========================================>......................] Step: 331ms | Tot: 1m24s | Loss: 0.469 | Acc: 83.757% (27660/33024) 258/391 [==========================================>......................] Step: 371ms | Tot: 1m25s | Loss: 0.469 | Acc: 83.766% (27770/33152) 259/391 [===========================================>.....................] Step: 370ms | Tot: 1m25s | Loss: 0.469 | Acc: 83.768% (27878/33280) 260/391 [===========================================>.....................] Step: 332ms | Tot: 1m26s | Loss: 0.468 | Acc: 83.785% (27991/33408) 261/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.469 | Acc: 83.776% (28095/33536) 262/391 [===========================================>.....................] Step: 327ms | Tot: 1m26s | Loss: 0.469 | Acc: 83.775% (28202/33664) 263/391 [===========================================>.....................] Step: 327ms | Tot: 1m27s | Loss: 0.469 | Acc: 83.762% (28305/33792) 264/391 [===========================================>.....................] Step: 320ms | Tot: 1m27s | Loss: 0.469 | Acc: 83.756% (28410/33920) 265/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.469 | Acc: 83.773% (28523/34048) 266/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.470 | Acc: 83.755% (28624/34176) 267/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.470 | Acc: 83.748% (28729/34304) 268/391 [============================================>....................] Step: 334ms | Tot: 1m28s | Loss: 0.470 | Acc: 83.751% (28837/34432) 269/391 [============================================>....................] Step: 328ms | Tot: 1m28s | Loss: 0.470 | Acc: 83.738% (28940/34560) 270/391 [============================================>....................] Step: 324ms | Tot: 1m29s | Loss: 0.470 | Acc: 83.735% (29046/34688) 271/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.471 | Acc: 83.726% (29150/34816) 272/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.471 | Acc: 83.714% (29253/34944) 273/391 [=============================================>...................] Step: 329ms | Tot: 1m30s | Loss: 0.471 | Acc: 83.716% (29361/35072) 274/391 [=============================================>...................] Step: 326ms | Tot: 1m30s | Loss: 0.472 | Acc: 83.716% (29468/35200) 275/391 [=============================================>...................] Step: 324ms | Tot: 1m30s | Loss: 0.472 | Acc: 83.721% (29577/35328) 276/391 [=============================================>...................] Step: 329ms | Tot: 1m31s | Loss: 0.471 | Acc: 83.718% (29683/35456) 277/391 [==============================================>..................] Step: 340ms | Tot: 1m31s | Loss: 0.472 | Acc: 83.715% (29789/35584) 278/391 [==============================================>..................] Step: 344ms | Tot: 1m31s | Loss: 0.471 | Acc: 83.725% (29900/35712) 279/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.471 | Acc: 83.742% (30013/35840) 280/391 [==============================================>..................] Step: 333ms | Tot: 1m32s | Loss: 0.471 | Acc: 83.738% (30119/35968) 281/391 [==============================================>..................] Step: 333ms | Tot: 1m32s | Loss: 0.471 | Acc: 83.743% (30228/36096) 282/391 [==============================================>..................] Step: 336ms | Tot: 1m33s | Loss: 0.471 | Acc: 83.729% (30330/36224) 283/391 [===============================================>.................] Step: 336ms | Tot: 1m33s | Loss: 0.472 | Acc: 83.718% (30433/36352) 284/391 [===============================================>.................] Step: 334ms | Tot: 1m33s | Loss: 0.472 | Acc: 83.712% (30538/36480) 285/391 [===============================================>.................] Step: 335ms | Tot: 1m34s | Loss: 0.471 | Acc: 83.722% (30649/36608) 286/391 [===============================================>.................] Step: 345ms | Tot: 1m34s | Loss: 0.471 | Acc: 83.730% (30759/36736) 287/391 [===============================================>.................] Step: 336ms | Tot: 1m34s | Loss: 0.471 | Acc: 83.743% (30871/36864) 288/391 [===============================================>.................] Step: 349ms | Tot: 1m35s | Loss: 0.472 | Acc: 83.718% (30969/36992) 289/391 [================================================>................] Step: 344ms | Tot: 1m35s | Loss: 0.472 | Acc: 83.699% (31069/37120) 290/391 [================================================>................] Step: 340ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.693% (31174/37248) 291/391 [================================================>................] Step: 329ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.695% (31282/37376) 292/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.698% (31390/37504) 293/391 [================================================>................] Step: 328ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.681% (31491/37632) 294/391 [================================================>................] Step: 328ms | Tot: 1m37s | Loss: 0.472 | Acc: 83.665% (31592/37760) 295/391 [=================================================>...............] Step: 331ms | Tot: 1m37s | Loss: 0.473 | Acc: 83.668% (31700/37888) 296/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.473 | Acc: 83.670% (31808/38016) 297/391 [=================================================>...............] Step: 326ms | Tot: 1m38s | Loss: 0.473 | Acc: 83.680% (31919/38144) 298/391 [=================================================>...............] Step: 325ms | Tot: 1m38s | Loss: 0.473 | Acc: 83.670% (32022/38272) 299/391 [=================================================>...............] Step: 325ms | Tot: 1m38s | Loss: 0.474 | Acc: 83.664% (32127/38400) 300/391 [=================================================>...............] Step: 325ms | Tot: 1m39s | Loss: 0.474 | Acc: 83.656% (32231/38528) 301/391 [==================================================>..............] Step: 332ms | Tot: 1m39s | Loss: 0.474 | Acc: 83.651% (32336/38656) 302/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.475 | Acc: 83.653% (32444/38784) 303/391 [==================================================>..............] Step: 331ms | Tot: 1m40s | Loss: 0.474 | Acc: 83.671% (32558/38912) 304/391 [==================================================>..............] Step: 333ms | Tot: 1m40s | Loss: 0.475 | Acc: 83.663% (32662/39040) 305/391 [==================================================>..............] Step: 324ms | Tot: 1m40s | Loss: 0.475 | Acc: 83.652% (32765/39168) 306/391 [==================================================>..............] Step: 329ms | Tot: 1m41s | Loss: 0.476 | Acc: 83.642% (32868/39296) 307/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.476 | Acc: 83.647% (32977/39424) 308/391 [===================================================>.............] Step: 323ms | Tot: 1m41s | Loss: 0.476 | Acc: 83.649% (33085/39552) 309/391 [===================================================>.............] Step: 334ms | Tot: 1m42s | Loss: 0.476 | Acc: 83.657% (33195/39680) 310/391 [===================================================>.............] Step: 328ms | Tot: 1m42s | Loss: 0.476 | Acc: 83.664% (33305/39808) 311/391 [===================================================>.............] Step: 322ms | Tot: 1m42s | Loss: 0.476 | Acc: 83.664% (33412/39936) 312/391 [===================================================>.............] Step: 327ms | Tot: 1m43s | Loss: 0.476 | Acc: 83.661% (33518/40064) 313/391 [====================================================>............] Step: 332ms | Tot: 1m43s | Loss: 0.476 | Acc: 83.656% (33623/40192) 314/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.476 | Acc: 83.668% (33735/40320) 315/391 [====================================================>............] Step: 328ms | Tot: 1m44s | Loss: 0.476 | Acc: 83.651% (33835/40448) 316/391 [====================================================>............] Step: 326ms | Tot: 1m44s | Loss: 0.476 | Acc: 83.648% (33941/40576) 317/391 [====================================================>............] Step: 322ms | Tot: 1m44s | Loss: 0.476 | Acc: 83.655% (34051/40704) 318/391 [====================================================>............] Step: 329ms | Tot: 1m45s | Loss: 0.476 | Acc: 83.670% (34164/40832) 319/391 [=====================================================>...........] Step: 324ms | Tot: 1m45s | Loss: 0.476 | Acc: 83.667% (34270/40960) 320/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 0.476 | Acc: 83.669% (34378/41088) 321/391 [=====================================================>...........] Step: 335ms | Tot: 1m46s | Loss: 0.476 | Acc: 83.693% (34495/41216) 322/391 [=====================================================>...........] Step: 337ms | Tot: 1m46s | Loss: 0.476 | Acc: 83.703% (34606/41344) 323/391 [=====================================================>...........] Step: 325ms | Tot: 1m46s | Loss: 0.476 | Acc: 83.707% (34715/41472) 324/391 [=====================================================>...........] Step: 333ms | Tot: 1m47s | Loss: 0.475 | Acc: 83.716% (34826/41600) 325/391 [======================================================>..........] Step: 334ms | Tot: 1m47s | Loss: 0.476 | Acc: 83.702% (34927/41728) 326/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.476 | Acc: 83.692% (35030/41856) 327/391 [======================================================>..........] Step: 333ms | Tot: 1m48s | Loss: 0.476 | Acc: 83.694% (35138/41984) 328/391 [======================================================>..........] Step: 324ms | Tot: 1m48s | Loss: 0.476 | Acc: 83.684% (35241/42112) 329/391 [======================================================>..........] Step: 324ms | Tot: 1m48s | Loss: 0.477 | Acc: 83.672% (35343/42240) 330/391 [======================================================>..........] Step: 333ms | Tot: 1m49s | Loss: 0.477 | Acc: 83.683% (35455/42368) 331/391 [=======================================================>.........] Step: 331ms | Tot: 1m49s | Loss: 0.477 | Acc: 83.676% (35559/42496) 332/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 0.478 | Acc: 83.676% (35666/42624) 333/391 [=======================================================>.........] Step: 334ms | Tot: 1m50s | Loss: 0.478 | Acc: 83.676% (35773/42752) 334/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 0.477 | Acc: 83.680% (35882/42880) 335/391 [=======================================================>.........] Step: 322ms | Tot: 1m50s | Loss: 0.477 | Acc: 83.687% (35992/43008) 336/391 [=======================================================>.........] Step: 335ms | Tot: 1m51s | Loss: 0.478 | Acc: 83.670% (36092/43136) 337/391 [========================================================>........] Step: 333ms | Tot: 1m51s | Loss: 0.477 | Acc: 83.677% (36202/43264) 338/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.477 | Acc: 83.684% (36312/43392) 339/391 [========================================================>........] Step: 334ms | Tot: 1m52s | Loss: 0.477 | Acc: 83.672% (36414/43520) 340/391 [========================================================>........] Step: 338ms | Tot: 1m52s | Loss: 0.477 | Acc: 83.685% (36527/43648) 341/391 [========================================================>........] Step: 340ms | Tot: 1m52s | Loss: 0.477 | Acc: 83.699% (36640/43776) 342/391 [========================================================>........] Step: 341ms | Tot: 1m53s | Loss: 0.476 | Acc: 83.719% (36756/43904) 343/391 [=========================================================>.......] Step: 333ms | Tot: 1m53s | Loss: 0.476 | Acc: 83.714% (36861/44032) 344/391 [=========================================================>.......] Step: 344ms | Tot: 1m53s | Loss: 0.476 | Acc: 83.714% (36968/44160) 345/391 [=========================================================>.......] Step: 343ms | Tot: 1m54s | Loss: 0.477 | Acc: 83.707% (37072/44288) 346/391 [=========================================================>.......] Step: 339ms | Tot: 1m54s | Loss: 0.477 | Acc: 83.686% (37170/44416) 347/391 [=========================================================>.......] Step: 330ms | Tot: 1m54s | Loss: 0.477 | Acc: 83.672% (37271/44544) 348/391 [=========================================================>.......] Step: 348ms | Tot: 1m55s | Loss: 0.477 | Acc: 83.683% (37383/44672) 349/391 [==========================================================>......] Step: 386ms | Tot: 1m55s | Loss: 0.478 | Acc: 83.661% (37480/44800) 350/391 [==========================================================>......] Step: 336ms | Tot: 1m55s | Loss: 0.478 | Acc: 83.658% (37586/44928) 351/391 [==========================================================>......] Step: 336ms | Tot: 1m56s | Loss: 0.478 | Acc: 83.645% (37687/45056) 352/391 [==========================================================>......] Step: 327ms | Tot: 1m56s | Loss: 0.478 | Acc: 83.636% (37790/45184) 353/391 [==========================================================>......] Step: 323ms | Tot: 1m56s | Loss: 0.478 | Acc: 83.647% (37902/45312) 354/391 [==========================================================>......] Step: 338ms | Tot: 1m57s | Loss: 0.478 | Acc: 83.651% (38011/45440) 355/391 [===========================================================>.....] Step: 335ms | Tot: 1m57s | Loss: 0.478 | Acc: 83.655% (38120/45568) 356/391 [===========================================================>.....] Step: 327ms | Tot: 1m57s | Loss: 0.478 | Acc: 83.646% (38223/45696) 357/391 [===========================================================>.....] Step: 332ms | Tot: 1m58s | Loss: 0.478 | Acc: 83.640% (38327/45824) 358/391 [===========================================================>.....] Step: 334ms | Tot: 1m58s | Loss: 0.478 | Acc: 83.639% (38434/45952) 359/391 [===========================================================>.....] Step: 322ms | Tot: 1m58s | Loss: 0.478 | Acc: 83.620% (38532/46080) 360/391 [===========================================================>.....] Step: 327ms | Tot: 1m59s | Loss: 0.478 | Acc: 83.622% (38640/46208) 361/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 0.478 | Acc: 83.617% (38745/46336) 362/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 0.478 | Acc: 83.622% (38854/46464) 363/391 [============================================================>....] Step: 329ms | Tot: 2m183ms | Loss: 0.478 | Acc: 83.622% (38961/46592) 364/391 [============================================================>....] Step: 324ms | Tot: 2m508ms | Loss: 0.478 | Acc: 83.619% (39067/46720) 365/391 [============================================================>....] Step: 321ms | Tot: 2m829ms | Loss: 0.478 | Acc: 83.619% (39174/46848) 366/391 [============================================================>....] Step: 328ms | Tot: 2m1s | Loss: 0.478 | Acc: 83.628% (39285/46976) 367/391 [=============================================================>...] Step: 330ms | Tot: 2m1s | Loss: 0.478 | Acc: 83.613% (39385/47104) 368/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.478 | Acc: 83.611% (39491/47232) 369/391 [=============================================================>...] Step: 338ms | Tot: 2m2s | Loss: 0.478 | Acc: 83.609% (39597/47360) 370/391 [=============================================================>...] Step: 331ms | Tot: 2m2s | Loss: 0.478 | Acc: 83.598% (39699/47488) 371/391 [=============================================================>...] Step: 320ms | Tot: 2m2s | Loss: 0.478 | Acc: 83.602% (39808/47616) 372/391 [=============================================================>...] Step: 331ms | Tot: 2m3s | Loss: 0.478 | Acc: 83.583% (39906/47744) 373/391 [==============================================================>..] Step: 322ms | Tot: 2m3s | Loss: 0.478 | Acc: 83.579% (40011/47872) 374/391 [==============================================================>..] Step: 324ms | Tot: 2m3s | Loss: 0.479 | Acc: 83.565% (40111/48000) 375/391 [==============================================================>..] Step: 327ms | Tot: 2m4s | Loss: 0.479 | Acc: 83.569% (40220/48128) 376/391 [==============================================================>..] Step: 321ms | Tot: 2m4s | Loss: 0.479 | Acc: 83.569% (40327/48256) 377/391 [==============================================================>..] Step: 320ms | Tot: 2m4s | Loss: 0.478 | Acc: 83.581% (40440/48384) 378/391 [==============================================================>..] Step: 327ms | Tot: 2m5s | Loss: 0.478 | Acc: 83.573% (40543/48512) 379/391 [===============================================================>.] Step: 322ms | Tot: 2m5s | Loss: 0.478 | Acc: 83.567% (40647/48640) 380/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.478 | Acc: 83.575% (40758/48768) 381/391 [===============================================================>.] Step: 326ms | Tot: 2m6s | Loss: 0.478 | Acc: 83.569% (40862/48896) 382/391 [===============================================================>.] Step: 321ms | Tot: 2m6s | Loss: 0.479 | Acc: 83.561% (40965/49024) 383/391 [===============================================================>.] Step: 322ms | Tot: 2m6s | Loss: 0.479 | Acc: 83.557% (41070/49152) 384/391 [===============================================================>.] Step: 323ms | Tot: 2m7s | Loss: 0.479 | Acc: 83.547% (41172/49280) 385/391 [================================================================>] Step: 336ms | Tot: 2m7s | Loss: 0.479 | Acc: 83.539% (41275/49408) 386/391 [================================================================>] Step: 326ms | Tot: 2m7s | Loss: 0.479 | Acc: 83.537% (41381/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m7s | Loss: 0.479 | Acc: 83.529% (41484/49664) 388/391 [================================================================>] Step: 321ms | Tot: 2m8s | Loss: 0.479 | Acc: 83.536% (41594/49792) 389/391 [================================================================>] Step: 318ms | Tot: 2m8s | Loss: 0.479 | Acc: 83.540% (41703/49920) 390/391 [================================================================>] Step: 302ms | Tot: 2m8s | Loss: 0.479 | Acc: 83.532% (41766/50000) 391/391 + [>................................................................] Step: 910ms | Tot: 2ms | Loss: 0.761 | Acc: 73.000% (73/100) 1/100 [>................................................................] Step: 266ms | Tot: 269ms | Loss: 0.854 | Acc: 69.500% (139/200) 2/100 [=>...............................................................] Step: 275ms | Tot: 545ms | Loss: 0.840 | Acc: 70.333% (211/300) 3/100 [=>...............................................................] Step: 265ms | Tot: 810ms | Loss: 0.852 | Acc: 70.750% (283/400) 4/100 [==>..............................................................] Step: 254ms | Tot: 1s64ms | Loss: 0.845 | Acc: 71.000% (355/500) 5/100 [===>.............................................................] Step: 264ms | Tot: 1s328ms | Loss: 0.827 | Acc: 72.667% (436/600) 6/100 [===>.............................................................] Step: 256ms | Tot: 1s584ms | Loss: 0.804 | Acc: 73.143% (512/700) 7/100 [====>............................................................] Step: 261ms | Tot: 1s846ms | Loss: 0.830 | Acc: 72.875% (583/800) 8/100 [=====>...........................................................] Step: 259ms | Tot: 2s105ms | Loss: 0.821 | Acc: 72.889% (656/900) 9/100 [=====>...........................................................] Step: 266ms | Tot: 2s372ms | Loss: 0.821 | Acc: 73.100% (731/1000) 10/100 [======>..........................................................] Step: 266ms | Tot: 2s638ms | Loss: 0.836 | Acc: 72.909% (802/1100) 11/100 [=======>.........................................................] Step: 254ms | Tot: 2s892ms | Loss: 0.829 | Acc: 72.667% (872/1200) 12/100 [=======>.........................................................] Step: 263ms | Tot: 3s156ms | Loss: 0.816 | Acc: 73.154% (951/1300) 13/100 [========>........................................................] Step: 254ms | Tot: 3s410ms | Loss: 0.805 | Acc: 73.643% (1031/1400) 14/100 [=========>.......................................................] Step: 258ms | Tot: 3s669ms | Loss: 0.791 | Acc: 73.867% (1108/1500) 15/100 [=========>.......................................................] Step: 256ms | Tot: 3s926ms | Loss: 0.794 | Acc: 74.062% (1185/1600) 16/100 [==========>......................................................] Step: 263ms | Tot: 4s190ms | Loss: 0.781 | Acc: 74.588% (1268/1700) 17/100 [===========>.....................................................] Step: 256ms | Tot: 4s446ms | Loss: 0.790 | Acc: 74.278% (1337/1800) 18/100 [===========>.....................................................] Step: 259ms | Tot: 4s705ms | Loss: 0.793 | Acc: 74.263% (1411/1900) 19/100 [============>....................................................] Step: 254ms | Tot: 4s960ms | Loss: 0.807 | Acc: 74.150% (1483/2000) 20/100 [=============>...................................................] Step: 263ms | Tot: 5s223ms | Loss: 0.804 | Acc: 74.000% (1554/2100) 21/100 [=============>...................................................] Step: 257ms | Tot: 5s480ms | Loss: 0.805 | Acc: 74.136% (1631/2200) 22/100 [==============>..................................................] Step: 257ms | Tot: 5s738ms | Loss: 0.806 | Acc: 74.348% (1710/2300) 23/100 [==============>..................................................] Step: 256ms | Tot: 5s995ms | Loss: 0.805 | Acc: 74.417% (1786/2400) 24/100 [===============>.................................................] Step: 262ms | Tot: 6s257ms | Loss: 0.809 | Acc: 74.240% (1856/2500) 25/100 [================>................................................] Step: 255ms | Tot: 6s512ms | Loss: 0.820 | Acc: 74.077% (1926/2600) 26/100 [================>................................................] Step: 255ms | Tot: 6s768ms | Loss: 0.814 | Acc: 74.074% (2000/2700) 27/100 [=================>...............................................] Step: 257ms | Tot: 7s25ms | Loss: 0.811 | Acc: 73.893% (2069/2800) 28/100 [==================>..............................................] Step: 270ms | Tot: 7s296ms | Loss: 0.810 | Acc: 73.931% (2144/2900) 29/100 [==================>..............................................] Step: 264ms | Tot: 7s561ms | Loss: 0.803 | Acc: 74.100% (2223/3000) 30/100 [===================>.............................................] Step: 262ms | Tot: 7s823ms | Loss: 0.804 | Acc: 73.935% (2292/3100) 31/100 [====================>............................................] Step: 259ms | Tot: 8s83ms | Loss: 0.801 | Acc: 73.969% (2367/3200) 32/100 [====================>............................................] Step: 259ms | Tot: 8s343ms | Loss: 0.802 | Acc: 74.091% (2445/3300) 33/100 [=====================>...........................................] Step: 256ms | Tot: 8s599ms | Loss: 0.804 | Acc: 73.794% (2509/3400) 34/100 [======================>..........................................] Step: 259ms | Tot: 8s859ms | Loss: 0.809 | Acc: 73.714% (2580/3500) 35/100 [======================>..........................................] Step: 258ms | Tot: 9s117ms | Loss: 0.815 | Acc: 73.778% (2656/3600) 36/100 [=======================>.........................................] Step: 258ms | Tot: 9s375ms | Loss: 0.819 | Acc: 73.757% (2729/3700) 37/100 [========================>........................................] Step: 257ms | Tot: 9s633ms | Loss: 0.820 | Acc: 73.711% (2801/3800) 38/100 [========================>........................................] Step: 265ms | Tot: 9s898ms | Loss: 0.817 | Acc: 73.949% (2884/3900) 39/100 [=========================>.......................................] Step: 264ms | Tot: 10s162ms | Loss: 0.812 | Acc: 74.100% (2964/4000) 40/100 [==========================>......................................] Step: 261ms | Tot: 10s423ms | Loss: 0.809 | Acc: 74.195% (3042/4100) 41/100 [==========================>......................................] Step: 259ms | Tot: 10s683ms | Loss: 0.808 | Acc: 74.214% (3117/4200) 42/100 [===========================>.....................................] Step: 255ms | Tot: 10s938ms | Loss: 0.807 | Acc: 74.256% (3193/4300) 43/100 [===========================>.....................................] Step: 269ms | Tot: 11s208ms | Loss: 0.808 | Acc: 74.341% (3271/4400) 44/100 [============================>....................................] Step: 257ms | Tot: 11s465ms | Loss: 0.808 | Acc: 74.400% (3348/4500) 45/100 [=============================>...................................] Step: 277ms | Tot: 11s742ms | Loss: 0.806 | Acc: 74.413% (3423/4600) 46/100 [=============================>...................................] Step: 258ms | Tot: 12s1ms | Loss: 0.804 | Acc: 74.489% (3501/4700) 47/100 [==============================>..................................] Step: 272ms | Tot: 12s273ms | Loss: 0.802 | Acc: 74.542% (3578/4800) 48/100 [===============================>.................................] Step: 276ms | Tot: 12s550ms | Loss: 0.797 | Acc: 74.633% (3657/4900) 49/100 [===============================>.................................] Step: 274ms | Tot: 12s824ms | Loss: 0.795 | Acc: 74.600% (3730/5000) 50/100 [================================>................................] Step: 272ms | Tot: 13s97ms | Loss: 0.796 | Acc: 74.667% (3808/5100) 51/100 [=================================>...............................] Step: 268ms | Tot: 13s365ms | Loss: 0.797 | Acc: 74.673% (3883/5200) 52/100 [=================================>...............................] Step: 271ms | Tot: 13s636ms | Loss: 0.797 | Acc: 74.679% (3958/5300) 53/100 [==================================>..............................] Step: 266ms | Tot: 13s903ms | Loss: 0.797 | Acc: 74.685% (4033/5400) 54/100 [===================================>.............................] Step: 273ms | Tot: 14s177ms | Loss: 0.796 | Acc: 74.618% (4104/5500) 55/100 [===================================>.............................] Step: 266ms | Tot: 14s443ms | Loss: 0.800 | Acc: 74.446% (4169/5600) 56/100 [====================================>............................] Step: 265ms | Tot: 14s709ms | Loss: 0.802 | Acc: 74.298% (4235/5700) 57/100 [=====================================>...........................] Step: 283ms | Tot: 14s992ms | Loss: 0.801 | Acc: 74.276% (4308/5800) 58/100 [=====================================>...........................] Step: 305ms | Tot: 15s298ms | Loss: 0.807 | Acc: 74.153% (4375/5900) 59/100 [======================================>..........................] Step: 314ms | Tot: 15s612ms | Loss: 0.804 | Acc: 74.250% (4455/6000) 60/100 [=======================================>.........................] Step: 284ms | Tot: 15s897ms | Loss: 0.805 | Acc: 74.213% (4527/6100) 61/100 [=======================================>.........................] Step: 287ms | Tot: 16s185ms | Loss: 0.803 | Acc: 74.258% (4604/6200) 62/100 [========================================>........................] Step: 277ms | Tot: 16s462ms | Loss: 0.802 | Acc: 74.302% (4681/6300) 63/100 [========================================>........................] Step: 275ms | Tot: 16s738ms | Loss: 0.800 | Acc: 74.328% (4757/6400) 64/100 [=========================================>.......................] Step: 276ms | Tot: 17s15ms | Loss: 0.802 | Acc: 74.262% (4827/6500) 65/100 [==========================================>......................] Step: 286ms | Tot: 17s301ms | Loss: 0.801 | Acc: 74.303% (4904/6600) 66/100 [==========================================>......................] Step: 282ms | Tot: 17s584ms | Loss: 0.801 | Acc: 74.269% (4976/6700) 67/100 [===========================================>.....................] Step: 284ms | Tot: 17s868ms | Loss: 0.803 | Acc: 74.221% (5047/6800) 68/100 [============================================>....................] Step: 276ms | Tot: 18s144ms | Loss: 0.806 | Acc: 74.072% (5111/6900) 69/100 [============================================>....................] Step: 266ms | Tot: 18s411ms | Loss: 0.810 | Acc: 73.957% (5177/7000) 70/100 [=============================================>...................] Step: 265ms | Tot: 18s677ms | Loss: 0.808 | Acc: 73.944% (5250/7100) 71/100 [==============================================>..................] Step: 266ms | Tot: 18s943ms | Loss: 0.808 | Acc: 73.889% (5320/7200) 72/100 [==============================================>..................] Step: 273ms | Tot: 19s217ms | Loss: 0.806 | Acc: 74.014% (5403/7300) 73/100 [===============================================>.................] Step: 265ms | Tot: 19s482ms | Loss: 0.804 | Acc: 73.973% (5474/7400) 74/100 [================================================>................] Step: 264ms | Tot: 19s746ms | Loss: 0.804 | Acc: 73.947% (5546/7500) 75/100 [================================================>................] Step: 266ms | Tot: 20s13ms | Loss: 0.807 | Acc: 73.842% (5612/7600) 76/100 [=================================================>...............] Step: 274ms | Tot: 20s287ms | Loss: 0.808 | Acc: 73.753% (5679/7700) 77/100 [==================================================>..............] Step: 266ms | Tot: 20s554ms | Loss: 0.807 | Acc: 73.821% (5758/7800) 78/100 [==================================================>..............] Step: 268ms | Tot: 20s822ms | Loss: 0.808 | Acc: 73.848% (5834/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 21s89ms | Loss: 0.809 | Acc: 73.825% (5906/8000) 80/100 [====================================================>............] Step: 270ms | Tot: 21s360ms | Loss: 0.807 | Acc: 73.852% (5982/8100) 81/100 [====================================================>............] Step: 266ms | Tot: 21s626ms | Loss: 0.806 | Acc: 73.817% (6053/8200) 82/100 [=====================================================>...........] Step: 265ms | Tot: 21s892ms | Loss: 0.806 | Acc: 73.855% (6130/8300) 83/100 [=====================================================>...........] Step: 279ms | Tot: 22s171ms | Loss: 0.807 | Acc: 73.810% (6200/8400) 84/100 [======================================================>..........] Step: 278ms | Tot: 22s449ms | Loss: 0.806 | Acc: 73.835% (6276/8500) 85/100 [=======================================================>.........] Step: 275ms | Tot: 22s725ms | Loss: 0.809 | Acc: 73.779% (6345/8600) 86/100 [=======================================================>.........] Step: 269ms | Tot: 22s994ms | Loss: 0.809 | Acc: 73.782% (6419/8700) 87/100 [========================================================>........] Step: 274ms | Tot: 23s268ms | Loss: 0.810 | Acc: 73.739% (6489/8800) 88/100 [=========================================================>.......] Step: 265ms | Tot: 23s534ms | Loss: 0.810 | Acc: 73.730% (6562/8900) 89/100 [=========================================================>.......] Step: 268ms | Tot: 23s802ms | Loss: 0.812 | Acc: 73.689% (6632/9000) 90/100 [==========================================================>......] Step: 267ms | Tot: 24s69ms | Loss: 0.811 | Acc: 73.736% (6710/9100) 91/100 [===========================================================>.....] Step: 271ms | Tot: 24s341ms | Loss: 0.810 | Acc: 73.739% (6784/9200) 92/100 [===========================================================>.....] Step: 269ms | Tot: 24s610ms | Loss: 0.811 | Acc: 73.742% (6858/9300) 93/100 [============================================================>....] Step: 267ms | Tot: 24s878ms | Loss: 0.809 | Acc: 73.809% (6938/9400) 94/100 [=============================================================>...] Step: 274ms | Tot: 25s152ms | Loss: 0.810 | Acc: 73.747% (7006/9500) 95/100 [=============================================================>...] Step: 268ms | Tot: 25s421ms | Loss: 0.809 | Acc: 73.781% (7083/9600) 96/100 [==============================================================>..] Step: 270ms | Tot: 25s691ms | Loss: 0.808 | Acc: 73.835% (7162/9700) 97/100 [===============================================================>.] Step: 274ms | Tot: 25s966ms | Loss: 0.810 | Acc: 73.786% (7231/9800) 98/100 [===============================================================>.] Step: 275ms | Tot: 26s241ms | Loss: 0.812 | Acc: 73.717% (7298/9900) 99/100 [================================================================>] Step: 266ms | Tot: 26s508ms | Loss: 0.810 | Acc: 73.790% (7379/10000) 100/100 + +Epoch: 28 + [>................................................................] Step: 1s121ms | Tot: 2ms | Loss: 0.562 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 341ms | Tot: 344ms | Loss: 0.530 | Acc: 83.203% (213/256) 2/391 [>................................................................] Step: 337ms | Tot: 681ms | Loss: 0.482 | Acc: 84.375% (324/384) 3/391 [>................................................................] Step: 323ms | Tot: 1s5ms | Loss: 0.475 | Acc: 84.570% (433/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s332ms | Loss: 0.453 | Acc: 85.312% (546/640) 5/391 [>................................................................] Step: 330ms | Tot: 1s662ms | Loss: 0.445 | Acc: 85.156% (654/768) 6/391 [>................................................................] Step: 322ms | Tot: 1s985ms | Loss: 0.442 | Acc: 85.268% (764/896) 7/391 [=>...............................................................] Step: 321ms | Tot: 2s306ms | Loss: 0.445 | Acc: 85.156% (872/1024) 8/391 [=>...............................................................] Step: 330ms | Tot: 2s637ms | Loss: 0.463 | Acc: 84.201% (970/1152) 9/391 [=>...............................................................] Step: 320ms | Tot: 2s957ms | Loss: 0.463 | Acc: 84.375% (1080/1280) 10/391 [=>...............................................................] Step: 332ms | Tot: 3s289ms | Loss: 0.457 | Acc: 84.588% (1191/1408) 11/391 [=>...............................................................] Step: 327ms | Tot: 3s617ms | Loss: 0.455 | Acc: 84.505% (1298/1536) 12/391 [=>...............................................................] Step: 317ms | Tot: 3s934ms | Loss: 0.450 | Acc: 84.796% (1411/1664) 13/391 [==>..............................................................] Step: 324ms | Tot: 4s258ms | Loss: 0.447 | Acc: 84.821% (1520/1792) 14/391 [==>..............................................................] Step: 327ms | Tot: 4s586ms | Loss: 0.456 | Acc: 84.792% (1628/1920) 15/391 [==>..............................................................] Step: 317ms | Tot: 4s904ms | Loss: 0.464 | Acc: 84.668% (1734/2048) 16/391 [==>..............................................................] Step: 320ms | Tot: 5s225ms | Loss: 0.461 | Acc: 84.651% (1842/2176) 17/391 [==>..............................................................] Step: 325ms | Tot: 5s550ms | Loss: 0.462 | Acc: 84.592% (1949/2304) 18/391 [==>..............................................................] Step: 322ms | Tot: 5s872ms | Loss: 0.458 | Acc: 84.868% (2064/2432) 19/391 [===>.............................................................] Step: 323ms | Tot: 6s195ms | Loss: 0.459 | Acc: 84.883% (2173/2560) 20/391 [===>.............................................................] Step: 323ms | Tot: 6s519ms | Loss: 0.459 | Acc: 84.821% (2280/2688) 21/391 [===>.............................................................] Step: 320ms | Tot: 6s839ms | Loss: 0.456 | Acc: 84.872% (2390/2816) 22/391 [===>.............................................................] Step: 326ms | Tot: 7s166ms | Loss: 0.455 | Acc: 84.885% (2499/2944) 23/391 [===>.............................................................] Step: 322ms | Tot: 7s489ms | Loss: 0.460 | Acc: 84.603% (2599/3072) 24/391 [===>.............................................................] Step: 319ms | Tot: 7s809ms | Loss: 0.466 | Acc: 84.438% (2702/3200) 25/391 [====>............................................................] Step: 325ms | Tot: 8s134ms | Loss: 0.466 | Acc: 84.345% (2807/3328) 26/391 [====>............................................................] Step: 323ms | Tot: 8s458ms | Loss: 0.462 | Acc: 84.433% (2918/3456) 27/391 [====>............................................................] Step: 323ms | Tot: 8s781ms | Loss: 0.463 | Acc: 84.431% (3026/3584) 28/391 [====>............................................................] Step: 321ms | Tot: 9s102ms | Loss: 0.465 | Acc: 84.348% (3131/3712) 29/391 [====>............................................................] Step: 320ms | Tot: 9s423ms | Loss: 0.463 | Acc: 84.479% (3244/3840) 30/391 [====>............................................................] Step: 329ms | Tot: 9s752ms | Loss: 0.463 | Acc: 84.400% (3349/3968) 31/391 [=====>...........................................................] Step: 324ms | Tot: 10s77ms | Loss: 0.461 | Acc: 84.448% (3459/4096) 32/391 [=====>...........................................................] Step: 323ms | Tot: 10s401ms | Loss: 0.465 | Acc: 84.422% (3566/4224) 33/391 [=====>...........................................................] Step: 328ms | Tot: 10s729ms | Loss: 0.464 | Acc: 84.444% (3675/4352) 34/391 [=====>...........................................................] Step: 321ms | Tot: 11s51ms | Loss: 0.463 | Acc: 84.442% (3783/4480) 35/391 [=====>...........................................................] Step: 322ms | Tot: 11s373ms | Loss: 0.462 | Acc: 84.418% (3890/4608) 36/391 [=====>...........................................................] Step: 327ms | Tot: 11s701ms | Loss: 0.463 | Acc: 84.354% (3995/4736) 37/391 [======>..........................................................] Step: 321ms | Tot: 12s23ms | Loss: 0.463 | Acc: 84.354% (4103/4864) 38/391 [======>..........................................................] Step: 323ms | Tot: 12s346ms | Loss: 0.465 | Acc: 84.275% (4207/4992) 39/391 [======>..........................................................] Step: 330ms | Tot: 12s676ms | Loss: 0.464 | Acc: 84.395% (4321/5120) 40/391 [======>..........................................................] Step: 325ms | Tot: 13s2ms | Loss: 0.460 | Acc: 84.508% (4435/5248) 41/391 [======>..........................................................] Step: 323ms | Tot: 13s326ms | Loss: 0.461 | Acc: 84.524% (4544/5376) 42/391 [======>..........................................................] Step: 329ms | Tot: 13s656ms | Loss: 0.462 | Acc: 84.466% (4649/5504) 43/391 [=======>.........................................................] Step: 321ms | Tot: 13s977ms | Loss: 0.462 | Acc: 84.428% (4755/5632) 44/391 [=======>.........................................................] Step: 324ms | Tot: 14s301ms | Loss: 0.459 | Acc: 84.531% (4869/5760) 45/391 [=======>.........................................................] Step: 331ms | Tot: 14s633ms | Loss: 0.460 | Acc: 84.477% (4974/5888) 46/391 [=======>.........................................................] Step: 323ms | Tot: 14s957ms | Loss: 0.459 | Acc: 84.508% (5084/6016) 47/391 [=======>.........................................................] Step: 323ms | Tot: 15s281ms | Loss: 0.460 | Acc: 84.521% (5193/6144) 48/391 [=======>.........................................................] Step: 329ms | Tot: 15s610ms | Loss: 0.459 | Acc: 84.614% (5307/6272) 49/391 [========>........................................................] Step: 324ms | Tot: 15s934ms | Loss: 0.461 | Acc: 84.531% (5410/6400) 50/391 [========>........................................................] Step: 324ms | Tot: 16s258ms | Loss: 0.460 | Acc: 84.544% (5519/6528) 51/391 [========>........................................................] Step: 332ms | Tot: 16s591ms | Loss: 0.459 | Acc: 84.555% (5628/6656) 52/391 [========>........................................................] Step: 322ms | Tot: 16s913ms | Loss: 0.458 | Acc: 84.611% (5740/6784) 53/391 [========>........................................................] Step: 323ms | Tot: 17s237ms | Loss: 0.462 | Acc: 84.389% (5833/6912) 54/391 [========>........................................................] Step: 336ms | Tot: 17s573ms | Loss: 0.462 | Acc: 84.361% (5939/7040) 55/391 [=========>.......................................................] Step: 375ms | Tot: 17s949ms | Loss: 0.460 | Acc: 84.445% (6053/7168) 56/391 [=========>.......................................................] Step: 359ms | Tot: 18s309ms | Loss: 0.460 | Acc: 84.444% (6161/7296) 57/391 [=========>.......................................................] Step: 334ms | Tot: 18s643ms | Loss: 0.459 | Acc: 84.550% (6277/7424) 58/391 [=========>.......................................................] Step: 328ms | Tot: 18s972ms | Loss: 0.457 | Acc: 84.666% (6394/7552) 59/391 [=========>.......................................................] Step: 328ms | Tot: 19s300ms | Loss: 0.456 | Acc: 84.674% (6503/7680) 60/391 [=========>.......................................................] Step: 332ms | Tot: 19s632ms | Loss: 0.457 | Acc: 84.593% (6605/7808) 61/391 [==========>......................................................] Step: 326ms | Tot: 19s959ms | Loss: 0.457 | Acc: 84.539% (6709/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s283ms | Loss: 0.456 | Acc: 84.573% (6820/8064) 63/391 [==========>......................................................] Step: 335ms | Tot: 20s619ms | Loss: 0.454 | Acc: 84.644% (6934/8192) 64/391 [==========>......................................................] Step: 331ms | Tot: 20s951ms | Loss: 0.454 | Acc: 84.675% (7045/8320) 65/391 [==========>......................................................] Step: 325ms | Tot: 21s276ms | Loss: 0.454 | Acc: 84.671% (7153/8448) 66/391 [==========>......................................................] Step: 327ms | Tot: 21s604ms | Loss: 0.454 | Acc: 84.667% (7261/8576) 67/391 [===========>.....................................................] Step: 331ms | Tot: 21s936ms | Loss: 0.452 | Acc: 84.754% (7377/8704) 68/391 [===========>.....................................................] Step: 326ms | Tot: 22s263ms | Loss: 0.454 | Acc: 84.669% (7478/8832) 69/391 [===========>.....................................................] Step: 336ms | Tot: 22s599ms | Loss: 0.454 | Acc: 84.665% (7586/8960) 70/391 [===========>.....................................................] Step: 321ms | Tot: 22s921ms | Loss: 0.456 | Acc: 84.606% (7689/9088) 71/391 [===========>.....................................................] Step: 322ms | Tot: 23s243ms | Loss: 0.455 | Acc: 84.603% (7797/9216) 72/391 [===========>.....................................................] Step: 330ms | Tot: 23s574ms | Loss: 0.455 | Acc: 84.578% (7903/9344) 73/391 [============>....................................................] Step: 319ms | Tot: 23s893ms | Loss: 0.456 | Acc: 84.544% (8008/9472) 74/391 [============>....................................................] Step: 324ms | Tot: 24s218ms | Loss: 0.456 | Acc: 84.500% (8112/9600) 75/391 [============>....................................................] Step: 327ms | Tot: 24s546ms | Loss: 0.459 | Acc: 84.416% (8212/9728) 76/391 [============>....................................................] Step: 328ms | Tot: 24s874ms | Loss: 0.460 | Acc: 84.385% (8317/9856) 77/391 [============>....................................................] Step: 323ms | Tot: 25s198ms | Loss: 0.460 | Acc: 84.375% (8424/9984) 78/391 [============>....................................................] Step: 323ms | Tot: 25s522ms | Loss: 0.460 | Acc: 84.375% (8532/10112) 79/391 [=============>...................................................] Step: 321ms | Tot: 25s843ms | Loss: 0.462 | Acc: 84.365% (8639/10240) 80/391 [=============>...................................................] Step: 324ms | Tot: 26s167ms | Loss: 0.461 | Acc: 84.385% (8749/10368) 81/391 [=============>...................................................] Step: 323ms | Tot: 26s491ms | Loss: 0.462 | Acc: 84.356% (8854/10496) 82/391 [=============>...................................................] Step: 321ms | Tot: 26s813ms | Loss: 0.462 | Acc: 84.319% (8958/10624) 83/391 [=============>...................................................] Step: 324ms | Tot: 27s137ms | Loss: 0.462 | Acc: 84.273% (9061/10752) 84/391 [=============>...................................................] Step: 324ms | Tot: 27s462ms | Loss: 0.462 | Acc: 84.256% (9167/10880) 85/391 [==============>..................................................] Step: 326ms | Tot: 27s788ms | Loss: 0.461 | Acc: 84.320% (9282/11008) 86/391 [==============>..................................................] Step: 323ms | Tot: 28s112ms | Loss: 0.461 | Acc: 84.312% (9389/11136) 87/391 [==============>..................................................] Step: 325ms | Tot: 28s438ms | Loss: 0.461 | Acc: 84.322% (9498/11264) 88/391 [==============>..................................................] Step: 327ms | Tot: 28s765ms | Loss: 0.461 | Acc: 84.331% (9607/11392) 89/391 [==============>..................................................] Step: 323ms | Tot: 29s89ms | Loss: 0.461 | Acc: 84.340% (9716/11520) 90/391 [==============>..................................................] Step: 321ms | Tot: 29s411ms | Loss: 0.459 | Acc: 84.401% (9831/11648) 91/391 [===============>.................................................] Step: 328ms | Tot: 29s739ms | Loss: 0.459 | Acc: 84.375% (9936/11776) 92/391 [===============>.................................................] Step: 330ms | Tot: 30s69ms | Loss: 0.459 | Acc: 84.383% (10045/11904) 93/391 [===============>.................................................] Step: 323ms | Tot: 30s393ms | Loss: 0.459 | Acc: 84.425% (10158/12032) 94/391 [===============>.................................................] Step: 333ms | Tot: 30s727ms | Loss: 0.460 | Acc: 84.375% (10260/12160) 95/391 [===============>.................................................] Step: 323ms | Tot: 31s50ms | Loss: 0.460 | Acc: 84.367% (10367/12288) 96/391 [===============>.................................................] Step: 323ms | Tot: 31s373ms | Loss: 0.461 | Acc: 84.311% (10468/12416) 97/391 [================>................................................] Step: 328ms | Tot: 31s702ms | Loss: 0.460 | Acc: 84.303% (10575/12544) 98/391 [================>................................................] Step: 323ms | Tot: 32s25ms | Loss: 0.459 | Acc: 84.320% (10685/12672) 99/391 [================>................................................] Step: 321ms | Tot: 32s347ms | Loss: 0.461 | Acc: 84.289% (10789/12800) 100/391 [================>................................................] Step: 328ms | Tot: 32s675ms | Loss: 0.461 | Acc: 84.244% (10891/12928) 101/391 [================>................................................] Step: 325ms | Tot: 33s1ms | Loss: 0.462 | Acc: 84.229% (10997/13056) 102/391 [================>................................................] Step: 324ms | Tot: 33s325ms | Loss: 0.463 | Acc: 84.193% (11100/13184) 103/391 [=================>...............................................] Step: 339ms | Tot: 33s664ms | Loss: 0.464 | Acc: 84.142% (11201/13312) 104/391 [=================>...............................................] Step: 321ms | Tot: 33s986ms | Loss: 0.465 | Acc: 84.137% (11308/13440) 105/391 [=================>...............................................] Step: 323ms | Tot: 34s310ms | Loss: 0.467 | Acc: 84.088% (11409/13568) 106/391 [=================>...............................................] Step: 334ms | Tot: 34s645ms | Loss: 0.466 | Acc: 84.105% (11519/13696) 107/391 [=================>...............................................] Step: 328ms | Tot: 34s973ms | Loss: 0.466 | Acc: 84.107% (11627/13824) 108/391 [=================>...............................................] Step: 321ms | Tot: 35s294ms | Loss: 0.466 | Acc: 84.103% (11734/13952) 109/391 [==================>..............................................] Step: 328ms | Tot: 35s623ms | Loss: 0.466 | Acc: 84.091% (11840/14080) 110/391 [==================>..............................................] Step: 322ms | Tot: 35s945ms | Loss: 0.466 | Acc: 84.086% (11947/14208) 111/391 [==================>..............................................] Step: 323ms | Tot: 36s268ms | Loss: 0.466 | Acc: 84.061% (12051/14336) 112/391 [==================>..............................................] Step: 334ms | Tot: 36s602ms | Loss: 0.466 | Acc: 84.050% (12157/14464) 113/391 [==================>..............................................] Step: 320ms | Tot: 36s923ms | Loss: 0.467 | Acc: 84.053% (12265/14592) 114/391 [==================>..............................................] Step: 323ms | Tot: 37s246ms | Loss: 0.466 | Acc: 84.062% (12374/14720) 115/391 [===================>.............................................] Step: 332ms | Tot: 37s579ms | Loss: 0.466 | Acc: 84.072% (12483/14848) 116/391 [===================>.............................................] Step: 326ms | Tot: 37s905ms | Loss: 0.466 | Acc: 84.075% (12591/14976) 117/391 [===================>.............................................] Step: 325ms | Tot: 38s231ms | Loss: 0.465 | Acc: 84.077% (12699/15104) 118/391 [===================>.............................................] Step: 337ms | Tot: 38s568ms | Loss: 0.464 | Acc: 84.145% (12817/15232) 119/391 [===================>.............................................] Step: 321ms | Tot: 38s889ms | Loss: 0.464 | Acc: 84.121% (12921/15360) 120/391 [===================>.............................................] Step: 324ms | Tot: 39s214ms | Loss: 0.464 | Acc: 84.136% (13031/15488) 121/391 [====================>............................................] Step: 330ms | Tot: 39s544ms | Loss: 0.464 | Acc: 84.106% (13134/15616) 122/391 [====================>............................................] Step: 326ms | Tot: 39s870ms | Loss: 0.465 | Acc: 84.089% (13239/15744) 123/391 [====================>............................................] Step: 323ms | Tot: 40s194ms | Loss: 0.466 | Acc: 84.079% (13345/15872) 124/391 [====================>............................................] Step: 325ms | Tot: 40s520ms | Loss: 0.467 | Acc: 84.050% (13448/16000) 125/391 [====================>............................................] Step: 320ms | Tot: 40s841ms | Loss: 0.467 | Acc: 84.053% (13556/16128) 126/391 [====================>............................................] Step: 322ms | Tot: 41s163ms | Loss: 0.467 | Acc: 84.018% (13658/16256) 127/391 [=====================>...........................................] Step: 324ms | Tot: 41s487ms | Loss: 0.468 | Acc: 83.997% (13762/16384) 128/391 [=====================>...........................................] Step: 321ms | Tot: 41s808ms | Loss: 0.468 | Acc: 83.963% (13864/16512) 129/391 [=====================>...........................................] Step: 323ms | Tot: 42s132ms | Loss: 0.468 | Acc: 83.948% (13969/16640) 130/391 [=====================>...........................................] Step: 327ms | Tot: 42s459ms | Loss: 0.467 | Acc: 83.958% (14078/16768) 131/391 [=====================>...........................................] Step: 326ms | Tot: 42s786ms | Loss: 0.468 | Acc: 83.949% (14184/16896) 132/391 [=====================>...........................................] Step: 325ms | Tot: 43s111ms | Loss: 0.468 | Acc: 83.946% (14291/17024) 133/391 [======================>..........................................] Step: 321ms | Tot: 43s432ms | Loss: 0.468 | Acc: 83.926% (14395/17152) 134/391 [======================>..........................................] Step: 326ms | Tot: 43s759ms | Loss: 0.469 | Acc: 83.947% (14506/17280) 135/391 [======================>..........................................] Step: 324ms | Tot: 44s84ms | Loss: 0.469 | Acc: 83.915% (14608/17408) 136/391 [======================>..........................................] Step: 324ms | Tot: 44s408ms | Loss: 0.470 | Acc: 83.890% (14711/17536) 137/391 [======================>..........................................] Step: 333ms | Tot: 44s742ms | Loss: 0.469 | Acc: 83.894% (14819/17664) 138/391 [======================>..........................................] Step: 332ms | Tot: 45s75ms | Loss: 0.469 | Acc: 83.903% (14928/17792) 139/391 [=======================>.........................................] Step: 322ms | Tot: 45s398ms | Loss: 0.469 | Acc: 83.940% (15042/17920) 140/391 [=======================>.........................................] Step: 325ms | Tot: 45s723ms | Loss: 0.468 | Acc: 83.954% (15152/18048) 141/391 [=======================>.........................................] Step: 321ms | Tot: 46s45ms | Loss: 0.470 | Acc: 83.946% (15258/18176) 142/391 [=======================>.........................................] Step: 323ms | Tot: 46s369ms | Loss: 0.470 | Acc: 83.927% (15362/18304) 143/391 [=======================>.........................................] Step: 328ms | Tot: 46s697ms | Loss: 0.470 | Acc: 83.908% (15466/18432) 144/391 [=======================>.........................................] Step: 329ms | Tot: 47s26ms | Loss: 0.471 | Acc: 83.895% (15571/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s351ms | Loss: 0.471 | Acc: 83.883% (15676/18688) 146/391 [========================>........................................] Step: 351ms | Tot: 47s703ms | Loss: 0.471 | Acc: 83.913% (15789/18816) 147/391 [========================>........................................] Step: 373ms | Tot: 48s76ms | Loss: 0.470 | Acc: 83.921% (15898/18944) 148/391 [========================>........................................] Step: 343ms | Tot: 48s420ms | Loss: 0.471 | Acc: 83.898% (16001/19072) 149/391 [========================>........................................] Step: 333ms | Tot: 48s754ms | Loss: 0.470 | Acc: 83.922% (16113/19200) 150/391 [========================>........................................] Step: 326ms | Tot: 49s80ms | Loss: 0.469 | Acc: 83.925% (16221/19328) 151/391 [=========================>.......................................] Step: 329ms | Tot: 49s410ms | Loss: 0.469 | Acc: 83.923% (16328/19456) 152/391 [=========================>.......................................] Step: 342ms | Tot: 49s752ms | Loss: 0.469 | Acc: 83.910% (16433/19584) 153/391 [=========================>.......................................] Step: 338ms | Tot: 50s91ms | Loss: 0.470 | Acc: 83.893% (16537/19712) 154/391 [=========================>.......................................] Step: 331ms | Tot: 50s422ms | Loss: 0.471 | Acc: 83.866% (16639/19840) 155/391 [=========================>.......................................] Step: 349ms | Tot: 50s771ms | Loss: 0.470 | Acc: 83.874% (16748/19968) 156/391 [=========================>.......................................] Step: 345ms | Tot: 51s117ms | Loss: 0.470 | Acc: 83.887% (16858/20096) 157/391 [==========================>......................................] Step: 346ms | Tot: 51s463ms | Loss: 0.470 | Acc: 83.881% (16964/20224) 158/391 [==========================>......................................] Step: 337ms | Tot: 51s801ms | Loss: 0.470 | Acc: 83.874% (17070/20352) 159/391 [==========================>......................................] Step: 332ms | Tot: 52s134ms | Loss: 0.471 | Acc: 83.848% (17172/20480) 160/391 [==========================>......................................] Step: 336ms | Tot: 52s470ms | Loss: 0.471 | Acc: 83.861% (17282/20608) 161/391 [==========================>......................................] Step: 334ms | Tot: 52s805ms | Loss: 0.471 | Acc: 83.864% (17390/20736) 162/391 [==========================>......................................] Step: 337ms | Tot: 53s143ms | Loss: 0.470 | Acc: 83.872% (17499/20864) 163/391 [===========================>.....................................] Step: 335ms | Tot: 53s479ms | Loss: 0.470 | Acc: 83.870% (17606/20992) 164/391 [===========================>.....................................] Step: 331ms | Tot: 53s810ms | Loss: 0.470 | Acc: 83.868% (17713/21120) 165/391 [===========================>.....................................] Step: 332ms | Tot: 54s142ms | Loss: 0.470 | Acc: 83.890% (17825/21248) 166/391 [===========================>.....................................] Step: 341ms | Tot: 54s484ms | Loss: 0.470 | Acc: 83.884% (17931/21376) 167/391 [===========================>.....................................] Step: 334ms | Tot: 54s818ms | Loss: 0.470 | Acc: 83.882% (18038/21504) 168/391 [===========================>.....................................] Step: 334ms | Tot: 55s152ms | Loss: 0.469 | Acc: 83.908% (18151/21632) 169/391 [============================>....................................] Step: 322ms | Tot: 55s475ms | Loss: 0.469 | Acc: 83.892% (18255/21760) 170/391 [============================>....................................] Step: 325ms | Tot: 55s800ms | Loss: 0.468 | Acc: 83.923% (18369/21888) 171/391 [============================>....................................] Step: 326ms | Tot: 56s126ms | Loss: 0.469 | Acc: 83.912% (18474/22016) 172/391 [============================>....................................] Step: 326ms | Tot: 56s453ms | Loss: 0.469 | Acc: 83.892% (18577/22144) 173/391 [============================>....................................] Step: 324ms | Tot: 56s777ms | Loss: 0.469 | Acc: 83.886% (18683/22272) 174/391 [============================>....................................] Step: 325ms | Tot: 57s102ms | Loss: 0.468 | Acc: 83.911% (18796/22400) 175/391 [=============================>...................................] Step: 325ms | Tot: 57s428ms | Loss: 0.468 | Acc: 83.922% (18906/22528) 176/391 [=============================>...................................] Step: 328ms | Tot: 57s757ms | Loss: 0.469 | Acc: 83.894% (19007/22656) 177/391 [=============================>...................................] Step: 325ms | Tot: 58s82ms | Loss: 0.469 | Acc: 83.901% (19116/22784) 178/391 [=============================>...................................] Step: 322ms | Tot: 58s404ms | Loss: 0.468 | Acc: 83.904% (19224/22912) 179/391 [=============================>...................................] Step: 331ms | Tot: 58s736ms | Loss: 0.469 | Acc: 83.898% (19330/23040) 180/391 [=============================>...................................] Step: 324ms | Tot: 59s60ms | Loss: 0.469 | Acc: 83.887% (19435/23168) 181/391 [==============================>..................................] Step: 325ms | Tot: 59s386ms | Loss: 0.469 | Acc: 83.890% (19543/23296) 182/391 [==============================>..................................] Step: 335ms | Tot: 59s721ms | Loss: 0.469 | Acc: 83.863% (19644/23424) 183/391 [==============================>..................................] Step: 330ms | Tot: 1m52ms | Loss: 0.469 | Acc: 83.870% (19753/23552) 184/391 [==============================>..................................] Step: 341ms | Tot: 1m394ms | Loss: 0.469 | Acc: 83.868% (19860/23680) 185/391 [==============================>..................................] Step: 327ms | Tot: 1m722ms | Loss: 0.469 | Acc: 83.867% (19967/23808) 186/391 [==============================>..................................] Step: 323ms | Tot: 1m1s | Loss: 0.468 | Acc: 83.915% (20086/23936) 187/391 [===============================>.................................] Step: 319ms | Tot: 1m1s | Loss: 0.469 | Acc: 83.880% (20185/24064) 188/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.469 | Acc: 83.900% (20297/24192) 189/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.468 | Acc: 83.898% (20404/24320) 190/391 [===============================>.................................] Step: 320ms | Tot: 1m2s | Loss: 0.469 | Acc: 83.888% (20509/24448) 191/391 [===============================>.................................] Step: 328ms | Tot: 1m2s | Loss: 0.470 | Acc: 83.858% (20609/24576) 192/391 [===============================>.................................] Step: 328ms | Tot: 1m2s | Loss: 0.470 | Acc: 83.861% (20717/24704) 193/391 [================================>................................] Step: 328ms | Tot: 1m3s | Loss: 0.470 | Acc: 83.839% (20819/24832) 194/391 [================================>................................] Step: 339ms | Tot: 1m3s | Loss: 0.470 | Acc: 83.854% (20930/24960) 195/391 [================================>................................] Step: 332ms | Tot: 1m3s | Loss: 0.470 | Acc: 83.865% (21040/25088) 196/391 [================================>................................] Step: 321ms | Tot: 1m4s | Loss: 0.470 | Acc: 83.855% (21145/25216) 197/391 [================================>................................] Step: 333ms | Tot: 1m4s | Loss: 0.470 | Acc: 83.858% (21253/25344) 198/391 [================================>................................] Step: 326ms | Tot: 1m4s | Loss: 0.471 | Acc: 83.833% (21354/25472) 199/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.471 | Acc: 83.840% (21463/25600) 200/391 [=================================>...............................] Step: 331ms | Tot: 1m5s | Loss: 0.471 | Acc: 83.835% (21569/25728) 201/391 [=================================>...............................] Step: 324ms | Tot: 1m5s | Loss: 0.471 | Acc: 83.830% (21675/25856) 202/391 [=================================>...............................] Step: 324ms | Tot: 1m6s | Loss: 0.471 | Acc: 83.825% (21781/25984) 203/391 [=================================>...............................] Step: 331ms | Tot: 1m6s | Loss: 0.472 | Acc: 83.831% (21890/26112) 204/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.472 | Acc: 83.841% (22000/26240) 205/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.472 | Acc: 83.836% (22106/26368) 206/391 [==================================>..............................] Step: 331ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.805% (22205/26496) 207/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.473 | Acc: 83.797% (22310/26624) 208/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.473 | Acc: 83.769% (22410/26752) 209/391 [==================================>..............................] Step: 327ms | Tot: 1m8s | Loss: 0.473 | Acc: 83.757% (22514/26880) 210/391 [==================================>..............................] Step: 321ms | Tot: 1m8s | Loss: 0.473 | Acc: 83.764% (22623/27008) 211/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 0.473 | Acc: 83.756% (22728/27136) 212/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 0.473 | Acc: 83.766% (22838/27264) 213/391 [===================================>.............................] Step: 325ms | Tot: 1m9s | Loss: 0.473 | Acc: 83.754% (22942/27392) 214/391 [===================================>.............................] Step: 336ms | Tot: 1m10s | Loss: 0.473 | Acc: 83.746% (23047/27520) 215/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 0.473 | Acc: 83.757% (23157/27648) 216/391 [===================================>.............................] Step: 322ms | Tot: 1m10s | Loss: 0.473 | Acc: 83.745% (23261/27776) 217/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.473 | Acc: 83.726% (23363/27904) 218/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.473 | Acc: 83.729% (23471/28032) 219/391 [====================================>............................] Step: 322ms | Tot: 1m11s | Loss: 0.473 | Acc: 83.725% (23577/28160) 220/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.473 | Acc: 83.746% (23690/28288) 221/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.473 | Acc: 83.749% (23798/28416) 222/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.472 | Acc: 83.758% (23908/28544) 223/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.472 | Acc: 83.747% (24012/28672) 224/391 [=====================================>...........................] Step: 322ms | Tot: 1m13s | Loss: 0.472 | Acc: 83.733% (24115/28800) 225/391 [=====================================>...........................] Step: 328ms | Tot: 1m13s | Loss: 0.473 | Acc: 83.708% (24215/28928) 226/391 [=====================================>...........................] Step: 331ms | Tot: 1m14s | Loss: 0.473 | Acc: 83.694% (24318/29056) 227/391 [=====================================>...........................] Step: 326ms | Tot: 1m14s | Loss: 0.474 | Acc: 83.679% (24421/29184) 228/391 [=====================================>...........................] Step: 336ms | Tot: 1m14s | Loss: 0.474 | Acc: 83.689% (24531/29312) 229/391 [======================================>..........................] Step: 334ms | Tot: 1m15s | Loss: 0.473 | Acc: 83.689% (24638/29440) 230/391 [======================================>..........................] Step: 319ms | Tot: 1m15s | Loss: 0.473 | Acc: 83.688% (24745/29568) 231/391 [======================================>..........................] Step: 324ms | Tot: 1m15s | Loss: 0.474 | Acc: 83.685% (24851/29696) 232/391 [======================================>..........................] Step: 322ms | Tot: 1m16s | Loss: 0.473 | Acc: 83.684% (24958/29824) 233/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.474 | Acc: 83.671% (25061/29952) 234/391 [======================================>..........................] Step: 329ms | Tot: 1m16s | Loss: 0.474 | Acc: 83.670% (25168/30080) 235/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.474 | Acc: 83.667% (25274/30208) 236/391 [=======================================>.........................] Step: 320ms | Tot: 1m17s | Loss: 0.474 | Acc: 83.663% (25380/30336) 237/391 [=======================================>.........................] Step: 347ms | Tot: 1m17s | Loss: 0.474 | Acc: 83.650% (25483/30464) 238/391 [=======================================>.........................] Step: 376ms | Tot: 1m18s | Loss: 0.474 | Acc: 83.662% (25594/30592) 239/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.474 | Acc: 83.662% (25701/30720) 240/391 [=======================================>.........................] Step: 330ms | Tot: 1m18s | Loss: 0.474 | Acc: 83.694% (25818/30848) 241/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.474 | Acc: 83.684% (25922/30976) 242/391 [========================================>........................] Step: 322ms | Tot: 1m19s | Loss: 0.474 | Acc: 83.684% (26029/31104) 243/391 [========================================>........................] Step: 335ms | Tot: 1m19s | Loss: 0.474 | Acc: 83.671% (26132/31232) 244/391 [========================================>........................] Step: 328ms | Tot: 1m20s | Loss: 0.474 | Acc: 83.648% (26232/31360) 245/391 [========================================>........................] Step: 321ms | Tot: 1m20s | Loss: 0.474 | Acc: 83.648% (26339/31488) 246/391 [========================================>........................] Step: 326ms | Tot: 1m20s | Loss: 0.474 | Acc: 83.660% (26450/31616) 247/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.474 | Acc: 83.666% (26559/31744) 248/391 [=========================================>.......................] Step: 319ms | Tot: 1m21s | Loss: 0.474 | Acc: 83.644% (26659/31872) 249/391 [=========================================>.......................] Step: 330ms | Tot: 1m21s | Loss: 0.474 | Acc: 83.647% (26767/32000) 250/391 [=========================================>.......................] Step: 318ms | Tot: 1m21s | Loss: 0.474 | Acc: 83.672% (26882/32128) 251/391 [=========================================>.......................] Step: 318ms | Tot: 1m22s | Loss: 0.474 | Acc: 83.677% (26991/32256) 252/391 [=========================================>.......................] Step: 329ms | Tot: 1m22s | Loss: 0.474 | Acc: 83.652% (27090/32384) 253/391 [==========================================>......................] Step: 318ms | Tot: 1m22s | Loss: 0.474 | Acc: 83.668% (27202/32512) 254/391 [==========================================>......................] Step: 328ms | Tot: 1m23s | Loss: 0.474 | Acc: 83.652% (27304/32640) 255/391 [==========================================>......................] Step: 365ms | Tot: 1m23s | Loss: 0.474 | Acc: 83.667% (27416/32768) 256/391 [==========================================>......................] Step: 365ms | Tot: 1m24s | Loss: 0.473 | Acc: 83.676% (27526/32896) 257/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.473 | Acc: 83.679% (27634/33024) 258/391 [==========================================>......................] Step: 340ms | Tot: 1m24s | Loss: 0.473 | Acc: 83.684% (27743/33152) 259/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 0.474 | Acc: 83.666% (27844/33280) 260/391 [===========================================>.....................] Step: 332ms | Tot: 1m25s | Loss: 0.474 | Acc: 83.663% (27950/33408) 261/391 [===========================================>.....................] Step: 341ms | Tot: 1m25s | Loss: 0.474 | Acc: 83.662% (28057/33536) 262/391 [===========================================>.....................] Step: 339ms | Tot: 1m26s | Loss: 0.473 | Acc: 83.680% (28170/33664) 263/391 [===========================================>.....................] Step: 337ms | Tot: 1m26s | Loss: 0.473 | Acc: 83.688% (28280/33792) 264/391 [===========================================>.....................] Step: 339ms | Tot: 1m26s | Loss: 0.473 | Acc: 83.706% (28393/33920) 265/391 [============================================>....................] Step: 334ms | Tot: 1m27s | Loss: 0.473 | Acc: 83.711% (28502/34048) 266/391 [============================================>....................] Step: 338ms | Tot: 1m27s | Loss: 0.473 | Acc: 83.702% (28606/34176) 267/391 [============================================>....................] Step: 336ms | Tot: 1m27s | Loss: 0.473 | Acc: 83.702% (28713/34304) 268/391 [============================================>....................] Step: 334ms | Tot: 1m28s | Loss: 0.473 | Acc: 83.707% (28822/34432) 269/391 [============================================>....................] Step: 321ms | Tot: 1m28s | Loss: 0.473 | Acc: 83.721% (28934/34560) 270/391 [============================================>....................] Step: 329ms | Tot: 1m28s | Loss: 0.473 | Acc: 83.732% (29045/34688) 271/391 [=============================================>...................] Step: 329ms | Tot: 1m29s | Loss: 0.473 | Acc: 83.729% (29151/34816) 272/391 [=============================================>...................] Step: 324ms | Tot: 1m29s | Loss: 0.473 | Acc: 83.740% (29262/34944) 273/391 [=============================================>...................] Step: 340ms | Tot: 1m29s | Loss: 0.472 | Acc: 83.731% (29366/35072) 274/391 [=============================================>...................] Step: 336ms | Tot: 1m30s | Loss: 0.472 | Acc: 83.736% (29475/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.472 | Acc: 83.738% (29583/35328) 276/391 [=============================================>...................] Step: 337ms | Tot: 1m30s | Loss: 0.472 | Acc: 83.749% (29694/35456) 277/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.472 | Acc: 83.754% (29803/35584) 278/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.472 | Acc: 83.748% (29908/35712) 279/391 [==============================================>..................] Step: 335ms | Tot: 1m31s | Loss: 0.472 | Acc: 83.756% (30018/35840) 280/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.472 | Acc: 83.749% (30123/35968) 281/391 [==============================================>..................] Step: 326ms | Tot: 1m32s | Loss: 0.472 | Acc: 83.727% (30222/36096) 282/391 [==============================================>..................] Step: 333ms | Tot: 1m32s | Loss: 0.472 | Acc: 83.748% (30337/36224) 283/391 [===============================================>.................] Step: 329ms | Tot: 1m32s | Loss: 0.471 | Acc: 83.737% (30440/36352) 284/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.471 | Acc: 83.736% (30547/36480) 285/391 [===============================================>.................] Step: 335ms | Tot: 1m33s | Loss: 0.471 | Acc: 83.722% (30649/36608) 286/391 [===============================================>.................] Step: 338ms | Tot: 1m33s | Loss: 0.471 | Acc: 83.724% (30757/36736) 287/391 [===============================================>.................] Step: 327ms | Tot: 1m34s | Loss: 0.472 | Acc: 83.713% (30860/36864) 288/391 [===============================================>.................] Step: 332ms | Tot: 1m34s | Loss: 0.471 | Acc: 83.721% (30970/36992) 289/391 [================================================>................] Step: 330ms | Tot: 1m34s | Loss: 0.471 | Acc: 83.737% (31083/37120) 290/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.471 | Acc: 83.760% (31199/37248) 291/391 [================================================>................] Step: 335ms | Tot: 1m35s | Loss: 0.471 | Acc: 83.757% (31305/37376) 292/391 [================================================>................] Step: 336ms | Tot: 1m35s | Loss: 0.471 | Acc: 83.740% (31406/37504) 293/391 [================================================>................] Step: 328ms | Tot: 1m36s | Loss: 0.471 | Acc: 83.721% (31506/37632) 294/391 [================================================>................] Step: 337ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.705% (31607/37760) 295/391 [=================================================>...............] Step: 327ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.683% (31706/37888) 296/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.472 | Acc: 83.670% (31808/38016) 297/391 [=================================================>...............] Step: 337ms | Tot: 1m37s | Loss: 0.472 | Acc: 83.678% (31918/38144) 298/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.472 | Acc: 83.670% (32022/38272) 299/391 [=================================================>...............] Step: 326ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.688% (32136/38400) 300/391 [=================================================>...............] Step: 338ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.692% (32245/38528) 301/391 [==================================================>..............] Step: 331ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.700% (32355/38656) 302/391 [==================================================>..............] Step: 326ms | Tot: 1m39s | Loss: 0.472 | Acc: 83.679% (32454/38784) 303/391 [==================================================>..............] Step: 335ms | Tot: 1m39s | Loss: 0.472 | Acc: 83.655% (32552/38912) 304/391 [==================================================>..............] Step: 327ms | Tot: 1m39s | Loss: 0.472 | Acc: 83.660% (32661/39040) 305/391 [==================================================>..............] Step: 328ms | Tot: 1m40s | Loss: 0.472 | Acc: 83.660% (32768/39168) 306/391 [==================================================>..............] Step: 334ms | Tot: 1m40s | Loss: 0.472 | Acc: 83.662% (32876/39296) 307/391 [===================================================>.............] Step: 325ms | Tot: 1m40s | Loss: 0.472 | Acc: 83.660% (32982/39424) 308/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 0.472 | Acc: 83.659% (33089/39552) 309/391 [===================================================>.............] Step: 333ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.682% (33205/39680) 310/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.472 | Acc: 83.687% (33314/39808) 311/391 [===================================================>.............] Step: 323ms | Tot: 1m42s | Loss: 0.471 | Acc: 83.696% (33425/39936) 312/391 [===================================================>.............] Step: 328ms | Tot: 1m42s | Loss: 0.472 | Acc: 83.694% (33531/40064) 313/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.472 | Acc: 83.683% (33634/40192) 314/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.472 | Acc: 83.690% (33744/40320) 315/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.471 | Acc: 83.703% (33856/40448) 316/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.471 | Acc: 83.710% (33966/40576) 317/391 [====================================================>............] Step: 323ms | Tot: 1m44s | Loss: 0.471 | Acc: 83.699% (34069/40704) 318/391 [====================================================>............] Step: 329ms | Tot: 1m44s | Loss: 0.471 | Acc: 83.699% (34176/40832) 319/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.472 | Acc: 83.696% (34282/40960) 320/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.471 | Acc: 83.694% (34388/41088) 321/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.471 | Acc: 83.693% (34495/41216) 322/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.472 | Acc: 83.683% (34598/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.472 | Acc: 83.673% (34701/41472) 324/391 [=====================================================>...........] Step: 321ms | Tot: 1m46s | Loss: 0.472 | Acc: 83.666% (34805/41600) 325/391 [======================================================>..........] Step: 326ms | Tot: 1m46s | Loss: 0.472 | Acc: 83.661% (34910/41728) 326/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.472 | Acc: 83.642% (35009/41856) 327/391 [======================================================>..........] Step: 323ms | Tot: 1m47s | Loss: 0.472 | Acc: 83.634% (35113/41984) 328/391 [======================================================>..........] Step: 361ms | Tot: 1m47s | Loss: 0.473 | Acc: 83.634% (35220/42112) 329/391 [======================================================>..........] Step: 367ms | Tot: 1m48s | Loss: 0.472 | Acc: 83.651% (35334/42240) 330/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.473 | Acc: 83.624% (35430/42368) 331/391 [=======================================================>.........] Step: 337ms | Tot: 1m48s | Loss: 0.473 | Acc: 83.613% (35532/42496) 332/391 [=======================================================>.........] Step: 331ms | Tot: 1m49s | Loss: 0.473 | Acc: 83.603% (35635/42624) 333/391 [=======================================================>.........] Step: 337ms | Tot: 1m49s | Loss: 0.473 | Acc: 83.608% (35744/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.473 | Acc: 83.610% (35852/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m50s | Loss: 0.473 | Acc: 83.603% (35956/43008) 336/391 [=======================================================>.........] Step: 324ms | Tot: 1m50s | Loss: 0.473 | Acc: 83.603% (36063/43136) 337/391 [========================================================>........] Step: 330ms | Tot: 1m50s | Loss: 0.473 | Acc: 83.578% (36159/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.474 | Acc: 83.561% (36259/43392) 339/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.474 | Acc: 83.559% (36365/43520) 340/391 [========================================================>........] Step: 327ms | Tot: 1m51s | Loss: 0.474 | Acc: 83.571% (36477/43648) 341/391 [========================================================>........] Step: 322ms | Tot: 1m52s | Loss: 0.474 | Acc: 83.548% (36574/43776) 342/391 [========================================================>........] Step: 322ms | Tot: 1m52s | Loss: 0.474 | Acc: 83.546% (36680/43904) 343/391 [=========================================================>.......] Step: 328ms | Tot: 1m52s | Loss: 0.474 | Acc: 83.560% (36793/44032) 344/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.474 | Acc: 83.576% (36907/44160) 345/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.473 | Acc: 83.576% (37014/44288) 346/391 [=========================================================>.......] Step: 331ms | Tot: 1m53s | Loss: 0.474 | Acc: 83.555% (37112/44416) 347/391 [=========================================================>.......] Step: 322ms | Tot: 1m54s | Loss: 0.474 | Acc: 83.551% (37217/44544) 348/391 [=========================================================>.......] Step: 321ms | Tot: 1m54s | Loss: 0.474 | Acc: 83.562% (37329/44672) 349/391 [==========================================================>......] Step: 330ms | Tot: 1m54s | Loss: 0.473 | Acc: 83.578% (37443/44800) 350/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.473 | Acc: 83.574% (37548/44928) 351/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.474 | Acc: 83.558% (37648/45056) 352/391 [==========================================================>......] Step: 330ms | Tot: 1m55s | Loss: 0.474 | Acc: 83.558% (37755/45184) 353/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.474 | Acc: 83.552% (37859/45312) 354/391 [==========================================================>......] Step: 321ms | Tot: 1m56s | Loss: 0.474 | Acc: 83.548% (37964/45440) 355/391 [===========================================================>.....] Step: 334ms | Tot: 1m56s | Loss: 0.474 | Acc: 83.543% (38069/45568) 356/391 [===========================================================>.....] Step: 319ms | Tot: 1m56s | Loss: 0.474 | Acc: 83.546% (38177/45696) 357/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.474 | Acc: 83.535% (38279/45824) 358/391 [===========================================================>.....] Step: 335ms | Tot: 1m57s | Loss: 0.475 | Acc: 83.528% (38383/45952) 359/391 [===========================================================>.....] Step: 328ms | Tot: 1m57s | Loss: 0.475 | Acc: 83.524% (38488/46080) 360/391 [===========================================================>.....] Step: 327ms | Tot: 1m58s | Loss: 0.475 | Acc: 83.527% (38596/46208) 361/391 [============================================================>....] Step: 332ms | Tot: 1m58s | Loss: 0.474 | Acc: 83.525% (38702/46336) 362/391 [============================================================>....] Step: 329ms | Tot: 1m58s | Loss: 0.474 | Acc: 83.516% (38805/46464) 363/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 0.474 | Acc: 83.523% (38915/46592) 364/391 [============================================================>....] Step: 341ms | Tot: 1m59s | Loss: 0.474 | Acc: 83.530% (39025/46720) 365/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.474 | Acc: 83.540% (39137/46848) 366/391 [============================================================>....] Step: 331ms | Tot: 2m262ms | Loss: 0.474 | Acc: 83.549% (39248/46976) 367/391 [=============================================================>...] Step: 338ms | Tot: 2m601ms | Loss: 0.474 | Acc: 83.551% (39356/47104) 368/391 [=============================================================>...] Step: 325ms | Tot: 2m926ms | Loss: 0.474 | Acc: 83.556% (39465/47232) 369/391 [=============================================================>...] Step: 321ms | Tot: 2m1s | Loss: 0.474 | Acc: 83.566% (39577/47360) 370/391 [=============================================================>...] Step: 330ms | Tot: 2m1s | Loss: 0.474 | Acc: 83.568% (39685/47488) 371/391 [=============================================================>...] Step: 320ms | Tot: 2m1s | Loss: 0.474 | Acc: 83.558% (39787/47616) 372/391 [=============================================================>...] Step: 322ms | Tot: 2m2s | Loss: 0.474 | Acc: 83.562% (39896/47744) 373/391 [==============================================================>..] Step: 330ms | Tot: 2m2s | Loss: 0.474 | Acc: 83.560% (40002/47872) 374/391 [==============================================================>..] Step: 324ms | Tot: 2m2s | Loss: 0.474 | Acc: 83.571% (40114/48000) 375/391 [==============================================================>..] Step: 327ms | Tot: 2m3s | Loss: 0.474 | Acc: 83.577% (40224/48128) 376/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.475 | Acc: 83.565% (40325/48256) 377/391 [==============================================================>..] Step: 321ms | Tot: 2m3s | Loss: 0.475 | Acc: 83.567% (40433/48384) 378/391 [==============================================================>..] Step: 320ms | Tot: 2m4s | Loss: 0.474 | Acc: 83.583% (40548/48512) 379/391 [===============================================================>.] Step: 333ms | Tot: 2m4s | Loss: 0.474 | Acc: 83.588% (40657/48640) 380/391 [===============================================================>.] Step: 325ms | Tot: 2m4s | Loss: 0.474 | Acc: 83.594% (40767/48768) 381/391 [===============================================================>.] Step: 327ms | Tot: 2m5s | Loss: 0.474 | Acc: 83.596% (40875/48896) 382/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.618% (40993/49024) 383/391 [===============================================================>.] Step: 321ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.618% (41100/49152) 384/391 [===============================================================>.] Step: 319ms | Tot: 2m6s | Loss: 0.473 | Acc: 83.632% (41214/49280) 385/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 0.473 | Acc: 83.630% (41320/49408) 386/391 [================================================================>] Step: 326ms | Tot: 2m6s | Loss: 0.473 | Acc: 83.634% (41429/49536) 387/391 [================================================================>] Step: 320ms | Tot: 2m7s | Loss: 0.473 | Acc: 83.632% (41535/49664) 388/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.473 | Acc: 83.632% (41642/49792) 389/391 [================================================================>] Step: 323ms | Tot: 2m7s | Loss: 0.473 | Acc: 83.634% (41750/49920) 390/391 [================================================================>] Step: 306ms | Tot: 2m8s | Loss: 0.473 | Acc: 83.632% (41816/50000) 391/391 + [>................................................................] Step: 924ms | Tot: 2ms | Loss: 0.561 | Acc: 80.000% (80/100) 1/100 [>................................................................] Step: 259ms | Tot: 262ms | Loss: 0.513 | Acc: 82.000% (164/200) 2/100 [=>...............................................................] Step: 260ms | Tot: 522ms | Loss: 0.519 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 781ms | Loss: 0.513 | Acc: 80.500% (322/400) 4/100 [==>..............................................................] Step: 257ms | Tot: 1s39ms | Loss: 0.536 | Acc: 80.800% (404/500) 5/100 [===>.............................................................] Step: 257ms | Tot: 1s297ms | Loss: 0.521 | Acc: 81.167% (487/600) 6/100 [===>.............................................................] Step: 265ms | Tot: 1s562ms | Loss: 0.523 | Acc: 81.286% (569/700) 7/100 [====>............................................................] Step: 259ms | Tot: 1s822ms | Loss: 0.534 | Acc: 80.750% (646/800) 8/100 [=====>...........................................................] Step: 257ms | Tot: 2s80ms | Loss: 0.566 | Acc: 80.778% (727/900) 9/100 [=====>...........................................................] Step: 255ms | Tot: 2s336ms | Loss: 0.551 | Acc: 81.400% (814/1000) 10/100 [======>..........................................................] Step: 265ms | Tot: 2s602ms | Loss: 0.547 | Acc: 81.545% (897/1100) 11/100 [=======>.........................................................] Step: 254ms | Tot: 2s856ms | Loss: 0.555 | Acc: 81.500% (978/1200) 12/100 [=======>.........................................................] Step: 256ms | Tot: 3s112ms | Loss: 0.548 | Acc: 81.462% (1059/1300) 13/100 [========>........................................................] Step: 255ms | Tot: 3s367ms | Loss: 0.565 | Acc: 81.143% (1136/1400) 14/100 [=========>.......................................................] Step: 260ms | Tot: 3s628ms | Loss: 0.557 | Acc: 81.333% (1220/1500) 15/100 [=========>.......................................................] Step: 257ms | Tot: 3s886ms | Loss: 0.560 | Acc: 81.188% (1299/1600) 16/100 [==========>......................................................] Step: 258ms | Tot: 4s144ms | Loss: 0.556 | Acc: 81.647% (1388/1700) 17/100 [===========>.....................................................] Step: 255ms | Tot: 4s400ms | Loss: 0.556 | Acc: 81.556% (1468/1800) 18/100 [===========>.....................................................] Step: 266ms | Tot: 4s667ms | Loss: 0.554 | Acc: 81.474% (1548/1900) 19/100 [============>....................................................] Step: 257ms | Tot: 4s924ms | Loss: 0.563 | Acc: 81.400% (1628/2000) 20/100 [=============>...................................................] Step: 259ms | Tot: 5s183ms | Loss: 0.561 | Acc: 81.429% (1710/2100) 21/100 [=============>...................................................] Step: 259ms | Tot: 5s443ms | Loss: 0.563 | Acc: 81.545% (1794/2200) 22/100 [==============>..................................................] Step: 264ms | Tot: 5s707ms | Loss: 0.568 | Acc: 81.391% (1872/2300) 23/100 [==============>..................................................] Step: 258ms | Tot: 5s966ms | Loss: 0.571 | Acc: 81.458% (1955/2400) 24/100 [===============>.................................................] Step: 260ms | Tot: 6s227ms | Loss: 0.569 | Acc: 81.360% (2034/2500) 25/100 [================>................................................] Step: 260ms | Tot: 6s488ms | Loss: 0.576 | Acc: 81.192% (2111/2600) 26/100 [================>................................................] Step: 262ms | Tot: 6s750ms | Loss: 0.569 | Acc: 81.222% (2193/2700) 27/100 [=================>...............................................] Step: 262ms | Tot: 7s13ms | Loss: 0.566 | Acc: 81.250% (2275/2800) 28/100 [==================>..............................................] Step: 258ms | Tot: 7s271ms | Loss: 0.565 | Acc: 81.414% (2361/2900) 29/100 [==================>..............................................] Step: 262ms | Tot: 7s533ms | Loss: 0.562 | Acc: 81.467% (2444/3000) 30/100 [===================>.............................................] Step: 260ms | Tot: 7s794ms | Loss: 0.567 | Acc: 81.355% (2522/3100) 31/100 [====================>............................................] Step: 259ms | Tot: 8s54ms | Loss: 0.564 | Acc: 81.375% (2604/3200) 32/100 [====================>............................................] Step: 256ms | Tot: 8s310ms | Loss: 0.565 | Acc: 81.303% (2683/3300) 33/100 [=====================>...........................................] Step: 266ms | Tot: 8s577ms | Loss: 0.565 | Acc: 81.294% (2764/3400) 34/100 [======================>..........................................] Step: 308ms | Tot: 8s885ms | Loss: 0.568 | Acc: 81.257% (2844/3500) 35/100 [======================>..........................................] Step: 309ms | Tot: 9s194ms | Loss: 0.564 | Acc: 81.361% (2929/3600) 36/100 [=======================>.........................................] Step: 284ms | Tot: 9s478ms | Loss: 0.563 | Acc: 81.405% (3012/3700) 37/100 [========================>........................................] Step: 269ms | Tot: 9s748ms | Loss: 0.566 | Acc: 81.316% (3090/3800) 38/100 [========================>........................................] Step: 260ms | Tot: 10s9ms | Loss: 0.563 | Acc: 81.462% (3177/3900) 39/100 [=========================>.......................................] Step: 257ms | Tot: 10s266ms | Loss: 0.560 | Acc: 81.600% (3264/4000) 40/100 [==========================>......................................] Step: 261ms | Tot: 10s527ms | Loss: 0.560 | Acc: 81.561% (3344/4100) 41/100 [==========================>......................................] Step: 260ms | Tot: 10s788ms | Loss: 0.559 | Acc: 81.571% (3426/4200) 42/100 [===========================>.....................................] Step: 258ms | Tot: 11s46ms | Loss: 0.556 | Acc: 81.698% (3513/4300) 43/100 [===========================>.....................................] Step: 255ms | Tot: 11s301ms | Loss: 0.555 | Acc: 81.773% (3598/4400) 44/100 [============================>....................................] Step: 265ms | Tot: 11s567ms | Loss: 0.553 | Acc: 81.889% (3685/4500) 45/100 [=============================>...................................] Step: 257ms | Tot: 11s825ms | Loss: 0.555 | Acc: 81.826% (3764/4600) 46/100 [=============================>...................................] Step: 262ms | Tot: 12s87ms | Loss: 0.555 | Acc: 81.830% (3846/4700) 47/100 [==============================>..................................] Step: 260ms | Tot: 12s348ms | Loss: 0.556 | Acc: 81.792% (3926/4800) 48/100 [===============================>.................................] Step: 275ms | Tot: 12s623ms | Loss: 0.553 | Acc: 81.816% (4009/4900) 49/100 [===============================>.................................] Step: 266ms | Tot: 12s890ms | Loss: 0.558 | Acc: 81.700% (4085/5000) 50/100 [================================>................................] Step: 267ms | Tot: 13s157ms | Loss: 0.557 | Acc: 81.706% (4167/5100) 51/100 [=================================>...............................] Step: 267ms | Tot: 13s425ms | Loss: 0.559 | Acc: 81.673% (4247/5200) 52/100 [=================================>...............................] Step: 274ms | Tot: 13s699ms | Loss: 0.558 | Acc: 81.679% (4329/5300) 53/100 [==================================>..............................] Step: 266ms | Tot: 13s965ms | Loss: 0.556 | Acc: 81.815% (4418/5400) 54/100 [===================================>.............................] Step: 268ms | Tot: 14s234ms | Loss: 0.556 | Acc: 81.818% (4500/5500) 55/100 [===================================>.............................] Step: 273ms | Tot: 14s507ms | Loss: 0.561 | Acc: 81.732% (4577/5600) 56/100 [====================================>............................] Step: 271ms | Tot: 14s778ms | Loss: 0.562 | Acc: 81.702% (4657/5700) 57/100 [=====================================>...........................] Step: 266ms | Tot: 15s45ms | Loss: 0.562 | Acc: 81.690% (4738/5800) 58/100 [=====================================>...........................] Step: 265ms | Tot: 15s311ms | Loss: 0.565 | Acc: 81.627% (4816/5900) 59/100 [======================================>..........................] Step: 276ms | Tot: 15s587ms | Loss: 0.566 | Acc: 81.533% (4892/6000) 60/100 [=======================================>.........................] Step: 266ms | Tot: 15s854ms | Loss: 0.566 | Acc: 81.492% (4971/6100) 61/100 [=======================================>.........................] Step: 267ms | Tot: 16s122ms | Loss: 0.565 | Acc: 81.548% (5056/6200) 62/100 [========================================>........................] Step: 265ms | Tot: 16s387ms | Loss: 0.565 | Acc: 81.603% (5141/6300) 63/100 [========================================>........................] Step: 274ms | Tot: 16s661ms | Loss: 0.564 | Acc: 81.594% (5222/6400) 64/100 [=========================================>.......................] Step: 271ms | Tot: 16s933ms | Loss: 0.565 | Acc: 81.538% (5300/6500) 65/100 [==========================================>......................] Step: 269ms | Tot: 17s202ms | Loss: 0.564 | Acc: 81.561% (5383/6600) 66/100 [==========================================>......................] Step: 270ms | Tot: 17s473ms | Loss: 0.563 | Acc: 81.552% (5464/6700) 67/100 [===========================================>.....................] Step: 273ms | Tot: 17s747ms | Loss: 0.564 | Acc: 81.500% (5542/6800) 68/100 [============================================>....................] Step: 267ms | Tot: 18s14ms | Loss: 0.565 | Acc: 81.493% (5623/6900) 69/100 [============================================>....................] Step: 265ms | Tot: 18s280ms | Loss: 0.567 | Acc: 81.457% (5702/7000) 70/100 [=============================================>...................] Step: 273ms | Tot: 18s553ms | Loss: 0.565 | Acc: 81.479% (5785/7100) 71/100 [==============================================>..................] Step: 268ms | Tot: 18s822ms | Loss: 0.565 | Acc: 81.514% (5869/7200) 72/100 [==============================================>..................] Step: 270ms | Tot: 19s93ms | Loss: 0.563 | Acc: 81.575% (5955/7300) 73/100 [===============================================>.................] Step: 272ms | Tot: 19s365ms | Loss: 0.563 | Acc: 81.568% (6036/7400) 74/100 [================================================>................] Step: 276ms | Tot: 19s642ms | Loss: 0.563 | Acc: 81.547% (6116/7500) 75/100 [================================================>................] Step: 267ms | Tot: 19s909ms | Loss: 0.562 | Acc: 81.592% (6201/7600) 76/100 [=================================================>...............] Step: 268ms | Tot: 20s178ms | Loss: 0.561 | Acc: 81.545% (6279/7700) 77/100 [==================================================>..............] Step: 271ms | Tot: 20s450ms | Loss: 0.562 | Acc: 81.526% (6359/7800) 78/100 [==================================================>..............] Step: 279ms | Tot: 20s729ms | Loss: 0.561 | Acc: 81.544% (6442/7900) 79/100 [===================================================>.............] Step: 275ms | Tot: 21s5ms | Loss: 0.562 | Acc: 81.525% (6522/8000) 80/100 [====================================================>............] Step: 274ms | Tot: 21s280ms | Loss: 0.560 | Acc: 81.556% (6606/8100) 81/100 [====================================================>............] Step: 277ms | Tot: 21s558ms | Loss: 0.560 | Acc: 81.585% (6690/8200) 82/100 [=====================================================>...........] Step: 277ms | Tot: 21s835ms | Loss: 0.561 | Acc: 81.518% (6766/8300) 83/100 [=====================================================>...........] Step: 277ms | Tot: 22s112ms | Loss: 0.560 | Acc: 81.560% (6851/8400) 84/100 [======================================================>..........] Step: 270ms | Tot: 22s382ms | Loss: 0.561 | Acc: 81.518% (6929/8500) 85/100 [=======================================================>.........] Step: 274ms | Tot: 22s657ms | Loss: 0.561 | Acc: 81.535% (7012/8600) 86/100 [=======================================================>.........] Step: 270ms | Tot: 22s928ms | Loss: 0.561 | Acc: 81.506% (7091/8700) 87/100 [========================================================>........] Step: 273ms | Tot: 23s202ms | Loss: 0.562 | Acc: 81.455% (7168/8800) 88/100 [=========================================================>.......] Step: 276ms | Tot: 23s478ms | Loss: 0.561 | Acc: 81.483% (7252/8900) 89/100 [=========================================================>.......] Step: 278ms | Tot: 23s757ms | Loss: 0.561 | Acc: 81.533% (7338/9000) 90/100 [==========================================================>......] Step: 268ms | Tot: 24s26ms | Loss: 0.558 | Acc: 81.604% (7426/9100) 91/100 [===========================================================>.....] Step: 265ms | Tot: 24s291ms | Loss: 0.556 | Acc: 81.609% (7508/9200) 92/100 [===========================================================>.....] Step: 277ms | Tot: 24s568ms | Loss: 0.558 | Acc: 81.548% (7584/9300) 93/100 [============================================================>....] Step: 267ms | Tot: 24s836ms | Loss: 0.559 | Acc: 81.489% (7660/9400) 94/100 [=============================================================>...] Step: 270ms | Tot: 25s106ms | Loss: 0.559 | Acc: 81.516% (7744/9500) 95/100 [=============================================================>...] Step: 266ms | Tot: 25s373ms | Loss: 0.558 | Acc: 81.521% (7826/9600) 96/100 [==============================================================>..] Step: 293ms | Tot: 25s666ms | Loss: 0.557 | Acc: 81.546% (7910/9700) 97/100 [===============================================================>.] Step: 266ms | Tot: 25s932ms | Loss: 0.558 | Acc: 81.541% (7991/9800) 98/100 [===============================================================>.] Step: 266ms | Tot: 26s199ms | Loss: 0.559 | Acc: 81.515% (8070/9900) 99/100 [================================================================>] Step: 267ms | Tot: 26s466ms | Loss: 0.559 | Acc: 81.510% (8151/10000) 100/100 +Saving.. + +Epoch: 29 + [>................................................................] Step: 1s223ms | Tot: 2ms | Loss: 0.453 | Acc: 82.812% (106/128) 1/391 [>................................................................] Step: 344ms | Tot: 346ms | Loss: 0.460 | Acc: 83.594% (214/256) 2/391 [>................................................................] Step: 328ms | Tot: 674ms | Loss: 0.436 | Acc: 84.375% (324/384) 3/391 [>................................................................] Step: 333ms | Tot: 1s8ms | Loss: 0.432 | Acc: 85.352% (437/512) 4/391 [>................................................................] Step: 321ms | Tot: 1s330ms | Loss: 0.446 | Acc: 85.000% (544/640) 5/391 [>................................................................] Step: 330ms | Tot: 1s661ms | Loss: 0.463 | Acc: 84.896% (652/768) 6/391 [>................................................................] Step: 337ms | Tot: 1s998ms | Loss: 0.448 | Acc: 85.156% (763/896) 7/391 [=>...............................................................] Step: 323ms | Tot: 2s322ms | Loss: 0.449 | Acc: 85.254% (873/1024) 8/391 [=>...............................................................] Step: 321ms | Tot: 2s643ms | Loss: 0.457 | Acc: 85.156% (981/1152) 9/391 [=>...............................................................] Step: 328ms | Tot: 2s971ms | Loss: 0.444 | Acc: 85.625% (1096/1280) 10/391 [=>...............................................................] Step: 323ms | Tot: 3s295ms | Loss: 0.436 | Acc: 85.653% (1206/1408) 11/391 [=>...............................................................] Step: 337ms | Tot: 3s633ms | Loss: 0.429 | Acc: 86.133% (1323/1536) 12/391 [=>...............................................................] Step: 329ms | Tot: 3s962ms | Loss: 0.427 | Acc: 85.817% (1428/1664) 13/391 [==>..............................................................] Step: 320ms | Tot: 4s282ms | Loss: 0.427 | Acc: 85.993% (1541/1792) 14/391 [==>..............................................................] Step: 321ms | Tot: 4s603ms | Loss: 0.425 | Acc: 86.146% (1654/1920) 15/391 [==>..............................................................] Step: 327ms | Tot: 4s931ms | Loss: 0.424 | Acc: 86.133% (1764/2048) 16/391 [==>..............................................................] Step: 317ms | Tot: 5s249ms | Loss: 0.423 | Acc: 86.121% (1874/2176) 17/391 [==>..............................................................] Step: 328ms | Tot: 5s577ms | Loss: 0.418 | Acc: 86.241% (1987/2304) 18/391 [==>..............................................................] Step: 333ms | Tot: 5s910ms | Loss: 0.409 | Acc: 86.554% (2105/2432) 19/391 [===>.............................................................] Step: 328ms | Tot: 6s239ms | Loss: 0.415 | Acc: 86.523% (2215/2560) 20/391 [===>.............................................................] Step: 321ms | Tot: 6s560ms | Loss: 0.416 | Acc: 86.570% (2327/2688) 21/391 [===>.............................................................] Step: 331ms | Tot: 6s892ms | Loss: 0.425 | Acc: 86.222% (2428/2816) 22/391 [===>.............................................................] Step: 331ms | Tot: 7s223ms | Loss: 0.427 | Acc: 86.107% (2535/2944) 23/391 [===>.............................................................] Step: 330ms | Tot: 7s553ms | Loss: 0.424 | Acc: 86.296% (2651/3072) 24/391 [===>.............................................................] Step: 331ms | Tot: 7s885ms | Loss: 0.425 | Acc: 86.281% (2761/3200) 25/391 [====>............................................................] Step: 325ms | Tot: 8s210ms | Loss: 0.427 | Acc: 86.238% (2870/3328) 26/391 [====>............................................................] Step: 322ms | Tot: 8s533ms | Loss: 0.427 | Acc: 86.227% (2980/3456) 27/391 [====>............................................................] Step: 325ms | Tot: 8s859ms | Loss: 0.428 | Acc: 86.133% (3087/3584) 28/391 [====>............................................................] Step: 330ms | Tot: 9s189ms | Loss: 0.425 | Acc: 86.207% (3200/3712) 29/391 [====>............................................................] Step: 329ms | Tot: 9s518ms | Loss: 0.429 | Acc: 86.016% (3303/3840) 30/391 [====>............................................................] Step: 329ms | Tot: 9s848ms | Loss: 0.428 | Acc: 86.013% (3413/3968) 31/391 [=====>...........................................................] Step: 325ms | Tot: 10s173ms | Loss: 0.428 | Acc: 85.938% (3520/4096) 32/391 [=====>...........................................................] Step: 321ms | Tot: 10s495ms | Loss: 0.426 | Acc: 85.938% (3630/4224) 33/391 [=====>...........................................................] Step: 322ms | Tot: 10s817ms | Loss: 0.427 | Acc: 85.892% (3738/4352) 34/391 [=====>...........................................................] Step: 356ms | Tot: 11s174ms | Loss: 0.426 | Acc: 85.848% (3846/4480) 35/391 [=====>...........................................................] Step: 366ms | Tot: 11s540ms | Loss: 0.429 | Acc: 85.742% (3951/4608) 36/391 [=====>...........................................................] Step: 331ms | Tot: 11s872ms | Loss: 0.424 | Acc: 85.874% (4067/4736) 37/391 [======>..........................................................] Step: 327ms | Tot: 12s199ms | Loss: 0.424 | Acc: 85.917% (4179/4864) 38/391 [======>..........................................................] Step: 322ms | Tot: 12s521ms | Loss: 0.425 | Acc: 85.877% (4287/4992) 39/391 [======>..........................................................] Step: 327ms | Tot: 12s849ms | Loss: 0.423 | Acc: 85.957% (4401/5120) 40/391 [======>..........................................................] Step: 325ms | Tot: 13s174ms | Loss: 0.421 | Acc: 85.976% (4512/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s496ms | Loss: 0.421 | Acc: 85.863% (4616/5376) 42/391 [======>..........................................................] Step: 324ms | Tot: 13s820ms | Loss: 0.422 | Acc: 85.792% (4722/5504) 43/391 [=======>.........................................................] Step: 325ms | Tot: 14s146ms | Loss: 0.420 | Acc: 85.902% (4838/5632) 44/391 [=======>.........................................................] Step: 323ms | Tot: 14s469ms | Loss: 0.420 | Acc: 85.851% (4945/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 14s791ms | Loss: 0.423 | Acc: 85.717% (5047/5888) 46/391 [=======>.........................................................] Step: 331ms | Tot: 15s122ms | Loss: 0.422 | Acc: 85.788% (5161/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s446ms | Loss: 0.421 | Acc: 85.889% (5277/6144) 48/391 [=======>.........................................................] Step: 320ms | Tot: 15s767ms | Loss: 0.421 | Acc: 85.906% (5388/6272) 49/391 [========>........................................................] Step: 328ms | Tot: 16s95ms | Loss: 0.422 | Acc: 85.828% (5493/6400) 50/391 [========>........................................................] Step: 322ms | Tot: 16s417ms | Loss: 0.421 | Acc: 85.907% (5608/6528) 51/391 [========>........................................................] Step: 321ms | Tot: 16s739ms | Loss: 0.423 | Acc: 85.817% (5712/6656) 52/391 [========>........................................................] Step: 327ms | Tot: 17s66ms | Loss: 0.424 | Acc: 85.820% (5822/6784) 53/391 [========>........................................................] Step: 322ms | Tot: 17s389ms | Loss: 0.425 | Acc: 85.778% (5929/6912) 54/391 [========>........................................................] Step: 321ms | Tot: 17s710ms | Loss: 0.425 | Acc: 85.767% (6038/7040) 55/391 [=========>.......................................................] Step: 334ms | Tot: 18s45ms | Loss: 0.423 | Acc: 85.826% (6152/7168) 56/391 [=========>.......................................................] Step: 322ms | Tot: 18s368ms | Loss: 0.429 | Acc: 85.663% (6250/7296) 57/391 [=========>.......................................................] Step: 322ms | Tot: 18s690ms | Loss: 0.430 | Acc: 85.614% (6356/7424) 58/391 [=========>.......................................................] Step: 332ms | Tot: 19s22ms | Loss: 0.432 | Acc: 85.567% (6462/7552) 59/391 [=========>.......................................................] Step: 321ms | Tot: 19s344ms | Loss: 0.433 | Acc: 85.469% (6564/7680) 60/391 [=========>.......................................................] Step: 322ms | Tot: 19s666ms | Loss: 0.433 | Acc: 85.489% (6675/7808) 61/391 [==========>......................................................] Step: 330ms | Tot: 19s997ms | Loss: 0.433 | Acc: 85.484% (6784/7936) 62/391 [==========>......................................................] Step: 321ms | Tot: 20s318ms | Loss: 0.436 | Acc: 85.379% (6885/8064) 63/391 [==========>......................................................] Step: 319ms | Tot: 20s638ms | Loss: 0.436 | Acc: 85.339% (6991/8192) 64/391 [==========>......................................................] Step: 333ms | Tot: 20s971ms | Loss: 0.439 | Acc: 85.264% (7094/8320) 65/391 [==========>......................................................] Step: 321ms | Tot: 21s292ms | Loss: 0.440 | Acc: 85.251% (7202/8448) 66/391 [==========>......................................................] Step: 327ms | Tot: 21s620ms | Loss: 0.439 | Acc: 85.203% (7307/8576) 67/391 [===========>.....................................................] Step: 332ms | Tot: 21s952ms | Loss: 0.437 | Acc: 85.294% (7424/8704) 68/391 [===========>.....................................................] Step: 322ms | Tot: 22s275ms | Loss: 0.439 | Acc: 85.292% (7533/8832) 69/391 [===========>.....................................................] Step: 327ms | Tot: 22s602ms | Loss: 0.438 | Acc: 85.279% (7641/8960) 70/391 [===========>.....................................................] Step: 336ms | Tot: 22s939ms | Loss: 0.438 | Acc: 85.277% (7750/9088) 71/391 [===========>.....................................................] Step: 320ms | Tot: 23s259ms | Loss: 0.437 | Acc: 85.319% (7863/9216) 72/391 [===========>.....................................................] Step: 323ms | Tot: 23s583ms | Loss: 0.437 | Acc: 85.349% (7975/9344) 73/391 [============>....................................................] Step: 331ms | Tot: 23s915ms | Loss: 0.437 | Acc: 85.325% (8082/9472) 74/391 [============>....................................................] Step: 323ms | Tot: 24s239ms | Loss: 0.437 | Acc: 85.344% (8193/9600) 75/391 [============>....................................................] Step: 328ms | Tot: 24s567ms | Loss: 0.436 | Acc: 85.372% (8305/9728) 76/391 [============>....................................................] Step: 325ms | Tot: 24s893ms | Loss: 0.436 | Acc: 85.390% (8416/9856) 77/391 [============>....................................................] Step: 322ms | Tot: 25s215ms | Loss: 0.439 | Acc: 85.296% (8516/9984) 78/391 [============>....................................................] Step: 327ms | Tot: 25s542ms | Loss: 0.439 | Acc: 85.305% (8626/10112) 79/391 [=============>...................................................] Step: 332ms | Tot: 25s874ms | Loss: 0.439 | Acc: 85.264% (8731/10240) 80/391 [=============>...................................................] Step: 333ms | Tot: 26s208ms | Loss: 0.439 | Acc: 85.253% (8839/10368) 81/391 [=============>...................................................] Step: 329ms | Tot: 26s537ms | Loss: 0.440 | Acc: 85.280% (8951/10496) 82/391 [=============>...................................................] Step: 331ms | Tot: 26s869ms | Loss: 0.441 | Acc: 85.213% (9053/10624) 83/391 [=============>...................................................] Step: 328ms | Tot: 27s198ms | Loss: 0.442 | Acc: 85.175% (9158/10752) 84/391 [=============>...................................................] Step: 328ms | Tot: 27s526ms | Loss: 0.443 | Acc: 85.156% (9265/10880) 85/391 [==============>..................................................] Step: 329ms | Tot: 27s856ms | Loss: 0.446 | Acc: 85.038% (9361/11008) 86/391 [==============>..................................................] Step: 332ms | Tot: 28s189ms | Loss: 0.448 | Acc: 84.896% (9454/11136) 87/391 [==============>..................................................] Step: 327ms | Tot: 28s516ms | Loss: 0.448 | Acc: 84.908% (9564/11264) 88/391 [==============>..................................................] Step: 323ms | Tot: 28s839ms | Loss: 0.448 | Acc: 84.849% (9666/11392) 89/391 [==============>..................................................] Step: 323ms | Tot: 29s163ms | Loss: 0.447 | Acc: 84.861% (9776/11520) 90/391 [==============>..................................................] Step: 331ms | Tot: 29s495ms | Loss: 0.447 | Acc: 84.821% (9880/11648) 91/391 [===============>.................................................] Step: 334ms | Tot: 29s829ms | Loss: 0.447 | Acc: 84.842% (9991/11776) 92/391 [===============>.................................................] Step: 331ms | Tot: 30s161ms | Loss: 0.448 | Acc: 84.845% (10100/11904) 93/391 [===============>.................................................] Step: 340ms | Tot: 30s502ms | Loss: 0.447 | Acc: 84.899% (10215/12032) 94/391 [===============>.................................................] Step: 342ms | Tot: 30s845ms | Loss: 0.447 | Acc: 84.918% (10326/12160) 95/391 [===============>.................................................] Step: 338ms | Tot: 31s184ms | Loss: 0.446 | Acc: 84.937% (10437/12288) 96/391 [===============>.................................................] Step: 332ms | Tot: 31s517ms | Loss: 0.446 | Acc: 84.955% (10548/12416) 97/391 [================>................................................] Step: 332ms | Tot: 31s850ms | Loss: 0.446 | Acc: 84.901% (10650/12544) 98/391 [================>................................................] Step: 332ms | Tot: 32s182ms | Loss: 0.448 | Acc: 84.848% (10752/12672) 99/391 [================>................................................] Step: 331ms | Tot: 32s514ms | Loss: 0.449 | Acc: 84.836% (10859/12800) 100/391 [================>................................................] Step: 333ms | Tot: 32s847ms | Loss: 0.449 | Acc: 84.816% (10965/12928) 101/391 [================>................................................] Step: 332ms | Tot: 33s179ms | Loss: 0.450 | Acc: 84.789% (11070/13056) 102/391 [================>................................................] Step: 331ms | Tot: 33s511ms | Loss: 0.450 | Acc: 84.777% (11177/13184) 103/391 [=================>...............................................] Step: 332ms | Tot: 33s844ms | Loss: 0.451 | Acc: 84.758% (11283/13312) 104/391 [=================>...............................................] Step: 331ms | Tot: 34s176ms | Loss: 0.453 | Acc: 84.710% (11385/13440) 105/391 [=================>...............................................] Step: 331ms | Tot: 34s507ms | Loss: 0.453 | Acc: 84.707% (11493/13568) 106/391 [=================>...............................................] Step: 325ms | Tot: 34s833ms | Loss: 0.455 | Acc: 84.652% (11594/13696) 107/391 [=================>...............................................] Step: 326ms | Tot: 35s159ms | Loss: 0.455 | Acc: 84.628% (11699/13824) 108/391 [=================>...............................................] Step: 321ms | Tot: 35s480ms | Loss: 0.457 | Acc: 84.576% (11800/13952) 109/391 [==================>..............................................] Step: 328ms | Tot: 35s809ms | Loss: 0.457 | Acc: 84.545% (11904/14080) 110/391 [==================>..............................................] Step: 326ms | Tot: 36s135ms | Loss: 0.457 | Acc: 84.495% (12005/14208) 111/391 [==================>..............................................] Step: 322ms | Tot: 36s458ms | Loss: 0.458 | Acc: 84.508% (12115/14336) 112/391 [==================>..............................................] Step: 319ms | Tot: 36s778ms | Loss: 0.459 | Acc: 84.472% (12218/14464) 113/391 [==================>..............................................] Step: 331ms | Tot: 37s109ms | Loss: 0.460 | Acc: 84.430% (12320/14592) 114/391 [==================>..............................................] Step: 329ms | Tot: 37s439ms | Loss: 0.460 | Acc: 84.395% (12423/14720) 115/391 [===================>.............................................] Step: 331ms | Tot: 37s770ms | Loss: 0.461 | Acc: 84.348% (12524/14848) 116/391 [===================>.............................................] Step: 329ms | Tot: 38s100ms | Loss: 0.460 | Acc: 84.382% (12637/14976) 117/391 [===================>.............................................] Step: 328ms | Tot: 38s428ms | Loss: 0.461 | Acc: 84.349% (12740/15104) 118/391 [===================>.............................................] Step: 336ms | Tot: 38s765ms | Loss: 0.461 | Acc: 84.322% (12844/15232) 119/391 [===================>.............................................] Step: 328ms | Tot: 39s93ms | Loss: 0.461 | Acc: 84.303% (12949/15360) 120/391 [===================>.............................................] Step: 323ms | Tot: 39s417ms | Loss: 0.462 | Acc: 84.246% (13048/15488) 121/391 [====================>............................................] Step: 322ms | Tot: 39s739ms | Loss: 0.462 | Acc: 84.253% (13157/15616) 122/391 [====================>............................................] Step: 329ms | Tot: 40s69ms | Loss: 0.463 | Acc: 84.229% (13261/15744) 123/391 [====================>............................................] Step: 324ms | Tot: 40s393ms | Loss: 0.464 | Acc: 84.217% (13367/15872) 124/391 [====================>............................................] Step: 325ms | Tot: 40s719ms | Loss: 0.464 | Acc: 84.200% (13472/16000) 125/391 [====================>............................................] Step: 345ms | Tot: 41s65ms | Loss: 0.464 | Acc: 84.170% (13575/16128) 126/391 [====================>............................................] Step: 367ms | Tot: 41s432ms | Loss: 0.465 | Acc: 84.129% (13676/16256) 127/391 [=====================>...........................................] Step: 337ms | Tot: 41s770ms | Loss: 0.465 | Acc: 84.155% (13788/16384) 128/391 [=====================>...........................................] Step: 337ms | Tot: 42s108ms | Loss: 0.465 | Acc: 84.139% (13893/16512) 129/391 [=====================>...........................................] Step: 322ms | Tot: 42s430ms | Loss: 0.466 | Acc: 84.129% (13999/16640) 130/391 [=====================>...........................................] Step: 320ms | Tot: 42s750ms | Loss: 0.465 | Acc: 84.130% (14107/16768) 131/391 [=====================>...........................................] Step: 330ms | Tot: 43s81ms | Loss: 0.465 | Acc: 84.121% (14213/16896) 132/391 [=====================>...........................................] Step: 322ms | Tot: 43s404ms | Loss: 0.466 | Acc: 84.087% (14315/17024) 133/391 [======================>..........................................] Step: 321ms | Tot: 43s725ms | Loss: 0.467 | Acc: 84.049% (14416/17152) 134/391 [======================>..........................................] Step: 332ms | Tot: 44s58ms | Loss: 0.468 | Acc: 84.034% (14521/17280) 135/391 [======================>..........................................] Step: 324ms | Tot: 44s382ms | Loss: 0.468 | Acc: 84.059% (14633/17408) 136/391 [======================>..........................................] Step: 322ms | Tot: 44s705ms | Loss: 0.467 | Acc: 84.050% (14739/17536) 137/391 [======================>..........................................] Step: 329ms | Tot: 45s34ms | Loss: 0.467 | Acc: 84.075% (14851/17664) 138/391 [======================>..........................................] Step: 323ms | Tot: 45s358ms | Loss: 0.467 | Acc: 84.088% (14961/17792) 139/391 [=======================>.........................................] Step: 320ms | Tot: 45s679ms | Loss: 0.467 | Acc: 84.085% (15068/17920) 140/391 [=======================>.........................................] Step: 329ms | Tot: 46s9ms | Loss: 0.467 | Acc: 84.104% (15179/18048) 141/391 [=======================>.........................................] Step: 318ms | Tot: 46s327ms | Loss: 0.467 | Acc: 84.094% (15285/18176) 142/391 [=======================>.........................................] Step: 320ms | Tot: 46s647ms | Loss: 0.468 | Acc: 84.042% (15383/18304) 143/391 [=======================>.........................................] Step: 329ms | Tot: 46s977ms | Loss: 0.469 | Acc: 84.012% (15485/18432) 144/391 [=======================>.........................................] Step: 320ms | Tot: 47s297ms | Loss: 0.468 | Acc: 84.025% (15595/18560) 145/391 [========================>........................................] Step: 322ms | Tot: 47s620ms | Loss: 0.469 | Acc: 84.016% (15701/18688) 146/391 [========================>........................................] Step: 331ms | Tot: 47s951ms | Loss: 0.469 | Acc: 83.982% (15802/18816) 147/391 [========================>........................................] Step: 321ms | Tot: 48s272ms | Loss: 0.469 | Acc: 83.974% (15908/18944) 148/391 [========================>........................................] Step: 321ms | Tot: 48s594ms | Loss: 0.468 | Acc: 84.018% (16024/19072) 149/391 [========================>........................................] Step: 329ms | Tot: 48s924ms | Loss: 0.469 | Acc: 84.005% (16129/19200) 150/391 [========================>........................................] Step: 320ms | Tot: 49s244ms | Loss: 0.469 | Acc: 83.982% (16232/19328) 151/391 [=========================>.......................................] Step: 323ms | Tot: 49s567ms | Loss: 0.470 | Acc: 83.954% (16334/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 49s895ms | Loss: 0.471 | Acc: 83.905% (16432/19584) 153/391 [=========================>.......................................] Step: 326ms | Tot: 50s222ms | Loss: 0.471 | Acc: 83.898% (16538/19712) 154/391 [=========================>.......................................] Step: 323ms | Tot: 50s545ms | Loss: 0.471 | Acc: 83.916% (16649/19840) 155/391 [=========================>.......................................] Step: 325ms | Tot: 50s871ms | Loss: 0.471 | Acc: 83.884% (16750/19968) 156/391 [=========================>.......................................] Step: 322ms | Tot: 51s193ms | Loss: 0.472 | Acc: 83.877% (16856/20096) 157/391 [==========================>......................................] Step: 322ms | Tot: 51s516ms | Loss: 0.471 | Acc: 83.876% (16963/20224) 158/391 [==========================>......................................] Step: 321ms | Tot: 51s837ms | Loss: 0.472 | Acc: 83.884% (17072/20352) 159/391 [==========================>......................................] Step: 323ms | Tot: 52s161ms | Loss: 0.473 | Acc: 83.848% (17172/20480) 160/391 [==========================>......................................] Step: 325ms | Tot: 52s486ms | Loss: 0.472 | Acc: 83.846% (17279/20608) 161/391 [==========================>......................................] Step: 320ms | Tot: 52s807ms | Loss: 0.472 | Acc: 83.869% (17391/20736) 162/391 [==========================>......................................] Step: 329ms | Tot: 53s136ms | Loss: 0.472 | Acc: 83.833% (17491/20864) 163/391 [===========================>.....................................] Step: 325ms | Tot: 53s461ms | Loss: 0.472 | Acc: 83.827% (17597/20992) 164/391 [===========================>.....................................] Step: 319ms | Tot: 53s781ms | Loss: 0.473 | Acc: 83.807% (17700/21120) 165/391 [===========================>.....................................] Step: 328ms | Tot: 54s109ms | Loss: 0.474 | Acc: 83.791% (17804/21248) 166/391 [===========================>.....................................] Step: 324ms | Tot: 54s433ms | Loss: 0.473 | Acc: 83.832% (17920/21376) 167/391 [===========================>.....................................] Step: 326ms | Tot: 54s760ms | Loss: 0.474 | Acc: 83.794% (18019/21504) 168/391 [===========================>.....................................] Step: 329ms | Tot: 55s89ms | Loss: 0.474 | Acc: 83.793% (18126/21632) 169/391 [============================>....................................] Step: 322ms | Tot: 55s411ms | Loss: 0.473 | Acc: 83.796% (18234/21760) 170/391 [============================>....................................] Step: 319ms | Tot: 55s731ms | Loss: 0.474 | Acc: 83.758% (18333/21888) 171/391 [============================>....................................] Step: 328ms | Tot: 56s60ms | Loss: 0.474 | Acc: 83.775% (18444/22016) 172/391 [============================>....................................] Step: 329ms | Tot: 56s389ms | Loss: 0.474 | Acc: 83.783% (18553/22144) 173/391 [============================>....................................] Step: 324ms | Tot: 56s714ms | Loss: 0.475 | Acc: 83.769% (18657/22272) 174/391 [============================>....................................] Step: 328ms | Tot: 57s42ms | Loss: 0.475 | Acc: 83.790% (18769/22400) 175/391 [=============================>...................................] Step: 327ms | Tot: 57s370ms | Loss: 0.474 | Acc: 83.825% (18884/22528) 176/391 [=============================>...................................] Step: 327ms | Tot: 57s697ms | Loss: 0.473 | Acc: 83.845% (18996/22656) 177/391 [=============================>...................................] Step: 333ms | Tot: 58s31ms | Loss: 0.473 | Acc: 83.870% (19109/22784) 178/391 [=============================>...................................] Step: 330ms | Tot: 58s362ms | Loss: 0.473 | Acc: 83.891% (19221/22912) 179/391 [=============================>...................................] Step: 340ms | Tot: 58s702ms | Loss: 0.472 | Acc: 83.885% (19327/23040) 180/391 [=============================>...................................] Step: 329ms | Tot: 59s31ms | Loss: 0.473 | Acc: 83.866% (19430/23168) 181/391 [==============================>..................................] Step: 323ms | Tot: 59s355ms | Loss: 0.473 | Acc: 83.860% (19536/23296) 182/391 [==============================>..................................] Step: 319ms | Tot: 59s675ms | Loss: 0.473 | Acc: 83.880% (19648/23424) 183/391 [==============================>..................................] Step: 335ms | Tot: 1m10ms | Loss: 0.473 | Acc: 83.891% (19758/23552) 184/391 [==============================>..................................] Step: 329ms | Tot: 1m340ms | Loss: 0.473 | Acc: 83.885% (19864/23680) 185/391 [==============================>..................................] Step: 327ms | Tot: 1m668ms | Loss: 0.473 | Acc: 83.888% (19972/23808) 186/391 [==============================>..................................] Step: 333ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.903% (20083/23936) 187/391 [===============================>.................................] Step: 322ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.914% (20193/24064) 188/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.933% (20305/24192) 189/391 [===============================>.................................] Step: 336ms | Tot: 1m1s | Loss: 0.473 | Acc: 83.931% (20412/24320) 190/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.941% (20522/24448) 191/391 [===============================>.................................] Step: 319ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.952% (20632/24576) 192/391 [===============================>.................................] Step: 331ms | Tot: 1m2s | Loss: 0.473 | Acc: 83.950% (20739/24704) 193/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.948% (20846/24832) 194/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.918% (20946/24960) 195/391 [================================>................................] Step: 331ms | Tot: 1m3s | Loss: 0.473 | Acc: 83.933% (21057/25088) 196/391 [================================>................................] Step: 323ms | Tot: 1m4s | Loss: 0.473 | Acc: 83.919% (21161/25216) 197/391 [================================>................................] Step: 328ms | Tot: 1m4s | Loss: 0.473 | Acc: 83.933% (21272/25344) 198/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.473 | Acc: 83.931% (21379/25472) 199/391 [=================================>...............................] Step: 325ms | Tot: 1m5s | Loss: 0.474 | Acc: 83.918% (21483/25600) 200/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.473 | Acc: 83.920% (21591/25728) 201/391 [=================================>...............................] Step: 326ms | Tot: 1m5s | Loss: 0.474 | Acc: 83.907% (21695/25856) 202/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.475 | Acc: 83.882% (21796/25984) 203/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.475 | Acc: 83.881% (21903/26112) 204/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.475 | Acc: 83.883% (22011/26240) 205/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.474 | Acc: 83.867% (22114/26368) 206/391 [==================================>..............................] Step: 323ms | Tot: 1m7s | Loss: 0.474 | Acc: 83.892% (22228/26496) 207/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.474 | Acc: 83.887% (22334/26624) 208/391 [==================================>..............................] Step: 331ms | Tot: 1m8s | Loss: 0.474 | Acc: 83.874% (22438/26752) 209/391 [==================================>..............................] Step: 324ms | Tot: 1m8s | Loss: 0.474 | Acc: 83.858% (22541/26880) 210/391 [==================================>..............................] Step: 319ms | Tot: 1m8s | Loss: 0.473 | Acc: 83.875% (22653/27008) 211/391 [===================================>.............................] Step: 326ms | Tot: 1m9s | Loss: 0.473 | Acc: 83.863% (22757/27136) 212/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.474 | Acc: 83.828% (22855/27264) 213/391 [===================================>.............................] Step: 320ms | Tot: 1m9s | Loss: 0.475 | Acc: 83.824% (22961/27392) 214/391 [===================================>.............................] Step: 330ms | Tot: 1m10s | Loss: 0.475 | Acc: 83.830% (23070/27520) 215/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.475 | Acc: 83.836% (23179/27648) 216/391 [===================================>.............................] Step: 320ms | Tot: 1m10s | Loss: 0.474 | Acc: 83.828% (23284/27776) 217/391 [====================================>............................] Step: 348ms | Tot: 1m11s | Loss: 0.474 | Acc: 83.837% (23394/27904) 218/391 [====================================>............................] Step: 363ms | Tot: 1m11s | Loss: 0.474 | Acc: 83.836% (23501/28032) 219/391 [====================================>............................] Step: 331ms | Tot: 1m11s | Loss: 0.473 | Acc: 83.846% (23611/28160) 220/391 [====================================>............................] Step: 336ms | Tot: 1m12s | Loss: 0.473 | Acc: 83.838% (23716/28288) 221/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.473 | Acc: 83.837% (23823/28416) 222/391 [====================================>............................] Step: 319ms | Tot: 1m12s | Loss: 0.472 | Acc: 83.885% (23944/28544) 223/391 [=====================================>...........................] Step: 336ms | Tot: 1m13s | Loss: 0.472 | Acc: 83.887% (24052/28672) 224/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.472 | Acc: 83.903% (24164/28800) 225/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.471 | Acc: 83.919% (24276/28928) 226/391 [=====================================>...........................] Step: 347ms | Tot: 1m14s | Loss: 0.471 | Acc: 83.938% (24389/29056) 227/391 [=====================================>...........................] Step: 322ms | Tot: 1m14s | Loss: 0.471 | Acc: 83.926% (24493/29184) 228/391 [=====================================>...........................] Step: 320ms | Tot: 1m14s | Loss: 0.471 | Acc: 83.928% (24601/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.471 | Acc: 83.913% (24704/29440) 230/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.471 | Acc: 83.905% (24809/29568) 231/391 [======================================>..........................] Step: 321ms | Tot: 1m15s | Loss: 0.472 | Acc: 83.887% (24911/29696) 232/391 [======================================>..........................] Step: 334ms | Tot: 1m16s | Loss: 0.472 | Acc: 83.889% (25019/29824) 233/391 [======================================>..........................] Step: 331ms | Tot: 1m16s | Loss: 0.472 | Acc: 83.901% (25130/29952) 234/391 [======================================>..........................] Step: 322ms | Tot: 1m16s | Loss: 0.472 | Acc: 83.893% (25235/30080) 235/391 [=======================================>.........................] Step: 335ms | Tot: 1m17s | Loss: 0.472 | Acc: 83.898% (25344/30208) 236/391 [=======================================>.........................] Step: 337ms | Tot: 1m17s | Loss: 0.472 | Acc: 83.904% (25453/30336) 237/391 [=======================================>.........................] Step: 329ms | Tot: 1m17s | Loss: 0.473 | Acc: 83.876% (25552/30464) 238/391 [=======================================>.........................] Step: 335ms | Tot: 1m18s | Loss: 0.473 | Acc: 83.885% (25662/30592) 239/391 [=======================================>.........................] Step: 332ms | Tot: 1m18s | Loss: 0.472 | Acc: 83.906% (25776/30720) 240/391 [=======================================>.........................] Step: 324ms | Tot: 1m18s | Loss: 0.473 | Acc: 83.892% (25879/30848) 241/391 [========================================>........................] Step: 334ms | Tot: 1m19s | Loss: 0.472 | Acc: 83.917% (25994/30976) 242/391 [========================================>........................] Step: 328ms | Tot: 1m19s | Loss: 0.473 | Acc: 83.912% (26100/31104) 243/391 [========================================>........................] Step: 333ms | Tot: 1m19s | Loss: 0.472 | Acc: 83.933% (26214/31232) 244/391 [========================================>........................] Step: 336ms | Tot: 1m20s | Loss: 0.472 | Acc: 83.948% (26326/31360) 245/391 [========================================>........................] Step: 327ms | Tot: 1m20s | Loss: 0.473 | Acc: 83.937% (26430/31488) 246/391 [========================================>........................] Step: 325ms | Tot: 1m20s | Loss: 0.472 | Acc: 83.951% (26542/31616) 247/391 [=========================================>.......................] Step: 332ms | Tot: 1m21s | Loss: 0.472 | Acc: 83.953% (26650/31744) 248/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.473 | Acc: 83.948% (26756/31872) 249/391 [=========================================>.......................] Step: 321ms | Tot: 1m21s | Loss: 0.473 | Acc: 83.950% (26864/32000) 250/391 [=========================================>.......................] Step: 333ms | Tot: 1m22s | Loss: 0.473 | Acc: 83.955% (26973/32128) 251/391 [=========================================>.......................] Step: 324ms | Tot: 1m22s | Loss: 0.473 | Acc: 83.947% (27078/32256) 252/391 [=========================================>.......................] Step: 324ms | Tot: 1m22s | Loss: 0.473 | Acc: 83.955% (27188/32384) 253/391 [==========================================>......................] Step: 336ms | Tot: 1m22s | Loss: 0.473 | Acc: 83.969% (27300/32512) 254/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.472 | Acc: 83.958% (27404/32640) 255/391 [==========================================>......................] Step: 319ms | Tot: 1m23s | Loss: 0.473 | Acc: 83.948% (27508/32768) 256/391 [==========================================>......................] Step: 328ms | Tot: 1m23s | Loss: 0.472 | Acc: 83.955% (27618/32896) 257/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.473 | Acc: 83.939% (27720/33024) 258/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.473 | Acc: 83.944% (27829/33152) 259/391 [===========================================>.....................] Step: 331ms | Tot: 1m24s | Loss: 0.472 | Acc: 83.969% (27945/33280) 260/391 [===========================================>.....................] Step: 319ms | Tot: 1m25s | Loss: 0.472 | Acc: 83.956% (28048/33408) 261/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.473 | Acc: 83.949% (28153/33536) 262/391 [===========================================>.....................] Step: 328ms | Tot: 1m25s | Loss: 0.473 | Acc: 83.926% (28253/33664) 263/391 [===========================================>.....................] Step: 320ms | Tot: 1m26s | Loss: 0.473 | Acc: 83.934% (28363/33792) 264/391 [===========================================>.....................] Step: 325ms | Tot: 1m26s | Loss: 0.474 | Acc: 83.912% (28463/33920) 265/391 [============================================>....................] Step: 324ms | Tot: 1m26s | Loss: 0.474 | Acc: 83.905% (28568/34048) 266/391 [============================================>....................] Step: 324ms | Tot: 1m27s | Loss: 0.474 | Acc: 83.907% (28676/34176) 267/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.474 | Acc: 83.909% (28784/34304) 268/391 [============================================>....................] Step: 325ms | Tot: 1m27s | Loss: 0.474 | Acc: 83.907% (28891/34432) 269/391 [============================================>....................] Step: 326ms | Tot: 1m28s | Loss: 0.473 | Acc: 83.927% (29005/34560) 270/391 [============================================>....................] Step: 327ms | Tot: 1m28s | Loss: 0.473 | Acc: 83.914% (29108/34688) 271/391 [=============================================>...................] Step: 339ms | Tot: 1m28s | Loss: 0.473 | Acc: 83.913% (29215/34816) 272/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.473 | Acc: 83.911% (29322/34944) 273/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.473 | Acc: 83.896% (29424/35072) 274/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.473 | Acc: 83.906% (29535/35200) 275/391 [=============================================>...................] Step: 326ms | Tot: 1m30s | Loss: 0.473 | Acc: 83.916% (29646/35328) 276/391 [=============================================>...................] Step: 325ms | Tot: 1m30s | Loss: 0.473 | Acc: 83.918% (29754/35456) 277/391 [==============================================>..................] Step: 324ms | Tot: 1m30s | Loss: 0.473 | Acc: 83.906% (29857/35584) 278/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.473 | Acc: 83.902% (29963/35712) 279/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.473 | Acc: 83.876% (30061/35840) 280/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.473 | Acc: 83.875% (30168/35968) 281/391 [==============================================>..................] Step: 336ms | Tot: 1m32s | Loss: 0.474 | Acc: 83.862% (30271/36096) 282/391 [==============================================>..................] Step: 328ms | Tot: 1m32s | Loss: 0.473 | Acc: 83.867% (30380/36224) 283/391 [===============================================>.................] Step: 324ms | Tot: 1m32s | Loss: 0.473 | Acc: 83.872% (30489/36352) 284/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.473 | Acc: 83.873% (30597/36480) 285/391 [===============================================>.................] Step: 322ms | Tot: 1m33s | Loss: 0.473 | Acc: 83.897% (30713/36608) 286/391 [===============================================>.................] Step: 319ms | Tot: 1m33s | Loss: 0.472 | Acc: 83.904% (30823/36736) 287/391 [===============================================>.................] Step: 327ms | Tot: 1m34s | Loss: 0.473 | Acc: 83.898% (30928/36864) 288/391 [===============================================>.................] Step: 322ms | Tot: 1m34s | Loss: 0.472 | Acc: 83.905% (31038/36992) 289/391 [================================================>................] Step: 321ms | Tot: 1m34s | Loss: 0.472 | Acc: 83.914% (31149/37120) 290/391 [================================================>................] Step: 330ms | Tot: 1m35s | Loss: 0.472 | Acc: 83.932% (31263/37248) 291/391 [================================================>................] Step: 319ms | Tot: 1m35s | Loss: 0.471 | Acc: 83.942% (31374/37376) 292/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.471 | Acc: 83.935% (31479/37504) 293/391 [================================================>................] Step: 330ms | Tot: 1m35s | Loss: 0.471 | Acc: 83.937% (31587/37632) 294/391 [================================================>................] Step: 324ms | Tot: 1m36s | Loss: 0.472 | Acc: 83.914% (31686/37760) 295/391 [=================================================>...............] Step: 320ms | Tot: 1m36s | Loss: 0.471 | Acc: 83.924% (31797/37888) 296/391 [=================================================>...............] Step: 330ms | Tot: 1m36s | Loss: 0.471 | Acc: 83.928% (31906/38016) 297/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.471 | Acc: 83.929% (32014/38144) 298/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.471 | Acc: 83.910% (32114/38272) 299/391 [=================================================>...............] Step: 334ms | Tot: 1m37s | Loss: 0.471 | Acc: 83.914% (32223/38400) 300/391 [=================================================>...............] Step: 324ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.921% (32333/38528) 301/391 [==================================================>..............] Step: 323ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.938% (32447/38656) 302/391 [==================================================>..............] Step: 327ms | Tot: 1m38s | Loss: 0.471 | Acc: 83.944% (32557/38784) 303/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.943% (32664/38912) 304/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.932% (32767/39040) 305/391 [==================================================>..............] Step: 327ms | Tot: 1m39s | Loss: 0.471 | Acc: 83.918% (32869/39168) 306/391 [==================================================>..............] Step: 321ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.930% (32981/39296) 307/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.911% (33081/39424) 308/391 [===================================================>.............] Step: 323ms | Tot: 1m40s | Loss: 0.471 | Acc: 83.897% (33183/39552) 309/391 [===================================================>.............] Step: 361ms | Tot: 1m41s | Loss: 0.471 | Acc: 83.896% (33290/39680) 310/391 [===================================================>.............] Step: 361ms | Tot: 1m41s | Loss: 0.472 | Acc: 83.870% (33387/39808) 311/391 [===================================================>.............] Step: 333ms | Tot: 1m41s | Loss: 0.472 | Acc: 83.862% (33491/39936) 312/391 [===================================================>.............] Step: 322ms | Tot: 1m42s | Loss: 0.472 | Acc: 83.866% (33600/40064) 313/391 [====================================================>............] Step: 323ms | Tot: 1m42s | Loss: 0.472 | Acc: 83.875% (33711/40192) 314/391 [====================================================>............] Step: 325ms | Tot: 1m42s | Loss: 0.472 | Acc: 83.872% (33817/40320) 315/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.473 | Acc: 83.846% (33914/40448) 316/391 [====================================================>............] Step: 326ms | Tot: 1m43s | Loss: 0.472 | Acc: 83.850% (34023/40576) 317/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.473 | Acc: 83.844% (34128/40704) 318/391 [====================================================>............] Step: 320ms | Tot: 1m44s | Loss: 0.473 | Acc: 83.851% (34238/40832) 319/391 [=====================================================>...........] Step: 323ms | Tot: 1m44s | Loss: 0.473 | Acc: 83.850% (34345/40960) 320/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.473 | Acc: 83.844% (34450/41088) 321/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.474 | Acc: 83.822% (34548/41216) 322/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.473 | Acc: 83.819% (34654/41344) 323/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.473 | Acc: 83.828% (34765/41472) 324/391 [=====================================================>...........] Step: 326ms | Tot: 1m46s | Loss: 0.474 | Acc: 83.812% (34866/41600) 325/391 [======================================================>..........] Step: 326ms | Tot: 1m46s | Loss: 0.474 | Acc: 83.814% (34974/41728) 326/391 [======================================================>..........] Step: 318ms | Tot: 1m46s | Loss: 0.474 | Acc: 83.811% (35080/41856) 327/391 [======================================================>..........] Step: 327ms | Tot: 1m47s | Loss: 0.473 | Acc: 83.820% (35191/41984) 328/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 0.473 | Acc: 83.822% (35299/42112) 329/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.473 | Acc: 83.828% (35409/42240) 330/391 [======================================================>..........] Step: 330ms | Tot: 1m48s | Loss: 0.473 | Acc: 83.832% (35518/42368) 331/391 [=======================================================>.........] Step: 323ms | Tot: 1m48s | Loss: 0.473 | Acc: 83.843% (35630/42496) 332/391 [=======================================================>.........] Step: 320ms | Tot: 1m48s | Loss: 0.472 | Acc: 83.871% (35749/42624) 333/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 0.472 | Acc: 83.872% (35857/42752) 334/391 [=======================================================>.........] Step: 340ms | Tot: 1m49s | Loss: 0.472 | Acc: 83.890% (35972/42880) 335/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.472 | Acc: 83.894% (36081/43008) 336/391 [=======================================================>.........] Step: 329ms | Tot: 1m50s | Loss: 0.472 | Acc: 83.888% (36186/43136) 337/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.885% (36292/43264) 338/391 [========================================================>........] Step: 325ms | Tot: 1m50s | Loss: 0.471 | Acc: 83.889% (36401/43392) 339/391 [========================================================>........] Step: 330ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.899% (36513/43520) 340/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.901% (36621/43648) 341/391 [========================================================>........] Step: 318ms | Tot: 1m51s | Loss: 0.471 | Acc: 83.907% (36731/43776) 342/391 [========================================================>........] Step: 329ms | Tot: 1m52s | Loss: 0.471 | Acc: 83.915% (36842/43904) 343/391 [=========================================================>.......] Step: 326ms | Tot: 1m52s | Loss: 0.471 | Acc: 83.912% (36948/44032) 344/391 [=========================================================>.......] Step: 331ms | Tot: 1m52s | Loss: 0.471 | Acc: 83.915% (37057/44160) 345/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.912% (37163/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.900% (37265/44416) 347/391 [=========================================================>.......] Step: 325ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.892% (37369/44544) 348/391 [=========================================================>.......] Step: 330ms | Tot: 1m53s | Loss: 0.471 | Acc: 83.896% (37478/44672) 349/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.471 | Acc: 83.904% (37589/44800) 350/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.471 | Acc: 83.899% (37694/44928) 351/391 [==========================================================>......] Step: 339ms | Tot: 1m54s | Loss: 0.472 | Acc: 83.889% (37797/45056) 352/391 [==========================================================>......] Step: 324ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.881% (37901/45184) 353/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.898% (38016/45312) 354/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 0.472 | Acc: 83.891% (38120/45440) 355/391 [===========================================================>.....] Step: 319ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.886% (38225/45568) 356/391 [===========================================================>.....] Step: 325ms | Tot: 1m56s | Loss: 0.472 | Acc: 83.889% (38334/45696) 357/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.473 | Acc: 83.886% (38440/45824) 358/391 [===========================================================>.....] Step: 320ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.894% (38551/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.900% (38661/46080) 360/391 [===========================================================>.....] Step: 326ms | Tot: 1m57s | Loss: 0.472 | Acc: 83.910% (38773/46208) 361/391 [============================================================>....] Step: 329ms | Tot: 1m58s | Loss: 0.472 | Acc: 83.905% (38878/46336) 362/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.472 | Acc: 83.906% (38986/46464) 363/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.472 | Acc: 83.916% (39098/46592) 364/391 [============================================================>....] Step: 335ms | Tot: 1m59s | Loss: 0.472 | Acc: 83.911% (39203/46720) 365/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.472 | Acc: 83.901% (39306/46848) 366/391 [============================================================>....] Step: 321ms | Tot: 1m59s | Loss: 0.472 | Acc: 83.907% (39416/46976) 367/391 [=============================================================>...] Step: 321ms | Tot: 2m165ms | Loss: 0.472 | Acc: 83.893% (39517/47104) 368/391 [=============================================================>...] Step: 323ms | Tot: 2m489ms | Loss: 0.472 | Acc: 83.899% (39627/47232) 369/391 [=============================================================>...] Step: 320ms | Tot: 2m809ms | Loss: 0.472 | Acc: 83.900% (39735/47360) 370/391 [=============================================================>...] Step: 328ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.901% (39843/47488) 371/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.472 | Acc: 83.896% (39948/47616) 372/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.473 | Acc: 83.885% (40050/47744) 373/391 [==============================================================>..] Step: 332ms | Tot: 2m2s | Loss: 0.472 | Acc: 83.892% (40161/47872) 374/391 [==============================================================>..] Step: 327ms | Tot: 2m2s | Loss: 0.473 | Acc: 83.890% (40267/48000) 375/391 [==============================================================>..] Step: 319ms | Tot: 2m2s | Loss: 0.473 | Acc: 83.883% (40371/48128) 376/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.867% (40471/48256) 377/391 [==============================================================>..] Step: 320ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.873% (40581/48384) 378/391 [==============================================================>..] Step: 317ms | Tot: 2m3s | Loss: 0.473 | Acc: 83.872% (40688/48512) 379/391 [===============================================================>.] Step: 326ms | Tot: 2m4s | Loss: 0.473 | Acc: 83.888% (40803/48640) 380/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.472 | Acc: 83.897% (40915/48768) 381/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.472 | Acc: 83.903% (41025/48896) 382/391 [===============================================================>.] Step: 328ms | Tot: 2m5s | Loss: 0.472 | Acc: 83.896% (41129/49024) 383/391 [===============================================================>.] Step: 318ms | Tot: 2m5s | Loss: 0.472 | Acc: 83.893% (41235/49152) 384/391 [===============================================================>.] Step: 318ms | Tot: 2m5s | Loss: 0.472 | Acc: 83.884% (41338/49280) 385/391 [================================================================>] Step: 325ms | Tot: 2m5s | Loss: 0.473 | Acc: 83.871% (41439/49408) 386/391 [================================================================>] Step: 320ms | Tot: 2m6s | Loss: 0.473 | Acc: 83.876% (41549/49536) 387/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.473 | Acc: 83.874% (41655/49664) 388/391 [================================================================>] Step: 329ms | Tot: 2m6s | Loss: 0.473 | Acc: 83.871% (41761/49792) 389/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.473 | Acc: 83.870% (41868/49920) 390/391 [================================================================>] Step: 304ms | Tot: 2m7s | Loss: 0.473 | Acc: 83.870% (41935/50000) 391/391 + [>................................................................] Step: 909ms | Tot: 2ms | Loss: 0.923 | Acc: 75.000% (75/100) 1/100 [>................................................................] Step: 253ms | Tot: 255ms | Loss: 0.843 | Acc: 74.000% (148/200) 2/100 [=>...............................................................] Step: 261ms | Tot: 517ms | Loss: 0.833 | Acc: 73.667% (221/300) 3/100 [=>...............................................................] Step: 258ms | Tot: 775ms | Loss: 0.871 | Acc: 71.000% (284/400) 4/100 [==>..............................................................] Step: 265ms | Tot: 1s41ms | Loss: 0.829 | Acc: 71.800% (359/500) 5/100 [===>.............................................................] Step: 265ms | Tot: 1s306ms | Loss: 0.788 | Acc: 73.167% (439/600) 6/100 [===>.............................................................] Step: 271ms | Tot: 1s577ms | Loss: 0.772 | Acc: 74.000% (518/700) 7/100 [====>............................................................] Step: 259ms | Tot: 1s837ms | Loss: 0.796 | Acc: 72.875% (583/800) 8/100 [=====>...........................................................] Step: 258ms | Tot: 2s96ms | Loss: 0.811 | Acc: 72.889% (656/900) 9/100 [=====>...........................................................] Step: 259ms | Tot: 2s355ms | Loss: 0.806 | Acc: 73.100% (731/1000) 10/100 [======>..........................................................] Step: 288ms | Tot: 2s643ms | Loss: 0.806 | Acc: 73.273% (806/1100) 11/100 [=======>.........................................................] Step: 296ms | Tot: 2s940ms | Loss: 0.813 | Acc: 73.000% (876/1200) 12/100 [=======>.........................................................] Step: 273ms | Tot: 3s213ms | Loss: 0.803 | Acc: 73.385% (954/1300) 13/100 [========>........................................................] Step: 272ms | Tot: 3s486ms | Loss: 0.791 | Acc: 73.786% (1033/1400) 14/100 [=========>.......................................................] Step: 268ms | Tot: 3s754ms | Loss: 0.784 | Acc: 74.000% (1110/1500) 15/100 [=========>.......................................................] Step: 271ms | Tot: 4s25ms | Loss: 0.789 | Acc: 74.250% (1188/1600) 16/100 [==========>......................................................] Step: 263ms | Tot: 4s289ms | Loss: 0.785 | Acc: 74.353% (1264/1700) 17/100 [===========>.....................................................] Step: 272ms | Tot: 4s561ms | Loss: 0.793 | Acc: 74.111% (1334/1800) 18/100 [===========>.....................................................] Step: 274ms | Tot: 4s836ms | Loss: 0.784 | Acc: 74.368% (1413/1900) 19/100 [============>....................................................] Step: 265ms | Tot: 5s101ms | Loss: 0.800 | Acc: 74.050% (1481/2000) 20/100 [=============>...................................................] Step: 270ms | Tot: 5s371ms | Loss: 0.792 | Acc: 74.190% (1558/2100) 21/100 [=============>...................................................] Step: 267ms | Tot: 5s639ms | Loss: 0.791 | Acc: 74.273% (1634/2200) 22/100 [==============>..................................................] Step: 268ms | Tot: 5s908ms | Loss: 0.795 | Acc: 74.217% (1707/2300) 23/100 [==============>..................................................] Step: 268ms | Tot: 6s176ms | Loss: 0.799 | Acc: 74.250% (1782/2400) 24/100 [===============>.................................................] Step: 278ms | Tot: 6s454ms | Loss: 0.803 | Acc: 74.160% (1854/2500) 25/100 [================>................................................] Step: 267ms | Tot: 6s721ms | Loss: 0.824 | Acc: 73.692% (1916/2600) 26/100 [================>................................................] Step: 269ms | Tot: 6s991ms | Loss: 0.817 | Acc: 73.741% (1991/2700) 27/100 [=================>...............................................] Step: 265ms | Tot: 7s257ms | Loss: 0.812 | Acc: 73.857% (2068/2800) 28/100 [==================>..............................................] Step: 273ms | Tot: 7s530ms | Loss: 0.810 | Acc: 73.897% (2143/2900) 29/100 [==================>..............................................] Step: 266ms | Tot: 7s797ms | Loss: 0.807 | Acc: 73.900% (2217/3000) 30/100 [===================>.............................................] Step: 269ms | Tot: 8s66ms | Loss: 0.812 | Acc: 73.710% (2285/3100) 31/100 [====================>............................................] Step: 266ms | Tot: 8s333ms | Loss: 0.811 | Acc: 73.656% (2357/3200) 32/100 [====================>............................................] Step: 269ms | Tot: 8s602ms | Loss: 0.808 | Acc: 73.727% (2433/3300) 33/100 [=====================>...........................................] Step: 270ms | Tot: 8s873ms | Loss: 0.815 | Acc: 73.588% (2502/3400) 34/100 [======================>..........................................] Step: 267ms | Tot: 9s141ms | Loss: 0.822 | Acc: 73.486% (2572/3500) 35/100 [======================>..........................................] Step: 274ms | Tot: 9s415ms | Loss: 0.820 | Acc: 73.639% (2651/3600) 36/100 [=======================>.........................................] Step: 266ms | Tot: 9s682ms | Loss: 0.821 | Acc: 73.622% (2724/3700) 37/100 [========================>........................................] Step: 269ms | Tot: 9s951ms | Loss: 0.824 | Acc: 73.579% (2796/3800) 38/100 [========================>........................................] Step: 265ms | Tot: 10s216ms | Loss: 0.820 | Acc: 73.718% (2875/3900) 39/100 [=========================>.......................................] Step: 272ms | Tot: 10s489ms | Loss: 0.817 | Acc: 73.825% (2953/4000) 40/100 [==========================>......................................] Step: 265ms | Tot: 10s754ms | Loss: 0.814 | Acc: 73.927% (3031/4100) 41/100 [==========================>......................................] Step: 268ms | Tot: 11s23ms | Loss: 0.809 | Acc: 74.119% (3113/4200) 42/100 [===========================>.....................................] Step: 267ms | Tot: 11s290ms | Loss: 0.807 | Acc: 74.256% (3193/4300) 43/100 [===========================>.....................................] Step: 272ms | Tot: 11s563ms | Loss: 0.808 | Acc: 74.318% (3270/4400) 44/100 [============================>....................................] Step: 266ms | Tot: 11s829ms | Loss: 0.807 | Acc: 74.333% (3345/4500) 45/100 [=============================>...................................] Step: 266ms | Tot: 12s95ms | Loss: 0.807 | Acc: 74.261% (3416/4600) 46/100 [=============================>...................................] Step: 269ms | Tot: 12s365ms | Loss: 0.808 | Acc: 74.340% (3494/4700) 47/100 [==============================>..................................] Step: 268ms | Tot: 12s633ms | Loss: 0.810 | Acc: 74.271% (3565/4800) 48/100 [===============================>.................................] Step: 269ms | Tot: 12s903ms | Loss: 0.804 | Acc: 74.408% (3646/4900) 49/100 [===============================>.................................] Step: 267ms | Tot: 13s170ms | Loss: 0.805 | Acc: 74.320% (3716/5000) 50/100 [================================>................................] Step: 275ms | Tot: 13s446ms | Loss: 0.804 | Acc: 74.353% (3792/5100) 51/100 [=================================>...............................] Step: 269ms | Tot: 13s715ms | Loss: 0.806 | Acc: 74.404% (3869/5200) 52/100 [=================================>...............................] Step: 278ms | Tot: 13s993ms | Loss: 0.806 | Acc: 74.396% (3943/5300) 53/100 [==================================>..............................] Step: 268ms | Tot: 14s261ms | Loss: 0.803 | Acc: 74.481% (4022/5400) 54/100 [===================================>.............................] Step: 272ms | Tot: 14s533ms | Loss: 0.802 | Acc: 74.473% (4096/5500) 55/100 [===================================>.............................] Step: 272ms | Tot: 14s806ms | Loss: 0.804 | Acc: 74.429% (4168/5600) 56/100 [====================================>............................] Step: 266ms | Tot: 15s73ms | Loss: 0.803 | Acc: 74.421% (4242/5700) 57/100 [=====================================>...........................] Step: 274ms | Tot: 15s347ms | Loss: 0.802 | Acc: 74.483% (4320/5800) 58/100 [=====================================>...........................] Step: 271ms | Tot: 15s618ms | Loss: 0.808 | Acc: 74.237% (4380/5900) 59/100 [======================================>..........................] Step: 278ms | Tot: 15s897ms | Loss: 0.807 | Acc: 74.300% (4458/6000) 60/100 [=======================================>.........................] Step: 270ms | Tot: 16s168ms | Loss: 0.807 | Acc: 74.246% (4529/6100) 61/100 [=======================================>.........................] Step: 282ms | Tot: 16s450ms | Loss: 0.804 | Acc: 74.323% (4608/6200) 62/100 [========================================>........................] Step: 267ms | Tot: 16s718ms | Loss: 0.803 | Acc: 74.286% (4680/6300) 63/100 [========================================>........................] Step: 268ms | Tot: 16s986ms | Loss: 0.802 | Acc: 74.344% (4758/6400) 64/100 [=========================================>.......................] Step: 265ms | Tot: 17s252ms | Loss: 0.803 | Acc: 74.277% (4828/6500) 65/100 [==========================================>......................] Step: 272ms | Tot: 17s524ms | Loss: 0.802 | Acc: 74.288% (4903/6600) 66/100 [==========================================>......................] Step: 268ms | Tot: 17s793ms | Loss: 0.801 | Acc: 74.328% (4980/6700) 67/100 [===========================================>.....................] Step: 267ms | Tot: 18s60ms | Loss: 0.799 | Acc: 74.382% (5058/6800) 68/100 [============================================>....................] Step: 268ms | Tot: 18s328ms | Loss: 0.798 | Acc: 74.391% (5133/6900) 69/100 [============================================>....................] Step: 272ms | Tot: 18s601ms | Loss: 0.800 | Acc: 74.286% (5200/7000) 70/100 [=============================================>...................] Step: 268ms | Tot: 18s869ms | Loss: 0.798 | Acc: 74.380% (5281/7100) 71/100 [==============================================>..................] Step: 268ms | Tot: 19s138ms | Loss: 0.797 | Acc: 74.417% (5358/7200) 72/100 [==============================================>..................] Step: 279ms | Tot: 19s417ms | Loss: 0.793 | Acc: 74.575% (5444/7300) 73/100 [===============================================>.................] Step: 266ms | Tot: 19s684ms | Loss: 0.792 | Acc: 74.581% (5519/7400) 74/100 [================================================>................] Step: 271ms | Tot: 19s955ms | Loss: 0.794 | Acc: 74.600% (5595/7500) 75/100 [================================================>................] Step: 265ms | Tot: 20s220ms | Loss: 0.796 | Acc: 74.526% (5664/7600) 76/100 [=================================================>...............] Step: 272ms | Tot: 20s493ms | Loss: 0.796 | Acc: 74.558% (5741/7700) 77/100 [==================================================>..............] Step: 271ms | Tot: 20s764ms | Loss: 0.795 | Acc: 74.667% (5824/7800) 78/100 [==================================================>..............] Step: 277ms | Tot: 21s42ms | Loss: 0.794 | Acc: 74.620% (5895/7900) 79/100 [===================================================>.............] Step: 267ms | Tot: 21s310ms | Loss: 0.794 | Acc: 74.612% (5969/8000) 80/100 [====================================================>............] Step: 273ms | Tot: 21s583ms | Loss: 0.795 | Acc: 74.642% (6046/8100) 81/100 [====================================================>............] Step: 266ms | Tot: 21s850ms | Loss: 0.794 | Acc: 74.646% (6121/8200) 82/100 [=====================================================>...........] Step: 263ms | Tot: 22s114ms | Loss: 0.793 | Acc: 74.614% (6193/8300) 83/100 [=====================================================>...........] Step: 268ms | Tot: 22s382ms | Loss: 0.790 | Acc: 74.690% (6274/8400) 84/100 [======================================================>..........] Step: 264ms | Tot: 22s646ms | Loss: 0.790 | Acc: 74.718% (6351/8500) 85/100 [=======================================================>.........] Step: 265ms | Tot: 22s912ms | Loss: 0.791 | Acc: 74.709% (6425/8600) 86/100 [=======================================================>.........] Step: 265ms | Tot: 23s177ms | Loss: 0.792 | Acc: 74.644% (6494/8700) 87/100 [========================================================>........] Step: 272ms | Tot: 23s449ms | Loss: 0.793 | Acc: 74.648% (6569/8800) 88/100 [=========================================================>.......] Step: 265ms | Tot: 23s715ms | Loss: 0.794 | Acc: 74.629% (6642/8900) 89/100 [=========================================================>.......] Step: 269ms | Tot: 23s984ms | Loss: 0.793 | Acc: 74.656% (6719/9000) 90/100 [==========================================================>......] Step: 261ms | Tot: 24s246ms | Loss: 0.793 | Acc: 74.659% (6794/9100) 91/100 [===========================================================>.....] Step: 270ms | Tot: 24s517ms | Loss: 0.793 | Acc: 74.674% (6870/9200) 92/100 [===========================================================>.....] Step: 262ms | Tot: 24s780ms | Loss: 0.793 | Acc: 74.645% (6942/9300) 93/100 [============================================================>....] Step: 266ms | Tot: 25s46ms | Loss: 0.791 | Acc: 74.649% (7017/9400) 94/100 [=============================================================>...] Step: 269ms | Tot: 25s316ms | Loss: 0.791 | Acc: 74.674% (7094/9500) 95/100 [=============================================================>...] Step: 290ms | Tot: 25s606ms | Loss: 0.790 | Acc: 74.729% (7174/9600) 96/100 [==============================================================>..] Step: 266ms | Tot: 25s873ms | Loss: 0.788 | Acc: 74.763% (7252/9700) 97/100 [===============================================================>.] Step: 268ms | Tot: 26s142ms | Loss: 0.790 | Acc: 74.735% (7324/9800) 98/100 [===============================================================>.] Step: 283ms | Tot: 26s425ms | Loss: 0.789 | Acc: 74.737% (7399/9900) 99/100 [================================================================>] Step: 272ms | Tot: 26s697ms | Loss: 0.790 | Acc: 74.760% (7476/10000) 100/100 + +Epoch: 30 + [>................................................................] Step: 1s83ms | Tot: 2ms | Loss: 0.350 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 353ms | Tot: 355ms | Loss: 0.376 | Acc: 84.766% (217/256) 2/391 [>................................................................] Step: 359ms | Tot: 715ms | Loss: 0.383 | Acc: 85.677% (329/384) 3/391 [>................................................................] Step: 335ms | Tot: 1s50ms | Loss: 0.420 | Acc: 84.375% (432/512) 4/391 [>................................................................] Step: 334ms | Tot: 1s384ms | Loss: 0.416 | Acc: 85.000% (544/640) 5/391 [>................................................................] Step: 334ms | Tot: 1s719ms | Loss: 0.423 | Acc: 84.766% (651/768) 6/391 [>................................................................] Step: 323ms | Tot: 2s43ms | Loss: 0.415 | Acc: 85.156% (763/896) 7/391 [=>...............................................................] Step: 328ms | Tot: 2s371ms | Loss: 0.413 | Acc: 84.863% (869/1024) 8/391 [=>...............................................................] Step: 329ms | Tot: 2s701ms | Loss: 0.419 | Acc: 84.983% (979/1152) 9/391 [=>...............................................................] Step: 322ms | Tot: 3s24ms | Loss: 0.422 | Acc: 84.766% (1085/1280) 10/391 [=>...............................................................] Step: 321ms | Tot: 3s345ms | Loss: 0.417 | Acc: 85.085% (1198/1408) 11/391 [=>...............................................................] Step: 327ms | Tot: 3s672ms | Loss: 0.416 | Acc: 85.026% (1306/1536) 12/391 [=>...............................................................] Step: 323ms | Tot: 3s995ms | Loss: 0.411 | Acc: 85.397% (1421/1664) 13/391 [==>..............................................................] Step: 321ms | Tot: 4s317ms | Loss: 0.407 | Acc: 85.826% (1538/1792) 14/391 [==>..............................................................] Step: 326ms | Tot: 4s643ms | Loss: 0.417 | Acc: 85.417% (1640/1920) 15/391 [==>..............................................................] Step: 368ms | Tot: 5s12ms | Loss: 0.415 | Acc: 85.547% (1752/2048) 16/391 [==>..............................................................] Step: 359ms | Tot: 5s371ms | Loss: 0.421 | Acc: 85.340% (1857/2176) 17/391 [==>..............................................................] Step: 327ms | Tot: 5s699ms | Loss: 0.428 | Acc: 85.156% (1962/2304) 18/391 [==>..............................................................] Step: 321ms | Tot: 6s20ms | Loss: 0.436 | Acc: 85.074% (2069/2432) 19/391 [===>.............................................................] Step: 322ms | Tot: 6s342ms | Loss: 0.438 | Acc: 85.078% (2178/2560) 20/391 [===>.............................................................] Step: 330ms | Tot: 6s673ms | Loss: 0.442 | Acc: 85.007% (2285/2688) 21/391 [===>.............................................................] Step: 321ms | Tot: 6s995ms | Loss: 0.440 | Acc: 85.050% (2395/2816) 22/391 [===>.............................................................] Step: 320ms | Tot: 7s316ms | Loss: 0.442 | Acc: 84.952% (2501/2944) 23/391 [===>.............................................................] Step: 322ms | Tot: 7s638ms | Loss: 0.444 | Acc: 84.863% (2607/3072) 24/391 [===>.............................................................] Step: 321ms | Tot: 7s960ms | Loss: 0.449 | Acc: 84.781% (2713/3200) 25/391 [====>............................................................] Step: 328ms | Tot: 8s288ms | Loss: 0.456 | Acc: 84.555% (2814/3328) 26/391 [====>............................................................] Step: 323ms | Tot: 8s612ms | Loss: 0.458 | Acc: 84.462% (2919/3456) 27/391 [====>............................................................] Step: 320ms | Tot: 8s932ms | Loss: 0.456 | Acc: 84.654% (3034/3584) 28/391 [====>............................................................] Step: 324ms | Tot: 9s257ms | Loss: 0.454 | Acc: 84.752% (3146/3712) 29/391 [====>............................................................] Step: 321ms | Tot: 9s578ms | Loss: 0.454 | Acc: 84.766% (3255/3840) 30/391 [====>............................................................] Step: 323ms | Tot: 9s902ms | Loss: 0.451 | Acc: 84.955% (3371/3968) 31/391 [=====>...........................................................] Step: 323ms | Tot: 10s225ms | Loss: 0.449 | Acc: 85.083% (3485/4096) 32/391 [=====>...........................................................] Step: 324ms | Tot: 10s550ms | Loss: 0.442 | Acc: 85.298% (3603/4224) 33/391 [=====>...........................................................] Step: 325ms | Tot: 10s876ms | Loss: 0.438 | Acc: 85.478% (3720/4352) 34/391 [=====>...........................................................] Step: 325ms | Tot: 11s201ms | Loss: 0.437 | Acc: 85.491% (3830/4480) 35/391 [=====>...........................................................] Step: 322ms | Tot: 11s524ms | Loss: 0.437 | Acc: 85.482% (3939/4608) 36/391 [=====>...........................................................] Step: 327ms | Tot: 11s851ms | Loss: 0.440 | Acc: 85.367% (4043/4736) 37/391 [======>..........................................................] Step: 323ms | Tot: 12s174ms | Loss: 0.439 | Acc: 85.321% (4150/4864) 38/391 [======>..........................................................] Step: 320ms | Tot: 12s495ms | Loss: 0.442 | Acc: 85.216% (4254/4992) 39/391 [======>..........................................................] Step: 329ms | Tot: 12s824ms | Loss: 0.446 | Acc: 85.078% (4356/5120) 40/391 [======>..........................................................] Step: 324ms | Tot: 13s148ms | Loss: 0.449 | Acc: 84.966% (4459/5248) 41/391 [======>..........................................................] Step: 324ms | Tot: 13s472ms | Loss: 0.450 | Acc: 84.914% (4565/5376) 42/391 [======>..........................................................] Step: 329ms | Tot: 13s802ms | Loss: 0.447 | Acc: 85.065% (4682/5504) 43/391 [=======>.........................................................] Step: 328ms | Tot: 14s131ms | Loss: 0.447 | Acc: 85.032% (4789/5632) 44/391 [=======>.........................................................] Step: 320ms | Tot: 14s451ms | Loss: 0.446 | Acc: 85.087% (4901/5760) 45/391 [=======>.........................................................] Step: 329ms | Tot: 14s781ms | Loss: 0.445 | Acc: 85.071% (5009/5888) 46/391 [=======>.........................................................] Step: 325ms | Tot: 15s107ms | Loss: 0.447 | Acc: 84.957% (5111/6016) 47/391 [=======>.........................................................] Step: 320ms | Tot: 15s427ms | Loss: 0.446 | Acc: 84.977% (5221/6144) 48/391 [=======>.........................................................] Step: 329ms | Tot: 15s756ms | Loss: 0.444 | Acc: 84.981% (5330/6272) 49/391 [========>........................................................] Step: 326ms | Tot: 16s82ms | Loss: 0.445 | Acc: 84.969% (5438/6400) 50/391 [========>........................................................] Step: 321ms | Tot: 16s403ms | Loss: 0.446 | Acc: 85.018% (5550/6528) 51/391 [========>........................................................] Step: 328ms | Tot: 16s732ms | Loss: 0.446 | Acc: 84.961% (5655/6656) 52/391 [========>........................................................] Step: 326ms | Tot: 17s58ms | Loss: 0.444 | Acc: 85.053% (5770/6784) 53/391 [========>........................................................] Step: 319ms | Tot: 17s378ms | Loss: 0.444 | Acc: 85.055% (5879/6912) 54/391 [========>........................................................] Step: 329ms | Tot: 17s707ms | Loss: 0.442 | Acc: 85.099% (5991/7040) 55/391 [=========>.......................................................] Step: 320ms | Tot: 18s28ms | Loss: 0.441 | Acc: 85.142% (6103/7168) 56/391 [=========>.......................................................] Step: 320ms | Tot: 18s349ms | Loss: 0.442 | Acc: 85.074% (6207/7296) 57/391 [=========>.......................................................] Step: 329ms | Tot: 18s678ms | Loss: 0.442 | Acc: 85.035% (6313/7424) 58/391 [=========>.......................................................] Step: 329ms | Tot: 19s8ms | Loss: 0.443 | Acc: 84.984% (6418/7552) 59/391 [=========>.......................................................] Step: 323ms | Tot: 19s332ms | Loss: 0.444 | Acc: 85.000% (6528/7680) 60/391 [=========>.......................................................] Step: 327ms | Tot: 19s659ms | Loss: 0.444 | Acc: 84.977% (6635/7808) 61/391 [==========>......................................................] Step: 324ms | Tot: 19s984ms | Loss: 0.444 | Acc: 85.018% (6747/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s308ms | Loss: 0.442 | Acc: 85.082% (6861/8064) 63/391 [==========>......................................................] Step: 323ms | Tot: 20s631ms | Loss: 0.443 | Acc: 85.022% (6965/8192) 64/391 [==========>......................................................] Step: 323ms | Tot: 20s954ms | Loss: 0.443 | Acc: 85.012% (7073/8320) 65/391 [==========>......................................................] Step: 324ms | Tot: 21s278ms | Loss: 0.443 | Acc: 85.050% (7185/8448) 66/391 [==========>......................................................] Step: 333ms | Tot: 21s612ms | Loss: 0.441 | Acc: 85.110% (7299/8576) 67/391 [===========>.....................................................] Step: 321ms | Tot: 21s934ms | Loss: 0.440 | Acc: 85.156% (7412/8704) 68/391 [===========>.....................................................] Step: 326ms | Tot: 22s260ms | Loss: 0.442 | Acc: 85.077% (7514/8832) 69/391 [===========>.....................................................] Step: 327ms | Tot: 22s588ms | Loss: 0.441 | Acc: 85.078% (7623/8960) 70/391 [===========>.....................................................] Step: 329ms | Tot: 22s918ms | Loss: 0.440 | Acc: 85.101% (7734/9088) 71/391 [===========>.....................................................] Step: 331ms | Tot: 23s249ms | Loss: 0.440 | Acc: 85.135% (7846/9216) 72/391 [===========>.....................................................] Step: 350ms | Tot: 23s599ms | Loss: 0.440 | Acc: 85.188% (7960/9344) 73/391 [============>....................................................] Step: 325ms | Tot: 23s925ms | Loss: 0.437 | Acc: 85.241% (8074/9472) 74/391 [============>....................................................] Step: 324ms | Tot: 24s249ms | Loss: 0.437 | Acc: 85.219% (8181/9600) 75/391 [============>....................................................] Step: 323ms | Tot: 24s573ms | Loss: 0.437 | Acc: 85.238% (8292/9728) 76/391 [============>....................................................] Step: 326ms | Tot: 24s900ms | Loss: 0.437 | Acc: 85.217% (8399/9856) 77/391 [============>....................................................] Step: 325ms | Tot: 25s225ms | Loss: 0.438 | Acc: 85.186% (8505/9984) 78/391 [============>....................................................] Step: 329ms | Tot: 25s554ms | Loss: 0.437 | Acc: 85.216% (8617/10112) 79/391 [=============>...................................................] Step: 334ms | Tot: 25s888ms | Loss: 0.435 | Acc: 85.244% (8729/10240) 80/391 [=============>...................................................] Step: 324ms | Tot: 26s213ms | Loss: 0.436 | Acc: 85.204% (8834/10368) 81/391 [=============>...................................................] Step: 322ms | Tot: 26s536ms | Loss: 0.437 | Acc: 85.185% (8941/10496) 82/391 [=============>...................................................] Step: 335ms | Tot: 26s871ms | Loss: 0.436 | Acc: 85.213% (9053/10624) 83/391 [=============>...................................................] Step: 324ms | Tot: 27s195ms | Loss: 0.435 | Acc: 85.203% (9161/10752) 84/391 [=============>...................................................] Step: 320ms | Tot: 27s516ms | Loss: 0.436 | Acc: 85.193% (9269/10880) 85/391 [==============>..................................................] Step: 327ms | Tot: 27s843ms | Loss: 0.436 | Acc: 85.202% (9379/11008) 86/391 [==============>..................................................] Step: 321ms | Tot: 28s165ms | Loss: 0.437 | Acc: 85.138% (9481/11136) 87/391 [==============>..................................................] Step: 322ms | Tot: 28s488ms | Loss: 0.438 | Acc: 85.085% (9584/11264) 88/391 [==============>..................................................] Step: 329ms | Tot: 28s817ms | Loss: 0.440 | Acc: 84.998% (9683/11392) 89/391 [==============>..................................................] Step: 326ms | Tot: 29s143ms | Loss: 0.442 | Acc: 84.896% (9780/11520) 90/391 [==============>..................................................] Step: 322ms | Tot: 29s465ms | Loss: 0.443 | Acc: 84.856% (9884/11648) 91/391 [===============>.................................................] Step: 330ms | Tot: 29s796ms | Loss: 0.445 | Acc: 84.825% (9989/11776) 92/391 [===============>.................................................] Step: 323ms | Tot: 30s120ms | Loss: 0.445 | Acc: 84.770% (10091/11904) 93/391 [===============>.................................................] Step: 327ms | Tot: 30s448ms | Loss: 0.446 | Acc: 84.782% (10201/12032) 94/391 [===============>.................................................] Step: 339ms | Tot: 30s787ms | Loss: 0.444 | Acc: 84.836% (10316/12160) 95/391 [===============>.................................................] Step: 335ms | Tot: 31s123ms | Loss: 0.444 | Acc: 84.831% (10424/12288) 96/391 [===============>.................................................] Step: 327ms | Tot: 31s451ms | Loss: 0.445 | Acc: 84.794% (10528/12416) 97/391 [================>................................................] Step: 341ms | Tot: 31s792ms | Loss: 0.445 | Acc: 84.805% (10638/12544) 98/391 [================>................................................] Step: 340ms | Tot: 32s133ms | Loss: 0.446 | Acc: 84.770% (10742/12672) 99/391 [================>................................................] Step: 333ms | Tot: 32s466ms | Loss: 0.446 | Acc: 84.766% (10850/12800) 100/391 [================>................................................] Step: 342ms | Tot: 32s809ms | Loss: 0.446 | Acc: 84.762% (10958/12928) 101/391 [================>................................................] Step: 339ms | Tot: 33s148ms | Loss: 0.448 | Acc: 84.712% (11060/13056) 102/391 [================>................................................] Step: 339ms | Tot: 33s488ms | Loss: 0.448 | Acc: 84.694% (11166/13184) 103/391 [=================>...............................................] Step: 338ms | Tot: 33s827ms | Loss: 0.448 | Acc: 84.698% (11275/13312) 104/391 [=================>...............................................] Step: 334ms | Tot: 34s161ms | Loss: 0.447 | Acc: 84.710% (11385/13440) 105/391 [=================>...............................................] Step: 333ms | Tot: 34s494ms | Loss: 0.449 | Acc: 84.662% (11487/13568) 106/391 [=================>...............................................] Step: 362ms | Tot: 34s857ms | Loss: 0.450 | Acc: 84.594% (11586/13696) 107/391 [=================>...............................................] Step: 369ms | Tot: 35s227ms | Loss: 0.450 | Acc: 84.614% (11697/13824) 108/391 [=================>...............................................] Step: 327ms | Tot: 35s554ms | Loss: 0.450 | Acc: 84.619% (11806/13952) 109/391 [==================>..............................................] Step: 331ms | Tot: 35s885ms | Loss: 0.450 | Acc: 84.645% (11918/14080) 110/391 [==================>..............................................] Step: 326ms | Tot: 36s212ms | Loss: 0.451 | Acc: 84.635% (12025/14208) 111/391 [==================>..............................................] Step: 323ms | Tot: 36s536ms | Loss: 0.450 | Acc: 84.675% (12139/14336) 112/391 [==================>..............................................] Step: 324ms | Tot: 36s860ms | Loss: 0.450 | Acc: 84.686% (12249/14464) 113/391 [==================>..............................................] Step: 325ms | Tot: 37s186ms | Loss: 0.450 | Acc: 84.677% (12356/14592) 114/391 [==================>..............................................] Step: 328ms | Tot: 37s515ms | Loss: 0.449 | Acc: 84.688% (12466/14720) 115/391 [===================>.............................................] Step: 334ms | Tot: 37s849ms | Loss: 0.450 | Acc: 84.611% (12563/14848) 116/391 [===================>.............................................] Step: 322ms | Tot: 38s171ms | Loss: 0.450 | Acc: 84.609% (12671/14976) 117/391 [===================>.............................................] Step: 320ms | Tot: 38s492ms | Loss: 0.450 | Acc: 84.567% (12773/15104) 118/391 [===================>.............................................] Step: 326ms | Tot: 38s819ms | Loss: 0.449 | Acc: 84.585% (12884/15232) 119/391 [===================>.............................................] Step: 321ms | Tot: 39s140ms | Loss: 0.451 | Acc: 84.538% (12985/15360) 120/391 [===================>.............................................] Step: 320ms | Tot: 39s461ms | Loss: 0.451 | Acc: 84.530% (13092/15488) 121/391 [====================>............................................] Step: 327ms | Tot: 39s788ms | Loss: 0.451 | Acc: 84.548% (13203/15616) 122/391 [====================>............................................] Step: 320ms | Tot: 40s109ms | Loss: 0.451 | Acc: 84.566% (13314/15744) 123/391 [====================>............................................] Step: 323ms | Tot: 40s433ms | Loss: 0.452 | Acc: 84.551% (13420/15872) 124/391 [====================>............................................] Step: 333ms | Tot: 40s766ms | Loss: 0.451 | Acc: 84.556% (13529/16000) 125/391 [====================>............................................] Step: 321ms | Tot: 41s88ms | Loss: 0.451 | Acc: 84.567% (13639/16128) 126/391 [====================>............................................] Step: 322ms | Tot: 41s411ms | Loss: 0.452 | Acc: 84.547% (13744/16256) 127/391 [=====================>...........................................] Step: 329ms | Tot: 41s740ms | Loss: 0.453 | Acc: 84.528% (13849/16384) 128/391 [=====================>...........................................] Step: 323ms | Tot: 42s63ms | Loss: 0.454 | Acc: 84.490% (13951/16512) 129/391 [=====================>...........................................] Step: 321ms | Tot: 42s384ms | Loss: 0.454 | Acc: 84.489% (14059/16640) 130/391 [=====================>...........................................] Step: 328ms | Tot: 42s713ms | Loss: 0.453 | Acc: 84.518% (14172/16768) 131/391 [=====================>...........................................] Step: 322ms | Tot: 43s36ms | Loss: 0.453 | Acc: 84.511% (14279/16896) 132/391 [=====================>...........................................] Step: 325ms | Tot: 43s362ms | Loss: 0.452 | Acc: 84.522% (14389/17024) 133/391 [======================>..........................................] Step: 334ms | Tot: 43s696ms | Loss: 0.453 | Acc: 84.486% (14491/17152) 134/391 [======================>..........................................] Step: 324ms | Tot: 44s20ms | Loss: 0.453 | Acc: 84.502% (14602/17280) 135/391 [======================>..........................................] Step: 322ms | Tot: 44s342ms | Loss: 0.452 | Acc: 84.524% (14714/17408) 136/391 [======================>..........................................] Step: 329ms | Tot: 44s671ms | Loss: 0.453 | Acc: 84.506% (14819/17536) 137/391 [======================>..........................................] Step: 324ms | Tot: 44s996ms | Loss: 0.453 | Acc: 84.522% (14930/17664) 138/391 [======================>..........................................] Step: 323ms | Tot: 45s319ms | Loss: 0.453 | Acc: 84.504% (15035/17792) 139/391 [=======================>.........................................] Step: 325ms | Tot: 45s645ms | Loss: 0.453 | Acc: 84.498% (15142/17920) 140/391 [=======================>.........................................] Step: 324ms | Tot: 45s969ms | Loss: 0.453 | Acc: 84.519% (15254/18048) 141/391 [=======================>.........................................] Step: 326ms | Tot: 46s296ms | Loss: 0.453 | Acc: 84.535% (15365/18176) 142/391 [=======================>.........................................] Step: 327ms | Tot: 46s624ms | Loss: 0.453 | Acc: 84.544% (15475/18304) 143/391 [=======================>.........................................] Step: 320ms | Tot: 46s945ms | Loss: 0.453 | Acc: 84.554% (15585/18432) 144/391 [=======================>.........................................] Step: 325ms | Tot: 47s270ms | Loss: 0.454 | Acc: 84.520% (15687/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s595ms | Loss: 0.454 | Acc: 84.493% (15790/18688) 146/391 [========================>........................................] Step: 326ms | Tot: 47s921ms | Loss: 0.455 | Acc: 84.481% (15896/18816) 147/391 [========================>........................................] Step: 326ms | Tot: 48s248ms | Loss: 0.456 | Acc: 84.438% (15996/18944) 148/391 [========================>........................................] Step: 324ms | Tot: 48s572ms | Loss: 0.456 | Acc: 84.448% (16106/19072) 149/391 [========================>........................................] Step: 333ms | Tot: 48s905ms | Loss: 0.456 | Acc: 84.443% (16213/19200) 150/391 [========================>........................................] Step: 332ms | Tot: 49s238ms | Loss: 0.456 | Acc: 84.432% (16319/19328) 151/391 [=========================>.......................................] Step: 326ms | Tot: 49s565ms | Loss: 0.456 | Acc: 84.442% (16429/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 49s892ms | Loss: 0.456 | Acc: 84.421% (16533/19584) 153/391 [=========================>.......................................] Step: 324ms | Tot: 50s216ms | Loss: 0.455 | Acc: 84.456% (16648/19712) 154/391 [=========================>.......................................] Step: 323ms | Tot: 50s540ms | Loss: 0.456 | Acc: 84.446% (16754/19840) 155/391 [=========================>.......................................] Step: 327ms | Tot: 50s868ms | Loss: 0.455 | Acc: 84.485% (16870/19968) 156/391 [=========================>.......................................] Step: 322ms | Tot: 51s190ms | Loss: 0.455 | Acc: 84.475% (16976/20096) 157/391 [==========================>......................................] Step: 324ms | Tot: 51s514ms | Loss: 0.456 | Acc: 84.464% (17082/20224) 158/391 [==========================>......................................] Step: 326ms | Tot: 51s841ms | Loss: 0.457 | Acc: 84.424% (17182/20352) 159/391 [==========================>......................................] Step: 326ms | Tot: 52s168ms | Loss: 0.457 | Acc: 84.443% (17294/20480) 160/391 [==========================>......................................] Step: 324ms | Tot: 52s493ms | Loss: 0.457 | Acc: 84.428% (17399/20608) 161/391 [==========================>......................................] Step: 332ms | Tot: 52s825ms | Loss: 0.458 | Acc: 84.385% (17498/20736) 162/391 [==========================>......................................] Step: 323ms | Tot: 53s149ms | Loss: 0.459 | Acc: 84.341% (17597/20864) 163/391 [===========================>.....................................] Step: 322ms | Tot: 53s472ms | Loss: 0.459 | Acc: 84.356% (17708/20992) 164/391 [===========================>.....................................] Step: 339ms | Tot: 53s812ms | Loss: 0.459 | Acc: 84.356% (17816/21120) 165/391 [===========================>.....................................] Step: 327ms | Tot: 54s139ms | Loss: 0.459 | Acc: 84.356% (17924/21248) 166/391 [===========================>.....................................] Step: 321ms | Tot: 54s461ms | Loss: 0.459 | Acc: 84.356% (18032/21376) 167/391 [===========================>.....................................] Step: 328ms | Tot: 54s790ms | Loss: 0.458 | Acc: 84.370% (18143/21504) 168/391 [===========================>.....................................] Step: 325ms | Tot: 55s116ms | Loss: 0.459 | Acc: 84.343% (18245/21632) 169/391 [============================>....................................] Step: 323ms | Tot: 55s440ms | Loss: 0.459 | Acc: 84.334% (18351/21760) 170/391 [============================>....................................] Step: 329ms | Tot: 55s769ms | Loss: 0.459 | Acc: 84.325% (18457/21888) 171/391 [============================>....................................] Step: 322ms | Tot: 56s92ms | Loss: 0.459 | Acc: 84.334% (18567/22016) 172/391 [============================>....................................] Step: 318ms | Tot: 56s410ms | Loss: 0.459 | Acc: 84.321% (18672/22144) 173/391 [============================>....................................] Step: 330ms | Tot: 56s741ms | Loss: 0.459 | Acc: 84.330% (18782/22272) 174/391 [============================>....................................] Step: 322ms | Tot: 57s64ms | Loss: 0.460 | Acc: 84.321% (18888/22400) 175/391 [=============================>...................................] Step: 319ms | Tot: 57s383ms | Loss: 0.460 | Acc: 84.277% (18986/22528) 176/391 [=============================>...................................] Step: 331ms | Tot: 57s714ms | Loss: 0.460 | Acc: 84.273% (19093/22656) 177/391 [=============================>...................................] Step: 323ms | Tot: 58s37ms | Loss: 0.461 | Acc: 84.239% (19193/22784) 178/391 [=============================>...................................] Step: 326ms | Tot: 58s364ms | Loss: 0.461 | Acc: 84.209% (19294/22912) 179/391 [=============================>...................................] Step: 331ms | Tot: 58s696ms | Loss: 0.461 | Acc: 84.219% (19404/23040) 180/391 [=============================>...................................] Step: 322ms | Tot: 59s19ms | Loss: 0.461 | Acc: 84.228% (19514/23168) 181/391 [==============================>..................................] Step: 326ms | Tot: 59s345ms | Loss: 0.461 | Acc: 84.251% (19627/23296) 182/391 [==============================>..................................] Step: 332ms | Tot: 59s678ms | Loss: 0.461 | Acc: 84.230% (19730/23424) 183/391 [==============================>..................................] Step: 324ms | Tot: 1m2ms | Loss: 0.461 | Acc: 84.226% (19837/23552) 184/391 [==============================>..................................] Step: 324ms | Tot: 1m327ms | Loss: 0.462 | Acc: 84.185% (19935/23680) 185/391 [==============================>..................................] Step: 331ms | Tot: 1m658ms | Loss: 0.463 | Acc: 84.152% (20035/23808) 186/391 [==============================>..................................] Step: 325ms | Tot: 1m984ms | Loss: 0.463 | Acc: 84.145% (20141/23936) 187/391 [===============================>.................................] Step: 330ms | Tot: 1m1s | Loss: 0.463 | Acc: 84.134% (20246/24064) 188/391 [===============================>.................................] Step: 327ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.131% (20353/24192) 189/391 [===============================>.................................] Step: 328ms | Tot: 1m1s | Loss: 0.464 | Acc: 84.120% (20458/24320) 190/391 [===============================>.................................] Step: 331ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.093% (20559/24448) 191/391 [===============================>.................................] Step: 328ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.094% (20667/24576) 192/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.465 | Acc: 84.088% (20773/24704) 193/391 [================================>................................] Step: 326ms | Tot: 1m3s | Loss: 0.465 | Acc: 84.089% (20881/24832) 194/391 [================================>................................] Step: 325ms | Tot: 1m3s | Loss: 0.465 | Acc: 84.058% (20981/24960) 195/391 [================================>................................] Step: 323ms | Tot: 1m3s | Loss: 0.465 | Acc: 84.048% (21086/25088) 196/391 [================================>................................] Step: 328ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.050% (21194/25216) 197/391 [================================>................................] Step: 323ms | Tot: 1m4s | Loss: 0.465 | Acc: 84.055% (21303/25344) 198/391 [================================>................................] Step: 360ms | Tot: 1m4s | Loss: 0.466 | Acc: 84.041% (21407/25472) 199/391 [=================================>...............................] Step: 360ms | Tot: 1m5s | Loss: 0.466 | Acc: 84.027% (21511/25600) 200/391 [=================================>...............................] Step: 329ms | Tot: 1m5s | Loss: 0.467 | Acc: 84.025% (21618/25728) 201/391 [=================================>...............................] Step: 323ms | Tot: 1m5s | Loss: 0.467 | Acc: 84.008% (21721/25856) 202/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.467 | Acc: 84.021% (21832/25984) 203/391 [=================================>...............................] Step: 324ms | Tot: 1m6s | Loss: 0.466 | Acc: 84.034% (21943/26112) 204/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.466 | Acc: 84.043% (22053/26240) 205/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.466 | Acc: 84.022% (22155/26368) 206/391 [==================================>..............................] Step: 324ms | Tot: 1m7s | Loss: 0.466 | Acc: 84.050% (22270/26496) 207/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.465 | Acc: 84.067% (22382/26624) 208/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.465 | Acc: 84.072% (22491/26752) 209/391 [==================================>..............................] Step: 322ms | Tot: 1m8s | Loss: 0.465 | Acc: 84.081% (22601/26880) 210/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.465 | Acc: 84.068% (22705/27008) 211/391 [===================================>.............................] Step: 325ms | Tot: 1m9s | Loss: 0.465 | Acc: 84.065% (22812/27136) 212/391 [===================================>.............................] Step: 323ms | Tot: 1m9s | Loss: 0.465 | Acc: 84.082% (22924/27264) 213/391 [===================================>.............................] Step: 329ms | Tot: 1m9s | Loss: 0.465 | Acc: 84.068% (23028/27392) 214/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.466 | Acc: 84.041% (23128/27520) 215/391 [===================================>.............................] Step: 322ms | Tot: 1m10s | Loss: 0.467 | Acc: 84.028% (23232/27648) 216/391 [===================================>.............................] Step: 323ms | Tot: 1m10s | Loss: 0.467 | Acc: 84.008% (23334/27776) 217/391 [====================================>............................] Step: 318ms | Tot: 1m11s | Loss: 0.468 | Acc: 83.959% (23428/27904) 218/391 [====================================>............................] Step: 315ms | Tot: 1m11s | Loss: 0.468 | Acc: 83.975% (23540/28032) 219/391 [====================================>............................] Step: 328ms | Tot: 1m11s | Loss: 0.467 | Acc: 84.006% (23656/28160) 220/391 [====================================>............................] Step: 322ms | Tot: 1m12s | Loss: 0.467 | Acc: 84.011% (23765/28288) 221/391 [====================================>............................] Step: 320ms | Tot: 1m12s | Loss: 0.467 | Acc: 83.995% (23868/28416) 222/391 [====================================>............................] Step: 329ms | Tot: 1m12s | Loss: 0.466 | Acc: 84.018% (23982/28544) 223/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.466 | Acc: 84.023% (24091/28672) 224/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.467 | Acc: 84.007% (24194/28800) 225/391 [=====================================>...........................] Step: 331ms | Tot: 1m13s | Loss: 0.467 | Acc: 83.995% (24298/28928) 226/391 [=====================================>...........................] Step: 323ms | Tot: 1m14s | Loss: 0.468 | Acc: 83.972% (24399/29056) 227/391 [=====================================>...........................] Step: 322ms | Tot: 1m14s | Loss: 0.468 | Acc: 83.978% (24508/29184) 228/391 [=====================================>...........................] Step: 332ms | Tot: 1m14s | Loss: 0.468 | Acc: 83.989% (24619/29312) 229/391 [======================================>..........................] Step: 321ms | Tot: 1m15s | Loss: 0.468 | Acc: 83.978% (24723/29440) 230/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.468 | Acc: 83.993% (24835/29568) 231/391 [======================================>..........................] Step: 336ms | Tot: 1m15s | Loss: 0.467 | Acc: 84.018% (24950/29696) 232/391 [======================================>..........................] Step: 328ms | Tot: 1m16s | Loss: 0.467 | Acc: 84.020% (25058/29824) 233/391 [======================================>..........................] Step: 325ms | Tot: 1m16s | Loss: 0.467 | Acc: 84.021% (25166/29952) 234/391 [======================================>..........................] Step: 333ms | Tot: 1m16s | Loss: 0.467 | Acc: 84.033% (25277/30080) 235/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.467 | Acc: 84.037% (25386/30208) 236/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.467 | Acc: 84.042% (25495/30336) 237/391 [=======================================>.........................] Step: 335ms | Tot: 1m17s | Loss: 0.467 | Acc: 84.027% (25598/30464) 238/391 [=======================================>.........................] Step: 322ms | Tot: 1m17s | Loss: 0.468 | Acc: 84.012% (25701/30592) 239/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.469 | Acc: 83.991% (25802/30720) 240/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.469 | Acc: 83.999% (25912/30848) 241/391 [========================================>........................] Step: 334ms | Tot: 1m18s | Loss: 0.468 | Acc: 84.017% (26025/30976) 242/391 [========================================>........................] Step: 331ms | Tot: 1m19s | Loss: 0.468 | Acc: 84.028% (26136/31104) 243/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 0.468 | Acc: 84.036% (26246/31232) 244/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.468 | Acc: 84.024% (26350/31360) 245/391 [========================================>........................] Step: 324ms | Tot: 1m20s | Loss: 0.468 | Acc: 84.026% (26458/31488) 246/391 [========================================>........................] Step: 323ms | Tot: 1m20s | Loss: 0.468 | Acc: 84.049% (26573/31616) 247/391 [=========================================>.......................] Step: 321ms | Tot: 1m20s | Loss: 0.468 | Acc: 84.051% (26681/31744) 248/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.468 | Acc: 84.064% (26793/31872) 249/391 [=========================================>.......................] Step: 327ms | Tot: 1m21s | Loss: 0.467 | Acc: 84.062% (26900/32000) 250/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 0.468 | Acc: 84.067% (27009/32128) 251/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.468 | Acc: 84.059% (27114/32256) 252/391 [=========================================>.......................] Step: 320ms | Tot: 1m22s | Loss: 0.468 | Acc: 84.066% (27224/32384) 253/391 [==========================================>......................] Step: 325ms | Tot: 1m22s | Loss: 0.468 | Acc: 84.058% (27329/32512) 254/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.468 | Acc: 84.066% (27439/32640) 255/391 [==========================================>......................] Step: 320ms | Tot: 1m23s | Loss: 0.468 | Acc: 84.070% (27548/32768) 256/391 [==========================================>......................] Step: 335ms | Tot: 1m23s | Loss: 0.468 | Acc: 84.071% (27656/32896) 257/391 [==========================================>......................] Step: 331ms | Tot: 1m24s | Loss: 0.468 | Acc: 84.069% (27763/33024) 258/391 [==========================================>......................] Step: 319ms | Tot: 1m24s | Loss: 0.468 | Acc: 84.073% (27872/33152) 259/391 [===========================================>.....................] Step: 328ms | Tot: 1m24s | Loss: 0.468 | Acc: 84.075% (27980/33280) 260/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 0.468 | Acc: 84.088% (28092/33408) 261/391 [===========================================>.....................] Step: 322ms | Tot: 1m25s | Loss: 0.468 | Acc: 84.101% (28204/33536) 262/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.468 | Acc: 84.084% (28306/33664) 263/391 [===========================================>.....................] Step: 322ms | Tot: 1m26s | Loss: 0.468 | Acc: 84.058% (28405/33792) 264/391 [===========================================>.....................] Step: 320ms | Tot: 1m26s | Loss: 0.468 | Acc: 84.074% (28518/33920) 265/391 [============================================>....................] Step: 326ms | Tot: 1m26s | Loss: 0.467 | Acc: 84.099% (28634/34048) 266/391 [============================================>....................] Step: 320ms | Tot: 1m27s | Loss: 0.467 | Acc: 84.112% (28746/34176) 267/391 [============================================>....................] Step: 319ms | Tot: 1m27s | Loss: 0.467 | Acc: 84.121% (28857/34304) 268/391 [============================================>....................] Step: 335ms | Tot: 1m27s | Loss: 0.466 | Acc: 84.134% (28969/34432) 269/391 [============================================>....................] Step: 320ms | Tot: 1m28s | Loss: 0.466 | Acc: 84.135% (29077/34560) 270/391 [============================================>....................] Step: 320ms | Tot: 1m28s | Loss: 0.466 | Acc: 84.141% (29187/34688) 271/391 [=============================================>...................] Step: 330ms | Tot: 1m28s | Loss: 0.466 | Acc: 84.148% (29297/34816) 272/391 [=============================================>...................] Step: 321ms | Tot: 1m29s | Loss: 0.466 | Acc: 84.123% (29396/34944) 273/391 [=============================================>...................] Step: 318ms | Tot: 1m29s | Loss: 0.466 | Acc: 84.141% (29510/35072) 274/391 [=============================================>...................] Step: 330ms | Tot: 1m29s | Loss: 0.466 | Acc: 84.134% (29615/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.466 | Acc: 84.146% (29727/35328) 276/391 [=============================================>...................] Step: 322ms | Tot: 1m30s | Loss: 0.466 | Acc: 84.175% (29845/35456) 277/391 [==============================================>..................] Step: 330ms | Tot: 1m30s | Loss: 0.465 | Acc: 84.181% (29955/35584) 278/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.465 | Acc: 84.190% (30066/35712) 279/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.465 | Acc: 84.188% (30173/35840) 280/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.465 | Acc: 84.178% (30277/35968) 281/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.465 | Acc: 84.184% (30387/36096) 282/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 0.465 | Acc: 84.182% (30494/36224) 283/391 [===============================================>.................] Step: 324ms | Tot: 1m32s | Loss: 0.465 | Acc: 84.166% (30596/36352) 284/391 [===============================================>.................] Step: 319ms | Tot: 1m32s | Loss: 0.465 | Acc: 84.161% (30702/36480) 285/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.466 | Acc: 84.140% (30802/36608) 286/391 [===============================================>.................] Step: 329ms | Tot: 1m33s | Loss: 0.466 | Acc: 84.141% (30910/36736) 287/391 [===============================================>.................] Step: 338ms | Tot: 1m33s | Loss: 0.466 | Acc: 84.125% (31012/36864) 288/391 [===============================================>.................] Step: 323ms | Tot: 1m34s | Loss: 0.466 | Acc: 84.134% (31123/36992) 289/391 [================================================>................] Step: 323ms | Tot: 1m34s | Loss: 0.466 | Acc: 84.133% (31230/37120) 290/391 [================================================>................] Step: 352ms | Tot: 1m34s | Loss: 0.466 | Acc: 84.125% (31335/37248) 291/391 [================================================>................] Step: 361ms | Tot: 1m35s | Loss: 0.466 | Acc: 84.105% (31435/37376) 292/391 [================================================>................] Step: 337ms | Tot: 1m35s | Loss: 0.466 | Acc: 84.111% (31545/37504) 293/391 [================================================>................] Step: 329ms | Tot: 1m35s | Loss: 0.466 | Acc: 84.107% (31651/37632) 294/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 0.466 | Acc: 84.102% (31757/37760) 295/391 [=================================================>...............] Step: 323ms | Tot: 1m36s | Loss: 0.466 | Acc: 84.093% (31861/37888) 296/391 [=================================================>...............] Step: 320ms | Tot: 1m36s | Loss: 0.466 | Acc: 84.083% (31965/38016) 297/391 [=================================================>...............] Step: 325ms | Tot: 1m37s | Loss: 0.466 | Acc: 84.079% (32071/38144) 298/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.467 | Acc: 84.067% (32174/38272) 299/391 [=================================================>...............] Step: 324ms | Tot: 1m37s | Loss: 0.467 | Acc: 84.052% (32276/38400) 300/391 [=================================================>...............] Step: 323ms | Tot: 1m38s | Loss: 0.467 | Acc: 84.017% (32370/38528) 301/391 [==================================================>..............] Step: 325ms | Tot: 1m38s | Loss: 0.467 | Acc: 84.031% (32483/38656) 302/391 [==================================================>..............] Step: 324ms | Tot: 1m38s | Loss: 0.467 | Acc: 84.029% (32590/38784) 303/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.467 | Acc: 84.038% (32701/38912) 304/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.467 | Acc: 84.047% (32812/39040) 305/391 [==================================================>..............] Step: 325ms | Tot: 1m39s | Loss: 0.467 | Acc: 84.046% (32919/39168) 306/391 [==================================================>..............] Step: 323ms | Tot: 1m40s | Loss: 0.467 | Acc: 84.047% (33027/39296) 307/391 [===================================================>.............] Step: 319ms | Tot: 1m40s | Loss: 0.467 | Acc: 84.043% (33133/39424) 308/391 [===================================================>.............] Step: 327ms | Tot: 1m40s | Loss: 0.467 | Acc: 84.046% (33242/39552) 309/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.467 | Acc: 84.060% (33355/39680) 310/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.467 | Acc: 84.056% (33461/39808) 311/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.467 | Acc: 84.059% (33570/39936) 312/391 [===================================================>.............] Step: 324ms | Tot: 1m42s | Loss: 0.468 | Acc: 84.041% (33670/40064) 313/391 [====================================================>............] Step: 322ms | Tot: 1m42s | Loss: 0.468 | Acc: 84.047% (33780/40192) 314/391 [====================================================>............] Step: 327ms | Tot: 1m42s | Loss: 0.467 | Acc: 84.053% (33890/40320) 315/391 [====================================================>............] Step: 323ms | Tot: 1m43s | Loss: 0.468 | Acc: 84.044% (33994/40448) 316/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.468 | Acc: 84.047% (34103/40576) 317/391 [====================================================>............] Step: 329ms | Tot: 1m43s | Loss: 0.468 | Acc: 84.038% (34207/40704) 318/391 [====================================================>............] Step: 321ms | Tot: 1m44s | Loss: 0.468 | Acc: 84.035% (34313/40832) 319/391 [=====================================================>...........] Step: 319ms | Tot: 1m44s | Loss: 0.468 | Acc: 84.041% (34423/40960) 320/391 [=====================================================>...........] Step: 327ms | Tot: 1m44s | Loss: 0.467 | Acc: 84.056% (34537/41088) 321/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.468 | Acc: 84.047% (34641/41216) 322/391 [=====================================================>...........] Step: 324ms | Tot: 1m45s | Loss: 0.468 | Acc: 84.053% (34751/41344) 323/391 [=====================================================>...........] Step: 332ms | Tot: 1m45s | Loss: 0.468 | Acc: 84.062% (34862/41472) 324/391 [=====================================================>...........] Step: 322ms | Tot: 1m46s | Loss: 0.467 | Acc: 84.087% (34980/41600) 325/391 [======================================================>..........] Step: 321ms | Tot: 1m46s | Loss: 0.467 | Acc: 84.087% (35088/41728) 326/391 [======================================================>..........] Step: 325ms | Tot: 1m46s | Loss: 0.467 | Acc: 84.093% (35198/41856) 327/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.467 | Acc: 84.096% (35307/41984) 328/391 [======================================================>..........] Step: 324ms | Tot: 1m47s | Loss: 0.467 | Acc: 84.111% (35421/42112) 329/391 [======================================================>..........] Step: 326ms | Tot: 1m47s | Loss: 0.467 | Acc: 84.119% (35532/42240) 330/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.467 | Acc: 84.118% (35639/42368) 331/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.467 | Acc: 84.114% (35745/42496) 332/391 [=======================================================>.........] Step: 327ms | Tot: 1m48s | Loss: 0.467 | Acc: 84.098% (35846/42624) 333/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.467 | Acc: 84.106% (35957/42752) 334/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.467 | Acc: 84.100% (36062/42880) 335/391 [=======================================================>.........] Step: 326ms | Tot: 1m49s | Loss: 0.467 | Acc: 84.122% (36179/43008) 336/391 [=======================================================>.........] Step: 324ms | Tot: 1m49s | Loss: 0.467 | Acc: 84.118% (36285/43136) 337/391 [========================================================>........] Step: 322ms | Tot: 1m50s | Loss: 0.467 | Acc: 84.128% (36397/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.467 | Acc: 84.119% (36501/43392) 339/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.467 | Acc: 84.122% (36610/43520) 340/391 [========================================================>........] Step: 328ms | Tot: 1m51s | Loss: 0.467 | Acc: 84.123% (36718/43648) 341/391 [========================================================>........] Step: 320ms | Tot: 1m51s | Loss: 0.467 | Acc: 84.103% (36817/43776) 342/391 [========================================================>........] Step: 326ms | Tot: 1m51s | Loss: 0.467 | Acc: 84.118% (36931/43904) 343/391 [=========================================================>.......] Step: 326ms | Tot: 1m52s | Loss: 0.466 | Acc: 84.130% (37044/44032) 344/391 [=========================================================>.......] Step: 321ms | Tot: 1m52s | Loss: 0.467 | Acc: 84.128% (37151/44160) 345/391 [=========================================================>.......] Step: 328ms | Tot: 1m52s | Loss: 0.466 | Acc: 84.140% (37264/44288) 346/391 [=========================================================>.......] Step: 324ms | Tot: 1m53s | Loss: 0.466 | Acc: 84.141% (37372/44416) 347/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.466 | Acc: 84.142% (37480/44544) 348/391 [=========================================================>.......] Step: 327ms | Tot: 1m53s | Loss: 0.466 | Acc: 84.147% (37590/44672) 349/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.467 | Acc: 84.127% (37689/44800) 350/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.467 | Acc: 84.130% (37798/44928) 351/391 [==========================================================>......] Step: 328ms | Tot: 1m54s | Loss: 0.467 | Acc: 84.106% (37895/45056) 352/391 [==========================================================>......] Step: 321ms | Tot: 1m55s | Loss: 0.468 | Acc: 84.096% (37998/45184) 353/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.468 | Acc: 84.088% (38102/45312) 354/391 [==========================================================>......] Step: 327ms | Tot: 1m55s | Loss: 0.467 | Acc: 84.102% (38216/45440) 355/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.467 | Acc: 84.107% (38326/45568) 356/391 [===========================================================>.....] Step: 322ms | Tot: 1m56s | Loss: 0.467 | Acc: 84.117% (38438/45696) 357/391 [===========================================================>.....] Step: 328ms | Tot: 1m56s | Loss: 0.467 | Acc: 84.120% (38547/45824) 358/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.467 | Acc: 84.123% (38656/45952) 359/391 [===========================================================>.....] Step: 319ms | Tot: 1m57s | Loss: 0.468 | Acc: 84.104% (38755/46080) 360/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.468 | Acc: 84.109% (38865/46208) 361/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.468 | Acc: 84.097% (38967/46336) 362/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.468 | Acc: 84.097% (39075/46464) 363/391 [============================================================>....] Step: 330ms | Tot: 1m58s | Loss: 0.468 | Acc: 84.107% (39187/46592) 364/391 [============================================================>....] Step: 319ms | Tot: 1m59s | Loss: 0.468 | Acc: 84.107% (39295/46720) 365/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 0.468 | Acc: 84.108% (39403/46848) 366/391 [============================================================>....] Step: 330ms | Tot: 1m59s | Loss: 0.468 | Acc: 84.098% (39506/46976) 367/391 [=============================================================>...] Step: 325ms | Tot: 1m59s | Loss: 0.468 | Acc: 84.091% (39610/47104) 368/391 [=============================================================>...] Step: 323ms | Tot: 2m318ms | Loss: 0.467 | Acc: 84.098% (39721/47232) 369/391 [=============================================================>...] Step: 334ms | Tot: 2m652ms | Loss: 0.467 | Acc: 84.098% (39829/47360) 370/391 [=============================================================>...] Step: 322ms | Tot: 2m974ms | Loss: 0.467 | Acc: 84.105% (39940/47488) 371/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 0.467 | Acc: 84.102% (40046/47616) 372/391 [=============================================================>...] Step: 325ms | Tot: 2m1s | Loss: 0.467 | Acc: 84.096% (40151/47744) 373/391 [==============================================================>..] Step: 323ms | Tot: 2m1s | Loss: 0.467 | Acc: 84.114% (40267/47872) 374/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.467 | Acc: 84.108% (40372/48000) 375/391 [==============================================================>..] Step: 325ms | Tot: 2m2s | Loss: 0.467 | Acc: 84.101% (40476/48128) 376/391 [==============================================================>..] Step: 321ms | Tot: 2m2s | Loss: 0.467 | Acc: 84.106% (40586/48256) 377/391 [==============================================================>..] Step: 319ms | Tot: 2m3s | Loss: 0.467 | Acc: 84.106% (40694/48384) 378/391 [==============================================================>..] Step: 317ms | Tot: 2m3s | Loss: 0.467 | Acc: 84.124% (40810/48512) 379/391 [===============================================================>.] Step: 320ms | Tot: 2m3s | Loss: 0.466 | Acc: 84.141% (40926/48640) 380/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.467 | Acc: 84.133% (41030/48768) 381/391 [===============================================================>.] Step: 316ms | Tot: 2m4s | Loss: 0.467 | Acc: 84.130% (41136/48896) 382/391 [===============================================================>.] Step: 339ms | Tot: 2m4s | Loss: 0.467 | Acc: 84.132% (41245/49024) 383/391 [===============================================================>.] Step: 352ms | Tot: 2m5s | Loss: 0.467 | Acc: 84.127% (41350/49152) 384/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 0.467 | Acc: 84.136% (41462/49280) 385/391 [================================================================>] Step: 324ms | Tot: 2m5s | Loss: 0.467 | Acc: 84.132% (41568/49408) 386/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.467 | Acc: 84.127% (41673/49536) 387/391 [================================================================>] Step: 317ms | Tot: 2m6s | Loss: 0.467 | Acc: 84.121% (41778/49664) 388/391 [================================================================>] Step: 326ms | Tot: 2m6s | Loss: 0.467 | Acc: 84.112% (41881/49792) 389/391 [================================================================>] Step: 318ms | Tot: 2m7s | Loss: 0.467 | Acc: 84.109% (41987/49920) 390/391 [================================================================>] Step: 303ms | Tot: 2m7s | Loss: 0.467 | Acc: 84.098% (42049/50000) 391/391 + [>................................................................] Step: 912ms | Tot: 2ms | Loss: 0.818 | Acc: 76.000% (76/100) 1/100 [>................................................................] Step: 264ms | Tot: 266ms | Loss: 0.826 | Acc: 74.500% (149/200) 2/100 [=>...............................................................] Step: 259ms | Tot: 526ms | Loss: 0.783 | Acc: 75.000% (225/300) 3/100 [=>...............................................................] Step: 266ms | Tot: 792ms | Loss: 0.800 | Acc: 74.000% (296/400) 4/100 [==>..............................................................] Step: 262ms | Tot: 1s55ms | Loss: 0.793 | Acc: 74.000% (370/500) 5/100 [===>.............................................................] Step: 271ms | Tot: 1s327ms | Loss: 0.733 | Acc: 76.333% (458/600) 6/100 [===>.............................................................] Step: 261ms | Tot: 1s588ms | Loss: 0.727 | Acc: 77.143% (540/700) 7/100 [====>............................................................] Step: 263ms | Tot: 1s852ms | Loss: 0.783 | Acc: 76.250% (610/800) 8/100 [=====>...........................................................] Step: 260ms | Tot: 2s112ms | Loss: 0.796 | Acc: 76.000% (684/900) 9/100 [=====>...........................................................] Step: 267ms | Tot: 2s379ms | Loss: 0.789 | Acc: 75.800% (758/1000) 10/100 [======>..........................................................] Step: 258ms | Tot: 2s638ms | Loss: 0.797 | Acc: 75.455% (830/1100) 11/100 [=======>.........................................................] Step: 260ms | Tot: 2s898ms | Loss: 0.806 | Acc: 75.417% (905/1200) 12/100 [=======>.........................................................] Step: 260ms | Tot: 3s158ms | Loss: 0.820 | Acc: 75.154% (977/1300) 13/100 [========>........................................................] Step: 272ms | Tot: 3s431ms | Loss: 0.825 | Acc: 75.214% (1053/1400) 14/100 [=========>.......................................................] Step: 268ms | Tot: 3s700ms | Loss: 0.839 | Acc: 75.067% (1126/1500) 15/100 [=========>.......................................................] Step: 269ms | Tot: 3s969ms | Loss: 0.835 | Acc: 74.875% (1198/1600) 16/100 [==========>......................................................] Step: 269ms | Tot: 4s239ms | Loss: 0.836 | Acc: 74.882% (1273/1700) 17/100 [===========>.....................................................] Step: 268ms | Tot: 4s508ms | Loss: 0.841 | Acc: 74.833% (1347/1800) 18/100 [===========>.....................................................] Step: 270ms | Tot: 4s778ms | Loss: 0.842 | Acc: 74.526% (1416/1900) 19/100 [============>....................................................] Step: 266ms | Tot: 5s45ms | Loss: 0.855 | Acc: 74.100% (1482/2000) 20/100 [=============>...................................................] Step: 277ms | Tot: 5s322ms | Loss: 0.844 | Acc: 74.143% (1557/2100) 21/100 [=============>...................................................] Step: 269ms | Tot: 5s592ms | Loss: 0.835 | Acc: 74.500% (1639/2200) 22/100 [==============>..................................................] Step: 267ms | Tot: 5s860ms | Loss: 0.834 | Acc: 74.522% (1714/2300) 23/100 [==============>..................................................] Step: 270ms | Tot: 6s131ms | Loss: 0.833 | Acc: 74.792% (1795/2400) 24/100 [===============>.................................................] Step: 275ms | Tot: 6s406ms | Loss: 0.834 | Acc: 74.640% (1866/2500) 25/100 [================>................................................] Step: 269ms | Tot: 6s676ms | Loss: 0.845 | Acc: 74.308% (1932/2600) 26/100 [================>................................................] Step: 267ms | Tot: 6s943ms | Loss: 0.837 | Acc: 74.444% (2010/2700) 27/100 [=================>...............................................] Step: 268ms | Tot: 7s211ms | Loss: 0.837 | Acc: 74.536% (2087/2800) 28/100 [==================>..............................................] Step: 273ms | Tot: 7s484ms | Loss: 0.837 | Acc: 74.655% (2165/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s753ms | Loss: 0.830 | Acc: 74.633% (2239/3000) 30/100 [===================>.............................................] Step: 270ms | Tot: 8s24ms | Loss: 0.835 | Acc: 74.548% (2311/3100) 31/100 [====================>............................................] Step: 273ms | Tot: 8s297ms | Loss: 0.827 | Acc: 74.562% (2386/3200) 32/100 [====================>............................................] Step: 268ms | Tot: 8s566ms | Loss: 0.824 | Acc: 74.576% (2461/3300) 33/100 [=====================>...........................................] Step: 270ms | Tot: 8s837ms | Loss: 0.834 | Acc: 74.206% (2523/3400) 34/100 [======================>..........................................] Step: 265ms | Tot: 9s102ms | Loss: 0.841 | Acc: 74.000% (2590/3500) 35/100 [======================>..........................................] Step: 272ms | Tot: 9s375ms | Loss: 0.836 | Acc: 74.222% (2672/3600) 36/100 [=======================>.........................................] Step: 266ms | Tot: 9s642ms | Loss: 0.833 | Acc: 74.108% (2742/3700) 37/100 [========================>........................................] Step: 270ms | Tot: 9s912ms | Loss: 0.834 | Acc: 74.184% (2819/3800) 38/100 [========================>........................................] Step: 268ms | Tot: 10s181ms | Loss: 0.831 | Acc: 74.282% (2897/3900) 39/100 [=========================>.......................................] Step: 279ms | Tot: 10s460ms | Loss: 0.828 | Acc: 74.400% (2976/4000) 40/100 [==========================>......................................] Step: 266ms | Tot: 10s727ms | Loss: 0.832 | Acc: 74.341% (3048/4100) 41/100 [==========================>......................................] Step: 266ms | Tot: 10s993ms | Loss: 0.833 | Acc: 74.405% (3125/4200) 42/100 [===========================>.....................................] Step: 273ms | Tot: 11s266ms | Loss: 0.830 | Acc: 74.488% (3203/4300) 43/100 [===========================>.....................................] Step: 274ms | Tot: 11s541ms | Loss: 0.833 | Acc: 74.477% (3277/4400) 44/100 [============================>....................................] Step: 269ms | Tot: 11s810ms | Loss: 0.831 | Acc: 74.444% (3350/4500) 45/100 [=============================>...................................] Step: 267ms | Tot: 12s78ms | Loss: 0.827 | Acc: 74.478% (3426/4600) 46/100 [=============================>...................................] Step: 274ms | Tot: 12s353ms | Loss: 0.824 | Acc: 74.532% (3503/4700) 47/100 [==============================>..................................] Step: 265ms | Tot: 12s619ms | Loss: 0.828 | Acc: 74.479% (3575/4800) 48/100 [===============================>.................................] Step: 268ms | Tot: 12s887ms | Loss: 0.824 | Acc: 74.653% (3658/4900) 49/100 [===============================>.................................] Step: 268ms | Tot: 13s156ms | Loss: 0.827 | Acc: 74.580% (3729/5000) 50/100 [================================>................................] Step: 274ms | Tot: 13s430ms | Loss: 0.825 | Acc: 74.647% (3807/5100) 51/100 [=================================>...............................] Step: 265ms | Tot: 13s696ms | Loss: 0.826 | Acc: 74.596% (3879/5200) 52/100 [=================================>...............................] Step: 265ms | Tot: 13s961ms | Loss: 0.827 | Acc: 74.585% (3953/5300) 53/100 [==================================>..............................] Step: 267ms | Tot: 14s229ms | Loss: 0.824 | Acc: 74.648% (4031/5400) 54/100 [===================================>.............................] Step: 270ms | Tot: 14s499ms | Loss: 0.825 | Acc: 74.618% (4104/5500) 55/100 [===================================>.............................] Step: 267ms | Tot: 14s767ms | Loss: 0.824 | Acc: 74.625% (4179/5600) 56/100 [====================================>............................] Step: 269ms | Tot: 15s36ms | Loss: 0.826 | Acc: 74.632% (4254/5700) 57/100 [=====================================>...........................] Step: 275ms | Tot: 15s312ms | Loss: 0.829 | Acc: 74.586% (4326/5800) 58/100 [=====================================>...........................] Step: 269ms | Tot: 15s581ms | Loss: 0.831 | Acc: 74.475% (4394/5900) 59/100 [======================================>..........................] Step: 268ms | Tot: 15s850ms | Loss: 0.833 | Acc: 74.483% (4469/6000) 60/100 [=======================================>.........................] Step: 268ms | Tot: 16s119ms | Loss: 0.833 | Acc: 74.443% (4541/6100) 61/100 [=======================================>.........................] Step: 277ms | Tot: 16s396ms | Loss: 0.829 | Acc: 74.548% (4622/6200) 62/100 [========================================>........................] Step: 265ms | Tot: 16s662ms | Loss: 0.828 | Acc: 74.603% (4700/6300) 63/100 [========================================>........................] Step: 267ms | Tot: 16s929ms | Loss: 0.826 | Acc: 74.625% (4776/6400) 64/100 [=========================================>.......................] Step: 272ms | Tot: 17s201ms | Loss: 0.829 | Acc: 74.538% (4845/6500) 65/100 [==========================================>......................] Step: 274ms | Tot: 17s476ms | Loss: 0.829 | Acc: 74.591% (4923/6600) 66/100 [==========================================>......................] Step: 270ms | Tot: 17s746ms | Loss: 0.828 | Acc: 74.567% (4996/6700) 67/100 [===========================================>.....................] Step: 272ms | Tot: 18s19ms | Loss: 0.828 | Acc: 74.618% (5074/6800) 68/100 [============================================>....................] Step: 276ms | Tot: 18s295ms | Loss: 0.829 | Acc: 74.667% (5152/6900) 69/100 [============================================>....................] Step: 268ms | Tot: 18s564ms | Loss: 0.831 | Acc: 74.643% (5225/7000) 70/100 [=============================================>...................] Step: 272ms | Tot: 18s836ms | Loss: 0.830 | Acc: 74.732% (5306/7100) 71/100 [==============================================>..................] Step: 265ms | Tot: 19s102ms | Loss: 0.830 | Acc: 74.722% (5380/7200) 72/100 [==============================================>..................] Step: 277ms | Tot: 19s380ms | Loss: 0.826 | Acc: 74.877% (5466/7300) 73/100 [===============================================>.................] Step: 267ms | Tot: 19s647ms | Loss: 0.824 | Acc: 74.865% (5540/7400) 74/100 [================================================>................] Step: 267ms | Tot: 19s915ms | Loss: 0.824 | Acc: 74.800% (5610/7500) 75/100 [================================================>................] Step: 269ms | Tot: 20s184ms | Loss: 0.823 | Acc: 74.816% (5686/7600) 76/100 [=================================================>...............] Step: 276ms | Tot: 20s460ms | Loss: 0.822 | Acc: 74.805% (5760/7700) 77/100 [==================================================>..............] Step: 270ms | Tot: 20s731ms | Loss: 0.823 | Acc: 74.769% (5832/7800) 78/100 [==================================================>..............] Step: 267ms | Tot: 20s998ms | Loss: 0.821 | Acc: 74.797% (5909/7900) 79/100 [===================================================>.............] Step: 275ms | Tot: 21s273ms | Loss: 0.820 | Acc: 74.812% (5985/8000) 80/100 [====================================================>............] Step: 267ms | Tot: 21s540ms | Loss: 0.819 | Acc: 74.877% (6065/8100) 81/100 [====================================================>............] Step: 270ms | Tot: 21s810ms | Loss: 0.820 | Acc: 74.817% (6135/8200) 82/100 [=====================================================>...........] Step: 267ms | Tot: 22s78ms | Loss: 0.821 | Acc: 74.771% (6206/8300) 83/100 [=====================================================>...........] Step: 273ms | Tot: 22s352ms | Loss: 0.821 | Acc: 74.774% (6281/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s619ms | Loss: 0.821 | Acc: 74.729% (6352/8500) 85/100 [=======================================================>.........] Step: 269ms | Tot: 22s888ms | Loss: 0.821 | Acc: 74.744% (6428/8600) 86/100 [=======================================================>.........] Step: 269ms | Tot: 23s157ms | Loss: 0.820 | Acc: 74.793% (6507/8700) 87/100 [========================================================>........] Step: 273ms | Tot: 23s431ms | Loss: 0.820 | Acc: 74.818% (6584/8800) 88/100 [=========================================================>.......] Step: 270ms | Tot: 23s701ms | Loss: 0.819 | Acc: 74.843% (6661/8900) 89/100 [=========================================================>.......] Step: 267ms | Tot: 23s969ms | Loss: 0.818 | Acc: 74.844% (6736/9000) 90/100 [==========================================================>......] Step: 270ms | Tot: 24s239ms | Loss: 0.817 | Acc: 74.857% (6812/9100) 91/100 [===========================================================>.....] Step: 270ms | Tot: 24s509ms | Loss: 0.815 | Acc: 74.913% (6892/9200) 92/100 [===========================================================>.....] Step: 266ms | Tot: 24s776ms | Loss: 0.816 | Acc: 74.914% (6967/9300) 93/100 [============================================================>....] Step: 264ms | Tot: 25s40ms | Loss: 0.817 | Acc: 74.883% (7039/9400) 94/100 [=============================================================>...] Step: 275ms | Tot: 25s316ms | Loss: 0.817 | Acc: 74.863% (7112/9500) 95/100 [=============================================================>...] Step: 269ms | Tot: 25s585ms | Loss: 0.816 | Acc: 74.906% (7191/9600) 96/100 [==============================================================>..] Step: 269ms | Tot: 25s854ms | Loss: 0.817 | Acc: 74.928% (7268/9700) 97/100 [===============================================================>.] Step: 265ms | Tot: 26s120ms | Loss: 0.817 | Acc: 74.908% (7341/9800) 98/100 [===============================================================>.] Step: 288ms | Tot: 26s408ms | Loss: 0.817 | Acc: 74.919% (7417/9900) 99/100 [================================================================>] Step: 318ms | Tot: 26s726ms | Loss: 0.820 | Acc: 74.890% (7489/10000) 100/100 + +Epoch: 31 + [>................................................................] Step: 1s168ms | Tot: 2ms | Loss: 0.427 | Acc: 85.938% (110/128) 1/391 [>................................................................] Step: 341ms | Tot: 343ms | Loss: 0.479 | Acc: 85.547% (219/256) 2/391 [>................................................................] Step: 332ms | Tot: 675ms | Loss: 0.449 | Acc: 86.719% (333/384) 3/391 [>................................................................] Step: 330ms | Tot: 1s6ms | Loss: 0.471 | Acc: 84.766% (434/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s334ms | Loss: 0.539 | Acc: 81.719% (523/640) 5/391 [>................................................................] Step: 330ms | Tot: 1s664ms | Loss: 0.528 | Acc: 81.901% (629/768) 6/391 [>................................................................] Step: 324ms | Tot: 1s988ms | Loss: 0.501 | Acc: 82.812% (742/896) 7/391 [=>...............................................................] Step: 323ms | Tot: 2s312ms | Loss: 0.505 | Acc: 82.617% (846/1024) 8/391 [=>...............................................................] Step: 334ms | Tot: 2s647ms | Loss: 0.504 | Acc: 82.205% (947/1152) 9/391 [=>...............................................................] Step: 324ms | Tot: 2s971ms | Loss: 0.494 | Acc: 82.656% (1058/1280) 10/391 [=>...............................................................] Step: 319ms | Tot: 3s291ms | Loss: 0.485 | Acc: 82.955% (1168/1408) 11/391 [=>...............................................................] Step: 326ms | Tot: 3s618ms | Loss: 0.482 | Acc: 83.008% (1275/1536) 12/391 [=>...............................................................] Step: 325ms | Tot: 3s944ms | Loss: 0.474 | Acc: 83.353% (1387/1664) 13/391 [==>..............................................................] Step: 328ms | Tot: 4s273ms | Loss: 0.469 | Acc: 83.426% (1495/1792) 14/391 [==>..............................................................] Step: 329ms | Tot: 4s602ms | Loss: 0.472 | Acc: 83.125% (1596/1920) 15/391 [==>..............................................................] Step: 322ms | Tot: 4s924ms | Loss: 0.466 | Acc: 83.398% (1708/2048) 16/391 [==>..............................................................] Step: 323ms | Tot: 5s248ms | Loss: 0.465 | Acc: 83.226% (1811/2176) 17/391 [==>..............................................................] Step: 331ms | Tot: 5s579ms | Loss: 0.463 | Acc: 83.550% (1925/2304) 18/391 [==>..............................................................] Step: 324ms | Tot: 5s904ms | Loss: 0.464 | Acc: 83.553% (2032/2432) 19/391 [===>.............................................................] Step: 320ms | Tot: 6s224ms | Loss: 0.472 | Acc: 83.203% (2130/2560) 20/391 [===>.............................................................] Step: 327ms | Tot: 6s552ms | Loss: 0.468 | Acc: 83.408% (2242/2688) 21/391 [===>.............................................................] Step: 324ms | Tot: 6s877ms | Loss: 0.463 | Acc: 83.558% (2353/2816) 22/391 [===>.............................................................] Step: 324ms | Tot: 7s201ms | Loss: 0.467 | Acc: 83.662% (2463/2944) 23/391 [===>.............................................................] Step: 330ms | Tot: 7s532ms | Loss: 0.472 | Acc: 83.561% (2567/3072) 24/391 [===>.............................................................] Step: 322ms | Tot: 7s854ms | Loss: 0.472 | Acc: 83.625% (2676/3200) 25/391 [====>............................................................] Step: 329ms | Tot: 8s184ms | Loss: 0.474 | Acc: 83.504% (2779/3328) 26/391 [====>............................................................] Step: 331ms | Tot: 8s515ms | Loss: 0.474 | Acc: 83.449% (2884/3456) 27/391 [====>............................................................] Step: 324ms | Tot: 8s840ms | Loss: 0.474 | Acc: 83.426% (2990/3584) 28/391 [====>............................................................] Step: 319ms | Tot: 9s159ms | Loss: 0.474 | Acc: 83.486% (3099/3712) 29/391 [====>............................................................] Step: 330ms | Tot: 9s490ms | Loss: 0.477 | Acc: 83.307% (3199/3840) 30/391 [====>............................................................] Step: 322ms | Tot: 9s812ms | Loss: 0.476 | Acc: 83.417% (3310/3968) 31/391 [=====>...........................................................] Step: 322ms | Tot: 10s134ms | Loss: 0.475 | Acc: 83.447% (3418/4096) 32/391 [=====>...........................................................] Step: 327ms | Tot: 10s462ms | Loss: 0.484 | Acc: 83.239% (3516/4224) 33/391 [=====>...........................................................] Step: 321ms | Tot: 10s784ms | Loss: 0.484 | Acc: 83.341% (3627/4352) 34/391 [=====>...........................................................] Step: 320ms | Tot: 11s105ms | Loss: 0.490 | Acc: 83.036% (3720/4480) 35/391 [=====>...........................................................] Step: 330ms | Tot: 11s435ms | Loss: 0.491 | Acc: 82.921% (3821/4608) 36/391 [=====>...........................................................] Step: 323ms | Tot: 11s758ms | Loss: 0.487 | Acc: 83.066% (3934/4736) 37/391 [======>..........................................................] Step: 323ms | Tot: 12s82ms | Loss: 0.489 | Acc: 83.059% (4040/4864) 38/391 [======>..........................................................] Step: 324ms | Tot: 12s406ms | Loss: 0.488 | Acc: 83.053% (4146/4992) 39/391 [======>..........................................................] Step: 326ms | Tot: 12s733ms | Loss: 0.487 | Acc: 83.086% (4254/5120) 40/391 [======>..........................................................] Step: 331ms | Tot: 13s64ms | Loss: 0.483 | Acc: 83.251% (4369/5248) 41/391 [======>..........................................................] Step: 325ms | Tot: 13s390ms | Loss: 0.482 | Acc: 83.315% (4479/5376) 42/391 [======>..........................................................] Step: 327ms | Tot: 13s717ms | Loss: 0.483 | Acc: 83.321% (4586/5504) 43/391 [=======>.........................................................] Step: 323ms | Tot: 14s40ms | Loss: 0.485 | Acc: 83.203% (4686/5632) 44/391 [=======>.........................................................] Step: 324ms | Tot: 14s365ms | Loss: 0.485 | Acc: 83.194% (4792/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 14s687ms | Loss: 0.482 | Acc: 83.305% (4905/5888) 46/391 [=======>.........................................................] Step: 323ms | Tot: 15s10ms | Loss: 0.481 | Acc: 83.411% (5018/6016) 47/391 [=======>.........................................................] Step: 322ms | Tot: 15s333ms | Loss: 0.479 | Acc: 83.415% (5125/6144) 48/391 [=======>.........................................................] Step: 327ms | Tot: 15s660ms | Loss: 0.479 | Acc: 83.355% (5228/6272) 49/391 [========>........................................................] Step: 325ms | Tot: 15s985ms | Loss: 0.476 | Acc: 83.484% (5343/6400) 50/391 [========>........................................................] Step: 320ms | Tot: 16s306ms | Loss: 0.473 | Acc: 83.548% (5454/6528) 51/391 [========>........................................................] Step: 327ms | Tot: 16s633ms | Loss: 0.473 | Acc: 83.579% (5563/6656) 52/391 [========>........................................................] Step: 328ms | Tot: 16s961ms | Loss: 0.470 | Acc: 83.697% (5678/6784) 53/391 [========>........................................................] Step: 321ms | Tot: 17s282ms | Loss: 0.469 | Acc: 83.767% (5790/6912) 54/391 [========>........................................................] Step: 333ms | Tot: 17s616ms | Loss: 0.469 | Acc: 83.793% (5899/7040) 55/391 [=========>.......................................................] Step: 325ms | Tot: 17s941ms | Loss: 0.470 | Acc: 83.803% (6007/7168) 56/391 [=========>.......................................................] Step: 322ms | Tot: 18s264ms | Loss: 0.468 | Acc: 83.895% (6121/7296) 57/391 [=========>.......................................................] Step: 329ms | Tot: 18s593ms | Loss: 0.467 | Acc: 83.944% (6232/7424) 58/391 [=========>.......................................................] Step: 326ms | Tot: 18s920ms | Loss: 0.467 | Acc: 83.925% (6338/7552) 59/391 [=========>.......................................................] Step: 322ms | Tot: 19s242ms | Loss: 0.468 | Acc: 83.867% (6441/7680) 60/391 [=========>.......................................................] Step: 331ms | Tot: 19s574ms | Loss: 0.467 | Acc: 83.927% (6553/7808) 61/391 [==========>......................................................] Step: 323ms | Tot: 19s897ms | Loss: 0.468 | Acc: 83.909% (6659/7936) 62/391 [==========>......................................................] Step: 319ms | Tot: 20s217ms | Loss: 0.466 | Acc: 83.953% (6770/8064) 63/391 [==========>......................................................] Step: 329ms | Tot: 20s546ms | Loss: 0.466 | Acc: 83.960% (6878/8192) 64/391 [==========>......................................................] Step: 327ms | Tot: 20s873ms | Loss: 0.465 | Acc: 83.966% (6986/8320) 65/391 [==========>......................................................] Step: 320ms | Tot: 21s194ms | Loss: 0.465 | Acc: 83.937% (7091/8448) 66/391 [==========>......................................................] Step: 331ms | Tot: 21s525ms | Loss: 0.465 | Acc: 83.885% (7194/8576) 67/391 [===========>.....................................................] Step: 324ms | Tot: 21s850ms | Loss: 0.465 | Acc: 83.938% (7306/8704) 68/391 [===========>.....................................................] Step: 320ms | Tot: 22s171ms | Loss: 0.464 | Acc: 84.001% (7419/8832) 69/391 [===========>.....................................................] Step: 326ms | Tot: 22s497ms | Loss: 0.464 | Acc: 84.040% (7530/8960) 70/391 [===========>.....................................................] Step: 322ms | Tot: 22s820ms | Loss: 0.463 | Acc: 84.034% (7637/9088) 71/391 [===========>.....................................................] Step: 322ms | Tot: 23s142ms | Loss: 0.462 | Acc: 84.125% (7753/9216) 72/391 [===========>.....................................................] Step: 328ms | Tot: 23s471ms | Loss: 0.463 | Acc: 84.075% (7856/9344) 73/391 [============>....................................................] Step: 322ms | Tot: 23s793ms | Loss: 0.461 | Acc: 84.164% (7972/9472) 74/391 [============>....................................................] Step: 323ms | Tot: 24s117ms | Loss: 0.460 | Acc: 84.188% (8082/9600) 75/391 [============>....................................................] Step: 327ms | Tot: 24s445ms | Loss: 0.461 | Acc: 84.149% (8186/9728) 76/391 [============>....................................................] Step: 326ms | Tot: 24s771ms | Loss: 0.464 | Acc: 84.121% (8291/9856) 77/391 [============>....................................................] Step: 321ms | Tot: 25s93ms | Loss: 0.462 | Acc: 84.185% (8405/9984) 78/391 [============>....................................................] Step: 330ms | Tot: 25s424ms | Loss: 0.461 | Acc: 84.207% (8515/10112) 79/391 [=============>...................................................] Step: 326ms | Tot: 25s750ms | Loss: 0.460 | Acc: 84.229% (8625/10240) 80/391 [=============>...................................................] Step: 326ms | Tot: 26s76ms | Loss: 0.460 | Acc: 84.230% (8733/10368) 81/391 [=============>...................................................] Step: 328ms | Tot: 26s404ms | Loss: 0.459 | Acc: 84.242% (8842/10496) 82/391 [=============>...................................................] Step: 325ms | Tot: 26s730ms | Loss: 0.459 | Acc: 84.234% (8949/10624) 83/391 [=============>...................................................] Step: 324ms | Tot: 27s54ms | Loss: 0.460 | Acc: 84.208% (9054/10752) 84/391 [=============>...................................................] Step: 325ms | Tot: 27s380ms | Loss: 0.459 | Acc: 84.256% (9167/10880) 85/391 [==============>..................................................] Step: 324ms | Tot: 27s704ms | Loss: 0.460 | Acc: 84.221% (9271/11008) 86/391 [==============>..................................................] Step: 326ms | Tot: 28s30ms | Loss: 0.460 | Acc: 84.213% (9378/11136) 87/391 [==============>..................................................] Step: 320ms | Tot: 28s351ms | Loss: 0.461 | Acc: 84.180% (9482/11264) 88/391 [==============>..................................................] Step: 365ms | Tot: 28s717ms | Loss: 0.460 | Acc: 84.182% (9590/11392) 89/391 [==============>..................................................] Step: 373ms | Tot: 29s90ms | Loss: 0.460 | Acc: 84.158% (9695/11520) 90/391 [==============>..................................................] Step: 326ms | Tot: 29s416ms | Loss: 0.461 | Acc: 84.143% (9801/11648) 91/391 [===============>.................................................] Step: 322ms | Tot: 29s739ms | Loss: 0.460 | Acc: 84.171% (9912/11776) 92/391 [===============>.................................................] Step: 321ms | Tot: 30s61ms | Loss: 0.462 | Acc: 84.106% (10012/11904) 93/391 [===============>.................................................] Step: 328ms | Tot: 30s390ms | Loss: 0.463 | Acc: 84.051% (10113/12032) 94/391 [===============>.................................................] Step: 330ms | Tot: 30s720ms | Loss: 0.463 | Acc: 84.079% (10224/12160) 95/391 [===============>.................................................] Step: 328ms | Tot: 31s49ms | Loss: 0.463 | Acc: 84.098% (10334/12288) 96/391 [===============>.................................................] Step: 326ms | Tot: 31s375ms | Loss: 0.462 | Acc: 84.101% (10442/12416) 97/391 [================>................................................] Step: 323ms | Tot: 31s698ms | Loss: 0.462 | Acc: 84.120% (10552/12544) 98/391 [================>................................................] Step: 322ms | Tot: 32s20ms | Loss: 0.463 | Acc: 84.059% (10652/12672) 99/391 [================>................................................] Step: 320ms | Tot: 32s341ms | Loss: 0.462 | Acc: 84.078% (10762/12800) 100/391 [================>................................................] Step: 323ms | Tot: 32s665ms | Loss: 0.461 | Acc: 84.120% (10875/12928) 101/391 [================>................................................] Step: 325ms | Tot: 32s990ms | Loss: 0.461 | Acc: 84.122% (10983/13056) 102/391 [================>................................................] Step: 323ms | Tot: 33s313ms | Loss: 0.461 | Acc: 84.125% (11091/13184) 103/391 [=================>...............................................] Step: 327ms | Tot: 33s641ms | Loss: 0.463 | Acc: 84.067% (11191/13312) 104/391 [=================>...............................................] Step: 323ms | Tot: 33s964ms | Loss: 0.463 | Acc: 84.040% (11295/13440) 105/391 [=================>...............................................] Step: 321ms | Tot: 34s285ms | Loss: 0.462 | Acc: 84.043% (11403/13568) 106/391 [=================>...............................................] Step: 326ms | Tot: 34s612ms | Loss: 0.462 | Acc: 84.061% (11513/13696) 107/391 [=================>...............................................] Step: 323ms | Tot: 34s935ms | Loss: 0.461 | Acc: 84.057% (11620/13824) 108/391 [=================>...............................................] Step: 321ms | Tot: 35s257ms | Loss: 0.461 | Acc: 84.067% (11729/13952) 109/391 [==================>..............................................] Step: 327ms | Tot: 35s584ms | Loss: 0.461 | Acc: 84.055% (11835/14080) 110/391 [==================>..............................................] Step: 323ms | Tot: 35s908ms | Loss: 0.462 | Acc: 84.058% (11943/14208) 111/391 [==================>..............................................] Step: 320ms | Tot: 36s228ms | Loss: 0.462 | Acc: 84.054% (12050/14336) 112/391 [==================>..............................................] Step: 330ms | Tot: 36s559ms | Loss: 0.462 | Acc: 84.078% (12161/14464) 113/391 [==================>..............................................] Step: 322ms | Tot: 36s882ms | Loss: 0.462 | Acc: 84.067% (12267/14592) 114/391 [==================>..............................................] Step: 321ms | Tot: 37s203ms | Loss: 0.463 | Acc: 84.035% (12370/14720) 115/391 [===================>.............................................] Step: 330ms | Tot: 37s534ms | Loss: 0.462 | Acc: 84.045% (12479/14848) 116/391 [===================>.............................................] Step: 322ms | Tot: 37s856ms | Loss: 0.462 | Acc: 84.054% (12588/14976) 117/391 [===================>.............................................] Step: 319ms | Tot: 38s176ms | Loss: 0.461 | Acc: 84.097% (12702/15104) 118/391 [===================>.............................................] Step: 328ms | Tot: 38s505ms | Loss: 0.461 | Acc: 84.106% (12811/15232) 119/391 [===================>.............................................] Step: 325ms | Tot: 38s831ms | Loss: 0.461 | Acc: 84.076% (12914/15360) 120/391 [===================>.............................................] Step: 321ms | Tot: 39s152ms | Loss: 0.461 | Acc: 84.110% (13027/15488) 121/391 [====================>............................................] Step: 332ms | Tot: 39s485ms | Loss: 0.460 | Acc: 84.125% (13137/15616) 122/391 [====================>............................................] Step: 322ms | Tot: 39s807ms | Loss: 0.461 | Acc: 84.127% (13245/15744) 123/391 [====================>............................................] Step: 320ms | Tot: 40s128ms | Loss: 0.461 | Acc: 84.136% (13354/15872) 124/391 [====================>............................................] Step: 330ms | Tot: 40s458ms | Loss: 0.460 | Acc: 84.150% (13464/16000) 125/391 [====================>............................................] Step: 321ms | Tot: 40s779ms | Loss: 0.459 | Acc: 84.170% (13575/16128) 126/391 [====================>............................................] Step: 321ms | Tot: 41s101ms | Loss: 0.460 | Acc: 84.135% (13677/16256) 127/391 [=====================>...........................................] Step: 328ms | Tot: 41s429ms | Loss: 0.460 | Acc: 84.137% (13785/16384) 128/391 [=====================>...........................................] Step: 321ms | Tot: 41s750ms | Loss: 0.460 | Acc: 84.133% (13892/16512) 129/391 [=====================>...........................................] Step: 322ms | Tot: 42s73ms | Loss: 0.461 | Acc: 84.099% (13994/16640) 130/391 [=====================>...........................................] Step: 330ms | Tot: 42s403ms | Loss: 0.462 | Acc: 84.077% (14098/16768) 131/391 [=====================>...........................................] Step: 321ms | Tot: 42s725ms | Loss: 0.463 | Acc: 84.055% (14202/16896) 132/391 [=====================>...........................................] Step: 326ms | Tot: 43s51ms | Loss: 0.462 | Acc: 84.064% (14311/17024) 133/391 [======================>..........................................] Step: 326ms | Tot: 43s378ms | Loss: 0.462 | Acc: 84.078% (14421/17152) 134/391 [======================>..........................................] Step: 323ms | Tot: 43s701ms | Loss: 0.462 | Acc: 84.091% (14531/17280) 135/391 [======================>..........................................] Step: 325ms | Tot: 44s27ms | Loss: 0.462 | Acc: 84.099% (14640/17408) 136/391 [======================>..........................................] Step: 324ms | Tot: 44s351ms | Loss: 0.462 | Acc: 84.130% (14753/17536) 137/391 [======================>..........................................] Step: 323ms | Tot: 44s674ms | Loss: 0.461 | Acc: 84.143% (14863/17664) 138/391 [======================>..........................................] Step: 328ms | Tot: 45s3ms | Loss: 0.461 | Acc: 84.150% (14972/17792) 139/391 [=======================>.........................................] Step: 327ms | Tot: 45s330ms | Loss: 0.461 | Acc: 84.152% (15080/17920) 140/391 [=======================>.........................................] Step: 327ms | Tot: 45s657ms | Loss: 0.461 | Acc: 84.131% (15184/18048) 141/391 [=======================>.........................................] Step: 323ms | Tot: 45s981ms | Loss: 0.461 | Acc: 84.127% (15291/18176) 142/391 [=======================>.........................................] Step: 321ms | Tot: 46s303ms | Loss: 0.461 | Acc: 84.135% (15400/18304) 143/391 [=======================>.........................................] Step: 330ms | Tot: 46s634ms | Loss: 0.461 | Acc: 84.136% (15508/18432) 144/391 [=======================>.........................................] Step: 325ms | Tot: 46s959ms | Loss: 0.461 | Acc: 84.133% (15615/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s283ms | Loss: 0.461 | Acc: 84.102% (15717/18688) 146/391 [========================>........................................] Step: 330ms | Tot: 47s614ms | Loss: 0.460 | Acc: 84.125% (15829/18816) 147/391 [========================>........................................] Step: 322ms | Tot: 47s937ms | Loss: 0.460 | Acc: 84.132% (15938/18944) 148/391 [========================>........................................] Step: 324ms | Tot: 48s261ms | Loss: 0.461 | Acc: 84.118% (16043/19072) 149/391 [========================>........................................] Step: 329ms | Tot: 48s591ms | Loss: 0.460 | Acc: 84.135% (16154/19200) 150/391 [========================>........................................] Step: 326ms | Tot: 48s918ms | Loss: 0.461 | Acc: 84.111% (16257/19328) 151/391 [=========================>.......................................] Step: 321ms | Tot: 49s239ms | Loss: 0.461 | Acc: 84.113% (16365/19456) 152/391 [=========================>.......................................] Step: 330ms | Tot: 49s570ms | Loss: 0.461 | Acc: 84.115% (16473/19584) 153/391 [=========================>.......................................] Step: 328ms | Tot: 49s898ms | Loss: 0.461 | Acc: 84.101% (16578/19712) 154/391 [=========================>.......................................] Step: 320ms | Tot: 50s219ms | Loss: 0.461 | Acc: 84.108% (16687/19840) 155/391 [=========================>.......................................] Step: 330ms | Tot: 50s549ms | Loss: 0.461 | Acc: 84.125% (16798/19968) 156/391 [=========================>.......................................] Step: 325ms | Tot: 50s875ms | Loss: 0.460 | Acc: 84.141% (16909/20096) 157/391 [==========================>......................................] Step: 327ms | Tot: 51s203ms | Loss: 0.460 | Acc: 84.133% (17015/20224) 158/391 [==========================>......................................] Step: 329ms | Tot: 51s532ms | Loss: 0.460 | Acc: 84.134% (17123/20352) 159/391 [==========================>......................................] Step: 324ms | Tot: 51s856ms | Loss: 0.460 | Acc: 84.126% (17229/20480) 160/391 [==========================>......................................] Step: 322ms | Tot: 52s179ms | Loss: 0.461 | Acc: 84.079% (17327/20608) 161/391 [==========================>......................................] Step: 331ms | Tot: 52s511ms | Loss: 0.461 | Acc: 84.115% (17442/20736) 162/391 [==========================>......................................] Step: 323ms | Tot: 52s835ms | Loss: 0.460 | Acc: 84.116% (17550/20864) 163/391 [===========================>.....................................] Step: 322ms | Tot: 53s157ms | Loss: 0.460 | Acc: 84.137% (17662/20992) 164/391 [===========================>.....................................] Step: 333ms | Tot: 53s491ms | Loss: 0.459 | Acc: 84.157% (17774/21120) 165/391 [===========================>.....................................] Step: 330ms | Tot: 53s821ms | Loss: 0.459 | Acc: 84.163% (17883/21248) 166/391 [===========================>.....................................] Step: 325ms | Tot: 54s147ms | Loss: 0.460 | Acc: 84.150% (17988/21376) 167/391 [===========================>.....................................] Step: 331ms | Tot: 54s478ms | Loss: 0.460 | Acc: 84.147% (18095/21504) 168/391 [===========================>.....................................] Step: 324ms | Tot: 54s803ms | Loss: 0.459 | Acc: 84.148% (18203/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s125ms | Loss: 0.459 | Acc: 84.173% (18316/21760) 170/391 [============================>....................................] Step: 331ms | Tot: 55s456ms | Loss: 0.459 | Acc: 84.151% (18419/21888) 171/391 [============================>....................................] Step: 323ms | Tot: 55s779ms | Loss: 0.459 | Acc: 84.162% (18529/22016) 172/391 [============================>....................................] Step: 322ms | Tot: 56s102ms | Loss: 0.460 | Acc: 84.140% (18632/22144) 173/391 [============================>....................................] Step: 328ms | Tot: 56s430ms | Loss: 0.459 | Acc: 84.151% (18742/22272) 174/391 [============================>....................................] Step: 323ms | Tot: 56s754ms | Loss: 0.459 | Acc: 84.152% (18850/22400) 175/391 [=============================>...................................] Step: 328ms | Tot: 57s82ms | Loss: 0.460 | Acc: 84.126% (18952/22528) 176/391 [=============================>...................................] Step: 326ms | Tot: 57s408ms | Loss: 0.460 | Acc: 84.123% (19059/22656) 177/391 [=============================>...................................] Step: 322ms | Tot: 57s731ms | Loss: 0.459 | Acc: 84.147% (19172/22784) 178/391 [=============================>...................................] Step: 322ms | Tot: 58s53ms | Loss: 0.459 | Acc: 84.161% (19283/22912) 179/391 [=============================>...................................] Step: 328ms | Tot: 58s382ms | Loss: 0.458 | Acc: 84.180% (19395/23040) 180/391 [=============================>...................................] Step: 369ms | Tot: 58s751ms | Loss: 0.457 | Acc: 84.220% (19512/23168) 181/391 [==============================>..................................] Step: 357ms | Tot: 59s109ms | Loss: 0.457 | Acc: 84.229% (19622/23296) 182/391 [==============================>..................................] Step: 327ms | Tot: 59s437ms | Loss: 0.457 | Acc: 84.217% (19727/23424) 183/391 [==============================>..................................] Step: 324ms | Tot: 59s762ms | Loss: 0.456 | Acc: 84.239% (19840/23552) 184/391 [==============================>..................................] Step: 327ms | Tot: 1m89ms | Loss: 0.456 | Acc: 84.236% (19947/23680) 185/391 [==============================>..................................] Step: 323ms | Tot: 1m413ms | Loss: 0.456 | Acc: 84.220% (20051/23808) 186/391 [==============================>..................................] Step: 323ms | Tot: 1m736ms | Loss: 0.456 | Acc: 84.233% (20162/23936) 187/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.457 | Acc: 84.192% (20260/24064) 188/391 [===============================>.................................] Step: 321ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.164% (20361/24192) 189/391 [===============================>.................................] Step: 320ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.178% (20472/24320) 190/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.457 | Acc: 84.232% (20593/24448) 191/391 [===============================>.................................] Step: 320ms | Tot: 1m2s | Loss: 0.456 | Acc: 84.249% (20705/24576) 192/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.456 | Acc: 84.258% (20815/24704) 193/391 [================================>................................] Step: 326ms | Tot: 1m2s | Loss: 0.455 | Acc: 84.278% (20928/24832) 194/391 [================================>................................] Step: 321ms | Tot: 1m3s | Loss: 0.457 | Acc: 84.239% (21026/24960) 195/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.456 | Acc: 84.247% (21136/25088) 196/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.456 | Acc: 84.260% (21247/25216) 197/391 [================================>................................] Step: 314ms | Tot: 1m4s | Loss: 0.457 | Acc: 84.253% (21353/25344) 198/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.457 | Acc: 84.249% (21460/25472) 199/391 [=================================>...............................] Step: 316ms | Tot: 1m4s | Loss: 0.458 | Acc: 84.238% (21565/25600) 200/391 [=================================>...............................] Step: 318ms | Tot: 1m5s | Loss: 0.459 | Acc: 84.200% (21663/25728) 201/391 [=================================>...............................] Step: 329ms | Tot: 1m5s | Loss: 0.459 | Acc: 84.193% (21769/25856) 202/391 [=================================>...............................] Step: 328ms | Tot: 1m5s | Loss: 0.459 | Acc: 84.156% (21867/25984) 203/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.168% (21978/26112) 204/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.154% (22082/26240) 205/391 [==================================>..............................] Step: 324ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.147% (22188/26368) 206/391 [==================================>..............................] Step: 321ms | Tot: 1m7s | Loss: 0.458 | Acc: 84.167% (22301/26496) 207/391 [==================================>..............................] Step: 329ms | Tot: 1m7s | Loss: 0.458 | Acc: 84.168% (22409/26624) 208/391 [==================================>..............................] Step: 322ms | Tot: 1m7s | Loss: 0.458 | Acc: 84.162% (22515/26752) 209/391 [==================================>..............................] Step: 321ms | Tot: 1m8s | Loss: 0.458 | Acc: 84.152% (22620/26880) 210/391 [==================================>..............................] Step: 330ms | Tot: 1m8s | Loss: 0.459 | Acc: 84.142% (22725/27008) 211/391 [===================================>.............................] Step: 326ms | Tot: 1m8s | Loss: 0.459 | Acc: 84.147% (22834/27136) 212/391 [===================================>.............................] Step: 320ms | Tot: 1m9s | Loss: 0.460 | Acc: 84.129% (22937/27264) 213/391 [===================================>.............................] Step: 332ms | Tot: 1m9s | Loss: 0.460 | Acc: 84.105% (23038/27392) 214/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.461 | Acc: 84.102% (23145/27520) 215/391 [===================================>.............................] Step: 322ms | Tot: 1m10s | Loss: 0.460 | Acc: 84.104% (23253/27648) 216/391 [===================================>.............................] Step: 325ms | Tot: 1m10s | Loss: 0.460 | Acc: 84.109% (23362/27776) 217/391 [====================================>............................] Step: 322ms | Tot: 1m10s | Loss: 0.460 | Acc: 84.110% (23470/27904) 218/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.090% (23572/28032) 219/391 [====================================>............................] Step: 323ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.077% (23676/28160) 220/391 [====================================>............................] Step: 324ms | Tot: 1m11s | Loss: 0.461 | Acc: 84.057% (23778/28288) 221/391 [====================================>............................] Step: 324ms | Tot: 1m12s | Loss: 0.460 | Acc: 84.055% (23885/28416) 222/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.460 | Acc: 84.049% (23991/28544) 223/391 [=====================================>...........................] Step: 320ms | Tot: 1m12s | Loss: 0.460 | Acc: 84.054% (24100/28672) 224/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.460 | Acc: 84.045% (24205/28800) 225/391 [=====================================>...........................] Step: 323ms | Tot: 1m13s | Loss: 0.460 | Acc: 84.050% (24314/28928) 226/391 [=====================================>...........................] Step: 323ms | Tot: 1m13s | Loss: 0.460 | Acc: 84.062% (24425/29056) 227/391 [=====================================>...........................] Step: 329ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.073% (24536/29184) 228/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.092% (24649/29312) 229/391 [======================================>..........................] Step: 328ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.093% (24757/29440) 230/391 [======================================>..........................] Step: 322ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.091% (24864/29568) 231/391 [======================================>..........................] Step: 320ms | Tot: 1m15s | Loss: 0.458 | Acc: 84.102% (24975/29696) 232/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 0.459 | Acc: 84.093% (25080/29824) 233/391 [======================================>..........................] Step: 324ms | Tot: 1m15s | Loss: 0.458 | Acc: 84.101% (25190/29952) 234/391 [======================================>..........................] Step: 322ms | Tot: 1m16s | Loss: 0.458 | Acc: 84.106% (25299/30080) 235/391 [=======================================>.........................] Step: 327ms | Tot: 1m16s | Loss: 0.458 | Acc: 84.090% (25402/30208) 236/391 [=======================================>.........................] Step: 324ms | Tot: 1m16s | Loss: 0.458 | Acc: 84.092% (25510/30336) 237/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.458 | Acc: 84.089% (25617/30464) 238/391 [=======================================>.........................] Step: 331ms | Tot: 1m17s | Loss: 0.458 | Acc: 84.100% (25728/30592) 239/391 [=======================================>.........................] Step: 329ms | Tot: 1m17s | Loss: 0.459 | Acc: 84.102% (25836/30720) 240/391 [=======================================>.........................] Step: 322ms | Tot: 1m18s | Loss: 0.459 | Acc: 84.103% (25944/30848) 241/391 [========================================>........................] Step: 329ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.104% (26052/30976) 242/391 [========================================>........................] Step: 322ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.121% (26165/31104) 243/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.106% (26268/31232) 244/391 [========================================>........................] Step: 327ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.126% (26382/31360) 245/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.118% (26487/31488) 246/391 [========================================>........................] Step: 320ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.128% (26598/31616) 247/391 [=========================================>.......................] Step: 331ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.117% (26702/31744) 248/391 [=========================================>.......................] Step: 321ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.111% (26808/31872) 249/391 [=========================================>.......................] Step: 319ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.112% (26916/32000) 250/391 [=========================================>.......................] Step: 329ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.107% (27022/32128) 251/391 [=========================================>.......................] Step: 321ms | Tot: 1m21s | Loss: 0.460 | Acc: 84.099% (27127/32256) 252/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 0.460 | Acc: 84.100% (27235/32384) 253/391 [==========================================>......................] Step: 332ms | Tot: 1m22s | Loss: 0.460 | Acc: 84.058% (27329/32512) 254/391 [==========================================>......................] Step: 321ms | Tot: 1m22s | Loss: 0.461 | Acc: 84.050% (27434/32640) 255/391 [==========================================>......................] Step: 320ms | Tot: 1m23s | Loss: 0.460 | Acc: 84.064% (27546/32768) 256/391 [==========================================>......................] Step: 331ms | Tot: 1m23s | Loss: 0.460 | Acc: 84.077% (27658/32896) 257/391 [==========================================>......................] Step: 323ms | Tot: 1m23s | Loss: 0.460 | Acc: 84.069% (27763/33024) 258/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.461 | Acc: 84.061% (27868/33152) 259/391 [===========================================>.....................] Step: 331ms | Tot: 1m24s | Loss: 0.461 | Acc: 84.069% (27978/33280) 260/391 [===========================================>.....................] Step: 322ms | Tot: 1m24s | Loss: 0.460 | Acc: 84.070% (28086/33408) 261/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.074% (28195/33536) 262/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 0.461 | Acc: 84.075% (28303/33664) 263/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.461 | Acc: 84.049% (28402/33792) 264/391 [===========================================>.....................] Step: 323ms | Tot: 1m26s | Loss: 0.461 | Acc: 84.048% (28509/33920) 265/391 [============================================>....................] Step: 322ms | Tot: 1m26s | Loss: 0.461 | Acc: 84.058% (28620/34048) 266/391 [============================================>....................] Step: 322ms | Tot: 1m26s | Loss: 0.460 | Acc: 84.059% (28728/34176) 267/391 [============================================>....................] Step: 321ms | Tot: 1m26s | Loss: 0.460 | Acc: 84.057% (28835/34304) 268/391 [============================================>....................] Step: 319ms | Tot: 1m27s | Loss: 0.461 | Acc: 84.047% (28939/34432) 269/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.461 | Acc: 84.039% (29044/34560) 270/391 [============================================>....................] Step: 320ms | Tot: 1m27s | Loss: 0.460 | Acc: 84.049% (29155/34688) 271/391 [=============================================>...................] Step: 318ms | Tot: 1m28s | Loss: 0.461 | Acc: 84.033% (29257/34816) 272/391 [=============================================>...................] Step: 353ms | Tot: 1m28s | Loss: 0.461 | Acc: 84.043% (29368/34944) 273/391 [=============================================>...................] Step: 372ms | Tot: 1m29s | Loss: 0.461 | Acc: 84.030% (29471/35072) 274/391 [=============================================>...................] Step: 325ms | Tot: 1m29s | Loss: 0.461 | Acc: 84.034% (29580/35200) 275/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.461 | Acc: 84.047% (29692/35328) 276/391 [=============================================>...................] Step: 320ms | Tot: 1m29s | Loss: 0.461 | Acc: 84.025% (29792/35456) 277/391 [==============================================>..................] Step: 322ms | Tot: 1m30s | Loss: 0.461 | Acc: 84.032% (29902/35584) 278/391 [==============================================>..................] Step: 324ms | Tot: 1m30s | Loss: 0.461 | Acc: 84.045% (30014/35712) 279/391 [==============================================>..................] Step: 322ms | Tot: 1m30s | Loss: 0.461 | Acc: 84.054% (30125/35840) 280/391 [==============================================>..................] Step: 319ms | Tot: 1m31s | Loss: 0.461 | Acc: 84.058% (30234/35968) 281/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.461 | Acc: 84.048% (30338/36096) 282/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.460 | Acc: 84.055% (30448/36224) 283/391 [===============================================>.................] Step: 321ms | Tot: 1m32s | Loss: 0.460 | Acc: 84.067% (30560/36352) 284/391 [===============================================>.................] Step: 329ms | Tot: 1m32s | Loss: 0.460 | Acc: 84.073% (30670/36480) 285/391 [===============================================>.................] Step: 319ms | Tot: 1m32s | Loss: 0.460 | Acc: 84.077% (30779/36608) 286/391 [===============================================>.................] Step: 318ms | Tot: 1m33s | Loss: 0.460 | Acc: 84.084% (30889/36736) 287/391 [===============================================>.................] Step: 328ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.077% (30994/36864) 288/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.460 | Acc: 84.083% (31104/36992) 289/391 [================================================>................] Step: 320ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.071% (31207/37120) 290/391 [================================================>................] Step: 328ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.069% (31314/37248) 291/391 [================================================>................] Step: 322ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.046% (31413/37376) 292/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.461 | Acc: 84.044% (31520/37504) 293/391 [================================================>................] Step: 328ms | Tot: 1m35s | Loss: 0.461 | Acc: 84.040% (31626/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.461 | Acc: 84.044% (31735/37760) 295/391 [=================================================>...............] Step: 321ms | Tot: 1m36s | Loss: 0.461 | Acc: 84.048% (31844/37888) 296/391 [=================================================>...............] Step: 327ms | Tot: 1m36s | Loss: 0.461 | Acc: 84.054% (31954/38016) 297/391 [=================================================>...............] Step: 323ms | Tot: 1m36s | Loss: 0.461 | Acc: 84.050% (32060/38144) 298/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.461 | Acc: 84.051% (32168/38272) 299/391 [=================================================>...............] Step: 328ms | Tot: 1m37s | Loss: 0.461 | Acc: 84.039% (32271/38400) 300/391 [=================================================>...............] Step: 328ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.038% (32378/38528) 301/391 [==================================================>..............] Step: 325ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.057% (32493/38656) 302/391 [==================================================>..............] Step: 325ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.071% (32606/38784) 303/391 [==================================================>..............] Step: 321ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.056% (32708/38912) 304/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 0.462 | Acc: 84.047% (32812/39040) 305/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.461 | Acc: 84.048% (32920/39168) 306/391 [==================================================>..............] Step: 322ms | Tot: 1m39s | Loss: 0.461 | Acc: 84.044% (33026/39296) 307/391 [===================================================>.............] Step: 324ms | Tot: 1m40s | Loss: 0.461 | Acc: 84.050% (33136/39424) 308/391 [===================================================>.............] Step: 318ms | Tot: 1m40s | Loss: 0.461 | Acc: 84.059% (33247/39552) 309/391 [===================================================>.............] Step: 324ms | Tot: 1m40s | Loss: 0.462 | Acc: 84.045% (33349/39680) 310/391 [===================================================>.............] Step: 325ms | Tot: 1m40s | Loss: 0.461 | Acc: 84.046% (33457/39808) 311/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.462 | Acc: 84.044% (33564/39936) 312/391 [===================================================>.............] Step: 326ms | Tot: 1m41s | Loss: 0.462 | Acc: 84.046% (33672/40064) 313/391 [====================================================>............] Step: 325ms | Tot: 1m41s | Loss: 0.461 | Acc: 84.047% (33780/40192) 314/391 [====================================================>............] Step: 319ms | Tot: 1m42s | Loss: 0.461 | Acc: 84.060% (33893/40320) 315/391 [====================================================>............] Step: 325ms | Tot: 1m42s | Loss: 0.461 | Acc: 84.061% (34001/40448) 316/391 [====================================================>............] Step: 321ms | Tot: 1m42s | Loss: 0.461 | Acc: 84.072% (34113/40576) 317/391 [====================================================>............] Step: 324ms | Tot: 1m43s | Loss: 0.461 | Acc: 84.070% (34220/40704) 318/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.461 | Acc: 84.091% (34336/40832) 319/391 [=====================================================>...........] Step: 328ms | Tot: 1m43s | Loss: 0.461 | Acc: 84.089% (34443/40960) 320/391 [=====================================================>...........] Step: 325ms | Tot: 1m44s | Loss: 0.461 | Acc: 84.093% (34552/41088) 321/391 [=====================================================>...........] Step: 328ms | Tot: 1m44s | Loss: 0.462 | Acc: 84.072% (34651/41216) 322/391 [=====================================================>...........] Step: 324ms | Tot: 1m44s | Loss: 0.461 | Acc: 84.082% (34763/41344) 323/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.461 | Acc: 84.083% (34871/41472) 324/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.461 | Acc: 84.091% (34982/41600) 325/391 [======================================================>..........] Step: 322ms | Tot: 1m45s | Loss: 0.461 | Acc: 84.095% (35091/41728) 326/391 [======================================================>..........] Step: 321ms | Tot: 1m46s | Loss: 0.461 | Acc: 84.076% (35191/41856) 327/391 [======================================================>..........] Step: 329ms | Tot: 1m46s | Loss: 0.461 | Acc: 84.070% (35296/41984) 328/391 [======================================================>..........] Step: 325ms | Tot: 1m46s | Loss: 0.462 | Acc: 84.069% (35403/42112) 329/391 [======================================================>..........] Step: 319ms | Tot: 1m47s | Loss: 0.462 | Acc: 84.067% (35510/42240) 330/391 [======================================================>..........] Step: 330ms | Tot: 1m47s | Loss: 0.462 | Acc: 84.063% (35616/42368) 331/391 [=======================================================>.........] Step: 322ms | Tot: 1m47s | Loss: 0.462 | Acc: 84.048% (35717/42496) 332/391 [=======================================================>.........] Step: 326ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.049% (35825/42624) 333/391 [=======================================================>.........] Step: 328ms | Tot: 1m48s | Loss: 0.462 | Acc: 84.024% (35922/42752) 334/391 [=======================================================>.........] Step: 322ms | Tot: 1m48s | Loss: 0.462 | Acc: 84.028% (36031/42880) 335/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.462 | Acc: 84.017% (36134/43008) 336/391 [=======================================================>.........] Step: 335ms | Tot: 1m49s | Loss: 0.463 | Acc: 84.009% (36238/43136) 337/391 [========================================================>........] Step: 327ms | Tot: 1m49s | Loss: 0.463 | Acc: 83.996% (36340/43264) 338/391 [========================================================>........] Step: 324ms | Tot: 1m50s | Loss: 0.463 | Acc: 84.004% (36451/43392) 339/391 [========================================================>........] Step: 327ms | Tot: 1m50s | Loss: 0.463 | Acc: 83.994% (36554/43520) 340/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.463 | Acc: 83.988% (36659/43648) 341/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.463 | Acc: 83.987% (36766/43776) 342/391 [========================================================>........] Step: 326ms | Tot: 1m51s | Loss: 0.464 | Acc: 83.965% (36864/43904) 343/391 [=========================================================>.......] Step: 322ms | Tot: 1m51s | Loss: 0.464 | Acc: 83.982% (36979/44032) 344/391 [=========================================================>.......] Step: 325ms | Tot: 1m52s | Loss: 0.464 | Acc: 83.958% (37076/44160) 345/391 [=========================================================>.......] Step: 329ms | Tot: 1m52s | Loss: 0.464 | Acc: 83.955% (37182/44288) 346/391 [=========================================================>.......] Step: 322ms | Tot: 1m52s | Loss: 0.465 | Acc: 83.936% (37281/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m53s | Loss: 0.465 | Acc: 83.930% (37386/44544) 348/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.465 | Acc: 83.930% (37493/44672) 349/391 [==========================================================>......] Step: 325ms | Tot: 1m53s | Loss: 0.465 | Acc: 83.915% (37594/44800) 350/391 [==========================================================>......] Step: 328ms | Tot: 1m53s | Loss: 0.465 | Acc: 83.923% (37705/44928) 351/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.465 | Acc: 83.924% (37813/45056) 352/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.465 | Acc: 83.926% (37921/45184) 353/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.465 | Acc: 83.936% (38033/45312) 354/391 [==========================================================>......] Step: 327ms | Tot: 1m55s | Loss: 0.465 | Acc: 83.933% (38139/45440) 355/391 [===========================================================>.....] Step: 327ms | Tot: 1m55s | Loss: 0.465 | Acc: 83.923% (38242/45568) 356/391 [===========================================================>.....] Step: 328ms | Tot: 1m55s | Loss: 0.465 | Acc: 83.922% (38349/45696) 357/391 [===========================================================>.....] Step: 322ms | Tot: 1m56s | Loss: 0.465 | Acc: 83.915% (38453/45824) 358/391 [===========================================================>.....] Step: 327ms | Tot: 1m56s | Loss: 0.465 | Acc: 83.929% (38567/45952) 359/391 [===========================================================>.....] Step: 325ms | Tot: 1m56s | Loss: 0.465 | Acc: 83.919% (38670/46080) 360/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.465 | Acc: 83.927% (38781/46208) 361/391 [============================================================>....] Step: 330ms | Tot: 1m57s | Loss: 0.465 | Acc: 83.924% (38887/46336) 362/391 [============================================================>....] Step: 327ms | Tot: 1m57s | Loss: 0.465 | Acc: 83.923% (38994/46464) 363/391 [============================================================>....] Step: 324ms | Tot: 1m58s | Loss: 0.465 | Acc: 83.933% (39106/46592) 364/391 [============================================================>....] Step: 351ms | Tot: 1m58s | Loss: 0.464 | Acc: 83.943% (39218/46720) 365/391 [============================================================>....] Step: 377ms | Tot: 1m58s | Loss: 0.464 | Acc: 83.954% (39331/46848) 366/391 [============================================================>....] Step: 348ms | Tot: 1m59s | Loss: 0.464 | Acc: 83.956% (39439/46976) 367/391 [=============================================================>...] Step: 326ms | Tot: 1m59s | Loss: 0.464 | Acc: 83.955% (39546/47104) 368/391 [=============================================================>...] Step: 324ms | Tot: 1m59s | Loss: 0.464 | Acc: 83.930% (39642/47232) 369/391 [=============================================================>...] Step: 322ms | Tot: 2m280ms | Loss: 0.464 | Acc: 83.942% (39755/47360) 370/391 [=============================================================>...] Step: 327ms | Tot: 2m607ms | Loss: 0.464 | Acc: 83.941% (39862/47488) 371/391 [=============================================================>...] Step: 324ms | Tot: 2m932ms | Loss: 0.464 | Acc: 83.942% (39970/47616) 372/391 [=============================================================>...] Step: 324ms | Tot: 2m1s | Loss: 0.464 | Acc: 83.941% (40077/47744) 373/391 [==============================================================>..] Step: 328ms | Tot: 2m1s | Loss: 0.464 | Acc: 83.957% (40192/47872) 374/391 [==============================================================>..] Step: 326ms | Tot: 2m1s | Loss: 0.463 | Acc: 83.965% (40303/48000) 375/391 [==============================================================>..] Step: 317ms | Tot: 2m2s | Loss: 0.463 | Acc: 83.962% (40409/48128) 376/391 [==============================================================>..] Step: 324ms | Tot: 2m2s | Loss: 0.463 | Acc: 83.961% (40516/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m2s | Loss: 0.463 | Acc: 83.966% (40626/48384) 378/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.463 | Acc: 83.979% (40740/48512) 379/391 [===============================================================>.] Step: 325ms | Tot: 2m3s | Loss: 0.463 | Acc: 83.974% (40845/48640) 380/391 [===============================================================>.] Step: 319ms | Tot: 2m3s | Loss: 0.463 | Acc: 83.967% (40949/48768) 381/391 [===============================================================>.] Step: 321ms | Tot: 2m4s | Loss: 0.463 | Acc: 83.960% (41053/48896) 382/391 [===============================================================>.] Step: 326ms | Tot: 2m4s | Loss: 0.463 | Acc: 83.949% (41155/49024) 383/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.463 | Acc: 83.954% (41265/49152) 384/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.463 | Acc: 83.949% (41370/49280) 385/391 [================================================================>] Step: 325ms | Tot: 2m5s | Loss: 0.463 | Acc: 83.956% (41481/49408) 386/391 [================================================================>] Step: 319ms | Tot: 2m5s | Loss: 0.463 | Acc: 83.949% (41585/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.463 | Acc: 83.946% (41691/49664) 388/391 [================================================================>] Step: 322ms | Tot: 2m6s | Loss: 0.463 | Acc: 83.949% (41800/49792) 389/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.463 | Acc: 83.948% (41907/49920) 390/391 [================================================================>] Step: 308ms | Tot: 2m7s | Loss: 0.463 | Acc: 83.952% (41976/50000) 391/391 + [>................................................................] Step: 922ms | Tot: 2ms | Loss: 0.446 | Acc: 83.000% (83/100) 1/100 [>................................................................] Step: 258ms | Tot: 261ms | Loss: 0.533 | Acc: 82.000% (164/200) 2/100 [=>...............................................................] Step: 274ms | Tot: 535ms | Loss: 0.550 | Acc: 81.000% (243/300) 3/100 [=>...............................................................] Step: 257ms | Tot: 792ms | Loss: 0.555 | Acc: 81.000% (324/400) 4/100 [==>..............................................................] Step: 259ms | Tot: 1s52ms | Loss: 0.554 | Acc: 80.000% (400/500) 5/100 [===>.............................................................] Step: 257ms | Tot: 1s310ms | Loss: 0.534 | Acc: 80.500% (483/600) 6/100 [===>.............................................................] Step: 267ms | Tot: 1s577ms | Loss: 0.527 | Acc: 80.571% (564/700) 7/100 [====>............................................................] Step: 265ms | Tot: 1s843ms | Loss: 0.563 | Acc: 79.375% (635/800) 8/100 [=====>...........................................................] Step: 265ms | Tot: 2s108ms | Loss: 0.571 | Acc: 79.111% (712/900) 9/100 [=====>...........................................................] Step: 269ms | Tot: 2s378ms | Loss: 0.566 | Acc: 79.500% (795/1000) 10/100 [======>..........................................................] Step: 268ms | Tot: 2s647ms | Loss: 0.556 | Acc: 79.909% (879/1100) 11/100 [=======>.........................................................] Step: 266ms | Tot: 2s914ms | Loss: 0.549 | Acc: 80.083% (961/1200) 12/100 [=======>.........................................................] Step: 264ms | Tot: 3s178ms | Loss: 0.541 | Acc: 80.615% (1048/1300) 13/100 [========>........................................................] Step: 273ms | Tot: 3s452ms | Loss: 0.543 | Acc: 80.786% (1131/1400) 14/100 [=========>.......................................................] Step: 271ms | Tot: 3s723ms | Loss: 0.538 | Acc: 80.933% (1214/1500) 15/100 [=========>.......................................................] Step: 267ms | Tot: 3s991ms | Loss: 0.548 | Acc: 80.812% (1293/1600) 16/100 [==========>......................................................] Step: 264ms | Tot: 4s256ms | Loss: 0.543 | Acc: 81.059% (1378/1700) 17/100 [===========>.....................................................] Step: 273ms | Tot: 4s530ms | Loss: 0.549 | Acc: 80.889% (1456/1800) 18/100 [===========>.....................................................] Step: 270ms | Tot: 4s800ms | Loss: 0.546 | Acc: 81.000% (1539/1900) 19/100 [============>....................................................] Step: 269ms | Tot: 5s70ms | Loss: 0.550 | Acc: 80.750% (1615/2000) 20/100 [=============>...................................................] Step: 269ms | Tot: 5s340ms | Loss: 0.550 | Acc: 81.000% (1701/2100) 21/100 [=============>...................................................] Step: 278ms | Tot: 5s618ms | Loss: 0.547 | Acc: 81.182% (1786/2200) 22/100 [==============>..................................................] Step: 270ms | Tot: 5s888ms | Loss: 0.552 | Acc: 81.087% (1865/2300) 23/100 [==============>..................................................] Step: 269ms | Tot: 6s157ms | Loss: 0.551 | Acc: 81.000% (1944/2400) 24/100 [===============>.................................................] Step: 275ms | Tot: 6s433ms | Loss: 0.562 | Acc: 80.800% (2020/2500) 25/100 [================>................................................] Step: 270ms | Tot: 6s703ms | Loss: 0.577 | Acc: 80.308% (2088/2600) 26/100 [================>................................................] Step: 271ms | Tot: 6s975ms | Loss: 0.572 | Acc: 80.296% (2168/2700) 27/100 [=================>...............................................] Step: 271ms | Tot: 7s246ms | Loss: 0.572 | Acc: 80.286% (2248/2800) 28/100 [==================>..............................................] Step: 275ms | Tot: 7s522ms | Loss: 0.568 | Acc: 80.483% (2334/2900) 29/100 [==================>..............................................] Step: 268ms | Tot: 7s790ms | Loss: 0.564 | Acc: 80.567% (2417/3000) 30/100 [===================>.............................................] Step: 269ms | Tot: 8s59ms | Loss: 0.566 | Acc: 80.516% (2496/3100) 31/100 [====================>............................................] Step: 267ms | Tot: 8s326ms | Loss: 0.562 | Acc: 80.688% (2582/3200) 32/100 [====================>............................................] Step: 273ms | Tot: 8s600ms | Loss: 0.564 | Acc: 80.667% (2662/3300) 33/100 [=====================>...........................................] Step: 270ms | Tot: 8s871ms | Loss: 0.565 | Acc: 80.471% (2736/3400) 34/100 [======================>..........................................] Step: 268ms | Tot: 9s140ms | Loss: 0.570 | Acc: 80.286% (2810/3500) 35/100 [======================>..........................................] Step: 274ms | Tot: 9s414ms | Loss: 0.569 | Acc: 80.333% (2892/3600) 36/100 [=======================>.........................................] Step: 271ms | Tot: 9s686ms | Loss: 0.574 | Acc: 80.270% (2970/3700) 37/100 [========================>........................................] Step: 270ms | Tot: 9s956ms | Loss: 0.577 | Acc: 80.184% (3047/3800) 38/100 [========================>........................................] Step: 266ms | Tot: 10s222ms | Loss: 0.575 | Acc: 80.205% (3128/3900) 39/100 [=========================>.......................................] Step: 278ms | Tot: 10s500ms | Loss: 0.574 | Acc: 80.275% (3211/4000) 40/100 [==========================>......................................] Step: 266ms | Tot: 10s767ms | Loss: 0.569 | Acc: 80.488% (3300/4100) 41/100 [==========================>......................................] Step: 271ms | Tot: 11s39ms | Loss: 0.573 | Acc: 80.429% (3378/4200) 42/100 [===========================>.....................................] Step: 264ms | Tot: 11s304ms | Loss: 0.570 | Acc: 80.512% (3462/4300) 43/100 [===========================>.....................................] Step: 272ms | Tot: 11s576ms | Loss: 0.571 | Acc: 80.523% (3543/4400) 44/100 [============================>....................................] Step: 273ms | Tot: 11s850ms | Loss: 0.570 | Acc: 80.511% (3623/4500) 45/100 [=============================>...................................] Step: 268ms | Tot: 12s119ms | Loss: 0.567 | Acc: 80.543% (3705/4600) 46/100 [=============================>...................................] Step: 272ms | Tot: 12s391ms | Loss: 0.566 | Acc: 80.574% (3787/4700) 47/100 [==============================>..................................] Step: 267ms | Tot: 12s659ms | Loss: 0.567 | Acc: 80.521% (3865/4800) 48/100 [===============================>.................................] Step: 268ms | Tot: 12s928ms | Loss: 0.563 | Acc: 80.633% (3951/4900) 49/100 [===============================>.................................] Step: 266ms | Tot: 13s195ms | Loss: 0.566 | Acc: 80.580% (4029/5000) 50/100 [================================>................................] Step: 273ms | Tot: 13s468ms | Loss: 0.563 | Acc: 80.627% (4112/5100) 51/100 [=================================>...............................] Step: 266ms | Tot: 13s735ms | Loss: 0.567 | Acc: 80.519% (4187/5200) 52/100 [=================================>...............................] Step: 267ms | Tot: 14s3ms | Loss: 0.568 | Acc: 80.472% (4265/5300) 53/100 [==================================>..............................] Step: 265ms | Tot: 14s268ms | Loss: 0.567 | Acc: 80.556% (4350/5400) 54/100 [===================================>.............................] Step: 275ms | Tot: 14s544ms | Loss: 0.567 | Acc: 80.582% (4432/5500) 55/100 [===================================>.............................] Step: 269ms | Tot: 14s813ms | Loss: 0.567 | Acc: 80.571% (4512/5600) 56/100 [====================================>............................] Step: 268ms | Tot: 15s81ms | Loss: 0.567 | Acc: 80.526% (4590/5700) 57/100 [=====================================>...........................] Step: 268ms | Tot: 15s350ms | Loss: 0.565 | Acc: 80.569% (4673/5800) 58/100 [=====================================>...........................] Step: 278ms | Tot: 15s628ms | Loss: 0.566 | Acc: 80.492% (4749/5900) 59/100 [======================================>..........................] Step: 270ms | Tot: 15s898ms | Loss: 0.568 | Acc: 80.417% (4825/6000) 60/100 [=======================================>.........................] Step: 265ms | Tot: 16s163ms | Loss: 0.569 | Acc: 80.311% (4899/6100) 61/100 [=======================================>.........................] Step: 272ms | Tot: 16s436ms | Loss: 0.569 | Acc: 80.339% (4981/6200) 62/100 [========================================>........................] Step: 268ms | Tot: 16s704ms | Loss: 0.568 | Acc: 80.397% (5065/6300) 63/100 [========================================>........................] Step: 270ms | Tot: 16s975ms | Loss: 0.567 | Acc: 80.453% (5149/6400) 64/100 [=========================================>.......................] Step: 270ms | Tot: 17s245ms | Loss: 0.567 | Acc: 80.462% (5230/6500) 65/100 [==========================================>......................] Step: 275ms | Tot: 17s521ms | Loss: 0.569 | Acc: 80.409% (5307/6600) 66/100 [==========================================>......................] Step: 271ms | Tot: 17s792ms | Loss: 0.567 | Acc: 80.478% (5392/6700) 67/100 [===========================================>.....................] Step: 273ms | Tot: 18s65ms | Loss: 0.567 | Acc: 80.500% (5474/6800) 68/100 [============================================>....................] Step: 269ms | Tot: 18s335ms | Loss: 0.568 | Acc: 80.522% (5556/6900) 69/100 [============================================>....................] Step: 273ms | Tot: 18s608ms | Loss: 0.571 | Acc: 80.400% (5628/7000) 70/100 [=============================================>...................] Step: 269ms | Tot: 18s877ms | Loss: 0.570 | Acc: 80.451% (5712/7100) 71/100 [==============================================>..................] Step: 269ms | Tot: 19s147ms | Loss: 0.571 | Acc: 80.486% (5795/7200) 72/100 [==============================================>..................] Step: 272ms | Tot: 19s419ms | Loss: 0.569 | Acc: 80.548% (5880/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s688ms | Loss: 0.567 | Acc: 80.595% (5964/7400) 74/100 [================================================>................] Step: 270ms | Tot: 19s959ms | Loss: 0.568 | Acc: 80.520% (6039/7500) 75/100 [================================================>................] Step: 264ms | Tot: 20s223ms | Loss: 0.565 | Acc: 80.605% (6126/7600) 76/100 [=================================================>...............] Step: 282ms | Tot: 20s505ms | Loss: 0.566 | Acc: 80.584% (6205/7700) 77/100 [==================================================>..............] Step: 314ms | Tot: 20s820ms | Loss: 0.567 | Acc: 80.590% (6286/7800) 78/100 [==================================================>..............] Step: 304ms | Tot: 21s125ms | Loss: 0.567 | Acc: 80.557% (6364/7900) 79/100 [===================================================>.............] Step: 270ms | Tot: 21s395ms | Loss: 0.568 | Acc: 80.537% (6443/8000) 80/100 [====================================================>............] Step: 268ms | Tot: 21s663ms | Loss: 0.568 | Acc: 80.543% (6524/8100) 81/100 [====================================================>............] Step: 273ms | Tot: 21s937ms | Loss: 0.569 | Acc: 80.573% (6607/8200) 82/100 [=====================================================>...........] Step: 268ms | Tot: 22s206ms | Loss: 0.568 | Acc: 80.578% (6688/8300) 83/100 [=====================================================>...........] Step: 274ms | Tot: 22s480ms | Loss: 0.567 | Acc: 80.571% (6768/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s746ms | Loss: 0.568 | Acc: 80.576% (6849/8500) 85/100 [=======================================================>.........] Step: 269ms | Tot: 23s16ms | Loss: 0.568 | Acc: 80.593% (6931/8600) 86/100 [=======================================================>.........] Step: 264ms | Tot: 23s281ms | Loss: 0.568 | Acc: 80.586% (7011/8700) 87/100 [========================================================>........] Step: 275ms | Tot: 23s556ms | Loss: 0.569 | Acc: 80.568% (7090/8800) 88/100 [=========================================================>.......] Step: 267ms | Tot: 23s824ms | Loss: 0.568 | Acc: 80.596% (7173/8900) 89/100 [=========================================================>.......] Step: 269ms | Tot: 24s93ms | Loss: 0.568 | Acc: 80.578% (7252/9000) 90/100 [==========================================================>......] Step: 269ms | Tot: 24s362ms | Loss: 0.567 | Acc: 80.626% (7337/9100) 91/100 [===========================================================>.....] Step: 272ms | Tot: 24s634ms | Loss: 0.564 | Acc: 80.717% (7426/9200) 92/100 [===========================================================>.....] Step: 272ms | Tot: 24s907ms | Loss: 0.564 | Acc: 80.667% (7502/9300) 93/100 [============================================================>....] Step: 267ms | Tot: 25s175ms | Loss: 0.563 | Acc: 80.649% (7581/9400) 94/100 [=============================================================>...] Step: 274ms | Tot: 25s449ms | Loss: 0.564 | Acc: 80.611% (7658/9500) 95/100 [=============================================================>...] Step: 267ms | Tot: 25s717ms | Loss: 0.564 | Acc: 80.625% (7740/9600) 96/100 [==============================================================>..] Step: 270ms | Tot: 25s987ms | Loss: 0.564 | Acc: 80.660% (7824/9700) 97/100 [===============================================================>.] Step: 267ms | Tot: 26s255ms | Loss: 0.566 | Acc: 80.571% (7896/9800) 98/100 [===============================================================>.] Step: 276ms | Tot: 26s531ms | Loss: 0.566 | Acc: 80.586% (7978/9900) 99/100 [================================================================>] Step: 267ms | Tot: 26s798ms | Loss: 0.566 | Acc: 80.560% (8056/10000) 100/100 + +Epoch: 32 + [>................................................................] Step: 1s130ms | Tot: 2ms | Loss: 0.501 | Acc: 85.156% (109/128) 1/391 [>................................................................] Step: 349ms | Tot: 352ms | Loss: 0.469 | Acc: 84.375% (216/256) 2/391 [>................................................................] Step: 360ms | Tot: 712ms | Loss: 0.490 | Acc: 84.115% (323/384) 3/391 [>................................................................] Step: 343ms | Tot: 1s55ms | Loss: 0.495 | Acc: 83.984% (430/512) 4/391 [>................................................................] Step: 339ms | Tot: 1s394ms | Loss: 0.496 | Acc: 83.281% (533/640) 5/391 [>................................................................] Step: 337ms | Tot: 1s731ms | Loss: 0.481 | Acc: 83.854% (644/768) 6/391 [>................................................................] Step: 326ms | Tot: 2s57ms | Loss: 0.467 | Acc: 84.263% (755/896) 7/391 [=>...............................................................] Step: 320ms | Tot: 2s378ms | Loss: 0.454 | Acc: 84.668% (867/1024) 8/391 [=>...............................................................] Step: 329ms | Tot: 2s708ms | Loss: 0.455 | Acc: 84.635% (975/1152) 9/391 [=>...............................................................] Step: 325ms | Tot: 3s33ms | Loss: 0.468 | Acc: 84.141% (1077/1280) 10/391 [=>...............................................................] Step: 322ms | Tot: 3s356ms | Loss: 0.479 | Acc: 83.594% (1177/1408) 11/391 [=>...............................................................] Step: 329ms | Tot: 3s685ms | Loss: 0.496 | Acc: 83.073% (1276/1536) 12/391 [=>...............................................................] Step: 328ms | Tot: 4s14ms | Loss: 0.489 | Acc: 83.173% (1384/1664) 13/391 [==>..............................................................] Step: 322ms | Tot: 4s337ms | Loss: 0.486 | Acc: 83.203% (1491/1792) 14/391 [==>..............................................................] Step: 327ms | Tot: 4s664ms | Loss: 0.481 | Acc: 83.490% (1603/1920) 15/391 [==>..............................................................] Step: 322ms | Tot: 4s987ms | Loss: 0.478 | Acc: 83.691% (1714/2048) 16/391 [==>..............................................................] Step: 321ms | Tot: 5s309ms | Loss: 0.478 | Acc: 83.456% (1816/2176) 17/391 [==>..............................................................] Step: 331ms | Tot: 5s640ms | Loss: 0.475 | Acc: 83.637% (1927/2304) 18/391 [==>..............................................................] Step: 324ms | Tot: 5s965ms | Loss: 0.475 | Acc: 83.553% (2032/2432) 19/391 [===>.............................................................] Step: 328ms | Tot: 6s294ms | Loss: 0.476 | Acc: 83.594% (2140/2560) 20/391 [===>.............................................................] Step: 331ms | Tot: 6s626ms | Loss: 0.480 | Acc: 83.333% (2240/2688) 21/391 [===>.............................................................] Step: 323ms | Tot: 6s949ms | Loss: 0.484 | Acc: 83.168% (2342/2816) 22/391 [===>.............................................................] Step: 322ms | Tot: 7s272ms | Loss: 0.478 | Acc: 83.424% (2456/2944) 23/391 [===>.............................................................] Step: 331ms | Tot: 7s603ms | Loss: 0.474 | Acc: 83.496% (2565/3072) 24/391 [===>.............................................................] Step: 332ms | Tot: 7s936ms | Loss: 0.467 | Acc: 83.812% (2682/3200) 25/391 [====>............................................................] Step: 325ms | Tot: 8s261ms | Loss: 0.464 | Acc: 83.804% (2789/3328) 26/391 [====>............................................................] Step: 338ms | Tot: 8s600ms | Loss: 0.464 | Acc: 83.854% (2898/3456) 27/391 [====>............................................................] Step: 324ms | Tot: 8s925ms | Loss: 0.460 | Acc: 83.929% (3008/3584) 28/391 [====>............................................................] Step: 325ms | Tot: 9s250ms | Loss: 0.463 | Acc: 83.863% (3113/3712) 29/391 [====>............................................................] Step: 335ms | Tot: 9s586ms | Loss: 0.456 | Acc: 84.062% (3228/3840) 30/391 [====>............................................................] Step: 327ms | Tot: 9s913ms | Loss: 0.458 | Acc: 84.098% (3337/3968) 31/391 [=====>...........................................................] Step: 326ms | Tot: 10s240ms | Loss: 0.457 | Acc: 84.106% (3445/4096) 32/391 [=====>...........................................................] Step: 332ms | Tot: 10s572ms | Loss: 0.461 | Acc: 83.925% (3545/4224) 33/391 [=====>...........................................................] Step: 327ms | Tot: 10s900ms | Loss: 0.463 | Acc: 83.801% (3647/4352) 34/391 [=====>...........................................................] Step: 330ms | Tot: 11s231ms | Loss: 0.464 | Acc: 83.750% (3752/4480) 35/391 [=====>...........................................................] Step: 332ms | Tot: 11s563ms | Loss: 0.461 | Acc: 83.789% (3861/4608) 36/391 [=====>...........................................................] Step: 325ms | Tot: 11s888ms | Loss: 0.459 | Acc: 83.910% (3974/4736) 37/391 [======>..........................................................] Step: 326ms | Tot: 12s214ms | Loss: 0.460 | Acc: 83.840% (4078/4864) 38/391 [======>..........................................................] Step: 330ms | Tot: 12s545ms | Loss: 0.463 | Acc: 83.834% (4185/4992) 39/391 [======>..........................................................] Step: 332ms | Tot: 12s877ms | Loss: 0.463 | Acc: 83.848% (4293/5120) 40/391 [======>..........................................................] Step: 323ms | Tot: 13s200ms | Loss: 0.462 | Acc: 83.880% (4402/5248) 41/391 [======>..........................................................] Step: 326ms | Tot: 13s527ms | Loss: 0.464 | Acc: 83.817% (4506/5376) 42/391 [======>..........................................................] Step: 325ms | Tot: 13s853ms | Loss: 0.465 | Acc: 83.812% (4613/5504) 43/391 [=======>.........................................................] Step: 340ms | Tot: 14s193ms | Loss: 0.466 | Acc: 83.718% (4715/5632) 44/391 [=======>.........................................................] Step: 326ms | Tot: 14s519ms | Loss: 0.467 | Acc: 83.698% (4821/5760) 45/391 [=======>.........................................................] Step: 324ms | Tot: 14s844ms | Loss: 0.468 | Acc: 83.662% (4926/5888) 46/391 [=======>.........................................................] Step: 324ms | Tot: 15s168ms | Loss: 0.468 | Acc: 83.644% (5032/6016) 47/391 [=======>.........................................................] Step: 324ms | Tot: 15s492ms | Loss: 0.468 | Acc: 83.643% (5139/6144) 48/391 [=======>.........................................................] Step: 322ms | Tot: 15s815ms | Loss: 0.469 | Acc: 83.546% (5240/6272) 49/391 [========>........................................................] Step: 323ms | Tot: 16s139ms | Loss: 0.468 | Acc: 83.625% (5352/6400) 50/391 [========>........................................................] Step: 323ms | Tot: 16s462ms | Loss: 0.466 | Acc: 83.716% (5465/6528) 51/391 [========>........................................................] Step: 324ms | Tot: 16s787ms | Loss: 0.466 | Acc: 83.714% (5572/6656) 52/391 [========>........................................................] Step: 325ms | Tot: 17s112ms | Loss: 0.466 | Acc: 83.741% (5681/6784) 53/391 [========>........................................................] Step: 322ms | Tot: 17s434ms | Loss: 0.465 | Acc: 83.811% (5793/6912) 54/391 [========>........................................................] Step: 326ms | Tot: 17s761ms | Loss: 0.468 | Acc: 83.778% (5898/7040) 55/391 [=========>.......................................................] Step: 327ms | Tot: 18s88ms | Loss: 0.468 | Acc: 83.831% (6009/7168) 56/391 [=========>.......................................................] Step: 321ms | Tot: 18s410ms | Loss: 0.470 | Acc: 83.745% (6110/7296) 57/391 [=========>.......................................................] Step: 327ms | Tot: 18s737ms | Loss: 0.469 | Acc: 83.809% (6222/7424) 58/391 [=========>.......................................................] Step: 325ms | Tot: 19s62ms | Loss: 0.467 | Acc: 83.898% (6336/7552) 59/391 [=========>.......................................................] Step: 323ms | Tot: 19s385ms | Loss: 0.468 | Acc: 83.802% (6436/7680) 60/391 [=========>.......................................................] Step: 327ms | Tot: 19s713ms | Loss: 0.469 | Acc: 83.786% (6542/7808) 61/391 [==========>......................................................] Step: 326ms | Tot: 20s40ms | Loss: 0.468 | Acc: 83.770% (6648/7936) 62/391 [==========>......................................................] Step: 321ms | Tot: 20s361ms | Loss: 0.469 | Acc: 83.743% (6753/8064) 63/391 [==========>......................................................] Step: 329ms | Tot: 20s690ms | Loss: 0.466 | Acc: 83.813% (6866/8192) 64/391 [==========>......................................................] Step: 324ms | Tot: 21s15ms | Loss: 0.468 | Acc: 83.738% (6967/8320) 65/391 [==========>......................................................] Step: 322ms | Tot: 21s338ms | Loss: 0.466 | Acc: 83.807% (7080/8448) 66/391 [==========>......................................................] Step: 330ms | Tot: 21s668ms | Loss: 0.466 | Acc: 83.815% (7188/8576) 67/391 [===========>.....................................................] Step: 324ms | Tot: 21s993ms | Loss: 0.467 | Acc: 83.766% (7291/8704) 68/391 [===========>.....................................................] Step: 321ms | Tot: 22s315ms | Loss: 0.467 | Acc: 83.752% (7397/8832) 69/391 [===========>.....................................................] Step: 341ms | Tot: 22s657ms | Loss: 0.468 | Acc: 83.705% (7500/8960) 70/391 [===========>.....................................................] Step: 376ms | Tot: 23s33ms | Loss: 0.469 | Acc: 83.616% (7599/9088) 71/391 [===========>.....................................................] Step: 330ms | Tot: 23s363ms | Loss: 0.468 | Acc: 83.648% (7709/9216) 72/391 [===========>.....................................................] Step: 329ms | Tot: 23s693ms | Loss: 0.468 | Acc: 83.658% (7817/9344) 73/391 [============>....................................................] Step: 329ms | Tot: 24s23ms | Loss: 0.465 | Acc: 83.773% (7935/9472) 74/391 [============>....................................................] Step: 320ms | Tot: 24s344ms | Loss: 0.464 | Acc: 83.854% (8050/9600) 75/391 [============>....................................................] Step: 329ms | Tot: 24s673ms | Loss: 0.465 | Acc: 83.851% (8157/9728) 76/391 [============>....................................................] Step: 325ms | Tot: 24s999ms | Loss: 0.464 | Acc: 83.888% (8268/9856) 77/391 [============>....................................................] Step: 320ms | Tot: 25s320ms | Loss: 0.463 | Acc: 83.914% (8378/9984) 78/391 [============>....................................................] Step: 330ms | Tot: 25s650ms | Loss: 0.463 | Acc: 83.930% (8487/10112) 79/391 [=============>...................................................] Step: 322ms | Tot: 25s973ms | Loss: 0.464 | Acc: 83.906% (8592/10240) 80/391 [=============>...................................................] Step: 322ms | Tot: 26s296ms | Loss: 0.462 | Acc: 83.951% (8704/10368) 81/391 [=============>...................................................] Step: 337ms | Tot: 26s634ms | Loss: 0.464 | Acc: 83.851% (8801/10496) 82/391 [=============>...................................................] Step: 325ms | Tot: 26s959ms | Loss: 0.464 | Acc: 83.895% (8913/10624) 83/391 [=============>...................................................] Step: 319ms | Tot: 27s279ms | Loss: 0.464 | Acc: 83.873% (9018/10752) 84/391 [=============>...................................................] Step: 333ms | Tot: 27s612ms | Loss: 0.465 | Acc: 83.824% (9120/10880) 85/391 [==============>..................................................] Step: 322ms | Tot: 27s935ms | Loss: 0.463 | Acc: 83.875% (9233/11008) 86/391 [==============>..................................................] Step: 325ms | Tot: 28s260ms | Loss: 0.463 | Acc: 83.917% (9345/11136) 87/391 [==============>..................................................] Step: 332ms | Tot: 28s592ms | Loss: 0.463 | Acc: 83.940% (9455/11264) 88/391 [==============>..................................................] Step: 324ms | Tot: 28s917ms | Loss: 0.464 | Acc: 83.892% (9557/11392) 89/391 [==============>..................................................] Step: 330ms | Tot: 29s247ms | Loss: 0.465 | Acc: 83.898% (9665/11520) 90/391 [==============>..................................................] Step: 337ms | Tot: 29s584ms | Loss: 0.465 | Acc: 83.877% (9770/11648) 91/391 [===============>.................................................] Step: 331ms | Tot: 29s915ms | Loss: 0.465 | Acc: 83.882% (9878/11776) 92/391 [===============>.................................................] Step: 330ms | Tot: 30s246ms | Loss: 0.465 | Acc: 83.921% (9990/11904) 93/391 [===============>.................................................] Step: 340ms | Tot: 30s586ms | Loss: 0.464 | Acc: 83.943% (10100/12032) 94/391 [===============>.................................................] Step: 334ms | Tot: 30s920ms | Loss: 0.463 | Acc: 83.972% (10211/12160) 95/391 [===============>.................................................] Step: 334ms | Tot: 31s255ms | Loss: 0.463 | Acc: 83.960% (10317/12288) 96/391 [===============>.................................................] Step: 337ms | Tot: 31s593ms | Loss: 0.463 | Acc: 83.940% (10422/12416) 97/391 [================>................................................] Step: 331ms | Tot: 31s924ms | Loss: 0.463 | Acc: 83.937% (10529/12544) 98/391 [================>................................................] Step: 327ms | Tot: 32s252ms | Loss: 0.463 | Acc: 83.941% (10637/12672) 99/391 [================>................................................] Step: 335ms | Tot: 32s587ms | Loss: 0.462 | Acc: 83.906% (10740/12800) 100/391 [================>................................................] Step: 332ms | Tot: 32s919ms | Loss: 0.462 | Acc: 83.934% (10851/12928) 101/391 [================>................................................] Step: 328ms | Tot: 33s247ms | Loss: 0.462 | Acc: 83.923% (10957/13056) 102/391 [================>................................................] Step: 332ms | Tot: 33s580ms | Loss: 0.462 | Acc: 83.927% (11065/13184) 103/391 [=================>...............................................] Step: 321ms | Tot: 33s902ms | Loss: 0.462 | Acc: 83.947% (11175/13312) 104/391 [=================>...............................................] Step: 322ms | Tot: 34s224ms | Loss: 0.462 | Acc: 83.966% (11285/13440) 105/391 [=================>...............................................] Step: 329ms | Tot: 34s554ms | Loss: 0.462 | Acc: 83.977% (11394/13568) 106/391 [=================>...............................................] Step: 321ms | Tot: 34s876ms | Loss: 0.461 | Acc: 84.010% (11506/13696) 107/391 [=================>...............................................] Step: 322ms | Tot: 35s198ms | Loss: 0.462 | Acc: 83.992% (11611/13824) 108/391 [=================>...............................................] Step: 325ms | Tot: 35s523ms | Loss: 0.461 | Acc: 84.031% (11724/13952) 109/391 [==================>..............................................] Step: 330ms | Tot: 35s854ms | Loss: 0.462 | Acc: 83.970% (11823/14080) 110/391 [==================>..............................................] Step: 335ms | Tot: 36s189ms | Loss: 0.463 | Acc: 83.946% (11927/14208) 111/391 [==================>..............................................] Step: 326ms | Tot: 36s516ms | Loss: 0.464 | Acc: 83.880% (12025/14336) 112/391 [==================>..............................................] Step: 323ms | Tot: 36s839ms | Loss: 0.464 | Acc: 83.891% (12134/14464) 113/391 [==================>..............................................] Step: 321ms | Tot: 37s161ms | Loss: 0.463 | Acc: 83.950% (12250/14592) 114/391 [==================>..............................................] Step: 326ms | Tot: 37s488ms | Loss: 0.463 | Acc: 83.995% (12364/14720) 115/391 [===================>.............................................] Step: 329ms | Tot: 37s817ms | Loss: 0.463 | Acc: 84.005% (12473/14848) 116/391 [===================>.............................................] Step: 331ms | Tot: 38s149ms | Loss: 0.463 | Acc: 84.014% (12582/14976) 117/391 [===================>.............................................] Step: 327ms | Tot: 38s476ms | Loss: 0.462 | Acc: 84.024% (12691/15104) 118/391 [===================>.............................................] Step: 333ms | Tot: 38s810ms | Loss: 0.463 | Acc: 84.001% (12795/15232) 119/391 [===================>.............................................] Step: 322ms | Tot: 39s132ms | Loss: 0.463 | Acc: 84.017% (12905/15360) 120/391 [===================>.............................................] Step: 327ms | Tot: 39s459ms | Loss: 0.462 | Acc: 84.059% (13019/15488) 121/391 [====================>............................................] Step: 323ms | Tot: 39s782ms | Loss: 0.463 | Acc: 84.068% (13128/15616) 122/391 [====================>............................................] Step: 324ms | Tot: 40s107ms | Loss: 0.463 | Acc: 84.064% (13235/15744) 123/391 [====================>............................................] Step: 322ms | Tot: 40s429ms | Loss: 0.464 | Acc: 84.085% (13346/15872) 124/391 [====================>............................................] Step: 326ms | Tot: 40s755ms | Loss: 0.464 | Acc: 84.062% (13450/16000) 125/391 [====================>............................................] Step: 327ms | Tot: 41s83ms | Loss: 0.464 | Acc: 84.084% (13561/16128) 126/391 [====================>............................................] Step: 326ms | Tot: 41s409ms | Loss: 0.465 | Acc: 84.055% (13664/16256) 127/391 [=====================>...........................................] Step: 334ms | Tot: 41s744ms | Loss: 0.464 | Acc: 84.070% (13774/16384) 128/391 [=====================>...........................................] Step: 328ms | Tot: 42s72ms | Loss: 0.464 | Acc: 84.078% (13883/16512) 129/391 [=====================>...........................................] Step: 326ms | Tot: 42s398ms | Loss: 0.464 | Acc: 84.117% (13997/16640) 130/391 [=====================>...........................................] Step: 328ms | Tot: 42s727ms | Loss: 0.463 | Acc: 84.142% (14109/16768) 131/391 [=====================>...........................................] Step: 328ms | Tot: 43s56ms | Loss: 0.463 | Acc: 84.150% (14218/16896) 132/391 [=====================>...........................................] Step: 323ms | Tot: 43s379ms | Loss: 0.463 | Acc: 84.152% (14326/17024) 133/391 [======================>..........................................] Step: 333ms | Tot: 43s712ms | Loss: 0.464 | Acc: 84.118% (14428/17152) 134/391 [======================>..........................................] Step: 328ms | Tot: 44s41ms | Loss: 0.464 | Acc: 84.138% (14539/17280) 135/391 [======================>..........................................] Step: 334ms | Tot: 44s376ms | Loss: 0.464 | Acc: 84.099% (14640/17408) 136/391 [======================>..........................................] Step: 333ms | Tot: 44s709ms | Loss: 0.465 | Acc: 84.073% (14743/17536) 137/391 [======================>..........................................] Step: 326ms | Tot: 45s35ms | Loss: 0.465 | Acc: 84.058% (14848/17664) 138/391 [======================>..........................................] Step: 324ms | Tot: 45s360ms | Loss: 0.464 | Acc: 84.083% (14960/17792) 139/391 [=======================>.........................................] Step: 330ms | Tot: 45s690ms | Loss: 0.465 | Acc: 84.062% (15064/17920) 140/391 [=======================>.........................................] Step: 324ms | Tot: 46s15ms | Loss: 0.465 | Acc: 84.070% (15173/18048) 141/391 [=======================>.........................................] Step: 325ms | Tot: 46s341ms | Loss: 0.465 | Acc: 84.067% (15280/18176) 142/391 [=======================>.........................................] Step: 330ms | Tot: 46s671ms | Loss: 0.465 | Acc: 84.053% (15385/18304) 143/391 [=======================>.........................................] Step: 324ms | Tot: 46s995ms | Loss: 0.464 | Acc: 84.071% (15496/18432) 144/391 [=======================>.........................................] Step: 324ms | Tot: 47s320ms | Loss: 0.464 | Acc: 84.068% (15603/18560) 145/391 [========================>........................................] Step: 333ms | Tot: 47s653ms | Loss: 0.464 | Acc: 84.075% (15712/18688) 146/391 [========================>........................................] Step: 326ms | Tot: 47s980ms | Loss: 0.464 | Acc: 84.083% (15821/18816) 147/391 [========================>........................................] Step: 325ms | Tot: 48s305ms | Loss: 0.463 | Acc: 84.111% (15934/18944) 148/391 [========================>........................................] Step: 337ms | Tot: 48s643ms | Loss: 0.463 | Acc: 84.123% (16044/19072) 149/391 [========================>........................................] Step: 326ms | Tot: 48s969ms | Loss: 0.464 | Acc: 84.125% (16152/19200) 150/391 [========================>........................................] Step: 323ms | Tot: 49s292ms | Loss: 0.464 | Acc: 84.121% (16259/19328) 151/391 [=========================>.......................................] Step: 331ms | Tot: 49s624ms | Loss: 0.464 | Acc: 84.108% (16364/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 49s951ms | Loss: 0.463 | Acc: 84.161% (16482/19584) 153/391 [=========================>.......................................] Step: 321ms | Tot: 50s273ms | Loss: 0.462 | Acc: 84.203% (16598/19712) 154/391 [=========================>.......................................] Step: 333ms | Tot: 50s607ms | Loss: 0.462 | Acc: 84.204% (16706/19840) 155/391 [=========================>.......................................] Step: 324ms | Tot: 50s932ms | Loss: 0.461 | Acc: 84.210% (16815/19968) 156/391 [=========================>.......................................] Step: 321ms | Tot: 51s253ms | Loss: 0.461 | Acc: 84.196% (16920/20096) 157/391 [==========================>......................................] Step: 330ms | Tot: 51s584ms | Loss: 0.461 | Acc: 84.212% (17031/20224) 158/391 [==========================>......................................] Step: 322ms | Tot: 51s906ms | Loss: 0.461 | Acc: 84.208% (17138/20352) 159/391 [==========================>......................................] Step: 325ms | Tot: 52s232ms | Loss: 0.461 | Acc: 84.214% (17247/20480) 160/391 [==========================>......................................] Step: 331ms | Tot: 52s563ms | Loss: 0.461 | Acc: 84.205% (17353/20608) 161/391 [==========================>......................................] Step: 368ms | Tot: 52s932ms | Loss: 0.462 | Acc: 84.168% (17453/20736) 162/391 [==========================>......................................] Step: 349ms | Tot: 53s282ms | Loss: 0.462 | Acc: 84.183% (17564/20864) 163/391 [===========================>.....................................] Step: 335ms | Tot: 53s618ms | Loss: 0.462 | Acc: 84.146% (17664/20992) 164/391 [===========================>.....................................] Step: 323ms | Tot: 53s941ms | Loss: 0.462 | Acc: 84.162% (17775/21120) 165/391 [===========================>.....................................] Step: 323ms | Tot: 54s264ms | Loss: 0.463 | Acc: 84.149% (17880/21248) 166/391 [===========================>.....................................] Step: 332ms | Tot: 54s596ms | Loss: 0.463 | Acc: 84.150% (17988/21376) 167/391 [===========================>.....................................] Step: 324ms | Tot: 54s921ms | Loss: 0.463 | Acc: 84.138% (18093/21504) 168/391 [===========================>.....................................] Step: 324ms | Tot: 55s246ms | Loss: 0.463 | Acc: 84.130% (18199/21632) 169/391 [============================>....................................] Step: 331ms | Tot: 55s577ms | Loss: 0.464 | Acc: 84.141% (18309/21760) 170/391 [============================>....................................] Step: 325ms | Tot: 55s903ms | Loss: 0.464 | Acc: 84.156% (18420/21888) 171/391 [============================>....................................] Step: 325ms | Tot: 56s228ms | Loss: 0.463 | Acc: 84.157% (18528/22016) 172/391 [============================>....................................] Step: 334ms | Tot: 56s563ms | Loss: 0.463 | Acc: 84.163% (18637/22144) 173/391 [============================>....................................] Step: 325ms | Tot: 56s889ms | Loss: 0.463 | Acc: 84.164% (18745/22272) 174/391 [============================>....................................] Step: 326ms | Tot: 57s216ms | Loss: 0.463 | Acc: 84.179% (18856/22400) 175/391 [=============================>...................................] Step: 331ms | Tot: 57s547ms | Loss: 0.463 | Acc: 84.193% (18967/22528) 176/391 [=============================>...................................] Step: 327ms | Tot: 57s875ms | Loss: 0.463 | Acc: 84.163% (19068/22656) 177/391 [=============================>...................................] Step: 323ms | Tot: 58s198ms | Loss: 0.463 | Acc: 84.147% (19172/22784) 178/391 [=============================>...................................] Step: 326ms | Tot: 58s525ms | Loss: 0.462 | Acc: 84.166% (19284/22912) 179/391 [=============================>...................................] Step: 320ms | Tot: 58s846ms | Loss: 0.462 | Acc: 84.154% (19389/23040) 180/391 [=============================>...................................] Step: 320ms | Tot: 59s166ms | Loss: 0.462 | Acc: 84.151% (19496/23168) 181/391 [==============================>..................................] Step: 330ms | Tot: 59s497ms | Loss: 0.462 | Acc: 84.139% (19601/23296) 182/391 [==============================>..................................] Step: 323ms | Tot: 59s820ms | Loss: 0.464 | Acc: 84.076% (19694/23424) 183/391 [==============================>..................................] Step: 326ms | Tot: 1m147ms | Loss: 0.464 | Acc: 84.074% (19801/23552) 184/391 [==============================>..................................] Step: 325ms | Tot: 1m473ms | Loss: 0.463 | Acc: 84.075% (19909/23680) 185/391 [==============================>..................................] Step: 324ms | Tot: 1m797ms | Loss: 0.463 | Acc: 84.089% (20020/23808) 186/391 [==============================>..................................] Step: 324ms | Tot: 1m1s | Loss: 0.463 | Acc: 84.066% (20122/23936) 187/391 [===============================>.................................] Step: 324ms | Tot: 1m1s | Loss: 0.463 | Acc: 84.076% (20232/24064) 188/391 [===============================>.................................] Step: 333ms | Tot: 1m1s | Loss: 0.463 | Acc: 84.115% (20349/24192) 189/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.462 | Acc: 84.108% (20455/24320) 190/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.462 | Acc: 84.134% (20569/24448) 191/391 [===============================>.................................] Step: 326ms | Tot: 1m2s | Loss: 0.462 | Acc: 84.123% (20674/24576) 192/391 [===============================>.................................] Step: 324ms | Tot: 1m3s | Loss: 0.461 | Acc: 84.148% (20788/24704) 193/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.461 | Acc: 84.145% (20895/24832) 194/391 [================================>................................] Step: 333ms | Tot: 1m3s | Loss: 0.461 | Acc: 84.175% (21010/24960) 195/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.460 | Acc: 84.204% (21125/25088) 196/391 [================================>................................] Step: 324ms | Tot: 1m4s | Loss: 0.460 | Acc: 84.208% (21234/25216) 197/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.460 | Acc: 84.201% (21340/25344) 198/391 [================================>................................] Step: 326ms | Tot: 1m5s | Loss: 0.460 | Acc: 84.198% (21447/25472) 199/391 [=================================>...............................] Step: 327ms | Tot: 1m5s | Loss: 0.459 | Acc: 84.203% (21556/25600) 200/391 [=================================>...............................] Step: 332ms | Tot: 1m5s | Loss: 0.460 | Acc: 84.188% (21660/25728) 201/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.201% (21771/25856) 202/391 [=================================>...............................] Step: 324ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.186% (21875/25984) 203/391 [=================================>...............................] Step: 332ms | Tot: 1m6s | Loss: 0.460 | Acc: 84.164% (21977/26112) 204/391 [=================================>...............................] Step: 334ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.146% (22080/26240) 205/391 [==================================>..............................] Step: 326ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.136% (22185/26368) 206/391 [==================================>..............................] Step: 331ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.137% (22293/26496) 207/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.461 | Acc: 84.112% (22394/26624) 208/391 [==================================>..............................] Step: 328ms | Tot: 1m8s | Loss: 0.460 | Acc: 84.110% (22501/26752) 209/391 [==================================>..............................] Step: 332ms | Tot: 1m8s | Loss: 0.460 | Acc: 84.126% (22613/26880) 210/391 [==================================>..............................] Step: 330ms | Tot: 1m9s | Loss: 0.460 | Acc: 84.120% (22719/27008) 211/391 [===================================>.............................] Step: 320ms | Tot: 1m9s | Loss: 0.460 | Acc: 84.124% (22828/27136) 212/391 [===================================>.............................] Step: 331ms | Tot: 1m9s | Loss: 0.460 | Acc: 84.126% (22936/27264) 213/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.461 | Acc: 84.119% (23042/27392) 214/391 [===================================>.............................] Step: 320ms | Tot: 1m10s | Loss: 0.461 | Acc: 84.117% (23149/27520) 215/391 [===================================>.............................] Step: 331ms | Tot: 1m10s | Loss: 0.461 | Acc: 84.115% (23256/27648) 216/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.460 | Acc: 84.130% (23368/27776) 217/391 [====================================>............................] Step: 328ms | Tot: 1m11s | Loss: 0.461 | Acc: 84.095% (23466/27904) 218/391 [====================================>............................] Step: 330ms | Tot: 1m11s | Loss: 0.462 | Acc: 84.050% (23561/28032) 219/391 [====================================>............................] Step: 326ms | Tot: 1m11s | Loss: 0.462 | Acc: 84.041% (23666/28160) 220/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.462 | Acc: 84.029% (23770/28288) 221/391 [====================================>............................] Step: 335ms | Tot: 1m12s | Loss: 0.462 | Acc: 84.027% (23877/28416) 222/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.462 | Acc: 84.025% (23984/28544) 223/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.462 | Acc: 84.026% (24092/28672) 224/391 [=====================================>...........................] Step: 334ms | Tot: 1m13s | Loss: 0.462 | Acc: 84.021% (24198/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m13s | Loss: 0.461 | Acc: 84.043% (24312/28928) 226/391 [=====================================>...........................] Step: 328ms | Tot: 1m14s | Loss: 0.461 | Acc: 84.051% (24422/29056) 227/391 [=====================================>...........................] Step: 332ms | Tot: 1m14s | Loss: 0.461 | Acc: 84.060% (24532/29184) 228/391 [=====================================>...........................] Step: 334ms | Tot: 1m14s | Loss: 0.461 | Acc: 84.058% (24639/29312) 229/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 0.461 | Acc: 84.059% (24747/29440) 230/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.461 | Acc: 84.054% (24853/29568) 231/391 [======================================>..........................] Step: 327ms | Tot: 1m15s | Loss: 0.461 | Acc: 84.042% (24957/29696) 232/391 [======================================>..........................] Step: 334ms | Tot: 1m16s | Loss: 0.461 | Acc: 84.056% (25069/29824) 233/391 [======================================>..........................] Step: 338ms | Tot: 1m16s | Loss: 0.460 | Acc: 84.054% (25176/29952) 234/391 [======================================>..........................] Step: 332ms | Tot: 1m16s | Loss: 0.460 | Acc: 84.062% (25286/30080) 235/391 [=======================================>.........................] Step: 329ms | Tot: 1m17s | Loss: 0.460 | Acc: 84.064% (25394/30208) 236/391 [=======================================>.........................] Step: 333ms | Tot: 1m17s | Loss: 0.460 | Acc: 84.072% (25504/30336) 237/391 [=======================================>.........................] Step: 325ms | Tot: 1m17s | Loss: 0.460 | Acc: 84.047% (25604/30464) 238/391 [=======================================>.........................] Step: 331ms | Tot: 1m18s | Loss: 0.460 | Acc: 84.048% (25712/30592) 239/391 [=======================================>.........................] Step: 341ms | Tot: 1m18s | Loss: 0.461 | Acc: 84.040% (25817/30720) 240/391 [=======================================>.........................] Step: 331ms | Tot: 1m18s | Loss: 0.461 | Acc: 84.031% (25922/30848) 241/391 [========================================>........................] Step: 324ms | Tot: 1m19s | Loss: 0.461 | Acc: 84.017% (26025/30976) 242/391 [========================================>........................] Step: 332ms | Tot: 1m19s | Loss: 0.461 | Acc: 84.021% (26134/31104) 243/391 [========================================>........................] Step: 329ms | Tot: 1m19s | Loss: 0.461 | Acc: 84.029% (26244/31232) 244/391 [========================================>........................] Step: 334ms | Tot: 1m20s | Loss: 0.461 | Acc: 84.024% (26350/31360) 245/391 [========================================>........................] Step: 336ms | Tot: 1m20s | Loss: 0.461 | Acc: 84.035% (26461/31488) 246/391 [========================================>........................] Step: 334ms | Tot: 1m20s | Loss: 0.462 | Acc: 84.014% (26562/31616) 247/391 [=========================================>.......................] Step: 325ms | Tot: 1m21s | Loss: 0.462 | Acc: 84.003% (26666/31744) 248/391 [=========================================>.......................] Step: 330ms | Tot: 1m21s | Loss: 0.462 | Acc: 83.980% (26766/31872) 249/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.461 | Acc: 83.994% (26878/32000) 250/391 [=========================================>.......................] Step: 331ms | Tot: 1m22s | Loss: 0.462 | Acc: 83.970% (26978/32128) 251/391 [=========================================>.......................] Step: 338ms | Tot: 1m22s | Loss: 0.461 | Acc: 83.960% (27082/32256) 252/391 [=========================================>.......................] Step: 373ms | Tot: 1m22s | Loss: 0.462 | Acc: 83.949% (27186/32384) 253/391 [==========================================>......................] Step: 357ms | Tot: 1m23s | Loss: 0.461 | Acc: 83.963% (27298/32512) 254/391 [==========================================>......................] Step: 332ms | Tot: 1m23s | Loss: 0.462 | Acc: 83.949% (27401/32640) 255/391 [==========================================>......................] Step: 322ms | Tot: 1m23s | Loss: 0.462 | Acc: 83.923% (27500/32768) 256/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.463 | Acc: 83.907% (27602/32896) 257/391 [==========================================>......................] Step: 329ms | Tot: 1m24s | Loss: 0.463 | Acc: 83.897% (27706/33024) 258/391 [==========================================>......................] Step: 321ms | Tot: 1m24s | Loss: 0.463 | Acc: 83.901% (27815/33152) 259/391 [===========================================>.....................] Step: 320ms | Tot: 1m25s | Loss: 0.463 | Acc: 83.915% (27927/33280) 260/391 [===========================================>.....................] Step: 330ms | Tot: 1m25s | Loss: 0.462 | Acc: 83.932% (28040/33408) 261/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.462 | Acc: 83.931% (28147/33536) 262/391 [===========================================>.....................] Step: 326ms | Tot: 1m26s | Loss: 0.462 | Acc: 83.950% (28261/33664) 263/391 [===========================================>.....................] Step: 332ms | Tot: 1m26s | Loss: 0.462 | Acc: 83.943% (28366/33792) 264/391 [===========================================>.....................] Step: 324ms | Tot: 1m26s | Loss: 0.461 | Acc: 83.962% (28480/33920) 265/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.462 | Acc: 83.961% (28587/34048) 266/391 [============================================>....................] Step: 325ms | Tot: 1m27s | Loss: 0.462 | Acc: 83.948% (28690/34176) 267/391 [============================================>....................] Step: 325ms | Tot: 1m27s | Loss: 0.462 | Acc: 83.938% (28794/34304) 268/391 [============================================>....................] Step: 326ms | Tot: 1m28s | Loss: 0.462 | Acc: 83.942% (28903/34432) 269/391 [============================================>....................] Step: 329ms | Tot: 1m28s | Loss: 0.462 | Acc: 83.938% (29009/34560) 270/391 [============================================>....................] Step: 328ms | Tot: 1m28s | Loss: 0.462 | Acc: 83.940% (29117/34688) 271/391 [=============================================>...................] Step: 336ms | Tot: 1m29s | Loss: 0.462 | Acc: 83.936% (29223/34816) 272/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.463 | Acc: 83.929% (29328/34944) 273/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.463 | Acc: 83.907% (29428/35072) 274/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 0.463 | Acc: 83.915% (29538/35200) 275/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.463 | Acc: 83.911% (29644/35328) 276/391 [=============================================>...................] Step: 325ms | Tot: 1m30s | Loss: 0.463 | Acc: 83.912% (29752/35456) 277/391 [==============================================>..................] Step: 324ms | Tot: 1m31s | Loss: 0.464 | Acc: 83.911% (29859/35584) 278/391 [==============================================>..................] Step: 325ms | Tot: 1m31s | Loss: 0.464 | Acc: 83.899% (29962/35712) 279/391 [==============================================>..................] Step: 326ms | Tot: 1m31s | Loss: 0.464 | Acc: 83.909% (30073/35840) 280/391 [==============================================>..................] Step: 327ms | Tot: 1m32s | Loss: 0.464 | Acc: 83.911% (30181/35968) 281/391 [==============================================>..................] Step: 322ms | Tot: 1m32s | Loss: 0.464 | Acc: 83.923% (30293/36096) 282/391 [==============================================>..................] Step: 330ms | Tot: 1m32s | Loss: 0.464 | Acc: 83.928% (30402/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.463 | Acc: 83.943% (30515/36352) 284/391 [===============================================>.................] Step: 324ms | Tot: 1m33s | Loss: 0.463 | Acc: 83.953% (30626/36480) 285/391 [===============================================>.................] Step: 329ms | Tot: 1m33s | Loss: 0.463 | Acc: 83.946% (30731/36608) 286/391 [===============================================>.................] Step: 331ms | Tot: 1m34s | Loss: 0.463 | Acc: 83.967% (30846/36736) 287/391 [===============================================>.................] Step: 324ms | Tot: 1m34s | Loss: 0.463 | Acc: 83.968% (30954/36864) 288/391 [===============================================>.................] Step: 335ms | Tot: 1m34s | Loss: 0.463 | Acc: 83.964% (31060/36992) 289/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.463 | Acc: 83.974% (31171/37120) 290/391 [================================================>................] Step: 334ms | Tot: 1m35s | Loss: 0.462 | Acc: 83.994% (31286/37248) 291/391 [================================================>................] Step: 339ms | Tot: 1m35s | Loss: 0.462 | Acc: 84.006% (31398/37376) 292/391 [================================================>................] Step: 336ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.018% (31510/37504) 293/391 [================================================>................] Step: 332ms | Tot: 1m36s | Loss: 0.463 | Acc: 83.987% (31606/37632) 294/391 [================================================>................] Step: 338ms | Tot: 1m36s | Loss: 0.463 | Acc: 83.986% (31713/37760) 295/391 [=================================================>...............] Step: 336ms | Tot: 1m37s | Loss: 0.463 | Acc: 83.984% (31820/37888) 296/391 [=================================================>...............] Step: 333ms | Tot: 1m37s | Loss: 0.463 | Acc: 83.980% (31926/38016) 297/391 [=================================================>...............] Step: 343ms | Tot: 1m37s | Loss: 0.463 | Acc: 83.971% (32030/38144) 298/391 [=================================================>...............] Step: 335ms | Tot: 1m38s | Loss: 0.463 | Acc: 83.949% (32129/38272) 299/391 [=================================================>...............] Step: 335ms | Tot: 1m38s | Loss: 0.463 | Acc: 83.953% (32238/38400) 300/391 [=================================================>...............] Step: 343ms | Tot: 1m38s | Loss: 0.463 | Acc: 83.955% (32346/38528) 301/391 [==================================================>..............] Step: 342ms | Tot: 1m39s | Loss: 0.463 | Acc: 83.953% (32453/38656) 302/391 [==================================================>..............] Step: 333ms | Tot: 1m39s | Loss: 0.463 | Acc: 83.944% (32557/38784) 303/391 [==================================================>..............] Step: 335ms | Tot: 1m39s | Loss: 0.463 | Acc: 83.951% (32667/38912) 304/391 [==================================================>..............] Step: 333ms | Tot: 1m40s | Loss: 0.463 | Acc: 83.940% (32770/39040) 305/391 [==================================================>..............] Step: 341ms | Tot: 1m40s | Loss: 0.463 | Acc: 83.938% (32877/39168) 306/391 [==================================================>..............] Step: 349ms | Tot: 1m40s | Loss: 0.464 | Acc: 83.930% (32981/39296) 307/391 [===================================================>.............] Step: 341ms | Tot: 1m41s | Loss: 0.464 | Acc: 83.926% (33087/39424) 308/391 [===================================================>.............] Step: 350ms | Tot: 1m41s | Loss: 0.464 | Acc: 83.912% (33189/39552) 309/391 [===================================================>.............] Step: 343ms | Tot: 1m41s | Loss: 0.464 | Acc: 83.919% (33299/39680) 310/391 [===================================================>.............] Step: 344ms | Tot: 1m42s | Loss: 0.464 | Acc: 83.923% (33408/39808) 311/391 [===================================================>.............] Step: 344ms | Tot: 1m42s | Loss: 0.464 | Acc: 83.934% (33520/39936) 312/391 [===================================================>.............] Step: 336ms | Tot: 1m42s | Loss: 0.464 | Acc: 83.921% (33622/40064) 313/391 [====================================================>............] Step: 335ms | Tot: 1m43s | Loss: 0.464 | Acc: 83.922% (33730/40192) 314/391 [====================================================>............] Step: 343ms | Tot: 1m43s | Loss: 0.464 | Acc: 83.919% (33836/40320) 315/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.464 | Acc: 83.930% (33948/40448) 316/391 [====================================================>............] Step: 323ms | Tot: 1m44s | Loss: 0.464 | Acc: 83.922% (34052/40576) 317/391 [====================================================>............] Step: 327ms | Tot: 1m44s | Loss: 0.464 | Acc: 83.911% (34155/40704) 318/391 [====================================================>............] Step: 336ms | Tot: 1m44s | Loss: 0.464 | Acc: 83.910% (34262/40832) 319/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 0.464 | Acc: 83.904% (34367/40960) 320/391 [=====================================================>...........] Step: 326ms | Tot: 1m45s | Loss: 0.465 | Acc: 83.891% (34469/41088) 321/391 [=====================================================>...........] Step: 323ms | Tot: 1m45s | Loss: 0.465 | Acc: 83.892% (34577/41216) 322/391 [=====================================================>...........] Step: 327ms | Tot: 1m46s | Loss: 0.465 | Acc: 83.879% (34679/41344) 323/391 [=====================================================>...........] Step: 330ms | Tot: 1m46s | Loss: 0.465 | Acc: 83.881% (34787/41472) 324/391 [=====================================================>...........] Step: 326ms | Tot: 1m46s | Loss: 0.465 | Acc: 83.885% (34896/41600) 325/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.465 | Acc: 83.893% (35007/41728) 326/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 0.465 | Acc: 83.885% (35111/41856) 327/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.465 | Acc: 83.891% (35221/41984) 328/391 [======================================================>..........] Step: 332ms | Tot: 1m48s | Loss: 0.465 | Acc: 83.886% (35326/42112) 329/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.465 | Acc: 83.885% (35433/42240) 330/391 [======================================================>..........] Step: 324ms | Tot: 1m48s | Loss: 0.465 | Acc: 83.870% (35534/42368) 331/391 [=======================================================>.........] Step: 328ms | Tot: 1m49s | Loss: 0.466 | Acc: 83.860% (35637/42496) 332/391 [=======================================================>.........] Step: 325ms | Tot: 1m49s | Loss: 0.466 | Acc: 83.845% (35738/42624) 333/391 [=======================================================>.........] Step: 331ms | Tot: 1m49s | Loss: 0.466 | Acc: 83.835% (35841/42752) 334/391 [=======================================================>.........] Step: 325ms | Tot: 1m50s | Loss: 0.466 | Acc: 83.820% (35942/42880) 335/391 [=======================================================>.........] Step: 320ms | Tot: 1m50s | Loss: 0.466 | Acc: 83.817% (36048/43008) 336/391 [=======================================================>.........] Step: 328ms | Tot: 1m50s | Loss: 0.466 | Acc: 83.826% (36159/43136) 337/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.466 | Acc: 83.818% (36263/43264) 338/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.466 | Acc: 83.824% (36373/43392) 339/391 [========================================================>........] Step: 331ms | Tot: 1m51s | Loss: 0.466 | Acc: 83.830% (36483/43520) 340/391 [========================================================>........] Step: 325ms | Tot: 1m52s | Loss: 0.467 | Acc: 83.816% (36584/43648) 341/391 [========================================================>........] Step: 322ms | Tot: 1m52s | Loss: 0.467 | Acc: 83.808% (36688/43776) 342/391 [========================================================>........] Step: 355ms | Tot: 1m52s | Loss: 0.467 | Acc: 83.806% (36794/43904) 343/391 [=========================================================>.......] Step: 376ms | Tot: 1m53s | Loss: 0.467 | Acc: 83.800% (36899/44032) 344/391 [=========================================================>.......] Step: 332ms | Tot: 1m53s | Loss: 0.467 | Acc: 83.813% (37012/44160) 345/391 [=========================================================>.......] Step: 327ms | Tot: 1m53s | Loss: 0.467 | Acc: 83.822% (37123/44288) 346/391 [=========================================================>.......] Step: 325ms | Tot: 1m54s | Loss: 0.466 | Acc: 83.830% (37234/44416) 347/391 [=========================================================>.......] Step: 321ms | Tot: 1m54s | Loss: 0.467 | Acc: 83.834% (37343/44544) 348/391 [=========================================================>.......] Step: 328ms | Tot: 1m54s | Loss: 0.466 | Acc: 83.838% (37452/44672) 349/391 [==========================================================>......] Step: 323ms | Tot: 1m55s | Loss: 0.466 | Acc: 83.830% (37556/44800) 350/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.466 | Acc: 83.841% (37668/44928) 351/391 [==========================================================>......] Step: 337ms | Tot: 1m55s | Loss: 0.467 | Acc: 83.840% (37775/45056) 352/391 [==========================================================>......] Step: 324ms | Tot: 1m56s | Loss: 0.467 | Acc: 83.826% (37876/45184) 353/391 [==========================================================>......] Step: 321ms | Tot: 1m56s | Loss: 0.467 | Acc: 83.830% (37985/45312) 354/391 [==========================================================>......] Step: 329ms | Tot: 1m56s | Loss: 0.467 | Acc: 83.812% (38084/45440) 355/391 [===========================================================>.....] Step: 327ms | Tot: 1m57s | Loss: 0.467 | Acc: 83.804% (38188/45568) 356/391 [===========================================================>.....] Step: 321ms | Tot: 1m57s | Loss: 0.467 | Acc: 83.795% (38291/45696) 357/391 [===========================================================>.....] Step: 332ms | Tot: 1m57s | Loss: 0.468 | Acc: 83.775% (38389/45824) 358/391 [===========================================================>.....] Step: 324ms | Tot: 1m57s | Loss: 0.468 | Acc: 83.777% (38497/45952) 359/391 [===========================================================>.....] Step: 319ms | Tot: 1m58s | Loss: 0.468 | Acc: 83.791% (38611/46080) 360/391 [===========================================================>.....] Step: 333ms | Tot: 1m58s | Loss: 0.468 | Acc: 83.776% (38711/46208) 361/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.468 | Acc: 83.777% (38819/46336) 362/391 [============================================================>....] Step: 319ms | Tot: 1m59s | Loss: 0.469 | Acc: 83.762% (38919/46464) 363/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 0.469 | Acc: 83.755% (39023/46592) 364/391 [============================================================>....] Step: 319ms | Tot: 1m59s | Loss: 0.469 | Acc: 83.744% (39125/46720) 365/391 [============================================================>....] Step: 320ms | Tot: 2m251ms | Loss: 0.469 | Acc: 83.743% (39232/46848) 366/391 [============================================================>....] Step: 329ms | Tot: 2m581ms | Loss: 0.469 | Acc: 83.743% (39339/46976) 367/391 [=============================================================>...] Step: 320ms | Tot: 2m901ms | Loss: 0.469 | Acc: 83.751% (39450/47104) 368/391 [=============================================================>...] Step: 321ms | Tot: 2m1s | Loss: 0.469 | Acc: 83.750% (39557/47232) 369/391 [=============================================================>...] Step: 332ms | Tot: 2m1s | Loss: 0.469 | Acc: 83.761% (39669/47360) 370/391 [=============================================================>...] Step: 320ms | Tot: 2m1s | Loss: 0.469 | Acc: 83.747% (39770/47488) 371/391 [=============================================================>...] Step: 320ms | Tot: 2m2s | Loss: 0.469 | Acc: 83.745% (39876/47616) 372/391 [=============================================================>...] Step: 324ms | Tot: 2m2s | Loss: 0.469 | Acc: 83.757% (39989/47744) 373/391 [==============================================================>..] Step: 319ms | Tot: 2m2s | Loss: 0.469 | Acc: 83.761% (40098/47872) 374/391 [==============================================================>..] Step: 323ms | Tot: 2m3s | Loss: 0.468 | Acc: 83.767% (40208/48000) 375/391 [==============================================================>..] Step: 319ms | Tot: 2m3s | Loss: 0.469 | Acc: 83.764% (40314/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.469 | Acc: 83.753% (40416/48256) 377/391 [==============================================================>..] Step: 318ms | Tot: 2m4s | Loss: 0.469 | Acc: 83.753% (40523/48384) 378/391 [==============================================================>..] Step: 319ms | Tot: 2m4s | Loss: 0.469 | Acc: 83.746% (40627/48512) 379/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.469 | Acc: 83.762% (40742/48640) 380/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.468 | Acc: 83.774% (40855/48768) 381/391 [===============================================================>.] Step: 316ms | Tot: 2m5s | Loss: 0.468 | Acc: 83.784% (40967/48896) 382/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.468 | Acc: 83.779% (41072/49024) 383/391 [===============================================================>.] Step: 318ms | Tot: 2m6s | Loss: 0.469 | Acc: 83.775% (41177/49152) 384/391 [===============================================================>.] Step: 314ms | Tot: 2m6s | Loss: 0.468 | Acc: 83.778% (41286/49280) 385/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.469 | Acc: 83.766% (41387/49408) 386/391 [================================================================>] Step: 316ms | Tot: 2m6s | Loss: 0.469 | Acc: 83.767% (41495/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m7s | Loss: 0.469 | Acc: 83.751% (41594/49664) 388/391 [================================================================>] Step: 324ms | Tot: 2m7s | Loss: 0.469 | Acc: 83.744% (41698/49792) 389/391 [================================================================>] Step: 315ms | Tot: 2m7s | Loss: 0.469 | Acc: 83.730% (41798/49920) 390/391 [================================================================>] Step: 300ms | Tot: 2m8s | Loss: 0.469 | Acc: 83.722% (41861/50000) 391/391 + [>................................................................] Step: 914ms | Tot: 2ms | Loss: 0.799 | Acc: 73.000% (73/100) 1/100 [>................................................................] Step: 271ms | Tot: 274ms | Loss: 0.722 | Acc: 77.000% (154/200) 2/100 [=>...............................................................] Step: 264ms | Tot: 538ms | Loss: 0.689 | Acc: 76.333% (229/300) 3/100 [=>...............................................................] Step: 259ms | Tot: 797ms | Loss: 0.680 | Acc: 76.250% (305/400) 4/100 [==>..............................................................] Step: 258ms | Tot: 1s56ms | Loss: 0.659 | Acc: 76.600% (383/500) 5/100 [===>.............................................................] Step: 270ms | Tot: 1s327ms | Loss: 0.619 | Acc: 78.500% (471/600) 6/100 [===>.............................................................] Step: 255ms | Tot: 1s583ms | Loss: 0.628 | Acc: 78.286% (548/700) 7/100 [====>............................................................] Step: 258ms | Tot: 1s841ms | Loss: 0.665 | Acc: 77.250% (618/800) 8/100 [=====>...........................................................] Step: 255ms | Tot: 2s97ms | Loss: 0.665 | Acc: 76.889% (692/900) 9/100 [=====>...........................................................] Step: 265ms | Tot: 2s363ms | Loss: 0.659 | Acc: 77.400% (774/1000) 10/100 [======>..........................................................] Step: 260ms | Tot: 2s623ms | Loss: 0.660 | Acc: 77.455% (852/1100) 11/100 [=======>.........................................................] Step: 258ms | Tot: 2s881ms | Loss: 0.664 | Acc: 77.417% (929/1200) 12/100 [=======>.........................................................] Step: 266ms | Tot: 3s148ms | Loss: 0.652 | Acc: 77.615% (1009/1300) 13/100 [========>........................................................] Step: 265ms | Tot: 3s413ms | Loss: 0.663 | Acc: 77.500% (1085/1400) 14/100 [=========>.......................................................] Step: 259ms | Tot: 3s672ms | Loss: 0.657 | Acc: 77.533% (1163/1500) 15/100 [=========>.......................................................] Step: 262ms | Tot: 3s935ms | Loss: 0.666 | Acc: 77.375% (1238/1600) 16/100 [==========>......................................................] Step: 254ms | Tot: 4s189ms | Loss: 0.667 | Acc: 77.471% (1317/1700) 17/100 [===========>.....................................................] Step: 271ms | Tot: 4s460ms | Loss: 0.673 | Acc: 77.056% (1387/1800) 18/100 [===========>.....................................................] Step: 256ms | Tot: 4s717ms | Loss: 0.670 | Acc: 77.000% (1463/1900) 19/100 [============>....................................................] Step: 270ms | Tot: 4s988ms | Loss: 0.671 | Acc: 77.050% (1541/2000) 20/100 [=============>...................................................] Step: 257ms | Tot: 5s245ms | Loss: 0.663 | Acc: 77.190% (1621/2100) 21/100 [=============>...................................................] Step: 262ms | Tot: 5s508ms | Loss: 0.660 | Acc: 77.136% (1697/2200) 22/100 [==============>..................................................] Step: 257ms | Tot: 5s766ms | Loss: 0.658 | Acc: 77.174% (1775/2300) 23/100 [==============>..................................................] Step: 279ms | Tot: 6s45ms | Loss: 0.656 | Acc: 77.458% (1859/2400) 24/100 [===============>.................................................] Step: 262ms | Tot: 6s308ms | Loss: 0.655 | Acc: 77.480% (1937/2500) 25/100 [================>................................................] Step: 259ms | Tot: 6s567ms | Loss: 0.665 | Acc: 77.154% (2006/2600) 26/100 [================>................................................] Step: 260ms | Tot: 6s827ms | Loss: 0.657 | Acc: 77.370% (2089/2700) 27/100 [=================>...............................................] Step: 256ms | Tot: 7s84ms | Loss: 0.655 | Acc: 77.536% (2171/2800) 28/100 [==================>..............................................] Step: 264ms | Tot: 7s348ms | Loss: 0.652 | Acc: 77.655% (2252/2900) 29/100 [==================>..............................................] Step: 256ms | Tot: 7s605ms | Loss: 0.647 | Acc: 77.867% (2336/3000) 30/100 [===================>.............................................] Step: 261ms | Tot: 7s866ms | Loss: 0.647 | Acc: 77.871% (2414/3100) 31/100 [====================>............................................] Step: 257ms | Tot: 8s123ms | Loss: 0.642 | Acc: 78.000% (2496/3200) 32/100 [====================>............................................] Step: 271ms | Tot: 8s395ms | Loss: 0.643 | Acc: 78.000% (2574/3300) 33/100 [=====================>...........................................] Step: 261ms | Tot: 8s656ms | Loss: 0.641 | Acc: 78.000% (2652/3400) 34/100 [======================>..........................................] Step: 261ms | Tot: 8s918ms | Loss: 0.645 | Acc: 77.971% (2729/3500) 35/100 [======================>..........................................] Step: 263ms | Tot: 9s182ms | Loss: 0.641 | Acc: 78.194% (2815/3600) 36/100 [=======================>.........................................] Step: 266ms | Tot: 9s448ms | Loss: 0.645 | Acc: 78.054% (2888/3700) 37/100 [========================>........................................] Step: 264ms | Tot: 9s713ms | Loss: 0.647 | Acc: 78.026% (2965/3800) 38/100 [========================>........................................] Step: 264ms | Tot: 9s977ms | Loss: 0.644 | Acc: 78.128% (3047/3900) 39/100 [=========================>.......................................] Step: 262ms | Tot: 10s240ms | Loss: 0.645 | Acc: 78.175% (3127/4000) 40/100 [==========================>......................................] Step: 263ms | Tot: 10s503ms | Loss: 0.645 | Acc: 78.220% (3207/4100) 41/100 [==========================>......................................] Step: 262ms | Tot: 10s766ms | Loss: 0.648 | Acc: 78.071% (3279/4200) 42/100 [===========================>.....................................] Step: 259ms | Tot: 11s26ms | Loss: 0.644 | Acc: 78.233% (3364/4300) 43/100 [===========================>.....................................] Step: 258ms | Tot: 11s284ms | Loss: 0.643 | Acc: 78.250% (3443/4400) 44/100 [============================>....................................] Step: 263ms | Tot: 11s547ms | Loss: 0.641 | Acc: 78.289% (3523/4500) 45/100 [=============================>...................................] Step: 265ms | Tot: 11s813ms | Loss: 0.642 | Acc: 78.174% (3596/4600) 46/100 [=============================>...................................] Step: 262ms | Tot: 12s76ms | Loss: 0.643 | Acc: 78.191% (3675/4700) 47/100 [==============================>..................................] Step: 272ms | Tot: 12s348ms | Loss: 0.646 | Acc: 78.146% (3751/4800) 48/100 [===============================>.................................] Step: 260ms | Tot: 12s609ms | Loss: 0.641 | Acc: 78.286% (3836/4900) 49/100 [===============================>.................................] Step: 261ms | Tot: 12s870ms | Loss: 0.644 | Acc: 78.120% (3906/5000) 50/100 [================================>................................] Step: 259ms | Tot: 13s130ms | Loss: 0.644 | Acc: 78.098% (3983/5100) 51/100 [=================================>...............................] Step: 270ms | Tot: 13s400ms | Loss: 0.647 | Acc: 77.885% (4050/5200) 52/100 [=================================>...............................] Step: 314ms | Tot: 13s715ms | Loss: 0.645 | Acc: 78.000% (4134/5300) 53/100 [==================================>..............................] Step: 295ms | Tot: 14s11ms | Loss: 0.643 | Acc: 78.148% (4220/5400) 54/100 [===================================>.............................] Step: 260ms | Tot: 14s271ms | Loss: 0.643 | Acc: 78.109% (4296/5500) 55/100 [===================================>.............................] Step: 264ms | Tot: 14s535ms | Loss: 0.647 | Acc: 78.036% (4370/5600) 56/100 [====================================>............................] Step: 259ms | Tot: 14s794ms | Loss: 0.648 | Acc: 78.000% (4446/5700) 57/100 [=====================================>...........................] Step: 258ms | Tot: 15s53ms | Loss: 0.648 | Acc: 78.000% (4524/5800) 58/100 [=====================================>...........................] Step: 260ms | Tot: 15s313ms | Loss: 0.652 | Acc: 77.864% (4594/5900) 59/100 [======================================>..........................] Step: 259ms | Tot: 15s572ms | Loss: 0.654 | Acc: 77.817% (4669/6000) 60/100 [=======================================>.........................] Step: 262ms | Tot: 15s835ms | Loss: 0.653 | Acc: 77.803% (4746/6100) 61/100 [=======================================>.........................] Step: 259ms | Tot: 16s94ms | Loss: 0.649 | Acc: 77.903% (4830/6200) 62/100 [========================================>........................] Step: 266ms | Tot: 16s360ms | Loss: 0.650 | Acc: 77.905% (4908/6300) 63/100 [========================================>........................] Step: 257ms | Tot: 16s617ms | Loss: 0.648 | Acc: 77.938% (4988/6400) 64/100 [=========================================>.......................] Step: 258ms | Tot: 16s875ms | Loss: 0.650 | Acc: 77.923% (5065/6500) 65/100 [==========================================>......................] Step: 256ms | Tot: 17s132ms | Loss: 0.650 | Acc: 77.909% (5142/6600) 66/100 [==========================================>......................] Step: 268ms | Tot: 17s400ms | Loss: 0.651 | Acc: 77.881% (5218/6700) 67/100 [===========================================>.....................] Step: 257ms | Tot: 17s657ms | Loss: 0.650 | Acc: 77.912% (5298/6800) 68/100 [============================================>....................] Step: 269ms | Tot: 17s927ms | Loss: 0.650 | Acc: 77.870% (5373/6900) 69/100 [============================================>....................] Step: 265ms | Tot: 18s192ms | Loss: 0.651 | Acc: 77.871% (5451/7000) 70/100 [=============================================>...................] Step: 277ms | Tot: 18s469ms | Loss: 0.652 | Acc: 77.901% (5531/7100) 71/100 [==============================================>..................] Step: 267ms | Tot: 18s737ms | Loss: 0.652 | Acc: 77.944% (5612/7200) 72/100 [==============================================>..................] Step: 268ms | Tot: 19s5ms | Loss: 0.650 | Acc: 78.055% (5698/7300) 73/100 [===============================================>.................] Step: 268ms | Tot: 19s273ms | Loss: 0.648 | Acc: 78.135% (5782/7400) 74/100 [================================================>................] Step: 271ms | Tot: 19s544ms | Loss: 0.649 | Acc: 78.147% (5861/7500) 75/100 [================================================>................] Step: 267ms | Tot: 19s812ms | Loss: 0.647 | Acc: 78.184% (5942/7600) 76/100 [=================================================>...............] Step: 267ms | Tot: 20s80ms | Loss: 0.646 | Acc: 78.169% (6019/7700) 77/100 [==================================================>..............] Step: 276ms | Tot: 20s357ms | Loss: 0.648 | Acc: 78.064% (6089/7800) 78/100 [==================================================>..............] Step: 267ms | Tot: 20s624ms | Loss: 0.647 | Acc: 78.114% (6171/7900) 79/100 [===================================================>.............] Step: 272ms | Tot: 20s896ms | Loss: 0.648 | Acc: 78.100% (6248/8000) 80/100 [====================================================>............] Step: 265ms | Tot: 21s162ms | Loss: 0.645 | Acc: 78.148% (6330/8100) 81/100 [====================================================>............] Step: 273ms | Tot: 21s435ms | Loss: 0.644 | Acc: 78.134% (6407/8200) 82/100 [=====================================================>...........] Step: 265ms | Tot: 21s700ms | Loss: 0.644 | Acc: 78.145% (6486/8300) 83/100 [=====================================================>...........] Step: 266ms | Tot: 21s967ms | Loss: 0.646 | Acc: 78.083% (6559/8400) 84/100 [======================================================>..........] Step: 266ms | Tot: 22s234ms | Loss: 0.647 | Acc: 78.071% (6636/8500) 85/100 [=======================================================>.........] Step: 271ms | Tot: 22s506ms | Loss: 0.647 | Acc: 78.012% (6709/8600) 86/100 [=======================================================>.........] Step: 269ms | Tot: 22s775ms | Loss: 0.648 | Acc: 77.954% (6782/8700) 87/100 [========================================================>........] Step: 265ms | Tot: 23s41ms | Loss: 0.650 | Acc: 77.875% (6853/8800) 88/100 [=========================================================>.......] Step: 268ms | Tot: 23s310ms | Loss: 0.651 | Acc: 77.876% (6931/8900) 89/100 [=========================================================>.......] Step: 269ms | Tot: 23s580ms | Loss: 0.652 | Acc: 77.867% (7008/9000) 90/100 [==========================================================>......] Step: 269ms | Tot: 23s849ms | Loss: 0.649 | Acc: 77.956% (7094/9100) 91/100 [===========================================================>.....] Step: 267ms | Tot: 24s116ms | Loss: 0.646 | Acc: 78.054% (7181/9200) 92/100 [===========================================================>.....] Step: 274ms | Tot: 24s391ms | Loss: 0.647 | Acc: 78.054% (7259/9300) 93/100 [============================================================>....] Step: 268ms | Tot: 24s660ms | Loss: 0.647 | Acc: 78.074% (7339/9400) 94/100 [=============================================================>...] Step: 272ms | Tot: 24s932ms | Loss: 0.646 | Acc: 78.063% (7416/9500) 95/100 [=============================================================>...] Step: 267ms | Tot: 25s200ms | Loss: 0.646 | Acc: 78.052% (7493/9600) 96/100 [==============================================================>..] Step: 274ms | Tot: 25s475ms | Loss: 0.646 | Acc: 78.041% (7570/9700) 97/100 [===============================================================>.] Step: 267ms | Tot: 25s743ms | Loss: 0.647 | Acc: 78.000% (7644/9800) 98/100 [===============================================================>.] Step: 267ms | Tot: 26s11ms | Loss: 0.648 | Acc: 77.990% (7721/9900) 99/100 [================================================================>] Step: 266ms | Tot: 26s277ms | Loss: 0.649 | Acc: 77.960% (7796/10000) 100/100 + +Epoch: 33 + [>................................................................] Step: 1s111ms | Tot: 2ms | Loss: 0.567 | Acc: 81.250% (104/128) 1/391 [>................................................................] Step: 337ms | Tot: 339ms | Loss: 0.506 | Acc: 83.594% (214/256) 2/391 [>................................................................] Step: 339ms | Tot: 679ms | Loss: 0.494 | Acc: 83.594% (321/384) 3/391 [>................................................................] Step: 330ms | Tot: 1s9ms | Loss: 0.489 | Acc: 83.984% (430/512) 4/391 [>................................................................] Step: 320ms | Tot: 1s329ms | Loss: 0.481 | Acc: 84.219% (539/640) 5/391 [>................................................................] Step: 325ms | Tot: 1s655ms | Loss: 0.490 | Acc: 83.073% (638/768) 6/391 [>................................................................] Step: 324ms | Tot: 1s979ms | Loss: 0.493 | Acc: 82.924% (743/896) 7/391 [=>...............................................................] Step: 325ms | Tot: 2s305ms | Loss: 0.493 | Acc: 82.812% (848/1024) 8/391 [=>...............................................................] Step: 325ms | Tot: 2s630ms | Loss: 0.483 | Acc: 83.160% (958/1152) 9/391 [=>...............................................................] Step: 330ms | Tot: 2s960ms | Loss: 0.481 | Acc: 83.359% (1067/1280) 10/391 [=>...............................................................] Step: 323ms | Tot: 3s284ms | Loss: 0.476 | Acc: 83.310% (1173/1408) 11/391 [=>...............................................................] Step: 321ms | Tot: 3s605ms | Loss: 0.473 | Acc: 83.398% (1281/1536) 12/391 [=>...............................................................] Step: 322ms | Tot: 3s928ms | Loss: 0.478 | Acc: 83.293% (1386/1664) 13/391 [==>..............................................................] Step: 325ms | Tot: 4s253ms | Loss: 0.468 | Acc: 83.426% (1495/1792) 14/391 [==>..............................................................] Step: 322ms | Tot: 4s576ms | Loss: 0.466 | Acc: 83.646% (1606/1920) 15/391 [==>..............................................................] Step: 319ms | Tot: 4s896ms | Loss: 0.466 | Acc: 83.643% (1713/2048) 16/391 [==>..............................................................] Step: 328ms | Tot: 5s224ms | Loss: 0.469 | Acc: 83.456% (1816/2176) 17/391 [==>..............................................................] Step: 325ms | Tot: 5s549ms | Loss: 0.470 | Acc: 83.333% (1920/2304) 18/391 [==>..............................................................] Step: 320ms | Tot: 5s870ms | Loss: 0.466 | Acc: 83.553% (2032/2432) 19/391 [===>.............................................................] Step: 325ms | Tot: 6s195ms | Loss: 0.465 | Acc: 83.438% (2136/2560) 20/391 [===>.............................................................] Step: 322ms | Tot: 6s517ms | Loss: 0.461 | Acc: 83.743% (2251/2688) 21/391 [===>.............................................................] Step: 320ms | Tot: 6s837ms | Loss: 0.469 | Acc: 83.523% (2352/2816) 22/391 [===>.............................................................] Step: 327ms | Tot: 7s165ms | Loss: 0.469 | Acc: 83.526% (2459/2944) 23/391 [===>.............................................................] Step: 328ms | Tot: 7s493ms | Loss: 0.470 | Acc: 83.431% (2563/3072) 24/391 [===>.............................................................] Step: 320ms | Tot: 7s814ms | Loss: 0.470 | Acc: 83.500% (2672/3200) 25/391 [====>............................................................] Step: 328ms | Tot: 8s143ms | Loss: 0.468 | Acc: 83.534% (2780/3328) 26/391 [====>............................................................] Step: 323ms | Tot: 8s466ms | Loss: 0.466 | Acc: 83.507% (2886/3456) 27/391 [====>............................................................] Step: 320ms | Tot: 8s787ms | Loss: 0.463 | Acc: 83.705% (3000/3584) 28/391 [====>............................................................] Step: 333ms | Tot: 9s121ms | Loss: 0.464 | Acc: 83.567% (3102/3712) 29/391 [====>............................................................] Step: 323ms | Tot: 9s444ms | Loss: 0.460 | Acc: 83.802% (3218/3840) 30/391 [====>............................................................] Step: 320ms | Tot: 9s764ms | Loss: 0.460 | Acc: 83.745% (3323/3968) 31/391 [=====>...........................................................] Step: 328ms | Tot: 10s93ms | Loss: 0.459 | Acc: 83.838% (3434/4096) 32/391 [=====>...........................................................] Step: 321ms | Tot: 10s414ms | Loss: 0.458 | Acc: 83.925% (3545/4224) 33/391 [=====>...........................................................] Step: 320ms | Tot: 10s735ms | Loss: 0.457 | Acc: 84.030% (3657/4352) 34/391 [=====>...........................................................] Step: 332ms | Tot: 11s67ms | Loss: 0.455 | Acc: 84.107% (3768/4480) 35/391 [=====>...........................................................] Step: 324ms | Tot: 11s391ms | Loss: 0.453 | Acc: 84.180% (3879/4608) 36/391 [=====>...........................................................] Step: 321ms | Tot: 11s713ms | Loss: 0.451 | Acc: 84.248% (3990/4736) 37/391 [======>..........................................................] Step: 328ms | Tot: 12s41ms | Loss: 0.450 | Acc: 84.354% (4103/4864) 38/391 [======>..........................................................] Step: 336ms | Tot: 12s378ms | Loss: 0.452 | Acc: 84.315% (4209/4992) 39/391 [======>..........................................................] Step: 324ms | Tot: 12s703ms | Loss: 0.453 | Acc: 84.238% (4313/5120) 40/391 [======>..........................................................] Step: 329ms | Tot: 13s33ms | Loss: 0.451 | Acc: 84.356% (4427/5248) 41/391 [======>..........................................................] Step: 322ms | Tot: 13s355ms | Loss: 0.451 | Acc: 84.394% (4537/5376) 42/391 [======>..........................................................] Step: 323ms | Tot: 13s679ms | Loss: 0.451 | Acc: 84.430% (4647/5504) 43/391 [=======>.........................................................] Step: 330ms | Tot: 14s9ms | Loss: 0.449 | Acc: 84.499% (4759/5632) 44/391 [=======>.........................................................] Step: 322ms | Tot: 14s332ms | Loss: 0.450 | Acc: 84.479% (4866/5760) 45/391 [=======>.........................................................] Step: 321ms | Tot: 14s653ms | Loss: 0.448 | Acc: 84.562% (4979/5888) 46/391 [=======>.........................................................] Step: 325ms | Tot: 14s979ms | Loss: 0.450 | Acc: 84.508% (5084/6016) 47/391 [=======>.........................................................] Step: 321ms | Tot: 15s300ms | Loss: 0.451 | Acc: 84.473% (5190/6144) 48/391 [=======>.........................................................] Step: 323ms | Tot: 15s624ms | Loss: 0.452 | Acc: 84.455% (5297/6272) 49/391 [========>........................................................] Step: 324ms | Tot: 15s948ms | Loss: 0.451 | Acc: 84.469% (5406/6400) 50/391 [========>........................................................] Step: 368ms | Tot: 16s317ms | Loss: 0.451 | Acc: 84.436% (5512/6528) 51/391 [========>........................................................] Step: 357ms | Tot: 16s674ms | Loss: 0.449 | Acc: 84.480% (5623/6656) 52/391 [========>........................................................] Step: 331ms | Tot: 17s6ms | Loss: 0.449 | Acc: 84.419% (5727/6784) 53/391 [========>........................................................] Step: 319ms | Tot: 17s326ms | Loss: 0.447 | Acc: 84.491% (5840/6912) 54/391 [========>........................................................] Step: 322ms | Tot: 17s648ms | Loss: 0.447 | Acc: 84.474% (5947/7040) 55/391 [=========>.......................................................] Step: 325ms | Tot: 17s973ms | Loss: 0.447 | Acc: 84.501% (6057/7168) 56/391 [=========>.......................................................] Step: 328ms | Tot: 18s302ms | Loss: 0.449 | Acc: 84.430% (6160/7296) 57/391 [=========>.......................................................] Step: 325ms | Tot: 18s627ms | Loss: 0.447 | Acc: 84.496% (6273/7424) 58/391 [=========>.......................................................] Step: 325ms | Tot: 18s953ms | Loss: 0.445 | Acc: 84.547% (6385/7552) 59/391 [=========>.......................................................] Step: 320ms | Tot: 19s273ms | Loss: 0.445 | Acc: 84.596% (6497/7680) 60/391 [=========>.......................................................] Step: 324ms | Tot: 19s597ms | Loss: 0.445 | Acc: 84.606% (6606/7808) 61/391 [==========>......................................................] Step: 328ms | Tot: 19s926ms | Loss: 0.444 | Acc: 84.627% (6716/7936) 62/391 [==========>......................................................] Step: 321ms | Tot: 20s247ms | Loss: 0.444 | Acc: 84.710% (6831/8064) 63/391 [==========>......................................................] Step: 325ms | Tot: 20s573ms | Loss: 0.443 | Acc: 84.778% (6945/8192) 64/391 [==========>......................................................] Step: 317ms | Tot: 20s891ms | Loss: 0.445 | Acc: 84.724% (7049/8320) 65/391 [==========>......................................................] Step: 326ms | Tot: 21s217ms | Loss: 0.446 | Acc: 84.683% (7154/8448) 66/391 [==========>......................................................] Step: 324ms | Tot: 21s542ms | Loss: 0.445 | Acc: 84.701% (7264/8576) 67/391 [===========>.....................................................] Step: 321ms | Tot: 21s863ms | Loss: 0.447 | Acc: 84.651% (7368/8704) 68/391 [===========>.....................................................] Step: 326ms | Tot: 22s190ms | Loss: 0.448 | Acc: 84.624% (7474/8832) 69/391 [===========>.....................................................] Step: 325ms | Tot: 22s515ms | Loss: 0.450 | Acc: 84.576% (7578/8960) 70/391 [===========>.....................................................] Step: 323ms | Tot: 22s839ms | Loss: 0.448 | Acc: 84.683% (7696/9088) 71/391 [===========>.....................................................] Step: 334ms | Tot: 23s173ms | Loss: 0.447 | Acc: 84.733% (7809/9216) 72/391 [===========>.....................................................] Step: 331ms | Tot: 23s505ms | Loss: 0.446 | Acc: 84.739% (7918/9344) 73/391 [============>....................................................] Step: 322ms | Tot: 23s828ms | Loss: 0.445 | Acc: 84.797% (8032/9472) 74/391 [============>....................................................] Step: 326ms | Tot: 24s155ms | Loss: 0.446 | Acc: 84.760% (8137/9600) 75/391 [============>....................................................] Step: 322ms | Tot: 24s477ms | Loss: 0.444 | Acc: 84.848% (8254/9728) 76/391 [============>....................................................] Step: 322ms | Tot: 24s799ms | Loss: 0.444 | Acc: 84.872% (8365/9856) 77/391 [============>....................................................] Step: 328ms | Tot: 25s128ms | Loss: 0.444 | Acc: 84.896% (8476/9984) 78/391 [============>....................................................] Step: 322ms | Tot: 25s450ms | Loss: 0.443 | Acc: 84.919% (8587/10112) 79/391 [=============>...................................................] Step: 324ms | Tot: 25s774ms | Loss: 0.444 | Acc: 84.883% (8692/10240) 80/391 [=============>...................................................] Step: 327ms | Tot: 26s102ms | Loss: 0.445 | Acc: 84.838% (8796/10368) 81/391 [=============>...................................................] Step: 322ms | Tot: 26s424ms | Loss: 0.444 | Acc: 84.880% (8909/10496) 82/391 [=============>...................................................] Step: 322ms | Tot: 26s747ms | Loss: 0.443 | Acc: 84.893% (9019/10624) 83/391 [=============>...................................................] Step: 331ms | Tot: 27s78ms | Loss: 0.442 | Acc: 84.896% (9128/10752) 84/391 [=============>...................................................] Step: 323ms | Tot: 27s402ms | Loss: 0.442 | Acc: 84.926% (9240/10880) 85/391 [==============>..................................................] Step: 324ms | Tot: 27s727ms | Loss: 0.442 | Acc: 84.902% (9346/11008) 86/391 [==============>..................................................] Step: 330ms | Tot: 28s57ms | Loss: 0.442 | Acc: 84.905% (9455/11136) 87/391 [==============>..................................................] Step: 330ms | Tot: 28s388ms | Loss: 0.442 | Acc: 84.899% (9563/11264) 88/391 [==============>..................................................] Step: 326ms | Tot: 28s714ms | Loss: 0.443 | Acc: 84.849% (9666/11392) 89/391 [==============>..................................................] Step: 331ms | Tot: 29s45ms | Loss: 0.443 | Acc: 84.818% (9771/11520) 90/391 [==============>..................................................] Step: 324ms | Tot: 29s370ms | Loss: 0.443 | Acc: 84.830% (9881/11648) 91/391 [===============>.................................................] Step: 323ms | Tot: 29s693ms | Loss: 0.444 | Acc: 84.783% (9984/11776) 92/391 [===============>.................................................] Step: 329ms | Tot: 30s23ms | Loss: 0.444 | Acc: 84.778% (10092/11904) 93/391 [===============>.................................................] Step: 326ms | Tot: 30s349ms | Loss: 0.445 | Acc: 84.774% (10200/12032) 94/391 [===============>.................................................] Step: 327ms | Tot: 30s677ms | Loss: 0.445 | Acc: 84.745% (10305/12160) 95/391 [===============>.................................................] Step: 334ms | Tot: 31s11ms | Loss: 0.447 | Acc: 84.676% (10405/12288) 96/391 [===============>.................................................] Step: 322ms | Tot: 31s333ms | Loss: 0.448 | Acc: 84.681% (10514/12416) 97/391 [================>................................................] Step: 325ms | Tot: 31s659ms | Loss: 0.449 | Acc: 84.638% (10617/12544) 98/391 [================>................................................] Step: 329ms | Tot: 31s988ms | Loss: 0.448 | Acc: 84.620% (10723/12672) 99/391 [================>................................................] Step: 323ms | Tot: 32s311ms | Loss: 0.449 | Acc: 84.570% (10825/12800) 100/391 [================>................................................] Step: 323ms | Tot: 32s635ms | Loss: 0.449 | Acc: 84.561% (10932/12928) 101/391 [================>................................................] Step: 331ms | Tot: 32s967ms | Loss: 0.450 | Acc: 84.559% (11040/13056) 102/391 [================>................................................] Step: 334ms | Tot: 33s301ms | Loss: 0.449 | Acc: 84.572% (11150/13184) 103/391 [=================>...............................................] Step: 332ms | Tot: 33s633ms | Loss: 0.448 | Acc: 84.593% (11261/13312) 104/391 [=================>...............................................] Step: 328ms | Tot: 33s961ms | Loss: 0.448 | Acc: 84.598% (11370/13440) 105/391 [=================>...............................................] Step: 326ms | Tot: 34s288ms | Loss: 0.449 | Acc: 84.574% (11475/13568) 106/391 [=================>...............................................] Step: 328ms | Tot: 34s617ms | Loss: 0.449 | Acc: 84.543% (11579/13696) 107/391 [=================>...............................................] Step: 331ms | Tot: 34s949ms | Loss: 0.449 | Acc: 84.585% (11693/13824) 108/391 [=================>...............................................] Step: 329ms | Tot: 35s279ms | Loss: 0.450 | Acc: 84.540% (11795/13952) 109/391 [==================>..............................................] Step: 334ms | Tot: 35s613ms | Loss: 0.449 | Acc: 84.595% (11911/14080) 110/391 [==================>..............................................] Step: 334ms | Tot: 35s948ms | Loss: 0.450 | Acc: 84.572% (12016/14208) 111/391 [==================>..............................................] Step: 330ms | Tot: 36s278ms | Loss: 0.451 | Acc: 84.528% (12118/14336) 112/391 [==================>..............................................] Step: 331ms | Tot: 36s610ms | Loss: 0.450 | Acc: 84.555% (12230/14464) 113/391 [==================>..............................................] Step: 334ms | Tot: 36s944ms | Loss: 0.450 | Acc: 84.553% (12338/14592) 114/391 [==================>..............................................] Step: 334ms | Tot: 37s278ms | Loss: 0.450 | Acc: 84.524% (12442/14720) 115/391 [===================>.............................................] Step: 340ms | Tot: 37s619ms | Loss: 0.451 | Acc: 84.463% (12541/14848) 116/391 [===================>.............................................] Step: 332ms | Tot: 37s952ms | Loss: 0.451 | Acc: 84.495% (12654/14976) 117/391 [===================>.............................................] Step: 339ms | Tot: 38s291ms | Loss: 0.453 | Acc: 84.461% (12757/15104) 118/391 [===================>.............................................] Step: 337ms | Tot: 38s629ms | Loss: 0.454 | Acc: 84.447% (12863/15232) 119/391 [===================>.............................................] Step: 336ms | Tot: 38s966ms | Loss: 0.453 | Acc: 84.473% (12975/15360) 120/391 [===================>.............................................] Step: 334ms | Tot: 39s300ms | Loss: 0.454 | Acc: 84.433% (13077/15488) 121/391 [====================>............................................] Step: 332ms | Tot: 39s633ms | Loss: 0.453 | Acc: 84.465% (13190/15616) 122/391 [====================>............................................] Step: 334ms | Tot: 39s968ms | Loss: 0.454 | Acc: 84.432% (13293/15744) 123/391 [====================>............................................] Step: 332ms | Tot: 40s300ms | Loss: 0.454 | Acc: 84.444% (13403/15872) 124/391 [====================>............................................] Step: 335ms | Tot: 40s636ms | Loss: 0.455 | Acc: 84.419% (13507/16000) 125/391 [====================>............................................] Step: 333ms | Tot: 40s970ms | Loss: 0.455 | Acc: 84.363% (13606/16128) 126/391 [====================>............................................] Step: 337ms | Tot: 41s307ms | Loss: 0.455 | Acc: 84.381% (13717/16256) 127/391 [=====================>...........................................] Step: 332ms | Tot: 41s640ms | Loss: 0.455 | Acc: 84.412% (13830/16384) 128/391 [=====================>...........................................] Step: 332ms | Tot: 41s972ms | Loss: 0.455 | Acc: 84.405% (13937/16512) 129/391 [=====================>...........................................] Step: 329ms | Tot: 42s302ms | Loss: 0.455 | Acc: 84.357% (14037/16640) 130/391 [=====================>...........................................] Step: 335ms | Tot: 42s637ms | Loss: 0.455 | Acc: 84.363% (14146/16768) 131/391 [=====================>...........................................] Step: 333ms | Tot: 42s970ms | Loss: 0.456 | Acc: 84.351% (14252/16896) 132/391 [=====================>...........................................] Step: 340ms | Tot: 43s311ms | Loss: 0.457 | Acc: 84.340% (14358/17024) 133/391 [======================>..........................................] Step: 339ms | Tot: 43s650ms | Loss: 0.457 | Acc: 84.293% (14458/17152) 134/391 [======================>..........................................] Step: 336ms | Tot: 43s987ms | Loss: 0.457 | Acc: 84.294% (14566/17280) 135/391 [======================>..........................................] Step: 331ms | Tot: 44s319ms | Loss: 0.458 | Acc: 84.272% (14670/17408) 136/391 [======================>..........................................] Step: 336ms | Tot: 44s655ms | Loss: 0.458 | Acc: 84.272% (14778/17536) 137/391 [======================>..........................................] Step: 335ms | Tot: 44s990ms | Loss: 0.458 | Acc: 84.296% (14890/17664) 138/391 [======================>..........................................] Step: 330ms | Tot: 45s321ms | Loss: 0.457 | Acc: 84.313% (15001/17792) 139/391 [=======================>.........................................] Step: 331ms | Tot: 45s652ms | Loss: 0.457 | Acc: 84.314% (15109/17920) 140/391 [=======================>.........................................] Step: 332ms | Tot: 45s985ms | Loss: 0.456 | Acc: 84.347% (15223/18048) 141/391 [=======================>.........................................] Step: 386ms | Tot: 46s371ms | Loss: 0.456 | Acc: 84.364% (15334/18176) 142/391 [=======================>.........................................] Step: 372ms | Tot: 46s744ms | Loss: 0.457 | Acc: 84.348% (15439/18304) 143/391 [=======================>.........................................] Step: 348ms | Tot: 47s93ms | Loss: 0.456 | Acc: 84.348% (15547/18432) 144/391 [=======================>.........................................] Step: 342ms | Tot: 47s435ms | Loss: 0.456 | Acc: 84.343% (15654/18560) 145/391 [========================>........................................] Step: 338ms | Tot: 47s773ms | Loss: 0.456 | Acc: 84.354% (15764/18688) 146/391 [========================>........................................] Step: 351ms | Tot: 48s125ms | Loss: 0.457 | Acc: 84.375% (15876/18816) 147/391 [========================>........................................] Step: 335ms | Tot: 48s460ms | Loss: 0.456 | Acc: 84.359% (15981/18944) 148/391 [========================>........................................] Step: 326ms | Tot: 48s787ms | Loss: 0.456 | Acc: 84.385% (16094/19072) 149/391 [========================>........................................] Step: 332ms | Tot: 49s119ms | Loss: 0.456 | Acc: 84.380% (16201/19200) 150/391 [========================>........................................] Step: 327ms | Tot: 49s447ms | Loss: 0.456 | Acc: 84.385% (16310/19328) 151/391 [=========================>.......................................] Step: 326ms | Tot: 49s773ms | Loss: 0.456 | Acc: 84.375% (16416/19456) 152/391 [=========================>.......................................] Step: 329ms | Tot: 50s103ms | Loss: 0.456 | Acc: 84.365% (16522/19584) 153/391 [=========================>.......................................] Step: 324ms | Tot: 50s427ms | Loss: 0.457 | Acc: 84.370% (16631/19712) 154/391 [=========================>.......................................] Step: 321ms | Tot: 50s749ms | Loss: 0.457 | Acc: 84.335% (16732/19840) 155/391 [=========================>.......................................] Step: 329ms | Tot: 51s78ms | Loss: 0.459 | Acc: 84.300% (16833/19968) 156/391 [=========================>.......................................] Step: 326ms | Tot: 51s405ms | Loss: 0.459 | Acc: 84.280% (16937/20096) 157/391 [==========================>......................................] Step: 323ms | Tot: 51s728ms | Loss: 0.460 | Acc: 84.227% (17034/20224) 158/391 [==========================>......................................] Step: 329ms | Tot: 52s58ms | Loss: 0.459 | Acc: 84.247% (17146/20352) 159/391 [==========================>......................................] Step: 319ms | Tot: 52s377ms | Loss: 0.459 | Acc: 84.243% (17253/20480) 160/391 [==========================>......................................] Step: 321ms | Tot: 52s699ms | Loss: 0.460 | Acc: 84.220% (17356/20608) 161/391 [==========================>......................................] Step: 328ms | Tot: 53s27ms | Loss: 0.460 | Acc: 84.254% (17471/20736) 162/391 [==========================>......................................] Step: 316ms | Tot: 53s344ms | Loss: 0.459 | Acc: 84.265% (17581/20864) 163/391 [===========================>.....................................] Step: 318ms | Tot: 53s662ms | Loss: 0.460 | Acc: 84.237% (17683/20992) 164/391 [===========================>.....................................] Step: 322ms | Tot: 53s985ms | Loss: 0.459 | Acc: 84.261% (17796/21120) 165/391 [===========================>.....................................] Step: 317ms | Tot: 54s302ms | Loss: 0.459 | Acc: 84.271% (17906/21248) 166/391 [===========================>.....................................] Step: 321ms | Tot: 54s623ms | Loss: 0.459 | Acc: 84.272% (18014/21376) 167/391 [===========================>.....................................] Step: 321ms | Tot: 54s945ms | Loss: 0.460 | Acc: 84.235% (18114/21504) 168/391 [===========================>.....................................] Step: 327ms | Tot: 55s272ms | Loss: 0.460 | Acc: 84.236% (18222/21632) 169/391 [============================>....................................] Step: 365ms | Tot: 55s637ms | Loss: 0.460 | Acc: 84.242% (18331/21760) 170/391 [============================>....................................] Step: 360ms | Tot: 55s998ms | Loss: 0.459 | Acc: 84.247% (18440/21888) 171/391 [============================>....................................] Step: 330ms | Tot: 56s328ms | Loss: 0.459 | Acc: 84.252% (18549/22016) 172/391 [============================>....................................] Step: 322ms | Tot: 56s650ms | Loss: 0.459 | Acc: 84.262% (18659/22144) 173/391 [============================>....................................] Step: 326ms | Tot: 56s977ms | Loss: 0.459 | Acc: 84.245% (18763/22272) 174/391 [============================>....................................] Step: 325ms | Tot: 57s303ms | Loss: 0.459 | Acc: 84.210% (18863/22400) 175/391 [=============================>...................................] Step: 329ms | Tot: 57s632ms | Loss: 0.459 | Acc: 84.189% (18966/22528) 176/391 [=============================>...................................] Step: 325ms | Tot: 57s957ms | Loss: 0.459 | Acc: 84.190% (19074/22656) 177/391 [=============================>...................................] Step: 322ms | Tot: 58s280ms | Loss: 0.459 | Acc: 84.208% (19186/22784) 178/391 [=============================>...................................] Step: 326ms | Tot: 58s607ms | Loss: 0.459 | Acc: 84.205% (19293/22912) 179/391 [=============================>...................................] Step: 323ms | Tot: 58s930ms | Loss: 0.459 | Acc: 84.201% (19400/23040) 180/391 [=============================>...................................] Step: 322ms | Tot: 59s253ms | Loss: 0.459 | Acc: 84.194% (19506/23168) 181/391 [==============================>..................................] Step: 322ms | Tot: 59s575ms | Loss: 0.458 | Acc: 84.199% (19615/23296) 182/391 [==============================>..................................] Step: 321ms | Tot: 59s897ms | Loss: 0.458 | Acc: 84.209% (19725/23424) 183/391 [==============================>..................................] Step: 323ms | Tot: 1m220ms | Loss: 0.458 | Acc: 84.214% (19834/23552) 184/391 [==============================>..................................] Step: 321ms | Tot: 1m541ms | Loss: 0.458 | Acc: 84.219% (19943/23680) 185/391 [==============================>..................................] Step: 320ms | Tot: 1m862ms | Loss: 0.459 | Acc: 84.211% (20049/23808) 186/391 [==============================>..................................] Step: 328ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.225% (20160/23936) 187/391 [===============================>.................................] Step: 328ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.221% (20267/24064) 188/391 [===============================>.................................] Step: 320ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.222% (20375/24192) 189/391 [===============================>.................................] Step: 328ms | Tot: 1m2s | Loss: 0.457 | Acc: 84.235% (20486/24320) 190/391 [===============================>.................................] Step: 327ms | Tot: 1m2s | Loss: 0.457 | Acc: 84.236% (20594/24448) 191/391 [===============================>.................................] Step: 321ms | Tot: 1m2s | Loss: 0.458 | Acc: 84.233% (20701/24576) 192/391 [===============================>.................................] Step: 338ms | Tot: 1m3s | Loss: 0.457 | Acc: 84.241% (20811/24704) 193/391 [================================>................................] Step: 331ms | Tot: 1m3s | Loss: 0.457 | Acc: 84.238% (20918/24832) 194/391 [================================>................................] Step: 322ms | Tot: 1m3s | Loss: 0.458 | Acc: 84.227% (21023/24960) 195/391 [================================>................................] Step: 329ms | Tot: 1m4s | Loss: 0.458 | Acc: 84.204% (21125/25088) 196/391 [================================>................................] Step: 326ms | Tot: 1m4s | Loss: 0.459 | Acc: 84.177% (21226/25216) 197/391 [================================>................................] Step: 322ms | Tot: 1m4s | Loss: 0.458 | Acc: 84.178% (21334/25344) 198/391 [================================>................................] Step: 330ms | Tot: 1m5s | Loss: 0.459 | Acc: 84.159% (21437/25472) 199/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.458 | Acc: 84.180% (21550/25600) 200/391 [=================================>...............................] Step: 322ms | Tot: 1m5s | Loss: 0.459 | Acc: 84.169% (21655/25728) 201/391 [=================================>...............................] Step: 327ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.147% (21757/25856) 202/391 [=================================>...............................] Step: 320ms | Tot: 1m6s | Loss: 0.459 | Acc: 84.140% (21863/25984) 203/391 [=================================>...............................] Step: 323ms | Tot: 1m6s | Loss: 0.458 | Acc: 84.153% (21974/26112) 204/391 [=================================>...............................] Step: 329ms | Tot: 1m7s | Loss: 0.459 | Acc: 84.146% (22080/26240) 205/391 [==================================>..............................] Step: 328ms | Tot: 1m7s | Loss: 0.459 | Acc: 84.136% (22185/26368) 206/391 [==================================>..............................] Step: 322ms | Tot: 1m7s | Loss: 0.460 | Acc: 84.130% (22291/26496) 207/391 [==================================>..............................] Step: 335ms | Tot: 1m8s | Loss: 0.459 | Acc: 84.150% (22404/26624) 208/391 [==================================>..............................] Step: 328ms | Tot: 1m8s | Loss: 0.459 | Acc: 84.158% (22514/26752) 209/391 [==================================>..............................] Step: 323ms | Tot: 1m8s | Loss: 0.459 | Acc: 84.152% (22620/26880) 210/391 [==================================>..............................] Step: 329ms | Tot: 1m9s | Loss: 0.459 | Acc: 84.153% (22728/27008) 211/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.459 | Acc: 84.150% (22835/27136) 212/391 [===================================>.............................] Step: 330ms | Tot: 1m9s | Loss: 0.459 | Acc: 84.162% (22946/27264) 213/391 [===================================>.............................] Step: 337ms | Tot: 1m10s | Loss: 0.459 | Acc: 84.163% (23054/27392) 214/391 [===================================>.............................] Step: 326ms | Tot: 1m10s | Loss: 0.458 | Acc: 84.172% (23164/27520) 215/391 [===================================>.............................] Step: 324ms | Tot: 1m10s | Loss: 0.459 | Acc: 84.129% (23260/27648) 216/391 [===================================>.............................] Step: 335ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.123% (23366/27776) 217/391 [====================================>............................] Step: 328ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.103% (23468/27904) 218/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 0.459 | Acc: 84.111% (23578/28032) 219/391 [====================================>............................] Step: 330ms | Tot: 1m11s | Loss: 0.460 | Acc: 84.102% (23683/28160) 220/391 [====================================>............................] Step: 324ms | Tot: 1m12s | Loss: 0.459 | Acc: 84.103% (23791/28288) 221/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.459 | Acc: 84.111% (23901/28416) 222/391 [====================================>............................] Step: 328ms | Tot: 1m12s | Loss: 0.459 | Acc: 84.119% (24011/28544) 223/391 [=====================================>...........................] Step: 338ms | Tot: 1m13s | Loss: 0.459 | Acc: 84.124% (24120/28672) 224/391 [=====================================>...........................] Step: 329ms | Tot: 1m13s | Loss: 0.459 | Acc: 84.097% (24220/28800) 225/391 [=====================================>...........................] Step: 328ms | Tot: 1m13s | Loss: 0.459 | Acc: 84.109% (24331/28928) 226/391 [=====================================>...........................] Step: 321ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.100% (24436/29056) 227/391 [=====================================>...........................] Step: 325ms | Tot: 1m14s | Loss: 0.458 | Acc: 84.128% (24552/29184) 228/391 [=====================================>...........................] Step: 326ms | Tot: 1m14s | Loss: 0.459 | Acc: 84.119% (24657/29312) 229/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.458 | Acc: 84.124% (24766/29440) 230/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.459 | Acc: 84.125% (24874/29568) 231/391 [======================================>..........................] Step: 326ms | Tot: 1m15s | Loss: 0.459 | Acc: 84.126% (24982/29696) 232/391 [======================================>..........................] Step: 361ms | Tot: 1m16s | Loss: 0.459 | Acc: 84.120% (25088/29824) 233/391 [======================================>..........................] Step: 364ms | Tot: 1m16s | Loss: 0.458 | Acc: 84.148% (25204/29952) 234/391 [======================================>..........................] Step: 327ms | Tot: 1m16s | Loss: 0.458 | Acc: 84.159% (25315/30080) 235/391 [=======================================>.........................] Step: 325ms | Tot: 1m17s | Loss: 0.459 | Acc: 84.133% (25415/30208) 236/391 [=======================================>.........................] Step: 326ms | Tot: 1m17s | Loss: 0.458 | Acc: 84.141% (25525/30336) 237/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.458 | Acc: 84.152% (25636/30464) 238/391 [=======================================>.........................] Step: 330ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.172% (25750/30592) 239/391 [=======================================>.........................] Step: 326ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.170% (25857/30720) 240/391 [=======================================>.........................] Step: 339ms | Tot: 1m18s | Loss: 0.457 | Acc: 84.187% (25970/30848) 241/391 [========================================>........................] Step: 340ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.172% (26073/30976) 242/391 [========================================>........................] Step: 339ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.179% (26183/31104) 243/391 [========================================>........................] Step: 340ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.189% (26294/31232) 244/391 [========================================>........................] Step: 334ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.174% (26397/31360) 245/391 [========================================>........................] Step: 334ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.156% (26499/31488) 246/391 [========================================>........................] Step: 337ms | Tot: 1m20s | Loss: 0.459 | Acc: 84.150% (26605/31616) 247/391 [=========================================>.......................] Step: 332ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.167% (26718/31744) 248/391 [=========================================>.......................] Step: 324ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.149% (26820/31872) 249/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.147% (26927/32000) 250/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.460 | Acc: 84.135% (27031/32128) 251/391 [=========================================>.......................] Step: 325ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.149% (27143/32256) 252/391 [=========================================>.......................] Step: 326ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.150% (27251/32384) 253/391 [==========================================>......................] Step: 344ms | Tot: 1m23s | Loss: 0.459 | Acc: 84.141% (27356/32512) 254/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.459 | Acc: 84.142% (27464/32640) 255/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.459 | Acc: 84.134% (27569/32768) 256/391 [==========================================>......................] Step: 324ms | Tot: 1m24s | Loss: 0.459 | Acc: 84.138% (27678/32896) 257/391 [==========================================>......................] Step: 325ms | Tot: 1m24s | Loss: 0.459 | Acc: 84.142% (27787/33024) 258/391 [==========================================>......................] Step: 327ms | Tot: 1m24s | Loss: 0.460 | Acc: 84.119% (27887/33152) 259/391 [===========================================>.....................] Step: 331ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.117% (27994/33280) 260/391 [===========================================>.....................] Step: 324ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.097% (28095/33408) 261/391 [===========================================>.....................] Step: 322ms | Tot: 1m25s | Loss: 0.460 | Acc: 84.080% (28197/33536) 262/391 [===========================================>.....................] Step: 325ms | Tot: 1m26s | Loss: 0.461 | Acc: 84.069% (28301/33664) 263/391 [===========================================>.....................] Step: 328ms | Tot: 1m26s | Loss: 0.461 | Acc: 84.058% (28405/33792) 264/391 [===========================================>.....................] Step: 322ms | Tot: 1m26s | Loss: 0.461 | Acc: 84.074% (28518/33920) 265/391 [============================================>....................] Step: 326ms | Tot: 1m27s | Loss: 0.460 | Acc: 84.078% (28627/34048) 266/391 [============================================>....................] Step: 327ms | Tot: 1m27s | Loss: 0.461 | Acc: 84.056% (28727/34176) 267/391 [============================================>....................] Step: 323ms | Tot: 1m27s | Loss: 0.461 | Acc: 84.046% (28831/34304) 268/391 [============================================>....................] Step: 327ms | Tot: 1m28s | Loss: 0.462 | Acc: 84.038% (28936/34432) 269/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.462 | Acc: 84.028% (29040/34560) 270/391 [============================================>....................] Step: 319ms | Tot: 1m28s | Loss: 0.462 | Acc: 84.035% (29150/34688) 271/391 [=============================================>...................] Step: 329ms | Tot: 1m29s | Loss: 0.462 | Acc: 84.019% (29252/34816) 272/391 [=============================================>...................] Step: 323ms | Tot: 1m29s | Loss: 0.462 | Acc: 84.014% (29358/34944) 273/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.463 | Acc: 84.007% (29463/35072) 274/391 [=============================================>...................] Step: 328ms | Tot: 1m30s | Loss: 0.462 | Acc: 84.020% (29575/35200) 275/391 [=============================================>...................] Step: 320ms | Tot: 1m30s | Loss: 0.463 | Acc: 83.990% (29672/35328) 276/391 [=============================================>...................] Step: 323ms | Tot: 1m30s | Loss: 0.463 | Acc: 83.989% (29779/35456) 277/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.463 | Acc: 83.990% (29887/35584) 278/391 [==============================================>..................] Step: 321ms | Tot: 1m31s | Loss: 0.463 | Acc: 83.986% (29993/35712) 279/391 [==============================================>..................] Step: 318ms | Tot: 1m31s | Loss: 0.463 | Acc: 83.987% (30101/35840) 280/391 [==============================================>..................] Step: 326ms | Tot: 1m32s | Loss: 0.463 | Acc: 83.983% (30207/35968) 281/391 [==============================================>..................] Step: 321ms | Tot: 1m32s | Loss: 0.463 | Acc: 83.995% (30319/36096) 282/391 [==============================================>..................] Step: 320ms | Tot: 1m32s | Loss: 0.464 | Acc: 83.983% (30422/36224) 283/391 [===============================================>.................] Step: 327ms | Tot: 1m33s | Loss: 0.463 | Acc: 84.004% (30537/36352) 284/391 [===============================================>.................] Step: 333ms | Tot: 1m33s | Loss: 0.463 | Acc: 84.013% (30648/36480) 285/391 [===============================================>.................] Step: 323ms | Tot: 1m33s | Loss: 0.464 | Acc: 83.990% (30747/36608) 286/391 [===============================================>.................] Step: 327ms | Tot: 1m34s | Loss: 0.464 | Acc: 83.986% (30853/36736) 287/391 [===============================================>.................] Step: 325ms | Tot: 1m34s | Loss: 0.465 | Acc: 83.982% (30959/36864) 288/391 [===============================================>.................] Step: 330ms | Tot: 1m34s | Loss: 0.464 | Acc: 83.988% (31069/36992) 289/391 [================================================>................] Step: 334ms | Tot: 1m35s | Loss: 0.465 | Acc: 83.957% (31165/37120) 290/391 [================================================>................] Step: 327ms | Tot: 1m35s | Loss: 0.465 | Acc: 83.967% (31276/37248) 291/391 [================================================>................] Step: 325ms | Tot: 1m35s | Loss: 0.465 | Acc: 83.955% (31379/37376) 292/391 [================================================>................] Step: 325ms | Tot: 1m35s | Loss: 0.465 | Acc: 83.951% (31485/37504) 293/391 [================================================>................] Step: 319ms | Tot: 1m36s | Loss: 0.466 | Acc: 83.945% (31590/37632) 294/391 [================================================>................] Step: 324ms | Tot: 1m36s | Loss: 0.466 | Acc: 83.935% (31694/37760) 295/391 [=================================================>...............] Step: 323ms | Tot: 1m36s | Loss: 0.466 | Acc: 83.929% (31799/37888) 296/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.466 | Acc: 83.923% (31904/38016) 297/391 [=================================================>...............] Step: 321ms | Tot: 1m37s | Loss: 0.465 | Acc: 83.935% (32016/38144) 298/391 [=================================================>...............] Step: 319ms | Tot: 1m37s | Loss: 0.466 | Acc: 83.931% (32122/38272) 299/391 [=================================================>...............] Step: 326ms | Tot: 1m38s | Loss: 0.466 | Acc: 83.940% (32233/38400) 300/391 [=================================================>...............] Step: 319ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.955% (32346/38528) 301/391 [==================================================>..............] Step: 322ms | Tot: 1m38s | Loss: 0.465 | Acc: 83.956% (32454/38656) 302/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.465 | Acc: 83.955% (32561/38784) 303/391 [==================================================>..............] Step: 327ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.910% (32651/38912) 304/391 [==================================================>..............] Step: 321ms | Tot: 1m39s | Loss: 0.466 | Acc: 83.906% (32757/39040) 305/391 [==================================================>..............] Step: 325ms | Tot: 1m40s | Loss: 0.467 | Acc: 83.892% (32859/39168) 306/391 [==================================================>..............] Step: 323ms | Tot: 1m40s | Loss: 0.468 | Acc: 83.874% (32959/39296) 307/391 [===================================================>.............] Step: 320ms | Tot: 1m40s | Loss: 0.468 | Acc: 83.863% (33062/39424) 308/391 [===================================================>.............] Step: 325ms | Tot: 1m41s | Loss: 0.468 | Acc: 83.877% (33175/39552) 309/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.468 | Acc: 83.873% (33281/39680) 310/391 [===================================================>.............] Step: 321ms | Tot: 1m41s | Loss: 0.468 | Acc: 83.880% (33391/39808) 311/391 [===================================================>.............] Step: 327ms | Tot: 1m42s | Loss: 0.468 | Acc: 83.889% (33502/39936) 312/391 [===================================================>.............] Step: 325ms | Tot: 1m42s | Loss: 0.467 | Acc: 83.891% (33610/40064) 313/391 [====================================================>............] Step: 320ms | Tot: 1m42s | Loss: 0.467 | Acc: 83.890% (33717/40192) 314/391 [====================================================>............] Step: 329ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.894% (33826/40320) 315/391 [====================================================>............] Step: 322ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.895% (33934/40448) 316/391 [====================================================>............] Step: 320ms | Tot: 1m43s | Loss: 0.467 | Acc: 83.892% (34040/40576) 317/391 [====================================================>............] Step: 330ms | Tot: 1m44s | Loss: 0.467 | Acc: 83.898% (34150/40704) 318/391 [====================================================>............] Step: 323ms | Tot: 1m44s | Loss: 0.467 | Acc: 83.893% (34255/40832) 319/391 [=====================================================>...........] Step: 322ms | Tot: 1m44s | Loss: 0.467 | Acc: 83.911% (34370/40960) 320/391 [=====================================================>...........] Step: 329ms | Tot: 1m45s | Loss: 0.467 | Acc: 83.915% (34479/41088) 321/391 [=====================================================>...........] Step: 327ms | Tot: 1m45s | Loss: 0.466 | Acc: 83.926% (34591/41216) 322/391 [=====================================================>...........] Step: 322ms | Tot: 1m45s | Loss: 0.466 | Acc: 83.928% (34699/41344) 323/391 [=====================================================>...........] Step: 330ms | Tot: 1m46s | Loss: 0.466 | Acc: 83.934% (34809/41472) 324/391 [=====================================================>...........] Step: 359ms | Tot: 1m46s | Loss: 0.467 | Acc: 83.950% (34923/41600) 325/391 [======================================================>..........] Step: 356ms | Tot: 1m46s | Loss: 0.467 | Acc: 83.948% (35030/41728) 326/391 [======================================================>..........] Step: 338ms | Tot: 1m47s | Loss: 0.467 | Acc: 83.940% (35134/41856) 327/391 [======================================================>..........] Step: 329ms | Tot: 1m47s | Loss: 0.467 | Acc: 83.937% (35240/41984) 328/391 [======================================================>..........] Step: 322ms | Tot: 1m47s | Loss: 0.467 | Acc: 83.931% (35345/42112) 329/391 [======================================================>..........] Step: 331ms | Tot: 1m48s | Loss: 0.467 | Acc: 83.942% (35457/42240) 330/391 [======================================================>..........] Step: 327ms | Tot: 1m48s | Loss: 0.467 | Acc: 83.941% (35564/42368) 331/391 [=======================================================>.........] Step: 323ms | Tot: 1m48s | Loss: 0.467 | Acc: 83.918% (35662/42496) 332/391 [=======================================================>.........] Step: 329ms | Tot: 1m49s | Loss: 0.467 | Acc: 83.934% (35776/42624) 333/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.467 | Acc: 83.931% (35882/42752) 334/391 [=======================================================>.........] Step: 323ms | Tot: 1m49s | Loss: 0.467 | Acc: 83.923% (35986/42880) 335/391 [=======================================================>.........] Step: 330ms | Tot: 1m50s | Loss: 0.467 | Acc: 83.910% (36088/43008) 336/391 [=======================================================>.........] Step: 324ms | Tot: 1m50s | Loss: 0.467 | Acc: 83.911% (36196/43136) 337/391 [========================================================>........] Step: 325ms | Tot: 1m50s | Loss: 0.467 | Acc: 83.915% (36305/43264) 338/391 [========================================================>........] Step: 330ms | Tot: 1m51s | Loss: 0.467 | Acc: 83.942% (36424/43392) 339/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.467 | Acc: 83.945% (36533/43520) 340/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.467 | Acc: 83.949% (36642/43648) 341/391 [========================================================>........] Step: 325ms | Tot: 1m51s | Loss: 0.467 | Acc: 83.927% (36740/43776) 342/391 [========================================================>........] Step: 321ms | Tot: 1m52s | Loss: 0.467 | Acc: 83.915% (36842/43904) 343/391 [=========================================================>.......] Step: 323ms | Tot: 1m52s | Loss: 0.468 | Acc: 83.905% (36945/44032) 344/391 [=========================================================>.......] Step: 326ms | Tot: 1m52s | Loss: 0.468 | Acc: 83.888% (37045/44160) 345/391 [=========================================================>.......] Step: 322ms | Tot: 1m53s | Loss: 0.468 | Acc: 83.881% (37149/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.468 | Acc: 83.873% (37253/44416) 347/391 [=========================================================>.......] Step: 324ms | Tot: 1m53s | Loss: 0.469 | Acc: 83.863% (37356/44544) 348/391 [=========================================================>.......] Step: 326ms | Tot: 1m54s | Loss: 0.469 | Acc: 83.860% (37462/44672) 349/391 [==========================================================>......] Step: 324ms | Tot: 1m54s | Loss: 0.469 | Acc: 83.839% (37560/44800) 350/391 [==========================================================>......] Step: 327ms | Tot: 1m54s | Loss: 0.469 | Acc: 83.852% (37673/44928) 351/391 [==========================================================>......] Step: 324ms | Tot: 1m55s | Loss: 0.469 | Acc: 83.862% (37785/45056) 352/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.468 | Acc: 83.870% (37896/45184) 353/391 [==========================================================>......] Step: 322ms | Tot: 1m55s | Loss: 0.468 | Acc: 83.876% (38006/45312) 354/391 [==========================================================>......] Step: 326ms | Tot: 1m56s | Loss: 0.468 | Acc: 83.875% (38113/45440) 355/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.468 | Acc: 83.881% (38223/45568) 356/391 [===========================================================>.....] Step: 320ms | Tot: 1m56s | Loss: 0.468 | Acc: 83.891% (38335/45696) 357/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.468 | Acc: 83.888% (38441/45824) 358/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.468 | Acc: 83.872% (38541/45952) 359/391 [===========================================================>.....] Step: 320ms | Tot: 1m57s | Loss: 0.468 | Acc: 83.880% (38652/46080) 360/391 [===========================================================>.....] Step: 328ms | Tot: 1m58s | Loss: 0.468 | Acc: 83.884% (38761/46208) 361/391 [============================================================>....] Step: 325ms | Tot: 1m58s | Loss: 0.468 | Acc: 83.879% (38866/46336) 362/391 [============================================================>....] Step: 323ms | Tot: 1m58s | Loss: 0.468 | Acc: 83.865% (38967/46464) 363/391 [============================================================>....] Step: 329ms | Tot: 1m59s | Loss: 0.468 | Acc: 83.871% (39077/46592) 364/391 [============================================================>....] Step: 327ms | Tot: 1m59s | Loss: 0.468 | Acc: 83.870% (39184/46720) 365/391 [============================================================>....] Step: 323ms | Tot: 1m59s | Loss: 0.467 | Acc: 83.876% (39294/46848) 366/391 [============================================================>....] Step: 332ms | Tot: 2m109ms | Loss: 0.468 | Acc: 83.877% (39402/46976) 367/391 [=============================================================>...] Step: 326ms | Tot: 2m436ms | Loss: 0.468 | Acc: 83.870% (39506/47104) 368/391 [=============================================================>...] Step: 322ms | Tot: 2m758ms | Loss: 0.468 | Acc: 83.877% (39617/47232) 369/391 [=============================================================>...] Step: 328ms | Tot: 2m1s | Loss: 0.467 | Acc: 83.885% (39728/47360) 370/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.468 | Acc: 83.865% (39826/47488) 371/391 [=============================================================>...] Step: 322ms | Tot: 2m1s | Loss: 0.468 | Acc: 83.867% (39934/47616) 372/391 [=============================================================>...] Step: 332ms | Tot: 2m2s | Loss: 0.468 | Acc: 83.864% (40040/47744) 373/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.468 | Acc: 83.861% (40146/47872) 374/391 [==============================================================>..] Step: 323ms | Tot: 2m2s | Loss: 0.468 | Acc: 83.850% (40248/48000) 375/391 [==============================================================>..] Step: 330ms | Tot: 2m3s | Loss: 0.468 | Acc: 83.853% (40357/48128) 376/391 [==============================================================>..] Step: 318ms | Tot: 2m3s | Loss: 0.468 | Acc: 83.840% (40458/48256) 377/391 [==============================================================>..] Step: 327ms | Tot: 2m3s | Loss: 0.468 | Acc: 83.836% (40563/48384) 378/391 [==============================================================>..] Step: 326ms | Tot: 2m4s | Loss: 0.468 | Acc: 83.833% (40669/48512) 379/391 [===============================================================>.] Step: 318ms | Tot: 2m4s | Loss: 0.468 | Acc: 83.834% (40777/48640) 380/391 [===============================================================>.] Step: 319ms | Tot: 2m4s | Loss: 0.468 | Acc: 83.840% (40887/48768) 381/391 [===============================================================>.] Step: 320ms | Tot: 2m4s | Loss: 0.468 | Acc: 83.843% (40996/48896) 382/391 [===============================================================>.] Step: 319ms | Tot: 2m5s | Loss: 0.468 | Acc: 83.851% (41107/49024) 383/391 [===============================================================>.] Step: 323ms | Tot: 2m5s | Loss: 0.468 | Acc: 83.832% (41205/49152) 384/391 [===============================================================>.] Step: 324ms | Tot: 2m5s | Loss: 0.469 | Acc: 83.817% (41305/49280) 385/391 [================================================================>] Step: 321ms | Tot: 2m6s | Loss: 0.469 | Acc: 83.816% (41412/49408) 386/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.469 | Acc: 83.808% (41515/49536) 387/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.469 | Acc: 83.797% (41617/49664) 388/391 [================================================================>] Step: 324ms | Tot: 2m7s | Loss: 0.469 | Acc: 83.801% (41726/49792) 389/391 [================================================================>] Step: 325ms | Tot: 2m7s | Loss: 0.469 | Acc: 83.806% (41836/49920) 390/391 [================================================================>] Step: 303ms | Tot: 2m7s | Loss: 0.469 | Acc: 83.804% (41902/50000) 391/391 + [>................................................................] Step: 884ms | Tot: 2ms | Loss: 1.059 | Acc: 68.000% (68/100) 1/100 [>................................................................] Step: 264ms | Tot: 267ms | Loss: 0.901 | Acc: 72.500% (145/200) 2/100 [=>...............................................................] Step: 263ms | Tot: 530ms | Loss: 0.826 | Acc: 73.667% (221/300) 3/100 [=>...............................................................] Step: 258ms | Tot: 789ms | Loss: 0.822 | Acc: 72.750% (291/400) 4/100 [==>..............................................................] Step: 264ms | Tot: 1s53ms | Loss: 0.848 | Acc: 72.600% (363/500) 5/100 [===>.............................................................] Step: 278ms | Tot: 1s331ms | Loss: 0.852 | Acc: 73.500% (441/600) 6/100 [===>.............................................................] Step: 262ms | Tot: 1s594ms | Loss: 0.847 | Acc: 73.286% (513/700) 7/100 [====>............................................................] Step: 259ms | Tot: 1s853ms | Loss: 0.897 | Acc: 72.375% (579/800) 8/100 [=====>...........................................................] Step: 261ms | Tot: 2s114ms | Loss: 0.883 | Acc: 72.778% (655/900) 9/100 [=====>...........................................................] Step: 266ms | Tot: 2s380ms | Loss: 0.880 | Acc: 73.200% (732/1000) 10/100 [======>..........................................................] Step: 263ms | Tot: 2s644ms | Loss: 0.860 | Acc: 73.727% (811/1100) 11/100 [=======>.........................................................] Step: 258ms | Tot: 2s902ms | Loss: 0.875 | Acc: 73.417% (881/1200) 12/100 [=======>.........................................................] Step: 262ms | Tot: 3s164ms | Loss: 0.862 | Acc: 73.385% (954/1300) 13/100 [========>........................................................] Step: 260ms | Tot: 3s425ms | Loss: 0.866 | Acc: 73.286% (1026/1400) 14/100 [=========>.......................................................] Step: 270ms | Tot: 3s695ms | Loss: 0.858 | Acc: 73.667% (1105/1500) 15/100 [=========>.......................................................] Step: 256ms | Tot: 3s952ms | Loss: 0.869 | Acc: 73.062% (1169/1600) 16/100 [==========>......................................................] Step: 264ms | Tot: 4s217ms | Loss: 0.867 | Acc: 73.059% (1242/1700) 17/100 [===========>.....................................................] Step: 258ms | Tot: 4s476ms | Loss: 0.874 | Acc: 72.778% (1310/1800) 18/100 [===========>.....................................................] Step: 263ms | Tot: 4s739ms | Loss: 0.872 | Acc: 73.000% (1387/1900) 19/100 [============>....................................................] Step: 259ms | Tot: 4s999ms | Loss: 0.879 | Acc: 72.900% (1458/2000) 20/100 [=============>...................................................] Step: 265ms | Tot: 5s265ms | Loss: 0.879 | Acc: 72.714% (1527/2100) 21/100 [=============>...................................................] Step: 262ms | Tot: 5s527ms | Loss: 0.870 | Acc: 72.955% (1605/2200) 22/100 [==============>..................................................] Step: 259ms | Tot: 5s787ms | Loss: 0.875 | Acc: 72.957% (1678/2300) 23/100 [==============>..................................................] Step: 258ms | Tot: 6s45ms | Loss: 0.871 | Acc: 72.917% (1750/2400) 24/100 [===============>.................................................] Step: 264ms | Tot: 6s310ms | Loss: 0.872 | Acc: 72.920% (1823/2500) 25/100 [================>................................................] Step: 257ms | Tot: 6s567ms | Loss: 0.888 | Acc: 72.615% (1888/2600) 26/100 [================>................................................] Step: 260ms | Tot: 6s827ms | Loss: 0.885 | Acc: 72.741% (1964/2700) 27/100 [=================>...............................................] Step: 255ms | Tot: 7s83ms | Loss: 0.886 | Acc: 72.714% (2036/2800) 28/100 [==================>..............................................] Step: 280ms | Tot: 7s363ms | Loss: 0.881 | Acc: 72.862% (2113/2900) 29/100 [==================>..............................................] Step: 293ms | Tot: 7s656ms | Loss: 0.879 | Acc: 72.800% (2184/3000) 30/100 [===================>.............................................] Step: 272ms | Tot: 7s929ms | Loss: 0.880 | Acc: 72.742% (2255/3100) 31/100 [====================>............................................] Step: 261ms | Tot: 8s190ms | Loss: 0.871 | Acc: 73.000% (2336/3200) 32/100 [====================>............................................] Step: 257ms | Tot: 8s447ms | Loss: 0.868 | Acc: 73.152% (2414/3300) 33/100 [=====================>...........................................] Step: 260ms | Tot: 8s708ms | Loss: 0.870 | Acc: 72.971% (2481/3400) 34/100 [======================>..........................................] Step: 257ms | Tot: 8s966ms | Loss: 0.881 | Acc: 72.600% (2541/3500) 35/100 [======================>..........................................] Step: 263ms | Tot: 9s230ms | Loss: 0.879 | Acc: 72.694% (2617/3600) 36/100 [=======================>.........................................] Step: 257ms | Tot: 9s487ms | Loss: 0.883 | Acc: 72.622% (2687/3700) 37/100 [========================>........................................] Step: 260ms | Tot: 9s748ms | Loss: 0.888 | Acc: 72.474% (2754/3800) 38/100 [========================>........................................] Step: 258ms | Tot: 10s6ms | Loss: 0.886 | Acc: 72.538% (2829/3900) 39/100 [=========================>.......................................] Step: 269ms | Tot: 10s275ms | Loss: 0.883 | Acc: 72.600% (2904/4000) 40/100 [==========================>......................................] Step: 257ms | Tot: 10s532ms | Loss: 0.882 | Acc: 72.634% (2978/4100) 41/100 [==========================>......................................] Step: 260ms | Tot: 10s793ms | Loss: 0.883 | Acc: 72.643% (3051/4200) 42/100 [===========================>.....................................] Step: 258ms | Tot: 11s52ms | Loss: 0.877 | Acc: 72.767% (3129/4300) 43/100 [===========================>.....................................] Step: 266ms | Tot: 11s318ms | Loss: 0.877 | Acc: 72.682% (3198/4400) 44/100 [============================>....................................] Step: 256ms | Tot: 11s574ms | Loss: 0.876 | Acc: 72.711% (3272/4500) 45/100 [=============================>...................................] Step: 258ms | Tot: 11s833ms | Loss: 0.873 | Acc: 72.761% (3347/4600) 46/100 [=============================>...................................] Step: 259ms | Tot: 12s93ms | Loss: 0.871 | Acc: 72.745% (3419/4700) 47/100 [==============================>..................................] Step: 267ms | Tot: 12s360ms | Loss: 0.873 | Acc: 72.625% (3486/4800) 48/100 [===============================>.................................] Step: 271ms | Tot: 12s632ms | Loss: 0.868 | Acc: 72.673% (3561/4900) 49/100 [===============================>.................................] Step: 270ms | Tot: 12s902ms | Loss: 0.866 | Acc: 72.720% (3636/5000) 50/100 [================================>................................] Step: 270ms | Tot: 13s172ms | Loss: 0.866 | Acc: 72.667% (3706/5100) 51/100 [=================================>...............................] Step: 269ms | Tot: 13s442ms | Loss: 0.870 | Acc: 72.577% (3774/5200) 52/100 [=================================>...............................] Step: 270ms | Tot: 13s712ms | Loss: 0.874 | Acc: 72.491% (3842/5300) 53/100 [==================================>..............................] Step: 268ms | Tot: 13s981ms | Loss: 0.873 | Acc: 72.574% (3919/5400) 54/100 [===================================>.............................] Step: 280ms | Tot: 14s262ms | Loss: 0.875 | Acc: 72.491% (3987/5500) 55/100 [===================================>.............................] Step: 272ms | Tot: 14s534ms | Loss: 0.876 | Acc: 72.464% (4058/5600) 56/100 [====================================>............................] Step: 272ms | Tot: 14s807ms | Loss: 0.877 | Acc: 72.439% (4129/5700) 57/100 [=====================================>...........................] Step: 271ms | Tot: 15s78ms | Loss: 0.878 | Acc: 72.414% (4200/5800) 58/100 [=====================================>...........................] Step: 278ms | Tot: 15s357ms | Loss: 0.881 | Acc: 72.288% (4265/5900) 59/100 [======================================>..........................] Step: 270ms | Tot: 15s628ms | Loss: 0.882 | Acc: 72.283% (4337/6000) 60/100 [=======================================>.........................] Step: 270ms | Tot: 15s898ms | Loss: 0.881 | Acc: 72.295% (4410/6100) 61/100 [=======================================>.........................] Step: 271ms | Tot: 16s169ms | Loss: 0.878 | Acc: 72.435% (4491/6200) 62/100 [========================================>........................] Step: 277ms | Tot: 16s447ms | Loss: 0.877 | Acc: 72.460% (4565/6300) 63/100 [========================================>........................] Step: 274ms | Tot: 16s721ms | Loss: 0.874 | Acc: 72.547% (4643/6400) 64/100 [=========================================>.......................] Step: 275ms | Tot: 16s996ms | Loss: 0.876 | Acc: 72.492% (4712/6500) 65/100 [==========================================>......................] Step: 276ms | Tot: 17s273ms | Loss: 0.877 | Acc: 72.455% (4782/6600) 66/100 [==========================================>......................] Step: 270ms | Tot: 17s543ms | Loss: 0.876 | Acc: 72.493% (4857/6700) 67/100 [===========================================>.....................] Step: 270ms | Tot: 17s814ms | Loss: 0.877 | Acc: 72.515% (4931/6800) 68/100 [============================================>....................] Step: 267ms | Tot: 18s81ms | Loss: 0.881 | Acc: 72.435% (4998/6900) 69/100 [============================================>....................] Step: 273ms | Tot: 18s354ms | Loss: 0.882 | Acc: 72.443% (5071/7000) 70/100 [=============================================>...................] Step: 267ms | Tot: 18s622ms | Loss: 0.880 | Acc: 72.507% (5148/7100) 71/100 [==============================================>..................] Step: 269ms | Tot: 18s892ms | Loss: 0.881 | Acc: 72.500% (5220/7200) 72/100 [==============================================>..................] Step: 268ms | Tot: 19s161ms | Loss: 0.877 | Acc: 72.562% (5297/7300) 73/100 [===============================================>.................] Step: 269ms | Tot: 19s431ms | Loss: 0.876 | Acc: 72.568% (5370/7400) 74/100 [================================================>................] Step: 270ms | Tot: 19s701ms | Loss: 0.875 | Acc: 72.533% (5440/7500) 75/100 [================================================>................] Step: 268ms | Tot: 19s970ms | Loss: 0.875 | Acc: 72.513% (5511/7600) 76/100 [=================================================>...............] Step: 274ms | Tot: 20s244ms | Loss: 0.875 | Acc: 72.545% (5586/7700) 77/100 [==================================================>..............] Step: 266ms | Tot: 20s510ms | Loss: 0.876 | Acc: 72.590% (5662/7800) 78/100 [==================================================>..............] Step: 268ms | Tot: 20s779ms | Loss: 0.875 | Acc: 72.582% (5734/7900) 79/100 [===================================================>.............] Step: 264ms | Tot: 21s44ms | Loss: 0.875 | Acc: 72.550% (5804/8000) 80/100 [====================================================>............] Step: 271ms | Tot: 21s315ms | Loss: 0.874 | Acc: 72.593% (5880/8100) 81/100 [====================================================>............] Step: 278ms | Tot: 21s594ms | Loss: 0.876 | Acc: 72.561% (5950/8200) 82/100 [=====================================================>...........] Step: 273ms | Tot: 21s867ms | Loss: 0.873 | Acc: 72.627% (6028/8300) 83/100 [=====================================================>...........] Step: 269ms | Tot: 22s136ms | Loss: 0.874 | Acc: 72.619% (6100/8400) 84/100 [======================================================>..........] Step: 271ms | Tot: 22s408ms | Loss: 0.873 | Acc: 72.612% (6172/8500) 85/100 [=======================================================>.........] Step: 273ms | Tot: 22s681ms | Loss: 0.876 | Acc: 72.605% (6244/8600) 86/100 [=======================================================>.........] Step: 267ms | Tot: 22s949ms | Loss: 0.876 | Acc: 72.632% (6319/8700) 87/100 [========================================================>........] Step: 284ms | Tot: 23s234ms | Loss: 0.879 | Acc: 72.602% (6389/8800) 88/100 [=========================================================>.......] Step: 269ms | Tot: 23s503ms | Loss: 0.878 | Acc: 72.629% (6464/8900) 89/100 [=========================================================>.......] Step: 268ms | Tot: 23s772ms | Loss: 0.879 | Acc: 72.622% (6536/9000) 90/100 [==========================================================>......] Step: 270ms | Tot: 24s42ms | Loss: 0.876 | Acc: 72.714% (6617/9100) 91/100 [===========================================================>.....] Step: 273ms | Tot: 24s315ms | Loss: 0.874 | Acc: 72.750% (6693/9200) 92/100 [===========================================================>.....] Step: 271ms | Tot: 24s587ms | Loss: 0.875 | Acc: 72.763% (6767/9300) 93/100 [============================================================>....] Step: 286ms | Tot: 24s874ms | Loss: 0.874 | Acc: 72.755% (6839/9400) 94/100 [=============================================================>...] Step: 279ms | Tot: 25s153ms | Loss: 0.874 | Acc: 72.747% (6911/9500) 95/100 [=============================================================>...] Step: 272ms | Tot: 25s426ms | Loss: 0.874 | Acc: 72.750% (6984/9600) 96/100 [==============================================================>..] Step: 269ms | Tot: 25s695ms | Loss: 0.873 | Acc: 72.763% (7058/9700) 97/100 [===============================================================>.] Step: 267ms | Tot: 25s963ms | Loss: 0.875 | Acc: 72.735% (7128/9800) 98/100 [===============================================================>.] Step: 275ms | Tot: 26s239ms | Loss: 0.873 | Acc: 72.818% (7209/9900) 99/100 [================================================================>] Step: 268ms | Tot: 26s507ms | Loss: 0.873 | Acc: 72.800% (7280/10000) 100/100 + +Epoch: 34 + [>................................................................] Step: 1s103ms | Tot: 2ms | Loss: 0.355 | Acc: 88.281% (113/128) 1/391 [>................................................................] Step: 342ms | Tot: 344ms | Loss: 0.415 | Acc: 86.328% (221/256) 2/391 [>................................................................] Step: 343ms | Tot: 688ms | Loss: 0.412 | Acc: 86.458% (332/384) 3/391 [>................................................................] Step: 329ms | Tot: 1s17ms | Loss: 0.421 | Acc: 85.547% (438/512) 4/391 [>................................................................] Step: 327ms | Tot: 1s344ms | Loss: 0.449 | Acc: 84.062% (538/640) 5/391 [>................................................................] Step: 329ms | Tot: 1s674ms | Loss: 0.433 | Acc: 84.505% (649/768) 6/391 [>................................................................] Step: 326ms | Tot: 2s1ms | Loss: 0.428 | Acc: 85.156% (763/896) 7/391 [=>...............................................................] Step: 321ms | Tot: 2s322ms | Loss: 0.421 | Acc: 85.352% (874/1024) 8/391 [=>...............................................................] Step: 337ms | Tot: 2s659ms | Loss: 0.422 | Acc: 85.069% (980/1152) 9/391 [=>...............................................................] Step: 322ms | Tot: 2s982ms | Loss: 0.429 | Acc: 84.688% (1084/1280) 10/391 [=>...............................................................] Step: 324ms | Tot: 3s307ms | Loss: 0.426 | Acc: 85.085% (1198/1408) 11/391 [=>...............................................................] Step: 325ms | Tot: 3s632ms | Loss: 0.430 | Acc: 84.831% (1303/1536) 12/391 [=>...............................................................] Step: 333ms | Tot: 3s966ms | Loss: 0.427 | Acc: 84.856% (1412/1664) 13/391 [==>..............................................................] Step: 327ms | Tot: 4s294ms | Loss: 0.442 | Acc: 84.152% (1508/1792) 14/391 [==>..............................................................] Step: 326ms | Tot: 4s620ms | Loss: 0.448 | Acc: 83.906% (1611/1920) 15/391 [==>..............................................................] Step: 322ms | Tot: 4s943ms | Loss: 0.459 | Acc: 83.545% (1711/2048) 16/391 [==>..............................................................] Step: 328ms | Tot: 5s271ms | Loss: 0.463 | Acc: 83.364% (1814/2176) 17/391 [==>..............................................................] Step: 324ms | Tot: 5s596ms | Loss: 0.457 | Acc: 83.767% (1930/2304) 18/391 [==>..............................................................] Step: 319ms | Tot: 5s915ms | Loss: 0.457 | Acc: 83.882% (2040/2432) 19/391 [===>.............................................................] Step: 327ms | Tot: 6s242ms | Loss: 0.461 | Acc: 83.867% (2147/2560) 20/391 [===>.............................................................] Step: 322ms | Tot: 6s565ms | Loss: 0.461 | Acc: 83.854% (2254/2688) 21/391 [===>.............................................................] Step: 325ms | Tot: 6s890ms | Loss: 0.459 | Acc: 83.878% (2362/2816) 22/391 [===>.............................................................] Step: 330ms | Tot: 7s221ms | Loss: 0.463 | Acc: 83.832% (2468/2944) 23/391 [===>.............................................................] Step: 320ms | Tot: 7s542ms | Loss: 0.464 | Acc: 83.822% (2575/3072) 24/391 [===>.............................................................] Step: 328ms | Tot: 7s870ms | Loss: 0.460 | Acc: 84.031% (2689/3200) 25/391 [====>............................................................] Step: 323ms | Tot: 8s194ms | Loss: 0.460 | Acc: 84.165% (2801/3328) 26/391 [====>............................................................] Step: 323ms | Tot: 8s517ms | Loss: 0.460 | Acc: 84.144% (2908/3456) 27/391 [====>............................................................] Step: 327ms | Tot: 8s844ms | Loss: 0.458 | Acc: 84.235% (3019/3584) 28/391 [====>............................................................] Step: 324ms | Tot: 9s169ms | Loss: 0.458 | Acc: 84.267% (3128/3712) 29/391 [====>............................................................] Step: 324ms | Tot: 9s493ms | Loss: 0.456 | Acc: 84.401% (3241/3840) 30/391 [====>............................................................] Step: 350ms | Tot: 9s844ms | Loss: 0.462 | Acc: 84.123% (3338/3968) 31/391 [=====>...........................................................] Step: 366ms | Tot: 10s210ms | Loss: 0.462 | Acc: 84.058% (3443/4096) 32/391 [=====>...........................................................] Step: 324ms | Tot: 10s535ms | Loss: 0.460 | Acc: 84.138% (3554/4224) 33/391 [=====>...........................................................] Step: 321ms | Tot: 10s856ms | Loss: 0.457 | Acc: 84.237% (3666/4352) 34/391 [=====>...........................................................] Step: 323ms | Tot: 11s179ms | Loss: 0.461 | Acc: 84.062% (3766/4480) 35/391 [=====>...........................................................] Step: 321ms | Tot: 11s501ms | Loss: 0.462 | Acc: 84.006% (3871/4608) 36/391 [=====>...........................................................] Step: 325ms | Tot: 11s827ms | Loss: 0.464 | Acc: 83.910% (3974/4736) 37/391 [======>..........................................................] Step: 322ms | Tot: 12s149ms | Loss: 0.466 | Acc: 83.861% (4079/4864) 38/391 [======>..........................................................] Step: 320ms | Tot: 12s469ms | Loss: 0.464 | Acc: 83.874% (4187/4992) 39/391 [======>..........................................................] Step: 328ms | Tot: 12s798ms | Loss: 0.463 | Acc: 83.945% (4298/5120) 40/391 [======>..........................................................] Step: 328ms | Tot: 13s126ms | Loss: 0.463 | Acc: 84.013% (4409/5248) 41/391 [======>..........................................................] Step: 320ms | Tot: 13s446ms | Loss: 0.463 | Acc: 84.022% (4517/5376) 42/391 [======>..........................................................] Step: 327ms | Tot: 13s773ms | Loss: 0.463 | Acc: 84.012% (4624/5504) 43/391 [=======>.........................................................] Step: 324ms | Tot: 14s98ms | Loss: 0.462 | Acc: 84.055% (4734/5632) 44/391 [=======>.........................................................] Step: 319ms | Tot: 14s418ms | Loss: 0.461 | Acc: 84.080% (4843/5760) 45/391 [=======>.........................................................] Step: 328ms | Tot: 14s747ms | Loss: 0.458 | Acc: 84.171% (4956/5888) 46/391 [=======>.........................................................] Step: 324ms | Tot: 15s71ms | Loss: 0.459 | Acc: 84.142% (5062/6016) 47/391 [=======>.........................................................] Step: 322ms | Tot: 15s393ms | Loss: 0.459 | Acc: 84.212% (5174/6144) 48/391 [=======>.........................................................] Step: 330ms | Tot: 15s723ms | Loss: 0.459 | Acc: 84.200% (5281/6272) 49/391 [========>........................................................] Step: 324ms | Tot: 16s48ms | Loss: 0.460 | Acc: 84.188% (5388/6400) 50/391 [========>........................................................] Step: 320ms | Tot: 16s368ms | Loss: 0.462 | Acc: 84.069% (5488/6528) 51/391 [========>........................................................] Step: 330ms | Tot: 16s699ms | Loss: 0.460 | Acc: 84.150% (5601/6656) 52/391 [========>........................................................] Step: 327ms | Tot: 17s26ms | Loss: 0.464 | Acc: 83.948% (5695/6784) 53/391 [========>........................................................] Step: 328ms | Tot: 17s354ms | Loss: 0.464 | Acc: 83.941% (5802/6912) 54/391 [========>........................................................] Step: 333ms | Tot: 17s688ms | Loss: 0.464 | Acc: 83.963% (5911/7040) 55/391 [=========>.......................................................] Step: 325ms | Tot: 18s14ms | Loss: 0.461 | Acc: 84.082% (6027/7168) 56/391 [=========>.......................................................] Step: 327ms | Tot: 18s341ms | Loss: 0.459 | Acc: 84.156% (6140/7296) 57/391 [=========>.......................................................] Step: 328ms | Tot: 18s669ms | Loss: 0.457 | Acc: 84.267% (6256/7424) 58/391 [=========>.......................................................] Step: 325ms | Tot: 18s995ms | Loss: 0.456 | Acc: 84.296% (6366/7552) 59/391 [=========>.......................................................] Step: 325ms | Tot: 19s320ms | Loss: 0.457 | Acc: 84.245% (6470/7680) 60/391 [=========>.......................................................] Step: 332ms | Tot: 19s653ms | Loss: 0.457 | Acc: 84.260% (6579/7808) 61/391 [==========>......................................................] Step: 324ms | Tot: 19s977ms | Loss: 0.456 | Acc: 84.312% (6691/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s301ms | Loss: 0.454 | Acc: 84.387% (6805/8064) 63/391 [==========>......................................................] Step: 326ms | Tot: 20s628ms | Loss: 0.453 | Acc: 84.387% (6913/8192) 64/391 [==========>......................................................] Step: 324ms | Tot: 20s952ms | Loss: 0.453 | Acc: 84.411% (7023/8320) 65/391 [==========>......................................................] Step: 327ms | Tot: 21s280ms | Loss: 0.455 | Acc: 84.387% (7129/8448) 66/391 [==========>......................................................] Step: 324ms | Tot: 21s605ms | Loss: 0.454 | Acc: 84.422% (7240/8576) 67/391 [===========>.....................................................] Step: 324ms | Tot: 21s929ms | Loss: 0.453 | Acc: 84.467% (7352/8704) 68/391 [===========>.....................................................] Step: 323ms | Tot: 22s252ms | Loss: 0.452 | Acc: 84.511% (7464/8832) 69/391 [===========>.....................................................] Step: 323ms | Tot: 22s576ms | Loss: 0.454 | Acc: 84.442% (7566/8960) 70/391 [===========>.....................................................] Step: 319ms | Tot: 22s895ms | Loss: 0.455 | Acc: 84.408% (7671/9088) 71/391 [===========>.....................................................] Step: 322ms | Tot: 23s218ms | Loss: 0.454 | Acc: 84.408% (7779/9216) 72/391 [===========>.....................................................] Step: 324ms | Tot: 23s543ms | Loss: 0.456 | Acc: 84.343% (7881/9344) 73/391 [============>....................................................] Step: 324ms | Tot: 23s867ms | Loss: 0.457 | Acc: 84.269% (7982/9472) 74/391 [============>....................................................] Step: 323ms | Tot: 24s191ms | Loss: 0.456 | Acc: 84.292% (8092/9600) 75/391 [============>....................................................] Step: 327ms | Tot: 24s518ms | Loss: 0.457 | Acc: 84.282% (8199/9728) 76/391 [============>....................................................] Step: 329ms | Tot: 24s847ms | Loss: 0.457 | Acc: 84.274% (8306/9856) 77/391 [============>....................................................] Step: 322ms | Tot: 25s170ms | Loss: 0.459 | Acc: 84.205% (8407/9984) 78/391 [============>....................................................] Step: 321ms | Tot: 25s491ms | Loss: 0.458 | Acc: 84.227% (8517/10112) 79/391 [=============>...................................................] Step: 326ms | Tot: 25s818ms | Loss: 0.458 | Acc: 84.248% (8627/10240) 80/391 [=============>...................................................] Step: 323ms | Tot: 26s141ms | Loss: 0.458 | Acc: 84.259% (8736/10368) 81/391 [=============>...................................................] Step: 319ms | Tot: 26s460ms | Loss: 0.458 | Acc: 84.270% (8845/10496) 82/391 [=============>...................................................] Step: 326ms | Tot: 26s787ms | Loss: 0.456 | Acc: 84.347% (8961/10624) 83/391 [=============>...................................................] Step: 323ms | Tot: 27s111ms | Loss: 0.457 | Acc: 84.319% (9066/10752) 84/391 [=============>...................................................] Step: 330ms | Tot: 27s441ms | Loss: 0.457 | Acc: 84.301% (9172/10880) 85/391 [==============>..................................................] Step: 341ms | Tot: 27s782ms | Loss: 0.457 | Acc: 84.284% (9278/11008) 86/391 [==============>..................................................] Step: 321ms | Tot: 28s104ms | Loss: 0.457 | Acc: 84.267% (9384/11136) 87/391 [==============>..................................................] Step: 320ms | Tot: 28s424ms | Loss: 0.457 | Acc: 84.233% (9488/11264) 88/391 [==============>..................................................] Step: 329ms | Tot: 28s754ms | Loss: 0.459 | Acc: 84.191% (9591/11392) 89/391 [==============>..................................................] Step: 320ms | Tot: 29s74ms | Loss: 0.459 | Acc: 84.193% (9699/11520) 90/391 [==============>..................................................] Step: 322ms | Tot: 29s397ms | Loss: 0.460 | Acc: 84.160% (9803/11648) 91/391 [===============>.................................................] Step: 330ms | Tot: 29s727ms | Loss: 0.460 | Acc: 84.163% (9911/11776) 92/391 [===============>.................................................] Step: 326ms | Tot: 30s54ms | Loss: 0.459 | Acc: 84.207% (10024/11904) 93/391 [===============>.................................................] Step: 329ms | Tot: 30s384ms | Loss: 0.460 | Acc: 84.167% (10127/12032) 94/391 [===============>.................................................] Step: 339ms | Tot: 30s723ms | Loss: 0.461 | Acc: 84.137% (10231/12160) 95/391 [===============>.................................................] Step: 328ms | Tot: 31s52ms | Loss: 0.462 | Acc: 84.106% (10335/12288) 96/391 [===============>.................................................] Step: 321ms | Tot: 31s373ms | Loss: 0.463 | Acc: 84.093% (10441/12416) 97/391 [================>................................................] Step: 326ms | Tot: 31s700ms | Loss: 0.462 | Acc: 84.160% (10557/12544) 98/391 [================>................................................] Step: 321ms | Tot: 32s22ms | Loss: 0.461 | Acc: 84.201% (10670/12672) 99/391 [================>................................................] Step: 321ms | Tot: 32s343ms | Loss: 0.460 | Acc: 84.227% (10781/12800) 100/391 [================>................................................] Step: 342ms | Tot: 32s685ms | Loss: 0.461 | Acc: 84.197% (10885/12928) 101/391 [================>................................................] Step: 322ms | Tot: 33s7ms | Loss: 0.459 | Acc: 84.245% (10999/13056) 102/391 [================>................................................] Step: 326ms | Tot: 33s334ms | Loss: 0.459 | Acc: 84.246% (11107/13184) 103/391 [=================>...............................................] Step: 330ms | Tot: 33s665ms | Loss: 0.459 | Acc: 84.232% (11213/13312) 104/391 [=================>...............................................] Step: 324ms | Tot: 33s989ms | Loss: 0.458 | Acc: 84.263% (11325/13440) 105/391 [=================>...............................................] Step: 331ms | Tot: 34s321ms | Loss: 0.460 | Acc: 84.205% (11425/13568) 106/391 [=================>...............................................] Step: 331ms | Tot: 34s653ms | Loss: 0.459 | Acc: 84.214% (11534/13696) 107/391 [=================>...............................................] Step: 322ms | Tot: 34s975ms | Loss: 0.458 | Acc: 84.245% (11646/13824) 108/391 [=================>...............................................] Step: 323ms | Tot: 35s298ms | Loss: 0.457 | Acc: 84.325% (11765/13952) 109/391 [==================>..............................................] Step: 325ms | Tot: 35s623ms | Loss: 0.456 | Acc: 84.347% (11876/14080) 110/391 [==================>..............................................] Step: 327ms | Tot: 35s951ms | Loss: 0.456 | Acc: 84.354% (11985/14208) 111/391 [==================>..............................................] Step: 321ms | Tot: 36s272ms | Loss: 0.455 | Acc: 84.410% (12101/14336) 112/391 [==================>..............................................] Step: 325ms | Tot: 36s598ms | Loss: 0.455 | Acc: 84.368% (12203/14464) 113/391 [==================>..............................................] Step: 322ms | Tot: 36s920ms | Loss: 0.455 | Acc: 84.382% (12313/14592) 114/391 [==================>..............................................] Step: 323ms | Tot: 37s244ms | Loss: 0.456 | Acc: 84.368% (12419/14720) 115/391 [===================>.............................................] Step: 322ms | Tot: 37s567ms | Loss: 0.455 | Acc: 84.375% (12528/14848) 116/391 [===================>.............................................] Step: 322ms | Tot: 37s889ms | Loss: 0.456 | Acc: 84.368% (12635/14976) 117/391 [===================>.............................................] Step: 320ms | Tot: 38s210ms | Loss: 0.456 | Acc: 84.355% (12741/15104) 118/391 [===================>.............................................] Step: 320ms | Tot: 38s530ms | Loss: 0.455 | Acc: 84.375% (12852/15232) 119/391 [===================>.............................................] Step: 325ms | Tot: 38s855ms | Loss: 0.455 | Acc: 84.388% (12962/15360) 120/391 [===================>.............................................] Step: 326ms | Tot: 39s182ms | Loss: 0.455 | Acc: 84.381% (13069/15488) 121/391 [====================>............................................] Step: 321ms | Tot: 39s503ms | Loss: 0.457 | Acc: 84.343% (13171/15616) 122/391 [====================>............................................] Step: 342ms | Tot: 39s845ms | Loss: 0.456 | Acc: 84.350% (13280/15744) 123/391 [====================>............................................] Step: 356ms | Tot: 40s202ms | Loss: 0.455 | Acc: 84.375% (13392/15872) 124/391 [====================>............................................] Step: 327ms | Tot: 40s530ms | Loss: 0.455 | Acc: 84.369% (13499/16000) 125/391 [====================>............................................] Step: 325ms | Tot: 40s855ms | Loss: 0.455 | Acc: 84.350% (13604/16128) 126/391 [====================>............................................] Step: 324ms | Tot: 41s179ms | Loss: 0.455 | Acc: 84.357% (13713/16256) 127/391 [=====================>...........................................] Step: 322ms | Tot: 41s502ms | Loss: 0.454 | Acc: 84.363% (13822/16384) 128/391 [=====================>...........................................] Step: 328ms | Tot: 41s830ms | Loss: 0.454 | Acc: 84.375% (13932/16512) 129/391 [=====================>...........................................] Step: 324ms | Tot: 42s155ms | Loss: 0.454 | Acc: 84.381% (14041/16640) 130/391 [=====================>...........................................] Step: 325ms | Tot: 42s481ms | Loss: 0.454 | Acc: 84.387% (14150/16768) 131/391 [=====================>...........................................] Step: 327ms | Tot: 42s808ms | Loss: 0.454 | Acc: 84.381% (14257/16896) 132/391 [=====================>...........................................] Step: 321ms | Tot: 43s130ms | Loss: 0.454 | Acc: 84.416% (14371/17024) 133/391 [======================>..........................................] Step: 319ms | Tot: 43s449ms | Loss: 0.454 | Acc: 84.416% (14479/17152) 134/391 [======================>..........................................] Step: 326ms | Tot: 43s775ms | Loss: 0.453 | Acc: 84.410% (14586/17280) 135/391 [======================>..........................................] Step: 321ms | Tot: 44s96ms | Loss: 0.453 | Acc: 84.409% (14694/17408) 136/391 [======================>..........................................] Step: 319ms | Tot: 44s416ms | Loss: 0.452 | Acc: 84.426% (14805/17536) 137/391 [======================>..........................................] Step: 326ms | Tot: 44s743ms | Loss: 0.452 | Acc: 84.426% (14913/17664) 138/391 [======================>..........................................] Step: 322ms | Tot: 45s66ms | Loss: 0.454 | Acc: 84.364% (15010/17792) 139/391 [=======================>.........................................] Step: 325ms | Tot: 45s391ms | Loss: 0.455 | Acc: 84.342% (15114/17920) 140/391 [=======================>.........................................] Step: 328ms | Tot: 45s720ms | Loss: 0.455 | Acc: 84.342% (15222/18048) 141/391 [=======================>.........................................] Step: 325ms | Tot: 46s45ms | Loss: 0.454 | Acc: 84.369% (15335/18176) 142/391 [=======================>.........................................] Step: 325ms | Tot: 46s370ms | Loss: 0.454 | Acc: 84.370% (15443/18304) 143/391 [=======================>.........................................] Step: 328ms | Tot: 46s699ms | Loss: 0.454 | Acc: 84.359% (15549/18432) 144/391 [=======================>.........................................] Step: 320ms | Tot: 47s19ms | Loss: 0.454 | Acc: 84.375% (15660/18560) 145/391 [========================>........................................] Step: 324ms | Tot: 47s344ms | Loss: 0.454 | Acc: 84.380% (15769/18688) 146/391 [========================>........................................] Step: 331ms | Tot: 47s675ms | Loss: 0.454 | Acc: 84.380% (15877/18816) 147/391 [========================>........................................] Step: 326ms | Tot: 48s2ms | Loss: 0.454 | Acc: 84.396% (15988/18944) 148/391 [========================>........................................] Step: 327ms | Tot: 48s330ms | Loss: 0.454 | Acc: 84.391% (16095/19072) 149/391 [========================>........................................] Step: 329ms | Tot: 48s659ms | Loss: 0.453 | Acc: 84.448% (16214/19200) 150/391 [========================>........................................] Step: 322ms | Tot: 48s981ms | Loss: 0.452 | Acc: 84.478% (16328/19328) 151/391 [=========================>.......................................] Step: 324ms | Tot: 49s305ms | Loss: 0.452 | Acc: 84.483% (16437/19456) 152/391 [=========================>.......................................] Step: 324ms | Tot: 49s629ms | Loss: 0.452 | Acc: 84.492% (16547/19584) 153/391 [=========================>.......................................] Step: 320ms | Tot: 49s949ms | Loss: 0.452 | Acc: 84.522% (16661/19712) 154/391 [=========================>.......................................] Step: 319ms | Tot: 50s269ms | Loss: 0.452 | Acc: 84.536% (16772/19840) 155/391 [=========================>.......................................] Step: 323ms | Tot: 50s593ms | Loss: 0.452 | Acc: 84.520% (16877/19968) 156/391 [=========================>.......................................] Step: 319ms | Tot: 50s913ms | Loss: 0.453 | Acc: 84.489% (16979/20096) 157/391 [==========================>......................................] Step: 330ms | Tot: 51s244ms | Loss: 0.453 | Acc: 84.504% (17090/20224) 158/391 [==========================>......................................] Step: 322ms | Tot: 51s567ms | Loss: 0.452 | Acc: 84.532% (17204/20352) 159/391 [==========================>......................................] Step: 321ms | Tot: 51s888ms | Loss: 0.452 | Acc: 84.536% (17313/20480) 160/391 [==========================>......................................] Step: 322ms | Tot: 52s211ms | Loss: 0.451 | Acc: 84.564% (17427/20608) 161/391 [==========================>......................................] Step: 322ms | Tot: 52s533ms | Loss: 0.451 | Acc: 84.578% (17538/20736) 162/391 [==========================>......................................] Step: 326ms | Tot: 52s860ms | Loss: 0.451 | Acc: 84.576% (17646/20864) 163/391 [===========================>.....................................] Step: 329ms | Tot: 53s189ms | Loss: 0.451 | Acc: 84.580% (17755/20992) 164/391 [===========================>.....................................] Step: 321ms | Tot: 53s511ms | Loss: 0.450 | Acc: 84.602% (17868/21120) 165/391 [===========================>.....................................] Step: 329ms | Tot: 53s840ms | Loss: 0.450 | Acc: 84.591% (17974/21248) 166/391 [===========================>.....................................] Step: 328ms | Tot: 54s169ms | Loss: 0.451 | Acc: 84.557% (18075/21376) 167/391 [===========================>.....................................] Step: 325ms | Tot: 54s494ms | Loss: 0.451 | Acc: 84.556% (18183/21504) 168/391 [===========================>.....................................] Step: 330ms | Tot: 54s824ms | Loss: 0.450 | Acc: 84.588% (18298/21632) 169/391 [============================>....................................] Step: 324ms | Tot: 55s149ms | Loss: 0.451 | Acc: 84.568% (18402/21760) 170/391 [============================>....................................] Step: 322ms | Tot: 55s472ms | Loss: 0.451 | Acc: 84.539% (18504/21888) 171/391 [============================>....................................] Step: 326ms | Tot: 55s798ms | Loss: 0.451 | Acc: 84.561% (18617/22016) 172/391 [============================>....................................] Step: 324ms | Tot: 56s123ms | Loss: 0.451 | Acc: 84.565% (18726/22144) 173/391 [============================>....................................] Step: 325ms | Tot: 56s448ms | Loss: 0.450 | Acc: 84.591% (18840/22272) 174/391 [============================>....................................] Step: 330ms | Tot: 56s779ms | Loss: 0.450 | Acc: 84.562% (18942/22400) 175/391 [=============================>...................................] Step: 328ms | Tot: 57s107ms | Loss: 0.450 | Acc: 84.553% (19048/22528) 176/391 [=============================>...................................] Step: 322ms | Tot: 57s430ms | Loss: 0.451 | Acc: 84.529% (19151/22656) 177/391 [=============================>...................................] Step: 338ms | Tot: 57s768ms | Loss: 0.451 | Acc: 84.529% (19259/22784) 178/391 [=============================>...................................] Step: 329ms | Tot: 58s97ms | Loss: 0.451 | Acc: 84.536% (19369/22912) 179/391 [=============================>...................................] Step: 322ms | Tot: 58s419ms | Loss: 0.451 | Acc: 84.562% (19483/23040) 180/391 [=============================>...................................] Step: 331ms | Tot: 58s751ms | Loss: 0.451 | Acc: 84.548% (19588/23168) 181/391 [==============================>..................................] Step: 321ms | Tot: 59s72ms | Loss: 0.451 | Acc: 84.534% (19693/23296) 182/391 [==============================>..................................] Step: 322ms | Tot: 59s395ms | Loss: 0.451 | Acc: 84.529% (19800/23424) 183/391 [==============================>..................................] Step: 331ms | Tot: 59s726ms | Loss: 0.450 | Acc: 84.553% (19914/23552) 184/391 [==============================>..................................] Step: 324ms | Tot: 1m50ms | Loss: 0.451 | Acc: 84.519% (20014/23680) 185/391 [==============================>..................................] Step: 325ms | Tot: 1m376ms | Loss: 0.452 | Acc: 84.488% (20115/23808) 186/391 [==============================>..................................] Step: 332ms | Tot: 1m708ms | Loss: 0.452 | Acc: 84.505% (20227/23936) 187/391 [===============================>.................................] Step: 323ms | Tot: 1m1s | Loss: 0.452 | Acc: 84.500% (20334/24064) 188/391 [===============================>.................................] Step: 325ms | Tot: 1m1s | Loss: 0.451 | Acc: 84.487% (20439/24192) 189/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.451 | Acc: 84.482% (20546/24320) 190/391 [===============================>.................................] Step: 323ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.498% (20658/24448) 191/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.517% (20771/24576) 192/391 [===============================>.................................] Step: 330ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.496% (20874/24704) 193/391 [================================>................................] Step: 331ms | Tot: 1m2s | Loss: 0.451 | Acc: 84.516% (20987/24832) 194/391 [================================>................................] Step: 326ms | Tot: 1m3s | Loss: 0.451 | Acc: 84.535% (21100/24960) 195/391 [================================>................................] Step: 331ms | Tot: 1m3s | Loss: 0.451 | Acc: 84.546% (21211/25088) 196/391 [================================>................................] Step: 324ms | Tot: 1m3s | Loss: 0.450 | Acc: 84.542% (21318/25216) 197/391 [================================>................................] Step: 327ms | Tot: 1m4s | Loss: 0.451 | Acc: 84.529% (21423/25344) 198/391 [================================>................................] Step: 344ms | Tot: 1m4s | Loss: 0.450 | Acc: 84.544% (21535/25472) 199/391 [=================================>...............................] Step: 324ms | Tot: 1m4s | Loss: 0.450 | Acc: 84.570% (21650/25600) 200/391 [=================================>...............................] Step: 327ms | Tot: 1m5s | Loss: 0.450 | Acc: 84.585% (21762/25728) 201/391 [=================================>...............................] Step: 328ms | Tot: 1m5s | Loss: 0.450 | Acc: 84.565% (21865/25856) 202/391 [=================================>...............................] Step: 333ms | Tot: 1m5s | Loss: 0.450 | Acc: 84.567% (21974/25984) 203/391 [=================================>...............................] Step: 326ms | Tot: 1m6s | Loss: 0.450 | Acc: 84.570% (22083/26112) 204/391 [=================================>...............................] Step: 328ms | Tot: 1m6s | Loss: 0.450 | Acc: 84.573% (22192/26240) 205/391 [==================================>..............................] Step: 323ms | Tot: 1m6s | Loss: 0.451 | Acc: 84.549% (22294/26368) 206/391 [==================================>..............................] Step: 327ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.575% (22409/26496) 207/391 [==================================>..............................] Step: 328ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.597% (22523/26624) 208/391 [==================================>..............................] Step: 342ms | Tot: 1m7s | Loss: 0.450 | Acc: 84.554% (22620/26752) 209/391 [==================================>..............................] Step: 325ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.550% (22727/26880) 210/391 [==================================>..............................] Step: 326ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.531% (22830/27008) 211/391 [===================================>.............................] Step: 326ms | Tot: 1m8s | Loss: 0.451 | Acc: 84.511% (22933/27136) 212/391 [===================================>.............................] Step: 325ms | Tot: 1m9s | Loss: 0.452 | Acc: 84.514% (23042/27264) 213/391 [===================================>.............................] Step: 324ms | Tot: 1m9s | Loss: 0.452 | Acc: 84.521% (23152/27392) 214/391 [===================================>.............................] Step: 357ms | Tot: 1m9s | Loss: 0.451 | Acc: 84.528% (23262/27520) 215/391 [===================================>.............................] Step: 357ms | Tot: 1m10s | Loss: 0.451 | Acc: 84.531% (23371/27648) 216/391 [===================================>.............................] Step: 328ms | Tot: 1m10s | Loss: 0.451 | Acc: 84.537% (23481/27776) 217/391 [====================================>............................] Step: 324ms | Tot: 1m10s | Loss: 0.451 | Acc: 84.536% (23589/27904) 218/391 [====================================>............................] Step: 333ms | Tot: 1m11s | Loss: 0.452 | Acc: 84.525% (23694/28032) 219/391 [====================================>............................] Step: 327ms | Tot: 1m11s | Loss: 0.452 | Acc: 84.499% (23795/28160) 220/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.453 | Acc: 84.481% (23898/28288) 221/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 0.453 | Acc: 84.452% (23998/28416) 222/391 [====================================>............................] Step: 325ms | Tot: 1m12s | Loss: 0.453 | Acc: 84.456% (24107/28544) 223/391 [=====================================>...........................] Step: 324ms | Tot: 1m12s | Loss: 0.454 | Acc: 84.441% (24211/28672) 224/391 [=====================================>...........................] Step: 325ms | Tot: 1m13s | Loss: 0.454 | Acc: 84.455% (24323/28800) 225/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.454 | Acc: 84.416% (24420/28928) 226/391 [=====================================>...........................] Step: 324ms | Tot: 1m13s | Loss: 0.454 | Acc: 84.409% (24526/29056) 227/391 [=====================================>...........................] Step: 324ms | Tot: 1m14s | Loss: 0.455 | Acc: 84.399% (24631/29184) 228/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.455 | Acc: 84.395% (24738/29312) 229/391 [======================================>..........................] Step: 325ms | Tot: 1m14s | Loss: 0.455 | Acc: 84.409% (24850/29440) 230/391 [======================================>..........................] Step: 333ms | Tot: 1m15s | Loss: 0.455 | Acc: 84.395% (24954/29568) 231/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.455 | Acc: 84.412% (25067/29696) 232/391 [======================================>..........................] Step: 328ms | Tot: 1m15s | Loss: 0.454 | Acc: 84.429% (25180/29824) 233/391 [======================================>..........................] Step: 324ms | Tot: 1m16s | Loss: 0.454 | Acc: 84.438% (25291/29952) 234/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.454 | Acc: 84.432% (25397/30080) 235/391 [=======================================>.........................] Step: 326ms | Tot: 1m16s | Loss: 0.454 | Acc: 84.435% (25506/30208) 236/391 [=======================================>.........................] Step: 321ms | Tot: 1m17s | Loss: 0.454 | Acc: 84.444% (25617/30336) 237/391 [=======================================>.........................] Step: 324ms | Tot: 1m17s | Loss: 0.454 | Acc: 84.447% (25726/30464) 238/391 [=======================================>.........................] Step: 328ms | Tot: 1m17s | Loss: 0.455 | Acc: 84.434% (25830/30592) 239/391 [=======================================>.........................] Step: 328ms | Tot: 1m18s | Loss: 0.454 | Acc: 84.463% (25947/30720) 240/391 [=======================================>.........................] Step: 328ms | Tot: 1m18s | Loss: 0.454 | Acc: 84.459% (26054/30848) 241/391 [========================================>........................] Step: 336ms | Tot: 1m18s | Loss: 0.453 | Acc: 84.482% (26169/30976) 242/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.453 | Acc: 84.500% (26283/31104) 243/391 [========================================>........................] Step: 320ms | Tot: 1m19s | Loss: 0.453 | Acc: 84.493% (26389/31232) 244/391 [========================================>........................] Step: 328ms | Tot: 1m19s | Loss: 0.453 | Acc: 84.467% (26489/31360) 245/391 [========================================>........................] Step: 321ms | Tot: 1m20s | Loss: 0.453 | Acc: 84.461% (26595/31488) 246/391 [========================================>........................] Step: 324ms | Tot: 1m20s | Loss: 0.453 | Acc: 84.479% (26709/31616) 247/391 [=========================================>.......................] Step: 326ms | Tot: 1m20s | Loss: 0.452 | Acc: 84.492% (26821/31744) 248/391 [=========================================>.......................] Step: 320ms | Tot: 1m21s | Loss: 0.452 | Acc: 84.507% (26934/31872) 249/391 [=========================================>.......................] Step: 323ms | Tot: 1m21s | Loss: 0.452 | Acc: 84.513% (27044/32000) 250/391 [=========================================>.......................] Step: 326ms | Tot: 1m21s | Loss: 0.452 | Acc: 84.515% (27153/32128) 251/391 [=========================================>.......................] Step: 323ms | Tot: 1m22s | Loss: 0.452 | Acc: 84.524% (27264/32256) 252/391 [=========================================>.......................] Step: 320ms | Tot: 1m22s | Loss: 0.452 | Acc: 84.523% (27372/32384) 253/391 [==========================================>......................] Step: 326ms | Tot: 1m22s | Loss: 0.452 | Acc: 84.516% (27478/32512) 254/391 [==========================================>......................] Step: 318ms | Tot: 1m22s | Loss: 0.452 | Acc: 84.510% (27584/32640) 255/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.452 | Acc: 84.500% (27689/32768) 256/391 [==========================================>......................] Step: 325ms | Tot: 1m23s | Loss: 0.452 | Acc: 84.497% (27796/32896) 257/391 [==========================================>......................] Step: 326ms | Tot: 1m23s | Loss: 0.452 | Acc: 84.490% (27902/33024) 258/391 [==========================================>......................] Step: 325ms | Tot: 1m24s | Loss: 0.452 | Acc: 84.493% (28011/33152) 259/391 [===========================================>.....................] Step: 329ms | Tot: 1m24s | Loss: 0.452 | Acc: 84.498% (28121/33280) 260/391 [===========================================>.....................] Step: 325ms | Tot: 1m24s | Loss: 0.452 | Acc: 84.498% (28229/33408) 261/391 [===========================================>.....................] Step: 320ms | Tot: 1m25s | Loss: 0.452 | Acc: 84.506% (28340/33536) 262/391 [===========================================>.....................] Step: 323ms | Tot: 1m25s | Loss: 0.451 | Acc: 84.526% (28455/33664) 263/391 [===========================================>.....................] Step: 329ms | Tot: 1m25s | Loss: 0.451 | Acc: 84.526% (28563/33792) 264/391 [===========================================>.....................] Step: 331ms | Tot: 1m26s | Loss: 0.451 | Acc: 84.522% (28670/33920) 265/391 [============================================>....................] Step: 327ms | Tot: 1m26s | Loss: 0.451 | Acc: 84.542% (28785/34048) 266/391 [============================================>....................] Step: 320ms | Tot: 1m26s | Loss: 0.450 | Acc: 84.556% (28898/34176) 267/391 [============================================>....................] Step: 320ms | Tot: 1m27s | Loss: 0.451 | Acc: 84.559% (29007/34304) 268/391 [============================================>....................] Step: 319ms | Tot: 1m27s | Loss: 0.450 | Acc: 84.584% (29124/34432) 269/391 [============================================>....................] Step: 336ms | Tot: 1m27s | Loss: 0.450 | Acc: 84.580% (29231/34560) 270/391 [============================================>....................] Step: 330ms | Tot: 1m28s | Loss: 0.450 | Acc: 84.574% (29337/34688) 271/391 [=============================================>...................] Step: 329ms | Tot: 1m28s | Loss: 0.449 | Acc: 84.599% (29454/34816) 272/391 [=============================================>...................] Step: 324ms | Tot: 1m28s | Loss: 0.449 | Acc: 84.581% (29556/34944) 273/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.450 | Acc: 84.569% (29660/35072) 274/391 [=============================================>...................] Step: 318ms | Tot: 1m29s | Loss: 0.450 | Acc: 84.580% (29772/35200) 275/391 [=============================================>...................] Step: 322ms | Tot: 1m29s | Loss: 0.450 | Acc: 84.567% (29876/35328) 276/391 [=============================================>...................] Step: 321ms | Tot: 1m30s | Loss: 0.451 | Acc: 84.550% (29978/35456) 277/391 [==============================================>..................] Step: 322ms | Tot: 1m30s | Loss: 0.450 | Acc: 84.555% (30088/35584) 278/391 [==============================================>..................] Step: 328ms | Tot: 1m30s | Loss: 0.451 | Acc: 84.537% (30190/35712) 279/391 [==============================================>..................] Step: 322ms | Tot: 1m31s | Loss: 0.451 | Acc: 84.528% (30295/35840) 280/391 [==============================================>..................] Step: 320ms | Tot: 1m31s | Loss: 0.451 | Acc: 84.517% (30399/35968) 281/391 [==============================================>..................] Step: 328ms | Tot: 1m31s | Loss: 0.451 | Acc: 84.522% (30509/36096) 282/391 [==============================================>..................] Step: 330ms | Tot: 1m32s | Loss: 0.452 | Acc: 84.519% (30616/36224) 283/391 [===============================================>.................] Step: 320ms | Tot: 1m32s | Loss: 0.452 | Acc: 84.515% (30723/36352) 284/391 [===============================================>.................] Step: 328ms | Tot: 1m32s | Loss: 0.452 | Acc: 84.498% (30825/36480) 285/391 [===============================================>.................] Step: 320ms | Tot: 1m33s | Loss: 0.452 | Acc: 84.482% (30927/36608) 286/391 [===============================================>.................] Step: 326ms | Tot: 1m33s | Loss: 0.452 | Acc: 84.487% (31037/36736) 287/391 [===============================================>.................] Step: 330ms | Tot: 1m33s | Loss: 0.453 | Acc: 84.459% (31135/36864) 288/391 [===============================================>.................] Step: 318ms | Tot: 1m34s | Loss: 0.453 | Acc: 84.475% (31249/36992) 289/391 [================================================>................] Step: 320ms | Tot: 1m34s | Loss: 0.453 | Acc: 84.459% (31351/37120) 290/391 [================================================>................] Step: 330ms | Tot: 1m34s | Loss: 0.453 | Acc: 84.461% (31460/37248) 291/391 [================================================>................] Step: 333ms | Tot: 1m35s | Loss: 0.453 | Acc: 84.463% (31569/37376) 292/391 [================================================>................] Step: 319ms | Tot: 1m35s | Loss: 0.453 | Acc: 84.476% (31682/37504) 293/391 [================================================>................] Step: 326ms | Tot: 1m35s | Loss: 0.453 | Acc: 84.473% (31789/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.452 | Acc: 84.486% (31902/37760) 295/391 [=================================================>...............] Step: 333ms | Tot: 1m36s | Loss: 0.453 | Acc: 84.481% (32008/37888) 296/391 [=================================================>...............] Step: 330ms | Tot: 1m36s | Loss: 0.453 | Acc: 84.480% (32116/38016) 297/391 [=================================================>...............] Step: 328ms | Tot: 1m36s | Loss: 0.453 | Acc: 84.493% (32229/38144) 298/391 [=================================================>...............] Step: 327ms | Tot: 1m37s | Loss: 0.453 | Acc: 84.487% (32335/38272) 299/391 [=================================================>...............] Step: 322ms | Tot: 1m37s | Loss: 0.453 | Acc: 84.482% (32441/38400) 300/391 [=================================================>...............] Step: 328ms | Tot: 1m37s | Loss: 0.453 | Acc: 84.487% (32551/38528) 301/391 [==================================================>..............] Step: 328ms | Tot: 1m38s | Loss: 0.454 | Acc: 84.476% (32655/38656) 302/391 [==================================================>..............] Step: 328ms | Tot: 1m38s | Loss: 0.454 | Acc: 84.476% (32763/38784) 303/391 [==================================================>..............] Step: 324ms | Tot: 1m38s | Loss: 0.454 | Acc: 84.470% (32869/38912) 304/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.454 | Acc: 84.477% (32980/39040) 305/391 [==================================================>..............] Step: 323ms | Tot: 1m39s | Loss: 0.454 | Acc: 84.459% (33081/39168) 306/391 [==================================================>..............] Step: 361ms | Tot: 1m39s | Loss: 0.454 | Acc: 84.462% (33190/39296) 307/391 [===================================================>.............] Step: 368ms | Tot: 1m40s | Loss: 0.454 | Acc: 84.461% (33298/39424) 308/391 [===================================================>.............] Step: 328ms | Tot: 1m40s | Loss: 0.454 | Acc: 84.453% (33403/39552) 309/391 [===================================================>.............] Step: 326ms | Tot: 1m40s | Loss: 0.454 | Acc: 84.446% (33508/39680) 310/391 [===================================================>.............] Step: 330ms | Tot: 1m41s | Loss: 0.454 | Acc: 84.448% (33617/39808) 311/391 [===================================================>.............] Step: 327ms | Tot: 1m41s | Loss: 0.454 | Acc: 84.443% (33723/39936) 312/391 [===================================================>.............] Step: 330ms | Tot: 1m41s | Loss: 0.455 | Acc: 84.440% (33830/40064) 313/391 [====================================================>............] Step: 324ms | Tot: 1m42s | Loss: 0.455 | Acc: 84.437% (33937/40192) 314/391 [====================================================>............] Step: 325ms | Tot: 1m42s | Loss: 0.455 | Acc: 84.449% (34050/40320) 315/391 [====================================================>............] Step: 321ms | Tot: 1m42s | Loss: 0.455 | Acc: 84.449% (34158/40448) 316/391 [====================================================>............] Step: 331ms | Tot: 1m43s | Loss: 0.455 | Acc: 84.439% (34262/40576) 317/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.455 | Acc: 84.427% (34365/40704) 318/391 [====================================================>............] Step: 325ms | Tot: 1m43s | Loss: 0.456 | Acc: 84.422% (34471/40832) 319/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.456 | Acc: 84.414% (34576/40960) 320/391 [=====================================================>...........] Step: 326ms | Tot: 1m44s | Loss: 0.456 | Acc: 84.409% (34682/41088) 321/391 [=====================================================>...........] Step: 321ms | Tot: 1m44s | Loss: 0.456 | Acc: 84.390% (34782/41216) 322/391 [=====================================================>...........] Step: 325ms | Tot: 1m45s | Loss: 0.456 | Acc: 84.394% (34892/41344) 323/391 [=====================================================>...........] Step: 320ms | Tot: 1m45s | Loss: 0.457 | Acc: 84.389% (34998/41472) 324/391 [=====================================================>...........] Step: 325ms | Tot: 1m45s | Loss: 0.457 | Acc: 84.394% (35108/41600) 325/391 [======================================================>..........] Step: 322ms | Tot: 1m46s | Loss: 0.457 | Acc: 84.399% (35218/41728) 326/391 [======================================================>..........] Step: 336ms | Tot: 1m46s | Loss: 0.457 | Acc: 84.411% (35331/41856) 327/391 [======================================================>..........] Step: 340ms | Tot: 1m46s | Loss: 0.457 | Acc: 84.411% (35439/41984) 328/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 0.457 | Acc: 84.382% (35535/42112) 329/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 0.457 | Acc: 84.377% (35641/42240) 330/391 [======================================================>..........] Step: 325ms | Tot: 1m47s | Loss: 0.457 | Acc: 84.389% (35754/42368) 331/391 [=======================================================>.........] Step: 322ms | Tot: 1m48s | Loss: 0.458 | Acc: 84.366% (35852/42496) 332/391 [=======================================================>.........] Step: 321ms | Tot: 1m48s | Loss: 0.458 | Acc: 84.349% (35953/42624) 333/391 [=======================================================>.........] Step: 329ms | Tot: 1m48s | Loss: 0.458 | Acc: 84.345% (36059/42752) 334/391 [=======================================================>.........] Step: 321ms | Tot: 1m49s | Loss: 0.458 | Acc: 84.333% (36162/42880) 335/391 [=======================================================>.........] Step: 320ms | Tot: 1m49s | Loss: 0.459 | Acc: 84.331% (36269/43008) 336/391 [=======================================================>.........] Step: 330ms | Tot: 1m49s | Loss: 0.458 | Acc: 84.345% (36383/43136) 337/391 [========================================================>........] Step: 326ms | Tot: 1m50s | Loss: 0.458 | Acc: 84.350% (36493/43264) 338/391 [========================================================>........] Step: 319ms | Tot: 1m50s | Loss: 0.458 | Acc: 84.340% (36597/43392) 339/391 [========================================================>........] Step: 329ms | Tot: 1m50s | Loss: 0.458 | Acc: 84.336% (36703/43520) 340/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.334% (36810/43648) 341/391 [========================================================>........] Step: 323ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.320% (36912/43776) 342/391 [========================================================>........] Step: 332ms | Tot: 1m51s | Loss: 0.458 | Acc: 84.323% (37021/43904) 343/391 [=========================================================>.......] Step: 330ms | Tot: 1m52s | Loss: 0.458 | Acc: 84.327% (37131/44032) 344/391 [=========================================================>.......] Step: 323ms | Tot: 1m52s | Loss: 0.458 | Acc: 84.341% (37245/44160) 345/391 [=========================================================>.......] Step: 334ms | Tot: 1m52s | Loss: 0.458 | Acc: 84.359% (37361/44288) 346/391 [=========================================================>.......] Step: 322ms | Tot: 1m53s | Loss: 0.458 | Acc: 84.366% (37472/44416) 347/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.458 | Acc: 84.373% (37583/44544) 348/391 [=========================================================>.......] Step: 329ms | Tot: 1m53s | Loss: 0.458 | Acc: 84.377% (37693/44672) 349/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.371% (37798/44800) 350/391 [==========================================================>......] Step: 320ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.377% (37909/44928) 351/391 [==========================================================>......] Step: 330ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.371% (38014/45056) 352/391 [==========================================================>......] Step: 325ms | Tot: 1m54s | Loss: 0.458 | Acc: 84.375% (38124/45184) 353/391 [==========================================================>......] Step: 324ms | Tot: 1m55s | Loss: 0.458 | Acc: 84.384% (38236/45312) 354/391 [==========================================================>......] Step: 332ms | Tot: 1m55s | Loss: 0.458 | Acc: 84.386% (38345/45440) 355/391 [===========================================================>.....] Step: 334ms | Tot: 1m55s | Loss: 0.457 | Acc: 84.401% (38460/45568) 356/391 [===========================================================>.....] Step: 336ms | Tot: 1m56s | Loss: 0.457 | Acc: 84.414% (38574/45696) 357/391 [===========================================================>.....] Step: 343ms | Tot: 1m56s | Loss: 0.457 | Acc: 84.421% (38685/45824) 358/391 [===========================================================>.....] Step: 335ms | Tot: 1m56s | Loss: 0.457 | Acc: 84.421% (38793/45952) 359/391 [===========================================================>.....] Step: 336ms | Tot: 1m57s | Loss: 0.457 | Acc: 84.429% (38905/46080) 360/391 [===========================================================>.....] Step: 340ms | Tot: 1m57s | Loss: 0.457 | Acc: 84.423% (39010/46208) 361/391 [============================================================>....] Step: 334ms | Tot: 1m58s | Loss: 0.457 | Acc: 84.414% (39114/46336) 362/391 [============================================================>....] Step: 333ms | Tot: 1m58s | Loss: 0.457 | Acc: 84.416% (39223/46464) 363/391 [============================================================>....] Step: 342ms | Tot: 1m58s | Loss: 0.456 | Acc: 84.422% (39334/46592) 364/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.456 | Acc: 84.429% (39445/46720) 365/391 [============================================================>....] Step: 320ms | Tot: 1m59s | Loss: 0.457 | Acc: 84.418% (39548/46848) 366/391 [============================================================>....] Step: 328ms | Tot: 1m59s | Loss: 0.457 | Acc: 84.407% (39651/46976) 367/391 [=============================================================>...] Step: 320ms | Tot: 1m59s | Loss: 0.457 | Acc: 84.407% (39759/47104) 368/391 [=============================================================>...] Step: 320ms | Tot: 2m296ms | Loss: 0.457 | Acc: 84.407% (39867/47232) 369/391 [=============================================================>...] Step: 322ms | Tot: 2m619ms | Loss: 0.458 | Acc: 84.405% (39974/47360) 370/391 [=============================================================>...] Step: 319ms | Tot: 2m938ms | Loss: 0.458 | Acc: 84.407% (40083/47488) 371/391 [=============================================================>...] Step: 323ms | Tot: 2m1s | Loss: 0.458 | Acc: 84.409% (40192/47616) 372/391 [=============================================================>...] Step: 327ms | Tot: 2m1s | Loss: 0.457 | Acc: 84.425% (40308/47744) 373/391 [==============================================================>..] Step: 329ms | Tot: 2m1s | Loss: 0.457 | Acc: 84.425% (40416/47872) 374/391 [==============================================================>..] Step: 328ms | Tot: 2m2s | Loss: 0.457 | Acc: 84.406% (40515/48000) 375/391 [==============================================================>..] Step: 319ms | Tot: 2m2s | Loss: 0.457 | Acc: 84.419% (40629/48128) 376/391 [==============================================================>..] Step: 316ms | Tot: 2m2s | Loss: 0.457 | Acc: 84.429% (40742/48256) 377/391 [==============================================================>..] Step: 321ms | Tot: 2m3s | Loss: 0.457 | Acc: 84.433% (40852/48384) 378/391 [==============================================================>..] Step: 326ms | Tot: 2m3s | Loss: 0.456 | Acc: 84.435% (40961/48512) 379/391 [===============================================================>.] Step: 323ms | Tot: 2m3s | Loss: 0.456 | Acc: 84.431% (41067/48640) 380/391 [===============================================================>.] Step: 318ms | Tot: 2m4s | Loss: 0.456 | Acc: 84.426% (41173/48768) 381/391 [===============================================================>.] Step: 323ms | Tot: 2m4s | Loss: 0.457 | Acc: 84.414% (41275/48896) 382/391 [===============================================================>.] Step: 322ms | Tot: 2m4s | Loss: 0.456 | Acc: 84.422% (41387/49024) 383/391 [===============================================================>.] Step: 338ms | Tot: 2m5s | Loss: 0.456 | Acc: 84.420% (41494/49152) 384/391 [===============================================================>.] Step: 317ms | Tot: 2m5s | Loss: 0.456 | Acc: 84.436% (41610/49280) 385/391 [================================================================>] Step: 323ms | Tot: 2m5s | Loss: 0.456 | Acc: 84.440% (41720/49408) 386/391 [================================================================>] Step: 319ms | Tot: 2m6s | Loss: 0.456 | Acc: 84.450% (41833/49536) 387/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.456 | Acc: 84.462% (41947/49664) 388/391 [================================================================>] Step: 330ms | Tot: 2m6s | Loss: 0.456 | Acc: 84.459% (42054/49792) 389/391 [================================================================>] Step: 328ms | Tot: 2m7s | Loss: 0.456 | Acc: 84.451% (42158/49920) 390/391 [================================================================>] Step: 306ms | Tot: 2m7s | Loss: 0.456 | Acc: 84.462% (42231/50000) 391/391 + [>................................................................] Step: 885ms | Tot: 2ms | Loss: 0.697 | Acc: 76.000% (76/100) 1/100 [>................................................................] Step: 260ms | Tot: 263ms | Loss: 0.616 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 263ms | Tot: 526ms | Loss: 0.614 | Acc: 81.667% (245/300) 3/100 [=>...............................................................] Step: 257ms | Tot: 783ms | Loss: 0.638 | Acc: 80.000% (320/400) 4/100 [==>..............................................................] Step: 258ms | Tot: 1s42ms | Loss: 0.644 | Acc: 79.600% (398/500) 5/100 [===>.............................................................] Step: 262ms | Tot: 1s304ms | Loss: 0.617 | Acc: 80.167% (481/600) 6/100 [===>.............................................................] Step: 298ms | Tot: 1s603ms | Loss: 0.618 | Acc: 80.143% (561/700) 7/100 [====>............................................................] Step: 307ms | Tot: 1s910ms | Loss: 0.661 | Acc: 78.625% (629/800) 8/100 [=====>...........................................................] Step: 263ms | Tot: 2s174ms | Loss: 0.687 | Acc: 77.889% (701/900) 9/100 [=====>...........................................................] Step: 261ms | Tot: 2s435ms | Loss: 0.661 | Acc: 78.600% (786/1000) 10/100 [======>..........................................................] Step: 256ms | Tot: 2s691ms | Loss: 0.663 | Acc: 78.364% (862/1100) 11/100 [=======>.........................................................] Step: 255ms | Tot: 2s947ms | Loss: 0.671 | Acc: 77.917% (935/1200) 12/100 [=======>.........................................................] Step: 258ms | Tot: 3s205ms | Loss: 0.658 | Acc: 78.077% (1015/1300) 13/100 [========>........................................................] Step: 267ms | Tot: 3s472ms | Loss: 0.671 | Acc: 77.714% (1088/1400) 14/100 [=========>.......................................................] Step: 265ms | Tot: 3s737ms | Loss: 0.663 | Acc: 78.133% (1172/1500) 15/100 [=========>.......................................................] Step: 259ms | Tot: 3s997ms | Loss: 0.666 | Acc: 78.125% (1250/1600) 16/100 [==========>......................................................] Step: 259ms | Tot: 4s256ms | Loss: 0.661 | Acc: 78.412% (1333/1700) 17/100 [===========>.....................................................] Step: 264ms | Tot: 4s521ms | Loss: 0.659 | Acc: 78.611% (1415/1800) 18/100 [===========>.....................................................] Step: 259ms | Tot: 4s780ms | Loss: 0.656 | Acc: 78.474% (1491/1900) 19/100 [============>....................................................] Step: 257ms | Tot: 5s38ms | Loss: 0.668 | Acc: 78.050% (1561/2000) 20/100 [=============>...................................................] Step: 262ms | Tot: 5s300ms | Loss: 0.670 | Acc: 78.000% (1638/2100) 21/100 [=============>...................................................] Step: 257ms | Tot: 5s558ms | Loss: 0.667 | Acc: 78.136% (1719/2200) 22/100 [==============>..................................................] Step: 257ms | Tot: 5s816ms | Loss: 0.669 | Acc: 78.000% (1794/2300) 23/100 [==============>..................................................] Step: 255ms | Tot: 6s71ms | Loss: 0.677 | Acc: 77.958% (1871/2400) 24/100 [===============>.................................................] Step: 264ms | Tot: 6s335ms | Loss: 0.674 | Acc: 77.760% (1944/2500) 25/100 [================>................................................] Step: 256ms | Tot: 6s592ms | Loss: 0.681 | Acc: 77.538% (2016/2600) 26/100 [================>................................................] Step: 258ms | Tot: 6s850ms | Loss: 0.680 | Acc: 77.407% (2090/2700) 27/100 [=================>...............................................] Step: 259ms | Tot: 7s109ms | Loss: 0.677 | Acc: 77.643% (2174/2800) 28/100 [==================>..............................................] Step: 263ms | Tot: 7s372ms | Loss: 0.677 | Acc: 77.793% (2256/2900) 29/100 [==================>..............................................] Step: 257ms | Tot: 7s630ms | Loss: 0.675 | Acc: 77.867% (2336/3000) 30/100 [===================>.............................................] Step: 256ms | Tot: 7s886ms | Loss: 0.679 | Acc: 77.903% (2415/3100) 31/100 [====================>............................................] Step: 261ms | Tot: 8s148ms | Loss: 0.676 | Acc: 78.031% (2497/3200) 32/100 [====================>............................................] Step: 269ms | Tot: 8s417ms | Loss: 0.674 | Acc: 78.091% (2577/3300) 33/100 [=====================>...........................................] Step: 265ms | Tot: 8s683ms | Loss: 0.677 | Acc: 77.853% (2647/3400) 34/100 [======================>..........................................] Step: 260ms | Tot: 8s943ms | Loss: 0.689 | Acc: 77.657% (2718/3500) 35/100 [======================>..........................................] Step: 257ms | Tot: 9s200ms | Loss: 0.685 | Acc: 77.667% (2796/3600) 36/100 [=======================>.........................................] Step: 265ms | Tot: 9s466ms | Loss: 0.685 | Acc: 77.568% (2870/3700) 37/100 [========================>........................................] Step: 257ms | Tot: 9s724ms | Loss: 0.692 | Acc: 77.237% (2935/3800) 38/100 [========================>........................................] Step: 265ms | Tot: 9s989ms | Loss: 0.685 | Acc: 77.436% (3020/3900) 39/100 [=========================>.......................................] Step: 263ms | Tot: 10s252ms | Loss: 0.684 | Acc: 77.525% (3101/4000) 40/100 [==========================>......................................] Step: 265ms | Tot: 10s518ms | Loss: 0.684 | Acc: 77.585% (3181/4100) 41/100 [==========================>......................................] Step: 259ms | Tot: 10s778ms | Loss: 0.685 | Acc: 77.571% (3258/4200) 42/100 [===========================>.....................................] Step: 255ms | Tot: 11s33ms | Loss: 0.680 | Acc: 77.721% (3342/4300) 43/100 [===========================>.....................................] Step: 261ms | Tot: 11s295ms | Loss: 0.681 | Acc: 77.750% (3421/4400) 44/100 [============================>....................................] Step: 258ms | Tot: 11s553ms | Loss: 0.678 | Acc: 77.844% (3503/4500) 45/100 [=============================>...................................] Step: 262ms | Tot: 11s815ms | Loss: 0.677 | Acc: 77.848% (3581/4600) 46/100 [=============================>...................................] Step: 256ms | Tot: 12s72ms | Loss: 0.674 | Acc: 77.872% (3660/4700) 47/100 [==============================>..................................] Step: 262ms | Tot: 12s335ms | Loss: 0.681 | Acc: 77.708% (3730/4800) 48/100 [===============================>.................................] Step: 258ms | Tot: 12s593ms | Loss: 0.678 | Acc: 77.673% (3806/4900) 49/100 [===============================>.................................] Step: 260ms | Tot: 12s854ms | Loss: 0.679 | Acc: 77.680% (3884/5000) 50/100 [================================>................................] Step: 256ms | Tot: 13s110ms | Loss: 0.675 | Acc: 77.745% (3965/5100) 51/100 [=================================>...............................] Step: 272ms | Tot: 13s382ms | Loss: 0.676 | Acc: 77.731% (4042/5200) 52/100 [=================================>...............................] Step: 262ms | Tot: 13s645ms | Loss: 0.677 | Acc: 77.717% (4119/5300) 53/100 [==================================>..............................] Step: 264ms | Tot: 13s910ms | Loss: 0.678 | Acc: 77.741% (4198/5400) 54/100 [===================================>.............................] Step: 257ms | Tot: 14s167ms | Loss: 0.679 | Acc: 77.709% (4274/5500) 55/100 [===================================>.............................] Step: 265ms | Tot: 14s432ms | Loss: 0.680 | Acc: 77.714% (4352/5600) 56/100 [====================================>............................] Step: 255ms | Tot: 14s688ms | Loss: 0.680 | Acc: 77.719% (4430/5700) 57/100 [=====================================>...........................] Step: 257ms | Tot: 14s946ms | Loss: 0.681 | Acc: 77.707% (4507/5800) 58/100 [=====================================>...........................] Step: 268ms | Tot: 15s214ms | Loss: 0.685 | Acc: 77.627% (4580/5900) 59/100 [======================================>..........................] Step: 269ms | Tot: 15s483ms | Loss: 0.685 | Acc: 77.550% (4653/6000) 60/100 [=======================================>.........................] Step: 265ms | Tot: 15s749ms | Loss: 0.685 | Acc: 77.590% (4733/6100) 61/100 [=======================================>.........................] Step: 265ms | Tot: 16s14ms | Loss: 0.683 | Acc: 77.597% (4811/6200) 62/100 [========================================>........................] Step: 266ms | Tot: 16s281ms | Loss: 0.684 | Acc: 77.587% (4888/6300) 63/100 [========================================>........................] Step: 267ms | Tot: 16s549ms | Loss: 0.683 | Acc: 77.656% (4970/6400) 64/100 [=========================================>.......................] Step: 267ms | Tot: 16s816ms | Loss: 0.686 | Acc: 77.508% (5038/6500) 65/100 [==========================================>......................] Step: 263ms | Tot: 17s80ms | Loss: 0.686 | Acc: 77.485% (5114/6600) 66/100 [==========================================>......................] Step: 272ms | Tot: 17s353ms | Loss: 0.684 | Acc: 77.537% (5195/6700) 67/100 [===========================================>.....................] Step: 268ms | Tot: 17s621ms | Loss: 0.684 | Acc: 77.574% (5275/6800) 68/100 [============================================>....................] Step: 268ms | Tot: 17s889ms | Loss: 0.684 | Acc: 77.565% (5352/6900) 69/100 [============================================>....................] Step: 265ms | Tot: 18s155ms | Loss: 0.684 | Acc: 77.586% (5431/7000) 70/100 [=============================================>...................] Step: 276ms | Tot: 18s432ms | Loss: 0.685 | Acc: 77.620% (5511/7100) 71/100 [==============================================>..................] Step: 275ms | Tot: 18s707ms | Loss: 0.684 | Acc: 77.694% (5594/7200) 72/100 [==============================================>..................] Step: 268ms | Tot: 18s975ms | Loss: 0.682 | Acc: 77.767% (5677/7300) 73/100 [===============================================>.................] Step: 270ms | Tot: 19s246ms | Loss: 0.683 | Acc: 77.743% (5753/7400) 74/100 [================================================>................] Step: 269ms | Tot: 19s516ms | Loss: 0.683 | Acc: 77.707% (5828/7500) 75/100 [================================================>................] Step: 268ms | Tot: 19s785ms | Loss: 0.682 | Acc: 77.697% (5905/7600) 76/100 [=================================================>...............] Step: 287ms | Tot: 20s72ms | Loss: 0.682 | Acc: 77.714% (5984/7700) 77/100 [==================================================>..............] Step: 282ms | Tot: 20s354ms | Loss: 0.684 | Acc: 77.705% (6061/7800) 78/100 [==================================================>..............] Step: 280ms | Tot: 20s635ms | Loss: 0.685 | Acc: 77.696% (6138/7900) 79/100 [===================================================>.............] Step: 276ms | Tot: 20s912ms | Loss: 0.686 | Acc: 77.662% (6213/8000) 80/100 [====================================================>............] Step: 275ms | Tot: 21s187ms | Loss: 0.684 | Acc: 77.728% (6296/8100) 81/100 [====================================================>............] Step: 279ms | Tot: 21s466ms | Loss: 0.684 | Acc: 77.720% (6373/8200) 82/100 [=====================================================>...........] Step: 280ms | Tot: 21s747ms | Loss: 0.683 | Acc: 77.735% (6452/8300) 83/100 [=====================================================>...........] Step: 278ms | Tot: 22s26ms | Loss: 0.684 | Acc: 77.714% (6528/8400) 84/100 [======================================================>..........] Step: 278ms | Tot: 22s304ms | Loss: 0.685 | Acc: 77.659% (6601/8500) 85/100 [=======================================================>.........] Step: 272ms | Tot: 22s577ms | Loss: 0.684 | Acc: 77.698% (6682/8600) 86/100 [=======================================================>.........] Step: 268ms | Tot: 22s846ms | Loss: 0.685 | Acc: 77.690% (6759/8700) 87/100 [========================================================>........] Step: 263ms | Tot: 23s110ms | Loss: 0.686 | Acc: 77.693% (6837/8800) 88/100 [=========================================================>.......] Step: 276ms | Tot: 23s386ms | Loss: 0.684 | Acc: 77.798% (6924/8900) 89/100 [=========================================================>.......] Step: 270ms | Tot: 23s657ms | Loss: 0.685 | Acc: 77.756% (6998/9000) 90/100 [==========================================================>......] Step: 267ms | Tot: 23s925ms | Loss: 0.684 | Acc: 77.747% (7075/9100) 91/100 [===========================================================>.....] Step: 267ms | Tot: 24s192ms | Loss: 0.682 | Acc: 77.739% (7152/9200) 92/100 [===========================================================>.....] Step: 273ms | Tot: 24s466ms | Loss: 0.682 | Acc: 77.742% (7230/9300) 93/100 [============================================================>....] Step: 264ms | Tot: 24s730ms | Loss: 0.682 | Acc: 77.755% (7309/9400) 94/100 [=============================================================>...] Step: 267ms | Tot: 24s998ms | Loss: 0.681 | Acc: 77.811% (7392/9500) 95/100 [=============================================================>...] Step: 271ms | Tot: 25s269ms | Loss: 0.680 | Acc: 77.823% (7471/9600) 96/100 [==============================================================>..] Step: 269ms | Tot: 25s538ms | Loss: 0.678 | Acc: 77.856% (7552/9700) 97/100 [===============================================================>.] Step: 269ms | Tot: 25s808ms | Loss: 0.680 | Acc: 77.776% (7622/9800) 98/100 [===============================================================>.] Step: 266ms | Tot: 26s74ms | Loss: 0.680 | Acc: 77.838% (7706/9900) 99/100 [================================================================>] Step: 274ms | Tot: 26s349ms | Loss: 0.679 | Acc: 77.840% (7784/10000) 100/100 + +Epoch: 35 + [>................................................................] Step: 1s84ms | Tot: 2ms | Loss: 0.374 | Acc: 87.500% (112/128) 1/391 [>................................................................] Step: 342ms | Tot: 344ms | Loss: 0.405 | Acc: 87.109% (223/256) 2/391 [>................................................................] Step: 334ms | Tot: 679ms | Loss: 0.388 | Acc: 87.240% (335/384) 3/391 [>................................................................] Step: 347ms | Tot: 1s27ms | Loss: 0.435 | Acc: 86.328% (442/512) 4/391 [>................................................................] Step: 345ms | Tot: 1s372ms | Loss: 0.439 | Acc: 85.938% (550/640) 5/391 [>................................................................] Step: 342ms | Tot: 1s714ms | Loss: 0.422 | Acc: 86.589% (665/768) 6/391 [>................................................................] Step: 341ms | Tot: 2s55ms | Loss: 0.433 | Acc: 85.938% (770/896) 7/391 [=>...............................................................] Step: 334ms | Tot: 2s390ms | Loss: 0.431 | Acc: 85.938% (880/1024) 8/391 [=>...............................................................] Step: 332ms | Tot: 2s722ms | Loss: 0.431 | Acc: 85.677% (987/1152) 9/391 [=>...............................................................] Step: 339ms | Tot: 3s62ms | Loss: 0.418 | Acc: 86.172% (1103/1280) 10/391 [=>...............................................................] Step: 337ms | Tot: 3s399ms | Loss: 0.415 | Acc: 86.435% (1217/1408) 11/391 [=>...............................................................] Step: 332ms | Tot: 3s732ms | Loss: 0.419 | Acc: 86.393% (1327/1536) 12/391 [=>...............................................................] Step: 357ms | Tot: 4s90ms | Loss: 0.413 | Acc: 86.538% (1440/1664) 13/391 [==>..............................................................] Step: 382ms | Tot: 4s473ms | Loss: 0.409 | Acc: 86.551% (1551/1792) 14/391 [==>..............................................................] Step: 338ms | Tot: 4s811ms | Loss: 0.407 | Acc: 86.615% (1663/1920) 15/391 [==>..............................................................] Step: 327ms | Tot: 5s138ms | Loss: 0.423 | Acc: 86.230% (1766/2048) 16/391 [==>..............................................................] Step: 324ms | Tot: 5s463ms | Loss: 0.434 | Acc: 85.570% (1862/2176) 17/391 [==>..............................................................] Step: 323ms | Tot: 5s787ms | Loss: 0.436 | Acc: 85.460% (1969/2304) 18/391 [==>..............................................................] Step: 333ms | Tot: 6s120ms | Loss: 0.436 | Acc: 85.403% (2077/2432) 19/391 [===>.............................................................] Step: 332ms | Tot: 6s452ms | Loss: 0.438 | Acc: 85.352% (2185/2560) 20/391 [===>.............................................................] Step: 322ms | Tot: 6s775ms | Loss: 0.438 | Acc: 85.417% (2296/2688) 21/391 [===>.............................................................] Step: 326ms | Tot: 7s101ms | Loss: 0.444 | Acc: 85.156% (2398/2816) 22/391 [===>.............................................................] Step: 322ms | Tot: 7s423ms | Loss: 0.438 | Acc: 85.326% (2512/2944) 23/391 [===>.............................................................] Step: 320ms | Tot: 7s744ms | Loss: 0.443 | Acc: 85.189% (2617/3072) 24/391 [===>.............................................................] Step: 339ms | Tot: 8s84ms | Loss: 0.445 | Acc: 85.062% (2722/3200) 25/391 [====>............................................................] Step: 329ms | Tot: 8s413ms | Loss: 0.445 | Acc: 85.066% (2831/3328) 26/391 [====>............................................................] Step: 319ms | Tot: 8s732ms | Loss: 0.441 | Acc: 85.214% (2945/3456) 27/391 [====>............................................................] Step: 326ms | Tot: 9s58ms | Loss: 0.443 | Acc: 85.100% (3050/3584) 28/391 [====>............................................................] Step: 325ms | Tot: 9s383ms | Loss: 0.443 | Acc: 85.102% (3159/3712) 29/391 [====>............................................................] Step: 320ms | Tot: 9s704ms | Loss: 0.441 | Acc: 85.104% (3268/3840) 30/391 [====>............................................................] Step: 327ms | Tot: 10s31ms | Loss: 0.438 | Acc: 85.232% (3382/3968) 31/391 [=====>...........................................................] Step: 323ms | Tot: 10s354ms | Loss: 0.439 | Acc: 85.229% (3491/4096) 32/391 [=====>...........................................................] Step: 323ms | Tot: 10s677ms | Loss: 0.435 | Acc: 85.369% (3606/4224) 33/391 [=====>...........................................................] Step: 333ms | Tot: 11s11ms | Loss: 0.436 | Acc: 85.225% (3709/4352) 34/391 [=====>...........................................................] Step: 330ms | Tot: 11s341ms | Loss: 0.446 | Acc: 84.844% (3801/4480) 35/391 [=====>...........................................................] Step: 327ms | Tot: 11s669ms | Loss: 0.448 | Acc: 84.809% (3908/4608) 36/391 [=====>...........................................................] Step: 329ms | Tot: 11s999ms | Loss: 0.445 | Acc: 84.945% (4023/4736) 37/391 [======>..........................................................] Step: 325ms | Tot: 12s324ms | Loss: 0.447 | Acc: 84.910% (4130/4864) 38/391 [======>..........................................................] Step: 322ms | Tot: 12s646ms | Loss: 0.445 | Acc: 84.936% (4240/4992) 39/391 [======>..........................................................] Step: 331ms | Tot: 12s978ms | Loss: 0.449 | Acc: 84.785% (4341/5120) 40/391 [======>..........................................................] Step: 322ms | Tot: 13s301ms | Loss: 0.451 | Acc: 84.699% (4445/5248) 41/391 [======>..........................................................] Step: 320ms | Tot: 13s621ms | Loss: 0.452 | Acc: 84.580% (4547/5376) 42/391 [======>..........................................................] Step: 328ms | Tot: 13s950ms | Loss: 0.455 | Acc: 84.430% (4647/5504) 43/391 [=======>.........................................................] Step: 321ms | Tot: 14s271ms | Loss: 0.453 | Acc: 84.464% (4757/5632) 44/391 [=======>.........................................................] Step: 321ms | Tot: 14s593ms | Loss: 0.453 | Acc: 84.462% (4865/5760) 45/391 [=======>.........................................................] Step: 327ms | Tot: 14s921ms | Loss: 0.454 | Acc: 84.358% (4967/5888) 46/391 [=======>.........................................................] Step: 325ms | Tot: 15s246ms | Loss: 0.451 | Acc: 84.441% (5080/6016) 47/391 [=======>.........................................................] Step: 326ms | Tot: 15s572ms | Loss: 0.452 | Acc: 84.440% (5188/6144) 48/391 [=======>.........................................................] Step: 328ms | Tot: 15s901ms | Loss: 0.449 | Acc: 84.534% (5302/6272) 49/391 [========>........................................................] Step: 332ms | Tot: 16s233ms | Loss: 0.451 | Acc: 84.469% (5406/6400) 50/391 [========>........................................................] Step: 326ms | Tot: 16s560ms | Loss: 0.451 | Acc: 84.513% (5517/6528) 51/391 [========>........................................................] Step: 325ms | Tot: 16s886ms | Loss: 0.449 | Acc: 84.600% (5631/6656) 52/391 [========>........................................................] Step: 320ms | Tot: 17s206ms | Loss: 0.450 | Acc: 84.567% (5737/6784) 53/391 [========>........................................................] Step: 323ms | Tot: 17s529ms | Loss: 0.449 | Acc: 84.563% (5845/6912) 54/391 [========>........................................................] Step: 331ms | Tot: 17s860ms | Loss: 0.448 | Acc: 84.560% (5953/7040) 55/391 [=========>.......................................................] Step: 324ms | Tot: 18s185ms | Loss: 0.446 | Acc: 84.640% (6067/7168) 56/391 [=========>.......................................................] Step: 323ms | Tot: 18s509ms | Loss: 0.443 | Acc: 84.704% (6180/7296) 57/391 [=========>.......................................................] Step: 322ms | Tot: 18s832ms | Loss: 0.444 | Acc: 84.658% (6285/7424) 58/391 [=========>.......................................................] Step: 324ms | Tot: 19s156ms | Loss: 0.443 | Acc: 84.733% (6399/7552) 59/391 [=========>.......................................................] Step: 325ms | Tot: 19s481ms | Loss: 0.447 | Acc: 84.596% (6497/7680) 60/391 [=========>.......................................................] Step: 322ms | Tot: 19s804ms | Loss: 0.448 | Acc: 84.580% (6604/7808) 61/391 [==========>......................................................] Step: 325ms | Tot: 20s129ms | Loss: 0.448 | Acc: 84.564% (6711/7936) 62/391 [==========>......................................................] Step: 324ms | Tot: 20s454ms | Loss: 0.449 | Acc: 84.586% (6821/8064) 63/391 [==========>......................................................] Step: 322ms | Tot: 20s776ms | Loss: 0.448 | Acc: 84.692% (6938/8192) 64/391 [==========>......................................................] Step: 338ms | Tot: 21s115ms | Loss: 0.447 | Acc: 84.700% (7047/8320) 65/391 [==========>......................................................] Step: 334ms | Tot: 21s449ms | Loss: 0.448 | Acc: 84.671% (7153/8448) 66/391 [==========>......................................................] Step: 320ms | Tot: 21s770ms | Loss: 0.447 | Acc: 84.655% (7260/8576) 67/391 [===========>.....................................................] Step: 326ms | Tot: 22s97ms | Loss: 0.446 | Acc: 84.697% (7372/8704) 68/391 [===========>.....................................................] Step: 323ms | Tot: 22s421ms | Loss: 0.446 | Acc: 84.669% (7478/8832) 69/391 [===========>.....................................................] Step: 328ms | Tot: 22s750ms | Loss: 0.446 | Acc: 84.721% (7591/8960) 70/391 [===========>.....................................................] Step: 334ms | Tot: 23s84ms | Loss: 0.444 | Acc: 84.793% (7706/9088) 71/391 [===========>.....................................................] Step: 334ms | Tot: 23s418ms | Loss: 0.443 | Acc: 84.852% (7820/9216) 72/391 [===========>.....................................................] Step: 330ms | Tot: 23s748ms | Loss: 0.442 | Acc: 84.867% (7930/9344) 73/391 [============>....................................................] Step: 335ms | Tot: 24s83ms | Loss: 0.442 | Acc: 84.871% (8039/9472) 74/391 [============>....................................................] Step: 324ms | Tot: 24s408ms | Loss: 0.443 | Acc: 84.812% (8142/9600) 75/391 [============>....................................................] Step: 331ms | Tot: 24s739ms | Loss: 0.445 | Acc: 84.786% (8248/9728) 76/391 [============>....................................................] Step: 348ms | Tot: 25s87ms | Loss: 0.446 | Acc: 84.720% (8350/9856) 77/391 [============>....................................................] Step: 339ms | Tot: 25s426ms | Loss: 0.445 | Acc: 84.746% (8461/9984) 78/391 [============>....................................................] Step: 337ms | Tot: 25s763ms | Loss: 0.447 | Acc: 84.741% (8569/10112) 79/391 [=============>...................................................] Step: 342ms | Tot: 26s106ms | Loss: 0.446 | Acc: 84.805% (8684/10240) 80/391 [=============>...................................................] Step: 331ms | Tot: 26s437ms | Loss: 0.444 | Acc: 84.857% (8798/10368) 81/391 [=============>...................................................] Step: 334ms | Tot: 26s772ms | Loss: 0.444 | Acc: 84.870% (8908/10496) 82/391 [=============>...................................................] Step: 343ms | Tot: 27s115ms | Loss: 0.446 | Acc: 84.808% (9010/10624) 83/391 [=============>...................................................] Step: 338ms | Tot: 27s453ms | Loss: 0.444 | Acc: 84.859% (9124/10752) 84/391 [=============>...................................................] Step: 331ms | Tot: 27s785ms | Loss: 0.445 | Acc: 84.871% (9234/10880) 85/391 [==============>..................................................] Step: 329ms | Tot: 28s114ms | Loss: 0.445 | Acc: 84.902% (9346/11008) 86/391 [==============>..................................................] Step: 325ms | Tot: 28s440ms | Loss: 0.445 | Acc: 84.905% (9455/11136) 87/391 [==============>..................................................] Step: 323ms | Tot: 28s764ms | Loss: 0.445 | Acc: 84.899% (9563/11264) 88/391 [==============>..................................................] Step: 330ms | Tot: 29s95ms | Loss: 0.445 | Acc: 84.867% (9668/11392) 89/391 [==============>..................................................] Step: 324ms | Tot: 29s420ms | Loss: 0.445 | Acc: 84.878% (9778/11520) 90/391 [==============>..................................................] Step: 323ms | Tot: 29s743ms | Loss: 0.446 | Acc: 84.856% (9884/11648) 91/391 [===============>.................................................] Step: 342ms | Tot: 30s86ms | Loss: 0.447 | Acc: 84.893% (9997/11776) 92/391 [===============>.................................................] Step: 329ms | Tot: 30s416ms | Loss: 0.447 | Acc: 84.871% (10103/11904) 93/391 [===============>.................................................] Step: 329ms | Tot: 30s745ms | Loss: 0.446 | Acc: 84.899% (10215/12032) 94/391 [===============>.................................................] Step: 340ms | Tot: 31s86ms | Loss: 0.447 | Acc: 84.852% (10318/12160) 95/391 [===============>.................................................] Step: 340ms | Tot: 31s427ms | Loss: 0.446 | Acc: 84.871% (10429/12288) 96/391 [===============>.................................................] Step: 326ms | Tot: 31s753ms | Loss: 0.446 | Acc: 84.866% (10537/12416) 97/391 [================>................................................] Step: 329ms | Tot: 32s83ms | Loss: 0.446 | Acc: 84.853% (10644/12544) 98/391 [================>................................................] Step: 323ms | Tot: 32s406ms | Loss: 0.447 | Acc: 84.841% (10751/12672) 99/391 [================>................................................] Step: 322ms | Tot: 32s728ms | Loss: 0.447 | Acc: 84.828% (10858/12800) 100/391 [================>................................................] Step: 333ms | Tot: 33s62ms | Loss: 0.448 | Acc: 84.777% (10960/12928) 101/391 [================>................................................] Step: 324ms | Tot: 33s387ms | Loss: 0.449 | Acc: 84.743% (11064/13056) 102/391 [================>................................................] Step: 320ms | Tot: 33s707ms | Loss: 0.451 | Acc: 84.671% (11163/13184) 103/391 [=================>...............................................] Step: 341ms | Tot: 34s48ms | Loss: 0.452 | Acc: 84.653% (11269/13312) 104/391 [=================>...............................................] Step: 363ms | Tot: 34s412ms | Loss: 0.453 | Acc: 84.643% (11376/13440) 105/391 [=================>...............................................] Step: 339ms | Tot: 34s751ms | Loss: 0.452 | Acc: 84.648% (11485/13568) 106/391 [=================>...............................................] Step: 330ms | Tot: 35s81ms | Loss: 0.452 | Acc: 84.616% (11589/13696) 107/391 [=================>...............................................] Step: 323ms | Tot: 35s405ms | Loss: 0.452 | Acc: 84.585% (11693/13824) 108/391 [=================>...............................................] Step: 321ms | Tot: 35s726ms | Loss: 0.452 | Acc: 84.576% (11800/13952) 109/391 [==================>..............................................] Step: 339ms | Tot: 36s65ms | Loss: 0.453 | Acc: 84.567% (11907/14080) 110/391 [==================>..............................................] Step: 332ms | Tot: 36s398ms | Loss: 0.453 | Acc: 84.579% (12017/14208) 111/391 [==================>..............................................] Step: 322ms | Tot: 36s720ms | Loss: 0.454 | Acc: 84.563% (12123/14336) 112/391 [==================>..............................................] Step: 330ms | Tot: 37s51ms | Loss: 0.453 | Acc: 84.610% (12238/14464) 113/391 [==================>..............................................] Step: 323ms | Tot: 37s374ms | Loss: 0.454 | Acc: 84.560% (12339/14592) 114/391 [==================>..............................................] Step: 319ms | Tot: 37s694ms | Loss: 0.454 | Acc: 84.565% (12448/14720) 115/391 [===================>.............................................] Step: 331ms | Tot: 38s25ms | Loss: 0.454 | Acc: 84.557% (12555/14848) 116/391 [===================>.............................................] Step: 321ms | Tot: 38s347ms | Loss: 0.455 | Acc: 84.535% (12660/14976) 117/391 [===================>.............................................] Step: 321ms | Tot: 38s669ms | Loss: 0.455 | Acc: 84.547% (12770/15104) 118/391 [===================>.............................................] Step: 333ms | Tot: 39s3ms | Loss: 0.455 | Acc: 84.526% (12875/15232) 119/391 [===================>.............................................] Step: 322ms | Tot: 39s325ms | Loss: 0.455 | Acc: 84.531% (12984/15360) 120/391 [===================>.............................................] Step: 321ms | Tot: 39s647ms | Loss: 0.454 | Acc: 84.556% (13096/15488) 121/391 [====================>............................................] Step: 330ms | Tot: 39s977ms | Loss: 0.454 | Acc: 84.574% (13207/15616) 122/391 [====================>............................................] Step: 320ms | Tot: 40s298ms | Loss: 0.454 | Acc: 84.566% (13314/15744) 123/391 [====================>............................................] Step: 323ms | Tot: 40s621ms | Loss: 0.454 | Acc: 84.558% (13421/15872) 124/391 [====================>............................................] Step: 331ms | Tot: 40s952ms | Loss: 0.453 | Acc: 84.581% (13533/16000) 125/391 [====================>............................................] Step: 332ms | Tot: 41s285ms | Loss: 0.453 | Acc: 84.573% (13640/16128) 126/391 [====================>............................................] Step: 326ms | Tot: 41s612ms | Loss: 0.453 | Acc: 84.572% (13748/16256) 127/391 [=====================>...........................................] Step: 333ms | Tot: 41s945ms | Loss: 0.452 | Acc: 84.583% (13858/16384) 128/391 [=====================>...........................................] Step: 322ms | Tot: 42s268ms | Loss: 0.452 | Acc: 84.605% (13970/16512) 129/391 [=====================>...........................................] Step: 321ms | Tot: 42s589ms | Loss: 0.451 | Acc: 84.609% (14079/16640) 130/391 [=====================>...........................................] Step: 326ms | Tot: 42s916ms | Loss: 0.451 | Acc: 84.596% (14185/16768) 131/391 [=====================>...........................................] Step: 324ms | Tot: 43s240ms | Loss: 0.451 | Acc: 84.606% (14295/16896) 132/391 [=====================>...........................................] Step: 324ms | Tot: 43s564ms | Loss: 0.450 | Acc: 84.628% (14407/17024) 133/391 [======================>..........................................] Step: 327ms | Tot: 43s891ms | Loss: 0.452 | Acc: 84.591% (14509/17152) 134/391 [======================>..........................................] Step: 318ms | Tot: 44s210ms | Loss: 0.453 | Acc: 84.531% (14607/17280) 135/391 [======================>..........................................] Step: 320ms | Tot: 44s531ms | Loss: 0.453 | Acc: 84.553% (14719/17408) 136/391 [======================>..........................................] Step: 323ms | Tot: 44s854ms | Loss: 0.453 | Acc: 84.563% (14829/17536) 137/391 [======================>..........................................] Step: 319ms | Tot: 45s173ms | Loss: 0.454 | Acc: 84.517% (14929/17664) 138/391 [======================>..........................................] Step: 325ms | Tot: 45s499ms | Loss: 0.454 | Acc: 84.471% (15029/17792) 139/391 [=======================>.........................................] Step: 324ms | Tot: 45s823ms | Loss: 0.454 | Acc: 84.448% (15133/17920) 140/391 [=======================>.........................................] Step: 335ms | Tot: 46s158ms | Loss: 0.456 | Acc: 84.392% (15231/18048) 141/391 [=======================>.........................................] Step: 331ms | Tot: 46s490ms | Loss: 0.457 | Acc: 84.375% (15336/18176) 142/391 [=======================>.........................................] Step: 325ms | Tot: 46s815ms | Loss: 0.457 | Acc: 84.386% (15446/18304) 143/391 [=======================>.........................................] Step: 326ms | Tot: 47s141ms | Loss: 0.456 | Acc: 84.424% (15561/18432) 144/391 [=======================>.........................................] Step: 331ms | Tot: 47s473ms | Loss: 0.456 | Acc: 84.445% (15673/18560) 145/391 [========================>........................................] Step: 325ms | Tot: 47s799ms | Loss: 0.456 | Acc: 84.450% (15782/18688) 146/391 [========================>........................................] Step: 326ms | Tot: 48s125ms | Loss: 0.456 | Acc: 84.444% (15889/18816) 147/391 [========================>........................................] Step: 323ms | Tot: 48s448ms | Loss: 0.456 | Acc: 84.454% (15999/18944) 148/391 [========================>........................................] Step: 320ms | Tot: 48s768ms | Loss: 0.456 | Acc: 84.454% (16107/19072) 149/391 [========================>........................................] Step: 327ms | Tot: 49s95ms | Loss: 0.456 | Acc: 84.443% (16213/19200) 150/391 [========================>........................................] Step: 321ms | Tot: 49s417ms | Loss: 0.456 | Acc: 84.422% (16317/19328) 151/391 [=========================>.......................................] Step: 320ms | Tot: 49s737ms | Loss: 0.457 | Acc: 84.385% (16418/19456) 152/391 [=========================>.......................................] Step: 327ms | Tot: 50s65ms | Loss: 0.457 | Acc: 84.406% (16530/19584) 153/391 [=========================>.......................................] Step: 324ms | Tot: 50s389ms | Loss: 0.457 | Acc: 84.390% (16635/19712) 154/391 [=========================>.......................................] Step: 321ms | Tot: 50s710ms | Loss: 0.457 | Acc: 84.385% (16742/19840) 155/391 [=========================>.......................................] Step: 332ms | Tot: 51s43ms | Loss: 0.457 | Acc: 84.375% (16848/19968) 156/391 [=========================>.......................................] Step: 336ms | Tot: 51s379ms | Loss: 0.457 | Acc: 84.390% (16959/20096) 157/391 [==========================>......................................] Step: 319ms | Tot: 51s698ms | Loss: 0.457 | Acc: 84.400% (17069/20224) 158/391 [==========================>......................................] Step: 329ms | Tot: 52s28ms | Loss: 0.457 | Acc: 84.370% (17171/20352) 159/391 [==========================>......................................] Step: 323ms | Tot: 52s351ms | Loss: 0.457 | Acc: 84.399% (17285/20480) 160/391 [==========================>......................................] Step: 323ms | Tot: 52s675ms | Loss: 0.457 | Acc: 84.380% (17389/20608) 161/391 [==========================>......................................] Step: 345ms | Tot: 53s20ms | Loss: 0.457 | Acc: 84.351% (17491/20736) 162/391 [==========================>......................................] Step: 325ms | Tot: 53s346ms | Loss: 0.457 | Acc: 84.375% (17604/20864) 163/391 [===========================>.....................................] Step: 328ms | Tot: 53s674ms | Loss: 0.457 | Acc: 84.365% (17710/20992) 164/391 [===========================>.....................................] Step: 329ms | Tot: 54s3ms | Loss: 0.458 | Acc: 84.351% (17815/21120) 165/391 [===========================>.....................................] Step: 322ms | Tot: 54s325ms | Loss: 0.457 | Acc: 84.366% (17926/21248) 166/391 [===========================>.....................................] Step: 324ms | Tot: 54s650ms | Loss: 0.457 | Acc: 84.356% (18032/21376) 167/391 [===========================>.....................................] Step: 331ms | Tot: 54s981ms | Loss: 0.457 | Acc: 84.356% (18140/21504) 168/391 [===========================>.....................................] Step: 320ms | Tot: 55s302ms | Loss: 0.458 | Acc: 84.343% (18245/21632) 169/391 [============================>....................................] Step: 321ms | Tot: 55s623ms | Loss: 0.458 | Acc: 84.334% (18351/21760) 170/391 [============================>....................................] Step: 333ms | Tot: 55s957ms | Loss: 0.458 | Acc: 84.316% (18455/21888) 171/391 [============================>....................................] Step: 333ms | Tot: 56s290ms | Loss: 0.458 | Acc: 84.311% (18562/22016) 172/391 [============================>....................................] Step: 327ms | Tot: 56s618ms | Loss: 0.458 | Acc: 84.307% (18669/22144) 173/391 [============================>....................................] Step: 332ms | Tot: 56s950ms | Loss: 0.457 | Acc: 84.317% (18779/22272) 174/391 [============================>....................................] Step: 325ms | Tot: 57s276ms | Loss: 0.458 | Acc: 84.286% (18880/22400) 175/391 [=============================>...................................] Step: 331ms | Tot: 57s608ms | Loss: 0.458 | Acc: 84.277% (18986/22528) 176/391 [=============================>...................................] Step: 344ms | Tot: 57s952ms | Loss: 0.457 | Acc: 84.300% (19099/22656) 177/391 [=============================>...................................] Step: 340ms | Tot: 58s292ms | Loss: 0.458 | Acc: 84.270% (19200/22784) 178/391 [=============================>...................................] Step: 337ms | Tot: 58s630ms | Loss: 0.458 | Acc: 84.283% (19311/22912) 179/391 [=============================>...................................] Step: 344ms | Tot: 58s974ms | Loss: 0.458 | Acc: 84.310% (19425/23040) 180/391 [=============================>...................................] Step: 341ms | Tot: 59s315ms | Loss: 0.458 | Acc: 84.302% (19531/23168) 181/391 [==============================>..................................] Step: 336ms | Tot: 59s652ms | Loss: 0.458 | Acc: 84.293% (19637/23296) 182/391 [==============================>..................................] Step: 345ms | Tot: 59s997ms | Loss: 0.457 | Acc: 84.294% (19745/23424) 183/391 [==============================>..................................] Step: 334ms | Tot: 1m331ms | Loss: 0.457 | Acc: 84.282% (19850/23552) 184/391 [==============================>..................................] Step: 329ms | Tot: 1m661ms | Loss: 0.458 | Acc: 84.253% (19951/23680) 185/391 [==============================>..................................] Step: 341ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.274% (20064/23808) 186/391 [==============================>..................................] Step: 342ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.279% (20173/23936) 187/391 [===============================>.................................] Step: 329ms | Tot: 1m1s | Loss: 0.458 | Acc: 84.271% (20279/24064) 188/391 [===============================>.................................] Step: 332ms | Tot: 1m2s | Loss: 0.458 | Acc: 84.272% (20387/24192) 189/391 [===============================>.................................] Step: 329ms | Tot: 1m2s | Loss: 0.457 | Acc: 84.293% (20500/24320) 190/391 [===============================>.................................] Step: 324ms | Tot: 1m2s | Loss: 0.458 | Acc: 84.273% (20603/24448) 191/391 [===============================>.................................] Step: 334ms | Tot: 1m2s | Loss: 0.458 | Acc: 84.273% (20711/24576) 192/391 [===============================>.................................] Step: 325ms | Tot: 1m3s | Loss: 0.457 | Acc: 84.302% (20826/24704) 193/391 [================================>................................] Step: 327ms | Tot: 1m3s | Loss: 0.457 | Acc: 84.307% (20935/24832) 194/391 [================================>................................] Step: 334ms | Tot: 1m3s | Loss: 0.456 | Acc: 84.339% (21051/24960) 195/391 [================================>................................] Step: 374ms | Tot: 1m4s | Loss: 0.456 | Acc: 84.355% (21163/25088) 196/391 [================================>................................] Step: 367ms | Tot: 1m4s | Loss: 0.456 | Acc: 84.351% (21270/25216) 197/391 [================================>................................] Step: 329ms | Tot: 1m5s | Loss: 0.455 | Acc: 84.375% (21384/25344) 198/391 [================================>................................] Step: 329ms | Tot: 1m5s | Loss: 0.455 | Acc: 84.375% (21492/25472) 199/391 [=================================>...............................] Step: 325ms | Tot: 1m5s | Loss: 0.454 | Acc: 84.367% (21598/25600) 200/391 [=================================>...............................] Step: 332ms | Tot: 1m6s | Loss: 0.455 | Acc: 84.352% (21702/25728) 201/391 [=================================>...............................] Step: 337ms | Tot: 1m6s | Loss: 0.455 | Acc: 84.371% (21815/25856) 202/391 [=================================>...............................] Step: 322ms | Tot: 1m6s | Loss: 0.454 | Acc: 84.379% (21925/25984) 203/391 [=================================>...............................] Step: 329ms | Tot: 1m7s | Loss: 0.454 | Acc: 84.390% (22036/26112) 204/391 [=================================>...............................] Step: 321ms | Tot: 1m7s | Loss: 0.454 | Acc: 84.413% (22150/26240) 205/391 [==================================>..............................] Step: 318ms | Tot: 1m7s | Loss: 0.454 | Acc: 84.424% (22261/26368) 206/391 [==================================>..............................] Step: 325ms | Tot: 1m7s | Loss: 0.454 | Acc: 84.417% (22367/26496) 207/391 [==================================>..............................] Step: 323ms | Tot: 1m8s | Loss: 0.454 | Acc: 84.394% (22469/26624) 208/391 [==================================>..............................] Step: 320ms | Tot: 1m8s | Loss: 0.455 | Acc: 84.379% (22573/26752) 209/391 [==================================>..............................] Step: 329ms | Tot: 1m8s | Loss: 0.455 | Acc: 84.386% (22683/26880) 210/391 [==================================>..............................] Step: 319ms | Tot: 1m9s | Loss: 0.455 | Acc: 84.375% (22788/27008) 211/391 [===================================>.............................] Step: 322ms | Tot: 1m9s | Loss: 0.455 | Acc: 84.382% (22898/27136) 212/391 [===================================>.............................] Step: 330ms | Tot: 1m9s | Loss: 0.455 | Acc: 84.360% (23000/27264) 213/391 [===================================>.............................] Step: 319ms | Tot: 1m10s | Loss: 0.455 | Acc: 84.375% (23112/27392) 214/391 [===================================>.............................] Step: 322ms | Tot: 1m10s | Loss: 0.455 | Acc: 84.379% (23221/27520) 215/391 [===================================>.............................] Step: 324ms | Tot: 1m10s | Loss: 0.455 | Acc: 84.375% (23328/27648) 216/391 [===================================>.............................] Step: 335ms | Tot: 1m11s | Loss: 0.455 | Acc: 84.389% (23440/27776) 217/391 [====================================>............................] Step: 325ms | Tot: 1m11s | Loss: 0.455 | Acc: 84.393% (23549/27904) 218/391 [====================================>............................] Step: 326ms | Tot: 1m11s | Loss: 0.456 | Acc: 84.386% (23655/28032) 219/391 [====================================>............................] Step: 323ms | Tot: 1m12s | Loss: 0.456 | Acc: 84.371% (23759/28160) 220/391 [====================================>............................] Step: 321ms | Tot: 1m12s | Loss: 0.456 | Acc: 84.361% (23864/28288) 221/391 [====================================>............................] Step: 326ms | Tot: 1m12s | Loss: 0.457 | Acc: 84.343% (23967/28416) 222/391 [====================================>............................] Step: 321ms | Tot: 1m13s | Loss: 0.456 | Acc: 84.354% (24078/28544) 223/391 [=====================================>...........................] Step: 326ms | Tot: 1m13s | Loss: 0.456 | Acc: 84.354% (24186/28672) 224/391 [=====================================>...........................] Step: 321ms | Tot: 1m13s | Loss: 0.456 | Acc: 84.347% (24292/28800) 225/391 [=====================================>...........................] Step: 327ms | Tot: 1m14s | Loss: 0.455 | Acc: 84.361% (24404/28928) 226/391 [=====================================>...........................] Step: 325ms | Tot: 1m14s | Loss: 0.455 | Acc: 84.361% (24512/29056) 227/391 [=====================================>...........................] Step: 321ms | Tot: 1m14s | Loss: 0.456 | Acc: 84.344% (24615/29184) 228/391 [=====================================>...........................] Step: 326ms | Tot: 1m15s | Loss: 0.455 | Acc: 84.368% (24730/29312) 229/391 [======================================>..........................] Step: 325ms | Tot: 1m15s | Loss: 0.455 | Acc: 84.358% (24835/29440) 230/391 [======================================>..........................] Step: 323ms | Tot: 1m15s | Loss: 0.456 | Acc: 84.338% (24937/29568) 231/391 [======================================>..........................] Step: 332ms | Tot: 1m16s | Loss: 0.456 | Acc: 84.311% (25037/29696) 232/391 [======================================>..........................] Step: 330ms | Tot: 1m16s | Loss: 0.457 | Acc: 84.288% (25138/29824) 233/391 [======================================>..........................] Step: 321ms | Tot: 1m16s | Loss: 0.457 | Acc: 84.278% (25243/29952) 234/391 [======================================>..........................] Step: 331ms | Tot: 1m17s | Loss: 0.457 | Acc: 84.289% (25354/30080) 235/391 [=======================================>.........................] Step: 323ms | Tot: 1m17s | Loss: 0.457 | Acc: 84.292% (25463/30208) 236/391 [=======================================>.........................] Step: 322ms | Tot: 1m17s | Loss: 0.457 | Acc: 84.283% (25568/30336) 237/391 [=======================================>.........................] Step: 329ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.254% (25667/30464) 238/391 [=======================================>.........................] Step: 325ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.244% (25772/30592) 239/391 [=======================================>.........................] Step: 321ms | Tot: 1m18s | Loss: 0.458 | Acc: 84.222% (25873/30720) 240/391 [=======================================>.........................] Step: 327ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.213% (25978/30848) 241/391 [========================================>........................] Step: 323ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.223% (26089/30976) 242/391 [========================================>........................] Step: 321ms | Tot: 1m19s | Loss: 0.458 | Acc: 84.221% (26196/31104) 243/391 [========================================>........................] Step: 337ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.237% (26309/31232) 244/391 [========================================>........................] Step: 321ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.232% (26415/31360) 245/391 [========================================>........................] Step: 318ms | Tot: 1m20s | Loss: 0.458 | Acc: 84.235% (26524/31488) 246/391 [========================================>........................] Step: 332ms | Tot: 1m21s | Loss: 0.458 | Acc: 84.245% (26635/31616) 247/391 [=========================================>.......................] Step: 327ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.236% (26740/31744) 248/391 [=========================================>.......................] Step: 322ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.231% (26846/31872) 249/391 [=========================================>.......................] Step: 328ms | Tot: 1m21s | Loss: 0.459 | Acc: 84.228% (26953/32000) 250/391 [=========================================>.......................] Step: 321ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.210% (27055/32128) 251/391 [=========================================>.......................] Step: 320ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.214% (27164/32256) 252/391 [=========================================>.......................] Step: 333ms | Tot: 1m22s | Loss: 0.459 | Acc: 84.230% (27277/32384) 253/391 [==========================================>......................] Step: 319ms | Tot: 1m23s | Loss: 0.459 | Acc: 84.215% (27380/32512) 254/391 [==========================================>......................] Step: 322ms | Tot: 1m23s | Loss: 0.459 | Acc: 84.210% (27486/32640) 255/391 [==========================================>......................] Step: 329ms | Tot: 1m23s | Loss: 0.459 | Acc: 84.207% (27593/32768) 256/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.459 | Acc: 84.211% (27702/32896) 257/391 [==========================================>......................] Step: 322ms | Tot: 1m24s | Loss: 0.459 | Acc: 84.190% (27803/33024) 258/391 [==========================================>......................] Step: 323ms | Tot: 1m24s | Loss: 0.459 | Acc: 84.179% (27907/33152) 259/391 [===========================================>.....................] Step: 318ms | Tot: 1m25s | Loss: 0.459 | Acc: 84.171% (28012/33280) 260/391 [===========================================>.....................] Step: 321ms | Tot: 1m25s | Loss: 0.459 | Acc: 84.171% (28120/33408) 261/391 [===========================================>.....................] Step: 326ms | Tot: 1m25s | Loss: 0.459 | Acc: 84.193% (28235/33536) 262/391 [===========================================>.....................] Step: 327ms | Tot: 1m26s | Loss: 0.459 | Acc: 84.185% (28340/33664) 263/391 [===========================================>.....................] Step: 329ms | Tot: 1m26s | Loss: 0.459 | Acc: 84.186% (28448/33792) 264/391 [===========================================>.....................] Step: 319ms | Tot: 1m26s | Loss: 0.459 | Acc: 84.177% (28553/33920) 265/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.164% (28656/34048) 266/391 [============================================>....................] Step: 321ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.167% (28765/34176) 267/391 [============================================>....................] Step: 322ms | Tot: 1m27s | Loss: 0.459 | Acc: 84.177% (28876/34304) 268/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.172% (28982/34432) 269/391 [============================================>....................] Step: 335ms | Tot: 1m28s | Loss: 0.459 | Acc: 84.167% (29088/34560) 270/391 [============================================>....................] Step: 324ms | Tot: 1m28s | Loss: 0.460 | Acc: 84.167% (29196/34688) 271/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.460 | Acc: 84.162% (29302/34816) 272/391 [=============================================>...................] Step: 327ms | Tot: 1m29s | Loss: 0.460 | Acc: 84.149% (29405/34944) 273/391 [=============================================>...................] Step: 328ms | Tot: 1m29s | Loss: 0.460 | Acc: 84.155% (29515/35072) 274/391 [=============================================>...................] Step: 327ms | Tot: 1m30s | Loss: 0.460 | Acc: 84.159% (29624/35200) 275/391 [=============================================>...................] Step: 333ms | Tot: 1m30s | Loss: 0.460 | Acc: 84.154% (29730/35328) 276/391 [=============================================>...................] Step: 332ms | Tot: 1m30s | Loss: 0.460 | Acc: 84.161% (29840/35456) 277/391 [==============================================>..................] Step: 332ms | Tot: 1m31s | Loss: 0.460 | Acc: 84.178% (29954/35584) 278/391 [==============================================>..................] Step: 327ms | Tot: 1m31s | Loss: 0.460 | Acc: 84.179% (30062/35712) 279/391 [==============================================>..................] Step: 333ms | Tot: 1m31s | Loss: 0.460 | Acc: 84.180% (30170/35840) 280/391 [==============================================>..................] Step: 328ms | Tot: 1m32s | Loss: 0.460 | Acc: 84.178% (30277/35968) 281/391 [==============================================>..................] Step: 322ms | Tot: 1m32s | Loss: 0.461 | Acc: 84.167% (30381/36096) 282/391 [==============================================>..................] Step: 318ms | Tot: 1m32s | Loss: 0.461 | Acc: 84.157% (30485/36224) 283/391 [===============================================>.................] Step: 331ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.155% (30592/36352) 284/391 [===============================================>.................] Step: 324ms | Tot: 1m33s | Loss: 0.461 | Acc: 84.137% (30693/36480) 285/391 [===============================================>.................] Step: 319ms | Tot: 1m33s | Loss: 0.462 | Acc: 84.118% (30794/36608) 286/391 [===============================================>.................] Step: 341ms | Tot: 1m34s | Loss: 0.462 | Acc: 84.097% (30894/36736) 287/391 [===============================================>.................] Step: 376ms | Tot: 1m34s | Loss: 0.461 | Acc: 84.117% (31009/36864) 288/391 [===============================================>.................] Step: 342ms | Tot: 1m34s | Loss: 0.462 | Acc: 84.113% (31115/36992) 289/391 [================================================>................] Step: 324ms | Tot: 1m35s | Loss: 0.462 | Acc: 84.103% (31219/37120) 290/391 [================================================>................] Step: 321ms | Tot: 1m35s | Loss: 0.461 | Acc: 84.101% (31326/37248) 291/391 [================================================>................] Step: 320ms | Tot: 1m35s | Loss: 0.462 | Acc: 84.081% (31426/37376) 292/391 [================================================>................] Step: 325ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.052% (31523/37504) 293/391 [================================================>................] Step: 322ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.056% (31632/37632) 294/391 [================================================>................] Step: 321ms | Tot: 1m36s | Loss: 0.462 | Acc: 84.055% (31739/37760) 295/391 [=================================================>...............] Step: 329ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.048% (31844/37888) 296/391 [=================================================>...............] Step: 318ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.051% (31953/38016) 297/391 [=================================================>...............] Step: 323ms | Tot: 1m37s | Loss: 0.462 | Acc: 84.066% (32066/38144) 298/391 [=================================================>...............] Step: 328ms | Tot: 1m38s | Loss: 0.462 | Acc: 84.069% (32175/38272) 299/391 [=================================================>...............] Step: 319ms | Tot: 1m38s | Loss: 0.462 | Acc: 84.076% (32285/38400) 300/391 [=================================================>...............] Step: 319ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.100% (32402/38528) 301/391 [==================================================>..............] Step: 328ms | Tot: 1m38s | Loss: 0.461 | Acc: 84.103% (32511/38656) 302/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 0.462 | Acc: 84.099% (32617/38784) 303/391 [==================================================>..............] Step: 320ms | Tot: 1m39s | Loss: 0.462 | Acc: 84.095% (32723/38912) 304/391 [==================================================>..............] Step: 328ms | Tot: 1m39s | Loss: 0.461 | Acc: 84.093% (32830/39040) 305/391 [==================================================>..............] Step: 320ms | Tot: 1m40s | Loss: 0.461 | Acc: 84.084% (32934/39168) 306/391 [==================================================>..............] Step: 325ms | Tot: 1m40s | Loss: 0.462 | Acc: 84.070% (33036/39296) 307/391 [===================================================>.............] Step: 323ms | Tot: 1m40s | Loss: 0.461 | Acc: 84.071% (33144/39424) 308/391 [===================================================>.............] Step: 320ms | Tot: 1m41s | Loss: 0.462 | Acc: 84.051% (33244/39552) 309/391 [===================================================>.............] Step: 324ms | Tot: 1m41s | Loss: 0.461 | Acc: 84.057% (33354/39680) 310/391 [===================================================>.............] Step: 322ms | Tot: 1m41s | Loss: 0.461 | Acc: 84.061% (33463/39808) 311/391 [===================================================>.............] Step: 320ms | Tot: 1m42s | Loss: 0.461 | Acc: 84.070% (33574/39936) 312/391 [===================================================>.............] Step: 322ms | Tot: 1m42s | Loss: 0.462 | Acc: 84.053% (33675/40064) 313/391 [====================================================>............] Step: 322ms | Tot: 1m42s | Loss: 0.462 | Acc: 84.047% (33780/40192) 314/391 [====================================================>............] Step: 321ms | Tot: 1m43s | Loss: 0.462 | Acc: 84.067% (33896/40320) 315/391 [====================================================>............] Step: 327ms | Tot: 1m43s | Loss: 0.462 | Acc: 84.078% (34008/40448) 316/391 [====================================================>............] Step: 320ms | Tot: 1m43s | Loss: 0.462 | Acc: 84.069% (34112/40576) 317/391 [====================================================>............] Step: 324ms | Tot: 1m44s | Loss: 0.462 | Acc: 84.065% (34218/40704) 318/391 [====================================================>............] Step: 324ms | Tot: 1m44s | Loss: 0.461 | Acc: 84.059% (34323/40832) 319/391 [=====================================================>...........] Step: 319ms | Tot: 1m44s | Loss: 0.462 | Acc: 84.050% (34427/40960) 320/391 [=====================================================>...........] Step: 324ms | Tot: 1m45s | Loss: 0.462 | Acc: 84.042% (34531/41088) 321/391 [=====================================================>...........] Step: 324ms | Tot: 1m45s | Loss: 0.462 | Acc: 84.033% (34635/41216) 322/391 [=====================================================>...........] Step: 321ms | Tot: 1m45s | Loss: 0.462 | Acc: 84.015% (34735/41344) 323/391 [=====================================================>...........] Step: 328ms | Tot: 1m46s | Loss: 0.462 | Acc: 84.013% (34842/41472) 324/391 [=====================================================>...........] Step: 324ms | Tot: 1m46s | Loss: 0.462 | Acc: 84.024% (34954/41600) 325/391 [======================================================>..........] Step: 320ms | Tot: 1m46s | Loss: 0.462 | Acc: 84.020% (35060/41728) 326/391 [======================================================>..........] Step: 328ms | Tot: 1m47s | Loss: 0.462 | Acc: 84.021% (35168/41856) 327/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 0.462 | Acc: 84.037% (35282/41984) 328/391 [======================================================>..........] Step: 320ms | Tot: 1m47s | Loss: 0.461 | Acc: 84.059% (35399/42112) 329/391 [======================================================>..........] Step: 326ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.062% (35508/42240) 330/391 [======================================================>..........] Step: 319ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.054% (35612/42368) 331/391 [=======================================================>.........] Step: 316ms | Tot: 1m48s | Loss: 0.461 | Acc: 84.060% (35722/42496) 332/391 [=======================================================>.........] Step: 328ms | Tot: 1m48s | Loss: 0.462 | Acc: 84.056% (35828/42624) 333/391 [=======================================================>.........] Step: 322ms | Tot: 1m49s | Loss: 0.461 | Acc: 84.062% (35938/42752) 334/391 [=======================================================>.........] Step: 320ms | Tot: 1m49s | Loss: 0.461 | Acc: 84.067% (36048/42880) 335/391 [=======================================================>.........] Step: 329ms | Tot: 1m49s | Loss: 0.461 | Acc: 84.075% (36159/43008) 336/391 [=======================================================>.........] Step: 319ms | Tot: 1m50s | Loss: 0.461 | Acc: 84.060% (36260/43136) 337/391 [========================================================>........] Step: 321ms | Tot: 1m50s | Loss: 0.462 | Acc: 84.038% (36358/43264) 338/391 [========================================================>........] Step: 323ms | Tot: 1m50s | Loss: 0.462 | Acc: 84.052% (36472/43392) 339/391 [========================================================>........] Step: 319ms | Tot: 1m51s | Loss: 0.462 | Acc: 84.037% (36573/43520) 340/391 [========================================================>........] Step: 321ms | Tot: 1m51s | Loss: 0.462 | Acc: 84.047% (36685/43648) 341/391 [========================================================>........] Step: 324ms | Tot: 1m51s | Loss: 0.462 | Acc: 84.048% (36793/43776) 342/391 [========================================================>........] Step: 323ms | Tot: 1m52s | Loss: 0.462 | Acc: 84.052% (36902/43904) 343/391 [=========================================================>.......] Step: 321ms | Tot: 1m52s | Loss: 0.462 | Acc: 84.048% (37008/44032) 344/391 [=========================================================>.......] Step: 322ms | Tot: 1m52s | Loss: 0.462 | Acc: 84.044% (37114/44160) 345/391 [=========================================================>.......] Step: 333ms | Tot: 1m53s | Loss: 0.462 | Acc: 84.048% (37223/44288) 346/391 [=========================================================>.......] Step: 323ms | Tot: 1m53s | Loss: 0.462 | Acc: 84.051% (37332/44416) 347/391 [=========================================================>.......] Step: 321ms | Tot: 1m53s | Loss: 0.461 | Acc: 84.049% (37439/44544) 348/391 [=========================================================>.......] Step: 325ms | Tot: 1m54s | Loss: 0.461 | Acc: 84.050% (37547/44672) 349/391 [==========================================================>......] Step: 322ms | Tot: 1m54s | Loss: 0.462 | Acc: 84.049% (37654/44800) 350/391 [==========================================================>......] Step: 318ms | Tot: 1m54s | Loss: 0.462 | Acc: 84.050% (37762/44928) 351/391 [==========================================================>......] Step: 328ms | Tot: 1m55s | Loss: 0.462 | Acc: 84.049% (37869/45056) 352/391 [==========================================================>......] Step: 324ms | Tot: 1m55s | Loss: 0.461 | Acc: 84.061% (37982/45184) 353/391 [==========================================================>......] Step: 320ms | Tot: 1m55s | Loss: 0.461 | Acc: 84.064% (38091/45312) 354/391 [==========================================================>......] Step: 327ms | Tot: 1m56s | Loss: 0.461 | Acc: 84.071% (38202/45440) 355/391 [===========================================================>.....] Step: 324ms | Tot: 1m56s | Loss: 0.461 | Acc: 84.077% (38312/45568) 356/391 [===========================================================>.....] Step: 323ms | Tot: 1m56s | Loss: 0.461 | Acc: 84.080% (38421/45696) 357/391 [===========================================================>.....] Step: 331ms | Tot: 1m57s | Loss: 0.461 | Acc: 84.087% (38532/45824) 358/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.461 | Acc: 84.086% (38639/45952) 359/391 [===========================================================>.....] Step: 323ms | Tot: 1m57s | Loss: 0.461 | Acc: 84.089% (38748/46080) 360/391 [===========================================================>.....] Step: 333ms | Tot: 1m58s | Loss: 0.461 | Acc: 84.087% (38855/46208) 361/391 [============================================================>....] Step: 322ms | Tot: 1m58s | Loss: 0.461 | Acc: 84.081% (38960/46336) 362/391 [============================================================>....] Step: 321ms | Tot: 1m58s | Loss: 0.462 | Acc: 84.067% (39061/46464) 363/391 [============================================================>....] Step: 334ms | Tot: 1m59s | Loss: 0.461 | Acc: 84.072% (39171/46592) 364/391 [============================================================>....] Step: 325ms | Tot: 1m59s | Loss: 0.461 | Acc: 84.082% (39283/46720) 365/391 [============================================================>....] Step: 322ms | Tot: 1m59s | Loss: 0.461 | Acc: 84.070% (39385/46848) 366/391 [============================================================>....] Step: 337ms | Tot: 2m34ms | Loss: 0.462 | Acc: 84.062% (39489/46976) 367/391 [=============================================================>...] Step: 330ms | Tot: 2m365ms | Loss: 0.462 | Acc: 84.057% (39594/47104) 368/391 [=============================================================>...] Step: 340ms | Tot: 2m705ms | Loss: 0.462 | Acc: 84.049% (39698/47232) 369/391 [=============================================================>...] Step: 348ms | Tot: 2m1s | Loss: 0.461 | Acc: 84.054% (39808/47360) 370/391 [=============================================================>...] Step: 337ms | Tot: 2m1s | Loss: 0.462 | Acc: 84.049% (39913/47488) 371/391 [=============================================================>...] Step: 343ms | Tot: 2m1s | Loss: 0.462 | Acc: 84.041% (40017/47616) 372/391 [=============================================================>...] Step: 339ms | Tot: 2m2s | Loss: 0.462 | Acc: 84.044% (40126/47744) 373/391 [==============================================================>..] Step: 336ms | Tot: 2m2s | Loss: 0.462 | Acc: 84.039% (40231/47872) 374/391 [==============================================================>..] Step: 329ms | Tot: 2m2s | Loss: 0.462 | Acc: 84.033% (40336/48000) 375/391 [==============================================================>..] Step: 331ms | Tot: 2m3s | Loss: 0.462 | Acc: 84.045% (40449/48128) 376/391 [==============================================================>..] Step: 343ms | Tot: 2m3s | Loss: 0.462 | Acc: 84.033% (40551/48256) 377/391 [==============================================================>..] Step: 344ms | Tot: 2m3s | Loss: 0.462 | Acc: 84.036% (40660/48384) 378/391 [==============================================================>..] Step: 371ms | Tot: 2m4s | Loss: 0.461 | Acc: 84.051% (40775/48512) 379/391 [===============================================================>.] Step: 380ms | Tot: 2m4s | Loss: 0.461 | Acc: 84.048% (40881/48640) 380/391 [===============================================================>.] Step: 325ms | Tot: 2m4s | Loss: 0.461 | Acc: 84.045% (40987/48768) 381/391 [===============================================================>.] Step: 320ms | Tot: 2m5s | Loss: 0.461 | Acc: 84.046% (41095/48896) 382/391 [===============================================================>.] Step: 322ms | Tot: 2m5s | Loss: 0.461 | Acc: 84.045% (41202/49024) 383/391 [===============================================================>.] Step: 316ms | Tot: 2m5s | Loss: 0.461 | Acc: 84.037% (41306/49152) 384/391 [===============================================================>.] Step: 321ms | Tot: 2m6s | Loss: 0.461 | Acc: 84.028% (41409/49280) 385/391 [================================================================>] Step: 318ms | Tot: 2m6s | Loss: 0.461 | Acc: 84.035% (41520/49408) 386/391 [================================================================>] Step: 316ms | Tot: 2m6s | Loss: 0.461 | Acc: 84.048% (41634/49536) 387/391 [================================================================>] Step: 326ms | Tot: 2m7s | Loss: 0.461 | Acc: 84.053% (41744/49664) 388/391 [================================================================>] Step: 317ms | Tot: 2m7s | Loss: 0.461 | Acc: 84.070% (41860/49792) 389/391 [================================================================>] Step: 316ms | Tot: 2m7s | Loss: 0.461 | Acc: 84.071% (41968/49920) 390/391 [================================================================>] Step: 320ms | Tot: 2m8s | Loss: 0.460 | Acc: 84.080% (42040/50000) 391/391 + [>................................................................] Step: 927ms | Tot: 2ms | Loss: 0.717 | Acc: 77.000% (77/100) 1/100 [>................................................................] Step: 254ms | Tot: 256ms | Loss: 0.619 | Acc: 80.500% (161/200) 2/100 [=>...............................................................] Step: 258ms | Tot: 515ms | Loss: 0.588 | Acc: 81.333% (244/300) 3/100 [=>...............................................................] Step: 256ms | Tot: 771ms | Loss: 0.604 | Acc: 80.250% (321/400) 4/100 [==>..............................................................] Step: 267ms | Tot: 1s39ms | Loss: 0.586 | Acc: 80.800% (404/500) 5/100 [===>.............................................................] Step: 257ms | Tot: 1s296ms | Loss: 0.549 | Acc: 82.167% (493/600) 6/100 [===>.............................................................] Step: 256ms | Tot: 1s552ms | Loss: 0.550 | Acc: 82.000% (574/700) 7/100 [====>............................................................] Step: 253ms | Tot: 1s806ms | Loss: 0.585 | Acc: 81.000% (648/800) 8/100 [=====>...........................................................] Step: 259ms | Tot: 2s66ms | Loss: 0.611 | Acc: 80.333% (723/900) 9/100 [=====>...........................................................] Step: 254ms | Tot: 2s320ms | Loss: 0.597 | Acc: 80.800% (808/1000) 10/100 [======>..........................................................] Step: 258ms | Tot: 2s579ms | Loss: 0.590 | Acc: 81.182% (893/1100) 11/100 [=======>.........................................................] Step: 254ms | Tot: 2s834ms | Loss: 0.596 | Acc: 80.917% (971/1200) 12/100 [=======>.........................................................] Step: 261ms | Tot: 3s96ms | Loss: 0.588 | Acc: 81.077% (1054/1300) 13/100 [========>........................................................] Step: 258ms | Tot: 3s354ms | Loss: 0.590 | Acc: 81.000% (1134/1400) 14/100 [=========>.......................................................] Step: 254ms | Tot: 3s609ms | Loss: 0.578 | Acc: 81.333% (1220/1500) 15/100 [=========>.......................................................] Step: 261ms | Tot: 3s870ms | Loss: 0.588 | Acc: 81.000% (1296/1600) 16/100 [==========>......................................................] Step: 258ms | Tot: 4s128ms | Loss: 0.587 | Acc: 81.059% (1378/1700) 17/100 [===========>.....................................................] Step: 259ms | Tot: 4s388ms | Loss: 0.595 | Acc: 80.556% (1450/1800) 18/100 [===========>.....................................................] Step: 254ms | Tot: 4s643ms | Loss: 0.592 | Acc: 80.579% (1531/1900) 19/100 [============>....................................................] Step: 260ms | Tot: 4s903ms | Loss: 0.595 | Acc: 80.550% (1611/2000) 20/100 [=============>...................................................] Step: 255ms | Tot: 5s159ms | Loss: 0.592 | Acc: 80.476% (1690/2100) 21/100 [=============>...................................................] Step: 257ms | Tot: 5s416ms | Loss: 0.589 | Acc: 80.500% (1771/2200) 22/100 [==============>..................................................] Step: 253ms | Tot: 5s670ms | Loss: 0.591 | Acc: 80.522% (1852/2300) 23/100 [==============>..................................................] Step: 262ms | Tot: 5s933ms | Loss: 0.589 | Acc: 80.542% (1933/2400) 24/100 [===============>.................................................] Step: 259ms | Tot: 6s192ms | Loss: 0.590 | Acc: 80.520% (2013/2500) 25/100 [================>................................................] Step: 257ms | Tot: 6s450ms | Loss: 0.595 | Acc: 80.346% (2089/2600) 26/100 [================>................................................] Step: 255ms | Tot: 6s705ms | Loss: 0.590 | Acc: 80.333% (2169/2700) 27/100 [=================>...............................................] Step: 261ms | Tot: 6s967ms | Loss: 0.592 | Acc: 80.393% (2251/2800) 28/100 [==================>..............................................] Step: 254ms | Tot: 7s221ms | Loss: 0.587 | Acc: 80.621% (2338/2900) 29/100 [==================>..............................................] Step: 257ms | Tot: 7s479ms | Loss: 0.584 | Acc: 80.667% (2420/3000) 30/100 [===================>.............................................] Step: 257ms | Tot: 7s736ms | Loss: 0.584 | Acc: 80.710% (2502/3100) 31/100 [====================>............................................] Step: 266ms | Tot: 8s3ms | Loss: 0.582 | Acc: 80.781% (2585/3200) 32/100 [====================>............................................] Step: 254ms | Tot: 8s257ms | Loss: 0.585 | Acc: 80.758% (2665/3300) 33/100 [=====================>...........................................] Step: 261ms | Tot: 8s519ms | Loss: 0.586 | Acc: 80.647% (2742/3400) 34/100 [======================>..........................................] Step: 253ms | Tot: 8s773ms | Loss: 0.592 | Acc: 80.457% (2816/3500) 35/100 [======================>..........................................] Step: 261ms | Tot: 9s34ms | Loss: 0.592 | Acc: 80.556% (2900/3600) 36/100 [=======================>.........................................] Step: 254ms | Tot: 9s289ms | Loss: 0.594 | Acc: 80.459% (2977/3700) 37/100 [========================>........................................] Step: 257ms | Tot: 9s546ms | Loss: 0.596 | Acc: 80.368% (3054/3800) 38/100 [========================>........................................] Step: 254ms | Tot: 9s800ms | Loss: 0.589 | Acc: 80.487% (3139/3900) 39/100 [=========================>.......................................] Step: 261ms | Tot: 10s62ms | Loss: 0.586 | Acc: 80.600% (3224/4000) 40/100 [==========================>......................................] Step: 254ms | Tot: 10s316ms | Loss: 0.584 | Acc: 80.537% (3302/4100) 41/100 [==========================>......................................] Step: 256ms | Tot: 10s573ms | Loss: 0.583 | Acc: 80.571% (3384/4200) 42/100 [===========================>.....................................] Step: 258ms | Tot: 10s831ms | Loss: 0.578 | Acc: 80.674% (3469/4300) 43/100 [===========================>.....................................] Step: 263ms | Tot: 11s95ms | Loss: 0.582 | Acc: 80.545% (3544/4400) 44/100 [============================>....................................] Step: 258ms | Tot: 11s354ms | Loss: 0.581 | Acc: 80.644% (3629/4500) 45/100 [=============================>...................................] Step: 255ms | Tot: 11s609ms | Loss: 0.581 | Acc: 80.609% (3708/4600) 46/100 [=============================>...................................] Step: 257ms | Tot: 11s867ms | Loss: 0.581 | Acc: 80.638% (3790/4700) 47/100 [==============================>..................................] Step: 260ms | Tot: 12s127ms | Loss: 0.581 | Acc: 80.604% (3869/4800) 48/100 [===============================>.................................] Step: 259ms | Tot: 12s386ms | Loss: 0.578 | Acc: 80.673% (3953/4900) 49/100 [===============================>.................................] Step: 255ms | Tot: 12s642ms | Loss: 0.582 | Acc: 80.600% (4030/5000) 50/100 [================================>................................] Step: 259ms | Tot: 12s901ms | Loss: 0.582 | Acc: 80.627% (4112/5100) 51/100 [=================================>...............................] Step: 259ms | Tot: 13s161ms | Loss: 0.581 | Acc: 80.635% (4193/5200) 52/100 [=================================>...............................] Step: 257ms | Tot: 13s419ms | Loss: 0.581 | Acc: 80.642% (4274/5300) 53/100 [==================================>..............................] Step: 254ms | Tot: 13s674ms | Loss: 0.580 | Acc: 80.611% (4353/5400) 54/100 [===================================>.............................] Step: 264ms | Tot: 13s938ms | Loss: 0.580 | Acc: 80.618% (4434/5500) 55/100 [===================================>.............................] Step: 255ms | Tot: 14s194ms | Loss: 0.584 | Acc: 80.500% (4508/5600) 56/100 [====================================>............................] Step: 267ms | Tot: 14s461ms | Loss: 0.586 | Acc: 80.456% (4586/5700) 57/100 [=====================================>...........................] Step: 256ms | Tot: 14s717ms | Loss: 0.585 | Acc: 80.448% (4666/5800) 58/100 [=====================================>...........................] Step: 263ms | Tot: 14s980ms | Loss: 0.588 | Acc: 80.373% (4742/5900) 59/100 [======================================>..........................] Step: 259ms | Tot: 15s240ms | Loss: 0.589 | Acc: 80.367% (4822/6000) 60/100 [=======================================>.........................] Step: 257ms | Tot: 15s498ms | Loss: 0.590 | Acc: 80.361% (4902/6100) 61/100 [=======================================>.........................] Step: 259ms | Tot: 15s757ms | Loss: 0.589 | Acc: 80.435% (4987/6200) 62/100 [========================================>........................] Step: 262ms | Tot: 16s20ms | Loss: 0.590 | Acc: 80.413% (5066/6300) 63/100 [========================================>........................] Step: 255ms | Tot: 16s275ms | Loss: 0.587 | Acc: 80.516% (5153/6400) 64/100 [=========================================>.......................] Step: 260ms | Tot: 16s535ms | Loss: 0.590 | Acc: 80.462% (5230/6500) 65/100 [==========================================>......................] Step: 256ms | Tot: 16s791ms | Loss: 0.592 | Acc: 80.439% (5309/6600) 66/100 [==========================================>......................] Step: 264ms | Tot: 17s56ms | Loss: 0.592 | Acc: 80.493% (5393/6700) 67/100 [===========================================>.....................] Step: 256ms | Tot: 17s313ms | Loss: 0.593 | Acc: 80.471% (5472/6800) 68/100 [============================================>....................] Step: 257ms | Tot: 17s571ms | Loss: 0.593 | Acc: 80.478% (5553/6900) 69/100 [============================================>....................] Step: 255ms | Tot: 17s826ms | Loss: 0.594 | Acc: 80.471% (5633/7000) 70/100 [=============================================>...................] Step: 265ms | Tot: 18s91ms | Loss: 0.594 | Acc: 80.493% (5715/7100) 71/100 [==============================================>..................] Step: 256ms | Tot: 18s348ms | Loss: 0.594 | Acc: 80.444% (5792/7200) 72/100 [==============================================>..................] Step: 256ms | Tot: 18s604ms | Loss: 0.593 | Acc: 80.479% (5875/7300) 73/100 [===============================================>.................] Step: 259ms | Tot: 18s863ms | Loss: 0.591 | Acc: 80.527% (5959/7400) 74/100 [================================================>................] Step: 260ms | Tot: 19s124ms | Loss: 0.591 | Acc: 80.480% (6036/7500) 75/100 [================================================>................] Step: 257ms | Tot: 19s381ms | Loss: 0.592 | Acc: 80.474% (6116/7600) 76/100 [=================================================>...............] Step: 257ms | Tot: 19s639ms | Loss: 0.592 | Acc: 80.494% (6198/7700) 77/100 [==================================================>..............] Step: 262ms | Tot: 19s901ms | Loss: 0.592 | Acc: 80.449% (6275/7800) 78/100 [==================================================>..............] Step: 264ms | Tot: 20s166ms | Loss: 0.593 | Acc: 80.456% (6356/7900) 79/100 [===================================================>.............] Step: 262ms | Tot: 20s429ms | Loss: 0.593 | Acc: 80.463% (6437/8000) 80/100 [====================================================>............] Step: 253ms | Tot: 20s682ms | Loss: 0.591 | Acc: 80.494% (6520/8100) 81/100 [====================================================>............] Step: 266ms | Tot: 20s949ms | Loss: 0.591 | Acc: 80.463% (6598/8200) 82/100 [=====================================================>...........] Step: 253ms | Tot: 21s203ms | Loss: 0.589 | Acc: 80.494% (6681/8300) 83/100 [=====================================================>...........] Step: 260ms | Tot: 21s463ms | Loss: 0.588 | Acc: 80.488% (6761/8400) 84/100 [======================================================>..........] Step: 257ms | Tot: 21s721ms | Loss: 0.588 | Acc: 80.494% (6842/8500) 85/100 [=======================================================>.........] Step: 269ms | Tot: 21s990ms | Loss: 0.589 | Acc: 80.523% (6925/8600) 86/100 [=======================================================>.........] Step: 268ms | Tot: 22s259ms | Loss: 0.588 | Acc: 80.540% (7007/8700) 87/100 [========================================================>........] Step: 257ms | Tot: 22s516ms | Loss: 0.589 | Acc: 80.545% (7088/8800) 88/100 [=========================================================>.......] Step: 259ms | Tot: 22s776ms | Loss: 0.589 | Acc: 80.494% (7164/8900) 89/100 [=========================================================>.......] Step: 261ms | Tot: 23s38ms | Loss: 0.589 | Acc: 80.467% (7242/9000) 90/100 [==========================================================>......] Step: 256ms | Tot: 23s295ms | Loss: 0.587 | Acc: 80.527% (7328/9100) 91/100 [===========================================================>.....] Step: 257ms | Tot: 23s553ms | Loss: 0.587 | Acc: 80.543% (7410/9200) 92/100 [===========================================================>.....] Step: 259ms | Tot: 23s813ms | Loss: 0.586 | Acc: 80.613% (7497/9300) 93/100 [============================================================>....] Step: 262ms | Tot: 24s75ms | Loss: 0.587 | Acc: 80.606% (7577/9400) 94/100 [=============================================================>...] Step: 255ms | Tot: 24s330ms | Loss: 0.585 | Acc: 80.642% (7661/9500) 95/100 [=============================================================>...] Step: 263ms | Tot: 24s594ms | Loss: 0.584 | Acc: 80.677% (7745/9600) 96/100 [==============================================================>..] Step: 263ms | Tot: 24s858ms | Loss: 0.583 | Acc: 80.670% (7825/9700) 97/100 [===============================================================>.] Step: 294ms | Tot: 25s152ms | Loss: 0.583 | Acc: 80.653% (7904/9800) 98/100 \ No newline at end of file diff --git a/V1-models/print_forward_rms_grad_rms_after_1_iter.out b/V1-models/print_forward_rms_grad_rms_after_1_iter.out new file mode 100644 index 0000000..4e6aff2 --- /dev/null +++ b/V1-models/print_forward_rms_grad_rms_after_1_iter.out @@ -0,0 +1,296 @@ +*** Experiment 1 *** +freeze_spatial: True freeze_channel: True exponential location: post +V1 spatial init +Freeze spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 130548 + +freeze_spatial: True freeze_channel: True exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:04.005390 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 2 *** +freeze_spatial: True freeze_channel: False exponential location: post +V1 spatial init +Freeze spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 135910 + +freeze_spatial: True freeze_channel: False exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(1.2317797169e-02, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(6.2150761485e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(1.1808644049e-03, device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(2.3403813248e-04, device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(1.4691637829e-02, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(1.1870082468e-01, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.516919 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 3 *** +freeze_spatial: False freeze_channel: True exponential location: post +V1 spatial init +Learnable spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 132998 + +freeze_spatial: False freeze_channel: True exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385140657e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1947704554e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.394622 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 4 *** +freeze_spatial: False freeze_channel: False exponential location: post +V1 spatial init +Learnable spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 138360 + +freeze_spatial: False freeze_channel: False exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(1.2317797169e-02, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(6.2150761485e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(1.1808644049e-03, device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385140657e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(2.3403813248e-04, device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1947704554e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(3.5003762605e-05, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(1.4691472985e-02, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(1.2524122212e-05, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(1.1869888753e-01, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.608841 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 5 *** +freeze_spatial: True freeze_channel: True exponential location: pre +V1 spatial init +Freeze spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 130548 + +freeze_spatial: True freeze_channel: True exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.682285 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 6 *** +freeze_spatial: True freeze_channel: False exponential location: pre +V1 spatial init +Freeze spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 135910 + +freeze_spatial: True freeze_channel: False exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(2.8807790950e-03, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(2.1231610328e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(4.0340056876e-04, device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(5.4734799050e-05, device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(3.6177928559e-03, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(7.2105236351e-02, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.989265 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 7 *** +freeze_spatial: False freeze_channel: True exponential location: pre +V1 spatial init +Learnable spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 132998 + +freeze_spatial: False freeze_channel: True exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(2.2896543145e-01, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(7.8848078847e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385319471e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948735714e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(4.9970228225e-02, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(9.5231086016e-02, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.567849 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 8 *** +freeze_spatial: False freeze_channel: False exponential location: pre +V1 spatial init +Learnable spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 138360 + +freeze_spatial: False freeze_channel: False exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385689020e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948580742e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(2.2896543145e-01, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(2.8807790950e-03, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(7.8848078847e-02, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(2.1231610328e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(4.0340056876e-04, device='cuda:0') +lc_layer Tri2_vec RMS: tensor(5.7385319471e-01, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(5.4734799050e-05, device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(9.1948735714e-01, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(5.0010658801e-02, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(3.4345495515e-03, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(9.5442458987e-02, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(5.6763611734e-02, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.923680 +Hidden dim: 100 Learning rate: 0.01 + diff --git a/V1-models/print_forward_rms_grad_rms_after_1_iter_default.out b/V1-models/print_forward_rms_grad_rms_after_1_iter_default.out new file mode 100644 index 0000000..f1105d2 --- /dev/null +++ b/V1-models/print_forward_rms_grad_rms_after_1_iter_default.out @@ -0,0 +1,296 @@ +*** Experiment 1 *** +freeze_spatial: True freeze_channel: True exponential location: post +Default spatial init +Freeze spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 130548 + +freeze_spatial: True freeze_channel: True exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.542230 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 2 *** +freeze_spatial: True freeze_channel: False exponential location: post +Default spatial init +Freeze spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 135910 + +freeze_spatial: True freeze_channel: False exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(0., device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(0., device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.624179 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 3 *** +freeze_spatial: False freeze_channel: True exponential location: post +Default spatial init +Learnable spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 132998 + +freeze_spatial: False freeze_channel: True exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.443367 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 4 *** +freeze_spatial: False freeze_channel: False exponential location: post +Default spatial init +Learnable spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPostExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPostExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 138360 + +freeze_spatial: False freeze_channel: False exponential location: post +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(0., device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(0., device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(0., device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.518317 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 5 *** +freeze_spatial: True freeze_channel: True exponential location: pre +Default spatial init +Freeze spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 130548 + +freeze_spatial: True freeze_channel: True exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.421657 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 6 *** +freeze_spatial: True freeze_channel: False exponential location: pre +Default spatial init +Freeze spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 135910 + +freeze_spatial: True freeze_channel: False exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(2.3212402593e-03, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(2.4291822687e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(4.6154463780e-04, device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(4.4103562686e-05, device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(2.9495551717e-03, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(5.3849924356e-02, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.611473 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 7 *** +freeze_spatial: False freeze_channel: True exponential location: pre +Default spatial init +Learnable spatial vec +Freeze channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 132998 + +freeze_spatial: False freeze_channel: True exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(3.3175875433e-03, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(6.9536576048e-03, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(1.3211948681e-04, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(6.3034152845e-05, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(4.0874509141e-03, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(7.0473826490e-03, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.598551 +Hidden dim: 100 Learning rate: 0.01 + +*** Experiment 8 *** +freeze_spatial: False freeze_channel: False exponential location: pre +Default spatial init +Learnable spatial vec +Learnable channel vec +V1_CIFAR10( + (lc_layer): FactConv2dPreExp(3, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (lc_layer2): FactConv2dPreExp(103, 100, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3), bias=False) + (relu): ReLU() + (bn_x): BatchNorm2d(3, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h1): BatchNorm2d(103, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (bn_h2): BatchNorm2d(203, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (clf): Linear(in_features=12992, out_features=10, bias=True) +) +Num params total: 138360 +Num params grad: 138360 + +freeze_spatial: False freeze_channel: False exponential location: pre +iteration 0 +lc_layer Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(0., device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(3.3175875433e-03, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(2.3212402593e-03, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(6.9536576048e-03, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(2.4291822687e-02, device='cuda:0') + +iteration 1 +lc_layer Tri1_vec RMS: tensor(4.6154463780e-04, device='cuda:0') +lc_layer Tri2_vec RMS: tensor(1.3211948681e-04, device='cuda:0') +lc_layer2 Tri1_vec RMS: tensor(4.4103562686e-05, device='cuda:0') +lc_layer2 Tri2_vec RMS: tensor(6.3034152845e-05, device='cuda:0') +lc_layer2 Tri2_vec Grad RMS: tensor(4.0854355320e-03, device='cuda:0') +lc_layer2 Tri1_vec Grad RMS: tensor(2.9512911569e-03, device='cuda:0') +lc_layer Tri2_vec Grad RMS: tensor(7.0440904237e-03, device='cuda:0') +lc_layer Tri1_vec Grad RMS: tensor(5.4264362901e-02, device='cuda:0') + +Trial 1 time (HH:MM:SS): 0:00:02.616634 +Hidden dim: 100 Learning rate: 0.01 + diff --git a/V1-models/pytorch_cifar.py b/V1-models/pytorch_cifar.py new file mode 100644 index 0000000..cddb79b --- /dev/null +++ b/V1-models/pytorch_cifar.py @@ -0,0 +1,241 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +def save_model(args, model): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_pytorch/seed_{}".format(args.seed) + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='post', choices=['post', 'pre'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_WATCH_Resnet_V1', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--seed', type=int, default=0, help='seed') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=4) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +set_seeds(args.seed) +net = PreExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) +set_seeds(args.seed) + +net = net.to(device) +store_rms = {} +#for name, module in net.named_modules(): +# if isinstance(module, nn.Conv2d): +# ## simple module +# module.register_forward_hook(wandb_forwards_hook("{}".format(name), store_rms)) +# if module.tri1_vec.requires_grad: +# module.tri1_vec.register_hook(wandb_backwards_hook("{} Tri1_vec Grad".format(name), store_rms)) +# if module.tri2_vec.requires_grad: +# module.tri2_vec.register_hook(wandb_backwards_hook("{} Tri2_vec Grad".format(name), store_rms)) + + + +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run_name = "" +if args.freeze_spatial: + run_name += "US" +else: + run_name += "LS" + +if args.freeze_channel: + run_name += "UC" +else: + run_name += "LC" + + +run = wandb.init(project="random_project", config=args, + group="seeds_pytorch_cifar_experiments_final", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(net.parameters(), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) +import time + +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + + optimizer.zero_grad() + outputs = net(inputs) + torch.cuda.synchronize() + loss = criterion(outputs, targets) + s1=time.time() + loss.backward() + + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + #run.log(store_rms) + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +accs = [] +best_accs = [] +def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + # Save checkpoint. + acc = 100.*correct/total + if acc > best_acc: + print('Saving..') + state = { + 'net': net.state_dict(), + 'acc': acc, + 'epoch': epoch, + } + #if not os.path.isdir('checkpoint'): + # os.mkdir('checkpoint') + #torch.save(state, './checkpoint/ckpt.pth') + save_model(args, net) + best_acc = acc + accs.append(acc) + best_accs.append(best_acc) + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() +args.name += "final" +for i in range(0, len(accs)): + run.log({"accuracy": accs[i], "best_accuracy": best_accs[i]}) +save_model(args, net) + diff --git a/V1-models/pytorch_cifar100.py b/V1-models/pytorch_cifar100.py new file mode 100644 index 0000000..1bc1cc1 --- /dev/null +++ b/V1-models/pytorch_cifar100.py @@ -0,0 +1,284 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity +import kymatio.datasets as scattering_datasets +from torchvision import datasets + + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp_Class100, PreExp_Class100 +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb +import numpy as np +from distutils.util import strtobool + +def save_model(args, model): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/128_CIFAR100_pytorch/seed_{}".format(args.seed) + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='post', choices=['post', 'pre'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_WATCH_Resnet_V1', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--seed', type=int, default=0, help='seed') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') + +transform_compute_mean = transforms.Compose([transforms.ToTensor()]) +compute_mean_set = datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=True, transform=transforms.Compose([ + transforms.ToTensor(), + ]), download=True) +meanloader = torch.utils.data.DataLoader( + compute_mean_set, batch_size=60000, shuffle=True, num_workers=4) +for x, y in meanloader: + x = x.numpy() + mean = np.mean(x, axis=(0, 2, 3)) + std = np.std(x, axis=(0, 2, 3)) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize(mean, std), +]) + +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize(mean, std), +]) + + +trainset = datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=True, transform=transform_train, download=True) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4) + +testset= datasets.CIFAR100( + root=scattering_datasets.get_dataset_dir('CIFAR100'), + train=False, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=4) + + + +#transform_train = transforms.Compose([ +# transforms.RandomCrop(32, padding=4), +# transforms.RandomHorizontalFlip(), +# transforms.ToTensor(), +# transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +#]) +# +#transform_test = transforms.Compose([ +# transforms.ToTensor(), +# transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +#]) +# +#trainset = datasets.CIFAR100( +# root=scattering_datasets.get_dataset_dir('CIFAR100'), +# train=True, transform=transforms.Compose([ +# transforms.RandomHorizontalFlip(), +# transforms.RandomCrop(32, 4), +# transforms.ToTensor(), +# transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +# ]), download=True) +#trainloader = torch.utils.data.DataLoader( +# trainset, batch_size=128, shuffle=True, num_workers=4) +# +#testset= datasets.CIFAR100( +# root=scattering_datasets.get_dataset_dir('CIFAR100'), +# train=False, transform=transforms.Compose([ +# transforms.ToTensor(), +# transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +# ])) +#testloader = torch.utils.data.DataLoader( +# testset, batch_size=1000, shuffle=False, num_workers=4) +# +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') + +set_seeds(args.seed) +net = PreExp_Class100(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) +set_seeds(args.seed) + +net = net.to(device) +store_rms = {} +#for name, module in net.named_modules(): +# if isinstance(module, nn.Conv2d): +# ## simple module +# module.register_forward_hook(wandb_forwards_hook("{}".format(name), store_rms)) +# if module.tri1_vec.requires_grad: +# module.tri1_vec.register_hook(wandb_backwards_hook("{} Tri1_vec Grad".format(name), store_rms)) +# if module.tri2_vec.requires_grad: +# module.tri2_vec.register_hook(wandb_backwards_hook("{} Tri2_vec Grad".format(name), store_rms)) + + + +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run_name = "" +if args.freeze_spatial: + run_name += "US" +else: + run_name += "LS" + +if args.freeze_channel: + run_name += "UC" +else: + run_name += "LC" + + +run = wandb.init(project="random_project", config=args, + group="seeds_pytorch_cifar100_experiments", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(net.parameters(), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) +import time + +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + #run.log(store_rms) + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + +accs = [] +best_accs = [] +def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + # Save checkpoint. + acc = 100.*correct/total + if acc > best_acc: + print('Saving..') + state = { + 'net': net.state_dict(), + 'acc': acc, + 'epoch': epoch, + } + #if not os.path.isdir('checkpoint'): + # os.mkdir('checkpoint') + #torch.save(state, './checkpoint/ckpt.pth') + save_model(args, net) + best_acc = acc + accs.append(acc) + best_accs.append(best_acc) + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() +args.name += "final" +for i in range(0, len(accs)): + run.log({"accuracy": accs[i], "best_accuracy": best_accs[i]}) +save_model(args, net) +# +# with profile(activities=[ProfilerActivity.CPU, +# ProfilerActivity.CUDA],with_stack=True) as prof: +# s1=time.time() +# loss.backward() +# print(time.time()-s1) +# print(prof.key_averages().table(sort_by="self_cpu_time_total")) + + diff --git a/V1-models/pytorch_cifar_utils.py b/V1-models/pytorch_cifar_utils.py new file mode 100644 index 0000000..08b9e15 --- /dev/null +++ b/V1-models/pytorch_cifar_utils.py @@ -0,0 +1,135 @@ +'''Some helper functions for PyTorch, including: + - get_mean_and_std: calculate the mean and std value of dataset. + - msr_init: net parameter initialization. + - progress_bar: progress bar mimic xlua.progress. +''' +import os +import sys +import time +import math + +import torch +import torch.nn as nn +import torch.nn.init as init +import random +import numpy as np + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + + +def get_mean_and_std(dataset): + '''Compute the mean and std value of dataset.''' + dataloader = torch.utils.data.DataLoader(dataset, batch_size=1, shuffle=True, num_workers=2) + mean = torch.zeros(3) + std = torch.zeros(3) + print('==> Computing mean and std..') + for inputs, targets in dataloader: + for i in range(3): + mean[i] += inputs[:,i,:,:].mean() + std[i] += inputs[:,i,:,:].std() + mean.div_(len(dataset)) + std.div_(len(dataset)) + return mean, std + +def init_params(net): + '''Init layer parameters.''' + for m in net.modules(): + if isinstance(m, nn.Conv2d): + init.kaiming_normal(m.weight, mode='fan_out') + if m.bias: + init.constant(m.bias, 0) + elif isinstance(m, nn.BatchNorm2d): + init.constant(m.weight, 1) + init.constant(m.bias, 0) + elif isinstance(m, nn.Linear): + init.normal(m.weight, std=1e-3) + if m.bias: + init.constant(m.bias, 0) + + +#_, term_width = os.popen('stty size', 'r').read().split() +term_width = 80 #int(term_width) + +TOTAL_BAR_LENGTH = 65. +last_time = time.time() +begin_time = last_time +def progress_bar(current, total, msg=None): + global last_time, begin_time + if current == 0: + begin_time = time.time() # Reset for new bar. + + cur_len = int(TOTAL_BAR_LENGTH*current/total) + rest_len = int(TOTAL_BAR_LENGTH - cur_len) - 1 + + sys.stdout.write(' [') + for i in range(cur_len): + sys.stdout.write('=') + sys.stdout.write('>') + for i in range(rest_len): + sys.stdout.write('.') + sys.stdout.write(']') + + cur_time = time.time() + step_time = cur_time - last_time + last_time = cur_time + tot_time = cur_time - begin_time + + L = [] + L.append(' Step: %s' % format_time(step_time)) + L.append(' | Tot: %s' % format_time(tot_time)) + if msg: + L.append(' | ' + msg) + + msg = ''.join(L) + sys.stdout.write(msg) + for i in range(term_width-int(TOTAL_BAR_LENGTH)-len(msg)-3): + sys.stdout.write(' ') + + # Go back to the center of the bar. + for i in range(term_width-int(TOTAL_BAR_LENGTH/2)+2): + sys.stdout.write('\b') + sys.stdout.write(' %d/%d ' % (current+1, total)) + + if current < total-1: + sys.stdout.write('\r') + else: + sys.stdout.write('\n') + sys.stdout.flush() + +def format_time(seconds): + days = int(seconds / 3600/24) + seconds = seconds - days*3600*24 + hours = int(seconds / 3600) + seconds = seconds - hours*3600 + minutes = int(seconds / 60) + seconds = seconds - minutes*60 + secondsf = int(seconds) + seconds = seconds - secondsf + millis = int(seconds*1000) + + f = '' + i = 1 + if days > 0: + f += str(days) + 'D' + i += 1 + if hours > 0 and i <= 2: + f += str(hours) + 'h' + i += 1 + if minutes > 0 and i <= 2: + f += str(minutes) + 'm' + i += 1 + if secondsf > 0 and i <= 2: + f += str(secondsf) + 's' + i += 1 + if millis > 0 and i <= 2: + f += str(millis) + 'ms' + i += 1 + if f == '': + f = '0ms' + return f diff --git a/V1-models/pytorch_cifar_viv.py b/V1-models/pytorch_cifar_viv.py new file mode 100644 index 0000000..86067a2 --- /dev/null +++ b/V1-models/pytorch_cifar_viv.py @@ -0,0 +1,242 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +def save_model(args, model): + src = "/home/mila/v/vivian.white/scratch/v1-models/saved-models/CIFAR10_pytorch/scale_{}".format(args.param_scale) + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='post', choices=['post', 'pre'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_WATCH_Resnet_V1', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--seed', type=int, default=0, help='seed') +parser.add_argument('--param_scale', type=int, default=1, + help='scale num of input/output channels') +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=4) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +set_seeds(args.seed) +net = PreExp(args.param_scale, args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) +set_seeds(args.seed) + +net = net.to(device) +store_rms = {} +#for name, module in net.named_modules(): +# if isinstance(module, nn.Conv2d): +# ## simple module +# module.register_forward_hook(wandb_forwards_hook("{}".format(name), store_rms)) +# if module.tri1_vec.requires_grad: +# module.tri1_vec.register_hook(wandb_backwards_hook("{} Tri1_vec Grad".format(name), store_rms)) +# if module.tri2_vec.requires_grad: +# module.tri2_vec.register_hook(wandb_backwards_hook("{} Tri2_vec Grad".format(name), store_rms)) + + + +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run_name = "" +if args.freeze_spatial: + run_name += "US" +else: + run_name += "LS" + +if args.freeze_channel: + run_name += "UC" +else: + run_name += "LC" + + +run = wandb.init(project="random_project", config=args, + group="scale_pytorch_cifar_experiments", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(net.parameters(), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) +import time + +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + + optimizer.zero_grad() + outputs = net(inputs) + torch.cuda.synchronize() + loss = criterion(outputs, targets) + s1=time.time() + loss.backward() + + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + #run.log(store_rms) + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +accs = [] +best_accs = [] +def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + # Save checkpoint. + acc = 100.*correct/total + if acc > best_acc: + print('Saving..') + state = { + 'net': net.state_dict(), + 'acc': acc, + 'epoch': epoch, + } + #if not os.path.isdir('checkpoint'): + # os.mkdir('checkpoint') + #torch.save(state, './checkpoint/ckpt.pth') + save_model(args, net) + best_acc = acc + accs.append(acc) + best_accs.append(best_acc) + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() +args.name += "final" +for i in range(0, len(accs)): + run.log({"accuracy": accs[i], "best_accuracy": best_accs[i]}) +save_model(args, net) + diff --git a/V1-models/rainbow_network.py b/V1-models/rainbow_network.py new file mode 100644 index 0000000..a2b5748 --- /dev/null +++ b/V1-models/rainbow_network.py @@ -0,0 +1,312 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds +from test_models_safety import PostExp, PreExp +import wandb +from distutils.util import strtobool +from resnet import ResNet18 +from vgg import VGG +from test_models_safety import PostExp, PreExp +torch.backends.cudnn.allow_tf32 = True +torch.backends.cuda.matmul.allow_tf32 = True + + +def save_model(args, model): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_rainbow_models/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--epochs', default=10, type=int, help='number of epochs') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bn_on', type=lambda x: bool(strtobool(x)), + default=True, help='Batch Norm True or False') +parser.add_argument('--fact', type=lambda x: bool(strtobool(x)), + default=True, help='FactNet True or False') +parser.add_argument('--sampling', type=str, default='rainbow', + choices=['rainbow', 'random'], help="which sampling to use") +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +from ConvModules import FactConv2dPreExp +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + + +@torch.no_grad() +def rainbow_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + rainbow_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + if isinstance(module, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + else: + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + #new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + copy_weight = old_sd['weight'] + copy_weight_gen = new_sd['weight'] + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight)##.T + u, s, vh = torch.linalg.svd( + weight_cov, full_matrices=False + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + new_weight= new_sd['weight'] #generated_model[j].weight + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(module.weight.shape) + # Set the new weights in the generated model. + # NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + # As such, if evaluated as is, its accuracy would be that of a random guess. + new_sd['weight'] = new_weight + new_module.load_state_dict(new_sd) + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + setattr(model, n, new_module) + + + +@torch.no_grad() +def random_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + random_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + if isinstance(module, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + else: + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +def turn_off_grads(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + turn_off_grads(module) + else: + if isinstance(module, nn.Linear) and module.out_features == 10: + grad=True + else: + grad=False + for param in module.parameters(): + param.requires_grad = grad + +set_seeds(0) +net=VGG("VGG11", args.bn_on) +if args.fact: + replace_layers(net) +if args.bn_on and args.fact: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_pytorch_tta/vggbnfactfinal/trial_1/model.pt") +elif args.bn_on and not args.fact: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_pytorch_tta/vggbn_redofinal/trial_1/model.pt") +elif not args.bn_on and args.fact: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_pytorch_tta/vggfactfinal/trial_1/model.pt") +elif not args.bn_on and not args.fact: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_pytorch_tta/vgg_redofinal/trial_1/model.pt") +net.load_state_dict(sd) +net.to(device) + +criterion = nn.CrossEntropyLoss() +def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + # Save checkpoint. + acc = 100.*correct/total + print("accuracy:", acc) + #run.log({"accuracy":acc}) + +print("testing VGG_{}Net with BN {}".format("Fact" if args.fact else "Conv", + "On" if args.bn_on else "Off")) +test(net) + +set_seeds(0) +if args.sampling == "rainbow": + rainbow_sampling(net) +else: + random_sampling(net) +turn_off_grads(net) +net.train() + + +for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + + +optimizer = optim.SGD(filter(lambda param: param.requires_grad, net.parameters()), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +#print("testing rainbow sampling") +print("testing {} sampling".format(args.sampling)) +net.eval() +test(0) +#print("training rainbow sampling classifier head for 10 epochs") +print("training classifier head of {} sampled mode for {} epochs".format(args.sampling, args.epochs)) +for i in range(0, args.epochs): + net.train() + train(i) + net.eval() + test(i) + diff --git a/V1-models/rainbow_network_covariance.py b/V1-models/rainbow_network_covariance.py new file mode 100644 index 0000000..2795518 --- /dev/null +++ b/V1-models/rainbow_network_covariance.py @@ -0,0 +1,625 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity +import torchvision +import torchvision.transforms as transforms +import time +import os +import argparse +import copy + +from pytorch_cifar_utils import progress_bar, set_seeds +from test_models_safety import PostExp, PreExp +import wandb +from distutils.util import strtobool +from resnet import ResNet18 +from vgg import VGG +from test_models_safety import PostExp, PreExp +from layers_model import ThreeLayer_CIFAR10, Sequential_ThreeLayer_CIFAR10 +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + + +def save_model(args, model): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/CIFAR10_rainbow_models/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + + torch.save(model.state_dict(), model_dir+ "/model.pt") + torch.save(args, model_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--epochs', default=10, type=int, help='number of epochs') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--affine', type=lambda x: bool(strtobool(x)), + default=True, help='Batch Norm affine True or False') +parser.add_argument('--fact', type=lambda x: bool(strtobool(x)), + default=True, help='FactNet True or False') +parser.add_argument('--width', default=1, type=float, help='width') +parser.add_argument('--sampling', type=str, default='rainbow', + choices=['rainbow', 'random'], help="which sampling to use") +args = parser.parse_args() +if args.width == 1.0: + args.width = 1 +if args.width == 2.0: + args.width = 2 +if args.width == 4.0: + args.width = 4 + + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train)#transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +from ConvModules import FactConv2dPreExp + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) + +def replace_affines(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_affines(module) + if isinstance(module, nn.BatchNorm2d): + ## simple module + new_module = nn.BatchNorm2d( + num_features=module.num_features, + eps=module.eps, momentum=module.momentum, + affine=False, + track_running_stats=module.track_running_stats) + setattr(model, n, new_module) +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + + +#net=ResNet18()#VGG("VGG11", args.bn_on) +net=Sequential_ThreeLayer_CIFAR10(100,False) +net=ResNet18()#VGG("VGG11", args.bn_on) +net.to(device) +replace_layers_agnostic(net, args.width) +if args.fact: + replace_layers(net) +#replace_affines(net) +if not args.affine: + replace_affines(net) +#sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/three-layer-models-sequential/TESTING_3Layer_final/{}_model.pt".format("fact" +# if args.fact else "conv")) +if args.fact and args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/{}scale_final/fact_model.pt".format(args.width)) +elif not args.fact and args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/{}scale_final/conv_model.pt".format(args.width)) +elif args.fact and not args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_2/{}scale_final/fact_model.pt".format(args.width)) +elif not args.fact and not args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_2/{}scale_final/conv_model.pt".format(args.width)) +net.load_state_dict(sd) +net.to(device) +net_new = copy.deepcopy(net) +net_new.to(device) +#if args.fact: +# replace_layers(net_new) + + +#replace_layers(net_new) + +@torch.no_grad() +def recurse_layers(model, new_model): + for (n1, m1), (n2, m2) in zip(model.named_children(), new_model.named_children()): + if len(list(m1.children())) > 0: + recurse_layers(m1, m2) + if isinstance(m1, nn.Conv2d): + if isinstance(m2, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=m2.in_channels, + out_channels=m2.out_channels, + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + bias=True if m2.bias is not None else False) + else: + new_module = nn.Conv2d( + in_channels=int(m2.in_channels), + out_channels=int(m2.out_channels), + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + groups = m2.groups, + bias=True if m2.bias is not None else False).to(device) + + + old_sd = m1.state_dict() + new_sd = new_module.state_dict() + og_copy = new_sd['weight'] + + if m1.bias is not None: + new_sd['bias'] = old_sd['bias'] + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + + + #old_weight = old_sd['weight'] + #u, s, v = torch.linalg.svd(old_weight.reshape(old_weight.shape[0], -1), full_matrices=False) + #white_gaussian = torch.randn_like(u) + #colored_gaussian = white_gaussian @ (s[..., None] * v) + #new_sd['weight'] = colored_gaussian.reshape(old_weight.shape) + + copy_weight = old_sd['weight'] + copy_weight_gen = og_copy #new_sd['weight'] + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight)##.T + u, s, vh = torch.linalg.svd( + weight_cov, full_matrices=False + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + new_weight= og_copy#new_sd['weight'] #generated_model[j].weight + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(old_sd['weight'].shape) + new_module.register_buffer("weight_align", alignment) + new_sd['weight_align'] = alignment + # Set the new weights in the generated model. + # NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + # As such, if evaluated as is, its accuracy would be that of a random guess. + new_sd['weight'] = new_weight + + if m1.in_channels != 3: + activation = [] + other_activation = [] + + hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + activation.append(inputs[0].permute(0,2,3,1).reshape(-1, + inputs[0].shape[1]))) + hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + other_activation.append(inputs[0].permute(0,2,3,1).reshape(-1, + inputs[0].shape[1]))) + + covar = None + total = 0 + print("starting covariance_calc") + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + total+= inputs.shape[0] + if covar is None: + covar = activation[0].T @ other_activation[0] + else: + covar += activation[0].T @ other_activation[0] + activation = [] + other_activation = [] + covar /= total + print("done with covariance_calc") + hook_handle_1.remove() + hook_handle_2.remove() + u, s, v = torch.linalg.svd(covar, full_matrices=False) + align = u @ v + new_module.register_buffer("input_align", align) + new_sd['input_align'] = align + def return_hook(): + def hook(mod, inputs): + shape = inputs[0].shape + inputs_permute = inputs[0].permute(1,0,2,3).reshape(inputs[0].shape[1], -1) + reshape = (mod.input_align@inputs_permute).reshape(shape[1], + shape[0], shape[2], + shape[3]).permute(1, 0, 2, 3) + return reshape + return hook + hook_handle_pre_forward = new_module.register_forward_pre_hook(return_hook()) + + #else: + # new_weight = new_sd['weight'] + # new_weight = torch.moveaxis(new_weight, source=1, + # destination=-1) + # print(align.shape) + # print(new_weight.shape) + # new_weight = new_weight@align + # new_sd['weight'] = torch.moveaxis(new_weight, source=-1, + # destination=1) + #Set the new weights in the generated model. + #NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + #As such, if evaluated as is, its accuracy would be that of a random guess. + new_module.load_state_dict(new_sd) + setattr(new_model, n1, new_module) + if isinstance(m1, nn.Linear): + new_module = nn.Linear(m1.in_features, m1.out_features, bias=True + if m1.bias is not None else False).to(device) + old_sd = m1.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if m1.bias is not None: + new_sd['bias'] = old_sd['bias'] + activation = [] + other_activation = [] + + hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + activation.append(inputs[0])) + + hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + other_activation.append(inputs[0])) + covar = None + total = 0 + print("starting covariance_calc") + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + total+= inputs.shape[0] + if covar is None: + covar = activation[0].T @ other_activation[0] + else: + covar += activation[0].T @ other_activation[0] + activation = [] + other_activation = [] + covar /= total + hook_handle_1.remove() + hook_handle_2.remove() + u, s, v = torch.linalg.svd(covar, full_matrices=False) + align = u @ v + new_weight = new_sd['weight'] + new_weight = torch.moveaxis(new_weight, source=1, + destination=-1) + print(align.shape) + print(new_weight.shape) + new_weight = new_weight@align + new_sd['weight'] = torch.moveaxis(new_weight, source=-1, + destination=1) + new_module.load_state_dict(new_sd) + setattr(new_model, n1, new_module) + + + print("linear") + if isinstance(m1,nn.BatchNorm2d): + print("BatchieNormie") + m1.train() + m2.train() + m1.reset_running_stats() + m2.reset_running_stats() + m1.to(device) + m2.to(device) + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + m1.eval() + m2.eval() + + + # ## compound module, go inside it + # recurse_layers(module, new_model) + #if isinstance(module, nn.Conv2d): + # ## simple module + # print("HI") +# +#if args.fact: +# replace_layers(net) +#if args.fact: +# sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_scale/{}scale_final/fact_model.pt".format(args.width)) +#else: +# sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_scale/{}scale_final/conv_model.pt".format(args.width)) +##if args.bn_on and args.fact: +## sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_fixed/compare_vggbn_final/fact_model.pt") +##elif args.bn_on and not args.fact: +## sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_fixed/compare_vggbn_final/conv_model.pt") +##elif not args.bn_on and args.fact: +## sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_fixed/compare_vgg_final/fact_model.pt") +##elif not args.bn_on and not args.fact: +## sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/comparing_fixed/compare_vgg_final/conv_model.pt") +#net.load_state_dict(sd) +#net.to(device) + +#assert False +@torch.no_grad() +def rainbow_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + rainbow_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + if isinstance(module, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + else: + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print("old sd:",torch.norm(old_sd['weight'])) + print("new sd:",torch.norm(new_sd['weight'])) + #new_sd['weight'] *= torch.norm(old_sd['weight'])/torch.norm(new_sd['weight']) + print("new sd:",torch.norm(new_sd['weight'])) + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + copy_weight = old_sd['weight'] + copy_weight_gen = new_sd['weight'] + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight)##.T + u, s, vh = torch.linalg.svd( + weight_cov, full_matrices=False + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + new_weight= new_sd['weight'] #generated_model[j].weight + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + new_weight = new_weight.reshape(module.weight.shape) + # Set the new weights in the generated model. + # NOTE: this an intermediate model, as sampling the j-th layer means that the j+1-th layer is no longer aligned. + # As such, if evaluated as is, its accuracy would be that of a random guess. + new_sd['weight'] = new_weight + #new_sd['weight'] *= torch.norm(old_sd['weight'])/torch.norm(new_sd['weight']) + new_module.load_state_dict(new_sd) + print("new sd:", torch.norm(new_sd['weight'])) + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + setattr(model, n, new_module) + +@torch.no_grad() +def random_sampling(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + random_sampling(module) + if isinstance(module, nn.BatchNorm2d): + module.reset_running_stats() + if isinstance(module, nn.Conv2d): + ## simple module + if isinstance(module, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + else: + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False, + groups=module.groups).to(device) + + old_sd = module.state_dict() + new_sd = new_module.state_dict() + print(torch.mean(torch.pow(old_sd['weight']-new_sd['weight'], 2))) + print() + if "tri1_vec" in old_sd.keys(): + new_sd['tri1_vec']=old_sd['tri1_vec'] + new_sd['tri2_vec']=old_sd['tri2_vec'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +def turn_off_grads(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + turn_off_grads(module) + else: + if isinstance(module, nn.Linear) and module.out_features == 10: + grad=True + else: + grad=False + for param in module.parameters(): + param.requires_grad = grad + +set_seeds(1) +#net=VGG("VGG11", args.bn_on) +criterion = nn.CrossEntropyLoss() +def train(epoch, net): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +def test(epoch, net): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + + # Save checkpoint. + acc = 100.*correct/total + print("accuracy:", acc) + return acc, test_loss + #run.log({"accuracy":acc}) + +print("testing Res{}Net18 with width of {}".format("Fact" if args.fact else "Conv", args.width)) +pretrained_acc, og_loss = test(0, net) + +set_seeds(1) +s=time.time() +if args.sampling == "rainbow": + rainbow_sampling(net_new) + net_new.train() + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net_new(inputs) +else: + recurse_layers(net, net_new) + +run_name= "{}_Res{}Net18_Width_{}_{}_affine".format(args.sampling.capitalize(), "Fact" + if args.fact else "Conv", str(args.width), "No" if not args.affine else + "Yes") + + +print("TOTAL TIME:", time.time()-s) +turn_off_grads(net_new) +## +## +## +# +optimizer = optim.SGD(filter(lambda param: param.requires_grad, net_new.parameters()), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +#print("testing rainbow sampling") +print("testing {} sampling at width {}".format(args.sampling, args.width)) +net_new.eval() + +run_name= "correctly_saved_network_{}_Res{}Net18_Width_{}_{}_affine".format(args.sampling.capitalize(), "Fact" + if args.fact else "Conv", str(args.width), "No" if not args.affine else + "Yes") + +args.name = run_name +save_model(args, net_new) +sampled_acc, sampled_loss = test(0, net_new) +#print("training rainbow sampling classifier head for 10 epochs") +accs = [] +test_losses= [] +print("training classifier head of {} sampled model for {} epochs".format(args.sampling, args.epochs)) +for i in range(0, args.epochs): + net_new.train() + train(i, net_new) + net_new.eval() + acc, loss_test =test(i, net_new) + test_losses.append(loss_test) + accs.append(acc) +logger ={"pretrained_acc": pretrained_acc, "sampled_acc": sampled_acc, + "first_epoch_acc":accs[0], "third_epoch_acc": accs[2], + "tenth_epoch_acc":accs[args.epochs-1], 'width':args.width, + "og_loss":og_loss, "sampled_loss":sampled_loss, + "first_epoch_loss":test_losses[0], "third_epoch_loss": test_losses[2], + "tenth_epoch_loss":test_losses[args.epochs-1], 'width':args.width} + + +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run = wandb.init(project="random_project", config=args, + group="correct_saving_align_sota_covariance_rainbow_sampling", name=run_name, dir=wandb_dir) +run.log(logger) + + +args.name += "_trained_classifier_head" +save_model(args, net_new) +#wandb.watch(net, log='all', log_freq=1) diff --git a/V1-models/record_grad_LCLS_post.out b/V1-models/record_grad_LCLS_post.out new file mode 100644 index 0000000..25cbbf5 --- /dev/null +++ b/V1-models/record_grad_LCLS_post.out @@ -0,0 +1,177 @@ +V1 spatial init +Learnable spatial vec +Learnable channel vec +Replacenet_V1_CIFAR10( + (resnet): ResNet( + (conv1): FactConv2dPostExp(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPostExp(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPostExp(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPostExp(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Num params total: 627728 +Num params grad: 627728 +Test Epoch: 1 Avg Loss: 1.4284 Accuracy: 47.97% +Test Epoch: 2 Avg Loss: 1.3130 Accuracy: 53.55% +Test Epoch: 3 Avg Loss: 1.0982 Accuracy: 61.21% +Test Epoch: 4 Avg Loss: 1.0294 Accuracy: 63.74% +Test Epoch: 5 Avg Loss: 1.1397 Accuracy: 61.63% +Test Epoch: 6 Avg Loss: 0.8018 Accuracy: 71.52% +Test Epoch: 7 Avg Loss: 0.8263 Accuracy: 71.69% +Test Epoch: 8 Avg Loss: 0.7499 Accuracy: 73.91% +Test Epoch: 9 Avg Loss: 0.7222 Accuracy: 75.43% +Test Epoch: 10 Avg Loss: 0.7332 Accuracy: 74.52% +Test Epoch: 11 Avg Loss: 0.7462 Accuracy: 74.69% +Test Epoch: 12 Avg Loss: 0.6834 Accuracy: 77.12% +Test Epoch: 13 Avg Loss: 0.7343 Accuracy: 75.13% +Test Epoch: 14 Avg Loss: 0.7151 Accuracy: 76.44% +Test Epoch: 15 Avg Loss: 0.7190 Accuracy: 76.58% +Test Epoch: 16 Avg Loss: 0.6049 Accuracy: 79.48% +Test Epoch: 17 Avg Loss: 0.6017 Accuracy: 80.29% +Test Epoch: 18 Avg Loss: 0.6246 Accuracy: 79.08% +Test Epoch: 19 Avg Loss: 0.5978 Accuracy: 79.87% +Test Epoch: 20 Avg Loss: 0.6274 Accuracy: 79.44% +Test Epoch: 21 Avg Loss: 0.4965 Accuracy: 83.25% +Test Epoch: 22 Avg Loss: 0.4974 Accuracy: 83.29% +Test Epoch: 23 Avg Loss: 0.4973 Accuracy: 83.11% +Test Epoch: 24 Avg Loss: 0.5027 Accuracy: 83.13% +Test Epoch: 25 Avg Loss: 0.5026 Accuracy: 83.39% +Test Epoch: 26 Avg Loss: 0.4949 Accuracy: 83.42% +Test Epoch: 27 Avg Loss: 0.4951 Accuracy: 83.48% +Test Epoch: 28 Avg Loss: 0.5130 Accuracy: 83.02% +Test Epoch: 29 Avg Loss: 0.5025 Accuracy: 83.17% +Test Epoch: 30 Avg Loss: 0.4946 Accuracy: 83.53% +Test Epoch: 31 Avg Loss: 0.4900 Accuracy: 83.79% +Test Epoch: 32 Avg Loss: 0.4973 Accuracy: 83.19% +Test Epoch: 33 Avg Loss: 0.4981 Accuracy: 83.53% +Test Epoch: 34 Avg Loss: 0.4996 Accuracy: 83.33% +Test Epoch: 35 Avg Loss: 0.5034 Accuracy: 83.64% +Test Epoch: 36 Avg Loss: 0.4863 Accuracy: 84.12% +Test Epoch: 37 Avg Loss: 0.5041 Accuracy: 83.62% +Test Epoch: 38 Avg Loss: 0.4953 Accuracy: 83.70% +Test Epoch: 39 Avg Loss: 0.4989 Accuracy: 83.50% +Test Epoch: 40 Avg Loss: 0.5014 Accuracy: 83.74% +Test Epoch: 41 Avg Loss: 0.4809 Accuracy: 83.94% +Test Epoch: 42 Avg Loss: 0.4801 Accuracy: 84.17% +Test Epoch: 43 Avg Loss: 0.4790 Accuracy: 84.09% +Test Epoch: 44 Avg Loss: 0.4791 Accuracy: 84.28% +Test Epoch: 45 Avg Loss: 0.4795 Accuracy: 84.26% +Test Epoch: 46 Avg Loss: 0.4777 Accuracy: 84.44% +Test Epoch: 47 Avg Loss: 0.4793 Accuracy: 84.36% +Test Epoch: 48 Avg Loss: 0.4815 Accuracy: 84.15% +Test Epoch: 49 Avg Loss: 0.4804 Accuracy: 84.18% +Test Epoch: 50 Avg Loss: 0.4794 Accuracy: 84.33% +Test Epoch: 51 Avg Loss: 0.4778 Accuracy: 84.32% +Test Epoch: 52 Avg Loss: 0.4793 Accuracy: 84.21% +Test Epoch: 53 Avg Loss: 0.4801 Accuracy: 84.14% +Test Epoch: 54 Avg Loss: 0.4803 Accuracy: 84.22% +Test Epoch: 55 Avg Loss: 0.4817 Accuracy: 84.17% +Test Epoch: 56 Avg Loss: 0.4803 Accuracy: 84.38% +Test Epoch: 57 Avg Loss: 0.4813 Accuracy: 84.17% +Test Epoch: 58 Avg Loss: 0.4824 Accuracy: 84.01% +Test Epoch: 59 Avg Loss: 0.4805 Accuracy: 84.31% +Test Epoch: 60 Avg Loss: 0.4812 Accuracy: 84.32% +Test Epoch: 61 Avg Loss: 0.4792 Accuracy: 84.29% +Test Epoch: 62 Avg Loss: 0.4786 Accuracy: 84.28% +Test Epoch: 63 Avg Loss: 0.4787 Accuracy: 84.34% +Test Epoch: 64 Avg Loss: 0.4794 Accuracy: 84.33% +Test Epoch: 65 Avg Loss: 0.4800 Accuracy: 84.25% +Test Epoch: 66 Avg Loss: 0.4788 Accuracy: 84.49% +Test Epoch: 67 Avg Loss: 0.4804 Accuracy: 84.33% +Test Epoch: 68 Avg Loss: 0.4800 Accuracy: 84.32% +Test Epoch: 69 Avg Loss: 0.4795 Accuracy: 84.28% +Test Epoch: 70 Avg Loss: 0.4797 Accuracy: 84.35% +Test Epoch: 71 Avg Loss: 0.4809 Accuracy: 84.27% +Test Epoch: 72 Avg Loss: 0.4795 Accuracy: 84.29% +Test Epoch: 73 Avg Loss: 0.4797 Accuracy: 84.32% +Test Epoch: 74 Avg Loss: 0.4794 Accuracy: 84.42% +Test Epoch: 75 Avg Loss: 0.4794 Accuracy: 84.41% +Test Epoch: 76 Avg Loss: 0.4796 Accuracy: 84.43% +Test Epoch: 77 Avg Loss: 0.4790 Accuracy: 84.39% +Test Epoch: 78 Avg Loss: 0.4799 Accuracy: 84.34% +Test Epoch: 79 Avg Loss: 0.4789 Accuracy: 84.29% +Test Epoch: 80 Avg Loss: 0.4791 Accuracy: 84.35% +Test Epoch: 81 Avg Loss: 0.4790 Accuracy: 84.44% +Test Epoch: 82 Avg Loss: 0.4797 Accuracy: 84.30% +Test Epoch: 83 Avg Loss: 0.4792 Accuracy: 84.41% +Test Epoch: 84 Avg Loss: 0.4797 Accuracy: 84.34% +Test Epoch: 85 Avg Loss: 0.4797 Accuracy: 84.34% +Test Epoch: 86 Avg Loss: 0.4789 Accuracy: 84.38% +Test Epoch: 87 Avg Loss: 0.4800 Accuracy: 84.40% +Test Epoch: 88 Avg Loss: 0.4801 Accuracy: 84.31% +Test Epoch: 89 Avg Loss: 0.4797 Accuracy: 84.36% +Test Epoch: 90 Avg Loss: 0.4797 Accuracy: 84.35% +Trial 1 time (HH:MM:SS): 2:14:09.963215 +Learning rate: 0.01 diff --git a/V1-models/record_grad_LCLS_pre.out b/V1-models/record_grad_LCLS_pre.out new file mode 100644 index 0000000..df62fef --- /dev/null +++ b/V1-models/record_grad_LCLS_pre.out @@ -0,0 +1,177 @@ +V1 spatial init +Learnable spatial vec +Learnable channel vec +Replacenet_V1_CIFAR10( + (resnet): ResNet( + (conv1): FactConv2dPreExp(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPreExp(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPreExp(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPreExp(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Num params total: 627728 +Num params grad: 627728 +Test Epoch: 1 Avg Loss: 1.6622 Accuracy: 39.56% +Test Epoch: 2 Avg Loss: 1.4277 Accuracy: 48.25% +Test Epoch: 3 Avg Loss: 1.4299 Accuracy: 50.48% +Test Epoch: 4 Avg Loss: 1.2516 Accuracy: 55.28% +Test Epoch: 5 Avg Loss: 1.1960 Accuracy: 58.01% +Test Epoch: 6 Avg Loss: 1.1129 Accuracy: 60.39% +Test Epoch: 7 Avg Loss: 1.0513 Accuracy: 63.10% +Test Epoch: 8 Avg Loss: 1.0014 Accuracy: 65.14% +Test Epoch: 9 Avg Loss: 0.9605 Accuracy: 66.02% +Test Epoch: 10 Avg Loss: 0.9830 Accuracy: 65.21% +Test Epoch: 11 Avg Loss: 0.9451 Accuracy: 67.37% +Test Epoch: 12 Avg Loss: 0.9098 Accuracy: 68.81% +Test Epoch: 13 Avg Loss: 0.8964 Accuracy: 68.79% +Test Epoch: 14 Avg Loss: 0.8776 Accuracy: 70.63% +Test Epoch: 15 Avg Loss: 0.8834 Accuracy: 69.20% +Test Epoch: 16 Avg Loss: 0.8205 Accuracy: 71.90% +Test Epoch: 17 Avg Loss: 0.8241 Accuracy: 72.11% +Test Epoch: 18 Avg Loss: 0.8599 Accuracy: 70.98% +Test Epoch: 19 Avg Loss: 0.8162 Accuracy: 72.42% +Test Epoch: 20 Avg Loss: 0.7853 Accuracy: 73.79% +Test Epoch: 21 Avg Loss: 0.7075 Accuracy: 75.65% +Test Epoch: 22 Avg Loss: 0.7267 Accuracy: 75.43% +Test Epoch: 23 Avg Loss: 0.7027 Accuracy: 76.20% +Test Epoch: 24 Avg Loss: 0.7143 Accuracy: 75.69% +Test Epoch: 25 Avg Loss: 0.7018 Accuracy: 76.17% +Test Epoch: 26 Avg Loss: 0.7136 Accuracy: 75.97% +Test Epoch: 27 Avg Loss: 0.7121 Accuracy: 75.84% +Test Epoch: 28 Avg Loss: 0.7060 Accuracy: 76.00% +Test Epoch: 29 Avg Loss: 0.7106 Accuracy: 76.23% +Test Epoch: 30 Avg Loss: 0.7096 Accuracy: 76.16% +Test Epoch: 31 Avg Loss: 0.7058 Accuracy: 76.31% +Test Epoch: 32 Avg Loss: 0.7023 Accuracy: 76.72% +Test Epoch: 33 Avg Loss: 0.6974 Accuracy: 76.67% +Test Epoch: 34 Avg Loss: 0.7037 Accuracy: 76.43% +Test Epoch: 35 Avg Loss: 0.7092 Accuracy: 76.50% +Test Epoch: 36 Avg Loss: 0.6979 Accuracy: 76.82% +Test Epoch: 37 Avg Loss: 0.7073 Accuracy: 76.42% +Test Epoch: 38 Avg Loss: 0.6957 Accuracy: 76.77% +Test Epoch: 39 Avg Loss: 0.7139 Accuracy: 76.05% +Test Epoch: 40 Avg Loss: 0.7008 Accuracy: 77.12% +Test Epoch: 41 Avg Loss: 0.6897 Accuracy: 77.33% +Test Epoch: 42 Avg Loss: 0.6880 Accuracy: 77.33% +Test Epoch: 43 Avg Loss: 0.6889 Accuracy: 77.51% +Test Epoch: 44 Avg Loss: 0.6890 Accuracy: 77.58% +Test Epoch: 45 Avg Loss: 0.6881 Accuracy: 77.31% +Test Epoch: 46 Avg Loss: 0.6881 Accuracy: 77.35% +Test Epoch: 47 Avg Loss: 0.6889 Accuracy: 77.26% +Test Epoch: 48 Avg Loss: 0.6901 Accuracy: 77.17% +Test Epoch: 49 Avg Loss: 0.6881 Accuracy: 77.43% +Test Epoch: 50 Avg Loss: 0.6920 Accuracy: 77.27% +Test Epoch: 51 Avg Loss: 0.6891 Accuracy: 77.35% +Test Epoch: 52 Avg Loss: 0.6888 Accuracy: 77.34% +Test Epoch: 53 Avg Loss: 0.6919 Accuracy: 77.14% +Test Epoch: 54 Avg Loss: 0.6879 Accuracy: 77.35% +Test Epoch: 55 Avg Loss: 0.6886 Accuracy: 77.39% +Test Epoch: 56 Avg Loss: 0.6902 Accuracy: 77.22% +Test Epoch: 57 Avg Loss: 0.6910 Accuracy: 77.44% +Test Epoch: 58 Avg Loss: 0.6889 Accuracy: 77.34% +Test Epoch: 59 Avg Loss: 0.6891 Accuracy: 77.46% +Test Epoch: 60 Avg Loss: 0.6918 Accuracy: 77.21% +Test Epoch: 61 Avg Loss: 0.6881 Accuracy: 77.60% +Test Epoch: 62 Avg Loss: 0.6877 Accuracy: 77.57% +Test Epoch: 63 Avg Loss: 0.6871 Accuracy: 77.54% +Test Epoch: 64 Avg Loss: 0.6876 Accuracy: 77.52% +Test Epoch: 65 Avg Loss: 0.6881 Accuracy: 77.61% +Test Epoch: 66 Avg Loss: 0.6867 Accuracy: 77.57% +Test Epoch: 67 Avg Loss: 0.6879 Accuracy: 77.58% +Test Epoch: 68 Avg Loss: 0.6888 Accuracy: 77.52% +Test Epoch: 69 Avg Loss: 0.6872 Accuracy: 77.64% +Test Epoch: 70 Avg Loss: 0.6878 Accuracy: 77.61% +Test Epoch: 71 Avg Loss: 0.6888 Accuracy: 77.60% +Test Epoch: 72 Avg Loss: 0.6894 Accuracy: 77.38% +Test Epoch: 73 Avg Loss: 0.6882 Accuracy: 77.56% +Test Epoch: 74 Avg Loss: 0.6892 Accuracy: 77.57% +Test Epoch: 75 Avg Loss: 0.6884 Accuracy: 77.49% +Test Epoch: 76 Avg Loss: 0.6890 Accuracy: 77.55% +Test Epoch: 77 Avg Loss: 0.6894 Accuracy: 77.41% +Test Epoch: 78 Avg Loss: 0.6895 Accuracy: 77.51% +Test Epoch: 79 Avg Loss: 0.6886 Accuracy: 77.57% +Test Epoch: 80 Avg Loss: 0.6888 Accuracy: 77.56% +Test Epoch: 81 Avg Loss: 0.6888 Accuracy: 77.50% +Test Epoch: 82 Avg Loss: 0.6886 Accuracy: 77.54% +Test Epoch: 83 Avg Loss: 0.6889 Accuracy: 77.42% +Test Epoch: 84 Avg Loss: 0.6889 Accuracy: 77.52% +Test Epoch: 85 Avg Loss: 0.6891 Accuracy: 77.34% +Test Epoch: 86 Avg Loss: 0.6885 Accuracy: 77.56% +Test Epoch: 87 Avg Loss: 0.6886 Accuracy: 77.62% +Test Epoch: 88 Avg Loss: 0.6886 Accuracy: 77.47% +Test Epoch: 89 Avg Loss: 0.6885 Accuracy: 77.59% +Test Epoch: 90 Avg Loss: 0.6885 Accuracy: 77.59% +Trial 1 time (HH:MM:SS): 1:48:32.736197 +Learning rate: 0.01 diff --git a/V1-models/record_grad_post.out b/V1-models/record_grad_post.out new file mode 100644 index 0000000..1b8cb94 --- /dev/null +++ b/V1-models/record_grad_post.out @@ -0,0 +1,177 @@ +V1 spatial init +Freeze spatial vec +Learnable channel vec +Replacenet_V1_CIFAR10( + (resnet): ResNet( + (conv1): FactConv2dPostExp(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPostExp(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPostExp(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPostExp(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPostExp(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPostExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPostExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Num params total: 627728 +Num params grad: 626960 +Test Epoch: 1 Avg Loss: 1.4547 Accuracy: 46.81% +Test Epoch: 2 Avg Loss: 1.3507 Accuracy: 52.35% +Test Epoch: 3 Avg Loss: 1.1240 Accuracy: 59.53% +Test Epoch: 4 Avg Loss: 1.0319 Accuracy: 63.34% +Test Epoch: 5 Avg Loss: 1.1489 Accuracy: 60.35% +Test Epoch: 6 Avg Loss: 0.8135 Accuracy: 71.71% +Test Epoch: 7 Avg Loss: 0.8570 Accuracy: 71.03% +Test Epoch: 8 Avg Loss: 0.7717 Accuracy: 73.03% +Test Epoch: 9 Avg Loss: 0.7396 Accuracy: 74.31% +Test Epoch: 10 Avg Loss: 0.8277 Accuracy: 72.08% +Test Epoch: 11 Avg Loss: 0.7374 Accuracy: 74.57% +Test Epoch: 12 Avg Loss: 0.7043 Accuracy: 76.60% +Test Epoch: 13 Avg Loss: 0.6605 Accuracy: 77.32% +Test Epoch: 14 Avg Loss: 0.7160 Accuracy: 76.30% +Test Epoch: 15 Avg Loss: 0.7147 Accuracy: 76.93% +Test Epoch: 16 Avg Loss: 0.6538 Accuracy: 77.54% +Test Epoch: 17 Avg Loss: 0.6657 Accuracy: 77.80% +Test Epoch: 18 Avg Loss: 0.5739 Accuracy: 80.94% +Test Epoch: 19 Avg Loss: 0.5996 Accuracy: 79.79% +Test Epoch: 20 Avg Loss: 0.6699 Accuracy: 78.63% +Test Epoch: 21 Avg Loss: 0.4814 Accuracy: 84.02% +Test Epoch: 22 Avg Loss: 0.4884 Accuracy: 83.81% +Test Epoch: 23 Avg Loss: 0.4804 Accuracy: 84.29% +Test Epoch: 24 Avg Loss: 0.4903 Accuracy: 83.58% +Test Epoch: 25 Avg Loss: 0.4772 Accuracy: 83.99% +Test Epoch: 26 Avg Loss: 0.4866 Accuracy: 83.89% +Test Epoch: 27 Avg Loss: 0.4855 Accuracy: 84.03% +Test Epoch: 28 Avg Loss: 0.4967 Accuracy: 83.68% +Test Epoch: 29 Avg Loss: 0.4823 Accuracy: 84.10% +Test Epoch: 30 Avg Loss: 0.4885 Accuracy: 83.93% +Test Epoch: 31 Avg Loss: 0.4745 Accuracy: 84.50% +Test Epoch: 32 Avg Loss: 0.4986 Accuracy: 83.71% +Test Epoch: 33 Avg Loss: 0.4900 Accuracy: 84.02% +Test Epoch: 34 Avg Loss: 0.4777 Accuracy: 84.45% +Test Epoch: 35 Avg Loss: 0.4759 Accuracy: 84.48% +Test Epoch: 36 Avg Loss: 0.4784 Accuracy: 84.50% +Test Epoch: 37 Avg Loss: 0.4891 Accuracy: 84.14% +Test Epoch: 38 Avg Loss: 0.4790 Accuracy: 84.24% +Test Epoch: 39 Avg Loss: 0.4934 Accuracy: 83.94% +Test Epoch: 40 Avg Loss: 0.4890 Accuracy: 84.13% +Test Epoch: 41 Avg Loss: 0.4616 Accuracy: 85.20% +Test Epoch: 42 Avg Loss: 0.4608 Accuracy: 85.07% +Test Epoch: 43 Avg Loss: 0.4590 Accuracy: 85.35% +Test Epoch: 44 Avg Loss: 0.4592 Accuracy: 85.41% +Test Epoch: 45 Avg Loss: 0.4611 Accuracy: 85.17% +Test Epoch: 46 Avg Loss: 0.4613 Accuracy: 85.33% +Test Epoch: 47 Avg Loss: 0.4626 Accuracy: 85.14% +Test Epoch: 48 Avg Loss: 0.4606 Accuracy: 85.18% +Test Epoch: 49 Avg Loss: 0.4617 Accuracy: 85.19% +Test Epoch: 50 Avg Loss: 0.4588 Accuracy: 85.16% +Test Epoch: 51 Avg Loss: 0.4592 Accuracy: 85.37% +Test Epoch: 52 Avg Loss: 0.4612 Accuracy: 85.26% +Test Epoch: 53 Avg Loss: 0.4645 Accuracy: 85.17% +Test Epoch: 54 Avg Loss: 0.4622 Accuracy: 85.29% +Test Epoch: 55 Avg Loss: 0.4631 Accuracy: 85.33% +Test Epoch: 56 Avg Loss: 0.4643 Accuracy: 85.16% +Test Epoch: 57 Avg Loss: 0.4657 Accuracy: 85.26% +Test Epoch: 58 Avg Loss: 0.4652 Accuracy: 85.19% +Test Epoch: 59 Avg Loss: 0.4621 Accuracy: 85.36% +Test Epoch: 60 Avg Loss: 0.4677 Accuracy: 84.95% +Test Epoch: 61 Avg Loss: 0.4626 Accuracy: 85.13% +Test Epoch: 62 Avg Loss: 0.4612 Accuracy: 85.26% +Test Epoch: 63 Avg Loss: 0.4608 Accuracy: 85.21% +Test Epoch: 64 Avg Loss: 0.4612 Accuracy: 85.16% +Test Epoch: 65 Avg Loss: 0.4622 Accuracy: 85.26% +Test Epoch: 66 Avg Loss: 0.4611 Accuracy: 85.21% +Test Epoch: 67 Avg Loss: 0.4626 Accuracy: 85.12% +Test Epoch: 68 Avg Loss: 0.4611 Accuracy: 85.26% +Test Epoch: 69 Avg Loss: 0.4617 Accuracy: 85.21% +Test Epoch: 70 Avg Loss: 0.4623 Accuracy: 85.24% +Test Epoch: 71 Avg Loss: 0.4620 Accuracy: 85.26% +Test Epoch: 72 Avg Loss: 0.4607 Accuracy: 85.20% +Test Epoch: 73 Avg Loss: 0.4608 Accuracy: 85.16% +Test Epoch: 74 Avg Loss: 0.4613 Accuracy: 85.37% +Test Epoch: 75 Avg Loss: 0.4614 Accuracy: 85.25% +Test Epoch: 76 Avg Loss: 0.4610 Accuracy: 85.24% +Test Epoch: 77 Avg Loss: 0.4611 Accuracy: 85.29% +Test Epoch: 78 Avg Loss: 0.4620 Accuracy: 85.34% +Test Epoch: 79 Avg Loss: 0.4608 Accuracy: 85.37% +Test Epoch: 80 Avg Loss: 0.4612 Accuracy: 85.26% +Test Epoch: 81 Avg Loss: 0.4612 Accuracy: 85.28% +Test Epoch: 82 Avg Loss: 0.4612 Accuracy: 85.30% +Test Epoch: 83 Avg Loss: 0.4606 Accuracy: 85.30% +Test Epoch: 84 Avg Loss: 0.4609 Accuracy: 85.35% +Test Epoch: 85 Avg Loss: 0.4617 Accuracy: 85.30% +Test Epoch: 86 Avg Loss: 0.4604 Accuracy: 85.31% +Test Epoch: 87 Avg Loss: 0.4614 Accuracy: 85.32% +Test Epoch: 88 Avg Loss: 0.4614 Accuracy: 85.27% +Test Epoch: 89 Avg Loss: 0.4611 Accuracy: 85.33% +Test Epoch: 90 Avg Loss: 0.4610 Accuracy: 85.32% +Trial 1 time (HH:MM:SS): 1:29:05.439189 +Learning rate: 0.01 diff --git a/V1-models/record_grad_pre.out b/V1-models/record_grad_pre.out new file mode 100644 index 0000000..4e2f872 --- /dev/null +++ b/V1-models/record_grad_pre.out @@ -0,0 +1,177 @@ +V1 spatial init +Freeze spatial vec +Learnable channel vec +Replacenet_V1_CIFAR10( + (resnet): ResNet( + (conv1): FactConv2dPreExp(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPreExp(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPreExp(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2dPreExp(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2dPreExp(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2dPreExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2dPreExp(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Num params total: 627728 +Num params grad: 626960 +Test Epoch: 1 Avg Loss: 1.9592 Accuracy: 24.64% +Test Epoch: 2 Avg Loss: 1.6822 Accuracy: 35.69% +Test Epoch: 3 Avg Loss: 1.5617 Accuracy: 41.32% +Test Epoch: 4 Avg Loss: 1.4993 Accuracy: 44.45% +Test Epoch: 5 Avg Loss: 1.4254 Accuracy: 47.30% +Test Epoch: 6 Avg Loss: 1.3550 Accuracy: 49.81% +Test Epoch: 7 Avg Loss: 1.3156 Accuracy: 51.53% +Test Epoch: 8 Avg Loss: 1.2877 Accuracy: 53.03% +Test Epoch: 9 Avg Loss: 1.2508 Accuracy: 54.30% +Test Epoch: 10 Avg Loss: 1.2047 Accuracy: 55.85% +Test Epoch: 11 Avg Loss: 1.1701 Accuracy: 57.74% +Test Epoch: 12 Avg Loss: 1.1638 Accuracy: 57.89% +Test Epoch: 13 Avg Loss: 1.1066 Accuracy: 60.72% +Test Epoch: 14 Avg Loss: 1.0887 Accuracy: 61.23% +Test Epoch: 15 Avg Loss: 1.0639 Accuracy: 62.16% +Test Epoch: 16 Avg Loss: 1.0738 Accuracy: 61.97% +Test Epoch: 17 Avg Loss: 1.0351 Accuracy: 63.47% +Test Epoch: 18 Avg Loss: 1.0224 Accuracy: 63.43% +Test Epoch: 19 Avg Loss: 0.9940 Accuracy: 64.68% +Test Epoch: 20 Avg Loss: 0.9956 Accuracy: 64.58% +Test Epoch: 21 Avg Loss: 0.9590 Accuracy: 65.87% +Test Epoch: 22 Avg Loss: 0.9565 Accuracy: 65.77% +Test Epoch: 23 Avg Loss: 0.9522 Accuracy: 66.02% +Test Epoch: 24 Avg Loss: 0.9561 Accuracy: 66.20% +Test Epoch: 25 Avg Loss: 0.9513 Accuracy: 66.32% +Test Epoch: 26 Avg Loss: 0.9489 Accuracy: 66.51% +Test Epoch: 27 Avg Loss: 0.9414 Accuracy: 66.57% +Test Epoch: 28 Avg Loss: 0.9418 Accuracy: 66.84% +Test Epoch: 29 Avg Loss: 0.9390 Accuracy: 66.88% +Test Epoch: 30 Avg Loss: 0.9349 Accuracy: 66.93% +Test Epoch: 31 Avg Loss: 0.9383 Accuracy: 66.87% +Test Epoch: 32 Avg Loss: 0.9346 Accuracy: 66.80% +Test Epoch: 33 Avg Loss: 0.9262 Accuracy: 67.34% +Test Epoch: 34 Avg Loss: 0.9350 Accuracy: 67.16% +Test Epoch: 35 Avg Loss: 0.9193 Accuracy: 67.40% +Test Epoch: 36 Avg Loss: 0.9202 Accuracy: 67.35% +Test Epoch: 37 Avg Loss: 0.9179 Accuracy: 67.64% +Test Epoch: 38 Avg Loss: 0.9095 Accuracy: 68.13% +Test Epoch: 39 Avg Loss: 0.9136 Accuracy: 67.77% +Test Epoch: 40 Avg Loss: 0.9134 Accuracy: 68.09% +Test Epoch: 41 Avg Loss: 0.9024 Accuracy: 68.17% +Test Epoch: 42 Avg Loss: 0.9013 Accuracy: 68.31% +Test Epoch: 43 Avg Loss: 0.9018 Accuracy: 68.30% +Test Epoch: 44 Avg Loss: 0.9009 Accuracy: 68.44% +Test Epoch: 45 Avg Loss: 0.9003 Accuracy: 68.26% +Test Epoch: 46 Avg Loss: 0.8987 Accuracy: 68.46% +Test Epoch: 47 Avg Loss: 0.8978 Accuracy: 68.14% +Test Epoch: 48 Avg Loss: 0.9008 Accuracy: 68.22% +Test Epoch: 49 Avg Loss: 0.8974 Accuracy: 68.45% +Test Epoch: 50 Avg Loss: 0.8999 Accuracy: 68.16% +Test Epoch: 51 Avg Loss: 0.8976 Accuracy: 68.22% +Test Epoch: 52 Avg Loss: 0.8986 Accuracy: 68.35% +Test Epoch: 53 Avg Loss: 0.8958 Accuracy: 68.37% +Test Epoch: 54 Avg Loss: 0.8940 Accuracy: 68.38% +Test Epoch: 55 Avg Loss: 0.8945 Accuracy: 68.41% +Test Epoch: 56 Avg Loss: 0.8951 Accuracy: 68.24% +Test Epoch: 57 Avg Loss: 0.8940 Accuracy: 68.42% +Test Epoch: 58 Avg Loss: 0.8928 Accuracy: 68.45% +Test Epoch: 59 Avg Loss: 0.8938 Accuracy: 68.52% +Test Epoch: 60 Avg Loss: 0.8925 Accuracy: 68.53% +Test Epoch: 61 Avg Loss: 0.8920 Accuracy: 68.60% +Test Epoch: 62 Avg Loss: 0.8910 Accuracy: 68.41% +Test Epoch: 63 Avg Loss: 0.8911 Accuracy: 68.61% +Test Epoch: 64 Avg Loss: 0.8914 Accuracy: 68.42% +Test Epoch: 65 Avg Loss: 0.8916 Accuracy: 68.43% +Test Epoch: 66 Avg Loss: 0.8910 Accuracy: 68.53% +Test Epoch: 67 Avg Loss: 0.8917 Accuracy: 68.45% +Test Epoch: 68 Avg Loss: 0.8912 Accuracy: 68.55% +Test Epoch: 69 Avg Loss: 0.8917 Accuracy: 68.34% +Test Epoch: 70 Avg Loss: 0.8906 Accuracy: 68.46% +Test Epoch: 71 Avg Loss: 0.8912 Accuracy: 68.44% +Test Epoch: 72 Avg Loss: 0.8901 Accuracy: 68.50% +Test Epoch: 73 Avg Loss: 0.8912 Accuracy: 68.45% +Test Epoch: 74 Avg Loss: 0.8901 Accuracy: 68.54% +Test Epoch: 75 Avg Loss: 0.8912 Accuracy: 68.48% +Test Epoch: 76 Avg Loss: 0.8898 Accuracy: 68.57% +Test Epoch: 77 Avg Loss: 0.8894 Accuracy: 68.51% +Test Epoch: 78 Avg Loss: 0.8907 Accuracy: 68.55% +Test Epoch: 79 Avg Loss: 0.8906 Accuracy: 68.52% +Test Epoch: 80 Avg Loss: 0.8895 Accuracy: 68.70% +Test Epoch: 81 Avg Loss: 0.8889 Accuracy: 68.56% +Test Epoch: 82 Avg Loss: 0.8890 Accuracy: 68.68% +Test Epoch: 83 Avg Loss: 0.8891 Accuracy: 68.54% +Test Epoch: 84 Avg Loss: 0.8891 Accuracy: 68.58% +Test Epoch: 85 Avg Loss: 0.8900 Accuracy: 68.62% +Test Epoch: 86 Avg Loss: 0.8888 Accuracy: 68.59% +Test Epoch: 87 Avg Loss: 0.8904 Accuracy: 68.62% +Test Epoch: 88 Avg Loss: 0.8896 Accuracy: 68.41% +Test Epoch: 89 Avg Loss: 0.8895 Accuracy: 68.53% +Test Epoch: 90 Avg Loss: 0.8894 Accuracy: 68.58% +Trial 1 time (HH:MM:SS): 1:25:32.590299 +Learning rate: 0.01 diff --git a/V1-models/refactor_rainbow.py b/V1-models/refactor_rainbow.py new file mode 100644 index 0000000..e326d87 --- /dev/null +++ b/V1-models/refactor_rainbow.py @@ -0,0 +1,803 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity +import torchvision +import torchvision.transforms as transforms +import time +import os +import argparse +import copy + +from pytorch_cifar_utils import progress_bar, set_seeds +from test_models_safety import PostExp, PreExp +from layers_model import ThreeLayer_CIFAR10, Sequential_ThreeLayer_CIFAR10 +import wandb +from distutils.util import strtobool +from resnet import ResNet18 +from vgg import VGG +import numpy as np +import gc +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True +#torch.backends.cuda.preferred_linalg_library('magma') + +def save_model(args, model): + #assert False + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/eigh_final_refactor_covar_new_testing_rainbow_models/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + + torch.save(model.state_dict(), model_dir+ "/model.pt") + torch.save(args, model_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--epochs', default=10, type=int, help='number of epochs') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--affine', type=lambda x: bool(strtobool(x)), + default=True, help='Batch Norm affine True or False') +parser.add_argument('--aca', type=lambda x: bool(strtobool(x)), + default=True, help='Activation Cross-Covariance Alignment') +parser.add_argument('--wa', type=lambda x: bool(strtobool(x)), + default=True, help='Weight alignment True=Yes False=No') +parser.add_argument('--in_wa', type=lambda x: bool(strtobool(x)), + default=True, help='input=True output=False') +parser.add_argument('--fact', type=lambda x: bool(strtobool(x)), + default=True, help='FactNet True or False') +parser.add_argument('--width', default=0.125, type=float, help='width') +parser.add_argument('--sampling', type=str, default='ours', + choices=['ours', 'theirs'], help="which sampling to use") +args = parser.parse_args() +if args.width == 1.0: + args.width = 1 +if args.width == 2.0: + args.width = 2 +if args.width == 4.0: + args.width = 4 +if args.width == 8.0: + args.width = 8 +print("Sampling: {} Width: {} Fact: {} ACA: {} WA: {} In_WA: {}".format(args.sampling, + args.width, args.fact, args.aca, args.wa, args.in_wa)) + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train)#transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4, drop_last=True) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +from ConvModules import FactConv2dPreExp + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) + +def replace_affines(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_affines(module) + if isinstance(module, nn.BatchNorm2d): + ## simple module + new_module = nn.BatchNorm2d( + num_features=module.num_features, + eps=module.eps, momentum=module.momentum, + affine=False, + track_running_stats=module.track_running_stats) + setattr(model, n, new_module) +def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + +def replace_layers_fact(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_fact(module) + if isinstance(module, FactConv2dPreExp): + ## simple module + new_module = nn.Conv2d( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + #new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + U1 = module._tri_vec_to_mat(module.tri1_vec, module.in_channels // + module.groups,module.scat_idx1) + U2 = module._tri_vec_to_mat(module.tri2_vec, module.kernel_size[0] * module.kernel_size[1], + module.scat_idx2) + U = torch.kron(U1, U2) + matrix_shape = (module.out_channels, module.in_features) + composite_weight = torch.reshape( + torch.reshape(module.weight, matrix_shape) @ U, + module.weight.shape + ) + #output = self._conv_forward(input, composite_weight, self.bias) + new_sd['weight'] = composite_weight + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + + +net=ResNet18() +#net=Sequential_ThreeLayer_CIFAR10(100,False) +net.to(device) +replace_layers_agnostic(net, args.width) +if args.fact: + replace_layers(net) +#if not args.affine: +# replace_affines(net) +#sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/three-layer-models-sequential/TESTING_3Layer_final/{}_model.pt".format("fact" if args.fact else "conv")) +if args.fact and args.affine: + if args.width == 8: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/width_8/8scale_final/fact_model.pt") + else: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/{}scale_final/fact_model.pt".format(args.width)) +elif not args.fact and args.affine: + if args.width == 8: + sd=torch.load("/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/width_8/8scale_final/conv_model.pt") + else: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_1/{}scale_final/conv_model.pt".format(args.width)) +elif args.fact and not args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_2/{}scale_final/fact_model.pt".format(args.width)) +elif not args.fact and not args.affine: + sd=torch.load("/network/scratch/v/vivian.white/v1-models/saved-models/affine_2/{}scale_final/conv_model.pt".format(args.width)) +net.load_state_dict(sd) +net.to(device) +net_new = copy.deepcopy(net) +net_new.to(device) +print(net_new) +replace_layers_fact(net) +net.to(device) + +net.train() +net_new.train() + +#traditional way of calculating svd. can be a bit unstable sometimes tho +def calc_svd(A, name=''): + u, s, vh = torch.linalg.svd( + A, full_matrices=False, + # driver="gesvd" + ) # (C_in_reference, R), (R,), (R, C_in_generated) + alignment = u @ vh # (C_in_reference, C_in_generated) + return alignment + +#i've been finding this way of calculating svd to be more stable. +def calc_svd_eigh(A, name=''): + A_T_A = A.T@A + V_val, Vn = torch.linalg.eigh(A_T_A) + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = A @ Vn.T @ Sn_inv + alignment = Un @ Vn + return alignment + +#used in activation cross-covariance calculation +#input align hook +def return_hook(): + def hook(mod, inputs): + shape = inputs[0].shape + inputs_permute = inputs[0].permute(1,0,2,3).reshape(inputs[0].shape[1], -1) + reshape = (mod.input_align@inputs_permute).reshape(shape[1], + shape[0], shape[2], + shape[3]).permute(1, 0, 2, 3) + return reshape + return hook + + +#settings +# our, wa true, aca true (fact, conv) +# our wa false, aca true (fact, conv) +# our wa false aca false (fact, conv) [Just Random] +# our was true aca false (fact, conv) +# +# theirs wa true, aca true (conv) +# theirs wa false, aca true (conv) +# theirs wa false aca false (conv) [Just Random] +# theirs was true aca false (conv) +# +# this function does not do an explicit specification of the colored covariance +@torch.no_grad() +def our_rainbow_sampling(model, new_model): + for (n1, m1), (n2, m2) in zip(model.named_children(), new_model.named_children()): + if len(list(m1.children())) > 0: + our_rainbow_sampling(m1, m2) + if isinstance(m1, nn.Conv2d): + print("conv") + if isinstance(m2, FactConv2dPreExp): + new_module = FactConv2dPreExp( + in_channels=m2.in_channels, + out_channels=m2.out_channels, + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + bias=True if m2.bias is not None else False) + else: + new_module = nn.Conv2d( + in_channels=int(m2.in_channels), + out_channels=int(m2.out_channels), + kernel_size=m2.kernel_size, + stride=m2.stride, padding=m2.padding, + groups = m2.groups, + bias=True if m2.bias is not None else False).to(device) + + if args.sampling == 'ours' and args.wa: + # right now this function does not do an explicit specification of the colored covariance + new_module = weight_Alignment(m1, m2, new_module, in_dim=args.in_wa) + if args.sampling == 'theirs': + # for conv only + if args.wa: + new_module = weight_Alignment_With_CC(m1, m2, new_module) + else: + new_module = colored_Covariance_Specification(m1, m2, new_module) + # this step calculates the activation cross-covariance alignment (ACA) + if m1.in_channels != 3 and args.aca: + new_module = conv_ACA(m1, m2, new_module) + # converts fact conv to conv. this is for sake of speed. + #if isinstance(new_module, FactConv2dPreExp): + # new_module = fact_2_conv(new_module) + #changes the network module + setattr(new_model, n1, new_module) + + #only computes the ACA + if isinstance(m1, nn.Linear) and args.aca: + new_module = linear_ACA(m1, m2, new_model) + setattr(new_model, n1, new_module) + #just run stats through + if isinstance(m1, nn.BatchNorm2d): + batchNorm_stats_recalc(m1, m2) + + +def weight_Alignment(m1, m2, new_module, in_dim=True): + # reference model state dict + print("we go here") + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + print(new_gaussian.shape) + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + #this is the spot where + # we can do weight alignment + # for fact net, this means aligning with the random noise + # for conv net, this could mean aligning with a. W OR b. U + # we can do colored-covariance specification + # for fact net, this means just using it's R matrix + # for conv net, this could mean doing nothing (if aligning with W), or use S and V if we did b. + # in this function, we just align with W and don't specify the mulit-color covariance + + # IF FACT: we align the generated factnet with the reference fact net's noise + # IF CONV: we align the generated convnet with the reference conv net's weight matrix + reference_weight = gen_sd['weight'] + generated_weight = new_gaussian + + #reshape to outdim x indim*spatial + reference_weight = reference_weight.reshape(reference_weight.shape[0], -1) + generated_weight = generated_weight.reshape(generated_weight.shape[0], -1) + #compute transpose, giving indim*spatial x outdim + #generated_weight = generated_weight.T + + #compute weight cross-covariance indim*spatial x indim*spatial + #TODO REFACTOR TO HAVE REF FIRST. OUTDIM x OUTDIM + if in_dim: + print("Input Alignment") + weight_cov = (generated_weight.T@reference_weight) + #weight_cov = (reference_weight@generated_weight.T) + alignment = calc_svd(weight_cov, name="Weight alignment") + + # outdim x indim x spatial + final_gen_weight = new_gaussian + # outdim x indim*spatial + final_gen_weight = final_gen_weight.reshape(final_gen_weight.shape[0], -1) + # outdim x indim*spatial + final_gen_weight = final_gen_weight@alignment + #final_gen_weight = alignment@final_gen_weight + # outdim x indim x spatial + else: + print("Output Alignment") + weight_cov = (reference_weight@generated_weight.T) + #weight_cov = (reference_weight@generated_weight.T) + alignment = calc_svd(weight_cov, name="Weight alignment") + + # outdim x indim x spatial + final_gen_weight = new_gaussian + # outdim x indim*spatial + final_gen_weight = final_gen_weight.reshape(final_gen_weight.shape[0], -1) + # outdim x indim*spatial + final_gen_weight = alignment@final_gen_weight + #final_gen_weight = alignment@final_gen_weight + # outdim x indim x spatial + loading_sd['weight'] = final_gen_weight.reshape(ref_sd['weight'].shape) + loading_sd['weight_align'] = alignment + new_module.register_buffer("weight_align", alignment) + new_module.load_state_dict(loading_sd) + return new_module + + + + +def conv_ACA(m1, m2, new_module): + activation = [] + other_activation = [] + print("in convACA") + + # this hook grabs the input activations of the conv layer + # rearanges the vector so that the width by height dim is + # additional samples to the covariance + # bwh x c + def define_hook(m): + def store_hook(mod, inputs, outputs): + #inputs[0] = b x c x w x h + #inputs[0].permute(0,2,3,1).reshape(-1, inputs[0].shape[1])) + #from bonner lab tutorial + x = inputs[0] + x = x.permute(0, 2, 3, 1) + x = x.reshape((-1, x.shape[-1])) + activation.append(x) + raise Exception("Done") + return store_hook + + print(m1) + print(m2) + + hook_handle_1 = m1.register_forward_hook(define_hook(m1)) + hook_handle_2 = m2.register_forward_hook(define_hook(m2)) + + covar = None + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + total+= inputs.shape[0] + if covar is None: + #activation is bwh x c + covar = activation[0].T @ activation[1] + assert (covar.isfinite().all()) + else: + #activation is bwh x c + covar += activation[0].T @ activation[1] + assert (covar.isfinite().all()) + activation = [] + other_activation = [] + #c x c + covar /= total + hook_handle_1.remove() + hook_handle_2.remove() + print("done with covariance_calc") + align = calc_svd(covar, name="Cross-Covariance") + new_module.register_buffer("input_align", align) + # this hook takes the input to the conv, aligns, then returns + # to the conv the aligned inputs + hook_handle_pre_forward = new_module.register_forward_pre_hook(return_hook()) + return new_module + + + +def linear_ACA(m1, m2, new_model): + print("linear") + new_module = nn.Linear(m1.in_features, m1.out_features, bias=True + if m1.bias is not None else False).to(device) + ref_sd = m1.state_dict() + loading_sd = new_module.state_dict() + loading_sd['weight'] = ref_sd['weight'] + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + activation = [] + other_activation = [] + + hook_handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: + activation.append(inputs[0])) + + hook_handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: + other_activation.append(inputs[0])) + covar = None + total = 0 + print("starting covariance_calc") + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs1 = net(inputs) + outputs2 = net_new(inputs) + total+= inputs.shape[0] + if covar is None: + covar = activation[0].T @ other_activation[0] + else: + covar += activation[0].T @ other_activation[0] + activation = [] + other_activation = [] + covar /= total + #print("done with covariance_calc") + + hook_handle_1.remove() + hook_handle_2.remove() + + align = calc_svd(covar, name="Cross-Covariance") + new_weight = loading_sd['weight'] + new_weight = torch.moveaxis(new_weight, source=1, + destination=-1) + new_weight = new_weight@align + loading_sd['weight'] = torch.moveaxis(new_weight, source=-1, + destination=1) + new_module.load_state_dict(loading_sd) + return new_module + + +def batchNorm_stats_recalc(m1, m2): + print("BatchieNormie") + m1.train() + m2.train() + m1.reset_running_stats() + m2.reset_running_stats() + handle_1 = m1.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + handle_2 = m2.register_forward_hook(lambda mod, inputs, outputs: Exception("Done")) + m1.to(device) + m2.to(device) + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + try: + outputs1 = net(inputs) + except Exception: + pass + try: + outputs2 = net_new(inputs) + except Exception: + pass + handle_1.remove() + handle_2.remove() + m1.eval() + m2.eval() + +def weight_Alignment_With_CC(m1, m2, new_module, Un=None, Sn=None, Vn=None): + print("NOT SUPPOSED TO BE HERE") + # reference model state dict + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + old_weight = ref_sd['weight'] + A = old_weight.reshape(old_weight.shape[0], -1) + A_T_A = A.T@A + V_val, Vn = torch.linalg.eigh(A_T_A) + del A_T_A + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = A @ Vn.T @ Sn_inv + white_gaussian = torch.randn_like(Un) + copy_weight = Un + copy_weight_gen = white_gaussian + copy_weight = copy_weight.reshape(copy_weight.shape[0], -1) + copy_weight_gen = copy_weight_gen.reshape(copy_weight_gen.shape[0], -1).T + weight_cov = (copy_weight_gen@copy_weight) + alignment = calc_svd(weight_cov, name="Weight") + new_weight = white_gaussian + new_weight = new_weight.reshape(new_weight.shape[0], -1) + new_weight = new_weight@alignment # C_in_reference to C_in_generated + + new_module.register_buffer("weight_align", alignment) + loading_sd['weight_align'] = alignment + colored_gaussian = white_gaussian @ (Sn[:,None]* Vn)#(Sn[:,None]* Vn) + loading_sd['weight'] = colored_gaussian.reshape(old_weight.shape) + new_module.load_state_dict(loading_sd) + return new_module + +# this function does not do an explicit specification of the colored covariance +@torch.no_grad() +def colored_Covariance_Specification(m1, m2, new_module, Un=None, Sn=None, Vn=None): + print("NOT HERE") + # reference model state dict + ref_sd = m1.state_dict() + # generated model state dict - uses reference model weights. for now + gen_sd = m2.state_dict() + + # module with random init - to be loaded to model + loading_sd = new_module.state_dict() + new_gaussian = loading_sd['weight'] + + # carry over old bias. only matters when we work with no batchnorm networks + if m1.bias is not None: + loading_sd['bias'] = ref_sd['bias'] + # carry over old colored covariance. only matters with fact-convs + if "tri1_vec" in gen_sd.keys(): + loading_sd['tri1_vec']=gen_sd['tri1_vec'] + loading_sd['tri2_vec']=gen_sd['tri2_vec'] + old_weight = ref_sd['weight'] + A = old_weight.reshape(old_weight.shape[0], -1) + A_T_A = A.T@A + V_val, Vn = torch.linalg.eigh(A_T_A) + del A_T_A + V_val = V_val.flip(0) + Vn = Vn.fliplr().T + Sn = (1e-6 + V_val.abs()).sqrt() + Sn_inv = (1/Sn).diag() + Un = A @ Vn.T @ Sn_inv + white_gaussian = torch.randn_like(Un) + colored_gaussian = white_gaussian @ (Sn[:,None]* Vn)#(Sn[:,None]* Vn) + loading_sd['weight'] = colored_gaussian.reshape(old_weight.shape) + new_module.load_state_dict(loading_sd) + return new_module + +def fact_2_conv(new_module): + ## simple module + print("TESTING FACT REPLACEMENT") + fact_module = nn.Conv2d( + in_channels=new_module.in_channels, + out_channels=new_module.out_channels, + kernel_size=new_module.kernel_size, + stride=new_module.stride, padding=new_module.padding, + bias=True if new_module.bias is not None else False) + + old_sd = new_module.state_dict() + new_sd = fact_module.state_dict() + if new_module.bias is not None: + new_sd['bias'] = old_sd['bias'] + U1 = new_module._tri_vec_to_mat(new_module.tri1_vec, new_module.in_channels // + new_module.groups, new_module.scat_idx1) + U2 = new_module._tri_vec_to_mat(new_module.tri2_vec, + new_module.kernel_size[0] * new_module.kernel_size[1], + new_module.scat_idx2) + U = torch.kron(U1, U2) + matrix_shape = (new_module.out_channels, new_module.in_features) + composite_weight = torch.reshape( + torch.reshape(new_module.weight, matrix_shape) @ U, + new_module.weight.shape + ) + new_sd['weight'] = composite_weight + if 'weight_align' in old_sd.keys(): + new_sd['weight_align'] = old_sd['weight_align'] + shape = fact_module.in_channels*fact_module.kernel_size[0]*fact_module.kernel_size[1] + fact_module.register_buffer("weight_align",torch.zeros((shape, shape))) + if 'input_align' in old_sd.keys(): + new_sd['input_align'] = old_sd['input_align'] + out_shape = fact_module.in_channels + fact_module.register_buffer("input_align",torch.zeros((out_shape, out_shape))) + if new_module.in_channels != 3: + #fact check this + for key in list(new_module._forward_pre_hooks.keys()): + del new_module._forward_pre_hooks[key] + hook_handle_pre_forward = fact_module.register_forward_pre_hook(return_hook()) + fact_module.load_state_dict(new_sd) + fact_module.to(device) + new_module = fact_module + print("FACT REPLACEMENT:", new_module) + return new_module + + +def turn_off_grads(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + turn_off_grads(module) + else: + if isinstance(module, nn.Linear) and module.out_features == 10: + grad=True + else: + grad=False + for param in module.parameters(): + param.requires_grad = grad + +set_seeds(1) +#net=VGG("VGG11", args.bn_on) +criterion = nn.CrossEntropyLoss() +def train(epoch, net): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + outputs = net(inputs) + loss = criterion(outputs, targets) + loss.backward() + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + +def test(epoch, net): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + + # Save checkpoint. + acc = 100.*correct/total + print("accuracy:", acc) + return acc, test_loss + #run.log({"accuracy":acc}) + +print("testing Res{}Net18 with width of {}".format("Fact" if args.fact else "Conv", args.width)) +pretrained_acc, og_loss = test(0, net) + +set_seeds(1) +s=time.time() +our_rainbow_sampling(net, net_new) +net_new.train() +for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net_new(inputs) +run_name= "eigh_final_{}_Res{}Net18_Width_{}_{}_affine_ACA_{}_WA_{}_InputWA_{}".format(args.sampling.capitalize(), "Fact" + if args.fact else "Conv", str(args.width), "No" if not args.affine else + "Yes", "On" if args.aca else "Off", "On" if args.wa else "Off", + args.in_wa) + + +print("TOTAL TIME:", time.time()-s) +turn_off_grads(net_new) +## +## +## +# +optimizer = optim.SGD(filter(lambda param: param.requires_grad, net_new.parameters()), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +#print("testing rainbow sampling") +print("testing {} sampling at width {}".format(args.sampling, args.width)) +net_new.eval() + +#run_name= "correctly_saved_network_{}_Res{}Net18_Width_{}_{}_affine".format(args.sampling.capitalize(), "Fact" +# if args.fact else "Conv", str(args.width), "No" if not args.affine else +# "Yes") +# +args.name = run_name +print(net_new) +sampled_acc, sampled_loss = test(0, net_new) +#assert False +#print("training rainbow sampling classifier head for 10 epochs") +save_model(args, net_new) +accs = [] +test_losses= [] +print("training classifier head of {} sampled model for {} epochs".format(args.sampling, args.epochs)) +for i in range(0, args.epochs): + net_new.train() + train(i, net_new) + net_new.eval() + acc, loss_test =test(i, net_new) + test_losses.append(loss_test) + accs.append(acc) +logger ={"pretrained_acc": pretrained_acc, "sampled_acc": sampled_acc, + "first_epoch_acc":accs[0], "third_epoch_acc": accs[2], + "tenth_epoch_acc":accs[args.epochs-1], 'width':args.width, + "og_loss":og_loss, "sampled_loss":sampled_loss, + "first_epoch_loss":test_losses[0], "third_epoch_loss": test_losses[2], + "tenth_epoch_loss":test_losses[args.epochs-1], 'width':args.width} + + +wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +group_string = "eigh_final_iclr_ACA_{}_WA_{}_{}_{}_rainbow_sampling".format("On" if + args.aca else "Off", "Input" if args.in_wa else "Output", "On" if + args.wa else "Off", "Fact" if args.fact else "Conv") +run = wandb.init(project="random_project", config=args, + group=group_string, name=run_name, dir=wandb_dir) +run.log(logger) + + +args.name += "_trained_classifier_head" +save_model(args, net_new) +#wandb.watch(net, log='all', log_freq=1) diff --git a/V1-models/replacenet.out b/V1-models/replacenet.out new file mode 100644 index 0000000..2e45c5b --- /dev/null +++ b/V1-models/replacenet.out @@ -0,0 +1,100 @@ +V1 spatial init +Freeze spatial vec +Learnable channel vec +V1 spatial init +Freeze spatial vec +Learnable channel vec +Replacenet_V1_CIFAR10( + (resnet): ResNet( + (conv1): FactConv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (layer1): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + (1): BasicBlock( + (conv1): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer2): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer3): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (layer4): Sequential( + (0): BasicBlock( + (conv1): FactConv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential( + (0): FactConv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False) + (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + ) + ) + (1): BasicBlock( + (conv1): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (conv2): FactConv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) + (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) + (shortcut): Sequential() + ) + ) + (linear): Linear(in_features=512, out_features=10, bias=True) + ) +) +Num params total: 627728 +Num params grad: 626960 +Test Epoch: 1 Avg Loss: 1.4494 Accuracy: 47.58% +Test Epoch: 2 Avg Loss: 1.2237 Accuracy: 55.47% +Test Epoch: 3 Avg Loss: 1.1759 Accuracy: 58.80% +Test Epoch: 4 Avg Loss: 0.9738 Accuracy: 65.62% +Test Epoch: 5 Avg Loss: 1.0050 Accuracy: 64.43% +Test Epoch: 6 Avg Loss: 0.8150 Accuracy: 71.03% +Test Epoch: 7 Avg Loss: 0.7967 Accuracy: 71.97% +Test Epoch: 8 Avg Loss: 0.7832 Accuracy: 72.62% +Test Epoch: 9 Avg Loss: 0.7498 Accuracy: 73.41% +Test Epoch: 10 Avg Loss: 0.7354 Accuracy: 74.07% +Trial 1 time (HH:MM:SS): 0:09:50.567613 +Learning rate: 0.01 diff --git a/V1-models/representational_similarity_analyis.py b/V1-models/representational_similarity_analyis.py new file mode 100644 index 0000000..23a00a6 --- /dev/null +++ b/V1-models/representational_similarity_analyis.py @@ -0,0 +1,575 @@ +# -*- coding: utf-8 -*- +from __future__ import annotations +"""representational_similarity_analyis.ipynb + +Automatically generated by Colaboratory. + +Original file is located at + https://colab.research.google.com/drive/1-L27kDZfNHDGtzj8JNZGT8WagPRTAz_A +""" + +import matplotlib.pyplot as plt +import argparse +import wandb +import os +from ConvModules import FactConv2dPreExp +import torch +import torch.nn as nn +from resnet import ResNet18 +from copy import deepcopy +import torchvision +import torchvision.transforms as transforms + +import contextlib +from typing import Callable, Optional + +from torch import Tensor, nn + + +from functools import partial +from typing import Callable, Literal + +from torch.nn import functional as F +from torchvision.models.feature_extraction import get_graph_node_names, create_feature_extractor +import contextlib +from typing import Callable, Optional + +parser = argparse.ArgumentParser(description="CCA Colab") +parser.add_argument("--model_dir", type=str, default="conv_fact_final", help="Model file to load") +parser.add_argument("--model_type", type=str, default='both', choices=['conv', 'fact', + 'both'], help="which models to look at") +parser.add_argument("--hook_size", type=int, default=2, help='size for hooks') +parser.add_argument("--hook_type", type=str, default='fft', choices=['fft', 'avgpool'], + help='method used in hook is either fft or adaptive avg pooling') +parser.add_argument("--distance", type=str, default='svcca', choices=['pwcca', 'svcca', 'linear_cka', + 'procrustes']) +parser.add_argument('--singleton', dest='singleton', + type=lambda x: bool(strtobool(x)), default=False, + help="is this script running on the twin studies or the\ + singleton studies") + +#this should be an import statement +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + + +#this should be an import statement +def replace_layers_grab_names(model, name='', array=[]): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_grab_names(module, name + n if name == "" else name + "." + n, array) + if isinstance(module, nn.Conv2d): + ## simple module + array.append(name + "." + n if name !="" else name + n) + +args = parser.parse_args() +device = 'cuda' if torch.cuda.is_available() else 'cpu' +conv_model = ResNet18().to(device) +fact_model = deepcopy(conv_model).to(device) +replace_layers_keep_weight(fact_model) + +save_dir\ += "/network/scratch/v/vivian.white/v1-models/saved-models/correct_twins/{}".format(args.model_dir) +print("Save dir: ", save_dir) +conv_model.load_state_dict(torch.load('{}/conv_model.pt'.format(save_dir))) +fact_model.load_state_dict(torch.load('{}/fact_model.pt'.format(save_dir))) +print("Loaded models!") +fact_model.to(device) +conv_names = [] +replace_layers_grab_names(conv_model, array=conv_names) +print(conv_names) +fact_names = [] +replace_layers_grab_names(fact_model, array=fact_names) +print(fact_names) + +if args.model_type == 'conv': + ref_model = conv_model + compare_model = conv_model +elif args.model_type == 'fact': + ref_model = fact_model + compare_model = fact_model +else: + ref_model = conv_model + compare_model = fact_model + +run_name = "{}_{}_{}".format(args.model_type, args.hook_type, args.distance) +print("Run name: ", run_name) + +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_cca", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=3000, shuffle=False, num_workers=8, drop_last=True) + +criterion = nn.CrossEntropyLoss() + +def test(net, epoch=0): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + print(correct/total) + +test(conv_model) +test(fact_model) + +iterate = iter(testloader) +batch = next(iterate) +batch = batch[0].to(device) +batch.shape +#this should be an import statement +handle_list = [] +def replace_layers_attach_hook(model, hook, ref_name='', name=''): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_attach_hook(module, hook, ref_name, name + n if name == "" else name + "." + n) + if isinstance(module, nn.Conv2d): + ## simple module + if (name + n if name == "" else name + "." + n) == ref_name: + handle_list.append(module.register_forward_hook(hook)) + return_hook(ref_name) + +def _svd(input: torch.Tensor + ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: + # torch.svd style + U, S, Vh = torch.linalg.svd(input, full_matrices=False) + V = Vh.transpose(-2, -1) + return U, S, V + +def _zero_mean(input: Tensor, + dim: int + ) -> Tensor: + return input - input.mean(dim=dim, keepdim=True) + + +def _check_shape_equal(x: Tensor, + y: Tensor, + dim: int + ): + if x.size(dim) != y.size(dim): + raise ValueError(f'x.size({dim}) == y.size({dim}) is expected, but got {x.size(dim)=}, {y.size(dim)=} instead.') + + +def cca_by_svd(x: Tensor, + y: Tensor + ) -> tuple[Tensor, Tensor, Tensor]: + """ CCA using only SVD. + For more details, check Press 2011 "Canonical Correlation Clarified by Singular Value Decomposition" + + Args: + x: input tensor of Shape DxH + y: input tensor of shape DxW + + Returns: x-side coefficients, y-side coefficients, diagonal + + """ + + # torch.svd(x)[1] is vector + u_1, s_1, v_1 = _svd(x) + u_2, s_2, v_2 = _svd(y) + uu = u_1.t() @ u_2 + u, diag, v = _svd(uu) + # a @ (1 / s_1).diag() @ u, without creating s_1.diag() + a = v_1 @ (1 / s_1[:, None] * u) + b = v_2 @ (1 / s_2[:, None] * v) + return a, b, diag + + +def cca_by_qr(x: Tensor, + y: Tensor + ) -> tuple[Tensor, Tensor, Tensor]: + """ CCA using QR and SVD. + For more details, check Press 2011 "Canonical Correlation Clarified by Singular Value Decomposition" + + Args: + x: input tensor of Shape DxH + y: input tensor of shape DxW + + Returns: x-side coefficients, y-side coefficients, diagonal + + """ + + q_1, r_1 = torch.linalg.qr(x) + q_2, r_2 = torch.linalg.qr(y) + qq = q_1.t() @ q_2 + u, diag, v = _svd(qq) + # a = r_1.inverse() @ u, but it is faster and more numerically stable + a = torch.linalg.solve(r_1, u) + b = torch.linalg.solve(r_2, v) + return a, b, diag + + +def cca(x: Tensor, + y: Tensor, + backend: str + ) -> tuple[Tensor, Tensor, Tensor]: + """ Compute CCA, Canonical Correlation Analysis + + Args: + x: input tensor of Shape DxH + y: input tensor of Shape DxW + backend: svd or qr + + Returns: x-side coefficients, y-side coefficients, diagonal + + """ + + _check_shape_equal(x, y, 0) + + if x.size(0) < x.size(1): + raise ValueError(f'x.size(0) >= x.size(1) is expected, but got {x.size()=}.') + + if y.size(0) < y.size(1): + raise ValueError(f'y.size(0) >= y.size(1) is expected, but got {y.size()=}.') + + if backend not in ('svd', 'qr'): + raise ValueError(f'backend is svd or qr, but got {backend}') + + x = _zero_mean(x, dim=0) + y = _zero_mean(y, dim=0) + return cca_by_svd(x, y) if backend == 'svd' else cca_by_qr(x, y) + + +def _svd_reduction(input: Tensor, + accept_rate: float + ) -> Tensor: + left, diag, right = _svd(input) + full = diag.abs().sum() + ratio = diag.abs().cumsum(dim=0) / full + num = torch.where(ratio < accept_rate, + input.new_ones(1, dtype=torch.long), + input.new_zeros(1, dtype=torch.long) + ).sum() + return input @ right[:, : num] + + +def svcca_distance(x: Tensor, + y: Tensor, + accept_rate: float = .99, + backend: str = "svd" + ) -> Tensor: + """ Singular Vector CCA proposed in Raghu et al. 2017. + + Args: + x: input tensor of Shape DxH, where D>H + y: input tensor of Shape DxW, where D>H + accept_rate: 0.99 + backend: svd or qr + + Returns: + + """ + + x = _svd_reduction(x, accept_rate) + y = _svd_reduction(y, accept_rate) + div = min(x.size(1), y.size(1)) + a, b, diag = cca(x, y, backend) + return 1 - diag.sum() / div + + +def pwcca_distance(x: Tensor, + y: Tensor, + backend: str = "svd" + ) -> Tensor: + """ Projection Weighted CCA proposed in Marcos et al. 2018. + + Args: + x: input tensor of Shape DxH, where D>H + y: input tensor of Shape DxW, where D>H + backend: svd or qr + + Returns: + + """ + + a, b, diag = cca(x, y, backend) + a, _ = torch.linalg.qr(a) # reorthonormalize + alpha = (x @ a).abs_().sum(dim=0) + alpha /= alpha.sum() + return 1 - alpha @ diag + + +def _debiased_dot_product_similarity(z: Tensor, + sum_row_x: Tensor, + sum_row_y: Tensor, + sq_norm_x: Tensor, + sq_norm_y: Tensor, + size: int + ) -> Tensor: + return (z + - size / (size - 2) * (sum_row_x @ sum_row_y) + + sq_norm_x * sq_norm_y / ((size - 1) * (size - 2))) + + +def linear_cka_distance(x: Tensor, + y: Tensor, + reduce_bias: bool=False + ) -> Tensor: + """ Linear CKA used in Kornblith et al. 19 + + Args: + x: input tensor of Shape DxH + y: input tensor of Shape DxW + reduce_bias: debias CKA estimator, which might be helpful when D is limited + + Returns: + + """ + + _check_shape_equal(x, y, 0) + + x = _zero_mean(x, dim=0) + y = _zero_mean(y, dim=0) + dot_prod = (y.t() @ x).norm('fro').pow(2) + norm_x = (x.t() @ x).norm('fro') + norm_y = (y.t() @ y).norm('fro') + + if reduce_bias: + size = x.size(0) + # (x @ x.t()).diag() + sum_row_x = torch.einsum('ij,ij->i', x, x) + sum_row_y = torch.einsum('ij,ij->i', y, y) + sq_norm_x = sum_row_x.sum() + sq_norm_y = sum_row_y.sum() + dot_prod = _debiased_dot_product_similarity(dot_prod, sum_row_x, sum_row_y, sq_norm_x, sq_norm_y, size) + norm_x = _debiased_dot_product_similarity(norm_x.pow(2), sum_row_x, sum_row_x, sq_norm_x, sq_norm_x, size + ).sqrt() + norm_y = _debiased_dot_product_similarity(norm_y.pow(2), sum_row_y, sum_row_y, sq_norm_y, sq_norm_y, size + ).sqrt() + return 1 - dot_prod / (norm_x * norm_y) + + +def orthogonal_procrustes_distance(x: Tensor, + y: Tensor, + ) -> Tensor: + """ Orthogonal Procrustes distance used in Ding+21 + + Args: + x: input tensor of Shape DxH + y: input tensor of Shape DxW + + Returns: + + """ + _check_shape_equal(x, y, 0) + + frobenius_norm = partial(torch.linalg.norm, ord="fro") + nuclear_norm = partial(torch.linalg.norm, ord="nuc") + + x = _zero_mean(x, dim=0) + x /= frobenius_norm(x) + y = _zero_mean(y, dim=0) + y /= frobenius_norm(y) + # frobenius_norm(x) = 1, frobenius_norm(y) = 1 + # 0.5*d_proc(x, y) + return 1 - nuclear_norm(x.t() @ y) + + +def fft_shift(input: torch.Tensor, + dims: Optional[tuple[int, ...]] = None + ) -> torch.Tensor: + """ PyTorch version of np.fftshift + + Args: + input: rFFTed Tensor of size [Bx]CxHxWx2 + dims: + + Returns: shifted tensor + + """ + + return torch.fft.fftshift(input, dims) + + +def ifft_shift(input: torch.Tensor, + dims: Optional[tuple[int, ...]] = None + ) -> torch.Tensor: + """ PyTorch version of np.ifftshift + + Args: + input: rFFTed Tensor of size [Bx]CxHxWx2 + dims: + + Returns: shifted tensor + + """ + + return torch.fft.ifftshift(input, dims) + + +def _rfft(self: Tensor, + signal_ndim: int, + normalized: bool = False, + onesided: bool = True + ) -> Tensor: + # old-day's torch.rfft + + if signal_ndim > 4: + raise RuntimeError("signal_ndim is expected to be 1, 2, 3.") + + m = torch.fft.rfftn if onesided else torch.fft.fftn + dim = [-3, -2, -1][3 - signal_ndim:] + return torch.view_as_real(m(self, dim=dim, norm="ortho" if normalized else None)) + + +def _irfft(self: Tensor, + signal_ndim: int, + normalized: bool = False, + onesided: bool = True, + ) -> Tensor: + # old-day's torch.irfft + + if signal_ndim > 4: + raise RuntimeError("signal_ndim is expected to be 1, 2, 3.") + if not torch.is_complex(self): + self = torch.view_as_complex(self) + + m = torch.fft.irfftn if onesided else torch.fft.ifftn + dim = [-3, -2, -1][3 - signal_ndim:] + out = m(self, dim=dim, norm="ortho" if normalized else None) + return out.real if torch.is_complex(out) else out + +def fft_stuffs(input, size): + h = input.size(2) + input_fft = _rfft(input, 2, normalized=True, onesided=False) + freqs = torch.fft.fftfreq(h, 1 / h, device=input.device) + idx = (freqs >= -size / 2) & (freqs < size / 2) + # BxCxHxWx2 -> BxCxhxwx2 + input_fft = input_fft[..., idx, :][..., idx, :, :] + input = _irfft(input_fft, 2, normalized=True, onesided=False) + return input + +# now i wanna hook into the model + +ref_activation = [] +def ref_hook(mod, input, output): + if args.hook_type == 'fft': + ref_activation.append(fft_stuffs(output, args.hook_size).flatten(1)) + elif args.hook_type == 'avgpool': + ref_activation.append(F.adaptive_avg_pool2d(output, + (args.hook_size,args.hook_size)).flatten(1)) + +compare_activation = [] +def compare_hook(mod, input, output): + if args.hook_type == 'fft': + compare_activation.append(fft_stuffs(output, args.hook_size).flatten(1)) + elif args.hook_type == 'avgpool': + compare_activation.append(F.adaptive_avg_pool2d(output, + (args.hook_size,args.hook_size)).flatten(1)) + +def return_hook(name): + def print_hook(mod, input, output): + print(name) + return print_hook + +for i in range(0, len(handle_list)): + handle_list[0].remove() + del handle_list[0] + +torch.cuda.empty_cache() + +with torch.no_grad(): + rows = [] + # hook into reference model. define row. compute quantity of interest + #for i in range(0, len(conv_names)-1): + for i in range(0, len(conv_names)): + row = [] + ref_name = conv_names[i] + replace_layers_attach_hook(ref_model, ref_hook, ref_name) + _ = ref_model(batch) + ref_act = ref_activation[0] + del ref_activation[0] + handle_list[0].remove() + del handle_list[0] + + + # now hook into comparison model. compute quantity of interest + #for j in range(i+1, len(conv_names)): + for j in range(0, len(conv_names)): + compare_name = conv_names[j] + print(ref_name, compare_name) + replace_layers_attach_hook(compare_model, compare_hook, compare_name) + _ = compare_model(batch) + compare_act = compare_activation[0] + del compare_activation[0] + handle_list[0].remove() + del handle_list[0] + # commpute cca + if args.distance == 'pwcca': + _cca = pwcca_distance(ref_act, compare_act) + row.append(_cca) + elif args.distance == 'svcca': + _cca = svcca_distance(ref_act, compare_act) + row.append(_cca) + elif args.distance == 'linear_cka': + _cca = linear_cka_distance(ref_act, compare_act) + row.append(_cca) + elif args.distance == 'procrustes': + _cca = orthogonal_procrustes_distance(ref_act, compare_act) + row.append(_cca) + rows.append(row) + +new_array = [torch.stack(row) for row in rows] +final = torch.stack(new_array).cpu() +final = final.numpy() +run.log({"final-array": wandb.Table(data=[[s] for s in final], columns=['values'])}) +print("Final: ", final) + diff --git a/V1-models/resnet.py b/V1-models/resnet.py new file mode 100644 index 0000000..4ed155e --- /dev/null +++ b/V1-models/resnet.py @@ -0,0 +1,136 @@ +'''ResNet in PyTorch. + +For Pre-activation ResNet, see 'preact_resnet.py'. + +Reference: +[1] Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun + Deep Residual Learning for Image Recognition. arXiv:1512.03385 +''' +import torch +import torch.nn as nn +import torch.nn.functional as F + + +class BasicBlock(nn.Module): + expansion = 1 + + def __init__(self, in_planes, planes, stride=1): + super(BasicBlock, self).__init__() + self.conv1 = nn.Conv2d( + in_planes, planes, kernel_size=3, stride=stride, padding=1, bias=False) + self.bn1 = nn.BatchNorm2d(planes) + self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, + stride=1, padding=1, bias=False) + self.bn2 = nn.BatchNorm2d(planes) + + self.shortcut = nn.Sequential() + if stride != 1 or in_planes != self.expansion*planes: + self.shortcut = nn.Sequential( + nn.Conv2d(in_planes, self.expansion*planes, + kernel_size=1, stride=stride, bias=False), + nn.BatchNorm2d(self.expansion*planes) + ) + + def forward(self, x): + out = F.relu(self.bn1(self.conv1(x))) + out = self.bn2(self.conv2(out)) + out += self.shortcut(x) + out = F.relu(out) + return out + + +class Bottleneck(nn.Module): + expansion = 4 + + def __init__(self, in_planes, planes, stride=1): + super(Bottleneck, self).__init__() + self.conv1 = nn.Conv2d(in_planes, planes, kernel_size=1, bias=False) + self.bn1 = nn.BatchNorm2d(planes) + self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, + stride=stride, padding=1, bias=False) + self.bn2 = nn.BatchNorm2d(planes) + self.conv3 = nn.Conv2d(planes, self.expansion * + planes, kernel_size=1, bias=False) + self.bn3 = nn.BatchNorm2d(self.expansion*planes) + + self.shortcut = nn.Sequential() + if stride != 1 or in_planes != self.expansion*planes: + self.shortcut = nn.Sequential( + nn.Conv2d(in_planes, self.expansion*planes, + kernel_size=1, stride=stride, bias=False), + nn.BatchNorm2d(self.expansion*planes) + ) + + def forward(self, x): + out = F.relu(self.bn1(self.conv1(x))) + out = F.relu(self.bn2(self.conv2(out))) + out = self.bn3(self.conv3(out)) + out += self.shortcut(x) + out = F.relu(out) + return out + + +class ResNet(nn.Module): + def __init__(self, block, num_blocks, num_classes=10): + super(ResNet, self).__init__() + self.in_planes = 64 + + self.conv1 = nn.Conv2d(3, 64, kernel_size=3, + stride=1, padding=1, bias=False) + self.bn1 = nn.BatchNorm2d(64) + self.layer1 = self._make_layer(block, 64, num_blocks[0], stride=1) + self.layer2 = self._make_layer(block, 128, num_blocks[1], stride=2) + self.layer3 = self._make_layer(block, 256, num_blocks[2], stride=2) + self.layer4 = self._make_layer(block, 512, num_blocks[3], stride=2) + self.linear = nn.Linear(512*block.expansion, num_classes) + + def _make_layer(self, block, planes, num_blocks, stride): + strides = [stride] + [1]*(num_blocks-1) + layers = [] + for stride in strides: + layers.append(block(self.in_planes, planes, stride)) + self.in_planes = planes * block.expansion + return nn.Sequential(*layers) + + def forward(self, x): + out = F.relu(self.bn1(self.conv1(x))) + out = self.layer1(out) + out = self.layer2(out) + out = self.layer3(out) + out = self.layer4(out) + out = F.avg_pool2d(out, 4) + out = out.view(out.size(0), -1) + out = self.linear(out) + return out + + +def ResNet18(): + return ResNet(BasicBlock, [2, 2, 2, 2]) + + +def ResNet18_Class100(): + return ResNet(BasicBlock, [2, 2, 2, 2], 100) + + +def ResNet34(): + return ResNet(BasicBlock, [3, 4, 6, 3]) + + +def ResNet50(): + return ResNet(Bottleneck, [3, 4, 6, 3]) + + +def ResNet101(): + return ResNet(Bottleneck, [3, 4, 23, 3]) + + +def ResNet152(): + return ResNet(Bottleneck, [3, 8, 36, 3]) + + +def test(): + net = ResNet18() + y = net(torch.randn(1, 3, 32, 32)) + print(y.size()) + +#test() diff --git a/V1-models/resnet_og_pytorch_cifar.py b/V1-models/resnet_og_pytorch_cifar.py new file mode 100644 index 0000000..9b8a3ef --- /dev/null +++ b/V1-models/resnet_og_pytorch_cifar.py @@ -0,0 +1,370 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + src="/home/mila/v/vivian.white/scratch/v1-models/saved-models/twins/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp +from torchvision.models.resnet import resnet18 + + +def simclr_replace_layers(model): + for n, module in model.named_children(): + if n == 'conv1': + new_module = nn.Conv2d(3, 64, kernel_size=3, stride=1, padding=1, + bias=False) + setattr(model, n, new_module) + print("Replaced first conv") + if isinstance(module, nn.MaxPool2d): + new_module = nn.Identity() + setattr(model, n, new_module) + print("REplaced maxpool") + + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + # net = ResNet18() + conv_net = resnet18() + #simclr_replace_layers(conv_net) + #replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Conv Fact Twins" + +conv_net = conv_net.to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight(fact_net) +fact_net = fact_net.to(device) + + +print("Built models") +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_twins", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/V1-models/run_comparison_tests.sh b/V1-models/run_comparison_tests.sh new file mode 100644 index 0000000..98e0a41 --- /dev/null +++ b/V1-models/run_comparison_tests.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +module load python/3.8 +source ../env/bin/activate + + +#python Test_Resnet_V1_CIFAR10.py --net fact | tee factnet.out +python Test_Resnet_V1_CIFAR10.py --net replace | tee replacenet.out +python Print_Resnet_Models.py | tee model_printout.out diff --git a/V1-models/run_timing_tests.sh b/V1-models/run_timing_tests.sh new file mode 100644 index 0000000..0e28fad --- /dev/null +++ b/V1-models/run_timing_tests.sh @@ -0,0 +1,6 @@ +python time_test.py --config 1 +python time_test.py --config 4 +python time_test.py --config 2 +python time_test.py --config 3 +python time_test.py --config 5 +python time_test.py --config 6 diff --git a/V1-models/setoff.sh b/V1-models/setoff.sh new file mode 100644 index 0000000..b220754 --- /dev/null +++ b/V1-models/setoff.sh @@ -0,0 +1,12 @@ +#!/bin/bash +#SBATCH --gres=gpu:1 +#SBATCH --constraint="32gb|40gb|48gb" +#SBATCH -c 8 +#SBATCH --mem=20G +#SBATCH -t 06:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +source ../env/bin/activate + +python Resnet_V1_CIFAR10.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/setoff_CIFAR100.sh b/V1-models/setoff_CIFAR100.sh new file mode 100644 index 0000000..9592510 --- /dev/null +++ b/V1-models/setoff_CIFAR100.sh @@ -0,0 +1,12 @@ +#!/bin/bash +#SBATCH --gres=gpu:1 +#SBATCH --constraint="32gb|40gb|48gb" +#SBATCH -c 8 +#SBATCH --mem=20G +#SBATCH -t 06:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +source ../env/bin/activate + +python Resnet_V1_CIFAR100.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/setoff_grad.sh b/V1-models/setoff_grad.sh new file mode 100644 index 0000000..f584c86 --- /dev/null +++ b/V1-models/setoff_grad.sh @@ -0,0 +1,13 @@ +#!/bin/bash +#SBATCH --gres=gpu:1 +#SBATCH --constraint="32gb|40gb|48gb" +#SBATCH -c 8 +#SBATCH --mem=20G +#SBATCH -t 06:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +module load libffi +source ../env/bin/activate + +python Record_Grad_Resnet_V1_CIFAR10.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/setoff_og_pytorch_cifar.sh b/V1-models/setoff_og_pytorch_cifar.sh new file mode 100644 index 0000000..29700b9 --- /dev/null +++ b/V1-models/setoff_og_pytorch_cifar.sh @@ -0,0 +1,13 @@ +#!/bin/bash +#SBATCH --gres=gpu:a100l:1 +#SBATCH --constraint="ampere" +#SBATCH -c 8 +#SBATCH --mem=60G +#SBATCH -t 22:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +module load libffi +source newenv/bin/activate + +python og_pytorch_cifar.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/setoff_pytorch_cifar.sh b/V1-models/setoff_pytorch_cifar.sh new file mode 100644 index 0000000..a304a45 --- /dev/null +++ b/V1-models/setoff_pytorch_cifar.sh @@ -0,0 +1,14 @@ +#!/bin/bash + +#SBATCH --gres=gpu:a100l:1 +#SBATCH --constraint="ampere" +#SBATCH -c 8 +#SBATCH --mem=60G +#SBATCH -t 08:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +module load cuda/11.8 +source newenv/bin/activate + +python pytorch_cifar.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --name $4 --seed $5 diff --git a/V1-models/setoff_pytorch_cifar100.sh b/V1-models/setoff_pytorch_cifar100.sh new file mode 100644 index 0000000..9739d28 --- /dev/null +++ b/V1-models/setoff_pytorch_cifar100.sh @@ -0,0 +1,14 @@ +#!/bin/bash + +#SBATCH --gres=gpu:a100l:1 +#SBATCH --constraint="ampere" +#SBATCH -c 8 +#SBATCH --mem=60G +#SBATCH -t 08:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +module load cuda/11.8 +source newenv/bin/activate + +python pytorch_cifar100.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --name $4 --seed $5 diff --git a/V1-models/setoff_pytorch_cifar_viv.sh b/V1-models/setoff_pytorch_cifar_viv.sh new file mode 100644 index 0000000..76fd4fc --- /dev/null +++ b/V1-models/setoff_pytorch_cifar_viv.sh @@ -0,0 +1,13 @@ +#!/bin/bash + +#SBATCH --gres=gpu:a100l:1 +#SBATCH --constraint="ampere" +#SBATCH -c 8 +#SBATCH --mem=60G +#SBATCH -t 08:00:00 +#SBATCH --output slurm/%j.out + +module load anaconda/3 +conda activate random_features + +python pytorch_cifar_viv.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --name $4 --param_scale $5 diff --git a/V1-models/setoff_small_sample.sh b/V1-models/setoff_small_sample.sh new file mode 100644 index 0000000..1f98afd --- /dev/null +++ b/V1-models/setoff_small_sample.sh @@ -0,0 +1,12 @@ +#!/bin/bash +#SBATCH --gres=gpu:1 +#SBATCH --constraint="32gb|40gb|48gb" +#SBATCH -c 8 +#SBATCH --mem=20G +#SBATCH -t 06:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +source ../env/bin/activate + +python Resnet_V1_CIFAR10_Small_Sample.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/setoff_small_sample_pytorch_cifar.sh b/V1-models/setoff_small_sample_pytorch_cifar.sh new file mode 100644 index 0000000..2a57d39 --- /dev/null +++ b/V1-models/setoff_small_sample_pytorch_cifar.sh @@ -0,0 +1,12 @@ +#!/bin/bash +#SBATCH --gres=gpu:a100l:1 +#SBATCH --constraint="ampere" +#SBATCH -c 8 +#SBATCH --mem=60G +#SBATCH -t 08:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +source ../env/bin/activate + +python small_sample_pytorch_cifar.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --name $4 diff --git a/V1-models/setoff_viv.sh b/V1-models/setoff_viv.sh new file mode 100644 index 0000000..454cb88 --- /dev/null +++ b/V1-models/setoff_viv.sh @@ -0,0 +1,12 @@ +#!/bin/bash +#SBATCH --gres=gpu:1 +#SBATCH --constraint="32gb|40gb|48gb" +#SBATCH -c 8 +#SBATCH --mem=20G +#SBATCH -t 06:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +source ../env/bin/activate + +python V1_CIFAR10.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/setoff_viv_grad.sh b/V1-models/setoff_viv_grad.sh new file mode 100644 index 0000000..8cdd77d --- /dev/null +++ b/V1-models/setoff_viv_grad.sh @@ -0,0 +1,12 @@ +#!/bin/bash +#SBATCH --gres=gpu:1 +#SBATCH --constraint="32gb|40gb|48gb" +#SBATCH -c 8 +#SBATCH --mem=20G +#SBATCH -t 06:00:00 +#SBATCH --output slurm/%j.out + +module load python/3.8 +source ../env/bin/activate + +python Grad_V1_CIFAR10.py --freeze_spatial $1 --freeze_channel $2 --spatial_init $3 --net $4 --name $5 diff --git a/V1-models/singleton_init.py b/V1-models/singleton_init.py new file mode 100644 index 0000000..9c01d65 --- /dev/null +++ b/V1-models/singleton_init.py @@ -0,0 +1,31 @@ +# This script initializes a conv net with a specified seed and saves it. + +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds +from hooks import wandb_forwards_hook, wandb_backwards_hook +import wandb +from distutils.util import strtobool +from resnet import ResNet18 + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--seed', type=int, default=0, help='init seed') +parser.add_argument('--model_name', type=str, default='conv_model_init', + help='filename for saved model') +args = parser.parse_args() + +save_dir = "/home/mila/v/vivian.white/scratch/v1-models/saved-models/singleton/" +os.makedirs(save_dir, exist_ok=True) +set_seeds(args.seed) +conv_model = ResNet18() +torch.save(conv_model.state_dict(), '{}/{}.pt'.format(save_dir, args.model_name)) +print("Saved model with seed {} to {}".format(args.seed, save_dir)) diff --git a/V1-models/singleton_train.py b/V1-models/singleton_train.py new file mode 100644 index 0000000..c1c043f --- /dev/null +++ b/V1-models/singleton_train.py @@ -0,0 +1,221 @@ +# This script loads a saved initialized conv model, keeps it as conv or +# changes to fact, and trains it with an optimization seed. +import copy +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds +from hooks import wandb_forwards_hook, wandb_backwards_hook +import wandb +from distutils.util import strtobool +from resnet import ResNet18 + + +def save_model(args, model): + src= "/home/mila/v/vivian.white/scratch/v1-models/saved-models/singleton/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--net', type=str, default='conv', choices=['conv','fact'], + help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--name', type=str, default='SingletonConv', + help='filename for saved model') +parser.add_argument('--load_model', type=str, default='conv_model_init.pt', + help='filename for loaded model') +parser.add_argument('--seed', type=int, default=0, help='training seed') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + + + +from ConvModules import FactConv2dPreExp + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +save_dir\ += "/home/mila/v/vivian.white/scratch/v1-models/saved-models/singleton/"+args.load_model +print("Save dir: ", save_dir) +conv_model = ResNet18() +initial = torch.load(save_dir) +conv_model.load_state_dict(initial) +model = conv_model.to(device) +print("Model Loaded Successfully") +if args.net == 'fact': + print("Creating FactNet") + fact_model = copy.deepcopy(conv_model) + replace_layers_keep_weight(fact_model) + model = fact_model.to(device) + + +#run_name = "Singleton Convs" +run_name = args.name +old_name = args.name +#args.name += "_init" +#save_model(args, model) +#args.name = old_name +set_seeds(args.seed) +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_singleton", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(model.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) + +keys = ['acc_train','acc_test'] +logger = {key: None for key in keys} + + + +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + model.train() + + train_loss = 0 + correct = 0 + total = 0 + + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + optimizer.zero_grad() + + outputs = model(inputs) + loss = criterion(outputs, targets) + + loss.backward() + optimizer.step() + + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), + 100.*correct/total, correct, total)) + logger['acc_train'] = 100*correct/total + +def test(epoch): + global best_acc + model.eval() + test_loss = 0 + correct = 0 + total = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = model(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d) |' + % (test_loss/(batch_idx+1), + 100.*correct/total, correct, total)) + + logger['acc_test'] = 100*correct/total + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, model) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, model) diff --git a/V1-models/small_sample_pytorch_cifar.py b/V1-models/small_sample_pytorch_cifar.py new file mode 100644 index 0000000..8b49f02 --- /dev/null +++ b/V1-models/small_sample_pytorch_cifar.py @@ -0,0 +1,251 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool +import numpy as np +from numpy.random import RandomState + +def save_model(args, model, seed): + src = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/saved-models/small_sample_CIFAR10_pytorch/seed_{}".format(seed) + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + trial_dir = model_dir + "/trial_" + str(1) + os.makedirs(trial_dir, exist_ok=True) + os.chdir(trial_dir) + + torch.save(model.state_dict(), trial_dir+ "/model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='post', choices=['post', 'pre'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_WATCH_Resnet_V1', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_accs = [] +for seed in range(0, 10): + + best_acc = 0 # best test accuracy + start_epoch = 0 # start from epoch 0 or last checkpoint epoch + # Data + print('==> Preparing data..') + transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), + ]) + + transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), + ]) + + cifar_data = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) + + prng = RandomState(seed) + random_permute = prng.permutation(np.arange(0, 5000))[0:50] + indx = np.concatenate([np.where(np.array(cifar_data.targets) == classe)[0][random_permute] for classe in range(0, 10)]) + + cifar_data.data, cifar_data.targets = cifar_data.data[indx], list(np.array(cifar_data.targets)[indx]) + + + trainloader = torch.utils.data.DataLoader( + cifar_data, batch_size=128, shuffle=True, num_workers=4) + + testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) + testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=4) + + classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + + # Model + print('==> Building model..') + set_seeds(0) + net = PreExp(args.s, args.f, args.scale, args.bias, args.freeze_spatial, args.freeze_channel, args.spatial_init).to(device) + set_seeds(0) + + net = net.to(device) + store_rms = {} + #for name, module in net.named_modules(): + # if isinstance(module, nn.Conv2d): + # ## simple module + # module.register_forward_hook(wandb_forwards_hook("{}".format(name), store_rms)) + # if module.tri1_vec.requires_grad: + # module.tri1_vec.register_hook(wandb_backwards_hook("{} Tri1_vec Grad".format(name), store_rms)) + # if module.tri2_vec.requires_grad: + # module.tri2_vec.register_hook(wandb_backwards_hook("{} Tri2_vec Grad".format(name), store_rms)) + + + + #if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True + wandb_dir = "/home/mila/m/muawiz.chaudhary/scratch/v1-models/wandb" + os.makedirs(wandb_dir, exist_ok=True) + os.chdir(wandb_dir) + run_name = "" + if args.freeze_spatial: + run_name += "US" + else: + run_name += "LS" + + if args.freeze_channel: + run_name += "UC" + else: + run_name += "LC" + + + run = wandb.init(project="random_project", config=args, + group="testing_pytorch_cifar_experiments_small_sample", name=run_name, dir=wandb_dir) + #wandb.watch(net, log='all', log_freq=1) + + if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + + criterion = nn.CrossEntropyLoss() + optimizer = optim.SGD(net.parameters(), lr=args.lr, + momentum=0.9, weight_decay=5e-4) + scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) + import time + + # Training + def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + + optimizer.zero_grad() + outputs = net(inputs) + torch.cuda.synchronize() + loss = criterion(outputs, targets) + s1=time.time() + loss.backward() + + optimizer.step() + train_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + #run.log(store_rms) + + progress_bar(batch_idx, len(trainloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + + def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + outputs = net(inputs) + loss = criterion(outputs, targets) + + test_loss += loss.item() + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(testloader), 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + % (test_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + # Save checkpoint. + acc = 100.*correct/total + if acc > best_acc: + print('Saving..') + state = { + 'net': net.state_dict(), + 'acc': acc, + 'epoch': epoch, + } + #if not os.path.isdir('checkpoint'): + # os.mkdir('checkpoint') + #torch.save(state, './checkpoint/ckpt.pth') + save_model(args, net, seed) + best_acc = acc + + + for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() + + args.name += "final" + save_model(args, net, seed) + best_accs.append(best_acc) + print("Finished seed {}".format(seed), "Best_accuracy: {}".format(best_acc)) +print(best_accs) +def print_results(a): + a = np.array(a) + print(len(a)) + plusminus = u'\u00b1' + print(a) + print(str(round(np.mean(a), 2)) + " " + plusminus + " " + str(round(np.std(a)/np.sqrt(len(a)), 4))) +print_results(best_accs) +# +# with profile(activities=[ProfilerActivity.CPU, +# ProfilerActivity.CUDA],with_stack=True) as prof: +# s1=time.time() +# loss.backward() +# print(time.time()-s1) +# print(prof.key_averages().table(sort_by="self_cpu_time_total")) + + diff --git a/V1-models/test_grad.sh b/V1-models/test_grad.sh new file mode 100644 index 0000000..1daa5dc --- /dev/null +++ b/V1-models/test_grad.sh @@ -0,0 +1,18 @@ +#!/bin/bash + +echo "*** Experiment 1 ***" +bash setoff_viv_grad.sh True True V1 post V1_frozen_spatial_and_channel_post +echo "*** Experiment 2 ***" +bash setoff_viv_grad.sh True False V1 post V1_frozen_spatial_post +echo "*** Experiment 3 ***" +bash setoff_viv_grad.sh False True V1 post V1_frozen_channel_post +echo "*** Experiment 4 ***" +bash setoff_viv_grad.sh False False V1 post V1_post +echo "*** Experiment 5 ***" +bash setoff_viv_grad.sh True True V1 pre V1_frozen_spatial_and_channel_pre +echo "*** Experiment 6 ***" +bash setoff_viv_grad.sh True False V1 pre V1_frozen_spatial_pre +echo "*** Experiment 7 ***" +bash setoff_viv_grad.sh False True V1 pre V1_frozen_channel_pre +echo "*** Experiment 8 ***" +bash setoff_viv_grad.sh False False V1 pre V1_pre diff --git a/V1-models/test_grad_default.sh b/V1-models/test_grad_default.sh new file mode 100644 index 0000000..92b032c --- /dev/null +++ b/V1-models/test_grad_default.sh @@ -0,0 +1,18 @@ +#!/bin/bash + +echo "*** Experiment 1 ***" +bash setoff_viv_grad.sh True True default post V1_frozen_spatial_and_channel_post +echo "*** Experiment 2 ***" +bash setoff_viv_grad.sh True False default post V1_frozen_spatial_post +echo "*** Experiment 3 ***" +bash setoff_viv_grad.sh False True default post V1_frozen_channel_post +echo "*** Experiment 4 ***" +bash setoff_viv_grad.sh False False default post V1_post +echo "*** Experiment 5 ***" +bash setoff_viv_grad.sh True True default pre V1_frozen_spatial_and_channel_pre +echo "*** Experiment 6 ***" +bash setoff_viv_grad.sh True False default pre V1_frozen_spatial_pre +echo "*** Experiment 7 ***" +bash setoff_viv_grad.sh False True default pre V1_frozen_channel_pre +echo "*** Experiment 8 ***" +bash setoff_viv_grad.sh False False default pre V1_pre diff --git a/V1-models/test_grad_resnets.sh b/V1-models/test_grad_resnets.sh new file mode 100644 index 0000000..a26b229 --- /dev/null +++ b/V1-models/test_grad_resnets.sh @@ -0,0 +1,6 @@ +#!/bin/bash + +bash setoff_grad.sh False False V1 post Record_Resnet_V1_post | tee record_grad_LCLS_post.out +bash setoff_grad.sh False False V1 pre Record_Resnet_V1_pre | tee record_grad_LCLS_pre.out +#bash setoff_grad.sh False False V1 post Record_Resnet_V1_frozen_spatial_post | tee record_grad_LCLS_post.out +#bash setoff_grad.sh False False V1 pre Record_Resnet_V1_frozen_spatial_pre | tee record_grad_LCLS_pre.out diff --git a/V1-models/test_models_safety.py b/V1-models/test_models_safety.py new file mode 100644 index 0000000..eb3fad8 --- /dev/null +++ b/V1-models/test_models_safety.py @@ -0,0 +1,316 @@ +import torch.nn as nn +import torch +import torch.nn.functional as F +import LearnableCov +from ConvModules import FactConv2dPostExp, FactConv2dPreExp + +from resnet import ResNet18, ResNet18_Class100 +from factnet import FactNet18, FactNet18_Class100 + + +def replace_layers_agnostic(model, scale, num_classes): + prev_outch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale,num_classes) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = LearnableCov.FactConv2d( + in_channels=module.in_channels*in_scale, + out_channels=module.out_channels*scale, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=module.bias) + new_module.tri1_vec = nn.Parameter(new_module.tri1_vec * scale) + setattr(model, n, new_module) + prev_outch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_outch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(512 * scale, num_classes) + setattr(model, n, new_module) + + +class Replacenet_V1_CIFAR10(nn.Module): + def __init__(self, param_scale, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, + replaceModule=LearnableCov.FactConv2d, seed=None): + super().__init__() + self.resnet = ResNet18() + print("PARAM SCALE: ", param_scale) + replace_layers_agnostic(self.resnet, param_scale, 10) + + firstConv = True + for c, m in enumerate(self.resnet.modules()): + if isinstance(m, LearnableCov.FactConv2d) or isinstance(m, + FactConv2dPostExp) or isinstance(m, FactConv2dPreExp): + scale = 1/(m.in_channels*m.kernel_size[0]*m.kernel_size[1]) + center = (int(m.kernel_size[0]/2), int(m.kernel_size[1]/2)) + + if spatial_init == 'V1': + if m.kernel_size[0] == 1 and m.kernel_size[1] == 1: + pass + else: + LearnableCov.V1_init(m, size, spatial_freq, center, scale, bias, seed) + if firstConv: + print("V1 spatial init") + else: + if firstConv: + print("Default spatial init") + + if freeze_spatial == True: + m.tri2_vec.requires_grad=False + if firstConv: + print("Freeze spatial vec") + else: + if m.kernel_size[0] == 1 and m.kernel_size[1] == 1: + m.tri2_vec.requires_grad=False + else: + m.tri2_vec.requires_grad=True + if firstConv: + print("Learnable spatial vec") + + if freeze_channel == True: + m.tri1_vec.requires_grad=False + if firstConv: + print("Freeze channel vec") + else: + m.tri1_vec.requires_grad=True + if firstConv: + print("Learnable channel vec") + firstConv = False + + + def forward(self, x): + return self.resnet(x) + + +class Factnet_V1_CIFAR10(nn.Module): + def __init__(self, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, seed=None): + super().__init__() + self.resnet = FactNet18() + + firstConv = True + for c, m in enumerate(self.resnet.modules()): + if isinstance(m, LearnableCov.FactConv2d): + scale = 1/(m.in_channels*m.kernel_size[0]*m.kernel_size[1]) + center = (int(m.kernel_size[0]/2), int(m.kernel_size[1]/2)) + + if spatial_init == 'V1': + LearnableCov.V1_init(m, size, spatial_freq, center, scale, bias, seed) + if firstConv: + print("V1 spatial init") + else: + if firstConv: + print("Default spatial init") + + if freeze_spatial == True: + m.tri2_vec.requires_grad=False + if firstConv: + print("Freeze spatial vec") + else: + m.tri2_vec.requires_grad=True + if firstConv: + print("Learnable spatial vec") + + if freeze_channel == True: + m.tri1_vec.requires_grad=False + if firstConv: + print("Freeze channel vec") + else: + m.tri1_vec.requires_grad=True + if firstConv: + print("Learnable channel vec") + firstConv = False + + + def forward(self, x): + return self.resnet(x) + + + + +def PostExp(size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init): + return Replacenet_V1_CIFAR10(size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init, FactConv2dPostExp) + + +def PreExp(param_scale, size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init): + return Replacenet_V1_CIFAR10(param_scale, size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init, FactConv2dPreExp) + + + +class Replacenet_V1_CIFAR100(nn.Module): + def __init__(self, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, + replaceModule=LearnableCov.FactConv2d, seed=None): + super().__init__() + self.resnet = ResNet18_Class100() + scale = 2 + replace_layers_agnostic(self.resnet, scale, 100) +# def replace_layers(model): +# for n, module in model.named_children(): +# if len(list(module.children())) > 0: +# ## compound module, go inside it +# replace_layers(module) +# if isinstance(module, nn.Conv2d): +# ## simple module +# new_module = replaceModule(in_channels=module.in_channels, +# out_channels=module.out_channels, +# kernel_size=module.kernel_size, +# stride=module.stride, padding=module.padding, +# bias=module.bias) +# setattr(model, n, new_module) +# +# replace_layers(self.resnet) + + firstConv = True + for c, m in enumerate(self.resnet.modules()): + if isinstance(m, LearnableCov.FactConv2d) or isinstance(m, + FactConv2dPostExp) or isinstance(m, FactConv2dPreExp): + scale = 1/(m.in_channels*m.kernel_size[0]*m.kernel_size[1]) + center = (int(m.kernel_size[0]/2), int(m.kernel_size[1]/2)) + + if spatial_init == 'V1': + if m.kernel_size[0] == 1 and m.kernel_size[1] == 1: + pass + else: + LearnableCov.V1_init(m, size, spatial_freq, center, scale, bias, seed) + if firstConv: + print("V1 spatial init") + else: + if firstConv: + print("Default spatial init") + + if freeze_spatial == True: + m.tri2_vec.requires_grad=False + if firstConv: + print("Freeze spatial vec") + else: + if m.kernel_size[0] == 1 and m.kernel_size[1] == 1: + m.tri2_vec.requires_grad=False + else: + m.tri2_vec.requires_grad=True + if firstConv: + print("Learnable spatial vec") + + if freeze_channel == True: + m.tri1_vec.requires_grad=False + if firstConv: + print("Freeze channel vec") + else: + m.tri1_vec.requires_grad=True + if firstConv: + print("Learnable channel vec") + firstConv = False + + + def forward(self, x): + return self.resnet(x) + + + +def PostExp_Class100(size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init): + return Replacenet_V1_CIFAR100(size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init, FactConv2dPostExp) + + +def PreExp_Class100(size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init): + return Replacenet_V1_CIFAR100(size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init, FactConv2dPreExp) + + + +class V1_CIFAR10(nn.Module): + def __init__(self, hidden_dim, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, + replaceModule=LearnableCov.FactConv2d, seed=None): + super().__init__() + self.lc_layer = \ + LearnableCov.FactConv2d(in_channels=3, out_channels=hidden_dim, + kernel_size=7, stride=1, padding=3, bias=bias) + self.lc_layer2 = \ + LearnableCov.FactConv2d(in_channels=hidden_dim + 3, + out_channels=hidden_dim, kernel_size=7, + stride=1, padding=3, bias=bias) + def replace_layers(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = replaceModule(in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=module.bias) + setattr(model, n, new_module) + + replace_layers(self) + + self.relu = nn.ReLU() + + # unsupervised layers + self.bn_x = nn.BatchNorm2d(3) + self.bn_h1 = nn.BatchNorm2d(hidden_dim + 3) + self.bn_h2 = nn.BatchNorm2d(hidden_dim * 2 + 3) + + # supervised layers + self.clf = nn.Linear((3 * (8 ** 2)) + (hidden_dim * (8 ** 2))\ + + (hidden_dim * (8 ** 2)), 10) + + scale1 = 1 / (3 * 7 * 7) + scale2 = 1 / (hidden_dim * 7 * 7) + center = (3., 3.,) + + if spatial_init == 'V1': + LearnableCov.V1_init(self.lc_layer, size, spatial_freq, center, scale1, bias, seed) + LearnableCov.V1_init(self.lc_layer2, size, spatial_freq, center, scale2, bias, seed) + print("V1 spatial init") + else: + print("Default spatial init") + + if freeze_spatial == True: + self.lc_layer.tri2_vec.requires_grad=False + self.lc_layer2.tri2_vec.requires_grad=False + print("Freeze spatial vec") + else: + print("Learnable spatial vec") + + if freeze_channel == True: + self.lc_layer.tri1_vec.requires_grad=False + self.lc_layer2.tri1_vec.requires_grad=False + print("Freeze channel vec") + else: + print("Learnable channel vec") + + def forward(self, x): + # methods + smooth = nn.AvgPool2d(kernel_size=3, stride=1, padding=1) + pool = nn.AvgPool2d(kernel_size=4, stride=4, padding=1) + flatten = nn.Flatten() + + x = self.bn_x(x) + h = torch.cat((self.relu(self.lc_layer(x)), smooth(x)), 1) + h = self.bn_h1(h) + h = torch.cat((self.relu(self.lc_layer2(h)), smooth(h)), 1) + h = self.bn_h2(h) + h = flatten(pool(h)) + return self.clf(h) + + +def PostExp_Vivian(hidden_dim, size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init): + net = V1_CIFAR10(hidden_dim, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, FactConv2dPostExp) + return net + + +def PreExp_Vivian(hidden_dim, size, spatial_freq, scale, bias, freeze_spatial, freeze_channel, spatial_init): + net = V1_CIFAR10(hidden_dim, size, spatial_freq, scale, bias, + freeze_spatial, freeze_channel, spatial_init, FactConv2dPreExp) + return net diff --git a/V1-models/three_layers_pytorch_cifar.py b/V1-models/three_layers_pytorch_cifar.py new file mode 100644 index 0000000..fdf7c3f --- /dev/null +++ b/V1-models/three_layers_pytorch_cifar.py @@ -0,0 +1,316 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +torch.backends.cudnn.allow_tf32 = True +torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + src=\ + "/home/mila/v/vivian.white/scratch/v1-models/saved-models/three-layer-models-sequential/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.01, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--hidden_dim', type=int, default=100, + help='number of hidden dimensions in model') +parser.add_argument('--num_epoch', type=int, default=90, help='number of epochs') +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_3Layer', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp +from layers_model import ThreeLayer_CIFAR10, Sequential_ThreeLayer_CIFAR10 + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +set_seeds(0) +conv_net = Sequential_ThreeLayer_CIFAR10(args.hidden_dim, + args.bias) +conv_net = conv_net.to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight(fact_net) +fact_net = fact_net.to(device) +run_name = "ThreeLayerSequential" +print("Nets Made") +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_three_layers_sequential", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + +#originally trained my models for 90 epochs, unsure if i should train for 90 or 200 +for epoch in range(start_epoch, start_epoch+args.num_epoch):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/V1-models/time_test.py b/V1-models/time_test.py new file mode 100644 index 0000000..acea071 --- /dev/null +++ b/V1-models/time_test.py @@ -0,0 +1,352 @@ +'''Train CIFAR10 with PyTorch.''' +import torch +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +import time + +import numpy as np +import random + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--config', type=int, default=1, help='Config') + +args = parser.parse_args() + +def set_seeds(seed): + torch.manual_seed(seed) + torch.backends.cudnn.deterministic = True + #torch.backends.cudnn.benchmark = False + random.seed(seed) + np.random.seed(seed) + + +if args.config == 1: + torch.backends.cudnn.allow_tf32 = True + torch.backends.cuda.matmul.allow_tf32 = True + torch.backends.cudnn.benchmark = False +elif args.config == 2: + torch.backends.cudnn.allow_tf32 = True + torch.set_float32_matmul_precision('high') + torch.backends.cudnn.benchmark = False +elif args.config == 3: + torch.backends.cudnn.allow_tf32 = True + torch.set_float32_matmul_precision('medium') + torch.backends.cudnn.benchmark = False +elif args.config == 4: + torch.backends.cudnn.allow_tf32 = False + torch.backends.cuda.matmul.allow_tf32 = False + torch.backends.cudnn.benchmark = False +elif args.config == 5: + torch.backends.cudnn.allow_tf32 = True + torch.backends.cuda.matmul.allow_tf32 = True + torch.backends.cudnn.benchmark = True +elif args.config == 6: + torch.backends.cudnn.allow_tf32 = False + torch.backends.cuda.matmul.allow_tf32 = False + torch.backends.cudnn.benchmark = True + + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=4) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=4) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +set_seeds(0) + +net = ResNet18() +set_seeds(0) +set_seeds(0) + +net = net.to(device) +run_name = "Time Test Config {}".format(args.config) + +run = wandb.init(project="not_random_project", config=args, + group="pytorch_time_testing_cifar_10_finegrained", name=run_name)#, dir=wandb_dir) +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +optimizer = optim.SGD(net.parameters(), lr=args.lr, + momentum=0.9, weight_decay=5e-4) +scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=200) +logger={} + +def record_event(events, name, stream=None): + event = torch.cuda.Event(enable_timing=True) + event.record(stream=stream) + + # Add or append event to dict. + if name in events: events[name].append(event) + else: events[name] = [event] + + +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + net.train() + train_loss = 0 + correct = 0 + total = 0 + + non_blocking = False + events = {} + + trainloader_len = len(trainloader) + + record_event(events, 'iter_start') + for batch_idx, (inputs, targets) in enumerate(trainloader): + record_event(events, 'data_loaded') + + inputs = inputs .to(device=device, non_blocking=non_blocking) + targets = targets.to(device=device, non_blocking=non_blocking) + record_event(events, 'data_uploaded') + + optimizer.zero_grad() + + outputs = net(inputs) + loss = criterion(outputs, targets) + record_event(events, 'forward_passed') + + loss.backward() + optimizer.step() + record_event(events, 'backward_passed') + train_loss += loss.item() + record_event(events, 'loss_downloaded') + + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + #progress_bar(batch_idx, trainloader_len, 'Loss: %.3f | Acc: %.3f%% (%d/%d)' + # % (train_loss/(batch_idx+1), 100.*correct/total, correct, total)) + + + record_event(events, 'other_stuff') + record_event(events, 'iter_start') + # + # NOTE: elapsed_time() returns the time in units of milliseconds. + # NOTE: We will ignore the first iteration's timings as they are effectively warmup. + # + N = batch_idx + epoch_time = events['iter_start'][0].elapsed_time(events['iter_start'][-1]) / 1000.0 + data_load_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['iter_start'][1:], + events['data_loaded'][1:]) + ) + data_upload_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['data_loaded'][1:], + events['data_uploaded'][1:]) + ) + processing_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['data_uploaded'][1:], + events['forward_passed'][1:]) + ) + backwards_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['forward_passed'][1:], + events['backward_passed'][1:]) + ) + loss_download_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['backward_passed'][1:], + events['loss_downloaded'][1:]) + ) + other_stuff_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['loss_downloaded'][1:], + events['other_stuff'][1:]) + ) + average_iter_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['iter_start'][1:-1], + events['iter_start'][2:]) + ) + logger["train_time_per_batch"] = average_iter_time + logger["train_time"] = epoch_time + logger["train_time_per_forward"] = processing_time + logger["train_time_per_backward"] = backwards_time + logger["train_time_latency"] = data_load_time + data_upload_time + logger["train_time_dataload"] = data_load_time + logger["train_time_dataupload"] = data_upload_time + logger["train_time_loss"] = loss_download_time + logger["train_time_other"] = other_stuff_time + + + + + +def test(epoch): + global best_acc + net.eval() + test_loss = 0 + correct = 0 + total = 0 + + testloader_len = len(testloader) + + non_blocking = False + events = {} + + with torch.no_grad(): + record_event(events, 'iter_start') + for batch_idx, (inputs, targets) in enumerate(testloader): + record_event(events, 'data_loaded') + + inputs = inputs .to(device=device, non_blocking=non_blocking) + targets = targets.to(device=device, non_blocking=non_blocking) + record_event(events, 'data_uploaded') + + outputs = net(inputs) + loss = criterion(outputs, targets) + record_event(events, 'forward_passed') + + test_loss += loss.item() + record_event(events, 'loss_downloaded') + + _, predicted = outputs.max(1) + total += targets.size(0) + correct += predicted.eq(targets).sum().item() + + #progress_bar( + # batch_idx, testloader_len, + # f'Loss: {test_loss/(batch_idx+1):.3f} | ' + # f'Acc: {100.*correct/total:.3f}% ({correct}/{total})' + #) + # + record_event(events, 'other_stuff') + record_event(events, 'iter_start') + + torch.cuda.synchronize() + + # + # NOTE: elapsed_time() returns the time in units of milliseconds. + # NOTE: We will ignore the first iteration's timings as they are effectively warmup. + # + N = batch_idx + epoch_time = events['iter_start'][0].elapsed_time(events['iter_start'][-1]) / 1000.0 + data_load_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['iter_start'][1:], + events['data_loaded'][1:]) + ) + data_upload_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['data_loaded'][1:], + events['data_uploaded'][1:]) + ) + processing_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['data_uploaded'][1:], + events['forward_passed'][1:]) + ) + loss_download_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['forward_passed'][1:], + events['loss_downloaded'][1:]) + ) + other_stuff_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['loss_downloaded'][1:], + events['other_stuff'][1:]) + ) + average_iter_time = 0.001 / N * sum( + s.elapsed_time(e) for s, e in zip(events['iter_start'][1:-1], + events['iter_start'][2:]) + ) + logger["eval_time_per_batch"] = average_iter_time + logger["eval_time"] = epoch_time + logger["eval_time_per_forward"] = processing_time + logger["eval_time_latency"] = data_load_time + data_upload_time + logger["eval_time_dataload"] = data_load_time + logger["eval_time_dataupload"] = data_upload_time + logger["eval_time_loss"] = loss_download_time + logger["eval_time_other"] = other_stuff_time + + logger["eval_acc"] = 100.*correct/total + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + scheduler.step() + run.log(logger) + logger = {} +args.name += "final" diff --git a/V1-models/vgg.py b/V1-models/vgg.py new file mode 100644 index 0000000..029c9da --- /dev/null +++ b/V1-models/vgg.py @@ -0,0 +1,51 @@ +'''VGG11/13/16/19 in Pytorch.''' +import torch +import torch.nn as nn + + +cfg = { + 'VGG11': [64, 'M', 128, 'M', 256, 256, 'M', 512, 512, 'M', 512, 512, 'M'], + 'VGG13': [64, 64, 'M', 128, 128, 'M', 256, 256, 'M', 512, 512, 'M', 512, 512, 'M'], + 'VGG16': [64, 64, 'M', 128, 128, 'M', 256, 256, 256, 'M', 512, 512, 512, 'M', 512, 512, 512, 'M'], + 'VGG19': [64, 64, 'M', 128, 128, 'M', 256, 256, 256, 256, 'M', 512, 512, 512, 512, 'M', 512, 512, 512, 512, 'M'], +} + + +class VGG(nn.Module): + def __init__(self, vgg_name, batchnorm): + super(VGG, self).__init__() + self.features = self._make_layers(cfg[vgg_name], batchnorm) + self.classifier = nn.Linear(512, 10) + + def forward(self, x): + out = self.features(x) + out = out.view(out.size(0), -1) + out = self.classifier(out) + return out + + def _make_layers(self, cfg, batchnorm): + layers = [] + in_channels = 3 + for x in cfg: + if x == 'M': + layers += [nn.MaxPool2d(kernel_size=2, stride=2)] + else: + if batchnorm: + layers += [nn.Conv2d(in_channels, x, kernel_size=3, padding=1), + nn.BatchNorm2d(x), + nn.ReLU(inplace=True)] + else: + layers += [nn.Conv2d(in_channels, x, kernel_size=3, padding=1), + nn.ReLU(inplace=True)] + in_channels = x + layers += [nn.AvgPool2d(kernel_size=1, stride=1)] + return nn.Sequential(*layers) + + +def test(): + net = VGG('VGG11') + x = torch.randn(2,3,32,32) + y = net(x) + print(y.size()) + +# test() diff --git a/V1-models/viv_k_pytorch_cifar.py b/V1-models/viv_k_pytorch_cifar.py new file mode 100644 index 0000000..113d699 --- /dev/null +++ b/V1-models/viv_k_pytorch_cifar.py @@ -0,0 +1,377 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + src=\ + "/home/mila/v/vivian.white/scratch/v1-models/saved-models/comparing_k_new/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') +parser.add_argument('--k', type=int, default=1, + help='k value for FactConv2dK model') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp, FactConv2dK + +def replace_layers_keep_weight_K(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight_K(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dK( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + k=args.k, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + conv_net = ResNet18() + replace_layers_keep_weight(conv_net) + run_name = "test_K={}".format(args.k) +# REMINDER THAT CONV = OG FACT AND FACT = K FACT +conv_net = conv_net.to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight_K(fact_net) +fact_net = fact_net.to(device) + + +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_k_comparisons", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/V1-models/viv_launch_og_cifar.sh b/V1-models/viv_launch_og_cifar.sh new file mode 100755 index 0000000..3ddafd6 --- /dev/null +++ b/V1-models/viv_launch_og_cifar.sh @@ -0,0 +1,21 @@ +#!/bin/bash + +#sbatch viv_setoff_og_pytorch_cifar.sh vgg compare_vgg +#sbatch viv_setoff_og_pytorch_cifar.sh vggbn compare_vggbn +#sbatch viv_setoff_og_pytorch_cifar.sh resnet compare_resnet + +#sbatch viv_setoff_og_pytorch_cifar.sh resnet 0.125scale 0.125 +#sbatch viv_setoff_og_pytorch_cifar.sh resnet 0.25scale 0.25 +#sbatch viv_setoff_og_pytorch_cifar.sh resnet 0.5scale 0.5 +#sbatch viv_setoff_og_pytorch_cifar.sh resnet 1scale 1 +#sbatch viv_setoff_og_pytorch_cifar.sh resnet 2scale 2 +#sbatch viv_setoff_og_pytorch_cifar.sh resnet 4scale 4 + +#sbatch viv_setoff_k_pytorch_cifar.sh resnet 1k 1 +#sbatch viv_setoff_k_pytorch_cifar.sh resnet 2k 2 +#sbatch viv_setoff_k_pytorch_cifar.sh resnet 4k 4 +#sbatch viv_setoff_k_pytorch_cifar.sh resnet 8k 8 +#sbatch viv_setoff_k_pytorch_cifar.sh resnet 16k 16 + +#sbatch three_layers_setoff.sh ThreeLayerModels +sbatch viv_setoff_og_pytorch_cifar.sh resnet 8scale 8 diff --git a/V1-models/viv_og_pytorch_cifar.py b/V1-models/viv_og_pytorch_cifar.py new file mode 100644 index 0000000..01ab8ce --- /dev/null +++ b/V1-models/viv_og_pytorch_cifar.py @@ -0,0 +1,354 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + src="/home/mila/v/vivian.white/scratch/v1-models/saved-models/correct_twins/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + conv_net = ResNet18() + # change scale of conv model + # replace_layers_agnostic(conv_net, args.width_scale) +run_name = "Conv Fact Twins" + + +conv_net = ResNet18().to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight(fact_net) +fact_net = fact_net.to(device) + +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_correct_twins", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/V1-models/viv_setoff_og_pytorch_cifar.sh b/V1-models/viv_setoff_og_pytorch_cifar.sh new file mode 100644 index 0000000..210e7e9 --- /dev/null +++ b/V1-models/viv_setoff_og_pytorch_cifar.sh @@ -0,0 +1,13 @@ +#!/bin/bash +#SBATCH --gres=gpu:a100l:1 +#SBATCH --constraint="ampere" +#SBATCH -c 8 +#SBATCH --mem=60G +#SBATCH -t 22:00:00 +#SBATCH --output slurm/%j.out + +module load anaconda/3 +conda activate random_features + +#python resnet_og_pytorch_cifar.py --net $1 --name $2 --width_scale $3 +python width_8_pytorch_cifar.py --net $1 --name $2 --width_scale $3 diff --git a/V1-models/width_8_pytorch_cifar.py b/V1-models/width_8_pytorch_cifar.py new file mode 100644 index 0000000..d56455d --- /dev/null +++ b/V1-models/width_8_pytorch_cifar.py @@ -0,0 +1,370 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +torch.backends.cudnn.allow_tf32 = True +torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model, conv_scheduler, fact_scheduler, + conv_optimizer, fact_optimizer): + src= "/home/mila/v/vivian.white/scratch/v1-models/saved-models/width_8/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + torch.save(conv_scheduler.state_dict(), trial_dir+"/conv_scheduler.pt") + torch.save(fact_scheduler.state_dict(), trial_dir+"/fact_scheduler.pt") + torch.save(conv_optimizer.state_dict(), trial_dir+"/conv_optimizer.pt") + torch.save(fact_optimizer.state_dict(), trial_dir+"/fact_optimizer.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='width8', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + conv_net = ResNet18() + # change scale of conv model + replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Width 8 Resnet" + +conv_net = conv_net.to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight(fact_net) +fact_net = fact_net.to(device) + +old_name = args.name +args.name += "_init" + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +save_model(args, conv_net, fact_net, conv_scheduler, fact_scheduler, + conv_optimizer, fact_optimizer) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_rainbow_comparisons", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +#criterion = nn.CrossEntropyLoss() +#conv_optimizer = optim.SGD(conv_net.parameters(), +# lr=args.lr, momentum=0.9, weight_decay=5e-4) +#fact_optimizer = optim.SGD(fact_net.parameters(), +# lr=args.lr, momentum=0.9, weight_decay=5e-4) +#conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +#fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net, conv_scheduler, fact_scheduler, + conv_optimizer, fact_optimizer) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net, conv_scheduler, fact_scheduler, + conv_optimizer, fact_optimizer) diff --git a/glomerulus/__init__.py b/glomerulus/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/argumentparsing/__init__.py b/glomerulus/argumentparsing/__init__.py new file mode 100644 index 0000000..204a291 --- /dev/null +++ b/glomerulus/argumentparsing/__init__.py @@ -0,0 +1,56 @@ +import argparse +import os + +from argparse import ArgumentParser, BooleanOptionalAction +from .actions import * + + + +def get_basic_parser(*args, **kwargs): + parser = len(args) and isinstance(args[0], ArgumentParser) and args.pop(0) or ArgumentParser(*args, **kwargs) + parser.add_argument('--verbose', '-v', action='count', default=0, + help='Increase verbosity (can be repeated)') + parser.add_argument('--lr', type=float, default=0.1, + help='Set base learning rate.') + parser.add_argument('--net', + default='conv', + choices=['conv','fact'], + help="which convmodule to use") + parser.add_argument('--freeze-spatial', action=BooleanOptionalAction, default=True, + help="freeze spatial filters for LearnableCov models") + parser.add_argument('--freeze-channel', action=BooleanOptionalAction, default=True, + help="freeze channels for LearnableCov models") + parser.add_argument('--spatial-init', + default='V1', + choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") + parser.add_argument('--name', type=str, default='SingletonConv', + help='filename for saved model') + parser.add_argument('--load-model', type=str, default='conv_model_init.pt', + help='filename for loaded model') + parser.add_argument('--seed', type=int, default=0, help='training seed') + tmpdir = os.environ.get('SLURM_TMPDIR', + os.environ.get('TMPDIR', '/tmp')) + parser.add_argument('--tmpdir', default=tmpdir, help='Temporary directory') + return parser + + +def add_pytorch_group(parser, /): + ptgroup = parser.add_argument_group('PyTorch', 'PyTorch-specific controls') + ptgroup.add_argument('--benchmark', action='store_true', help='Enable PyTorch benchmark mode') + ptgroup.add_argument('--allow-cublas-tf32', action=BooleanOptionalAction, help='Enable PyTorch TF32 mode (cuBLAS only)') + ptgroup.add_argument('--allow-cudnn-tf32', action=BooleanOptionalAction, help='Enable PyTorch TF32 mode (cuDNN only)') + ptgroup.add_argument('--allow-tf32', action=MultiTargetBooleanOptionalAction, help='Enable PyTorch TF32 mode', + dest=('allow_cublas_tf32', 'allow_cudnn_tf32')) + return ptgroup + + +def add_distributed_group(parser, /): + distgroup = parser.add_argument_group('Distributed', 'PyTorch Distributed controls') + distgroup.add_argument('--distributed', action='store_true', help='Enable PyTorch Distributed') + distgroup.add_argument('--rank', action=DistRankAction) + distgroup.add_argument('--local-rank', action=DistLocalRankAction) + distgroup.add_argument('--world-size', action=DistWorldSizeAction) + distgroup.add_argument('--master-port', action=DistMasterPortAction) + distgroup.add_argument('--master-addr', type=str, default=os.environ.get('MASTER_ADDR', '127.0.0.1')) + return distgroup diff --git a/glomerulus/argumentparsing/actions.py b/glomerulus/argumentparsing/actions.py new file mode 100644 index 0000000..c3ee07a --- /dev/null +++ b/glomerulus/argumentparsing/actions.py @@ -0,0 +1,90 @@ +import argparse +import os + +from argparse import Action, BooleanOptionalAction, SUPPRESS + + + + +class MultiTargetBooleanOptionalAction(BooleanOptionalAction): + """Multi-target Boolean Option.""" + def __init__(self, option_strings, dest, **kwargs): + kwargs['default'] = SUPPRESS + kwargs['metavar'] = None + kwargs['type'] = bool + kwargs.pop('nargs', None) + dest = [dest] if isinstance(dest, str) else dest + dest = tuple(d.replace('-', '_') for d in dest) + self.dests = dest + super().__init__(option_strings, argparse.SUPPRESS, **kwargs) + + def __call__(self, parser, ns, values, option_string=None): + v = not option_string.startswith('--no-') + for d in self.dests: + setattr(ns, d, v) + +class DistRankAction(Action): + def __init__(self, option_strings, dest, **kwargs): + N = os.environ.get('RANK', + os.environ.get('SLURM_PROCID', '0')) + kwargs['type'] = int + kwargs['choices'] = None + kwargs['default'] = int(N) + kwargs.pop ('nargs', None) + kwargs.setdefault('metavar', 'RANK') + kwargs.setdefault('help', 'Set distributed process rank.') + super().__init__(option_strings, dest, **kwargs) + + def __call__(self, parser, ns, values, option_string=None): + assert values>=0, f'Distributed rank must be >= 0, but is {values}!' + super().__call__(parser, ns, values, option_string=option_string) + os.environ['RANK'] = str(values) + +class DistLocalRankAction(Action): + def __init__(self, option_strings, dest, **kwargs): + N = os.environ.get('LOCAL_RANK', + os.environ.get('SLURM_LOCALID', '0')) + kwargs['type'] = int + kwargs['choices'] = None + kwargs['default'] = int(N) + kwargs.pop ('nargs', None) + kwargs.setdefault('metavar', 'LOCAL_RANK') + kwargs.setdefault('help', 'Set distributed process local rank.') + super().__init__(option_strings, dest, **kwargs) + + def __call__(self, parser, ns, values, option_string=None): + assert values>=0, f'Distributed local rank must be >= 0, but is {values}!' + super().__call__(parser, ns, values, option_string=option_string) + os.environ['LOCAL_RANK'] = str(values) + +class DistWorldSizeAction(Action): + def __init__(self, option_strings, dest, **kwargs): + N = os.environ.get('WORLD_SIZE', + os.environ.get('SLURM_NPROCS', '1')) + kwargs['type'] = int + kwargs['choices'] = None + kwargs['default'] = int(N) + kwargs.pop ('nargs', None) + kwargs.setdefault('metavar', 'WORLD_SIZE') + kwargs.setdefault('help', 'Set distributed process world size.') + super().__init__(option_strings, dest, **kwargs) + + def __call__(self, parser, ns, values, option_string=None): + assert values>=1, f'Distributed world size must be >= 1, but is {values}!' + super().__call__(parser, ns, values, option_string=option_string) + os.environ['WORLD_SIZE'] = str(values) + +class DistMasterPortAction(Action): + def __init__(self, option_strings, dest, **kwargs): + kwargs['type'] = int + kwargs['choices'] = None + kwargs.pop ('nargs', None) + kwargs.setdefault('default', int(os.environ.get('MASTER_PORT', + kwargs.get('default', '29400')))) + kwargs.setdefault('metavar', 'PORT') + kwargs.setdefault('help', 'Set distributed process master port number.') + super().__init__(option_strings, dest, **kwargs) + + def __call__(self, parser, ns, values, option_string=None): + assert values>=1 and values<=65535, f'TCP port number must be 1 <= t <= 65535, but is {values}!' + super().__call__(parser, ns, values, option_string=option_string) diff --git a/glomerulus/layers/__init__.py b/glomerulus/layers/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/layers/fact.py b/glomerulus/layers/fact.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/networks/__init__.py b/glomerulus/networks/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/networks/resnet.py b/glomerulus/networks/resnet.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/tool/README.md b/glomerulus/tool/README.md new file mode 100644 index 0000000..8d815cb --- /dev/null +++ b/glomerulus/tool/README.md @@ -0,0 +1,6 @@ +# Tools directory + +This directory contains various tools. Their contents are generally intended +to be invoked as + + python -m glomerulus.tool.TOOLNAME --arg --arg2=val3 posval4 ... diff --git a/glomerulus/tool/__init__.py b/glomerulus/tool/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/tool/simpletool2.py b/glomerulus/tool/simpletool2.py new file mode 100644 index 0000000..e67d6d2 --- /dev/null +++ b/glomerulus/tool/simpletool2.py @@ -0,0 +1,6 @@ +import sys + +from ..argumentparsing import * + +argp = get_basic_parser(description='Simple Tool 2') +print(argp.parse_args(sys.argv[1:])) diff --git a/glomerulus/tool/tool1/__init__.py b/glomerulus/tool/tool1/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/glomerulus/tool/tool1/__main__.py b/glomerulus/tool/tool1/__main__.py new file mode 100644 index 0000000..06a28c1 --- /dev/null +++ b/glomerulus/tool/tool1/__main__.py @@ -0,0 +1,8 @@ +import sys + +from ...argumentparsing import * + +argp = get_basic_parser(description='Complex Tool 1') +add_pytorch_group(argp) +add_distributed_group(argp) +print(argp.parse_args(sys.argv[1:])) diff --git a/icml/twin_study_og.py b/icml/twin_study_og.py new file mode 100644 index 0000000..cae852e --- /dev/null +++ b/icml/twin_study_og.py @@ -0,0 +1,356 @@ +''')Train CIFAR10 with PyTorch.''' +import torch +import copy +import torch.nn as nn +import torch.optim as optim +import torch.nn.functional as F +import torch.backends.cudnn as cudnn +from torch.profiler import profile, record_function, ProfilerActivity + +import torchvision +import torchvision.transforms as transforms + +import os +import argparse + +from pytorch_cifar_utils import progress_bar, set_seeds + +from test_models_safety import PostExp, PreExp +from hooks import wandb_forwards_hook, wandb_backwards_hook + +import wandb + +from distutils.util import strtobool + +from resnet import ResNet18 +from vgg import VGG + +from test_models_safety import PostExp, PreExp + +#torch.backends.cudnn.allow_tf32 = True +#torch.backends.cuda.matmul.allow_tf32 = True + +def save_model(args, conv_model, fact_model): + # TODO: change this whole function & move src "save_dir=../saved-models/" + src= "/home/mila/v/vivian.white/scratch/v1-models/saved-models/comparing_scale/" + model_dir = src + args.name + os.makedirs(model_dir, exist_ok=True) + os.chdir(model_dir) + + #saves loss & accuracy in the trial directory -- all trials + #trial_dir = model_dir + "/trial_" + str(1) + #os.makedirs(trial_dir, exist_ok=True) + #os.chdir(trial_dir) + trial_dir = model_dir + torch.save(conv_model.state_dict(), trial_dir+ "/conv_model.pt") + torch.save(fact_model.state_dict(), trial_dir+ "/fact_model.pt") + torch.save(args, trial_dir+ "/args.pt") + + +parser = argparse.ArgumentParser(description='PyTorch CIFAR10 Training') +parser.add_argument('--lr', default=0.1, type=float, help='learning rate') +parser.add_argument('--resume', '-r', action='store_true', + help='resume from checkpoint') +parser.add_argument('--net', type=str, default='vgg', choices=['vgg', 'vggbn', + 'resnet', 'factnetv1', 'factnetdefault', 'vggfact', 'vggbnfact'], help="which convmodule to use") +parser.add_argument('--freeze_spatial', dest='freeze_spatial', + type=lambda x: bool(strtobool(x)), default=True, + help="freeze spatial filters for LearnableCov models") +parser.add_argument('--freeze_channel', dest='freeze_channel', + type=lambda x: bool(strtobool(x)), default=False, + help="freeze channels for LearnableCov models") +parser.add_argument('--spatial_init', type=str, default='V1', choices=['default', 'V1'], + help="initialization for spatial filters for LearnableCov models") +parser.add_argument('--s', type=int, default=2, help='V1 size') +parser.add_argument('--f', type=float, default=0.1, help='V1 spatial frequency') +parser.add_argument('--scale', type=int, default=1, help='V1 scale') +parser.add_argument('--name', type=str, default='TESTING_VGG', + help='filename for saved model') +parser.add_argument('--bias', dest='bias', type=lambda x: bool(strtobool(x)), + default=False, help='bias=True or False') +parser.add_argument('--width_scale', type=float, default=1, + help='width scale amount') + +args = parser.parse_args() + +device = 'cuda' if torch.cuda.is_available() else 'cpu' +best_acc = 0 # best test accuracy +start_epoch = 0 # start from epoch 0 or last checkpoint epoch + +# Data +print('==> Preparing data..') +transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), +]) + +trainset = torchvision.datasets.CIFAR10( + root='./data', train=True, download=True, transform=transform_train) +trainloader = torch.utils.data.DataLoader( + trainset, batch_size=128, shuffle=True, num_workers=8) + +testset = torchvision.datasets.CIFAR10( + root='./data', train=False, download=True, transform=transform_test) +testloader = torch.utils.data.DataLoader( + testset, batch_size=1000, shuffle=False, num_workers=8) + +classes = ('plane', 'car', 'bird', 'cat', 'deer', + 'dog', 'frog', 'horse', 'ship', 'truck') + +# Model +print('==> Building model..') +# net = VGG('VGG19') +# net = ResNet18() +# net = PreActResNet18() +# net = GoogLeNet() +# net = DenseNet121() +# net = ResNeXt29_2x64d() +# net = MobileNet() +# net = MobileNetV2() +# net = DPN92() +# net = ShuffleNetG2() +# net = SENet18() +# net = ShuffleNetV2(1) +# net = EfficientNetB0() +# net = RegNetX_200MF() +# +# +# +from ConvModules import FactConv2dPreExp + +def replace_layers_keep_weight(model): + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_keep_weight(module) + if isinstance(module, nn.Conv2d): + ## simple module + new_module = FactConv2dPreExp( + in_channels=module.in_channels, + out_channels=module.out_channels, + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + bias=True if module.bias is not None else False) + old_sd = module.state_dict() + new_sd = new_module.state_dict() + new_sd['weight'] = old_sd['weight'] + if module.bias is not None: + new_sd['bias'] = old_sd['bias'] + new_module.load_state_dict(new_sd) + #new_module.tri1_vec = nn.Parameter(int(new_module.tri1_vec * scale)) + setattr(model, n, new_module) + +def replace_layers_agnostic(model, scale=1): + prev_out_ch = 0 + for n, module in model.named_children(): + if len(list(module.children())) > 0: + ## compound module, go inside it + replace_layers_agnostic(module,scale) + if isinstance(module, nn.Conv2d): + if module.in_channels == 3: + in_scale = 1 + else: + in_scale = scale + ## simple module + new_module = nn.Conv2d( + in_channels=int(module.in_channels*in_scale), + out_channels=int(module.out_channels*scale), + kernel_size=module.kernel_size, + stride=module.stride, padding=module.padding, + groups = module.groups, + bias=True if module.bias is not None else False) + setattr(model, n, new_module) + prev_out_ch = new_module.out_channels + if isinstance(module, nn.BatchNorm2d): + new_module = nn.BatchNorm2d(prev_out_ch) + setattr(model, n, new_module) + if isinstance(module, nn.Linear): + new_module = nn.Linear(int(512 * scale), 10) + setattr(model, n, new_module) +set_seeds(0) +if args.net == "vgg": + net=VGG("VGG11", False) + conv_net = VGG("VGG11", False) + run_name = "OGVGG" +elif args.net == "vggbn": + net=VGG("VGG11", True) + conv_net = VGG("VGG11", True) + run_name = "OGVGGBN" +elif args.net == "resnet": + net = ResNet18() + conv_net = ResNet18() + # change scale of conv model + replace_layers_agnostic(conv_net, args.width_scale) + run_name = "Width-Scaled Resnet" + +conv_net = conv_net.to(device) +fact_net = copy.deepcopy(conv_net) +replace_layers_keep_weight(fact_net) +fact_net = fact_net.to(device) + +old_name = args.name +args.name += "_init" +save_model(args, conv_net, fact_net) +args.name = old_name +set_seeds(0) +#if device == 'cuda': + #net = torch.nn.DataParallel(net) + #cudnn.benchmark = True + +# TODO: change this/get rid of wandb part for submission? +wandb_dir = "/home/mila/v/vivian.white/scratch/v1-models/wandb" +os.makedirs(wandb_dir, exist_ok=True) +os.chdir(wandb_dir) +#run_name = "OGVGG" + +run = wandb.init(project="random_project", config=args, + group="pytorch_cifar_rainbow_comparisons", name=run_name, dir=wandb_dir) +#wandb.watch(net, log='all', log_freq=1) + +if args.resume: + # Load checkpoint. + print('==> Resuming from checkpoint..') + assert os.path.isdir('checkpoint'), 'Error: no checkpoint directory found!' + checkpoint = torch.load('./checkpoint/ckpt.pth') + net.load_state_dict(checkpoint['net']) + best_acc = checkpoint['acc'] + start_epoch = checkpoint['epoch'] + +criterion = nn.CrossEntropyLoss() +conv_optimizer = optim.SGD(conv_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +fact_optimizer = optim.SGD(fact_net.parameters(), + lr=args.lr, momentum=0.9, weight_decay=5e-4) +conv_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(conv_optimizer, T_max=200) +fact_scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(fact_optimizer, T_max=200) + +keys = ['conv_acc_train', 'fact_acc_train', 'conv_acc_test', 'fact_acc_test'] +logger = {key: None for key in keys} +# Training +def train(epoch): + print('\nEpoch: %d' % epoch) + + conv_net.train() + fact_net.train() + + conv_train_loss = 0 + conv_correct = 0 + fact_train_loss = 0 + fact_correct = 0 + total = 0 + for batch_idx, (inputs, targets) in enumerate(trainloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_optimizer.zero_grad() + fact_optimizer.zero_grad() + + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_loss.backward() + conv_optimizer.step() + + fact_loss.backward() + fact_optimizer.step() + + conv_train_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_train_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + + progress_bar(batch_idx, len(trainloader), + 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_train_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_train_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + logger['conv_acc_train'] = 100*conv_correct/total + logger['fact_acc_train'] = 100*fact_correct/total + +def test(epoch): + global best_acc + conv_net.eval() + conv_test_loss = 0 + conv_correct = 0 + total = 0 + + fact_net.eval() + fact_test_loss = 0 + fact_correct = 0 + + with torch.no_grad(): + for batch_idx, (inputs, targets) in enumerate(testloader): + inputs, targets = inputs.to(device), targets.to(device) + conv_outputs = conv_net(inputs) + conv_loss = criterion(conv_outputs, targets) + + fact_outputs = fact_net(inputs) + fact_loss = criterion(fact_outputs, targets) + + conv_test_loss += conv_loss.item() + _, conv_predicted = conv_outputs.max(1) + total += targets.size(0) + conv_correct += conv_predicted.eq(targets).sum().item() + + fact_test_loss += fact_loss.item() + _, fact_predicted = fact_outputs.max(1) + fact_correct += fact_predicted.eq(targets).sum().item() + progress_bar(batch_idx, len(testloader), 'Conv Loss: %.3f | Conv Acc: %.3f%% (%d/%d) | Fact Loss: %.3f | Fact Acc: %.3f%% (%d/%d)' + % (conv_test_loss/(batch_idx+1), + 100.*conv_correct/total, conv_correct, total, + fact_test_loss/(batch_idx+1), + 100.*fact_correct/total, fact_correct, total)) + + logger['conv_acc_test'] = 100*conv_correct/total + logger['fact_acc_test'] = 100*fact_correct/total + # Save checkpoint. +# if fact_acc > fact_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# fact_best_acc = fact_acc +# if conv_acc > conv_best_acc: +# print('Saving..') +# state = { +# 'fact_acc': fact_acc, +# 'conv_acc': conv_acc, +# 'epoch': epoch, +# } +# #if not os.path.isdir('checkpoint'): +# # os.mkdir('checkpoint') +# #torch.save(state, './checkpoint/ckpt.pth') +# conv_best_acc = conv_acc + + +for epoch in range(start_epoch, start_epoch+200):#00 + train(epoch) + test(epoch) + conv_scheduler.step() + fact_scheduler.step() + args.name += "_epoch_{}".format(epoch) + run.log(logger) + save_model(args, conv_net, fact_net) # save every epoch + args.name = old_name + +args.name = old_name +args.name += "_final" +save_model(args, conv_net, fact_net) diff --git a/scripts/pick_port.sh b/scripts/pick_port.sh new file mode 100755 index 0000000..ac3c37e --- /dev/null +++ b/scripts/pick_port.sh @@ -0,0 +1,2 @@ +#!/bin/bash +exec python -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()' diff --git a/scripts/setoff.sh b/scripts/setoff.sh new file mode 100755 index 0000000..3550724 --- /dev/null +++ b/scripts/setoff.sh @@ -0,0 +1,24 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +exec python -m torch.distributed.run \ + --rdzv_backend=c10d \ + --rdzv_endpoint=localhost:0 \ + --nnodes=$SLURM_NNODES \ + --nproc_per_node=$SLURM_NTASKS_PER_NODE \ + imagenet.py --multiprocessing-distributed \ + --dist-url env:// \ + --workers $SLURM_CPUS_PER_TASK \ + --width_scale $SLURM_NTASKS_PER_NODE \ + "$SLURM_TMPDIR/imagenet" "$@" diff --git a/scripts/setoff_beluga.sh b/scripts/setoff_beluga.sh new file mode 100755 index 0000000..2f62b41 --- /dev/null +++ b/scripts/setoff_beluga.sh @@ -0,0 +1,9 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100:1 +#SBATCH --cpus-per-task=10 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad +exec setoff.sh "$@" diff --git a/scripts/setoff_cedar.sh b/scripts/setoff_cedar.sh new file mode 100755 index 0000000..4205219 --- /dev/null +++ b/scripts/setoff_cedar.sh @@ -0,0 +1,10 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=v100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=46G +#SBATCH --time=3-00:00:00 +#SBATCH --nodes=1 +#SBATCH --output=slurm/%j.out +#SBATCH --account=rrg-bengioy-ad +exec ./setoff.sh "$@" diff --git a/scripts/setoff_final.sh b/scripts/setoff_final.sh new file mode 100755 index 0000000..cbb0d7c --- /dev/null +++ b/scripts/setoff_final.sh @@ -0,0 +1,19 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100:1 +#SBATCH --cpus-per-task=12 +#SBATCH --mem-per-gpu=124G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.ou +#SBATCH --nodes=1 +#SBATCH --account=rrg-bengioy-ad +module load python/3.8 +source env_imagenet/bin/activate +srun --job-name="Dataset_Staging" --nodes=$SLURM_NNODES --ntasks=$SLURM_NNODES --ntasks-per-node=1 bash unpack_imagenet.sh + +export MASTER_ADDR=$(hostname -i "$SLURMD_NODENAME") +export MASTER_PORT=$(python -c 'import socket; s=socket.socket(); s.bind(("", 0)); print(s.getsockname()[1]); s.close()') +export PYTHONUNBUFFERED=1 +export NCCL_DEBUG=TRACE + +exec srun --gpus-per-task 1 --job-name="Main_Run" python imagenet.py --dist-url env:// --workers $SLURM_CPUS_PER_TASK --width_scale $SLURM_NTASKS_PER_NODE "$SLURM_TMPDIR/imagenet" "$@" diff --git a/scripts/setoff_mila.sh b/scripts/setoff_mila.sh new file mode 100755 index 0000000..cf6ccd1 --- /dev/null +++ b/scripts/setoff_mila.sh @@ -0,0 +1,20 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100l:1 +#SBATCH --cpus-per-task=4 +#SBATCH --mem-per-gpu=24G +#SBATCH --output=slurm/%j.out +#SBATCH --nodes=1 +#SBATCH --constraint="ampere" +#SBATCH --partition=main + +module load python/3.8 +source env_imagenet/bin/activate +#srun --job-name="Dataset_Staging" --nodes=$SLURM_NNODES --ntasks=$SLURM_NNODES --ntasks-per-node=1 bash unpack_imagenet.sh + +export MASTER_ADDR=127.0.0.1 +export MASTER_PORT=$(python -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') +export PYTHONUNBUFFERED=1 +export NCCL_DEBUG=TRACE +#--width_scale $SLURM_NTASKS_PER_NODE +exec srun --gpus-per-task 1 --job-name="Main_Run" python imagenet.py --dist-url env:// --workers $SLURM_CPUS_PER_TASK "/network/datasets/imagenet.var/imagenet_torchvision/" "$@" diff --git a/scripts/setoff_mila_vivian.sh b/scripts/setoff_mila_vivian.sh new file mode 100755 index 0000000..688ded7 --- /dev/null +++ b/scripts/setoff_mila_vivian.sh @@ -0,0 +1,20 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100l:1 +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-gpu=32G +#SBATCH --output=slurm/%j.out +#SBATCH --nodes=1 +#SBATCH --C=dgx +#SBATCH --partition=long + +module load python/3.8 +source env_imagenet/bin/activate +#srun --job-name="Dataset_Staging" --nodes=$SLURM_NNODES --ntasks=$SLURM_NNODES --ntasks-per-node=1 bash unpack_imagenet.sh + +export MASTER_ADDR=127.0.0.1 +export MASTER_PORT=$(python -c 'import socket; s=socket.socket(); s.bind(("",0)); print(s.getsockname()[1]); s.close()') +export PYTHONUNBUFFERED=1 +export NCCL_DEBUG=TRACE +#--width_scale $SLURM_NTASKS_PER_NODE +exec srun --gpus-per-task 1 --job-name="Main_Run" python imagenet_vivian.py --dist-url env:// --workers $SLURM_CPUS_PER_TASK "/network/datasets/imagenet.var/imagenet_torchvision/" "$@" diff --git a/scripts/setoff_narval.sh b/scripts/setoff_narval.sh new file mode 100755 index 0000000..13e726f --- /dev/null +++ b/scripts/setoff_narval.sh @@ -0,0 +1,10 @@ +#!/bin/bash +#SBATCH --ntasks-per-node=1 +#SBATCH --gpus-per-task=a100:1 +#SBATCH --cpus-per-task=12 +#SBATCH --mem-per-gpu=124G +#SBATCH --time=3-00:00:00 +#SBATCH --output=slurm/%j.out +#SBATCH --nodes=1 +#SBATCH --account=rrg-bengioy-ad +exec setoff.sh "$@" diff --git a/scripts/setoff_width2.sh b/scripts/setoff_width2.sh new file mode 100644 index 0000000..c7a921f --- /dev/null +++ b/scripts/setoff_width2.sh @@ -0,0 +1,17 @@ +#!/bin/bash +#SBATCH --gres=gpu:v100l:2 +#SBATCH -c 16 +#SBATCH --ntasks-per-node=2 +#SBATCH --mem=92G +#SBATCH --time 72:00:00 +#SBATCH --output slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +python -m torch.distributed.run --rdzv_backend=c10d --rdzv_endpoint=localhost:56515 --nnodes=1 --nproc_per_node 2 imagenet.py --multiprocessing-distributed --dist-url env:// --workers 8 --arch $1 --fact $2 --name $3 --width_scale $5 -b $6 $SLURM_TMPDIR/imagenet/ + +#python imagenet.py --arch $1 --fact $2 --name $3 --lr $4 --width_scale $5 --batch_size $6 diff --git a/scripts/setoff_width4.sh b/scripts/setoff_width4.sh new file mode 100644 index 0000000..3cad9fb --- /dev/null +++ b/scripts/setoff_width4.sh @@ -0,0 +1,17 @@ +#!/bin/bash +#SBATCH --gres=gpu:v100l:4 +#SBATCH -c 32 +#SBATCH --mem=184G +#SBATCH --ntasks-per-node=4 +#SBATCH --time 72:00:00 +#SBATCH --output slurm/%j.out +#SBATCH --account=rrg-bengioy-ad + +module load python/3.8 +source env_imagenet/bin/activate + +bash unpack_imagenet.sh + +python -m torch.distributed.run --rdzv_backend=c10d --rdzv_endpoint=localhost:56555 --nnodes=1 --nproc_per_node 4 imagenet.py --multiprocessing-distributed --dist-url env:// --workers 8 --arch $1 --fact $2 --name $3 --width_scale $5 -b $6 $SLURM_TMPDIR/imagenet/ + +#python imagenet.py --arch $1 --fact $2 --name $3 --lr $4 --width_scale $5 --batch_size $6 diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..6004c28 --- /dev/null +++ b/setup.py @@ -0,0 +1,44 @@ +from setuptools import setup, find_packages + + +import warnings +warnings.filterwarnings("ignore", "The setuptools-version-command package is deprecated") +warnings.filterwarnings("ignore", "easy_install command is deprecated") +warnings.filterwarnings("ignore", "setup.py install is deprecated") + + +setup( + name = 'Glomerulus', + version = '0.0.0.dev0', + author = 'Vivian White', + author_email = 'vivian.white@mila.quebec', + classifiers = [ + 'Development Status :: 3 - Alpha', + 'Environment :: Console', + 'Intended Audience :: Science/Research', + 'Operating System :: POSIX', + 'Operating System :: POSIX :: Linux', + 'Operating System :: Unix', + 'Programming Language :: Python', + 'Programming Language :: Python :: 3', + 'Programming Language :: Python :: 3.8', + 'Programming Language :: Python :: 3.9', + 'Programming Language :: Python :: 3.10', + 'Programming Language :: Python :: 3.11', + 'Programming Language :: Python :: 3.12', + 'Programming Language :: Python :: 3 :: Only', + 'Topic :: Scientific/Engineering', + 'Topic :: Scientific/Engineering :: Artificial Intelligence', + ], + ext_modules = [], + python_requires = '>=3.8.1', + install_requires = [ + 'torch>=2.0.1', + ], + extras_require = { + "test": [ + "pytest", + ], + }, + packages = find_packages(include=['glomerulus', 'glomerulus.*']), +)